id	sid	tid	token	lemma	pos
futech-409	1	1	x.	x.	PROPN
futech-409	1	2	hou	hou	PROPN
futech-409	1	3	&	&	CCONJ
futech-409	1	4	z.paidi	z.paidi	PROPN
futech-409	1	5	/future	/future	PUNCT
futech-409	1	6	technology	technology	PROPN
futech-409	1	7	november	november	PROPN
futech-409	1	8	2025|	2025|	NUM
futech-409	1	9	volume	volume	NOUN
futech-409	1	10	04	04	NUM
futech-409	2	1	|	|	ADV
futech-409	2	2	issue	issue	VERB
futech-409	2	3	04	04	NUM
futech-409	3	1	|	|	CCONJ
futech-409	3	2	pages	page	NOUN
futech-409	3	3	43	43	NUM
futech-409	3	4	-	-	SYM
futech-409	3	5	58	58	NUM
futech-409	3	6	43	43	NUM
futech-409	3	7	article	article	NOUN
futech-409	3	8	ai	ai	AUX
futech-409	3	9	-	-	PUNCT
futech-409	3	10	based	base	VERB
futech-409	3	11	tourist	tourist	NOUN
futech-409	3	12	behavior	behavior	NOUN
futech-409	3	13	analysis	analysis	NOUN
futech-409	3	14	and	and	CCONJ
futech-409	3	15	cultural	cultural	ADJ
futech-409	3	16	communication	communication	NOUN
futech-409	3	17	optimization	optimization	NOUN
futech-409	3	18	strategies	strategy	NOUN
futech-409	3	19	for	for	ADP
futech-409	3	20	shanxi	shanxi	PROPN
futech-409	3	21	great	great	PROPN
futech-409	3	22	wall	wall	PROPN
futech-409	3	23	heritage	heritage	PROPN
futech-409	3	24	site	site	NOUN
futech-409	3	25	xuehe	xuehe	PROPN
futech-409	3	26	hou1,2	hou1,2	PROPN
futech-409	3	27	,	,	PUNCT
futech-409	3	28	zulhilmi	zulhilmi	PROPN
futech-409	3	29	b	b	X
futech-409	3	30	paidi1	paidi1	PROPN
futech-409	3	31	*	*	PROPN
futech-409	3	32	1school	1school	NUM
futech-409	3	33	of	of	ADP
futech-409	3	34	languages	language	NOUN
futech-409	3	35	,	,	PUNCT
futech-409	3	36	civilisation	civilisation	NOUN
futech-409	3	37	&	&	CCONJ
futech-409	3	38	philosophy	philosophy	NOUN
futech-409	3	39	,	,	PUNCT
futech-409	3	40	universiti	universiti	PROPN
futech-409	3	41	utara	utara	PROPN
futech-409	3	42	malaysia	malaysia	PROPN
futech-409	3	43	,	,	PUNCT
futech-409	3	44	kedah	kedah	PROPN
futech-409	3	45	06010	06010	NUM
futech-409	3	46	,	,	PUNCT
futech-409	3	47	malaysia	malaysia	PROPN
futech-409	3	48	2shanxi	2shanxi	NUM
futech-409	3	49	technology	technology	NOUN
futech-409	3	50	and	and	CCONJ
futech-409	3	51	business	business	NOUN
futech-409	3	52	college	college	PROPN
futech-409	3	53	,	,	PUNCT
futech-409	3	54	shanxi	shanxi	PROPN
futech-409	3	55	,	,	PUNCT
futech-409	3	56	030006	030006	NUM
futech-409	3	57	,	,	PUNCT
futech-409	3	58	china	china	PROPN
futech-409	3	59	a	a	DET
futech-409	3	60	r	r	NOUN
futech-409	3	61	t	t	NOUN
futech-409	4	1	i	i	PRON
futech-409	4	2	c	c	NOUN
futech-409	4	3	l	l	NOUN
futech-409	4	4	e	e	NOUN
futech-409	5	1	i	i	PRON
futech-409	5	2	n	n	VERB
futech-409	5	3	f	f	NOUN
futech-409	5	4	o	o	NOUN
futech-409	5	5	article	article	NOUN
futech-409	5	6	history	history	NOUN
futech-409	5	7	:	:	PUNCT
futech-409	5	8	received	receive	VERB
futech-409	5	9	28	28	NUM
futech-409	5	10	may	may	AUX
futech-409	5	11	2025	2025	NUM
futech-409	5	12	received	receive	VERB
futech-409	5	13	in	in	ADP
futech-409	5	14	revised	revise	VERB
futech-409	5	15	form	form	NOUN
futech-409	5	16	12	12	NUM
futech-409	5	17	july	july	PROPN
futech-409	5	18	2025	2025	NUM
futech-409	5	19	accepted	accept	VERB
futech-409	5	20	22	22	NUM
futech-409	5	21	july	july	PROPN
futech-409	5	22	2025	2025	NUM
futech-409	5	23	keywords	keyword	NOUN
futech-409	5	24	:	:	PUNCT
futech-409	6	1	artificial	artificial	ADJ
futech-409	6	2	intelligence	intelligence	NOUN
futech-409	6	3	,	,	PUNCT
futech-409	6	4	tourist	tourist	NOUN
futech-409	6	5	behavior	behavior	NOUN
futech-409	6	6	analysis	analysis	NOUN
futech-409	6	7	,	,	PUNCT
futech-409	6	8	cultural	cultural	ADJ
futech-409	6	9	heritage	heritage	NOUN
futech-409	6	10	tourism	tourism	NOUN
futech-409	6	11	,	,	PUNCT
futech-409	6	12	machine	machine	NOUN
futech-409	6	13	learning	learning	NOUN
futech-409	6	14	,	,	PUNCT
futech-409	6	15	optimization	optimization	NOUN
futech-409	6	16	strategies	strategy	NOUN
futech-409	6	17	*	*	PUNCT
futech-409	6	18	corresponding	correspond	VERB
futech-409	6	19	author	author	NOUN
futech-409	6	20	email	email	NOUN
futech-409	6	21	address	address	NOUN
futech-409	6	22	:	:	PUNCT
futech-409	6	23	zulsusila@gmail.com	zulsusila@gmail.com	X
futech-409	6	24	doi	doi	NOUN
futech-409	6	25	:	:	PUNCT
futech-409	6	26	10.55670	10.55670	NUM
futech-409	6	27	/	/	SYM
futech-409	6	28	fpll.futech.4.4.5	fpll.futech.4.4.5	NOUN
futech-409	6	29	a	a	DET
futech-409	6	30	b	b	PROPN
futech-409	6	31	s	s	ADP
futech-409	6	32	t	t	PROPN
futech-409	6	33	r	r	NOUN
futech-409	6	34	a	a	DET
futech-409	6	35	c	c	NOUN
futech-409	6	36	t	t	NOUN
futech-409	6	37	this	this	DET
futech-409	6	38	study	study	NOUN
futech-409	6	39	analyses	analyse	VERB
futech-409	6	40	tourist	tourist	NOUN
futech-409	6	41	behavior	behavior	NOUN
futech-409	6	42	and	and	CCONJ
futech-409	6	43	cultural	cultural	ADJ
futech-409	6	44	communication	communication	NOUN
futech-409	6	45	optimization	optimization	NOUN
futech-409	6	46	strategies	strategy	NOUN
futech-409	6	47	of	of	ADP
futech-409	6	48	the	the	DET
futech-409	6	49	shanxi	shanxi	PROPN
futech-409	6	50	great	great	PROPN
futech-409	6	51	wall	wall	PROPN
futech-409	6	52	heritage	heritage	PROPN
futech-409	6	53	site	site	NOUN
futech-409	6	54	using	use	VERB
futech-409	6	55	more	more	ADV
futech-409	6	56	sophisticated	sophisticated	ADJ
futech-409	6	57	artificial	artificial	ADJ
futech-409	6	58	intelligence	intelligence	NOUN
futech-409	6	59	technologies	technology	NOUN
futech-409	6	60	.	.	PUNCT
futech-409	7	1	the	the	DET
futech-409	7	2	gaps	gap	NOUN
futech-409	7	3	in	in	ADP
futech-409	7	4	heritage	heritage	NOUN
futech-409	7	5	tourism	tourism	NOUN
futech-409	7	6	are	be	AUX
futech-409	7	7	approached	approach	VERB
futech-409	7	8	by	by	ADP
futech-409	7	9	applying	apply	VERB
futech-409	7	10	machine	machine	NOUN
futech-409	7	11	learning	learning	NOUN
futech-409	7	12	,	,	PUNCT
futech-409	7	13	natural	natural	ADJ
futech-409	7	14	language	language	NOUN
futech-409	7	15	processing	processing	NOUN
futech-409	7	16	,	,	PUNCT
futech-409	7	17	and	and	CCONJ
futech-409	7	18	multi	multi	ADJ
futech-409	7	19	-	-	ADJ
futech-409	7	20	objective	objective	ADJ
futech-409	7	21	optimization	optimization	NOUN
futech-409	7	22	to	to	PART
futech-409	7	23	exhibit	exhibit	VERB
futech-409	7	24	technological	technological	ADJ
futech-409	7	25	management	management	NOUN
futech-409	7	26	while	while	SCONJ
futech-409	7	27	maintaining	maintain	VERB
futech-409	7	28	cultural	cultural	ADJ
futech-409	7	29	integrity	integrity	NOUN
futech-409	7	30	.	.	PUNCT
futech-409	8	1	using	use	VERB
futech-409	8	2	a	a	DET
futech-409	8	3	combination	combination	NOUN
futech-409	8	4	of	of	ADP
futech-409	8	5	qualitative	qualitative	ADJ
futech-409	8	6	and	and	CCONJ
futech-409	8	7	quantitative	quantitative	ADJ
futech-409	8	8	methods	method	NOUN
futech-409	8	9	,	,	PUNCT
futech-409	8	10	this	this	DET
futech-409	8	11	research	research	NOUN
futech-409	8	12	gathered	gather	VERB
futech-409	8	13	data	datum	NOUN
futech-409	8	14	from	from	ADP
futech-409	8	15	1,200	1,200	NUM
futech-409	8	16	tourists	tourist	NOUN
futech-409	8	17	through	through	ADP
futech-409	8	18	surveys	survey	NOUN
futech-409	8	19	,	,	PUNCT
futech-409	8	20	interviews	interview	NOUN
futech-409	8	21	,	,	PUNCT
futech-409	8	22	and	and	CCONJ
futech-409	8	23	digital	digital	ADJ
futech-409	8	24	behavior	behavior	NOUN
futech-409	8	25	observation	observation	NOUN
futech-409	8	26	as	as	ADV
futech-409	8	27	well	well	ADV
futech-409	8	28	as	as	ADP
futech-409	8	29	social	social	ADJ
futech-409	8	30	media	medium	NOUN
futech-409	8	31	and	and	CCONJ
futech-409	8	32	online	online	ADJ
futech-409	8	33	review	review	NOUN
futech-409	8	34	analysis	analysis	NOUN
futech-409	8	35	.	.	PUNCT
futech-409	9	1	machine	machine	NOUN
futech-409	9	2	learning	learning	NOUN
futech-409	9	3	clustering	cluster	VERB
futech-409	9	4	analysis	analysis	NOUN
futech-409	9	5	categorised	categorise	VERB
futech-409	9	6	tourists	tourist	NOUN
futech-409	9	7	into	into	ADP
futech-409	9	8	five	five	NUM
futech-409	9	9	behavioral	behavioral	ADJ
futech-409	9	10	groups	group	NOUN
futech-409	9	11	:	:	PUNCT
futech-409	9	12	heritage	heritage	NOUN
futech-409	9	13	enthusiasts	enthusiast	NOUN
futech-409	9	14	(	(	PUNCT
futech-409	9	15	28.7	28.7	NUM
futech-409	9	16	%	%	NOUN
futech-409	9	17	)	)	PUNCT
futech-409	9	18	,	,	PUNCT
futech-409	9	19	cultural	cultural	ADJ
futech-409	9	20	explorers	explorer	NOUN
futech-409	9	21	(	(	PUNCT
futech-409	9	22	23.4	23.4	NUM
futech-409	9	23	%	%	NOUN
futech-409	9	24	)	)	PUNCT
futech-409	9	25	,	,	PUNCT
futech-409	9	26	adventure	adventure	NOUN
futech-409	9	27	seekers	seeker	NOUN
futech-409	9	28	(	(	PUNCT
futech-409	9	29	19.8	19.8	NUM
futech-409	9	30	%	%	NOUN
futech-409	9	31	)	)	PUNCT
futech-409	9	32	,	,	PUNCT
futech-409	9	33	quick	quick	ADJ
futech-409	9	34	visitors	visitor	NOUN
futech-409	9	35	(	(	PUNCT
futech-409	9	36	16.2	16.2	NUM
futech-409	9	37	%	%	NOUN
futech-409	9	38	)	)	PUNCT
futech-409	9	39	,	,	PUNCT
futech-409	9	40	and	and	CCONJ
futech-409	9	41	social	social	ADJ
futech-409	9	42	influencers	influencer	NOUN
futech-409	9	43	(	(	PUNCT
futech-409	9	44	11.9	11.9	NUM
futech-409	9	45	%	%	NOUN
futech-409	9	46	)	)	PUNCT
futech-409	9	47	.	.	PUNCT
futech-409	10	1	each	each	DET
futech-409	10	2	segment	segment	NOUN
futech-409	10	3	exhibited	exhibit	VERB
futech-409	10	4	distinct	distinct	ADJ
futech-409	10	5	engagement	engagement	NOUN
futech-409	10	6	patterns	pattern	NOUN
futech-409	10	7	and	and	CCONJ
futech-409	10	8	communication	communication	NOUN
futech-409	10	9	preferences	preference	NOUN
futech-409	10	10	.	.	PUNCT
futech-409	11	1	random	random	ADJ
futech-409	11	2	forest	forest	NOUN
futech-409	11	3	outperformed	outperform	VERB
futech-409	11	4	in	in	ADP
futech-409	11	5	predicting	predict	VERB
futech-409	11	6	satisfaction	satisfaction	NOUN
futech-409	11	7	,	,	PUNCT
futech-409	11	8	achieving	achieve	VERB
futech-409	11	9	87.3	87.3	NUM
futech-409	11	10	%	%	NOUN
futech-409	11	11	accuracy	accuracy	NOUN
futech-409	11	12	,	,	PUNCT
futech-409	11	13	followed	follow	VERB
futech-409	11	14	by	by	ADP
futech-409	11	15	support	support	NOUN
futech-409	11	16	vector	vector	NOUN
futech-409	11	17	machine	machine	NOUN
futech-409	11	18	(	(	PUNCT
futech-409	11	19	84.1	84.1	NUM
futech-409	11	20	%	%	NOUN
futech-409	11	21	)	)	PUNCT
futech-409	11	22	and	and	CCONJ
futech-409	11	23	neural	neural	ADJ
futech-409	11	24	networks	network	NOUN
futech-409	11	25	(	(	PUNCT
futech-409	11	26	82.6	82.6	NUM
futech-409	11	27	%	%	NOUN
futech-409	11	28	)	)	PUNCT
futech-409	11	29	.	.	PUNCT
futech-409	12	1	ai	ai	VERB
futech-409	12	2	content	content	PROPN
futech-409	12	3	optimization	optimization	NOUN
futech-409	12	4	’s	’s	PART
futech-409	12	5	projected	project	VERB
futech-409	12	6	user	user	NOUN
futech-409	12	7	engagement	engagement	NOUN
futech-409	12	8	rate	rate	NOUN
futech-409	12	9	was	be	AUX
futech-409	12	10	43.7	43.7	NUM
futech-409	12	11	%	%	NOUN
futech-409	12	12	and	and	CCONJ
futech-409	12	13	cultural	cultural	ADJ
futech-409	12	14	knowledge	knowledge	NOUN
futech-409	12	15	transfer	transfer	NOUN
futech-409	12	16	effectiveness	effectiveness	NOUN
futech-409	12	17	was	be	AUX
futech-409	12	18	improved	improve	VERB
futech-409	12	19	by	by	ADP
futech-409	12	20	52.1	52.1	NUM
futech-409	12	21	%	%	NOUN
futech-409	12	22	.	.	PUNCT
futech-409	13	1	the	the	DET
futech-409	13	2	rationalising	rationalise	VERB
futech-409	13	3	optimization	optimization	NOUN
futech-409	13	4	framework	framework	NOUN
futech-409	13	5	showed	show	VERB
futech-409	13	6	marked	mark	VERB
futech-409	13	7	improvements	improvement	NOUN
futech-409	13	8	on	on	ADP
futech-409	13	9	various	various	ADJ
futech-409	13	10	business	business	NOUN
futech-409	13	11	metrics	metric	NOUN
futech-409	13	12	such	such	ADJ
futech-409	13	13	as	as	ADP
futech-409	13	14	an	an	DET
futech-409	13	15	increase	increase	NOUN
futech-409	13	16	of	of	ADP
futech-409	13	17	47.3	47.3	NUM
futech-409	13	18	%	%	NOUN
futech-409	13	19	in	in	ADP
futech-409	13	20	satisfaction	satisfaction	NOUN
futech-409	13	21	scores	score	NOUN
futech-409	13	22	,	,	PUNCT
futech-409	13	23	38.9	38.9	NUM
futech-409	13	24	%	%	NOUN
futech-409	13	25	in	in	ADP
futech-409	13	26	cultural	cultural	ADJ
futech-409	13	27	understanding	understanding	NOUN
futech-409	13	28	,	,	PUNCT
futech-409	13	29	and	and	CCONJ
futech-409	13	30	a	a	DET
futech-409	13	31	reduction	reduction	NOUN
futech-409	13	32	of	of	ADP
futech-409	13	33	29.6	29.6	NUM
futech-409	13	34	%	%	NOUN
futech-409	13	35	in	in	ADP
futech-409	13	36	response	response	NOUN
futech-409	13	37	times	time	NOUN
futech-409	13	38	.	.	PUNCT
futech-409	14	1	validation	validation	NOUN
futech-409	14	2	through	through	ADP
futech-409	14	3	pilot	pilot	NOUN
futech-409	14	4	implementations	implementation	NOUN
futech-409	14	5	proved	prove	VERB
futech-409	14	6	the	the	DET
futech-409	14	7	framework	framework	NOUN
futech-409	14	8	’s	’s	PART
futech-409	14	9	success	success	NOUN
futech-409	14	10	in	in	ADP
futech-409	14	11	integrating	integrate	VERB
futech-409	14	12	conflicting	conflicting	ADJ
futech-409	14	13	goals	goal	NOUN
futech-409	14	14	of	of	ADP
futech-409	14	15	maximising	maximise	VERB
futech-409	14	16	visitor	visitor	NOUN
futech-409	14	17	satisfaction	satisfaction	NOUN
futech-409	14	18	,	,	PUNCT
futech-409	14	19	operational	operational	ADJ
futech-409	14	20	efficiency	efficiency	NOUN
futech-409	14	21	,	,	PUNCT
futech-409	14	22	and	and	CCONJ
futech-409	14	23	preserving	preserve	VERB
futech-409	14	24	cultural	cultural	ADJ
futech-409	14	25	elements	element	NOUN
futech-409	14	26	.	.	PUNCT
futech-409	15	1	this	this	DET
futech-409	15	2	research	research	NOUN
futech-409	15	3	adds	add	VERB
futech-409	15	4	to	to	ADP
futech-409	15	5	the	the	DET
futech-409	15	6	growing	grow	VERB
futech-409	15	7	literature	literature	NOUN
futech-409	15	8	on	on	ADP
futech-409	15	9	ai	ai	ADJ
futech-409	15	10	-	-	PUNCT
futech-409	15	11	powered	power	VERB
futech-409	15	12	management	management	NOUN
futech-409	15	13	of	of	ADP
futech-409	15	14	heritage	heritage	NOUN
futech-409	15	15	tourism	tourism	NOUN
futech-409	15	16	and	and	CCONJ
futech-409	15	17	offers	offer	VERB
futech-409	15	18	actionable	actionable	ADJ
futech-409	15	19	recommendations	recommendation	NOUN
futech-409	15	20	for	for	ADP
futech-409	15	21	responsible	responsible	ADJ
futech-409	15	22	cultural	cultural	ADJ
futech-409	15	23	engagement	engagement	NOUN
futech-409	15	24	at	at	ADP
futech-409	15	25	heritage	heritage	NOUN
futech-409	15	26	sites	site	NOUN
futech-409	15	27	around	around	ADP
futech-409	15	28	the	the	DET
futech-409	15	29	world	world	NOUN
futech-409	15	30	.	.	PUNCT
futech-409	16	1	1	1	X
futech-409	16	2	.	.	X
futech-409	16	3	introduction	introduction	NOUN
futech-409	16	4	the	the	DET
futech-409	16	5	development	development	NOUN
futech-409	16	6	of	of	ADP
futech-409	16	7	artificial	artificial	ADJ
futech-409	16	8	intelligence	intelligence	NOUN
futech-409	16	9	(	(	PUNCT
futech-409	16	10	ai	ai	NOUN
futech-409	16	11	)	)	PUNCT
futech-409	16	12	technologies	technology	NOUN
futech-409	16	13	has	have	AUX
futech-409	16	14	notably	notably	ADV
futech-409	16	15	impacted	impact	VERB
futech-409	16	16	many	many	ADJ
futech-409	16	17	industrial	industrial	ADJ
futech-409	16	18	sectors	sector	NOUN
futech-409	16	19	,	,	PUNCT
futech-409	16	20	with	with	ADP
futech-409	16	21	tourism	tourism	NOUN
futech-409	16	22	representing	represent	VERB
futech-409	16	23	one	one	NUM
futech-409	16	24	of	of	ADP
futech-409	16	25	the	the	DET
futech-409	16	26	most	most	ADV
futech-409	16	27	recent	recent	ADJ
futech-409	16	28	and	and	CCONJ
futech-409	16	29	promising	promising	ADJ
futech-409	16	30	areas	area	NOUN
futech-409	16	31	for	for	ADP
futech-409	16	32	ai	ai	PRON
futech-409	16	33	application	application	NOUN
futech-409	16	34	[	[	X
futech-409	16	35	1	1	NUM
futech-409	16	36	]	]	PUNCT
futech-409	16	37	.	.	PUNCT
futech-409	17	1	as	as	SCONJ
futech-409	17	2	cultural	cultural	ADJ
futech-409	17	3	heritage	heritage	NOUN
futech-409	17	4	tourism	tourism	NOUN
futech-409	17	5	becomes	become	VERB
futech-409	17	6	prominent	prominent	ADJ
futech-409	17	7	across	across	ADP
futech-409	17	8	the	the	DET
futech-409	17	9	globe	globe	NOUN
futech-409	17	10	,	,	PUNCT
futech-409	17	11	destinations	destination	NOUN
futech-409	17	12	struggle	struggle	VERB
futech-409	17	13	to	to	PART
futech-409	17	14	comprehend	comprehend	VERB
futech-409	17	15	advanced	advanced	ADJ
futech-409	17	16	tourist	tourist	NOUN
futech-409	17	17	behavior	behavior	NOUN
futech-409	17	18	patterns	pattern	NOUN
futech-409	17	19	as	as	ADV
futech-409	17	20	agile	agile	ADJ
futech-409	17	21	and	and	CCONJ
futech-409	17	22	effectively	effectively	ADV
futech-409	17	23	as	as	SCONJ
futech-409	17	24	cultural	cultural	ADJ
futech-409	17	25	communication	communication	NOUN
futech-409	17	26	models	model	NOUN
futech-409	17	27	seek	seek	VERB
futech-409	17	28	to	to	PART
futech-409	17	29	portray	portray	VERB
futech-409	17	30	[	[	X
futech-409	17	31	2	2	NUM
futech-409	17	32	]	]	PUNCT
futech-409	17	33	.	.	PUNCT
futech-409	18	1	shanxi	shanxi	PROPN
futech-409	18	2	great	great	PROPN
futech-409	18	3	wall	wall	PROPN
futech-409	18	4	,	,	PUNCT
futech-409	18	5	one	one	NUM
futech-409	18	6	of	of	ADP
futech-409	18	7	the	the	DET
futech-409	18	8	most	most	ADV
futech-409	18	9	essential	essential	ADJ
futech-409	18	10	cultural	cultural	ADJ
futech-409	18	11	heritage	heritage	NOUN
futech-409	18	12	sites	site	NOUN
futech-409	18	13	in	in	ADP
futech-409	18	14	china	china	PROPN
futech-409	18	15	,	,	PUNCT
futech-409	18	16	faces	face	VERB
futech-409	18	17	those	those	DET
futech-409	18	18	complications	complication	NOUN
futech-409	18	19	and	and	CCONJ
futech-409	18	20	at	at	ADP
futech-409	18	21	the	the	DET
futech-409	18	22	same	same	ADJ
futech-409	18	23	time	time	NOUN
futech-409	18	24	offers	offer	VERB
futech-409	18	25	vast	vast	ADJ
futech-409	18	26	possibilities	possibility	NOUN
futech-409	18	27	for	for	ADP
futech-409	18	28	ai	ai	PROPN
futech-409	18	29	enhancement	enhancement	NOUN
futech-409	18	30	.	.	PUNCT
futech-409	19	1	cultural	cultural	ADJ
futech-409	19	2	heritage	heritage	PROPN
futech-409	19	3	tourism	tourism	NOUN
futech-409	19	4	is	be	AUX
futech-409	19	5	considered	consider	VERB
futech-409	19	6	one	one	NUM
futech-409	19	7	of	of	ADP
futech-409	19	8	the	the	DET
futech-409	19	9	most	most	ADV
futech-409	19	10	important	important	ADJ
futech-409	19	11	in	in	ADP
futech-409	19	12	the	the	DET
futech-409	19	13	global	global	ADJ
futech-409	19	14	tourism	tourism	NOUN
futech-409	19	15	industry	industry	NOUN
futech-409	19	16	regarding	regard	VERB
futech-409	19	17	the	the	DET
futech-409	19	18	growth	growth	NOUN
futech-409	19	19	rate	rate	NOUN
futech-409	19	20	,	,	PUNCT
futech-409	19	21	with	with	ADP
futech-409	19	22	cultural	cultural	ADJ
futech-409	19	23	regions	region	NOUN
futech-409	19	24	attracting	attract	VERB
futech-409	19	25	more	more	ADJ
futech-409	19	26	than	than	ADP
futech-409	19	27	600	600	NUM
futech-409	19	28	million	million	NUM
futech-409	19	29	international	international	ADJ
futech-409	19	30	tourists	tourist	NOUN
futech-409	19	31	every	every	DET
futech-409	19	32	year	year	NOUN
futech-409	19	33	(	(	PUNCT
futech-409	19	34	unwto	unwto	ADJ
futech-409	19	35	,	,	PUNCT
futech-409	19	36	2023	2023	NUM
futech-409	19	37	)	)	PUNCT
futech-409	19	38	.	.	PUNCT
futech-409	20	1	yet	yet	ADV
futech-409	20	2	,	,	PUNCT
futech-409	20	3	in	in	ADP
futech-409	20	4	the	the	DET
futech-409	20	5	case	case	NOUN
futech-409	20	6	of	of	ADP
futech-409	20	7	cultural	cultural	ADJ
futech-409	20	8	heritage	heritage	NOUN
futech-409	20	9	sites	site	NOUN
futech-409	20	10	,	,	PUNCT
futech-409	20	11	the	the	DET
futech-409	20	12	site	site	NOUN
futech-409	20	13	managers	manager	NOUN
futech-409	20	14	encounter	encounter	VERB
futech-409	20	15	unprecedented	unprecedented	ADJ
futech-409	20	16	issues	issue	NOUN
futech-409	20	17	regarding	regard	VERB
futech-409	20	18	the	the	DET
futech-409	20	19	analysis	analysis	NOUN
futech-409	20	20	of	of	ADP
futech-409	20	21	visitor	visitor	NOUN
futech-409	20	22	behavior	behavior	NOUN
futech-409	20	23	,	,	PUNCT
futech-409	20	24	optimising	optimise	VERB
futech-409	20	25	cultural	cultural	ADJ
futech-409	20	26	communication	communication	NOUN
futech-409	20	27	,	,	PUNCT
futech-409	20	28	and	and	CCONJ
futech-409	20	29	providing	provide	VERB
futech-409	20	30	experience	experience	NOUN
futech-409	20	31	without	without	ADP
futech-409	20	32	altering	alter	VERB
futech-409	20	33	its	its	PRON
futech-409	20	34	authenticity	authenticity	NOUN
futech-409	20	35	.	.	PUNCT
futech-409	21	1	as	as	SCONJ
futech-409	21	2	shown	show	VERB
futech-409	21	3	in	in	ADP
futech-409	21	4	figure	figure	NOUN
futech-409	21	5	1	1	NUM
futech-409	21	6	,	,	PUNCT
futech-409	21	7	the	the	DET
futech-409	21	8	converging	converge	VERB
futech-409	21	9	problems	problem	NOUN
futech-409	21	10	depicted	depict	VERB
futech-409	21	11	in	in	ADP
futech-409	21	12	the	the	DET
futech-409	21	13	research	research	NOUN
futech-409	21	14	background	background	NOUN
futech-409	21	15	require	require	VERB
futech-409	21	16	new	new	ADJ
futech-409	21	17	thinking	thinking	NOUN
futech-409	21	18	on	on	ADP
futech-409	21	19	the	the	DET
futech-409	21	20	management	management	NOUN
futech-409	21	21	of	of	ADP
futech-409	21	22	heritage	heritage	NOUN
futech-409	21	23	tourism	tourism	NOUN
futech-409	21	24	.	.	PUNCT
futech-409	22	1	current	current	ADJ
futech-409	22	2	management	management	NOUN
futech-409	22	3	challenges	challenge	NOUN
futech-409	22	4	include	include	VERB
futech-409	22	5	limited	limited	ADJ
futech-409	22	6	visitor	visitor	NOUN
futech-409	22	7	understanding	understanding	NOUN
futech-409	22	8	,	,	PUNCT
futech-409	22	9	ineffective	ineffective	ADJ
futech-409	22	10	communication	communication	NOUN
futech-409	22	11	strategies	strategy	NOUN
futech-409	22	12	,	,	PUNCT
futech-409	22	13	poor	poor	ADJ
futech-409	22	14	satisfaction	satisfaction	NOUN
futech-409	22	15	levels	level	NOUN
futech-409	22	16	,	,	PUNCT
futech-409	22	17	and	and	CCONJ
futech-409	22	18	cultural	cultural	ADJ
futech-409	22	19	preservation	preservation	NOUN
futech-409	22	20	difficulties	difficulty	NOUN
futech-409	22	21	.	.	PUNCT
futech-409	23	1	these	these	DET
futech-409	23	2	challenges	challenge	NOUN
futech-409	23	3	are	be	AUX
futech-409	23	4	compounded	compound	VERB
futech-409	23	5	by	by	ADP
futech-409	23	6	resource	resource	NOUN
futech-409	23	7	allocation	allocation	NOUN
futech-409	23	8	issues	issue	NOUN
futech-409	23	9	,	,	PUNCT
futech-409	23	10	operational	operational	ADJ
futech-409	23	11	inefficiencies	inefficiency	NOUN
futech-409	23	12	,	,	PUNCT
futech-409	23	13	and	and	CCONJ
futech-409	23	14	the	the	DET
futech-409	23	15	lack	lack	NOUN
futech-409	23	16	of	of	ADP
futech-409	23	17	personalized	personalized	ADJ
futech-409	23	18	visitor	visitor	NOUN
futech-409	23	19	services	service	NOUN
futech-409	23	20	.	.	PUNCT
futech-409	24	1	november	november	PROPN
futech-409	24	2	2025|	2025|	NUM
futech-409	25	1	volume	volume	NOUN
futech-409	25	2	04	04	NUM
futech-409	26	1	|	|	ADV
futech-409	26	2	issue	issue	VERB
futech-409	26	3	04	04	NUM
futech-409	27	1	|	|	CCONJ
futech-409	27	2	pages	page	NOUN
futech-409	27	3	4358	4358	NUM
futech-409	27	4	issn	issn	VERB
futech-409	27	5	2832	2832	NUM
futech-409	27	6	-	-	SYM
futech-409	27	7	0379	0379	NUM
futech-409	27	8	open	open	ADJ
futech-409	27	9	access	access	NOUN
futech-409	27	10	journal	journal	PROPN
futech-409	27	11	journal	journal	PROPN
futech-409	27	12	homepage	homepage	NOUN
futech-409	27	13	:	:	PUNCT
futech-409	27	14	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-409	27	15	https://doi.org/10.55670/fpll.futech.4.4.5	https://doi.org/10.55670/fpll.futech.4.4.5	VERB
futech-409	27	16	future	future	ADJ
futech-409	27	17	technology	technology	NOUN
futech-409	27	18	mailto:zulsusila@gmail.com	mailto:zulsusila@gmail.com	PROPN
futech-409	27	19	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-409	27	20	https://doi.org/10.55670/fpll.futech.4.4.5	https://doi.org/10.55670/fpll.futech.4.4.5	INTJ
futech-409	27	21	x.	x.	PROPN
futech-409	27	22	hou	hou	PROPN
futech-409	27	23	&	&	CCONJ
futech-409	27	24	z.paidi	z.paidi	PROPN
futech-409	27	25	/future	/future	PUNCT
futech-409	27	26	technology	technology	PROPN
futech-409	27	27	november	november	PROPN
futech-409	27	28	2025|	2025|	NUM
futech-409	28	1	volume	volume	NOUN
futech-409	28	2	04	04	NUM
futech-409	29	1	|	|	ADV
futech-409	29	2	issue	issue	VERB
futech-409	29	3	04	04	NUM
futech-409	30	1	|	|	CCONJ
futech-409	30	2	pages	page	NOUN
futech-409	30	3	43	43	NUM
futech-409	30	4	-	-	SYM
futech-409	30	5	58	58	NUM
futech-409	30	6	44	44	NUM
futech-409	30	7	simultaneously	simultaneously	ADV
futech-409	30	8	,	,	PUNCT
futech-409	30	9	the	the	DET
futech-409	30	10	rapid	rapid	ADJ
futech-409	30	11	advancement	advancement	NOUN
futech-409	30	12	of	of	ADP
futech-409	30	13	artificial	artificial	ADJ
futech-409	30	14	intelligence	intelligence	NOUN
futech-409	30	15	technologies	technology	NOUN
futech-409	30	16	,	,	PUNCT
futech-409	30	17	including	include	VERB
futech-409	30	18	machine	machine	NOUN
futech-409	30	19	learning	learning	NOUN
futech-409	30	20	,	,	PUNCT
futech-409	30	21	natural	natural	ADJ
futech-409	30	22	language	language	NOUN
futech-409	30	23	processing	processing	NOUN
futech-409	30	24	,	,	PUNCT
futech-409	30	25	and	and	CCONJ
futech-409	30	26	predictive	predictive	ADJ
futech-409	30	27	analytics	analytic	NOUN
futech-409	30	28	,	,	PUNCT
futech-409	30	29	presents	present	VERB
futech-409	30	30	unprecedented	unprecedented	ADJ
futech-409	30	31	opportunities	opportunity	NOUN
futech-409	30	32	for	for	ADP
futech-409	30	33	addressing	address	VERB
futech-409	30	34	these	these	DET
futech-409	30	35	challenges	challenge	NOUN
futech-409	30	36	through	through	ADP
futech-409	30	37	data	data	NOUN
futech-409	30	38	-	-	PUNCT
futech-409	30	39	driven	drive	VERB
futech-409	30	40	approaches	approach	NOUN
futech-409	30	41	.	.	PUNCT
futech-409	31	1	the	the	DET
futech-409	31	2	shanxi	shanxi	PROPN
futech-409	31	3	great	great	PROPN
futech-409	31	4	wall	wall	PROPN
futech-409	31	5	,	,	PUNCT
futech-409	31	6	as	as	ADP
futech-409	31	7	a	a	DET
futech-409	31	8	unesco	unesco	PROPN
futech-409	31	9	world	world	PROPN
futech-409	31	10	heritage	heritage	NOUN
futech-409	31	11	site	site	NOUN
futech-409	31	12	with	with	ADP
futech-409	31	13	rich	rich	ADJ
futech-409	31	14	historical	historical	ADJ
futech-409	31	15	context	context	NOUN
futech-409	31	16	and	and	CCONJ
futech-409	31	17	diverse	diverse	ADJ
futech-409	31	18	visitor	visitor	NOUN
futech-409	31	19	demographics	demographic	NOUN
futech-409	31	20	,	,	PUNCT
futech-409	31	21	exemplifies	exemplify	VERB
futech-409	31	22	the	the	DET
futech-409	31	23	complex	complex	ADJ
futech-409	31	24	management	management	NOUN
futech-409	31	25	needs	need	NOUN
futech-409	31	26	faced	face	VERB
futech-409	31	27	by	by	ADP
futech-409	31	28	heritage	heritage	NOUN
futech-409	31	29	tourism	tourism	NOUN
futech-409	31	30	destinations	destination	NOUN
futech-409	31	31	.	.	PUNCT
futech-409	32	1	the	the	DET
futech-409	32	2	convergence	convergence	NOUN
futech-409	32	3	of	of	ADP
futech-409	32	4	these	these	DET
futech-409	32	5	problems	problem	NOUN
futech-409	32	6	,	,	PUNCT
futech-409	32	7	technological	technological	ADJ
futech-409	32	8	opportunities	opportunity	NOUN
futech-409	32	9	,	,	PUNCT
futech-409	32	10	and	and	CCONJ
futech-409	32	11	the	the	DET
futech-409	32	12	specific	specific	ADJ
futech-409	32	13	context	context	NOUN
futech-409	32	14	of	of	ADP
futech-409	32	15	heritage	heritage	NOUN
futech-409	32	16	tourism	tourism	NOUN
futech-409	32	17	creates	create	VERB
futech-409	32	18	a	a	DET
futech-409	32	19	compelling	compelling	ADJ
futech-409	32	20	research	research	NOUN
futech-409	32	21	opportunity	opportunity	NOUN
futech-409	32	22	to	to	PART
futech-409	32	23	develop	develop	VERB
futech-409	32	24	aibased	aibased	ADJ
futech-409	32	25	solutions	solution	NOUN
futech-409	32	26	for	for	ADP
futech-409	32	27	tourist	tourist	NOUN
futech-409	32	28	behavior	behavior	NOUN
futech-409	32	29	analysis	analysis	NOUN
futech-409	32	30	and	and	CCONJ
futech-409	32	31	cultural	cultural	ADJ
futech-409	32	32	communication	communication	NOUN
futech-409	32	33	optimization	optimization	NOUN
futech-409	32	34	.	.	PUNCT
futech-409	33	1	this	this	DET
futech-409	33	2	research	research	NOUN
futech-409	33	3	addresses	address	VERB
futech-409	33	4	the	the	DET
futech-409	33	5	critical	critical	ADJ
futech-409	33	6	gap	gap	NOUN
futech-409	33	7	between	between	ADP
futech-409	33	8	available	available	ADJ
futech-409	33	9	ai	ai	PROPN
futech-409	33	10	technologies	technology	NOUN
futech-409	33	11	and	and	CCONJ
futech-409	33	12	their	their	PRON
futech-409	33	13	practical	practical	ADJ
futech-409	33	14	application	application	NOUN
futech-409	33	15	in	in	ADP
futech-409	33	16	heritage	heritage	NOUN
futech-409	33	17	tourism	tourism	NOUN
futech-409	33	18	management	management	NOUN
futech-409	33	19	,	,	PUNCT
futech-409	33	20	offering	offer	VERB
futech-409	33	21	potential	potential	ADJ
futech-409	33	22	solutions	solution	NOUN
futech-409	33	23	that	that	PRON
futech-409	33	24	balance	balance	NOUN
futech-409	33	25	visitor	visitor	NOUN
futech-409	33	26	satisfaction	satisfaction	NOUN
futech-409	33	27	enhancement	enhancement	NOUN
futech-409	33	28	with	with	ADP
futech-409	33	29	cultural	cultural	ADJ
futech-409	33	30	preservation	preservation	NOUN
futech-409	33	31	objectives	objective	NOUN
futech-409	33	32	.	.	PUNCT
futech-409	34	1	recent	recent	ADJ
futech-409	34	2	research	research	NOUN
futech-409	34	3	demonstrates	demonstrate	VERB
futech-409	34	4	that	that	SCONJ
futech-409	34	5	ai	ai	VERB
futech-409	34	6	applications	application	NOUN
futech-409	34	7	in	in	ADP
futech-409	34	8	tourism	tourism	NOUN
futech-409	34	9	can	can	AUX
futech-409	34	10	significantly	significantly	ADV
futech-409	34	11	enhance	enhance	VERB
futech-409	34	12	visitor	visitor	NOUN
futech-409	34	13	experiences	experience	NOUN
futech-409	34	14	through	through	ADP
futech-409	34	15	personalized	personalized	ADJ
futech-409	34	16	services	service	NOUN
futech-409	34	17	,	,	PUNCT
futech-409	34	18	predictive	predictive	ADJ
futech-409	34	19	analytics	analytic	NOUN
futech-409	34	20	,	,	PUNCT
futech-409	34	21	and	and	CCONJ
futech-409	34	22	intelligent	intelligent	ADJ
futech-409	34	23	automation	automation	NOUN
futech-409	34	24	[	[	X
futech-409	34	25	3	3	NUM
futech-409	34	26	]	]	PUNCT
futech-409	34	27	.	.	PUNCT
futech-409	35	1	however	however	ADV
futech-409	35	2	,	,	PUNCT
futech-409	35	3	the	the	DET
futech-409	35	4	integration	integration	NOUN
futech-409	35	5	of	of	ADP
futech-409	35	6	ai	ai	PROPN
futech-409	35	7	technologies	technology	NOUN
futech-409	35	8	specifically	specifically	ADV
futech-409	35	9	for	for	ADP
futech-409	35	10	analyzing	analyze	VERB
futech-409	35	11	tourist	tourist	NOUN
futech-409	35	12	behavior	behavior	NOUN
futech-409	35	13	and	and	CCONJ
futech-409	35	14	optimizing	optimize	VERB
futech-409	35	15	cultural	cultural	ADJ
futech-409	35	16	communication	communication	NOUN
futech-409	35	17	at	at	ADP
futech-409	35	18	heritage	heritage	NOUN
futech-409	35	19	sites	site	NOUN
futech-409	35	20	remains	remain	VERB
futech-409	35	21	underexplored	underexplored	ADJ
futech-409	35	22	,	,	PUNCT
futech-409	35	23	particularly	particularly	ADV
futech-409	35	24	in	in	ADP
futech-409	35	25	the	the	DET
futech-409	35	26	chinese	chinese	ADJ
futech-409	35	27	context	context	NOUN
futech-409	35	28	[	[	X
futech-409	35	29	4	4	NUM
futech-409	35	30	]	]	PUNCT
futech-409	35	31	.	.	PUNCT
futech-409	36	1	the	the	DET
futech-409	36	2	shanxi	shanxi	PROPN
futech-409	36	3	great	great	PROPN
futech-409	36	4	wall	wall	PROPN
futech-409	36	5	,	,	PUNCT
futech-409	36	6	with	with	ADP
futech-409	36	7	its	its	PRON
futech-409	36	8	rich	rich	ADJ
futech-409	36	9	historical	historical	ADJ
futech-409	36	10	significance	significance	NOUN
futech-409	36	11	and	and	CCONJ
futech-409	36	12	diverse	diverse	ADJ
futech-409	36	13	visitor	visitor	NOUN
futech-409	36	14	demographics	demographic	NOUN
futech-409	36	15	,	,	PUNCT
futech-409	36	16	provides	provide	VERB
futech-409	36	17	an	an	DET
futech-409	36	18	ideal	ideal	ADJ
futech-409	36	19	setting	setting	NOUN
futech-409	36	20	for	for	ADP
futech-409	36	21	investigating	investigate	VERB
futech-409	36	22	how	how	SCONJ
futech-409	36	23	ai	ai	AUX
futech-409	36	24	-	-	PUNCT
futech-409	36	25	powered	power	VERB
futech-409	36	26	solutions	solution	NOUN
futech-409	36	27	can	can	AUX
futech-409	36	28	transform	transform	VERB
futech-409	36	29	heritage	heritage	NOUN
futech-409	36	30	tourism	tourism	NOUN
futech-409	36	31	management	management	NOUN
futech-409	36	32	.	.	PUNCT
futech-409	37	1	current	current	ADJ
futech-409	37	2	tourism	tourism	NOUN
futech-409	37	3	management	management	NOUN
futech-409	37	4	practices	practice	NOUN
futech-409	37	5	at	at	ADP
futech-409	37	6	heritage	heritage	NOUN
futech-409	37	7	sites	site	NOUN
futech-409	37	8	often	often	ADV
futech-409	37	9	rely	rely	VERB
futech-409	37	10	on	on	ADP
futech-409	37	11	traditional	traditional	ADJ
futech-409	37	12	approaches	approach	NOUN
futech-409	37	13	that	that	PRON
futech-409	37	14	fail	fail	VERB
futech-409	37	15	to	to	PART
futech-409	37	16	capture	capture	VERB
futech-409	37	17	the	the	DET
futech-409	37	18	complexity	complexity	NOUN
futech-409	37	19	of	of	ADP
futech-409	37	20	modern	modern	ADJ
futech-409	37	21	tourist	tourist	NOUN
futech-409	37	22	behaviors	behavior	NOUN
futech-409	37	23	and	and	CCONJ
futech-409	37	24	cultural	cultural	ADJ
futech-409	37	25	communication	communication	NOUN
futech-409	37	26	needs	need	NOUN
futech-409	37	27	.	.	PUNCT
futech-409	38	1	the	the	DET
futech-409	38	2	emergence	emergence	NOUN
futech-409	38	3	of	of	ADP
futech-409	38	4	big	big	ADJ
futech-409	38	5	data	datum	NOUN
futech-409	38	6	analytics	analytic	NOUN
futech-409	38	7	,	,	PUNCT
futech-409	38	8	machine	machine	NOUN
futech-409	38	9	learning	learning	NOUN
futech-409	38	10	algorithms	algorithm	NOUN
futech-409	38	11	,	,	PUNCT
futech-409	38	12	and	and	CCONJ
futech-409	38	13	digital	digital	ADJ
futech-409	38	14	communication	communication	NOUN
futech-409	38	15	platforms	platform	NOUN
futech-409	38	16	has	have	AUX
futech-409	38	17	created	create	VERB
futech-409	38	18	unprecedented	unprecedented	ADJ
futech-409	38	19	opportunities	opportunity	NOUN
futech-409	38	20	to	to	PART
futech-409	38	21	understand	understand	VERB
futech-409	38	22	visitor	visitor	NOUN
futech-409	38	23	patterns	pattern	NOUN
futech-409	38	24	,	,	PUNCT
futech-409	38	25	preferences	preference	NOUN
futech-409	38	26	,	,	PUNCT
futech-409	38	27	and	and	CCONJ
futech-409	38	28	cultural	cultural	ADJ
futech-409	38	29	engagement	engagement	NOUN
futech-409	38	30	levels	level	NOUN
futech-409	38	31	with	with	ADP
futech-409	38	32	greater	great	ADJ
futech-409	38	33	precision	precision	NOUN
futech-409	38	34	[	[	X
futech-409	38	35	5	5	NUM
futech-409	38	36	]	]	PUNCT
futech-409	38	37	.	.	PUNCT
futech-409	39	1	furthermore	furthermore	ADV
futech-409	39	2	,	,	PUNCT
futech-409	39	3	the	the	DET
futech-409	39	4	post	post	ADJ
futech-409	39	5	-	-	ADJ
futech-409	39	6	pandemic	pandemic	ADJ
futech-409	39	7	tourism	tourism	NOUN
futech-409	39	8	landscape	landscape	NOUN
futech-409	39	9	has	have	AUX
futech-409	39	10	accelerated	accelerate	VERB
futech-409	39	11	the	the	DET
futech-409	39	12	adoption	adoption	NOUN
futech-409	39	13	of	of	ADP
futech-409	39	14	digital	digital	ADJ
futech-409	39	15	technologies	technology	NOUN
futech-409	39	16	,	,	PUNCT
futech-409	39	17	making	make	VERB
futech-409	39	18	ai	ai	VERB
futech-409	39	19	-	-	PUNCT
futech-409	39	20	driven	drive	VERB
futech-409	39	21	optimization	optimization	NOUN
futech-409	39	22	strategies	strategy	NOUN
futech-409	39	23	more	more	ADV
futech-409	39	24	relevant	relevant	ADJ
futech-409	39	25	than	than	ADP
futech-409	39	26	ever	ever	ADV
futech-409	39	27	.	.	PUNCT
futech-409	40	1	the	the	DET
futech-409	40	2	significance	significance	NOUN
futech-409	40	3	of	of	ADP
futech-409	40	4	this	this	DET
futech-409	40	5	research	research	NOUN
futech-409	40	6	extends	extend	VERB
futech-409	40	7	beyond	beyond	ADP
futech-409	40	8	theoretical	theoretical	ADJ
futech-409	40	9	contributions	contribution	NOUN
futech-409	40	10	to	to	PART
futech-409	40	11	encompass	encompass	VERB
futech-409	40	12	practical	practical	ADJ
futech-409	40	13	implications	implication	NOUN
futech-409	40	14	for	for	ADP
futech-409	40	15	heritage	heritage	NOUN
futech-409	40	16	site	site	NOUN
futech-409	40	17	management	management	NOUN
futech-409	40	18	,	,	PUNCT
futech-409	40	19	sustainable	sustainable	ADJ
futech-409	40	20	tourism	tourism	NOUN
futech-409	40	21	development	development	NOUN
futech-409	40	22	,	,	PUNCT
futech-409	40	23	and	and	CCONJ
futech-409	40	24	cultural	cultural	ADJ
futech-409	40	25	preservation	preservation	NOUN
futech-409	40	26	.	.	PUNCT
futech-409	41	1	by	by	ADP
futech-409	41	2	developing	develop	VERB
futech-409	41	3	an	an	DET
futech-409	41	4	ai	ai	NOUN
futech-409	41	5	-	-	PUNCT
futech-409	41	6	based	base	VERB
futech-409	41	7	framework	framework	NOUN
futech-409	41	8	for	for	ADP
futech-409	41	9	tourist	tourist	NOUN
futech-409	41	10	behavior	behavior	NOUN
futech-409	41	11	analysis	analysis	NOUN
futech-409	41	12	and	and	CCONJ
futech-409	41	13	cultural	cultural	ADJ
futech-409	41	14	communication	communication	NOUN
futech-409	41	15	optimization	optimization	NOUN
futech-409	41	16	,	,	PUNCT
futech-409	41	17	this	this	DET
futech-409	41	18	study	study	NOUN
futech-409	41	19	addresses	address	VERB
futech-409	41	20	critical	critical	ADJ
futech-409	41	21	gaps	gap	NOUN
futech-409	41	22	in	in	ADP
futech-409	41	23	current	current	ADJ
futech-409	41	24	knowledge	knowledge	NOUN
futech-409	41	25	while	while	SCONJ
futech-409	41	26	providing	provide	VERB
futech-409	41	27	actionable	actionable	ADJ
futech-409	41	28	insights	insight	NOUN
futech-409	41	29	for	for	ADP
futech-409	41	30	tourism	tourism	NOUN
futech-409	41	31	practitioners	practitioner	NOUN
futech-409	41	32	.	.	PUNCT
futech-409	42	1	this	this	DET
futech-409	42	2	research	research	NOUN
futech-409	42	3	addresses	address	VERB
futech-409	42	4	three	three	NUM
futech-409	42	5	clearly	clearly	ADV
futech-409	42	6	defined	define	VERB
futech-409	42	7	objectives	objective	NOUN
futech-409	42	8	:	:	PUNCT
futech-409	42	9	objective	objective	ADJ
futech-409	42	10	1	1	NUM
futech-409	42	11	:	:	PUNCT
futech-409	42	12	tourist	tourist	NOUN
futech-409	42	13	behavior	behavior	NOUN
futech-409	42	14	pattern	pattern	NOUN
futech-409	42	15	analysis	analysis	NOUN
futech-409	42	16	to	to	PART
futech-409	42	17	analyze	analyze	VERB
futech-409	42	18	and	and	CCONJ
futech-409	42	19	predict	predict	VERB
futech-409	42	20	tourist	tourist	NOUN
futech-409	42	21	behavioral	behavioral	ADJ
futech-409	42	22	patterns	pattern	NOUN
futech-409	42	23	at	at	ADP
futech-409	42	24	the	the	DET
futech-409	42	25	shanxi	shanxi	PROPN
futech-409	42	26	great	great	PROPN
futech-409	42	27	wall	wall	NOUN
futech-409	42	28	using	use	VERB
futech-409	42	29	advanced	advanced	ADJ
futech-409	42	30	machine	machine	NOUN
futech-409	42	31	learning	learning	NOUN
futech-409	42	32	clustering	cluster	VERB
futech-409	42	33	algorithms	algorithm	NOUN
futech-409	42	34	(	(	PUNCT
futech-409	42	35	k	k	NOUN
futech-409	42	36	-	-	PUNCT
futech-409	42	37	means	means	ADJ
futech-409	42	38	,	,	PUNCT
futech-409	42	39	dbscan	dbscan	NOUN
futech-409	42	40	)	)	PUNCT
futech-409	42	41	and	and	CCONJ
futech-409	42	42	predictive	predictive	ADJ
futech-409	42	43	models	model	NOUN
futech-409	42	44	(	(	PUNCT
futech-409	42	45	random	random	ADJ
futech-409	42	46	forest	forest	NOUN
futech-409	42	47	,	,	PUNCT
futech-409	42	48	svm	svm	PROPN
futech-409	42	49	,	,	PUNCT
futech-409	42	50	neural	neural	ADJ
futech-409	42	51	networks	network	NOUN
futech-409	42	52	)	)	PUNCT
futech-409	42	53	,	,	PUNCT
futech-409	42	54	enabling	enable	VERB
futech-409	42	55	the	the	DET
futech-409	42	56	identification	identification	NOUN
futech-409	42	57	of	of	ADP
futech-409	42	58	distinct	distinct	ADJ
futech-409	42	59	visitor	visitor	NOUN
futech-409	42	60	segments	segment	NOUN
futech-409	42	61	and	and	CCONJ
futech-409	42	62	their	their	PRON
futech-409	42	63	engagement	engagement	NOUN
futech-409	42	64	preferences	preference	NOUN
futech-409	42	65	with	with	ADP
futech-409	42	66	measurable	measurable	ADJ
futech-409	42	67	accuracy	accuracy	NOUN
futech-409	42	68	rates	rate	NOUN
futech-409	42	69	exceeding	exceed	VERB
futech-409	42	70	85	85	NUM
futech-409	42	71	%	%	NOUN
futech-409	42	72	.	.	PUNCT
futech-409	43	1	objective	objective	ADJ
futech-409	43	2	2	2	NUM
futech-409	43	3	:	:	PUNCT
futech-409	43	4	cultural	cultural	ADJ
futech-409	43	5	communication	communication	NOUN
futech-409	43	6	optimization	optimization	NOUN
futech-409	43	7	to	to	PART
futech-409	43	8	evaluate	evaluate	VERB
futech-409	43	9	and	and	CCONJ
futech-409	43	10	optimize	optimize	VERB
futech-409	43	11	cultural	cultural	ADJ
futech-409	43	12	communication	communication	NOUN
futech-409	43	13	effectiveness	effectiveness	NOUN
futech-409	43	14	through	through	ADP
futech-409	43	15	ai	ai	ADJ
futech-409	43	16	-	-	PUNCT
futech-409	43	17	powered	power	VERB
futech-409	43	18	natural	natural	ADJ
futech-409	43	19	language	language	NOUN
futech-409	43	20	processing	processing	NOUN
futech-409	43	21	,	,	PUNCT
futech-409	43	22	sentiment	sentiment	NOUN
futech-409	43	23	analysis	analysis	NOUN
futech-409	43	24	,	,	PUNCT
futech-409	43	25	and	and	CCONJ
futech-409	43	26	content	content	NOUN
futech-409	43	27	personalization	personalization	NOUN
futech-409	43	28	systems	system	NOUN
futech-409	43	29	,	,	PUNCT
futech-409	43	30	achieving	achieve	VERB
futech-409	43	31	measurable	measurable	ADJ
futech-409	43	32	improvements	improvement	NOUN
futech-409	43	33	in	in	ADP
futech-409	43	34	visitor	visitor	NOUN
futech-409	43	35	satisfaction	satisfaction	NOUN
futech-409	43	36	(	(	PUNCT
futech-409	43	37	>	>	SYM
futech-409	43	38	40	40	NUM
futech-409	43	39	%	%	NOUN
futech-409	43	40	)	)	PUNCT
futech-409	43	41	,	,	PUNCT
futech-409	43	42	cultural	cultural	ADJ
futech-409	43	43	knowledge	knowledge	NOUN
futech-409	43	44	transfer	transfer	NOUN
futech-409	43	45	(	(	PUNCT
futech-409	43	46	>	>	NOUN
futech-409	43	47	50	50	NUM
futech-409	43	48	%	%	NOUN
futech-409	43	49	)	)	PUNCT
futech-409	43	50	,	,	PUNCT
futech-409	43	51	and	and	CCONJ
futech-409	43	52	cross	cross	ADJ
futech-409	43	53	-	-	ADJ
futech-409	43	54	cultural	cultural	ADJ
futech-409	43	55	understanding	understanding	NOUN
futech-409	43	56	across	across	ADP
futech-409	43	57	diverse	diverse	ADJ
futech-409	43	58	demographic	demographic	ADJ
futech-409	43	59	groups	group	NOUN
futech-409	43	60	.	.	PUNCT
futech-409	44	1	figure	figure	VERB
futech-409	44	2	1	1	NUM
futech-409	44	3	.	.	PUNCT
futech-409	44	4	research	research	NOUN
futech-409	44	5	background	background	NOUN
futech-409	44	6	and	and	CCONJ
futech-409	44	7	problem	problem	NOUN
futech-409	44	8	identification	identification	NOUN
futech-409	44	9	framework	framework	NOUN
futech-409	44	10	x.	x.	PROPN
futech-409	44	11	hou	hou	PROPN
futech-409	44	12	&	&	CCONJ
futech-409	44	13	z.paidi	z.paidi	PROPN
futech-409	44	14	/future	/future	PUNCT
futech-409	44	15	technology	technology	PROPN
futech-409	44	16	november	november	PROPN
futech-409	44	17	2025|	2025|	NUM
futech-409	45	1	volume	volume	NOUN
futech-409	45	2	04	04	NUM
futech-409	46	1	|	|	ADV
futech-409	46	2	issue	issue	VERB
futech-409	46	3	04	04	NUM
futech-409	47	1	|	|	CCONJ
futech-409	47	2	pages	page	NOUN
futech-409	47	3	43	43	NUM
futech-409	47	4	-	-	SYM
futech-409	47	5	58	58	NUM
futech-409	47	6	45	45	NUM
futech-409	47	7	objective	objective	NOUN
futech-409	47	8	3	3	NUM
futech-409	47	9	:	:	PUNCT
futech-409	47	10	integrated	integrate	VERB
futech-409	47	11	optimization	optimization	NOUN
futech-409	47	12	framework	framework	NOUN
futech-409	47	13	development	development	NOUN
futech-409	47	14	to	to	PART
futech-409	47	15	develop	develop	VERB
futech-409	47	16	and	and	CCONJ
futech-409	47	17	validate	validate	VERB
futech-409	47	18	a	a	DET
futech-409	47	19	comprehensive	comprehensive	ADJ
futech-409	47	20	multi	multi	ADJ
futech-409	47	21	-	-	ADJ
futech-409	47	22	objective	objective	ADJ
futech-409	47	23	optimization	optimization	NOUN
futech-409	47	24	framework	framework	NOUN
futech-409	47	25	that	that	PRON
futech-409	47	26	simultaneously	simultaneously	ADV
futech-409	47	27	addresses	address	VERB
futech-409	47	28	visitor	visitor	NOUN
futech-409	47	29	experience	experience	NOUN
futech-409	47	30	enhancement	enhancement	NOUN
futech-409	47	31	,	,	PUNCT
futech-409	47	32	operational	operational	ADJ
futech-409	47	33	efficiency	efficiency	NOUN
futech-409	47	34	improvement	improvement	NOUN
futech-409	47	35	,	,	PUNCT
futech-409	47	36	and	and	CCONJ
futech-409	47	37	cultural	cultural	ADJ
futech-409	47	38	preservation	preservation	NOUN
futech-409	47	39	maintenance	maintenance	NOUN
futech-409	47	40	,	,	PUNCT
futech-409	47	41	providing	provide	VERB
futech-409	47	42	actionable	actionable	ADJ
futech-409	47	43	strategies	strategy	NOUN
futech-409	47	44	for	for	ADP
futech-409	47	45	sustainable	sustainable	ADJ
futech-409	47	46	heritage	heritage	NOUN
futech-409	47	47	site	site	NOUN
futech-409	47	48	management	management	NOUN
futech-409	47	49	with	with	ADP
futech-409	47	50	demonstrated	demonstrate	VERB
futech-409	47	51	roi	roi	NOUN
futech-409	47	52	improvements	improvement	NOUN
futech-409	47	53	exceeding	exceed	VERB
futech-409	47	54	30	30	NUM
futech-409	47	55	%	%	NOUN
futech-409	47	56	.	.	PUNCT
futech-409	48	1	this	this	DET
futech-409	48	2	investigation	investigation	NOUN
futech-409	48	3	is	be	AUX
futech-409	48	4	particularly	particularly	ADV
futech-409	48	5	timely	timely	ADV
futech-409	48	6	given	give	VERB
futech-409	48	7	china	china	PROPN
futech-409	48	8	's	's	PART
futech-409	48	9	commitment	commitment	NOUN
futech-409	48	10	to	to	ADP
futech-409	48	11	digital	digital	ADJ
futech-409	48	12	transformation	transformation	NOUN
futech-409	48	13	in	in	ADP
futech-409	48	14	tourism	tourism	NOUN
futech-409	48	15	and	and	CCONJ
futech-409	48	16	the	the	DET
futech-409	48	17	growing	grow	VERB
futech-409	48	18	emphasis	emphasis	NOUN
futech-409	48	19	on	on	ADP
futech-409	48	20	smart	smart	ADJ
futech-409	48	21	destination	destination	NOUN
futech-409	48	22	development	development	NOUN
futech-409	48	23	.	.	PUNCT
futech-409	49	1	the	the	DET
futech-409	49	2	findings	finding	NOUN
futech-409	49	3	will	will	AUX
futech-409	49	4	contribute	contribute	VERB
futech-409	49	5	to	to	ADP
futech-409	49	6	the	the	DET
futech-409	49	7	broader	broad	ADJ
futech-409	49	8	discourse	discourse	NOUN
futech-409	49	9	on	on	ADP
futech-409	49	10	ai	ai	PROPN
futech-409	49	11	applications	application	NOUN
futech-409	49	12	in	in	ADP
futech-409	49	13	heritage	heritage	NOUN
futech-409	49	14	tourism	tourism	NOUN
futech-409	49	15	while	while	SCONJ
futech-409	49	16	offering	offer	VERB
futech-409	49	17	specific	specific	ADJ
futech-409	49	18	recommendations	recommendation	NOUN
futech-409	49	19	for	for	ADP
futech-409	49	20	the	the	DET
futech-409	49	21	shanxi	shanxi	PROPN
futech-409	49	22	great	great	PROPN
futech-409	49	23	wall	wall	NOUN
futech-409	49	24	and	and	CCONJ
futech-409	49	25	similar	similar	ADJ
futech-409	49	26	cultural	cultural	ADJ
futech-409	49	27	destinations	destination	NOUN
futech-409	49	28	worldwide	worldwide	ADV
futech-409	49	29	.	.	PUNCT
futech-409	50	1	2	2	X
futech-409	50	2	.	.	X
futech-409	50	3	literature	literature	NOUN
futech-409	50	4	review	review	VERB
futech-409	50	5	2.1	2.1	NUM
futech-409	50	6	problem	problem	NOUN
futech-409	50	7	statement	statement	NOUN
futech-409	50	8	heritage	heritage	NOUN
futech-409	50	9	tourism	tourism	NOUN
futech-409	50	10	management	management	NOUN
futech-409	50	11	faces	face	VERB
futech-409	50	12	three	three	NUM
futech-409	50	13	critical	critical	ADJ
futech-409	50	14	and	and	CCONJ
futech-409	50	15	interconnected	interconnected	ADJ
futech-409	50	16	challenges	challenge	NOUN
futech-409	50	17	in	in	ADP
futech-409	50	18	the	the	DET
futech-409	50	19	digital	digital	ADJ
futech-409	50	20	age	age	NOUN
futech-409	50	21	:	:	PUNCT
futech-409	50	22	problem	problem	NOUN
futech-409	50	23	1	1	NUM
futech-409	50	24	:	:	PUNCT
futech-409	50	25	limited	limited	ADJ
futech-409	50	26	tourist	tourist	NOUN
futech-409	50	27	behavior	behavior	NOUN
futech-409	50	28	understanding	understand	VERB
futech-409	50	29	current	current	ADJ
futech-409	50	30	heritage	heritage	NOUN
futech-409	50	31	site	site	NOUN
futech-409	50	32	management	management	NOUN
futech-409	50	33	relies	rely	VERB
futech-409	50	34	on	on	ADP
futech-409	50	35	traditional	traditional	ADJ
futech-409	50	36	visitor	visitor	NOUN
futech-409	50	37	analysis	analysis	NOUN
futech-409	50	38	methods	method	NOUN
futech-409	50	39	that	that	PRON
futech-409	50	40	fail	fail	VERB
futech-409	50	41	to	to	PART
futech-409	50	42	capture	capture	VERB
futech-409	50	43	the	the	DET
futech-409	50	44	complexity	complexity	NOUN
futech-409	50	45	of	of	ADP
futech-409	50	46	modern	modern	ADJ
futech-409	50	47	tourist	tourist	NOUN
futech-409	50	48	behaviors	behavior	NOUN
futech-409	50	49	,	,	PUNCT
futech-409	50	50	preferences	preference	NOUN
futech-409	50	51	,	,	PUNCT
futech-409	50	52	and	and	CCONJ
futech-409	50	53	cultural	cultural	ADJ
futech-409	50	54	backgrounds	background	NOUN
futech-409	50	55	.	.	PUNCT
futech-409	51	1	this	this	DET
futech-409	51	2	results	result	VERB
futech-409	51	3	in	in	ADP
futech-409	51	4	suboptimal	suboptimal	ADJ
futech-409	51	5	visitor	visitor	NOUN
futech-409	51	6	experiences	experience	NOUN
futech-409	51	7	,	,	PUNCT
futech-409	51	8	reduced	reduce	VERB
futech-409	51	9	satisfaction	satisfaction	NOUN
futech-409	51	10	rates	rate	NOUN
futech-409	51	11	,	,	PUNCT
futech-409	51	12	and	and	CCONJ
futech-409	51	13	missed	miss	VERB
futech-409	51	14	opportunities	opportunity	NOUN
futech-409	51	15	for	for	ADP
futech-409	51	16	personalized	personalize	VERB
futech-409	51	17	cultural	cultural	ADJ
futech-409	51	18	engagement	engagement	NOUN
futech-409	51	19	.	.	PUNCT
futech-409	52	1	statistical	statistical	ADJ
futech-409	52	2	analysis	analysis	NOUN
futech-409	52	3	shows	show	VERB
futech-409	52	4	that	that	SCONJ
futech-409	52	5	67.3	67.3	NUM
futech-409	52	6	%	%	NOUN
futech-409	52	7	of	of	ADP
futech-409	52	8	international	international	ADJ
futech-409	52	9	visitors	visitor	NOUN
futech-409	52	10	report	report	VERB
futech-409	52	11	difficulty	difficulty	NOUN
futech-409	52	12	accessing	access	VERB
futech-409	52	13	culturally	culturally	ADV
futech-409	52	14	adapted	adapt	VERB
futech-409	52	15	content	content	NOUN
futech-409	52	16	,	,	PUNCT
futech-409	52	17	while	while	SCONJ
futech-409	52	18	54.8	54.8	NUM
futech-409	52	19	%	%	NOUN
futech-409	52	20	express	express	ADJ
futech-409	52	21	unmet	unmet	NOUN
futech-409	52	22	needs	need	NOUN
futech-409	52	23	for	for	ADP
futech-409	52	24	enhanced	enhanced	ADJ
futech-409	52	25	cultural	cultural	ADJ
futech-409	52	26	contextualization	contextualization	NOUN
futech-409	52	27	.	.	PUNCT
futech-409	53	1	problem	problem	NOUN
futech-409	53	2	2	2	NUM
futech-409	53	3	:	:	PUNCT
futech-409	53	4	ineffective	ineffective	ADJ
futech-409	53	5	cultural	cultural	ADJ
futech-409	53	6	communication	communication	NOUN
futech-409	53	7	existing	exist	VERB
futech-409	53	8	cultural	cultural	ADJ
futech-409	53	9	communication	communication	NOUN
futech-409	53	10	strategies	strategy	NOUN
futech-409	53	11	at	at	ADP
futech-409	53	12	heritage	heritage	NOUN
futech-409	53	13	sites	site	NOUN
futech-409	53	14	demonstrate	demonstrate	VERB
futech-409	53	15	significant	significant	ADJ
futech-409	53	16	gaps	gap	NOUN
futech-409	53	17	in	in	ADP
futech-409	53	18	cross	cross	ADJ
futech-409	53	19	-	-	ADJ
futech-409	53	20	cultural	cultural	ADJ
futech-409	53	21	adaptation	adaptation	NOUN
futech-409	53	22	,	,	PUNCT
futech-409	53	23	personalization	personalization	NOUN
futech-409	53	24	,	,	PUNCT
futech-409	53	25	and	and	CCONJ
futech-409	53	26	engagement	engagement	NOUN
futech-409	53	27	effectiveness	effectiveness	NOUN
futech-409	53	28	.	.	PUNCT
futech-409	54	1	traditional	traditional	ADJ
futech-409	54	2	interpretive	interpretive	ADJ
futech-409	54	3	approaches	approach	NOUN
futech-409	54	4	achieve	achieve	VERB
futech-409	54	5	only	only	ADV
futech-409	54	6	2.3	2.3	NUM
futech-409	54	7	-	-	SYM
futech-409	54	8	3.8	3.8	NUM
futech-409	54	9	satisfaction	satisfaction	NOUN
futech-409	54	10	scores	score	NOUN
futech-409	54	11	out	out	ADP
futech-409	54	12	of	of	ADP
futech-409	54	13	5.0	5.0	NUM
futech-409	54	14	,	,	PUNCT
futech-409	54	15	indicating	indicate	VERB
futech-409	54	16	substantial	substantial	ADJ
futech-409	54	17	room	room	NOUN
futech-409	54	18	for	for	ADP
futech-409	54	19	improvement	improvement	NOUN
futech-409	54	20	in	in	ADP
futech-409	54	21	cultural	cultural	ADJ
futech-409	54	22	knowledge	knowledge	NOUN
futech-409	54	23	transfer	transfer	NOUN
futech-409	54	24	and	and	CCONJ
futech-409	54	25	visitor	visitor	NOUN
futech-409	54	26	engagement	engagement	NOUN
futech-409	54	27	across	across	ADP
futech-409	54	28	diverse	diverse	ADJ
futech-409	54	29	demographic	demographic	ADJ
futech-409	54	30	segments	segment	NOUN
futech-409	54	31	.	.	PUNCT
futech-409	55	1	problem	problem	NOUN
futech-409	55	2	3	3	NUM
futech-409	55	3	:	:	PUNCT
futech-409	55	4	lack	lack	NOUN
futech-409	55	5	of	of	ADP
futech-409	55	6	integrated	integrate	VERB
futech-409	55	7	optimization	optimization	NOUN
futech-409	55	8	approaches	approach	VERB
futech-409	55	9	heritage	heritage	NOUN
futech-409	55	10	site	site	NOUN
futech-409	55	11	managers	manager	NOUN
futech-409	55	12	lack	lack	VERB
futech-409	55	13	comprehensive	comprehensive	ADJ
futech-409	55	14	frameworks	framework	NOUN
futech-409	55	15	that	that	PRON
futech-409	55	16	can	can	AUX
futech-409	55	17	simultaneously	simultaneously	ADV
futech-409	55	18	optimize	optimize	VERB
futech-409	55	19	visitor	visitor	NOUN
futech-409	55	20	satisfaction	satisfaction	NOUN
futech-409	55	21	,	,	PUNCT
futech-409	55	22	operational	operational	ADJ
futech-409	55	23	efficiency	efficiency	NOUN
futech-409	55	24	,	,	PUNCT
futech-409	55	25	and	and	CCONJ
futech-409	55	26	cultural	cultural	ADJ
futech-409	55	27	preservation	preservation	NOUN
futech-409	55	28	objectives	objective	NOUN
futech-409	55	29	.	.	PUNCT
futech-409	56	1	current	current	ADJ
futech-409	56	2	management	management	NOUN
futech-409	56	3	practices	practice	NOUN
futech-409	56	4	operate	operate	VERB
futech-409	56	5	in	in	ADP
futech-409	56	6	silos	silo	NOUN
futech-409	56	7	,	,	PUNCT
futech-409	56	8	failing	fail	VERB
futech-409	56	9	to	to	PART
futech-409	56	10	leverage	leverage	VERB
futech-409	56	11	emerging	emerge	VERB
futech-409	56	12	ai	ai	PROPN
futech-409	56	13	technologies	technology	NOUN
futech-409	56	14	for	for	ADP
futech-409	56	15	holistic	holistic	ADJ
futech-409	56	16	tourism	tourism	NOUN
futech-409	56	17	optimization	optimization	NOUN
futech-409	56	18	that	that	PRON
futech-409	56	19	maintains	maintain	VERB
futech-409	56	20	cultural	cultural	ADJ
futech-409	56	21	authenticity	authenticity	NOUN
futech-409	56	22	while	while	SCONJ
futech-409	56	23	enhancing	enhance	VERB
futech-409	56	24	visitor	visitor	NOUN
futech-409	56	25	experiences	experience	NOUN
futech-409	56	26	.	.	PUNCT
futech-409	57	1	2.2	2.2	NUM
futech-409	57	2	literature	literature	NOUN
futech-409	57	3	review	review	NOUN
futech-409	57	4	framework	framework	NOUN
futech-409	57	5	the	the	DET
futech-409	57	6	existing	exist	VERB
futech-409	57	7	literature	literature	NOUN
futech-409	57	8	on	on	ADP
futech-409	57	9	ai	ai	PROPN
futech-409	57	10	applications	application	NOUN
futech-409	57	11	in	in	ADP
futech-409	57	12	tourism	tourism	NOUN
futech-409	57	13	,	,	PUNCT
futech-409	57	14	tourist	tourist	NOUN
futech-409	57	15	behavior	behavior	NOUN
futech-409	57	16	analysis	analysis	NOUN
futech-409	57	17	,	,	PUNCT
futech-409	57	18	and	and	CCONJ
futech-409	57	19	cultural	cultural	ADJ
futech-409	57	20	communication	communication	NOUN
futech-409	57	21	presents	present	VERB
futech-409	57	22	a	a	DET
futech-409	57	23	fragmented	fragmented	ADJ
futech-409	57	24	landscape	landscape	NOUN
futech-409	57	25	of	of	ADP
futech-409	57	26	theoretical	theoretical	ADJ
futech-409	57	27	frameworks	framework	NOUN
futech-409	57	28	and	and	CCONJ
futech-409	57	29	empirical	empirical	ADJ
futech-409	57	30	findings	finding	NOUN
futech-409	57	31	across	across	ADP
futech-409	57	32	multiple	multiple	ADJ
futech-409	57	33	disciplines	discipline	NOUN
futech-409	57	34	.	.	PUNCT
futech-409	58	1	this	this	DET
futech-409	58	2	review	review	NOUN
futech-409	58	3	synthesizes	synthesize	VERB
futech-409	58	4	relevant	relevant	ADJ
futech-409	58	5	research	research	NOUN
futech-409	58	6	from	from	ADP
futech-409	58	7	four	four	NUM
futech-409	58	8	primary	primary	ADJ
futech-409	58	9	domains	domain	NOUN
futech-409	58	10	to	to	PART
futech-409	58	11	establish	establish	VERB
futech-409	58	12	the	the	DET
futech-409	58	13	theoretical	theoretical	ADJ
futech-409	58	14	foundation	foundation	NOUN
futech-409	58	15	for	for	ADP
futech-409	58	16	this	this	DET
futech-409	58	17	study	study	NOUN
futech-409	58	18	and	and	CCONJ
futech-409	58	19	identify	identify	VERB
futech-409	58	20	critical	critical	ADJ
futech-409	58	21	research	research	NOUN
futech-409	58	22	gaps	gap	NOUN
futech-409	58	23	that	that	PRON
futech-409	58	24	warrant	warrant	VERB
futech-409	58	25	investigation	investigation	NOUN
futech-409	58	26	.	.	PUNCT
futech-409	59	1	figure	figure	NOUN
futech-409	59	2	2	2	NUM
futech-409	59	3	presents	present	VERB
futech-409	59	4	the	the	DET
futech-409	59	5	comprehensive	comprehensive	ADJ
futech-409	59	6	theoretical	theoretical	ADJ
futech-409	59	7	framework	framework	NOUN
futech-409	59	8	that	that	PRON
futech-409	59	9	guides	guide	VERB
futech-409	59	10	this	this	DET
futech-409	59	11	literature	literature	NOUN
futech-409	59	12	review	review	PROPN
futech-409	59	13	,	,	PUNCT
futech-409	59	14	illustrating	illustrate	VERB
futech-409	59	15	the	the	DET
futech-409	59	16	interdisciplinary	interdisciplinary	ADJ
futech-409	59	17	nature	nature	NOUN
futech-409	59	18	of	of	ADP
futech-409	59	19	the	the	DET
futech-409	59	20	research	research	NOUN
futech-409	59	21	domain	domain	NOUN
futech-409	59	22	and	and	CCONJ
futech-409	59	23	the	the	DET
futech-409	59	24	integration	integration	NOUN
futech-409	59	25	of	of	ADP
futech-409	59	26	diverse	diverse	ADJ
futech-409	59	27	theoretical	theoretical	ADJ
futech-409	59	28	perspectives	perspective	NOUN
futech-409	59	29	.	.	PUNCT
futech-409	60	1	the	the	DET
futech-409	60	2	framework	framework	NOUN
futech-409	60	3	demonstrates	demonstrate	VERB
futech-409	60	4	how	how	SCONJ
futech-409	60	5	artificial	artificial	ADJ
futech-409	60	6	intelligence	intelligence	NOUN
futech-409	60	7	and	and	CCONJ
futech-409	60	8	technology	technology	NOUN
futech-409	60	9	literature	literature	NOUN
futech-409	60	10	converges	converge	VERB
futech-409	60	11	with	with	ADP
futech-409	60	12	tourism	tourism	NOUN
futech-409	60	13	management	management	NOUN
futech-409	60	14	studies	study	NOUN
futech-409	60	15	,	,	PUNCT
futech-409	60	16	tourist	tourist	NOUN
futech-409	60	17	behavior	behavior	NOUN
futech-409	60	18	research	research	NOUN
futech-409	60	19	,	,	PUNCT
futech-409	60	20	and	and	CCONJ
futech-409	60	21	cultural	cultural	ADJ
futech-409	60	22	communication	communication	NOUN
futech-409	60	23	theories	theory	NOUN
futech-409	60	24	to	to	PART
futech-409	60	25	inform	inform	VERB
futech-409	60	26	the	the	DET
futech-409	60	27	development	development	NOUN
futech-409	60	28	of	of	ADP
futech-409	60	29	integrated	integrate	VERB
futech-409	60	30	solutions	solution	NOUN
futech-409	60	31	for	for	ADP
futech-409	60	32	heritage	heritage	NOUN
futech-409	60	33	tourism	tourism	NOUN
futech-409	60	34	enhancement	enhancement	NOUN
futech-409	60	35	.	.	PUNCT
futech-409	61	1	the	the	DET
futech-409	61	2	use	use	NOUN
futech-409	61	3	of	of	ADP
futech-409	61	4	artificial	artificial	ADJ
futech-409	61	5	intelligence	intelligence	NOUN
futech-409	61	6	in	in	ADP
futech-409	61	7	tourism	tourism	NOUN
futech-409	61	8	has	have	AUX
futech-409	61	9	grown	grow	VERB
futech-409	61	10	exponentially	exponentially	ADV
futech-409	61	11	in	in	ADP
futech-409	61	12	recent	recent	ADJ
futech-409	61	13	years	year	NOUN
futech-409	61	14	,	,	PUNCT
futech-409	61	15	offering	offer	VERB
futech-409	61	16	new	new	ADJ
futech-409	61	17	opportunities	opportunity	NOUN
futech-409	61	18	for	for	ADP
futech-409	61	19	destination	destination	NOUN
futech-409	61	20	management	management	NOUN
futech-409	61	21	systems	system	NOUN
futech-409	61	22	,	,	PUNCT
futech-409	61	23	such	such	ADJ
futech-409	61	24	as	as	ADP
futech-409	61	25	providing	provide	VERB
futech-409	61	26	a	a	DET
futech-409	61	27	comprehensive	comprehensive	ADJ
futech-409	61	28	insight	insight	NOUN
futech-409	61	29	into	into	ADP
futech-409	61	30	the	the	DET
futech-409	61	31	needs	need	NOUN
futech-409	61	32	and	and	CCONJ
futech-409	61	33	behaviors	behavior	NOUN
futech-409	61	34	of	of	ADP
futech-409	61	35	tourists	tourist	NOUN
futech-409	61	36	visiting	visit	VERB
futech-409	61	37	the	the	DET
futech-409	61	38	site	site	NOUN
futech-409	61	39	[	[	X
futech-409	61	40	6	6	NUM
futech-409	61	41	]	]	PUNCT
futech-409	61	42	.	.	PUNCT
futech-409	62	1	figure	figure	NOUN
futech-409	62	2	2	2	NUM
futech-409	62	3	.	.	PUNCT
futech-409	62	4	literature	literature	NOUN
futech-409	62	5	review	review	VERB
futech-409	62	6	theoretical	theoretical	ADJ
futech-409	62	7	framework	framework	NOUN
futech-409	62	8	and	and	CCONJ
futech-409	62	9	research	research	NOUN
futech-409	62	10	domains	domain	NOUN
futech-409	62	11	x.	x.	PROPN
futech-409	62	12	hou	hou	PROPN
futech-409	62	13	&	&	CCONJ
futech-409	62	14	z.paidi	z.paidi	PROPN
futech-409	62	15	/future	/future	PUNCT
futech-409	62	16	technology	technology	PROPN
futech-409	62	17	november	november	PROPN
futech-409	62	18	2025|	2025|	NUM
futech-409	63	1	volume	volume	NOUN
futech-409	63	2	04	04	NUM
futech-409	64	1	|	|	ADV
futech-409	64	2	issue	issue	VERB
futech-409	64	3	04	04	NUM
futech-409	65	1	|	|	CCONJ
futech-409	65	2	pages	page	NOUN
futech-409	65	3	43	43	NUM
futech-409	65	4	-	-	SYM
futech-409	65	5	58	58	NUM
futech-409	65	6	46	46	NUM
futech-409	65	7	machine	machine	NOUN
futech-409	65	8	learning	learn	VERB
futech-409	65	9	approaches	approach	NOUN
futech-409	65	10	presented	present	VERB
futech-409	65	11	particular	particular	ADJ
futech-409	65	12	advantages	advantage	NOUN
futech-409	65	13	in	in	ADP
futech-409	65	14	the	the	DET
futech-409	65	15	analysis	analysis	NOUN
futech-409	65	16	of	of	ADP
futech-409	65	17	tourist	tourist	NOUN
futech-409	65	18	behavior	behavior	NOUN
futech-409	65	19	with	with	ADP
futech-409	65	20	varying	vary	VERB
futech-409	65	21	algorithms	algorithm	NOUN
futech-409	65	22	having	have	VERB
futech-409	65	23	different	different	ADJ
futech-409	65	24	benefits	benefit	NOUN
futech-409	65	25	for	for	ADP
futech-409	65	26	different	different	ADJ
futech-409	65	27	purposes	purpose	NOUN
futech-409	65	28	[	[	X
futech-409	65	29	7	7	NUM
futech-409	65	30	]	]	PUNCT
futech-409	65	31	.	.	PUNCT
futech-409	66	1	k	k	X
futech-409	66	2	-	-	PUNCT
futech-409	66	3	means	mean	VERB
futech-409	66	4	and	and	CCONJ
futech-409	66	5	dbscan	dbscan	ADJ
futech-409	66	6	clustering	cluster	VERB
futech-409	66	7	algorithms	algorithm	NOUN
futech-409	66	8	have	have	AUX
futech-409	66	9	been	be	AUX
futech-409	66	10	utilised	utilise	VERB
futech-409	66	11	to	to	ADP
futech-409	66	12	segment	segment	NOUN
futech-409	66	13	tourists	tourist	NOUN
futech-409	66	14	using	use	VERB
futech-409	66	15	behavioral	behavioral	ADJ
futech-409	66	16	patterns	pattern	NOUN
futech-409	66	17	,	,	PUNCT
futech-409	66	18	while	while	SCONJ
futech-409	66	19	random	random	ADJ
futech-409	66	20	forest	forest	NOUN
futech-409	66	21	and	and	CCONJ
futech-409	66	22	support	support	VERB
futech-409	66	23	vector	vector	NOUN
futech-409	66	24	machines	machine	NOUN
futech-409	66	25	provide	provide	VERB
futech-409	66	26	very	very	ADV
futech-409	66	27	accurate	accurate	ADJ
futech-409	66	28	predictive	predictive	ADJ
futech-409	66	29	models	model	NOUN
futech-409	66	30	regarding	regard	VERB
futech-409	66	31	the	the	DET
futech-409	66	32	preferences	preference	NOUN
futech-409	66	33	of	of	ADP
futech-409	66	34	visitors	visitor	NOUN
futech-409	66	35	.	.	PUNCT
futech-409	67	1	with	with	ADP
futech-409	67	2	the	the	DET
futech-409	67	3	arrival	arrival	NOUN
futech-409	67	4	of	of	ADP
futech-409	67	5	new	new	ADJ
futech-409	67	6	innovations	innovation	NOUN
futech-409	67	7	in	in	ADP
futech-409	67	8	deep	deep	ADJ
futech-409	67	9	learning	learning	NOUN
futech-409	67	10	,	,	PUNCT
futech-409	67	11	the	the	DET
futech-409	67	12	ability	ability	NOUN
futech-409	67	13	to	to	PART
futech-409	67	14	analyse	analyse	VERB
futech-409	67	15	more	more	ADV
futech-409	67	16	complicated	complicated	ADJ
futech-409	67	17	data	data	NOUN
futech-409	67	18	sets	set	NOUN
futech-409	67	19	has	have	AUX
futech-409	67	20	improved	improve	VERB
futech-409	67	21	even	even	ADV
futech-409	67	22	more	more	ADV
futech-409	67	23	,	,	PUNCT
futech-409	67	24	for	for	ADP
futech-409	67	25	example	example	NOUN
futech-409	67	26	,	,	PUNCT
futech-409	67	27	the	the	DET
futech-409	67	28	recognition	recognition	NOUN
futech-409	67	29	of	of	ADP
futech-409	67	30	images	image	NOUN
futech-409	67	31	for	for	ADP
futech-409	67	32	visitor	visitor	NOUN
futech-409	67	33	flow	flow	NOUN
futech-409	67	34	analysis	analysis	NOUN
futech-409	67	35	and	and	CCONJ
futech-409	67	36	the	the	DET
futech-409	67	37	processing	processing	NOUN
futech-409	67	38	of	of	ADP
futech-409	67	39	natural	natural	ADJ
futech-409	67	40	language	language	NOUN
futech-409	67	41	for	for	ADP
futech-409	67	42	the	the	DET
futech-409	67	43	sentiment	sentiment	NOUN
futech-409	67	44	analysis	analysis	NOUN
futech-409	67	45	of	of	ADP
futech-409	67	46	reviews	review	NOUN
futech-409	67	47	[	[	X
futech-409	67	48	8	8	NUM
futech-409	67	49	]	]	PUNCT
futech-409	67	50	.	.	PUNCT
futech-409	68	1	the	the	DET
futech-409	68	2	collaboration	collaboration	NOUN
futech-409	68	3	of	of	ADP
futech-409	68	4	ai	ai	NOUN
futech-409	68	5	with	with	ADP
futech-409	68	6	iot	iot	PROPN
futech-409	68	7	opened	open	VERB
futech-409	68	8	applications	application	NOUN
futech-409	68	9	for	for	ADP
futech-409	68	10	higher	high	ADJ
futech-409	68	11	levels	level	NOUN
futech-409	68	12	of	of	ADP
futech-409	68	13	automation	automation	NOUN
futech-409	68	14	in	in	ADP
futech-409	68	15	tourism	tourism	NOUN
futech-409	68	16	destinations	destination	NOUN
futech-409	68	17	.	.	PUNCT
futech-409	69	1	smart	smart	ADJ
futech-409	69	2	sensor	sensor	NOUN
futech-409	69	3	networks	network	NOUN
futech-409	69	4	capable	capable	ADJ
futech-409	69	5	of	of	ADP
futech-409	69	6	real	real	ADJ
futech-409	69	7	-	-	PUNCT
futech-409	69	8	time	time	NOUN
futech-409	69	9	monitoring	monitoring	NOUN
futech-409	69	10	of	of	ADP
futech-409	69	11	visitors	visitor	NOUN
futech-409	69	12	,	,	PUNCT
futech-409	69	13	the	the	DET
futech-409	69	14	environment	environment	NOUN
futech-409	69	15	,	,	PUNCT
futech-409	69	16	and	and	CCONJ
futech-409	69	17	facility	facility	NOUN
futech-409	69	18	usage	usage	NOUN
futech-409	69	19	can	can	AUX
futech-409	69	20	produce	produce	VERB
futech-409	69	21	useful	useful	ADJ
futech-409	69	22	information	information	NOUN
futech-409	69	23	about	about	ADP
futech-409	69	24	behavior	behavior	NOUN
futech-409	69	25	and	and	CCONJ
futech-409	69	26	operations	operation	NOUN
futech-409	69	27	that	that	PRON
futech-409	69	28	can	can	AUX
futech-409	69	29	be	be	AUX
futech-409	69	30	used	use	VERB
futech-409	69	31	over	over	ADP
futech-409	69	32	time	time	NOUN
futech-409	69	33	for	for	ADP
futech-409	69	34	better	well	ADJ
futech-409	69	35	management	management	NOUN
futech-409	69	36	[	[	X
futech-409	69	37	9	9	NUM
futech-409	69	38	]	]	PUNCT
futech-409	69	39	.	.	PUNCT
futech-409	70	1	the	the	DET
futech-409	70	2	application	application	NOUN
futech-409	70	3	of	of	ADP
futech-409	70	4	artificial	artificial	ADJ
futech-409	70	5	intelligence	intelligence	NOUN
futech-409	70	6	in	in	ADP
futech-409	70	7	cultural	cultural	ADJ
futech-409	70	8	heritage	heritage	NOUN
futech-409	70	9	tourism	tourism	NOUN
futech-409	70	10	is	be	AUX
futech-409	70	11	both	both	CCONJ
futech-409	70	12	novel	novel	ADJ
futech-409	70	13	and	and	CCONJ
futech-409	70	14	under	under	ADV
futech-409	70	15	-	-	PUNCT
futech-409	70	16	optimised	optimise	VERB
futech-409	70	17	[	[	X
futech-409	70	18	10	10	NUM
futech-409	70	19	]	]	PUNCT
futech-409	70	20	.	.	PUNCT
futech-409	71	1	low	low	ADJ
futech-409	71	2	engagement	engagement	NOUN
futech-409	71	3	with	with	ADP
futech-409	71	4	various	various	ADJ
futech-409	71	5	demographic	demographic	ADJ
futech-409	71	6	segments	segment	NOUN
futech-409	71	7	of	of	ADP
futech-409	71	8	the	the	DET
futech-409	71	9	public	public	NOUN
futech-409	71	10	requires	require	VERB
futech-409	71	11	a	a	DET
futech-409	71	12	more	more	ADV
futech-409	71	13	nuanced	nuanced	ADJ
futech-409	71	14	approach	approach	NOUN
futech-409	71	15	to	to	ADP
futech-409	71	16	communication	communication	NOUN
futech-409	71	17	on	on	ADP
futech-409	71	18	heritage	heritage	NOUN
futech-409	71	19	sites	site	NOUN
futech-409	71	20	.	.	PUNCT
futech-409	72	1	modern	modern	ADJ
futech-409	72	2	business	business	NOUN
futech-409	72	3	strategies	strategy	NOUN
futech-409	72	4	in	in	ADP
futech-409	72	5	cultural	cultural	ADJ
futech-409	72	6	tourism	tourism	NOUN
futech-409	72	7	now	now	ADV
futech-409	72	8	integrate	integrate	VERB
futech-409	72	9	ai	ai	VERB
futech-409	72	10	personalisation	personalisation	NOUN
futech-409	72	11	systems	system	NOUN
futech-409	72	12	,	,	PUNCT
futech-409	72	13	allowing	allow	VERB
futech-409	72	14	cultural	cultural	ADJ
futech-409	72	15	products	product	NOUN
futech-409	72	16	to	to	PART
futech-409	72	17	be	be	AUX
futech-409	72	18	framed	frame	VERB
futech-409	72	19	and	and	CCONJ
futech-409	72	20	advertised	advertise	VERB
futech-409	72	21	in	in	ADP
futech-409	72	22	ways	way	NOUN
futech-409	72	23	that	that	PRON
futech-409	72	24	appeal	appeal	VERB
futech-409	72	25	to	to	ADP
futech-409	72	26	different	different	ADJ
futech-409	72	27	visitors	visitor	NOUN
futech-409	72	28	[	[	X
futech-409	72	29	11	11	NUM
futech-409	72	30	]	]	PUNCT
futech-409	72	31	.	.	PUNCT
futech-409	73	1	the	the	DET
futech-409	73	2	creation	creation	NOUN
futech-409	73	3	of	of	ADP
futech-409	73	4	metaverse	metaverse	NOUN
futech-409	73	5	and	and	CCONJ
futech-409	73	6	other	other	ADJ
futech-409	73	7	extended	extend	VERB
futech-409	73	8	reality	reality	NOUN
futech-409	73	9	(	(	PUNCT
futech-409	73	10	xr	xr	NOUN
futech-409	73	11	)	)	PUNCT
futech-409	73	12	technologies	technology	NOUN
futech-409	73	13	help	help	AUX
futech-409	73	14	provide	provide	VERB
futech-409	73	15	new	new	ADJ
futech-409	73	16	dimensions	dimension	NOUN
futech-409	73	17	to	to	ADP
futech-409	73	18	cultural	cultural	ADJ
futech-409	73	19	experience	experience	NOUN
futech-409	73	20	immersion	immersion	NOUN
futech-409	73	21	[	[	X
futech-409	73	22	12	12	NUM
futech-409	73	23	]	]	PUNCT
futech-409	73	24	.	.	PUNCT
futech-409	74	1	application	application	NOUN
futech-409	74	2	of	of	ADP
futech-409	74	3	ai	ai	NOUN
futech-409	74	4	in	in	ADP
futech-409	74	5	cross	cross	ADJ
futech-409	74	6	-	-	ADJ
futech-409	74	7	culture	culture	ADJ
futech-409	74	8	studies	study	NOUN
futech-409	74	9	has	have	AUX
futech-409	74	10	shown	show	VERB
futech-409	74	11	that	that	SCONJ
futech-409	74	12	there	there	PRON
futech-409	74	13	is	be	VERB
futech-409	74	14	considerable	considerable	ADJ
futech-409	74	15	divergence	divergence	NOUN
futech-409	74	16	among	among	ADP
futech-409	74	17	various	various	ADJ
futech-409	74	18	cultures	culture	NOUN
futech-409	74	19	with	with	ADP
futech-409	74	20	respect	respect	NOUN
futech-409	74	21	to	to	ADP
futech-409	74	22	their	their	PRON
futech-409	74	23	tourism	tourism	NOUN
futech-409	74	24	preferences	preference	NOUN
futech-409	74	25	and	and	CCONJ
futech-409	74	26	activities	activity	NOUN
futech-409	74	27	[	[	X
futech-409	74	28	13	13	NUM
futech-409	74	29	]	]	PUNCT
futech-409	74	30	.	.	PUNCT
futech-409	75	1	big	big	ADJ
futech-409	75	2	data	datum	NOUN
futech-409	75	3	analysis	analysis	NOUN
futech-409	75	4	using	use	VERB
futech-409	75	5	transformer	transformer	NOUN
futech-409	75	6	text	text	NOUN
futech-409	75	7	mining	mining	NOUN
futech-409	75	8	and	and	CCONJ
futech-409	75	9	network	network	NOUN
futech-409	75	10	analysis	analysis	NOUN
futech-409	75	11	reveals	reveal	VERB
futech-409	75	12	the	the	DET
futech-409	75	13	impact	impact	NOUN
futech-409	75	14	of	of	ADP
futech-409	75	15	culture	culture	NOUN
futech-409	75	16	on	on	ADP
futech-409	75	17	perceptions	perception	NOUN
futech-409	75	18	,	,	PUNCT
futech-409	75	19	satisfaction	satisfaction	NOUN
futech-409	75	20	,	,	PUNCT
futech-409	75	21	and	and	CCONJ
futech-409	75	22	preferred	preferred	ADJ
futech-409	75	23	communication	communication	NOUN
futech-409	75	24	about	about	ADP
futech-409	75	25	the	the	DET
futech-409	75	26	tourism	tourism	NOUN
futech-409	75	27	destinations	destination	NOUN
futech-409	75	28	.	.	PUNCT
futech-409	76	1	such	such	ADJ
futech-409	76	2	analysis	analysis	NOUN
futech-409	76	3	is	be	AUX
futech-409	76	4	useful	useful	ADJ
futech-409	76	5	for	for	ADP
futech-409	76	6	international	international	ADJ
futech-409	76	7	heritage	heritage	NOUN
futech-409	76	8	sites	site	NOUN
futech-409	76	9	like	like	ADP
futech-409	76	10	the	the	DET
futech-409	76	11	great	great	ADJ
futech-409	76	12	wall	wall	NOUN
futech-409	76	13	,	,	PUNCT
futech-409	76	14	which	which	PRON
futech-409	76	15	has	have	VERB
futech-409	76	16	a	a	DET
futech-409	76	17	multicultural	multicultural	ADJ
futech-409	76	18	visitor	visitor	NOUN
futech-409	76	19	base	base	NOUN
futech-409	76	20	.	.	PUNCT
futech-409	77	1	the	the	DET
futech-409	77	2	integration	integration	NOUN
futech-409	77	3	of	of	ADP
futech-409	77	4	ai	ai	VERB
futech-409	77	5	in	in	ADP
futech-409	77	6	the	the	DET
futech-409	77	7	management	management	NOUN
futech-409	77	8	of	of	ADP
futech-409	77	9	tourism	tourism	NOUN
futech-409	77	10	destinations	destination	NOUN
futech-409	77	11	has	have	AUX
futech-409	77	12	grown	grow	VERB
futech-409	77	13	quickly	quickly	ADV
futech-409	77	14	.	.	PUNCT
futech-409	78	1	cited	cite	VERB
futech-409	78	2	chinese	chinese	ADJ
futech-409	78	3	tourist	tourist	NOUN
futech-409	78	4	cities	city	NOUN
futech-409	78	5	showcase	showcase	VERB
futech-409	78	6	varying	vary	VERB
futech-409	78	7	levels	level	NOUN
futech-409	78	8	of	of	ADP
futech-409	78	9	adopted	adopt	VERB
futech-409	78	10	digital	digital	ADJ
futech-409	78	11	innovation	innovation	NOUN
futech-409	78	12	,	,	PUNCT
futech-409	78	13	with	with	ADP
futech-409	78	14	notable	notable	ADJ
futech-409	78	15	advancement	advancement	NOUN
futech-409	78	16	in	in	ADP
futech-409	78	17	smart	smart	ADJ
futech-409	78	18	tourism	tourism	NOUN
futech-409	78	19	projects	project	NOUN
futech-409	78	20	that	that	PRON
futech-409	78	21	seek	seek	VERB
futech-409	78	22	to	to	PART
futech-409	78	23	enhance	enhance	VERB
futech-409	78	24	visitors	visitor	NOUN
futech-409	78	25	’	'	PUNCT
futech-409	78	26	experiences	experience	NOUN
futech-409	78	27	and	and	CCONJ
futech-409	78	28	operational	operational	ADJ
futech-409	78	29	productivity	productivity	NOUN
futech-409	78	30	.	.	PUNCT
futech-409	79	1	the	the	DET
futech-409	79	2	integration	integration	NOUN
futech-409	79	3	of	of	ADP
futech-409	79	4	culture	culture	NOUN
futech-409	79	5	and	and	CCONJ
futech-409	79	6	economy	economy	NOUN
futech-409	79	7	based	base	VERB
futech-409	79	8	tourism	tourism	NOUN
futech-409	79	9	industries	industry	NOUN
futech-409	79	10	has	have	AUX
futech-409	79	11	especially	especially	ADV
futech-409	79	12	increased	increase	VERB
futech-409	79	13	during	during	ADP
futech-409	79	14	the	the	DET
futech-409	79	15	post	post	ADJ
futech-409	79	16	-	-	ADJ
futech-409	79	17	covid	covid	ADJ
futech-409	79	18	era	era	NOUN
futech-409	79	19	,	,	PUNCT
futech-409	79	20	indicating	indicate	VERB
futech-409	79	21	the	the	DET
futech-409	79	22	need	need	NOUN
futech-409	79	23	for	for	ADP
futech-409	79	24	advanced	advanced	ADJ
futech-409	79	25	technologies	technology	NOUN
futech-409	79	26	to	to	PART
futech-409	79	27	aid	aid	VERB
futech-409	79	28	in	in	ADP
futech-409	79	29	growing	grow	VERB
futech-409	79	30	as	as	ADV
futech-409	79	31	well	well	ADV
futech-409	79	32	as	as	ADP
futech-409	79	33	recovering	recover	VERB
futech-409	79	34	the	the	DET
futech-409	79	35	tourism	tourism	NOUN
futech-409	79	36	sector	sector	NOUN
futech-409	80	1	[	[	X
futech-409	80	2	14	14	NUM
futech-409	80	3	,	,	PUNCT
futech-409	80	4	15	15	NUM
futech-409	80	5	]	]	PUNCT
futech-409	80	6	.	.	PUNCT
futech-409	81	1	one	one	NUM
futech-409	81	2	of	of	ADP
futech-409	81	3	the	the	DET
futech-409	81	4	most	most	ADV
futech-409	81	5	important	important	ADJ
futech-409	81	6	tools	tool	NOUN
futech-409	81	7	to	to	PART
futech-409	81	8	monitor	monitor	VERB
futech-409	81	9	the	the	DET
futech-409	81	10	experiences	experience	NOUN
futech-409	81	11	of	of	ADP
futech-409	81	12	tourists	tourist	NOUN
futech-409	81	13	as	as	ADV
futech-409	81	14	well	well	ADV
futech-409	81	15	as	as	ADP
futech-409	81	16	the	the	DET
futech-409	81	17	effectiveness	effectiveness	NOUN
futech-409	81	18	of	of	ADP
futech-409	81	19	cultural	cultural	ADJ
futech-409	81	20	interactions	interaction	NOUN
futech-409	81	21	is	be	AUX
futech-409	81	22	sentiment	sentiment	NOUN
futech-409	81	23	analysis	analysis	NOUN
futech-409	81	24	[	[	X
futech-409	81	25	16	16	NUM
futech-409	81	26	]	]	PUNCT
futech-409	81	27	.	.	PUNCT
futech-409	82	1	more	more	ADV
futech-409	82	2	advanced	advanced	ADJ
futech-409	82	3	techniques	technique	NOUN
futech-409	82	4	of	of	ADP
futech-409	82	5	natural	natural	ADJ
futech-409	82	6	language	language	NOUN
futech-409	82	7	processing	processing	NOUN
futech-409	82	8	such	such	ADJ
futech-409	82	9	as	as	ADP
futech-409	82	10	bert	bert	PROPN
futech-409	82	11	and	and	CCONJ
futech-409	82	12	electra	electra	PROPN
futech-409	82	13	are	be	AUX
futech-409	82	14	capable	capable	ADJ
futech-409	82	15	of	of	ADP
futech-409	82	16	sophisticated	sophisticated	ADJ
futech-409	82	17	sentiment	sentiment	NOUN
futech-409	82	18	analysis	analysis	NOUN
futech-409	82	19	and	and	CCONJ
futech-409	82	20	review	review	VERB
futech-409	82	21	fraud	fraud	NOUN
futech-409	82	22	detection	detection	NOUN
futech-409	82	23	in	in	ADP
futech-409	82	24	the	the	DET
futech-409	82	25	context	context	NOUN
futech-409	82	26	of	of	ADP
futech-409	82	27	cultural	cultural	ADJ
futech-409	82	28	heritage	heritage	NOUN
futech-409	82	29	.	.	PUNCT
futech-409	83	1	these	these	DET
futech-409	83	2	technologies	technology	NOUN
futech-409	83	3	provide	provide	VERB
futech-409	83	4	better	well	ADJ
futech-409	83	5	understanding	understanding	NOUN
futech-409	83	6	of	of	ADP
futech-409	83	7	the	the	DET
futech-409	83	8	level	level	NOUN
futech-409	83	9	of	of	ADP
futech-409	83	10	satisfaction	satisfaction	NOUN
futech-409	83	11	tourists	tourist	NOUN
futech-409	83	12	have	have	VERB
futech-409	83	13	and	and	CCONJ
futech-409	83	14	the	the	DET
futech-409	83	15	gaps	gap	NOUN
futech-409	83	16	in	in	ADP
futech-409	83	17	communications	communication	NOUN
futech-409	83	18	to	to	ADP
futech-409	83	19	the	the	DET
futech-409	83	20	managers	manager	NOUN
futech-409	83	21	in	in	ADP
futech-409	83	22	tourism	tourism	NOUN
futech-409	83	23	.	.	PUNCT
futech-409	84	1	concerns	concern	NOUN
futech-409	84	2	about	about	ADP
futech-409	84	3	the	the	DET
futech-409	84	4	implementation	implementation	NOUN
futech-409	84	5	of	of	ADP
futech-409	84	6	ai	ai	ADJ
futech-409	84	7	strategies	strategy	NOUN
futech-409	84	8	into	into	ADP
futech-409	84	9	sustainable	sustainable	ADJ
futech-409	84	10	tourism	tourism	NOUN
futech-409	84	11	have	have	AUX
futech-409	84	12	become	become	VERB
futech-409	84	13	quite	quite	ADV
futech-409	84	14	relevant	relevant	ADJ
futech-409	84	15	[	[	X
futech-409	84	16	17	17	NUM
futech-409	84	17	]	]	PUNCT
futech-409	84	18	.	.	PUNCT
futech-409	85	1	evidence	evidence	NOUN
futech-409	85	2	suggests	suggest	VERB
futech-409	85	3	that	that	SCONJ
futech-409	85	4	ai	ai	VERB
futech-409	85	5	is	be	AUX
futech-409	85	6	able	able	ADJ
futech-409	85	7	to	to	PART
futech-409	85	8	support	support	VERB
futech-409	85	9	sustainable	sustainable	ADJ
futech-409	85	10	tourism	tourism	NOUN
futech-409	85	11	through	through	ADP
futech-409	85	12	effective	effective	ADJ
futech-409	85	13	resource	resource	NOUN
futech-409	85	14	distribution	distribution	NOUN
futech-409	85	15	and	and	CCONJ
futech-409	85	16	improved	improve	VERB
futech-409	85	17	visitor	visitor	NOUN
futech-409	85	18	management	management	NOUN
futech-409	85	19	systems	system	NOUN
futech-409	85	20	,	,	PUNCT
futech-409	85	21	although	although	SCONJ
futech-409	85	22	stresses	stress	NOUN
futech-409	85	23	on	on	ADP
futech-409	85	24	attention	attention	NOUN
futech-409	85	25	to	to	ADP
futech-409	85	26	risks	risk	NOUN
futech-409	85	27	such	such	ADJ
futech-409	85	28	as	as	ADP
futech-409	85	29	privacy	privacy	NOUN
futech-409	85	30	violation	violation	NOUN
futech-409	85	31	,	,	PUNCT
futech-409	85	32	overreliance	overreliance	NOUN
futech-409	85	33	on	on	ADP
futech-409	85	34	technology	technology	NOUN
futech-409	85	35	,	,	PUNCT
futech-409	85	36	and	and	CCONJ
futech-409	85	37	preservation	preservation	NOUN
futech-409	85	38	of	of	ADP
futech-409	85	39	cultural	cultural	ADJ
futech-409	85	40	authenticity	authenticity	NOUN
futech-409	85	41	pose	pose	VERB
futech-409	85	42	a	a	DET
futech-409	85	43	great	great	ADJ
futech-409	85	44	deal	deal	NOUN
futech-409	85	45	of	of	ADP
futech-409	85	46	importance	importance	NOUN
futech-409	85	47	.	.	PUNCT
futech-409	86	1	the	the	DET
futech-409	86	2	development	development	NOUN
futech-409	86	3	of	of	ADP
futech-409	86	4	protective	protective	ADJ
futech-409	86	5	behaviors	behavior	NOUN
futech-409	86	6	concerning	concern	VERB
futech-409	86	7	the	the	DET
futech-409	86	8	ecological	ecological	ADJ
futech-409	86	9	aspects	aspect	NOUN
futech-409	86	10	of	of	ADP
futech-409	86	11	tourism	tourism	NOUN
futech-409	86	12	at	at	ADP
futech-409	86	13	heritage	heritage	NOUN
futech-409	86	14	sites	site	NOUN
futech-409	86	15	will	will	AUX
futech-409	86	16	increase	increase	VERB
futech-409	86	17	with	with	ADP
futech-409	86	18	the	the	DET
futech-409	86	19	application	application	NOUN
futech-409	86	20	of	of	ADP
futech-409	86	21	ai	ai	VERB
futech-409	86	22	generated	generate	VERB
futech-409	86	23	educational	educational	ADJ
futech-409	86	24	and	and	CCONJ
futech-409	86	25	participatory	participatory	ADJ
futech-409	86	26	tools	tool	NOUN
futech-409	86	27	.	.	PUNCT
futech-409	87	1	the	the	DET
futech-409	87	2	applications	application	NOUN
futech-409	87	3	of	of	ADP
futech-409	87	4	machine	machine	NOUN
futech-409	87	5	learning	learn	VERB
futech-409	87	6	in	in	ADP
futech-409	87	7	forecasting	forecasting	NOUN
futech-409	87	8	and	and	CCONJ
futech-409	87	9	analyzing	analyze	VERB
futech-409	87	10	tourism	tourism	NOUN
futech-409	87	11	trends	trend	NOUN
futech-409	87	12	have	have	AUX
futech-409	87	13	accurately	accurately	ADV
futech-409	87	14	predicted	predict	VERB
futech-409	87	15	the	the	DET
futech-409	87	16	preferences	preference	NOUN
futech-409	87	17	and	and	CCONJ
futech-409	87	18	choices	choice	NOUN
futech-409	87	19	of	of	ADP
futech-409	87	20	tourists	tourist	NOUN
futech-409	87	21	in	in	ADP
futech-409	87	22	destinations	destination	NOUN
futech-409	87	23	.	.	PUNCT
futech-409	88	1	recent	recent	ADJ
futech-409	88	2	works	work	NOUN
futech-409	88	3	show	show	VERB
futech-409	88	4	that	that	SCONJ
futech-409	88	5	ensemble	ensemble	ADJ
futech-409	88	6	methods	method	NOUN
futech-409	88	7	,	,	PUNCT
futech-409	88	8	which	which	PRON
futech-409	88	9	combine	combine	VERB
futech-409	88	10	multiple	multiple	ADJ
futech-409	88	11	,	,	PUNCT
futech-409	88	12	or	or	CCONJ
futech-409	88	13	at	at	ADP
futech-409	88	14	least	least	ADV
futech-409	88	15	two	two	NUM
futech-409	88	16	,	,	PUNCT
futech-409	88	17	algorithms	algorithm	NOUN
futech-409	88	18	into	into	ADP
futech-409	88	19	one	one	NUM
futech-409	88	20	,	,	PUNCT
futech-409	88	21	tend	tend	VERB
futech-409	88	22	to	to	PART
futech-409	88	23	outperform	outperform	VERB
futech-409	88	24	individual	individual	ADJ
futech-409	88	25	models	model	NOUN
futech-409	88	26	in	in	ADP
futech-409	88	27	complex	complex	ADJ
futech-409	88	28	behaviors	behavior	NOUN
futech-409	88	29	capturing	capture	VERB
futech-409	88	30	[	[	X
futech-409	88	31	18	18	NUM
futech-409	88	32	]	]	PUNCT
futech-409	88	33	.	.	PUNCT
futech-409	89	1	in	in	ADP
futech-409	89	2	addition	addition	NOUN
futech-409	89	3	,	,	PUNCT
futech-409	89	4	the	the	DET
futech-409	89	5	use	use	NOUN
futech-409	89	6	of	of	ADP
futech-409	89	7	social	social	ADJ
futech-409	89	8	media	medium	NOUN
futech-409	89	9	,	,	PUNCT
futech-409	89	10	mobile	mobile	ADJ
futech-409	89	11	applications	application	NOUN
futech-409	89	12	,	,	PUNCT
futech-409	89	13	and	and	CCONJ
futech-409	89	14	traditional	traditional	ADJ
futech-409	89	15	surveys	survey	NOUN
futech-409	89	16	provide	provide	VERB
futech-409	89	17	invaluable	invaluable	ADJ
futech-409	89	18	data	datum	NOUN
futech-409	89	19	for	for	ADP
futech-409	89	20	building	build	VERB
futech-409	89	21	sophisticated	sophisticated	ADJ
futech-409	89	22	predictive	predictive	ADJ
futech-409	89	23	models	model	NOUN
futech-409	89	24	.	.	PUNCT
futech-409	90	1	3	3	X
futech-409	90	2	.	.	X
futech-409	90	3	research	research	NOUN
futech-409	90	4	methodology	methodology	NOUN
futech-409	90	5	3.1	3.1	NUM
futech-409	90	6	research	research	NOUN
futech-409	90	7	design	design	NOUN
futech-409	90	8	this	this	DET
futech-409	90	9	research	research	NOUN
futech-409	90	10	adopts	adopt	VERB
futech-409	90	11	a	a	DET
futech-409	90	12	comprehensive	comprehensive	ADJ
futech-409	90	13	mixed	mix	VERB
futech-409	90	14	-	-	PUNCT
futech-409	90	15	methods	method	NOUN
futech-409	90	16	design	design	NOUN
futech-409	90	17	that	that	PRON
futech-409	90	18	synergistically	synergistically	ADV
futech-409	90	19	integrates	integrate	VERB
futech-409	90	20	quantitative	quantitative	ADJ
futech-409	90	21	analysis	analysis	NOUN
futech-409	90	22	of	of	ADP
futech-409	90	23	tourist	tourist	NOUN
futech-409	90	24	behavioral	behavioral	ADJ
futech-409	90	25	data	datum	NOUN
futech-409	90	26	with	with	ADP
futech-409	90	27	qualitative	qualitative	ADJ
futech-409	90	28	assessment	assessment	NOUN
futech-409	90	29	of	of	ADP
futech-409	90	30	cultural	cultural	ADJ
futech-409	90	31	communication	communication	NOUN
futech-409	90	32	effectiveness	effectiveness	NOUN
futech-409	90	33	.	.	PUNCT
futech-409	91	1	the	the	DET
futech-409	91	2	methodology	methodology	NOUN
futech-409	91	3	addresses	address	VERB
futech-409	91	4	the	the	DET
futech-409	91	5	multifaceted	multifaceted	ADJ
futech-409	91	6	nature	nature	NOUN
futech-409	91	7	of	of	ADP
futech-409	91	8	artificial	artificial	ADJ
futech-409	91	9	intelligence	intelligence	NOUN
futech-409	91	10	applications	application	NOUN
futech-409	91	11	in	in	ADP
futech-409	91	12	heritage	heritage	NOUN
futech-409	91	13	tourism	tourism	NOUN
futech-409	91	14	while	while	SCONJ
futech-409	91	15	ensuring	ensure	VERB
futech-409	91	16	robust	robust	ADJ
futech-409	91	17	empirical	empirical	ADJ
futech-409	91	18	validation	validation	NOUN
futech-409	91	19	of	of	ADP
futech-409	91	20	proposed	propose	VERB
futech-409	91	21	optimization	optimization	NOUN
futech-409	91	22	strategies	strategy	NOUN
futech-409	91	23	.	.	PUNCT
futech-409	92	1	the	the	DET
futech-409	92	2	quantitative	quantitative	ADJ
futech-409	92	3	component	component	NOUN
futech-409	92	4	employs	employ	VERB
futech-409	92	5	advanced	advanced	ADJ
futech-409	92	6	machine	machine	NOUN
futech-409	92	7	learning	learn	VERB
futech-409	92	8	algorithms	algorithm	NOUN
futech-409	92	9	and	and	CCONJ
futech-409	92	10	statistical	statistical	ADJ
futech-409	92	11	modeling	modeling	NOUN
futech-409	92	12	techniques	technique	NOUN
futech-409	92	13	to	to	PART
futech-409	92	14	process	process	VERB
futech-409	92	15	large	large	ADJ
futech-409	92	16	-	-	PUNCT
futech-409	92	17	scale	scale	NOUN
futech-409	92	18	datasets	dataset	NOUN
futech-409	92	19	encompassing	encompass	VERB
futech-409	92	20	visitor	visitor	NOUN
futech-409	92	21	demographics	demographic	NOUN
futech-409	92	22	,	,	PUNCT
futech-409	92	23	behavioral	behavioral	ADJ
futech-409	92	24	patterns	pattern	NOUN
futech-409	92	25	,	,	PUNCT
futech-409	92	26	and	and	CCONJ
futech-409	92	27	digital	digital	ADJ
futech-409	92	28	engagement	engagement	NOUN
futech-409	92	29	metrics	metric	NOUN
futech-409	92	30	.	.	PUNCT
futech-409	93	1	the	the	DET
futech-409	93	2	qualitative	qualitative	ADJ
futech-409	93	3	dimension	dimension	NOUN
futech-409	93	4	incorporates	incorporate	VERB
futech-409	93	5	ethnographic	ethnographic	ADJ
futech-409	93	6	observations	observation	NOUN
futech-409	93	7	,	,	PUNCT
futech-409	93	8	in	in	ADP
futech-409	93	9	-	-	PUNCT
futech-409	93	10	depth	depth	NOUN
futech-409	93	11	interviews	interview	NOUN
futech-409	93	12	,	,	PUNCT
futech-409	93	13	and	and	CCONJ
futech-409	93	14	focus	focus	VERB
futech-409	93	15	group	group	NOUN
futech-409	93	16	discussions	discussion	NOUN
futech-409	93	17	to	to	PART
futech-409	93	18	capture	capture	VERB
futech-409	93	19	nuanced	nuanced	ADJ
futech-409	93	20	aspects	aspect	NOUN
futech-409	93	21	of	of	ADP
futech-409	93	22	cultural	cultural	ADJ
futech-409	93	23	communication	communication	NOUN
futech-409	93	24	that	that	SCONJ
futech-409	93	25	quantitative	quantitative	ADJ
futech-409	93	26	measures	measure	NOUN
futech-409	93	27	alone	alone	ADV
futech-409	93	28	can	can	AUX
futech-409	93	29	not	not	PART
futech-409	93	30	adequately	adequately	ADV
futech-409	93	31	represent	represent	VERB
futech-409	93	32	.	.	PUNCT
futech-409	94	1	this	this	DET
futech-409	94	2	integrated	integrate	VERB
futech-409	94	3	approach	approach	NOUN
futech-409	94	4	enables	enable	VERB
futech-409	94	5	triangulation	triangulation	NOUN
futech-409	94	6	of	of	ADP
futech-409	94	7	findings	finding	NOUN
futech-409	94	8	and	and	CCONJ
futech-409	94	9	enhances	enhance	VERB
futech-409	94	10	the	the	DET
futech-409	94	11	validity	validity	NOUN
futech-409	94	12	and	and	CCONJ
futech-409	94	13	reliability	reliability	NOUN
futech-409	94	14	of	of	ADP
futech-409	94	15	research	research	NOUN
futech-409	94	16	outcomes	outcome	NOUN
futech-409	94	17	.	.	PUNCT
futech-409	95	1	the	the	DET
futech-409	95	2	conceptual	conceptual	ADJ
futech-409	95	3	research	research	NOUN
futech-409	95	4	framework	framework	NOUN
futech-409	95	5	establishes	establish	VERB
futech-409	95	6	a	a	DET
futech-409	95	7	systematic	systematic	ADJ
futech-409	95	8	approach	approach	NOUN
futech-409	95	9	for	for	ADP
futech-409	95	10	investigating	investigate	VERB
futech-409	95	11	complex	complex	ADJ
futech-409	95	12	relationships	relationship	NOUN
futech-409	95	13	between	between	ADP
futech-409	95	14	ai	ai	ADV
futech-409	95	15	-	-	PUNCT
futech-409	95	16	driven	drive	VERB
futech-409	95	17	tourist	tourist	NOUN
futech-409	95	18	behavior	behavior	NOUN
futech-409	95	19	analysis	analysis	NOUN
futech-409	95	20	and	and	CCONJ
futech-409	95	21	cultural	cultural	ADJ
futech-409	95	22	communication	communication	NOUN
futech-409	95	23	optimization	optimization	NOUN
futech-409	95	24	at	at	ADP
futech-409	95	25	the	the	DET
futech-409	95	26	shanxi	shanxi	PROPN
futech-409	95	27	great	great	PROPN
futech-409	95	28	wall	wall	PROPN
futech-409	95	29	,	,	PUNCT
futech-409	95	30	as	as	SCONJ
futech-409	95	31	shown	show	VERB
futech-409	95	32	in	in	ADP
futech-409	95	33	figure	figure	NOUN
futech-409	95	34	3	3	NUM
futech-409	95	35	.	.	PUNCT
futech-409	96	1	the	the	DET
futech-409	96	2	framework	framework	NOUN
futech-409	96	3	integrates	integrate	VERB
futech-409	96	4	three	three	NUM
futech-409	96	5	primary	primary	ADJ
futech-409	96	6	theoretical	theoretical	ADJ
futech-409	96	7	constructs	construct	NOUN
futech-409	96	8	:	:	PUNCT
futech-409	96	9	tourist	tourist	NOUN
futech-409	96	10	behavioral	behavioral	ADJ
futech-409	96	11	indicators	indicator	NOUN
futech-409	96	12	(	(	PUNCT
futech-409	96	13	tbi	tbi	NOUN
futech-409	96	14	)	)	PUNCT
futech-409	96	15	,	,	PUNCT
futech-409	96	16	cultural	cultural	ADJ
futech-409	96	17	communication	communication	NOUN
futech-409	96	18	effectiveness	effectiveness	NOUN
futech-409	96	19	(	(	PUNCT
futech-409	96	20	ccej	ccej	NOUN
futech-409	96	21	)	)	PUNCT
futech-409	96	22	,	,	PUNCT
futech-409	96	23	and	and	CCONJ
futech-409	96	24	optimization	optimization	NOUN
futech-409	96	25	outcomes	outcome	NOUN
futech-409	96	26	(	(	PUNCT
futech-409	96	27	ook	ook	PROPN
futech-409	96	28	)	)	PUNCT
futech-409	96	29	,	,	PUNCT
futech-409	96	30	where	where	SCONJ
futech-409	96	31	i	i	PRON
futech-409	96	32	,	,	PUNCT
futech-409	96	33	j	j	PROPN
futech-409	96	34	and	and	CCONJ
futech-409	96	35	k	k	PROPN
futech-409	96	36	represent	represent	VERB
futech-409	96	37	different	different	ADJ
futech-409	96	38	measurement	measurement	NOUN
futech-409	96	39	dimensions	dimension	NOUN
futech-409	96	40	within	within	ADP
futech-409	96	41	each	each	DET
futech-409	96	42	construct	construct	NOUN
futech-409	96	43	.	.	PUNCT
futech-409	97	1	the	the	DET
futech-409	97	2	theoretical	theoretical	ADJ
futech-409	97	3	foundation	foundation	NOUN
futech-409	97	4	draws	draw	VERB
futech-409	97	5	upon	upon	SCONJ
futech-409	97	6	technology	technology	NOUN
futech-409	97	7	acceptance	acceptance	NOUN
futech-409	97	8	models	model	NOUN
futech-409	97	9	,	,	PUNCT
futech-409	97	10	cultural	cultural	ADJ
futech-409	97	11	communication	communication	NOUN
futech-409	97	12	theories	theory	NOUN
futech-409	97	13	,	,	PUNCT
futech-409	97	14	and	and	CCONJ
futech-409	97	15	sustainable	sustainable	ADJ
futech-409	97	16	tourism	tourism	NOUN
futech-409	97	17	frameworks	framework	NOUN
futech-409	97	18	to	to	PART
futech-409	97	19	establish	establish	VERB
futech-409	97	20	hypothetical	hypothetical	ADJ
futech-409	97	21	relationships	relationship	NOUN
futech-409	97	22	expressed	express	VERB
futech-409	97	23	as	as	ADP
futech-409	97	24	:	:	PUNCT
futech-409	97	25	theoretical	theoretical	ADJ
futech-409	97	26	framework	framework	NOUN
futech-409	97	27	to	to	PART
futech-409	97	28	ai	ai	VERB
futech-409	97	29	model	model	NOUN
futech-409	97	30	component	component	NOUN
futech-409	97	31	mapping	mapping	NOUN
futech-409	97	32	:	:	PUNCT
futech-409	97	33	the	the	DET
futech-409	97	34	integration	integration	NOUN
futech-409	97	35	of	of	ADP
futech-409	97	36	theoretical	theoretical	ADJ
futech-409	97	37	frameworks	framework	NOUN
futech-409	97	38	with	with	ADP
futech-409	97	39	ai	ai	PROPN
futech-409	97	40	model	model	NOUN
futech-409	97	41	selection	selection	NOUN
futech-409	97	42	follows	follow	VERB
futech-409	97	43	systematic	systematic	ADJ
futech-409	97	44	mapping	mapping	NOUN
futech-409	97	45	principles	principle	NOUN
futech-409	97	46	ensuring	ensure	VERB
futech-409	97	47	conceptual	conceptual	ADJ
futech-409	97	48	coherence	coherence	NOUN
futech-409	97	49	and	and	CCONJ
futech-409	97	50	methodological	methodological	ADJ
futech-409	97	51	rigor	rigor	NOUN
futech-409	97	52	:	:	PUNCT
futech-409	97	53	technology	technology	NOUN
futech-409	97	54	acceptance	acceptance	NOUN
futech-409	97	55	model	model	NOUN
futech-409	97	56	(	(	PUNCT
futech-409	97	57	tam	tam	PROPN
futech-409	97	58	)	)	PUNCT
futech-409	97	59	→	→	SYM
futech-409	97	60	machine	machine	NOUN
futech-409	97	61	learning	learn	VERB
futech-409	97	62	algorithm	algorithm	NOUN
futech-409	97	63	selection	selection	NOUN
futech-409	97	64	:	:	PUNCT
futech-409	97	65	tam	tam	PROPN
futech-409	97	66	's	's	PART
futech-409	97	67	emphasis	emphasis	NOUN
futech-409	97	68	on	on	ADP
futech-409	97	69	perceived	perceive	VERB
futech-409	97	70	usefulness	usefulness	NOUN
futech-409	97	71	,	,	PUNCT
futech-409	97	72	ease	ease	NOUN
futech-409	97	73	of	of	ADP
futech-409	97	74	use	use	NOUN
futech-409	97	75	,	,	PUNCT
futech-409	97	76	and	and	CCONJ
futech-409	97	77	behavioral	behavioral	ADJ
futech-409	97	78	intention	intention	NOUN
futech-409	97	79	directly	directly	ADV
futech-409	97	80	informs	inform	VERB
futech-409	97	81	our	our	PRON
futech-409	97	82	choice	choice	NOUN
futech-409	97	83	of	of	ADP
futech-409	97	84	machine	machine	NOUN
futech-409	97	85	learning	learn	VERB
futech-409	97	86	algorithms	algorithm	NOUN
futech-409	97	87	.	.	PUNCT
futech-409	98	1	random	random	ADJ
futech-409	98	2	forest	forest	NOUN
futech-409	98	3	algorithms	algorithm	NOUN
futech-409	98	4	excel	excel	VERB
futech-409	98	5	at	at	ADP
futech-409	98	6	handling	handle	VERB
futech-409	98	7	complex	complex	ADJ
futech-409	98	8	feature	feature	NOUN
futech-409	98	9	interactions	interaction	NOUN
futech-409	98	10	necessary	necessary	ADJ
futech-409	98	11	for	for	ADP
futech-409	98	12	modeling	modeling	NOUN
futech-409	98	13	perceived	perceive	VERB
futech-409	98	14	usefulness	usefulness	NOUN
futech-409	98	15	across	across	ADP
futech-409	98	16	diverse	diverse	ADJ
futech-409	98	17	user	user	NOUN
futech-409	98	18	groups	group	NOUN
futech-409	98	19	.	.	PUNCT
futech-409	99	1	support	support	NOUN
futech-409	99	2	vector	vector	NOUN
futech-409	99	3	machines	machine	NOUN
futech-409	99	4	effectively	effectively	ADV
futech-409	99	5	classify	classify	VERB
futech-409	99	6	ease	ease	NOUN
futech-409	99	7	-	-	PUNCT
futech-409	99	8	of	of	ADP
futech-409	99	9	-	-	PUNCT
futech-409	99	10	use	use	NOUN
futech-409	99	11	patterns	pattern	NOUN
futech-409	99	12	through	through	ADP
futech-409	99	13	highdimensional	highdimensional	ADJ
futech-409	99	14	space	space	NOUN
futech-409	99	15	separation	separation	NOUN
futech-409	99	16	.	.	PUNCT
futech-409	100	1	neural	neural	ADJ
futech-409	100	2	networks	network	NOUN
futech-409	100	3	capture	capture	VERB
futech-409	100	4	the	the	DET
futech-409	100	5	non	non	ADJ
futech-409	100	6	-	-	ADJ
futech-409	100	7	linear	linear	ADJ
futech-409	100	8	relationships	relationship	NOUN
futech-409	100	9	between	between	ADP
futech-409	100	10	external	external	ADJ
futech-409	100	11	variables	variable	NOUN
futech-409	100	12	and	and	CCONJ
futech-409	100	13	behavioral	behavioral	ADJ
futech-409	100	14	intentions	intention	NOUN
futech-409	100	15	through	through	ADP
futech-409	100	16	deep	deep	ADJ
futech-409	100	17	learning	learning	NOUN
futech-409	100	18	architectures	architecture	NOUN
futech-409	100	19	.	.	PUNCT
futech-409	101	1	cultural	cultural	ADJ
futech-409	101	2	communication	communication	NOUN
futech-409	101	3	theory	theory	NOUN
futech-409	101	4	→	→	SYM
futech-409	101	5	natural	natural	ADJ
futech-409	101	6	language	language	NOUN
futech-409	101	7	processing	processing	NOUN
futech-409	101	8	selection	selection	NOUN
futech-409	101	9	:	:	PUNCT
futech-409	101	10	cross	cross	ADJ
futech-409	101	11	-	-	ADJ
futech-409	101	12	cultural	cultural	ADJ
futech-409	101	13	communication	communication	NOUN
futech-409	101	14	requirements	requirement	NOUN
futech-409	101	15	necessitate	necessitate	ADJ
futech-409	101	16	sophisticated	sophisticated	ADJ
futech-409	101	17	nlp	nlp	NOUN
futech-409	101	18	approaches	approach	NOUN
futech-409	101	19	.	.	PUNCT
futech-409	102	1	bert	bert	PROPN
futech-409	102	2	and	and	CCONJ
futech-409	102	3	roberta	roberta	PROPN
futech-409	102	4	transformer	transformer	NOUN
futech-409	102	5	models	model	NOUN
futech-409	102	6	provide	provide	VERB
futech-409	102	7	contextual	contextual	ADJ
futech-409	102	8	understanding	understanding	NOUN
futech-409	102	9	essential	essential	ADJ
futech-409	102	10	for	for	ADP
futech-409	102	11	cultural	cultural	ADJ
futech-409	102	12	nuance	nuance	NOUN
futech-409	102	13	interpretation	interpretation	NOUN
futech-409	102	14	.	.	PUNCT
futech-409	103	1	x.	x.	PROPN
futech-409	103	2	hou	hou	PROPN
futech-409	103	3	&	&	CCONJ
futech-409	103	4	z.paidi	z.paidi	PROPN
futech-409	103	5	/future	/future	PUNCT
futech-409	103	6	technology	technology	PROPN
futech-409	103	7	november	november	PROPN
futech-409	103	8	2025|	2025|	NUM
futech-409	103	9	volume	volume	NOUN
futech-409	103	10	04	04	NUM
futech-409	104	1	|	|	ADV
futech-409	104	2	issue	issue	VERB
futech-409	104	3	04	04	NUM
futech-409	105	1	|	|	CCONJ
futech-409	105	2	pages	page	NOUN
futech-409	105	3	43	43	NUM
futech-409	105	4	-	-	SYM
futech-409	105	5	58	58	NUM
futech-409	105	6	47	47	NUM
futech-409	105	7	latent	latent	NOUN
futech-409	105	8	dirichlet	dirichlet	PROPN
futech-409	105	9	allocation	allocation	NOUN
futech-409	105	10	(	(	PUNCT
futech-409	105	11	lda	lda	PROPN
futech-409	105	12	)	)	PUNCT
futech-409	105	13	enables	enable	VERB
futech-409	105	14	identification	identification	NOUN
futech-409	105	15	of	of	ADP
futech-409	105	16	cultural	cultural	ADJ
futech-409	105	17	themes	theme	NOUN
futech-409	105	18	across	across	ADP
futech-409	105	19	multilingual	multilingual	ADJ
futech-409	105	20	content	content	NOUN
futech-409	105	21	.	.	PUNCT
futech-409	106	1	multi	multi	ADJ
futech-409	106	2	-	-	ADJ
futech-409	106	3	head	head	ADJ
futech-409	106	4	attention	attention	NOUN
futech-409	106	5	mechanisms	mechanism	NOUN
futech-409	106	6	in	in	ADP
futech-409	106	7	transformer	transformer	NOUN
futech-409	106	8	architectures	architecture	NOUN
futech-409	106	9	align	align	VERB
futech-409	106	10	with	with	ADP
futech-409	106	11	cultural	cultural	ADJ
futech-409	106	12	communication	communication	NOUN
futech-409	106	13	theory	theory	NOUN
futech-409	106	14	's	's	PART
futech-409	106	15	emphasis	emphasis	NOUN
futech-409	106	16	on	on	ADP
futech-409	106	17	contextdependent	contextdependent	ADJ
futech-409	106	18	meaning	mean	VERB
futech-409	106	19	interpretation	interpretation	NOUN
futech-409	106	20	.	.	PUNCT
futech-409	107	1	sustainable	sustainable	ADJ
futech-409	107	2	tourism	tourism	NOUN
futech-409	107	3	framework	framework	NOUN
futech-409	107	4	→	→	SYM
futech-409	107	5	multi	multi	ADJ
futech-409	107	6	-	-	ADJ
futech-409	107	7	objective	objective	ADJ
futech-409	107	8	optimization	optimization	NOUN
futech-409	107	9	:	:	PUNCT
futech-409	107	10	sustainability	sustainability	NOUN
futech-409	107	11	theory	theory	NOUN
futech-409	107	12	's	's	PART
futech-409	107	13	three	three	NUM
futech-409	107	14	pillars	pillar	NOUN
futech-409	107	15	(	(	PUNCT
futech-409	107	16	environmental	environmental	ADJ
futech-409	107	17	,	,	PUNCT
futech-409	107	18	economic	economic	ADJ
futech-409	107	19	,	,	PUNCT
futech-409	107	20	social	social	ADJ
futech-409	107	21	)	)	PUNCT
futech-409	107	22	plus	plus	CCONJ
futech-409	107	23	cultural	cultural	ADJ
futech-409	107	24	preservation	preservation	NOUN
futech-409	107	25	create	create	VERB
futech-409	107	26	a	a	DET
futech-409	107	27	multi	multi	ADJ
futech-409	107	28	-	-	ADJ
futech-409	107	29	objective	objective	ADJ
futech-409	107	30	optimization	optimization	NOUN
futech-409	107	31	problem	problem	NOUN
futech-409	107	32	.	.	PUNCT
futech-409	108	1	nsga	nsga	PROPN
futech-409	108	2	-	-	PUNCT
futech-409	108	3	ii	ii	PROPN
futech-409	108	4	(	(	PUNCT
futech-409	108	5	nondominated	nondominate	VERB
futech-409	108	6	sorting	sort	VERB
futech-409	108	7	genetic	genetic	ADJ
futech-409	108	8	algorithm	algorithm	NOUN
futech-409	108	9	ii	ii	PROPN
futech-409	108	10	)	)	PUNCT
futech-409	108	11	effectively	effectively	ADV
futech-409	108	12	identifies	identify	VERB
futech-409	108	13	pareto	pareto	VERB
futech-409	108	14	-	-	PUNCT
futech-409	108	15	optimal	optimal	ADJ
futech-409	108	16	solutions	solution	NOUN
futech-409	108	17	balancing	balance	VERB
futech-409	108	18	competing	compete	VERB
futech-409	108	19	objectives	objective	NOUN
futech-409	108	20	.	.	PUNCT
futech-409	109	1	constraint	constraint	NOUN
futech-409	109	2	programming	programming	NOUN
futech-409	109	3	ensures	ensure	VERB
futech-409	109	4	sustainability	sustainability	NOUN
futech-409	109	5	boundaries	boundary	NOUN
futech-409	109	6	are	be	AUX
futech-409	109	7	maintained	maintain	VERB
futech-409	109	8	while	while	SCONJ
futech-409	109	9	maximizing	maximize	VERB
futech-409	109	10	visitor	visitor	NOUN
futech-409	109	11	satisfaction	satisfaction	NOUN
futech-409	109	12	and	and	CCONJ
futech-409	109	13	operational	operational	ADJ
futech-409	109	14	efficiency	efficiency	NOUN
futech-409	109	15	.	.	PUNCT
futech-409	110	1	behavioral	behavioral	ADJ
futech-409	110	2	segmentation	segmentation	NOUN
futech-409	110	3	theory	theory	NOUN
futech-409	110	4	→	→	PUNCT
futech-409	110	5	clustering	cluster	VERB
futech-409	110	6	algorithm	algorithm	NOUN
futech-409	110	7	selection	selection	NOUN
futech-409	110	8	:	:	PUNCT
futech-409	110	9	tourist	tourist	NOUN
futech-409	110	10	behavior	behavior	NOUN
futech-409	110	11	theory	theory	NOUN
futech-409	110	12	emphasizes	emphasize	VERB
futech-409	110	13	heterogeneous	heterogeneous	ADJ
futech-409	110	14	preference	preference	NOUN
futech-409	110	15	structures	structure	NOUN
futech-409	110	16	requiring	require	VERB
futech-409	110	17	sophisticated	sophisticated	ADJ
futech-409	110	18	clustering	clustering	ADJ
futech-409	110	19	approaches	approach	NOUN
futech-409	110	20	.	.	PUNCT
futech-409	111	1	k	k	X
futech-409	111	2	-	-	PUNCT
futech-409	111	3	means	mean	VERB
futech-409	111	4	clustering	clustering	NOUN
futech-409	111	5	effectively	effectively	ADV
futech-409	111	6	identifies	identify	VERB
futech-409	111	7	spherical	spherical	ADJ
futech-409	111	8	behavioral	behavioral	ADJ
futech-409	111	9	clusters	cluster	NOUN
futech-409	111	10	,	,	PUNCT
futech-409	111	11	while	while	SCONJ
futech-409	111	12	dbscan	dbscan	NOUN
futech-409	111	13	handles	handle	VERB
futech-409	111	14	irregular	irregular	ADJ
futech-409	111	15	cluster	cluster	NOUN
futech-409	111	16	shapes	shape	NOUN
futech-409	111	17	and	and	CCONJ
futech-409	111	18	outlier	outlier	NOUN
futech-409	111	19	detection	detection	NOUN
futech-409	111	20	.	.	PUNCT
futech-409	112	1	hierarchical	hierarchical	ADJ
futech-409	112	2	clustering	clustering	NOUN
futech-409	112	3	provides	provide	VERB
futech-409	112	4	nested	nested	ADJ
futech-409	112	5	segmentation	segmentation	NOUN
futech-409	112	6	levels	level	NOUN
futech-409	112	7	aligned	align	VERB
futech-409	112	8	with	with	ADP
futech-409	112	9	behavioral	behavioral	ADJ
futech-409	112	10	theory	theory	NOUN
futech-409	112	11	's	's	PART
futech-409	112	12	emphasis	emphasis	NOUN
futech-409	112	13	on	on	ADP
futech-409	112	14	multi	multi	ADJ
futech-409	112	15	-	-	ADJ
futech-409	112	16	level	level	ADJ
futech-409	112	17	categorization	categorization	NOUN
futech-409	112	18	.	.	PUNCT
futech-409	113	1	model	model	NOUN
futech-409	113	2	integration	integration	NOUN
futech-409	113	3	rationale	rationale	NOUN
futech-409	113	4	:	:	PUNCT
futech-409	113	5	the	the	DET
futech-409	113	6	ensemble	ensemble	ADJ
futech-409	113	7	approach	approach	NOUN
futech-409	113	8	combining	combine	VERB
futech-409	113	9	multiple	multiple	ADJ
futech-409	113	10	algorithms	algorithm	NOUN
futech-409	113	11	reflects	reflect	VERB
futech-409	113	12	the	the	DET
futech-409	113	13	multi	multi	ADJ
futech-409	113	14	-	-	ADJ
futech-409	113	15	theoretical	theoretical	ADJ
futech-409	113	16	foundation	foundation	NOUN
futech-409	113	17	of	of	ADP
futech-409	113	18	heritage	heritage	NOUN
futech-409	113	19	tourism	tourism	NOUN
futech-409	113	20	research	research	NOUN
futech-409	113	21	.	.	PUNCT
futech-409	114	1	rather	rather	ADV
futech-409	114	2	than	than	ADP
futech-409	114	3	relying	rely	VERB
futech-409	114	4	on	on	ADP
futech-409	114	5	single	single	ADJ
futech-409	114	6	-	-	PUNCT
futech-409	114	7	theory	theory	NOUN
futech-409	114	8	,	,	PUNCT
futech-409	114	9	single	single	ADJ
futech-409	114	10	-	-	PUNCT
futech-409	114	11	algorithm	algorithm	NOUN
futech-409	114	12	approaches	approach	NOUN
futech-409	114	13	,	,	PUNCT
futech-409	114	14	our	our	PRON
futech-409	114	15	framework	framework	NOUN
futech-409	114	16	integrates	integrate	VERB
futech-409	114	17	diverse	diverse	ADJ
futech-409	114	18	theoretical	theoretical	ADJ
futech-409	114	19	perspectives	perspective	NOUN
futech-409	114	20	through	through	ADP
futech-409	114	21	complementary	complementary	ADJ
futech-409	114	22	ai	ai	PROPN
futech-409	114	23	techniques	technique	NOUN
futech-409	114	24	,	,	PUNCT
futech-409	114	25	creating	create	VERB
futech-409	114	26	a	a	DET
futech-409	114	27	more	more	ADV
futech-409	114	28	robust	robust	ADJ
futech-409	114	29	and	and	CCONJ
futech-409	114	30	comprehensive	comprehensive	ADJ
futech-409	114	31	optimization	optimization	NOUN
futech-409	114	32	system	system	NOUN
futech-409	114	33	.	.	PUNCT
futech-409	115	1	3.2	3.2	NUM
futech-409	115	2	data	datum	NOUN
futech-409	115	3	collection	collection	NOUN
futech-409	115	4	the	the	DET
futech-409	115	5	primary	primary	ADJ
futech-409	115	6	data	data	NOUN
futech-409	115	7	collection	collection	NOUN
futech-409	115	8	strategy	strategy	NOUN
futech-409	115	9	encompasses	encompass	VERB
futech-409	115	10	multiple	multiple	ADJ
futech-409	115	11	methodological	methodological	ADJ
futech-409	115	12	approaches	approach	NOUN
futech-409	115	13	to	to	PART
futech-409	115	14	ensure	ensure	VERB
futech-409	115	15	comprehensive	comprehensive	ADJ
futech-409	115	16	representation	representation	NOUN
futech-409	115	17	of	of	ADP
futech-409	115	18	tourist	tourist	NOUN
futech-409	115	19	behavioral	behavioral	ADJ
futech-409	115	20	patterns	pattern	NOUN
futech-409	115	21	and	and	CCONJ
futech-409	115	22	cultural	cultural	ADJ
futech-409	115	23	communication	communication	NOUN
futech-409	115	24	preferences	preference	NOUN
futech-409	115	25	.	.	PUNCT
futech-409	116	1	a	a	DET
futech-409	116	2	structured	structured	ADJ
futech-409	116	3	questionnaire	questionnaire	NOUN
futech-409	116	4	survey	survey	NOUN
futech-409	116	5	targeting	target	VERB
futech-409	116	6	1,200	1,200	NUM
futech-409	116	7	visitors	visitor	NOUN
futech-409	116	8	to	to	ADP
futech-409	116	9	the	the	DET
futech-409	116	10	shanxi	shanxi	PROPN
futech-409	116	11	great	great	PROPN
futech-409	116	12	wall	wall	NOUN
futech-409	116	13	is	be	AUX
futech-409	116	14	implemented	implement	VERB
futech-409	116	15	using	use	VERB
futech-409	116	16	systematic	systematic	ADJ
futech-409	116	17	random	random	ADJ
futech-409	116	18	sampling	sampling	NOUN
futech-409	116	19	across	across	ADP
futech-409	116	20	temporal	temporal	ADJ
futech-409	116	21	periods	period	NOUN
futech-409	116	22	,	,	PUNCT
futech-409	116	23	demographic	demographic	ADJ
futech-409	116	24	segments	segment	NOUN
futech-409	116	25	,	,	PUNCT
futech-409	116	26	and	and	CCONJ
futech-409	116	27	visitor	visitor	NOUN
futech-409	116	28	origins	origin	NOUN
futech-409	116	29	.	.	PUNCT
futech-409	117	1	the	the	DET
futech-409	117	2	sample	sample	NOUN
futech-409	117	3	size	size	NOUN
futech-409	117	4	determination	determination	NOUN
futech-409	117	5	follows	follow	VERB
futech-409	117	6	statistical	statistical	ADJ
futech-409	117	7	power	power	NOUN
futech-409	117	8	analysis	analysis	NOUN
futech-409	117	9	principles	principle	NOUN
futech-409	117	10	,	,	PUNCT
futech-409	117	11	calculated	calculate	VERB
futech-409	117	12	using	use	VERB
futech-409	117	13	the	the	DET
futech-409	117	14	formula	formula	NOUN
futech-409	117	15	:	:	PUNCT
futech-409	117	16	2	2	NUM
futech-409	117	17	2	2	NUM
futech-409	117	18	2	2	NUM
futech-409	117	19	2	2	NUM
futech-409	117	20	/2	/2	NOUN
futech-409	117	21	2	2	NUM
futech-409	117	22	2	2	NUM
futech-409	117	23	1.96	1.96	NUM
futech-409	117	24	0.03	0.03	NUM
futech-409	117	25	zn	zn	NOUN
futech-409	117	26	e	e	PROPN
futech-409	117	27	α	α	PROPN
futech-409	117	28	σ	σ	PROPN
futech-409	117	29	σ⋅	σ⋅	X
futech-409	117	30	⋅	⋅	PROPN
futech-409	117	31	=	=	SYM
futech-409	117	32	=	=	SYM
futech-409	117	33	(	(	PUNCT
futech-409	117	34	1	1	NUM
futech-409	117	35	)	)	PUNCT
futech-409	117	36	where	where	SCONJ
futech-409	117	37	𝑍𝑍𝛼𝛼/2	𝑍𝑍𝛼𝛼/2	PROPN
futech-409	117	38	represents	represent	VERB
futech-409	117	39	the	the	DET
futech-409	117	40	critical	critical	ADJ
futech-409	117	41	value	value	NOUN
futech-409	117	42	for	for	ADP
futech-409	117	43	95	95	NUM
futech-409	117	44	%	%	NOUN
futech-409	117	45	confidence	confidence	NOUN
futech-409	117	46	level	level	NOUN
futech-409	117	47	,	,	PUNCT
futech-409	117	48	𝜎𝜎2denotes	𝜎𝜎2denote	VERB
futech-409	117	49	population	population	NOUN
futech-409	117	50	variance	variance	NOUN
futech-409	117	51	,	,	PUNCT
futech-409	117	52	and	and	CCONJ
futech-409	117	53	e	e	NOUN
futech-409	117	54	indicates	indicate	VERB
futech-409	117	55	the	the	DET
futech-409	117	56	desired	desire	VERB
futech-409	117	57	margin	margin	NOUN
futech-409	117	58	of	of	ADP
futech-409	117	59	error	error	NOUN
futech-409	117	60	.	.	PUNCT
futech-409	118	1	in	in	ADP
futech-409	118	2	-	-	PUNCT
futech-409	118	3	depth	depth	NOUN
futech-409	118	4	interviews	interview	NOUN
futech-409	118	5	with	with	ADP
futech-409	118	6	tourism	tourism	NOUN
futech-409	118	7	stakeholders	stakeholder	NOUN
futech-409	118	8	including	include	VERB
futech-409	118	9	site	site	NOUN
futech-409	118	10	managers	manager	NOUN
futech-409	118	11	,	,	PUNCT
futech-409	118	12	cultural	cultural	ADJ
futech-409	118	13	interpreters	interpreter	NOUN
futech-409	118	14	,	,	PUNCT
futech-409	118	15	and	and	CCONJ
futech-409	118	16	local	local	ADJ
futech-409	118	17	government	government	NOUN
futech-409	118	18	officials	official	NOUN
futech-409	118	19	provide	provide	VERB
futech-409	118	20	qualitative	qualitative	ADJ
futech-409	118	21	insights	insight	NOUN
futech-409	118	22	into	into	ADP
futech-409	118	23	operational	operational	ADJ
futech-409	118	24	challenges	challenge	NOUN
futech-409	118	25	and	and	CCONJ
futech-409	118	26	communication	communication	NOUN
futech-409	118	27	effectiveness	effectiveness	NOUN
futech-409	118	28	.	.	PUNCT
futech-409	119	1	focus	focus	NOUN
futech-409	119	2	group	group	NOUN
futech-409	119	3	discussions	discussion	NOUN
futech-409	119	4	with	with	ADP
futech-409	119	5	international	international	ADJ
futech-409	119	6	visitors	visitor	NOUN
futech-409	119	7	from	from	ADP
futech-409	119	8	different	different	ADJ
futech-409	119	9	cultural	cultural	ADJ
futech-409	119	10	backgrounds	background	NOUN
futech-409	119	11	facilitate	facilitate	VERB
futech-409	119	12	understanding	understanding	NOUN
futech-409	119	13	of	of	ADP
futech-409	119	14	cross	cross	ADJ
futech-409	119	15	-	-	ADJ
futech-409	119	16	cultural	cultural	ADJ
futech-409	119	17	communication	communication	NOUN
futech-409	119	18	barriers	barrier	NOUN
futech-409	119	19	and	and	CCONJ
futech-409	119	20	preferences	preference	NOUN
futech-409	119	21	.	.	PUNCT
futech-409	120	1	secondary	secondary	ADJ
futech-409	120	2	data	datum	NOUN
futech-409	120	3	collection	collection	NOUN
futech-409	120	4	encompasses	encompass	VERB
futech-409	120	5	official	official	ADJ
futech-409	120	6	tourism	tourism	NOUN
futech-409	120	7	statistics	statistic	NOUN
futech-409	120	8	from	from	ADP
futech-409	120	9	the	the	DET
futech-409	120	10	shanxi	shanxi	PROPN
futech-409	120	11	provincial	provincial	PROPN
futech-409	120	12	tourism	tourism	PROPN
futech-409	120	13	bureau	bureau	NOUN
futech-409	120	14	,	,	PUNCT
futech-409	120	15	providing	provide	VERB
futech-409	120	16	longitudinal	longitudinal	ADJ
futech-409	120	17	visitor	visitor	NOUN
futech-409	120	18	arrival	arrival	NOUN
futech-409	120	19	data	datum	NOUN
futech-409	120	20	,	,	PUNCT
futech-409	120	21	demographic	demographic	ADJ
futech-409	120	22	distributions	distribution	NOUN
futech-409	120	23	,	,	PUNCT
futech-409	120	24	and	and	CCONJ
futech-409	120	25	seasonal	seasonal	ADJ
futech-409	120	26	patterns	pattern	NOUN
futech-409	120	27	spanning	span	VERB
futech-409	120	28	the	the	DET
futech-409	120	29	previous	previous	ADJ
futech-409	120	30	five	five	NUM
futech-409	120	31	years	year	NOUN
futech-409	120	32	.	.	PUNCT
futech-409	121	1	digital	digital	ADJ
futech-409	121	2	data	data	PROPN
futech-409	121	3	mining	mining	NOUN
futech-409	121	4	operations	operation	NOUN
futech-409	121	5	extract	extract	VERB
futech-409	121	6	over	over	ADP
futech-409	121	7	50,000	50,000	NUM
futech-409	121	8	online	online	ADJ
futech-409	121	9	reviews	review	NOUN
futech-409	121	10	from	from	ADP
futech-409	121	11	major	major	ADJ
futech-409	121	12	travel	travel	NOUN
futech-409	121	13	platforms	platform	NOUN
futech-409	121	14	including	include	VERB
futech-409	121	15	tripadvisor	tripadvisor	PROPN
futech-409	121	16	,	,	PUNCT
futech-409	121	17	booking.com	booking.com	PROPN
futech-409	121	18	,	,	PUNCT
futech-409	121	19	ctrip	ctrip	NOUN
futech-409	121	20	,	,	PUNCT
futech-409	121	21	and	and	CCONJ
futech-409	121	22	mafengwo	mafengwo	NOUN
futech-409	121	23	using	use	VERB
futech-409	121	24	data	datum	NOUN
futech-409	121	25	collection	collection	NOUN
futech-409	121	26	primary	primary	ADJ
futech-409	121	27	and	and	CCONJ
futech-409	121	28	secondary	secondary	ADJ
futech-409	121	29	ai	ai	NOUN
futech-409	121	30	processing	process	VERB
futech-409	121	31	ml	ml	NOUN
futech-409	121	32	algorithms	algorithm	NOUN
futech-409	121	33	behavior	behavior	NOUN
futech-409	121	34	analysis	analysis	NOUN
futech-409	121	35	pattern	pattern	NOUN
futech-409	121	36	recognition	recognition	NOUN
futech-409	121	37	optimization	optimization	NOUN
futech-409	121	38	strategy	strategy	NOUN
futech-409	121	39	development	development	NOUN
futech-409	121	40	tourist	tourist	NOUN
futech-409	121	41	behavior	behavior	NOUN
futech-409	121	42	(	(	PUNCT
futech-409	121	43	tb_i	tb_i	NOUN
futech-409	121	44	)	)	PUNCT
futech-409	121	45	cultural	cultural	ADJ
futech-409	121	46	communication	communication	NOUN
futech-409	121	47	(	(	PUNCT
futech-409	121	48	cce_j	cce_j	PROPN
futech-409	121	49	)	)	PUNCT
futech-409	121	50	optimization	optimization	NOUN
futech-409	121	51	outcomes	outcome	NOUN
futech-409	121	52	(	(	PUNCT
futech-409	121	53	oo_k	oo_k	NUM
futech-409	121	54	)	)	PUNCT
futech-409	121	55	h1	h1	PROPN
futech-409	121	56	:	:	PUNCT
futech-409	121	57	β₁	β₁	PROPN
futech-409	121	58	h2	h2	PROPN
futech-409	121	59	:	:	PUNCT
futech-409	121	60	β₂	β₂	NOUN
futech-409	121	61	demographics	demographic	NOUN
futech-409	121	62	preferences	preference	VERB
futech-409	121	63	digital	digital	ADJ
futech-409	121	64	traces	trace	NOUN
futech-409	121	65	narratives	narrative	NOUN
futech-409	121	66	multimedia	multimedia	NOUN
futech-409	121	67	satisfaction	satisfaction	NOUN
futech-409	121	68	efficiency	efficiency	NOUN
futech-409	121	69	ai	ai	VERB
futech-409	121	70	intervention	intervention	NOUN
futech-409	121	71	machine	machine	NOUN
futech-409	121	72	learning	learning	NOUN
futech-409	121	73	and	and	CCONJ
futech-409	121	74	deep	deep	ADJ
futech-409	121	75	learning	learning	NOUN
futech-409	121	76	h3	h3	NOUN
futech-409	121	77	:	:	PUNCT
futech-409	121	78	β₃	β₃	PROPN
futech-409	121	79	(	(	PUNCT
futech-409	121	80	moderated	moderated	ADJ
futech-409	121	81	)	)	PUNCT
futech-409	121	82	validation	validation	NOUN
futech-409	121	83	and	and	CCONJ
futech-409	121	84	testing	testing	NOUN
futech-409	121	85	framework	framework	NOUN
futech-409	121	86	cross	cross	NOUN
futech-409	121	87	-	-	NOUN
futech-409	121	88	validation	validation	ADJ
futech-409	121	89	,	,	PUNCT
futech-409	121	90	pilot	pilot	NOUN
futech-409	121	91	testing	testing	NOUN
futech-409	121	92	,	,	PUNCT
futech-409	121	93	performance	performance	NOUN
futech-409	121	94	metrics	metric	NOUN
futech-409	121	95	feedback	feedback	NOUN
futech-409	121	96	loop	loop	NOUN
futech-409	121	97	for	for	ADP
futech-409	121	98	continuous	continuous	ADJ
futech-409	121	99	improvement	improvement	NOUN
futech-409	121	100	theoretical	theoretical	ADJ
futech-409	121	101	hypotheses	hypothesis	NOUN
futech-409	121	102	:	:	PUNCT
futech-409	121	103	h₁	h₁	NOUN
futech-409	121	104	:	:	PUNCT
futech-409	121	105	tb_i	tb_i	NUM
futech-409	121	106	→	→	SYM
futech-409	121	107	cce_j	cce_j	PROPN
futech-409	121	108	(	(	PUNCT
futech-409	121	109	β₁	β₁	PROPN
futech-409	121	110	>	>	X
futech-409	121	111	0	0	NUM
futech-409	121	112	)	)	PUNCT
futech-409	121	113	h₂	h₂	NOUN
futech-409	121	114	:	:	PUNCT
futech-409	121	115	cce_j	cce_j	PROPN
futech-409	121	116	→	→	SYM
futech-409	121	117	oo_k	oo_k	PROPN
futech-409	121	118	(	(	PUNCT
futech-409	121	119	β₂	β₂	NOUN
futech-409	121	120	>	>	X
futech-409	121	121	0	0	NUM
futech-409	121	122	)	)	PUNCT
futech-409	121	123	h₃	h₃	NOUN
futech-409	121	124	:	:	PUNCT
futech-409	121	125	tb_i	tb_i	NUM
futech-409	121	126	×	×	NOUN
futech-409	121	127	ai	ai	NOUN
futech-409	121	128	→	→	SYM
futech-409	121	129	oo_k	oo_k	PROPN
futech-409	121	130	(	(	PUNCT
futech-409	121	131	β₃	β₃	NOUN
futech-409	121	132	>	>	NOUN
futech-409	121	133	0	0	NUM
futech-409	121	134	)	)	PUNCT
futech-409	121	135	framework	framework	NOUN
futech-409	121	136	components	component	NOUN
futech-409	121	137	:	:	PUNCT
futech-409	121	138	tb_i	tb_i	NUM
futech-409	121	139	:	:	PUNCT
futech-409	121	140	tourist	tourist	NOUN
futech-409	121	141	behavioral	behavioral	ADJ
futech-409	121	142	indicators	indicator	NOUN
futech-409	121	143	cce_j	cce_j	VERB
futech-409	121	144	:	:	PUNCT
futech-409	121	145	cultural	cultural	ADJ
futech-409	121	146	communication	communication	NOUN
futech-409	121	147	effectiveness	effectiveness	NOUN
futech-409	121	148	oo_k	oo_k	NUM
futech-409	121	149	:	:	PUNCT
futech-409	121	150	optimization	optimization	NOUN
futech-409	121	151	outcomes	outcome	NOUN
futech-409	121	152	figure	figure	VERB
futech-409	121	153	3	3	NUM
futech-409	121	154	.	.	PUNCT
futech-409	121	155	conceptual	conceptual	ADJ
futech-409	121	156	research	research	NOUN
futech-409	121	157	framework	framework	NOUN
futech-409	121	158	for	for	ADP
futech-409	121	159	ai	ai	ADV
futech-409	121	160	-	-	PUNCT
futech-409	121	161	based	base	VERB
futech-409	121	162	tourist	tourist	NOUN
futech-409	121	163	behavior	behavior	NOUN
futech-409	121	164	analysis	analysis	NOUN
futech-409	121	165	x.	x.	PROPN
futech-409	121	166	hou	hou	PROPN
futech-409	121	167	&	&	CCONJ
futech-409	121	168	z.paidi	z.paidi	PROPN
futech-409	121	169	/future	/future	PUNCT
futech-409	121	170	technology	technology	PROPN
futech-409	121	171	november	november	PROPN
futech-409	121	172	2025|	2025|	NUM
futech-409	121	173	volume	volume	NOUN
futech-409	121	174	04	04	NUM
futech-409	122	1	|	|	ADV
futech-409	122	2	issue	issue	VERB
futech-409	122	3	04	04	NUM
futech-409	123	1	|	|	CCONJ
futech-409	123	2	pages	page	NOUN
futech-409	123	3	43	43	NUM
futech-409	123	4	-	-	SYM
futech-409	123	5	58	58	NUM
futech-409	123	6	48	48	NUM
futech-409	123	7	automated	automate	VERB
futech-409	123	8	web	web	NOUN
futech-409	123	9	scraping	scrape	VERB
futech-409	123	10	techniques	technique	NOUN
futech-409	123	11	.	.	PUNCT
futech-409	124	1	social	social	ADJ
futech-409	124	2	media	medium	NOUN
futech-409	124	3	content	content	NOUN
futech-409	124	4	analysis	analysis	NOUN
futech-409	124	5	incorporates	incorporate	VERB
futech-409	124	6	posts	post	NOUN
futech-409	124	7	,	,	PUNCT
futech-409	124	8	images	image	NOUN
futech-409	124	9	,	,	PUNCT
futech-409	124	10	and	and	CCONJ
futech-409	124	11	videos	video	NOUN
futech-409	124	12	from	from	ADP
futech-409	124	13	platforms	platform	NOUN
futech-409	124	14	such	such	ADJ
futech-409	124	15	as	as	ADP
futech-409	124	16	wechat	wechat	NOUN
futech-409	124	17	,	,	PUNCT
futech-409	124	18	weibo	weibo	PROPN
futech-409	124	19	,	,	PUNCT
futech-409	124	20	instagram	instagram	PROPN
futech-409	124	21	,	,	PUNCT
futech-409	124	22	and	and	CCONJ
futech-409	124	23	facebook	facebook	VERB
futech-409	124	24	to	to	PART
futech-409	124	25	capture	capture	VERB
futech-409	124	26	spontaneous	spontaneous	ADJ
futech-409	124	27	visitor	visitor	NOUN
futech-409	124	28	experiences	experience	NOUN
futech-409	124	29	and	and	CCONJ
futech-409	124	30	cultural	cultural	ADJ
futech-409	124	31	perceptions	perception	NOUN
futech-409	124	32	.	.	PUNCT
futech-409	125	1	privacy	privacy	NOUN
futech-409	125	2	protection	protection	NOUN
futech-409	125	3	,	,	PUNCT
futech-409	125	4	consent	consent	NOUN
futech-409	125	5	,	,	PUNCT
futech-409	125	6	and	and	CCONJ
futech-409	125	7	ethical	ethical	ADJ
futech-409	125	8	standards	standard	NOUN
futech-409	125	9	implementation	implementation	NOUN
futech-409	125	10	all	all	DET
futech-409	125	11	data	datum	NOUN
futech-409	125	12	collection	collection	NOUN
futech-409	125	13	procedures	procedure	NOUN
futech-409	125	14	strictly	strictly	ADV
futech-409	125	15	adhered	adhere	VERB
futech-409	125	16	to	to	ADP
futech-409	125	17	international	international	ADJ
futech-409	125	18	privacy	privacy	NOUN
futech-409	125	19	regulations	regulation	NOUN
futech-409	125	20	and	and	CCONJ
futech-409	125	21	ethical	ethical	ADJ
futech-409	125	22	research	research	NOUN
futech-409	125	23	standards	standard	NOUN
futech-409	125	24	:	:	PUNCT
futech-409	125	25	privacy	privacy	NOUN
futech-409	125	26	protection	protection	NOUN
futech-409	125	27	measures	measure	NOUN
futech-409	125	28	:	:	PUNCT
futech-409	125	29	•	•	ADP
futech-409	125	30	full	full	ADJ
futech-409	125	31	gdpr	gdpr	NOUN
futech-409	125	32	compliance	compliance	NOUN
futech-409	125	33	for	for	ADP
futech-409	125	34	european	european	ADJ
futech-409	125	35	visitors	visitor	NOUN
futech-409	125	36	with	with	ADP
futech-409	125	37	explicit	explicit	ADJ
futech-409	125	38	consent	consent	NOUN
futech-409	125	39	mechanisms	mechanism	NOUN
futech-409	125	40	and	and	CCONJ
futech-409	125	41	data	datum	NOUN
futech-409	125	42	portability	portability	NOUN
futech-409	125	43	rights	right	NOUN
futech-409	125	44	•	•	ADP
futech-409	125	45	ccpa	ccpa	NOUN
futech-409	125	46	compliance	compliance	NOUN
futech-409	125	47	for	for	ADP
futech-409	125	48	california	california	PROPN
futech-409	125	49	residents	resident	NOUN
futech-409	125	50	with	with	ADP
futech-409	125	51	comprehensive	comprehensive	ADJ
futech-409	125	52	privacy	privacy	NOUN
futech-409	125	53	disclosures	disclosure	NOUN
futech-409	125	54	•	•	ADP
futech-409	125	55	data	datum	NOUN
futech-409	125	56	anonymization	anonymization	NOUN
futech-409	125	57	protocols	protocol	NOUN
futech-409	125	58	removing	remove	VERB
futech-409	125	59	all	all	DET
futech-409	125	60	personally	personally	ADV
futech-409	125	61	identifiable	identifiable	ADJ
futech-409	125	62	information	information	NOUN
futech-409	125	63	within	within	ADP
futech-409	125	64	24	24	NUM
futech-409	125	65	hours	hour	NOUN
futech-409	125	66	of	of	ADP
futech-409	125	67	collection	collection	NOUN
futech-409	125	68	•	•	NOUN
futech-409	125	69	end	end	NOUN
futech-409	125	70	-	-	PUNCT
futech-409	125	71	to	to	ADP
futech-409	125	72	-	-	PUNCT
futech-409	125	73	end	end	NOUN
futech-409	125	74	encryption	encryption	NOUN
futech-409	125	75	for	for	ADP
futech-409	125	76	all	all	DET
futech-409	125	77	data	datum	NOUN
futech-409	125	78	transmission	transmission	NOUN
futech-409	125	79	and	and	CCONJ
futech-409	125	80	storage	storage	NOUN
futech-409	125	81	(	(	PUNCT
futech-409	125	82	aes-256	aes-256	PROPN
futech-409	125	83	encryption	encryption	NOUN
futech-409	125	84	standard	standard	NOUN
futech-409	125	85	)	)	PUNCT
futech-409	125	86	•	•	ADP
futech-409	125	87	secure	secure	ADJ
futech-409	125	88	data	data	NOUN
futech-409	125	89	storage	storage	NOUN
futech-409	125	90	with	with	ADP
futech-409	125	91	multi	multi	ADJ
futech-409	125	92	-	-	ADJ
futech-409	125	93	factor	factor	NOUN
futech-409	125	94	authentication	authentication	NOUN
futech-409	125	95	and	and	CCONJ
futech-409	125	96	access	access	NOUN
futech-409	125	97	controls	control	VERB
futech-409	125	98	•	•	NOUN
futech-409	125	99	regular	regular	ADJ
futech-409	125	100	third	third	ADJ
futech-409	125	101	-	-	PUNCT
futech-409	125	102	party	party	NOUN
futech-409	125	103	privacy	privacy	NOUN
futech-409	125	104	audits	audits	NOUN
futech-409	125	105	conducted	conduct	VERB
futech-409	125	106	by	by	ADP
futech-409	125	107	certified	certified	ADJ
futech-409	125	108	cybersecurity	cybersecurity	NOUN
futech-409	125	109	firms	firm	NOUN
futech-409	125	110	ethical	ethical	ADJ
futech-409	125	111	standards	standard	NOUN
futech-409	125	112	and	and	CCONJ
futech-409	125	113	institutional	institutional	ADJ
futech-409	125	114	oversight	oversight	NOUN
futech-409	125	115	:	:	PUNCT
futech-409	125	116	•	•	NUM
futech-409	125	117	institutional	institutional	ADJ
futech-409	125	118	review	review	NOUN
futech-409	125	119	board	board	NOUN
futech-409	125	120	(	(	PUNCT
futech-409	125	121	irb	irb	PROPN
futech-409	125	122	)	)	PUNCT
futech-409	125	123	approval	approval	NOUN
futech-409	125	124	obtained	obtain	VERB
futech-409	125	125	from	from	ADP
futech-409	125	126	[	[	PUNCT
futech-409	125	127	institution	institution	NOUN
futech-409	125	128	name	name	NOUN
futech-409	125	129	]	]	PUNCT
futech-409	125	130	prior	prior	ADV
futech-409	125	131	to	to	ADP
futech-409	125	132	data	data	NOUN
futech-409	125	133	collection	collection	NOUN
futech-409	125	134	(	(	PUNCT
futech-409	125	135	protocol	protocol	NOUN
futech-409	125	136	#	#	SYM
futech-409	125	137	2024	2024	NUM
futech-409	125	138	-	-	PUNCT
futech-409	125	139	ai	ai	NOUN
futech-409	125	140	-	-	PUNCT
futech-409	125	141	tourism-001	tourism-001	NOUN
futech-409	125	142	)	)	PUNCT
futech-409	125	143	•	•	NUM
futech-409	125	144	informed	inform	VERB
futech-409	125	145	consent	consent	NOUN
futech-409	125	146	procedures	procedure	NOUN
futech-409	125	147	implemented	implement	VERB
futech-409	125	148	for	for	ADP
futech-409	125	149	all	all	DET
futech-409	125	150	primary	primary	ADJ
futech-409	125	151	data	datum	NOUN
futech-409	125	152	collection	collection	NOUN
futech-409	125	153	activities	activity	NOUN
futech-409	125	154	•	•	ADP
futech-409	125	155	multilingual	multilingual	ADJ
futech-409	125	156	consent	consent	NOUN
futech-409	125	157	forms	form	NOUN
futech-409	125	158	available	available	ADJ
futech-409	125	159	in	in	ADP
futech-409	125	160	6	6	NUM
futech-409	125	161	languages	language	NOUN
futech-409	125	162	with	with	ADP
futech-409	125	163	cultural	cultural	ADJ
futech-409	125	164	adaptation	adaptation	NOUN
futech-409	125	165	•	•	NOUN
futech-409	125	166	participant	participant	ADJ
futech-409	125	167	rights	right	NOUN
futech-409	125	168	clearly	clearly	ADV
futech-409	125	169	communicated	communicate	VERB
futech-409	125	170	including	include	VERB
futech-409	125	171	withdrawal	withdrawal	NOUN
futech-409	125	172	options	option	NOUN
futech-409	125	173	and	and	CCONJ
futech-409	125	174	data	datum	NOUN
futech-409	125	175	deletion	deletion	NOUN
futech-409	125	176	requests	request	NOUN
futech-409	125	177	•	•	ADP
futech-409	125	178	cultural	cultural	ADJ
futech-409	125	179	sensitivity	sensitivity	NOUN
futech-409	125	180	training	training	NOUN
futech-409	125	181	completed	complete	VERB
futech-409	125	182	by	by	ADP
futech-409	125	183	all	all	DET
futech-409	125	184	research	research	NOUN
futech-409	125	185	team	team	NOUN
futech-409	125	186	members	member	NOUN
futech-409	125	187	(	(	PUNCT
futech-409	125	188	40	40	NUM
futech-409	125	189	-	-	PUNCT
futech-409	125	190	hour	hour	NOUN
futech-409	125	191	certification	certification	NOUN
futech-409	125	192	program	program	NOUN
futech-409	125	193	)	)	PUNCT
futech-409	125	194	social	social	ADJ
futech-409	125	195	media	medium	NOUN
futech-409	125	196	data	datum	NOUN
futech-409	125	197	ethics	ethic	NOUN
futech-409	125	198	and	and	CCONJ
futech-409	125	199	compliance	compliance	NOUN
futech-409	125	200	:	:	PUNCT
futech-409	125	201	•	•	NUM
futech-409	125	202	analysis	analysis	NOUN
futech-409	125	203	limited	limit	VERB
futech-409	125	204	to	to	ADP
futech-409	125	205	publicly	publicly	ADV
futech-409	125	206	available	available	ADJ
futech-409	125	207	posts	post	NOUN
futech-409	125	208	only	only	ADV
futech-409	125	209	,	,	PUNCT
futech-409	125	210	excluding	exclude	VERB
futech-409	125	211	private	private	ADJ
futech-409	125	212	communications	communication	NOUN
futech-409	125	213	•	•	ADP
futech-409	125	214	automated	automate	VERB
futech-409	125	215	content	content	NOUN
futech-409	125	216	filtering	filtering	NOUN
futech-409	125	217	systems	system	NOUN
futech-409	125	218	removing	remove	VERB
futech-409	125	219	personal	personal	ADJ
futech-409	125	220	/	/	SYM
futech-409	125	221	sensitive	sensitive	ADJ
futech-409	125	222	information	information	NOUN
futech-409	125	223	•	•	ADP
futech-409	125	224	respect	respect	NOUN
futech-409	125	225	for	for	ADP
futech-409	125	226	platform	platform	NOUN
futech-409	125	227	-	-	PUNCT
futech-409	125	228	specific	specific	ADJ
futech-409	125	229	privacy	privacy	NOUN
futech-409	125	230	settings	setting	NOUN
futech-409	125	231	and	and	CCONJ
futech-409	125	232	userdefined	userdefined	ADJ
futech-409	125	233	visibility	visibility	NOUN
futech-409	125	234	preferences	preference	NOUN
futech-409	125	235	•	•	NOUN
futech-409	125	236	compliance	compliance	NOUN
futech-409	125	237	with	with	ADP
futech-409	125	238	platform	platform	NOUN
futech-409	125	239	terms	term	NOUN
futech-409	125	240	of	of	ADP
futech-409	125	241	service	service	NOUN
futech-409	125	242	and	and	CCONJ
futech-409	125	243	api	api	NOUN
futech-409	125	244	usage	usage	NOUN
futech-409	125	245	policies	policy	NOUN
futech-409	125	246	•	•	ADV
futech-409	125	247	regular	regular	ADJ
futech-409	125	248	ethical	ethical	ADJ
futech-409	125	249	review	review	NOUN
futech-409	125	250	of	of	ADP
futech-409	125	251	data	datum	NOUN
futech-409	125	252	mining	mining	NOUN
futech-409	125	253	procedures	procedure	NOUN
futech-409	125	254	by	by	ADP
futech-409	125	255	independent	independent	ADJ
futech-409	125	256	ethics	ethic	NOUN
futech-409	125	257	committee	committee	PROPN
futech-409	125	258	data	datum	NOUN
futech-409	125	259	governance	governance	NOUN
futech-409	125	260	and	and	CCONJ
futech-409	125	261	retention	retention	NOUN
futech-409	125	262	policies	policy	NOUN
futech-409	125	263	:	:	PUNCT
futech-409	125	264	•	•	NUM
futech-409	125	265	maximum	maximum	ADJ
futech-409	125	266	data	data	NOUN
futech-409	125	267	retention	retention	NOUN
futech-409	125	268	period	period	NOUN
futech-409	125	269	:	:	PUNCT
futech-409	125	270	5	5	NUM
futech-409	125	271	years	year	NOUN
futech-409	125	272	for	for	ADP
futech-409	125	273	research	research	NOUN
futech-409	125	274	purposes	purpose	NOUN
futech-409	125	275	,	,	PUNCT
futech-409	125	276	2	2	NUM
futech-409	125	277	years	year	NOUN
futech-409	125	278	for	for	ADP
futech-409	125	279	operational	operational	ADJ
futech-409	125	280	data	datum	NOUN
futech-409	125	281	•	•	ADP
futech-409	125	282	secure	secure	ADJ
futech-409	125	283	data	datum	NOUN
futech-409	125	284	destruction	destruction	NOUN
futech-409	125	285	protocols	protocol	NOUN
futech-409	125	286	with	with	ADP
futech-409	125	287	certified	certified	ADJ
futech-409	125	288	deletion	deletion	NOUN
futech-409	125	289	verification	verification	NOUN
futech-409	125	290	•	•	ADP
futech-409	125	291	regular	regular	ADJ
futech-409	125	292	data	datum	NOUN
futech-409	125	293	governance	governance	NOUN
futech-409	125	294	audits	audits	NOUN
futech-409	125	295	ensuring	ensure	VERB
futech-409	125	296	compliance	compliance	NOUN
futech-409	125	297	with	with	ADP
futech-409	125	298	evolving	evolve	VERB
futech-409	125	299	privacy	privacy	NOUN
futech-409	125	300	regulations	regulation	NOUN
futech-409	125	301	•	•	ADP
futech-409	125	302	transparent	transparent	ADJ
futech-409	125	303	data	datum	NOUN
futech-409	125	304	usage	usage	NOUN
futech-409	125	305	policies	policy	NOUN
futech-409	125	306	published	publish	VERB
futech-409	125	307	on	on	ADP
futech-409	125	308	heritage	heritage	NOUN
futech-409	125	309	site	site	NOUN
futech-409	125	310	website	website	NOUN
futech-409	125	311	•	•	PROPN
futech-409	125	312	visitor	visitor	NOUN
futech-409	125	313	data	datum	NOUN
futech-409	125	314	dashboard	dashboard	NOUN
futech-409	125	315	allowing	allow	VERB
futech-409	125	316	individual	individual	ADJ
futech-409	125	317	data	datum	NOUN
futech-409	125	318	access	access	NOUN
futech-409	125	319	and	and	CCONJ
futech-409	125	320	deletion	deletion	NOUN
futech-409	125	321	requests	request	VERB
futech-409	125	322	the	the	DET
futech-409	125	323	data	data	NOUN
futech-409	125	324	collection	collection	NOUN
futech-409	125	325	protocol	protocol	NOUN
futech-409	125	326	implements	implement	VERB
futech-409	125	327	systematic	systematic	ADJ
futech-409	125	328	sampling	sampling	NOUN
futech-409	125	329	strategies	strategy	NOUN
futech-409	125	330	ensuring	ensure	VERB
futech-409	125	331	representativeness	representativeness	ADJ
futech-409	125	332	across	across	ADP
futech-409	125	333	visitor	visitor	NOUN
futech-409	125	334	demographics	demographic	NOUN
futech-409	125	335	,	,	PUNCT
futech-409	125	336	temporal	temporal	ADJ
futech-409	125	337	variations	variation	NOUN
futech-409	125	338	,	,	PUNCT
futech-409	125	339	and	and	CCONJ
futech-409	125	340	cultural	cultural	ADJ
futech-409	125	341	backgrounds	background	NOUN
futech-409	125	342	,	,	PUNCT
futech-409	125	343	as	as	SCONJ
futech-409	125	344	detailed	detailed	ADJ
futech-409	125	345	in	in	ADP
futech-409	125	346	table	table	NOUN
futech-409	125	347	1	1	NUM
futech-409	125	348	.	.	PUNCT
futech-409	126	1	quality	quality	NOUN
futech-409	126	2	control	control	NOUN
futech-409	126	3	measures	measure	NOUN
futech-409	126	4	include	include	VERB
futech-409	126	5	inter	inter	ADJ
futech-409	126	6	-	-	ADJ
futech-409	126	7	rater	rater	ADJ
futech-409	126	8	reliability	reliability	NOUN
futech-409	126	9	assessments	assessment	NOUN
futech-409	126	10	for	for	ADP
futech-409	126	11	qualitative	qualitative	ADJ
futech-409	126	12	coding	code	VERB
futech-409	126	13	procedures	procedure	NOUN
futech-409	126	14	,	,	PUNCT
futech-409	126	15	with	with	ADP
futech-409	126	16	cohen	cohen	PROPN
futech-409	126	17	's	's	PART
futech-409	126	18	kappa	kappa	ADJ
futech-409	126	19	coefficients	coefficient	NOUN
futech-409	126	20	calculated	calculate	VERB
futech-409	126	21	as	as	ADP
futech-409	126	22	:	:	PUNCT
futech-409	126	23	1	1	NUM
futech-409	126	24	o	o	NOUN
futech-409	126	25	e	e	X
futech-409	126	26	e	e	NOUN
futech-409	126	27	p	p	NOUN
futech-409	126	28	p	p	X
futech-409	126	29	p	p	X
futech-409	126	30	κ	κ	X
futech-409	126	31	−	−	NOUN
futech-409	126	32	=	=	SYM
futech-409	126	33	−	−	PROPN
futech-409	126	34	(	(	PUNCT
futech-409	126	35	2	2	NUM
futech-409	126	36	)	)	PUNCT
futech-409	126	37	where	where	SCONJ
futech-409	126	38	po	po	NOUN
futech-409	126	39	represents	represent	VERB
futech-409	126	40	observed	observed	ADJ
futech-409	126	41	agreement	agreement	NOUN
futech-409	126	42	and	and	CCONJ
futech-409	126	43	pe	pe	PROPN
futech-409	126	44	indicates	indicate	VERB
futech-409	126	45	expected	expect	VERB
futech-409	126	46	agreement	agreement	NOUN
futech-409	126	47	by	by	ADP
futech-409	126	48	chance	chance	NOUN
futech-409	126	49	.	.	PUNCT
futech-409	127	1	table	table	NOUN
futech-409	127	2	1	1	NUM
futech-409	127	3	.	.	PUNCT
futech-409	127	4	data	datum	NOUN
futech-409	127	5	collection	collection	NOUN
futech-409	127	6	strategy	strategy	NOUN
futech-409	127	7	and	and	CCONJ
futech-409	127	8	quality	quality	NOUN
futech-409	127	9	control	control	NOUN
futech-409	127	10	framework	framework	NOUN
futech-409	127	11	3.3	3.3	NUM
futech-409	127	12	ai	ai	NOUN
futech-409	127	13	-	-	PUNCT
futech-409	127	14	based	base	VERB
futech-409	127	15	analysis	analysis	NOUN
futech-409	127	16	methods	method	NOUN
futech-409	127	17	the	the	DET
futech-409	127	18	artificial	artificial	ADJ
futech-409	127	19	intelligence	intelligence	NOUN
futech-409	127	20	analysis	analysis	NOUN
futech-409	127	21	framework	framework	NOUN
futech-409	127	22	employs	employ	VERB
futech-409	127	23	multiple	multiple	ADV
futech-409	127	24	supervised	supervised	ADJ
futech-409	127	25	and	and	CCONJ
futech-409	127	26	unsupervised	unsupervised	ADJ
futech-409	127	27	learning	learning	NOUN
futech-409	127	28	algorithms	algorithm	NOUN
futech-409	127	29	optimized	optimize	VERB
futech-409	127	30	for	for	ADP
futech-409	127	31	different	different	ADJ
futech-409	127	32	aspects	aspect	NOUN
futech-409	127	33	of	of	ADP
futech-409	127	34	tourist	tourist	NOUN
futech-409	127	35	behavior	behavior	NOUN
futech-409	127	36	analysis	analysis	NOUN
futech-409	127	37	and	and	CCONJ
futech-409	127	38	prediction	prediction	NOUN
futech-409	127	39	.	.	PUNCT
futech-409	128	1	tourist	tourist	NOUN
futech-409	128	2	behavior	behavior	NOUN
futech-409	128	3	clustering	cluster	VERB
futech-409	128	4	utilizes	utilize	VERB
futech-409	128	5	k	k	ADJ
futech-409	128	6	-	-	PUNCT
futech-409	128	7	means	means	NOUN
futech-409	128	8	algorithm	algorithm	NOUN
futech-409	128	9	to	to	PART
futech-409	128	10	minimize	minimize	VERB
futech-409	128	11	within	within	ADP
futech-409	128	12	-	-	PUNCT
futech-409	128	13	cluster	cluster	NOUN
futech-409	128	14	sum	sum	NOUN
futech-409	128	15	of	of	ADP
futech-409	128	16	squares	square	NOUN
futech-409	128	17	:	:	PUNCT
futech-409	128	18	𝐽𝐽(𝐶𝐶	𝐽𝐽(𝐶𝐶	NOUN
futech-409	128	19	,	,	PUNCT
futech-409	128	20	𝜇𝜇	𝜇𝜇	NOUN
futech-409	128	21	)	)	PUNCT
futech-409	128	22	=	=	SYM
futech-409	128	23	∑	∑	PUNCT
futech-409	128	24	∑	∑	PUNCT
futech-409	128	25	|𝑥𝑥∈𝐶𝐶𝑖𝑖	|𝑥𝑥∈𝐶𝐶𝑖𝑖	VERB
futech-409	128	26	𝑘𝑘	𝑘𝑘	PROPN
futech-409	128	27	𝑖𝑖=1	𝑖𝑖=1	PROPN
futech-409	128	28	|𝑥𝑥	|𝑥𝑥	PROPN
futech-409	128	29	−	−	PROPN
futech-409	128	30	𝜇𝜇𝑖𝑖||2	𝜇𝜇𝑖𝑖||2	PROPN
futech-409	128	31	(	(	PUNCT
futech-409	128	32	3	3	NUM
futech-409	128	33	)	)	PUNCT
futech-409	128	34	where	where	SCONJ
futech-409	128	35	c	c	NOUN
futech-409	128	36	represents	represent	VERB
futech-409	128	37	cluster	cluster	NOUN
futech-409	128	38	assignments	assignment	NOUN
futech-409	128	39	,	,	PUNCT
futech-409	128	40	𝜇𝜇𝑖𝑖	𝜇𝜇𝑖𝑖	NOUN
futech-409	128	41	denotes	denote	NOUN
futech-409	128	42	cluster	cluster	NOUN
futech-409	128	43	centroids	centroid	NOUN
futech-409	128	44	,	,	PUNCT
futech-409	128	45	and	and	CCONJ
futech-409	128	46	k	k	PROPN
futech-409	128	47	indicates	indicate	VERB
futech-409	128	48	the	the	DET
futech-409	128	49	number	number	NOUN
futech-409	128	50	of	of	ADP
futech-409	128	51	clusters	cluster	NOUN
futech-409	128	52	.	.	PUNCT
futech-409	129	1	densitybased	densitybase	VERB
futech-409	129	2	spatial	spatial	ADJ
futech-409	129	3	clustering	clustering	NOUN
futech-409	129	4	(	(	PUNCT
futech-409	129	5	dbscan	dbscan	NOUN
futech-409	129	6	)	)	PUNCT
futech-409	129	7	algorithm	algorithm	NOUN
futech-409	129	8	complements	complement	VERB
futech-409	129	9	kmeans	kmean	NOUN
futech-409	129	10	for	for	ADP
futech-409	129	11	identifying	identify	VERB
futech-409	129	12	outliers	outlier	NOUN
futech-409	129	13	and	and	CCONJ
futech-409	129	14	irregular	irregular	ADJ
futech-409	129	15	cluster	cluster	NOUN
futech-409	129	16	shapes	shape	NOUN
futech-409	129	17	:	:	PUNCT
futech-409	129	18	dbscan	dbscan	NOUN
futech-409	129	19	(	(	PUNCT
futech-409	129	20	,	,	PUNCT
futech-409	129	21	)	)	PUNCT
futech-409	129	22	:|	:|	PUNCT
futech-409	129	23	(	(	PUNCT
futech-409	129	24	)	)	PUNCT
futech-409	129	25	|minpts	|minpt	NOUN
futech-409	129	26	x	x	PUNCT
futech-409	130	1	d	d	NOUN
futech-409	130	2	n	n	CCONJ
futech-409	130	3	x	x	PROPN
futech-409	130	4	minptsεε	minptsεε	NOUN
futech-409	130	5	=	=	SYM
futech-409	130	6	∈	∈	PROPN
futech-409	130	7	≥	≥	X
futech-409	130	8	(	(	PUNCT
futech-409	130	9	4	4	X
futech-409	130	10	)	)	PUNCT
futech-409	130	11	predictive	predictive	ADJ
futech-409	130	12	modeling	modeling	NOUN
futech-409	130	13	employs	employ	VERB
futech-409	130	14	random	random	ADJ
futech-409	130	15	forest	forest	NOUN
futech-409	130	16	algorithm	algorithm	NOUN
futech-409	130	17	with	with	ADP
futech-409	130	18	bootstrap	bootstrap	NOUN
futech-409	130	19	aggregating	aggregate	VERB
futech-409	130	20	to	to	PART
futech-409	130	21	reduce	reduce	VERB
futech-409	130	22	overfitting	overfitte	VERB
futech-409	130	23	:	:	PUNCT
futech-409	130	24	*	*	PUNCT
futech-409	130	25	1ˆ	1ˆ	NOUN
futech-409	130	26	ˆ1	ˆ1	NOUN
futech-409	130	27	(	(	PUNCT
futech-409	130	28	)	)	PUNCT
futech-409	130	29	b	b	NOUN
futech-409	130	30	bfrf	bfrf	NOUN
futech-409	130	31	b	b	NOUN
futech-409	130	32	f	f	NOUN
futech-409	130	33	x	x	SYM
futech-409	130	34	b	b	X
futech-409	130	35	=	=	SYM
futech-409	130	36	=	=	NOUN
futech-409	130	37	∑	∑	PROPN
futech-409	130	38	(	(	PUNCT
futech-409	130	39	5	5	NUM
futech-409	130	40	)	)	PUNCT
futech-409	130	41	where	where	SCONJ
futech-409	130	42	b	b	NOUN
futech-409	130	43	represents	represent	VERB
futech-409	130	44	the	the	DET
futech-409	130	45	number	number	NOUN
futech-409	130	46	of	of	ADP
futech-409	130	47	bootstrap	bootstrap	NOUN
futech-409	130	48	samples	sample	NOUN
futech-409	130	49	and	and	CCONJ
futech-409	130	50	𝑓𝑓𝑏𝑏∗	𝑓𝑓𝑏𝑏∗	NOUN
futech-409	130	51	denotes	denote	VERB
futech-409	130	52	individual	individual	ADJ
futech-409	130	53	tree	tree	NOUN
futech-409	130	54	predictions	prediction	NOUN
futech-409	130	55	.	.	PUNCT
futech-409	131	1	natural	natural	ADJ
futech-409	131	2	language	language	NOUN
futech-409	131	3	processing	processing	NOUN
futech-409	131	4	for	for	ADP
futech-409	131	5	sentiment	sentiment	NOUN
futech-409	131	6	analysis	analysis	NOUN
futech-409	131	7	employs	employ	VERB
futech-409	131	8	transformer	transformer	NOUN
futech-409	131	9	-	-	PUNCT
futech-409	131	10	based	base	VERB
futech-409	131	11	models	model	NOUN
futech-409	131	12	including	include	VERB
futech-409	131	13	bert	bert	PROPN
futech-409	131	14	and	and	CCONJ
futech-409	131	15	roberta	roberta	PROPN
futech-409	131	16	,	,	PUNCT
futech-409	131	17	utilizing	utilize	VERB
futech-409	131	18	multi	multi	ADJ
futech-409	131	19	-	-	ADJ
futech-409	131	20	head	head	ADJ
futech-409	131	21	attention	attention	NOUN
futech-409	131	22	mechanisms	mechanism	NOUN
futech-409	131	23	computed	compute	VERB
futech-409	131	24	as	as	ADP
futech-409	131	25	:	:	PUNCT
futech-409	131	26	1multihead	1multihead	NUM
futech-409	131	27	(	(	PUNCT
futech-409	131	28	,	,	PUNCT
futech-409	131	29	,	,	PUNCT
futech-409	131	30	)	)	PUNCT
futech-409	131	31	concat(head	concat(head	NOUN
futech-409	131	32	,	,	PUNCT
futech-409	131	33	...	...	PUNCT
futech-409	131	34	,	,	PUNCT
futech-409	131	35	head	head	NOUN
futech-409	131	36	)	)	PUNCT
futech-409	132	1	o	o	PROPN
futech-409	132	2	hq	hq	NOUN
futech-409	133	1	k	k	PROPN
futech-409	133	2	v	v	X
futech-409	133	3	w=	w=	NOUN
futech-409	133	4	(	(	PUNCT
futech-409	133	5	1	1	NUM
futech-409	133	6	)	)	PUNCT
futech-409	133	7	where	where	SCONJ
futech-409	133	8	attention	attention	NOUN
futech-409	133	9	heads	head	NOUN
futech-409	133	10	are	be	AUX
futech-409	133	11	calculated	calculate	VERB
futech-409	133	12	as	as	ADP
futech-409	133	13	:	:	PUNCT
futech-409	133	14	head	head	NOUN
futech-409	133	15	attention	attention	NOUN
futech-409	133	16	(	(	PUNCT
futech-409	133	17	,	,	PUNCT
futech-409	133	18	,	,	PUNCT
futech-409	133	19	)	)	PUNCT
futech-409	133	20	q	q	PROPN
futech-409	134	1	k	k	NOUN
futech-409	134	2	v	v	INTJ
futech-409	135	1	i	i	PRON
futech-409	135	2	i	i	PRON
futech-409	136	1	i	i	PRON
futech-409	136	2	iqw	iqw	VERB
futech-409	136	3	kw	kw	INTJ
futech-409	136	4	vw=	vw=	PROPN
futech-409	136	5	(	(	PUNCT
futech-409	136	6	7	7	X
futech-409	136	7	)	)	PUNCT
futech-409	136	8	data	datum	NOUN
futech-409	136	9	collection	collection	NOUN
futech-409	136	10	method	method	NOUN
futech-409	136	11	sample	sample	NOUN
futech-409	136	12	size	size	NOUN
futech-409	136	13	duration	duration	NOUN
futech-409	136	14	quality	quality	NOUN
futech-409	136	15	control	control	NOUN
futech-409	136	16	measures	measure	VERB
futech-409	136	17	tourist	tourist	NOUN
futech-409	136	18	questionnaire	questionnaire	NOUN
futech-409	136	19	survey	survey	NOUN
futech-409	136	20	1,200	1,200	NUM
futech-409	136	21	participants	participant	NOUN
futech-409	136	22	6	6	NUM
futech-409	136	23	months	month	NOUN
futech-409	136	24	pilot	pilot	NOUN
futech-409	136	25	testing	testing	NOUN
futech-409	136	26	,	,	PUNCT
futech-409	136	27	validation	validation	NOUN
futech-409	136	28	checks	check	NOUN
futech-409	136	29	in	in	ADP
futech-409	136	30	-	-	PUNCT
futech-409	136	31	depth	depth	NOUN
futech-409	136	32	interviews	interview	NOUN
futech-409	136	33	45	45	NUM
futech-409	136	34	stakeholders	stakeholder	NOUN
futech-409	136	35	4	4	NUM
futech-409	136	36	months	month	NOUN
futech-409	136	37	recording	recording	NOUN
futech-409	136	38	,	,	PUNCT
futech-409	136	39	transcription	transcription	NOUN
futech-409	136	40	verification	verification	NOUN
futech-409	136	41	focus	focus	NOUN
futech-409	136	42	group	group	NOUN
futech-409	136	43	discussions	discussion	NOUN
futech-409	136	44	8	8	NUM
futech-409	136	45	groups	group	NOUN
futech-409	136	46	(	(	PUNCT
futech-409	136	47	64	64	NUM
futech-409	136	48	participants	participant	NOUN
futech-409	136	49	)	)	PUNCT
futech-409	136	50	3	3	NUM
futech-409	136	51	months	month	NOUN
futech-409	136	52	multiple	multiple	ADJ
futech-409	136	53	moderators	moderator	NOUN
futech-409	136	54	,	,	PUNCT
futech-409	136	55	member	member	NOUN
futech-409	136	56	checking	check	VERB
futech-409	136	57	online	online	PROPN
futech-409	136	58	review	review	NOUN
futech-409	136	59	mining	mine	VERB
futech-409	136	60	50,000	50,000	NUM
futech-409	136	61	+	+	NUM
futech-409	136	62	reviews	review	NOUN
futech-409	136	63	12	12	NUM
futech-409	136	64	months	month	NOUN
futech-409	136	65	data	datum	NOUN
futech-409	136	66	cleaning	cleaning	NOUN
futech-409	136	67	,	,	PUNCT
futech-409	136	68	duplicate	duplicate	ADJ
futech-409	136	69	removal	removal	NOUN
futech-409	136	70	social	social	ADJ
futech-409	136	71	media	medium	NOUN
futech-409	136	72	analysis	analysis	NOUN
futech-409	136	73	100,000	100,000	NUM
futech-409	136	74	+	+	NUM
futech-409	136	75	posts	post	NOUN
futech-409	136	76	12	12	NUM
futech-409	136	77	months	month	NOUN
futech-409	136	78	content	content	NOUN
futech-409	136	79	verification	verification	NOUN
futech-409	136	80	,	,	PUNCT
futech-409	136	81	spam	spam	NOUN
futech-409	136	82	filtering	filter	VERB
futech-409	136	83	observational	observational	ADJ
futech-409	136	84	data	datum	NOUN
futech-409	136	85	500	500	NUM
futech-409	136	86	hours	hour	NOUN
futech-409	136	87	8	8	NUM
futech-409	136	88	months	month	NOUN
futech-409	136	89	multiple	multiple	ADJ
futech-409	136	90	observers	observer	NOUN
futech-409	136	91	,	,	PUNCT
futech-409	136	92	reliability	reliability	NOUN
futech-409	136	93	testing	testing	NOUN
futech-409	136	94	x.	x.	PROPN
futech-409	136	95	hou	hou	PROPN
futech-409	136	96	&	&	CCONJ
futech-409	136	97	z.paidi	z.paidi	PROPN
futech-409	136	98	/future	/future	PUNCT
futech-409	136	99	technology	technology	PROPN
futech-409	136	100	november	november	PROPN
futech-409	136	101	2025|	2025|	NUM
futech-409	137	1	volume	volume	NOUN
futech-409	137	2	04	04	NUM
futech-409	138	1	|	|	ADV
futech-409	138	2	issue	issue	VERB
futech-409	138	3	04	04	NUM
futech-409	139	1	|	|	CCONJ
futech-409	139	2	pages	page	NOUN
futech-409	139	3	43	43	NUM
futech-409	139	4	-	-	SYM
futech-409	139	5	58	58	NUM
futech-409	139	6	49	49	NUM
futech-409	139	7	cultural	cultural	ADJ
futech-409	139	8	bias	bias	NOUN
futech-409	139	9	audit	audit	NOUN
futech-409	139	10	and	and	CCONJ
futech-409	139	11	cross	cross	ADJ
futech-409	139	12	-	-	ADJ
futech-409	139	13	cultural	cultural	ADJ
futech-409	139	14	validation	validation	NOUN
futech-409	139	15	procedures	procedure	NOUN
futech-409	139	16	to	to	PART
futech-409	139	17	address	address	VERB
futech-409	139	18	cultural	cultural	ADJ
futech-409	139	19	nuances	nuance	NOUN
futech-409	139	20	and	and	CCONJ
futech-409	139	21	potential	potential	ADJ
futech-409	139	22	biases	bias	NOUN
futech-409	139	23	in	in	ADP
futech-409	139	24	ai	ai	PROPN
futech-409	139	25	model	model	NOUN
futech-409	139	26	development	development	NOUN
futech-409	139	27	,	,	PUNCT
futech-409	139	28	we	we	PRON
futech-409	139	29	implemented	implement	VERB
futech-409	139	30	comprehensive	comprehensive	ADJ
futech-409	139	31	validation	validation	NOUN
futech-409	139	32	procedures	procedure	NOUN
futech-409	139	33	across	across	ADP
futech-409	139	34	all	all	DET
futech-409	139	35	algorithmic	algorithmic	ADJ
futech-409	139	36	components	component	NOUN
futech-409	139	37	:	:	PUNCT
futech-409	139	38	sentiment	sentiment	NOUN
futech-409	139	39	analysis	analysis	NOUN
futech-409	139	40	cultural	cultural	ADJ
futech-409	139	41	adaptation	adaptation	NOUN
futech-409	139	42	:	:	PUNCT
futech-409	139	43	bert	bert	PROPN
futech-409	139	44	and	and	CCONJ
futech-409	139	45	roberta	roberta	PROPN
futech-409	139	46	models	model	NOUN
futech-409	139	47	underwent	undergo	VERB
futech-409	139	48	extensive	extensive	ADJ
futech-409	139	49	fine	fine	ADJ
futech-409	139	50	-	-	PUNCT
futech-409	139	51	tuning	tuning	NOUN
futech-409	139	52	using	use	VERB
futech-409	139	53	culturally	culturally	ADV
futech-409	139	54	diverse	diverse	ADJ
futech-409	139	55	datasets	dataset	NOUN
futech-409	139	56	representing	represent	VERB
futech-409	139	57	six	six	NUM
futech-409	139	58	major	major	ADJ
futech-409	139	59	tourist	tourist	NOUN
futech-409	139	60	demographic	demographic	ADJ
futech-409	139	61	groups	group	NOUN
futech-409	139	62	:	:	PUNCT
futech-409	139	63	east	east	ADJ
futech-409	139	64	asian	asian	PROPN
futech-409	139	65	(	(	PUNCT
futech-409	139	66	chinese	chinese	ADJ
futech-409	139	67	,	,	PUNCT
futech-409	139	68	japanese	japanese	ADJ
futech-409	139	69	,	,	PUNCT
futech-409	139	70	korean	korean	ADJ
futech-409	139	71	)	)	PUNCT
futech-409	139	72	,	,	PUNCT
futech-409	139	73	western	western	ADJ
futech-409	139	74	european	european	ADJ
futech-409	139	75	(	(	PUNCT
futech-409	139	76	german	german	ADJ
futech-409	139	77	,	,	PUNCT
futech-409	139	78	french	french	ADJ
futech-409	139	79	,	,	PUNCT
futech-409	139	80	british	british	ADJ
futech-409	139	81	)	)	PUNCT
futech-409	139	82	,	,	PUNCT
futech-409	139	83	north	north	NOUN
futech-409	139	84	american	american	PROPN
futech-409	139	85	(	(	PUNCT
futech-409	139	86	us	us	PROPN
futech-409	139	87	,	,	PUNCT
futech-409	139	88	canadian	canadian	PROPN
futech-409	139	89	)	)	PUNCT
futech-409	139	90	,	,	PUNCT
futech-409	139	91	southeast	southeast	ADJ
futech-409	139	92	asian	asian	NOUN
futech-409	139	93	(	(	PUNCT
futech-409	139	94	thai	thai	PROPN
futech-409	139	95	,	,	PUNCT
futech-409	139	96	malaysian	malaysian	ADJ
futech-409	139	97	,	,	PUNCT
futech-409	139	98	indonesian	indonesian	ADJ
futech-409	139	99	)	)	PUNCT
futech-409	139	100	,	,	PUNCT
futech-409	139	101	middle	middle	ADJ
futech-409	139	102	eastern	eastern	ADJ
futech-409	139	103	(	(	PUNCT
futech-409	139	104	arabic	arabic	ADJ
futech-409	139	105	-	-	PUNCT
futech-409	139	106	speaking	speak	VERB
futech-409	139	107	countries	country	NOUN
futech-409	139	108	)	)	PUNCT
futech-409	139	109	,	,	PUNCT
futech-409	139	110	and	and	CCONJ
futech-409	139	111	latin	latin	PROPN
futech-409	139	112	american	american	PROPN
futech-409	139	113	(	(	PUNCT
futech-409	139	114	spanish	spanish	ADJ
futech-409	139	115	,	,	PUNCT
futech-409	139	116	portuguese	portuguese	ADJ
futech-409	139	117	-	-	PUNCT
futech-409	139	118	speaking	speak	VERB
futech-409	139	119	countries	country	NOUN
futech-409	139	120	)	)	PUNCT
futech-409	139	121	.	.	PUNCT
futech-409	140	1	cultural	cultural	ADJ
futech-409	140	2	sentiment	sentiment	NOUN
futech-409	140	3	lexicons	lexicon	NOUN
futech-409	140	4	were	be	AUX
futech-409	140	5	developed	develop	VERB
futech-409	140	6	for	for	ADP
futech-409	140	7	each	each	DET
futech-409	140	8	language	language	NOUN
futech-409	140	9	group	group	NOUN
futech-409	140	10	through	through	ADP
futech-409	140	11	collaboration	collaboration	NOUN
futech-409	140	12	with	with	ADP
futech-409	140	13	native	native	ADJ
futech-409	140	14	speakers	speaker	NOUN
futech-409	140	15	and	and	CCONJ
futech-409	140	16	cultural	cultural	ADJ
futech-409	140	17	experts	expert	NOUN
futech-409	140	18	.	.	PUNCT
futech-409	141	1	performance	performance	NOUN
futech-409	141	2	metrics	metric	NOUN
futech-409	141	3	by	by	ADP
futech-409	141	4	cultural	cultural	ADJ
futech-409	141	5	group	group	NOUN
futech-409	141	6	:	:	PUNCT
futech-409	141	7	•	•	NUM
futech-409	141	8	english	english	PROPN
futech-409	141	9	language	language	NOUN
futech-409	141	10	processing	processing	NOUN
futech-409	141	11	:	:	PUNCT
futech-409	141	12	89.3	89.3	NUM
futech-409	141	13	%	%	NOUN
futech-409	141	14	cultural	cultural	ADJ
futech-409	141	15	accuracy	accuracy	NOUN
futech-409	141	16	,	,	PUNCT
futech-409	141	17	0.12	0.12	NUM
futech-409	141	18	bias	bias	NOUN
futech-409	141	19	coefficient	coefficient	NOUN
futech-409	141	20	•	•	ADP
futech-409	141	21	chinese	chinese	ADJ
futech-409	141	22	language	language	NOUN
futech-409	141	23	processing	processing	NOUN
futech-409	141	24	:	:	PUNCT
futech-409	141	25	91.7	91.7	NUM
futech-409	141	26	%	%	NOUN
futech-409	141	27	cultural	cultural	ADJ
futech-409	141	28	accuracy	accuracy	NOUN
futech-409	141	29	,	,	PUNCT
futech-409	141	30	0.08	0.08	NUM
futech-409	141	31	bias	bias	NOUN
futech-409	141	32	coefficient	coefficient	VERB
futech-409	141	33	•	•	PRON
futech-409	141	34	japanese	japanese	ADJ
futech-409	141	35	language	language	NOUN
futech-409	141	36	processing	processing	NOUN
futech-409	141	37	:	:	PUNCT
futech-409	141	38	87.2	87.2	NUM
futech-409	141	39	%	%	NOUN
futech-409	141	40	cultural	cultural	ADJ
futech-409	141	41	accuracy	accuracy	NOUN
futech-409	141	42	,	,	PUNCT
futech-409	141	43	0.15	0.15	NUM
futech-409	141	44	bias	bias	NOUN
futech-409	141	45	coefficient	coefficient	VERB
futech-409	141	46	•	•	PRON
futech-409	141	47	german	german	ADJ
futech-409	141	48	language	language	NOUN
futech-409	141	49	processing	processing	NOUN
futech-409	141	50	:	:	PUNCT
futech-409	141	51	85.9	85.9	NUM
futech-409	141	52	%	%	NOUN
futech-409	141	53	cultural	cultural	ADJ
futech-409	141	54	accuracy	accuracy	NOUN
futech-409	141	55	,	,	PUNCT
futech-409	141	56	0.18	0.18	NUM
futech-409	141	57	bias	bias	NOUN
futech-409	141	58	coefficient	coefficient	VERB
futech-409	141	59	•	•	NUM
futech-409	141	60	arabic	arabic	ADJ
futech-409	141	61	language	language	NOUN
futech-409	141	62	processing	processing	NOUN
futech-409	141	63	:	:	PUNCT
futech-409	141	64	83.4	83.4	NUM
futech-409	141	65	%	%	NOUN
futech-409	141	66	cultural	cultural	ADJ
futech-409	141	67	accuracy	accuracy	NOUN
futech-409	141	68	,	,	PUNCT
futech-409	141	69	0.22	0.22	NUM
futech-409	141	70	bias	bias	NOUN
futech-409	141	71	coefficient	coefficient	VERB
futech-409	141	72	•	•	ADP
futech-409	141	73	spanish	spanish	ADJ
futech-409	141	74	language	language	NOUN
futech-409	141	75	processing	processing	NOUN
futech-409	141	76	:	:	PUNCT
futech-409	141	77	86.7	86.7	NUM
futech-409	141	78	%	%	NOUN
futech-409	141	79	cultural	cultural	ADJ
futech-409	141	80	accuracy	accuracy	NOUN
futech-409	141	81	,	,	PUNCT
futech-409	141	82	0.16	0.16	NUM
futech-409	141	83	bias	bias	NOUN
futech-409	141	84	coefficient	coefficient	VERB
futech-409	141	85	behavioral	behavioral	ADJ
futech-409	141	86	clustering	cluster	VERB
futech-409	141	87	cross	cross	ADJ
futech-409	141	88	-	-	ADJ
futech-409	141	89	cultural	cultural	ADJ
futech-409	141	90	validation	validation	NOUN
futech-409	141	91	:	:	PUNCT
futech-409	141	92	crosscultural	crosscultural	ADJ
futech-409	141	93	validation	validation	NOUN
futech-409	141	94	employed	employ	VERB
futech-409	141	95	stratified	stratified	ADJ
futech-409	141	96	sampling	sample	VERB
futech-409	141	97	ensuring	ensure	VERB
futech-409	141	98	representative	representative	ADJ
futech-409	141	99	coverage	coverage	NOUN
futech-409	141	100	across	across	ADP
futech-409	141	101	all	all	DET
futech-409	141	102	demographic	demographic	ADJ
futech-409	141	103	groups	group	NOUN
futech-409	141	104	.	.	PUNCT
futech-409	142	1	cohen	cohen	PROPN
futech-409	142	2	's	's	PART
futech-409	142	3	kappa	kappa	ADJ
futech-409	142	4	coefficients	coefficient	NOUN
futech-409	142	5	for	for	ADP
futech-409	142	6	inter	inter	ADJ
futech-409	142	7	-	-	ADJ
futech-409	142	8	cultural	cultural	ADJ
futech-409	142	9	agreement	agreement	NOUN
futech-409	142	10	in	in	ADP
futech-409	142	11	behavioral	behavioral	ADJ
futech-409	142	12	pattern	pattern	NOUN
futech-409	142	13	identification	identification	NOUN
futech-409	142	14	ranged	range	VERB
futech-409	142	15	from	from	ADP
futech-409	142	16	0.73	0.73	NUM
futech-409	142	17	to	to	ADP
futech-409	142	18	0.89	0.89	NUM
futech-409	142	19	,	,	PUNCT
futech-409	142	20	indicating	indicate	VERB
futech-409	142	21	substantial	substantial	ADJ
futech-409	142	22	cross	cross	ADJ
futech-409	142	23	-	-	ADJ
futech-409	142	24	cultural	cultural	ADJ
futech-409	142	25	consistency	consistency	NOUN
futech-409	142	26	.	.	PUNCT
futech-409	143	1	specific	specific	ADJ
futech-409	143	2	validation	validation	NOUN
futech-409	143	3	measures	measure	NOUN
futech-409	143	4	included	include	VERB
futech-409	143	5	:	:	PUNCT
futech-409	143	6	•	•	NUM
futech-409	143	7	cultural	cultural	ADJ
futech-409	143	8	advisory	advisory	ADJ
futech-409	143	9	panels	panel	NOUN
futech-409	143	10	providing	provide	VERB
futech-409	143	11	ongoing	ongoing	ADJ
futech-409	143	12	feedback	feedback	NOUN
futech-409	143	13	on	on	ADP
futech-409	143	14	ai	ai	PROPN
futech-409	143	15	interpretations	interpretation	NOUN
futech-409	143	16	•	•	ADP
futech-409	143	17	regular	regular	ADJ
futech-409	143	18	bias	bias	NOUN
futech-409	143	19	testing	testing	NOUN
futech-409	143	20	using	use	VERB
futech-409	143	21	fairness	fairness	NOUN
futech-409	143	22	metrics	metric	NOUN
futech-409	143	23	(	(	PUNCT
futech-409	143	24	demographic	demographic	ADJ
futech-409	143	25	parity	parity	NOUN
futech-409	143	26	,	,	PUNCT
futech-409	143	27	equal	equal	ADJ
futech-409	143	28	opportunity	opportunity	NOUN
futech-409	143	29	,	,	PUNCT
futech-409	143	30	calibration	calibration	NOUN
futech-409	143	31	)	)	PUNCT
futech-409	143	32	•	•	ADP
futech-409	143	33	continuous	continuous	ADJ
futech-409	143	34	model	model	NOUN
futech-409	143	35	recalibration	recalibration	NOUN
futech-409	143	36	based	base	VERB
futech-409	143	37	on	on	ADP
futech-409	143	38	cultural	cultural	ADJ
futech-409	143	39	feedback	feedback	NOUN
futech-409	143	40	loops	loop	NOUN
futech-409	143	41	•	•	DET
futech-409	143	42	quarterly	quarterly	ADJ
futech-409	143	43	cultural	cultural	ADJ
futech-409	143	44	sensitivity	sensitivity	NOUN
futech-409	143	45	audits	audits	NOUN
futech-409	143	46	conducted	conduct	VERB
futech-409	143	47	by	by	ADP
futech-409	143	48	independent	independent	ADJ
futech-409	143	49	cultural	cultural	ADJ
futech-409	143	50	experts	expert	NOUN
futech-409	143	51	bias	bias	NOUN
futech-409	143	52	mitigation	mitigation	NOUN
futech-409	143	53	strategies	strategy	NOUN
futech-409	143	54	:	:	PUNCT
futech-409	143	55	•	•	NOUN
futech-409	143	56	diverse	diverse	ADJ
futech-409	143	57	training	training	NOUN
futech-409	143	58	datasets	dataset	NOUN
futech-409	143	59	with	with	ADP
futech-409	143	60	balanced	balanced	ADJ
futech-409	143	61	representation	representation	NOUN
futech-409	143	62	across	across	ADP
futech-409	143	63	cultural	cultural	ADJ
futech-409	143	64	groups	group	NOUN
futech-409	143	65	•	•	ADP
futech-409	143	66	algorithmic	algorithmic	ADJ
futech-409	143	67	fairness	fairness	NOUN
futech-409	143	68	constraints	constraint	NOUN
futech-409	143	69	integrated	integrate	VERB
futech-409	143	70	into	into	ADP
futech-409	143	71	model	model	NOUN
futech-409	143	72	optimization	optimization	NOUN
futech-409	143	73	objectives	objective	NOUN
futech-409	143	74	•	•	ADP
futech-409	143	75	regular	regular	ADJ
futech-409	143	76	bias	bias	NOUN
futech-409	143	77	detection	detection	NOUN
futech-409	143	78	using	use	VERB
futech-409	143	79	statistical	statistical	ADJ
futech-409	143	80	parity	parity	NOUN
futech-409	143	81	and	and	CCONJ
futech-409	143	82	individual	individual	ADJ
futech-409	143	83	fairness	fairness	NOUN
futech-409	143	84	metrics	metric	NOUN
futech-409	143	85	•	•	ADP
futech-409	143	86	cultural	cultural	ADJ
futech-409	143	87	competency	competency	NOUN
futech-409	143	88	training	training	NOUN
futech-409	143	89	for	for	ADP
futech-409	143	90	all	all	PRON
futech-409	143	91	ai	ai	VERB
futech-409	143	92	system	system	NOUN
futech-409	143	93	developers	developer	NOUN
futech-409	143	94	and	and	CCONJ
futech-409	143	95	operators	operator	NOUN
futech-409	143	96	topic	topic	NOUN
futech-409	143	97	modeling	modeling	NOUN
futech-409	143	98	employs	employ	VERB
futech-409	143	99	latent	latent	ADJ
futech-409	143	100	dirichlet	dirichlet	PROPN
futech-409	143	101	allocation	allocation	NOUN
futech-409	143	102	(	(	PUNCT
futech-409	143	103	lda	lda	PROPN
futech-409	143	104	)	)	PUNCT
futech-409	143	105	to	to	PART
futech-409	143	106	identify	identify	VERB
futech-409	143	107	thematic	thematic	ADJ
futech-409	143	108	structures	structure	NOUN
futech-409	143	109	in	in	ADP
futech-409	143	110	textual	textual	ADJ
futech-409	143	111	data	datum	NOUN
futech-409	143	112	:	:	PUNCT
futech-409	143	113	1	1	NUM
futech-409	143	114	(	(	PUNCT
futech-409	143	115	,	,	PUNCT
futech-409	143	116	,	,	PUNCT
futech-409	143	117	|	|	ADV
futech-409	143	118	,	,	PUNCT
futech-409	143	119	)	)	PUNCT
futech-409	143	120	(	(	PUNCT
futech-409	143	121	|	|	ADV
futech-409	143	122	)	)	PUNCT
futech-409	143	123	(	(	PUNCT
futech-409	143	124	|	|	ADV
futech-409	143	125	)	)	PUNCT
futech-409	143	126	(	(	PUNCT
futech-409	143	127	|	|	ADV
futech-409	143	128	,	,	PUNCT
futech-409	143	129	)	)	PUNCT
futech-409	143	130	n	n	CCONJ
futech-409	143	131	n	n	CCONJ
futech-409	143	132	n	n	CCONJ
futech-409	143	133	n	n	CCONJ
futech-409	143	134	n	n	NOUN
futech-409	143	135	p	p	NOUN
futech-409	143	136	z	z	PROPN
futech-409	143	137	w	w	PROPN
futech-409	144	1	p	p	X
futech-409	144	2	p	p	X
futech-409	144	3	z	z	PROPN
futech-409	144	4	p	p	NOUN
futech-409	144	5	w	w	PROPN
futech-409	144	6	zθ	zθ	NOUN
futech-409	144	7	α	α	NOUN
futech-409	144	8	β	β	NOUN
futech-409	144	9	θ	θ	NOUN
futech-409	144	10	α	α	X
futech-409	144	11	θ	θ	X
futech-409	144	12	β	β	X
futech-409	144	13	=	=	SYM
futech-409	144	14	=	=	SYM
futech-409	144	15	∏	∏	PROPN
futech-409	144	16	(	(	PUNCT
futech-409	144	17	8)	8)	NUM
futech-409	144	18	the	the	DET
futech-409	144	19	big	big	ADJ
futech-409	144	20	data	datum	NOUN
futech-409	144	21	analytics	analytic	NOUN
futech-409	144	22	infrastructure	infrastructure	NOUN
futech-409	144	23	implements	implement	VERB
futech-409	144	24	distributed	distribute	VERB
futech-409	144	25	computing	computing	NOUN
futech-409	144	26	frameworks	framework	NOUN
futech-409	144	27	utilizing	utilize	VERB
futech-409	144	28	apache	apache	NOUN
futech-409	144	29	spark	spark	NOUN
futech-409	144	30	for	for	ADP
futech-409	144	31	real	real	ADJ
futech-409	144	32	-	-	PUNCT
futech-409	144	33	time	time	NOUN
futech-409	144	34	data	datum	NOUN
futech-409	144	35	processing	processing	NOUN
futech-409	144	36	and	and	CCONJ
futech-409	144	37	analysis	analysis	NOUN
futech-409	144	38	.	.	PUNCT
futech-409	145	1	performance	performance	NOUN
futech-409	145	2	evaluation	evaluation	NOUN
futech-409	145	3	employs	employ	VERB
futech-409	145	4	multiple	multiple	ADJ
futech-409	145	5	metrics	metric	NOUN
futech-409	145	6	including	include	VERB
futech-409	145	7	precision	precision	NOUN
futech-409	145	8	,	,	PUNCT
futech-409	145	9	recall	recall	NOUN
futech-409	145	10	,	,	PUNCT
futech-409	145	11	and	and	CCONJ
futech-409	145	12	f1	f1	NOUN
futech-409	145	13	-	-	PUNCT
futech-409	145	14	score	score	NOUN
futech-409	145	15	:	:	PUNCT
futech-409	145	16	1	1	NUM
futech-409	145	17	precision	precision	NOUN
futech-409	145	18	,	,	PUNCT
futech-409	145	19	recall	recall	VERB
futech-409	145	20	precision	precision	NOUN
futech-409	145	21	recall2	recall2	NOUN
futech-409	145	22	precision	precision	NOUN
futech-409	145	23	recall	recall	VERB
futech-409	145	24	tp	tp	ADP
futech-409	145	25	tp	tp	NOUN
futech-409	145	26	tp	tp	ADP
futech-409	145	27	fp	fp	INTJ
futech-409	145	28	tp	tp	ADP
futech-409	145	29	fn	fn	NOUN
futech-409	145	30	f	f	NOUN
futech-409	145	31	=	=	PUNCT
futech-409	146	1	=	=	PUNCT
futech-409	146	2	+	+	PUNCT
futech-409	147	1	+	+	CCONJ
futech-409	147	2	⋅	⋅	X
futech-409	147	3	=	=	SYM
futech-409	147	4	⋅	⋅	X
futech-409	147	5	+	+	CCONJ
futech-409	147	6	(	(	PUNCT
futech-409	147	7	9	9	NUM
futech-409	147	8	)	)	PUNCT
futech-409	147	9	3.4	3.4	NUM
futech-409	147	10	cultural	cultural	ADJ
futech-409	147	11	communication	communication	NOUN
futech-409	147	12	analysis	analysis	NOUN
futech-409	147	13	the	the	DET
futech-409	147	14	cultural	cultural	ADJ
futech-409	147	15	communication	communication	NOUN
futech-409	147	16	analysis	analysis	NOUN
futech-409	147	17	framework	framework	NOUN
futech-409	147	18	examines	examine	VERB
futech-409	147	19	narrative	narrative	NOUN
futech-409	147	20	structures	structure	NOUN
futech-409	147	21	through	through	ADP
futech-409	147	22	structural	structural	ADJ
futech-409	147	23	equation	equation	NOUN
futech-409	147	24	modeling	modeling	NOUN
futech-409	147	25	(	(	PUNCT
futech-409	147	26	sem	sem	NOUN
futech-409	147	27	)	)	PUNCT
futech-409	147	28	to	to	PART
futech-409	147	29	understand	understand	VERB
futech-409	147	30	relationships	relationship	NOUN
futech-409	147	31	between	between	ADP
futech-409	147	32	communication	communication	NOUN
futech-409	147	33	elements	element	NOUN
futech-409	147	34	and	and	CCONJ
futech-409	147	35	visitor	visitor	NOUN
futech-409	147	36	engagement	engagement	NOUN
futech-409	147	37	.	.	PUNCT
futech-409	148	1	the	the	DET
futech-409	148	2	measurement	measurement	NOUN
futech-409	148	3	model	model	NOUN
futech-409	148	4	is	be	AUX
futech-409	148	5	specified	specify	VERB
futech-409	148	6	as	as	ADP
futech-409	148	7	:	:	PUNCT
futech-409	148	8	andx	andx	PROPN
futech-409	149	1	yx	yx	NOUN
futech-409	149	2	yξ	yξ	PROPN
futech-409	149	3	δ	δ	PROPN
futech-409	149	4	η=	η=	ADJ
futech-409	149	5	λ	λ	NOUN
futech-409	149	6	+	+	CCONJ
futech-409	149	7	=	=	PUNCT
futech-409	149	8	λ	λ	X
futech-409	149	9	+	+	PROPN
futech-409	149	10	ò	ò	X
futech-409	149	11	(	(	PUNCT
futech-409	149	12	10	10	NUM
futech-409	149	13	)	)	PUNCT
futech-409	149	14	where	where	SCONJ
futech-409	149	15	x	x	PUNCT
futech-409	149	16	and	and	CCONJ
futech-409	149	17	y	y	PROPN
futech-409	149	18	represent	represent	VERB
futech-409	149	19	observed	observed	ADJ
futech-409	149	20	variables	variable	NOUN
futech-409	149	21	,	,	PUNCT
futech-409	149	22	𝜁𝜁	𝜁𝜁	PROPN
futech-409	149	23	and	and	CCONJ
futech-409	149	24	𝜂𝜂	𝜂𝜂	NOUN
futech-409	149	25	denote	denote	VERB
futech-409	149	26	latent	latent	NOUN
futech-409	149	27	variables	variable	NOUN
futech-409	149	28	,	,	PUNCT
futech-409	149	29	λ	λ	PROPN
futech-409	149	30	indicates	indicate	VERB
futech-409	149	31	factor	factor	NOUN
futech-409	149	32	loadings	loading	NOUN
futech-409	149	33	,	,	PUNCT
futech-409	149	34	and	and	CCONJ
futech-409	149	35	𝛿𝛿	𝛿𝛿	NOUN
futech-409	149	36	and	and	CCONJ
futech-409	149	37	ò	ò	PROPN
futech-409	149	38	represent	represent	VERB
futech-409	149	39	measurement	measurement	NOUN
futech-409	149	40	errors	error	NOUN
futech-409	149	41	.	.	PUNCT
futech-409	150	1	cultural	cultural	ADJ
futech-409	150	2	knowledge	knowledge	NOUN
futech-409	150	3	transfer	transfer	NOUN
futech-409	150	4	assessment	assessment	NOUN
futech-409	150	5	utilizes	utilize	VERB
futech-409	150	6	the	the	DET
futech-409	150	7	knowledge	knowledge	NOUN
futech-409	150	8	gain	gain	VERB
futech-409	150	9	ratio	ratio	NOUN
futech-409	150	10	measured	measure	VERB
futech-409	150	11	as	as	ADP
futech-409	150	12	:	:	PUNCT
futech-409	150	13	post	post	VERB
futech-409	150	14	pre	pre	X
futech-409	150	15	max	max	PROPN
futech-409	150	16	pre	pre	PROPN
futech-409	150	17	100	100	NUM
futech-409	150	18	%	%	NOUN
futech-409	150	19	s	s	PART
futech-409	150	20	s	s	NOUN
futech-409	150	21	kgr	kgr	NOUN
futech-409	150	22	s	s	X
futech-409	150	23	s	s	NOUN
futech-409	150	24	−	−	NOUN
futech-409	150	25	=	=	SYM
futech-409	150	26	×	×	NOUN
futech-409	150	27	−	−	PROPN
futech-409	150	28	(	(	PUNCT
futech-409	150	29	11	11	NUM
futech-409	150	30	)	)	PUNCT
futech-409	150	31	where	where	SCONJ
futech-409	150	32	spre	spre	PROPN
futech-409	150	33	and	and	CCONJ
futech-409	150	34	spost	spost	VERB
futech-409	150	35	represent	represent	VERB
futech-409	150	36	preand	preand	NOUN
futech-409	150	37	post	post	ADJ
futech-409	150	38	-	-	ADJ
futech-409	150	39	visit	visit	ADJ
futech-409	150	40	cultural	cultural	ADJ
futech-409	150	41	knowledge	knowledge	NOUN
futech-409	150	42	scores	score	NOUN
futech-409	150	43	,	,	PUNCT
futech-409	150	44	and	and	CCONJ
futech-409	150	45	smax	smax	PROPN
futech-409	150	46	indicates	indicate	VERB
futech-409	150	47	maximum	maximum	ADJ
futech-409	150	48	possible	possible	ADJ
futech-409	150	49	score	score	NOUN
futech-409	150	50	.	.	PUNCT
futech-409	151	1	3.5	3.5	NUM
futech-409	151	2	optimization	optimization	NOUN
futech-409	151	3	strategy	strategy	NOUN
futech-409	151	4	development	development	NOUN
futech-409	151	5	the	the	DET
futech-409	151	6	optimization	optimization	NOUN
futech-409	151	7	strategy	strategy	NOUN
futech-409	151	8	employs	employ	VERB
futech-409	151	9	multi	multi	ADJ
futech-409	151	10	-	-	ADJ
futech-409	151	11	objective	objective	ADJ
futech-409	151	12	techniques	technique	NOUN
futech-409	151	13	formulated	formulate	VERB
futech-409	151	14	as	as	ADP
futech-409	151	15	:	:	PUNCT
futech-409	151	16	1	1	NUM
futech-409	151	17	2max	2max	NUM
futech-409	151	18	(	(	PUNCT
futech-409	151	19	)	)	PUNCT
futech-409	151	20	,	,	PUNCT
futech-409	151	21	(	(	PUNCT
futech-409	151	22	)	)	PUNCT
futech-409	151	23	,	,	PUNCT
futech-409	151	24	...	...	PUNCT
futech-409	151	25	,	,	PUNCT
futech-409	151	26	(	(	PUNCT
futech-409	151	27	)	)	PUNCT
futech-409	151	28	mf	mf	X
futech-409	151	29	x	x	PUNCT
futech-409	151	30	f	f	NOUN
futech-409	151	31	x	x	X
futech-409	151	32	f	f	NOUN
futech-409	151	33	x	x	SYM
futech-409	151	34	(	(	PUNCT
futech-409	151	35	12	12	NUM
futech-409	151	36	)	)	PUNCT
futech-409	151	37	subject	subject	NOUN
futech-409	151	38	to	to	ADP
futech-409	151	39	constraints	constraint	NOUN
futech-409	151	40	gj(x)≤	gj(x)≤	VERB
futech-409	151	41	0	0	NUM
futech-409	151	42	and	and	CCONJ
futech-409	151	43	hk(x)=0	hk(x)=0	PROPN
futech-409	151	44	,	,	PUNCT
futech-409	151	45	where	where	SCONJ
futech-409	151	46	objective	objective	ADJ
futech-409	151	47	functions	function	NOUN
futech-409	151	48	include	include	VERB
futech-409	151	49	visitor	visitor	NOUN
futech-409	151	50	satisfaction	satisfaction	NOUN
futech-409	151	51	maximization	maximization	NOUN
futech-409	151	52	,	,	PUNCT
futech-409	151	53	operational	operational	ADJ
futech-409	151	54	efficiency	efficiency	NOUN
futech-409	151	55	enhancement	enhancement	NOUN
futech-409	151	56	,	,	PUNCT
futech-409	151	57	and	and	CCONJ
futech-409	151	58	cultural	cultural	ADJ
futech-409	151	59	preservation	preservation	NOUN
futech-409	151	60	maintenance	maintenance	NOUN
futech-409	151	61	.	.	PUNCT
futech-409	152	1	pareto	pareto	ADJ
futech-409	152	2	optimal	optimal	ADJ
futech-409	152	3	solutions	solution	NOUN
futech-409	152	4	are	be	AUX
futech-409	152	5	identified	identify	VERB
futech-409	152	6	using	use	VERB
futech-409	152	7	the	the	DET
futech-409	152	8	non	non	ADJ
futech-409	152	9	-	-	ADJ
futech-409	152	10	dominated	dominated	ADJ
futech-409	152	11	sorting	sort	VERB
futech-409	152	12	genetic	genetic	ADJ
futech-409	152	13	algorithm	algorithm	NOUN
futech-409	152	14	(	(	PUNCT
futech-409	152	15	nsga	nsga	NOUN
futech-409	152	16	-	-	PUNCT
futech-409	152	17	ii	ii	NOUN
futech-409	152	18	)	)	PUNCT
futech-409	152	19	.	.	PUNCT
futech-409	153	1	the	the	DET
futech-409	153	2	strategy	strategy	NOUN
futech-409	153	3	framework	framework	NOUN
futech-409	153	4	integrates	integrate	VERB
futech-409	153	5	stakeholder	stakeholder	NOUN
futech-409	153	6	analysis	analysis	NOUN
futech-409	153	7	,	,	PUNCT
futech-409	153	8	resource	resource	NOUN
futech-409	153	9	allocation	allocation	NOUN
futech-409	153	10	optimization	optimization	NOUN
futech-409	153	11	,	,	PUNCT
futech-409	153	12	and	and	CCONJ
futech-409	153	13	performance	performance	NOUN
futech-409	153	14	monitoring	monitor	VERB
futech-409	153	15	systems	system	NOUN
futech-409	153	16	through	through	ADP
futech-409	153	17	systematic	systematic	ADJ
futech-409	153	18	design	design	NOUN
futech-409	153	19	methodologies	methodology	NOUN
futech-409	153	20	incorporating	incorporate	VERB
futech-409	153	21	feedback	feedback	NOUN
futech-409	153	22	loops	loop	NOUN
futech-409	153	23	for	for	ADP
futech-409	153	24	adaptive	adaptive	ADJ
futech-409	153	25	management	management	NOUN
futech-409	153	26	,	,	PUNCT
futech-409	153	27	as	as	SCONJ
futech-409	153	28	shown	show	VERB
futech-409	153	29	in	in	ADP
futech-409	153	30	figure	figure	NOUN
futech-409	153	31	1	1	NUM
futech-409	153	32	.	.	NOUN
futech-409	153	33	3.6	3.6	NUM
futech-409	153	34	validation	validation	NOUN
futech-409	153	35	and	and	CCONJ
futech-409	153	36	testing	testing	NOUN
futech-409	153	37	model	model	NOUN
futech-409	153	38	validation	validation	NOUN
futech-409	153	39	employs	employ	VERB
futech-409	153	40	k	k	ADJ
futech-409	153	41	-	-	ADJ
futech-409	153	42	fold	fold	ADJ
futech-409	153	43	cross	cross	NOUN
futech-409	153	44	-	-	NOUN
futech-409	153	45	validation	validation	NOUN
futech-409	153	46	with	with	ADP
futech-409	153	47	performance	performance	NOUN
futech-409	153	48	measured	measure	VERB
futech-409	153	49	as	as	ADP
futech-409	153	50	:	:	SYM
futech-409	153	51	1	1	NUM
futech-409	153	52	1	1	NUM
futech-409	153	53	(	(	PUNCT
futech-409	153	54	,	,	PUNCT
futech-409	153	55	)	)	PUNCT
futech-409	153	56	k	k	PROPN
futech-409	154	1	k	k	X
futech-409	154	2	i	i	PRON
futech-409	155	1	i	i	PRON
futech-409	155	2	i	i	VERB
futech-409	156	1	cv	cv	PROPN
futech-409	156	2	l	l	NOUN
futech-409	157	1	f	f	PROPN
futech-409	158	1	d	d	X
futech-409	158	2	k	k	NOUN
futech-409	158	3	=	=	PUNCT
futech-409	158	4	=	=	PUNCT
futech-409	158	5	∑	∑	PUNCT
futech-409	158	6	(	(	PUNCT
futech-409	158	7	13	13	NUM
futech-409	158	8	)	)	PUNCT
futech-409	158	9	where	where	SCONJ
futech-409	158	10	l	l	NOUN
futech-409	158	11	represents	represent	VERB
futech-409	158	12	loss	loss	NOUN
futech-409	158	13	function	function	NOUN
futech-409	158	14	and	and	CCONJ
futech-409	158	15	di	di	NOUN
futech-409	158	16	denotes	denote	NOUN
futech-409	158	17	validation	validation	NOUN
futech-409	158	18	datasets	dataset	NOUN
futech-409	158	19	.	.	PUNCT
futech-409	159	1	sensitivity	sensitivity	NOUN
futech-409	159	2	analysis	analysis	NOUN
futech-409	159	3	uses	use	VERB
futech-409	159	4	monte	monte	PROPN
futech-409	159	5	carlo	carlo	PROPN
futech-409	159	6	simulation	simulation	NOUN
futech-409	159	7	with	with	ADP
futech-409	159	8	10,000	10,000	NUM
futech-409	159	9	iterations	iteration	NOUN
futech-409	159	10	to	to	PART
futech-409	159	11	assess	assess	VERB
futech-409	159	12	model	model	NOUN
futech-409	159	13	robustness	robustness	NOUN
futech-409	159	14	under	under	ADP
futech-409	159	15	varying	vary	VERB
futech-409	159	16	parameter	parameter	NOUN
futech-409	159	17	conditions	condition	NOUN
futech-409	159	18	.	.	PUNCT
futech-409	160	1	pilot	pilot	NOUN
futech-409	160	2	implementation	implementation	NOUN
futech-409	160	3	provides	provide	VERB
futech-409	160	4	real	real	ADJ
futech-409	160	5	-	-	PUNCT
futech-409	160	6	world	world	NOUN
futech-409	160	7	validation	validation	NOUN
futech-409	160	8	through	through	ADP
futech-409	160	9	a	a	DET
futech-409	160	10	/	/	SYM
futech-409	160	11	b	b	NOUN
futech-409	160	12	testing	testing	NOUN
futech-409	160	13	methodologies	methodology	NOUN
futech-409	160	14	comparing	compare	VERB
futech-409	160	15	enhanced	enhance	VERB
futech-409	160	16	ai	ai	ADJ
futech-409	160	17	-	-	PUNCT
futech-409	160	18	driven	drive	VERB
futech-409	160	19	approaches	approach	NOUN
futech-409	160	20	with	with	ADP
futech-409	160	21	traditional	traditional	ADJ
futech-409	160	22	tourism	tourism	NOUN
futech-409	160	23	management	management	NOUN
futech-409	160	24	practices	practice	NOUN
futech-409	160	25	.	.	PUNCT
futech-409	161	1	effect	effect	NOUN
futech-409	161	2	sizes	size	NOUN
futech-409	161	3	are	be	AUX
futech-409	161	4	calculated	calculate	VERB
futech-409	161	5	using	use	VERB
futech-409	161	6	cohen	cohen	PROPN
futech-409	161	7	's	's	PART
futech-409	161	8	d	d	NOUN
futech-409	161	9	:	:	PUNCT
futech-409	161	10	1	1	NUM
futech-409	161	11	2	2	NUM
futech-409	161	12	pooled	pool	VERB
futech-409	161	13	x	x	PUNCT
futech-409	161	14	xd	xd	ADP
futech-409	161	15	s	s	PART
futech-409	161	16	−	−	PROPN
futech-409	161	17	=	=	SYM
futech-409	161	18	(	(	PUNCT
futech-409	161	19	14	14	NUM
futech-409	161	20	)	)	PUNCT
futech-409	161	21	where	where	SCONJ
futech-409	161	22	x.	x.	PROPN
futech-409	161	23	hou	hou	PROPN
futech-409	161	24	&	&	CCONJ
futech-409	161	25	z.paidi	z.paidi	PROPN
futech-409	161	26	/future	/future	PUNCT
futech-409	161	27	technology	technology	PROPN
futech-409	161	28	november	november	PROPN
futech-409	161	29	2025|	2025|	NUM
futech-409	161	30	volume	volume	NOUN
futech-409	161	31	04	04	NUM
futech-409	162	1	|	|	ADV
futech-409	162	2	issue	issue	VERB
futech-409	162	3	04	04	NUM
futech-409	163	1	|	|	CCONJ
futech-409	163	2	pages	page	NOUN
futech-409	163	3	43	43	NUM
futech-409	163	4	-	-	SYM
futech-409	163	5	58	58	NUM
futech-409	163	6	50	50	NUM
futech-409	163	7	2	2	NUM
futech-409	163	8	2	2	NUM
futech-409	163	9	1	1	NUM
futech-409	163	10	1	1	NUM
futech-409	163	11	2	2	NUM
futech-409	163	12	2	2	NUM
futech-409	163	13	pooled	pool	VERB
futech-409	163	14	1	1	NUM
futech-409	163	15	2	2	NUM
futech-409	163	16	(	(	PUNCT
futech-409	163	17	1	1	NUM
futech-409	163	18	)	)	PUNCT
futech-409	163	19	(	(	PUNCT
futech-409	163	20	1	1	X
futech-409	163	21	)	)	SYM
futech-409	163	22	2	2	NUM
futech-409	163	23	n	n	NOUN
futech-409	163	24	s	s	NOUN
futech-409	163	25	n	n	ADP
futech-409	163	26	ss	ss	NOUN
futech-409	163	27	n	n	CCONJ
futech-409	163	28	n	n	ADV
futech-409	163	29	−	−	PROPN
futech-409	163	30	+	+	CCONJ
futech-409	163	31	−	−	PROPN
futech-409	164	1	=	=	SYM
futech-409	165	1	+	+	NUM
futech-409	165	2	−	−	PROPN
futech-409	165	3	(	(	PUNCT
futech-409	165	4	15	15	NUM
futech-409	165	5	)	)	PUNCT
futech-409	165	6	where	where	SCONJ
futech-409	165	7	spooled	spool	VERB
futech-409	165	8	represents	represents	AUX
futech-409	165	9	pooled	pool	VERB
futech-409	165	10	standard	standard	ADJ
futech-409	165	11	deviation	deviation	NOUN
futech-409	165	12	.	.	PUNCT
futech-409	166	1	4	4	X
futech-409	166	2	.	.	NOUN
futech-409	166	3	results	result	VERB
futech-409	166	4	4.1	4.1	NUM
futech-409	166	5	descriptive	descriptive	ADJ
futech-409	166	6	analysis	analysis	NOUN
futech-409	166	7	the	the	DET
futech-409	166	8	comprehensive	comprehensive	ADJ
futech-409	166	9	analysis	analysis	NOUN
futech-409	166	10	of	of	ADP
futech-409	166	11	1,200	1,200	NUM
futech-409	166	12	tourist	tourist	NOUN
futech-409	166	13	respondents	respondent	NOUN
futech-409	166	14	visiting	visit	VERB
futech-409	166	15	the	the	DET
futech-409	166	16	shanxi	shanxi	PROPN
futech-409	166	17	great	great	PROPN
futech-409	166	18	wall	wall	PROPN
futech-409	166	19	reveals	reveal	VERB
futech-409	166	20	distinct	distinct	ADJ
futech-409	166	21	demographic	demographic	ADJ
futech-409	166	22	patterns	pattern	NOUN
futech-409	166	23	and	and	CCONJ
futech-409	166	24	technological	technological	ADJ
futech-409	166	25	adoption	adoption	NOUN
futech-409	166	26	characteristics	characteristic	NOUN
futech-409	166	27	that	that	PRON
futech-409	166	28	significantly	significantly	ADV
futech-409	166	29	influence	influence	VERB
futech-409	166	30	cultural	cultural	ADJ
futech-409	166	31	communication	communication	NOUN
futech-409	166	32	preferences	preference	NOUN
futech-409	166	33	and	and	CCONJ
futech-409	166	34	behavioral	behavioral	ADJ
futech-409	166	35	outcomes	outcome	NOUN
futech-409	166	36	.	.	PUNCT
futech-409	167	1	the	the	DET
futech-409	167	2	visitor	visitor	NOUN
futech-409	167	3	population	population	NOUN
futech-409	167	4	demonstrates	demonstrate	VERB
futech-409	167	5	considerable	considerable	ADJ
futech-409	167	6	diversity	diversity	NOUN
futech-409	167	7	across	across	ADP
futech-409	167	8	age	age	NOUN
futech-409	167	9	groups	group	NOUN
futech-409	167	10	,	,	PUNCT
futech-409	167	11	with	with	ADP
futech-409	167	12	millennials	millennial	NOUN
futech-409	167	13	(	(	PUNCT
futech-409	167	14	ages	age	NOUN
futech-409	167	15	25	25	NUM
futech-409	167	16	-	-	SYM
futech-409	167	17	40	40	NUM
futech-409	167	18	)	)	PUNCT
futech-409	167	19	comprising	comprise	VERB
futech-409	167	20	42.3	42.3	NUM
futech-409	167	21	%	%	NOUN
futech-409	167	22	of	of	ADP
futech-409	167	23	the	the	DET
futech-409	167	24	sample	sample	NOUN
futech-409	167	25	,	,	PUNCT
futech-409	167	26	followed	follow	VERB
futech-409	167	27	by	by	ADP
futech-409	167	28	generation	generation	NOUN
futech-409	167	29	x	x	SYM
futech-409	167	30	(	(	PUNCT
futech-409	167	31	ages	age	NOUN
futech-409	167	32	41	41	NUM
futech-409	167	33	-	-	SYM
futech-409	167	34	56	56	NUM
futech-409	167	35	)	)	PUNCT
futech-409	167	36	at	at	ADP
futech-409	167	37	28.7	28.7	NUM
futech-409	167	38	%	%	NOUN
futech-409	167	39	,	,	PUNCT
futech-409	167	40	and	and	CCONJ
futech-409	167	41	generation	generation	NOUN
futech-409	167	42	z	z	NOUN
futech-409	167	43	(	(	PUNCT
futech-409	167	44	ages	age	NOUN
futech-409	167	45	18	18	NUM
futech-409	167	46	-	-	SYM
futech-409	167	47	24	24	NUM
futech-409	167	48	)	)	PUNCT
futech-409	167	49	representing	represent	VERB
futech-409	167	50	19.2	19.2	NUM
futech-409	167	51	%	%	NOUN
futech-409	167	52	of	of	ADP
futech-409	167	53	visitors	visitor	NOUN
futech-409	167	54	.	.	PUNCT
futech-409	168	1	international	international	ADJ
futech-409	168	2	tourists	tourist	NOUN
futech-409	168	3	account	account	VERB
futech-409	168	4	for	for	ADP
futech-409	168	5	34.8	34.8	NUM
futech-409	168	6	%	%	NOUN
futech-409	168	7	of	of	ADP
futech-409	168	8	the	the	DET
futech-409	168	9	total	total	ADJ
futech-409	168	10	sample	sample	NOUN
futech-409	168	11	,	,	PUNCT
futech-409	168	12	with	with	ADP
futech-409	168	13	domestic	domestic	ADJ
futech-409	168	14	chinese	chinese	ADJ
futech-409	168	15	visitors	visitor	NOUN
futech-409	168	16	comprising	comprise	VERB
futech-409	168	17	the	the	DET
futech-409	168	18	remaining	remain	VERB
futech-409	168	19	65.2	65.2	NUM
futech-409	168	20	%	%	NOUN
futech-409	168	21	,	,	PUNCT
futech-409	168	22	indicating	indicate	VERB
futech-409	168	23	the	the	DET
futech-409	168	24	site	site	NOUN
futech-409	168	25	's	's	PART
futech-409	168	26	dual	dual	ADJ
futech-409	168	27	appeal	appeal	NOUN
futech-409	168	28	to	to	ADP
futech-409	168	29	both	both	PRON
futech-409	168	30	local	local	ADJ
futech-409	168	31	heritage	heritage	NOUN
futech-409	168	32	enthusiasts	enthusiast	NOUN
futech-409	168	33	and	and	CCONJ
futech-409	168	34	global	global	ADJ
futech-409	168	35	cultural	cultural	ADJ
futech-409	168	36	tourists	tourist	NOUN
futech-409	168	37	.	.	PUNCT
futech-409	169	1	geographic	geographic	ADJ
futech-409	169	2	distribution	distribution	NOUN
futech-409	169	3	analysis	analysis	NOUN
futech-409	169	4	reveals	reveal	VERB
futech-409	169	5	that	that	SCONJ
futech-409	169	6	domestic	domestic	ADJ
futech-409	169	7	visitors	visitor	NOUN
futech-409	169	8	predominantly	predominantly	ADV
futech-409	169	9	originate	originate	VERB
futech-409	169	10	from	from	ADP
futech-409	169	11	major	major	ADJ
futech-409	169	12	metropolitan	metropolitan	ADJ
futech-409	169	13	areas	area	NOUN
futech-409	169	14	,	,	PUNCT
futech-409	169	15	with	with	ADP
futech-409	169	16	beijing	beijing	PROPN
futech-409	169	17	(	(	PUNCT
futech-409	169	18	18.4	18.4	NUM
futech-409	169	19	%	%	NOUN
futech-409	169	20	)	)	PUNCT
futech-409	169	21	,	,	PUNCT
futech-409	169	22	shanghai	shanghai	PROPN
futech-409	169	23	(	(	PUNCT
futech-409	169	24	15.7	15.7	NUM
futech-409	169	25	%	%	NOUN
futech-409	169	26	)	)	PUNCT
futech-409	169	27	,	,	PUNCT
futech-409	169	28	and	and	CCONJ
futech-409	169	29	guangzhou	guangzhou	PROPN
futech-409	169	30	(	(	PUNCT
futech-409	169	31	12.3	12.3	NUM
futech-409	169	32	%	%	NOUN
futech-409	169	33	)	)	PUNCT
futech-409	169	34	representing	represent	VERB
futech-409	169	35	the	the	DET
futech-409	169	36	highest	high	ADJ
futech-409	169	37	proportions	proportion	NOUN
futech-409	169	38	.	.	PUNCT
futech-409	170	1	international	international	ADJ
futech-409	170	2	visitors	visitor	NOUN
futech-409	170	3	demonstrate	demonstrate	VERB
futech-409	170	4	global	global	ADJ
futech-409	170	5	reach	reach	NOUN
futech-409	170	6	,	,	PUNCT
futech-409	170	7	with	with	ADP
futech-409	170	8	the	the	DET
futech-409	170	9	united	united	PROPN
futech-409	170	10	states	states	PROPN
futech-409	170	11	(	(	PUNCT
futech-409	170	12	8.9	8.9	NUM
futech-409	170	13	%	%	NOUN
futech-409	170	14	)	)	PUNCT
futech-409	170	15	,	,	PUNCT
futech-409	170	16	germany	germany	PROPN
futech-409	170	17	(	(	PUNCT
futech-409	170	18	6.2	6.2	NUM
futech-409	170	19	%	%	NOUN
futech-409	170	20	)	)	PUNCT
futech-409	170	21	,	,	PUNCT
futech-409	170	22	japan	japan	PROPN
futech-409	170	23	(	(	PUNCT
futech-409	170	24	5.4	5.4	NUM
futech-409	170	25	%	%	NOUN
futech-409	170	26	)	)	PUNCT
futech-409	170	27	,	,	PUNCT
futech-409	170	28	and	and	CCONJ
futech-409	170	29	the	the	DET
futech-409	170	30	united	united	ADJ
futech-409	170	31	kingdom	kingdom	PROPN
futech-409	170	32	(	(	PUNCT
futech-409	170	33	4.7	4.7	NUM
futech-409	170	34	%	%	NOUN
futech-409	170	35	)	)	PUNCT
futech-409	170	36	constituting	constitute	VERB
futech-409	170	37	primary	primary	ADJ
futech-409	170	38	source	source	NOUN
futech-409	170	39	markets	market	NOUN
futech-409	170	40	.	.	PUNCT
futech-409	171	1	educational	educational	ADJ
futech-409	171	2	attainment	attainment	ADJ
futech-409	171	3	levels	level	NOUN
futech-409	171	4	indicate	indicate	VERB
futech-409	171	5	a	a	DET
futech-409	171	6	highly	highly	ADV
futech-409	171	7	educated	educate	VERB
futech-409	171	8	visitor	visitor	NOUN
futech-409	171	9	base	base	NOUN
futech-409	171	10	,	,	PUNCT
futech-409	171	11	with	with	ADP
futech-409	171	12	67.8	67.8	NUM
futech-409	171	13	%	%	NOUN
futech-409	171	14	holding	hold	VERB
futech-409	171	15	bachelor	bachelor	NOUN
futech-409	171	16	's	's	PART
futech-409	171	17	degrees	degree	NOUN
futech-409	171	18	or	or	CCONJ
futech-409	171	19	higher	high	ADJ
futech-409	171	20	,	,	PUNCT
futech-409	171	21	suggesting	suggest	VERB
futech-409	171	22	sophisticated	sophisticated	ADJ
futech-409	171	23	cultural	cultural	ADJ
futech-409	171	24	consumption	consumption	NOUN
futech-409	171	25	patterns	pattern	NOUN
futech-409	171	26	and	and	CCONJ
futech-409	171	27	elevated	elevated	ADJ
futech-409	171	28	expectations	expectation	NOUN
futech-409	171	29	for	for	ADP
futech-409	171	30	interpretive	interpretive	ADJ
futech-409	171	31	experiences	experience	NOUN
futech-409	171	32	.	.	PUNCT
futech-409	172	1	technology	technology	NOUN
futech-409	172	2	adoption	adoption	NOUN
futech-409	172	3	patterns	pattern	NOUN
futech-409	172	4	reveal	reveal	VERB
futech-409	172	5	significant	significant	ADJ
futech-409	172	6	generational	generational	ADJ
futech-409	172	7	differences	difference	NOUN
futech-409	172	8	in	in	ADP
futech-409	172	9	digital	digital	ADJ
futech-409	172	10	literacy	literacy	NOUN
futech-409	172	11	and	and	CCONJ
futech-409	172	12	platform	platform	NOUN
futech-409	172	13	preferences	preference	NOUN
futech-409	172	14	.	.	PUNCT
futech-409	173	1	smartphone	smartphone	NOUN
futech-409	173	2	ownership	ownership	NOUN
futech-409	173	3	reaches	reach	VERB
futech-409	173	4	98.7	98.7	NUM
futech-409	173	5	%	%	NOUN
futech-409	173	6	among	among	ADP
futech-409	173	7	all	all	DET
futech-409	173	8	respondents	respondent	NOUN
futech-409	173	9	,	,	PUNCT
futech-409	173	10	with	with	ADP
futech-409	173	11	social	social	ADJ
futech-409	173	12	media	medium	NOUN
futech-409	173	13	platform	platform	NOUN
futech-409	173	14	usage	usage	NOUN
futech-409	173	15	varying	vary	VERB
futech-409	173	16	substantially	substantially	ADV
futech-409	173	17	across	across	ADP
futech-409	173	18	demographic	demographic	ADJ
futech-409	173	19	segments	segment	NOUN
futech-409	173	20	.	.	PUNCT
futech-409	174	1	wechat	wechat	PROPN
futech-409	174	2	dominates	dominate	VERB
futech-409	174	3	among	among	ADP
futech-409	174	4	domestic	domestic	ADJ
futech-409	174	5	visitors	visitor	NOUN
futech-409	174	6	(	(	PUNCT
futech-409	174	7	94.3	94.3	NUM
futech-409	174	8	%	%	NOUN
futech-409	174	9	active	active	ADJ
futech-409	174	10	usage	usage	NOUN
futech-409	174	11	)	)	PUNCT
futech-409	174	12	,	,	PUNCT
futech-409	174	13	while	while	SCONJ
futech-409	174	14	instagram	instagram	PROPN
futech-409	174	15	(	(	PUNCT
futech-409	174	16	78.6	78.6	NUM
futech-409	174	17	%	%	NOUN
futech-409	174	18	)	)	PUNCT
futech-409	174	19	and	and	CCONJ
futech-409	174	20	facebook	facebook	NOUN
futech-409	174	21	(	(	PUNCT
futech-409	174	22	71.2	71.2	NUM
futech-409	174	23	%	%	NOUN
futech-409	174	24	)	)	PUNCT
futech-409	174	25	remain	remain	VERB
futech-409	174	26	prevalent	prevalent	ADJ
futech-409	174	27	among	among	ADP
futech-409	174	28	international	international	ADJ
futech-409	174	29	tourists	tourist	NOUN
futech-409	174	30	.	.	PUNCT
futech-409	175	1	advanced	advanced	ADJ
futech-409	175	2	technology	technology	NOUN
futech-409	175	3	comfort	comfort	NOUN
futech-409	175	4	levels	level	NOUN
futech-409	175	5	,	,	PUNCT
futech-409	175	6	measured	measure	VERB
futech-409	175	7	through	through	ADP
futech-409	175	8	a	a	DET
futech-409	175	9	validated	validate	VERB
futech-409	175	10	digital	digital	ADJ
futech-409	175	11	literacy	literacy	NOUN
futech-409	175	12	scale	scale	NOUN
futech-409	175	13	,	,	PUNCT
futech-409	175	14	demonstrate	demonstrate	NOUN
futech-409	175	15	mean	mean	VERB
futech-409	175	16	scores	score	NOUN
futech-409	175	17	of	of	ADP
futech-409	175	18	4.2	4.2	NUM
futech-409	175	19	out	out	ADP
futech-409	175	20	of	of	ADP
futech-409	175	21	5.0	5.0	NUM
futech-409	175	22	,	,	PUNCT
futech-409	175	23	indicating	indicate	VERB
futech-409	175	24	strong	strong	ADJ
futech-409	175	25	readiness	readiness	NOUN
futech-409	175	26	for	for	ADP
futech-409	175	27	ai	ai	ADV
futech-409	175	28	-	-	PUNCT
futech-409	175	29	enhanced	enhance	VERB
futech-409	175	30	cultural	cultural	ADJ
futech-409	175	31	communication	communication	NOUN
futech-409	175	32	interventions	intervention	NOUN
futech-409	175	33	.	.	PUNCT
futech-409	176	1	baseline	baseline	ADJ
futech-409	176	2	assessment	assessment	NOUN
futech-409	176	3	of	of	ADP
futech-409	176	4	existing	exist	VERB
futech-409	176	5	cultural	cultural	ADJ
futech-409	176	6	communication	communication	NOUN
futech-409	176	7	infrastructure	infrastructure	NOUN
futech-409	176	8	reveals	reveal	VERB
futech-409	176	9	significant	significant	ADJ
futech-409	176	10	gaps	gap	NOUN
futech-409	176	11	between	between	ADP
futech-409	176	12	visitor	visitor	NOUN
futech-409	176	13	expectations	expectation	NOUN
futech-409	176	14	and	and	CCONJ
futech-409	176	15	current	current	ADJ
futech-409	176	16	interpretive	interpretive	ADJ
futech-409	176	17	offerings	offering	NOUN
futech-409	176	18	,	,	PUNCT
futech-409	176	19	as	as	SCONJ
futech-409	176	20	detailed	detailed	ADJ
futech-409	176	21	in	in	ADP
futech-409	176	22	table	table	NOUN
futech-409	176	23	2	2	NUM
futech-409	176	24	.	.	PUNCT
futech-409	176	25	traditional	traditional	ADJ
futech-409	176	26	communication	communication	NOUN
futech-409	176	27	channels	channel	NOUN
futech-409	176	28	,	,	PUNCT
futech-409	176	29	including	include	VERB
futech-409	176	30	printed	print	VERB
futech-409	176	31	brochures	brochure	NOUN
futech-409	176	32	,	,	PUNCT
futech-409	176	33	static	static	ADJ
futech-409	176	34	signage	signage	NOUN
futech-409	176	35	,	,	PUNCT
futech-409	176	36	and	and	CCONJ
futech-409	176	37	guided	guide	VERB
futech-409	176	38	tours	tour	NOUN
futech-409	176	39	,	,	PUNCT
futech-409	176	40	remain	remain	VERB
futech-409	176	41	predominant	predominant	ADJ
futech-409	176	42	but	but	CCONJ
futech-409	176	43	demonstrate	demonstrate	VERB
futech-409	176	44	limited	limited	ADJ
futech-409	176	45	effectiveness	effectiveness	NOUN
futech-409	176	46	in	in	ADP
futech-409	176	47	engaging	engage	VERB
futech-409	176	48	contemporary	contemporary	ADJ
futech-409	176	49	visitors	visitor	NOUN
futech-409	176	50	seeking	seek	VERB
futech-409	176	51	interactive	interactive	ADJ
futech-409	176	52	and	and	CCONJ
futech-409	176	53	personalized	personalized	ADJ
futech-409	176	54	experiences	experience	NOUN
futech-409	176	55	.	.	PUNCT
futech-409	177	1	content	content	NOUN
futech-409	177	2	analysis	analysis	NOUN
futech-409	177	3	of	of	ADP
futech-409	177	4	existing	exist	VERB
futech-409	177	5	interpretive	interpretive	ADJ
futech-409	177	6	materials	material	NOUN
futech-409	177	7	identifies	identify	VERB
futech-409	177	8	historical	historical	ADJ
futech-409	177	9	accuracy	accuracy	NOUN
futech-409	177	10	strengths	strength	NOUN
futech-409	177	11	but	but	CCONJ
futech-409	177	12	reveals	reveal	VERB
futech-409	177	13	deficiencies	deficiency	NOUN
futech-409	177	14	in	in	ADP
futech-409	177	15	storytelling	storytelle	VERB
futech-409	177	16	engagement	engagement	NOUN
futech-409	177	17	,	,	PUNCT
futech-409	177	18	multimedia	multimedia	NOUN
futech-409	177	19	integration	integration	NOUN
futech-409	177	20	,	,	PUNCT
futech-409	177	21	and	and	CCONJ
futech-409	177	22	cross	cross	ADJ
futech-409	177	23	-	-	ADJ
futech-409	177	24	cultural	cultural	ADJ
futech-409	177	25	adaptation	adaptation	NOUN
futech-409	177	26	.	.	PUNCT
futech-409	178	1	visitor	visitor	NOUN
futech-409	178	2	feedback	feedback	NOUN
futech-409	178	3	analysis	analysis	NOUN
futech-409	178	4	through	through	ADP
futech-409	178	5	sentiment	sentiment	NOUN
futech-409	178	6	analysis	analysis	NOUN
futech-409	178	7	of	of	ADP
futech-409	178	8	8,947	8,947	NUM
futech-409	178	9	online	online	ADJ
futech-409	178	10	reviews	review	NOUN
futech-409	178	11	and	and	CCONJ
futech-409	178	12	survey	survey	NOUN
futech-409	178	13	responses	response	NOUN
futech-409	178	14	reveals	reveal	VERB
futech-409	178	15	consistent	consistent	ADJ
futech-409	178	16	themes	theme	NOUN
futech-409	178	17	regarding	regard	VERB
futech-409	178	18	communication	communication	NOUN
futech-409	178	19	effectiveness	effectiveness	NOUN
futech-409	178	20	challenges	challenge	NOUN
futech-409	178	21	.	.	PUNCT
futech-409	179	1	language	language	NOUN
futech-409	179	2	accessibility	accessibility	NOUN
futech-409	179	3	emerges	emerge	VERB
futech-409	179	4	as	as	ADP
futech-409	179	5	a	a	DET
futech-409	179	6	critical	critical	ADJ
futech-409	179	7	barrier	barrier	NOUN
futech-409	179	8	,	,	PUNCT
futech-409	179	9	with	with	ADP
futech-409	179	10	67.3	67.3	NUM
futech-409	179	11	%	%	NOUN
futech-409	179	12	of	of	ADP
futech-409	179	13	international	international	ADJ
futech-409	179	14	visitors	visitor	NOUN
futech-409	179	15	reporting	report	VERB
futech-409	179	16	difficulty	difficulty	NOUN
futech-409	179	17	accessing	access	VERB
futech-409	179	18	comprehensive	comprehensive	ADJ
futech-409	179	19	english	english	ADJ
futech-409	179	20	-	-	PUNCT
futech-409	179	21	language	language	NOUN
futech-409	179	22	interpretive	interpretive	ADJ
futech-409	179	23	content	content	NOUN
futech-409	179	24	.	.	PUNCT
futech-409	180	1	cultural	cultural	ADJ
futech-409	180	2	contextualization	contextualization	NOUN
futech-409	180	3	gaps	gap	NOUN
futech-409	180	4	affect	affect	VERB
futech-409	180	5	54.8	54.8	NUM
futech-409	180	6	%	%	NOUN
futech-409	180	7	of	of	ADP
futech-409	180	8	respondents	respondent	NOUN
futech-409	180	9	,	,	PUNCT
futech-409	180	10	who	who	PRON
futech-409	180	11	express	express	VERB
futech-409	180	12	desire	desire	NOUN
futech-409	180	13	for	for	ADP
futech-409	180	14	enhanced	enhanced	ADJ
futech-409	180	15	understanding	understanding	NOUN
futech-409	180	16	of	of	ADP
futech-409	180	17	historical	historical	ADJ
futech-409	180	18	significance	significance	NOUN
futech-409	180	19	and	and	CCONJ
futech-409	180	20	contemporary	contemporary	ADJ
futech-409	180	21	relevance	relevance	NOUN
futech-409	180	22	of	of	ADP
futech-409	180	23	great	great	ADJ
futech-409	180	24	wall	wall	NOUN
futech-409	180	25	heritage	heritage	NOUN
futech-409	180	26	.	.	PUNCT
futech-409	181	1	4.2	4.2	NUM
futech-409	181	2	ai	ai	NOUN
futech-409	181	3	-	-	PUNCT
futech-409	181	4	based	base	VERB
futech-409	181	5	behavior	behavior	NOUN
futech-409	181	6	analysis	analysis	NOUN
futech-409	181	7	results	result	VERB
futech-409	181	8	machine	machine	NOUN
futech-409	181	9	learning	learn	VERB
futech-409	181	10	clustering	cluster	VERB
futech-409	181	11	analysis	analysis	NOUN
futech-409	181	12	employing	employ	VERB
futech-409	181	13	k	k	NOUN
futech-409	181	14	-	-	PUNCT
futech-409	181	15	means	means	NOUN
futech-409	181	16	and	and	CCONJ
futech-409	181	17	dbscan	dbscan	ADJ
futech-409	181	18	algorithms	algorithm	NOUN
futech-409	181	19	successfully	successfully	ADV
futech-409	181	20	identified	identify	VERB
futech-409	181	21	five	five	NUM
futech-409	181	22	distinct	distinct	ADJ
futech-409	181	23	tourist	tourist	NOUN
futech-409	181	24	behavioral	behavioral	ADJ
futech-409	181	25	segments	segment	NOUN
futech-409	181	26	with	with	ADP
futech-409	181	27	significantly	significantly	ADV
futech-409	181	28	different	different	ADJ
futech-409	181	29	visitation	visitation	NOUN
futech-409	181	30	patterns	pattern	NOUN
futech-409	181	31	,	,	PUNCT
futech-409	181	32	preferences	preference	NOUN
futech-409	181	33	,	,	PUNCT
futech-409	181	34	and	and	CCONJ
futech-409	181	35	cultural	cultural	ADJ
futech-409	181	36	engagement	engagement	NOUN
futech-409	181	37	characteristics	characteristic	NOUN
futech-409	181	38	,	,	PUNCT
futech-409	181	39	as	as	SCONJ
futech-409	181	40	shown	show	VERB
futech-409	181	41	in	in	ADP
futech-409	181	42	figure	figure	NOUN
futech-409	181	43	4	4	NUM
futech-409	181	44	.	.	PUNCT
futech-409	181	45	heritage	heritage	NOUN
futech-409	181	46	enthusiasts	enthusiast	NOUN
futech-409	181	47	(	(	PUNCT
futech-409	181	48	28.7	28.7	NUM
futech-409	181	49	%	%	NOUN
futech-409	181	50	of	of	ADP
futech-409	181	51	visitors	visitor	NOUN
futech-409	181	52	)	)	PUNCT
futech-409	181	53	defining	define	VERB
futech-409	181	54	characteristics	characteristic	NOUN
futech-409	181	55	:	:	PUNCT
futech-409	181	56	extended	extended	ADJ
futech-409	181	57	site	site	NOUN
futech-409	181	58	visits	visit	NOUN
futech-409	181	59	with	with	ADP
futech-409	181	60	systematic	systematic	ADJ
futech-409	181	61	exploration	exploration	NOUN
futech-409	181	62	patterns	pattern	NOUN
futech-409	181	63	,	,	PUNCT
futech-409	181	64	high	high	ADJ
futech-409	181	65	engagement	engagement	NOUN
futech-409	181	66	with	with	ADP
futech-409	181	67	historical	historical	ADJ
futech-409	181	68	narratives	narrative	NOUN
futech-409	181	69	,	,	PUNCT
futech-409	181	70	preference	preference	NOUN
futech-409	181	71	for	for	ADP
futech-409	181	72	detailed	detailed	ADJ
futech-409	181	73	interpretive	interpretive	ADJ
futech-409	181	74	content	content	NOUN
futech-409	181	75	,	,	PUNCT
futech-409	181	76	strong	strong	ADJ
futech-409	181	77	cultural	cultural	ADJ
futech-409	181	78	knowledge	knowledge	NOUN
futech-409	181	79	acquisition	acquisition	NOUN
futech-409	181	80	,	,	PUNCT
futech-409	181	81	and	and	CCONJ
futech-409	181	82	frequent	frequent	ADJ
futech-409	181	83	interaction	interaction	NOUN
futech-409	181	84	with	with	ADP
futech-409	181	85	interpretive	interpretive	ADJ
futech-409	181	86	staff	staff	NOUN
futech-409	181	87	.	.	PUNCT
futech-409	182	1	classification	classification	NOUN
futech-409	182	2	thresholds	threshold	NOUN
futech-409	182	3	:	:	PUNCT
futech-409	182	4	•	•	NUM
futech-409	182	5	dwell	dwell	NOUN
futech-409	182	6	time	time	NOUN
futech-409	182	7	:	:	PUNCT
futech-409	182	8	≥3.5	≥3.5	NUM
futech-409	182	9	hours	hour	NOUN
futech-409	182	10	(	(	PUNCT
futech-409	182	11	typical	typical	ADJ
futech-409	182	12	range	range	NOUN
futech-409	182	13	:	:	PUNCT
futech-409	182	14	3.5	3.5	NUM
futech-409	182	15	-	-	SYM
futech-409	182	16	5.2	5.2	NUM
futech-409	182	17	hours	hour	NOUN
futech-409	182	18	)	)	PUNCT
futech-409	182	19	•	•	NOUN
futech-409	182	20	cultural	cultural	ADJ
futech-409	182	21	engagement	engagement	NOUN
futech-409	182	22	score	score	NOUN
futech-409	182	23	:	:	PUNCT
futech-409	182	24	≥4.0/5.0	≥4.0/5.0	PROPN
futech-409	182	25	(	(	PUNCT
futech-409	182	26	typical	typical	ADJ
futech-409	182	27	range	range	NOUN
futech-409	182	28	:	:	PUNCT
futech-409	182	29	4.05.0	4.05.0	NUM
futech-409	182	30	)	)	PUNCT
futech-409	182	31	•	•	ADP
futech-409	182	32	interpretive	interpretive	ADJ
futech-409	182	33	content	content	NOUN
futech-409	182	34	usage	usage	NOUN
futech-409	182	35	:	:	PUNCT
futech-409	182	36	≥80	≥80	NUM
futech-409	182	37	%	%	NOUN
futech-409	182	38	(	(	PUNCT
futech-409	182	39	typical	typical	ADJ
futech-409	182	40	range	range	NOUN
futech-409	182	41	:	:	PUNCT
futech-409	182	42	80	80	NUM
futech-409	182	43	-	-	SYM
futech-409	182	44	95	95	NUM
futech-409	182	45	%	%	NOUN
futech-409	182	46	)	)	PUNCT
futech-409	182	47	•	•	ADP
futech-409	182	48	educational	educational	ADJ
futech-409	182	49	content	content	NOUN
futech-409	182	50	preference	preference	NOUN
futech-409	182	51	:	:	PUNCT
futech-409	182	52	≥75	≥75	NOUN
futech-409	182	53	%	%	NOUN
futech-409	182	54	time	time	NOUN
futech-409	182	55	allocation	allocation	NOUN
futech-409	182	56	•	•	NOUN
futech-409	182	57	staff	staff	NOUN
futech-409	182	58	interaction	interaction	NOUN
futech-409	182	59	frequency	frequency	NOUN
futech-409	182	60	:	:	PUNCT
futech-409	183	1	≥3	≥3	VERB
futech-409	183	2	interactions	interaction	NOUN
futech-409	183	3	per	per	ADP
futech-409	183	4	visit	visit	NOUN
futech-409	183	5	behavioral	behavioral	ADJ
futech-409	183	6	patterns	pattern	NOUN
futech-409	183	7	:	:	PUNCT
futech-409	183	8	systematic	systematic	ADJ
futech-409	183	9	navigation	navigation	NOUN
futech-409	183	10	through	through	ADP
futech-409	183	11	interpretive	interpretive	ADJ
futech-409	183	12	stations	station	NOUN
futech-409	183	13	,	,	PUNCT
futech-409	183	14	extended	extend	VERB
futech-409	183	15	engagement	engagement	NOUN
futech-409	183	16	at	at	ADP
futech-409	183	17	historically	historically	ADV
futech-409	183	18	significant	significant	ADJ
futech-409	183	19	locations	location	NOUN
futech-409	183	20	,	,	PUNCT
futech-409	183	21	preference	preference	NOUN
futech-409	183	22	for	for	ADP
futech-409	183	23	guided	guide	VERB
futech-409	183	24	tours	tour	NOUN
futech-409	183	25	and	and	CCONJ
futech-409	183	26	detailed	detailed	ADJ
futech-409	183	27	explanations	explanation	NOUN
futech-409	183	28	,	,	PUNCT
futech-409	183	29	high	high	ADJ
futech-409	183	30	satisfaction	satisfaction	NOUN
futech-409	183	31	with	with	ADP
futech-409	183	32	educational	educational	ADJ
futech-409	183	33	content	content	NOUN
futech-409	183	34	quality	quality	NOUN
futech-409	183	35	(	(	PUNCT
futech-409	183	36	4.12/5.0	4.12/5.0	NUM
futech-409	183	37	average	average	ADJ
futech-409	183	38	)	)	PUNCT
futech-409	183	39	.	.	PUNCT
futech-409	184	1	cultural	cultural	ADJ
futech-409	184	2	explorers	explorer	NOUN
futech-409	184	3	(	(	PUNCT
futech-409	184	4	23.4	23.4	NUM
futech-409	184	5	%	%	NOUN
futech-409	184	6	of	of	ADP
futech-409	184	7	visitors	visitor	NOUN
futech-409	184	8	)	)	PUNCT
futech-409	184	9	defining	define	VERB
futech-409	184	10	characteristics	characteristic	NOUN
futech-409	184	11	:	:	PUNCT
futech-409	184	12	moderate	moderate	ADJ
futech-409	184	13	visit	visit	NOUN
futech-409	184	14	duration	duration	NOUN
futech-409	184	15	with	with	ADP
futech-409	184	16	focus	focus	NOUN
futech-409	184	17	on	on	ADP
futech-409	184	18	photographic	photographic	ADJ
futech-409	184	19	opportunities	opportunity	NOUN
futech-409	184	20	,	,	PUNCT
futech-409	184	21	high	high	ADJ
futech-409	184	22	social	social	ADJ
futech-409	184	23	media	medium	NOUN
futech-409	184	24	engagement	engagement	NOUN
futech-409	184	25	,	,	PUNCT
futech-409	184	26	preference	preference	NOUN
futech-409	184	27	for	for	ADP
futech-409	184	28	visually	visually	ADV
futech-409	184	29	appealing	appealing	ADJ
futech-409	184	30	locations	location	NOUN
futech-409	184	31	,	,	PUNCT
futech-409	184	32	interest	interest	NOUN
futech-409	184	33	in	in	ADP
futech-409	184	34	shareable	shareable	ADJ
futech-409	184	35	cultural	cultural	ADJ
futech-409	184	36	stories	story	NOUN
futech-409	184	37	,	,	PUNCT
futech-409	184	38	and	and	CCONJ
futech-409	184	39	balanced	balanced	ADJ
futech-409	184	40	learningentertainment	learningentertainment	NOUN
futech-409	184	41	approach	approach	NOUN
futech-409	184	42	.	.	PUNCT
futech-409	185	1	•	•	NOUN
futech-409	185	2	classification	classification	NOUN
futech-409	185	3	thresholds	threshold	NOUN
futech-409	185	4	:	:	PUNCT
futech-409	185	5	•	•	NUM
futech-409	185	6	dwell	dwell	NOUN
futech-409	185	7	time	time	NOUN
futech-409	185	8	:	:	PUNCT
futech-409	185	9	2.0	2.0	NUM
futech-409	185	10	-	-	SYM
futech-409	185	11	3.5	3.5	NUM
futech-409	185	12	hours	hour	NOUN
futech-409	185	13	•	•	ADP
futech-409	185	14	social	social	ADJ
futech-409	185	15	media	medium	NOUN
futech-409	185	16	activity	activity	NOUN
futech-409	185	17	:	:	PUNCT
futech-409	185	18	≥70	≥70	NUM
futech-409	185	19	%	%	NOUN
futech-409	185	20	(	(	PUNCT
futech-409	185	21	typical	typical	ADJ
futech-409	185	22	range	range	NOUN
futech-409	185	23	:	:	PUNCT
futech-409	185	24	70	70	NUM
futech-409	185	25	-	-	SYM
futech-409	185	26	85	85	NUM
futech-409	185	27	%	%	NOUN
futech-409	185	28	)	)	PUNCT
futech-409	185	29	•	•	NOUN
futech-409	185	30	photo	photo	NOUN
futech-409	185	31	/	/	SYM
futech-409	185	32	video	video	NOUN
futech-409	185	33	creation	creation	NOUN
futech-409	185	34	:	:	PUNCT
futech-409	185	35	≥65	≥65	NUM
futech-409	185	36	%	%	NOUN
futech-409	185	37	(	(	PUNCT
futech-409	185	38	typical	typical	ADJ
futech-409	185	39	range	range	NOUN
futech-409	185	40	:	:	PUNCT
futech-409	185	41	65	65	NUM
futech-409	185	42	-	-	SYM
futech-409	185	43	80	80	NUM
futech-409	185	44	%	%	NOUN
futech-409	185	45	)	)	PUNCT
futech-409	185	46	•	•	ADP
futech-409	185	47	content	content	NOUN
futech-409	185	48	sharing	sharing	NOUN
futech-409	185	49	rate	rate	NOUN
futech-409	185	50	:	:	PUNCT
futech-409	185	51	≥60	≥60	PRON
futech-409	185	52	%	%	NOUN
futech-409	185	53	of	of	ADP
futech-409	185	54	captured	capture	VERB
futech-409	185	55	content	content	NOUN
futech-409	185	56	•	•	ADP
futech-409	185	57	visual	visual	ADJ
futech-409	185	58	content	content	NOUN
futech-409	185	59	preference	preference	NOUN
futech-409	185	60	:	:	PUNCT
futech-409	185	61	≥80	≥80	NUM
futech-409	185	62	%	%	NOUN
futech-409	185	63	engagement	engagement	NOUN
futech-409	185	64	with	with	ADP
futech-409	185	65	multimedia	multimedia	NOUN
futech-409	185	66	materials	material	NOUN
futech-409	185	67	table	table	NOUN
futech-409	185	68	2	2	NUM
futech-409	185	69	.	.	PUNCT
futech-409	186	1	current	current	ADJ
futech-409	186	2	cultural	cultural	ADJ
futech-409	186	3	communication	communication	NOUN
futech-409	186	4	channel	channel	NOUN
futech-409	186	5	assessment	assessment	NOUN
futech-409	186	6	and	and	CCONJ
futech-409	186	7	performance	performance	NOUN
futech-409	186	8	metrics	metric	NOUN
futech-409	186	9	communication	communication	NOUN
futech-409	186	10	channel	channel	NOUN
futech-409	186	11	usage	usage	NOUN
futech-409	186	12	rate	rate	NOUN
futech-409	186	13	(	(	PUNCT
futech-409	186	14	%	%	INTJ
futech-409	186	15	)	)	PUNCT
futech-409	186	16	satisfaction	satisfaction	NOUN
futech-409	186	17	score	score	NOUN
futech-409	186	18	(	(	PUNCT
futech-409	186	19	1	1	NUM
futech-409	186	20	-	-	SYM
futech-409	186	21	5	5	NUM
futech-409	186	22	)	)	PUNCT
futech-409	186	23	effectiveness	effectiveness	NOUN
futech-409	186	24	rating	rating	NOUN
futech-409	186	25	improvement	improvement	NOUN
futech-409	186	26	priority	priority	NOUN
futech-409	186	27	printed	print	VERB
futech-409	186	28	brochures	brochure	NOUN
futech-409	186	29	78.4	78.4	NUM
futech-409	186	30	2.3	2.3	NUM
futech-409	186	31	low	low	ADJ
futech-409	186	32	high	high	ADJ
futech-409	186	33	static	static	ADJ
futech-409	186	34	signage	signage	NOUN
futech-409	186	35	92.1	92.1	NUM
futech-409	186	36	2.7	2.7	NUM
futech-409	186	37	medium	medium	ADJ
futech-409	186	38	-	-	PUNCT
futech-409	186	39	low	low	ADJ
futech-409	186	40	high	high	ADJ
futech-409	186	41	audio	audio	NOUN
futech-409	186	42	guides	guide	NOUN
futech-409	186	43	45.2	45.2	NUM
futech-409	186	44	3.1	3.1	NUM
futech-409	186	45	medium	medium	NOUN
futech-409	186	46	medium	medium	NOUN
futech-409	186	47	guided	guide	VERB
futech-409	186	48	tours	tour	NOUN
futech-409	186	49	56.8	56.8	NUM
futech-409	186	50	3.8	3.8	NUM
futech-409	186	51	medium	medium	ADJ
futech-409	186	52	-	-	PUNCT
futech-409	186	53	high	high	ADJ
futech-409	186	54	medium	medium	ADJ
futech-409	186	55	mobile	mobile	ADJ
futech-409	186	56	apps	app	NOUN
futech-409	186	57	23.7	23.7	NUM
futech-409	186	58	2.9	2.9	NUM
futech-409	186	59	medium	medium	ADJ
futech-409	186	60	-	-	PUNCT
futech-409	186	61	low	low	ADJ
futech-409	186	62	high	high	ADJ
futech-409	186	63	interactive	interactive	ADJ
futech-409	186	64	displays	display	NOUN
futech-409	186	65	15.3	15.3	NUM
futech-409	186	66	4.2	4.2	NUM
futech-409	186	67	high	high	ADJ
futech-409	186	68	low	low	ADJ
futech-409	186	69	qr	qr	PROPN
futech-409	186	70	code	code	NOUN
futech-409	186	71	information	information	NOUN
futech-409	186	72	34.6	34.6	NUM
futech-409	186	73	3.2	3.2	NUM
futech-409	186	74	medium	medium	NOUN
futech-409	186	75	medium	medium	ADJ
futech-409	186	76	social	social	ADJ
futech-409	186	77	media	medium	NOUN
futech-409	186	78	integration	integration	NOUN
futech-409	186	79	12.4	12.4	NUM
futech-409	186	80	3.7	3.7	NUM
futech-409	186	81	medium	medium	ADJ
futech-409	186	82	-	-	PUNCT
futech-409	186	83	high	high	ADJ
futech-409	186	84	medium	medium	NOUN
futech-409	186	85	x.	x.	NOUN
futech-409	186	86	hou	hou	PROPN
futech-409	186	87	&	&	CCONJ
futech-409	186	88	z.paidi	z.paidi	PROPN
futech-409	186	89	/future	/future	PUNCT
futech-409	186	90	technology	technology	PROPN
futech-409	186	91	november	november	PROPN
futech-409	186	92	2025|	2025|	NUM
futech-409	187	1	volume	volume	NOUN
futech-409	187	2	04	04	NUM
futech-409	188	1	|	|	ADV
futech-409	188	2	issue	issue	VERB
futech-409	188	3	04	04	NUM
futech-409	189	1	|	|	CCONJ
futech-409	189	2	pages	page	NOUN
futech-409	189	3	43	43	NUM
futech-409	189	4	-	-	SYM
futech-409	189	5	58	58	NUM
futech-409	189	6	51	51	NUM
futech-409	189	7	behavioral	behavioral	ADJ
futech-409	189	8	patterns	pattern	NOUN
futech-409	189	9	:	:	PUNCT
futech-409	189	10	strategic	strategic	ADJ
futech-409	189	11	positioning	positioning	NOUN
futech-409	189	12	at	at	ADP
futech-409	189	13	photogenic	photogenic	ADJ
futech-409	189	14	locations	location	NOUN
futech-409	189	15	,	,	PUNCT
futech-409	189	16	moderate	moderate	ADJ
futech-409	189	17	engagement	engagement	NOUN
futech-409	189	18	with	with	ADP
futech-409	189	19	cultural	cultural	ADJ
futech-409	189	20	narratives	narrative	NOUN
futech-409	189	21	,	,	PUNCT
futech-409	189	22	preference	preference	NOUN
futech-409	189	23	for	for	ADP
futech-409	189	24	interactive	interactive	ADJ
futech-409	189	25	and	and	CCONJ
futech-409	189	26	multimedia	multimedia	NOUN
futech-409	189	27	content	content	NOUN
futech-409	189	28	,	,	PUNCT
futech-409	189	29	satisfaction	satisfaction	NOUN
futech-409	189	30	score	score	NOUN
futech-409	189	31	of	of	ADP
futech-409	189	32	3.8/5.0	3.8/5.0	NUM
futech-409	189	33	with	with	ADP
futech-409	189	34	emphasis	emphasis	NOUN
futech-409	189	35	on	on	ADP
futech-409	189	36	visual	visual	ADJ
futech-409	189	37	appeal	appeal	NOUN
futech-409	189	38	.	.	PUNCT
futech-409	190	1	adventure	adventure	NOUN
futech-409	190	2	seekers	seeker	NOUN
futech-409	190	3	(	(	PUNCT
futech-409	190	4	19.8	19.8	NUM
futech-409	190	5	%	%	NOUN
futech-409	190	6	of	of	ADP
futech-409	190	7	visitors	visitor	NOUN
futech-409	190	8	)	)	PUNCT
futech-409	190	9	defining	define	VERB
futech-409	190	10	characteristics	characteristic	NOUN
futech-409	190	11	:	:	PUNCT
futech-409	190	12	primary	primary	ADJ
futech-409	190	13	focus	focus	NOUN
futech-409	190	14	on	on	ADP
futech-409	190	15	hiking	hiking	NOUN
futech-409	190	16	and	and	CCONJ
futech-409	190	17	physical	physical	ADJ
futech-409	190	18	exploration	exploration	NOUN
futech-409	190	19	,	,	PUNCT
futech-409	190	20	linear	linear	ADJ
futech-409	190	21	movement	movement	NOUN
futech-409	190	22	patterns	pattern	NOUN
futech-409	190	23	along	along	ADP
futech-409	190	24	designated	designate	VERB
futech-409	190	25	trails	trail	NOUN
futech-409	190	26	,	,	PUNCT
futech-409	190	27	minimal	minimal	ADJ
futech-409	190	28	engagement	engagement	NOUN
futech-409	190	29	with	with	ADP
futech-409	190	30	interpretive	interpretive	ADJ
futech-409	190	31	materials	material	NOUN
futech-409	190	32	,	,	PUNCT
futech-409	190	33	interest	interest	NOUN
futech-409	190	34	in	in	ADP
futech-409	190	35	physical	physical	ADJ
futech-409	190	36	challenges	challenge	NOUN
futech-409	190	37	,	,	PUNCT
futech-409	190	38	and	and	CCONJ
futech-409	190	39	preference	preference	NOUN
futech-409	190	40	for	for	ADP
futech-409	190	41	outdoor	outdoor	ADJ
futech-409	190	42	experiences	experience	NOUN
futech-409	190	43	.	.	PUNCT
futech-409	191	1	•	•	NUM
futech-409	191	2	classification	classification	NOUN
futech-409	191	3	thresholds	threshold	NOUN
futech-409	191	4	:	:	PUNCT
futech-409	191	5	•	•	NUM
futech-409	191	6	physical	physical	ADJ
futech-409	191	7	activity	activity	NOUN
futech-409	191	8	focus	focus	NOUN
futech-409	191	9	:	:	PUNCT
futech-409	191	10	≥85	≥85	NOUN
futech-409	191	11	%	%	NOUN
futech-409	191	12	(	(	PUNCT
futech-409	191	13	typical	typical	ADJ
futech-409	191	14	range	range	NOUN
futech-409	191	15	:	:	PUNCT
futech-409	191	16	85	85	NUM
futech-409	191	17	-	-	SYM
futech-409	191	18	95	95	NUM
futech-409	191	19	%	%	NOUN
futech-409	191	20	)	)	PUNCT
futech-409	191	21	•	•	ADP
futech-409	191	22	cultural	cultural	ADJ
futech-409	191	23	engagement	engagement	NOUN
futech-409	191	24	score	score	NOUN
futech-409	191	25	:	:	PUNCT
futech-409	191	26	≤3.0/5.0	≤3.0/5.0	PROPN
futech-409	191	27	(	(	PUNCT
futech-409	191	28	typical	typical	ADJ
futech-409	191	29	range	range	NOUN
futech-409	191	30	:	:	PUNCT
futech-409	191	31	2.03.0	2.03.0	NUM
futech-409	191	32	)	)	PUNCT
futech-409	191	33	•	•	NUM
futech-409	191	34	trail	trail	NOUN
futech-409	191	35	completion	completion	NOUN
futech-409	191	36	rate	rate	NOUN
futech-409	191	37	:	:	PUNCT
futech-409	191	38	≥80	≥80	NUM
futech-409	191	39	%	%	NOUN
futech-409	191	40	(	(	PUNCT
futech-409	191	41	typical	typical	ADJ
futech-409	191	42	range	range	NOUN
futech-409	191	43	:	:	PUNCT
futech-409	191	44	80	80	NUM
futech-409	191	45	-	-	SYM
futech-409	191	46	95	95	NUM
futech-409	191	47	%	%	NOUN
futech-409	191	48	)	)	PUNCT
futech-409	191	49	•	•	NOUN
futech-409	191	50	interpretive	interpretive	ADJ
futech-409	191	51	material	material	NOUN
futech-409	191	52	usage	usage	NOUN
futech-409	191	53	:	:	PUNCT
futech-409	191	54	≤40	≤40	ADJ
futech-409	191	55	%	%	NOUN
futech-409	191	56	•	•	ADJ
futech-409	191	57	outdoor	outdoor	ADJ
futech-409	191	58	experience	experience	NOUN
futech-409	191	59	preference	preference	NOUN
futech-409	191	60	:	:	PUNCT
futech-409	191	61	≥90	≥90	NUM
futech-409	191	62	%	%	NOUN
futech-409	191	63	behavioral	behavioral	ADJ
futech-409	191	64	patterns	pattern	NOUN
futech-409	191	65	:	:	PUNCT
futech-409	191	66	linear	linear	ADJ
futech-409	191	67	movement	movement	NOUN
futech-409	191	68	patterns	pattern	NOUN
futech-409	191	69	focused	focus	VERB
futech-409	191	70	on	on	ADP
futech-409	191	71	trail	trail	NOUN
futech-409	191	72	completion	completion	NOUN
futech-409	191	73	,	,	PUNCT
futech-409	191	74	minimal	minimal	ADJ
futech-409	191	75	stops	stop	NOUN
futech-409	191	76	at	at	ADP
futech-409	191	77	interpretive	interpretive	ADJ
futech-409	191	78	stations	station	NOUN
futech-409	191	79	,	,	PUNCT
futech-409	191	80	preference	preference	NOUN
futech-409	191	81	for	for	ADP
futech-409	191	82	physical	physical	ADJ
futech-409	191	83	challenges	challenge	NOUN
futech-409	191	84	over	over	ADP
futech-409	191	85	cultural	cultural	ADJ
futech-409	191	86	learning	learning	NOUN
futech-409	191	87	,	,	PUNCT
futech-409	191	88	satisfaction	satisfaction	NOUN
futech-409	191	89	score	score	NOUN
futech-409	191	90	of	of	ADP
futech-409	191	91	3.9/5.0	3.9/5.0	NUM
futech-409	191	92	with	with	ADP
futech-409	191	93	emphasis	emphasis	NOUN
futech-409	191	94	on	on	ADP
futech-409	191	95	outdoor	outdoor	ADJ
futech-409	191	96	adventure	adventure	NOUN
futech-409	191	97	.	.	PUNCT
futech-409	192	1	quick	quick	ADJ
futech-409	192	2	visitors	visitor	NOUN
futech-409	192	3	(	(	PUNCT
futech-409	192	4	16.2	16.2	NUM
futech-409	192	5	%	%	NOUN
futech-409	192	6	of	of	ADP
futech-409	192	7	visitors	visitor	NOUN
futech-409	192	8	)	)	PUNCT
futech-409	192	9	defining	define	VERB
futech-409	192	10	characteristics	characteristic	NOUN
futech-409	192	11	:	:	PUNCT
futech-409	192	12	short	short	ADJ
futech-409	192	13	visit	visit	NOUN
futech-409	192	14	duration	duration	NOUN
futech-409	192	15	with	with	ADP
futech-409	192	16	focus	focus	NOUN
futech-409	192	17	on	on	ADP
futech-409	192	18	key	key	ADJ
futech-409	192	19	landmarks	landmark	NOUN
futech-409	192	20	only	only	ADV
futech-409	192	21	,	,	PUNCT
futech-409	192	22	limited	limited	ADJ
futech-409	192	23	engagement	engagement	NOUN
futech-409	192	24	with	with	ADP
futech-409	192	25	interpretive	interpretive	ADJ
futech-409	192	26	content	content	NOUN
futech-409	192	27	,	,	PUNCT
futech-409	192	28	preference	preference	NOUN
futech-409	192	29	for	for	ADP
futech-409	192	30	quick	quick	ADJ
futech-409	192	31	photo	photo	NOUN
futech-409	192	32	opportunities	opportunity	NOUN
futech-409	192	33	,	,	PUNCT
futech-409	192	34	timeconstrained	timeconstraine	VERB
futech-409	192	35	visits	visit	NOUN
futech-409	192	36	often	often	ADV
futech-409	192	37	part	part	NOUN
futech-409	192	38	of	of	ADP
futech-409	192	39	tour	tour	NOUN
futech-409	192	40	packages	package	NOUN
futech-409	192	41	,	,	PUNCT
futech-409	192	42	and	and	CCONJ
futech-409	192	43	basic	basic	ADJ
futech-409	192	44	cultural	cultural	ADJ
futech-409	192	45	interest	interest	NOUN
futech-409	192	46	.	.	PUNCT
futech-409	193	1	•	•	NOUN
futech-409	193	2	classification	classification	NOUN
futech-409	193	3	thresholds	threshold	NOUN
futech-409	193	4	:	:	PUNCT
futech-409	193	5	•	•	NUM
futech-409	193	6	dwell	dwell	NOUN
futech-409	193	7	time	time	NOUN
futech-409	193	8	:	:	PUNCT
futech-409	193	9	≤2.0	≤2.0	X
futech-409	193	10	hours	hour	NOUN
futech-409	193	11	(	(	PUNCT
futech-409	193	12	typical	typical	ADJ
futech-409	193	13	range	range	NOUN
futech-409	193	14	:	:	PUNCT
futech-409	193	15	0.5	0.5	NUM
futech-409	193	16	-	-	SYM
futech-409	193	17	2.0	2.0	NUM
futech-409	193	18	hours	hour	NOUN
futech-409	193	19	)	)	PUNCT
futech-409	193	20	•	•	NUM
futech-409	193	21	content	content	NOUN
futech-409	193	22	interaction	interaction	NOUN
futech-409	193	23	rate	rate	NOUN
futech-409	193	24	:	:	PUNCT
futech-409	193	25	≤40	≤40	ADJ
futech-409	193	26	%	%	NOUN
futech-409	193	27	(	(	PUNCT
futech-409	193	28	typical	typical	ADJ
futech-409	193	29	range	range	NOUN
futech-409	193	30	:	:	PUNCT
futech-409	193	31	25	25	NUM
futech-409	193	32	-	-	SYM
futech-409	193	33	40	40	NUM
futech-409	193	34	%	%	NOUN
futech-409	193	35	)	)	PUNCT
futech-409	193	36	•	•	NOUN
futech-409	193	37	site	site	NOUN
futech-409	193	38	coverage	coverage	NOUN
futech-409	193	39	:	:	PUNCT
futech-409	193	40	≤50	≤50	X
futech-409	193	41	%	%	NOUN
futech-409	193	42	(	(	PUNCT
futech-409	193	43	typical	typical	ADJ
futech-409	193	44	range	range	NOUN
futech-409	193	45	:	:	PUNCT
futech-409	193	46	30	30	NUM
futech-409	193	47	-	-	SYM
futech-409	193	48	50	50	NUM
futech-409	193	49	%	%	NOUN
futech-409	193	50	)	)	PUNCT
futech-409	193	51	•	•	NOUN
futech-409	193	52	photo	photo	NOUN
futech-409	193	53	stop	stop	NOUN
futech-409	193	54	frequency	frequency	NOUN
futech-409	193	55	:	:	PUNCT
futech-409	193	56	≥5	≥5	NUM
futech-409	193	57	stops	stop	NOUN
futech-409	193	58	per	per	ADP
futech-409	193	59	hour	hour	NOUN
futech-409	193	60	•	•	NOUN
futech-409	193	61	time	time	NOUN
futech-409	193	62	efficiency	efficiency	NOUN
futech-409	193	63	priority	priority	NOUN
futech-409	193	64	:	:	PUNCT
futech-409	193	65	≥80	≥80	NUM
futech-409	193	66	%	%	NOUN
futech-409	193	67	preference	preference	NOUN
futech-409	193	68	for	for	ADP
futech-409	193	69	quick	quick	ADJ
futech-409	193	70	access	access	NOUN
futech-409	193	71	behavioral	behavioral	ADJ
futech-409	193	72	patterns	pattern	NOUN
futech-409	193	73	:	:	PUNCT
futech-409	193	74	focused	focus	VERB
futech-409	193	75	visits	visit	NOUN
futech-409	193	76	to	to	ADP
futech-409	193	77	major	major	ADJ
futech-409	193	78	landmarks	landmark	NOUN
futech-409	193	79	,	,	PUNCT
futech-409	193	80	minimal	minimal	ADJ
futech-409	193	81	time	time	NOUN
futech-409	193	82	at	at	ADP
futech-409	193	83	interpretive	interpretive	ADJ
futech-409	193	84	stations	station	NOUN
futech-409	193	85	,	,	PUNCT
futech-409	193	86	preference	preference	NOUN
futech-409	193	87	for	for	ADP
futech-409	193	88	efficient	efficient	ADJ
futech-409	193	89	site	site	NOUN
futech-409	193	90	navigation	navigation	NOUN
futech-409	193	91	,	,	PUNCT
futech-409	193	92	lowest	low	ADJ
futech-409	193	93	satisfaction	satisfaction	NOUN
futech-409	193	94	scores	score	NOUN
futech-409	193	95	(	(	PUNCT
futech-409	193	96	2.87/5.0	2.87/5.0	NUM
futech-409	193	97	)	)	PUNCT
futech-409	193	98	due	due	ADP
futech-409	193	99	to	to	ADP
futech-409	193	100	time	time	NOUN
futech-409	193	101	constraints	constraint	NOUN
futech-409	193	102	.	.	PUNCT
futech-409	194	1	social	social	ADJ
futech-409	194	2	influencers	influencer	NOUN
futech-409	194	3	(	(	PUNCT
futech-409	194	4	11.9	11.9	NUM
futech-409	194	5	%	%	NOUN
futech-409	194	6	of	of	ADP
futech-409	194	7	visitors	visitor	NOUN
futech-409	194	8	)	)	PUNCT
futech-409	194	9	defining	define	VERB
futech-409	194	10	characteristics	characteristic	NOUN
futech-409	194	11	:	:	PUNCT
futech-409	194	12	high	high	ADJ
futech-409	194	13	social	social	ADJ
futech-409	194	14	media	medium	NOUN
futech-409	194	15	engagement	engagement	NOUN
futech-409	194	16	and	and	CCONJ
futech-409	194	17	content	content	NOUN
futech-409	194	18	creation	creation	NOUN
futech-409	194	19	,	,	PUNCT
futech-409	194	20	strategic	strategic	ADJ
futech-409	194	21	positioning	positioning	NOUN
futech-409	194	22	at	at	ADP
futech-409	194	23	photogenic	photogenic	ADJ
futech-409	194	24	locations	location	NOUN
futech-409	194	25	,	,	PUNCT
futech-409	194	26	interest	interest	NOUN
futech-409	194	27	in	in	ADP
futech-409	194	28	shareable	shareable	ADJ
futech-409	194	29	cultural	cultural	ADJ
futech-409	194	30	experiences	experience	NOUN
futech-409	194	31	,	,	PUNCT
futech-409	194	32	influence	influence	NOUN
futech-409	194	33	on	on	ADP
futech-409	194	34	follower	follower	NOUN
futech-409	194	35	travel	travel	NOUN
futech-409	194	36	decisions	decision	NOUN
futech-409	194	37	,	,	PUNCT
futech-409	194	38	and	and	CCONJ
futech-409	194	39	preference	preference	NOUN
futech-409	194	40	for	for	ADP
futech-409	194	41	trending	trend	VERB
futech-409	194	42	content	content	NOUN
futech-409	194	43	.	.	PUNCT
futech-409	195	1	•	•	NOUN
futech-409	195	2	classification	classification	NOUN
futech-409	195	3	thresholds	threshold	NOUN
futech-409	195	4	:	:	PUNCT
futech-409	195	5	•	•	NUM
futech-409	195	6	social	social	ADJ
futech-409	195	7	media	medium	NOUN
futech-409	195	8	activity	activity	NOUN
futech-409	195	9	:	:	PUNCT
futech-409	195	10	≥90	≥90	NUM
futech-409	195	11	%	%	NOUN
futech-409	195	12	(	(	PUNCT
futech-409	195	13	typical	typical	ADJ
futech-409	195	14	range	range	NOUN
futech-409	195	15	:	:	PUNCT
futech-409	195	16	90	90	NUM
futech-409	195	17	-	-	SYM
futech-409	195	18	98	98	NUM
futech-409	195	19	%	%	NOUN
futech-409	195	20	)	)	PUNCT
futech-409	195	21	•	•	NOUN
futech-409	195	22	follower	follower	NOUN
futech-409	195	23	count	count	NOUN
futech-409	195	24	:	:	PUNCT
futech-409	195	25	≥1,000	≥1,000	PROPN
futech-409	195	26	(	(	PUNCT
futech-409	195	27	range	range	NOUN
futech-409	195	28	:	:	PUNCT
futech-409	195	29	1,000	1,000	NUM
futech-409	195	30	-	-	SYM
futech-409	195	31	50,000	50,000	NUM
futech-409	195	32	+	+	NOUN
futech-409	195	33	)	)	PUNCT
futech-409	195	34	•	•	ADP
futech-409	195	35	content	content	NOUN
futech-409	195	36	creation	creation	NOUN
futech-409	195	37	rate	rate	NOUN
futech-409	195	38	:	:	PUNCT
futech-409	195	39	≥80	≥80	NUM
futech-409	195	40	%	%	NOUN
futech-409	195	41	(	(	PUNCT
futech-409	195	42	typical	typical	ADJ
futech-409	195	43	range	range	NOUN
futech-409	195	44	:	:	PUNCT
futech-409	195	45	80	80	NUM
futech-409	195	46	-	-	SYM
futech-409	195	47	95	95	NUM
futech-409	195	48	%	%	NOUN
futech-409	195	49	)	)	PUNCT
futech-409	195	50	•	•	NUM
futech-409	195	51	influence	influence	NOUN
futech-409	195	52	metrics	metric	NOUN
futech-409	195	53	:	:	PUNCT
futech-409	195	54	≥100	≥100	X
futech-409	195	55	engagements	engagement	NOUN
futech-409	195	56	per	per	ADP
futech-409	195	57	post	post	NOUN
futech-409	195	58	•	•	ADP
futech-409	195	59	trendy	trendy	ADJ
futech-409	195	60	content	content	NOUN
futech-409	195	61	preference	preference	NOUN
futech-409	195	62	:	:	PUNCT
futech-409	195	63	≥85	≥85	NOUN
futech-409	195	64	%	%	NOUN
futech-409	195	65	alignment	alignment	NOUN
futech-409	195	66	with	with	ADP
futech-409	195	67	current	current	ADJ
futech-409	195	68	social	social	ADJ
futech-409	195	69	media	medium	NOUN
futech-409	195	70	trends	trend	NOUN
futech-409	195	71	behavioral	behavioral	ADJ
futech-409	195	72	patterns	pattern	NOUN
futech-409	195	73	:	:	PUNCT
futech-409	195	74	strategic	strategic	ADJ
futech-409	195	75	location	location	NOUN
futech-409	195	76	selection	selection	NOUN
futech-409	195	77	for	for	ADP
futech-409	195	78	optimal	optimal	ADJ
futech-409	195	79	lighting	lighting	NOUN
futech-409	195	80	and	and	CCONJ
futech-409	195	81	composition	composition	NOUN
futech-409	195	82	,	,	PUNCT
futech-409	195	83	moderate	moderate	ADJ
futech-409	195	84	cultural	cultural	ADJ
futech-409	195	85	engagement	engagement	NOUN
futech-409	195	86	balanced	balance	VERB
futech-409	195	87	with	with	ADP
futech-409	195	88	content	content	NOUN
futech-409	195	89	creation	creation	NOUN
futech-409	195	90	needs	need	NOUN
futech-409	195	91	,	,	PUNCT
futech-409	195	92	satisfaction	satisfaction	NOUN
futech-409	195	93	score	score	NOUN
futech-409	195	94	of	of	ADP
futech-409	195	95	3.6/5.0	3.6/5.0	NUM
futech-409	195	96	with	with	ADP
futech-409	195	97	emphasis	emphasis	NOUN
futech-409	195	98	on	on	ADP
futech-409	195	99	social	social	ADJ
futech-409	195	100	shareability	shareability	NOUN
futech-409	195	101	.	.	PUNCT
futech-409	196	1	segmentation	segmentation	NOUN
futech-409	196	2	validation	validation	NOUN
futech-409	196	3	:	:	PUNCT
futech-409	196	4	cluster	cluster	NOUN
futech-409	196	5	stability	stability	NOUN
futech-409	196	6	was	be	AUX
futech-409	196	7	validated	validate	VERB
futech-409	196	8	using	use	VERB
futech-409	196	9	silhouette	silhouette	NOUN
futech-409	196	10	analysis	analysis	NOUN
futech-409	196	11	(	(	PUNCT
futech-409	196	12	average	average	ADJ
futech-409	196	13	score	score	NOUN
futech-409	196	14	:	:	PUNCT
futech-409	196	15	0.73	0.73	NUM
futech-409	196	16	)	)	PUNCT
futech-409	196	17	and	and	CCONJ
futech-409	196	18	withincluster	withincluster	ADJ
futech-409	196	19	sum	sum	NOUN
futech-409	196	20	of	of	ADP
futech-409	196	21	squares	square	NOUN
futech-409	196	22	minimization	minimization	PROPN
futech-409	196	23	.	.	PUNCT
futech-409	197	1	cross	cross	ADJ
futech-409	197	2	-	-	NOUN
futech-409	197	3	validation	validation	NOUN
futech-409	197	4	with	with	ADP
futech-409	197	5	20	20	NUM
futech-409	197	6	%	%	NOUN
futech-409	197	7	holdout	holdout	NOUN
futech-409	197	8	data	datum	NOUN
futech-409	197	9	achieved	achieve	VERB
futech-409	197	10	89.4	89.4	NUM
futech-409	197	11	%	%	NOUN
futech-409	197	12	classification	classification	NOUN
futech-409	197	13	accuracy	accuracy	NOUN
futech-409	197	14	,	,	PUNCT
futech-409	197	15	confirming	confirm	VERB
futech-409	197	16	robust	robust	ADJ
futech-409	197	17	segmentation	segmentation	NOUN
futech-409	197	18	boundaries	boundary	NOUN
futech-409	197	19	.	.	PUNCT
futech-409	198	1	the	the	DET
futech-409	198	2	behavioral	behavioral	ADJ
futech-409	198	3	pathway	pathway	NOUN
futech-409	198	4	analysis	analysis	NOUN
futech-409	198	5	reveals	reveal	VERB
futech-409	198	6	distinct	distinct	ADJ
futech-409	198	7	spatial	spatial	ADJ
futech-409	198	8	movement	movement	NOUN
futech-409	198	9	patterns	pattern	NOUN
futech-409	198	10	among	among	ADP
futech-409	198	11	segments	segment	NOUN
futech-409	198	12	,	,	PUNCT
futech-409	198	13	with	with	ADP
futech-409	198	14	heritage	heritage	NOUN
futech-409	198	15	enthusiasts	enthusiast	NOUN
futech-409	198	16	demonstrating	demonstrate	VERB
futech-409	198	17	systematic	systematic	ADJ
futech-409	198	18	exploration	exploration	NOUN
futech-409	198	19	of	of	ADP
futech-409	198	20	interpretive	interpretive	ADJ
futech-409	198	21	stations	station	NOUN
futech-409	198	22	and	and	CCONJ
futech-409	198	23	extended	extended	ADJ
futech-409	198	24	engagement	engagement	NOUN
futech-409	198	25	at	at	ADP
futech-409	198	26	historically	historically	ADV
futech-409	198	27	significant	significant	ADJ
futech-409	198	28	locations	location	NOUN
futech-409	198	29	.	.	PUNCT
futech-409	199	1	adventure	adventure	NOUN
futech-409	199	2	seekers	seeker	NOUN
futech-409	199	3	exhibit	exhibit	VERB
futech-409	199	4	more	more	ADJ
futech-409	199	5	linear	linear	ADJ
futech-409	199	6	movement	movement	NOUN
futech-409	199	7	patterns	pattern	NOUN
futech-409	199	8	focused	focus	VERB
futech-409	199	9	on	on	ADP
futech-409	199	10	physical	physical	ADJ
futech-409	199	11	trail	trail	NOUN
futech-409	199	12	completion	completion	NOUN
futech-409	199	13	,	,	PUNCT
futech-409	199	14	while	while	SCONJ
futech-409	199	15	social	social	ADJ
futech-409	199	16	influencers	influencer	NOUN
futech-409	199	17	concentrate	concentrate	VERB
futech-409	199	18	on	on	ADP
futech-409	199	19	photogenic	photogenic	ADJ
futech-409	199	20	locations	location	NOUN
futech-409	199	21	with	with	ADP
futech-409	199	22	optimal	optimal	ADJ
futech-409	199	23	lighting	lighting	NOUN
futech-409	199	24	conditions	condition	NOUN
futech-409	199	25	and	and	CCONJ
futech-409	199	26	scenic	scenic	ADJ
futech-409	199	27	vantage	vantage	NOUN
futech-409	199	28	points	point	NOUN
futech-409	199	29	.	.	PUNCT
futech-409	200	1	temporal	temporal	ADJ
futech-409	200	2	analysis	analysis	NOUN
futech-409	200	3	indicates	indicate	VERB
futech-409	200	4	significant	significant	ADJ
futech-409	200	5	seasonal	seasonal	ADJ
futech-409	200	6	variations	variation	NOUN
futech-409	200	7	,	,	PUNCT
futech-409	200	8	with	with	ADP
futech-409	200	9	cultural	cultural	ADJ
futech-409	200	10	explorers	explorer	NOUN
futech-409	200	11	showing	show	VERB
futech-409	200	12	34.7	34.7	NUM
futech-409	200	13	%	%	NOUN
futech-409	200	14	higher	high	ADJ
futech-409	200	15	visitation	visitation	NOUN
futech-409	200	16	rates	rate	NOUN
futech-409	200	17	during	during	ADP
futech-409	200	18	spring	spring	NOUN
futech-409	200	19	and	and	CCONJ
futech-409	200	20	autumn	autumn	NOUN
futech-409	200	21	periods	period	NOUN
futech-409	200	22	characterized	characterize	VERB
futech-409	200	23	by	by	ADP
futech-409	200	24	favorable	favorable	ADJ
futech-409	200	25	weather	weather	NOUN
futech-409	200	26	conditions	condition	NOUN
futech-409	200	27	and	and	CCONJ
futech-409	200	28	enhanced	enhance	VERB
futech-409	200	29	photographic	photographic	ADJ
futech-409	200	30	opportunities	opportunity	NOUN
futech-409	200	31	.	.	PUNCT
futech-409	201	1	figure	figure	VERB
futech-409	201	2	4	4	NUM
futech-409	201	3	:	:	PUNCT
futech-409	201	4	tourist	tourist	NOUN
futech-409	201	5	behavioral	behavioral	ADJ
futech-409	201	6	segments	segment	NOUN
futech-409	201	7	analysis	analysis	NOUN
futech-409	201	8	x.	x.	PROPN
futech-409	201	9	hou	hou	PROPN
futech-409	201	10	&	&	CCONJ
futech-409	201	11	z.paidi	z.paidi	PROPN
futech-409	201	12	/future	/future	PUNCT
futech-409	201	13	technology	technology	PROPN
futech-409	201	14	november	november	PROPN
futech-409	201	15	2025|	2025|	NUM
futech-409	202	1	volume	volume	NOUN
futech-409	202	2	04	04	NUM
futech-409	203	1	|	|	ADV
futech-409	203	2	issue	issue	VERB
futech-409	203	3	04	04	NUM
futech-409	204	1	|	|	CCONJ
futech-409	204	2	pages	page	NOUN
futech-409	204	3	43	43	NUM
futech-409	204	4	-	-	SYM
futech-409	204	5	58	58	NUM
futech-409	204	6	52	52	NUM
futech-409	204	7	comparative	comparative	ADJ
futech-409	204	8	analysis	analysis	NOUN
futech-409	204	9	of	of	ADP
futech-409	204	10	machine	machine	NOUN
futech-409	204	11	learning	learn	VERB
futech-409	204	12	algorithms	algorithm	NOUN
futech-409	204	13	for	for	ADP
futech-409	204	14	tourist	tourist	NOUN
futech-409	204	15	behavior	behavior	NOUN
futech-409	204	16	prediction	prediction	NOUN
futech-409	204	17	demonstrates	demonstrate	VERB
futech-409	204	18	superior	superior	ADJ
futech-409	204	19	performance	performance	NOUN
futech-409	204	20	of	of	ADP
futech-409	204	21	ensemble	ensemble	ADJ
futech-409	204	22	methods	method	NOUN
futech-409	204	23	,	,	PUNCT
futech-409	204	24	particularly	particularly	ADV
futech-409	204	25	random	random	ADJ
futech-409	204	26	forest	forest	NOUN
futech-409	204	27	and	and	CCONJ
futech-409	204	28	gradient	gradient	ADJ
futech-409	204	29	boosting	boost	VERB
futech-409	204	30	algorithms	algorithm	NOUN
futech-409	204	31	,	,	PUNCT
futech-409	204	32	as	as	SCONJ
futech-409	204	33	shown	show	VERB
futech-409	204	34	in	in	ADP
futech-409	204	35	figure	figure	NOUN
futech-409	204	36	5	5	NUM
futech-409	204	37	.	.	PUNCT
futech-409	204	38	model	model	NOUN
futech-409	204	39	validation	validation	NOUN
futech-409	204	40	employing	employ	VERB
futech-409	204	41	10	10	NUM
futech-409	204	42	-	-	ADJ
futech-409	204	43	fold	fold	ADJ
futech-409	204	44	cross	cross	ADJ
futech-409	204	45	-	-	ADJ
futech-409	204	46	validation	validation	ADJ
futech-409	204	47	techniques	technique	NOUN
futech-409	204	48	reveals	reveal	VERB
futech-409	204	49	random	random	ADJ
futech-409	204	50	forest	forest	NOUN
futech-409	204	51	achieving	achieve	VERB
futech-409	204	52	highest	high	ADJ
futech-409	204	53	predictive	predictive	ADJ
futech-409	204	54	accuracy	accuracy	NOUN
futech-409	204	55	at	at	ADP
futech-409	204	56	87.3	87.3	NUM
futech-409	204	57	%	%	NOUN
futech-409	204	58	for	for	ADP
futech-409	204	59	visitor	visitor	NOUN
futech-409	204	60	satisfaction	satisfaction	NOUN
futech-409	204	61	prediction	prediction	NOUN
futech-409	204	62	,	,	PUNCT
futech-409	204	63	followed	follow	VERB
futech-409	204	64	by	by	ADP
futech-409	204	65	support	support	NOUN
futech-409	204	66	vector	vector	NOUN
futech-409	204	67	machine	machine	NOUN
futech-409	204	68	at	at	ADP
futech-409	204	69	84.1	84.1	NUM
futech-409	204	70	%	%	NOUN
futech-409	204	71	and	and	CCONJ
futech-409	204	72	neural	neural	ADJ
futech-409	204	73	networks	network	NOUN
futech-409	204	74	at	at	ADP
futech-409	204	75	82.6	82.6	NUM
futech-409	204	76	%	%	NOUN
futech-409	204	77	.	.	PUNCT
futech-409	205	1	feature	feature	NOUN
futech-409	205	2	importance	importance	NOUN
futech-409	205	3	analysis	analysis	NOUN
futech-409	205	4	identifies	identify	VERB
futech-409	205	5	cultural	cultural	ADJ
futech-409	205	6	background	background	NOUN
futech-409	205	7	,	,	PUNCT
futech-409	205	8	previous	previous	ADJ
futech-409	205	9	heritage	heritage	NOUN
futech-409	205	10	site	site	NOUN
futech-409	205	11	experiences	experience	NOUN
futech-409	205	12	,	,	PUNCT
futech-409	205	13	and	and	CCONJ
futech-409	205	14	technology	technology	NOUN
futech-409	205	15	comfort	comfort	NOUN
futech-409	205	16	levels	level	NOUN
futech-409	205	17	as	as	ADP
futech-409	205	18	primary	primary	ADJ
futech-409	205	19	predictors	predictor	NOUN
futech-409	205	20	of	of	ADP
futech-409	205	21	engagement	engagement	NOUN
futech-409	205	22	behaviors	behavior	NOUN
futech-409	205	23	.	.	PUNCT
futech-409	206	1	real	real	ADJ
futech-409	206	2	-	-	PUNCT
futech-409	206	3	time	time	NOUN
futech-409	206	4	operationalization	operationalization	NOUN
futech-409	206	5	and	and	CCONJ
futech-409	206	6	decision	decision	NOUN
futech-409	206	7	support	support	NOUN
futech-409	206	8	system	system	NOUN
futech-409	206	9	implementation	implementation	NOUN
futech-409	206	10	ai	ai	VERB
futech-409	206	11	predictions	prediction	NOUN
futech-409	206	12	are	be	AUX
futech-409	206	13	operationalized	operationalize	VERB
futech-409	206	14	through	through	ADP
futech-409	206	15	a	a	DET
futech-409	206	16	comprehensive	comprehensive	ADJ
futech-409	206	17	decision	decision	NOUN
futech-409	206	18	support	support	NOUN
futech-409	206	19	dashboard	dashboard	NOUN
futech-409	206	20	specifically	specifically	ADV
futech-409	206	21	designed	design	VERB
futech-409	206	22	for	for	ADP
futech-409	206	23	heritage	heritage	NOUN
futech-409	206	24	site	site	NOUN
futech-409	206	25	tourism	tourism	NOUN
futech-409	206	26	managers	manager	NOUN
futech-409	206	27	:	:	PUNCT
futech-409	206	28	dashboard	dashboard	NOUN
futech-409	206	29	architecture	architecture	NOUN
futech-409	206	30	and	and	CCONJ
futech-409	206	31	components	component	NOUN
futech-409	206	32	:	:	PUNCT
futech-409	206	33	•	•	NUM
futech-409	206	34	real	real	ADJ
futech-409	206	35	-	-	PUNCT
futech-409	206	36	time	time	NOUN
futech-409	206	37	visitor	visitor	NOUN
futech-409	206	38	flow	flow	NOUN
futech-409	206	39	visualization	visualization	NOUN
futech-409	206	40	with	with	ADP
futech-409	206	41	predictive	predictive	ADJ
futech-409	206	42	crowding	crowd	VERB
futech-409	206	43	alerts	alert	NOUN
futech-409	206	44	(	(	PUNCT
futech-409	206	45	15	15	NUM
futech-409	206	46	-	-	PUNCT
futech-409	206	47	minute	minute	NOUN
futech-409	206	48	forecasting	forecasting	NOUN
futech-409	206	49	accuracy	accuracy	NOUN
futech-409	206	50	:	:	PUNCT
futech-409	206	51	91.2	91.2	NUM
futech-409	206	52	%	%	NOUN
futech-409	206	53	)	)	PUNCT
futech-409	206	54	•	•	ADP
futech-409	206	55	dynamic	dynamic	ADJ
futech-409	206	56	heat	heat	NOUN
futech-409	206	57	maps	map	NOUN
futech-409	206	58	showing	show	VERB
futech-409	206	59	visitor	visitor	NOUN
futech-409	206	60	density	density	NOUN
futech-409	206	61	and	and	CCONJ
futech-409	206	62	movement	movement	NOUN
futech-409	206	63	patterns	pattern	NOUN
futech-409	206	64	across	across	ADP
futech-409	206	65	site	site	NOUN
futech-409	206	66	locations	location	NOUN
futech-409	206	67	•	•	ADP
futech-409	206	68	automated	automate	VERB
futech-409	206	69	cultural	cultural	ADJ
futech-409	206	70	content	content	NOUN
futech-409	206	71	recommendation	recommendation	NOUN
futech-409	206	72	engine	engine	NOUN
futech-409	206	73	with	with	ADP
futech-409	206	74	personalization	personalization	NOUN
futech-409	206	75	algorithms	algorithm	NOUN
futech-409	206	76	•	•	ADP
futech-409	206	77	multilingual	multilingual	ADJ
futech-409	206	78	communication	communication	NOUN
futech-409	206	79	interface	interface	NOUN
futech-409	206	80	supporting	support	VERB
futech-409	206	81	7	7	NUM
futech-409	206	82	languages	language	NOUN
futech-409	206	83	with	with	ADP
futech-409	206	84	real	real	ADJ
futech-409	206	85	-	-	PUNCT
futech-409	206	86	time	time	NOUN
futech-409	206	87	translation	translation	NOUN
futech-409	207	1	•	•	NOUN
futech-409	207	2	resource	resource	NOUN
futech-409	207	3	allocation	allocation	NOUN
futech-409	207	4	optimization	optimization	NOUN
futech-409	207	5	module	module	NOUN
futech-409	207	6	providing	provide	VERB
futech-409	207	7	staff	staff	NOUN
futech-409	207	8	deployment	deployment	NOUN
futech-409	207	9	recommendations	recommendation	NOUN
futech-409	207	10	•	•	ADP
futech-409	207	11	cultural	cultural	ADJ
futech-409	207	12	sensitivity	sensitivity	NOUN
futech-409	207	13	monitoring	monitor	VERB
futech-409	207	14	system	system	NOUN
futech-409	207	15	with	with	ADP
futech-409	207	16	automated	automate	VERB
futech-409	207	17	content	content	NOUN
futech-409	207	18	adaptation	adaptation	NOUN
futech-409	207	19	alerts	alert	VERB
futech-409	207	20	operational	operational	ADJ
futech-409	207	21	integration	integration	NOUN
futech-409	207	22	procedures	procedure	NOUN
futech-409	207	23	:	:	PUNCT
futech-409	207	24	staff	staff	NOUN
futech-409	207	25	mobile	mobile	NOUN
futech-409	207	26	applications	application	NOUN
futech-409	207	27	provide	provide	VERB
futech-409	207	28	instant	instant	ADJ
futech-409	207	29	access	access	NOUN
futech-409	207	30	to	to	ADP
futech-409	207	31	visitor	visitor	NOUN
futech-409	207	32	service	service	NOUN
futech-409	207	33	recommendations	recommendation	NOUN
futech-409	207	34	based	base	VERB
futech-409	207	35	on	on	ADP
futech-409	207	36	behavioral	behavioral	ADJ
futech-409	207	37	segmentation	segmentation	NOUN
futech-409	207	38	analysis	analysis	NOUN
futech-409	207	39	.	.	PUNCT
futech-409	208	1	the	the	DET
futech-409	208	2	system	system	NOUN
futech-409	208	3	processes	process	VERB
futech-409	208	4	individual	individual	ADJ
futech-409	208	5	visitor	visitor	NOUN
futech-409	208	6	profiles	profile	NOUN
futech-409	208	7	in	in	ADP
futech-409	208	8	real	real	ADJ
futech-409	208	9	-	-	PUNCT
futech-409	208	10	time	time	NOUN
futech-409	208	11	,	,	PUNCT
futech-409	208	12	generating	generate	VERB
futech-409	208	13	personalized	personalize	VERB
futech-409	208	14	cultural	cultural	ADJ
futech-409	208	15	narratives	narrative	NOUN
futech-409	208	16	and	and	CCONJ
futech-409	208	17	engagement	engagement	NOUN
futech-409	208	18	strategies	strategy	NOUN
futech-409	208	19	.	.	PUNCT
futech-409	209	1	automated	automate	VERB
futech-409	209	2	content	content	NOUN
futech-409	209	3	management	management	NOUN
futech-409	209	4	systems	system	NOUN
futech-409	209	5	deliver	deliver	AUX
futech-409	209	6	culturally	culturally	ADV
futech-409	209	7	adapted	adapt	VERB
futech-409	209	8	interpretive	interpretive	ADJ
futech-409	209	9	materials	material	NOUN
futech-409	209	10	based	base	VERB
futech-409	209	11	on	on	ADP
futech-409	209	12	visitor	visitor	NOUN
futech-409	209	13	demographics	demographic	NOUN
futech-409	209	14	and	and	CCONJ
futech-409	209	15	preferences	preference	NOUN
futech-409	209	16	detected	detect	VERB
futech-409	209	17	through	through	ADP
futech-409	209	18	mobile	mobile	ADJ
futech-409	209	19	app	app	NOUN
futech-409	209	20	interactions	interaction	NOUN
futech-409	209	21	and	and	CCONJ
futech-409	209	22	on	on	ADP
futech-409	209	23	-	-	PUNCT
futech-409	209	24	site	site	NOUN
futech-409	209	25	behavior	behavior	NOUN
futech-409	209	26	analysis	analysis	NOUN
futech-409	209	27	.	.	PUNCT
futech-409	210	1	system	system	NOUN
futech-409	210	2	performance	performance	NOUN
futech-409	210	3	metrics	metric	NOUN
futech-409	210	4	:	:	PUNCT
futech-409	210	5	•	•	NUM
futech-409	210	6	average	average	ADJ
futech-409	210	7	prediction	prediction	NOUN
futech-409	210	8	processing	processing	NOUN
futech-409	210	9	time	time	NOUN
futech-409	210	10	:	:	PUNCT
futech-409	210	11	0.34	0.34	NUM
futech-409	210	12	seconds	second	NOUN
futech-409	210	13	for	for	ADP
futech-409	210	14	individual	individual	ADJ
futech-409	210	15	visitor	visitor	NOUN
futech-409	210	16	recommendations	recommendation	NOUN
futech-409	210	17	•	•	ADP
futech-409	210	18	system	system	NOUN
futech-409	210	19	uptime	uptime	NOUN
futech-409	210	20	during	during	ADP
futech-409	210	21	peak	peak	ADJ
futech-409	210	22	visitation	visitation	NOUN
futech-409	210	23	periods	period	NOUN
futech-409	210	24	:	:	PUNCT
futech-409	210	25	94.2	94.2	NUM
futech-409	210	26	%	%	NOUN
futech-409	210	27	reliability	reliability	NOUN
futech-409	210	28	•	•	NOUN
futech-409	210	29	staff	staff	NOUN
futech-409	210	30	adoption	adoption	NOUN
futech-409	210	31	rate	rate	NOUN
futech-409	210	32	after	after	ADP
futech-409	210	33	training	training	NOUN
futech-409	210	34	:	:	PUNCT
futech-409	210	35	87.6	87.6	NUM
futech-409	210	36	%	%	NOUN
futech-409	210	37	active	active	ADJ
futech-409	210	38	daily	daily	ADJ
futech-409	210	39	usage	usage	NOUN
futech-409	210	40	•	•	NOUN
futech-409	210	41	visitor	visitor	NOUN
futech-409	210	42	satisfaction	satisfaction	NOUN
futech-409	210	43	improvement	improvement	NOUN
futech-409	210	44	:	:	PUNCT
futech-409	210	45	47.3	47.3	NUM
futech-409	210	46	%	%	NOUN
futech-409	210	47	increase	increase	NOUN
futech-409	210	48	compared	compare	VERB
futech-409	210	49	to	to	ADP
futech-409	210	50	traditional	traditional	ADJ
futech-409	210	51	approaches	approach	NOUN
futech-409	210	52	•	•	ADP
futech-409	210	53	cultural	cultural	ADJ
futech-409	210	54	knowledge	knowledge	NOUN
futech-409	210	55	transfer	transfer	NOUN
futech-409	210	56	effectiveness	effectiveness	NOUN
futech-409	210	57	:	:	PUNCT
futech-409	210	58	52.1	52.1	NUM
futech-409	210	59	%	%	NOUN
futech-409	210	60	improvement	improvement	NOUN
futech-409	210	61	in	in	ADP
futech-409	210	62	post	post	ADJ
futech-409	210	63	-	-	ADJ
futech-409	210	64	visit	visit	ADJ
futech-409	210	65	assessments	assessment	NOUN
futech-409	210	66	decision	decision	NOUN
futech-409	210	67	support	support	NOUN
futech-409	210	68	features	feature	VERB
futech-409	210	69	:	:	PUNCT
futech-409	210	70	•	•	NUM
futech-409	210	71	predictive	predictive	ADJ
futech-409	210	72	maintenance	maintenance	NOUN
futech-409	210	73	alerts	alert	NOUN
futech-409	210	74	for	for	ADP
futech-409	210	75	facilities	facility	NOUN
futech-409	210	76	based	base	VERB
futech-409	210	77	on	on	ADP
futech-409	210	78	visitor	visitor	NOUN
futech-409	210	79	flow	flow	NOUN
futech-409	210	80	patterns	pattern	NOUN
futech-409	210	81	and	and	CCONJ
futech-409	210	82	usage	usage	NOUN
futech-409	210	83	intensity	intensity	NOUN
futech-409	210	84	•	•	ADP
futech-409	210	85	dynamic	dynamic	ADJ
futech-409	210	86	pricing	pricing	NOUN
futech-409	210	87	recommendations	recommendation	NOUN
futech-409	210	88	based	base	VERB
futech-409	210	89	on	on	ADP
futech-409	210	90	demand	demand	NOUN
futech-409	210	91	forecasting	forecasting	NOUN
futech-409	210	92	and	and	CCONJ
futech-409	210	93	visitor	visitor	NOUN
futech-409	210	94	segmentation	segmentation	NOUN
futech-409	210	95	•	•	ADP
futech-409	210	96	automated	automate	VERB
futech-409	210	97	crowd	crowd	NOUN
futech-409	210	98	management	management	NOUN
futech-409	210	99	protocols	protocol	NOUN
futech-409	210	100	with	with	ADP
futech-409	210	101	real	real	ADJ
futech-409	210	102	-	-	PUNCT
futech-409	210	103	time	time	NOUN
futech-409	210	104	capacity	capacity	NOUN
futech-409	210	105	monitoring	monitor	VERB
futech-409	210	106	•	•	PRON
futech-409	210	107	cultural	cultural	ADJ
futech-409	210	108	authenticity	authenticity	NOUN
futech-409	210	109	preservation	preservation	NOUN
futech-409	210	110	alerts	alert	VERB
futech-409	210	111	preventing	prevent	VERB
futech-409	210	112	overcommercialization	overcommercialization	NOUN
futech-409	210	113	•	•	NUM
futech-409	210	114	sustainability	sustainability	NOUN
futech-409	210	115	impact	impact	NOUN
futech-409	210	116	tracking	track	VERB
futech-409	210	117	with	with	ADP
futech-409	210	118	environmental	environmental	ADJ
futech-409	210	119	performance	performance	NOUN
futech-409	210	120	indicators	indicator	NOUN
futech-409	210	121	real	real	ADJ
futech-409	210	122	-	-	PUNCT
futech-409	210	123	time	time	NOUN
futech-409	210	124	prediction	prediction	NOUN
futech-409	210	125	system	system	NOUN
futech-409	210	126	implementation	implementation	NOUN
futech-409	210	127	demonstrates	demonstrate	VERB
futech-409	210	128	processing	process	VERB
futech-409	210	129	capabilities	capability	NOUN
futech-409	210	130	of	of	ADP
futech-409	210	131	1,247	1,247	NUM
futech-409	210	132	concurrent	concurrent	ADJ
futech-409	210	133	users	user	NOUN
futech-409	210	134	with	with	ADP
futech-409	210	135	average	average	ADJ
futech-409	210	136	response	response	NOUN
futech-409	210	137	times	time	NOUN
futech-409	210	138	of	of	ADP
futech-409	210	139	0.34	0.34	NUM
futech-409	210	140	seconds	second	NOUN
futech-409	210	141	for	for	ADP
futech-409	210	142	personalized	personalized	ADJ
futech-409	210	143	recommendations	recommendation	NOUN
futech-409	210	144	.	.	PUNCT
futech-409	211	1	the	the	DET
futech-409	211	2	system	system	NOUN
futech-409	211	3	achieves	achieve	VERB
futech-409	211	4	94.2	94.2	NUM
futech-409	211	5	%	%	NOUN
futech-409	211	6	uptime	uptime	NOUN
futech-409	211	7	reliability	reliability	NOUN
futech-409	211	8	during	during	ADP
futech-409	211	9	peak	peak	ADJ
futech-409	211	10	visitation	visitation	NOUN
futech-409	211	11	periods	period	NOUN
futech-409	211	12	and	and	CCONJ
futech-409	211	13	successfully	successfully	ADV
futech-409	211	14	processes	process	VERB
futech-409	211	15	multilingual	multilingual	ADJ
futech-409	211	16	queries	query	NOUN
futech-409	211	17	in	in	ADP
futech-409	211	18	seven	seven	NUM
futech-409	211	19	languages	language	NOUN
futech-409	211	20	with	with	ADP
futech-409	211	21	translation	translation	NOUN
futech-409	211	22	accuracy	accuracy	NOUN
futech-409	211	23	exceeding	exceed	VERB
futech-409	211	24	91.8	91.8	NUM
futech-409	211	25	%	%	NOUN
futech-409	211	26	for	for	ADP
futech-409	211	27	tourism	tourism	NOUN
futech-409	211	28	-	-	PUNCT
futech-409	211	29	specific	specific	ADJ
futech-409	211	30	terminology	terminology	NOUN
futech-409	211	31	.	.	PUNCT
futech-409	212	1	figure	figure	VERB
futech-409	212	2	5	5	NUM
futech-409	212	3	:	:	PUNCT
futech-409	212	4	machine	machine	NOUN
futech-409	212	5	learning	learn	VERB
futech-409	212	6	algorithm	algorithm	NOUN
futech-409	212	7	performance	performance	NOUN
futech-409	212	8	analysis	analysis	NOUN
futech-409	212	9	natural	natural	ADJ
futech-409	212	10	language	language	NOUN
futech-409	212	11	processing	processing	NOUN
futech-409	212	12	analysis	analysis	NOUN
futech-409	212	13	of	of	ADP
futech-409	212	14	visitor	visitor	NOUN
futech-409	212	15	feedback	feedback	NOUN
futech-409	212	16	reveals	reveal	VERB
futech-409	212	17	predominantly	predominantly	ADV
futech-409	212	18	positive	positive	ADJ
futech-409	212	19	sentiment	sentiment	NOUN
futech-409	212	20	distributions	distribution	NOUN
futech-409	212	21	with	with	ADP
futech-409	212	22	notable	notable	ADJ
futech-409	212	23	variations	variation	NOUN
futech-409	212	24	across	across	ADP
futech-409	212	25	demographic	demographic	ADJ
futech-409	212	26	segments	segment	NOUN
futech-409	212	27	and	and	CCONJ
futech-409	212	28	communication	communication	NOUN
futech-409	212	29	channels	channel	NOUN
futech-409	212	30	.	.	PUNCT
futech-409	213	1	overall	overall	ADJ
futech-409	213	2	sentiment	sentiment	NOUN
futech-409	213	3	scores	score	NOUN
futech-409	213	4	average	average	ADJ
futech-409	213	5	3.64	3.64	NUM
futech-409	213	6	out	out	ADP
futech-409	213	7	of	of	ADP
futech-409	213	8	5.0	5.0	NUM
futech-409	213	9	,	,	PUNCT
futech-409	213	10	with	with	ADP
futech-409	213	11	heritage	heritage	NOUN
futech-409	213	12	enthusiasts	enthusiast	NOUN
futech-409	213	13	demonstrating	demonstrate	VERB
futech-409	213	14	highest	high	ADJ
futech-409	213	15	satisfaction	satisfaction	NOUN
futech-409	213	16	levels	level	NOUN
futech-409	213	17	(	(	PUNCT
futech-409	213	18	4.12	4.12	NUM
futech-409	213	19	)	)	PUNCT
futech-409	213	20	and	and	CCONJ
futech-409	213	21	quick	quick	ADJ
futech-409	213	22	visitors	visitor	NOUN
futech-409	213	23	showing	show	VERB
futech-409	213	24	lowest	low	ADJ
futech-409	213	25	sentiment	sentiment	NOUN
futech-409	213	26	scores	score	NOUN
futech-409	213	27	(	(	PUNCT
futech-409	213	28	2.87	2.87	NUM
futech-409	213	29	)	)	PUNCT
futech-409	213	30	.	.	PUNCT
futech-409	214	1	topic	topic	NOUN
futech-409	214	2	modeling	modeling	NOUN
futech-409	214	3	analysis	analysis	NOUN
futech-409	214	4	identifies	identify	VERB
futech-409	214	5	six	six	NUM
futech-409	214	6	primary	primary	ADJ
futech-409	214	7	themes	theme	NOUN
futech-409	214	8	in	in	ADP
futech-409	214	9	visitor	visitor	NOUN
futech-409	214	10	feedback	feedback	NOUN
futech-409	214	11	:	:	PUNCT
futech-409	214	12	historical	historical	ADJ
futech-409	214	13	significance	significance	NOUN
futech-409	214	14	appreciation	appreciation	NOUN
futech-409	214	15	,	,	PUNCT
futech-409	214	16	accessibility	accessibility	NOUN
futech-409	214	17	concerns	concern	NOUN
futech-409	214	18	,	,	PUNCT
futech-409	214	19	interpretive	interpretive	ADJ
futech-409	214	20	content	content	NOUN
futech-409	214	21	quality	quality	NOUN
futech-409	214	22	,	,	PUNCT
futech-409	214	23	environmental	environmental	ADJ
futech-409	214	24	preservation	preservation	NOUN
futech-409	214	25	,	,	PUNCT
futech-409	214	26	cultural	cultural	ADJ
futech-409	214	27	authenticity	authenticity	NOUN
futech-409	214	28	,	,	PUNCT
futech-409	214	29	and	and	CCONJ
futech-409	214	30	technological	technological	ADJ
futech-409	214	31	integration	integration	NOUN
futech-409	214	32	preferences	preference	NOUN
futech-409	214	33	.	.	PUNCT
futech-409	215	1	4.3	4.3	NUM
futech-409	215	2	cultural	cultural	ADJ
futech-409	215	3	communication	communication	NOUN
futech-409	215	4	optimization	optimization	NOUN
futech-409	215	5	results	result	VERB
futech-409	215	6	implementation	implementation	NOUN
futech-409	215	7	of	of	ADP
futech-409	215	8	ai	ai	ADJ
futech-409	215	9	-	-	PUNCT
futech-409	215	10	driven	drive	VERB
futech-409	215	11	content	content	NOUN
futech-409	215	12	optimization	optimization	NOUN
futech-409	215	13	strategies	strategy	NOUN
futech-409	215	14	demonstrates	demonstrate	VERB
futech-409	215	15	significant	significant	ADJ
futech-409	215	16	improvements	improvement	NOUN
futech-409	215	17	in	in	ADP
futech-409	215	18	visitor	visitor	NOUN
futech-409	215	19	engagement	engagement	NOUN
futech-409	215	20	and	and	CCONJ
futech-409	215	21	cultural	cultural	ADJ
futech-409	215	22	knowledge	knowledge	NOUN
futech-409	215	23	transfer	transfer	NOUN
futech-409	215	24	effectiveness	effectiveness	NOUN
futech-409	215	25	.	.	PUNCT
futech-409	216	1	enhanced	enhance	VERB
futech-409	216	2	cultural	cultural	ADJ
futech-409	216	3	narrative	narrative	NOUN
futech-409	216	4	structures	structure	NOUN
futech-409	216	5	incorporating	incorporate	VERB
futech-409	216	6	storytelling	storytelling	NOUN
futech-409	216	7	techniques	technique	NOUN
futech-409	216	8	and	and	CCONJ
futech-409	216	9	multimedia	multimedia	NOUN
futech-409	216	10	integration	integration	NOUN
futech-409	216	11	achieve	achieve	VERB
futech-409	216	12	43.7	43.7	NUM
futech-409	216	13	%	%	NOUN
futech-409	216	14	increases	increase	NOUN
futech-409	216	15	in	in	ADP
futech-409	216	16	content	content	ADJ
futech-409	216	17	consumption	consumption	NOUN
futech-409	216	18	rates	rate	NOUN
futech-409	216	19	compared	compare	VERB
futech-409	216	20	to	to	ADP
futech-409	216	21	traditional	traditional	ADJ
futech-409	216	22	interpretive	interpretive	ADJ
futech-409	216	23	approaches	approach	NOUN
futech-409	216	24	.	.	PUNCT
futech-409	217	1	cross	cross	ADJ
futech-409	217	2	-	-	ADJ
futech-409	217	3	cultural	cultural	ADJ
futech-409	217	4	x.	x.	PROPN
futech-409	217	5	hou	hou	PROPN
futech-409	217	6	&	&	CCONJ
futech-409	217	7	z.paidi	z.paidi	PROPN
futech-409	217	8	/future	/future	PUNCT
futech-409	217	9	technology	technology	PROPN
futech-409	217	10	november	november	PROPN
futech-409	217	11	2025|	2025|	NUM
futech-409	217	12	volume	volume	NOUN
futech-409	217	13	04	04	NUM
futech-409	218	1	|	|	ADV
futech-409	218	2	issue	issue	VERB
futech-409	218	3	04	04	NUM
futech-409	219	1	|	|	CCONJ
futech-409	219	2	pages	page	NOUN
futech-409	219	3	43	43	NUM
futech-409	219	4	-	-	SYM
futech-409	219	5	58	58	NUM
futech-409	219	6	53	53	NUM
futech-409	219	7	adaptation	adaptation	NOUN
futech-409	219	8	initiatives	initiative	NOUN
futech-409	219	9	result	result	VERB
futech-409	219	10	in	in	ADP
futech-409	219	11	improved	improved	ADJ
futech-409	219	12	comprehension	comprehension	NOUN
futech-409	219	13	scores	score	NOUN
futech-409	219	14	among	among	ADP
futech-409	219	15	international	international	ADJ
futech-409	219	16	visitors	visitor	NOUN
futech-409	219	17	,	,	PUNCT
futech-409	219	18	with	with	ADP
futech-409	219	19	english	english	ADJ
futech-409	219	20	-	-	PUNCT
futech-409	219	21	language	language	NOUN
futech-409	219	22	content	content	NOUN
futech-409	219	23	achieving	achieve	VERB
futech-409	219	24	89.3	89.3	NUM
futech-409	219	25	%	%	NOUN
futech-409	219	26	cultural	cultural	ADJ
futech-409	219	27	accuracy	accuracy	NOUN
futech-409	219	28	ratings	rating	NOUN
futech-409	219	29	from	from	ADP
futech-409	219	30	native	native	ADJ
futech-409	219	31	speaker	speaker	NOUN
futech-409	219	32	evaluators	evaluator	NOUN
futech-409	219	33	.	.	PUNCT
futech-409	220	1	digital	digital	ADJ
futech-409	220	2	storytelling	storytelling	NOUN
futech-409	220	3	impact	impact	NOUN
futech-409	220	4	assessment	assessment	NOUN
futech-409	220	5	reveals	reveal	VERB
futech-409	220	6	substantial	substantial	ADJ
futech-409	220	7	improvements	improvement	NOUN
futech-409	220	8	in	in	ADP
futech-409	220	9	emotional	emotional	ADJ
futech-409	220	10	engagement	engagement	NOUN
futech-409	220	11	and	and	CCONJ
futech-409	220	12	memory	memory	NOUN
futech-409	220	13	retention	retention	NOUN
futech-409	220	14	,	,	PUNCT
futech-409	220	15	as	as	SCONJ
futech-409	220	16	detailed	detailed	ADJ
futech-409	220	17	in	in	ADP
futech-409	220	18	table	table	NOUN
futech-409	220	19	3	3	NUM
futech-409	220	20	.	.	PUNCT
futech-409	220	21	immersive	immersive	VERB
futech-409	220	22	virtual	virtual	ADJ
futech-409	220	23	reality	reality	NOUN
futech-409	220	24	experiences	experience	NOUN
futech-409	220	25	demonstrate	demonstrate	VERB
futech-409	220	26	highest	high	ADJ
futech-409	220	27	engagement	engagement	NOUN
futech-409	220	28	scores	score	NOUN
futech-409	220	29	,	,	PUNCT
futech-409	220	30	while	while	SCONJ
futech-409	220	31	interactive	interactive	ADJ
futech-409	220	32	mobile	mobile	ADJ
futech-409	220	33	applications	application	NOUN
futech-409	220	34	achieve	achieve	VERB
futech-409	220	35	optimal	optimal	ADJ
futech-409	220	36	balance	balance	NOUN
futech-409	220	37	between	between	ADP
futech-409	220	38	engagement	engagement	NOUN
futech-409	220	39	and	and	CCONJ
futech-409	220	40	accessibility	accessibility	NOUN
futech-409	220	41	across	across	ADP
futech-409	220	42	diverse	diverse	ADJ
futech-409	220	43	technological	technological	ADJ
futech-409	220	44	comfort	comfort	NOUN
futech-409	220	45	levels.the	levels.the	PROPN
futech-409	220	46	results	result	NOUN
futech-409	220	47	noted	note	VERB
futech-409	220	48	56.8	56.8	NUM
futech-409	220	49	%	%	NOUN
futech-409	220	50	improvements	improvement	NOUN
futech-409	220	51	in	in	ADP
futech-409	220	52	visitor	visitor	NOUN
futech-409	220	53	access	access	NOUN
futech-409	220	54	and	and	CCONJ
futech-409	220	55	satisfaction	satisfaction	NOUN
futech-409	220	56	levels	level	NOUN
futech-409	220	57	with	with	ADP
futech-409	220	58	information	information	NOUN
futech-409	220	59	as	as	ADP
futech-409	220	60	an	an	DET
futech-409	220	61	outcome	outcome	NOUN
futech-409	220	62	of	of	ADP
futech-409	220	63	implementing	implement	VERB
futech-409	220	64	multi	multi	ADJ
futech-409	220	65	-	-	ADJ
futech-409	220	66	channel	channel	ADJ
futech-409	220	67	communication	communication	NOUN
futech-409	220	68	strategies	strategy	NOUN
futech-409	220	69	.	.	PUNCT
futech-409	221	1	a	a	DET
futech-409	221	2	study	study	NOUN
futech-409	221	3	comparing	compare	VERB
futech-409	221	4	the	the	DET
futech-409	221	5	performance	performance	NOUN
futech-409	221	6	of	of	ADP
futech-409	221	7	various	various	ADJ
futech-409	221	8	digital	digital	ADJ
futech-409	221	9	platforms	platform	NOUN
futech-409	221	10	revealed	reveal	VERB
futech-409	221	11	mobile	mobile	ADJ
futech-409	221	12	applications	application	NOUN
futech-409	221	13	had	have	VERB
futech-409	221	14	the	the	DET
futech-409	221	15	most	most	ADJ
futech-409	221	16	users	user	NOUN
futech-409	221	17	at	at	ADP
futech-409	221	18	78.3	78.3	NUM
futech-409	221	19	%	%	NOUN
futech-409	221	20	,	,	PUNCT
futech-409	221	21	followed	follow	VERB
futech-409	221	22	by	by	ADP
futech-409	221	23	social	social	ADJ
futech-409	221	24	media	medium	NOUN
futech-409	221	25	at	at	ADP
futech-409	221	26	65.7	65.7	NUM
futech-409	221	27	%	%	NOUN
futech-409	221	28	,	,	PUNCT
futech-409	221	29	and	and	CCONJ
futech-409	221	30	interactive	interactive	ADJ
futech-409	221	31	displays	display	NOUN
futech-409	221	32	at	at	ADP
futech-409	221	33	59.2	59.2	NUM
futech-409	221	34	%	%	NOUN
futech-409	221	35	.	.	PUNCT
futech-409	222	1	the	the	DET
futech-409	222	2	implementation	implementation	NOUN
futech-409	222	3	of	of	ADP
futech-409	222	4	the	the	DET
futech-409	222	5	engagement	engagement	NOUN
futech-409	222	6	personalisation	personalisation	NOUN
futech-409	222	7	system	system	NOUN
futech-409	222	8	proved	prove	VERB
futech-409	222	9	to	to	PART
futech-409	222	10	be	be	AUX
futech-409	222	11	highly	highly	ADV
futech-409	222	12	relevant	relevant	ADJ
futech-409	222	13	,	,	PUNCT
futech-409	222	14	with	with	ADP
futech-409	222	15	users	user	NOUN
futech-409	222	16	rating	rate	VERB
futech-409	222	17	customised	customise	VERB
futech-409	222	18	content	content	NOUN
futech-409	222	19	recommendations	recommendation	NOUN
futech-409	222	20	at	at	ADP
futech-409	222	21	84.6	84.6	NUM
futech-409	222	22	%	%	NOUN
futech-409	222	23	relevance	relevance	NOUN
futech-409	222	24	.	.	PUNCT
futech-409	223	1	4.4	4.4	NUM
futech-409	223	2	integrated	integrate	VERB
futech-409	223	3	optimization	optimization	NOUN
futech-409	223	4	strategy	strategy	NOUN
futech-409	223	5	the	the	DET
futech-409	223	6	results	result	NOUN
futech-409	223	7	of	of	ADP
futech-409	223	8	the	the	DET
futech-409	223	9	multi	multi	ADJ
futech-409	223	10	-	-	ADJ
futech-409	223	11	objective	objective	ADJ
futech-409	223	12	optimization	optimization	NOUN
futech-409	223	13	showcase	showcase	VERB
futech-409	223	14	the	the	DET
futech-409	223	15	successful	successful	ADJ
futech-409	223	16	equilibrium	equilibrium	NOUN
futech-409	223	17	accomplishment	accomplishment	NOUN
futech-409	223	18	between	between	ADP
futech-409	223	19	conflicting	conflict	VERB
futech-409	223	20	objectives	objective	NOUN
futech-409	223	21	such	such	ADJ
futech-409	223	22	as	as	ADP
futech-409	223	23	maximising	maximise	VERB
futech-409	223	24	visitor	visitor	NOUN
futech-409	223	25	satisfaction	satisfaction	NOUN
futech-409	223	26	,	,	PUNCT
futech-409	223	27	improving	improve	VERB
futech-409	223	28	operational	operational	ADJ
futech-409	223	29	efficiency	efficiency	NOUN
futech-409	223	30	,	,	PUNCT
futech-409	223	31	and	and	CCONJ
futech-409	223	32	preserving	preserve	VERB
futech-409	223	33	culture	culture	NOUN
futech-409	223	34	.	.	PUNCT
futech-409	224	1	optimal	optimal	ADJ
futech-409	224	2	resource	resource	NOUN
futech-409	224	3	allocation	allocation	NOUN
futech-409	224	4	strategies	strategy	NOUN
futech-409	224	5	were	be	AUX
futech-409	224	6	identified	identify	VERB
futech-409	224	7	,	,	PUNCT
futech-409	224	8	achieving	achieve	VERB
futech-409	224	9	a	a	DET
futech-409	224	10	31.4	31.4	NUM
futech-409	224	11	%	%	NOUN
futech-409	224	12	improvement	improvement	NOUN
futech-409	224	13	in	in	ADP
futech-409	224	14	visitor	visitor	NOUN
futech-409	224	15	satisfaction	satisfaction	NOUN
futech-409	224	16	scores	score	NOUN
futech-409	224	17	while	while	SCONJ
futech-409	224	18	maintaining	maintain	VERB
futech-409	224	19	a	a	DET
futech-409	224	20	97.3	97.3	NUM
futech-409	224	21	%	%	NOUN
futech-409	224	22	cultural	cultural	ADJ
futech-409	224	23	authenticity	authenticity	NOUN
futech-409	224	24	rating	rating	NOUN
futech-409	224	25	and	and	CCONJ
futech-409	224	26	reducing	reduce	VERB
futech-409	224	27	operational	operational	ADJ
futech-409	224	28	costs	cost	NOUN
futech-409	224	29	by	by	ADP
futech-409	224	30	18.7	18.7	NUM
futech-409	224	31	%	%	NOUN
futech-409	224	32	.	.	PUNCT
futech-409	225	1	evaluation	evaluation	NOUN
futech-409	225	2	of	of	ADP
futech-409	225	3	stakeholder	stakeholder	NOUN
futech-409	225	4	satisfaction	satisfaction	NOUN
futech-409	225	5	reflects	reflect	VERB
futech-409	225	6	high	high	ADJ
futech-409	225	7	approval	approval	NOUN
futech-409	225	8	from	from	ADP
futech-409	225	9	tourism	tourism	NOUN
futech-409	225	10	operators	operator	NOUN
futech-409	225	11	(	(	PUNCT
futech-409	225	12	4.3/5.0	4.3/5.0	NOUN
futech-409	225	13	)	)	PUNCT
futech-409	225	14	,	,	PUNCT
futech-409	225	15	cultural	cultural	ADJ
futech-409	225	16	preservation	preservation	NOUN
futech-409	225	17	experts	expert	NOUN
futech-409	225	18	(	(	PUNCT
futech-409	225	19	4.1/5.0	4.1/5.0	NUM
futech-409	225	20	)	)	PUNCT
futech-409	225	21	,	,	PUNCT
futech-409	225	22	and	and	CCONJ
futech-409	225	23	government	government	NOUN
futech-409	225	24	officials	official	NOUN
futech-409	225	25	(	(	PUNCT
futech-409	225	26	3.9/5.0	3.9/5.0	NUM
futech-409	225	27	)	)	PUNCT
futech-409	225	28	.	.	PUNCT
futech-409	226	1	analysis	analysis	NOUN
futech-409	226	2	of	of	ADP
futech-409	226	3	implementation	implementation	NOUN
futech-409	226	4	suggests	suggest	VERB
futech-409	226	5	sufficient	sufficient	ADJ
futech-409	226	6	technological	technological	ADJ
futech-409	226	7	infrastructure	infrastructure	NOUN
futech-409	226	8	and	and	CCONJ
futech-409	226	9	staff	staff	NOUN
futech-409	226	10	training	training	NOUN
futech-409	226	11	for	for	ADP
futech-409	226	12	heritage	heritage	NOUN
futech-409	226	13	site	site	NOUN
futech-409	226	14	wide	wide	ADJ
futech-409	226	15	scaling	scaling	NOUN
futech-409	226	16	.	.	PUNCT
futech-409	227	1	enhancements	enhancement	NOUN
futech-409	227	2	made	make	VERB
futech-409	227	3	to	to	ADP
futech-409	227	4	the	the	DET
futech-409	227	5	test	test	NOUN
futech-409	227	6	sites	site	NOUN
futech-409	227	7	demonstrate	demonstrate	VERB
futech-409	227	8	marked	mark	VERB
futech-409	227	9	improvements	improvement	NOUN
futech-409	227	10	across	across	ADP
futech-409	227	11	all	all	DET
futech-409	227	12	evaluation	evaluation	NOUN
futech-409	227	13	criteria	criterion	NOUN
futech-409	227	14	over	over	ADP
futech-409	227	15	the	the	DET
futech-409	227	16	6	6	NUM
futech-409	227	17	-	-	PUNCT
futech-409	227	18	month	month	NOUN
futech-409	227	19	pilot	pilot	NOUN
futech-409	227	20	implementation	implementation	NOUN
futech-409	227	21	period	period	NOUN
futech-409	227	22	.	.	PUNCT
futech-409	228	1	metrics	metric	NOUN
futech-409	228	2	regarding	regard	VERB
futech-409	228	3	visitor	visitor	NOUN
futech-409	228	4	experience	experience	NOUN
futech-409	228	5	showed	show	VERB
futech-409	228	6	overall	overall	ADJ
futech-409	228	7	satisfaction	satisfaction	NOUN
futech-409	228	8	from	from	ADP
futech-409	228	9	pilot	pilot	NOUN
futech-409	228	10	site	site	NOUN
futech-409	228	11	visitors	visitor	NOUN
futech-409	228	12	,	,	PUNCT
futech-409	228	13	as	as	SCONJ
futech-409	228	14	compared	compare	VERB
futech-409	228	15	to	to	ADP
futech-409	228	16	control	control	NOUN
futech-409	228	17	locations	location	NOUN
futech-409	228	18	,	,	PUNCT
futech-409	228	19	increased	increase	VERB
futech-409	228	20	by	by	ADP
futech-409	228	21	47.3	47.3	NUM
futech-409	228	22	%	%	NOUN
futech-409	228	23	,	,	PUNCT
futech-409	228	24	cultural	cultural	ADJ
futech-409	228	25	knowledge	knowledge	NOUN
futech-409	228	26	acquisition	acquisition	NOUN
futech-409	228	27	improved	improve	VERB
futech-409	228	28	by	by	ADP
futech-409	228	29	38.9	38.9	NUM
futech-409	228	30	%	%	NOUN
futech-409	228	31	,	,	PUNCT
futech-409	228	32	and	and	CCONJ
futech-409	228	33	likelihood	likelihood	VERB
futech-409	228	34	to	to	PART
futech-409	228	35	recommend	recommend	VERB
futech-409	228	36	the	the	DET
futech-409	228	37	site	site	NOUN
futech-409	228	38	enhanced	enhance	VERB
futech-409	228	39	by	by	ADP
futech-409	228	40	52.1	52.1	NUM
futech-409	228	41	%	%	NOUN
futech-409	228	42	,	,	PUNCT
futech-409	228	43	all	all	PRON
futech-409	228	44	during	during	ADP
futech-409	228	45	the	the	DET
futech-409	228	46	pilot	pilot	NOUN
futech-409	228	47	period	period	NOUN
futech-409	228	48	.	.	PUNCT
futech-409	229	1	gains	gain	NOUN
futech-409	229	2	in	in	ADP
futech-409	229	3	operational	operational	ADJ
futech-409	229	4	efficiency	efficiency	NOUN
futech-409	229	5	include	include	VERB
futech-409	229	6	reductions	reduction	NOUN
futech-409	229	7	in	in	ADP
futech-409	229	8	visitor	visitor	NOUN
futech-409	229	9	service	service	NOUN
futech-409	229	10	response	response	NOUN
futech-409	229	11	times	time	NOUN
futech-409	229	12	by	by	ADP
futech-409	229	13	29.6	29.6	NUM
futech-409	229	14	%	%	NOUN
futech-409	229	15	,	,	PUNCT
futech-409	229	16	improvements	improvement	NOUN
futech-409	229	17	in	in	ADP
futech-409	229	18	resource	resource	NOUN
futech-409	229	19	utilisation	utilisation	NOUN
futech-409	229	20	efficiency	efficiency	NOUN
futech-409	229	21	by	by	ADP
futech-409	229	22	34.2	34.2	NUM
futech-409	229	23	%	%	NOUN
futech-409	229	24	,	,	PUNCT
futech-409	229	25	and	and	CCONJ
futech-409	229	26	decreases	decrease	VERB
futech-409	229	27	in	in	ADP
futech-409	229	28	congestion	congestion	NOUN
futech-409	229	29	incidents	incident	NOUN
futech-409	229	30	among	among	ADP
futech-409	229	31	visitors	visitor	NOUN
futech-409	229	32	by	by	ADP
futech-409	229	33	42.8	42.8	NUM
futech-409	229	34	%	%	NOUN
futech-409	229	35	with	with	ADP
futech-409	229	36	the	the	DET
futech-409	229	37	use	use	NOUN
futech-409	229	38	of	of	ADP
futech-409	229	39	ai	ai	NOUN
futech-409	229	40	-	-	PUNCT
futech-409	229	41	powered	power	VERB
futech-409	229	42	crowd	crowd	NOUN
futech-409	229	43	management	management	NOUN
futech-409	229	44	systems	system	NOUN
futech-409	229	45	.	.	PUNCT
futech-409	230	1	the	the	DET
futech-409	230	2	sustainability	sustainability	NOUN
futech-409	230	3	impact	impact	NOUN
futech-409	230	4	assessment	assessment	NOUN
futech-409	230	5	shows	show	VERB
futech-409	230	6	material	material	ADJ
futech-409	230	7	consumption	consumption	NOUN
futech-409	230	8	for	for	ADP
futech-409	230	9	paper	paper	NOUN
futech-409	230	10	-	-	PUNCT
futech-409	230	11	based	base	VERB
futech-409	230	12	resources	resource	NOUN
futech-409	230	13	has	have	AUX
futech-409	230	14	decreased	decrease	VERB
futech-409	230	15	by	by	ADP
futech-409	230	16	23.4	23.4	NUM
futech-409	230	17	%	%	NOUN
futech-409	230	18	and	and	CCONJ
futech-409	230	19	energy	energy	NOUN
futech-409	230	20	consumption	consumption	NOUN
futech-409	230	21	by	by	ADP
futech-409	230	22	15.7	15.7	NUM
futech-409	230	23	%	%	NOUN
futech-409	230	24	through	through	ADP
futech-409	230	25	optimised	optimise	VERB
futech-409	230	26	digital	digital	ADJ
futech-409	230	27	infrastructure	infrastructure	NOUN
futech-409	230	28	deployment	deployment	NOUN
futech-409	230	29	.	.	PUNCT
futech-409	231	1	4.5	4.5	NUM
futech-409	231	2	comparative	comparative	ADJ
futech-409	231	3	analysis	analysis	NOUN
futech-409	231	4	the	the	DET
futech-409	231	5	comparison	comparison	NOUN
futech-409	231	6	of	of	ADP
futech-409	231	7	ai	ai	PRON
futech-409	231	8	optimization	optimization	NOUN
futech-409	231	9	strategy	strategy	NOUN
futech-409	231	10	implementation	implementation	NOUN
futech-409	231	11	demonstrates	demonstrate	VERB
futech-409	231	12	marked	mark	VERB
futech-409	231	13	improvement	improvement	NOUN
futech-409	231	14	in	in	ADP
futech-409	231	15	all	all	DET
futech-409	231	16	performance	performance	NOUN
futech-409	231	17	metrics	metric	NOUN
futech-409	231	18	used	use	VERB
futech-409	231	19	throughout	throughout	ADP
futech-409	231	20	the	the	DET
futech-409	231	21	evaluation	evaluation	NOUN
futech-409	231	22	.	.	PUNCT
futech-409	232	1	visitor	visitor	NOUN
futech-409	232	2	satisfaction	satisfaction	NOUN
futech-409	232	3	score	score	NOUN
futech-409	232	4	ranges	range	NOUN
futech-409	232	5	have	have	AUX
futech-409	232	6	increased	increase	VERB
futech-409	232	7	from	from	ADP
futech-409	232	8	a	a	DET
futech-409	232	9	baseline	baseline	ADJ
futech-409	232	10	average	average	NOUN
futech-409	232	11	of	of	ADP
futech-409	232	12	3.21	3.21	NUM
futech-409	232	13	to	to	ADP
futech-409	232	14	post	post	ADJ
futech-409	232	15	-	-	ADJ
futech-409	232	16	implementation	implementation	ADJ
futech-409	232	17	levels	level	NOUN
futech-409	232	18	of	of	ADP
futech-409	232	19	4.67	4.67	NUM
futech-409	232	20	,	,	PUNCT
futech-409	232	21	indicating	indicate	VERB
futech-409	232	22	a	a	DET
futech-409	232	23	45.5	45.5	NUM
futech-409	232	24	%	%	NOUN
futech-409	232	25	improvement	improvement	NOUN
futech-409	232	26	rate	rate	NOUN
futech-409	232	27	.	.	PUNCT
futech-409	233	1	cultural	cultural	ADJ
futech-409	233	2	communication	communication	NOUN
futech-409	233	3	effectiveness	effectiveness	NOUN
futech-409	233	4	metrics	metric	NOUN
futech-409	233	5	advance	advance	VERB
futech-409	233	6	from	from	ADP
futech-409	233	7	2.84	2.84	NUM
futech-409	233	8	to	to	ADP
futech-409	233	9	4.32	4.32	NUM
futech-409	233	10	,	,	PUNCT
futech-409	233	11	which	which	PRON
futech-409	233	12	constitutes	constitute	VERB
futech-409	233	13	a	a	DET
futech-409	233	14	52.1	52.1	NUM
futech-409	233	15	%	%	NOUN
futech-409	233	16	enhancement	enhancement	NOUN
futech-409	233	17	in	in	ADP
futech-409	233	18	interpretive	interpretive	ADJ
futech-409	233	19	quality	quality	NOUN
futech-409	233	20	and	and	CCONJ
futech-409	233	21	accessibility	accessibility	NOUN
futech-409	233	22	.	.	PUNCT
futech-409	234	1	alignment	alignment	NOUN
futech-409	234	2	with	with	ADP
futech-409	234	3	other	other	ADJ
futech-409	234	4	international	international	ADJ
futech-409	234	5	heritage	heritage	NOUN
futech-409	234	6	sites	site	NOUN
futech-409	234	7	reveals	reveal	VERB
futech-409	234	8	the	the	DET
futech-409	234	9	competitive	competitive	ADJ
futech-409	234	10	edge	edge	NOUN
futech-409	234	11	that	that	PRON
futech-409	234	12	the	the	DET
futech-409	234	13	shanxi	shanxi	PROPN
futech-409	234	14	great	great	PROPN
futech-409	234	15	wall	wall	PROPN
futech-409	234	16	site	site	PROPN
futech-409	234	17	possesses	possess	VERB
futech-409	234	18	in	in	ADP
futech-409	234	19	technology	technology	NOUN
futech-409	234	20	as	as	ADV
futech-409	234	21	well	well	ADV
futech-409	234	22	as	as	ADP
futech-409	234	23	general	general	ADJ
futech-409	234	24	visitor	visitor	NOUN
futech-409	234	25	experience	experience	NOUN
futech-409	234	26	compared	compare	VERB
futech-409	234	27	to	to	ADP
futech-409	234	28	other	other	ADJ
futech-409	234	29	heritage	heritage	NOUN
futech-409	234	30	sites	site	NOUN
futech-409	234	31	.	.	PUNCT
futech-409	235	1	the	the	DET
futech-409	235	2	shanxi	shanxi	PROPN
futech-409	235	3	great	great	PROPN
futech-409	235	4	wall	wall	PROPN
futech-409	235	5	site	site	PROPN
futech-409	235	6	outperforms	outperform	NOUN
futech-409	235	7	associated	associate	VERB
futech-409	235	8	unesco	unesco	PROPN
futech-409	235	9	world	world	PROPN
futech-409	235	10	heritage	heritage	NOUN
futech-409	235	11	sites	site	NOUN
futech-409	235	12	in	in	ADP
futech-409	235	13	the	the	DET
futech-409	235	14	areas	area	NOUN
futech-409	235	15	of	of	ADP
futech-409	235	16	digital	digital	ADJ
futech-409	235	17	innovation	innovation	NOUN
futech-409	235	18	and	and	CCONJ
futech-409	235	19	multilingual	multilingual	ADJ
futech-409	235	20	services	service	NOUN
futech-409	235	21	,	,	PUNCT
futech-409	235	22	as	as	ADV
futech-409	235	23	well	well	ADV
futech-409	235	24	as	as	ADP
futech-409	235	25	customised	customise	VERB
futech-409	235	26	services	service	NOUN
futech-409	235	27	compared	compare	VERB
futech-409	235	28	to	to	ADP
futech-409	235	29	other	other	ADJ
futech-409	235	30	visitors	visitor	NOUN
futech-409	235	31	.	.	PUNCT
futech-409	236	1	cross	cross	ADJ
futech-409	236	2	-	-	ADJ
futech-409	236	3	regional	regional	ADJ
futech-409	236	4	performance	performance	NOUN
futech-409	236	5	comparison	comparison	NOUN
futech-409	236	6	suggests	suggest	VERB
futech-409	236	7	there	there	PRON
futech-409	236	8	is	be	VERB
futech-409	236	9	scope	scope	NOUN
futech-409	236	10	for	for	ADP
futech-409	236	11	other	other	ADJ
futech-409	236	12	sites	site	NOUN
futech-409	236	13	along	along	ADP
futech-409	236	14	the	the	DET
futech-409	236	15	great	great	ADJ
futech-409	236	16	wall	wall	NOUN
futech-409	236	17	to	to	PART
futech-409	236	18	be	be	AUX
futech-409	236	19	modified	modify	VERB
futech-409	236	20	and	and	CCONJ
futech-409	236	21	scaled	scale	VERB
futech-409	236	22	towards	towards	ADP
futech-409	236	23	this	this	DET
futech-409	236	24	model	model	NOUN
futech-409	236	25	,	,	PUNCT
futech-409	236	26	although	although	SCONJ
futech-409	236	27	varying	varying	ADJ
futech-409	236	28	degrees	degree	NOUN
futech-409	236	29	of	of	ADP
futech-409	236	30	change	change	NOUN
futech-409	236	31	will	will	AUX
futech-409	236	32	be	be	AUX
futech-409	236	33	needed	need	VERB
futech-409	236	34	for	for	ADP
futech-409	236	35	local	local	ADJ
futech-409	236	36	infrastructure	infrastructure	NOUN
futech-409	236	37	and	and	CCONJ
futech-409	236	38	demographic	demographic	ADJ
futech-409	236	39	composition	composition	NOUN
futech-409	236	40	.	.	PUNCT
futech-409	237	1	best	good	ADJ
futech-409	237	2	practice	practice	NOUN
futech-409	237	3	benchmarking	benchmarke	VERB
futech-409	237	4	places	place	NOUN
futech-409	237	5	the	the	DET
futech-409	237	6	approach	approach	NOUN
futech-409	237	7	taken	take	VERB
futech-409	237	8	alongside	alongside	ADP
futech-409	237	9	other	other	ADJ
futech-409	237	10	international	international	ADJ
futech-409	237	11	best	good	ADJ
futech-409	237	12	practices	practice	NOUN
futech-409	237	13	as	as	ADP
futech-409	237	14	the	the	DET
futech-409	237	15	foremost	foremost	ADJ
futech-409	237	16	ai	ai	NOUN
futech-409	237	17	-	-	PUNCT
futech-409	237	18	based	base	VERB
futech-409	237	19	optimization	optimization	NOUN
futech-409	237	20	framework	framework	NOUN
futech-409	237	21	in	in	ADP
futech-409	237	22	culturally	culturally	ADV
futech-409	237	23	-	-	PUNCT
futech-409	237	24	sensitive	sensitive	ADJ
futech-409	237	25	machine	machine	NOUN
futech-409	237	26	learning	learn	VERB
futech-409	237	27	application	application	NOUN
futech-409	237	28	and	and	CCONJ
futech-409	237	29	sustainable	sustainable	ADJ
futech-409	237	30	tourism	tourism	NOUN
futech-409	237	31	development	development	NOUN
futech-409	237	32	integration	integration	NOUN
futech-409	237	33	.	.	PUNCT
futech-409	238	1	applying	apply	VERB
futech-409	238	2	these	these	DET
futech-409	238	3	measures	measure	NOUN
futech-409	238	4	highlights	highlight	NOUN
futech-409	238	5	possible	possible	ADJ
futech-409	238	6	effects	effect	NOUN
futech-409	238	7	of	of	ADP
futech-409	238	8	heritage	heritage	NOUN
futech-409	238	9	tourism	tourism	NOUN
futech-409	238	10	while	while	SCONJ
futech-409	238	11	striving	strive	VERB
futech-409	238	12	for	for	ADP
futech-409	238	13	a	a	DET
futech-409	238	14	balanced	balanced	ADJ
futech-409	238	15	effort	effort	NOUN
futech-409	238	16	of	of	ADP
futech-409	238	17	preserving	preserve	VERB
futech-409	238	18	authenticity	authenticity	NOUN
futech-409	238	19	and	and	CCONJ
futech-409	238	20	protecting	protect	VERB
futech-409	238	21	underlying	underlie	VERB
futech-409	238	22	cultural	cultural	ADJ
futech-409	238	23	elements	element	NOUN
futech-409	238	24	.	.	PUNCT
futech-409	239	1	5	5	X
futech-409	239	2	.	.	X
futech-409	239	3	discussion	discussion	NOUN
futech-409	239	4	the	the	DET
futech-409	239	5	results	result	NOUN
futech-409	239	6	of	of	ADP
futech-409	239	7	this	this	DET
futech-409	239	8	study	study	NOUN
futech-409	239	9	remarkably	remarkably	ADV
futech-409	239	10	show	show	VERB
futech-409	239	11	the	the	DET
futech-409	239	12	emerging	emerge	VERB
futech-409	239	13	capabilities	capability	NOUN
futech-409	239	14	of	of	ADP
futech-409	239	15	artificial	artificial	ADJ
futech-409	239	16	intelligence	intelligence	NOUN
futech-409	239	17	in	in	ADP
futech-409	239	18	understanding	understand	VERB
futech-409	239	19	tourist	tourist	NOUN
futech-409	239	20	behavioral	behavioral	ADJ
futech-409	239	21	patterns	pattern	NOUN
futech-409	239	22	and	and	CCONJ
futech-409	239	23	optimising	optimise	VERB
futech-409	239	24	cultural	cultural	ADJ
futech-409	239	25	communications	communication	NOUN
futech-409	239	26	at	at	ADP
futech-409	239	27	heritage	heritage	NOUN
futech-409	239	28	sites	site	NOUN
futech-409	239	29	,	,	PUNCT
futech-409	239	30	especially	especially	ADV
futech-409	239	31	the	the	DET
futech-409	239	32	shanxi	shanxi	PROPN
futech-409	239	33	great	great	PROPN
futech-409	239	34	wall	wall	NOUN
futech-409	240	1	[	[	X
futech-409	240	2	19	19	NUM
futech-409	240	3	]	]	PUNCT
futech-409	240	4	.	.	PUNCT
futech-409	241	1	the	the	DET
futech-409	241	2	machine	machine	NOUN
futech-409	241	3	learning	learn	VERB
futech-409	241	4	approaches	approach	NOUN
futech-409	241	5	used	use	VERB
futech-409	241	6	in	in	ADP
futech-409	241	7	this	this	DET
futech-409	241	8	study	study	NOUN
futech-409	241	9	support	support	NOUN
futech-409	241	10	earlier	early	ADV
futech-409	241	11	works	work	VERB
futech-409	241	12	on	on	ADP
futech-409	241	13	ai	ai	ADJ
futech-409	241	14	applications	application	NOUN
futech-409	241	15	in	in	ADP
futech-409	241	16	tourism	tourism	NOUN
futech-409	241	17	by	by	ADP
futech-409	241	18	revealing	reveal	VERB
futech-409	241	19	complex	complex	ADJ
futech-409	241	20	behavioral	behavioral	ADJ
futech-409	241	21	patterns	pattern	NOUN
futech-409	241	22	that	that	PRON
futech-409	241	23	can	can	AUX
futech-409	241	24	not	not	PART
futech-409	241	25	be	be	AUX
futech-409	241	26	discerned	discern	VERB
futech-409	241	27	by	by	ADP
futech-409	241	28	traditional	traditional	ADJ
futech-409	241	29	methods	method	NOUN
futech-409	241	30	.	.	PUNCT
futech-409	242	1	the	the	DET
futech-409	242	2	captured	capture	VERB
futech-409	242	3	patterns	pattern	NOUN
futech-409	242	4	align	align	VERB
futech-409	242	5	with	with	ADP
futech-409	242	6	ensemble	ensemble	ADJ
futech-409	242	7	systems	system	NOUN
futech-409	242	8	performing	perform	VERB
futech-409	242	9	better	well	ADV
futech-409	242	10	in	in	ADP
futech-409	242	11	preference	preference	NOUN
futech-409	242	12	estimation	estimation	NOUN
futech-409	242	13	,	,	PUNCT
futech-409	242	14	as	as	SCONJ
futech-409	242	15	reported	report	VERB
futech-409	242	16	in	in	ADP
futech-409	242	17	the	the	DET
futech-409	242	18	tourism	tourism	NOUN
futech-409	242	19	forecasting	forecasting	NOUN
futech-409	242	20	literature	literature	NOUN
futech-409	242	21	,	,	PUNCT
futech-409	242	22	which	which	PRON
futech-409	242	23	shows	show	VERB
futech-409	242	24	that	that	SCONJ
futech-409	242	25	the	the	DET
futech-409	242	26	merging	merging	NOUN
futech-409	242	27	of	of	ADP
futech-409	242	28	several	several	ADJ
futech-409	242	29	algorithms	algorithm	NOUN
futech-409	242	30	leads	lead	VERB
futech-409	242	31	to	to	ADP
futech-409	242	32	improved	improve	VERB
futech-409	242	33	prediction	prediction	NOUN
futech-409	242	34	accuracy	accuracy	NOUN
futech-409	242	35	and	and	CCONJ
futech-409	242	36	reliability	reliability	NOUN
futech-409	242	37	.	.	PUNCT
futech-409	243	1	table	table	NOUN
futech-409	243	2	3	3	NUM
futech-409	243	3	.	.	PUNCT
futech-409	243	4	content	content	NOUN
futech-409	243	5	optimization	optimization	NOUN
futech-409	243	6	effectiveness	effectiveness	NOUN
futech-409	243	7	metrics	metric	NOUN
futech-409	243	8	across	across	ADP
futech-409	243	9	different	different	ADJ
futech-409	243	10	communication	communication	NOUN
futech-409	243	11	modalities	modality	NOUN
futech-409	243	12	content	content	NOUN
futech-409	243	13	type	type	NOUN
futech-409	243	14	engagement	engagement	NOUN
futech-409	243	15	rate	rate	NOUN
futech-409	243	16	(	(	PUNCT
futech-409	243	17	%	%	INTJ
futech-409	243	18	)	)	PUNCT
futech-409	243	19	comprehension	comprehension	NOUN
futech-409	243	20	score	score	NOUN
futech-409	243	21	retention	retention	NOUN
futech-409	243	22	rate	rate	NOUN
futech-409	243	23	(	(	PUNCT
futech-409	243	24	%	%	INTJ
futech-409	243	25	)	)	PUNCT
futech-409	243	26	cross	cross	ADJ
futech-409	243	27	-	-	ADJ
futech-409	243	28	cultural	cultural	ADJ
futech-409	243	29	effectiveness	effectiveness	NOUN
futech-409	243	30	traditional	traditional	ADJ
futech-409	243	31	text	text	NOUN
futech-409	243	32	34.2	34.2	NUM
futech-409	243	33	3.1	3.1	NUM
futech-409	243	34	42.6	42.6	NUM
futech-409	243	35	2.8	2.8	NUM
futech-409	243	36	enhanced	enhance	VERB
futech-409	243	37	narratives	narrative	NOUN
futech-409	243	38	67.8	67.8	NUM
futech-409	243	39	4.2	4.2	NUM
futech-409	243	40	71.3	71.3	NUM
futech-409	243	41	4.1	4.1	NUM
futech-409	243	42	interactive	interactive	ADJ
futech-409	243	43	multimedia	multimedia	NOUN
futech-409	243	44	78.9	78.9	NUM
futech-409	243	45	4.5	4.5	NUM
futech-409	243	46	79.7	79.7	NUM
futech-409	243	47	4.3	4.3	NUM
futech-409	243	48	virtual	virtual	ADJ
futech-409	243	49	reality	reality	NOUN
futech-409	243	50	experiences	experience	VERB
futech-409	243	51	89.4	89.4	NUM
futech-409	243	52	4.8	4.8	NUM
futech-409	243	53	86.2	86.2	NUM
futech-409	243	54	4.6	4.6	NUM
futech-409	243	55	augmented	augment	VERB
futech-409	243	56	reality	reality	NOUN
futech-409	243	57	features	feature	VERB
futech-409	243	58	82.1	82.1	NUM
futech-409	243	59	4.4	4.4	NUM
futech-409	243	60	78.9	78.9	NUM
futech-409	243	61	4.2	4.2	NUM
futech-409	243	62	personalized	personalized	ADJ
futech-409	243	63	audio	audio	ADJ
futech-409	243	64	guides	guide	NOUN
futech-409	243	65	71.6	71.6	NUM
futech-409	243	66	4.1	4.1	NUM
futech-409	243	67	73.8	73.8	NUM
futech-409	243	68	3.9	3.9	NUM
futech-409	243	69	social	social	ADJ
futech-409	243	70	media	medium	NOUN
futech-409	243	71	integration	integration	NOUN
futech-409	243	72	65.3	65.3	NUM
futech-409	243	73	3.8	3.8	NUM
futech-409	243	74	68.4	68.4	NUM
futech-409	243	75	3.7	3.7	NUM
futech-409	243	76	gamification	gamification	NOUN
futech-409	243	77	elements	element	NOUN
futech-409	244	1	74.7	74.7	NUM
futech-409	244	2	4.0	4.0	NUM
futech-409	244	3	76.1	76.1	NUM
futech-409	244	4	3.8	3.8	NUM
futech-409	244	5	x.	x.	NOUN
futech-409	244	6	hou	hou	PROPN
futech-409	244	7	&	&	CCONJ
futech-409	244	8	z.paidi	z.paidi	PROPN
futech-409	244	9	/future	/future	PUNCT
futech-409	244	10	technology	technology	PROPN
futech-409	244	11	november	november	PROPN
futech-409	244	12	2025|	2025|	NUM
futech-409	244	13	volume	volume	NOUN
futech-409	244	14	04	04	NUM
futech-409	245	1	|	|	ADV
futech-409	245	2	issue	issue	VERB
futech-409	245	3	04	04	NUM
futech-409	246	1	|	|	CCONJ
futech-409	246	2	pages	page	NOUN
futech-409	246	3	43	43	NUM
futech-409	246	4	-	-	SYM
futech-409	246	5	58	58	NUM
futech-409	246	6	54	54	NUM
futech-409	246	7	the	the	DET
futech-409	246	8	results	result	NOUN
futech-409	246	9	of	of	ADP
futech-409	246	10	cultural	cultural	ADJ
futech-409	246	11	communication	communication	NOUN
futech-409	246	12	optimization	optimization	NOUN
futech-409	246	13	offer	offer	VERB
futech-409	246	14	strong	strong	ADJ
futech-409	246	15	support	support	NOUN
futech-409	246	16	for	for	ADP
futech-409	246	17	the	the	DET
futech-409	246	18	use	use	NOUN
futech-409	246	19	of	of	ADP
futech-409	246	20	ai	ai	ADJ
futech-409	246	21	personalisation	personalisation	NOUN
futech-409	246	22	techniques	technique	NOUN
futech-409	246	23	in	in	ADP
futech-409	246	24	the	the	DET
futech-409	246	25	context	context	NOUN
futech-409	246	26	of	of	ADP
futech-409	246	27	heritage	heritage	NOUN
futech-409	246	28	tourism	tourism	NOUN
futech-409	246	29	[	[	X
futech-409	246	30	19	19	NUM
futech-409	246	31	,	,	PUNCT
futech-409	246	32	20	20	NUM
futech-409	246	33	]	]	PUNCT
futech-409	246	34	.	.	PUNCT
futech-409	247	1	the	the	DET
futech-409	247	2	ai	ai	PROPN
futech-409	247	3	's	's	PART
futech-409	247	4	power	power	NOUN
futech-409	247	5	in	in	ADP
futech-409	247	6	narrowing	narrow	VERB
futech-409	247	7	cultural	cultural	ADJ
futech-409	247	8	divides	divide	NOUN
futech-409	247	9	without	without	ADP
futech-409	247	10	compromising	compromise	VERB
futech-409	247	11	authentic	authentic	ADJ
futech-409	247	12	engagement	engagement	NOUN
futech-409	247	13	was	be	AUX
futech-409	247	14	visible	visible	ADJ
futech-409	247	15	in	in	ADP
futech-409	247	16	this	this	DET
futech-409	247	17	study	study	NOUN
futech-409	247	18	,	,	PUNCT
futech-409	247	19	which	which	PRON
futech-409	247	20	aimed	aim	VERB
futech-409	247	21	at	at	ADP
futech-409	247	22	addressing	address	VERB
futech-409	247	23	the	the	DET
futech-409	247	24	persistent	persistent	ADJ
futech-409	247	25	problem	problem	NOUN
futech-409	247	26	of	of	ADP
futech-409	247	27	cultural	cultural	ADJ
futech-409	247	28	gap	gap	NOUN
futech-409	247	29	in	in	ADP
futech-409	247	30	interpretation	interpretation	NOUN
futech-409	247	31	and	and	CCONJ
futech-409	247	32	communication	communication	NOUN
futech-409	247	33	.	.	PUNCT
futech-409	248	1	the	the	DET
futech-409	248	2	system	system	NOUN
futech-409	248	3	for	for	ADP
futech-409	248	4	personalised	personalised	ADJ
futech-409	248	5	content	content	NOUN
futech-409	248	6	delivery	delivery	NOUN
futech-409	248	7	developed	develop	VERB
futech-409	248	8	through	through	ADP
futech-409	248	9	the	the	DET
futech-409	248	10	research	research	NOUN
futech-409	248	11	had	have	VERB
futech-409	248	12	cultural	cultural	ADJ
futech-409	248	13	understanding	understanding	NOUN
futech-409	248	14	and	and	CCONJ
futech-409	248	15	visitor	visitor	NOUN
futech-409	248	16	satisfaction	satisfaction	NOUN
futech-409	248	17	benefits	benefit	NOUN
futech-409	248	18	measurable	measurable	ADJ
futech-409	248	19	scientifically	scientifically	ADV
futech-409	248	20	.	.	PUNCT
futech-409	249	1	the	the	DET
futech-409	249	2	cross	cross	ADJ
futech-409	249	3	-	-	ADJ
futech-409	249	4	cultural	cultural	ADJ
futech-409	249	5	analysis	analysis	NOUN
futech-409	249	6	shows	show	VERB
futech-409	249	7	the	the	DET
futech-409	249	8	ethnic	ethnic	ADJ
futech-409	249	9	origin	origin	NOUN
futech-409	249	10	of	of	ADP
futech-409	249	11	the	the	DET
futech-409	249	12	visitors	visitor	NOUN
futech-409	249	13	,	,	PUNCT
futech-409	249	14	portraying	portray	VERB
futech-409	249	15	how	how	SCONJ
futech-409	249	16	specific	specific	ADJ
futech-409	249	17	segments	segment	NOUN
futech-409	249	18	are	be	AUX
futech-409	249	19	tailoring	tailor	VERB
futech-409	249	20	that	that	DET
futech-409	249	21	engagement	engagement	NOUN
futech-409	249	22	to	to	PART
futech-409	249	23	enhanced	enhanced	VERB
futech-409	249	24	ai	ai	VERB
futech-409	249	25	communication	communication	NOUN
futech-409	249	26	techniques	technique	NOUN
futech-409	249	27	[	[	X
futech-409	249	28	21	21	NUM
futech-409	249	29	]	]	PUNCT
futech-409	249	30	.	.	PUNCT
futech-409	250	1	these	these	DET
futech-409	250	2	findings	finding	NOUN
futech-409	250	3	underscore	underscore	VERB
futech-409	250	4	the	the	DET
futech-409	250	5	rich	rich	ADJ
futech-409	250	6	ethnocultural	ethnocultural	ADJ
futech-409	250	7	backdrop	backdrop	NOUN
futech-409	250	8	of	of	ADP
futech-409	250	9	the	the	DET
futech-409	250	10	studied	study	VERB
futech-409	250	11	case	case	NOUN
futech-409	250	12	,	,	PUNCT
futech-409	250	13	demonstrating	demonstrate	VERB
futech-409	250	14	how	how	SCONJ
futech-409	250	15	culture	culture	NOUN
futech-409	250	16	affects	affect	VERB
futech-409	250	17	patterns	pattern	NOUN
futech-409	250	18	of	of	ADP
futech-409	250	19	participation	participation	NOUN
futech-409	250	20	and	and	CCONJ
futech-409	250	21	contentment	contentment	NOUN
futech-409	250	22	or	or	CCONJ
futech-409	250	23	engagement	engagement	NOUN
futech-409	250	24	and	and	CCONJ
futech-409	250	25	satisfaction	satisfaction	NOUN
futech-409	250	26	.	.	PUNCT
futech-409	251	1	the	the	DET
futech-409	251	2	multicultural	multicultural	ADJ
futech-409	251	3	differences	difference	NOUN
futech-409	251	4	highlighted	highlight	VERB
futech-409	251	5	here	here	ADV
futech-409	251	6	bring	bring	VERB
futech-409	251	7	forth	forth	ADV
futech-409	251	8	the	the	DET
futech-409	251	9	need	need	NOUN
futech-409	251	10	for	for	ADP
futech-409	251	11	designed	design	VERB
futech-409	251	12	culturally	culturally	ADV
futech-409	251	13	intelligent	intelligent	ADJ
futech-409	251	14	ai	ai	ADJ
futech-409	251	15	systems	system	NOUN
futech-409	251	16	responsive	responsive	ADJ
futech-409	251	17	to	to	ADP
futech-409	251	18	global	global	ADJ
futech-409	251	19	tourism	tourism	NOUN
futech-409	251	20	challenges	challenge	NOUN
futech-409	251	21	,	,	PUNCT
futech-409	251	22	especially	especially	ADV
futech-409	251	23	in	in	ADP
futech-409	251	24	multiethnic	multiethnic	ADJ
futech-409	251	25	tourist	tourist	NOUN
futech-409	251	26	attractions	attraction	NOUN
futech-409	251	27	like	like	ADP
futech-409	251	28	the	the	DET
futech-409	251	29	great	great	ADJ
futech-409	251	30	wall	wall	NOUN
futech-409	251	31	.	.	PUNCT
futech-409	252	1	the	the	DET
futech-409	252	2	challenges	challenge	NOUN
futech-409	252	3	in	in	ADP
futech-409	252	4	implementation	implementation	NOUN
futech-409	252	5	outlined	outline	VERB
futech-409	252	6	in	in	ADP
futech-409	252	7	this	this	DET
futech-409	252	8	work	work	NOUN
futech-409	252	9	are	be	AUX
futech-409	252	10	similar	similar	ADJ
futech-409	252	11	to	to	ADP
futech-409	252	12	other	other	ADJ
futech-409	252	13	emerging	emerge	VERB
futech-409	252	14	problems	problem	NOUN
futech-409	252	15	with	with	ADP
futech-409	252	16	the	the	DET
futech-409	252	17	development	development	NOUN
futech-409	252	18	of	of	ADP
futech-409	252	19	smart	smart	ADJ
futech-409	252	20	tourism	tourism	NOUN
futech-409	252	21	services	service	NOUN
futech-409	252	22	[	[	X
futech-409	252	23	22	22	NUM
futech-409	252	24	]	]	PUNCT
futech-409	252	25	.	.	PUNCT
futech-409	253	1	the	the	DET
futech-409	253	2	technological	technological	ADJ
futech-409	253	3	infrastructure	infrastructure	NOUN
futech-409	253	4	met	meet	VERB
futech-409	253	5	the	the	DET
futech-409	253	6	baseline	baseline	NOUN
futech-409	253	7	requirements	requirement	NOUN
futech-409	253	8	,	,	PUNCT
futech-409	253	9	but	but	CCONJ
futech-409	253	10	the	the	DET
futech-409	253	11	state	state	NOUN
futech-409	253	12	of	of	ADP
futech-409	253	13	the	the	DET
futech-409	253	14	organisation	organisation	NOUN
futech-409	253	15	and	and	CCONJ
futech-409	253	16	the	the	DET
futech-409	253	17	staff	staff	NOUN
futech-409	253	18	's	's	PART
futech-409	253	19	readiness	readiness	NOUN
futech-409	253	20	turned	turn	VERB
futech-409	253	21	out	out	ADP
futech-409	253	22	to	to	PART
futech-409	253	23	be	be	AUX
futech-409	253	24	central	central	ADJ
futech-409	253	25	in	in	ADP
futech-409	253	26	the	the	DET
futech-409	253	27	success	success	NOUN
futech-409	253	28	of	of	ADP
futech-409	253	29	ai	ai	ADJ
futech-409	253	30	implementation	implementation	NOUN
futech-409	253	31	.	.	PUNCT
futech-409	254	1	these	these	DET
futech-409	254	2	findings	finding	NOUN
futech-409	254	3	call	call	VERB
futech-409	254	4	attention	attention	NOUN
futech-409	254	5	to	to	ADP
futech-409	254	6	the	the	DET
futech-409	254	7	collaboration	collaboration	NOUN
futech-409	254	8	of	of	ADP
futech-409	254	9	people	people	NOUN
futech-409	254	10	and	and	CCONJ
futech-409	254	11	technologies	technology	NOUN
futech-409	254	12	instead	instead	ADV
futech-409	254	13	of	of	ADP
futech-409	254	14	sidelining	sideline	VERB
futech-409	254	15	systems	system	NOUN
futech-409	254	16	with	with	ADP
futech-409	254	17	algorithms	algorithm	NOUN
futech-409	254	18	.	.	PUNCT
futech-409	255	1	results	result	NOUN
futech-409	255	2	from	from	ADP
futech-409	255	3	the	the	DET
futech-409	255	4	preliminary	preliminary	ADJ
futech-409	255	5	pilot	pilot	NOUN
futech-409	255	6	show	show	VERB
futech-409	255	7	that	that	SCONJ
futech-409	255	8	adopting	adopt	VERB
futech-409	255	9	a	a	DET
futech-409	255	10	step	step	NOUN
futech-409	255	11	-	-	PUNCT
futech-409	255	12	by	by	ADP
futech-409	255	13	-	-	PUNCT
futech-409	255	14	step	step	NOUN
futech-409	255	15	approach	approach	NOUN
futech-409	255	16	to	to	ADP
futech-409	255	17	implementation	implementation	NOUN
futech-409	255	18	coupled	couple	VERB
futech-409	255	19	with	with	ADP
futech-409	255	20	thorough	thorough	ADJ
futech-409	255	21	training	training	NOUN
futech-409	255	22	is	be	AUX
futech-409	255	23	more	more	ADV
futech-409	255	24	productive	productive	ADJ
futech-409	255	25	than	than	ADP
futech-409	255	26	hastened	hastened	ADJ
futech-409	255	27	deployment	deployment	NOUN
futech-409	255	28	of	of	ADP
futech-409	255	29	technologies	technology	NOUN
futech-409	255	30	.	.	PUNCT
futech-409	256	1	the	the	DET
futech-409	256	2	heritage	heritage	PROPN
futech-409	256	3	tourism	tourism	PROPN
futech-409	256	4	ais	ais	PROPN
futech-409	256	5	sought	seek	VERB
futech-409	256	6	applicability	applicability	NOUN
futech-409	256	7	questions	question	NOUN
futech-409	256	8	detailing	detail	VERB
futech-409	256	9	sustainability	sustainability	NOUN
futech-409	256	10	[	[	X
futech-409	256	11	23	23	NUM
futech-409	256	12	]	]	PUNCT
futech-409	256	13	.	.	PUNCT
futech-409	257	1	the	the	DET
futech-409	257	2	study	study	NOUN
futech-409	257	3	provides	provide	VERB
futech-409	257	4	substantial	substantial	ADJ
futech-409	257	5	evidence	evidence	NOUN
futech-409	257	6	indicating	indicate	VERB
futech-409	257	7	improvement	improvement	NOUN
futech-409	257	8	in	in	ADP
futech-409	257	9	visitor	visitor	NOUN
futech-409	257	10	engagement	engagement	NOUN
futech-409	257	11	and	and	CCONJ
futech-409	257	12	operational	operational	ADJ
futech-409	257	13	efficiency	efficiency	NOUN
futech-409	257	14	.	.	PUNCT
futech-409	258	1	however	however	ADV
futech-409	258	2	,	,	PUNCT
futech-409	258	3	concerns	concern	NOUN
futech-409	258	4	regarding	regard	VERB
futech-409	258	5	impact	impact	NOUN
futech-409	258	6	on	on	ADP
futech-409	258	7	long	long	ADV
futech-409	258	8	-	-	PUNCT
futech-409	258	9	standing	stand	VERB
futech-409	258	10	value	value	NOUN
futech-409	258	11	sustaining	sustain	VERB
futech-409	258	12	activities	activity	NOUN
futech-409	258	13	and	and	CCONJ
futech-409	258	14	preserving	preserve	VERB
futech-409	258	15	culture	culture	NOUN
futech-409	258	16	are	be	AUX
futech-409	258	17	fundamental	fundamental	ADJ
futech-409	258	18	challenges	challenge	NOUN
futech-409	258	19	.	.	PUNCT
futech-409	259	1	striking	strike	VERB
futech-409	259	2	the	the	DET
futech-409	259	3	right	right	ADJ
futech-409	259	4	balance	balance	NOUN
futech-409	259	5	between	between	ADP
futech-409	259	6	cutting	cut	VERB
futech-409	259	7	-	-	PUNCT
futech-409	259	8	edge	edge	NOUN
futech-409	259	9	technologies	technology	NOUN
futech-409	259	10	and	and	CCONJ
futech-409	259	11	authentic	authentic	ADJ
futech-409	259	12	heritage	heritage	NOUN
futech-409	259	13	is	be	AUX
futech-409	259	14	crucial	crucial	ADJ
futech-409	259	15	,	,	PUNCT
futech-409	259	16	especially	especially	ADV
futech-409	259	17	considering	consider	VERB
futech-409	259	18	that	that	SCONJ
futech-409	259	19	the	the	DET
futech-409	259	20	great	great	ADJ
futech-409	259	21	wall	wall	NOUN
futech-409	259	22	is	be	AUX
futech-409	259	23	an	an	DET
futech-409	259	24	invaluable	invaluable	ADJ
futech-409	259	25	asset	asset	NOUN
futech-409	259	26	for	for	ADP
futech-409	259	27	tourism	tourism	NOUN
futech-409	259	28	.	.	PUNCT
futech-409	260	1	5.1	5.1	NUM
futech-409	260	2	environmental	environmental	ADJ
futech-409	260	3	and	and	CCONJ
futech-409	260	4	economic	economic	ADJ
futech-409	260	5	sustainability	sustainability	NOUN
futech-409	260	6	considerations	consideration	NOUN
futech-409	260	7	the	the	DET
futech-409	260	8	long	long	ADJ
futech-409	260	9	-	-	PUNCT
futech-409	260	10	term	term	NOUN
futech-409	260	11	viability	viability	NOUN
futech-409	260	12	of	of	ADP
futech-409	260	13	ai	ai	PROPN
futech-409	260	14	deployment	deployment	NOUN
futech-409	260	15	at	at	ADP
futech-409	260	16	heritage	heritage	NOUN
futech-409	260	17	sites	site	NOUN
futech-409	260	18	requires	require	VERB
futech-409	260	19	comprehensive	comprehensive	ADJ
futech-409	260	20	assessment	assessment	NOUN
futech-409	260	21	of	of	ADP
futech-409	260	22	environmental	environmental	ADJ
futech-409	260	23	impact	impact	NOUN
futech-409	260	24	and	and	CCONJ
futech-409	260	25	economic	economic	ADJ
futech-409	260	26	sustainability	sustainability	NOUN
futech-409	260	27	:	:	PUNCT
futech-409	260	28	environmental	environmental	ADJ
futech-409	260	29	sustainability	sustainability	NOUN
futech-409	260	30	measures	measure	NOUN
futech-409	260	31	:	:	PUNCT
futech-409	260	32	cloud	cloud	NOUN
futech-409	260	33	-	-	PUNCT
futech-409	260	34	based	base	VERB
futech-409	260	35	ai	ai	NOUN
futech-409	260	36	infrastructure	infrastructure	NOUN
futech-409	260	37	consumes	consume	NOUN
futech-409	260	38	approximately	approximately	ADV
futech-409	260	39	2.3	2.3	NUM
futech-409	260	40	mwh	mwh	NOUN
futech-409	260	41	annually	annually	ADV
futech-409	260	42	,	,	PUNCT
futech-409	260	43	representing	represent	VERB
futech-409	260	44	a	a	DET
futech-409	260	45	15.7	15.7	NUM
futech-409	260	46	%	%	NOUN
futech-409	260	47	increase	increase	NOUN
futech-409	260	48	in	in	ADP
futech-409	260	49	direct	direct	ADJ
futech-409	260	50	energy	energy	NOUN
futech-409	260	51	consumption	consumption	NOUN
futech-409	260	52	.	.	PUNCT
futech-409	261	1	however	however	ADV
futech-409	261	2	,	,	PUNCT
futech-409	261	3	system	system	NOUN
futech-409	261	4	-	-	PUNCT
futech-409	261	5	wide	wide	ADJ
futech-409	261	6	environmental	environmental	ADJ
futech-409	261	7	benefits	benefit	NOUN
futech-409	261	8	include	include	VERB
futech-409	261	9	23.4	23.4	NUM
futech-409	261	10	%	%	NOUN
futech-409	261	11	reduction	reduction	NOUN
futech-409	261	12	in	in	ADP
futech-409	261	13	paper	paper	NOUN
futech-409	261	14	-	-	PUNCT
futech-409	261	15	based	base	VERB
futech-409	261	16	resource	resource	NOUN
futech-409	261	17	consumption	consumption	NOUN
futech-409	261	18	through	through	ADP
futech-409	261	19	digital	digital	ADJ
futech-409	261	20	content	content	NOUN
futech-409	261	21	delivery	delivery	NOUN
futech-409	261	22	,	,	PUNCT
futech-409	261	23	18.9	18.9	NUM
futech-409	261	24	%	%	NOUN
futech-409	261	25	decrease	decrease	NOUN
futech-409	261	26	in	in	ADP
futech-409	261	27	physical	physical	ADJ
futech-409	261	28	signage	signage	NOUN
futech-409	261	29	maintenance	maintenance	NOUN
futech-409	261	30	,	,	PUNCT
futech-409	261	31	and	and	CCONJ
futech-409	261	32	12.3	12.3	NUM
futech-409	261	33	%	%	NOUN
futech-409	261	34	reduction	reduction	NOUN
futech-409	261	35	in	in	ADP
futech-409	261	36	visitor	visitor	NOUN
futech-409	261	37	transportation	transportation	NOUN
futech-409	261	38	emissions	emission	NOUN
futech-409	261	39	through	through	ADP
futech-409	261	40	optimized	optimize	VERB
futech-409	261	41	visit	visit	NOUN
futech-409	261	42	planning	planning	NOUN
futech-409	261	43	and	and	CCONJ
futech-409	261	44	reduced	reduced	ADJ
futech-409	261	45	congestion	congestion	NOUN
futech-409	261	46	.	.	PUNCT
futech-409	262	1	carbon	carbon	NOUN
futech-409	262	2	footprint	footprint	NOUN
futech-409	262	3	mitigation	mitigation	NOUN
futech-409	262	4	strategies	strategy	NOUN
futech-409	262	5	:	:	PUNCT
futech-409	262	6	•	•	NUM
futech-409	262	7	implementation	implementation	NOUN
futech-409	262	8	of	of	ADP
futech-409	262	9	renewable	renewable	ADJ
futech-409	262	10	energy	energy	NOUN
futech-409	262	11	sources	source	NOUN
futech-409	262	12	for	for	ADP
futech-409	262	13	data	datum	NOUN
futech-409	262	14	center	center	NOUN
futech-409	262	15	operations	operation	NOUN
futech-409	262	16	(	(	PUNCT
futech-409	262	17	target	target	NOUN
futech-409	262	18	:	:	PUNCT
futech-409	262	19	80	80	NUM
futech-409	262	20	%	%	NOUN
futech-409	262	21	renewable	renewable	ADJ
futech-409	262	22	energy	energy	NOUN
futech-409	262	23	by	by	ADP
futech-409	262	24	year	year	NOUN
futech-409	262	25	3	3	NUM
futech-409	262	26	)	)	PUNCT
futech-409	262	27	•	•	NUM
futech-409	262	28	carbon	carbon	NOUN
futech-409	262	29	offset	offset	NOUN
futech-409	262	30	programs	program	NOUN
futech-409	262	31	supporting	support	VERB
futech-409	262	32	local	local	ADJ
futech-409	262	33	environmental	environmental	ADJ
futech-409	262	34	conservation	conservation	NOUN
futech-409	262	35	projects	project	NOUN
futech-409	262	36	•	•	VERB
futech-409	262	37	green	green	ADJ
futech-409	262	38	computing	computing	NOUN
futech-409	262	39	initiatives	initiative	NOUN
futech-409	262	40	including	include	VERB
futech-409	262	41	energy	energy	NOUN
futech-409	262	42	-	-	PUNCT
futech-409	262	43	efficient	efficient	ADJ
futech-409	262	44	servers	server	NOUN
futech-409	262	45	and	and	CCONJ
futech-409	262	46	optimized	optimize	VERB
futech-409	262	47	algorithms	algorithm	NOUN
futech-409	262	48	•	•	ADP
futech-409	262	49	quarterly	quarterly	ADJ
futech-409	262	50	environmental	environmental	ADJ
futech-409	262	51	impact	impact	NOUN
futech-409	262	52	assessments	assessment	NOUN
futech-409	262	53	with	with	ADP
futech-409	262	54	public	public	ADJ
futech-409	262	55	sustainability	sustainability	NOUN
futech-409	262	56	reporting	report	VERB
futech-409	262	57	economic	economic	ADJ
futech-409	262	58	sustainability	sustainability	NOUN
futech-409	262	59	framework	framework	NOUN
futech-409	262	60	:	:	PUNCT
futech-409	262	61	initial	initial	ADJ
futech-409	262	62	investment	investment	NOUN
futech-409	262	63	of	of	ADP
futech-409	262	64	$	$	SYM
futech-409	262	65	2.3	2.3	NUM
futech-409	262	66	m	m	NOUN
futech-409	262	67	demonstrates	demonstrate	VERB
futech-409	262	68	strong	strong	ADJ
futech-409	262	69	economic	economic	ADJ
futech-409	262	70	viability	viability	NOUN
futech-409	262	71	with	with	ADP
futech-409	262	72	18month	18month	NUM
futech-409	262	73	break	break	VERB
futech-409	262	74	-	-	PUNCT
futech-409	262	75	even	even	ADJ
futech-409	262	76	period	period	NOUN
futech-409	262	77	and	and	CCONJ
futech-409	262	78	312	312	NUM
futech-409	262	79	%	%	NOUN
futech-409	262	80	five	five	NUM
futech-409	262	81	-	-	PUNCT
futech-409	262	82	year	year	NOUN
futech-409	262	83	roi	roi	NOUN
futech-409	262	84	.	.	PUNCT
futech-409	263	1	revenue	revenue	NOUN
futech-409	263	2	enhancement	enhancement	NOUN
futech-409	263	3	through	through	ADP
futech-409	263	4	improved	improved	ADJ
futech-409	263	5	visitor	visitor	NOUN
futech-409	263	6	satisfaction	satisfaction	NOUN
futech-409	263	7	contributes	contribute	VERB
futech-409	263	8	$	$	SYM
futech-409	263	9	1.8	1.8	NUM
futech-409	263	10	m	m	NOUN
futech-409	263	11	annually	annually	ADV
futech-409	263	12	,	,	PUNCT
futech-409	263	13	while	while	SCONJ
futech-409	263	14	operational	operational	ADJ
futech-409	263	15	cost	cost	NOUN
futech-409	263	16	reductions	reduction	NOUN
futech-409	263	17	generate	generate	VERB
futech-409	263	18	$	$	SYM
futech-409	263	19	0.7	0.7	NUM
futech-409	263	20	m	m	NUM
futech-409	263	21	yearly	yearly	ADJ
futech-409	263	22	savings	saving	NOUN
futech-409	263	23	.	.	PUNCT
futech-409	264	1	long	long	ADJ
futech-409	264	2	-	-	PUNCT
futech-409	264	3	term	term	NOUN
futech-409	264	4	economic	economic	ADJ
futech-409	264	5	sustainability	sustainability	NOUN
futech-409	264	6	is	be	AUX
futech-409	264	7	supported	support	VERB
futech-409	264	8	by	by	ADP
futech-409	264	9	:	:	PUNCT
futech-409	264	10	•	•	NOUN
futech-409	264	11	subscription	subscription	NOUN
futech-409	264	12	-	-	PUNCT
futech-409	264	13	based	base	VERB
futech-409	264	14	ai	ai	NOUN
futech-409	264	15	service	service	NOUN
futech-409	264	16	models	model	NOUN
futech-409	264	17	reducing	reduce	VERB
futech-409	264	18	upfront	upfront	ADJ
futech-409	264	19	technology	technology	NOUN
futech-409	264	20	costs	cost	VERB
futech-409	264	21	•	•	NOUN
futech-409	264	22	predictive	predictive	ADJ
futech-409	264	23	maintenance	maintenance	NOUN
futech-409	264	24	reducing	reduce	VERB
futech-409	264	25	facility	facility	NOUN
futech-409	264	26	management	management	NOUN
futech-409	264	27	expenses	expense	NOUN
futech-409	264	28	by	by	ADP
futech-409	264	29	24.3	24.3	NUM
futech-409	264	30	%	%	NOUN
futech-409	264	31	•	•	ADP
futech-409	264	32	enhanced	enhance	VERB
futech-409	264	33	visitor	visitor	NOUN
futech-409	264	34	capacity	capacity	NOUN
futech-409	264	35	management	management	NOUN
futech-409	264	36	increasing	increase	VERB
futech-409	264	37	revenue	revenue	NOUN
futech-409	264	38	potential	potential	NOUN
futech-409	264	39	by	by	ADP
futech-409	264	40	31.4	31.4	NUM
futech-409	264	41	%	%	NOUN
futech-409	264	42	•	•	ADP
futech-409	264	43	regional	regional	ADJ
futech-409	264	44	tourism	tourism	NOUN
futech-409	264	45	network	network	NOUN
futech-409	264	46	effects	effect	NOUN
futech-409	264	47	attracting	attract	VERB
futech-409	264	48	additional	additional	ADJ
futech-409	264	49	visitor	visitor	NOUN
futech-409	264	50	segments	segment	NOUN
futech-409	264	51	sustainability	sustainability	NOUN
futech-409	264	52	monitoring	monitoring	NOUN
futech-409	264	53	and	and	CCONJ
futech-409	264	54	reporting	reporting	NOUN
futech-409	264	55	:	:	PUNCT
futech-409	264	56	•	•	NUM
futech-409	264	57	monthly	monthly	ADJ
futech-409	264	58	energy	energy	NOUN
futech-409	264	59	consumption	consumption	NOUN
futech-409	264	60	tracking	tracking	NOUN
futech-409	264	61	and	and	CCONJ
futech-409	264	62	optimization	optimization	NOUN
futech-409	264	63	recommendations	recommendation	NOUN
futech-409	264	64	•	•	VERB
futech-409	264	65	quarterly	quarterly	ADJ
futech-409	264	66	environmental	environmental	ADJ
futech-409	264	67	impact	impact	NOUN
futech-409	264	68	assessments	assessment	NOUN
futech-409	264	69	including	include	VERB
futech-409	264	70	carbon	carbon	NOUN
futech-409	264	71	footprint	footprint	NOUN
futech-409	264	72	analysis	analysis	NOUN
futech-409	264	73	•	•	ADP
futech-409	264	74	annual	annual	ADJ
futech-409	264	75	sustainability	sustainability	NOUN
futech-409	264	76	reports	report	NOUN
futech-409	264	77	with	with	ADP
futech-409	264	78	stakeholder	stakeholder	NOUN
futech-409	264	79	transparency	transparency	NOUN
futech-409	264	80	and	and	CCONJ
futech-409	264	81	public	public	ADJ
futech-409	264	82	accountability	accountability	NOUN
futech-409	264	83	•	•	ADP
futech-409	264	84	continuous	continuous	ADJ
futech-409	264	85	improvement	improvement	NOUN
futech-409	264	86	protocols	protocol	NOUN
futech-409	264	87	for	for	ADP
futech-409	264	88	environmental	environmental	ADJ
futech-409	264	89	and	and	CCONJ
futech-409	264	90	economic	economic	ADJ
futech-409	264	91	performance	performance	NOUN
futech-409	264	92	optimization	optimization	NOUN
futech-409	264	93	the	the	DET
futech-409	264	94	comparison	comparison	NOUN
futech-409	264	95	with	with	ADP
futech-409	264	96	other	other	ADJ
futech-409	264	97	heritage	heritage	NOUN
futech-409	264	98	destinations	destination	NOUN
futech-409	264	99	highlights	highlight	NOUN
futech-409	264	100	both	both	PRON
futech-409	264	101	general	general	ADJ
futech-409	264	102	principles	principle	NOUN
futech-409	264	103	and	and	CCONJ
futech-409	264	104	specific	specific	ADJ
futech-409	264	105	discrepancies	discrepancy	NOUN
futech-409	264	106	concerning	concern	VERB
futech-409	264	107	the	the	DET
futech-409	264	108	application	application	NOUN
futech-409	264	109	of	of	ADP
futech-409	264	110	ai	ai	PROPN
futech-409	264	111	tourism	tourism	NOUN
futech-409	264	112	frameworks	framework	NOUN
futech-409	264	113	[	[	X
futech-409	264	114	24	24	NUM
futech-409	264	115	]	]	PUNCT
futech-409	264	116	.	.	PUNCT
futech-409	265	1	the	the	DET
futech-409	265	2	smart	smart	ADJ
futech-409	265	3	tourism	tourism	NOUN
futech-409	265	4	integration	integration	NOUN
futech-409	265	5	model	model	NOUN
futech-409	265	6	developed	develop	VERB
futech-409	265	7	in	in	ADP
futech-409	265	8	this	this	DET
futech-409	265	9	research	research	NOUN
futech-409	265	10	bears	bear	VERB
futech-409	265	11	resemblance	resemblance	VERB
futech-409	265	12	to	to	ADP
futech-409	265	13	previously	previously	ADV
futech-409	265	14	successful	successful	ADJ
futech-409	265	15	implementations	implementation	NOUN
futech-409	265	16	at	at	ADP
futech-409	265	17	other	other	ADJ
futech-409	265	18	cultural	cultural	ADJ
futech-409	265	19	heritage	heritage	NOUN
futech-409	265	20	sites	site	NOUN
futech-409	265	21	with	with	ADP
futech-409	265	22	regards	regard	NOUN
futech-409	265	23	to	to	ADP
futech-409	265	24	visitor	visitor	NOUN
futech-409	265	25	flow	flow	NOUN
futech-409	265	26	management	management	NOUN
futech-409	265	27	and	and	CCONJ
futech-409	265	28	automated	automate	VERB
futech-409	265	29	customer	customer	NOUN
futech-409	265	30	service	service	NOUN
futech-409	265	31	systems	system	NOUN
futech-409	265	32	,	,	PUNCT
futech-409	265	33	albeit	albeit	SCONJ
futech-409	265	34	within	within	ADP
futech-409	265	35	certain	certain	ADJ
futech-409	265	36	particular	particular	ADJ
futech-409	265	37	parameters	parameter	NOUN
futech-409	265	38	.	.	PUNCT
futech-409	266	1	at	at	ADP
futech-409	266	2	the	the	DET
futech-409	266	3	same	same	ADJ
futech-409	266	4	time	time	NOUN
futech-409	266	5	,	,	PUNCT
futech-409	266	6	the	the	DET
futech-409	266	7	overarching	overarching	ADJ
futech-409	266	8	cultural	cultural	ADJ
futech-409	266	9	and	and	CCONJ
futech-409	266	10	historical	historical	ADJ
futech-409	266	11	setting	setting	NOUN
futech-409	266	12	of	of	ADP
futech-409	266	13	the	the	DET
futech-409	266	14	shanxi	shanxi	PROPN
futech-409	266	15	great	great	PROPN
futech-409	266	16	wall	wall	PROPN
futech-409	266	17	requires	require	VERB
futech-409	266	18	adjustments	adjustment	NOUN
futech-409	266	19	that	that	SCONJ
futech-409	266	20	other	other	ADJ
futech-409	266	21	places	place	NOUN
futech-409	266	22	may	may	AUX
futech-409	266	23	not	not	PART
futech-409	266	24	use	use	VERB
futech-409	266	25	.	.	PUNCT
futech-409	267	1	the	the	DET
futech-409	267	2	strategic	strategic	ADJ
futech-409	267	3	economic	economic	ADJ
futech-409	267	4	consequences	consequence	NOUN
futech-409	267	5	of	of	ADP
futech-409	267	6	investment	investment	NOUN
futech-409	267	7	ai	ai	VERB
futech-409	267	8	optimization	optimization	NOUN
futech-409	267	9	show	show	VERB
futech-409	267	10	an	an	DET
futech-409	267	11	increase	increase	NOUN
futech-409	267	12	in	in	ADP
futech-409	267	13	roi	roi	NOUN
futech-409	267	14	from	from	ADP
futech-409	267	15	greater	great	ADJ
futech-409	267	16	visitor	visitor	NOUN
futech-409	267	17	satisfaction	satisfaction	NOUN
futech-409	267	18	,	,	PUNCT
futech-409	267	19	longer	long	ADJ
futech-409	267	20	stays	stay	VERB
futech-409	267	21	,	,	PUNCT
futech-409	267	22	and	and	CCONJ
futech-409	267	23	repeat	repeat	VERB
futech-409	267	24	visits	visit	NOUN
futech-409	268	1	[	[	X
futech-409	268	2	25	25	NUM
futech-409	268	3	]	]	PUNCT
futech-409	268	4	.	.	PUNCT
futech-409	269	1	these	these	DET
futech-409	269	2	factors	factor	NOUN
futech-409	269	3	enhance	enhance	VERB
futech-409	269	4	the	the	DET
futech-409	269	5	argument	argument	NOUN
futech-409	269	6	for	for	ADP
futech-409	269	7	utilizing	utilize	VERB
futech-409	269	8	ai	ai	VERB
futech-409	269	9	in	in	ADP
futech-409	269	10	heritage	heritage	NOUN
futech-409	269	11	tourism	tourism	NOUN
futech-409	269	12	given	give	VERB
futech-409	269	13	the	the	DET
futech-409	269	14	costs	cost	NOUN
futech-409	269	15	incurred	incur	VERB
futech-409	269	16	due	due	ADP
futech-409	269	17	to	to	ADP
futech-409	269	18	advanced	advanced	ADJ
futech-409	269	19	operational	operational	ADJ
futech-409	269	20	efficiencies	efficiency	NOUN
futech-409	269	21	.	.	PUNCT
futech-409	270	1	the	the	DET
futech-409	270	2	synergistic	synergistic	ADJ
futech-409	270	3	integration	integration	NOUN
futech-409	270	4	of	of	ADP
futech-409	270	5	environmental	environmental	ADJ
futech-409	270	6	,	,	PUNCT
futech-409	270	7	social	social	ADJ
futech-409	270	8	,	,	PUNCT
futech-409	270	9	and	and	CCONJ
futech-409	270	10	governance	governance	NOUN
futech-409	270	11	issues	issue	NOUN
futech-409	270	12	in	in	ADP
futech-409	270	13	the	the	DET
futech-409	270	14	ai	ai	ADJ
futech-409	270	15	applied	apply	VERB
futech-409	270	16	frameworks	framework	NOUN
futech-409	270	17	proves	prove	VERB
futech-409	270	18	critical	critical	ADJ
futech-409	270	19	for	for	ADP
futech-409	270	20	responsible	responsible	ADJ
futech-409	270	21	tourism	tourism	NOUN
futech-409	270	22	development	development	NOUN
futech-409	270	23	.	.	PUNCT
futech-409	271	1	increased	increase	VERB
futech-409	271	2	efficiency	efficiency	NOUN
futech-409	271	3	in	in	ADP
futech-409	271	4	tourism	tourism	NOUN
futech-409	271	5	research	research	NOUN
futech-409	271	6	and	and	CCONJ
futech-409	271	7	for	for	ADP
futech-409	271	8	future	future	ADJ
futech-409	271	9	studies	study	NOUN
futech-409	271	10	provides	provide	VERB
futech-409	271	11	a	a	DET
futech-409	271	12	first	first	ADJ
futech-409	271	13	-	-	PUNCT
futech-409	271	14	step	step	NOUN
futech-409	271	15	template	template	NOUN
futech-409	271	16	through	through	ADP
futech-409	271	17	this	this	DET
futech-409	271	18	methodological	methodological	ADJ
futech-409	271	19	contribution	contribution	NOUN
futech-409	271	20	,	,	PUNCT
futech-409	271	21	the	the	DET
futech-409	271	22	design	design	NOUN
futech-409	271	23	of	of	ADP
futech-409	271	24	an	an	DET
futech-409	271	25	all	all	PRON
futech-409	271	26	-	-	PUNCT
futech-409	271	27	inclusive	inclusive	ADJ
futech-409	271	28	framework	framework	NOUN
futech-409	271	29	using	use	VERB
futech-409	271	30	several	several	ADJ
futech-409	271	31	ai	ai	NOUN
futech-409	271	32	technologies	technology	NOUN
futech-409	271	33	for	for	ADP
futech-409	271	34	tourism	tourism	NOUN
futech-409	271	35	analytics	analytic	NOUN
futech-409	271	36	,	,	PUNCT
futech-409	271	37	which	which	PRON
futech-409	271	38	required	require	VERB
futech-409	271	39	combining	combine	VERB
futech-409	271	40	machine	machine	NOUN
futech-409	271	41	learning	learning	NOUN
futech-409	271	42	methods	method	NOUN
futech-409	271	43	,	,	PUNCT
futech-409	271	44	sentiment	sentiment	NOUN
futech-409	271	45	analysis	analysis	NOUN
futech-409	271	46	,	,	PUNCT
futech-409	271	47	and	and	CCONJ
futech-409	271	48	optimization	optimization	NOUN
futech-409	271	49	theory	theory	NOUN
futech-409	271	50	to	to	PART
futech-409	271	51	holistically	holistically	ADV
futech-409	271	52	address	address	VERB
futech-409	271	53	heritage	heritage	NOUN
futech-409	271	54	tourism	tourism	NOUN
futech-409	271	55	experiences	experience	NOUN
futech-409	271	56	.	.	PUNCT
futech-409	272	1	5.2	5.2	NUM
futech-409	272	2	cost	cost	NOUN
futech-409	272	3	-	-	PUNCT
futech-409	272	4	effectiveness	effectiveness	NOUN
futech-409	272	5	,	,	PUNCT
futech-409	272	6	human	human	ADJ
futech-409	272	7	resources	resource	NOUN
futech-409	272	8	,	,	PUNCT
futech-409	272	9	and	and	CCONJ
futech-409	272	10	scalability	scalability	NOUN
futech-409	272	11	analysis	analysis	NOUN
futech-409	272	12	comprehensive	comprehensive	ADJ
futech-409	272	13	cost	cost	NOUN
futech-409	272	14	-	-	PUNCT
futech-409	272	15	benefit	benefit	NOUN
futech-409	272	16	analysis	analysis	NOUN
futech-409	272	17	:	:	PUNCT
futech-409	272	18	initial	initial	ADJ
futech-409	272	19	infrastructure	infrastructure	NOUN
futech-409	272	20	investment	investment	NOUN
futech-409	272	21	totaling	total	VERB
futech-409	272	22	$	$	SYM
futech-409	272	23	2.3	2.3	NUM
futech-409	272	24	million	million	NUM
futech-409	272	25	includes	include	VERB
futech-409	272	26	hardware	hardware	NOUN
futech-409	272	27	acquisition	acquisition	NOUN
futech-409	272	28	(	(	PUNCT
futech-409	272	29	$	$	SYM
futech-409	272	30	800,000	800,000	NUM
futech-409	272	31	)	)	PUNCT
futech-409	272	32	,	,	PUNCT
futech-409	272	33	software	software	NOUN
futech-409	272	34	licensing	licensing	NOUN
futech-409	272	35	(	(	PUNCT
futech-409	272	36	$	$	SYM
futech-409	272	37	650,000	650,000	NUM
futech-409	272	38	)	)	PUNCT
futech-409	272	39	,	,	PUNCT
futech-409	272	40	system	system	NOUN
futech-409	272	41	integration	integration	NOUN
futech-409	272	42	(	(	PUNCT
futech-409	272	43	$	$	SYM
futech-409	272	44	500,000	500,000	NUM
futech-409	272	45	)	)	PUNCT
futech-409	272	46	,	,	PUNCT
futech-409	272	47	and	and	CCONJ
futech-409	272	48	staff	staff	NOUN
futech-409	272	49	training	training	NOUN
futech-409	272	50	(	(	PUNCT
futech-409	272	51	$	$	SYM
futech-409	272	52	350,000	350,000	NUM
futech-409	272	53	)	)	PUNCT
futech-409	272	54	.	.	PUNCT
futech-409	273	1	annual	annual	ADJ
futech-409	273	2	operational	operational	ADJ
futech-409	273	3	costs	cost	NOUN
futech-409	273	4	of	of	ADP
futech-409	273	5	$	$	SYM
futech-409	273	6	480,000	480,000	NUM
futech-409	273	7	cover	cover	NOUN
futech-409	273	8	cloud	cloud	NOUN
futech-409	273	9	computing	computing	NOUN
futech-409	273	10	services	service	NOUN
futech-409	273	11	(	(	PUNCT
futech-409	273	12	$	$	SYM
futech-409	273	13	180,000	180,000	NUM
futech-409	273	14	)	)	PUNCT
futech-409	273	15	,	,	PUNCT
futech-409	273	16	software	software	NOUN
futech-409	273	17	maintenance	maintenance	NOUN
futech-409	273	18	(	(	PUNCT
futech-409	273	19	$	$	SYM
futech-409	273	20	120,000	120,000	NUM
futech-409	273	21	)	)	PUNCT
futech-409	273	22	,	,	PUNCT
futech-409	273	23	staff	staff	NOUN
futech-409	273	24	salaries	salary	NOUN
futech-409	273	25	(	(	PUNCT
futech-409	273	26	$	$	SYM
futech-409	273	27	150,000	150,000	NUM
futech-409	273	28	)	)	PUNCT
futech-409	273	29	,	,	PUNCT
futech-409	273	30	and	and	CCONJ
futech-409	273	31	system	system	NOUN
futech-409	273	32	updates	update	NOUN
futech-409	273	33	(	(	PUNCT
futech-409	273	34	$	$	SYM
futech-409	273	35	30,000	30,000	NUM
futech-409	273	36	)	)	PUNCT
futech-409	273	37	.	.	PUNCT
futech-409	274	1	return	return	VERB
futech-409	274	2	on	on	ADP
futech-409	274	3	investment	investment	NOUN
futech-409	274	4	metrics	metric	NOUN
futech-409	274	5	:	:	PUNCT
futech-409	274	6	•	•	NOUN
futech-409	274	7	break	break	VERB
futech-409	274	8	-	-	PUNCT
futech-409	274	9	even	even	ADJ
futech-409	274	10	period	period	NOUN
futech-409	274	11	:	:	PUNCT
futech-409	274	12	18	18	NUM
futech-409	274	13	months	month	NOUN
futech-409	274	14	based	base	VERB
futech-409	274	15	on	on	ADP
futech-409	274	16	increased	increase	VERB
futech-409	274	17	visitor	visitor	NOUN
futech-409	274	18	revenue	revenue	NOUN
futech-409	274	19	and	and	CCONJ
futech-409	274	20	operational	operational	ADJ
futech-409	274	21	savings	saving	NOUN
futech-409	274	22	•	•	NUM
futech-409	274	23	five	five	NUM
futech-409	274	24	-	-	PUNCT
futech-409	274	25	year	year	NOUN
futech-409	274	26	roi	roi	NOUN
futech-409	274	27	:	:	PUNCT
futech-409	274	28	312	312	NUM
futech-409	274	29	%	%	NOUN
futech-409	274	30	through	through	ADP
futech-409	274	31	enhanced	enhance	VERB
futech-409	274	32	visitor	visitor	NOUN
futech-409	274	33	satisfaction	satisfaction	NOUN
futech-409	274	34	leading	lead	VERB
futech-409	274	35	to	to	ADP
futech-409	274	36	23.4	23.4	NUM
futech-409	274	37	%	%	NOUN
futech-409	274	38	increase	increase	NOUN
futech-409	274	39	in	in	ADP
futech-409	274	40	repeat	repeat	NOUN
futech-409	274	41	visits	visit	NOUN
futech-409	274	42	•	•	ADP
futech-409	274	43	annual	annual	ADJ
futech-409	274	44	revenue	revenue	NOUN
futech-409	274	45	enhancement	enhancement	NOUN
futech-409	274	46	:	:	PUNCT
futech-409	274	47	$	$	SYM
futech-409	274	48	1.8	1.8	NUM
futech-409	274	49	million	million	NUM
futech-409	274	50	through	through	ADP
futech-409	274	51	improved	improve	VERB
futech-409	274	52	visitor	visitor	NOUN
futech-409	274	53	experience	experience	NOUN
futech-409	274	54	and	and	CCONJ
futech-409	274	55	extended	extended	ADJ
futech-409	274	56	stays	stay	NOUN
futech-409	274	57	x.	x.	PROPN
futech-409	274	58	hou	hou	PROPN
futech-409	274	59	&	&	CCONJ
futech-409	274	60	z.paidi	z.paidi	PROPN
futech-409	274	61	/future	/future	PUNCT
futech-409	274	62	technology	technology	PROPN
futech-409	274	63	november	november	PROPN
futech-409	274	64	2025|	2025|	NUM
futech-409	275	1	volume	volume	NOUN
futech-409	275	2	04	04	NUM
futech-409	276	1	|	|	ADV
futech-409	276	2	issue	issue	VERB
futech-409	276	3	04	04	NUM
futech-409	277	1	|	|	CCONJ
futech-409	277	2	pages	page	NOUN
futech-409	277	3	43	43	NUM
futech-409	277	4	-	-	SYM
futech-409	277	5	58	58	NUM
futech-409	277	6	55	55	NUM
futech-409	277	7	•	•	NOUN
futech-409	277	8	operational	operational	ADJ
futech-409	277	9	cost	cost	NOUN
futech-409	277	10	reductions	reduction	NOUN
futech-409	277	11	:	:	PUNCT
futech-409	277	12	$	$	SYM
futech-409	277	13	0.7	0.7	NUM
futech-409	277	14	million	million	NUM
futech-409	277	15	annually	annually	ADV
futech-409	277	16	through	through	ADP
futech-409	277	17	automated	automate	VERB
futech-409	277	18	processes	process	NOUN
futech-409	277	19	and	and	CCONJ
futech-409	277	20	predictive	predictive	ADJ
futech-409	277	21	maintenance	maintenance	NOUN
futech-409	277	22	human	human	ADJ
futech-409	277	23	resource	resource	NOUN
futech-409	277	24	requirements	requirement	NOUN
futech-409	277	25	and	and	CCONJ
futech-409	277	26	development	development	NOUN
futech-409	277	27	:	:	PUNCT
futech-409	277	28	•	•	ADP
futech-409	277	29	ai	ai	VERB
futech-409	277	30	systems	system	NOUN
futech-409	277	31	manager	manager	NOUN
futech-409	277	32	(	(	PUNCT
futech-409	277	33	1	1	NUM
futech-409	277	34	fte	fte	NOUN
futech-409	277	35	):	):	PUNCT
futech-409	277	36	$	$	SYM
futech-409	277	37	95,000	95,000	NUM
futech-409	277	38	-	-	SYM
futech-409	277	39	120,000	120,000	NUM
futech-409	277	40	annually	annually	ADV
futech-409	277	41	,	,	PUNCT
futech-409	277	42	requiring	require	VERB
futech-409	277	43	machine	machine	NOUN
futech-409	277	44	learning	learning	NOUN
futech-409	277	45	and	and	CCONJ
futech-409	277	46	tourism	tourism	NOUN
futech-409	277	47	management	management	NOUN
futech-409	277	48	expertise	expertise	NOUN
futech-409	277	49	•	•	NOUN
futech-409	277	50	data	datum	NOUN
futech-409	277	51	scientists	scientist	NOUN
futech-409	277	52	(	(	PUNCT
futech-409	277	53	2	2	NUM
futech-409	277	54	fte	fte	NOUN
futech-409	277	55	):	):	PUNCT
futech-409	277	56	$	$	SYM
futech-409	277	57	85,000	85,000	NUM
futech-409	277	58	-	-	SYM
futech-409	277	59	105,000	105,000	NUM
futech-409	277	60	each	each	PRON
futech-409	277	61	,	,	PUNCT
futech-409	277	62	specializing	specialize	VERB
futech-409	277	63	in	in	ADP
futech-409	277	64	nlp	nlp	NOUN
futech-409	277	65	and	and	CCONJ
futech-409	277	66	behavioral	behavioral	ADJ
futech-409	277	67	analytics	analytic	NOUN
futech-409	277	68	•	•	ADP
futech-409	277	69	cultural	cultural	ADJ
futech-409	277	70	content	content	NOUN
futech-409	277	71	specialists	specialist	NOUN
futech-409	277	72	(	(	PUNCT
futech-409	277	73	3	3	NUM
futech-409	277	74	fte	fte	NOUN
futech-409	277	75	):	):	PUNCT
futech-409	277	76	$	$	SYM
futech-409	277	77	55,000	55,000	NUM
futech-409	277	78	-	-	SYM
futech-409	277	79	70,000	70,000	NUM
futech-409	277	80	each	each	PRON
futech-409	277	81	,	,	PUNCT
futech-409	277	82	combining	combine	VERB
futech-409	277	83	cultural	cultural	ADJ
futech-409	277	84	knowledge	knowledge	NOUN
futech-409	277	85	with	with	ADP
futech-409	277	86	digital	digital	ADJ
futech-409	277	87	content	content	NOUN
futech-409	277	88	creation	creation	NOUN
futech-409	277	89	•	•	ADP
futech-409	277	90	technical	technical	ADJ
futech-409	277	91	support	support	NOUN
futech-409	277	92	staff	staff	NOUN
futech-409	277	93	(	(	PUNCT
futech-409	277	94	2	2	NUM
futech-409	277	95	fte	fte	NOUN
futech-409	277	96	):	):	PUNCT
futech-409	277	97	$	$	SYM
futech-409	277	98	50,000	50,000	NUM
futech-409	277	99	-	-	SYM
futech-409	277	100	65,000	65,000	NUM
futech-409	277	101	each	each	PRON
futech-409	277	102	,	,	PUNCT
futech-409	277	103	focusing	focus	VERB
futech-409	277	104	on	on	ADP
futech-409	277	105	system	system	NOUN
futech-409	277	106	maintenance	maintenance	NOUN
futech-409	277	107	and	and	CCONJ
futech-409	277	108	user	user	NOUN
futech-409	277	109	support	support	NOUN
futech-409	277	110	•	•	NOUN
futech-409	277	111	training	training	NOUN
futech-409	277	112	investment	investment	NOUN
futech-409	277	113	:	:	PUNCT
futech-409	277	114	40	40	NUM
futech-409	277	115	hours	hour	NOUN
futech-409	277	116	per	per	ADP
futech-409	277	117	existing	exist	VERB
futech-409	277	118	staff	staff	NOUN
futech-409	277	119	member	member	NOUN
futech-409	277	120	at	at	ADP
futech-409	277	121	$	$	SYM
futech-409	277	122	2,500	2,500	NUM
futech-409	277	123	per	per	ADP
futech-409	277	124	person	person	NOUN
futech-409	277	125	for	for	ADP
futech-409	277	126	ai	ai	NOUN
futech-409	277	127	system	system	NOUN
futech-409	277	128	proficiency	proficiency	NOUN
futech-409	277	129	scalability	scalability	NOUN
futech-409	277	130	assessment	assessment	NOUN
futech-409	277	131	framework	framework	NOUN
futech-409	277	132	:	:	PUNCT
futech-409	277	133	high	high	ADJ
futech-409	277	134	feasibility	feasibility	NOUN
futech-409	277	135	sites	site	NOUN
futech-409	277	136	(	(	PUNCT
futech-409	277	137	>	>	SYM
futech-409	277	138	500,000	500,000	NUM
futech-409	277	139	annual	annual	ADJ
futech-409	277	140	visitors	visitor	NOUN
futech-409	277	141	):	):	PUNCT
futech-409	277	142	•	•	NUM
futech-409	277	143	strong	strong	ADJ
futech-409	277	144	roi	roi	NOUN
futech-409	277	145	potential	potential	NOUN
futech-409	277	146	with	with	ADP
futech-409	277	147	24	24	NUM
futech-409	277	148	-	-	PUNCT
futech-409	277	149	month	month	NOUN
futech-409	277	150	break	break	NOUN
futech-409	277	151	-	-	PUNCT
futech-409	277	152	even	even	ADJ
futech-409	277	153	period	period	NOUN
futech-409	277	154	•	•	ADP
futech-409	277	155	sufficient	sufficient	ADJ
futech-409	277	156	visitor	visitor	NOUN
futech-409	277	157	volume	volume	NOUN
futech-409	277	158	to	to	PART
futech-409	277	159	justify	justify	VERB
futech-409	277	160	comprehensive	comprehensive	ADJ
futech-409	277	161	ai	ai	NOUN
futech-409	277	162	infrastructure	infrastructure	NOUN
futech-409	277	163	•	•	ADP
futech-409	277	164	examples	example	NOUN
futech-409	277	165	:	:	PUNCT
futech-409	277	166	great	great	ADJ
futech-409	277	167	wall	wall	NOUN
futech-409	277	168	of	of	ADP
futech-409	277	169	china	china	PROPN
futech-409	277	170	(	(	PUNCT
futech-409	277	171	beijing	beijing	PROPN
futech-409	277	172	section	section	PROPN
futech-409	277	173	)	)	PUNCT
futech-409	277	174	,	,	PUNCT
futech-409	277	175	machu	machu	PROPN
futech-409	277	176	picchu	picchu	PROPN
futech-409	277	177	,	,	PUNCT
futech-409	277	178	angkor	angkor	PROPN
futech-409	277	179	wat	wat	VERB
futech-409	277	180	moderate	moderate	ADJ
futech-409	277	181	feasibility	feasibility	NOUN
futech-409	277	182	sites	site	NOUN
futech-409	277	183	(	(	PUNCT
futech-409	277	184	100,000	100,000	NUM
futech-409	277	185	-	-	SYM
futech-409	277	186	500,000	500,000	NUM
futech-409	277	187	visitors	visitor	NOUN
futech-409	277	188	):	):	PUNCT
futech-409	277	189	•	•	NUM
futech-409	277	190	require	require	VERB
futech-409	277	191	cost	cost	NOUN
futech-409	277	192	optimization	optimization	NOUN
futech-409	277	193	through	through	ADP
futech-409	277	194	shared	share	VERB
futech-409	277	195	regional	regional	ADJ
futech-409	277	196	infrastructure	infrastructure	NOUN
futech-409	277	197	•	•	ADP
futech-409	277	198	36	36	NUM
futech-409	277	199	-	-	PUNCT
futech-409	277	200	month	month	NOUN
futech-409	277	201	break	break	NOUN
futech-409	277	202	-	-	PUNCT
futech-409	277	203	even	even	ADJ
futech-409	277	204	period	period	NOUN
futech-409	277	205	with	with	ADP
futech-409	277	206	reduced	reduce	VERB
futech-409	277	207	feature	feature	NOUN
futech-409	277	208	set	set	VERB
futech-409	277	209	•	•	NOUN
futech-409	277	210	collaborative	collaborative	ADJ
futech-409	277	211	implementation	implementation	NOUN
futech-409	277	212	model	model	NOUN
futech-409	277	213	recommended	recommend	VERB
futech-409	277	214	low	low	ADJ
futech-409	277	215	feasibility	feasibility	NOUN
futech-409	277	216	sites	site	NOUN
futech-409	277	217	(	(	PUNCT
futech-409	277	218	<	<	X
futech-409	277	219	100,000	100,000	NUM
futech-409	277	220	visitors	visitor	NOUN
futech-409	277	221	):	):	PUNCT
futech-409	277	222	•	•	X
futech-409	277	223	individual	individual	ADJ
futech-409	277	224	implementation	implementation	NOUN
futech-409	277	225	not	not	PART
futech-409	277	226	economically	economically	ADV
futech-409	277	227	viable	viable	ADJ
futech-409	277	228	•	•	ADJ
futech-409	277	229	regional	regional	ADJ
futech-409	277	230	consortium	consortium	NOUN
futech-409	277	231	approach	approach	NOUN
futech-409	277	232	with	with	ADP
futech-409	277	233	shared	share	VERB
futech-409	277	234	ai	ai	PROPN
futech-409	277	235	services	service	NOUN
futech-409	277	236	•	•	NOUN
futech-409	277	237	focus	focus	NOUN
futech-409	277	238	on	on	ADP
futech-409	277	239	mobile	mobile	ADJ
futech-409	277	240	-	-	PUNCT
futech-409	277	241	first	first	ADJ
futech-409	277	242	solutions	solution	NOUN
futech-409	277	243	with	with	ADP
futech-409	277	244	cloud	cloud	NOUN
futech-409	277	245	-	-	PUNCT
futech-409	277	246	based	base	VERB
futech-409	277	247	processing	processing	NOUN
futech-409	277	248	scalability	scalability	NOUN
futech-409	277	249	challenges	challenge	NOUN
futech-409	277	250	and	and	CCONJ
futech-409	277	251	mitigation	mitigation	NOUN
futech-409	277	252	strategies	strategy	NOUN
futech-409	277	253	:	:	PUNCT
futech-409	277	254	•	•	NUM
futech-409	277	255	technical	technical	ADJ
futech-409	277	256	infrastructure	infrastructure	NOUN
futech-409	277	257	:	:	PUNCT
futech-409	277	258	cloud	cloud	NOUN
futech-409	277	259	-	-	PUNCT
futech-409	277	260	based	base	VERB
futech-409	277	261	architecture	architecture	NOUN
futech-409	277	262	enables	enable	VERB
futech-409	277	263	rapid	rapid	ADJ
futech-409	277	264	scaling	scaling	NOUN
futech-409	277	265	with	with	ADP
futech-409	277	266	10x	10x	NOUN
futech-409	277	267	capacity	capacity	NOUN
futech-409	277	268	increase	increase	NOUN
futech-409	277	269	capability	capability	NOUN
futech-409	277	270	•	•	ADP
futech-409	277	271	cultural	cultural	ADJ
futech-409	277	272	adaptation	adaptation	NOUN
futech-409	277	273	:	:	PUNCT
futech-409	277	274	modular	modular	ADJ
futech-409	277	275	framework	framework	NOUN
futech-409	277	276	design	design	NOUN
futech-409	277	277	allows	allow	VERB
futech-409	277	278	60	60	NUM
futech-409	277	279	%	%	NOUN
futech-409	277	280	faster	fast	ADJ
futech-409	277	281	customization	customization	NOUN
futech-409	277	282	for	for	ADP
futech-409	277	283	new	new	ADJ
futech-409	277	284	heritage	heritage	NOUN
futech-409	277	285	sites	site	NOUN
futech-409	277	286	•	•	NOUN
futech-409	277	287	language	language	NOUN
futech-409	277	288	expansion	expansion	NOUN
futech-409	277	289	:	:	PUNCT
futech-409	277	290	pre	pre	ADJ
futech-409	277	291	-	-	ADJ
futech-409	277	292	trained	train	VERB
futech-409	277	293	multilingual	multilingual	ADJ
futech-409	277	294	models	model	NOUN
futech-409	277	295	reduce	reduce	VERB
futech-409	277	296	development	development	NOUN
futech-409	277	297	time	time	NOUN
futech-409	277	298	by	by	ADP
futech-409	277	299	70	70	NUM
futech-409	277	300	%	%	NOUN
futech-409	277	301	for	for	ADP
futech-409	277	302	new	new	ADJ
futech-409	277	303	languages	language	NOUN
futech-409	277	304	•	•	NOUN
futech-409	277	305	staff	staff	NOUN
futech-409	277	306	training	training	NOUN
futech-409	277	307	:	:	PUNCT
futech-409	277	308	standardized	standardized	ADJ
futech-409	277	309	certification	certification	NOUN
futech-409	277	310	programs	program	NOUN
futech-409	277	311	enable	enable	VERB
futech-409	277	312	efficient	efficient	ADJ
futech-409	277	313	knowledge	knowledge	NOUN
futech-409	277	314	transfer	transfer	NOUN
futech-409	277	315	across	across	ADP
futech-409	277	316	sites	site	NOUN
futech-409	277	317	•	•	VERB
futech-409	277	318	regulatory	regulatory	ADJ
futech-409	277	319	compliance	compliance	NOUN
futech-409	277	320	:	:	PUNCT
futech-409	277	321	template	template	NOUN
futech-409	277	322	-	-	PUNCT
futech-409	277	323	based	base	VERB
futech-409	277	324	privacy	privacy	NOUN
futech-409	277	325	and	and	CCONJ
futech-409	277	326	ethical	ethical	ADJ
futech-409	277	327	frameworks	framework	NOUN
futech-409	277	328	accelerate	accelerate	VERB
futech-409	277	329	deployment	deployment	NOUN
futech-409	277	330	approval	approval	NOUN
futech-409	277	331	multi	multi	ADJ
futech-409	277	332	-	-	ADJ
futech-409	277	333	site	site	ADJ
futech-409	277	334	implementation	implementation	NOUN
futech-409	277	335	roadmap	roadmap	NOUN
futech-409	277	336	:	:	PUNCT
futech-409	277	337	•	•	NUM
futech-409	277	338	phase	phase	NOUN
futech-409	277	339	1	1	NUM
futech-409	277	340	:	:	PUNCT
futech-409	277	341	high	high	ADJ
futech-409	277	342	-	-	PUNCT
futech-409	277	343	traffic	traffic	NOUN
futech-409	277	344	unesco	unesco	PROPN
futech-409	277	345	world	world	PROPN
futech-409	277	346	heritage	heritage	NOUN
futech-409	277	347	sites	site	NOUN
futech-409	277	348	(	(	PUNCT
futech-409	277	349	5	5	NUM
futech-409	277	350	sites	site	NOUN
futech-409	277	351	,	,	PUNCT
futech-409	277	352	18	18	NUM
futech-409	277	353	months	month	NOUN
futech-409	277	354	)	)	PUNCT
futech-409	277	355	•	•	NOUN
futech-409	277	356	phase	phase	NOUN
futech-409	277	357	2	2	NUM
futech-409	277	358	:	:	PUNCT
futech-409	277	359	regional	regional	ADJ
futech-409	277	360	heritage	heritage	NOUN
futech-409	277	361	destinations	destination	NOUN
futech-409	277	362	(	(	PUNCT
futech-409	277	363	15	15	NUM
futech-409	277	364	sites	site	NOUN
futech-409	277	365	,	,	PUNCT
futech-409	277	366	24	24	NUM
futech-409	277	367	months	month	NOUN
futech-409	277	368	)	)	PUNCT
futech-409	277	369	•	•	NUM
futech-409	277	370	phase	phase	NOUN
futech-409	277	371	3	3	NUM
futech-409	277	372	:	:	PUNCT
futech-409	277	373	local	local	ADJ
futech-409	277	374	cultural	cultural	ADJ
futech-409	277	375	sites	site	NOUN
futech-409	277	376	through	through	ADP
futech-409	277	377	consortium	consortium	NOUN
futech-409	277	378	model	model	NOUN
futech-409	277	379	(	(	PUNCT
futech-409	277	380	50	50	NUM
futech-409	277	381	+	+	NUM
futech-409	277	382	sites	site	NOUN
futech-409	277	383	,	,	PUNCT
futech-409	277	384	36	36	NUM
futech-409	277	385	months	month	NOUN
futech-409	277	386	)	)	PUNCT
futech-409	277	387	•	•	NUM
futech-409	277	388	total	total	ADJ
futech-409	277	389	projected	project	VERB
futech-409	277	390	market	market	NOUN
futech-409	277	391	:	:	PUNCT
futech-409	277	392	200	200	NUM
futech-409	277	393	+	+	NUM
futech-409	277	394	heritage	heritage	NOUN
futech-409	277	395	sites	site	NOUN
futech-409	277	396	globally	globally	ADV
futech-409	277	397	with	with	ADP
futech-409	277	398	combined	combined	ADJ
futech-409	277	399	visitor	visitor	NOUN
futech-409	277	400	base	base	NOUN
futech-409	277	401	exceeding	exceed	VERB
futech-409	277	402	100	100	NUM
futech-409	277	403	million	million	NUM
futech-409	277	404	annually	annually	ADV
futech-409	277	405	5.3	5.3	NUM
futech-409	277	406	ai	ai	PROPN
futech-409	277	407	model	model	NOUN
futech-409	277	408	limitations	limitation	NOUN
futech-409	277	409	in	in	ADP
futech-409	277	410	culturally	culturally	ADV
futech-409	277	411	sensitive	sensitive	ADJ
futech-409	277	412	domains	domain	NOUN
futech-409	277	413	generic	generic	ADJ
futech-409	277	414	machine	machine	NOUN
futech-409	277	415	learning	learn	VERB
futech-409	277	416	model	model	NOUN
futech-409	277	417	limitations	limitation	NOUN
futech-409	277	418	the	the	DET
futech-409	277	419	application	application	NOUN
futech-409	277	420	of	of	ADP
futech-409	277	421	standardized	standardized	ADJ
futech-409	277	422	machine	machine	NOUN
futech-409	277	423	learning	learn	VERB
futech-409	277	424	algorithms	algorithm	NOUN
futech-409	277	425	to	to	ADP
futech-409	277	426	culturally	culturally	ADV
futech-409	277	427	sensitive	sensitive	ADJ
futech-409	277	428	heritage	heritage	NOUN
futech-409	277	429	tourism	tourism	NOUN
futech-409	277	430	presents	present	VERB
futech-409	277	431	several	several	ADJ
futech-409	277	432	inherent	inherent	ADJ
futech-409	277	433	limitations	limitation	NOUN
futech-409	277	434	that	that	PRON
futech-409	277	435	require	require	VERB
futech-409	277	436	careful	careful	ADJ
futech-409	277	437	consideration	consideration	NOUN
futech-409	277	438	:	:	PUNCT
futech-409	277	439	dbscan	dbscan	NOUN
futech-409	277	440	clustering	cluster	VERB
futech-409	277	441	limitations	limitation	NOUN
futech-409	277	442	in	in	ADP
futech-409	277	443	cultural	cultural	ADJ
futech-409	277	444	context	context	NOUN
futech-409	277	445	:	:	PUNCT
futech-409	277	446	dbscan	dbscan	PROPN
futech-409	277	447	's	's	PART
futech-409	277	448	density	density	NOUN
futech-409	277	449	-	-	PUNCT
futech-409	277	450	based	base	VERB
futech-409	277	451	approach	approach	NOUN
futech-409	277	452	may	may	AUX
futech-409	277	453	inadvertently	inadvertently	ADV
futech-409	277	454	group	group	VERB
futech-409	277	455	culturally	culturally	ADV
futech-409	277	456	distinct	distinct	ADJ
futech-409	277	457	behaviors	behavior	NOUN
futech-409	277	458	that	that	PRON
futech-409	277	459	appear	appear	VERB
futech-409	277	460	similar	similar	ADJ
futech-409	277	461	in	in	ADP
futech-409	277	462	feature	feature	NOUN
futech-409	277	463	space	space	NOUN
futech-409	277	464	but	but	CCONJ
futech-409	277	465	have	have	VERB
futech-409	277	466	different	different	ADJ
futech-409	277	467	cultural	cultural	ADJ
futech-409	277	468	significance	significance	NOUN
futech-409	277	469	.	.	PUNCT
futech-409	278	1	for	for	ADP
futech-409	278	2	example	example	NOUN
futech-409	278	3	,	,	PUNCT
futech-409	278	4	extended	extended	ADJ
futech-409	278	5	photography	photography	NOUN
futech-409	278	6	time	time	NOUN
futech-409	278	7	might	might	AUX
futech-409	278	8	indicate	indicate	VERB
futech-409	278	9	deep	deep	ADJ
futech-409	278	10	cultural	cultural	ADJ
futech-409	278	11	appreciation	appreciation	NOUN
futech-409	278	12	in	in	ADP
futech-409	278	13	some	some	DET
futech-409	278	14	cultures	culture	NOUN
futech-409	278	15	while	while	SCONJ
futech-409	278	16	representing	represent	VERB
futech-409	278	17	social	social	ADJ
futech-409	278	18	media	medium	NOUN
futech-409	278	19	performance	performance	NOUN
futech-409	278	20	in	in	ADP
futech-409	278	21	others	other	NOUN
futech-409	278	22	.	.	PUNCT
futech-409	279	1	the	the	DET
futech-409	279	2	algorithm	algorithm	NOUN
futech-409	279	3	's	's	PART
futech-409	279	4	inability	inability	NOUN
futech-409	279	5	to	to	PART
futech-409	279	6	incorporate	incorporate	VERB
futech-409	279	7	cultural	cultural	ADJ
futech-409	279	8	context	context	NOUN
futech-409	279	9	into	into	ADP
futech-409	279	10	distance	distance	NOUN
futech-409	279	11	calculations	calculation	NOUN
futech-409	279	12	may	may	AUX
futech-409	279	13	lead	lead	VERB
futech-409	279	14	to	to	ADP
futech-409	279	15	misclassification	misclassification	NOUN
futech-409	279	16	of	of	ADP
futech-409	279	17	culturally	culturally	ADV
futech-409	279	18	specific	specific	ADJ
futech-409	279	19	behaviors	behavior	NOUN
futech-409	279	20	.	.	PUNCT
futech-409	280	1	bert	bert	PROPN
futech-409	280	2	model	model	PROPN
futech-409	280	3	cultural	cultural	ADJ
futech-409	280	4	representation	representation	NOUN
futech-409	280	5	gaps	gap	NOUN
futech-409	280	6	:	:	PUNCT
futech-409	280	7	despite	despite	SCONJ
futech-409	280	8	finetuning	finetune	VERB
futech-409	280	9	efforts	effort	NOUN
futech-409	280	10	,	,	PUNCT
futech-409	280	11	bert	bert	PROPN
futech-409	280	12	's	's	PART
futech-409	280	13	pre	pre	NOUN
futech-409	280	14	-	-	NOUN
futech-409	280	15	training	training	NOUN
futech-409	280	16	on	on	ADP
futech-409	280	17	predominantly	predominantly	ADV
futech-409	280	18	western	western	ADJ
futech-409	280	19	text	text	NOUN
futech-409	280	20	corpora	corpora	NOUN
futech-409	280	21	creates	create	VERB
futech-409	280	22	inherent	inherent	ADJ
futech-409	280	23	biases	bias	NOUN
futech-409	280	24	toward	toward	ADP
futech-409	280	25	western	western	ADJ
futech-409	280	26	communication	communication	NOUN
futech-409	280	27	patterns	pattern	NOUN
futech-409	280	28	.	.	PUNCT
futech-409	281	1	the	the	DET
futech-409	281	2	model	model	NOUN
futech-409	281	3	demonstrates	demonstrate	VERB
futech-409	281	4	15	15	NUM
futech-409	281	5	-	-	SYM
futech-409	281	6	20	20	NUM
futech-409	281	7	%	%	NOUN
futech-409	281	8	lower	low	ADJ
futech-409	281	9	accuracy	accuracy	NOUN
futech-409	281	10	in	in	ADP
futech-409	281	11	processing	process	VERB
futech-409	281	12	non	non	ADJ
futech-409	281	13	-	-	ADJ
futech-409	281	14	western	western	ADJ
futech-409	281	15	cultural	cultural	ADJ
futech-409	281	16	expressions	expression	NOUN
futech-409	281	17	,	,	PUNCT
futech-409	281	18	particularly	particularly	ADV
futech-409	281	19	in	in	ADP
futech-409	281	20	contexts	contexts	NOUN
futech-409	281	21	involving	involve	VERB
futech-409	281	22	indirect	indirect	ADJ
futech-409	281	23	communication	communication	NOUN
futech-409	281	24	styles	style	NOUN
futech-409	281	25	common	common	ADJ
futech-409	281	26	in	in	ADP
futech-409	281	27	east	east	ADJ
futech-409	281	28	asian	asian	ADJ
futech-409	281	29	cultures	culture	NOUN
futech-409	281	30	.	.	PUNCT
futech-409	282	1	idiomatic	idiomatic	ADJ
futech-409	282	2	expressions	expression	NOUN
futech-409	282	3	and	and	CCONJ
futech-409	282	4	cultural	cultural	ADJ
futech-409	282	5	metaphors	metaphor	NOUN
futech-409	282	6	often	often	ADV
futech-409	282	7	require	require	VERB
futech-409	282	8	manual	manual	ADJ
futech-409	282	9	annotation	annotation	NOUN
futech-409	282	10	and	and	CCONJ
futech-409	282	11	cultural	cultural	ADJ
futech-409	282	12	expert	expert	NOUN
futech-409	282	13	validation	validation	NOUN
futech-409	282	14	.	.	PUNCT
futech-409	283	1	random	random	ADJ
futech-409	283	2	forest	forest	NOUN
futech-409	283	3	cultural	cultural	ADJ
futech-409	283	4	feature	feature	NOUN
futech-409	283	5	importance	importance	NOUN
futech-409	283	6	bias	bias	NOUN
futech-409	283	7	:	:	PUNCT
futech-409	283	8	random	random	ADJ
futech-409	283	9	forest	forest	NOUN
futech-409	283	10	algorithms	algorithm	NOUN
futech-409	283	11	may	may	AUX
futech-409	283	12	overemphasize	overemphasize	VERB
futech-409	283	13	quantifiable	quantifiable	ADJ
futech-409	283	14	behavioral	behavioral	ADJ
futech-409	283	15	features	feature	NOUN
futech-409	283	16	(	(	PUNCT
futech-409	283	17	dwell	dwell	NOUN
futech-409	283	18	time	time	NOUN
futech-409	283	19	,	,	PUNCT
futech-409	283	20	click	click	VERB
futech-409	283	21	rates	rate	NOUN
futech-409	283	22	)	)	PUNCT
futech-409	283	23	while	while	SCONJ
futech-409	283	24	underweighting	underweighte	VERB
futech-409	283	25	subtle	subtle	ADJ
futech-409	283	26	cultural	cultural	ADJ
futech-409	283	27	indicators	indicator	NOUN
futech-409	283	28	that	that	PRON
futech-409	283	29	are	be	AUX
futech-409	283	30	difficult	difficult	ADJ
futech-409	283	31	to	to	PART
futech-409	283	32	measure	measure	VERB
futech-409	283	33	but	but	CCONJ
futech-409	283	34	culturally	culturally	ADV
futech-409	283	35	significant	significant	ADJ
futech-409	283	36	.	.	PUNCT
futech-409	284	1	the	the	DET
futech-409	284	2	model	model	NOUN
futech-409	284	3	's	's	PART
futech-409	284	4	reliance	reliance	NOUN
futech-409	284	5	on	on	ADP
futech-409	284	6	majority	majority	NOUN
futech-409	284	7	voting	voting	NOUN
futech-409	284	8	can	can	AUX
futech-409	284	9	marginalize	marginalize	VERB
futech-409	284	10	minority	minority	NOUN
futech-409	284	11	cultural	cultural	ADJ
futech-409	284	12	perspectives	perspective	NOUN
futech-409	284	13	,	,	PUNCT
futech-409	284	14	particularly	particularly	ADV
futech-409	284	15	when	when	SCONJ
futech-409	284	16	training	training	NOUN
futech-409	284	17	data	datum	NOUN
futech-409	284	18	is	be	AUX
futech-409	284	19	imbalanced	imbalance	VERB
futech-409	284	20	across	across	ADP
futech-409	284	21	cultural	cultural	ADJ
futech-409	284	22	groups	group	NOUN
futech-409	284	23	.	.	PUNCT
futech-409	285	1	mitigation	mitigation	NOUN
futech-409	285	2	strategies	strategy	NOUN
futech-409	285	3	and	and	CCONJ
futech-409	285	4	recommendations	recommendation	NOUN
futech-409	285	5	:	:	PUNCT
futech-409	285	6	•	•	NUM
futech-409	285	7	cultural	cultural	ADJ
futech-409	285	8	expert	expert	NOUN
futech-409	285	9	integration	integration	NOUN
futech-409	285	10	:	:	PUNCT
futech-409	285	11	continuous	continuous	ADJ
futech-409	285	12	involvement	involvement	NOUN
futech-409	285	13	of	of	ADP
futech-409	285	14	cultural	cultural	ADJ
futech-409	285	15	anthropologists	anthropologist	NOUN
futech-409	285	16	and	and	CCONJ
futech-409	285	17	local	local	ADJ
futech-409	285	18	heritage	heritage	NOUN
futech-409	285	19	experts	expert	NOUN
futech-409	285	20	in	in	ADP
futech-409	285	21	model	model	NOUN
futech-409	285	22	development	development	NOUN
futech-409	285	23	and	and	CCONJ
futech-409	285	24	validation	validation	NOUN
futech-409	285	25	•	•	ADP
futech-409	285	26	cultural	cultural	ADJ
futech-409	285	27	weighting	weighting	NOUN
futech-409	285	28	mechanisms	mechanism	NOUN
futech-409	285	29	:	:	PUNCT
futech-409	285	30	implementation	implementation	NOUN
futech-409	285	31	of	of	ADP
futech-409	285	32	culture	culture	NOUN
futech-409	285	33	-	-	PUNCT
futech-409	285	34	specific	specific	ADJ
futech-409	285	35	feature	feature	NOUN
futech-409	285	36	weighting	weighting	NOUN
futech-409	285	37	based	base	VERB
futech-409	285	38	on	on	ADP
futech-409	285	39	cultural	cultural	ADJ
futech-409	285	40	significance	significance	NOUN
futech-409	285	41	rather	rather	ADV
futech-409	285	42	than	than	ADP
futech-409	285	43	statistical	statistical	ADJ
futech-409	285	44	frequency	frequency	NOUN
futech-409	285	45	•	•	NOUN
futech-409	285	46	hybrid	hybrid	ADJ
futech-409	285	47	human	human	NOUN
futech-409	285	48	-	-	PUNCT
futech-409	285	49	ai	ai	NOUN
futech-409	285	50	approaches	approach	NOUN
futech-409	285	51	:	:	PUNCT
futech-409	285	52	combining	combine	VERB
futech-409	285	53	ai	ai	VERB
futech-409	285	54	predictions	prediction	NOUN
futech-409	285	55	with	with	ADP
futech-409	285	56	human	human	ADJ
futech-409	285	57	cultural	cultural	ADJ
futech-409	285	58	expertise	expertise	NOUN
futech-409	285	59	for	for	ADP
futech-409	285	60	final	final	ADJ
futech-409	285	61	decision	decision	NOUN
futech-409	285	62	-	-	PUNCT
futech-409	285	63	making	make	VERB
futech-409	285	64	•	•	NOUN
futech-409	285	65	regular	regular	ADJ
futech-409	285	66	cultural	cultural	ADJ
futech-409	285	67	audits	audits	NOUN
futech-409	285	68	:	:	PUNCT
futech-409	285	69	quarterly	quarterly	ADJ
futech-409	285	70	assessments	assessment	NOUN
futech-409	285	71	of	of	ADP
futech-409	285	72	model	model	NOUN
futech-409	285	73	performance	performance	NOUN
futech-409	285	74	across	across	ADP
futech-409	285	75	cultural	cultural	ADJ
futech-409	285	76	groups	group	NOUN
futech-409	285	77	with	with	ADP
futech-409	285	78	bias	bias	NOUN
futech-409	285	79	correction	correction	NOUN
futech-409	285	80	protocols	protocol	NOUN
futech-409	285	81	•	•	ADV
futech-409	285	82	adaptive	adaptive	ADJ
futech-409	285	83	learning	learning	NOUN
futech-409	285	84	systems	system	NOUN
futech-409	285	85	:	:	PUNCT
futech-409	285	86	implementation	implementation	NOUN
futech-409	285	87	of	of	ADP
futech-409	285	88	feedback	feedback	NOUN
futech-409	285	89	loops	loop	NOUN
futech-409	285	90	allowing	allow	VERB
futech-409	285	91	models	model	NOUN
futech-409	285	92	to	to	PART
futech-409	285	93	learn	learn	VERB
futech-409	285	94	from	from	ADP
futech-409	285	95	cultural	cultural	ADJ
futech-409	285	96	expert	expert	NOUN
futech-409	285	97	corrections	correction	NOUN
futech-409	285	98	ethical	ethical	ADJ
futech-409	285	99	considerations	consideration	NOUN
futech-409	285	100	:	:	PUNCT
futech-409	285	101	the	the	DET
futech-409	285	102	deployment	deployment	NOUN
futech-409	285	103	of	of	ADP
futech-409	285	104	ai	ai	PROPN
futech-409	285	105	systems	system	NOUN
futech-409	285	106	in	in	ADP
futech-409	285	107	cultural	cultural	ADJ
futech-409	285	108	heritage	heritage	NOUN
futech-409	285	109	contexts	context	NOUN
futech-409	285	110	requires	require	VERB
futech-409	285	111	ongoing	ongoing	ADJ
futech-409	285	112	vigilance	vigilance	NOUN
futech-409	285	113	regarding	regard	VERB
futech-409	285	114	cultural	cultural	ADJ
futech-409	285	115	appropriation	appropriation	NOUN
futech-409	285	116	,	,	PUNCT
futech-409	285	117	misrepresentation	misrepresentation	NOUN
futech-409	285	118	,	,	PUNCT
futech-409	285	119	and	and	CCONJ
futech-409	285	120	the	the	DET
futech-409	285	121	potential	potential	NOUN
futech-409	285	122	for	for	SCONJ
futech-409	285	123	technology	technology	NOUN
futech-409	285	124	to	to	PART
futech-409	285	125	oversimplify	oversimplify	VERB
futech-409	285	126	complex	complex	ADJ
futech-409	285	127	cultural	cultural	ADJ
futech-409	285	128	meanings	meaning	NOUN
futech-409	285	129	.	.	PUNCT
futech-409	286	1	future	future	ADJ
futech-409	286	2	research	research	NOUN
futech-409	286	3	should	should	AUX
futech-409	286	4	prioritize	prioritize	VERB
futech-409	286	5	developing	develop	VERB
futech-409	286	6	culturally	culturally	ADV
futech-409	286	7	intelligent	intelligent	ADJ
futech-409	286	8	ai	ai	NOUN
futech-409	286	9	systems	system	NOUN
futech-409	286	10	that	that	PRON
futech-409	286	11	can	can	AUX
futech-409	286	12	adapt	adapt	VERB
futech-409	286	13	to	to	ADP
futech-409	286	14	local	local	ADJ
futech-409	286	15	cultural	cultural	ADJ
futech-409	286	16	contexts	context	NOUN
futech-409	286	17	while	while	SCONJ
futech-409	286	18	maintaining	maintain	VERB
futech-409	286	19	respect	respect	NOUN
futech-409	286	20	for	for	ADP
futech-409	286	21	cultural	cultural	ADJ
futech-409	286	22	authenticity	authenticity	NOUN
futech-409	286	23	and	and	CCONJ
futech-409	286	24	diversity	diversity	NOUN
futech-409	286	25	.	.	PUNCT
futech-409	287	1	this	this	DET
futech-409	287	2	study	study	NOUN
futech-409	287	3	has	have	VERB
futech-409	287	4	limitations	limitation	NOUN
futech-409	287	5	concerning	concern	VERB
futech-409	287	6	the	the	DET
futech-409	287	7	area	area	NOUN
futech-409	287	8	of	of	ADP
futech-409	287	9	the	the	DET
futech-409	287	10	study	study	NOUN
futech-409	287	11	due	due	ADP
futech-409	287	12	to	to	ADP
futech-409	287	13	its	its	PRON
futech-409	287	14	cultural	cultural	ADJ
futech-409	287	15	and	and	CCONJ
futech-409	287	16	geographical	geographical	ADJ
futech-409	287	17	scope	scope	NOUN
futech-409	287	18	which	which	PRON
futech-409	287	19	may	may	AUX
futech-409	287	20	affect	affect	VERB
futech-409	287	21	its	its	PRON
futech-409	287	22	general	general	ADJ
futech-409	287	23	applicability	applicability	NOUN
futech-409	287	24	to	to	ADP
futech-409	287	25	other	other	ADJ
futech-409	287	26	heritage	heritage	NOUN
futech-409	287	27	sites	site	NOUN
futech-409	287	28	.	.	PUNCT
futech-409	288	1	the	the	DET
futech-409	288	2	timeframe	timeframe	NOUN
futech-409	288	3	in	in	ADP
futech-409	288	4	which	which	PRON
futech-409	288	5	the	the	DET
futech-409	288	6	data	datum	NOUN
futech-409	288	7	was	be	AUX
futech-409	288	8	collected	collect	VERB
futech-409	288	9	is	be	AUX
futech-409	288	10	allencompassing	allencompasse	VERB
futech-409	288	11	but	but	CCONJ
futech-409	288	12	only	only	ADV
futech-409	288	13	serves	serve	VERB
futech-409	288	14	to	to	PART
futech-409	288	15	represent	represent	VERB
futech-409	288	16	one	one	NUM
futech-409	288	17	period	period	NOUN
futech-409	288	18	in	in	ADP
futech-409	288	19	time	time	NOUN
futech-409	288	20	.	.	PUNCT
futech-409	289	1	furthermore	furthermore	ADV
futech-409	289	2	,	,	PUNCT
futech-409	289	3	because	because	SCONJ
futech-409	289	4	technology	technology	NOUN
futech-409	289	5	is	be	AUX
futech-409	289	6	changing	change	VERB
futech-409	289	7	so	so	ADV
futech-409	289	8	quickly	quickly	ADV
futech-409	289	9	,	,	PUNCT
futech-409	289	10	some	some	PRON
futech-409	289	11	of	of	ADP
futech-409	289	12	the	the	DET
futech-409	289	13	ai	ai	PROPN
futech-409	289	14	methods	method	NOUN
futech-409	289	15	used	use	VERB
futech-409	289	16	in	in	ADP
futech-409	289	17	this	this	DET
futech-409	289	18	study	study	NOUN
futech-409	289	19	may	may	AUX
futech-409	289	20	become	become	VERB
futech-409	289	21	quickly	quickly	ADV
futech-409	289	22	outdated	outdate	VERB
futech-409	289	23	by	by	ADP
futech-409	289	24	more	more	ADJ
futech-409	289	25	modern	modern	ADJ
futech-409	289	26	methods	method	NOUN
futech-409	289	27	in	in	ADP
futech-409	289	28	the	the	DET
futech-409	289	29	near	near	ADJ
futech-409	289	30	future	future	NOUN
futech-409	289	31	.	.	PUNCT
futech-409	290	1	the	the	DET
futech-409	290	2	emergence	emergence	NOUN
futech-409	290	3	of	of	ADP
futech-409	290	4	smart	smart	ADJ
futech-409	290	5	tourism	tourism	NOUN
futech-409	290	6	ecosystems	ecosystem	NOUN
futech-409	290	7	needs	need	VERB
futech-409	290	8	the	the	DET
futech-409	290	9	mapping	mapping	NOUN
futech-409	290	10	out	out	ADP
futech-409	290	11	of	of	ADP
futech-409	290	12	stakeholder	stakeholder	NOUN
futech-409	290	13	interrelations	interrelation	NOUN
futech-409	290	14	and	and	CCONJ
futech-409	290	15	value	value	NOUN
futech-409	290	16	co	co	NOUN
futech-409	290	17	-	-	NOUN
futech-409	290	18	creation	creation	NOUN
futech-409	290	19	activities	activity	NOUN
futech-409	290	20	.	.	PUNCT
futech-409	291	1	smart	smart	ADJ
futech-409	291	2	tourism	tourism	NOUN
futech-409	291	3	ecosystems	ecosystem	NOUN
futech-409	291	4	shift	shift	VERB
futech-409	291	5	the	the	DET
futech-409	291	6	focus	focus	NOUN
futech-409	291	7	on	on	ADP
futech-409	291	8	development	development	NOUN
futech-409	291	9	with	with	ADP
futech-409	291	10	the	the	DET
futech-409	291	11	cross	cross	ADJ
futech-409	291	12	-	-	ADJ
futech-409	291	13	cutting	cutting	ADJ
futech-409	291	14	issue	issue	NOUN
futech-409	291	15	being	be	AUX
futech-409	291	16	the	the	DET
futech-409	291	17	institutional	institutional	ADJ
futech-409	291	18	framework	framework	NOUN
futech-409	291	19	in	in	ADP
futech-409	291	20	combining	combine	VERB
futech-409	291	21	technology	technology	NOUN
futech-409	291	22	to	to	ADP
futech-409	291	23	sustainable	sustainable	ADJ
futech-409	291	24	development	development	NOUN
futech-409	291	25	outcomes	outcome	NOUN
futech-409	291	26	.	.	PUNCT
futech-409	292	1	the	the	DET
futech-409	292	2	success	success	NOUN
futech-409	292	3	of	of	ADP
futech-409	292	4	implementing	implement	VERB
futech-409	292	5	ai	ai	NOUN
futech-409	292	6	-	-	PUNCT
futech-409	292	7	based	base	VERB
futech-409	292	8	solutions	solution	NOUN
futech-409	292	9	is	be	AUX
futech-409	292	10	heavily	heavily	ADV
futech-409	292	11	reliant	reliant	ADJ
futech-409	292	12	on	on	ADP
futech-409	292	13	the	the	DET
futech-409	292	14	framework	framework	NOUN
futech-409	292	15	's	's	PART
futech-409	292	16	technological	technological	ADJ
futech-409	292	17	support	support	NOUN
futech-409	292	18	,	,	PUNCT
futech-409	292	19	organisational	organisational	ADJ
futech-409	292	20	capability	capability	NOUN
futech-409	292	21	for	for	ADP
futech-409	292	22	the	the	DET
futech-409	292	23	technology	technology	NOUN
futech-409	292	24	,	,	PUNCT
futech-409	292	25	stakeholders	stakeholder	NOUN
futech-409	292	26	'	'	PART
futech-409	292	27	willingness	willingness	NOUN
futech-409	292	28	,	,	PUNCT
futech-409	292	29	and	and	CCONJ
futech-409	292	30	cultural	cultural	ADJ
futech-409	292	31	considerations	consideration	NOUN
futech-409	292	32	.	.	PUNCT
futech-409	293	1	6	6	X
futech-409	293	2	.	.	X
futech-409	293	3	conclusion	conclusion	NOUN
futech-409	293	4	this	this	DET
futech-409	293	5	research	research	NOUN
futech-409	293	6	illustrates	illustrate	VERB
futech-409	293	7	the	the	DET
futech-409	293	8	application	application	NOUN
futech-409	293	9	of	of	ADP
futech-409	293	10	artificial	artificial	ADJ
futech-409	293	11	intelligence	intelligence	NOUN
futech-409	293	12	in	in	ADP
futech-409	293	13	the	the	DET
futech-409	293	14	analysis	analysis	NOUN
futech-409	293	15	of	of	ADP
futech-409	293	16	tourist	tourist	NOUN
futech-409	293	17	behavior	behavior	NOUN
futech-409	293	18	and	and	CCONJ
futech-409	293	19	in	in	ADP
futech-409	293	20	optimising	optimise	VERB
futech-409	293	21	communication	communication	NOUN
futech-409	293	22	at	at	ADP
futech-409	293	23	heritage	heritage	NOUN
futech-409	293	24	tourism	tourism	NOUN
futech-409	293	25	sites	site	NOUN
futech-409	293	26	like	like	ADP
futech-409	293	27	the	the	DET
futech-409	293	28	shanxi	shanxi	PROPN
futech-409	293	29	great	great	PROPN
futech-409	293	30	wall	wall	PROPN
futech-409	293	31	.	.	PUNCT
futech-409	294	1	the	the	DET
futech-409	294	2	work	work	NOUN
futech-409	294	3	adds	add	VERB
futech-409	294	4	value	value	NOUN
futech-409	294	5	to	to	ADP
futech-409	294	6	the	the	DET
futech-409	294	7	existing	exist	VERB
futech-409	294	8	x.	x.	NOUN
futech-409	294	9	hou	hou	PROPN
futech-409	294	10	&	&	CCONJ
futech-409	294	11	z.paidi	z.paidi	PROPN
futech-409	294	12	/future	/future	PUNCT
futech-409	294	13	technology	technology	PROPN
futech-409	294	14	november	november	PROPN
futech-409	294	15	2025|	2025|	NUM
futech-409	294	16	volume	volume	NOUN
futech-409	294	17	04	04	NUM
futech-409	295	1	|	|	ADV
futech-409	295	2	issue	issue	VERB
futech-409	295	3	04	04	NUM
futech-409	296	1	|	|	CCONJ
futech-409	296	2	pages	page	NOUN
futech-409	296	3	43	43	NUM
futech-409	296	4	-	-	SYM
futech-409	296	5	58	58	NUM
futech-409	296	6	56	56	NUM
futech-409	296	7	literature	literature	NOUN
futech-409	296	8	on	on	ADP
futech-409	296	9	smart	smart	ADJ
futech-409	296	10	tourism	tourism	NOUN
futech-409	296	11	by	by	ADP
futech-409	296	12	proposing	propose	VERB
futech-409	296	13	an	an	DET
futech-409	296	14	all	all	PRON
futech-409	296	15	-	-	PUNCT
futech-409	296	16	inclusive	inclusive	ADJ
futech-409	296	17	model	model	NOUN
futech-409	296	18	that	that	PRON
futech-409	296	19	incorporates	incorporate	VERB
futech-409	296	20	machine	machine	NOUN
futech-409	296	21	learning	learning	NOUN
futech-409	296	22	,	,	PUNCT
futech-409	296	23	big	big	ADJ
futech-409	296	24	data	datum	NOUN
futech-409	296	25	,	,	PUNCT
futech-409	296	26	and	and	CCONJ
futech-409	296	27	cultural	cultural	ADJ
futech-409	296	28	communication	communication	NOUN
futech-409	296	29	systems	system	NOUN
futech-409	296	30	.	.	PUNCT
futech-409	297	1	the	the	DET
futech-409	297	2	outcomes	outcome	NOUN
futech-409	297	3	suggest	suggest	VERB
futech-409	297	4	that	that	SCONJ
futech-409	297	5	with	with	ADP
futech-409	297	6	the	the	DET
futech-409	297	7	application	application	NOUN
futech-409	297	8	of	of	ADP
futech-409	297	9	ai	ai	NOUN
futech-409	297	10	-	-	PUNCT
futech-409	297	11	powered	power	VERB
futech-409	297	12	algorithmic	algorithmic	ADJ
futech-409	297	13	strategies	strategy	NOUN
futech-409	297	14	,	,	PUNCT
futech-409	297	15	visitors	visitor	NOUN
futech-409	297	16	’	'	PUNCT
futech-409	297	17	experiences	experience	NOUN
futech-409	297	18	,	,	PUNCT
futech-409	297	19	cultural	cultural	ADJ
futech-409	297	20	appreciation	appreciation	NOUN
futech-409	297	21	,	,	PUNCT
futech-409	297	22	knowledge	knowledge	NOUN
futech-409	297	23	retention	retention	NOUN
futech-409	297	24	,	,	PUNCT
futech-409	297	25	and	and	CCONJ
futech-409	297	26	operational	operational	ADJ
futech-409	297	27	productivity	productivity	NOUN
futech-409	297	28	were	be	AUX
futech-409	297	29	drastically	drastically	ADV
futech-409	297	30	improved	improve	VERB
futech-409	297	31	.	.	PUNCT
futech-409	298	1	the	the	DET
futech-409	298	2	research	research	NOUN
futech-409	298	3	proves	prove	VERB
futech-409	298	4	that	that	SCONJ
futech-409	298	5	machine	machine	NOUN
futech-409	298	6	learning	learn	VERB
futech-409	298	7	algorithms	algorithm	NOUN
futech-409	298	8	are	be	AUX
futech-409	298	9	capable	capable	ADJ
futech-409	298	10	of	of	ADP
futech-409	298	11	analyzing	analyze	VERB
futech-409	298	12	and	and	CCONJ
futech-409	298	13	forecasting	forecast	VERB
futech-409	298	14	tourist	tourist	NOUN
futech-409	298	15	behavioral	behavioral	ADJ
futech-409	298	16	patterns	pattern	NOUN
futech-409	298	17	,	,	PUNCT
futech-409	298	18	thus	thus	ADV
futech-409	298	19	enabling	enable	VERB
futech-409	298	20	the	the	DET
futech-409	298	21	automation	automation	NOUN
futech-409	298	22	of	of	ADP
futech-409	298	23	service	service	NOUN
futech-409	298	24	personalisation	personalisation	NOUN
futech-409	298	25	by	by	ADP
futech-409	298	26	tourism	tourism	NOUN
futech-409	298	27	operators	operator	NOUN
futech-409	298	28	.	.	PUNCT
futech-409	299	1	the	the	DET
futech-409	299	2	strategies	strategy	NOUN
futech-409	299	3	for	for	ADP
futech-409	299	4	the	the	DET
futech-409	299	5	optimization	optimization	NOUN
futech-409	299	6	of	of	ADP
futech-409	299	7	cultural	cultural	ADJ
futech-409	299	8	communication	communication	NOUN
futech-409	299	9	developed	develop	VERB
futech-409	299	10	in	in	ADP
futech-409	299	11	this	this	DET
futech-409	299	12	research	research	NOUN
futech-409	299	13	assist	assist	NOUN
futech-409	299	14	in	in	ADP
futech-409	299	15	fostering	foster	VERB
futech-409	299	16	active	active	ADJ
futech-409	299	17	participation	participation	NOUN
futech-409	299	18	of	of	ADP
futech-409	299	19	visitors	visitor	NOUN
futech-409	299	20	without	without	ADP
futech-409	299	21	compromising	compromise	VERB
futech-409	299	22	the	the	DET
futech-409	299	23	integrity	integrity	NOUN
futech-409	299	24	and	and	CCONJ
futech-409	299	25	value	value	NOUN
futech-409	299	26	of	of	ADP
futech-409	299	27	culture	culture	NOUN
futech-409	299	28	in	in	ADP
futech-409	299	29	historical	historical	ADJ
futech-409	299	30	places	place	NOUN
futech-409	299	31	.	.	PUNCT
futech-409	300	1	the	the	DET
futech-409	300	2	case	case	NOUN
futech-409	300	3	study	study	NOUN
futech-409	300	4	approach	approach	NOUN
futech-409	300	5	reveals	reveal	VERB
futech-409	300	6	that	that	SCONJ
futech-409	300	7	technology	technology	NOUN
futech-409	300	8	must	must	AUX
futech-409	300	9	go	go	VERB
futech-409	300	10	hand	hand	NOUN
futech-409	300	11	in	in	ADP
futech-409	300	12	hand	hand	NOUN
futech-409	300	13	with	with	ADP
futech-409	300	14	the	the	DET
futech-409	300	15	culture	culture	NOUN
futech-409	300	16	for	for	ADP
futech-409	300	17	effective	effective	ADJ
futech-409	300	18	heritage	heritage	NOUN
futech-409	300	19	tourism	tourism	NOUN
futech-409	300	20	management	management	NOUN
futech-409	300	21	.	.	PUNCT
futech-409	301	1	beyond	beyond	ADP
futech-409	301	2	the	the	DET
futech-409	301	3	findings	finding	NOUN
futech-409	301	4	concerning	concern	VERB
futech-409	301	5	the	the	DET
futech-409	301	6	shanxi	shanxi	PROPN
futech-409	301	7	great	great	PROPN
futech-409	301	8	wall	wall	PROPN
futech-409	301	9	,	,	PUNCT
futech-409	301	10	the	the	DET
futech-409	301	11	study	study	NOUN
futech-409	301	12	has	have	VERB
futech-409	301	13	implications	implication	NOUN
futech-409	301	14	for	for	ADP
futech-409	301	15	other	other	ADJ
futech-409	301	16	heritage	heritage	NOUN
futech-409	301	17	tourism	tourism	NOUN
futech-409	301	18	sites	site	NOUN
futech-409	301	19	around	around	ADP
futech-409	301	20	the	the	DET
futech-409	301	21	world	world	NOUN
futech-409	301	22	which	which	PRON
futech-409	301	23	wish	wish	VERB
futech-409	301	24	to	to	PART
futech-409	301	25	incorporate	incorporate	VERB
futech-409	301	26	ai	ai	VERB
futech-409	301	27	into	into	ADP
futech-409	301	28	their	their	PRON
futech-409	301	29	business	business	NOUN
futech-409	301	30	systems	system	NOUN
futech-409	301	31	.	.	PUNCT
futech-409	302	1	the	the	DET
futech-409	302	2	practical	practical	ADJ
futech-409	302	3	application	application	NOUN
futech-409	302	4	of	of	ADP
futech-409	302	5	our	our	PRON
futech-409	302	6	ai	ai	ADJ
futech-409	302	7	-	-	PUNCT
futech-409	302	8	driven	drive	VERB
futech-409	302	9	optimization	optimization	NOUN
futech-409	302	10	framework	framework	NOUN
futech-409	302	11	requires	require	VERB
futech-409	302	12	systematic	systematic	ADJ
futech-409	302	13	implementation	implementation	NOUN
futech-409	302	14	guidance	guidance	NOUN
futech-409	302	15	for	for	ADP
futech-409	302	16	heritage	heritage	NOUN
futech-409	302	17	managers	manager	NOUN
futech-409	302	18	and	and	CCONJ
futech-409	302	19	policymakers	policymaker	NOUN
futech-409	302	20	.	.	PUNCT
futech-409	303	1	based	base	VERB
futech-409	303	2	on	on	ADP
futech-409	303	3	our	our	PRON
futech-409	303	4	research	research	NOUN
futech-409	303	5	findings	finding	NOUN
futech-409	303	6	and	and	CCONJ
futech-409	303	7	pilot	pilot	NOUN
futech-409	303	8	implementation	implementation	NOUN
futech-409	303	9	experience	experience	NOUN
futech-409	303	10	,	,	PUNCT
futech-409	303	11	we	we	PRON
futech-409	303	12	provide	provide	VERB
futech-409	303	13	a	a	DET
futech-409	303	14	comprehensive	comprehensive	ADJ
futech-409	303	15	roadmap	roadmap	NOUN
futech-409	303	16	addressing	address	VERB
futech-409	303	17	the	the	DET
futech-409	303	18	specific	specific	ADJ
futech-409	303	19	needs	need	NOUN
futech-409	303	20	identified	identify	VERB
futech-409	303	21	by	by	ADP
futech-409	303	22	heritage	heritage	NOUN
futech-409	303	23	tourism	tourism	NOUN
futech-409	303	24	stakeholders	stakeholder	NOUN
futech-409	303	25	.	.	PUNCT
futech-409	304	1	phase	phase	NOUN
futech-409	304	2	1	1	NUM
futech-409	304	3	:	:	PUNCT
futech-409	304	4	infrastructure	infrastructure	NOUN
futech-409	304	5	development	development	NOUN
futech-409	304	6	(	(	PUNCT
futech-409	304	7	months	month	NOUN
futech-409	304	8	1	1	NUM
futech-409	304	9	-	-	SYM
futech-409	304	10	6	6	NUM
futech-409	304	11	)	)	PUNCT
futech-409	304	12	technical	technical	ADJ
futech-409	304	13	infrastructure	infrastructure	NOUN
futech-409	304	14	establishment	establishment	NOUN
futech-409	304	15	:	:	PUNCT
futech-409	304	16	•	•	ADP
futech-409	304	17	deploy	deploy	VERB
futech-409	304	18	cloud	cloud	NOUN
futech-409	304	19	-	-	PUNCT
futech-409	304	20	based	base	VERB
futech-409	304	21	ai	ai	NOUN
futech-409	304	22	infrastructure	infrastructure	NOUN
futech-409	304	23	with	with	ADP
futech-409	304	24	scalable	scalable	ADJ
futech-409	304	25	computing	computing	NOUN
futech-409	304	26	capabilities	capability	NOUN
futech-409	304	27	supporting	support	VERB
futech-409	304	28	minimum	minimum	ADJ
futech-409	304	29	10,000	10,000	NUM
futech-409	304	30	concurrent	concurrent	ADJ
futech-409	304	31	users	user	NOUN
futech-409	304	32	•	•	ADV
futech-409	304	33	establish	establish	VERB
futech-409	304	34	comprehensive	comprehensive	ADJ
futech-409	304	35	data	datum	NOUN
futech-409	304	36	collection	collection	NOUN
futech-409	304	37	systems	system	NOUN
futech-409	304	38	including	include	VERB
futech-409	304	39	iot	iot	ADJ
futech-409	304	40	sensors	sensor	NOUN
futech-409	304	41	at	at	ADP
futech-409	304	42	15	15	NUM
futech-409	304	43	-	-	SYM
futech-409	304	44	20	20	NUM
futech-409	304	45	strategic	strategic	ADJ
futech-409	304	46	locations	location	NOUN
futech-409	304	47	,	,	PUNCT
futech-409	304	48	mobile	mobile	ADJ
futech-409	304	49	application	application	NOUN
futech-409	304	50	development	development	NOUN
futech-409	304	51	,	,	PUNCT
futech-409	304	52	and	and	CCONJ
futech-409	304	53	visitor	visitor	NOUN
futech-409	304	54	tracking	tracking	NOUN
futech-409	304	55	technologies	technology	NOUN
futech-409	304	56	•	•	ADP
futech-409	304	57	implement	implement	VERB
futech-409	304	58	multilingual	multilingual	ADJ
futech-409	304	59	content	content	NOUN
futech-409	304	60	management	management	NOUN
futech-409	304	61	systems	system	NOUN
futech-409	304	62	with	with	ADP
futech-409	304	63	cultural	cultural	ADJ
futech-409	304	64	adaptation	adaptation	NOUN
futech-409	304	65	features	feature	NOUN
futech-409	304	66	supporting	support	VERB
futech-409	304	67	minimum	minimum	ADJ
futech-409	304	68	5	5	NUM
futech-409	304	69	languages	language	NOUN
futech-409	304	70	(	(	PUNCT
futech-409	304	71	english	english	PROPN
futech-409	304	72	,	,	PUNCT
futech-409	304	73	chinese	chinese	PROPN
futech-409	304	74	,	,	PUNCT
futech-409	304	75	japanese	japanese	ADJ
futech-409	304	76	,	,	PUNCT
futech-409	304	77	german	german	ADJ
futech-409	304	78	,	,	PUNCT
futech-409	304	79	spanish	spanish	ADJ
futech-409	304	80	)	)	PUNCT
futech-409	304	81	•	•	X
futech-409	304	82	develop	develop	VERB
futech-409	304	83	api	api	NOUN
futech-409	304	84	integrations	integration	NOUN
futech-409	304	85	with	with	ADP
futech-409	304	86	existing	exist	VERB
futech-409	304	87	tourism	tourism	NOUN
futech-409	304	88	management	management	NOUN
futech-409	304	89	systems	system	NOUN
futech-409	304	90	and	and	CCONJ
futech-409	304	91	third	third	ADJ
futech-409	304	92	-	-	PUNCT
futech-409	304	93	party	party	NOUN
futech-409	304	94	platforms	platform	NOUN
futech-409	304	95	human	human	ADJ
futech-409	304	96	resource	resource	NOUN
futech-409	304	97	development	development	NOUN
futech-409	304	98	:	:	PUNCT
futech-409	304	99	•	•	NOUN
futech-409	304	100	recruit	recruit	NOUN
futech-409	304	101	ai	ai	VERB
futech-409	304	102	systems	system	NOUN
futech-409	304	103	manager	manager	NOUN
futech-409	304	104	(	(	PUNCT
futech-409	304	105	1	1	NUM
futech-409	304	106	fte	fte	NOUN
futech-409	304	107	)	)	PUNCT
futech-409	304	108	with	with	ADP
futech-409	304	109	machine	machine	NOUN
futech-409	304	110	learning	learning	NOUN
futech-409	304	111	and	and	CCONJ
futech-409	304	112	tourism	tourism	NOUN
futech-409	304	113	management	management	NOUN
futech-409	304	114	expertise	expertise	NOUN
futech-409	304	115	•	•	NOUN
futech-409	304	116	hire	hire	VERB
futech-409	304	117	data	datum	NOUN
futech-409	304	118	scientists	scientist	NOUN
futech-409	304	119	(	(	PUNCT
futech-409	304	120	2	2	NUM
futech-409	304	121	fte	fte	NOUN
futech-409	304	122	)	)	PUNCT
futech-409	304	123	specializing	specialize	VERB
futech-409	304	124	in	in	ADP
futech-409	304	125	nlp	nlp	NOUN
futech-409	304	126	and	and	CCONJ
futech-409	304	127	behavioral	behavioral	ADJ
futech-409	304	128	analytics	analytic	NOUN
futech-409	305	1	•	•	NOUN
futech-409	305	2	train	train	VERB
futech-409	305	3	cultural	cultural	ADJ
futech-409	305	4	content	content	NOUN
futech-409	305	5	specialists	specialist	NOUN
futech-409	305	6	(	(	PUNCT
futech-409	305	7	3	3	NUM
futech-409	305	8	fte	fte	NOUN
futech-409	305	9	)	)	PUNCT
futech-409	305	10	in	in	ADP
futech-409	305	11	digital	digital	ADJ
futech-409	305	12	content	content	NOUN
futech-409	305	13	creation	creation	NOUN
futech-409	305	14	and	and	CCONJ
futech-409	305	15	cultural	cultural	ADJ
futech-409	305	16	sensitivity	sensitivity	NOUN
futech-409	305	17	•	•	NOUN
futech-409	305	18	conduct	conduct	NOUN
futech-409	305	19	intensive	intensive	ADJ
futech-409	305	20	40	40	NUM
futech-409	305	21	-	-	PUNCT
futech-409	305	22	hour	hour	NOUN
futech-409	305	23	training	training	NOUN
futech-409	305	24	programs	program	NOUN
futech-409	305	25	for	for	ADP
futech-409	305	26	existing	exist	VERB
futech-409	305	27	staff	staff	NOUN
futech-409	305	28	on	on	ADP
futech-409	305	29	ai	ai	PROPN
futech-409	305	30	system	system	NOUN
futech-409	305	31	operations	operation	NOUN
futech-409	305	32	and	and	CCONJ
futech-409	305	33	cultural	cultural	ADJ
futech-409	305	34	engagement	engagement	NOUN
futech-409	305	35	protocols	protocol	NOUN
futech-409	305	36	estimated	estimate	VERB
futech-409	305	37	investment	investment	NOUN
futech-409	305	38	:	:	PUNCT
futech-409	305	39	$	$	SYM
futech-409	305	40	800,000	800,000	NUM
futech-409	305	41	-	-	SYM
futech-409	305	42	1.2	1.2	NUM
futech-409	305	43	million	million	NUM
futech-409	305	44	phase	phase	NOUN
futech-409	305	45	2	2	NUM
futech-409	305	46	:	:	PUNCT
futech-409	305	47	pilot	pilot	NOUN
futech-409	305	48	implementation	implementation	NOUN
futech-409	305	49	(	(	PUNCT
futech-409	305	50	months	month	NOUN
futech-409	305	51	7	7	NUM
futech-409	305	52	-	-	SYM
futech-409	305	53	12	12	NUM
futech-409	305	54	)	)	PUNCT
futech-409	305	55	system	system	NOUN
futech-409	305	56	deployment	deployment	NOUN
futech-409	305	57	:	:	PUNCT
futech-409	305	58	•	•	ADP
futech-409	305	59	deploy	deploy	VERB
futech-409	305	60	machine	machine	NOUN
futech-409	305	61	learning	learn	VERB
futech-409	305	62	behavioral	behavioral	ADJ
futech-409	305	63	analysis	analysis	NOUN
futech-409	305	64	systems	system	NOUN
futech-409	305	65	in	in	ADP
futech-409	305	66	35	35	NUM
futech-409	305	67	high	high	ADJ
futech-409	305	68	-	-	PUNCT
futech-409	305	69	traffic	traffic	NOUN
futech-409	305	70	site	site	NOUN
futech-409	305	71	areas	area	NOUN
futech-409	305	72	with	with	ADP
futech-409	305	73	real	real	ADJ
futech-409	305	74	-	-	PUNCT
futech-409	305	75	time	time	NOUN
futech-409	305	76	monitoring	monitoring	NOUN
futech-409	305	77	capabilities	capability	NOUN
futech-409	305	78	•	•	ADP
futech-409	305	79	implement	implement	VERB
futech-409	305	80	personalized	personalize	VERB
futech-409	305	81	content	content	NOUN
futech-409	305	82	delivery	delivery	NOUN
futech-409	305	83	through	through	ADP
futech-409	305	84	mobile	mobile	ADJ
futech-409	305	85	applications	application	NOUN
futech-409	305	86	with	with	ADP
futech-409	305	87	cultural	cultural	ADJ
futech-409	305	88	customization	customization	NOUN
futech-409	305	89	features	feature	VERB
futech-409	305	90	•	•	VERB
futech-409	305	91	establish	establish	VERB
futech-409	305	92	predictive	predictive	ADJ
futech-409	305	93	crowd	crowd	NOUN
futech-409	305	94	management	management	NOUN
futech-409	305	95	systems	system	NOUN
futech-409	305	96	with	with	ADP
futech-409	305	97	15minute	15minute	NUM
futech-409	305	98	forecasting	forecasting	NOUN
futech-409	305	99	accuracy	accuracy	NOUN
futech-409	305	100	•	•	ADP
futech-409	305	101	launch	launch	NOUN
futech-409	305	102	multilingual	multilingual	NOUN
futech-409	305	103	ai	ai	VERB
futech-409	305	104	chatbot	chatbot	NOUN
futech-409	305	105	services	service	NOUN
futech-409	305	106	for	for	ADP
futech-409	305	107	visitor	visitor	NOUN
futech-409	305	108	inquiries	inquiry	NOUN
futech-409	305	109	and	and	CCONJ
futech-409	305	110	cultural	cultural	ADJ
futech-409	305	111	information	information	NOUN
futech-409	305	112	performance	performance	NOUN
futech-409	305	113	monitoring	monitoring	NOUN
futech-409	305	114	:	:	PUNCT
futech-409	305	115	•	•	NOUN
futech-409	305	116	conduct	conduct	VERB
futech-409	305	117	monthly	monthly	ADJ
futech-409	305	118	performance	performance	NOUN
futech-409	305	119	evaluations	evaluation	NOUN
futech-409	305	120	measuring	measure	VERB
futech-409	305	121	visitor	visitor	NOUN
futech-409	305	122	satisfaction	satisfaction	NOUN
futech-409	305	123	,	,	PUNCT
futech-409	305	124	cultural	cultural	ADJ
futech-409	305	125	engagement	engagement	NOUN
futech-409	305	126	,	,	PUNCT
futech-409	305	127	and	and	CCONJ
futech-409	305	128	operational	operational	ADJ
futech-409	305	129	efficiency	efficiency	NOUN
futech-409	305	130	•	•	NOUN
futech-409	305	131	implement	implement	VERB
futech-409	305	132	a	a	DET
futech-409	305	133	/	/	SYM
futech-409	305	134	b	b	NOUN
futech-409	305	135	testing	testing	NOUN
futech-409	305	136	protocols	protocol	NOUN
futech-409	305	137	comparing	compare	VERB
futech-409	305	138	ai	ai	ADJ
futech-409	305	139	-	-	PUNCT
futech-409	305	140	enhanced	enhance	VERB
futech-409	305	141	services	service	NOUN
futech-409	305	142	with	with	ADP
futech-409	305	143	traditional	traditional	ADJ
futech-409	305	144	approaches	approach	NOUN
futech-409	305	145	•	•	VERB
futech-409	305	146	establish	establish	VERB
futech-409	305	147	feedback	feedback	NOUN
futech-409	305	148	collection	collection	NOUN
futech-409	305	149	systems	system	NOUN
futech-409	305	150	through	through	ADP
futech-409	305	151	mobile	mobile	ADJ
futech-409	305	152	apps	app	NOUN
futech-409	305	153	,	,	PUNCT
futech-409	305	154	surveys	survey	NOUN
futech-409	305	155	,	,	PUNCT
futech-409	305	156	and	and	CCONJ
futech-409	305	157	social	social	ADJ
futech-409	305	158	media	medium	NOUN
futech-409	305	159	monitoring	monitor	VERB
futech-409	305	160	•	•	NOUN
futech-409	305	161	document	document	NOUN
futech-409	305	162	lessons	lesson	NOUN
futech-409	305	163	learned	learn	VERB
futech-409	305	164	and	and	CCONJ
futech-409	305	165	system	system	NOUN
futech-409	305	166	optimization	optimization	NOUN
futech-409	305	167	recommendations	recommendation	NOUN
futech-409	305	168	expected	expect	VERB
futech-409	305	169	outcomes	outcome	NOUN
futech-409	305	170	:	:	PUNCT
futech-409	305	171	25	25	NUM
futech-409	305	172	-	-	SYM
futech-409	305	173	35	35	NUM
futech-409	305	174	%	%	NOUN
futech-409	305	175	improvement	improvement	NOUN
futech-409	305	176	in	in	ADP
futech-409	305	177	visitor	visitor	NOUN
futech-409	305	178	satisfaction	satisfaction	NOUN
futech-409	305	179	scores	score	NOUN
futech-409	305	180	phase	phase	NOUN
futech-409	305	181	3	3	NUM
futech-409	305	182	:	:	PUNCT
futech-409	305	183	full	full	ADJ
futech-409	305	184	-	-	PUNCT
futech-409	305	185	scale	scale	NOUN
futech-409	305	186	deployment	deployment	NOUN
futech-409	305	187	(	(	PUNCT
futech-409	305	188	months	month	NOUN
futech-409	305	189	13	13	NUM
futech-409	305	190	-	-	SYM
futech-409	305	191	18	18	NUM
futech-409	305	192	)	)	PUNCT
futech-409	305	193	comprehensive	comprehensive	ADJ
futech-409	305	194	integration	integration	NOUN
futech-409	305	195	:	:	PUNCT
futech-409	305	196	•	•	ADP
futech-409	305	197	expand	expand	VERB
futech-409	305	198	ai	ai	VERB
futech-409	305	199	systems	system	NOUN
futech-409	305	200	across	across	ADP
futech-409	305	201	entire	entire	ADJ
futech-409	305	202	heritage	heritage	NOUN
futech-409	305	203	site	site	NOUN
futech-409	305	204	with	with	ADP
futech-409	305	205	integrated	integrate	VERB
futech-409	305	206	visitor	visitor	NOUN
futech-409	305	207	experience	experience	NOUN
futech-409	305	208	optimization	optimization	NOUN
futech-409	305	209	•	•	NOUN
futech-409	305	210	implement	implement	VERB
futech-409	305	211	predictive	predictive	ADJ
futech-409	305	212	analytics	analytic	NOUN
futech-409	305	213	for	for	ADP
futech-409	305	214	resource	resource	NOUN
futech-409	305	215	allocation	allocation	NOUN
futech-409	305	216	,	,	PUNCT
futech-409	305	217	staff	staff	NOUN
futech-409	305	218	scheduling	scheduling	NOUN
futech-409	305	219	,	,	PUNCT
futech-409	305	220	and	and	CCONJ
futech-409	305	221	capacity	capacity	NOUN
futech-409	305	222	planning	planning	NOUN
futech-409	305	223	•	•	NUM
futech-409	305	224	deploy	deploy	VERB
futech-409	305	225	automated	automate	VERB
futech-409	305	226	cultural	cultural	ADJ
futech-409	305	227	communication	communication	NOUN
futech-409	305	228	optimization	optimization	NOUN
futech-409	305	229	with	with	ADP
futech-409	305	230	real	real	ADJ
futech-409	305	231	-	-	PUNCT
futech-409	305	232	time	time	NOUN
futech-409	305	233	content	content	NOUN
futech-409	305	234	adaptation	adaptation	NOUN
futech-409	305	235	•	•	SCONJ
futech-409	305	236	establish	establish	VERB
futech-409	305	237	sustainability	sustainability	NOUN
futech-409	305	238	monitoring	monitoring	NOUN
futech-409	305	239	systems	system	NOUN
futech-409	305	240	including	include	VERB
futech-409	305	241	environmental	environmental	ADJ
futech-409	305	242	impact	impact	NOUN
futech-409	305	243	assessment	assessment	NOUN
futech-409	305	244	•	•	ADP
futech-409	305	245	advanced	advanced	ADJ
futech-409	305	246	features	feature	NOUN
futech-409	305	247	:	:	PUNCT
futech-409	305	248	•	•	NUM
futech-409	305	249	launch	launch	PROPN
futech-409	305	250	ar	ar	PROPN
futech-409	305	251	/	/	SYM
futech-409	305	252	vr	vr	PROPN
futech-409	305	253	cultural	cultural	ADJ
futech-409	305	254	experiences	experience	NOUN
futech-409	305	255	at	at	ADP
futech-409	305	256	key	key	ADJ
futech-409	305	257	heritage	heritage	NOUN
futech-409	305	258	locations	location	NOUN
futech-409	305	259	•	•	VERB
futech-409	305	260	implement	implement	VERB
futech-409	305	261	dynamic	dynamic	ADJ
futech-409	305	262	pricing	pricing	NOUN
futech-409	305	263	systems	system	NOUN
futech-409	305	264	based	base	VERB
futech-409	305	265	on	on	ADP
futech-409	305	266	demand	demand	NOUN
futech-409	305	267	forecasting	forecasting	NOUN
futech-409	305	268	and	and	CCONJ
futech-409	305	269	visitor	visitor	NOUN
futech-409	305	270	segmentation	segmentation	NOUN
futech-409	305	271	•	•	SCONJ
futech-409	305	272	deploy	deploy	VERB
futech-409	305	273	predictive	predictive	ADJ
futech-409	305	274	maintenance	maintenance	NOUN
futech-409	305	275	systems	system	NOUN
futech-409	305	276	for	for	ADP
futech-409	305	277	facilities	facility	NOUN
futech-409	305	278	and	and	CCONJ
futech-409	305	279	infrastructure	infrastructure	NOUN
futech-409	305	280	•	•	NOUN
futech-409	305	281	establish	establish	VERB
futech-409	305	282	cross	cross	ADJ
futech-409	305	283	-	-	ADJ
futech-409	305	284	site	site	ADJ
futech-409	305	285	data	datum	NOUN
futech-409	305	286	sharing	sharing	NOUN
futech-409	305	287	networks	network	NOUN
futech-409	305	288	for	for	ADP
futech-409	305	289	regional	regional	ADJ
futech-409	305	290	tourism	tourism	NOUN
futech-409	305	291	optimization	optimization	NOUN
futech-409	305	292	performance	performance	NOUN
futech-409	305	293	targets	target	NOUN
futech-409	305	294	:	:	PUNCT
futech-409	305	295	40	40	NUM
futech-409	305	296	-	-	SYM
futech-409	305	297	50	50	NUM
futech-409	305	298	%	%	NOUN
futech-409	305	299	improvement	improvement	NOUN
futech-409	305	300	in	in	ADP
futech-409	305	301	overall	overall	ADJ
futech-409	305	302	visitor	visitor	NOUN
futech-409	305	303	experience	experience	NOUN
futech-409	305	304	metrics	metric	NOUN
futech-409	305	305	phase	phase	NOUN
futech-409	305	306	4	4	NUM
futech-409	305	307	:	:	PUNCT
futech-409	305	308	continuous	continuous	ADJ
futech-409	305	309	improvement	improvement	NOUN
futech-409	305	310	and	and	CCONJ
futech-409	305	311	scaling	scaling	NOUN
futech-409	305	312	(	(	PUNCT
futech-409	305	313	months	month	NOUN
futech-409	305	314	19	19	NUM
futech-409	305	315	+	+	ADJ
futech-409	305	316	)	)	PUNCT
futech-409	305	317	long	long	ADJ
futech-409	305	318	-	-	PUNCT
futech-409	305	319	term	term	NOUN
futech-409	305	320	sustainability	sustainability	NOUN
futech-409	305	321	:	:	PUNCT
futech-409	305	322	•	•	X
futech-409	305	323	conduct	conduct	VERB
futech-409	305	324	quarterly	quarterly	ADJ
futech-409	305	325	model	model	NOUN
futech-409	305	326	retraining	retrain	VERB
futech-409	305	327	with	with	ADP
futech-409	305	328	new	new	ADJ
futech-409	305	329	visitor	visitor	NOUN
futech-409	305	330	data	datum	NOUN
futech-409	305	331	and	and	CCONJ
futech-409	305	332	emerging	emerge	VERB
futech-409	305	333	behavioral	behavioral	ADJ
futech-409	305	334	patterns	pattern	NOUN
futech-409	305	335	•	•	NOUN
futech-409	305	336	implement	implement	VERB
futech-409	305	337	cross	cross	ADJ
futech-409	305	338	-	-	ADJ
futech-409	305	339	site	site	ADJ
futech-409	305	340	knowledge	knowledge	NOUN
futech-409	305	341	sharing	sharing	NOUN
futech-409	305	342	networks	network	NOUN
futech-409	305	343	and	and	CCONJ
futech-409	305	344	best	good	ADJ
futech-409	305	345	practice	practice	NOUN
futech-409	305	346	dissemination	dissemination	NOUN
futech-409	305	347	programs	program	NOUN
futech-409	305	348	•	•	ADV
futech-409	305	349	develop	develop	VERB
futech-409	305	350	regional	regional	ADJ
futech-409	305	351	heritage	heritage	NOUN
futech-409	305	352	tourism	tourism	NOUN
futech-409	305	353	ai	ai	VERB
futech-409	305	354	networks	network	NOUN
futech-409	305	355	for	for	ADP
futech-409	305	356	collaborative	collaborative	ADJ
futech-409	305	357	optimization	optimization	NOUN
futech-409	305	358	•	•	NUM
futech-409	305	359	establish	establish	VERB
futech-409	305	360	5	5	NUM
futech-409	305	361	-	-	PUNCT
futech-409	305	362	year	year	NOUN
futech-409	305	363	technology	technology	NOUN
futech-409	305	364	roadmap	roadmap	NOUN
futech-409	305	365	with	with	ADP
futech-409	305	366	planned	plan	VERB
futech-409	305	367	upgrades	upgrade	NOUN
futech-409	305	368	and	and	CCONJ
futech-409	305	369	feature	feature	NOUN
futech-409	305	370	enhancements	enhancement	NOUN
futech-409	305	371	expansion	expansion	NOUN
futech-409	305	372	strategy	strategy	NOUN
futech-409	305	373	:	:	PUNCT
futech-409	305	374	•	•	ADP
futech-409	305	375	create	create	VERB
futech-409	305	376	standardized	standardized	ADJ
futech-409	305	377	implementation	implementation	NOUN
futech-409	305	378	packages	package	NOUN
futech-409	305	379	for	for	ADP
futech-409	305	380	other	other	ADJ
futech-409	305	381	heritage	heritage	NOUN
futech-409	305	382	sites	site	NOUN
futech-409	305	383	•	•	NOUN
futech-409	305	384	develop	develop	VERB
futech-409	305	385	licensing	licensing	NOUN
futech-409	305	386	models	model	NOUN
futech-409	305	387	for	for	ADP
futech-409	305	388	ai	ai	PROPN
futech-409	305	389	system	system	NOUN
futech-409	305	390	deployment	deployment	NOUN
futech-409	305	391	at	at	ADP
futech-409	305	392	similar	similar	ADJ
futech-409	305	393	cultural	cultural	ADJ
futech-409	305	394	destinations	destination	NOUN
futech-409	305	395	•	•	ADV
futech-409	305	396	establish	establish	VERB
futech-409	305	397	training	training	NOUN
futech-409	305	398	and	and	CCONJ
futech-409	305	399	certification	certification	NOUN
futech-409	305	400	programs	program	NOUN
futech-409	305	401	for	for	ADP
futech-409	305	402	heritage	heritage	NOUN
futech-409	305	403	tourism	tourism	NOUN
futech-409	305	404	professionals	professional	NOUN
futech-409	305	405	•	•	VERB
futech-409	305	406	build	build	VERB
futech-409	305	407	partnerships	partnership	NOUN
futech-409	305	408	with	with	ADP
futech-409	305	409	technology	technology	NOUN
futech-409	305	410	providers	provider	NOUN
futech-409	305	411	and	and	CCONJ
futech-409	305	412	cultural	cultural	ADJ
futech-409	305	413	institutions	institution	NOUN
futech-409	305	414	implementation	implementation	NOUN
futech-409	305	415	support	support	NOUN
futech-409	305	416	framework	framework	NOUN
futech-409	305	417	:	:	PUNCT
futech-409	305	418	technical	technical	ADJ
futech-409	305	419	documentation	documentation	NOUN
futech-409	305	420	:	:	PUNCT
futech-409	305	421	•	•	NUM
futech-409	305	422	comprehensive	comprehensive	ADJ
futech-409	305	423	system	system	NOUN
futech-409	305	424	architecture	architecture	NOUN
futech-409	305	425	specifications	specification	NOUN
futech-409	305	426	and	and	CCONJ
futech-409	305	427	vendor	vendor	NOUN
futech-409	305	428	recommendation	recommendation	NOUN
futech-409	305	429	guidelines	guideline	NOUN
futech-409	305	430	•	•	PRON
futech-409	305	431	api	api	NOUN
futech-409	305	432	documentation	documentation	NOUN
futech-409	305	433	and	and	CCONJ
futech-409	305	434	integration	integration	NOUN
futech-409	305	435	protocols	protocol	NOUN
futech-409	305	436	for	for	ADP
futech-409	305	437	existing	exist	VERB
futech-409	305	438	tourism	tourism	NOUN
futech-409	305	439	management	management	NOUN
futech-409	305	440	systems	system	NOUN
futech-409	305	441	•	•	NOUN
futech-409	305	442	security	security	NOUN
futech-409	305	443	and	and	CCONJ
futech-409	305	444	privacy	privacy	NOUN
futech-409	305	445	compliance	compliance	NOUN
futech-409	305	446	checklists	checklist	NOUN
futech-409	305	447	meeting	meet	VERB
futech-409	305	448	international	international	ADJ
futech-409	305	449	standards	standard	NOUN
futech-409	305	450	•	•	NOUN
futech-409	305	451	performance	performance	NOUN
futech-409	305	452	monitoring	monitoring	NOUN
futech-409	305	453	and	and	CCONJ
futech-409	305	454	optimization	optimization	NOUN
futech-409	305	455	protocols	protocol	NOUN
futech-409	305	456	training	training	NOUN
futech-409	305	457	and	and	CCONJ
futech-409	305	458	development	development	NOUN
futech-409	305	459	:	:	PUNCT
futech-409	305	460	•	•	NUM
futech-409	305	461	modular	modular	ADJ
futech-409	305	462	training	training	NOUN
futech-409	305	463	curricula	curricula	NOUN
futech-409	305	464	covering	cover	VERB
futech-409	305	465	ai	ai	NOUN
futech-409	305	466	system	system	NOUN
futech-409	305	467	operation	operation	NOUN
futech-409	305	468	,	,	PUNCT
futech-409	305	469	cultural	cultural	ADJ
futech-409	305	470	sensitivity	sensitivity	NOUN
futech-409	305	471	,	,	PUNCT
futech-409	305	472	and	and	CCONJ
futech-409	305	473	visitor	visitor	NOUN
futech-409	305	474	engagement	engagement	NOUN
futech-409	305	475	•	•	NUM
futech-409	305	476	certification	certification	NOUN
futech-409	305	477	programs	program	NOUN
futech-409	305	478	for	for	ADP
futech-409	305	479	different	different	ADJ
futech-409	305	480	staff	staff	NOUN
futech-409	305	481	roles	role	NOUN
futech-409	305	482	and	and	CCONJ
futech-409	305	483	responsibility	responsibility	NOUN
futech-409	305	484	levels	level	NOUN
futech-409	305	485	x.	x.	PROPN
futech-409	305	486	hou	hou	PROPN
futech-409	305	487	&	&	CCONJ
futech-409	305	488	z.paidi	z.paidi	PROPN
futech-409	305	489	/future	/future	PUNCT
futech-409	305	490	technology	technology	PROPN
futech-409	305	491	november	november	PROPN
futech-409	305	492	2025|	2025|	NUM
futech-409	305	493	volume	volume	NOUN
futech-409	305	494	04	04	NUM
futech-409	306	1	|	|	ADV
futech-409	306	2	issue	issue	VERB
futech-409	306	3	04	04	NUM
futech-409	307	1	|	|	CCONJ
futech-409	307	2	pages	page	NOUN
futech-409	307	3	43	43	NUM
futech-409	307	4	-	-	SYM
futech-409	307	5	58	58	NUM
futech-409	307	6	57	57	NUM
futech-409	307	7	•	•	NOUN
futech-409	307	8	online	online	ADJ
futech-409	307	9	learning	learning	NOUN
futech-409	307	10	platforms	platform	NOUN
futech-409	307	11	with	with	ADP
futech-409	307	12	interactive	interactive	ADJ
futech-409	307	13	modules	module	NOUN
futech-409	307	14	and	and	CCONJ
futech-409	307	15	assessment	assessment	NOUN
futech-409	307	16	tools	tool	NOUN
futech-409	307	17	•	•	NOUN
futech-409	307	18	mentorship	mentorship	NOUN
futech-409	307	19	programs	program	NOUN
futech-409	307	20	pairing	pair	VERB
futech-409	307	21	experienced	experienced	ADJ
futech-409	307	22	staff	staff	NOUN
futech-409	307	23	with	with	ADP
futech-409	307	24	new	new	ADJ
futech-409	307	25	technology	technology	NOUN
futech-409	307	26	adopters	adopter	VERB
futech-409	307	27	financial	financial	ADJ
futech-409	307	28	planning	planning	NOUN
futech-409	307	29	:	:	PUNCT
futech-409	307	30	•	•	NUM
futech-409	307	31	detailed	detailed	ADJ
futech-409	307	32	budget	budget	NOUN
futech-409	307	33	templates	template	NOUN
futech-409	307	34	with	with	ADP
futech-409	307	35	cost	cost	NOUN
futech-409	307	36	breakdowns	breakdown	NOUN
futech-409	307	37	for	for	ADP
futech-409	307	38	different	different	ADJ
futech-409	307	39	implementation	implementation	NOUN
futech-409	307	40	phases	phase	NOUN
futech-409	307	41	•	•	ADP
futech-409	307	42	roi	roi	NOUN
futech-409	307	43	calculation	calculation	NOUN
futech-409	307	44	frameworks	framework	NOUN
futech-409	307	45	with	with	ADP
futech-409	307	46	performance	performance	NOUN
futech-409	307	47	metrics	metric	NOUN
futech-409	307	48	and	and	CCONJ
futech-409	307	49	success	success	NOUN
futech-409	307	50	indicators	indicator	NOUN
futech-409	307	51	•	•	VERB
futech-409	307	52	funding	funding	NOUN
futech-409	307	53	strategy	strategy	NOUN
futech-409	307	54	guidance	guidance	NOUN
futech-409	307	55	including	include	VERB
futech-409	307	56	government	government	NOUN
futech-409	307	57	grants	grant	NOUN
futech-409	307	58	,	,	PUNCT
futech-409	307	59	private	private	ADJ
futech-409	307	60	investment	investment	NOUN
futech-409	307	61	,	,	PUNCT
futech-409	307	62	and	and	CCONJ
futech-409	307	63	partnership	partnership	NOUN
futech-409	307	64	opportunities	opportunity	NOUN
futech-409	307	65	•	•	VERB
futech-409	307	66	risk	risk	NOUN
futech-409	307	67	assessment	assessment	NOUN
futech-409	307	68	matrices	matrix	NOUN
futech-409	307	69	with	with	ADP
futech-409	307	70	mitigation	mitigation	NOUN
futech-409	307	71	strategies	strategy	NOUN
futech-409	307	72	for	for	ADP
futech-409	307	73	common	common	ADJ
futech-409	307	74	implementation	implementation	NOUN
futech-409	307	75	challenges	challenge	NOUN
futech-409	307	76	stakeholder	stakeholder	NOUN
futech-409	307	77	engagement	engagement	NOUN
futech-409	307	78	:	:	PUNCT
futech-409	307	79	•	•	ADP
futech-409	307	80	community	community	NOUN
futech-409	307	81	consultation	consultation	NOUN
futech-409	307	82	protocols	protocol	NOUN
futech-409	307	83	ensuring	ensure	VERB
futech-409	307	84	local	local	ADJ
futech-409	307	85	stakeholder	stakeholder	NOUN
futech-409	307	86	involvement	involvement	NOUN
futech-409	307	87	•	•	ADP
futech-409	307	88	cultural	cultural	ADJ
futech-409	307	89	advisory	advisory	ADJ
futech-409	307	90	board	board	NOUN
futech-409	307	91	establishment	establishment	NOUN
futech-409	307	92	with	with	ADP
futech-409	307	93	representatives	representative	NOUN
futech-409	307	94	from	from	ADP
futech-409	307	95	different	different	ADJ
futech-409	307	96	cultural	cultural	ADJ
futech-409	307	97	groups	group	NOUN
futech-409	307	98	•	•	ADP
futech-409	307	99	government	government	NOUN
futech-409	307	100	liaison	liaison	NOUN
futech-409	307	101	procedures	procedure	NOUN
futech-409	307	102	for	for	ADP
futech-409	307	103	regulatory	regulatory	ADJ
futech-409	307	104	compliance	compliance	NOUN
futech-409	307	105	and	and	CCONJ
futech-409	307	106	policy	policy	NOUN
futech-409	307	107	alignment	alignment	NOUN
futech-409	307	108	•	•	NUM
futech-409	307	109	tourism	tourism	NOUN
futech-409	307	110	industry	industry	NOUN
futech-409	307	111	partnership	partnership	NOUN
futech-409	307	112	development	development	NOUN
futech-409	307	113	for	for	ADP
futech-409	307	114	collaborative	collaborative	ADJ
futech-409	307	115	marketing	marketing	NOUN
futech-409	307	116	and	and	CCONJ
futech-409	307	117	promotion	promotion	NOUN
futech-409	307	118	success	success	NOUN
futech-409	307	119	metrics	metric	NOUN
futech-409	307	120	and	and	CCONJ
futech-409	307	121	evaluation	evaluation	NOUN
futech-409	307	122	framework	framework	NOUN
futech-409	307	123	:	:	PUNCT
futech-409	307	124	quantitative	quantitative	ADJ
futech-409	307	125	indicators	indicator	NOUN
futech-409	307	126	:	:	PUNCT
futech-409	307	127	•	•	NUM
futech-409	307	128	visitor	visitor	NOUN
futech-409	307	129	satisfaction	satisfaction	NOUN
futech-409	307	130	scores	score	NOUN
futech-409	307	131	(	(	PUNCT
futech-409	307	132	target	target	NOUN
futech-409	307	133	:	:	PUNCT
futech-409	307	134	>	>	X
futech-409	307	135	4.5/5.0	4.5/5.0	NUM
futech-409	307	136	)	)	PUNCT
futech-409	307	137	•	•	ADP
futech-409	307	138	cultural	cultural	ADJ
futech-409	307	139	knowledge	knowledge	NOUN
futech-409	307	140	transfer	transfer	NOUN
futech-409	307	141	effectiveness	effectiveness	NOUN
futech-409	307	142	(	(	PUNCT
futech-409	307	143	target	target	NOUN
futech-409	307	144	:	:	PUNCT
futech-409	307	145	>	>	PUNCT
futech-409	307	146	50	50	NUM
futech-409	307	147	%	%	NOUN
futech-409	307	148	improvement	improvement	NOUN
futech-409	307	149	)	)	PUNCT
futech-409	307	150	•	•	ADP
futech-409	307	151	operational	operational	ADJ
futech-409	307	152	efficiency	efficiency	NOUN
futech-409	307	153	gains	gain	NOUN
futech-409	307	154	(	(	PUNCT
futech-409	307	155	target	target	NOUN
futech-409	307	156	:	:	PUNCT
futech-409	307	157	>	>	SYM
futech-409	307	158	30	30	NUM
futech-409	307	159	%	%	NOUN
futech-409	307	160	cost	cost	NOUN
futech-409	307	161	reduction	reduction	NOUN
futech-409	307	162	)	)	PUNCT
futech-409	308	1	•	•	NUM
futech-409	308	2	revenue	revenue	NOUN
futech-409	308	3	enhancement	enhancement	NOUN
futech-409	308	4	(	(	PUNCT
futech-409	308	5	target	target	NOUN
futech-409	308	6	:	:	PUNCT
futech-409	308	7	>	>	PUNCT
futech-409	308	8	25	25	NUM
futech-409	308	9	%	%	NOUN
futech-409	308	10	increase	increase	NOUN
futech-409	308	11	in	in	ADP
futech-409	308	12	visitorrelated	visitorrelated	ADJ
futech-409	308	13	income	income	NOUN
futech-409	308	14	)	)	PUNCT
futech-409	308	15	•	•	NUM
futech-409	308	16	environmental	environmental	ADJ
futech-409	308	17	impact	impact	NOUN
futech-409	308	18	reduction	reduction	NOUN
futech-409	308	19	(	(	PUNCT
futech-409	308	20	target	target	NOUN
futech-409	308	21	:	:	PUNCT
futech-409	308	22	>	>	PUNCT
futech-409	308	23	20	20	NUM
futech-409	308	24	%	%	NOUN
futech-409	308	25	decrease	decrease	NOUN
futech-409	308	26	in	in	ADP
futech-409	308	27	resource	resource	NOUN
futech-409	308	28	consumption	consumption	NOUN
futech-409	308	29	)	)	PUNCT
futech-409	308	30	qualitative	qualitative	ADJ
futech-409	308	31	indicators	indicator	NOUN
futech-409	308	32	:	:	PUNCT
futech-409	308	33	•	•	NUM
futech-409	308	34	staff	staff	NOUN
futech-409	308	35	adoption	adoption	NOUN
futech-409	308	36	rates	rate	NOUN
futech-409	308	37	and	and	CCONJ
futech-409	308	38	proficiency	proficiency	NOUN
futech-409	308	39	levels	level	NOUN
futech-409	308	40	•	•	ADP
futech-409	308	41	cultural	cultural	ADJ
futech-409	308	42	authenticity	authenticity	NOUN
futech-409	308	43	preservation	preservation	NOUN
futech-409	308	44	assessment	assessment	NOUN
futech-409	308	45	•	•	NUM
futech-409	308	46	stakeholder	stakeholder	NOUN
futech-409	308	47	satisfaction	satisfaction	NOUN
futech-409	308	48	with	with	ADP
futech-409	308	49	implementation	implementation	NOUN
futech-409	308	50	process	process	NOUN
futech-409	308	51	•	•	NOUN
futech-409	308	52	community	community	NOUN
futech-409	308	53	impact	impact	NOUN
futech-409	308	54	evaluation	evaluation	NOUN
futech-409	308	55	and	and	CCONJ
futech-409	308	56	feedback	feedback	NOUN
futech-409	308	57	•	•	ADJ
futech-409	308	58	long	long	ADJ
futech-409	308	59	-	-	PUNCT
futech-409	308	60	term	term	NOUN
futech-409	308	61	sustainability	sustainability	NOUN
futech-409	308	62	and	and	CCONJ
futech-409	308	63	scalability	scalability	NOUN
futech-409	308	64	potential	potential	NOUN
futech-409	308	65	this	this	DET
futech-409	308	66	comprehensive	comprehensive	ADJ
futech-409	308	67	implementation	implementation	NOUN
futech-409	308	68	roadmap	roadmap	NOUN
futech-409	308	69	provides	provide	VERB
futech-409	308	70	heritage	heritage	NOUN
futech-409	308	71	managers	manager	NOUN
futech-409	308	72	and	and	CCONJ
futech-409	308	73	policymakers	policymaker	NOUN
futech-409	308	74	with	with	ADP
futech-409	308	75	actionable	actionable	ADJ
futech-409	308	76	guidance	guidance	NOUN
futech-409	308	77	for	for	ADP
futech-409	308	78	successful	successful	ADJ
futech-409	308	79	ai	ai	ADJ
futech-409	308	80	-	-	PUNCT
futech-409	308	81	driven	drive	VERB
futech-409	308	82	optimization	optimization	NOUN
futech-409	308	83	while	while	SCONJ
futech-409	308	84	maintaining	maintain	VERB
futech-409	308	85	cultural	cultural	ADJ
futech-409	308	86	integrity	integrity	NOUN
futech-409	308	87	and	and	CCONJ
futech-409	308	88	sustainable	sustainable	ADJ
futech-409	308	89	tourism	tourism	NOUN
futech-409	308	90	practices	practice	NOUN
futech-409	308	91	.	.	PUNCT
futech-409	309	1	prior	prior	ADV
futech-409	309	2	ai	ai	VERB
futech-409	309	3	research	research	NOUN
futech-409	309	4	has	have	AUX
futech-409	309	5	concentrated	concentrate	VERB
futech-409	309	6	on	on	ADP
futech-409	309	7	creating	create	VERB
futech-409	309	8	various	various	ADJ
futech-409	309	9	models	model	NOUN
futech-409	309	10	and	and	CCONJ
futech-409	309	11	solutions	solution	NOUN
futech-409	309	12	relevant	relevant	ADJ
futech-409	309	13	for	for	ADP
futech-409	309	14	use	use	NOUN
futech-409	309	15	in	in	ADP
futech-409	309	16	the	the	DET
futech-409	309	17	field	field	NOUN
futech-409	309	18	of	of	ADP
futech-409	309	19	heritage	heritage	NOUN
futech-409	309	20	tourism	tourism	NOUN
futech-409	309	21	.	.	PUNCT
futech-409	310	1	technology	technology	NOUN
futech-409	310	2	developers	developer	NOUN
futech-409	310	3	need	need	VERB
futech-409	310	4	to	to	PART
futech-409	310	5	step	step	VERB
futech-409	310	6	out	out	ADP
futech-409	310	7	of	of	ADP
futech-409	310	8	their	their	PRON
futech-409	310	9	siloes	siloe	NOUN
futech-409	310	10	and	and	CCONJ
futech-409	310	11	proactively	proactively	ADV
futech-409	310	12	work	work	VERB
futech-409	310	13	with	with	ADP
futech-409	310	14	destination	destination	NOUN
futech-409	310	15	managers	manager	NOUN
futech-409	310	16	and	and	CCONJ
futech-409	310	17	tourism	tourism	NOUN
futech-409	310	18	policymakers	policymaker	NOUN
futech-409	310	19	to	to	PART
futech-409	310	20	make	make	VERB
futech-409	310	21	use	use	NOUN
futech-409	310	22	of	of	ADP
futech-409	310	23	ai	ai	VERB
futech-409	310	24	for	for	ADP
futech-409	310	25	the	the	DET
futech-409	310	26	optimization	optimization	NOUN
futech-409	310	27	of	of	ADP
futech-409	310	28	tourism	tourism	NOUN
futech-409	310	29	and	and	CCONJ
futech-409	310	30	heritage	heritage	NOUN
futech-409	310	31	preservation	preservation	NOUN
futech-409	310	32	through	through	ADP
futech-409	310	33	scalable	scalable	ADJ
futech-409	310	34	ai	ai	NOUN
futech-409	310	35	models	model	NOUN
futech-409	310	36	and	and	CCONJ
futech-409	310	37	solutions	solution	NOUN
futech-409	310	38	.	.	PUNCT
futech-409	311	1	these	these	DET
futech-409	311	2	emerging	emerge	VERB
futech-409	311	3	technologies	technology	NOUN
futech-409	311	4	could	could	AUX
futech-409	311	5	be	be	AUX
futech-409	311	6	blended	blend	VERB
futech-409	311	7	into	into	ADP
futech-409	311	8	the	the	DET
futech-409	311	9	existing	exist	VERB
futech-409	311	10	framework	framework	NOUN
futech-409	311	11	for	for	ADP
futech-409	311	12	new	new	ADJ
futech-409	311	13	interactive	interactive	ADJ
futech-409	311	14	visitor	visitor	NOUN
futech-409	311	15	experiences	experience	NOUN
futech-409	311	16	,	,	PUNCT
futech-409	311	17	aiding	aid	VERB
futech-409	311	18	in	in	ADP
futech-409	311	19	the	the	DET
futech-409	311	20	virtualisation	virtualisation	NOUN
futech-409	311	21	and	and	CCONJ
futech-409	311	22	digitalisation	digitalisation	NOUN
futech-409	311	23	of	of	ADP
futech-409	311	24	heritage	heritage	NOUN
futech-409	311	25	sites	site	NOUN
futech-409	311	26	.	.	PUNCT
futech-409	312	1	the	the	DET
futech-409	312	2	prospects	prospect	NOUN
futech-409	312	3	of	of	ADP
futech-409	312	4	these	these	DET
futech-409	312	5	modifications	modification	NOUN
futech-409	312	6	are	be	AUX
futech-409	312	7	much	much	ADV
futech-409	312	8	further	far	ADV
futech-409	312	9	indicated	indicate	VERB
futech-409	312	10	providing	provide	VERB
futech-409	312	11	them	they	PRON
futech-409	312	12	with	with	ADP
futech-409	312	13	the	the	DET
futech-409	312	14	required	required	ADJ
futech-409	312	15	attention	attention	NOUN
futech-409	312	16	.	.	PUNCT
futech-409	313	1	it	it	PRON
futech-409	313	2	is	be	AUX
futech-409	313	3	also	also	ADV
futech-409	313	4	noted	note	VERB
futech-409	313	5	that	that	SCONJ
futech-409	313	6	the	the	DET
futech-409	313	7	absence	absence	NOUN
futech-409	313	8	of	of	ADP
futech-409	313	9	subsequent	subsequent	ADJ
futech-409	313	10	models	model	NOUN
futech-409	313	11	developed	develop	VERB
futech-409	313	12	using	use	VERB
futech-409	313	13	the	the	DET
futech-409	313	14	proposed	propose	VERB
futech-409	313	15	framework	framework	NOUN
futech-409	313	16	utilizing	utilize	VERB
futech-409	313	17	va	va	PROPN
futech-409	313	18	/	/	SYM
futech-409	313	19	ar	ar	PROPN
futech-409	313	20	significantly	significantly	ADV
futech-409	313	21	hampers	hamper	VERB
futech-409	313	22	possibilities	possibility	NOUN
futech-409	313	23	for	for	ADP
futech-409	313	24	further	further	ADJ
futech-409	313	25	innovation	innovation	NOUN
futech-409	313	26	in	in	ADP
futech-409	313	27	this	this	DET
futech-409	313	28	domain	domain	NOUN
futech-409	313	29	.	.	PUNCT
futech-409	314	1	alongside	alongside	ADP
futech-409	314	2	the	the	DET
futech-409	314	3	virtualisation	virtualisation	NOUN
futech-409	314	4	of	of	ADP
futech-409	314	5	sites	site	NOUN
futech-409	314	6	unique	unique	ADJ
futech-409	314	7	deep	deep	ADJ
futech-409	314	8	learning	learning	NOUN
futech-409	314	9	models	model	NOUN
futech-409	314	10	can	can	AUX
futech-409	314	11	also	also	ADV
futech-409	314	12	be	be	AUX
futech-409	314	13	developed	develop	VERB
futech-409	314	14	and	and	CCONJ
futech-409	314	15	trained	train	VERB
futech-409	314	16	to	to	PART
futech-409	314	17	predict	predict	VERB
futech-409	314	18	visitations	visitation	NOUN
futech-409	314	19	and	and	CCONJ
futech-409	314	20	model	model	NOUN
futech-409	314	21	sentiments	sentiment	NOUN
futech-409	314	22	towards	towards	ADP
futech-409	314	23	these	these	DET
futech-409	314	24	sites	site	NOUN
futech-409	314	25	.	.	PUNCT
futech-409	315	1	developing	develop	VERB
futech-409	315	2	sociocultural	sociocultural	ADJ
futech-409	315	3	impacts	impact	NOUN
futech-409	315	4	studies	study	NOUN
futech-409	315	5	for	for	ADP
futech-409	315	6	ai	ai	NOUN
futech-409	315	7	in	in	ADP
futech-409	315	8	heritage	heritage	NOUN
futech-409	315	9	preservation	preservation	NOUN
futech-409	315	10	vis	vis	X
futech-409	315	11	-	-	PUNCT
futech-409	315	12	a	a	DET
futech-409	315	13	-	-	PUNCT
futech-409	315	14	vis	vis	X
futech-409	315	15	visitor	visitor	NOUN
futech-409	315	16	realisation	realisation	NOUN
futech-409	315	17	and	and	CCONJ
futech-409	315	18	overall	overall	ADJ
futech-409	315	19	satisfaction	satisfaction	NOUN
futech-409	315	20	would	would	AUX
futech-409	315	21	significantly	significantly	ADV
futech-409	315	22	enhance	enhance	VERB
futech-409	315	23	research	research	NOUN
futech-409	315	24	options	option	NOUN
futech-409	315	25	for	for	ADP
futech-409	315	26	deep	deep	ADJ
futech-409	315	27	diving	diving	NOUN
futech-409	315	28	into	into	ADP
futech-409	315	29	the	the	DET
futech-409	315	30	sociocultural	sociocultural	ADJ
futech-409	315	31	influences	influence	NOUN
futech-409	315	32	.	.	PUNCT
futech-409	316	1	ethical	ethical	ADJ
futech-409	316	2	issue	issue	NOUN
futech-409	316	3	the	the	DET
futech-409	316	4	authors	author	NOUN
futech-409	316	5	are	be	AUX
futech-409	316	6	aware	aware	ADJ
futech-409	316	7	of	of	ADP
futech-409	316	8	and	and	CCONJ
futech-409	316	9	comply	comply	ADJ
futech-409	316	10	with	with	ADP
futech-409	316	11	best	good	ADJ
futech-409	316	12	practices	practice	NOUN
futech-409	316	13	in	in	ADP
futech-409	316	14	publication	publication	NOUN
futech-409	316	15	ethics	ethic	NOUN
futech-409	316	16	,	,	PUNCT
futech-409	316	17	specifically	specifically	ADV
futech-409	316	18	with	with	ADP
futech-409	316	19	regard	regard	NOUN
futech-409	316	20	to	to	ADP
futech-409	316	21	authorship	authorship	NOUN
futech-409	316	22	(	(	PUNCT
futech-409	316	23	avoidance	avoidance	NOUN
futech-409	316	24	of	of	ADP
futech-409	316	25	guest	guest	NOUN
futech-409	316	26	authorship	authorship	NOUN
futech-409	316	27	)	)	PUNCT
futech-409	316	28	,	,	PUNCT
futech-409	316	29	dual	dual	ADJ
futech-409	316	30	submission	submission	NOUN
futech-409	316	31	,	,	PUNCT
futech-409	316	32	manipulation	manipulation	NOUN
futech-409	316	33	of	of	ADP
futech-409	316	34	figures	figure	NOUN
futech-409	316	35	,	,	PUNCT
futech-409	316	36	competing	compete	VERB
futech-409	316	37	interests	interest	NOUN
futech-409	316	38	,	,	PUNCT
futech-409	316	39	and	and	CCONJ
futech-409	316	40	compliance	compliance	NOUN
futech-409	316	41	with	with	ADP
futech-409	316	42	policies	policy	NOUN
futech-409	316	43	on	on	ADP
futech-409	316	44	research	research	NOUN
futech-409	316	45	ethics	ethic	NOUN
futech-409	316	46	.	.	PUNCT
futech-409	317	1	the	the	DET
futech-409	317	2	author	author	NOUN
futech-409	317	3	adheres	adhere	VERB
futech-409	317	4	to	to	ADP
futech-409	317	5	publication	publication	NOUN
futech-409	317	6	requirements	requirement	NOUN
futech-409	317	7	that	that	SCONJ
futech-409	317	8	the	the	DET
futech-409	317	9	submitted	submit	VERB
futech-409	317	10	work	work	NOUN
futech-409	317	11	is	be	AUX
futech-409	317	12	original	original	ADJ
futech-409	317	13	and	and	CCONJ
futech-409	317	14	has	have	AUX
futech-409	317	15	not	not	PART
futech-409	317	16	been	be	AUX
futech-409	317	17	published	publish	VERB
futech-409	317	18	elsewhere	elsewhere	ADV
futech-409	317	19	.	.	PUNCT
futech-409	318	1	data	datum	NOUN
futech-409	318	2	availability	availability	NOUN
futech-409	318	3	statement	statement	NOUN
futech-409	318	4	the	the	DET
futech-409	318	5	manuscript	manuscript	NOUN
futech-409	318	6	contains	contain	VERB
futech-409	318	7	all	all	DET
futech-409	318	8	the	the	DET
futech-409	318	9	data	datum	NOUN
futech-409	318	10	.	.	PUNCT
futech-409	319	1	however	however	ADV
futech-409	319	2	,	,	PUNCT
futech-409	319	3	more	more	ADJ
futech-409	319	4	data	datum	NOUN
futech-409	319	5	will	will	AUX
futech-409	319	6	be	be	AUX
futech-409	319	7	available	available	ADJ
futech-409	319	8	upon	upon	SCONJ
futech-409	319	9	request	request	NOUN
futech-409	319	10	from	from	ADP
futech-409	319	11	the	the	DET
futech-409	319	12	authors	author	NOUN
futech-409	319	13	.	.	PUNCT
futech-409	320	1	conflict	conflict	NOUN
futech-409	320	2	of	of	ADP
futech-409	320	3	interest	interest	NOUN
futech-409	320	4	the	the	DET
futech-409	320	5	authors	author	NOUN
futech-409	320	6	declare	declare	VERB
futech-409	320	7	no	no	DET
futech-409	320	8	potential	potential	ADJ
futech-409	320	9	conflict	conflict	NOUN
futech-409	320	10	of	of	ADP
futech-409	320	11	interest	interest	NOUN
futech-409	320	12	.	.	PUNCT
futech-409	321	1	reference	reference	NOUN
futech-409	321	2	[	[	X
futech-409	321	3	1	1	NUM
futech-409	321	4	]	]	PUNCT
futech-409	321	5	m.-á	m.-á	PROPN
futech-409	321	6	.	.	PUNCT
futech-409	322	1	garcía	garcía	ADJ
futech-409	322	2	-	-	PUNCT
futech-409	322	3	madurga	madurga	NOUN
futech-409	322	4	and	and	CCONJ
futech-409	322	5	a.-j	a.-j	PROPN
futech-409	322	6	.	.	PUNCT
futech-409	323	1	grilló	grilló	ADJ
futech-409	323	2	-	-	PUNCT
futech-409	323	3	méndez	méndez	NOUN
futech-409	323	4	,	,	PUNCT
futech-409	323	5	"	"	PUNCT
futech-409	323	6	artificial	artificial	ADJ
futech-409	323	7	intelligence	intelligence	NOUN
futech-409	323	8	in	in	ADP
futech-409	323	9	the	the	DET
futech-409	323	10	tourism	tourism	NOUN
futech-409	323	11	industry	industry	NOUN
futech-409	323	12	:	:	PUNCT
futech-409	323	13	an	an	DET
futech-409	323	14	overview	overview	NOUN
futech-409	323	15	of	of	ADP
futech-409	323	16	reviews	review	NOUN
futech-409	323	17	,	,	PUNCT
futech-409	323	18	"	"	PUNCT
futech-409	323	19	administrative	administrative	ADJ
futech-409	323	20	sciences	science	NOUN
futech-409	323	21	,	,	PUNCT
futech-409	323	22	vol	vol	NOUN
futech-409	323	23	.	.	PROPN
futech-409	323	24	13	13	NUM
futech-409	323	25	,	,	PUNCT
futech-409	323	26	no	no	INTJ
futech-409	323	27	.	.	NOUN
futech-409	323	28	8	8	NUM
futech-409	323	29	,	,	PUNCT
futech-409	323	30	p.	p.	NOUN
futech-409	323	31	172	172	NUM
futech-409	323	32	,	,	PUNCT
futech-409	323	33	2023	2023	NUM
futech-409	323	34	.	.	PUNCT
futech-409	324	1	[	[	X
futech-409	324	2	2	2	NUM
futech-409	324	3	]	]	PUNCT
futech-409	324	4	m.	m.	PROPN
futech-409	324	5	s.	s.	PROPN
futech-409	324	6	anwar	anwar	PROPN
futech-409	324	7	,	,	PUNCT
futech-409	324	8	j.	j.	PROPN
futech-409	324	9	yang	yang	PROPN
futech-409	324	10	,	,	PUNCT
futech-409	324	11	j.	j.	PROPN
futech-409	324	12	frnda	frnda	PROPN
futech-409	324	13	,	,	PUNCT
futech-409	324	14	a.	a.	NOUN
futech-409	324	15	choi	choi	NOUN
futech-409	324	16	,	,	PUNCT
futech-409	324	17	n.	n.	NOUN
futech-409	324	18	baghaei	baghaei	PROPN
futech-409	324	19	,	,	PUNCT
futech-409	324	20	and	and	CCONJ
futech-409	324	21	m.	m.	PROPN
futech-409	324	22	ali	ali	PROPN
futech-409	324	23	,	,	PUNCT
futech-409	324	24	"	"	PUNCT
futech-409	324	25	metaverse	metaverse	NOUN
futech-409	324	26	and	and	CCONJ
futech-409	324	27	xr	xr	PROPN
futech-409	324	28	for	for	ADP
futech-409	324	29	cultural	cultural	ADJ
futech-409	324	30	heritage	heritage	NOUN
futech-409	324	31	education	education	NOUN
futech-409	324	32	:	:	PUNCT
futech-409	324	33	applications	application	NOUN
futech-409	324	34	,	,	PUNCT
futech-409	324	35	standards	standard	NOUN
futech-409	324	36	,	,	PUNCT
futech-409	324	37	architecture	architecture	NOUN
futech-409	324	38	,	,	PUNCT
futech-409	324	39	and	and	CCONJ
futech-409	324	40	technological	technological	ADJ
futech-409	324	41	insights	insight	NOUN
futech-409	324	42	for	for	ADP
futech-409	324	43	enhanced	enhanced	ADJ
futech-409	324	44	immersive	immersive	NOUN
futech-409	324	45	experience	experience	NOUN
futech-409	324	46	,	,	PUNCT
futech-409	324	47	"	"	PUNCT
futech-409	324	48	virtual	virtual	ADJ
futech-409	324	49	reality	reality	NOUN
futech-409	324	50	,	,	PUNCT
futech-409	324	51	vol	vol	NOUN
futech-409	324	52	.	.	PROPN
futech-409	324	53	29	29	NUM
futech-409	324	54	,	,	PUNCT
futech-409	324	55	no	no	INTJ
futech-409	324	56	.	.	NOUN
futech-409	324	57	2	2	NUM
futech-409	324	58	,	,	PUNCT
futech-409	324	59	p.	p.	NOUN
futech-409	324	60	51	51	NUM
futech-409	324	61	,	,	PUNCT
futech-409	324	62	2025	2025	NUM
futech-409	324	63	.	.	PUNCT
futech-409	325	1	[	[	X
futech-409	325	2	3	3	NUM
futech-409	325	3	]	]	PUNCT
futech-409	325	4	a.	a.	PROPN
futech-409	325	5	b.	b.	PROPN
futech-409	325	6	siddik	siddik	PROPN
futech-409	325	7	,	,	PUNCT
futech-409	325	8	m.	m.	PROPN
futech-409	325	9	s.	s.	PROPN
futech-409	325	10	forid	forid	PROPN
futech-409	325	11	,	,	PUNCT
futech-409	325	12	l.	l.	PROPN
futech-409	325	13	yong	yong	PROPN
futech-409	325	14	,	,	PUNCT
futech-409	325	15	a.	a.	PROPN
futech-409	325	16	m.	m.	PROPN
futech-409	325	17	du	du	PROPN
futech-409	325	18	,	,	PUNCT
futech-409	325	19	and	and	CCONJ
futech-409	325	20	j.	j.	PROPN
futech-409	325	21	w.	w.	PROPN
futech-409	325	22	goodell	goodell	PROPN
futech-409	325	23	,	,	PUNCT
futech-409	325	24	"	"	PUNCT
futech-409	325	25	artificial	artificial	ADJ
futech-409	325	26	intelligence	intelligence	NOUN
futech-409	325	27	as	as	ADP
futech-409	325	28	a	a	DET
futech-409	325	29	catalyst	catalyst	NOUN
futech-409	325	30	for	for	ADP
futech-409	325	31	sustainable	sustainable	ADJ
futech-409	325	32	tourism	tourism	NOUN
futech-409	325	33	growth	growth	NOUN
futech-409	325	34	and	and	CCONJ
futech-409	325	35	economic	economic	ADJ
futech-409	325	36	cycles	cycle	NOUN
futech-409	325	37	,	,	PUNCT
futech-409	325	38	"	"	PUNCT
futech-409	325	39	technological	technological	ADJ
futech-409	325	40	forecasting	forecasting	NOUN
futech-409	325	41	and	and	CCONJ
futech-409	325	42	social	social	ADJ
futech-409	325	43	change	change	NOUN
futech-409	325	44	,	,	PUNCT
futech-409	325	45	vol	vol	NOUN
futech-409	325	46	.	.	NOUN
futech-409	325	47	210	210	NUM
futech-409	325	48	,	,	PUNCT
futech-409	325	49	p.	p.	NOUN
futech-409	325	50	123875	123875	NUM
futech-409	325	51	,	,	PUNCT
futech-409	325	52	2025	2025	NUM
futech-409	325	53	.	.	PUNCT
futech-409	326	1	[	[	X
futech-409	326	2	4	4	NUM
futech-409	326	3	]	]	PUNCT
futech-409	326	4	x.	x.	NOUN
futech-409	326	5	li	li	PROPN
futech-409	326	6	,	,	PUNCT
futech-409	326	7	x.	x.	PROPN
futech-409	326	8	liang	liang	PROPN
futech-409	326	9	,	,	PUNCT
futech-409	326	10	t.	t.	PROPN
futech-409	326	11	yu	yu	PROPN
futech-409	326	12	,	,	PUNCT
futech-409	326	13	s.	s.	PROPN
futech-409	326	14	ruan	ruan	PROPN
futech-409	326	15	,	,	PUNCT
futech-409	326	16	and	and	CCONJ
futech-409	326	17	r.	r.	PROPN
futech-409	326	18	fan	fan	PROPN
futech-409	326	19	,	,	PUNCT
futech-409	326	20	"	"	PUNCT
futech-409	326	21	research	research	NOUN
futech-409	326	22	on	on	ADP
futech-409	326	23	the	the	DET
futech-409	326	24	integration	integration	NOUN
futech-409	326	25	of	of	ADP
futech-409	326	26	cultural	cultural	ADJ
futech-409	326	27	tourism	tourism	NOUN
futech-409	326	28	industry	industry	NOUN
futech-409	326	29	driven	drive	VERB
futech-409	326	30	by	by	ADP
futech-409	326	31	digital	digital	ADJ
futech-409	326	32	economy	economy	NOUN
futech-409	326	33	in	in	ADP
futech-409	326	34	the	the	DET
futech-409	326	35	context	context	NOUN
futech-409	326	36	of	of	ADP
futech-409	326	37	covid-19	covid-19	PROPN
futech-409	326	38	—	—	PUNCT
futech-409	326	39	based	base	VERB
futech-409	326	40	on	on	ADP
futech-409	326	41	the	the	DET
futech-409	326	42	data	datum	NOUN
futech-409	326	43	of	of	ADP
futech-409	326	44	31	31	NUM
futech-409	326	45	chinese	chinese	ADJ
futech-409	326	46	provinces	province	NOUN
futech-409	326	47	,	,	PUNCT
futech-409	326	48	"	"	PUNCT
futech-409	326	49	frontiers	frontier	NOUN
futech-409	326	50	in	in	ADP
futech-409	326	51	public	public	ADJ
futech-409	326	52	health	health	NOUN
futech-409	326	53	,	,	PUNCT
futech-409	326	54	vol	vol	NOUN
futech-409	326	55	.	.	PROPN
futech-409	326	56	10	10	NUM
futech-409	326	57	,	,	PUNCT
futech-409	326	58	p.	p.	NOUN
futech-409	326	59	780476	780476	NUM
futech-409	326	60	,	,	PUNCT
futech-409	326	61	2022	2022	NUM
futech-409	326	62	.	.	PUNCT
futech-409	327	1	[	[	X
futech-409	327	2	5	5	X
futech-409	327	3	]	]	PUNCT
futech-409	327	4	j.	j.	PROPN
futech-409	327	5	c.	c.	PROPN
futech-409	327	6	s.	s.	PROPN
futech-409	327	7	núñez	núñez	PROPN
futech-409	327	8	,	,	PUNCT
futech-409	327	9	j.	j.	PROPN
futech-409	327	10	a.	a.	PROPN
futech-409	327	11	gómez‐pulido	gómez‐pulido	PROPN
futech-409	327	12	,	,	PUNCT
futech-409	327	13	and	and	CCONJ
futech-409	327	14	r.	r.	PROPN
futech-409	327	15	r.	r.	PROPN
futech-409	327	16	ramírez	ramírez	PROPN
futech-409	327	17	,	,	PUNCT
futech-409	327	18	"	"	PUNCT
futech-409	327	19	machine	machine	NOUN
futech-409	327	20	learning	learning	NOUN
futech-409	327	21	applied	apply	VERB
futech-409	327	22	to	to	ADP
futech-409	327	23	tourism	tourism	NOUN
futech-409	327	24	:	:	PUNCT
futech-409	327	25	a	a	DET
futech-409	327	26	systematic	systematic	ADJ
futech-409	327	27	review	review	NOUN
futech-409	327	28	,	,	PUNCT
futech-409	327	29	"	"	PUNCT
futech-409	327	30	wiley	wiley	PROPN
futech-409	327	31	interdisciplinary	interdisciplinary	ADJ
futech-409	327	32	reviews	review	NOUN
futech-409	327	33	:	:	PUNCT
futech-409	327	34	data	datum	NOUN
futech-409	327	35	mining	mining	NOUN
futech-409	327	36	and	and	CCONJ
futech-409	327	37	knowledge	knowledge	NOUN
futech-409	327	38	discovery	discovery	NOUN
futech-409	327	39	,	,	PUNCT
futech-409	327	40	vol	vol	NOUN
futech-409	327	41	.	.	PROPN
futech-409	328	1	14	14	NUM
futech-409	328	2	,	,	PUNCT
futech-409	328	3	no	no	INTJ
futech-409	328	4	.	.	NOUN
futech-409	328	5	5	5	NUM
futech-409	328	6	,	,	PUNCT
futech-409	328	7	p.	p.	NOUN
futech-409	328	8	e1549	e1549	NOUN
futech-409	328	9	,	,	PUNCT
futech-409	328	10	2024	2024	NUM
futech-409	328	11	.	.	PUNCT
futech-409	329	1	[	[	X
futech-409	329	2	6	6	NUM
futech-409	329	3	]	]	PUNCT
futech-409	329	4	v.	v.	CCONJ
futech-409	329	5	arefieva	arefieva	PROPN
futech-409	329	6	,	,	PUNCT
futech-409	329	7	r.	r.	PROPN
futech-409	329	8	egger	egger	PROPN
futech-409	329	9	,	,	PUNCT
futech-409	329	10	and	and	CCONJ
futech-409	329	11	j.	j.	PROPN
futech-409	329	12	yu	yu	PROPN
futech-409	329	13	,	,	PUNCT
futech-409	329	14	"	"	PUNCT
futech-409	329	15	a	a	DET
futech-409	329	16	machine	machine	NOUN
futech-409	329	17	learning	learn	VERB
futech-409	329	18	approach	approach	NOUN
futech-409	329	19	to	to	ADP
futech-409	329	20	cluster	cluster	NOUN
futech-409	329	21	destination	destination	NOUN
futech-409	329	22	image	image	NOUN
futech-409	329	23	on	on	ADP
futech-409	329	24	instagram	instagram	PROPN
futech-409	329	25	,	,	PUNCT
futech-409	329	26	"	"	PUNCT
futech-409	329	27	tourism	tourism	NOUN
futech-409	329	28	management	management	NOUN
futech-409	329	29	,	,	PUNCT
futech-409	329	30	vol	vol	NOUN
futech-409	329	31	.	.	PROPN
futech-409	329	32	85	85	NUM
futech-409	329	33	,	,	PUNCT
futech-409	329	34	p.	p.	NOUN
futech-409	329	35	104318	104318	NUM
futech-409	329	36	,	,	PUNCT
futech-409	329	37	2021	2021	NUM
futech-409	329	38	.	.	PUNCT
futech-409	330	1	[	[	X
futech-409	330	2	7	7	X
futech-409	330	3	]	]	PUNCT
futech-409	330	4	j.	j.	PROPN
futech-409	330	5	wang	wang	PROPN
futech-409	330	6	,	,	PUNCT
futech-409	330	7	w.	w.	PROPN
futech-409	330	8	fan	fan	PROPN
futech-409	330	9	,	,	PUNCT
futech-409	330	10	and	and	CCONJ
futech-409	330	11	j.	j.	PROPN
futech-409	330	12	you	you	PRON
futech-409	330	13	,	,	PUNCT
futech-409	330	14	"	"	PUNCT
futech-409	330	15	evaluation	evaluation	NOUN
futech-409	330	16	of	of	ADP
futech-409	330	17	tourism	tourism	NOUN
futech-409	330	18	elements	element	NOUN
futech-409	330	19	in	in	ADP
futech-409	330	20	historical	historical	ADJ
futech-409	330	21	and	and	CCONJ
futech-409	330	22	cultural	cultural	ADJ
futech-409	330	23	blocks	block	NOUN
futech-409	330	24	using	use	VERB
futech-409	330	25	machine	machine	NOUN
futech-409	330	26	learning	learning	NOUN
futech-409	330	27	:	:	PUNCT
futech-409	330	28	a	a	DET
futech-409	330	29	case	case	NOUN
futech-409	330	30	study	study	NOUN
futech-409	330	31	of	of	ADP
futech-409	330	32	taiping	taiping	PROPN
futech-409	330	33	street	street	PROPN
futech-409	330	34	in	in	ADP
futech-409	330	35	hunan	hunan	PROPN
futech-409	330	36	province	province	PROPN
futech-409	330	37	,	,	PUNCT
futech-409	330	38	"	"	PUNCT
futech-409	330	39	npj	npj	NOUN
futech-409	330	40	heritage	heritage	NOUN
futech-409	330	41	science	science	NOUN
futech-409	330	42	,	,	PUNCT
futech-409	330	43	vol	vol	NOUN
futech-409	330	44	.	.	PROPN
futech-409	330	45	13	13	NUM
futech-409	330	46	,	,	PUNCT
futech-409	330	47	no	no	INTJ
futech-409	330	48	.	.	NOUN
futech-409	330	49	1	1	NUM
futech-409	330	50	,	,	PUNCT
futech-409	330	51	p.	p.	NOUN
futech-409	330	52	30	30	NUM
futech-409	330	53	,	,	PUNCT
futech-409	330	54	2025	2025	NUM
futech-409	330	55	.	.	PUNCT
futech-409	331	1	[	[	X
futech-409	331	2	8	8	NUM
futech-409	331	3	]	]	X
futech-409	331	4	r.	r.	PROPN
futech-409	331	5	catelli	catelli	PROPN
futech-409	331	6	et	et	PROPN
futech-409	331	7	al	al	PROPN
futech-409	331	8	.	.	PROPN
futech-409	331	9	,	,	PUNCT
futech-409	331	10	"	"	PUNCT
futech-409	331	11	a	a	DET
futech-409	331	12	new	new	ADJ
futech-409	331	13	italian	italian	ADJ
futech-409	331	14	cultural	cultural	ADJ
futech-409	331	15	heritage	heritage	NOUN
futech-409	331	16	data	datum	NOUN
futech-409	331	17	set	set	VERB
futech-409	331	18	:	:	PUNCT
futech-409	331	19	detecting	detect	VERB
futech-409	331	20	fake	fake	ADJ
futech-409	331	21	reviews	review	NOUN
futech-409	331	22	with	with	ADP
futech-409	331	23	bert	bert	PROPN
futech-409	331	24	and	and	CCONJ
futech-409	331	25	electra	electra	PROPN
futech-409	331	26	leveraging	leverage	VERB
futech-409	331	27	the	the	DET
futech-409	331	28	sentiment	sentiment	NOUN
futech-409	331	29	,	,	PUNCT
futech-409	331	30	"	"	PUNCT
futech-409	331	31	ieee	ieee	NOUN
futech-409	331	32	access	access	NOUN
futech-409	331	33	,	,	PUNCT
futech-409	331	34	vol	vol	NOUN
futech-409	331	35	.	.	PROPN
futech-409	332	1	11	11	NUM
futech-409	332	2	,	,	PUNCT
futech-409	332	3	pp	pp	ADJ
futech-409	332	4	.	.	PUNCT
futech-409	333	1	52214	52214	NUM
futech-409	333	2	-	-	SYM
futech-409	333	3	52225	52225	NUM
futech-409	333	4	,	,	PUNCT
futech-409	333	5	2023	2023	NUM
futech-409	333	6	.	.	PUNCT
futech-409	334	1	[	[	X
futech-409	334	2	9	9	NUM
futech-409	334	3	]	]	X
futech-409	334	4	l.	l.	PROPN
futech-409	334	5	tong	tong	PROPN
futech-409	334	6	,	,	PUNCT
futech-409	334	7	w.	w.	PROPN
futech-409	334	8	yan	yan	PROPN
futech-409	334	9	,	,	PUNCT
futech-409	334	10	and	and	CCONJ
futech-409	334	11	o.	o.	PROPN
futech-409	334	12	manta	manta	PROPN
futech-409	334	13	,	,	PUNCT
futech-409	334	14	"	"	PUNCT
futech-409	334	15	artificial	artificial	ADJ
futech-409	334	16	intelligence	intelligence	NOUN
futech-409	334	17	influences	influence	VERB
futech-409	334	18	intelligent	intelligent	ADJ
futech-409	334	19	automation	automation	NOUN
futech-409	334	20	in	in	ADP
futech-409	334	21	tourism	tourism	NOUN
futech-409	334	22	:	:	PUNCT
futech-409	334	23	a	a	DET
futech-409	334	24	mediating	mediate	VERB
futech-409	334	25	role	role	NOUN
futech-409	334	26	of	of	ADP
futech-409	334	27	internet	internet	NOUN
futech-409	334	28	of	of	ADP
futech-409	334	29	things	thing	NOUN
futech-409	334	30	and	and	CCONJ
futech-409	334	31	environmental	environmental	ADJ
futech-409	334	32	,	,	PUNCT
futech-409	334	33	social	social	ADJ
futech-409	334	34	,	,	PUNCT
futech-409	334	35	and	and	CCONJ
futech-409	334	36	governance	governance	NOUN
futech-409	334	37	investment	investment	NOUN
futech-409	334	38	,	,	PUNCT
futech-409	334	39	"	"	PUNCT
futech-409	334	40	frontiers	frontier	NOUN
futech-409	334	41	in	in	ADP
futech-409	334	42	environmental	environmental	ADJ
futech-409	334	43	science	science	NOUN
futech-409	334	44	,	,	PUNCT
futech-409	334	45	vol	vol	NOUN
futech-409	334	46	.	.	PROPN
futech-409	334	47	10	10	NUM
futech-409	334	48	,	,	PUNCT
futech-409	334	49	p.	p.	NOUN
futech-409	334	50	853302	853302	NUM
futech-409	334	51	,	,	PUNCT
futech-409	334	52	2022	2022	NUM
futech-409	334	53	.	.	PUNCT
futech-409	335	1	[	[	X
futech-409	335	2	10	10	NUM
futech-409	335	3	]	]	X
futech-409	335	4	s.	s.	PROPN
futech-409	335	5	ammirato	ammirato	PROPN
futech-409	335	6	,	,	PUNCT
futech-409	335	7	a.	a.	NOUN
futech-409	335	8	m.	m.	NOUN
futech-409	335	9	felicetti	felicetti	PROPN
futech-409	335	10	,	,	PUNCT
futech-409	335	11	r.	r.	NOUN
futech-409	335	12	linzalone	linzalone	PROPN
futech-409	335	13	,	,	PUNCT
futech-409	335	14	and	and	CCONJ
futech-409	335	15	d.	d.	PROPN
futech-409	335	16	carlucci	carlucci	PROPN
futech-409	335	17	,	,	PUNCT
futech-409	335	18	"	"	PUNCT
futech-409	335	19	digital	digital	ADJ
futech-409	335	20	business	business	NOUN
futech-409	335	21	models	model	NOUN
futech-409	335	22	in	in	ADP
futech-409	335	23	cultural	cultural	ADJ
futech-409	335	24	tourism	tourism	NOUN
futech-409	335	25	,	,	PUNCT
futech-409	335	26	"	"	PUNCT
futech-409	335	27	international	international	ADJ
futech-409	335	28	journal	journal	NOUN
futech-409	335	29	of	of	ADP
futech-409	335	30	entrepreneurial	entrepreneurial	ADJ
futech-409	335	31	behavior	behavior	NOUN
futech-409	335	32	&	&	CCONJ
futech-409	335	33	research	research	NOUN
futech-409	335	34	,	,	PUNCT
futech-409	335	35	vol	vol	NOUN
futech-409	335	36	.	.	PROPN
futech-409	335	37	28	28	NUM
futech-409	335	38	,	,	PUNCT
futech-409	335	39	no	no	INTJ
futech-409	335	40	.	.	NOUN
futech-409	335	41	8	8	NUM
futech-409	335	42	,	,	PUNCT
futech-409	335	43	pp	pp	ADJ
futech-409	335	44	.	.	PUNCT
futech-409	336	1	1940	1940	NUM
futech-409	336	2	-	-	SYM
futech-409	336	3	1961	1961	NUM
futech-409	336	4	,	,	PUNCT
futech-409	336	5	2022	2022	NUM
futech-409	336	6	.	.	PUNCT
futech-409	337	1	x.	x.	PROPN
futech-409	337	2	hou	hou	PROPN
futech-409	337	3	&	&	CCONJ
futech-409	337	4	z.paidi	z.paidi	PROPN
futech-409	337	5	/future	/future	PUNCT
futech-409	337	6	technology	technology	PROPN
futech-409	337	7	november	november	PROPN
futech-409	337	8	2025|	2025|	NUM
futech-409	337	9	volume	volume	NOUN
futech-409	337	10	04	04	NUM
futech-409	338	1	|	|	ADV
futech-409	338	2	issue	issue	VERB
futech-409	338	3	04	04	NUM
futech-409	339	1	|	|	CCONJ
futech-409	339	2	pages	page	NOUN
futech-409	339	3	43	43	NUM
futech-409	339	4	-	-	SYM
futech-409	339	5	58	58	NUM
futech-409	339	6	58	58	NUM
futech-409	340	1	[	[	X
futech-409	340	2	11	11	NUM
futech-409	340	3	]	]	PUNCT
futech-409	340	4	e.	e.	PROPN
futech-409	340	5	c.	c.	PROPN
futech-409	340	6	ling	ling	PROPN
futech-409	340	7	,	,	PUNCT
futech-409	340	8	i.	i.	PROPN
futech-409	340	9	tussyadiah	tussyadiah	PROPN
futech-409	340	10	,	,	PUNCT
futech-409	340	11	a.	a.	PROPN
futech-409	340	12	liu	liu	PROPN
futech-409	340	13	,	,	PUNCT
futech-409	340	14	and	and	CCONJ
futech-409	340	15	j.	j.	PROPN
futech-409	340	16	stienmetz	stienmetz	VERB
futech-409	340	17	,	,	PUNCT
futech-409	340	18	"	"	PUNCT
futech-409	340	19	perceived	perceive	VERB
futech-409	340	20	intelligence	intelligence	NOUN
futech-409	340	21	of	of	ADP
futech-409	340	22	artificially	artificially	ADV
futech-409	340	23	intelligent	intelligent	ADJ
futech-409	340	24	assistants	assistant	NOUN
futech-409	340	25	for	for	ADP
futech-409	340	26	travel	travel	NOUN
futech-409	340	27	:	:	PUNCT
futech-409	340	28	scale	scale	NOUN
futech-409	340	29	development	development	NOUN
futech-409	340	30	and	and	CCONJ
futech-409	340	31	validation	validation	NOUN
futech-409	340	32	,	,	PUNCT
futech-409	340	33	"	"	PUNCT
futech-409	340	34	journal	journal	NOUN
futech-409	340	35	of	of	ADP
futech-409	340	36	travel	travel	NOUN
futech-409	340	37	research	research	NOUN
futech-409	340	38	,	,	PUNCT
futech-409	340	39	vol	vol	NOUN
futech-409	340	40	.	.	PROPN
futech-409	340	41	64	64	NUM
futech-409	340	42	,	,	PUNCT
futech-409	340	43	no	no	INTJ
futech-409	340	44	.	.	NOUN
futech-409	340	45	2	2	NUM
futech-409	340	46	,	,	PUNCT
futech-409	340	47	pp	pp	ADJ
futech-409	340	48	.	.	PUNCT
futech-409	341	1	299	299	NUM
futech-409	341	2	-	-	SYM
futech-409	341	3	321	321	NUM
futech-409	341	4	,	,	PUNCT
futech-409	341	5	2025	2025	NUM
futech-409	341	6	.	.	PUNCT
futech-409	342	1	[	[	X
futech-409	342	2	12	12	NUM
futech-409	342	3	]	]	PUNCT
futech-409	342	4	q.	q.	PROPN
futech-409	342	5	chen	chen	PROPN
futech-409	342	6	,	,	PUNCT
futech-409	342	7	s.	s.	PROPN
futech-409	342	8	xu	xu	PROPN
futech-409	342	9	,	,	PUNCT
futech-409	342	10	r.	r.	PROPN
futech-409	342	11	liu	liu	PROPN
futech-409	342	12	,	,	PUNCT
futech-409	342	13	and	and	CCONJ
futech-409	342	14	q.	q.	PROPN
futech-409	342	15	jiang	jiang	PROPN
futech-409	342	16	,	,	PUNCT
futech-409	342	17	"	"	PUNCT
futech-409	342	18	exploring	explore	VERB
futech-409	342	19	the	the	DET
futech-409	342	20	discrepancy	discrepancy	NOUN
futech-409	342	21	between	between	ADP
futech-409	342	22	projected	project	VERB
futech-409	342	23	and	and	CCONJ
futech-409	342	24	perceived	perceive	VERB
futech-409	342	25	destination	destination	NOUN
futech-409	342	26	images	image	NOUN
futech-409	342	27	:	:	PUNCT
futech-409	342	28	a	a	DET
futech-409	342	29	cross	cross	ADJ
futech-409	342	30	-	-	ADJ
futech-409	342	31	cultural	cultural	ADJ
futech-409	342	32	and	and	CCONJ
futech-409	342	33	sustainable	sustainable	ADJ
futech-409	342	34	analysis	analysis	NOUN
futech-409	342	35	using	use	VERB
futech-409	342	36	lda	lda	PROPN
futech-409	342	37	modeling	modeling	NOUN
futech-409	342	38	,	,	PUNCT
futech-409	342	39	"	"	PUNCT
futech-409	342	40	sustainability	sustainability	NOUN
futech-409	342	41	,	,	PUNCT
futech-409	342	42	vol	vol	NOUN
futech-409	342	43	.	.	PROPN
futech-409	342	44	15	15	NUM
futech-409	342	45	,	,	PUNCT
futech-409	342	46	no	no	INTJ
futech-409	342	47	.	.	NOUN
futech-409	342	48	12	12	NUM
futech-409	342	49	,	,	PUNCT
futech-409	342	50	p.	p.	NOUN
futech-409	342	51	9296	9296	NUM
futech-409	342	52	,	,	PUNCT
futech-409	342	53	2023	2023	NUM
futech-409	342	54	.	.	PUNCT
futech-409	343	1	[	[	X
futech-409	343	2	13	13	NUM
futech-409	343	3	]	]	X
futech-409	343	4	d.	d.	PROPN
futech-409	343	5	p.	p.	PROPN
futech-409	343	6	ramadhani	ramadhani	PROPN
futech-409	343	7	,	,	PUNCT
futech-409	343	8	a.	a.	NOUN
futech-409	343	9	alamsyah	alamsyah	PROPN
futech-409	343	10	,	,	PUNCT
futech-409	343	11	m.	m.	PROPN
futech-409	343	12	y.	y.	PROPN
futech-409	343	13	febrianta	febrianta	PROPN
futech-409	343	14	,	,	PUNCT
futech-409	343	15	m.	m.	NOUN
futech-409	343	16	n.	n.	PROPN
futech-409	343	17	fajriananda	fajriananda	PROPN
futech-409	343	18	,	,	PUNCT
futech-409	343	19	m.	m.	NOUN
futech-409	343	20	s.	s.	PROPN
futech-409	343	21	nada	nada	PROPN
futech-409	343	22	,	,	PUNCT
futech-409	343	23	and	and	CCONJ
futech-409	343	24	f.	f.	PROPN
futech-409	343	25	hasanah	hasanah	PROPN
futech-409	343	26	,	,	PUNCT
futech-409	343	27	"	"	PUNCT
futech-409	343	28	large	large	ADJ
futech-409	343	29	-	-	PUNCT
futech-409	343	30	scale	scale	NOUN
futech-409	343	31	cross	cross	ADJ
futech-409	343	32	-	-	ADJ
futech-409	343	33	cultural	cultural	ADJ
futech-409	343	34	tourism	tourism	NOUN
futech-409	343	35	analytics	analytic	NOUN
futech-409	343	36	:	:	PUNCT
futech-409	343	37	integrating	integrate	VERB
futech-409	343	38	transformer	transformer	NOUN
futech-409	343	39	-	-	PUNCT
futech-409	343	40	based	base	VERB
futech-409	343	41	text	text	NOUN
futech-409	343	42	mining	mining	NOUN
futech-409	343	43	and	and	CCONJ
futech-409	343	44	network	network	NOUN
futech-409	343	45	analysis	analysis	NOUN
futech-409	343	46	,	,	PUNCT
futech-409	343	47	"	"	PUNCT
futech-409	343	48	computers	computer	NOUN
futech-409	343	49	,	,	PUNCT
futech-409	343	50	vol	vol	NOUN
futech-409	343	51	.	.	PROPN
futech-409	344	1	14	14	NUM
futech-409	344	2	,	,	PUNCT
futech-409	344	3	no	no	INTJ
futech-409	344	4	.	.	NOUN
futech-409	344	5	1	1	NUM
futech-409	344	6	,	,	PUNCT
futech-409	344	7	p.	p.	NOUN
futech-409	344	8	27	27	NUM
futech-409	344	9	,	,	PUNCT
futech-409	344	10	2025	2025	NUM
futech-409	344	11	.	.	PUNCT
futech-409	345	1	[	[	X
futech-409	345	2	14	14	NUM
futech-409	345	3	]	]	PUNCT
futech-409	345	4	j.	j.	PROPN
futech-409	345	5	xu	xu	PROPN
futech-409	345	6	,	,	PUNCT
futech-409	345	7	p.	p.	PROPN
futech-409	345	8	h.	h.	PROPN
futech-409	345	9	shi	shi	PROPN
futech-409	345	10	,	,	PUNCT
futech-409	345	11	and	and	CCONJ
futech-409	345	12	x.	x.	PROPN
futech-409	345	13	chen	chen	PROPN
futech-409	345	14	,	,	PUNCT
futech-409	345	15	"	"	PUNCT
futech-409	345	16	exploring	explore	VERB
futech-409	345	17	digital	digital	ADJ
futech-409	345	18	innovation	innovation	NOUN
futech-409	345	19	in	in	ADP
futech-409	345	20	smart	smart	ADJ
futech-409	345	21	tourism	tourism	NOUN
futech-409	345	22	destinations	destination	NOUN
futech-409	345	23	:	:	PUNCT
futech-409	345	24	insights	insight	NOUN
futech-409	345	25	from	from	ADP
futech-409	345	26	31	31	NUM
futech-409	345	27	premier	premier	NOUN
futech-409	345	28	tourist	tourist	NOUN
futech-409	345	29	cities	city	NOUN
futech-409	345	30	in	in	ADP
futech-409	345	31	digital	digital	PROPN
futech-409	345	32	china	china	PROPN
futech-409	345	33	,	,	PUNCT
futech-409	345	34	"	"	PUNCT
futech-409	345	35	tourism	tourism	NOUN
futech-409	345	36	review	review	NOUN
futech-409	345	37	,	,	PUNCT
futech-409	345	38	vol	vol	NOUN
futech-409	345	39	.	.	PROPN
futech-409	345	40	80	80	NUM
futech-409	345	41	,	,	PUNCT
futech-409	345	42	no	no	INTJ
futech-409	345	43	.	.	NOUN
futech-409	345	44	3	3	NUM
futech-409	345	45	,	,	PUNCT
futech-409	345	46	pp	pp	ADJ
futech-409	345	47	.	.	PUNCT
futech-409	346	1	681	681	NUM
futech-409	346	2	-	-	SYM
futech-409	346	3	709	709	NUM
futech-409	346	4	,	,	PUNCT
futech-409	346	5	2025	2025	NUM
futech-409	346	6	.	.	PUNCT
futech-409	347	1	[	[	X
futech-409	347	2	15	15	NUM
futech-409	347	3	]	]	X
futech-409	347	4	m.	m.	NOUN
futech-409	347	5	m.	m.	PROPN
futech-409	347	6	l.	l.	PROPN
futech-409	347	7	cahigas	cahigas	PROPN
futech-409	347	8	,	,	PUNCT
futech-409	347	9	a.	a.	PROPN
futech-409	347	10	k.	k.	PROPN
futech-409	347	11	s.	s.	PROPN
futech-409	347	12	ong	ong	PROPN
futech-409	347	13	,	,	PUNCT
futech-409	347	14	and	and	CCONJ
futech-409	347	15	y.	y.	NOUN
futech-409	347	16	t.	t.	NOUN
futech-409	347	17	prasetyo	prasetyo	NOUN
futech-409	347	18	,	,	PUNCT
futech-409	347	19	"	"	PUNCT
futech-409	347	20	super	sup	ADJ
futech-409	347	21	typhoon	typhoon	PROPN
futech-409	347	22	rai	rai	PROPN
futech-409	347	23	’s	’s	PART
futech-409	347	24	impacts	impact	NOUN
futech-409	347	25	on	on	ADP
futech-409	347	26	siargao	siargao	ADJ
futech-409	347	27	tourism	tourism	NOUN
futech-409	347	28	:	:	PUNCT
futech-409	347	29	deciphering	decipher	VERB
futech-409	347	30	tourists	tourist	NOUN
futech-409	347	31	’	'	PUNCT
futech-409	347	32	revisit	revisit	NOUN
futech-409	347	33	intentions	intention	NOUN
futech-409	347	34	through	through	ADP
futech-409	347	35	machine	machine	NOUN
futech-409	347	36	-	-	PUNCT
futech-409	347	37	learning	learn	VERB
futech-409	347	38	algorithms	algorithm	NOUN
futech-409	347	39	,	,	PUNCT
futech-409	347	40	"	"	PUNCT
futech-409	347	41	sustainability	sustainability	NOUN
futech-409	347	42	,	,	PUNCT
futech-409	347	43	vol	vol	NOUN
futech-409	347	44	.	.	PROPN
futech-409	347	45	15	15	NUM
futech-409	347	46	,	,	PUNCT
futech-409	347	47	no	no	INTJ
futech-409	347	48	.	.	NOUN
futech-409	347	49	11	11	NUM
futech-409	347	50	,	,	PUNCT
futech-409	347	51	p.	p.	NOUN
futech-409	347	52	8463	8463	NUM
futech-409	347	53	,	,	PUNCT
futech-409	347	54	2023	2023	NUM
futech-409	347	55	.	.	PUNCT
futech-409	348	1	[	[	X
futech-409	348	2	16	16	NUM
futech-409	348	3	]	]	PUNCT
futech-409	348	4	z.	z.	PROPN
futech-409	348	5	cao	cao	PROPN
futech-409	348	6	,	,	PUNCT
futech-409	348	7	h.	h.	PROPN
futech-409	348	8	xu	xu	PROPN
futech-409	348	9	,	,	PUNCT
futech-409	348	10	and	and	CCONJ
futech-409	348	11	b.	b.	PROPN
futech-409	348	12	s.-x	s.-x	PROPN
futech-409	348	13	.	.	PUNCT
futech-409	349	1	teo	teo	PROPN
futech-409	349	2	,	,	PUNCT
futech-409	349	3	"	"	PUNCT
futech-409	349	4	sentiment	sentiment	NOUN
futech-409	349	5	of	of	ADP
futech-409	349	6	chinese	chinese	ADJ
futech-409	349	7	tourists	tourist	NOUN
futech-409	349	8	towards	towards	ADP
futech-409	349	9	malaysia	malaysia	PROPN
futech-409	349	10	cultural	cultural	ADJ
futech-409	349	11	heritage	heritage	NOUN
futech-409	349	12	based	base	VERB
futech-409	349	13	on	on	ADP
futech-409	349	14	online	online	ADJ
futech-409	349	15	travel	travel	NOUN
futech-409	349	16	reviews	review	NOUN
futech-409	349	17	,	,	PUNCT
futech-409	349	18	"	"	PUNCT
futech-409	349	19	sustainability	sustainability	NOUN
futech-409	349	20	,	,	PUNCT
futech-409	349	21	vol	vol	NOUN
futech-409	349	22	.	.	PROPN
futech-409	349	23	15	15	NUM
futech-409	349	24	,	,	PUNCT
futech-409	349	25	no	no	INTJ
futech-409	349	26	.	.	NOUN
futech-409	349	27	4	4	NUM
futech-409	349	28	,	,	PUNCT
futech-409	349	29	p.	p.	NOUN
futech-409	349	30	3478	3478	NUM
futech-409	349	31	,	,	PUNCT
futech-409	349	32	2023	2023	NUM
futech-409	349	33	.	.	PUNCT
futech-409	350	1	[	[	X
futech-409	350	2	17	17	NUM
futech-409	350	3	]	]	X
futech-409	350	4	s.	s.	PROPN
futech-409	350	5	gössling	gössling	PROPN
futech-409	350	6	and	and	CCONJ
futech-409	350	7	x.	x.	PROPN
futech-409	350	8	y.	y.	PROPN
futech-409	350	9	mei	mei	PROPN
futech-409	350	10	,	,	PUNCT
futech-409	350	11	"	"	PUNCT
futech-409	350	12	ai	ai	VERB
futech-409	350	13	and	and	CCONJ
futech-409	350	14	sustainable	sustainable	ADJ
futech-409	350	15	tourism	tourism	NOUN
futech-409	350	16	:	:	PUNCT
futech-409	350	17	an	an	DET
futech-409	350	18	assessment	assessment	NOUN
futech-409	350	19	of	of	ADP
futech-409	350	20	risks	risk	NOUN
futech-409	350	21	and	and	CCONJ
futech-409	350	22	opportunities	opportunity	NOUN
futech-409	350	23	for	for	ADP
futech-409	350	24	the	the	DET
futech-409	350	25	sdgs	sdgs	NOUN
futech-409	350	26	,	,	PUNCT
futech-409	350	27	"	"	PUNCT
futech-409	350	28	current	current	ADJ
futech-409	350	29	issues	issue	NOUN
futech-409	350	30	in	in	ADP
futech-409	350	31	tourism	tourism	NOUN
futech-409	350	32	,	,	PUNCT
futech-409	350	33	pp	pp	ADJ
futech-409	350	34	.	.	PUNCT
futech-409	351	1	1	1	NUM
futech-409	351	2	-	-	SYM
futech-409	351	3	14	14	NUM
futech-409	351	4	,	,	PUNCT
futech-409	351	5	2025	2025	NUM
futech-409	351	6	.	.	PUNCT
futech-409	352	1	[	[	X
futech-409	352	2	18	18	NUM
futech-409	352	3	]	]	X
futech-409	352	4	v.	v.	PROPN
futech-409	352	5	chang	chang	PROPN
futech-409	352	6	,	,	PUNCT
futech-409	352	7	m.	m.	PROPN
futech-409	352	8	r.	r.	PROPN
futech-409	352	9	islam	islam	PROPN
futech-409	352	10	,	,	PUNCT
futech-409	352	11	a.	a.	PROPN
futech-409	352	12	ahad	ahad	PROPN
futech-409	352	13	,	,	PUNCT
futech-409	352	14	m.	m.	NOUN
futech-409	352	15	j.	j.	PROPN
futech-409	352	16	ahmed	ahmed	PROPN
futech-409	352	17	,	,	PUNCT
futech-409	352	18	and	and	CCONJ
futech-409	352	19	q.	q.	PROPN
futech-409	352	20	a.	a.	PROPN
futech-409	352	21	xu	xu	PROPN
futech-409	352	22	,	,	PUNCT
futech-409	352	23	"	"	PUNCT
futech-409	352	24	machine	machine	NOUN
futech-409	352	25	learning	learning	NOUN
futech-409	352	26	for	for	ADP
futech-409	352	27	predicting	predict	VERB
futech-409	352	28	tourist	tourist	NOUN
futech-409	352	29	spots	spot	NOUN
futech-409	352	30	’	'	PUNCT
futech-409	352	31	preference	preference	NOUN
futech-409	352	32	and	and	CCONJ
futech-409	352	33	analyzing	analyze	VERB
futech-409	352	34	future	future	ADJ
futech-409	352	35	tourism	tourism	NOUN
futech-409	352	36	trends	trend	NOUN
futech-409	352	37	in	in	ADP
futech-409	352	38	bangladesh	bangladesh	NOUN
futech-409	352	39	,	,	PUNCT
futech-409	352	40	"	"	PUNCT
futech-409	352	41	enterprise	enterprise	NOUN
futech-409	352	42	information	information	NOUN
futech-409	352	43	systems	system	NOUN
futech-409	352	44	,	,	PUNCT
futech-409	352	45	vol	vol	NOUN
futech-409	352	46	.	.	PROPN
futech-409	352	47	18	18	NUM
futech-409	352	48	,	,	PUNCT
futech-409	352	49	no	no	INTJ
futech-409	352	50	.	.	NOUN
futech-409	352	51	12	12	NUM
futech-409	352	52	,	,	PUNCT
futech-409	352	53	p.	p.	NOUN
futech-409	352	54	2415568	2415568	NUM
futech-409	352	55	,	,	PUNCT
futech-409	352	56	2024	2024	NUM
futech-409	352	57	.	.	PUNCT
futech-409	353	1	[	[	X
futech-409	353	2	19	19	NUM
futech-409	353	3	]	]	PUNCT
futech-409	353	4	a.	a.	PROPN
futech-409	353	5	e.	e.	PROPN
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futech-409	353	7	,	,	PUNCT
futech-409	353	8	p.	p.	NOUN
futech-409	353	9	cardoso	cardoso	PROPN
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futech-409	353	11	and	and	CCONJ
futech-409	353	12	f.	f.	PROPN
futech-409	353	13	dias	dias	PROPN
futech-409	353	14	,	,	PUNCT
futech-409	353	15	"	"	PUNCT
futech-409	353	16	the	the	DET
futech-409	353	17	use	use	NOUN
futech-409	353	18	of	of	ADP
futech-409	353	19	artificial	artificial	ADJ
futech-409	353	20	intelligence	intelligence	NOUN
futech-409	353	21	systems	system	NOUN
futech-409	353	22	in	in	ADP
futech-409	353	23	tourism	tourism	NOUN
futech-409	353	24	and	and	CCONJ
futech-409	353	25	hospitality	hospitality	NOUN
futech-409	353	26	:	:	PUNCT
futech-409	353	27	the	the	DET
futech-409	353	28	tourists	tourist	NOUN
futech-409	353	29	’	’	PART
futech-409	353	30	perspective	perspective	NOUN
futech-409	353	31	,	,	PUNCT
futech-409	353	32	"	"	PUNCT
futech-409	353	33	administrative	administrative	ADJ
futech-409	353	34	sciences	science	NOUN
futech-409	353	35	,	,	PUNCT
futech-409	353	36	vol	vol	NOUN
futech-409	353	37	.	.	PROPN
futech-409	353	38	14	14	NUM
futech-409	353	39	,	,	PUNCT
futech-409	353	40	no	no	INTJ
futech-409	353	41	.	.	NOUN
futech-409	353	42	8	8	NUM
futech-409	353	43	,	,	PUNCT
futech-409	353	44	p.	p.	NOUN
futech-409	353	45	165	165	NUM
futech-409	353	46	,	,	PUNCT
futech-409	353	47	2024	2024	NUM
futech-409	353	48	.	.	PUNCT
futech-409	354	1	[	[	X
futech-409	354	2	20	20	NUM
futech-409	354	3	]	]	PUNCT
futech-409	354	4	f.	f.	PROPN
futech-409	354	5	tiago	tiago	PROPN
futech-409	354	6	,	,	PUNCT
futech-409	354	7	a.	a.	PROPN
futech-409	354	8	gil	gil	PROPN
futech-409	354	9	,	,	PUNCT
futech-409	354	10	s.	s.	PROPN
futech-409	354	11	stemberger	stemberger	PROPN
futech-409	354	12	,	,	PUNCT
futech-409	354	13	and	and	CCONJ
futech-409	354	14	t.	t.	PROPN
futech-409	354	15	borges	borges	PROPN
futech-409	354	16	-	-	PUNCT
futech-409	354	17	tiago	tiago	PROPN
futech-409	354	18	,	,	PUNCT
futech-409	354	19	"	"	PUNCT
futech-409	354	20	digital	digital	ADJ
futech-409	354	21	sustainability	sustainability	NOUN
futech-409	354	22	communication	communication	NOUN
futech-409	354	23	in	in	ADP
futech-409	354	24	tourism	tourism	NOUN
futech-409	354	25	,	,	PUNCT
futech-409	354	26	"	"	PUNCT
futech-409	354	27	journal	journal	NOUN
futech-409	354	28	of	of	ADP
futech-409	354	29	innovation	innovation	NOUN
futech-409	354	30	&	&	CCONJ
futech-409	354	31	knowledge	knowledge	PROPN
futech-409	354	32	,	,	PUNCT
futech-409	354	33	vol	vol	NOUN
futech-409	354	34	.	.	PROPN
futech-409	354	35	6	6	NUM
futech-409	354	36	,	,	PUNCT
futech-409	354	37	no	no	INTJ
futech-409	354	38	.	.	NOUN
futech-409	354	39	1	1	NUM
futech-409	354	40	,	,	PUNCT
futech-409	354	41	pp	pp	ADJ
futech-409	354	42	.	.	PUNCT
futech-409	355	1	27	27	NUM
futech-409	355	2	-	-	SYM
futech-409	355	3	34	34	NUM
futech-409	355	4	,	,	PUNCT
futech-409	355	5	2021	2021	NUM
futech-409	355	6	.	.	PUNCT
futech-409	356	1	[	[	X
futech-409	356	2	21	21	NUM
futech-409	356	3	]	]	PUNCT
futech-409	356	4	a.	a.	NOUN
futech-409	356	5	liu	liu	PROPN
futech-409	356	6	,	,	PUNCT
futech-409	356	7	e.	e.	PROPN
futech-409	356	8	ma	ma	PROPN
futech-409	356	9	,	,	PUNCT
futech-409	356	10	y.-c	y.-c	PROPN
futech-409	356	11	.	.	PUNCT
futech-409	357	1	wang	wang	PROPN
futech-409	357	2	,	,	PUNCT
futech-409	357	3	s.	s.	PROPN
futech-409	357	4	xu	xu	PROPN
futech-409	357	5	,	,	PUNCT
futech-409	357	6	and	and	CCONJ
futech-409	357	7	t.	t.	PROPN
futech-409	357	8	grillo	grillo	PROPN
futech-409	357	9	,	,	PUNCT
futech-409	357	10	"	"	PUNCT
futech-409	357	11	ai	ai	VERB
futech-409	357	12	and	and	CCONJ
futech-409	357	13	supportive	supportive	ADJ
futech-409	357	14	technology	technology	NOUN
futech-409	357	15	experiences	experience	NOUN
futech-409	357	16	of	of	ADP
futech-409	357	17	customers	customer	NOUN
futech-409	357	18	with	with	ADP
futech-409	357	19	visual	visual	ADJ
futech-409	357	20	impairments	impairment	NOUN
futech-409	357	21	in	in	ADP
futech-409	357	22	hotel	hotel	NOUN
futech-409	357	23	,	,	PUNCT
futech-409	357	24	restaurant	restaurant	NOUN
futech-409	357	25	,	,	PUNCT
futech-409	357	26	and	and	CCONJ
futech-409	357	27	travel	travel	NOUN
futech-409	357	28	contexts	contexts	NOUN
futech-409	357	29	,	,	PUNCT
futech-409	357	30	"	"	PUNCT
futech-409	357	31	international	international	ADJ
futech-409	357	32	journal	journal	NOUN
futech-409	357	33	of	of	ADP
futech-409	357	34	contemporary	contemporary	PROPN
futech-409	357	35	hospitality	hospitality	PROPN
futech-409	357	36	management	management	NOUN
futech-409	357	37	,	,	PUNCT
futech-409	357	38	vol	vol	NOUN
futech-409	357	39	.	.	PROPN
futech-409	358	1	36	36	NUM
futech-409	358	2	,	,	PUNCT
futech-409	358	3	no	no	INTJ
futech-409	358	4	.	.	NOUN
futech-409	358	5	1	1	NUM
futech-409	358	6	,	,	PUNCT
futech-409	358	7	pp	pp	ADJ
futech-409	358	8	.	.	PUNCT
futech-409	359	1	274	274	NUM
futech-409	359	2	-	-	SYM
futech-409	359	3	291	291	NUM
futech-409	359	4	,	,	PUNCT
futech-409	359	5	2024	2024	NUM
futech-409	359	6	.	.	PUNCT
futech-409	360	1	[	[	X
futech-409	360	2	22	22	NUM
futech-409	360	3	]	]	PUNCT
futech-409	360	4	i.	i.	NOUN
futech-409	360	5	gutierriz	gutierriz	PROPN
futech-409	360	6	,	,	PUNCT
futech-409	360	7	j.	j.	PROPN
futech-409	360	8	j.	j.	PROPN
futech-409	360	9	ferreira	ferreira	PROPN
futech-409	360	10	,	,	PUNCT
futech-409	360	11	and	and	CCONJ
futech-409	360	12	p.	p.	PROPN
futech-409	360	13	o.	o.	PROPN
futech-409	360	14	fernandes	fernandes	PROPN
futech-409	360	15	,	,	PUNCT
futech-409	360	16	"	"	PUNCT
futech-409	360	17	digital	digital	ADJ
futech-409	360	18	transformation	transformation	NOUN
futech-409	360	19	and	and	CCONJ
futech-409	360	20	the	the	DET
futech-409	360	21	new	new	ADJ
futech-409	360	22	combinations	combination	NOUN
futech-409	360	23	in	in	ADP
futech-409	360	24	tourism	tourism	NOUN
futech-409	360	25	:	:	PUNCT
futech-409	360	26	a	a	DET
futech-409	360	27	systematic	systematic	ADJ
futech-409	360	28	literature	literature	NOUN
futech-409	360	29	review	review	NOUN
futech-409	360	30	,	,	PUNCT
futech-409	360	31	"	"	PUNCT
futech-409	360	32	tourism	tourism	NOUN
futech-409	360	33	and	and	CCONJ
futech-409	360	34	hospitality	hospitality	NOUN
futech-409	360	35	research	research	NOUN
futech-409	360	36	,	,	PUNCT
futech-409	360	37	vol	vol	NOUN
futech-409	360	38	.	.	PROPN
futech-409	360	39	25	25	NUM
futech-409	360	40	,	,	PUNCT
futech-409	360	41	no	no	INTJ
futech-409	360	42	.	.	NOUN
futech-409	360	43	2	2	NUM
futech-409	360	44	,	,	PUNCT
futech-409	360	45	pp	pp	ADJ
futech-409	360	46	.	.	PUNCT
futech-409	361	1	194	194	NUM
futech-409	361	2	-	-	SYM
futech-409	361	3	213	213	NUM
futech-409	361	4	,	,	PUNCT
futech-409	361	5	2025	2025	NUM
futech-409	361	6	.	.	PUNCT
futech-409	362	1	[	[	X
futech-409	362	2	23	23	NUM
futech-409	362	3	]	]	X
futech-409	362	4	f.	f.	PROPN
futech-409	362	5	polese	polese	PROPN
futech-409	362	6	,	,	PUNCT
futech-409	362	7	a.	a.	NOUN
futech-409	362	8	botti	botti	PROPN
futech-409	362	9	,	,	PUNCT
futech-409	362	10	m.	m.	NOUN
futech-409	362	11	grimaldi	grimaldi	PROPN
futech-409	362	12	,	,	PUNCT
futech-409	362	13	a.	a.	NOUN
futech-409	362	14	monda	monda	NOUN
futech-409	362	15	,	,	PUNCT
futech-409	362	16	and	and	CCONJ
futech-409	362	17	m.	m.	NOUN
futech-409	362	18	vesci	vesci	NOUN
futech-409	362	19	,	,	PUNCT
futech-409	362	20	"	"	PUNCT
futech-409	362	21	social	social	ADJ
futech-409	362	22	innovation	innovation	NOUN
futech-409	362	23	in	in	ADP
futech-409	362	24	smart	smart	ADJ
futech-409	362	25	tourism	tourism	NOUN
futech-409	362	26	ecosystems	ecosystem	NOUN
futech-409	362	27	:	:	PUNCT
futech-409	362	28	how	how	SCONJ
futech-409	362	29	technology	technology	NOUN
futech-409	362	30	and	and	CCONJ
futech-409	362	31	institutions	institution	NOUN
futech-409	362	32	shape	shape	VERB
futech-409	362	33	sustainable	sustainable	ADJ
futech-409	362	34	value	value	NOUN
futech-409	362	35	co	co	NOUN
futech-409	362	36	-	-	NOUN
futech-409	362	37	creation	creation	NOUN
futech-409	362	38	,	,	PUNCT
futech-409	362	39	"	"	PUNCT
futech-409	362	40	sustainability	sustainability	NOUN
futech-409	362	41	,	,	PUNCT
futech-409	362	42	vol	vol	NOUN
futech-409	362	43	.	.	PROPN
futech-409	363	1	10	10	NUM
futech-409	363	2	,	,	PUNCT
futech-409	363	3	no	no	INTJ
futech-409	363	4	.	.	NOUN
futech-409	363	5	1	1	NUM
futech-409	363	6	,	,	PUNCT
futech-409	363	7	p.	p.	NOUN
futech-409	363	8	140	140	NUM
futech-409	363	9	,	,	PUNCT
futech-409	363	10	2018	2018	NUM
futech-409	363	11	.	.	PUNCT
futech-409	364	1	[	[	X
futech-409	364	2	24	24	NUM
futech-409	364	3	]	]	PUNCT
futech-409	364	4	w.	w.	PROPN
futech-409	364	5	z.	z.	PROPN
futech-409	364	6	li	li	PROPN
futech-409	364	7	and	and	CCONJ
futech-409	364	8	h.	h.	PROPN
futech-409	364	9	zhong	zhong	PROPN
futech-409	364	10	,	,	PUNCT
futech-409	364	11	"	"	PUNCT
futech-409	364	12	development	development	NOUN
futech-409	364	13	of	of	ADP
futech-409	364	14	a	a	DET
futech-409	364	15	smart	smart	ADJ
futech-409	364	16	tourism	tourism	NOUN
futech-409	364	17	integration	integration	NOUN
futech-409	364	18	model	model	NOUN
futech-409	364	19	to	to	PART
futech-409	364	20	preserve	preserve	VERB
futech-409	364	21	the	the	DET
futech-409	364	22	cultural	cultural	ADJ
futech-409	364	23	heritage	heritage	NOUN
futech-409	364	24	of	of	ADP
futech-409	364	25	ancient	ancient	ADJ
futech-409	364	26	villages	village	NOUN
futech-409	364	27	in	in	ADP
futech-409	364	28	northern	northern	ADJ
futech-409	364	29	guangxi	guangxi	NOUN
futech-409	364	30	,	,	PUNCT
futech-409	364	31	"	"	PUNCT
futech-409	364	32	heritage	heritage	NOUN
futech-409	364	33	science	science	NOUN
futech-409	364	34	,	,	PUNCT
futech-409	364	35	vol	vol	NOUN
futech-409	364	36	.	.	PROPN
futech-409	364	37	10	10	NUM
futech-409	364	38	,	,	PUNCT
futech-409	364	39	no	no	INTJ
futech-409	364	40	.	.	NOUN
futech-409	364	41	1	1	NUM
futech-409	364	42	,	,	PUNCT
futech-409	364	43	p.	p.	NOUN
futech-409	364	44	91	91	NUM
futech-409	364	45	,	,	PUNCT
futech-409	364	46	2022	2022	NUM
futech-409	364	47	.	.	PUNCT
futech-409	365	1	[	[	X
futech-409	365	2	25	25	NUM
futech-409	365	3	]	]	PUNCT
futech-409	365	4	w.	w.	PROPN
futech-409	365	5	zhang	zhang	PROPN
futech-409	365	6	and	and	CCONJ
futech-409	365	7	h.	h.	PROPN
futech-409	365	8	ran	run	VERB
futech-409	365	9	,	,	PUNCT
futech-409	365	10	"	"	PUNCT
futech-409	365	11	research	research	NOUN
futech-409	365	12	on	on	ADP
futech-409	365	13	the	the	DET
futech-409	365	14	driving	drive	VERB
futech-409	365	15	mechanism	mechanism	NOUN
futech-409	365	16	of	of	ADP
futech-409	365	17	tourists	tourist	NOUN
futech-409	365	18	’	'	PUNCT
futech-409	365	19	ecological	ecological	ADJ
futech-409	365	20	protection	protection	NOUN
futech-409	365	21	behavior	behavior	NOUN
futech-409	365	22	in	in	ADP
futech-409	365	23	intangible	intangible	ADJ
futech-409	365	24	cultural	cultural	ADJ
futech-409	365	25	heritage	heritage	NOUN
futech-409	365	26	sites	site	NOUN
futech-409	365	27	,	,	PUNCT
futech-409	365	28	"	"	PUNCT
futech-409	365	29	frontiers	frontier	NOUN
futech-409	365	30	in	in	ADP
futech-409	365	31	psychology	psychology	NOUN
futech-409	365	32	,	,	PUNCT
futech-409	365	33	vol	vol	NOUN
futech-409	365	34	.	.	PROPN
futech-409	365	35	15	15	NUM
futech-409	365	36	,	,	PUNCT
futech-409	365	37	p.	p.	NOUN
futech-409	365	38	1514482	1514482	NUM
futech-409	365	39	,	,	PUNCT
futech-409	365	40	2024	2024	NUM
futech-409	365	41	.	.	PUNCT
futech-409	366	1	this	this	DET
futech-409	366	2	article	article	NOUN
futech-409	366	3	is	be	AUX
futech-409	366	4	an	an	DET
futech-409	366	5	open	open	ADJ
futech-409	366	6	-	-	PUNCT
futech-409	366	7	access	access	NOUN
futech-409	366	8	article	article	NOUN
futech-409	366	9	distributed	distribute	VERB
futech-409	366	10	under	under	ADP
futech-409	366	11	the	the	DET
futech-409	366	12	terms	term	NOUN
futech-409	366	13	and	and	CCONJ
futech-409	366	14	conditions	condition	NOUN
futech-409	366	15	of	of	ADP
futech-409	366	16	the	the	DET
futech-409	366	17	creative	creative	ADJ
futech-409	366	18	commons	common	NOUN
futech-409	366	19	attribution	attribution	NOUN
futech-409	366	20	(	(	PUNCT
futech-409	366	21	cc	cc	NOUN
futech-409	366	22	by	by	ADP
futech-409	366	23	)	)	PUNCT
futech-409	366	24	license	license	NOUN
futech-409	366	25	(	(	PUNCT
futech-409	366	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-409	366	27	)	)	PUNCT
futech-409	366	28	.	.	PUNCT
futech-409	367	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-409	367	2	1	1	NUM
futech-409	367	3	.	.	PUNCT
futech-409	367	4	introduction	introduction	VERB
futech-409	367	5	the	the	DET
futech-409	367	6	development	development	NOUN
futech-409	367	7	of	of	ADP
futech-409	367	8	artificial	artificial	ADJ
futech-409	367	9	intelligence	intelligence	NOUN
futech-409	367	10	(	(	PUNCT
futech-409	367	11	ai	ai	NOUN
futech-409	367	12	)	)	PUNCT
futech-409	367	13	technologies	technology	NOUN
futech-409	367	14	has	have	AUX
futech-409	367	15	notably	notably	ADV
futech-409	367	16	impacted	impact	VERB
futech-409	367	17	many	many	ADJ
futech-409	367	18	industrial	industrial	ADJ
futech-409	367	19	sectors	sector	NOUN
futech-409	367	20	,	,	PUNCT
futech-409	367	21	with	with	ADP
futech-409	367	22	tourism	tourism	NOUN
futech-409	367	23	representing	represent	VERB
futech-409	367	24	one	one	NUM
futech-409	367	25	of	of	ADP
futech-409	367	26	the	the	DET
futech-409	367	27	most	most	ADV
futech-409	367	28	recent	recent	ADJ
futech-409	367	29	and	and	CCONJ
futech-409	367	30	promising	promising	ADJ
futech-409	367	31	areas	area	NOUN
futech-409	367	32	for	for	ADP
futech-409	367	33	ai	ai	PRON
futech-409	367	34	application	application	NOUN
futech-409	367	35	[	[	X
futech-409	367	36	1	1	NUM
futech-409	367	37	]	]	PUNCT
futech-409	367	38	.	.	PUNCT
futech-409	368	1	as	as	SCONJ
futech-409	368	2	cultural	cultural	ADJ
futech-409	368	3	heritage	heritage	NOUN
futech-409	368	4	tourism	tourism	NOUN
futech-409	368	5	becomes	become	VERB
futech-409	368	6	prominent	prominent	ADJ
futech-409	368	7	acro	acro	NOUN
futech-409	368	8	...	...	PUNCT
futech-409	368	9	simultaneously	simultaneously	ADV
futech-409	368	10	,	,	PUNCT
futech-409	368	11	the	the	DET
futech-409	368	12	rapid	rapid	ADJ
futech-409	368	13	advancement	advancement	NOUN
futech-409	368	14	of	of	ADP
futech-409	368	15	artificial	artificial	ADJ
futech-409	368	16	intelligence	intelligence	NOUN
futech-409	368	17	technologies	technology	NOUN
futech-409	368	18	,	,	PUNCT
futech-409	368	19	including	include	VERB
futech-409	368	20	machine	machine	NOUN
futech-409	368	21	learning	learning	NOUN
futech-409	368	22	,	,	PUNCT
futech-409	368	23	natural	natural	ADJ
futech-409	368	24	language	language	NOUN
futech-409	368	25	processing	processing	NOUN
futech-409	368	26	,	,	PUNCT
futech-409	368	27	and	and	CCONJ
futech-409	368	28	predictive	predictive	ADJ
futech-409	368	29	analytics	analytic	NOUN
futech-409	368	30	,	,	PUNCT
futech-409	368	31	presents	present	VERB
futech-409	368	32	unprecedented	unprecedented	ADJ
futech-409	368	33	opportunities	opportunity	NOUN
futech-409	368	34	for	for	ADP
futech-409	368	35	addressing	address	VERB
futech-409	368	36	these	these	DET
futech-409	368	37	challenges	challenge	NOUN
futech-409	368	38	through	through	ADP
futech-409	368	39	data	data	NOUN
futech-409	368	40	-	-	PUNCT
futech-409	368	41	driven	drive	VERB
futech-409	368	42	...	...	PUNCT
futech-409	369	1	the	the	DET
futech-409	369	2	emergence	emergence	NOUN
futech-409	369	3	of	of	ADP
futech-409	369	4	big	big	ADJ
futech-409	369	5	data	datum	NOUN
futech-409	369	6	analytics	analytic	NOUN
futech-409	369	7	,	,	PUNCT
futech-409	369	8	machine	machine	NOUN
futech-409	369	9	learning	learning	NOUN
futech-409	369	10	algorithms	algorithm	NOUN
futech-409	369	11	,	,	PUNCT
futech-409	369	12	and	and	CCONJ
futech-409	369	13	digital	digital	ADJ
futech-409	369	14	communication	communication	NOUN
futech-409	369	15	platforms	platform	NOUN
futech-409	369	16	has	have	AUX
futech-409	369	17	created	create	VERB
futech-409	369	18	unprecedented	unprecedented	ADJ
futech-409	369	19	opportunities	opportunity	NOUN
futech-409	369	20	to	to	PART
futech-409	369	21	understand	understand	VERB
futech-409	369	22	visitor	visitor	NOUN
futech-409	369	23	patterns	pattern	NOUN
futech-409	369	24	,	,	PUNCT
futech-409	369	25	preferences	preference	NOUN
futech-409	369	26	,	,	PUNCT
futech-409	369	27	and	and	CCONJ
futech-409	369	28	cultural	cultural	ADJ
futech-409	369	29	engagement	engagement	NOUN
futech-409	369	30	levels	level	NOUN
futech-409	369	31	with	with	ADP
futech-409	369	32	greater	great	ADJ
futech-409	369	33	precision	precision	NOUN
futech-409	369	34	[	[	X
futech-409	369	35	5	5	NUM
futech-409	369	36	]	]	PUNCT
futech-409	369	37	.	.	PUNCT
futech-409	370	1	furth	furth	PROPN
futech-409	370	2	...	...	PROPN
futech-409	370	3	2	2	X
futech-409	370	4	.	.	X
futech-409	370	5	literature	literature	NOUN
futech-409	370	6	review	review	VERB
futech-409	370	7	2.1	2.1	NUM
futech-409	370	8	problem	problem	NOUN
futech-409	370	9	statement	statement	NOUN
futech-409	370	10	heritage	heritage	NOUN
futech-409	370	11	tourism	tourism	NOUN
futech-409	370	12	management	management	NOUN
futech-409	370	13	faces	face	VERB
futech-409	370	14	three	three	NUM
futech-409	370	15	critical	critical	ADJ
futech-409	370	16	and	and	CCONJ
futech-409	370	17	interconnected	interconnected	ADJ
futech-409	370	18	challenges	challenge	NOUN
futech-409	370	19	in	in	ADP
futech-409	370	20	the	the	DET
futech-409	370	21	digital	digital	ADJ
futech-409	370	22	age	age	NOUN
futech-409	370	23	:	:	PUNCT
futech-409	370	24	2.2	2.2	NUM
futech-409	370	25	literature	literature	NOUN
futech-409	370	26	review	review	NOUN
futech-409	370	27	framework	framework	NOUN
futech-409	370	28	the	the	DET
futech-409	370	29	existing	exist	VERB
futech-409	370	30	literature	literature	NOUN
futech-409	370	31	on	on	ADP
futech-409	370	32	ai	ai	PROPN
futech-409	370	33	applications	application	NOUN
futech-409	370	34	in	in	ADP
futech-409	370	35	tourism	tourism	NOUN
futech-409	370	36	,	,	PUNCT
futech-409	370	37	tourist	tourist	NOUN
futech-409	370	38	behavior	behavior	NOUN
futech-409	370	39	analysis	analysis	NOUN
futech-409	370	40	,	,	PUNCT
futech-409	370	41	and	and	CCONJ
futech-409	370	42	cultural	cultural	ADJ
futech-409	370	43	communication	communication	NOUN
futech-409	370	44	presents	present	VERB
futech-409	370	45	a	a	DET
futech-409	370	46	fragmented	fragmented	ADJ
futech-409	370	47	landscape	landscape	NOUN
futech-409	370	48	of	of	ADP
futech-409	370	49	theoretical	theoretical	ADJ
futech-409	370	50	frameworks	framework	NOUN
futech-409	370	51	and	and	CCONJ
futech-409	370	52	empirical	empirical	ADJ
futech-409	370	53	findings	finding	NOUN
futech-409	370	54	across	across	ADP
futech-409	370	55	multiple	multiple	ADJ
futech-409	370	56	disciplines	discipline	NOUN
futech-409	370	57	.	.	PUNCT
futech-409	371	1	this	this	DET
futech-409	371	2	review	review	NOUN
futech-409	371	3	synthesizes	synthesize	VERB
futech-409	371	4	relevant	relevant	ADJ
futech-409	371	5	...	...	PUNCT
futech-409	371	6	machine	machine	NOUN
futech-409	371	7	learning	learn	VERB
futech-409	371	8	approaches	approach	NOUN
futech-409	371	9	presented	present	VERB
futech-409	371	10	particular	particular	ADJ
futech-409	371	11	advantages	advantage	NOUN
futech-409	371	12	in	in	ADP
futech-409	371	13	the	the	DET
futech-409	371	14	analysis	analysis	NOUN
futech-409	371	15	of	of	ADP
futech-409	371	16	tourist	tourist	NOUN
futech-409	371	17	behavior	behavior	NOUN
futech-409	371	18	with	with	ADP
futech-409	371	19	varying	vary	VERB
futech-409	371	20	algorithms	algorithm	NOUN
futech-409	371	21	having	have	VERB
futech-409	371	22	different	different	ADJ
futech-409	371	23	benefits	benefit	NOUN
futech-409	371	24	for	for	ADP
futech-409	371	25	different	different	ADJ
futech-409	371	26	purposes	purpose	NOUN
futech-409	371	27	[	[	X
futech-409	371	28	7	7	NUM
futech-409	371	29	]	]	PUNCT
futech-409	371	30	.	.	PUNCT
futech-409	372	1	k	k	X
futech-409	372	2	-	-	PUNCT
futech-409	372	3	means	mean	VERB
futech-409	372	4	and	and	CCONJ
futech-409	372	5	dbscan	dbscan	ADJ
futech-409	372	6	clustering	cluster	VERB
futech-409	372	7	algorithms	algorithm	NOUN
futech-409	372	8	have	have	AUX
futech-409	372	9	been	be	AUX
futech-409	372	10	utilised	utilise	VERB
futech-409	372	11	to	to	ADP
futech-409	372	12	segment	segment	PROPN
futech-409	372	13	touris	touris	PROPN
futech-409	372	14	...	...	PUNCT
futech-409	372	15	the	the	DET
futech-409	372	16	application	application	NOUN
futech-409	372	17	of	of	ADP
futech-409	372	18	artificial	artificial	ADJ
futech-409	372	19	intelligence	intelligence	NOUN
futech-409	372	20	in	in	ADP
futech-409	372	21	cultural	cultural	ADJ
futech-409	372	22	heritage	heritage	NOUN
futech-409	372	23	tourism	tourism	NOUN
futech-409	372	24	is	be	AUX
futech-409	372	25	both	both	CCONJ
futech-409	372	26	novel	novel	ADJ
futech-409	372	27	and	and	CCONJ
futech-409	372	28	under	under	ADV
futech-409	372	29	-	-	PUNCT
futech-409	372	30	optimised	optimise	VERB
futech-409	372	31	[	[	X
futech-409	372	32	10	10	NUM
futech-409	372	33	]	]	PUNCT
futech-409	372	34	.	.	PUNCT
futech-409	373	1	low	low	ADJ
futech-409	373	2	engagement	engagement	NOUN
futech-409	373	3	with	with	ADP
futech-409	373	4	various	various	ADJ
futech-409	373	5	demographic	demographic	ADJ
futech-409	373	6	segments	segment	NOUN
futech-409	373	7	of	of	ADP
futech-409	373	8	the	the	DET
futech-409	373	9	public	public	NOUN
futech-409	373	10	requires	require	VERB
futech-409	373	11	a	a	DET
futech-409	373	12	more	more	ADV
futech-409	373	13	nuanced	nuanced	ADJ
futech-409	373	14	approach	approach	NOUN
futech-409	373	15	to	to	ADP
futech-409	373	16	communication	communication	NOUN
futech-409	373	17	on	on	ADP
futech-409	373	18	heritage	heritage	NOUN
futech-409	373	19	sites	site	NOUN
futech-409	373	20	.	.	PUNCT
futech-409	374	1	modern	modern	ADJ
futech-409	374	2	...	...	PUNCT
futech-409	374	3	one	one	NUM
futech-409	374	4	of	of	ADP
futech-409	374	5	the	the	DET
futech-409	374	6	most	most	ADV
futech-409	374	7	important	important	ADJ
futech-409	374	8	tools	tool	NOUN
futech-409	374	9	to	to	PART
futech-409	374	10	monitor	monitor	VERB
futech-409	374	11	the	the	DET
futech-409	374	12	experiences	experience	NOUN
futech-409	374	13	of	of	ADP
futech-409	374	14	tourists	tourist	NOUN
futech-409	374	15	as	as	ADV
futech-409	374	16	well	well	ADV
futech-409	374	17	as	as	ADP
futech-409	374	18	the	the	DET
futech-409	374	19	effectiveness	effectiveness	NOUN
futech-409	374	20	of	of	ADP
futech-409	374	21	cultural	cultural	ADJ
futech-409	374	22	interactions	interaction	NOUN
futech-409	374	23	is	be	AUX
futech-409	374	24	sentiment	sentiment	NOUN
futech-409	374	25	analysis	analysis	NOUN
futech-409	374	26	[	[	X
futech-409	374	27	16	16	NUM
futech-409	374	28	]	]	PUNCT
futech-409	374	29	.	.	PUNCT
futech-409	375	1	more	more	ADV
futech-409	375	2	advanced	advanced	ADJ
futech-409	375	3	techniques	technique	NOUN
futech-409	375	4	of	of	ADP
futech-409	375	5	natural	natural	ADJ
futech-409	375	6	language	language	NOUN
futech-409	375	7	processing	processing	NOUN
futech-409	375	8	such	such	ADJ
futech-409	375	9	as	as	ADP
futech-409	375	10	bert	bert	PROPN
futech-409	375	11	and	and	CCONJ
futech-409	375	12	electra	electra	PROPN
futech-409	375	13	are	be	AUX
futech-409	375	14	capable	capable	ADJ
futech-409	375	15	of	of	ADP
futech-409	375	16	so	so	ADV
futech-409	375	17	...	...	PUNCT
futech-409	376	1	the	the	DET
futech-409	376	2	applications	application	NOUN
futech-409	376	3	of	of	ADP
futech-409	376	4	machine	machine	NOUN
futech-409	376	5	learning	learn	VERB
futech-409	376	6	in	in	ADP
futech-409	376	7	forecasting	forecasting	NOUN
futech-409	376	8	and	and	CCONJ
futech-409	376	9	analyzing	analyze	VERB
futech-409	376	10	tourism	tourism	NOUN
futech-409	376	11	trends	trend	NOUN
futech-409	376	12	have	have	AUX
futech-409	376	13	accurately	accurately	ADV
futech-409	376	14	predicted	predict	VERB
futech-409	376	15	the	the	DET
futech-409	376	16	preferences	preference	NOUN
futech-409	376	17	and	and	CCONJ
futech-409	376	18	choices	choice	NOUN
futech-409	376	19	of	of	ADP
futech-409	376	20	tourists	tourist	NOUN
futech-409	376	21	in	in	ADP
futech-409	376	22	destinations	destination	NOUN
futech-409	376	23	.	.	PUNCT
futech-409	377	1	recent	recent	ADJ
futech-409	377	2	works	work	NOUN
futech-409	377	3	show	show	VERB
futech-409	377	4	that	that	SCONJ
futech-409	377	5	ensemble	ensemble	ADJ
futech-409	377	6	methods	method	NOUN
futech-409	377	7	,	,	PUNCT
futech-409	377	8	which	which	PRON
futech-409	377	9	combine	combine	VERB
futech-409	377	10	multiple	multiple	ADJ
futech-409	377	11	,	,	PUNCT
futech-409	377	12	or	or	CCONJ
futech-409	377	13	at	at	ADP
futech-409	377	14	least	least	ADV
futech-409	377	15	two	two	NUM
futech-409	377	16	,	,	PUNCT
futech-409	377	17	algor	algor	VERB
futech-409	377	18	...	...	PUNCT
futech-409	377	19	3	3	X
futech-409	377	20	.	.	X
futech-409	377	21	research	research	NOUN
futech-409	377	22	methodology	methodology	NOUN
futech-409	377	23	3.1	3.1	NUM
futech-409	377	24	research	research	NOUN
futech-409	377	25	design	design	NOUN
futech-409	377	26	this	this	DET
futech-409	377	27	research	research	NOUN
futech-409	377	28	adopts	adopt	VERB
futech-409	377	29	a	a	DET
futech-409	377	30	comprehensive	comprehensive	ADJ
futech-409	377	31	mixed	mix	VERB
futech-409	377	32	-	-	PUNCT
futech-409	377	33	methods	method	NOUN
futech-409	377	34	design	design	NOUN
futech-409	377	35	that	that	PRON
futech-409	377	36	synergistically	synergistically	ADV
futech-409	377	37	integrates	integrate	VERB
futech-409	377	38	quantitative	quantitative	ADJ
futech-409	377	39	analysis	analysis	NOUN
futech-409	377	40	of	of	ADP
futech-409	377	41	tourist	tourist	NOUN
futech-409	377	42	behavioral	behavioral	ADJ
futech-409	377	43	data	datum	NOUN
futech-409	377	44	with	with	ADP
futech-409	377	45	qualitative	qualitative	ADJ
futech-409	377	46	assessment	assessment	NOUN
futech-409	377	47	of	of	ADP
futech-409	377	48	cultural	cultural	ADJ
futech-409	377	49	communication	communication	NOUN
futech-409	377	50	effectiveness	effectiveness	NOUN
futech-409	377	51	.	.	PUNCT
futech-409	378	1	the	the	DET
futech-409	378	2	methodology	methodology	NOUN
futech-409	378	3	addresses	address	VERB
futech-409	378	4	the	the	DET
futech-409	378	5	multifaceted	multifaceted	ADJ
futech-409	378	6	...	...	PUNCT
futech-409	379	1	the	the	DET
futech-409	379	2	conceptual	conceptual	ADJ
futech-409	379	3	research	research	NOUN
futech-409	379	4	framework	framework	NOUN
futech-409	379	5	establishes	establish	VERB
futech-409	379	6	a	a	DET
futech-409	379	7	systematic	systematic	ADJ
futech-409	379	8	approach	approach	NOUN
futech-409	379	9	for	for	ADP
futech-409	379	10	investigating	investigate	VERB
futech-409	379	11	complex	complex	ADJ
futech-409	379	12	relationships	relationship	NOUN
futech-409	379	13	between	between	ADP
futech-409	379	14	ai	ai	ADV
futech-409	379	15	-	-	PUNCT
futech-409	379	16	driven	drive	VERB
futech-409	379	17	tourist	tourist	NOUN
futech-409	379	18	behavior	behavior	NOUN
futech-409	379	19	analysis	analysis	NOUN
futech-409	379	20	and	and	CCONJ
futech-409	379	21	cultural	cultural	ADJ
futech-409	379	22	communication	communication	NOUN
futech-409	379	23	optimization	optimization	NOUN
futech-409	379	24	at	at	ADP
futech-409	379	25	the	the	DET
futech-409	379	26	shanxi	shanxi	PROPN
futech-409	379	27	great	great	PROPN
futech-409	379	28	wall	wall	PROPN
futech-409	379	29	,	,	PUNCT
futech-409	379	30	as	as	SCONJ
futech-409	379	31	shown	show	VERB
futech-409	379	32	in	in	ADP
futech-409	379	33	figure	figure	NOUN
futech-409	379	34	3	3	NUM
futech-409	379	35	.	.	PUNCT
futech-409	380	1	the	the	DET
futech-409	380	2	framewo	framewo	PROPN
futech-409	380	3	...	...	PUNCT
futech-409	380	4	theoretical	theoretical	ADJ
futech-409	380	5	framework	framework	NOUN
futech-409	380	6	to	to	PART
futech-409	380	7	ai	ai	VERB
futech-409	380	8	model	model	NOUN
futech-409	380	9	component	component	NOUN
futech-409	380	10	mapping	mapping	NOUN
futech-409	380	11	:	:	PUNCT
futech-409	380	12	the	the	DET
futech-409	380	13	integration	integration	NOUN
futech-409	380	14	of	of	ADP
futech-409	380	15	theoretical	theoretical	ADJ
futech-409	380	16	frameworks	framework	NOUN
futech-409	380	17	with	with	ADP
futech-409	380	18	ai	ai	PROPN
futech-409	380	19	model	model	NOUN
futech-409	380	20	selection	selection	NOUN
futech-409	380	21	follows	follow	VERB
futech-409	380	22	systematic	systematic	ADJ
futech-409	380	23	mapping	mapping	NOUN
futech-409	380	24	principles	principle	NOUN
futech-409	380	25	ensuring	ensure	VERB
futech-409	380	26	conceptual	conceptual	ADJ
futech-409	380	27	coherence	coherence	NOUN
futech-409	380	28	and	and	CCONJ
futech-409	380	29	methodological	methodological	ADJ
futech-409	380	30	rigor	rigor	NOUN
futech-409	380	31	:	:	PUNCT
futech-409	380	32	technology	technology	NOUN
futech-409	380	33	acceptance	acceptance	NOUN
futech-409	380	34	model	model	NOUN
futech-409	380	35	(	(	PUNCT
futech-409	380	36	tam	tam	PROPN
futech-409	380	37	)	)	PUNCT
futech-409	380	38	→	→	SYM
futech-409	380	39	machine	machine	NOUN
futech-409	380	40	learning	learn	VERB
futech-409	380	41	algorithm	algorithm	NOUN
futech-409	380	42	selection	selection	NOUN
futech-409	380	43	:	:	PUNCT
futech-409	380	44	tam	tam	PROPN
futech-409	380	45	's	's	PART
futech-409	380	46	emphasis	emphasis	NOUN
futech-409	380	47	on	on	ADP
futech-409	380	48	perceived	perceive	VERB
futech-409	380	49	usefulness	usefulness	NOUN
futech-409	380	50	,	,	PUNCT
futech-409	380	51	ease	ease	NOUN
futech-409	380	52	of	of	ADP
futech-409	380	53	use	use	NOUN
futech-409	380	54	,	,	PUNCT
futech-409	380	55	and	and	CCONJ
futech-409	380	56	behavioral	behavioral	ADJ
futech-409	380	57	intention	intention	NOUN
futech-409	380	58	directly	directly	ADV
futech-409	380	59	informs	inform	VERB
futech-409	380	60	our	our	PRON
futech-409	380	61	choice	choice	NOUN
futech-409	380	62	of	of	ADP
futech-409	380	63	machine	machine	NOUN
futech-409	380	64	learning	learn	VERB
futech-409	380	65	algorithms	algorithm	NOUN
futech-409	380	66	.	.	PUNCT
futech-409	381	1	random	random	ADJ
futech-409	381	2	forest	forest	NOUN
futech-409	381	3	algorithms	algorithm	NOUN
futech-409	381	4	excel	excel	VERB
futech-409	381	5	at	at	ADP
futech-409	381	6	handl	handl	PROPN
futech-409	381	7	...	...	PUNCT
futech-409	382	1	cultural	cultural	ADJ
futech-409	382	2	communication	communication	NOUN
futech-409	382	3	theory	theory	NOUN
futech-409	382	4	→	→	SYM
futech-409	382	5	natural	natural	ADJ
futech-409	382	6	language	language	NOUN
futech-409	382	7	processing	processing	NOUN
futech-409	382	8	selection	selection	NOUN
futech-409	382	9	:	:	PUNCT
futech-409	382	10	cross	cross	ADJ
futech-409	382	11	-	-	ADJ
futech-409	382	12	cultural	cultural	ADJ
futech-409	382	13	communication	communication	NOUN
futech-409	382	14	requirements	requirement	NOUN
futech-409	382	15	necessitate	necessitate	ADJ
futech-409	382	16	sophisticated	sophisticated	ADJ
futech-409	382	17	nlp	nlp	NOUN
futech-409	382	18	approaches	approach	NOUN
futech-409	382	19	.	.	PUNCT
futech-409	383	1	bert	bert	PROPN
futech-409	383	2	and	and	CCONJ
futech-409	383	3	roberta	roberta	PROPN
futech-409	383	4	transformer	transformer	NOUN
futech-409	383	5	models	model	NOUN
futech-409	383	6	provide	provide	VERB
futech-409	383	7	contextual	contextual	ADJ
futech-409	383	8	understanding	understanding	NOUN
futech-409	383	9	essential	essential	ADJ
futech-409	383	10	for	for	ADP
futech-409	383	11	cultural	cultural	ADJ
futech-409	383	12	nuan	nuan	PROPN
futech-409	383	13	...	...	PUNCT
futech-409	383	14	latent	latent	PROPN
futech-409	383	15	dirichlet	dirichlet	PROPN
futech-409	383	16	allocation	allocation	NOUN
futech-409	383	17	(	(	PUNCT
futech-409	383	18	lda	lda	PROPN
futech-409	383	19	)	)	PUNCT
futech-409	383	20	enables	enable	VERB
futech-409	383	21	identification	identification	NOUN
futech-409	383	22	of	of	ADP
futech-409	383	23	cultural	cultural	ADJ
futech-409	383	24	themes	theme	NOUN
futech-409	383	25	across	across	ADP
futech-409	383	26	multilingual	multilingual	ADJ
futech-409	383	27	content	content	NOUN
futech-409	383	28	.	.	PUNCT
futech-409	384	1	multi	multi	ADJ
futech-409	384	2	-	-	ADJ
futech-409	384	3	head	head	ADJ
futech-409	384	4	attention	attention	NOUN
futech-409	384	5	mechanisms	mechanism	NOUN
futech-409	384	6	in	in	ADP
futech-409	384	7	transformer	transformer	NOUN
futech-409	384	8	architectures	architecture	NOUN
futech-409	384	9	align	align	VERB
futech-409	384	10	with	with	ADP
futech-409	384	11	cultural	cultural	ADJ
futech-409	384	12	communication	communication	NOUN
futech-409	384	13	theory	theory	NOUN
futech-409	384	14	's	's	PART
futech-409	384	15	emphasis	emphasis	NOUN
futech-409	384	16	on	on	ADP
futech-409	384	17	context	context	NOUN
futech-409	384	18	-	-	PUNCT
futech-409	384	19	dependent	dependent	ADJ
futech-409	384	20	meaning	meaning	NOUN
futech-409	384	21	inte	inte	NOUN
futech-409	384	22	...	...	PUNCT
futech-409	385	1	sustainable	sustainable	ADJ
futech-409	385	2	tourism	tourism	NOUN
futech-409	385	3	framework	framework	NOUN
futech-409	385	4	→	→	SYM
futech-409	385	5	multi	multi	ADJ
futech-409	385	6	-	-	ADJ
futech-409	385	7	objective	objective	ADJ
futech-409	385	8	optimization	optimization	NOUN
futech-409	385	9	:	:	PUNCT
futech-409	385	10	sustainability	sustainability	NOUN
futech-409	385	11	theory	theory	NOUN
futech-409	385	12	's	's	PART
futech-409	385	13	three	three	NUM
futech-409	385	14	pillars	pillar	NOUN
futech-409	385	15	(	(	PUNCT
futech-409	385	16	environmental	environmental	ADJ
futech-409	385	17	,	,	PUNCT
futech-409	385	18	economic	economic	ADJ
futech-409	385	19	,	,	PUNCT
futech-409	385	20	social	social	ADJ
futech-409	385	21	)	)	PUNCT
futech-409	385	22	plus	plus	CCONJ
futech-409	385	23	cultural	cultural	ADJ
futech-409	385	24	preservation	preservation	NOUN
futech-409	385	25	create	create	VERB
futech-409	385	26	a	a	DET
futech-409	385	27	multi	multi	ADJ
futech-409	385	28	-	-	ADJ
futech-409	385	29	objective	objective	ADJ
futech-409	385	30	optimization	optimization	NOUN
futech-409	385	31	problem	problem	NOUN
futech-409	385	32	.	.	PUNCT
futech-409	386	1	nsga	nsga	NOUN
futech-409	386	2	-	-	PUNCT
futech-409	386	3	ii	ii	PROPN
futech-409	386	4	(	(	PUNCT
futech-409	386	5	non	non	ADJ
futech-409	386	6	-	-	ADJ
futech-409	386	7	dominated	dominated	ADJ
futech-409	386	8	sorting	sort	VERB
futech-409	386	9	genetic	genetic	ADJ
futech-409	386	10	algo	algo	NOUN
futech-409	386	11	...	...	PUNCT
futech-409	386	12	behavioral	behavioral	ADJ
futech-409	386	13	segmentation	segmentation	NOUN
futech-409	386	14	theory	theory	NOUN
futech-409	386	15	→	→	PUNCT
futech-409	386	16	clustering	cluster	VERB
futech-409	386	17	algorithm	algorithm	NOUN
futech-409	386	18	selection	selection	NOUN
futech-409	386	19	:	:	PUNCT
futech-409	386	20	tourist	tourist	NOUN
futech-409	386	21	behavior	behavior	NOUN
futech-409	386	22	theory	theory	NOUN
futech-409	386	23	emphasizes	emphasize	VERB
futech-409	386	24	heterogeneous	heterogeneous	ADJ
futech-409	386	25	preference	preference	NOUN
futech-409	386	26	structures	structure	NOUN
futech-409	386	27	requiring	require	VERB
futech-409	386	28	sophisticated	sophisticated	ADJ
futech-409	386	29	clustering	clustering	ADJ
futech-409	386	30	approaches	approach	NOUN
futech-409	386	31	.	.	PUNCT
futech-409	387	1	k	k	X
futech-409	387	2	-	-	PUNCT
futech-409	387	3	means	mean	VERB
futech-409	387	4	clustering	clustering	NOUN
futech-409	387	5	effectively	effectively	ADV
futech-409	387	6	identifies	identify	VERB
futech-409	387	7	spherical	spherical	ADJ
futech-409	387	8	behavioral	behavioral	ADJ
futech-409	387	9	clust	clust	PROPN
futech-409	387	10	...	...	PUNCT
futech-409	387	11	model	model	NOUN
futech-409	387	12	integration	integration	NOUN
futech-409	387	13	rationale	rationale	NOUN
futech-409	387	14	:	:	PUNCT
futech-409	387	15	the	the	DET
futech-409	387	16	ensemble	ensemble	ADJ
futech-409	387	17	approach	approach	NOUN
futech-409	387	18	combining	combine	VERB
futech-409	387	19	multiple	multiple	ADJ
futech-409	387	20	algorithms	algorithm	NOUN
futech-409	387	21	reflects	reflect	VERB
futech-409	387	22	the	the	DET
futech-409	387	23	multi	multi	ADJ
futech-409	387	24	-	-	ADJ
futech-409	387	25	theoretical	theoretical	ADJ
futech-409	387	26	foundation	foundation	NOUN
futech-409	387	27	of	of	ADP
futech-409	387	28	heritage	heritage	NOUN
futech-409	387	29	tourism	tourism	NOUN
futech-409	387	30	research	research	NOUN
futech-409	387	31	.	.	PUNCT
futech-409	388	1	rather	rather	ADV
futech-409	388	2	than	than	ADP
futech-409	388	3	relying	rely	VERB
futech-409	388	4	on	on	ADP
futech-409	388	5	single	single	ADJ
futech-409	388	6	-	-	PUNCT
futech-409	388	7	theory	theory	NOUN
futech-409	388	8	,	,	PUNCT
futech-409	388	9	single	single	ADJ
futech-409	388	10	-	-	PUNCT
futech-409	388	11	algorithm	algorithm	NOUN
futech-409	388	12	approaches	approach	NOUN
futech-409	388	13	,	,	PUNCT
futech-409	388	14	our	our	PRON
futech-409	388	15	framework	framework	NOUN
futech-409	388	16	integrates	integrate	VERB
futech-409	388	17	divers	diver	NOUN
futech-409	388	18	...	...	PUNCT
futech-409	388	19	3.2	3.2	NUM
futech-409	388	20	data	datum	NOUN
futech-409	388	21	collection	collection	NOUN
futech-409	388	22	the	the	DET
futech-409	388	23	primary	primary	ADJ
futech-409	388	24	data	data	NOUN
futech-409	388	25	collection	collection	NOUN
futech-409	388	26	strategy	strategy	NOUN
futech-409	388	27	encompasses	encompass	VERB
futech-409	388	28	multiple	multiple	ADJ
futech-409	388	29	methodological	methodological	ADJ
futech-409	388	30	approaches	approach	NOUN
futech-409	388	31	to	to	PART
futech-409	388	32	ensure	ensure	VERB
futech-409	388	33	comprehensive	comprehensive	ADJ
futech-409	388	34	representation	representation	NOUN
futech-409	388	35	of	of	ADP
futech-409	388	36	tourist	tourist	NOUN
futech-409	388	37	behavioral	behavioral	ADJ
futech-409	388	38	patterns	pattern	NOUN
futech-409	388	39	and	and	CCONJ
futech-409	388	40	cultural	cultural	ADJ
futech-409	388	41	communication	communication	NOUN
futech-409	388	42	preferences	preference	NOUN
futech-409	388	43	.	.	PUNCT
futech-409	389	1	a	a	DET
futech-409	389	2	structured	structured	ADJ
futech-409	389	3	questionnaire	questionnaire	NOUN
futech-409	389	4	survey	survey	NOUN
futech-409	389	5	targeting	target	VERB
futech-409	389	6	1,200	1,200	NUM
futech-409	389	7	visitor	visitor	NOUN
futech-409	389	8	...	...	PUNCT
futech-409	389	9	(	(	PUNCT
futech-409	389	10	1	1	X
futech-409	389	11	)	)	PUNCT
futech-409	389	12	where	where	SCONJ
futech-409	389	13	,	,	PUNCT
futech-409	389	14	𝑍-𝛼/2	𝑍-𝛼/2	PROPN
futech-409	389	15	.	.	PUNCT
futech-409	389	16	represents	represent	VERB
futech-409	389	17	the	the	DET
futech-409	389	18	critical	critical	ADJ
futech-409	389	19	value	value	NOUN
futech-409	389	20	for	for	ADP
futech-409	389	21	95	95	NUM
futech-409	389	22	%	%	NOUN
futech-409	389	23	confidence	confidence	NOUN
futech-409	389	24	level	level	NOUN
futech-409	389	25	,	,	PUNCT
futech-409	389	26	,	,	PUNCT
futech-409	389	27	𝜎-2.denotes	𝜎-2.denote	NOUN
futech-409	389	28	population	population	NOUN
futech-409	389	29	variance	variance	NOUN
futech-409	389	30	,	,	PUNCT
futech-409	389	31	and	and	CCONJ
futech-409	389	32	e	e	NOUN
futech-409	389	33	indicates	indicate	VERB
futech-409	389	34	the	the	DET
futech-409	389	35	desired	desire	VERB
futech-409	389	36	margin	margin	NOUN
futech-409	389	37	of	of	ADP
futech-409	389	38	error	error	NOUN
futech-409	389	39	.	.	PUNCT
futech-409	390	1	in	in	ADP
futech-409	390	2	-	-	PUNCT
futech-409	390	3	depth	depth	NOUN
futech-409	390	4	interviews	interview	NOUN
futech-409	390	5	with	with	ADP
futech-409	390	6	tourism	tourism	NOUN
futech-409	390	7	stakeholders	stakeholder	NOUN
futech-409	390	8	including	include	VERB
futech-409	390	9	site	site	NOUN
futech-409	390	10	managers	manager	NOUN
futech-409	390	11	,	,	PUNCT
futech-409	390	12	cultural	cultural	ADJ
futech-409	390	13	interpreters	interpreter	NOUN
futech-409	390	14	,	,	PUNCT
futech-409	390	15	and	and	CCONJ
futech-409	390	16	l	l	NOUN
futech-409	390	17	...	...	PUNCT
futech-409	390	18	secondary	secondary	ADJ
futech-409	390	19	data	datum	NOUN
futech-409	390	20	collection	collection	NOUN
futech-409	390	21	encompasses	encompass	VERB
futech-409	390	22	official	official	ADJ
futech-409	390	23	tourism	tourism	NOUN
futech-409	390	24	statistics	statistic	NOUN
futech-409	390	25	from	from	ADP
futech-409	390	26	the	the	DET
futech-409	390	27	shanxi	shanxi	PROPN
futech-409	390	28	provincial	provincial	PROPN
futech-409	390	29	tourism	tourism	PROPN
futech-409	390	30	bureau	bureau	NOUN
futech-409	390	31	,	,	PUNCT
futech-409	390	32	providing	provide	VERB
futech-409	390	33	longitudinal	longitudinal	ADJ
futech-409	390	34	visitor	visitor	NOUN
futech-409	390	35	arrival	arrival	NOUN
futech-409	390	36	data	datum	NOUN
futech-409	390	37	,	,	PUNCT
futech-409	390	38	demographic	demographic	ADJ
futech-409	390	39	distributions	distribution	NOUN
futech-409	390	40	,	,	PUNCT
futech-409	390	41	and	and	CCONJ
futech-409	390	42	seasonal	seasonal	ADJ
futech-409	390	43	patterns	pattern	NOUN
futech-409	390	44	spanning	span	VERB
futech-409	390	45	the	the	DET
futech-409	390	46	previous	previous	ADJ
futech-409	390	47	five	five	NUM
futech-409	390	48	years	year	NOUN
futech-409	390	49	.	.	PUNCT
futech-409	391	1	digital	digital	PROPN
futech-409	391	2	data	data	PROPN
futech-409	391	3	m	m	PROPN
futech-409	391	4	...	...	PUNCT
futech-409	391	5	privacy	privacy	NOUN
futech-409	391	6	protection	protection	NOUN
futech-409	391	7	,	,	PUNCT
futech-409	391	8	consent	consent	NOUN
futech-409	391	9	,	,	PUNCT
futech-409	391	10	and	and	CCONJ
futech-409	391	11	ethical	ethical	ADJ
futech-409	391	12	standards	standard	NOUN
futech-409	391	13	implementation	implementation	NOUN
futech-409	391	14	all	all	DET
futech-409	391	15	data	datum	NOUN
futech-409	391	16	collection	collection	NOUN
futech-409	391	17	procedures	procedure	NOUN
futech-409	391	18	strictly	strictly	ADV
futech-409	391	19	adhered	adhere	VERB
futech-409	391	20	to	to	ADP
futech-409	391	21	international	international	ADJ
futech-409	391	22	privacy	privacy	NOUN
futech-409	391	23	regulations	regulation	NOUN
futech-409	391	24	and	and	CCONJ
futech-409	391	25	ethical	ethical	ADJ
futech-409	391	26	research	research	NOUN
futech-409	391	27	standards	standard	NOUN
futech-409	391	28	:	:	PUNCT
futech-409	391	29	privacy	privacy	NOUN
futech-409	391	30	protection	protection	NOUN
futech-409	391	31	measures	measure	NOUN
futech-409	391	32	:	:	PUNCT
futech-409	391	33			PRON
futech-409	391	34	full	full	ADJ
futech-409	391	35	gdpr	gdpr	NOUN
futech-409	391	36	compliance	compliance	NOUN
futech-409	391	37	for	for	ADP
futech-409	391	38	european	european	ADJ
futech-409	391	39	visitors	visitor	NOUN
futech-409	391	40	with	with	ADP
futech-409	391	41	explicit	explicit	ADJ
futech-409	391	42	consent	consent	NOUN
futech-409	391	43	mechanisms	mechanism	NOUN
futech-409	391	44	and	and	CCONJ
futech-409	391	45	data	datum	NOUN
futech-409	391	46	portability	portability	NOUN
futech-409	391	47	rights	right	NOUN
futech-409	391	48			NOUN
futech-409	391	49	ccpa	ccpa	PROPN
futech-409	391	50	compliance	compliance	NOUN
futech-409	391	51	for	for	ADP
futech-409	391	52	california	california	PROPN
futech-409	391	53	residents	resident	NOUN
futech-409	391	54	with	with	ADP
futech-409	391	55	comprehensive	comprehensive	ADJ
futech-409	391	56	privacy	privacy	NOUN
futech-409	391	57	disclosures	disclosure	NOUN
futech-409	391	58			NOUN
futech-409	391	59	data	data	PROPN
futech-409	391	60	anonymization	anonymization	PROPN
futech-409	391	61	protocols	protocol	NOUN
futech-409	391	62	removing	remove	VERB
futech-409	391	63	all	all	DET
futech-409	391	64	personally	personally	ADV
futech-409	391	65	identifiable	identifiable	ADJ
futech-409	391	66	information	information	NOUN
futech-409	391	67	within	within	ADP
futech-409	391	68	24	24	NUM
futech-409	391	69	hours	hour	NOUN
futech-409	391	70	of	of	ADP
futech-409	391	71	collection	collection	NOUN
futech-409	391	72			NOUN
futech-409	391	73	end	end	NOUN
futech-409	391	74	-	-	PUNCT
futech-409	391	75	to	to	ADP
futech-409	391	76	-	-	PUNCT
futech-409	391	77	end	end	NOUN
futech-409	391	78	encryption	encryption	NOUN
futech-409	391	79	for	for	ADP
futech-409	391	80	all	all	DET
futech-409	391	81	data	datum	NOUN
futech-409	391	82	transmission	transmission	NOUN
futech-409	391	83	and	and	CCONJ
futech-409	391	84	storage	storage	NOUN
futech-409	391	85	(	(	PUNCT
futech-409	391	86	aes-256	aes-256	PROPN
futech-409	391	87	encryption	encryption	NOUN
futech-409	391	88	standard	standard	NOUN
futech-409	391	89	)	)	PUNCT
futech-409	391	90			NOUN
futech-409	392	1	secure	secure	VERB
futech-409	392	2	data	datum	NOUN
futech-409	392	3	storage	storage	NOUN
futech-409	392	4	with	with	ADP
futech-409	392	5	multi	multi	ADJ
futech-409	392	6	-	-	ADJ
futech-409	392	7	factor	factor	NOUN
futech-409	392	8	authentication	authentication	NOUN
futech-409	392	9	and	and	CCONJ
futech-409	392	10	access	access	NOUN
futech-409	392	11	controls	control	VERB
futech-409	392	12			NOUN
futech-409	392	13	regular	regular	ADJ
futech-409	392	14	third	third	ADJ
futech-409	392	15	-	-	PUNCT
futech-409	392	16	party	party	NOUN
futech-409	392	17	privacy	privacy	NOUN
futech-409	392	18	audits	audits	NOUN
futech-409	392	19	conducted	conduct	VERB
futech-409	392	20	by	by	ADP
futech-409	392	21	certified	certified	ADJ
futech-409	392	22	cybersecurity	cybersecurity	NOUN
futech-409	392	23	firms	firm	NOUN
futech-409	392	24	ethical	ethical	ADJ
futech-409	392	25	standards	standard	NOUN
futech-409	392	26	and	and	CCONJ
futech-409	392	27	institutional	institutional	ADJ
futech-409	392	28	oversight	oversight	NOUN
futech-409	392	29	:	:	PUNCT
futech-409	392	30			PRON
futech-409	392	31	institutional	institutional	PROPN
futech-409	392	32	review	review	PROPN
futech-409	392	33	board	board	NOUN
futech-409	392	34	(	(	PUNCT
futech-409	392	35	irb	irb	PROPN
futech-409	392	36	)	)	PUNCT
futech-409	392	37	approval	approval	NOUN
futech-409	392	38	obtained	obtain	VERB
futech-409	392	39	from	from	ADP
futech-409	392	40	[	[	PUNCT
futech-409	392	41	institution	institution	NOUN
futech-409	392	42	name	name	NOUN
futech-409	392	43	]	]	PUNCT
futech-409	392	44	prior	prior	ADV
futech-409	392	45	to	to	ADP
futech-409	392	46	data	data	NOUN
futech-409	392	47	collection	collection	NOUN
futech-409	392	48	(	(	PUNCT
futech-409	392	49	protocol	protocol	NOUN
futech-409	392	50	#	#	SYM
futech-409	392	51	2024	2024	NUM
futech-409	392	52	-	-	PUNCT
futech-409	392	53	ai	ai	NOUN
futech-409	392	54	-	-	PUNCT
futech-409	392	55	tourism-001	tourism-001	NOUN
futech-409	392	56	)	)	PUNCT
futech-409	393	1			NOUN
futech-409	394	1	informed	informed	ADJ
futech-409	394	2	consent	consent	NOUN
futech-409	394	3	procedures	procedure	NOUN
futech-409	394	4	implemented	implement	VERB
futech-409	394	5	for	for	ADP
futech-409	394	6	all	all	DET
futech-409	394	7	primary	primary	ADJ
futech-409	394	8	data	datum	NOUN
futech-409	394	9	collection	collection	NOUN
futech-409	394	10	activities	activity	NOUN
futech-409	394	11			NOUN
futech-409	394	12	multilingual	multilingual	ADJ
futech-409	394	13	consent	consent	NOUN
futech-409	394	14	forms	form	NOUN
futech-409	394	15	available	available	ADJ
futech-409	394	16	in	in	ADP
futech-409	394	17	6	6	NUM
futech-409	394	18	languages	language	NOUN
futech-409	394	19	with	with	ADP
futech-409	394	20	cultural	cultural	ADJ
futech-409	394	21	adaptation	adaptation	NOUN
futech-409	394	22			NOUN
futech-409	395	1	participant	participant	ADJ
futech-409	395	2	rights	right	NOUN
futech-409	395	3	clearly	clearly	ADV
futech-409	395	4	communicated	communicate	VERB
futech-409	395	5	including	include	VERB
futech-409	395	6	withdrawal	withdrawal	NOUN
futech-409	395	7	options	option	NOUN
futech-409	395	8	and	and	CCONJ
futech-409	395	9	data	datum	NOUN
futech-409	395	10	deletion	deletion	NOUN
futech-409	395	11	requests	request	NOUN
futech-409	395	12			PRON
futech-409	395	13	cultural	cultural	ADJ
futech-409	395	14	sensitivity	sensitivity	NOUN
futech-409	395	15	training	training	NOUN
futech-409	395	16	completed	complete	VERB
futech-409	395	17	by	by	ADP
futech-409	395	18	all	all	DET
futech-409	395	19	research	research	NOUN
futech-409	395	20	team	team	NOUN
futech-409	395	21	members	member	NOUN
futech-409	395	22	(	(	PUNCT
futech-409	395	23	40	40	NUM
futech-409	395	24	-	-	PUNCT
futech-409	395	25	hour	hour	NOUN
futech-409	395	26	certification	certification	NOUN
futech-409	395	27	program	program	NOUN
futech-409	395	28	)	)	PUNCT
futech-409	395	29	social	social	ADJ
futech-409	395	30	media	medium	NOUN
futech-409	395	31	data	datum	NOUN
futech-409	395	32	ethics	ethic	NOUN
futech-409	395	33	and	and	CCONJ
futech-409	395	34	compliance	compliance	NOUN
futech-409	395	35	:	:	PUNCT
futech-409	395	36			X
futech-409	395	37	analysis	analysis	NOUN
futech-409	395	38	limited	limit	VERB
futech-409	395	39	to	to	ADP
futech-409	395	40	publicly	publicly	ADV
futech-409	395	41	available	available	ADJ
futech-409	395	42	posts	post	NOUN
futech-409	395	43	only	only	ADV
futech-409	395	44	,	,	PUNCT
futech-409	395	45	excluding	exclude	VERB
futech-409	395	46	private	private	ADJ
futech-409	395	47	communications	communication	NOUN
futech-409	395	48			NOUN
futech-409	395	49	automated	automate	VERB
futech-409	395	50	content	content	NOUN
futech-409	395	51	filtering	filtering	NOUN
futech-409	395	52	systems	system	NOUN
futech-409	395	53	removing	remove	VERB
futech-409	395	54	personal	personal	ADJ
futech-409	395	55	/	/	SYM
futech-409	395	56	sensitive	sensitive	ADJ
futech-409	395	57	information	information	NOUN
futech-409	395	58			NOUN
futech-409	395	59	respect	respect	NOUN
futech-409	395	60	for	for	ADP
futech-409	395	61	platform	platform	NOUN
futech-409	395	62	-	-	PUNCT
futech-409	395	63	specific	specific	ADJ
futech-409	395	64	privacy	privacy	NOUN
futech-409	395	65	settings	setting	NOUN
futech-409	395	66	and	and	CCONJ
futech-409	395	67	user	user	NOUN
futech-409	395	68	-	-	PUNCT
futech-409	395	69	defined	define	VERB
futech-409	395	70	visibility	visibility	NOUN
futech-409	395	71	preferences	preference	NOUN
futech-409	395	72			PRON
futech-409	395	73	compliance	compliance	NOUN
futech-409	395	74	with	with	ADP
futech-409	395	75	platform	platform	NOUN
futech-409	395	76	terms	term	NOUN
futech-409	395	77	of	of	ADP
futech-409	395	78	service	service	NOUN
futech-409	395	79	and	and	CCONJ
futech-409	395	80	api	api	NOUN
futech-409	395	81	usage	usage	NOUN
futech-409	395	82	policies	policy	NOUN
futech-409	395	83			NOUN
futech-409	395	84	regular	regular	ADJ
futech-409	395	85	ethical	ethical	ADJ
futech-409	395	86	review	review	NOUN
futech-409	395	87	of	of	ADP
futech-409	395	88	data	datum	NOUN
futech-409	395	89	mining	mining	NOUN
futech-409	395	90	procedures	procedure	NOUN
futech-409	395	91	by	by	ADP
futech-409	395	92	independent	independent	ADJ
futech-409	395	93	ethics	ethic	NOUN
futech-409	395	94	committee	committee	PROPN
futech-409	395	95	data	datum	NOUN
futech-409	395	96	governance	governance	NOUN
futech-409	395	97	and	and	CCONJ
futech-409	395	98	retention	retention	NOUN
futech-409	395	99	policies	policy	NOUN
futech-409	395	100	:	:	PUNCT
futech-409	395	101			X
futech-409	395	102	maximum	maximum	ADJ
futech-409	395	103	data	data	NOUN
futech-409	395	104	retention	retention	NOUN
futech-409	395	105	period	period	NOUN
futech-409	395	106	:	:	PUNCT
futech-409	395	107	5	5	NUM
futech-409	395	108	years	year	NOUN
futech-409	395	109	for	for	ADP
futech-409	395	110	research	research	NOUN
futech-409	395	111	purposes	purpose	NOUN
futech-409	395	112	,	,	PUNCT
futech-409	395	113	2	2	NUM
futech-409	395	114	years	year	NOUN
futech-409	395	115	for	for	ADP
futech-409	395	116	operational	operational	ADJ
futech-409	395	117	data	datum	NOUN
futech-409	395	118			NOUN
futech-409	395	119	secure	secure	ADJ
futech-409	395	120	data	datum	NOUN
futech-409	395	121	destruction	destruction	NOUN
futech-409	395	122	protocols	protocol	NOUN
futech-409	395	123	with	with	ADP
futech-409	395	124	certified	certified	ADJ
futech-409	395	125	deletion	deletion	NOUN
futech-409	395	126	verification	verification	NOUN
futech-409	395	127			NOUN
futech-409	395	128	regular	regular	ADJ
futech-409	395	129	data	datum	NOUN
futech-409	395	130	governance	governance	NOUN
futech-409	395	131	audits	audits	NOUN
futech-409	395	132	ensuring	ensure	VERB
futech-409	395	133	compliance	compliance	NOUN
futech-409	395	134	with	with	ADP
futech-409	395	135	evolving	evolve	VERB
futech-409	395	136	privacy	privacy	NOUN
futech-409	395	137	regulations	regulation	NOUN
futech-409	395	138			NOUN
futech-409	395	139	transparent	transparent	ADJ
futech-409	395	140	data	datum	NOUN
futech-409	395	141	usage	usage	NOUN
futech-409	395	142	policies	policy	NOUN
futech-409	395	143	published	publish	VERB
futech-409	395	144	on	on	ADP
futech-409	395	145	heritage	heritage	NOUN
futech-409	395	146	site	site	NOUN
futech-409	395	147	website	website	NOUN
futech-409	395	148			NOUN
futech-409	395	149	visitor	visitor	PROPN
futech-409	395	150	data	data	PROPN
futech-409	395	151	dashboard	dashboard	NOUN
futech-409	395	152	allowing	allow	VERB
futech-409	395	153	individual	individual	ADJ
futech-409	395	154	data	datum	NOUN
futech-409	395	155	access	access	NOUN
futech-409	395	156	and	and	CCONJ
futech-409	395	157	deletion	deletion	NOUN
futech-409	395	158	requests	request	VERB
futech-409	395	159	the	the	DET
futech-409	395	160	data	data	NOUN
futech-409	395	161	collection	collection	NOUN
futech-409	395	162	protocol	protocol	NOUN
futech-409	395	163	implements	implement	VERB
futech-409	395	164	systematic	systematic	ADJ
futech-409	395	165	sampling	sampling	NOUN
futech-409	395	166	strategies	strategy	NOUN
futech-409	395	167	ensuring	ensure	VERB
futech-409	395	168	representativeness	representativeness	ADJ
futech-409	395	169	across	across	ADP
futech-409	395	170	visitor	visitor	NOUN
futech-409	395	171	demographics	demographic	NOUN
futech-409	395	172	,	,	PUNCT
futech-409	395	173	temporal	temporal	ADJ
futech-409	395	174	variations	variation	NOUN
futech-409	395	175	,	,	PUNCT
futech-409	395	176	and	and	CCONJ
futech-409	395	177	cultural	cultural	ADJ
futech-409	395	178	backgrounds	background	NOUN
futech-409	395	179	,	,	PUNCT
futech-409	395	180	as	as	SCONJ
futech-409	395	181	detailed	detailed	ADJ
futech-409	395	182	in	in	ADP
futech-409	395	183	table	table	NOUN
futech-409	395	184	1	1	NUM
futech-409	395	185	.	.	PUNCT
futech-409	395	186	quality	quality	NOUN
futech-409	395	187	control	control	NOUN
futech-409	395	188	measures	measure	NOUN
futech-409	395	189	include	include	VERB
futech-409	395	190	inter	inter	ADJ
futech-409	395	191	-	-	ADJ
futech-409	395	192	rater	rater	ADJ
futech-409	395	193	reliabi	reliabi	NOUN
futech-409	395	194	...	...	PUNCT
futech-409	396	1	(	(	PUNCT
futech-409	396	2	2	2	X
futech-409	396	3	)	)	PUNCT
futech-409	396	4	where	where	SCONJ
futech-409	396	5	po	po	NOUN
futech-409	396	6	represents	represent	VERB
futech-409	396	7	observed	observed	ADJ
futech-409	396	8	agreement	agreement	NOUN
futech-409	396	9	and	and	CCONJ
futech-409	396	10	pe	pe	PROPN
futech-409	396	11	indicates	indicate	VERB
futech-409	396	12	expected	expect	VERB
futech-409	396	13	agreement	agreement	NOUN
futech-409	396	14	by	by	ADP
futech-409	396	15	chance	chance	NOUN
futech-409	396	16	.	.	PUNCT
futech-409	397	1	table	table	NOUN
futech-409	397	2	1	1	NUM
futech-409	397	3	.	.	PUNCT
futech-409	397	4	data	datum	NOUN
futech-409	397	5	collection	collection	NOUN
futech-409	397	6	strategy	strategy	NOUN
futech-409	397	7	and	and	CCONJ
futech-409	397	8	quality	quality	NOUN
futech-409	397	9	control	control	NOUN
futech-409	397	10	framework	framework	NOUN
futech-409	397	11	3.3	3.3	NUM
futech-409	397	12	ai	ai	NOUN
futech-409	397	13	-	-	PUNCT
futech-409	397	14	based	base	VERB
futech-409	397	15	analysis	analysis	NOUN
futech-409	397	16	methods	method	NOUN
futech-409	397	17	the	the	DET
futech-409	397	18	artificial	artificial	ADJ
futech-409	397	19	intelligence	intelligence	NOUN
futech-409	397	20	analysis	analysis	NOUN
futech-409	397	21	framework	framework	NOUN
futech-409	397	22	employs	employ	VERB
futech-409	397	23	multiple	multiple	ADV
futech-409	397	24	supervised	supervised	ADJ
futech-409	397	25	and	and	CCONJ
futech-409	397	26	unsupervised	unsupervised	ADJ
futech-409	397	27	learning	learning	NOUN
futech-409	397	28	algorithms	algorithm	NOUN
futech-409	397	29	optimized	optimize	VERB
futech-409	397	30	for	for	ADP
futech-409	397	31	different	different	ADJ
futech-409	397	32	aspects	aspect	NOUN
futech-409	397	33	of	of	ADP
futech-409	397	34	tourist	tourist	NOUN
futech-409	397	35	behavior	behavior	NOUN
futech-409	397	36	analysis	analysis	NOUN
futech-409	397	37	and	and	CCONJ
futech-409	397	38	prediction	prediction	NOUN
futech-409	397	39	.	.	PUNCT
futech-409	398	1	tourist	tourist	NOUN
futech-409	398	2	behavior	behavior	NOUN
futech-409	398	3	clustering	cluster	VERB
futech-409	398	4	utilizes	utilize	VERB
futech-409	398	5	k	k	ADJ
futech-409	398	6	-	-	PUNCT
futech-409	398	7	means	means	NOUN
futech-409	398	8	algorithm	algorithm	NOUN
futech-409	398	9	to	to	ADP
futech-409	398	10	mini	mini	PROPN
futech-409	398	11	...	...	NOUN
futech-409	398	12	𝐽(𝐶,𝜇)=,𝑖=1-𝑘	𝐽(𝐶,𝜇)=,𝑖=1-𝑘	NOUN
futech-409	398	13	,	,	PUNCT
futech-409	398	14	𝑥∈,𝐶-𝑖.-|	𝑥∈,𝐶-𝑖.-|	NOUN
futech-409	398	15	..	..	PUNCT
futech-409	398	16	|𝑥−,𝜇-𝑖.|,|-2	|𝑥−,𝜇-𝑖.|,|-2	X
futech-409	398	17	.	.	PUNCT
futech-409	399	1	(	(	PUNCT
futech-409	399	2	3	3	X
futech-409	399	3	)	)	PUNCT
futech-409	399	4	where	where	SCONJ
futech-409	399	5	c	c	NOUN
futech-409	399	6	represents	represent	VERB
futech-409	399	7	cluster	cluster	NOUN
futech-409	399	8	assignments	assignment	NOUN
futech-409	399	9	,	,	PUNCT
futech-409	399	10	,	,	PUNCT
futech-409	399	11	𝜇-𝑖.	𝜇-𝑖.	ADJ
futech-409	399	12	denotes	denote	NOUN
futech-409	399	13	cluster	cluster	NOUN
futech-409	399	14	centroids	centroid	NOUN
futech-409	399	15	,	,	PUNCT
futech-409	399	16	and	and	CCONJ
futech-409	399	17	k	k	PROPN
futech-409	399	18	indicates	indicate	VERB
futech-409	399	19	the	the	DET
futech-409	399	20	number	number	NOUN
futech-409	399	21	of	of	ADP
futech-409	399	22	clusters	cluster	NOUN
futech-409	399	23	.	.	PUNCT
futech-409	400	1	density	density	NOUN
futech-409	400	2	-	-	PUNCT
futech-409	400	3	based	base	VERB
futech-409	400	4	spatial	spatial	ADJ
futech-409	400	5	clustering	clustering	NOUN
futech-409	400	6	(	(	PUNCT
futech-409	400	7	dbscan	dbscan	NOUN
futech-409	400	8	)	)	PUNCT
futech-409	400	9	algorithm	algorithm	NOUN
futech-409	400	10	complements	complement	VERB
futech-409	400	11	k	k	NOUN
futech-409	400	12	-	-	PUNCT
futech-409	400	13	means	means	NOUN
futech-409	400	14	for	for	ADP
futech-409	400	15	identifying	identify	VERB
futech-409	400	16	outliers	outlier	NOUN
futech-409	400	17	and	and	CCONJ
futech-409	400	18	irregular	irregular	ADJ
futech-409	400	19	cluster	cluster	NOUN
futech-409	400	20	shapes	shape	NOUN
futech-409	400	21	:	:	PUNCT
futech-409	400	22	(	(	PUNCT
futech-409	400	23	4	4	X
futech-409	400	24	)	)	PUNCT
futech-409	400	25	predictive	predictive	ADJ
futech-409	400	26	modeling	modeling	NOUN
futech-409	400	27	employs	employ	VERB
futech-409	400	28	random	random	ADJ
futech-409	400	29	forest	forest	NOUN
futech-409	400	30	algorithm	algorithm	NOUN
futech-409	400	31	with	with	ADP
futech-409	400	32	bootstrap	bootstrap	NOUN
futech-409	400	33	aggregating	aggregate	VERB
futech-409	400	34	to	to	PART
futech-409	400	35	reduce	reduce	VERB
futech-409	400	36	overfitting	overfitte	VERB
futech-409	400	37	:	:	PUNCT
futech-409	400	38	(	(	PUNCT
futech-409	400	39	5	5	X
futech-409	400	40	)	)	PUNCT
futech-409	400	41	where	where	SCONJ
futech-409	400	42	b	b	NOUN
futech-409	400	43	represents	represent	VERB
futech-409	400	44	the	the	DET
futech-409	400	45	number	number	NOUN
futech-409	400	46	of	of	ADP
futech-409	400	47	bootstrap	bootstrap	NOUN
futech-409	400	48	samples	sample	NOUN
futech-409	400	49	and	and	CCONJ
futech-409	400	50	,	,	PUNCT
futech-409	400	51	,	,	PUNCT
futech-409	400	52	𝑓.-𝑏-∗.	𝑓.-𝑏-∗.	PROPN
futech-409	400	53	denotes	denote	VERB
futech-409	400	54	individual	individual	ADJ
futech-409	400	55	tree	tree	NOUN
futech-409	400	56	predictions	prediction	NOUN
futech-409	400	57	.	.	PUNCT
futech-409	401	1	natural	natural	ADJ
futech-409	401	2	language	language	NOUN
futech-409	401	3	processing	processing	NOUN
futech-409	401	4	for	for	ADP
futech-409	401	5	sentiment	sentiment	NOUN
futech-409	401	6	analysis	analysis	NOUN
futech-409	401	7	employs	employ	VERB
futech-409	401	8	transformer	transformer	NOUN
futech-409	401	9	-	-	PUNCT
futech-409	401	10	based	base	VERB
futech-409	401	11	models	model	NOUN
futech-409	401	12	including	include	VERB
futech-409	401	13	bert	bert	PROPN
futech-409	401	14	and	and	CCONJ
futech-409	401	15	roberta	roberta	PROPN
futech-409	401	16	,	,	PUNCT
futech-409	401	17	utilizing	utilize	VERB
futech-409	401	18	multi	multi	ADJ
futech-409	401	19	-	-	ADJ
futech-409	401	20	head	head	ADJ
futech-409	401	21	attention	attention	NOUN
futech-409	401	22	mechanisms	mechanism	NOUN
futech-409	401	23	computed	compute	VERB
futech-409	401	24	as	as	ADP
futech-409	401	25	:	:	PUNCT
futech-409	401	26	where	where	SCONJ
futech-409	401	27	attention	attention	NOUN
futech-409	401	28	heads	head	NOUN
futech-409	401	29	are	be	AUX
futech-409	401	30	calculated	calculate	VERB
futech-409	401	31	as	as	ADP
futech-409	401	32	:	:	PUNCT
futech-409	401	33	(	(	PUNCT
futech-409	401	34	7	7	X
futech-409	401	35	)	)	PUNCT
futech-409	401	36	cultural	cultural	ADJ
futech-409	401	37	bias	bias	NOUN
futech-409	401	38	audit	audit	NOUN
futech-409	401	39	and	and	CCONJ
futech-409	401	40	cross	cross	ADJ
futech-409	401	41	-	-	ADJ
futech-409	401	42	cultural	cultural	ADJ
futech-409	401	43	validation	validation	NOUN
futech-409	401	44	procedures	procedure	NOUN
futech-409	401	45	to	to	PART
futech-409	401	46	address	address	VERB
futech-409	401	47	cultural	cultural	ADJ
futech-409	401	48	nuances	nuance	NOUN
futech-409	401	49	and	and	CCONJ
futech-409	401	50	potential	potential	ADJ
futech-409	401	51	biases	bias	NOUN
futech-409	401	52	in	in	ADP
futech-409	401	53	ai	ai	PROPN
futech-409	401	54	model	model	NOUN
futech-409	401	55	development	development	NOUN
futech-409	401	56	,	,	PUNCT
futech-409	401	57	we	we	PRON
futech-409	401	58	implemented	implement	VERB
futech-409	401	59	comprehensive	comprehensive	ADJ
futech-409	401	60	validation	validation	NOUN
futech-409	401	61	procedures	procedure	NOUN
futech-409	401	62	across	across	ADP
futech-409	401	63	all	all	DET
futech-409	401	64	algorithmic	algorithmic	ADJ
futech-409	401	65	components	component	NOUN
futech-409	401	66	:	:	PUNCT
futech-409	401	67	sentiment	sentiment	NOUN
futech-409	401	68	analysis	analysis	NOUN
futech-409	401	69	cultural	cultural	ADJ
futech-409	401	70	adaptation	adaptation	NOUN
futech-409	401	71	:	:	PUNCT
futech-409	401	72	bert	bert	PROPN
futech-409	401	73	and	and	CCONJ
futech-409	401	74	roberta	roberta	PROPN
futech-409	401	75	models	model	NOUN
futech-409	401	76	underwent	undergo	VERB
futech-409	401	77	extensive	extensive	ADJ
futech-409	401	78	fine	fine	ADJ
futech-409	401	79	-	-	PUNCT
futech-409	401	80	tuning	tuning	NOUN
futech-409	401	81	using	use	VERB
futech-409	401	82	culturally	culturally	ADV
futech-409	401	83	diverse	diverse	ADJ
futech-409	401	84	datasets	dataset	NOUN
futech-409	401	85	representing	represent	VERB
futech-409	401	86	six	six	NUM
futech-409	401	87	major	major	ADJ
futech-409	401	88	tourist	tourist	NOUN
futech-409	401	89	demographic	demographic	ADJ
futech-409	401	90	groups	group	NOUN
futech-409	401	91	:	:	PUNCT
futech-409	401	92	east	east	ADJ
futech-409	401	93	asian	asian	PROPN
futech-409	401	94	(	(	PUNCT
futech-409	401	95	chinese	chinese	ADJ
futech-409	401	96	,	,	PUNCT
futech-409	401	97	japanese	japanese	ADJ
futech-409	401	98	,	,	PUNCT
futech-409	401	99	korean	korean	ADJ
futech-409	401	100	)	)	PUNCT
futech-409	401	101	,	,	PUNCT
futech-409	401	102	western	western	ADJ
futech-409	401	103	european	european	ADJ
futech-409	401	104	(	(	PUNCT
futech-409	401	105	german	german	ADJ
futech-409	401	106	,	,	PUNCT
futech-409	401	107	fren	fren	PROPN
futech-409	401	108	...	...	PUNCT
futech-409	401	109	performance	performance	NOUN
futech-409	401	110	metrics	metric	NOUN
futech-409	401	111	by	by	ADP
futech-409	401	112	cultural	cultural	ADJ
futech-409	401	113	group	group	NOUN
futech-409	401	114	:	:	PUNCT
futech-409	401	115			X
futech-409	401	116	english	english	PROPN
futech-409	401	117	language	language	NOUN
futech-409	401	118	processing	processing	NOUN
futech-409	401	119	:	:	PUNCT
futech-409	401	120	89.3	89.3	NUM
futech-409	401	121	%	%	NOUN
futech-409	401	122	cultural	cultural	ADJ
futech-409	401	123	accuracy	accuracy	NOUN
futech-409	401	124	,	,	PUNCT
futech-409	401	125	0.12	0.12	NUM
futech-409	401	126	bias	bias	NOUN
futech-409	401	127	coefficient	coefficient	VERB
futech-409	401	128			PRON
futech-409	401	129	chinese	chinese	ADJ
futech-409	401	130	language	language	NOUN
futech-409	401	131	processing	processing	NOUN
futech-409	401	132	:	:	PUNCT
futech-409	401	133	91.7	91.7	NUM
futech-409	401	134	%	%	NOUN
futech-409	401	135	cultural	cultural	ADJ
futech-409	401	136	accuracy	accuracy	NOUN
futech-409	401	137	,	,	PUNCT
futech-409	401	138	0.08	0.08	NUM
futech-409	401	139	bias	bias	NOUN
futech-409	401	140	coefficient	coefficient	VERB
futech-409	401	141			PRON
futech-409	401	142	japanese	japanese	ADJ
futech-409	401	143	language	language	NOUN
futech-409	401	144	processing	processing	NOUN
futech-409	401	145	:	:	PUNCT
futech-409	401	146	87.2	87.2	NUM
futech-409	401	147	%	%	NOUN
futech-409	401	148	cultural	cultural	ADJ
futech-409	401	149	accuracy	accuracy	NOUN
futech-409	401	150	,	,	PUNCT
futech-409	401	151	0.15	0.15	NUM
futech-409	401	152	bias	bias	NOUN
futech-409	401	153	coefficient	coefficient	VERB
futech-409	401	154			NOUN
futech-409	401	155	german	german	ADJ
futech-409	401	156	language	language	NOUN
futech-409	401	157	processing	processing	NOUN
futech-409	401	158	:	:	PUNCT
futech-409	401	159	85.9	85.9	NUM
futech-409	401	160	%	%	NOUN
futech-409	401	161	cultural	cultural	ADJ
futech-409	401	162	accuracy	accuracy	NOUN
futech-409	401	163	,	,	PUNCT
futech-409	401	164	0.18	0.18	NUM
futech-409	401	165	bias	bias	NOUN
futech-409	401	166	coefficient	coefficient	VERB
futech-409	401	167			PRON
futech-409	401	168	arabic	arabic	ADJ
futech-409	401	169	language	language	NOUN
futech-409	401	170	processing	processing	NOUN
futech-409	401	171	:	:	PUNCT
futech-409	401	172	83.4	83.4	NUM
futech-409	401	173	%	%	NOUN
futech-409	401	174	cultural	cultural	ADJ
futech-409	401	175	accuracy	accuracy	NOUN
futech-409	401	176	,	,	PUNCT
futech-409	401	177	0.22	0.22	NUM
futech-409	401	178	bias	bias	NOUN
futech-409	401	179	coefficient	coefficient	VERB
futech-409	401	180			NOUN
futech-409	401	181	spanish	spanish	ADJ
futech-409	401	182	language	language	NOUN
futech-409	401	183	processing	processing	NOUN
futech-409	401	184	:	:	PUNCT
futech-409	401	185	86.7	86.7	NUM
futech-409	401	186	%	%	NOUN
futech-409	401	187	cultural	cultural	ADJ
futech-409	401	188	accuracy	accuracy	NOUN
futech-409	401	189	,	,	PUNCT
futech-409	401	190	0.16	0.16	NUM
futech-409	401	191	bias	bias	NOUN
futech-409	401	192	coefficient	coefficient	VERB
futech-409	401	193	behavioral	behavioral	ADJ
futech-409	401	194	clustering	cluster	VERB
futech-409	401	195	cross	cross	ADJ
futech-409	401	196	-	-	ADJ
futech-409	401	197	cultural	cultural	ADJ
futech-409	401	198	validation	validation	NOUN
futech-409	401	199	:	:	PUNCT
futech-409	401	200	cross	cross	ADJ
futech-409	401	201	-	-	ADJ
futech-409	401	202	cultural	cultural	ADJ
futech-409	401	203	validation	validation	NOUN
futech-409	401	204	employed	employ	VERB
futech-409	401	205	stratified	stratified	ADJ
futech-409	401	206	sampling	sample	VERB
futech-409	401	207	ensuring	ensure	VERB
futech-409	401	208	representative	representative	ADJ
futech-409	401	209	coverage	coverage	NOUN
futech-409	401	210	across	across	ADP
futech-409	401	211	all	all	DET
futech-409	401	212	demographic	demographic	ADJ
futech-409	401	213	groups	group	NOUN
futech-409	401	214	.	.	PUNCT
futech-409	402	1	cohen	cohen	PROPN
futech-409	402	2	's	's	PART
futech-409	402	3	kappa	kappa	ADJ
futech-409	402	4	coefficients	coefficient	NOUN
futech-409	402	5	for	for	ADP
futech-409	402	6	inter	inter	ADJ
futech-409	402	7	-	-	ADJ
futech-409	402	8	cultural	cultural	ADJ
futech-409	402	9	agreement	agreement	NOUN
futech-409	402	10	in	in	ADP
futech-409	402	11	behavioral	behavioral	ADJ
futech-409	402	12	pattern	pattern	NOUN
futech-409	402	13	ident	ident	NOUN
futech-409	402	14	...	...	PUNCT
futech-409	402	15			PRON
futech-409	402	16	cultural	cultural	ADJ
futech-409	402	17	advisory	advisory	ADJ
futech-409	402	18	panels	panel	NOUN
futech-409	402	19	providing	provide	VERB
futech-409	402	20	ongoing	ongoing	ADJ
futech-409	402	21	feedback	feedback	NOUN
futech-409	402	22	on	on	ADP
futech-409	402	23	ai	ai	PROPN
futech-409	402	24	interpretations	interpretation	NOUN
futech-409	402	25			NOUN
futech-409	402	26	regular	regular	ADJ
futech-409	402	27	bias	bias	NOUN
futech-409	402	28	testing	testing	NOUN
futech-409	402	29	using	use	VERB
futech-409	402	30	fairness	fairness	NOUN
futech-409	402	31	metrics	metric	NOUN
futech-409	402	32	(	(	PUNCT
futech-409	402	33	demographic	demographic	ADJ
futech-409	402	34	parity	parity	NOUN
futech-409	402	35	,	,	PUNCT
futech-409	402	36	equal	equal	ADJ
futech-409	402	37	opportunity	opportunity	NOUN
futech-409	402	38	,	,	PUNCT
futech-409	402	39	calibration	calibration	NOUN
futech-409	402	40	)	)	PUNCT
futech-409	402	41			NOUN
futech-409	403	1	continuous	continuous	ADJ
futech-409	403	2	model	model	NOUN
futech-409	403	3	recalibration	recalibration	NOUN
futech-409	403	4	based	base	VERB
futech-409	403	5	on	on	ADP
futech-409	403	6	cultural	cultural	ADJ
futech-409	403	7	feedback	feedback	NOUN
futech-409	403	8	loops	loop	NOUN
futech-409	403	9			DET
futech-409	403	10	quarterly	quarterly	ADJ
futech-409	403	11	cultural	cultural	ADJ
futech-409	403	12	sensitivity	sensitivity	NOUN
futech-409	403	13	audits	audits	NOUN
futech-409	403	14	conducted	conduct	VERB
futech-409	403	15	by	by	ADP
futech-409	403	16	independent	independent	ADJ
futech-409	403	17	cultural	cultural	ADJ
futech-409	403	18	experts	expert	NOUN
futech-409	403	19	bias	bias	NOUN
futech-409	403	20	mitigation	mitigation	NOUN
futech-409	403	21	strategies	strategy	NOUN
futech-409	403	22	:	:	PUNCT
futech-409	403	23			X
futech-409	403	24	diverse	diverse	ADJ
futech-409	403	25	training	training	NOUN
futech-409	403	26	datasets	dataset	NOUN
futech-409	403	27	with	with	ADP
futech-409	403	28	balanced	balanced	ADJ
futech-409	403	29	representation	representation	NOUN
futech-409	403	30	across	across	ADP
futech-409	403	31	cultural	cultural	ADJ
futech-409	403	32	groups	group	NOUN
futech-409	403	33			NOUN
futech-409	403	34	algorithmic	algorithmic	ADJ
futech-409	403	35	fairness	fairness	NOUN
futech-409	403	36	constraints	constraint	NOUN
futech-409	403	37	integrated	integrate	VERB
futech-409	403	38	into	into	ADP
futech-409	403	39	model	model	NOUN
futech-409	403	40	optimization	optimization	NOUN
futech-409	403	41	objectives	objective	NOUN
futech-409	403	42			NOUN
futech-409	403	43	regular	regular	ADJ
futech-409	403	44	bias	bias	NOUN
futech-409	403	45	detection	detection	NOUN
futech-409	403	46	using	use	VERB
futech-409	403	47	statistical	statistical	ADJ
futech-409	403	48	parity	parity	NOUN
futech-409	403	49	and	and	CCONJ
futech-409	403	50	individual	individual	ADJ
futech-409	403	51	fairness	fairness	NOUN
futech-409	403	52	metrics	metric	NOUN
futech-409	403	53			PRON
futech-409	403	54	cultural	cultural	ADJ
futech-409	403	55	competency	competency	NOUN
futech-409	403	56	training	training	NOUN
futech-409	403	57	for	for	ADP
futech-409	403	58	all	all	PRON
futech-409	403	59	ai	ai	VERB
futech-409	403	60	system	system	NOUN
futech-409	403	61	developers	developer	NOUN
futech-409	403	62	and	and	CCONJ
futech-409	403	63	operators	operator	NOUN
futech-409	403	64	topic	topic	NOUN
futech-409	403	65	modeling	modeling	NOUN
futech-409	403	66	employs	employ	VERB
futech-409	403	67	latent	latent	ADJ
futech-409	403	68	dirichlet	dirichlet	PROPN
futech-409	403	69	allocation	allocation	NOUN
futech-409	403	70	(	(	PUNCT
futech-409	403	71	lda	lda	PROPN
futech-409	403	72	)	)	PUNCT
futech-409	403	73	to	to	PART
futech-409	403	74	identify	identify	VERB
futech-409	403	75	thematic	thematic	ADJ
futech-409	403	76	structures	structure	NOUN
futech-409	403	77	in	in	ADP
futech-409	403	78	textual	textual	ADJ
futech-409	403	79	data	datum	NOUN
futech-409	403	80	:	:	PUNCT
futech-409	403	81	(	(	PUNCT
futech-409	403	82	8)	8)	NUM
futech-409	403	83	the	the	DET
futech-409	403	84	big	big	ADJ
futech-409	403	85	data	datum	NOUN
futech-409	403	86	analytics	analytic	NOUN
futech-409	403	87	infrastructure	infrastructure	NOUN
futech-409	403	88	implements	implement	VERB
futech-409	403	89	distributed	distribute	VERB
futech-409	403	90	computing	computing	NOUN
futech-409	403	91	frameworks	framework	NOUN
futech-409	403	92	utilizing	utilize	VERB
futech-409	403	93	apache	apache	NOUN
futech-409	403	94	spark	spark	NOUN
futech-409	403	95	for	for	ADP
futech-409	403	96	real	real	ADJ
futech-409	403	97	-	-	PUNCT
futech-409	403	98	time	time	NOUN
futech-409	403	99	data	datum	NOUN
futech-409	403	100	processing	processing	NOUN
futech-409	403	101	and	and	CCONJ
futech-409	403	102	analysis	analysis	NOUN
futech-409	403	103	.	.	PUNCT
futech-409	404	1	performance	performance	NOUN
futech-409	404	2	evaluation	evaluation	NOUN
futech-409	404	3	employs	employ	VERB
futech-409	404	4	multiple	multiple	ADJ
futech-409	404	5	metrics	metric	NOUN
futech-409	404	6	including	include	VERB
futech-409	404	7	precision	precision	NOUN
futech-409	404	8	,	,	PUNCT
futech-409	404	9	recall	recall	NOUN
futech-409	404	10	,	,	PUNCT
futech-409	404	11	and	and	CCONJ
futech-409	404	12	f1	f1	NOUN
futech-409	404	13	-	-	PUNCT
futech-409	404	14	score	score	NOUN
futech-409	404	15	:	:	PUNCT
futech-409	404	16	(	(	PUNCT
futech-409	404	17	9	9	X
futech-409	404	18	)	)	PUNCT
futech-409	404	19	3.4	3.4	NUM
futech-409	404	20	cultural	cultural	ADJ
futech-409	404	21	communication	communication	NOUN
futech-409	404	22	analysis	analysis	NOUN
futech-409	404	23	the	the	DET
futech-409	404	24	cultural	cultural	ADJ
futech-409	404	25	communication	communication	NOUN
futech-409	404	26	analysis	analysis	NOUN
futech-409	404	27	framework	framework	NOUN
futech-409	404	28	examines	examine	VERB
futech-409	404	29	narrative	narrative	NOUN
futech-409	404	30	structures	structure	NOUN
futech-409	404	31	through	through	ADP
futech-409	404	32	structural	structural	ADJ
futech-409	404	33	equation	equation	NOUN
futech-409	404	34	modeling	modeling	NOUN
futech-409	404	35	(	(	PUNCT
futech-409	404	36	sem	sem	NOUN
futech-409	404	37	)	)	PUNCT
futech-409	404	38	to	to	PART
futech-409	404	39	understand	understand	VERB
futech-409	404	40	relationships	relationship	NOUN
futech-409	404	41	between	between	ADP
futech-409	404	42	communication	communication	NOUN
futech-409	404	43	elements	element	NOUN
futech-409	404	44	and	and	CCONJ
futech-409	404	45	visitor	visitor	NOUN
futech-409	404	46	engagement	engagement	NOUN
futech-409	404	47	.	.	PUNCT
futech-409	405	1	the	the	DET
futech-409	405	2	measurement	measurement	NOUN
futech-409	405	3	model	model	NOUN
futech-409	405	4	is	be	AUX
futech-409	405	5	specified	specify	VERB
futech-409	405	6	as	as	ADP
futech-409	405	7	:	:	PUNCT
futech-409	405	8	(	(	PUNCT
futech-409	405	9	10	10	NUM
futech-409	405	10	)	)	PUNCT
futech-409	405	11	where	where	SCONJ
futech-409	405	12	x	x	PUNCT
futech-409	405	13	and	and	CCONJ
futech-409	405	14	y	y	PROPN
futech-409	405	15	represent	represent	VERB
futech-409	405	16	observed	observed	ADJ
futech-409	405	17	variables	variable	NOUN
futech-409	405	18	,	,	PUNCT
futech-409	405	19	𝜁	𝜁	PROPN
futech-409	405	20	and	and	CCONJ
futech-409	405	21	𝜂	𝜂	PROPN
futech-409	405	22	denote	denote	NOUN
futech-409	405	23	latent	latent	NOUN
futech-409	405	24	variables	variable	NOUN
futech-409	405	25	,	,	PUNCT
futech-409	405	26	λ	λ	PROPN
futech-409	405	27	indicates	indicate	VERB
futech-409	405	28	factor	factor	NOUN
futech-409	405	29	loadings	loading	NOUN
futech-409	405	30	,	,	PUNCT
futech-409	405	31	and	and	CCONJ
futech-409	405	32	𝛿	𝛿	ADJ
futech-409	405	33	and	and	CCONJ
futech-409	405	34	represent	represent	VERB
futech-409	405	35	measurement	measurement	NOUN
futech-409	405	36	errors	error	NOUN
futech-409	405	37	.	.	PUNCT
futech-409	406	1	cultural	cultural	ADJ
futech-409	406	2	knowledge	knowledge	NOUN
futech-409	406	3	transfer	transfer	NOUN
futech-409	406	4	assessment	assessment	NOUN
futech-409	406	5	utilizes	utilize	VERB
futech-409	406	6	the	the	DET
futech-409	406	7	knowledge	knowledge	NOUN
futech-409	406	8	gain	gain	VERB
futech-409	406	9	ratio	ratio	NOUN
futech-409	406	10	measured	measure	VERB
futech-409	406	11	as	as	ADP
futech-409	406	12	:	:	PUNCT
futech-409	406	13	(	(	PUNCT
futech-409	406	14	11	11	NUM
futech-409	406	15	)	)	PUNCT
futech-409	406	16	where	where	SCONJ
futech-409	406	17	spre	spre	PROPN
futech-409	406	18	and	and	CCONJ
futech-409	406	19	spost	spost	VERB
futech-409	406	20	represent	represent	VERB
futech-409	406	21	preand	preand	NOUN
futech-409	406	22	post	post	ADJ
futech-409	406	23	-	-	ADJ
futech-409	406	24	visit	visit	ADJ
futech-409	406	25	cultural	cultural	ADJ
futech-409	406	26	knowledge	knowledge	NOUN
futech-409	406	27	scores	score	NOUN
futech-409	406	28	,	,	PUNCT
futech-409	406	29	and	and	CCONJ
futech-409	406	30	smax	smax	PROPN
futech-409	406	31	indicates	indicate	VERB
futech-409	406	32	maximum	maximum	ADJ
futech-409	406	33	possible	possible	ADJ
futech-409	406	34	score	score	NOUN
futech-409	406	35	.	.	PUNCT
futech-409	407	1	3.5	3.5	NUM
futech-409	407	2	optimization	optimization	NOUN
futech-409	407	3	strategy	strategy	NOUN
futech-409	407	4	development	development	NOUN
futech-409	407	5	the	the	DET
futech-409	407	6	optimization	optimization	NOUN
futech-409	407	7	strategy	strategy	NOUN
futech-409	407	8	employs	employ	VERB
futech-409	407	9	multi	multi	ADJ
futech-409	407	10	-	-	ADJ
futech-409	407	11	objective	objective	ADJ
futech-409	407	12	techniques	technique	NOUN
futech-409	407	13	formulated	formulate	VERB
futech-409	407	14	as	as	ADP
futech-409	407	15	:	:	PUNCT
futech-409	407	16	(	(	PUNCT
futech-409	407	17	12	12	NUM
futech-409	407	18	)	)	PUNCT
futech-409	407	19	subject	subject	NOUN
futech-409	407	20	to	to	ADP
futech-409	407	21	constraints	constraint	NOUN
futech-409	407	22	gj(x)≤0	gj(x)≤0	PROPN
futech-409	407	23	and	and	CCONJ
futech-409	407	24	hk(x)=0	hk(x)=0	PROPN
futech-409	407	25	,	,	PUNCT
futech-409	407	26	where	where	SCONJ
futech-409	407	27	objective	objective	ADJ
futech-409	407	28	functions	function	NOUN
futech-409	407	29	include	include	VERB
futech-409	407	30	visitor	visitor	NOUN
futech-409	407	31	satisfaction	satisfaction	NOUN
futech-409	407	32	maximization	maximization	NOUN
futech-409	407	33	,	,	PUNCT
futech-409	407	34	operational	operational	ADJ
futech-409	407	35	efficiency	efficiency	NOUN
futech-409	407	36	enhancement	enhancement	NOUN
futech-409	407	37	,	,	PUNCT
futech-409	407	38	and	and	CCONJ
futech-409	407	39	cultural	cultural	ADJ
futech-409	407	40	preservation	preservation	NOUN
futech-409	407	41	maintenance	maintenance	NOUN
futech-409	407	42	.	.	PUNCT
futech-409	408	1	pareto	pareto	ADJ
futech-409	408	2	optimal	optimal	ADJ
futech-409	408	3	solutions	solution	NOUN
futech-409	408	4	are	be	AUX
futech-409	408	5	identified	identify	VERB
futech-409	408	6	using	use	VERB
futech-409	408	7	the	the	DET
futech-409	408	8	non	non	ADJ
futech-409	408	9	-	-	ADJ
futech-409	408	10	dominated	dominated	ADJ
futech-409	408	11	...	...	PUNCT
futech-409	409	1	the	the	DET
futech-409	409	2	strategy	strategy	NOUN
futech-409	409	3	framework	framework	NOUN
futech-409	409	4	integrates	integrate	VERB
futech-409	409	5	stakeholder	stakeholder	NOUN
futech-409	409	6	analysis	analysis	NOUN
futech-409	409	7	,	,	PUNCT
futech-409	409	8	resource	resource	NOUN
futech-409	409	9	allocation	allocation	NOUN
futech-409	409	10	optimization	optimization	NOUN
futech-409	409	11	,	,	PUNCT
futech-409	409	12	and	and	CCONJ
futech-409	409	13	performance	performance	NOUN
futech-409	409	14	monitoring	monitor	VERB
futech-409	409	15	systems	system	NOUN
futech-409	409	16	through	through	ADP
futech-409	409	17	systematic	systematic	ADJ
futech-409	409	18	design	design	NOUN
futech-409	409	19	methodologies	methodology	NOUN
futech-409	409	20	incorporating	incorporate	VERB
futech-409	409	21	feedback	feedback	NOUN
futech-409	409	22	loops	loop	NOUN
futech-409	409	23	for	for	ADP
futech-409	409	24	adaptive	adaptive	ADJ
futech-409	409	25	management	management	NOUN
futech-409	409	26	,	,	PUNCT
futech-409	409	27	as	as	SCONJ
futech-409	409	28	shown	show	VERB
futech-409	409	29	in	in	ADP
futech-409	409	30	figure	figure	NOUN
futech-409	409	31	1	1	NUM
futech-409	409	32	.	.	NOUN
futech-409	409	33	3.6	3.6	NUM
futech-409	409	34	validation	validation	NOUN
futech-409	409	35	and	and	CCONJ
futech-409	409	36	testing	testing	NOUN
futech-409	409	37	model	model	NOUN
futech-409	409	38	validation	validation	NOUN
futech-409	409	39	employs	employ	VERB
futech-409	409	40	k	k	ADJ
futech-409	409	41	-	-	ADJ
futech-409	409	42	fold	fold	ADJ
futech-409	409	43	cross	cross	NOUN
futech-409	409	44	-	-	NOUN
futech-409	409	45	validation	validation	NOUN
futech-409	409	46	with	with	ADP
futech-409	409	47	performance	performance	NOUN
futech-409	409	48	measured	measure	VERB
futech-409	409	49	as	as	ADP
futech-409	409	50	:	:	PUNCT
futech-409	409	51	(	(	PUNCT
futech-409	409	52	13	13	NUM
futech-409	409	53	)	)	PUNCT
futech-409	409	54	where	where	SCONJ
futech-409	409	55	l	l	NOUN
futech-409	409	56	represents	represent	VERB
futech-409	409	57	loss	loss	NOUN
futech-409	409	58	function	function	NOUN
futech-409	409	59	and	and	CCONJ
futech-409	409	60	di	di	NOUN
futech-409	409	61	denotes	denote	NOUN
futech-409	409	62	validation	validation	NOUN
futech-409	409	63	datasets	dataset	NOUN
futech-409	409	64	.	.	PUNCT
futech-409	410	1	sensitivity	sensitivity	NOUN
futech-409	410	2	analysis	analysis	NOUN
futech-409	410	3	uses	use	VERB
futech-409	410	4	monte	monte	PROPN
futech-409	410	5	carlo	carlo	PROPN
futech-409	410	6	simulation	simulation	NOUN
futech-409	410	7	with	with	ADP
futech-409	410	8	10,000	10,000	NUM
futech-409	410	9	iterations	iteration	NOUN
futech-409	410	10	to	to	PART
futech-409	410	11	assess	assess	VERB
futech-409	410	12	model	model	NOUN
futech-409	410	13	robustness	robustness	NOUN
futech-409	410	14	under	under	ADP
futech-409	410	15	varying	vary	VERB
futech-409	410	16	parameter	parameter	NOUN
futech-409	410	17	conditions	condition	NOUN
futech-409	410	18	.	.	PUNCT
futech-409	411	1	pilot	pilot	NOUN
futech-409	411	2	implementation	implementation	NOUN
futech-409	411	3	provides	provide	VERB
futech-409	411	4	real	real	ADJ
futech-409	411	5	-	-	PUNCT
futech-409	411	6	world	world	NOUN
futech-409	411	7	validation	validation	NOUN
futech-409	411	8	through	through	ADP
futech-409	411	9	a	a	DET
futech-409	411	10	/	/	SYM
futech-409	411	11	b	b	NOUN
futech-409	411	12	testing	testing	NOUN
futech-409	411	13	methodologies	methodology	NOUN
futech-409	411	14	comparing	compare	VERB
futech-409	411	15	enhanced	enhance	VERB
futech-409	411	16	ai	ai	ADJ
futech-409	411	17	-	-	PUNCT
futech-409	411	18	driven	drive	VERB
futech-409	411	19	approaches	approach	NOUN
futech-409	411	20	with	with	ADP
futech-409	411	21	traditional	traditional	ADJ
futech-409	411	22	tourism	tourism	NOUN
futech-409	411	23	management	management	NOUN
futech-409	411	24	practices	practice	NOUN
futech-409	411	25	.	.	PUNCT
futech-409	412	1	effect	effect	NOUN
futech-409	412	2	sizes	size	NOUN
futech-409	412	3	are	be	AUX
futech-409	412	4	calculated	calculate	VERB
futech-409	412	5	using	use	VERB
futech-409	412	6	cohen	cohen	PROPN
futech-409	412	7	's	's	PART
futech-409	412	8	d	d	NOUN
futech-409	412	9	:	:	PUNCT
futech-409	412	10	(	(	PUNCT
futech-409	412	11	14	14	NUM
futech-409	412	12	)	)	PUNCT
futech-409	412	13	where	where	SCONJ
futech-409	412	14	(	(	PUNCT
futech-409	412	15	15	15	NUM
futech-409	412	16	)	)	PUNCT
futech-409	412	17	where	where	SCONJ
futech-409	412	18	spooled	spool	VERB
futech-409	412	19	represents	represents	AUX
futech-409	412	20	pooled	pool	VERB
futech-409	412	21	standard	standard	ADJ
futech-409	412	22	deviation	deviation	NOUN
futech-409	412	23	.	.	PUNCT
futech-409	413	1	4	4	X
futech-409	413	2	.	.	NOUN
futech-409	413	3	results	result	VERB
futech-409	413	4	4.1	4.1	NUM
futech-409	413	5	descriptive	descriptive	ADJ
futech-409	413	6	analysis	analysis	NOUN
futech-409	413	7	the	the	DET
futech-409	413	8	comprehensive	comprehensive	ADJ
futech-409	413	9	analysis	analysis	NOUN
futech-409	413	10	of	of	ADP
futech-409	413	11	1,200	1,200	NUM
futech-409	413	12	tourist	tourist	NOUN
futech-409	413	13	respondents	respondent	NOUN
futech-409	413	14	visiting	visit	VERB
futech-409	413	15	the	the	DET
futech-409	413	16	shanxi	shanxi	PROPN
futech-409	413	17	great	great	PROPN
futech-409	413	18	wall	wall	PROPN
futech-409	413	19	reveals	reveal	VERB
futech-409	413	20	distinct	distinct	ADJ
futech-409	413	21	demographic	demographic	ADJ
futech-409	413	22	patterns	pattern	NOUN
futech-409	413	23	and	and	CCONJ
futech-409	413	24	technological	technological	ADJ
futech-409	413	25	adoption	adoption	NOUN
futech-409	413	26	characteristics	characteristic	NOUN
futech-409	413	27	that	that	PRON
futech-409	413	28	significantly	significantly	ADV
futech-409	413	29	influence	influence	VERB
futech-409	413	30	cultural	cultural	ADJ
futech-409	413	31	communication	communication	NOUN
futech-409	413	32	preferences	preference	NOUN
futech-409	413	33	and	and	CCONJ
futech-409	413	34	behavioral	behavioral	ADJ
futech-409	413	35	outc	outc	NOUN
futech-409	413	36	...	...	PUNCT
futech-409	413	37	technology	technology	NOUN
futech-409	413	38	adoption	adoption	NOUN
futech-409	413	39	patterns	pattern	NOUN
futech-409	413	40	reveal	reveal	VERB
futech-409	413	41	significant	significant	ADJ
futech-409	413	42	generational	generational	ADJ
futech-409	413	43	differences	difference	NOUN
futech-409	413	44	in	in	ADP
futech-409	413	45	digital	digital	ADJ
futech-409	413	46	literacy	literacy	NOUN
futech-409	413	47	and	and	CCONJ
futech-409	413	48	platform	platform	NOUN
futech-409	413	49	preferences	preference	NOUN
futech-409	413	50	.	.	PUNCT
futech-409	414	1	smartphone	smartphone	NOUN
futech-409	414	2	ownership	ownership	NOUN
futech-409	414	3	reaches	reach	VERB
futech-409	414	4	98.7	98.7	NUM
futech-409	414	5	%	%	NOUN
futech-409	414	6	among	among	ADP
futech-409	414	7	all	all	DET
futech-409	414	8	respondents	respondent	NOUN
futech-409	414	9	,	,	PUNCT
futech-409	414	10	with	with	ADP
futech-409	414	11	social	social	ADJ
futech-409	414	12	media	medium	NOUN
futech-409	414	13	platform	platform	NOUN
futech-409	414	14	usage	usage	NOUN
futech-409	414	15	varying	vary	VERB
futech-409	414	16	substantially	substantially	ADV
futech-409	414	17	across	across	ADP
futech-409	414	18	demographic	demographic	ADJ
futech-409	414	19	...	...	PUNCT
futech-409	414	20	visitor	visitor	NOUN
futech-409	414	21	feedback	feedback	NOUN
futech-409	414	22	analysis	analysis	NOUN
futech-409	414	23	through	through	ADP
futech-409	414	24	sentiment	sentiment	NOUN
futech-409	414	25	analysis	analysis	NOUN
futech-409	414	26	of	of	ADP
futech-409	414	27	8,947	8,947	NUM
futech-409	414	28	online	online	ADJ
futech-409	414	29	reviews	review	NOUN
futech-409	414	30	and	and	CCONJ
futech-409	414	31	survey	survey	NOUN
futech-409	414	32	responses	response	NOUN
futech-409	414	33	reveals	reveal	VERB
futech-409	414	34	consistent	consistent	ADJ
futech-409	414	35	themes	theme	NOUN
futech-409	414	36	regarding	regard	VERB
futech-409	414	37	communication	communication	NOUN
futech-409	414	38	effectiveness	effectiveness	NOUN
futech-409	414	39	challenges	challenge	NOUN
futech-409	414	40	.	.	PUNCT
futech-409	415	1	language	language	NOUN
futech-409	415	2	accessibility	accessibility	NOUN
futech-409	415	3	emerges	emerge	VERB
futech-409	415	4	as	as	ADP
futech-409	415	5	a	a	DET
futech-409	415	6	critical	critical	ADJ
futech-409	415	7	barrier	barrier	NOUN
futech-409	415	8	,	,	PUNCT
futech-409	415	9	with	with	ADP
futech-409	415	10	67.3	67.3	NUM
futech-409	415	11	%	%	NOUN
futech-409	415	12	of	of	ADP
futech-409	415	13	internati	internati	NOUN
futech-409	415	14	...	...	PUNCT
futech-409	415	15	4.2	4.2	NUM
futech-409	415	16	ai	ai	NOUN
futech-409	415	17	-	-	PUNCT
futech-409	415	18	based	base	VERB
futech-409	415	19	behavior	behavior	NOUN
futech-409	415	20	analysis	analysis	NOUN
futech-409	415	21	results	result	VERB
futech-409	415	22	machine	machine	NOUN
futech-409	415	23	learning	learn	VERB
futech-409	415	24	clustering	cluster	VERB
futech-409	415	25	analysis	analysis	NOUN
futech-409	415	26	employing	employ	VERB
futech-409	415	27	k	k	NOUN
futech-409	415	28	-	-	PUNCT
futech-409	415	29	means	means	NOUN
futech-409	415	30	and	and	CCONJ
futech-409	415	31	dbscan	dbscan	ADJ
futech-409	415	32	algorithms	algorithm	NOUN
futech-409	415	33	successfully	successfully	ADV
futech-409	415	34	identified	identify	VERB
futech-409	415	35	five	five	NUM
futech-409	415	36	distinct	distinct	ADJ
futech-409	415	37	tourist	tourist	NOUN
futech-409	415	38	behavioral	behavioral	ADJ
futech-409	415	39	segments	segment	NOUN
futech-409	415	40	with	with	ADP
futech-409	415	41	significantly	significantly	ADV
futech-409	415	42	different	different	ADJ
futech-409	415	43	visitation	visitation	NOUN
futech-409	415	44	patterns	pattern	NOUN
futech-409	415	45	,	,	PUNCT
futech-409	415	46	preferences	preference	NOUN
futech-409	415	47	,	,	PUNCT
futech-409	415	48	and	and	CCONJ
futech-409	415	49	cultural	cultural	ADJ
futech-409	415	50	engagement	engagement	NOUN
futech-409	415	51	characteristics	characteristic	NOUN
futech-409	415	52	,	,	PUNCT
futech-409	415	53	as	as	ADP
futech-409	415	54	s	s	PROPN
futech-409	415	55	...	...	PUNCT
futech-409	415	56	heritage	heritage	NOUN
futech-409	415	57	enthusiasts	enthusiast	NOUN
futech-409	415	58	(	(	PUNCT
futech-409	415	59	28.7	28.7	NUM
futech-409	415	60	%	%	NOUN
futech-409	415	61	of	of	ADP
futech-409	415	62	visitors	visitor	NOUN
futech-409	415	63	)	)	PUNCT
futech-409	415	64	defining	define	VERB
futech-409	415	65	characteristics	characteristic	NOUN
futech-409	415	66	:	:	PUNCT
futech-409	415	67	extended	extended	ADJ
futech-409	415	68	site	site	NOUN
futech-409	415	69	visits	visit	NOUN
futech-409	415	70	with	with	ADP
futech-409	415	71	systematic	systematic	ADJ
futech-409	415	72	exploration	exploration	NOUN
futech-409	415	73	patterns	pattern	NOUN
futech-409	415	74	,	,	PUNCT
futech-409	415	75	high	high	ADJ
futech-409	415	76	engagement	engagement	NOUN
futech-409	415	77	with	with	ADP
futech-409	415	78	historical	historical	ADJ
futech-409	415	79	narratives	narrative	NOUN
futech-409	415	80	,	,	PUNCT
futech-409	415	81	preference	preference	NOUN
futech-409	415	82	for	for	ADP
futech-409	415	83	detailed	detailed	ADJ
futech-409	415	84	interpretive	interpretive	ADJ
futech-409	415	85	content	content	NOUN
futech-409	415	86	,	,	PUNCT
futech-409	415	87	strong	strong	ADJ
futech-409	415	88	cultural	cultural	ADJ
futech-409	415	89	knowledge	knowledge	NOUN
futech-409	415	90	acquisiti	acquisiti	NOUN
futech-409	415	91	...	...	PUNCT
futech-409	416	1	classification	classification	NOUN
futech-409	416	2	thresholds	threshold	NOUN
futech-409	416	3	:	:	PUNCT
futech-409	416	4			NOUN
futech-409	416	5	dwell	dwell	PROPN
futech-409	416	6	time	time	NOUN
futech-409	416	7	:	:	PUNCT
futech-409	416	8	≥3.5	≥3.5	NUM
futech-409	416	9	hours	hour	NOUN
futech-409	416	10	(	(	PUNCT
futech-409	416	11	typical	typical	ADJ
futech-409	416	12	range	range	NOUN
futech-409	416	13	:	:	PUNCT
futech-409	416	14	3.5	3.5	NUM
futech-409	416	15	-	-	SYM
futech-409	416	16	5.2	5.2	NUM
futech-409	416	17	hours	hour	NOUN
futech-409	416	18	)	)	PUNCT
futech-409	416	19			PRON
futech-409	416	20	cultural	cultural	ADJ
futech-409	416	21	engagement	engagement	PROPN
futech-409	416	22	score	score	NOUN
futech-409	416	23	:	:	PUNCT
futech-409	416	24	≥4.0/5.0	≥4.0/5.0	PROPN
futech-409	416	25	(	(	PUNCT
futech-409	416	26	typical	typical	ADJ
futech-409	416	27	range	range	NOUN
futech-409	416	28	:	:	PUNCT
futech-409	416	29	4.0	4.0	NUM
futech-409	416	30	-	-	SYM
futech-409	416	31	5.0	5.0	NUM
futech-409	416	32	)	)	PUNCT
futech-409	416	33			NOUN
futech-409	417	1	interpretive	interpretive	ADJ
futech-409	417	2	content	content	NOUN
futech-409	417	3	usage	usage	NOUN
futech-409	417	4	:	:	PUNCT
futech-409	417	5	≥80	≥80	NUM
futech-409	417	6	%	%	NOUN
futech-409	417	7	(	(	PUNCT
futech-409	417	8	typical	typical	ADJ
futech-409	417	9	range	range	NOUN
futech-409	417	10	:	:	PUNCT
futech-409	417	11	80	80	NUM
futech-409	417	12	-	-	SYM
futech-409	417	13	95	95	NUM
futech-409	417	14	%	%	NOUN
futech-409	417	15	)	)	PUNCT
futech-409	417	16			NOUN
futech-409	417	17	educational	educational	ADJ
futech-409	417	18	content	content	PROPN
futech-409	417	19	preference	preference	NOUN
futech-409	417	20	:	:	PUNCT
futech-409	417	21	≥75	≥75	NOUN
futech-409	417	22	%	%	NOUN
futech-409	417	23	time	time	NOUN
futech-409	417	24	allocation	allocation	NOUN
futech-409	417	25			NOUN
futech-409	417	26	staff	staff	NOUN
futech-409	417	27	interaction	interaction	NOUN
futech-409	417	28	frequency	frequency	NOUN
futech-409	417	29	:	:	PUNCT
futech-409	417	30	≥3	≥3	VERB
futech-409	417	31	interactions	interaction	NOUN
futech-409	417	32	per	per	ADP
futech-409	417	33	visit	visit	NOUN
futech-409	417	34	behavioral	behavioral	ADJ
futech-409	417	35	patterns	pattern	NOUN
futech-409	417	36	:	:	PUNCT
futech-409	417	37	systematic	systematic	ADJ
futech-409	417	38	navigation	navigation	NOUN
futech-409	417	39	through	through	ADP
futech-409	417	40	interpretive	interpretive	ADJ
futech-409	417	41	stations	station	NOUN
futech-409	417	42	,	,	PUNCT
futech-409	417	43	extended	extend	VERB
futech-409	417	44	engagement	engagement	NOUN
futech-409	417	45	at	at	ADP
futech-409	417	46	historically	historically	ADV
futech-409	417	47	significant	significant	ADJ
futech-409	417	48	locations	location	NOUN
futech-409	417	49	,	,	PUNCT
futech-409	417	50	preference	preference	NOUN
futech-409	417	51	for	for	ADP
futech-409	417	52	guided	guide	VERB
futech-409	417	53	tours	tour	NOUN
futech-409	417	54	and	and	CCONJ
futech-409	417	55	detailed	detailed	ADJ
futech-409	417	56	explanations	explanation	NOUN
futech-409	417	57	,	,	PUNCT
futech-409	417	58	high	high	ADJ
futech-409	417	59	satisfaction	satisfaction	NOUN
futech-409	417	60	with	with	ADP
futech-409	417	61	educational	educational	ADJ
futech-409	417	62	content	content	NOUN
futech-409	417	63	quality	quality	NOUN
futech-409	417	64	(	(	PUNCT
futech-409	417	65	4.12/5.0	4.12/5.0	NUM
futech-409	417	66	av	av	NOUN
futech-409	417	67	...	...	PUNCT
futech-409	417	68	cultural	cultural	ADJ
futech-409	417	69	explorers	explorer	NOUN
futech-409	417	70	(	(	PUNCT
futech-409	417	71	23.4	23.4	NUM
futech-409	417	72	%	%	NOUN
futech-409	417	73	of	of	ADP
futech-409	417	74	visitors	visitor	NOUN
futech-409	417	75	)	)	PUNCT
futech-409	417	76	defining	define	VERB
futech-409	417	77	characteristics	characteristic	NOUN
futech-409	417	78	:	:	PUNCT
futech-409	417	79	moderate	moderate	ADJ
futech-409	417	80	visit	visit	NOUN
futech-409	417	81	duration	duration	NOUN
futech-409	417	82	with	with	ADP
futech-409	417	83	focus	focus	NOUN
futech-409	417	84	on	on	ADP
futech-409	417	85	photographic	photographic	ADJ
futech-409	417	86	opportunities	opportunity	NOUN
futech-409	417	87	,	,	PUNCT
futech-409	417	88	high	high	ADJ
futech-409	417	89	social	social	ADJ
futech-409	417	90	media	medium	NOUN
futech-409	417	91	engagement	engagement	NOUN
futech-409	417	92	,	,	PUNCT
futech-409	417	93	preference	preference	NOUN
futech-409	417	94	for	for	ADP
futech-409	417	95	visually	visually	ADV
futech-409	417	96	appealing	appealing	ADJ
futech-409	417	97	locations	location	NOUN
futech-409	417	98	,	,	PUNCT
futech-409	417	99	interest	interest	NOUN
futech-409	417	100	in	in	ADP
futech-409	417	101	shareable	shareable	ADJ
futech-409	417	102	cultural	cultural	ADJ
futech-409	417	103	stories	story	NOUN
futech-409	417	104	,	,	PUNCT
futech-409	417	105	and	and	CCONJ
futech-409	417	106	b	b	X
futech-409	417	107	...	...	PUNCT
futech-409	417	108			PRON
futech-409	417	109	classification	classification	NOUN
futech-409	417	110	thresholds	threshold	VERB
futech-409	417	111	:	:	PUNCT
futech-409	417	112			NOUN
futech-409	417	113	dwell	dwell	PROPN
futech-409	417	114	time	time	NOUN
futech-409	417	115	:	:	PUNCT
futech-409	417	116	2.0	2.0	NUM
futech-409	417	117	-	-	SYM
futech-409	417	118	3.5	3.5	NUM
futech-409	417	119	hours	hour	NOUN
futech-409	417	120			NOUN
futech-409	417	121	social	social	ADJ
futech-409	417	122	media	medium	NOUN
futech-409	417	123	activity	activity	NOUN
futech-409	417	124	:	:	PUNCT
futech-409	417	125	≥70	≥70	NUM
futech-409	417	126	%	%	NOUN
futech-409	417	127	(	(	PUNCT
futech-409	417	128	typical	typical	ADJ
futech-409	417	129	range	range	NOUN
futech-409	417	130	:	:	PUNCT
futech-409	417	131	70	70	NUM
futech-409	417	132	-	-	SYM
futech-409	417	133	85	85	NUM
futech-409	417	134	%	%	NOUN
futech-409	417	135	)	)	PUNCT
futech-409	417	136			NOUN
futech-409	417	137	photo	photo	NOUN
futech-409	417	138	/	/	SYM
futech-409	417	139	video	video	NOUN
futech-409	417	140	creation	creation	NOUN
futech-409	417	141	:	:	PUNCT
futech-409	417	142	≥65	≥65	NUM
futech-409	417	143	%	%	NOUN
futech-409	417	144	(	(	PUNCT
futech-409	417	145	typical	typical	ADJ
futech-409	417	146	range	range	NOUN
futech-409	417	147	:	:	PUNCT
futech-409	417	148	65	65	NUM
futech-409	417	149	-	-	SYM
futech-409	417	150	80	80	NUM
futech-409	417	151	%	%	NOUN
futech-409	417	152	)	)	PUNCT
futech-409	417	153			NOUN
futech-409	417	154	content	content	NOUN
futech-409	417	155	sharing	share	VERB
futech-409	417	156	rate	rate	NOUN
futech-409	417	157	:	:	PUNCT
futech-409	417	158	≥60	≥60	PRON
futech-409	417	159	%	%	NOUN
futech-409	417	160	of	of	ADP
futech-409	417	161	captured	capture	VERB
futech-409	417	162	content	content	NOUN
futech-409	417	163			PRON
futech-409	417	164	visual	visual	PROPN
futech-409	417	165	content	content	PROPN
futech-409	417	166	preference	preference	NOUN
futech-409	417	167	:	:	PUNCT
futech-409	417	168	≥80	≥80	NUM
futech-409	417	169	%	%	NOUN
futech-409	417	170	engagement	engagement	NOUN
futech-409	417	171	with	with	ADP
futech-409	417	172	multimedia	multimedia	NOUN
futech-409	417	173	materials	material	NOUN
futech-409	417	174	behavioral	behavioral	ADJ
futech-409	417	175	patterns	pattern	NOUN
futech-409	417	176	:	:	PUNCT
futech-409	417	177	strategic	strategic	ADJ
futech-409	417	178	positioning	positioning	NOUN
futech-409	417	179	at	at	ADP
futech-409	417	180	photogenic	photogenic	ADJ
futech-409	417	181	locations	location	NOUN
futech-409	417	182	,	,	PUNCT
futech-409	417	183	moderate	moderate	ADJ
futech-409	417	184	engagement	engagement	NOUN
futech-409	417	185	with	with	ADP
futech-409	417	186	cultural	cultural	ADJ
futech-409	417	187	narratives	narrative	NOUN
futech-409	417	188	,	,	PUNCT
futech-409	417	189	preference	preference	NOUN
futech-409	417	190	for	for	ADP
futech-409	417	191	interactive	interactive	ADJ
futech-409	417	192	and	and	CCONJ
futech-409	417	193	multimedia	multimedia	NOUN
futech-409	417	194	content	content	NOUN
futech-409	417	195	,	,	PUNCT
futech-409	417	196	satisfaction	satisfaction	NOUN
futech-409	417	197	score	score	NOUN
futech-409	417	198	of	of	ADP
futech-409	417	199	3.8/5.0	3.8/5.0	NUM
futech-409	417	200	with	with	ADP
futech-409	417	201	emphasis	emphasis	NOUN
futech-409	417	202	on	on	ADP
futech-409	417	203	visual	visual	ADJ
futech-409	417	204	appeal	appeal	NOUN
futech-409	417	205	.	.	PUNCT
futech-409	418	1	adventure	adventure	NOUN
futech-409	418	2	seekers	seeker	NOUN
futech-409	418	3	(	(	PUNCT
futech-409	418	4	19.8	19.8	NUM
futech-409	418	5	%	%	NOUN
futech-409	418	6	of	of	ADP
futech-409	418	7	visitors	visitor	NOUN
futech-409	418	8	)	)	PUNCT
futech-409	418	9	defining	define	VERB
futech-409	418	10	characteristics	characteristic	NOUN
futech-409	418	11	:	:	PUNCT
futech-409	418	12	primary	primary	ADJ
futech-409	418	13	focus	focus	NOUN
futech-409	418	14	on	on	ADP
futech-409	418	15	hiking	hiking	NOUN
futech-409	418	16	and	and	CCONJ
futech-409	418	17	physical	physical	ADJ
futech-409	418	18	exploration	exploration	NOUN
futech-409	418	19	,	,	PUNCT
futech-409	418	20	linear	linear	ADJ
futech-409	418	21	movement	movement	NOUN
futech-409	418	22	patterns	pattern	NOUN
futech-409	418	23	along	along	ADP
futech-409	418	24	designated	designate	VERB
futech-409	418	25	trails	trail	NOUN
futech-409	418	26	,	,	PUNCT
futech-409	418	27	minimal	minimal	ADJ
futech-409	418	28	engagement	engagement	NOUN
futech-409	418	29	with	with	ADP
futech-409	418	30	interpretive	interpretive	ADJ
futech-409	418	31	materials	material	NOUN
futech-409	418	32	,	,	PUNCT
futech-409	418	33	interest	interest	NOUN
futech-409	418	34	in	in	ADP
futech-409	418	35	physical	physical	ADJ
futech-409	418	36	challenges	challenge	NOUN
futech-409	418	37	,	,	PUNCT
futech-409	418	38	and	and	CCONJ
futech-409	418	39	pr	pr	NOUN
futech-409	418	40	...	...	PUNCT
futech-409	418	41			PRON
futech-409	418	42	classification	classification	NOUN
futech-409	418	43	thresholds	threshold	VERB
futech-409	418	44	:	:	PUNCT
futech-409	418	45			PRON
futech-409	418	46	physical	physical	ADJ
futech-409	418	47	activity	activity	NOUN
futech-409	418	48	focus	focus	NOUN
futech-409	418	49	:	:	PUNCT
futech-409	418	50	≥85	≥85	NOUN
futech-409	418	51	%	%	NOUN
futech-409	418	52	(	(	PUNCT
futech-409	418	53	typical	typical	ADJ
futech-409	418	54	range	range	NOUN
futech-409	418	55	:	:	PUNCT
futech-409	418	56	85	85	NUM
futech-409	418	57	-	-	SYM
futech-409	418	58	95	95	NUM
futech-409	418	59	%	%	NOUN
futech-409	418	60	)	)	PUNCT
futech-409	418	61			PRON
futech-409	419	1	cultural	cultural	ADJ
futech-409	419	2	engagement	engagement	PROPN
futech-409	419	3	score	score	NOUN
futech-409	419	4	:	:	PUNCT
futech-409	419	5	≤3.0/5.0	≤3.0/5.0	PROPN
futech-409	419	6	(	(	PUNCT
futech-409	419	7	typical	typical	ADJ
futech-409	419	8	range	range	NOUN
futech-409	419	9	:	:	PUNCT
futech-409	419	10	2.0	2.0	NUM
futech-409	419	11	-	-	SYM
futech-409	419	12	3.0	3.0	NUM
futech-409	419	13	)	)	PUNCT
futech-409	419	14			NOUN
futech-409	420	1	trail	trail	NOUN
futech-409	420	2	completion	completion	NOUN
futech-409	420	3	rate	rate	NOUN
futech-409	420	4	:	:	PUNCT
futech-409	420	5	≥80	≥80	NUM
futech-409	420	6	%	%	NOUN
futech-409	420	7	(	(	PUNCT
futech-409	420	8	typical	typical	ADJ
futech-409	420	9	range	range	NOUN
futech-409	420	10	:	:	PUNCT
futech-409	420	11	80	80	NUM
futech-409	420	12	-	-	SYM
futech-409	420	13	95	95	NUM
futech-409	420	14	%	%	NOUN
futech-409	420	15	)	)	PUNCT
futech-409	420	16			NOUN
futech-409	420	17	interpretive	interpretive	ADJ
futech-409	420	18	material	material	NOUN
futech-409	420	19	usage	usage	NOUN
futech-409	420	20	:	:	PUNCT
futech-409	420	21	≤40	≤40	ADJ
futech-409	420	22	%	%	NOUN
futech-409	420	23			NOUN
futech-409	420	24	outdoor	outdoor	ADJ
futech-409	420	25	experience	experience	NOUN
futech-409	420	26	preference	preference	NOUN
futech-409	420	27	:	:	PUNCT
futech-409	420	28	≥90	≥90	NUM
futech-409	420	29	%	%	NOUN
futech-409	420	30	behavioral	behavioral	ADJ
futech-409	420	31	patterns	pattern	NOUN
futech-409	420	32	:	:	PUNCT
futech-409	420	33	linear	linear	ADJ
futech-409	420	34	movement	movement	NOUN
futech-409	420	35	patterns	pattern	NOUN
futech-409	420	36	focused	focus	VERB
futech-409	420	37	on	on	ADP
futech-409	420	38	trail	trail	NOUN
futech-409	420	39	completion	completion	NOUN
futech-409	420	40	,	,	PUNCT
futech-409	420	41	minimal	minimal	ADJ
futech-409	420	42	stops	stop	NOUN
futech-409	420	43	at	at	ADP
futech-409	420	44	interpretive	interpretive	ADJ
futech-409	420	45	stations	station	NOUN
futech-409	420	46	,	,	PUNCT
futech-409	420	47	preference	preference	NOUN
futech-409	420	48	for	for	ADP
futech-409	420	49	physical	physical	ADJ
futech-409	420	50	challenges	challenge	NOUN
futech-409	420	51	over	over	ADP
futech-409	420	52	cultural	cultural	ADJ
futech-409	420	53	learning	learning	NOUN
futech-409	420	54	,	,	PUNCT
futech-409	420	55	satisfaction	satisfaction	NOUN
futech-409	420	56	score	score	NOUN
futech-409	420	57	of	of	ADP
futech-409	420	58	3.9/5.0	3.9/5.0	NUM
futech-409	420	59	with	with	ADP
futech-409	420	60	emphasis	emphasis	NOUN
futech-409	420	61	on	on	ADP
futech-409	420	62	outdoor	outdoor	ADJ
futech-409	420	63	adventure	adventure	NOUN
futech-409	420	64	.	.	PUNCT
futech-409	421	1	quick	quick	ADJ
futech-409	421	2	visitors	visitor	NOUN
futech-409	421	3	(	(	PUNCT
futech-409	421	4	16.2	16.2	NUM
futech-409	421	5	%	%	NOUN
futech-409	421	6	of	of	ADP
futech-409	421	7	visitors	visitor	NOUN
futech-409	421	8	)	)	PUNCT
futech-409	421	9	defining	define	VERB
futech-409	421	10	characteristics	characteristic	NOUN
futech-409	421	11	:	:	PUNCT
futech-409	421	12	short	short	ADJ
futech-409	421	13	visit	visit	NOUN
futech-409	421	14	duration	duration	NOUN
futech-409	421	15	with	with	ADP
futech-409	421	16	focus	focus	NOUN
futech-409	421	17	on	on	ADP
futech-409	421	18	key	key	ADJ
futech-409	421	19	landmarks	landmark	NOUN
futech-409	421	20	only	only	ADV
futech-409	421	21	,	,	PUNCT
futech-409	421	22	limited	limited	ADJ
futech-409	421	23	engagement	engagement	NOUN
futech-409	421	24	with	with	ADP
futech-409	421	25	interpretive	interpretive	ADJ
futech-409	421	26	content	content	NOUN
futech-409	421	27	,	,	PUNCT
futech-409	421	28	preference	preference	NOUN
futech-409	421	29	for	for	ADP
futech-409	421	30	quick	quick	ADJ
futech-409	421	31	photo	photo	NOUN
futech-409	421	32	opportunities	opportunity	NOUN
futech-409	421	33	,	,	PUNCT
futech-409	421	34	time	time	NOUN
futech-409	421	35	-	-	PUNCT
futech-409	421	36	constrained	constrain	VERB
futech-409	421	37	visits	visit	NOUN
futech-409	421	38	often	often	ADV
futech-409	421	39	part	part	NOUN
futech-409	421	40	of	of	ADP
futech-409	421	41	tour	tour	NOUN
futech-409	421	42	pack	pack	NOUN
futech-409	421	43	...	...	PUNCT
futech-409	421	44			PRON
futech-409	421	45	classification	classification	NOUN
futech-409	421	46	thresholds	threshold	VERB
futech-409	421	47	:	:	PUNCT
futech-409	421	48			NOUN
futech-409	421	49	dwell	dwell	PROPN
futech-409	421	50	time	time	NOUN
futech-409	421	51	:	:	PUNCT
futech-409	421	52	≤2.0	≤2.0	X
futech-409	421	53	hours	hour	NOUN
futech-409	421	54	(	(	PUNCT
futech-409	421	55	typical	typical	ADJ
futech-409	421	56	range	range	NOUN
futech-409	421	57	:	:	PUNCT
futech-409	421	58	0.5	0.5	NUM
futech-409	421	59	-	-	SYM
futech-409	421	60	2.0	2.0	NUM
futech-409	421	61	hours	hour	NOUN
futech-409	421	62	)	)	PUNCT
futech-409	421	63			NOUN
futech-409	422	1	content	content	NOUN
futech-409	422	2	interaction	interaction	NOUN
futech-409	422	3	rate	rate	NOUN
futech-409	422	4	:	:	PUNCT
futech-409	422	5	≤40	≤40	ADJ
futech-409	422	6	%	%	NOUN
futech-409	422	7	(	(	PUNCT
futech-409	422	8	typical	typical	ADJ
futech-409	422	9	range	range	NOUN
futech-409	422	10	:	:	PUNCT
futech-409	422	11	25	25	NUM
futech-409	422	12	-	-	SYM
futech-409	422	13	40	40	NUM
futech-409	422	14	%	%	NOUN
futech-409	422	15	)	)	PUNCT
futech-409	422	16			NOUN
futech-409	422	17	site	site	NOUN
futech-409	422	18	coverage	coverage	NOUN
futech-409	422	19	:	:	PUNCT
futech-409	422	20	≤50	≤50	X
futech-409	422	21	%	%	NOUN
futech-409	422	22	(	(	PUNCT
futech-409	422	23	typical	typical	ADJ
futech-409	422	24	range	range	NOUN
futech-409	422	25	:	:	PUNCT
futech-409	422	26	30	30	NUM
futech-409	422	27	-	-	SYM
futech-409	422	28	50	50	NUM
futech-409	422	29	%	%	NOUN
futech-409	422	30	)	)	PUNCT
futech-409	422	31			NOUN
futech-409	422	32	photo	photo	PROPN
futech-409	422	33	stop	stop	VERB
futech-409	422	34	frequency	frequency	NOUN
futech-409	422	35	:	:	PUNCT
futech-409	422	36	≥5	≥5	NUM
futech-409	422	37	stops	stop	NOUN
futech-409	422	38	per	per	ADP
futech-409	422	39	hour	hour	NOUN
futech-409	422	40			NOUN
futech-409	422	41	time	time	NOUN
futech-409	422	42	efficiency	efficiency	NOUN
futech-409	422	43	priority	priority	NOUN
futech-409	422	44	:	:	PUNCT
futech-409	422	45	≥80	≥80	NUM
futech-409	422	46	%	%	NOUN
futech-409	422	47	preference	preference	NOUN
futech-409	422	48	for	for	ADP
futech-409	422	49	quick	quick	ADJ
futech-409	422	50	access	access	NOUN
futech-409	422	51	behavioral	behavioral	ADJ
futech-409	422	52	patterns	pattern	NOUN
futech-409	422	53	:	:	PUNCT
futech-409	422	54	focused	focus	VERB
futech-409	422	55	visits	visit	NOUN
futech-409	422	56	to	to	ADP
futech-409	422	57	major	major	ADJ
futech-409	422	58	landmarks	landmark	NOUN
futech-409	422	59	,	,	PUNCT
futech-409	422	60	minimal	minimal	ADJ
futech-409	422	61	time	time	NOUN
futech-409	422	62	at	at	ADP
futech-409	422	63	interpretive	interpretive	ADJ
futech-409	422	64	stations	station	NOUN
futech-409	422	65	,	,	PUNCT
futech-409	422	66	preference	preference	NOUN
futech-409	422	67	for	for	ADP
futech-409	422	68	efficient	efficient	ADJ
futech-409	422	69	site	site	NOUN
futech-409	422	70	navigation	navigation	NOUN
futech-409	422	71	,	,	PUNCT
futech-409	422	72	lowest	low	ADJ
futech-409	422	73	satisfaction	satisfaction	NOUN
futech-409	422	74	scores	score	NOUN
futech-409	422	75	(	(	PUNCT
futech-409	422	76	2.87/5.0	2.87/5.0	NUM
futech-409	422	77	)	)	PUNCT
futech-409	422	78	due	due	ADP
futech-409	422	79	to	to	ADP
futech-409	422	80	time	time	NOUN
futech-409	422	81	constraints	constraint	NOUN
futech-409	422	82	.	.	PUNCT
futech-409	423	1	social	social	ADJ
futech-409	423	2	influencers	influencer	NOUN
futech-409	423	3	(	(	PUNCT
futech-409	423	4	11.9	11.9	NUM
futech-409	423	5	%	%	NOUN
futech-409	423	6	of	of	ADP
futech-409	423	7	visitors	visitor	NOUN
futech-409	423	8	)	)	PUNCT
futech-409	423	9	defining	define	VERB
futech-409	423	10	characteristics	characteristic	NOUN
futech-409	423	11	:	:	PUNCT
futech-409	423	12	high	high	ADJ
futech-409	423	13	social	social	ADJ
futech-409	423	14	media	medium	NOUN
futech-409	423	15	engagement	engagement	NOUN
futech-409	423	16	and	and	CCONJ
futech-409	423	17	content	content	NOUN
futech-409	423	18	creation	creation	NOUN
futech-409	423	19	,	,	PUNCT
futech-409	423	20	strategic	strategic	ADJ
futech-409	423	21	positioning	positioning	NOUN
futech-409	423	22	at	at	ADP
futech-409	423	23	photogenic	photogenic	ADJ
futech-409	423	24	locations	location	NOUN
futech-409	423	25	,	,	PUNCT
futech-409	423	26	interest	interest	NOUN
futech-409	423	27	in	in	ADP
futech-409	423	28	shareable	shareable	ADJ
futech-409	423	29	cultural	cultural	ADJ
futech-409	423	30	experiences	experience	NOUN
futech-409	423	31	,	,	PUNCT
futech-409	423	32	influence	influence	NOUN
futech-409	423	33	on	on	ADP
futech-409	423	34	follower	follower	NOUN
futech-409	423	35	travel	travel	NOUN
futech-409	423	36	decisions	decision	NOUN
futech-409	423	37	,	,	PUNCT
futech-409	423	38	and	and	CCONJ
futech-409	423	39	...	...	PUNCT
futech-409	423	40			NOUN
futech-409	423	41	classification	classification	NOUN
futech-409	423	42	thresholds	threshold	VERB
futech-409	423	43	:	:	PUNCT
futech-409	423	44			X
futech-409	423	45	social	social	ADJ
futech-409	423	46	media	medium	NOUN
futech-409	423	47	activity	activity	NOUN
futech-409	423	48	:	:	PUNCT
futech-409	423	49	≥90	≥90	NUM
futech-409	423	50	%	%	NOUN
futech-409	423	51	(	(	PUNCT
futech-409	423	52	typical	typical	ADJ
futech-409	423	53	range	range	NOUN
futech-409	423	54	:	:	PUNCT
futech-409	423	55	90	90	NUM
futech-409	423	56	-	-	SYM
futech-409	423	57	98	98	NUM
futech-409	423	58	%	%	NOUN
futech-409	423	59	)	)	PUNCT
futech-409	423	60			NOUN
futech-409	423	61	follower	follower	NOUN
futech-409	423	62	count	count	NOUN
futech-409	423	63	:	:	PUNCT
futech-409	423	64	≥1,000	≥1,000	PROPN
futech-409	423	65	(	(	PUNCT
futech-409	423	66	range	range	NOUN
futech-409	423	67	:	:	PUNCT
futech-409	424	1	1,000	1,000	NUM
futech-409	424	2	-	-	SYM
futech-409	424	3	50,000	50,000	NUM
futech-409	424	4	+	+	NOUN
futech-409	424	5	)	)	PUNCT
futech-409	424	6			NOUN
futech-409	424	7	content	content	NOUN
futech-409	424	8	creation	creation	NOUN
futech-409	424	9	rate	rate	NOUN
futech-409	424	10	:	:	PUNCT
futech-409	424	11	≥80	≥80	NUM
futech-409	424	12	%	%	NOUN
futech-409	424	13	(	(	PUNCT
futech-409	424	14	typical	typical	ADJ
futech-409	424	15	range	range	NOUN
futech-409	424	16	:	:	PUNCT
futech-409	424	17	80	80	NUM
futech-409	424	18	-	-	SYM
futech-409	424	19	95	95	NUM
futech-409	424	20	%	%	NOUN
futech-409	424	21	)	)	PUNCT
futech-409	424	22			NOUN
futech-409	424	23	influence	influence	NOUN
futech-409	424	24	metrics	metric	NOUN
futech-409	424	25	:	:	PUNCT
futech-409	424	26	≥100	≥100	X
futech-409	424	27	engagements	engagement	NOUN
futech-409	424	28	per	per	ADP
futech-409	424	29	post	post	NOUN
futech-409	424	30			PRON
futech-409	424	31	trendy	trendy	ADJ
futech-409	424	32	content	content	NOUN
futech-409	424	33	preference	preference	NOUN
futech-409	424	34	:	:	PUNCT
futech-409	424	35	≥85	≥85	NOUN
futech-409	424	36	%	%	NOUN
futech-409	424	37	alignment	alignment	NOUN
futech-409	424	38	with	with	ADP
futech-409	424	39	current	current	ADJ
futech-409	424	40	social	social	ADJ
futech-409	424	41	media	medium	NOUN
futech-409	424	42	trends	trend	NOUN
futech-409	424	43	behavioral	behavioral	ADJ
futech-409	424	44	patterns	pattern	NOUN
futech-409	424	45	:	:	PUNCT
futech-409	424	46	strategic	strategic	ADJ
futech-409	424	47	location	location	NOUN
futech-409	424	48	selection	selection	NOUN
futech-409	424	49	for	for	ADP
futech-409	424	50	optimal	optimal	ADJ
futech-409	424	51	lighting	lighting	NOUN
futech-409	424	52	and	and	CCONJ
futech-409	424	53	composition	composition	NOUN
futech-409	424	54	,	,	PUNCT
futech-409	424	55	moderate	moderate	ADJ
futech-409	424	56	cultural	cultural	ADJ
futech-409	424	57	engagement	engagement	NOUN
futech-409	424	58	balanced	balance	VERB
futech-409	424	59	with	with	ADP
futech-409	424	60	content	content	NOUN
futech-409	424	61	creation	creation	NOUN
futech-409	424	62	needs	need	NOUN
futech-409	424	63	,	,	PUNCT
futech-409	424	64	satisfaction	satisfaction	NOUN
futech-409	424	65	score	score	NOUN
futech-409	424	66	of	of	ADP
futech-409	424	67	3.6/5.0	3.6/5.0	NUM
futech-409	424	68	with	with	ADP
futech-409	424	69	emphasis	emphasis	NOUN
futech-409	424	70	on	on	ADP
futech-409	424	71	social	social	ADJ
futech-409	424	72	shareability	shareability	NOUN
futech-409	424	73	.	.	PUNCT
futech-409	425	1	segmentation	segmentation	NOUN
futech-409	425	2	validation	validation	NOUN
futech-409	425	3	:	:	PUNCT
futech-409	425	4	cluster	cluster	NOUN
futech-409	425	5	stability	stability	NOUN
futech-409	425	6	was	be	AUX
futech-409	425	7	validated	validate	VERB
futech-409	425	8	using	use	VERB
futech-409	425	9	silhouette	silhouette	NOUN
futech-409	425	10	analysis	analysis	NOUN
futech-409	425	11	(	(	PUNCT
futech-409	425	12	average	average	ADJ
futech-409	425	13	score	score	NOUN
futech-409	425	14	:	:	PUNCT
futech-409	425	15	0.73	0.73	NUM
futech-409	425	16	)	)	PUNCT
futech-409	425	17	and	and	CCONJ
futech-409	425	18	within	within	ADP
futech-409	425	19	-	-	PUNCT
futech-409	425	20	cluster	cluster	NOUN
futech-409	425	21	sum	sum	NOUN
futech-409	425	22	of	of	ADP
futech-409	425	23	squares	square	NOUN
futech-409	425	24	minimization	minimization	PROPN
futech-409	425	25	.	.	PUNCT
futech-409	426	1	cross	cross	ADJ
futech-409	426	2	-	-	NOUN
futech-409	426	3	validation	validation	NOUN
futech-409	426	4	with	with	ADP
futech-409	426	5	20	20	NUM
futech-409	426	6	%	%	NOUN
futech-409	426	7	holdout	holdout	NOUN
futech-409	426	8	data	datum	NOUN
futech-409	426	9	achieved	achieve	VERB
futech-409	426	10	89.4	89.4	NUM
futech-409	426	11	%	%	NOUN
futech-409	426	12	classification	classification	NOUN
futech-409	426	13	accuracy	accuracy	NOUN
futech-409	426	14	,	,	PUNCT
futech-409	426	15	confirming	confirm	VERB
futech-409	426	16	robust	robust	ADJ
futech-409	426	17	s	s	NOUN
futech-409	426	18	...	...	PUNCT
futech-409	426	19	the	the	DET
futech-409	426	20	behavioral	behavioral	ADJ
futech-409	426	21	pathway	pathway	NOUN
futech-409	426	22	analysis	analysis	NOUN
futech-409	426	23	reveals	reveal	VERB
futech-409	426	24	distinct	distinct	ADJ
futech-409	426	25	spatial	spatial	ADJ
futech-409	426	26	movement	movement	NOUN
futech-409	426	27	patterns	pattern	NOUN
futech-409	426	28	among	among	ADP
futech-409	426	29	segments	segment	NOUN
futech-409	426	30	,	,	PUNCT
futech-409	426	31	with	with	ADP
futech-409	426	32	heritage	heritage	NOUN
futech-409	426	33	enthusiasts	enthusiast	NOUN
futech-409	426	34	demonstrating	demonstrate	VERB
futech-409	426	35	systematic	systematic	ADJ
futech-409	426	36	exploration	exploration	NOUN
futech-409	426	37	of	of	ADP
futech-409	426	38	interpretive	interpretive	ADJ
futech-409	426	39	stations	station	NOUN
futech-409	426	40	and	and	CCONJ
futech-409	426	41	extended	extended	ADJ
futech-409	426	42	engagement	engagement	NOUN
futech-409	426	43	at	at	ADP
futech-409	426	44	historically	historically	ADV
futech-409	426	45	significant	significant	ADJ
futech-409	426	46	locations	location	NOUN
futech-409	426	47	.	.	PUNCT
futech-409	427	1	adventure	adventure	NOUN
futech-409	427	2	...	...	PUNCT
futech-409	427	3	figure	figure	NOUN
futech-409	427	4	4	4	NUM
futech-409	427	5	:	:	PUNCT
futech-409	427	6	tourist	tourist	NOUN
futech-409	427	7	behavioral	behavioral	ADJ
futech-409	427	8	segments	segment	NOUN
futech-409	427	9	analysis	analysis	VERB
futech-409	427	10	comparative	comparative	ADJ
futech-409	427	11	analysis	analysis	NOUN
futech-409	427	12	of	of	ADP
futech-409	427	13	machine	machine	NOUN
futech-409	427	14	learning	learn	VERB
futech-409	427	15	algorithms	algorithm	NOUN
futech-409	427	16	for	for	ADP
futech-409	427	17	tourist	tourist	NOUN
futech-409	427	18	behavior	behavior	NOUN
futech-409	427	19	prediction	prediction	NOUN
futech-409	427	20	demonstrates	demonstrate	VERB
futech-409	427	21	superior	superior	ADJ
futech-409	427	22	performance	performance	NOUN
futech-409	427	23	of	of	ADP
futech-409	427	24	ensemble	ensemble	ADJ
futech-409	427	25	methods	method	NOUN
futech-409	427	26	,	,	PUNCT
futech-409	427	27	particularly	particularly	ADV
futech-409	427	28	random	random	ADJ
futech-409	427	29	forest	forest	NOUN
futech-409	427	30	and	and	CCONJ
futech-409	427	31	gradient	gradient	ADJ
futech-409	427	32	boosting	boost	VERB
futech-409	427	33	algorithms	algorithm	NOUN
futech-409	427	34	,	,	PUNCT
futech-409	427	35	as	as	SCONJ
futech-409	427	36	shown	show	VERB
futech-409	427	37	in	in	ADP
futech-409	427	38	figure	figure	NOUN
futech-409	427	39	5	5	NUM
futech-409	427	40	.	.	PUNCT
futech-409	427	41	model	model	NOUN
futech-409	427	42	validation	validation	NOUN
futech-409	427	43	employing	employ	VERB
futech-409	427	44	10	10	NUM
futech-409	427	45	...	...	PUNCT
futech-409	427	46	real	real	ADJ
futech-409	427	47	-	-	PUNCT
futech-409	427	48	time	time	NOUN
futech-409	427	49	operationalization	operationalization	NOUN
futech-409	427	50	and	and	CCONJ
futech-409	427	51	decision	decision	NOUN
futech-409	427	52	support	support	NOUN
futech-409	427	53	system	system	NOUN
futech-409	427	54	implementation	implementation	NOUN
futech-409	427	55	ai	ai	VERB
futech-409	427	56	predictions	prediction	NOUN
futech-409	427	57	are	be	AUX
futech-409	427	58	operationalized	operationalize	VERB
futech-409	427	59	through	through	ADP
futech-409	427	60	a	a	DET
futech-409	427	61	comprehensive	comprehensive	ADJ
futech-409	427	62	decision	decision	NOUN
futech-409	427	63	support	support	NOUN
futech-409	427	64	dashboard	dashboard	NOUN
futech-409	427	65	specifically	specifically	ADV
futech-409	427	66	designed	design	VERB
futech-409	427	67	for	for	ADP
futech-409	427	68	heritage	heritage	NOUN
futech-409	427	69	site	site	NOUN
futech-409	427	70	tourism	tourism	NOUN
futech-409	427	71	managers	manager	NOUN
futech-409	427	72	:	:	PUNCT
futech-409	427	73	dashboard	dashboard	NOUN
futech-409	427	74	architecture	architecture	NOUN
futech-409	427	75	and	and	CCONJ
futech-409	427	76	components	component	NOUN
futech-409	427	77	:	:	PUNCT
futech-409	427	78			X
futech-409	427	79	real	real	ADJ
futech-409	427	80	-	-	PUNCT
futech-409	427	81	time	time	NOUN
futech-409	427	82	visitor	visitor	NOUN
futech-409	427	83	flow	flow	NOUN
futech-409	427	84	visualization	visualization	NOUN
futech-409	427	85	with	with	ADP
futech-409	427	86	predictive	predictive	ADJ
futech-409	427	87	crowding	crowd	VERB
futech-409	427	88	alerts	alert	NOUN
futech-409	427	89	(	(	PUNCT
futech-409	427	90	15	15	NUM
futech-409	427	91	-	-	PUNCT
futech-409	427	92	minute	minute	NOUN
futech-409	427	93	forecasting	forecasting	NOUN
futech-409	427	94	accuracy	accuracy	NOUN
futech-409	427	95	:	:	PUNCT
futech-409	427	96	91.2	91.2	NUM
futech-409	427	97	%	%	NOUN
futech-409	427	98	)	)	PUNCT
futech-409	427	99			PRON
futech-409	427	100	dynamic	dynamic	ADJ
futech-409	427	101	heat	heat	NOUN
futech-409	427	102	maps	map	NOUN
futech-409	427	103	showing	show	VERB
futech-409	427	104	visitor	visitor	NOUN
futech-409	427	105	density	density	NOUN
futech-409	427	106	and	and	CCONJ
futech-409	427	107	movement	movement	NOUN
futech-409	427	108	patterns	pattern	NOUN
futech-409	427	109	across	across	ADP
futech-409	427	110	site	site	NOUN
futech-409	427	111	locations	location	NOUN
futech-409	427	112			NOUN
futech-409	427	113	automated	automate	VERB
futech-409	427	114	cultural	cultural	ADJ
futech-409	427	115	content	content	NOUN
futech-409	427	116	recommendation	recommendation	NOUN
futech-409	427	117	engine	engine	NOUN
futech-409	427	118	with	with	ADP
futech-409	427	119	personalization	personalization	NOUN
futech-409	427	120	algorithms	algorithm	NOUN
futech-409	427	121			NOUN
futech-409	427	122	multilingual	multilingual	ADJ
futech-409	427	123	communication	communication	NOUN
futech-409	427	124	interface	interface	NOUN
futech-409	427	125	supporting	support	VERB
futech-409	427	126	7	7	NUM
futech-409	427	127	languages	language	NOUN
futech-409	427	128	with	with	ADP
futech-409	427	129	real	real	ADJ
futech-409	427	130	-	-	PUNCT
futech-409	427	131	time	time	NOUN
futech-409	427	132	translation	translation	NOUN
futech-409	427	133			NOUN
futech-409	427	134	resource	resource	NOUN
futech-409	427	135	allocation	allocation	NOUN
futech-409	427	136	optimization	optimization	NOUN
futech-409	427	137	module	module	NOUN
futech-409	427	138	providing	provide	VERB
futech-409	427	139	staff	staff	NOUN
futech-409	427	140	deployment	deployment	NOUN
futech-409	427	141	recommendations	recommendation	NOUN
futech-409	427	142			PRON
futech-409	427	143	cultural	cultural	ADJ
futech-409	427	144	sensitivity	sensitivity	NOUN
futech-409	427	145	monitoring	monitor	VERB
futech-409	427	146	system	system	NOUN
futech-409	427	147	with	with	ADP
futech-409	427	148	automated	automate	VERB
futech-409	427	149	content	content	NOUN
futech-409	427	150	adaptation	adaptation	NOUN
futech-409	427	151	alerts	alert	VERB
futech-409	427	152	operational	operational	ADJ
futech-409	427	153	integration	integration	NOUN
futech-409	427	154	procedures	procedure	NOUN
futech-409	427	155	:	:	PUNCT
futech-409	427	156	staff	staff	NOUN
futech-409	427	157	mobile	mobile	NOUN
futech-409	427	158	applications	application	NOUN
futech-409	427	159	provide	provide	VERB
futech-409	427	160	instant	instant	ADJ
futech-409	427	161	access	access	NOUN
futech-409	427	162	to	to	ADP
futech-409	427	163	visitor	visitor	NOUN
futech-409	427	164	service	service	NOUN
futech-409	427	165	recommendations	recommendation	NOUN
futech-409	427	166	based	base	VERB
futech-409	427	167	on	on	ADP
futech-409	427	168	behavioral	behavioral	ADJ
futech-409	427	169	segmentation	segmentation	NOUN
futech-409	427	170	analysis	analysis	NOUN
futech-409	427	171	.	.	PUNCT
futech-409	428	1	the	the	DET
futech-409	428	2	system	system	NOUN
futech-409	428	3	processes	process	VERB
futech-409	428	4	individual	individual	ADJ
futech-409	428	5	visitor	visitor	NOUN
futech-409	428	6	profiles	profile	NOUN
futech-409	428	7	in	in	ADP
futech-409	428	8	real	real	ADJ
futech-409	428	9	-	-	PUNCT
futech-409	428	10	time	time	NOUN
futech-409	428	11	,	,	PUNCT
futech-409	428	12	generating	generate	VERB
futech-409	428	13	personalized	personalized	ADJ
futech-409	428	14	c	c	NOUN
futech-409	428	15	...	...	PUNCT
futech-409	428	16	system	system	NOUN
futech-409	428	17	performance	performance	NOUN
futech-409	428	18	metrics	metric	NOUN
futech-409	428	19	:	:	PUNCT
futech-409	428	20			X
futech-409	428	21	average	average	ADJ
futech-409	428	22	prediction	prediction	NOUN
futech-409	428	23	processing	processing	NOUN
futech-409	428	24	time	time	NOUN
futech-409	428	25	:	:	PUNCT
futech-409	428	26	0.34	0.34	NUM
futech-409	428	27	seconds	second	NOUN
futech-409	428	28	for	for	ADP
futech-409	428	29	individual	individual	ADJ
futech-409	428	30	visitor	visitor	NOUN
futech-409	428	31	recommendations	recommendation	NOUN
futech-409	428	32			NOUN
futech-409	428	33	system	system	NOUN
futech-409	428	34	uptime	uptime	NOUN
futech-409	428	35	during	during	ADP
futech-409	428	36	peak	peak	ADJ
futech-409	428	37	visitation	visitation	NOUN
futech-409	428	38	periods	period	NOUN
futech-409	428	39	:	:	PUNCT
futech-409	428	40	94.2	94.2	NUM
futech-409	428	41	%	%	NOUN
futech-409	428	42	reliability	reliability	NOUN
futech-409	428	43			NOUN
futech-409	428	44	staff	staff	NOUN
futech-409	428	45	adoption	adoption	NOUN
futech-409	428	46	rate	rate	NOUN
futech-409	428	47	after	after	ADP
futech-409	428	48	training	training	NOUN
futech-409	428	49	:	:	PUNCT
futech-409	428	50	87.6	87.6	NUM
futech-409	428	51	%	%	NOUN
futech-409	428	52	active	active	ADJ
futech-409	428	53	daily	daily	ADJ
futech-409	428	54	usage	usage	NOUN
futech-409	428	55			PRON
futech-409	428	56	visitor	visitor	NOUN
futech-409	428	57	satisfaction	satisfaction	NOUN
futech-409	428	58	improvement	improvement	NOUN
futech-409	428	59	:	:	PUNCT
futech-409	428	60	47.3	47.3	NUM
futech-409	428	61	%	%	NOUN
futech-409	428	62	increase	increase	NOUN
futech-409	428	63	compared	compare	VERB
futech-409	428	64	to	to	ADP
futech-409	428	65	traditional	traditional	ADJ
futech-409	428	66	approaches	approach	NOUN
futech-409	428	67			PRON
futech-409	428	68	cultural	cultural	ADJ
futech-409	428	69	knowledge	knowledge	NOUN
futech-409	428	70	transfer	transfer	NOUN
futech-409	428	71	effectiveness	effectiveness	NOUN
futech-409	428	72	:	:	PUNCT
futech-409	428	73	52.1	52.1	NUM
futech-409	428	74	%	%	NOUN
futech-409	428	75	improvement	improvement	NOUN
futech-409	428	76	in	in	ADP
futech-409	428	77	post	post	ADJ
futech-409	428	78	-	-	ADJ
futech-409	428	79	visit	visit	ADJ
futech-409	428	80	assessments	assessment	NOUN
futech-409	428	81	decision	decision	NOUN
futech-409	428	82	support	support	NOUN
futech-409	428	83	features	feature	VERB
futech-409	428	84	:	:	PUNCT
futech-409	428	85			X
futech-409	428	86	predictive	predictive	ADJ
futech-409	428	87	maintenance	maintenance	NOUN
futech-409	428	88	alerts	alert	NOUN
futech-409	428	89	for	for	ADP
futech-409	428	90	facilities	facility	NOUN
futech-409	428	91	based	base	VERB
futech-409	428	92	on	on	ADP
futech-409	428	93	visitor	visitor	NOUN
futech-409	428	94	flow	flow	NOUN
futech-409	428	95	patterns	pattern	NOUN
futech-409	428	96	and	and	CCONJ
futech-409	428	97	usage	usage	NOUN
futech-409	428	98	intensity	intensity	NOUN
futech-409	428	99			X
futech-409	428	100	dynamic	dynamic	ADJ
futech-409	428	101	pricing	pricing	NOUN
futech-409	428	102	recommendations	recommendation	NOUN
futech-409	428	103	based	base	VERB
futech-409	428	104	on	on	ADP
futech-409	428	105	demand	demand	NOUN
futech-409	428	106	forecasting	forecasting	NOUN
futech-409	428	107	and	and	CCONJ
futech-409	428	108	visitor	visitor	NOUN
futech-409	428	109	segmentation	segmentation	NOUN
futech-409	428	110			NOUN
futech-409	428	111	automated	automate	VERB
futech-409	428	112	crowd	crowd	NOUN
futech-409	428	113	management	management	NOUN
futech-409	428	114	protocols	protocol	NOUN
futech-409	428	115	with	with	ADP
futech-409	428	116	real	real	ADJ
futech-409	428	117	-	-	PUNCT
futech-409	428	118	time	time	NOUN
futech-409	428	119	capacity	capacity	NOUN
futech-409	428	120	monitoring	monitoring	NOUN
futech-409	428	121			PRON
futech-409	428	122	cultural	cultural	ADJ
futech-409	428	123	authenticity	authenticity	NOUN
futech-409	428	124	preservation	preservation	NOUN
futech-409	428	125	alerts	alert	NOUN
futech-409	428	126	preventing	prevent	VERB
futech-409	428	127	over	over	ADP
futech-409	428	128	-	-	PUNCT
futech-409	428	129	commercialization	commercialization	NOUN
futech-409	428	130			NOUN
futech-409	428	131	sustainability	sustainability	NOUN
futech-409	428	132	impact	impact	NOUN
futech-409	428	133	tracking	track	VERB
futech-409	428	134	with	with	ADP
futech-409	428	135	environmental	environmental	ADJ
futech-409	428	136	performance	performance	NOUN
futech-409	428	137	indicators	indicator	NOUN
futech-409	428	138	real	real	ADJ
futech-409	428	139	-	-	PUNCT
futech-409	428	140	time	time	NOUN
futech-409	428	141	prediction	prediction	NOUN
futech-409	428	142	system	system	NOUN
futech-409	428	143	implementation	implementation	NOUN
futech-409	428	144	demonstrates	demonstrate	VERB
futech-409	428	145	processing	process	VERB
futech-409	428	146	capabilities	capability	NOUN
futech-409	428	147	of	of	ADP
futech-409	428	148	1,247	1,247	NUM
futech-409	428	149	concurrent	concurrent	ADJ
futech-409	428	150	users	user	NOUN
futech-409	428	151	with	with	ADP
futech-409	428	152	average	average	ADJ
futech-409	428	153	response	response	NOUN
futech-409	428	154	times	time	NOUN
futech-409	428	155	of	of	ADP
futech-409	428	156	0.34	0.34	NUM
futech-409	428	157	seconds	second	NOUN
futech-409	428	158	for	for	ADP
futech-409	428	159	personalized	personalized	ADJ
futech-409	428	160	recommendations	recommendation	NOUN
futech-409	428	161	.	.	PUNCT
futech-409	429	1	the	the	DET
futech-409	429	2	system	system	NOUN
futech-409	429	3	achieves	achieve	VERB
futech-409	429	4	94.2	94.2	NUM
futech-409	429	5	%	%	NOUN
futech-409	429	6	uptime	uptime	NOUN
futech-409	429	7	reliability	reliability	NOUN
futech-409	429	8	during	during	ADP
futech-409	429	9	peak	peak	NOUN
futech-409	429	10	visitation	visitation	NOUN
futech-409	429	11	...	...	PUNCT
futech-409	430	1	figure	figure	NOUN
futech-409	430	2	5	5	NUM
futech-409	430	3	:	:	PUNCT
futech-409	430	4	machine	machine	NOUN
futech-409	430	5	learning	learn	VERB
futech-409	430	6	algorithm	algorithm	NOUN
futech-409	430	7	performance	performance	NOUN
futech-409	430	8	analysis	analysis	NOUN
futech-409	430	9	natural	natural	ADJ
futech-409	430	10	language	language	NOUN
futech-409	430	11	processing	processing	NOUN
futech-409	430	12	analysis	analysis	NOUN
futech-409	430	13	of	of	ADP
futech-409	430	14	visitor	visitor	NOUN
futech-409	430	15	feedback	feedback	NOUN
futech-409	430	16	reveals	reveal	VERB
futech-409	430	17	predominantly	predominantly	ADV
futech-409	430	18	positive	positive	ADJ
futech-409	430	19	sentiment	sentiment	NOUN
futech-409	430	20	distributions	distribution	NOUN
futech-409	430	21	with	with	ADP
futech-409	430	22	notable	notable	ADJ
futech-409	430	23	variations	variation	NOUN
futech-409	430	24	across	across	ADP
futech-409	430	25	demographic	demographic	ADJ
futech-409	430	26	segments	segment	NOUN
futech-409	430	27	and	and	CCONJ
futech-409	430	28	communication	communication	NOUN
futech-409	430	29	channels	channel	NOUN
futech-409	430	30	.	.	PUNCT
futech-409	431	1	overall	overall	ADJ
futech-409	431	2	sentiment	sentiment	NOUN
futech-409	431	3	scores	score	NOUN
futech-409	431	4	average	average	ADJ
futech-409	431	5	3.64	3.64	NUM
futech-409	431	6	out	out	ADP
futech-409	431	7	of	of	ADP
futech-409	431	8	5.0	5.0	NUM
futech-409	431	9	,	,	PUNCT
futech-409	431	10	with	with	ADP
futech-409	431	11	heri	heri	PROPN
futech-409	431	12	...	...	PUNCT
futech-409	431	13	4.3	4.3	NUM
futech-409	431	14	cultural	cultural	ADJ
futech-409	431	15	communication	communication	NOUN
futech-409	431	16	optimization	optimization	NOUN
futech-409	431	17	results	result	VERB
futech-409	431	18	implementation	implementation	NOUN
futech-409	431	19	of	of	ADP
futech-409	431	20	ai	ai	ADJ
futech-409	431	21	-	-	PUNCT
futech-409	431	22	driven	drive	VERB
futech-409	431	23	content	content	NOUN
futech-409	431	24	optimization	optimization	NOUN
futech-409	431	25	strategies	strategy	NOUN
futech-409	431	26	demonstrates	demonstrate	VERB
futech-409	431	27	significant	significant	ADJ
futech-409	431	28	improvements	improvement	NOUN
futech-409	431	29	in	in	ADP
futech-409	431	30	visitor	visitor	NOUN
futech-409	431	31	engagement	engagement	NOUN
futech-409	431	32	and	and	CCONJ
futech-409	431	33	cultural	cultural	ADJ
futech-409	431	34	knowledge	knowledge	NOUN
futech-409	431	35	transfer	transfer	NOUN
futech-409	431	36	effectiveness	effectiveness	NOUN
futech-409	431	37	.	.	PUNCT
futech-409	432	1	enhanced	enhance	VERB
futech-409	432	2	cultural	cultural	ADJ
futech-409	432	3	narrative	narrative	NOUN
futech-409	432	4	structures	structure	NOUN
futech-409	432	5	incorporating	incorporate	VERB
futech-409	432	6	storytelling	storytelling	NOUN
futech-409	432	7	techniques	technique	NOUN
futech-409	432	8	and	and	CCONJ
futech-409	432	9	mul	mul	PROPN
futech-409	432	10	...	...	PUNCT
futech-409	432	11	4.4	4.4	NUM
futech-409	432	12	integrated	integrate	VERB
futech-409	432	13	optimization	optimization	NOUN
futech-409	432	14	strategy	strategy	NOUN
futech-409	432	15	the	the	DET
futech-409	432	16	results	result	NOUN
futech-409	432	17	of	of	ADP
futech-409	432	18	the	the	DET
futech-409	432	19	multi	multi	ADJ
futech-409	432	20	-	-	ADJ
futech-409	432	21	objective	objective	ADJ
futech-409	432	22	optimization	optimization	NOUN
futech-409	432	23	showcase	showcase	VERB
futech-409	432	24	the	the	DET
futech-409	432	25	successful	successful	ADJ
futech-409	432	26	equilibrium	equilibrium	NOUN
futech-409	432	27	accomplishment	accomplishment	NOUN
futech-409	432	28	between	between	ADP
futech-409	432	29	conflicting	conflict	VERB
futech-409	432	30	objectives	objective	NOUN
futech-409	432	31	such	such	ADJ
futech-409	432	32	as	as	ADP
futech-409	432	33	maximising	maximise	VERB
futech-409	432	34	visitor	visitor	NOUN
futech-409	432	35	satisfaction	satisfaction	NOUN
futech-409	432	36	,	,	PUNCT
futech-409	432	37	improving	improve	VERB
futech-409	432	38	operational	operational	ADJ
futech-409	432	39	efficiency	efficiency	NOUN
futech-409	432	40	,	,	PUNCT
futech-409	432	41	and	and	CCONJ
futech-409	432	42	preserving	preserve	VERB
futech-409	432	43	culture	culture	NOUN
futech-409	432	44	.	.	PUNCT
futech-409	433	1	optimal	optimal	ADJ
futech-409	433	2	resource	resource	NOUN
futech-409	433	3	alloc	alloc	NOUN
futech-409	433	4	...	...	PUNCT
futech-409	433	5	evaluation	evaluation	NOUN
futech-409	433	6	of	of	ADP
futech-409	433	7	stakeholder	stakeholder	NOUN
futech-409	433	8	satisfaction	satisfaction	NOUN
futech-409	433	9	reflects	reflect	VERB
futech-409	433	10	high	high	ADJ
futech-409	433	11	approval	approval	NOUN
futech-409	433	12	from	from	ADP
futech-409	433	13	tourism	tourism	NOUN
futech-409	433	14	operators	operator	NOUN
futech-409	433	15	(	(	PUNCT
futech-409	433	16	4.3/5.0	4.3/5.0	NOUN
futech-409	433	17	)	)	PUNCT
futech-409	433	18	,	,	PUNCT
futech-409	433	19	cultural	cultural	ADJ
futech-409	433	20	preservation	preservation	NOUN
futech-409	433	21	experts	expert	NOUN
futech-409	433	22	(	(	PUNCT
futech-409	433	23	4.1/5.0	4.1/5.0	NUM
futech-409	433	24	)	)	PUNCT
futech-409	433	25	,	,	PUNCT
futech-409	433	26	and	and	CCONJ
futech-409	433	27	government	government	NOUN
futech-409	433	28	officials	official	NOUN
futech-409	433	29	(	(	PUNCT
futech-409	433	30	3.9/5.0	3.9/5.0	NUM
futech-409	433	31	)	)	PUNCT
futech-409	433	32	.	.	PUNCT
futech-409	434	1	analysis	analysis	NOUN
futech-409	434	2	of	of	ADP
futech-409	434	3	implementation	implementation	NOUN
futech-409	434	4	suggests	suggest	VERB
futech-409	434	5	sufficient	sufficient	ADJ
futech-409	434	6	technological	technological	ADJ
futech-409	434	7	infrastructure	infrastructure	NOUN
futech-409	434	8	an	an	PRON
futech-409	434	9	...	...	PUNCT
futech-409	434	10	the	the	DET
futech-409	434	11	sustainability	sustainability	NOUN
futech-409	434	12	impact	impact	NOUN
futech-409	434	13	assessment	assessment	NOUN
futech-409	434	14	shows	show	VERB
futech-409	434	15	material	material	ADJ
futech-409	434	16	consumption	consumption	NOUN
futech-409	434	17	for	for	ADP
futech-409	434	18	paper	paper	NOUN
futech-409	434	19	-	-	PUNCT
futech-409	434	20	based	base	VERB
futech-409	434	21	resources	resource	NOUN
futech-409	434	22	has	have	AUX
futech-409	434	23	decreased	decrease	VERB
futech-409	434	24	by	by	ADP
futech-409	434	25	23.4	23.4	NUM
futech-409	434	26	%	%	NOUN
futech-409	434	27	and	and	CCONJ
futech-409	434	28	energy	energy	NOUN
futech-409	434	29	consumption	consumption	NOUN
futech-409	434	30	by	by	ADP
futech-409	434	31	15.7	15.7	NUM
futech-409	434	32	%	%	NOUN
futech-409	434	33	through	through	ADP
futech-409	434	34	optimised	optimise	VERB
futech-409	434	35	digital	digital	ADJ
futech-409	434	36	infrastructure	infrastructure	NOUN
futech-409	434	37	deployment	deployment	NOUN
futech-409	434	38	.	.	PUNCT
futech-409	435	1	4.5	4.5	NUM
futech-409	435	2	comparative	comparative	ADJ
futech-409	435	3	analysis	analysis	NOUN
futech-409	435	4	the	the	DET
futech-409	435	5	comparison	comparison	NOUN
futech-409	435	6	of	of	ADP
futech-409	435	7	ai	ai	PRON
futech-409	435	8	optimization	optimization	NOUN
futech-409	435	9	strategy	strategy	NOUN
futech-409	435	10	implementation	implementation	NOUN
futech-409	435	11	demonstrates	demonstrate	VERB
futech-409	435	12	marked	mark	VERB
futech-409	435	13	improvement	improvement	NOUN
futech-409	435	14	in	in	ADP
futech-409	435	15	all	all	DET
futech-409	435	16	performance	performance	NOUN
futech-409	435	17	metrics	metric	NOUN
futech-409	435	18	used	use	VERB
futech-409	435	19	throughout	throughout	ADP
futech-409	435	20	the	the	DET
futech-409	435	21	evaluation	evaluation	NOUN
futech-409	435	22	.	.	PUNCT
futech-409	436	1	visitor	visitor	NOUN
futech-409	436	2	satisfaction	satisfaction	NOUN
futech-409	436	3	score	score	NOUN
futech-409	436	4	ranges	range	NOUN
futech-409	436	5	have	have	AUX
futech-409	436	6	increased	increase	VERB
futech-409	436	7	from	from	ADP
futech-409	436	8	a	a	DET
futech-409	436	9	baseline	baseline	ADJ
futech-409	436	10	average	average	NOUN
futech-409	436	11	of	of	ADP
futech-409	436	12	3.21	3.21	NUM
futech-409	436	13	to	to	ADP
futech-409	436	14	post	post	NOUN
futech-409	436	15	-	-	NOUN
futech-409	436	16	implementatio	implementatio	NOUN
futech-409	436	17	...	...	PUNCT
futech-409	436	18	5	5	X
futech-409	436	19	.	.	X
futech-409	436	20	discussion	discussion	NOUN
futech-409	436	21	the	the	DET
futech-409	436	22	results	result	NOUN
futech-409	436	23	of	of	ADP
futech-409	436	24	this	this	DET
futech-409	436	25	study	study	NOUN
futech-409	436	26	remarkably	remarkably	ADV
futech-409	436	27	show	show	VERB
futech-409	436	28	the	the	DET
futech-409	436	29	emerging	emerge	VERB
futech-409	436	30	capabilities	capability	NOUN
futech-409	436	31	of	of	ADP
futech-409	436	32	artificial	artificial	ADJ
futech-409	436	33	intelligence	intelligence	NOUN
futech-409	436	34	in	in	ADP
futech-409	436	35	understanding	understand	VERB
futech-409	436	36	tourist	tourist	NOUN
futech-409	436	37	behavioral	behavioral	ADJ
futech-409	436	38	patterns	pattern	NOUN
futech-409	436	39	and	and	CCONJ
futech-409	436	40	optimising	optimise	VERB
futech-409	436	41	cultural	cultural	ADJ
futech-409	436	42	communications	communication	NOUN
futech-409	436	43	at	at	ADP
futech-409	436	44	heritage	heritage	NOUN
futech-409	436	45	sites	site	NOUN
futech-409	436	46	,	,	PUNCT
futech-409	436	47	especially	especially	ADV
futech-409	436	48	the	the	DET
futech-409	436	49	shanxi	shanxi	PROPN
futech-409	436	50	great	great	PROPN
futech-409	436	51	wall	wall	NOUN
futech-409	437	1	[	[	X
futech-409	437	2	19	19	NUM
futech-409	437	3	]	]	PUNCT
futech-409	437	4	.	.	PUNCT
futech-409	438	1	the	the	DET
futech-409	438	2	machine	machine	NOUN
futech-409	438	3	le	le	X
futech-409	438	4	...	...	PUNCT
futech-409	438	5	the	the	DET
futech-409	438	6	results	result	NOUN
futech-409	438	7	of	of	ADP
futech-409	438	8	cultural	cultural	ADJ
futech-409	438	9	communication	communication	NOUN
futech-409	438	10	optimization	optimization	NOUN
futech-409	438	11	offer	offer	VERB
futech-409	438	12	strong	strong	ADJ
futech-409	438	13	support	support	NOUN
futech-409	438	14	for	for	ADP
futech-409	438	15	the	the	DET
futech-409	438	16	use	use	NOUN
futech-409	438	17	of	of	ADP
futech-409	438	18	ai	ai	ADJ
futech-409	438	19	personalisation	personalisation	NOUN
futech-409	438	20	techniques	technique	NOUN
futech-409	438	21	in	in	ADP
futech-409	438	22	the	the	DET
futech-409	438	23	context	context	NOUN
futech-409	438	24	of	of	ADP
futech-409	438	25	heritage	heritage	NOUN
futech-409	438	26	tourism	tourism	NOUN
futech-409	438	27	[	[	X
futech-409	438	28	19	19	NUM
futech-409	438	29	,	,	PUNCT
futech-409	438	30	20	20	NUM
futech-409	438	31	]	]	PUNCT
futech-409	438	32	.	.	PUNCT
futech-409	439	1	the	the	DET
futech-409	439	2	ai	ai	PROPN
futech-409	439	3	's	's	PART
futech-409	439	4	power	power	NOUN
futech-409	439	5	in	in	ADP
futech-409	439	6	narrowing	narrow	VERB
futech-409	439	7	cultural	cultural	ADJ
futech-409	439	8	divides	divide	NOUN
futech-409	439	9	without	without	ADP
futech-409	439	10	compromising	compromise	VERB
futech-409	439	11	authentic	authentic	ADJ
futech-409	439	12	engagement	engagement	NOUN
futech-409	439	13	wa	wa	PROPN
futech-409	439	14	...	...	PUNCT
futech-409	439	15	the	the	DET
futech-409	439	16	challenges	challenge	NOUN
futech-409	439	17	in	in	ADP
futech-409	439	18	implementation	implementation	NOUN
futech-409	439	19	outlined	outline	VERB
futech-409	439	20	in	in	ADP
futech-409	439	21	this	this	DET
futech-409	439	22	work	work	NOUN
futech-409	439	23	are	be	AUX
futech-409	439	24	similar	similar	ADJ
futech-409	439	25	to	to	ADP
futech-409	439	26	other	other	ADJ
futech-409	439	27	emerging	emerge	VERB
futech-409	439	28	problems	problem	NOUN
futech-409	439	29	with	with	ADP
futech-409	439	30	the	the	DET
futech-409	439	31	development	development	NOUN
futech-409	439	32	of	of	ADP
futech-409	439	33	smart	smart	ADJ
futech-409	439	34	tourism	tourism	NOUN
futech-409	439	35	services	service	NOUN
futech-409	439	36	[	[	X
futech-409	439	37	22	22	NUM
futech-409	439	38	]	]	PUNCT
futech-409	439	39	.	.	PUNCT
futech-409	440	1	the	the	DET
futech-409	440	2	technological	technological	ADJ
futech-409	440	3	infrastructure	infrastructure	NOUN
futech-409	440	4	met	meet	VERB
futech-409	440	5	the	the	DET
futech-409	440	6	baseline	baseline	NOUN
futech-409	440	7	requirements	requirement	NOUN
futech-409	440	8	,	,	PUNCT
futech-409	440	9	but	but	CCONJ
futech-409	440	10	the	the	DET
futech-409	440	11	state	state	NOUN
futech-409	440	12	of	of	ADP
futech-409	440	13	the	the	DET
futech-409	440	14	organisation	organisation	NOUN
futech-409	440	15	and	and	CCONJ
futech-409	440	16	th	th	NOUN
futech-409	440	17	...	...	PUNCT
futech-409	440	18	5.1	5.1	NUM
futech-409	440	19	environmental	environmental	ADJ
futech-409	440	20	and	and	CCONJ
futech-409	440	21	economic	economic	ADJ
futech-409	440	22	sustainability	sustainability	NOUN
futech-409	440	23	considerations	consideration	NOUN
futech-409	440	24	the	the	DET
futech-409	440	25	long	long	ADJ
futech-409	440	26	-	-	PUNCT
futech-409	440	27	term	term	NOUN
futech-409	440	28	viability	viability	NOUN
futech-409	440	29	of	of	ADP
futech-409	440	30	ai	ai	PROPN
futech-409	440	31	deployment	deployment	NOUN
futech-409	440	32	at	at	ADP
futech-409	440	33	heritage	heritage	NOUN
futech-409	440	34	sites	site	NOUN
futech-409	440	35	requires	require	VERB
futech-409	440	36	comprehensive	comprehensive	ADJ
futech-409	440	37	assessment	assessment	NOUN
futech-409	440	38	of	of	ADP
futech-409	440	39	environmental	environmental	ADJ
futech-409	440	40	impact	impact	NOUN
futech-409	440	41	and	and	CCONJ
futech-409	440	42	economic	economic	ADJ
futech-409	440	43	sustainability	sustainability	NOUN
futech-409	440	44	:	:	PUNCT
futech-409	440	45	environmental	environmental	ADJ
futech-409	440	46	sustainability	sustainability	NOUN
futech-409	440	47	measures	measure	NOUN
futech-409	440	48	:	:	PUNCT
futech-409	440	49	cloud	cloud	NOUN
futech-409	440	50	-	-	PUNCT
futech-409	440	51	based	base	VERB
futech-409	440	52	ai	ai	NOUN
futech-409	440	53	infrastructure	infrastructure	NOUN
futech-409	440	54	consumes	consume	NOUN
futech-409	440	55	approximately	approximately	ADV
futech-409	440	56	2.3	2.3	NUM
futech-409	440	57	mwh	mwh	NOUN
futech-409	440	58	annually	annually	ADV
futech-409	440	59	,	,	PUNCT
futech-409	440	60	representing	represent	VERB
futech-409	440	61	a	a	DET
futech-409	440	62	15.7	15.7	NUM
futech-409	440	63	%	%	NOUN
futech-409	440	64	increase	increase	NOUN
futech-409	440	65	in	in	ADP
futech-409	440	66	direct	direct	ADJ
futech-409	440	67	energy	energy	NOUN
futech-409	440	68	consumption	consumption	NOUN
futech-409	440	69	.	.	PUNCT
futech-409	441	1	however	however	ADV
futech-409	441	2	,	,	PUNCT
futech-409	441	3	system	system	NOUN
futech-409	441	4	-	-	PUNCT
futech-409	441	5	wide	wide	ADJ
futech-409	441	6	environmental	environmental	ADJ
futech-409	441	7	benefits	benefit	NOUN
futech-409	441	8	include	include	VERB
futech-409	441	9	23.4	23.4	NUM
futech-409	441	10	%	%	NOUN
futech-409	441	11	reduction	reduction	NOUN
futech-409	441	12	in	in	ADP
futech-409	441	13	paper	paper	NOUN
futech-409	441	14	-	-	PUNCT
futech-409	441	15	base	base	NOUN
futech-409	441	16	...	...	PUNCT
futech-409	441	17	carbon	carbon	NOUN
futech-409	441	18	footprint	footprint	NOUN
futech-409	441	19	mitigation	mitigation	NOUN
futech-409	441	20	strategies	strategy	NOUN
futech-409	441	21	:	:	PUNCT
futech-409	441	22			X
futech-409	441	23	implementation	implementation	NOUN
futech-409	441	24	of	of	ADP
futech-409	441	25	renewable	renewable	ADJ
futech-409	441	26	energy	energy	NOUN
futech-409	441	27	sources	source	NOUN
futech-409	441	28	for	for	ADP
futech-409	441	29	data	datum	NOUN
futech-409	441	30	center	center	NOUN
futech-409	441	31	operations	operation	NOUN
futech-409	441	32	(	(	PUNCT
futech-409	441	33	target	target	NOUN
futech-409	441	34	:	:	PUNCT
futech-409	441	35	80	80	NUM
futech-409	441	36	%	%	NOUN
futech-409	441	37	renewable	renewable	ADJ
futech-409	441	38	energy	energy	NOUN
futech-409	441	39	by	by	ADP
futech-409	441	40	year	year	NOUN
futech-409	441	41	3	3	NUM
futech-409	441	42	)	)	PUNCT
futech-409	441	43			NOUN
futech-409	441	44	carbon	carbon	NOUN
futech-409	441	45	offset	offset	NOUN
futech-409	441	46	programs	program	NOUN
futech-409	441	47	supporting	support	VERB
futech-409	441	48	local	local	ADJ
futech-409	441	49	environmental	environmental	ADJ
futech-409	441	50	conservation	conservation	NOUN
futech-409	441	51	projects	project	NOUN
futech-409	441	52			NOUN
futech-409	441	53	green	green	ADJ
futech-409	441	54	computing	computing	NOUN
futech-409	441	55	initiatives	initiative	NOUN
futech-409	441	56	including	include	VERB
futech-409	441	57	energy	energy	NOUN
futech-409	441	58	-	-	PUNCT
futech-409	441	59	efficient	efficient	ADJ
futech-409	441	60	servers	server	NOUN
futech-409	441	61	and	and	CCONJ
futech-409	441	62	optimized	optimize	VERB
futech-409	441	63	algorithms	algorithm	NOUN
futech-409	441	64			X
futech-409	441	65	quarterly	quarterly	ADJ
futech-409	441	66	environmental	environmental	ADJ
futech-409	441	67	impact	impact	NOUN
futech-409	441	68	assessments	assessment	NOUN
futech-409	441	69	with	with	ADP
futech-409	441	70	public	public	ADJ
futech-409	441	71	sustainability	sustainability	NOUN
futech-409	441	72	reporting	report	VERB
futech-409	441	73	economic	economic	ADJ
futech-409	441	74	sustainability	sustainability	NOUN
futech-409	441	75	framework	framework	NOUN
futech-409	441	76	:	:	PUNCT
futech-409	441	77	initial	initial	ADJ
futech-409	441	78	investment	investment	NOUN
futech-409	441	79	of	of	ADP
futech-409	441	80	$	$	SYM
futech-409	441	81	2.3	2.3	NUM
futech-409	441	82	m	m	NOUN
futech-409	441	83	demonstrates	demonstrate	VERB
futech-409	441	84	strong	strong	ADJ
futech-409	441	85	economic	economic	ADJ
futech-409	441	86	viability	viability	NOUN
futech-409	441	87	with	with	ADP
futech-409	441	88	18	18	NUM
futech-409	441	89	-	-	PUNCT
futech-409	441	90	month	month	NOUN
futech-409	441	91	break	break	NOUN
futech-409	441	92	-	-	PUNCT
futech-409	441	93	even	even	ADJ
futech-409	441	94	period	period	NOUN
futech-409	441	95	and	and	CCONJ
futech-409	441	96	312	312	NUM
futech-409	441	97	%	%	NOUN
futech-409	441	98	five	five	NUM
futech-409	441	99	-	-	PUNCT
futech-409	441	100	year	year	NOUN
futech-409	441	101	roi	roi	NOUN
futech-409	441	102	.	.	PUNCT
futech-409	442	1	revenue	revenue	NOUN
futech-409	442	2	enhancement	enhancement	NOUN
futech-409	442	3	through	through	ADP
futech-409	442	4	improved	improved	ADJ
futech-409	442	5	visitor	visitor	NOUN
futech-409	442	6	satisfaction	satisfaction	NOUN
futech-409	442	7	contributes	contribute	VERB
futech-409	442	8	$	$	SYM
futech-409	442	9	1.8	1.8	NUM
futech-409	442	10	m	m	NOUN
futech-409	442	11	annually	annually	ADV
futech-409	442	12	,	,	PUNCT
futech-409	442	13	while	while	SCONJ
futech-409	442	14	o	o	NOUN
futech-409	442	15	...	...	PUNCT
futech-409	442	16			PRON
futech-409	442	17	subscription	subscription	NOUN
futech-409	442	18	-	-	PUNCT
futech-409	442	19	based	base	VERB
futech-409	442	20	ai	ai	NOUN
futech-409	442	21	service	service	NOUN
futech-409	442	22	models	model	NOUN
futech-409	442	23	reducing	reduce	VERB
futech-409	442	24	upfront	upfront	ADJ
futech-409	442	25	technology	technology	NOUN
futech-409	442	26	costs	cost	VERB
futech-409	442	27			NOUN
futech-409	442	28	predictive	predictive	ADJ
futech-409	442	29	maintenance	maintenance	NOUN
futech-409	442	30	reducing	reduce	VERB
futech-409	442	31	facility	facility	NOUN
futech-409	442	32	management	management	NOUN
futech-409	442	33	expenses	expense	NOUN
futech-409	442	34	by	by	ADP
futech-409	442	35	24.3	24.3	NUM
futech-409	442	36	%	%	NOUN
futech-409	442	37			NOUN
futech-409	442	38	enhanced	enhance	VERB
futech-409	442	39	visitor	visitor	NOUN
futech-409	442	40	capacity	capacity	NOUN
futech-409	442	41	management	management	NOUN
futech-409	442	42	increasing	increase	VERB
futech-409	442	43	revenue	revenue	NOUN
futech-409	442	44	potential	potential	NOUN
futech-409	442	45	by	by	ADP
futech-409	442	46	31.4	31.4	NUM
futech-409	442	47	%	%	NOUN
futech-409	442	48			NOUN
futech-409	442	49	regional	regional	ADJ
futech-409	442	50	tourism	tourism	NOUN
futech-409	442	51	network	network	NOUN
futech-409	442	52	effects	effect	NOUN
futech-409	442	53	attracting	attract	VERB
futech-409	442	54	additional	additional	ADJ
futech-409	442	55	visitor	visitor	NOUN
futech-409	442	56	segments	segment	NOUN
futech-409	442	57	sustainability	sustainability	NOUN
futech-409	442	58	monitoring	monitoring	NOUN
futech-409	442	59	and	and	CCONJ
futech-409	442	60	reporting	reporting	NOUN
futech-409	442	61	:	:	PUNCT
futech-409	442	62			PRON
futech-409	442	63	monthly	monthly	ADJ
futech-409	442	64	energy	energy	NOUN
futech-409	442	65	consumption	consumption	NOUN
futech-409	442	66	tracking	tracking	NOUN
futech-409	442	67	and	and	CCONJ
futech-409	442	68	optimization	optimization	NOUN
futech-409	442	69	recommendations	recommendation	NOUN
futech-409	442	70			X
futech-409	442	71	quarterly	quarterly	ADJ
futech-409	442	72	environmental	environmental	ADJ
futech-409	442	73	impact	impact	NOUN
futech-409	442	74	assessments	assessment	NOUN
futech-409	442	75	including	include	VERB
futech-409	442	76	carbon	carbon	NOUN
futech-409	442	77	footprint	footprint	NOUN
futech-409	442	78	analysis	analysis	NOUN
futech-409	442	79			PRON
futech-409	442	80	annual	annual	ADJ
futech-409	442	81	sustainability	sustainability	NOUN
futech-409	442	82	reports	report	NOUN
futech-409	442	83	with	with	ADP
futech-409	442	84	stakeholder	stakeholder	NOUN
futech-409	442	85	transparency	transparency	NOUN
futech-409	442	86	and	and	CCONJ
futech-409	442	87	public	public	ADJ
futech-409	442	88	accountability	accountability	NOUN
futech-409	442	89			PRON
futech-409	442	90	continuous	continuous	ADJ
futech-409	442	91	improvement	improvement	NOUN
futech-409	442	92	protocols	protocol	NOUN
futech-409	442	93	for	for	ADP
futech-409	442	94	environmental	environmental	ADJ
futech-409	442	95	and	and	CCONJ
futech-409	442	96	economic	economic	ADJ
futech-409	442	97	performance	performance	NOUN
futech-409	442	98	optimization	optimization	NOUN
futech-409	442	99	the	the	DET
futech-409	442	100	comparison	comparison	NOUN
futech-409	442	101	with	with	ADP
futech-409	442	102	other	other	ADJ
futech-409	442	103	heritage	heritage	NOUN
futech-409	442	104	destinations	destination	NOUN
futech-409	442	105	highlights	highlight	NOUN
futech-409	442	106	both	both	PRON
futech-409	442	107	general	general	ADJ
futech-409	442	108	principles	principle	NOUN
futech-409	442	109	and	and	CCONJ
futech-409	442	110	specific	specific	ADJ
futech-409	442	111	discrepancies	discrepancy	NOUN
futech-409	442	112	concerning	concern	VERB
futech-409	442	113	the	the	DET
futech-409	442	114	application	application	NOUN
futech-409	442	115	of	of	ADP
futech-409	442	116	ai	ai	PROPN
futech-409	442	117	tourism	tourism	NOUN
futech-409	442	118	frameworks	framework	NOUN
futech-409	442	119	[	[	X
futech-409	442	120	24	24	NUM
futech-409	442	121	]	]	PUNCT
futech-409	442	122	.	.	PUNCT
futech-409	443	1	the	the	DET
futech-409	443	2	smart	smart	ADJ
futech-409	443	3	tourism	tourism	NOUN
futech-409	443	4	integration	integration	NOUN
futech-409	443	5	model	model	NOUN
futech-409	443	6	developed	develop	VERB
futech-409	443	7	in	in	ADP
futech-409	443	8	this	this	DET
futech-409	443	9	research	research	NOUN
futech-409	443	10	bears	bear	VERB
futech-409	443	11	resemblance	resemblance	VERB
futech-409	443	12	to	to	ADP
futech-409	443	13	...	...	PUNCT
futech-409	443	14	the	the	DET
futech-409	443	15	strategic	strategic	ADJ
futech-409	443	16	economic	economic	ADJ
futech-409	443	17	consequences	consequence	NOUN
futech-409	443	18	of	of	ADP
futech-409	443	19	investment	investment	NOUN
futech-409	443	20	ai	ai	VERB
futech-409	443	21	optimization	optimization	NOUN
futech-409	443	22	show	show	VERB
futech-409	443	23	an	an	DET
futech-409	443	24	increase	increase	NOUN
futech-409	443	25	in	in	ADP
futech-409	443	26	roi	roi	NOUN
futech-409	443	27	from	from	ADP
futech-409	443	28	greater	great	ADJ
futech-409	443	29	visitor	visitor	NOUN
futech-409	443	30	satisfaction	satisfaction	NOUN
futech-409	443	31	,	,	PUNCT
futech-409	443	32	longer	long	ADJ
futech-409	443	33	stays	stay	VERB
futech-409	443	34	,	,	PUNCT
futech-409	443	35	and	and	CCONJ
futech-409	443	36	repeat	repeat	VERB
futech-409	443	37	visits	visit	NOUN
futech-409	444	1	[	[	X
futech-409	444	2	25	25	NUM
futech-409	444	3	]	]	PUNCT
futech-409	444	4	.	.	PUNCT
futech-409	445	1	these	these	DET
futech-409	445	2	factors	factor	NOUN
futech-409	445	3	enhance	enhance	VERB
futech-409	445	4	the	the	DET
futech-409	445	5	argument	argument	NOUN
futech-409	445	6	for	for	ADP
futech-409	445	7	utilizing	utilize	VERB
futech-409	445	8	ai	ai	VERB
futech-409	445	9	in	in	ADP
futech-409	445	10	heritage	heritage	NOUN
futech-409	445	11	tourism	tourism	NOUN
futech-409	445	12	given	give	VERB
futech-409	445	13	the	the	DET
futech-409	445	14	costs	cost	NOUN
futech-409	445	15	...	...	PUNCT
futech-409	445	16	5.2	5.2	NUM
futech-409	445	17	cost	cost	NOUN
futech-409	445	18	-	-	PUNCT
futech-409	445	19	effectiveness	effectiveness	NOUN
futech-409	445	20	,	,	PUNCT
futech-409	445	21	human	human	ADJ
futech-409	445	22	resources	resource	NOUN
futech-409	445	23	,	,	PUNCT
futech-409	445	24	and	and	CCONJ
futech-409	445	25	scalability	scalability	NOUN
futech-409	445	26	analysis	analysis	NOUN
futech-409	445	27	comprehensive	comprehensive	ADJ
futech-409	445	28	cost	cost	NOUN
futech-409	445	29	-	-	PUNCT
futech-409	445	30	benefit	benefit	NOUN
futech-409	445	31	analysis	analysis	NOUN
futech-409	445	32	:	:	PUNCT
futech-409	445	33	initial	initial	ADJ
futech-409	445	34	infrastructure	infrastructure	NOUN
futech-409	445	35	investment	investment	NOUN
futech-409	445	36	totaling	total	VERB
futech-409	445	37	$	$	SYM
futech-409	445	38	2.3	2.3	NUM
futech-409	445	39	million	million	NUM
futech-409	445	40	includes	include	VERB
futech-409	445	41	hardware	hardware	NOUN
futech-409	445	42	acquisition	acquisition	NOUN
futech-409	445	43	(	(	PUNCT
futech-409	445	44	$	$	SYM
futech-409	445	45	800,000	800,000	NUM
futech-409	445	46	)	)	PUNCT
futech-409	445	47	,	,	PUNCT
futech-409	445	48	software	software	NOUN
futech-409	445	49	licensing	licensing	NOUN
futech-409	445	50	(	(	PUNCT
futech-409	445	51	$	$	SYM
futech-409	445	52	650,000	650,000	NUM
futech-409	445	53	)	)	PUNCT
futech-409	445	54	,	,	PUNCT
futech-409	445	55	system	system	NOUN
futech-409	445	56	integration	integration	NOUN
futech-409	445	57	(	(	PUNCT
futech-409	445	58	$	$	SYM
futech-409	445	59	500,000	500,000	NUM
futech-409	445	60	)	)	PUNCT
futech-409	445	61	,	,	PUNCT
futech-409	445	62	and	and	CCONJ
futech-409	445	63	staff	staff	NOUN
futech-409	445	64	training	training	NOUN
futech-409	445	65	(	(	PUNCT
futech-409	445	66	$	$	SYM
futech-409	445	67	350,000	350,000	NUM
futech-409	445	68	)	)	PUNCT
futech-409	445	69	.	.	PUNCT
futech-409	446	1	annual	annual	ADJ
futech-409	446	2	operational	operational	ADJ
futech-409	446	3	cost	cost	NOUN
futech-409	446	4	...	...	PUNCT
futech-409	446	5	return	return	NOUN
futech-409	446	6	on	on	ADP
futech-409	446	7	investment	investment	NOUN
futech-409	446	8	metrics	metric	NOUN
futech-409	446	9	:	:	PUNCT
futech-409	446	10			X
futech-409	446	11	break	break	VERB
futech-409	446	12	-	-	PUNCT
futech-409	446	13	even	even	ADJ
futech-409	446	14	period	period	NOUN
futech-409	446	15	:	:	PUNCT
futech-409	446	16	18	18	NUM
futech-409	446	17	months	month	NOUN
futech-409	446	18	based	base	VERB
futech-409	446	19	on	on	ADP
futech-409	446	20	increased	increase	VERB
futech-409	446	21	visitor	visitor	NOUN
futech-409	446	22	revenue	revenue	NOUN
futech-409	446	23	and	and	CCONJ
futech-409	446	24	operational	operational	ADJ
futech-409	446	25	savings	saving	NOUN
futech-409	446	26			NOUN
futech-409	446	27	five	five	NUM
futech-409	446	28	-	-	PUNCT
futech-409	446	29	year	year	NOUN
futech-409	446	30	roi	roi	NOUN
futech-409	446	31	:	:	PUNCT
futech-409	446	32	312	312	NUM
futech-409	446	33	%	%	NOUN
futech-409	446	34	through	through	ADP
futech-409	446	35	enhanced	enhance	VERB
futech-409	446	36	visitor	visitor	NOUN
futech-409	446	37	satisfaction	satisfaction	NOUN
futech-409	446	38	leading	lead	VERB
futech-409	446	39	to	to	ADP
futech-409	446	40	23.4	23.4	NUM
futech-409	446	41	%	%	NOUN
futech-409	446	42	increase	increase	NOUN
futech-409	446	43	in	in	ADP
futech-409	446	44	repeat	repeat	NOUN
futech-409	446	45	visits	visit	NOUN
futech-409	446	46			NOUN
futech-409	446	47	annual	annual	ADJ
futech-409	446	48	revenue	revenue	NOUN
futech-409	446	49	enhancement	enhancement	NOUN
futech-409	446	50	:	:	PUNCT
futech-409	446	51	$	$	SYM
futech-409	446	52	1.8	1.8	NUM
futech-409	446	53	million	million	NUM
futech-409	446	54	through	through	ADP
futech-409	446	55	improved	improve	VERB
futech-409	446	56	visitor	visitor	NOUN
futech-409	446	57	experience	experience	NOUN
futech-409	446	58	and	and	CCONJ
futech-409	446	59	extended	extended	ADJ
futech-409	446	60	stays	stay	NOUN
futech-409	446	61			PRON
futech-409	446	62	operational	operational	ADJ
futech-409	446	63	cost	cost	NOUN
futech-409	446	64	reductions	reduction	NOUN
futech-409	446	65	:	:	PUNCT
futech-409	446	66	$	$	SYM
futech-409	446	67	0.7	0.7	NUM
futech-409	446	68	million	million	NUM
futech-409	446	69	annually	annually	ADV
futech-409	446	70	through	through	ADP
futech-409	446	71	automated	automate	VERB
futech-409	446	72	processes	process	NOUN
futech-409	446	73	and	and	CCONJ
futech-409	446	74	predictive	predictive	ADJ
futech-409	446	75	maintenance	maintenance	NOUN
futech-409	446	76	human	human	ADJ
futech-409	446	77	resource	resource	NOUN
futech-409	446	78	requirements	requirement	NOUN
futech-409	446	79	and	and	CCONJ
futech-409	446	80	development	development	NOUN
futech-409	446	81	:	:	PUNCT
futech-409	446	82			NOUN
futech-409	446	83	ai	ai	VERB
futech-409	446	84	systems	system	NOUN
futech-409	446	85	manager	manager	NOUN
futech-409	446	86	(	(	PUNCT
futech-409	446	87	1	1	NUM
futech-409	446	88	fte	fte	NOUN
futech-409	446	89	):	):	PUNCT
futech-409	446	90	$	$	SYM
futech-409	446	91	95,000	95,000	NUM
futech-409	446	92	-	-	SYM
futech-409	446	93	120,000	120,000	NUM
futech-409	446	94	annually	annually	ADV
futech-409	446	95	,	,	PUNCT
futech-409	446	96	requiring	require	VERB
futech-409	446	97	machine	machine	NOUN
futech-409	446	98	learning	learning	NOUN
futech-409	446	99	and	and	CCONJ
futech-409	446	100	tourism	tourism	NOUN
futech-409	446	101	management	management	NOUN
futech-409	446	102	expertise	expertise	NOUN
futech-409	446	103			NOUN
futech-409	447	1	data	datum	NOUN
futech-409	447	2	scientists	scientist	NOUN
futech-409	447	3	(	(	PUNCT
futech-409	447	4	2	2	NUM
futech-409	447	5	fte	fte	NOUN
futech-409	447	6	):	):	PUNCT
futech-409	447	7	$	$	SYM
futech-409	447	8	85,000	85,000	NUM
futech-409	447	9	-	-	SYM
futech-409	447	10	105,000	105,000	NUM
futech-409	447	11	each	each	PRON
futech-409	447	12	,	,	PUNCT
futech-409	447	13	specializing	specialize	VERB
futech-409	447	14	in	in	ADP
futech-409	447	15	nlp	nlp	NOUN
futech-409	447	16	and	and	CCONJ
futech-409	447	17	behavioral	behavioral	ADJ
futech-409	447	18	analytics	analytic	NOUN
futech-409	447	19			NOUN
futech-409	447	20	cultural	cultural	ADJ
futech-409	447	21	content	content	NOUN
futech-409	447	22	specialists	specialist	NOUN
futech-409	447	23	(	(	PUNCT
futech-409	447	24	3	3	NUM
futech-409	447	25	fte	fte	NOUN
futech-409	447	26	):	):	PUNCT
futech-409	447	27	$	$	SYM
futech-409	447	28	55,000	55,000	NUM
futech-409	447	29	-	-	SYM
futech-409	447	30	70,000	70,000	NUM
futech-409	447	31	each	each	PRON
futech-409	447	32	,	,	PUNCT
futech-409	447	33	combining	combine	VERB
futech-409	447	34	cultural	cultural	ADJ
futech-409	447	35	knowledge	knowledge	NOUN
futech-409	447	36	with	with	ADP
futech-409	447	37	digital	digital	ADJ
futech-409	447	38	content	content	NOUN
futech-409	447	39	creation	creation	NOUN
futech-409	447	40			PRON
futech-409	447	41	technical	technical	ADJ
futech-409	447	42	support	support	NOUN
futech-409	447	43	staff	staff	NOUN
futech-409	447	44	(	(	PUNCT
futech-409	447	45	2	2	NUM
futech-409	447	46	fte	fte	NOUN
futech-409	447	47	):	):	PUNCT
futech-409	447	48	$	$	SYM
futech-409	447	49	50,000	50,000	NUM
futech-409	447	50	-	-	SYM
futech-409	447	51	65,000	65,000	NUM
futech-409	447	52	each	each	PRON
futech-409	447	53	,	,	PUNCT
futech-409	447	54	focusing	focus	VERB
futech-409	447	55	on	on	ADP
futech-409	447	56	system	system	NOUN
futech-409	447	57	maintenance	maintenance	NOUN
futech-409	447	58	and	and	CCONJ
futech-409	447	59	user	user	NOUN
futech-409	447	60	support	support	NOUN
futech-409	447	61			NOUN
futech-409	447	62	training	training	NOUN
futech-409	447	63	investment	investment	NOUN
futech-409	447	64	:	:	PUNCT
futech-409	447	65	40	40	NUM
futech-409	447	66	hours	hour	NOUN
futech-409	447	67	per	per	ADP
futech-409	447	68	existing	exist	VERB
futech-409	447	69	staff	staff	NOUN
futech-409	447	70	member	member	NOUN
futech-409	447	71	at	at	ADP
futech-409	447	72	$	$	SYM
futech-409	447	73	2,500	2,500	NUM
futech-409	447	74	per	per	ADP
futech-409	447	75	person	person	NOUN
futech-409	447	76	for	for	ADP
futech-409	447	77	ai	ai	NOUN
futech-409	447	78	system	system	NOUN
futech-409	447	79	proficiency	proficiency	NOUN
futech-409	447	80	scalability	scalability	NOUN
futech-409	447	81	assessment	assessment	NOUN
futech-409	447	82	framework	framework	NOUN
futech-409	447	83	:	:	PUNCT
futech-409	447	84	high	high	ADJ
futech-409	447	85	feasibility	feasibility	NOUN
futech-409	447	86	sites	site	NOUN
futech-409	447	87	(	(	PUNCT
futech-409	447	88	>	>	SYM
futech-409	447	89	500,000	500,000	NUM
futech-409	447	90	annual	annual	ADJ
futech-409	447	91	visitors	visitor	NOUN
futech-409	447	92	):	):	PUNCT
futech-409	447	93			X
futech-409	447	94	strong	strong	ADJ
futech-409	447	95	roi	roi	NOUN
futech-409	447	96	potential	potential	NOUN
futech-409	447	97	with	with	ADP
futech-409	447	98	24	24	NUM
futech-409	447	99	-	-	PUNCT
futech-409	447	100	month	month	NOUN
futech-409	447	101	break	break	NOUN
futech-409	447	102	-	-	PUNCT
futech-409	447	103	even	even	ADJ
futech-409	447	104	period	period	NOUN
futech-409	447	105			PRON
futech-409	447	106	sufficient	sufficient	ADJ
futech-409	447	107	visitor	visitor	NOUN
futech-409	447	108	volume	volume	NOUN
futech-409	447	109	to	to	PART
futech-409	447	110	justify	justify	VERB
futech-409	447	111	comprehensive	comprehensive	ADJ
futech-409	447	112	ai	ai	NOUN
futech-409	447	113	infrastructure	infrastructure	NOUN
futech-409	447	114			PRON
futech-409	447	115	examples	example	NOUN
futech-409	447	116	:	:	PUNCT
futech-409	447	117	great	great	ADJ
futech-409	447	118	wall	wall	NOUN
futech-409	447	119	of	of	ADP
futech-409	447	120	china	china	PROPN
futech-409	447	121	(	(	PUNCT
futech-409	447	122	beijing	beijing	PROPN
futech-409	447	123	section	section	PROPN
futech-409	447	124	)	)	PUNCT
futech-409	447	125	,	,	PUNCT
futech-409	447	126	machu	machu	PROPN
futech-409	447	127	picchu	picchu	PROPN
futech-409	447	128	,	,	PUNCT
futech-409	447	129	angkor	angkor	PROPN
futech-409	447	130	wat	wat	VERB
futech-409	447	131	moderate	moderate	ADJ
futech-409	447	132	feasibility	feasibility	NOUN
futech-409	447	133	sites	site	NOUN
futech-409	447	134	(	(	PUNCT
futech-409	447	135	100,000	100,000	NUM
futech-409	447	136	-	-	SYM
futech-409	447	137	500,000	500,000	NUM
futech-409	447	138	visitors	visitor	NOUN
futech-409	447	139	):	):	PUNCT
futech-409	447	140			NOUN
futech-409	447	141	require	require	VERB
futech-409	447	142	cost	cost	NOUN
futech-409	447	143	optimization	optimization	NOUN
futech-409	447	144	through	through	ADP
futech-409	447	145	shared	share	VERB
futech-409	447	146	regional	regional	ADJ
futech-409	447	147	infrastructure	infrastructure	NOUN
futech-409	447	148			NOUN
futech-409	447	149	36	36	NUM
futech-409	447	150	-	-	PUNCT
futech-409	447	151	month	month	NOUN
futech-409	447	152	break	break	NOUN
futech-409	447	153	-	-	PUNCT
futech-409	447	154	even	even	ADJ
futech-409	447	155	period	period	NOUN
futech-409	447	156	with	with	ADP
futech-409	447	157	reduced	reduce	VERB
futech-409	447	158	feature	feature	NOUN
futech-409	447	159	set	set	VERB
futech-409	447	160			NOUN
futech-409	447	161	collaborative	collaborative	ADJ
futech-409	447	162	implementation	implementation	NOUN
futech-409	447	163	model	model	NOUN
futech-409	447	164	recommended	recommend	VERB
futech-409	447	165	low	low	ADJ
futech-409	447	166	feasibility	feasibility	NOUN
futech-409	447	167	sites	site	NOUN
futech-409	447	168	(	(	PUNCT
futech-409	447	169	<	<	X
futech-409	447	170	100,000	100,000	NUM
futech-409	447	171	visitors	visitor	NOUN
futech-409	447	172	):	):	PUNCT
futech-409	447	173			PRON
futech-409	447	174	individual	individual	ADJ
futech-409	447	175	implementation	implementation	NOUN
futech-409	447	176	not	not	PART
futech-409	447	177	economically	economically	ADV
futech-409	447	178	viable	viable	ADJ
futech-409	447	179			NOUN
futech-409	447	180	regional	regional	ADJ
futech-409	447	181	consortium	consortium	NOUN
futech-409	447	182	approach	approach	NOUN
futech-409	447	183	with	with	ADP
futech-409	447	184	shared	share	VERB
futech-409	447	185	ai	ai	PROPN
futech-409	447	186	services	service	NOUN
futech-409	447	187			NOUN
futech-409	447	188	focus	focus	VERB
futech-409	447	189	on	on	ADP
futech-409	447	190	mobile	mobile	ADJ
futech-409	447	191	-	-	PUNCT
futech-409	447	192	first	first	ADJ
futech-409	447	193	solutions	solution	NOUN
futech-409	447	194	with	with	ADP
futech-409	447	195	cloud	cloud	NOUN
futech-409	447	196	-	-	PUNCT
futech-409	447	197	based	base	VERB
futech-409	447	198	processing	processing	NOUN
futech-409	447	199	scalability	scalability	NOUN
futech-409	447	200	challenges	challenge	NOUN
futech-409	447	201	and	and	CCONJ
futech-409	447	202	mitigation	mitigation	NOUN
futech-409	447	203	strategies	strategy	NOUN
futech-409	447	204	:	:	PUNCT
futech-409	447	205			NOUN
futech-409	447	206	technical	technical	ADJ
futech-409	447	207	infrastructure	infrastructure	NOUN
futech-409	447	208	:	:	PUNCT
futech-409	447	209	cloud	cloud	NOUN
futech-409	447	210	-	-	PUNCT
futech-409	447	211	based	base	VERB
futech-409	447	212	architecture	architecture	NOUN
futech-409	447	213	enables	enable	VERB
futech-409	447	214	rapid	rapid	ADJ
futech-409	447	215	scaling	scaling	NOUN
futech-409	447	216	with	with	ADP
futech-409	447	217	10x	10x	NOUN
futech-409	447	218	capacity	capacity	NOUN
futech-409	447	219	increase	increase	NOUN
futech-409	447	220	capability	capability	NOUN
futech-409	447	221			NOUN
futech-409	447	222	cultural	cultural	ADJ
futech-409	447	223	adaptation	adaptation	NOUN
futech-409	447	224	:	:	PUNCT
futech-409	447	225	modular	modular	ADJ
futech-409	447	226	framework	framework	NOUN
futech-409	447	227	design	design	NOUN
futech-409	447	228	allows	allow	VERB
futech-409	447	229	60	60	NUM
futech-409	447	230	%	%	NOUN
futech-409	447	231	faster	fast	ADJ
futech-409	447	232	customization	customization	NOUN
futech-409	447	233	for	for	ADP
futech-409	447	234	new	new	ADJ
futech-409	447	235	heritage	heritage	NOUN
futech-409	447	236	sites	site	NOUN
futech-409	447	237			NOUN
futech-409	447	238	language	language	NOUN
futech-409	447	239	expansion	expansion	NOUN
futech-409	447	240	:	:	PUNCT
futech-409	447	241	pre	pre	ADJ
futech-409	447	242	-	-	ADJ
futech-409	447	243	trained	train	VERB
futech-409	447	244	multilingual	multilingual	ADJ
futech-409	447	245	models	model	NOUN
futech-409	447	246	reduce	reduce	VERB
futech-409	447	247	development	development	NOUN
futech-409	447	248	time	time	NOUN
futech-409	447	249	by	by	ADP
futech-409	447	250	70	70	NUM
futech-409	447	251	%	%	NOUN
futech-409	447	252	for	for	ADP
futech-409	447	253	new	new	ADJ
futech-409	447	254	languages	language	NOUN
futech-409	447	255			NOUN
futech-409	447	256	staff	staff	NOUN
futech-409	447	257	training	training	NOUN
futech-409	447	258	:	:	PUNCT
futech-409	447	259	standardized	standardized	ADJ
futech-409	447	260	certification	certification	NOUN
futech-409	447	261	programs	program	NOUN
futech-409	447	262	enable	enable	VERB
futech-409	447	263	efficient	efficient	ADJ
futech-409	447	264	knowledge	knowledge	NOUN
futech-409	447	265	transfer	transfer	NOUN
futech-409	447	266	across	across	ADP
futech-409	447	267	sites	site	NOUN
futech-409	447	268			PRON
futech-409	447	269	regulatory	regulatory	ADJ
futech-409	447	270	compliance	compliance	NOUN
futech-409	447	271	:	:	PUNCT
futech-409	447	272	template	template	NOUN
futech-409	447	273	-	-	PUNCT
futech-409	447	274	based	base	VERB
futech-409	447	275	privacy	privacy	NOUN
futech-409	447	276	and	and	CCONJ
futech-409	447	277	ethical	ethical	ADJ
futech-409	447	278	frameworks	framework	NOUN
futech-409	447	279	accelerate	accelerate	VERB
futech-409	447	280	deployment	deployment	NOUN
futech-409	447	281	approval	approval	NOUN
futech-409	447	282	multi	multi	ADJ
futech-409	447	283	-	-	ADJ
futech-409	447	284	site	site	ADJ
futech-409	447	285	implementation	implementation	NOUN
futech-409	447	286	roadmap	roadmap	NOUN
futech-409	447	287	:	:	PUNCT
futech-409	447	288			NOUN
futech-409	447	289	phase	phase	NOUN
futech-409	447	290	1	1	NUM
futech-409	447	291	:	:	PUNCT
futech-409	447	292	high	high	ADJ
futech-409	447	293	-	-	PUNCT
futech-409	447	294	traffic	traffic	NOUN
futech-409	447	295	unesco	unesco	PROPN
futech-409	447	296	world	world	PROPN
futech-409	447	297	heritage	heritage	NOUN
futech-409	447	298	sites	site	NOUN
futech-409	447	299	(	(	PUNCT
futech-409	447	300	5	5	NUM
futech-409	447	301	sites	site	NOUN
futech-409	447	302	,	,	PUNCT
futech-409	447	303	18	18	NUM
futech-409	447	304	months	month	NOUN
futech-409	447	305	)	)	PUNCT
futech-409	447	306			NOUN
futech-409	447	307	phase	phase	NOUN
futech-409	447	308	2	2	NUM
futech-409	447	309	:	:	PUNCT
futech-409	447	310	regional	regional	ADJ
futech-409	447	311	heritage	heritage	NOUN
futech-409	447	312	destinations	destination	NOUN
futech-409	447	313	(	(	PUNCT
futech-409	447	314	15	15	NUM
futech-409	447	315	sites	site	NOUN
futech-409	447	316	,	,	PUNCT
futech-409	447	317	24	24	NUM
futech-409	447	318	months	month	NOUN
futech-409	447	319	)	)	PUNCT
futech-409	447	320			NOUN
futech-409	447	321	phase	phase	NOUN
futech-409	447	322	3	3	NUM
futech-409	447	323	:	:	PUNCT
futech-409	447	324	local	local	ADJ
futech-409	447	325	cultural	cultural	ADJ
futech-409	447	326	sites	site	NOUN
futech-409	447	327	through	through	ADP
futech-409	447	328	consortium	consortium	NOUN
futech-409	447	329	model	model	NOUN
futech-409	447	330	(	(	PUNCT
futech-409	447	331	50	50	NUM
futech-409	447	332	+	+	NUM
futech-409	447	333	sites	site	NOUN
futech-409	447	334	,	,	PUNCT
futech-409	447	335	36	36	NUM
futech-409	447	336	months	month	NOUN
futech-409	447	337	)	)	PUNCT
futech-409	447	338			NOUN
futech-409	448	1	total	total	ADJ
futech-409	448	2	projected	project	VERB
futech-409	448	3	market	market	NOUN
futech-409	448	4	:	:	PUNCT
futech-409	448	5	200	200	NUM
futech-409	448	6	+	+	NUM
futech-409	448	7	heritage	heritage	NOUN
futech-409	448	8	sites	site	NOUN
futech-409	448	9	globally	globally	ADV
futech-409	448	10	with	with	ADP
futech-409	448	11	combined	combined	ADJ
futech-409	448	12	visitor	visitor	NOUN
futech-409	448	13	base	base	NOUN
futech-409	448	14	exceeding	exceed	VERB
futech-409	448	15	100	100	NUM
futech-409	448	16	million	million	NUM
futech-409	448	17	annually	annually	ADV
futech-409	448	18	5.3	5.3	NUM
futech-409	448	19	ai	ai	PROPN
futech-409	448	20	model	model	NOUN
futech-409	448	21	limitations	limitation	NOUN
futech-409	448	22	in	in	ADP
futech-409	448	23	culturally	culturally	ADV
futech-409	448	24	sensitive	sensitive	ADJ
futech-409	448	25	domains	domain	NOUN
futech-409	448	26	generic	generic	ADJ
futech-409	448	27	machine	machine	NOUN
futech-409	448	28	learning	learn	VERB
futech-409	448	29	model	model	NOUN
futech-409	448	30	limitations	limitation	NOUN
futech-409	448	31	the	the	DET
futech-409	448	32	application	application	NOUN
futech-409	448	33	of	of	ADP
futech-409	448	34	standardized	standardized	ADJ
futech-409	448	35	machine	machine	NOUN
futech-409	448	36	learning	learn	VERB
futech-409	448	37	algorithms	algorithm	NOUN
futech-409	448	38	to	to	ADP
futech-409	448	39	culturally	culturally	ADV
futech-409	448	40	sensitive	sensitive	ADJ
futech-409	448	41	heritage	heritage	NOUN
futech-409	448	42	tourism	tourism	NOUN
futech-409	448	43	presents	present	VERB
futech-409	448	44	several	several	ADJ
futech-409	448	45	inherent	inherent	ADJ
futech-409	448	46	limitations	limitation	NOUN
futech-409	448	47	that	that	PRON
futech-409	448	48	require	require	VERB
futech-409	448	49	careful	careful	ADJ
futech-409	448	50	consideration	consideration	NOUN
futech-409	448	51	:	:	PUNCT
futech-409	448	52	dbscan	dbscan	NOUN
futech-409	448	53	clustering	cluster	VERB
futech-409	448	54	limitations	limitation	NOUN
futech-409	448	55	in	in	ADP
futech-409	448	56	cultural	cultural	ADJ
futech-409	448	57	context	context	NOUN
futech-409	448	58	:	:	PUNCT
futech-409	448	59	dbscan	dbscan	PROPN
futech-409	448	60	's	's	PART
futech-409	448	61	density	density	NOUN
futech-409	448	62	-	-	PUNCT
futech-409	448	63	based	base	VERB
futech-409	448	64	approach	approach	NOUN
futech-409	448	65	may	may	AUX
futech-409	448	66	inadvertently	inadvertently	ADV
futech-409	448	67	group	group	VERB
futech-409	448	68	culturally	culturally	ADV
futech-409	448	69	distinct	distinct	ADJ
futech-409	448	70	behaviors	behavior	NOUN
futech-409	448	71	that	that	PRON
futech-409	448	72	appear	appear	VERB
futech-409	448	73	similar	similar	ADJ
futech-409	448	74	in	in	ADP
futech-409	448	75	feature	feature	NOUN
futech-409	448	76	space	space	NOUN
futech-409	448	77	but	but	CCONJ
futech-409	448	78	have	have	VERB
futech-409	448	79	different	different	ADJ
futech-409	448	80	cultural	cultural	ADJ
futech-409	448	81	significance	significance	NOUN
futech-409	448	82	.	.	PUNCT
futech-409	449	1	for	for	ADP
futech-409	449	2	example	example	NOUN
futech-409	449	3	,	,	PUNCT
futech-409	449	4	extended	extended	ADJ
futech-409	449	5	photography	photography	NOUN
futech-409	449	6	t	t	PROPN
futech-409	449	7	...	...	PUNCT
futech-409	449	8	bert	bert	PROPN
futech-409	449	9	model	model	PROPN
futech-409	449	10	cultural	cultural	ADJ
futech-409	449	11	representation	representation	NOUN
futech-409	449	12	gaps	gap	NOUN
futech-409	449	13	:	:	PUNCT
futech-409	449	14	despite	despite	SCONJ
futech-409	449	15	fine	fine	ADV
futech-409	449	16	-	-	PUNCT
futech-409	449	17	tuning	tune	VERB
futech-409	449	18	efforts	effort	NOUN
futech-409	449	19	,	,	PUNCT
futech-409	449	20	bert	bert	PROPN
futech-409	449	21	's	's	PART
futech-409	449	22	pre	pre	NOUN
futech-409	449	23	-	-	NOUN
futech-409	449	24	training	training	NOUN
futech-409	449	25	on	on	ADP
futech-409	449	26	predominantly	predominantly	ADV
futech-409	449	27	western	western	ADJ
futech-409	449	28	text	text	NOUN
futech-409	449	29	corpora	corpora	NOUN
futech-409	449	30	creates	create	VERB
futech-409	449	31	inherent	inherent	ADJ
futech-409	449	32	biases	bias	NOUN
futech-409	449	33	toward	toward	ADP
futech-409	449	34	western	western	ADJ
futech-409	449	35	communication	communication	NOUN
futech-409	449	36	patterns	pattern	NOUN
futech-409	449	37	.	.	PUNCT
futech-409	450	1	the	the	DET
futech-409	450	2	model	model	NOUN
futech-409	450	3	demonstrates	demonstrate	VERB
futech-409	450	4	15	15	NUM
futech-409	450	5	-	-	SYM
futech-409	450	6	20	20	NUM
futech-409	450	7	%	%	NOUN
futech-409	450	8	lower	low	ADJ
futech-409	450	9	accuracy	accuracy	NOUN
futech-409	450	10	in	in	ADP
futech-409	450	11	processing	processing	NOUN
futech-409	450	12	n	n	CCONJ
futech-409	450	13	...	...	PUNCT
futech-409	450	14	random	random	ADJ
futech-409	450	15	forest	forest	NOUN
futech-409	450	16	cultural	cultural	ADJ
futech-409	450	17	feature	feature	NOUN
futech-409	450	18	importance	importance	NOUN
futech-409	450	19	bias	bias	NOUN
futech-409	450	20	:	:	PUNCT
futech-409	450	21	random	random	ADJ
futech-409	450	22	forest	forest	NOUN
futech-409	450	23	algorithms	algorithm	NOUN
futech-409	450	24	may	may	AUX
futech-409	450	25	overemphasize	overemphasize	VERB
futech-409	450	26	quantifiable	quantifiable	ADJ
futech-409	450	27	behavioral	behavioral	ADJ
futech-409	450	28	features	feature	NOUN
futech-409	450	29	(	(	PUNCT
futech-409	450	30	dwell	dwell	NOUN
futech-409	450	31	time	time	NOUN
futech-409	450	32	,	,	PUNCT
futech-409	450	33	click	click	VERB
futech-409	450	34	rates	rate	NOUN
futech-409	450	35	)	)	PUNCT
futech-409	450	36	while	while	SCONJ
futech-409	450	37	underweighting	underweighte	VERB
futech-409	450	38	subtle	subtle	ADJ
futech-409	450	39	cultural	cultural	ADJ
futech-409	450	40	indicators	indicator	NOUN
futech-409	450	41	that	that	PRON
futech-409	450	42	are	be	AUX
futech-409	450	43	difficult	difficult	ADJ
futech-409	450	44	to	to	PART
futech-409	450	45	measure	measure	VERB
futech-409	450	46	but	but	CCONJ
futech-409	450	47	culturally	culturally	ADV
futech-409	450	48	signific	signific	ADJ
futech-409	450	49	...	...	PUNCT
futech-409	450	50	mitigation	mitigation	NOUN
futech-409	450	51	strategies	strategy	NOUN
futech-409	450	52	and	and	CCONJ
futech-409	450	53	recommendations	recommendation	NOUN
futech-409	450	54	:	:	PUNCT
futech-409	450	55			X
futech-409	450	56	cultural	cultural	ADJ
futech-409	450	57	expert	expert	NOUN
futech-409	450	58	integration	integration	NOUN
futech-409	450	59	:	:	PUNCT
futech-409	450	60	continuous	continuous	ADJ
futech-409	450	61	involvement	involvement	NOUN
futech-409	450	62	of	of	ADP
futech-409	450	63	cultural	cultural	ADJ
futech-409	450	64	anthropologists	anthropologist	NOUN
futech-409	450	65	and	and	CCONJ
futech-409	450	66	local	local	ADJ
futech-409	450	67	heritage	heritage	NOUN
futech-409	450	68	experts	expert	NOUN
futech-409	450	69	in	in	ADP
futech-409	450	70	model	model	NOUN
futech-409	450	71	development	development	NOUN
futech-409	450	72	and	and	CCONJ
futech-409	450	73	validation	validation	NOUN
futech-409	450	74			PRON
futech-409	450	75	cultural	cultural	ADJ
futech-409	450	76	weighting	weight	VERB
futech-409	450	77	mechanisms	mechanism	NOUN
futech-409	450	78	:	:	PUNCT
futech-409	450	79	implementation	implementation	NOUN
futech-409	450	80	of	of	ADP
futech-409	450	81	culture	culture	NOUN
futech-409	450	82	-	-	PUNCT
futech-409	450	83	specific	specific	ADJ
futech-409	450	84	feature	feature	NOUN
futech-409	450	85	weighting	weighting	NOUN
futech-409	450	86	based	base	VERB
futech-409	450	87	on	on	ADP
futech-409	450	88	cultural	cultural	ADJ
futech-409	450	89	significance	significance	NOUN
futech-409	450	90	rather	rather	ADV
futech-409	450	91	than	than	ADP
futech-409	450	92	statistical	statistical	ADJ
futech-409	450	93	frequency	frequency	NOUN
futech-409	450	94			NOUN
futech-409	450	95	hybrid	hybrid	ADJ
futech-409	450	96	human	human	NOUN
futech-409	450	97	-	-	PUNCT
futech-409	450	98	ai	ai	NOUN
futech-409	450	99	approaches	approach	NOUN
futech-409	450	100	:	:	PUNCT
futech-409	450	101	combining	combine	VERB
futech-409	450	102	ai	ai	VERB
futech-409	450	103	predictions	prediction	NOUN
futech-409	450	104	with	with	ADP
futech-409	450	105	human	human	ADJ
futech-409	450	106	cultural	cultural	ADJ
futech-409	450	107	expertise	expertise	NOUN
futech-409	450	108	for	for	ADP
futech-409	450	109	final	final	ADJ
futech-409	450	110	decision	decision	NOUN
futech-409	450	111	-	-	PUNCT
futech-409	450	112	making	make	VERB
futech-409	450	113			NOUN
futech-409	450	114	regular	regular	ADJ
futech-409	450	115	cultural	cultural	ADJ
futech-409	450	116	audits	audits	NOUN
futech-409	450	117	:	:	PUNCT
futech-409	450	118	quarterly	quarterly	ADJ
futech-409	450	119	assessments	assessment	NOUN
futech-409	450	120	of	of	ADP
futech-409	450	121	model	model	NOUN
futech-409	450	122	performance	performance	NOUN
futech-409	450	123	across	across	ADP
futech-409	450	124	cultural	cultural	ADJ
futech-409	450	125	groups	group	NOUN
futech-409	450	126	with	with	ADP
futech-409	450	127	bias	bias	NOUN
futech-409	450	128	correction	correction	NOUN
futech-409	450	129	protocols	protocol	NOUN
futech-409	450	130			NOUN
futech-409	450	131	adaptive	adaptive	ADJ
futech-409	450	132	learning	learning	NOUN
futech-409	450	133	systems	system	NOUN
futech-409	450	134	:	:	PUNCT
futech-409	450	135	implementation	implementation	NOUN
futech-409	450	136	of	of	ADP
futech-409	450	137	feedback	feedback	NOUN
futech-409	450	138	loops	loop	NOUN
futech-409	450	139	allowing	allow	VERB
futech-409	450	140	models	model	NOUN
futech-409	450	141	to	to	PART
futech-409	450	142	learn	learn	VERB
futech-409	450	143	from	from	ADP
futech-409	450	144	cultural	cultural	ADJ
futech-409	450	145	expert	expert	NOUN
futech-409	450	146	corrections	correction	NOUN
futech-409	450	147	ethical	ethical	ADJ
futech-409	450	148	considerations	consideration	NOUN
futech-409	450	149	:	:	PUNCT
futech-409	450	150	the	the	DET
futech-409	450	151	deployment	deployment	NOUN
futech-409	450	152	of	of	ADP
futech-409	450	153	ai	ai	PROPN
futech-409	450	154	systems	system	NOUN
futech-409	450	155	in	in	ADP
futech-409	450	156	cultural	cultural	ADJ
futech-409	450	157	heritage	heritage	NOUN
futech-409	450	158	contexts	context	NOUN
futech-409	450	159	requires	require	VERB
futech-409	450	160	ongoing	ongoing	ADJ
futech-409	450	161	vigilance	vigilance	NOUN
futech-409	450	162	regarding	regard	VERB
futech-409	450	163	cultural	cultural	ADJ
futech-409	450	164	appropriation	appropriation	NOUN
futech-409	450	165	,	,	PUNCT
futech-409	450	166	misrepresentation	misrepresentation	NOUN
futech-409	450	167	,	,	PUNCT
futech-409	450	168	and	and	CCONJ
futech-409	450	169	the	the	DET
futech-409	450	170	potential	potential	NOUN
futech-409	450	171	for	for	SCONJ
futech-409	450	172	technology	technology	NOUN
futech-409	450	173	to	to	PART
futech-409	450	174	oversimplify	oversimplify	VERB
futech-409	450	175	complex	complex	ADJ
futech-409	450	176	cultural	cultural	ADJ
futech-409	450	177	meanings	meaning	NOUN
futech-409	450	178	.	.	PUNCT
futech-409	451	1	future	future	ADJ
futech-409	451	2	resea	resea	NOUN
futech-409	451	3	...	...	PUNCT
futech-409	451	4	this	this	DET
futech-409	451	5	study	study	NOUN
futech-409	451	6	has	have	VERB
futech-409	451	7	limitations	limitation	NOUN
futech-409	451	8	concerning	concern	VERB
futech-409	451	9	the	the	DET
futech-409	451	10	area	area	NOUN
futech-409	451	11	of	of	ADP
futech-409	451	12	the	the	DET
futech-409	451	13	study	study	NOUN
futech-409	451	14	due	due	ADP
futech-409	451	15	to	to	ADP
futech-409	451	16	its	its	PRON
futech-409	451	17	cultural	cultural	ADJ
futech-409	451	18	and	and	CCONJ
futech-409	451	19	geographical	geographical	ADJ
futech-409	451	20	scope	scope	NOUN
futech-409	451	21	which	which	PRON
futech-409	451	22	may	may	AUX
futech-409	451	23	affect	affect	VERB
futech-409	451	24	its	its	PRON
futech-409	451	25	general	general	ADJ
futech-409	451	26	applicability	applicability	NOUN
futech-409	451	27	to	to	ADP
futech-409	451	28	other	other	ADJ
futech-409	451	29	heritage	heritage	NOUN
futech-409	451	30	sites	site	NOUN
futech-409	451	31	.	.	PUNCT
futech-409	452	1	the	the	DET
futech-409	452	2	timeframe	timeframe	NOUN
futech-409	452	3	in	in	ADP
futech-409	452	4	which	which	PRON
futech-409	452	5	the	the	DET
futech-409	452	6	data	datum	NOUN
futech-409	452	7	was	be	AUX
futech-409	452	8	collected	collect	VERB
futech-409	452	9	is	be	AUX
futech-409	452	10	all	all	ADV
futech-409	452	11	-	-	PUNCT
futech-409	452	12	encompassing	encompass	VERB
futech-409	452	13	but	but	CCONJ
futech-409	452	14	only	only	ADV
futech-409	452	15	serve	serve	VERB
futech-409	452	16	...	...	PUNCT
futech-409	453	1	6	6	X
futech-409	453	2	.	.	X
futech-409	453	3	conclusion	conclusion	NOUN
futech-409	453	4	this	this	DET
futech-409	453	5	research	research	NOUN
futech-409	453	6	illustrates	illustrate	VERB
futech-409	453	7	the	the	DET
futech-409	453	8	application	application	NOUN
futech-409	453	9	of	of	ADP
futech-409	453	10	artificial	artificial	ADJ
futech-409	453	11	intelligence	intelligence	NOUN
futech-409	453	12	in	in	ADP
futech-409	453	13	the	the	DET
futech-409	453	14	analysis	analysis	NOUN
futech-409	453	15	of	of	ADP
futech-409	453	16	tourist	tourist	NOUN
futech-409	453	17	behavior	behavior	NOUN
futech-409	453	18	and	and	CCONJ
futech-409	453	19	in	in	ADP
futech-409	453	20	optimising	optimise	VERB
futech-409	453	21	communication	communication	NOUN
futech-409	453	22	at	at	ADP
futech-409	453	23	heritage	heritage	NOUN
futech-409	453	24	tourism	tourism	NOUN
futech-409	453	25	sites	site	NOUN
futech-409	453	26	like	like	ADP
futech-409	453	27	the	the	DET
futech-409	453	28	shanxi	shanxi	PROPN
futech-409	453	29	great	great	PROPN
futech-409	453	30	wall	wall	PROPN
futech-409	453	31	.	.	PUNCT
futech-409	454	1	the	the	DET
futech-409	454	2	work	work	NOUN
futech-409	454	3	adds	add	VERB
futech-409	454	4	value	value	NOUN
futech-409	454	5	to	to	ADP
futech-409	454	6	the	the	DET
futech-409	454	7	existing	exist	VERB
futech-409	454	8	literature	literature	NOUN
futech-409	454	9	on	on	ADP
futech-409	454	10	smart	smart	ADJ
futech-409	454	11	tour	tour	NOUN
futech-409	454	12	...	...	PUNCT
futech-409	454	13	phase	phase	NOUN
futech-409	454	14	1	1	NUM
futech-409	454	15	:	:	PUNCT
futech-409	454	16	infrastructure	infrastructure	NOUN
futech-409	454	17	development	development	NOUN
futech-409	454	18	(	(	PUNCT
futech-409	454	19	months	month	NOUN
futech-409	454	20	1	1	NUM
futech-409	454	21	-	-	SYM
futech-409	454	22	6	6	NUM
futech-409	454	23	)	)	PUNCT
futech-409	454	24	technical	technical	ADJ
futech-409	454	25	infrastructure	infrastructure	NOUN
futech-409	454	26	establishment	establishment	NOUN
futech-409	454	27	:	:	PUNCT
futech-409	454	28			NOUN
futech-409	454	29	deploy	deploy	VERB
futech-409	454	30	cloud	cloud	NOUN
futech-409	454	31	-	-	PUNCT
futech-409	454	32	based	base	VERB
futech-409	454	33	ai	ai	NOUN
futech-409	454	34	infrastructure	infrastructure	NOUN
futech-409	454	35	with	with	ADP
futech-409	454	36	scalable	scalable	ADJ
futech-409	454	37	computing	computing	NOUN
futech-409	454	38	capabilities	capability	NOUN
futech-409	454	39	supporting	support	VERB
futech-409	454	40	minimum	minimum	ADJ
futech-409	454	41	10,000	10,000	NUM
futech-409	454	42	concurrent	concurrent	ADJ
futech-409	454	43	users	user	NOUN
futech-409	454	44			ADV
futech-409	454	45	establish	establish	VERB
futech-409	454	46	comprehensive	comprehensive	ADJ
futech-409	454	47	data	datum	NOUN
futech-409	454	48	collection	collection	NOUN
futech-409	454	49	systems	system	NOUN
futech-409	454	50	including	include	VERB
futech-409	454	51	iot	iot	ADJ
futech-409	454	52	sensors	sensor	NOUN
futech-409	454	53	at	at	ADP
futech-409	454	54	15	15	NUM
futech-409	454	55	-	-	SYM
futech-409	454	56	20	20	NUM
futech-409	454	57	strategic	strategic	ADJ
futech-409	454	58	locations	location	NOUN
futech-409	454	59	,	,	PUNCT
futech-409	454	60	mobile	mobile	ADJ
futech-409	454	61	application	application	NOUN
futech-409	454	62	development	development	NOUN
futech-409	454	63	,	,	PUNCT
futech-409	454	64	and	and	CCONJ
futech-409	454	65	visitor	visitor	NOUN
futech-409	454	66	tracking	tracking	NOUN
futech-409	454	67	technologies	technology	NOUN
futech-409	454	68			NOUN
futech-409	454	69	implement	implement	VERB
futech-409	454	70	multilingual	multilingual	ADJ
futech-409	454	71	content	content	NOUN
futech-409	454	72	management	management	NOUN
futech-409	454	73	systems	system	NOUN
futech-409	454	74	with	with	ADP
futech-409	454	75	cultural	cultural	ADJ
futech-409	454	76	adaptation	adaptation	NOUN
futech-409	454	77	features	feature	NOUN
futech-409	454	78	supporting	support	VERB
futech-409	454	79	minimum	minimum	ADJ
futech-409	454	80	5	5	NUM
futech-409	454	81	languages	language	NOUN
futech-409	454	82	(	(	PUNCT
futech-409	454	83	english	english	PROPN
futech-409	454	84	,	,	PUNCT
futech-409	454	85	chinese	chinese	PROPN
futech-409	454	86	,	,	PUNCT
futech-409	454	87	japanese	japanese	ADJ
futech-409	454	88	,	,	PUNCT
futech-409	454	89	german	german	ADJ
futech-409	454	90	,	,	PUNCT
futech-409	454	91	spanish	spanish	ADJ
futech-409	454	92	)	)	PUNCT
futech-409	454	93			NOUN
futech-409	454	94	develop	develop	VERB
futech-409	454	95	api	api	NOUN
futech-409	454	96	integrations	integration	NOUN
futech-409	454	97	with	with	ADP
futech-409	454	98	existing	exist	VERB
futech-409	454	99	tourism	tourism	NOUN
futech-409	454	100	management	management	NOUN
futech-409	454	101	systems	system	NOUN
futech-409	454	102	and	and	CCONJ
futech-409	454	103	third	third	ADJ
futech-409	454	104	-	-	PUNCT
futech-409	454	105	party	party	NOUN
futech-409	454	106	platforms	platform	NOUN
futech-409	454	107	human	human	ADJ
futech-409	454	108	resource	resource	NOUN
futech-409	454	109	development	development	NOUN
futech-409	454	110	:	:	PUNCT
futech-409	454	111			PRON
futech-409	454	112	recruit	recruit	PROPN
futech-409	454	113	ai	ai	VERB
futech-409	454	114	systems	system	NOUN
futech-409	454	115	manager	manager	NOUN
futech-409	454	116	(	(	PUNCT
futech-409	454	117	1	1	NUM
futech-409	454	118	fte	fte	NOUN
futech-409	454	119	)	)	PUNCT
futech-409	454	120	with	with	ADP
futech-409	454	121	machine	machine	NOUN
futech-409	454	122	learning	learning	NOUN
futech-409	454	123	and	and	CCONJ
futech-409	454	124	tourism	tourism	NOUN
futech-409	454	125	management	management	NOUN
futech-409	454	126	expertise	expertise	NOUN
futech-409	454	127			NOUN
futech-409	454	128	hire	hire	VERB
futech-409	454	129	data	datum	NOUN
futech-409	454	130	scientists	scientist	NOUN
futech-409	454	131	(	(	PUNCT
futech-409	454	132	2	2	NUM
futech-409	454	133	fte	fte	NOUN
futech-409	454	134	)	)	PUNCT
futech-409	454	135	specializing	specialize	VERB
futech-409	454	136	in	in	ADP
futech-409	454	137	nlp	nlp	NOUN
futech-409	454	138	and	and	CCONJ
futech-409	454	139	behavioral	behavioral	ADJ
futech-409	454	140	analytics	analytic	NOUN
futech-409	454	141			NOUN
futech-409	454	142	train	train	VERB
futech-409	454	143	cultural	cultural	ADJ
futech-409	454	144	content	content	NOUN
futech-409	454	145	specialists	specialist	NOUN
futech-409	454	146	(	(	PUNCT
futech-409	454	147	3	3	NUM
futech-409	454	148	fte	fte	NOUN
futech-409	454	149	)	)	PUNCT
futech-409	454	150	in	in	ADP
futech-409	454	151	digital	digital	ADJ
futech-409	454	152	content	content	NOUN
futech-409	454	153	creation	creation	NOUN
futech-409	454	154	and	and	CCONJ
futech-409	454	155	cultural	cultural	ADJ
futech-409	454	156	sensitivity	sensitivity	NOUN
futech-409	454	157			NOUN
futech-409	454	158	conduct	conduct	VERB
futech-409	454	159	intensive	intensive	ADJ
futech-409	454	160	40	40	NUM
futech-409	454	161	-	-	PUNCT
futech-409	454	162	hour	hour	NOUN
futech-409	454	163	training	training	NOUN
futech-409	454	164	programs	program	NOUN
futech-409	454	165	for	for	ADP
futech-409	454	166	existing	exist	VERB
futech-409	454	167	staff	staff	NOUN
futech-409	454	168	on	on	ADP
futech-409	454	169	ai	ai	PROPN
futech-409	454	170	system	system	NOUN
futech-409	454	171	operations	operation	NOUN
futech-409	454	172	and	and	CCONJ
futech-409	454	173	cultural	cultural	ADJ
futech-409	454	174	engagement	engagement	NOUN
futech-409	454	175	protocols	protocol	NOUN
futech-409	454	176	estimated	estimate	VERB
futech-409	454	177	investment	investment	NOUN
futech-409	454	178	:	:	PUNCT
futech-409	454	179	$	$	SYM
futech-409	454	180	800,000	800,000	NUM
futech-409	454	181	-	-	SYM
futech-409	454	182	1.2	1.2	NUM
futech-409	454	183	million	million	NUM
futech-409	454	184	phase	phase	NOUN
futech-409	454	185	2	2	NUM
futech-409	454	186	:	:	PUNCT
futech-409	454	187	pilot	pilot	NOUN
futech-409	454	188	implementation	implementation	NOUN
futech-409	454	189	(	(	PUNCT
futech-409	454	190	months	month	NOUN
futech-409	454	191	7	7	NUM
futech-409	454	192	-	-	SYM
futech-409	454	193	12	12	NUM
futech-409	454	194	)	)	PUNCT
futech-409	454	195	system	system	NOUN
futech-409	454	196	deployment	deployment	NOUN
futech-409	454	197	:	:	PUNCT
futech-409	454	198			NOUN
futech-409	454	199	deploy	deploy	VERB
futech-409	454	200	machine	machine	NOUN
futech-409	454	201	learning	learn	VERB
futech-409	454	202	behavioral	behavioral	ADJ
futech-409	454	203	analysis	analysis	NOUN
futech-409	454	204	systems	system	NOUN
futech-409	454	205	in	in	ADP
futech-409	454	206	3	3	NUM
futech-409	454	207	-	-	SYM
futech-409	454	208	5	5	NUM
futech-409	454	209	high	high	ADJ
futech-409	454	210	-	-	PUNCT
futech-409	454	211	traffic	traffic	NOUN
futech-409	454	212	site	site	NOUN
futech-409	454	213	areas	area	NOUN
futech-409	454	214	with	with	ADP
futech-409	454	215	real	real	ADJ
futech-409	454	216	-	-	PUNCT
futech-409	454	217	time	time	NOUN
futech-409	454	218	monitoring	monitoring	NOUN
futech-409	454	219	capabilities	capability	NOUN
futech-409	454	220			NOUN
futech-409	454	221	implement	implement	VERB
futech-409	454	222	personalized	personalized	ADJ
futech-409	454	223	content	content	NOUN
futech-409	454	224	delivery	delivery	NOUN
futech-409	454	225	through	through	ADP
futech-409	454	226	mobile	mobile	ADJ
futech-409	454	227	applications	application	NOUN
futech-409	454	228	with	with	ADP
futech-409	454	229	cultural	cultural	ADJ
futech-409	454	230	customization	customization	NOUN
futech-409	454	231	features	feature	VERB
futech-409	454	232			NOUN
futech-409	454	233	establish	establish	VERB
futech-409	454	234	predictive	predictive	ADJ
futech-409	454	235	crowd	crowd	NOUN
futech-409	454	236	management	management	NOUN
futech-409	454	237	systems	system	NOUN
futech-409	454	238	with	with	ADP
futech-409	454	239	15	15	NUM
futech-409	454	240	-	-	PUNCT
futech-409	454	241	minute	minute	NOUN
futech-409	454	242	forecasting	forecasting	NOUN
futech-409	454	243	accuracy	accuracy	NOUN
futech-409	454	244			NOUN
futech-409	454	245	launch	launch	NOUN
futech-409	454	246	multilingual	multilingual	ADJ
futech-409	454	247	ai	ai	VERB
futech-409	454	248	chatbot	chatbot	NOUN
futech-409	454	249	services	service	NOUN
futech-409	454	250	for	for	ADP
futech-409	454	251	visitor	visitor	NOUN
futech-409	454	252	inquiries	inquiry	NOUN
futech-409	454	253	and	and	CCONJ
futech-409	454	254	cultural	cultural	ADJ
futech-409	454	255	information	information	NOUN
futech-409	454	256	performance	performance	NOUN
futech-409	454	257	monitoring	monitoring	NOUN
futech-409	454	258	:	:	PUNCT
futech-409	454	259			NOUN
futech-409	454	260	conduct	conduct	VERB
futech-409	454	261	monthly	monthly	ADJ
futech-409	454	262	performance	performance	NOUN
futech-409	454	263	evaluations	evaluation	NOUN
futech-409	454	264	measuring	measure	VERB
futech-409	454	265	visitor	visitor	NOUN
futech-409	454	266	satisfaction	satisfaction	NOUN
futech-409	454	267	,	,	PUNCT
futech-409	454	268	cultural	cultural	ADJ
futech-409	454	269	engagement	engagement	NOUN
futech-409	454	270	,	,	PUNCT
futech-409	454	271	and	and	CCONJ
futech-409	454	272	operational	operational	ADJ
futech-409	454	273	efficiency	efficiency	NOUN
futech-409	454	274			NOUN
futech-409	454	275	implement	implement	VERB
futech-409	454	276	a	a	DET
futech-409	454	277	/	/	SYM
futech-409	454	278	b	b	NOUN
futech-409	454	279	testing	testing	NOUN
futech-409	454	280	protocols	protocol	NOUN
futech-409	454	281	comparing	compare	VERB
futech-409	454	282	ai	ai	ADJ
futech-409	454	283	-	-	PUNCT
futech-409	454	284	enhanced	enhance	VERB
futech-409	454	285	services	service	NOUN
futech-409	454	286	with	with	ADP
futech-409	454	287	traditional	traditional	ADJ
futech-409	454	288	approaches	approach	NOUN
futech-409	454	289			NOUN
futech-409	454	290	establish	establish	VERB
futech-409	454	291	feedback	feedback	NOUN
futech-409	454	292	collection	collection	NOUN
futech-409	454	293	systems	system	NOUN
futech-409	454	294	through	through	ADP
futech-409	454	295	mobile	mobile	ADJ
futech-409	454	296	apps	app	NOUN
futech-409	454	297	,	,	PUNCT
futech-409	454	298	surveys	survey	NOUN
futech-409	454	299	,	,	PUNCT
futech-409	454	300	and	and	CCONJ
futech-409	454	301	social	social	ADJ
futech-409	454	302	media	medium	NOUN
futech-409	454	303	monitoring	monitor	VERB
futech-409	454	304			PRON
futech-409	454	305	document	document	NOUN
futech-409	454	306	lessons	lesson	NOUN
futech-409	454	307	learned	learn	VERB
futech-409	454	308	and	and	CCONJ
futech-409	454	309	system	system	NOUN
futech-409	454	310	optimization	optimization	NOUN
futech-409	454	311	recommendations	recommendation	NOUN
futech-409	454	312	expected	expect	VERB
futech-409	454	313	outcomes	outcome	NOUN
futech-409	454	314	:	:	PUNCT
futech-409	454	315	25	25	NUM
futech-409	454	316	-	-	SYM
futech-409	454	317	35	35	NUM
futech-409	454	318	%	%	NOUN
futech-409	454	319	improvement	improvement	NOUN
futech-409	454	320	in	in	ADP
futech-409	454	321	visitor	visitor	NOUN
futech-409	454	322	satisfaction	satisfaction	NOUN
futech-409	454	323	scores	score	NOUN
futech-409	454	324	phase	phase	NOUN
futech-409	454	325	3	3	NUM
futech-409	454	326	:	:	PUNCT
futech-409	454	327	full	full	ADJ
futech-409	454	328	-	-	PUNCT
futech-409	454	329	scale	scale	NOUN
futech-409	454	330	deployment	deployment	NOUN
futech-409	454	331	(	(	PUNCT
futech-409	454	332	months	month	NOUN
futech-409	454	333	13	13	NUM
futech-409	454	334	-	-	SYM
futech-409	454	335	18	18	NUM
futech-409	454	336	)	)	PUNCT
futech-409	454	337	comprehensive	comprehensive	ADJ
futech-409	454	338	integration	integration	NOUN
futech-409	454	339	:	:	PUNCT
futech-409	454	340			PRON
futech-409	454	341	expand	expand	VERB
futech-409	454	342	ai	ai	VERB
futech-409	454	343	systems	system	NOUN
futech-409	454	344	across	across	ADP
futech-409	454	345	entire	entire	ADJ
futech-409	454	346	heritage	heritage	NOUN
futech-409	454	347	site	site	NOUN
futech-409	454	348	with	with	ADP
futech-409	454	349	integrated	integrate	VERB
futech-409	454	350	visitor	visitor	NOUN
futech-409	454	351	experience	experience	NOUN
futech-409	454	352	optimization	optimization	NOUN
futech-409	454	353			NOUN
futech-409	454	354	implement	implement	VERB
futech-409	454	355	predictive	predictive	ADJ
futech-409	454	356	analytics	analytic	NOUN
futech-409	454	357	for	for	ADP
futech-409	454	358	resource	resource	NOUN
futech-409	454	359	allocation	allocation	NOUN
futech-409	454	360	,	,	PUNCT
futech-409	454	361	staff	staff	NOUN
futech-409	454	362	scheduling	scheduling	NOUN
futech-409	454	363	,	,	PUNCT
futech-409	454	364	and	and	CCONJ
futech-409	454	365	capacity	capacity	NOUN
futech-409	454	366	planning	planning	NOUN
futech-409	454	367			NOUN
futech-409	454	368	deploy	deploy	VERB
futech-409	454	369	automated	automate	VERB
futech-409	454	370	cultural	cultural	ADJ
futech-409	454	371	communication	communication	NOUN
futech-409	454	372	optimization	optimization	NOUN
futech-409	454	373	with	with	ADP
futech-409	454	374	real	real	ADJ
futech-409	454	375	-	-	PUNCT
futech-409	454	376	time	time	NOUN
futech-409	454	377	content	content	NOUN
futech-409	454	378	adaptation	adaptation	NOUN
futech-409	454	379			NOUN
futech-409	454	380	establish	establish	VERB
futech-409	454	381	sustainability	sustainability	NOUN
futech-409	454	382	monitoring	monitoring	NOUN
futech-409	454	383	systems	system	NOUN
futech-409	454	384	including	include	VERB
futech-409	454	385	environmental	environmental	ADJ
futech-409	454	386	impact	impact	NOUN
futech-409	454	387	assessment	assessment	NOUN
futech-409	454	388			X
futech-409	455	1	advanced	advanced	ADJ
futech-409	455	2	features	feature	NOUN
futech-409	455	3	:	:	PUNCT
futech-409	455	4			PRON
futech-409	455	5	launch	launch	PROPN
futech-409	455	6	ar	ar	PROPN
futech-409	455	7	/	/	SYM
futech-409	455	8	vr	vr	PROPN
futech-409	455	9	cultural	cultural	ADJ
futech-409	455	10	experiences	experience	NOUN
futech-409	455	11	at	at	ADP
futech-409	455	12	key	key	ADJ
futech-409	455	13	heritage	heritage	NOUN
futech-409	455	14	locations	location	NOUN
futech-409	455	15			NOUN
futech-409	455	16	implement	implement	VERB
futech-409	455	17	dynamic	dynamic	ADJ
futech-409	455	18	pricing	pricing	NOUN
futech-409	455	19	systems	system	NOUN
futech-409	455	20	based	base	VERB
futech-409	455	21	on	on	ADP
futech-409	455	22	demand	demand	NOUN
futech-409	455	23	forecasting	forecasting	NOUN
futech-409	455	24	and	and	CCONJ
futech-409	455	25	visitor	visitor	NOUN
futech-409	455	26	segmentation	segmentation	NOUN
futech-409	455	27			NOUN
futech-409	455	28	deploy	deploy	VERB
futech-409	455	29	predictive	predictive	ADJ
futech-409	455	30	maintenance	maintenance	NOUN
futech-409	455	31	systems	system	NOUN
futech-409	455	32	for	for	ADP
futech-409	455	33	facilities	facility	NOUN
futech-409	455	34	and	and	CCONJ
futech-409	455	35	infrastructure	infrastructure	NOUN
futech-409	455	36			NOUN
futech-409	455	37	establish	establish	VERB
futech-409	455	38	cross	cross	ADJ
futech-409	455	39	-	-	ADJ
futech-409	455	40	site	site	ADJ
futech-409	455	41	data	datum	NOUN
futech-409	455	42	sharing	sharing	NOUN
futech-409	455	43	networks	network	NOUN
futech-409	455	44	for	for	ADP
futech-409	455	45	regional	regional	ADJ
futech-409	455	46	tourism	tourism	NOUN
futech-409	455	47	optimization	optimization	NOUN
futech-409	455	48	performance	performance	NOUN
futech-409	455	49	targets	target	NOUN
futech-409	455	50	:	:	PUNCT
futech-409	455	51	40	40	NUM
futech-409	455	52	-	-	SYM
futech-409	455	53	50	50	NUM
futech-409	455	54	%	%	NOUN
futech-409	455	55	improvement	improvement	NOUN
futech-409	455	56	in	in	ADP
futech-409	455	57	overall	overall	ADJ
futech-409	455	58	visitor	visitor	NOUN
futech-409	455	59	experience	experience	NOUN
futech-409	455	60	metrics	metric	NOUN
futech-409	455	61	phase	phase	NOUN
futech-409	455	62	4	4	NUM
futech-409	455	63	:	:	PUNCT
futech-409	455	64	continuous	continuous	ADJ
futech-409	455	65	improvement	improvement	NOUN
futech-409	455	66	and	and	CCONJ
futech-409	455	67	scaling	scaling	NOUN
futech-409	455	68	(	(	PUNCT
futech-409	455	69	months	month	NOUN
futech-409	455	70	19	19	NUM
futech-409	455	71	+	+	ADJ
futech-409	455	72	)	)	PUNCT
futech-409	455	73	long	long	ADJ
futech-409	455	74	-	-	PUNCT
futech-409	455	75	term	term	NOUN
futech-409	455	76	sustainability	sustainability	NOUN
futech-409	455	77	:	:	PUNCT
futech-409	455	78			NOUN
futech-409	455	79	conduct	conduct	VERB
futech-409	455	80	quarterly	quarterly	ADJ
futech-409	455	81	model	model	NOUN
futech-409	455	82	retraining	retrain	VERB
futech-409	455	83	with	with	ADP
futech-409	455	84	new	new	ADJ
futech-409	455	85	visitor	visitor	NOUN
futech-409	455	86	data	datum	NOUN
futech-409	455	87	and	and	CCONJ
futech-409	455	88	emerging	emerge	VERB
futech-409	455	89	behavioral	behavioral	ADJ
futech-409	455	90	patterns	pattern	NOUN
futech-409	455	91			NOUN
futech-409	455	92	implement	implement	VERB
futech-409	455	93	cross	cross	ADJ
futech-409	455	94	-	-	ADJ
futech-409	455	95	site	site	ADJ
futech-409	455	96	knowledge	knowledge	NOUN
futech-409	455	97	sharing	sharing	NOUN
futech-409	455	98	networks	network	NOUN
futech-409	455	99	and	and	CCONJ
futech-409	455	100	best	good	ADJ
futech-409	455	101	practice	practice	NOUN
futech-409	455	102	dissemination	dissemination	NOUN
futech-409	455	103	programs	program	NOUN
futech-409	455	104			NOUN
futech-409	455	105	develop	develop	VERB
futech-409	455	106	regional	regional	ADJ
futech-409	455	107	heritage	heritage	NOUN
futech-409	455	108	tourism	tourism	NOUN
futech-409	455	109	ai	ai	VERB
futech-409	455	110	networks	network	NOUN
futech-409	455	111	for	for	ADP
futech-409	455	112	collaborative	collaborative	ADJ
futech-409	455	113	optimization	optimization	NOUN
futech-409	455	114			PRON
futech-409	455	115	establish	establish	VERB
futech-409	455	116	5	5	NUM
futech-409	455	117	-	-	PUNCT
futech-409	455	118	year	year	NOUN
futech-409	455	119	technology	technology	NOUN
futech-409	455	120	roadmap	roadmap	NOUN
futech-409	455	121	with	with	ADP
futech-409	455	122	planned	plan	VERB
futech-409	455	123	upgrades	upgrade	NOUN
futech-409	455	124	and	and	CCONJ
futech-409	455	125	feature	feature	NOUN
futech-409	455	126	enhancements	enhancement	NOUN
futech-409	455	127	expansion	expansion	NOUN
futech-409	455	128	strategy	strategy	NOUN
futech-409	455	129	:	:	PUNCT
futech-409	455	130			NOUN
futech-409	455	131	create	create	VERB
futech-409	455	132	standardized	standardized	ADJ
futech-409	455	133	implementation	implementation	NOUN
futech-409	455	134	packages	package	NOUN
futech-409	455	135	for	for	ADP
futech-409	455	136	other	other	ADJ
futech-409	455	137	heritage	heritage	NOUN
futech-409	455	138	sites	site	NOUN
futech-409	455	139			NOUN
futech-409	455	140	develop	develop	VERB
futech-409	455	141	licensing	licensing	NOUN
futech-409	455	142	models	model	NOUN
futech-409	455	143	for	for	ADP
futech-409	455	144	ai	ai	PROPN
futech-409	455	145	system	system	NOUN
futech-409	455	146	deployment	deployment	NOUN
futech-409	455	147	at	at	ADP
futech-409	455	148	similar	similar	ADJ
futech-409	455	149	cultural	cultural	ADJ
futech-409	455	150	destinations	destination	NOUN
futech-409	455	151			NOUN
futech-409	455	152	establish	establish	VERB
futech-409	455	153	training	training	NOUN
futech-409	455	154	and	and	CCONJ
futech-409	455	155	certification	certification	NOUN
futech-409	455	156	programs	program	NOUN
futech-409	455	157	for	for	ADP
futech-409	455	158	heritage	heritage	NOUN
futech-409	455	159	tourism	tourism	NOUN
futech-409	455	160	professionals	professional	NOUN
futech-409	455	161			NOUN
futech-409	455	162	build	build	VERB
futech-409	455	163	partnerships	partnership	NOUN
futech-409	455	164	with	with	ADP
futech-409	455	165	technology	technology	NOUN
futech-409	455	166	providers	provider	NOUN
futech-409	455	167	and	and	CCONJ
futech-409	455	168	cultural	cultural	ADJ
futech-409	455	169	institutions	institution	NOUN
futech-409	455	170	implementation	implementation	NOUN
futech-409	455	171	support	support	NOUN
futech-409	455	172	framework	framework	NOUN
futech-409	455	173	:	:	PUNCT
futech-409	455	174	technical	technical	ADJ
futech-409	455	175	documentation	documentation	NOUN
futech-409	455	176	:	:	PUNCT
futech-409	455	177			X
futech-409	455	178	comprehensive	comprehensive	ADJ
futech-409	455	179	system	system	NOUN
futech-409	455	180	architecture	architecture	NOUN
futech-409	455	181	specifications	specification	NOUN
futech-409	455	182	and	and	CCONJ
futech-409	455	183	vendor	vendor	NOUN
futech-409	455	184	recommendation	recommendation	NOUN
futech-409	455	185	guidelines	guideline	NOUN
futech-409	455	186			NOUN
futech-409	455	187	api	api	NOUN
futech-409	455	188	documentation	documentation	NOUN
futech-409	455	189	and	and	CCONJ
futech-409	455	190	integration	integration	NOUN
futech-409	455	191	protocols	protocol	NOUN
futech-409	455	192	for	for	ADP
futech-409	455	193	existing	exist	VERB
futech-409	455	194	tourism	tourism	NOUN
futech-409	455	195	management	management	NOUN
futech-409	455	196	systems	system	NOUN
futech-409	455	197			NOUN
futech-409	455	198	security	security	NOUN
futech-409	455	199	and	and	CCONJ
futech-409	455	200	privacy	privacy	NOUN
futech-409	455	201	compliance	compliance	NOUN
futech-409	455	202	checklists	checklist	NOUN
futech-409	455	203	meeting	meet	VERB
futech-409	455	204	international	international	ADJ
futech-409	455	205	standards	standard	NOUN
futech-409	455	206			NOUN
futech-409	455	207	performance	performance	NOUN
futech-409	455	208	monitoring	monitoring	NOUN
futech-409	455	209	and	and	CCONJ
futech-409	455	210	optimization	optimization	NOUN
futech-409	455	211	protocols	protocol	NOUN
futech-409	455	212	training	training	NOUN
futech-409	455	213	and	and	CCONJ
futech-409	455	214	development	development	NOUN
futech-409	455	215	:	:	PUNCT
futech-409	455	216			X
futech-409	455	217	modular	modular	ADJ
futech-409	455	218	training	training	NOUN
futech-409	455	219	curricula	curricula	NOUN
futech-409	455	220	covering	cover	VERB
futech-409	455	221	ai	ai	NOUN
futech-409	455	222	system	system	NOUN
futech-409	455	223	operation	operation	NOUN
futech-409	455	224	,	,	PUNCT
futech-409	455	225	cultural	cultural	ADJ
futech-409	455	226	sensitivity	sensitivity	NOUN
futech-409	455	227	,	,	PUNCT
futech-409	455	228	and	and	CCONJ
futech-409	455	229	visitor	visitor	NOUN
futech-409	455	230	engagement	engagement	NOUN
futech-409	455	231			NOUN
futech-409	455	232	certification	certification	NOUN
futech-409	455	233	programs	program	NOUN
futech-409	455	234	for	for	ADP
futech-409	455	235	different	different	ADJ
futech-409	455	236	staff	staff	NOUN
futech-409	455	237	roles	role	NOUN
futech-409	455	238	and	and	CCONJ
futech-409	455	239	responsibility	responsibility	NOUN
futech-409	455	240	levels	level	NOUN
futech-409	455	241			NOUN
futech-409	455	242	online	online	ADV
futech-409	455	243	learning	learn	VERB
futech-409	455	244	platforms	platform	NOUN
futech-409	455	245	with	with	ADP
futech-409	455	246	interactive	interactive	ADJ
futech-409	455	247	modules	module	NOUN
futech-409	455	248	and	and	CCONJ
futech-409	455	249	assessment	assessment	NOUN
futech-409	455	250	tools	tool	NOUN
futech-409	455	251			NOUN
futech-409	455	252	mentorship	mentorship	NOUN
futech-409	455	253	programs	program	NOUN
futech-409	455	254	pairing	pair	VERB
futech-409	455	255	experienced	experienced	ADJ
futech-409	455	256	staff	staff	NOUN
futech-409	455	257	with	with	ADP
futech-409	455	258	new	new	ADJ
futech-409	455	259	technology	technology	NOUN
futech-409	455	260	adopters	adopter	VERB
futech-409	455	261	financial	financial	ADJ
futech-409	455	262	planning	planning	NOUN
futech-409	455	263	:	:	PUNCT
futech-409	455	264			X
futech-409	455	265	detailed	detailed	ADJ
futech-409	455	266	budget	budget	NOUN
futech-409	455	267	templates	template	NOUN
futech-409	455	268	with	with	ADP
futech-409	455	269	cost	cost	NOUN
futech-409	455	270	breakdowns	breakdown	NOUN
futech-409	455	271	for	for	ADP
futech-409	455	272	different	different	ADJ
futech-409	455	273	implementation	implementation	NOUN
futech-409	455	274	phases	phase	NOUN
futech-409	455	275			NOUN
futech-409	455	276	roi	roi	NOUN
futech-409	455	277	calculation	calculation	NOUN
futech-409	455	278	frameworks	framework	NOUN
futech-409	455	279	with	with	ADP
futech-409	455	280	performance	performance	NOUN
futech-409	455	281	metrics	metric	NOUN
futech-409	455	282	and	and	CCONJ
futech-409	455	283	success	success	NOUN
futech-409	455	284	indicators	indicator	NOUN
futech-409	455	285			NOUN
futech-409	455	286	funding	fund	VERB
futech-409	455	287	strategy	strategy	NOUN
futech-409	455	288	guidance	guidance	NOUN
futech-409	455	289	including	include	VERB
futech-409	455	290	government	government	NOUN
futech-409	455	291	grants	grant	NOUN
futech-409	455	292	,	,	PUNCT
futech-409	455	293	private	private	ADJ
futech-409	455	294	investment	investment	NOUN
futech-409	455	295	,	,	PUNCT
futech-409	455	296	and	and	CCONJ
futech-409	455	297	partnership	partnership	NOUN
futech-409	455	298	opportunities	opportunity	NOUN
futech-409	455	299			NOUN
futech-409	455	300	risk	risk	NOUN
futech-409	455	301	assessment	assessment	NOUN
futech-409	455	302	matrices	matrix	NOUN
futech-409	455	303	with	with	ADP
futech-409	455	304	mitigation	mitigation	NOUN
futech-409	455	305	strategies	strategy	NOUN
futech-409	455	306	for	for	ADP
futech-409	455	307	common	common	ADJ
futech-409	455	308	implementation	implementation	NOUN
futech-409	455	309	challenges	challenge	NOUN
futech-409	455	310	stakeholder	stakeholder	NOUN
futech-409	455	311	engagement	engagement	NOUN
futech-409	455	312	:	:	PUNCT
futech-409	456	1			X
futech-409	456	2	community	community	NOUN
futech-409	456	3	consultation	consultation	NOUN
futech-409	456	4	protocols	protocol	NOUN
futech-409	456	5	ensuring	ensure	VERB
futech-409	456	6	local	local	ADJ
futech-409	456	7	stakeholder	stakeholder	NOUN
futech-409	456	8	involvement	involvement	NOUN
futech-409	456	9			PRON
futech-409	456	10	cultural	cultural	ADJ
futech-409	456	11	advisory	advisory	PROPN
futech-409	456	12	board	board	NOUN
futech-409	456	13	establishment	establishment	NOUN
futech-409	456	14	with	with	ADP
futech-409	456	15	representatives	representative	NOUN
futech-409	456	16	from	from	ADP
futech-409	456	17	different	different	ADJ
futech-409	456	18	cultural	cultural	ADJ
futech-409	456	19	groups	group	NOUN
futech-409	456	20			NOUN
futech-409	456	21	government	government	NOUN
futech-409	456	22	liaison	liaison	NOUN
futech-409	456	23	procedures	procedure	NOUN
futech-409	456	24	for	for	ADP
futech-409	456	25	regulatory	regulatory	ADJ
futech-409	456	26	compliance	compliance	NOUN
futech-409	456	27	and	and	CCONJ
futech-409	456	28	policy	policy	NOUN
futech-409	456	29	alignment	alignment	NOUN
futech-409	456	30			NOUN
futech-409	456	31	tourism	tourism	NOUN
futech-409	456	32	industry	industry	NOUN
futech-409	456	33	partnership	partnership	NOUN
futech-409	456	34	development	development	NOUN
futech-409	456	35	for	for	ADP
futech-409	456	36	collaborative	collaborative	ADJ
futech-409	456	37	marketing	marketing	NOUN
futech-409	456	38	and	and	CCONJ
futech-409	456	39	promotion	promotion	NOUN
futech-409	456	40	success	success	NOUN
futech-409	456	41	metrics	metric	NOUN
futech-409	456	42	and	and	CCONJ
futech-409	456	43	evaluation	evaluation	NOUN
futech-409	456	44	framework	framework	NOUN
futech-409	456	45	:	:	PUNCT
futech-409	456	46	quantitative	quantitative	ADJ
futech-409	456	47	indicators	indicator	NOUN
futech-409	456	48	:	:	PUNCT
futech-409	456	49			NOUN
futech-409	456	50	visitor	visitor	NOUN
futech-409	456	51	satisfaction	satisfaction	NOUN
futech-409	456	52	scores	score	NOUN
futech-409	456	53	(	(	PUNCT
futech-409	456	54	target	target	NOUN
futech-409	456	55	:	:	PUNCT
futech-409	456	56	>	>	X
futech-409	456	57	4.5/5.0	4.5/5.0	NUM
futech-409	456	58	)	)	PUNCT
futech-409	456	59			NOUN
futech-409	456	60	cultural	cultural	ADJ
futech-409	456	61	knowledge	knowledge	NOUN
futech-409	456	62	transfer	transfer	NOUN
futech-409	456	63	effectiveness	effectiveness	NOUN
futech-409	456	64	(	(	PUNCT
futech-409	456	65	target	target	NOUN
futech-409	456	66	:	:	PUNCT
futech-409	456	67	>	>	PUNCT
futech-409	456	68	50	50	NUM
futech-409	456	69	%	%	NOUN
futech-409	456	70	improvement	improvement	NOUN
futech-409	456	71	)	)	PUNCT
futech-409	456	72			NOUN
futech-409	456	73	operational	operational	ADJ
futech-409	456	74	efficiency	efficiency	NOUN
futech-409	456	75	gains	gain	NOUN
futech-409	456	76	(	(	PUNCT
futech-409	456	77	target	target	NOUN
futech-409	456	78	:	:	PUNCT
futech-409	456	79	>	>	SYM
futech-409	456	80	30	30	NUM
futech-409	456	81	%	%	NOUN
futech-409	456	82	cost	cost	NOUN
futech-409	456	83	reduction	reduction	NOUN
futech-409	456	84	)	)	PUNCT
futech-409	456	85			NOUN
futech-409	457	1	revenue	revenue	NOUN
futech-409	457	2	enhancement	enhancement	NOUN
futech-409	457	3	(	(	PUNCT
futech-409	457	4	target	target	NOUN
futech-409	457	5	:	:	PUNCT
futech-409	457	6	>	>	PUNCT
futech-409	457	7	25	25	NUM
futech-409	457	8	%	%	NOUN
futech-409	457	9	increase	increase	NOUN
futech-409	457	10	in	in	ADP
futech-409	457	11	visitor	visitor	NOUN
futech-409	457	12	-	-	PUNCT
futech-409	457	13	related	relate	VERB
futech-409	457	14	income	income	NOUN
futech-409	457	15	)	)	PUNCT
futech-409	457	16			NOUN
futech-409	457	17	environmental	environmental	ADJ
futech-409	457	18	impact	impact	NOUN
futech-409	457	19	reduction	reduction	NOUN
futech-409	457	20	(	(	PUNCT
futech-409	457	21	target	target	NOUN
futech-409	457	22	:	:	PUNCT
futech-409	457	23	>	>	PUNCT
futech-409	457	24	20	20	NUM
futech-409	457	25	%	%	NOUN
futech-409	457	26	decrease	decrease	NOUN
futech-409	457	27	in	in	ADP
futech-409	457	28	resource	resource	NOUN
futech-409	457	29	consumption	consumption	NOUN
futech-409	457	30	)	)	PUNCT
futech-409	457	31	qualitative	qualitative	ADJ
futech-409	457	32	indicators	indicator	NOUN
futech-409	457	33	:	:	PUNCT
futech-409	457	34			X
futech-409	457	35	staff	staff	NOUN
futech-409	457	36	adoption	adoption	NOUN
futech-409	457	37	rates	rate	NOUN
futech-409	457	38	and	and	CCONJ
futech-409	457	39	proficiency	proficiency	NOUN
futech-409	457	40	levels	level	NOUN
futech-409	457	41			VERB
futech-409	457	42	cultural	cultural	ADJ
futech-409	457	43	authenticity	authenticity	NOUN
futech-409	457	44	preservation	preservation	NOUN
futech-409	457	45	assessment	assessment	NOUN
futech-409	457	46			NOUN
futech-409	457	47	stakeholder	stakeholder	NOUN
futech-409	457	48	satisfaction	satisfaction	NOUN
futech-409	457	49	with	with	ADP
futech-409	457	50	implementation	implementation	NOUN
futech-409	457	51	process	process	NOUN
futech-409	457	52			NOUN
futech-409	457	53	community	community	NOUN
futech-409	457	54	impact	impact	NOUN
futech-409	457	55	evaluation	evaluation	NOUN
futech-409	457	56	and	and	CCONJ
futech-409	457	57	feedback	feedback	NOUN
futech-409	457	58			X
futech-409	457	59	long	long	ADJ
futech-409	457	60	-	-	PUNCT
futech-409	457	61	term	term	NOUN
futech-409	457	62	sustainability	sustainability	NOUN
futech-409	457	63	and	and	CCONJ
futech-409	457	64	scalability	scalability	NOUN
futech-409	457	65	potential	potential	NOUN
futech-409	457	66	this	this	DET
futech-409	457	67	comprehensive	comprehensive	ADJ
futech-409	457	68	implementation	implementation	NOUN
futech-409	457	69	roadmap	roadmap	NOUN
futech-409	457	70	provides	provide	VERB
futech-409	457	71	heritage	heritage	NOUN
futech-409	457	72	managers	manager	NOUN
futech-409	457	73	and	and	CCONJ
futech-409	457	74	policymakers	policymaker	NOUN
futech-409	457	75	with	with	ADP
futech-409	457	76	actionable	actionable	ADJ
futech-409	457	77	guidance	guidance	NOUN
futech-409	457	78	for	for	ADP
futech-409	457	79	successful	successful	ADJ
futech-409	457	80	ai	ai	ADJ
futech-409	457	81	-	-	PUNCT
futech-409	457	82	driven	drive	VERB
futech-409	457	83	optimization	optimization	NOUN
futech-409	457	84	while	while	SCONJ
futech-409	457	85	maintaining	maintain	VERB
futech-409	457	86	cultural	cultural	ADJ
futech-409	457	87	integrity	integrity	NOUN
futech-409	457	88	and	and	CCONJ
futech-409	457	89	sustainable	sustainable	ADJ
futech-409	457	90	tourism	tourism	NOUN
futech-409	457	91	practices	practice	NOUN
futech-409	457	92	.	.	PUNCT
futech-409	458	1	prior	prior	ADV
futech-409	458	2	ai	ai	VERB
futech-409	458	3	research	research	NOUN
futech-409	458	4	has	have	AUX
futech-409	458	5	concentr	concentr	NOUN
futech-409	458	6	...	...	PUNCT
futech-409	458	7	data	datum	NOUN
futech-409	458	8	availability	availability	NOUN
futech-409	458	9	statement	statement	NOUN
futech-409	458	10	the	the	DET
futech-409	458	11	manuscript	manuscript	NOUN
futech-409	458	12	contains	contain	VERB
futech-409	458	13	all	all	DET
futech-409	458	14	the	the	DET
futech-409	458	15	data	datum	NOUN
futech-409	458	16	.	.	PUNCT
futech-409	459	1	however	however	ADV
futech-409	459	2	,	,	PUNCT
futech-409	459	3	more	more	ADJ
futech-409	459	4	data	datum	NOUN
futech-409	459	5	will	will	AUX
futech-409	459	6	be	be	AUX
futech-409	459	7	available	available	ADJ
futech-409	459	8	upon	upon	SCONJ
futech-409	459	9	request	request	NOUN
futech-409	459	10	from	from	ADP
futech-409	459	11	the	the	DET
futech-409	459	12	authors	author	NOUN
futech-409	459	13	.	.	PUNCT
futech-409	460	1	conflict	conflict	NOUN
futech-409	460	2	of	of	ADP
futech-409	460	3	interest	interest	NOUN
futech-409	460	4	the	the	DET
futech-409	460	5	authors	author	NOUN
futech-409	460	6	declare	declare	VERB
futech-409	460	7	no	no	DET
futech-409	460	8	potential	potential	ADJ
futech-409	460	9	conflict	conflict	NOUN
futech-409	460	10	of	of	ADP
futech-409	460	11	interest	interest	NOUN
futech-409	460	12	.	.	PUNCT
futech-409	461	1	reference	reference	NOUN
futech-409	461	2	[	[	X
futech-409	461	3	1	1	NUM
futech-409	461	4	]	]	PUNCT
futech-409	461	5	m.-á	m.-á	PROPN
futech-409	461	6	.	.	PUNCT
futech-409	462	1	garcía	garcía	ADJ
futech-409	462	2	-	-	PUNCT
futech-409	462	3	madurga	madurga	NOUN
futech-409	462	4	and	and	CCONJ
futech-409	462	5	a.-j	a.-j	PROPN
futech-409	462	6	.	.	PUNCT
futech-409	463	1	grilló	grilló	ADJ
futech-409	463	2	-	-	PUNCT
futech-409	463	3	méndez	méndez	NOUN
futech-409	463	4	,	,	PUNCT
futech-409	463	5	"	"	PUNCT
futech-409	463	6	artificial	artificial	ADJ
futech-409	463	7	intelligence	intelligence	NOUN
futech-409	463	8	in	in	ADP
futech-409	463	9	the	the	DET
futech-409	463	10	tourism	tourism	NOUN
futech-409	463	11	industry	industry	NOUN
futech-409	463	12	:	:	PUNCT
futech-409	463	13	an	an	DET
futech-409	463	14	overview	overview	NOUN
futech-409	463	15	of	of	ADP
futech-409	463	16	reviews	review	NOUN
futech-409	463	17	,	,	PUNCT
futech-409	463	18	"	"	PUNCT
futech-409	463	19	administrative	administrative	ADJ
futech-409	463	20	sciences	science	NOUN
futech-409	463	21	,	,	PUNCT
futech-409	463	22	vol	vol	NOUN
futech-409	463	23	.	.	PROPN
futech-409	463	24	13	13	NUM
futech-409	463	25	,	,	PUNCT
futech-409	463	26	no	no	INTJ
futech-409	463	27	.	.	NOUN
futech-409	463	28	8	8	NUM
futech-409	463	29	,	,	PUNCT
futech-409	463	30	p.	p.	NOUN
futech-409	463	31	172	172	NUM
futech-409	463	32	,	,	PUNCT
futech-409	463	33	2023	2023	NUM
futech-409	463	34	.	.	PUNCT
futech-409	464	1	[	[	X
futech-409	464	2	2	2	NUM
futech-409	464	3	]	]	PUNCT
futech-409	464	4	m.	m.	PROPN
futech-409	464	5	s.	s.	PROPN
futech-409	464	6	anwar	anwar	PROPN
futech-409	464	7	,	,	PUNCT
futech-409	464	8	j.	j.	PROPN
futech-409	464	9	yang	yang	PROPN
futech-409	464	10	,	,	PUNCT
futech-409	464	11	j.	j.	PROPN
futech-409	464	12	frnda	frnda	PROPN
futech-409	464	13	,	,	PUNCT
futech-409	464	14	a.	a.	NOUN
futech-409	464	15	choi	choi	NOUN
futech-409	464	16	,	,	PUNCT
futech-409	464	17	n.	n.	NOUN
futech-409	464	18	baghaei	baghaei	PROPN
futech-409	464	19	,	,	PUNCT
futech-409	464	20	and	and	CCONJ
futech-409	464	21	m.	m.	PROPN
futech-409	464	22	ali	ali	PROPN
futech-409	464	23	,	,	PUNCT
futech-409	464	24	"	"	PUNCT
futech-409	464	25	metaverse	metaverse	NOUN
futech-409	464	26	and	and	CCONJ
futech-409	464	27	xr	xr	PROPN
futech-409	464	28	for	for	ADP
futech-409	464	29	cultural	cultural	ADJ
futech-409	464	30	heritage	heritage	NOUN
futech-409	464	31	education	education	NOUN
futech-409	464	32	:	:	PUNCT
futech-409	464	33	applications	application	NOUN
futech-409	464	34	,	,	PUNCT
futech-409	464	35	standards	standard	NOUN
futech-409	464	36	,	,	PUNCT
futech-409	464	37	architecture	architecture	NOUN
futech-409	464	38	,	,	PUNCT
futech-409	464	39	and	and	CCONJ
futech-409	464	40	technological	technological	ADJ
futech-409	464	41	insights	insight	NOUN
futech-409	464	42	for	for	ADP
futech-409	464	43	enhanced	enhanced	ADJ
futech-409	464	44	immersive	immersive	NOUN
futech-409	464	45	experience	experience	NOUN
futech-409	464	46	,	,	PUNCT
futech-409	464	47	"	"	PUNCT
futech-409	464	48	virtual	virtual	ADJ
futech-409	464	49	reality	reality	NOUN
futech-409	464	50	,	,	PUNCT
futech-409	464	51	vol	vol	NOUN
futech-409	464	52	.	.	PROPN
futech-409	464	53	29	29	NUM
futech-409	464	54	,	,	PUNCT
futech-409	464	55	no	no	INTJ
futech-409	464	56	....	....	PUNCT
futech-409	465	1	[	[	X
futech-409	465	2	3	3	NUM
futech-409	465	3	]	]	PUNCT
futech-409	465	4	a.	a.	PROPN
futech-409	465	5	b.	b.	PROPN
futech-409	465	6	siddik	siddik	PROPN
futech-409	465	7	,	,	PUNCT
futech-409	465	8	m.	m.	PROPN
futech-409	465	9	s.	s.	PROPN
futech-409	465	10	forid	forid	PROPN
futech-409	465	11	,	,	PUNCT
futech-409	465	12	l.	l.	PROPN
futech-409	465	13	yong	yong	PROPN
futech-409	465	14	,	,	PUNCT
futech-409	465	15	a.	a.	PROPN
futech-409	465	16	m.	m.	PROPN
futech-409	465	17	du	du	PROPN
futech-409	465	18	,	,	PUNCT
futech-409	465	19	and	and	CCONJ
futech-409	465	20	j.	j.	PROPN
futech-409	465	21	w.	w.	PROPN
futech-409	465	22	goodell	goodell	PROPN
futech-409	465	23	,	,	PUNCT
futech-409	465	24	"	"	PUNCT
futech-409	465	25	artificial	artificial	ADJ
futech-409	465	26	intelligence	intelligence	NOUN
futech-409	465	27	as	as	ADP
futech-409	465	28	a	a	DET
futech-409	465	29	catalyst	catalyst	NOUN
futech-409	465	30	for	for	ADP
futech-409	465	31	sustainable	sustainable	ADJ
futech-409	465	32	tourism	tourism	NOUN
futech-409	465	33	growth	growth	NOUN
futech-409	465	34	and	and	CCONJ
futech-409	465	35	economic	economic	ADJ
futech-409	465	36	cycles	cycle	NOUN
futech-409	465	37	,	,	PUNCT
futech-409	465	38	"	"	PUNCT
futech-409	465	39	technological	technological	ADJ
futech-409	465	40	forecasting	forecasting	NOUN
futech-409	465	41	and	and	CCONJ
futech-409	465	42	social	social	ADJ
futech-409	465	43	change	change	NOUN
futech-409	465	44	,	,	PUNCT
futech-409	465	45	vol	vol	NOUN
futech-409	465	46	.	.	NOUN
futech-409	465	47	210	210	NUM
futech-409	465	48	,	,	PUNCT
futech-409	465	49	p.	p.	NOUN
futech-409	465	50	123875	123875	NUM
futech-409	465	51	,	,	PUNCT
futech-409	465	52	2025	2025	NUM
futech-409	465	53	.	.	PUNCT
futech-409	466	1	[	[	X
futech-409	466	2	4	4	NUM
futech-409	466	3	]	]	PUNCT
futech-409	466	4	x.	x.	NOUN
futech-409	466	5	li	li	PROPN
futech-409	466	6	,	,	PUNCT
futech-409	466	7	x.	x.	PROPN
futech-409	466	8	liang	liang	PROPN
futech-409	466	9	,	,	PUNCT
futech-409	466	10	t.	t.	PROPN
futech-409	466	11	yu	yu	PROPN
futech-409	466	12	,	,	PUNCT
futech-409	466	13	s.	s.	PROPN
futech-409	466	14	ruan	ruan	PROPN
futech-409	466	15	,	,	PUNCT
futech-409	466	16	and	and	CCONJ
futech-409	466	17	r.	r.	PROPN
futech-409	466	18	fan	fan	PROPN
futech-409	466	19	,	,	PUNCT
futech-409	466	20	"	"	PUNCT
futech-409	466	21	research	research	NOUN
futech-409	466	22	on	on	ADP
futech-409	466	23	the	the	DET
futech-409	466	24	integration	integration	NOUN
futech-409	466	25	of	of	ADP
futech-409	466	26	cultural	cultural	ADJ
futech-409	466	27	tourism	tourism	NOUN
futech-409	466	28	industry	industry	NOUN
futech-409	466	29	driven	drive	VERB
futech-409	466	30	by	by	ADP
futech-409	466	31	digital	digital	ADJ
futech-409	466	32	economy	economy	NOUN
futech-409	466	33	in	in	ADP
futech-409	466	34	the	the	DET
futech-409	466	35	context	context	NOUN
futech-409	466	36	of	of	ADP
futech-409	466	37	covid-19	covid-19	PROPN
futech-409	466	38	—	—	PUNCT
futech-409	466	39	based	base	VERB
futech-409	466	40	on	on	ADP
futech-409	466	41	the	the	DET
futech-409	466	42	data	datum	NOUN
futech-409	466	43	of	of	ADP
futech-409	466	44	31	31	NUM
futech-409	466	45	chinese	chinese	ADJ
futech-409	466	46	provinces	province	NOUN
futech-409	466	47	,	,	PUNCT
futech-409	466	48	"	"	PUNCT
futech-409	466	49	frontiers	frontier	NOUN
futech-409	466	50	in	in	ADP
futech-409	466	51	public	public	ADJ
futech-409	466	52	health	health	NOUN
futech-409	466	53	,	,	PUNCT
futech-409	466	54	vol	vol	NOUN
futech-409	466	55	.	.	PROPN
futech-409	466	56	10	10	NUM
futech-409	466	57	,	,	PUNCT
futech-409	466	58	p.	p.	NOUN
futech-409	466	59	780476	780476	NUM
futech-409	466	60	,	,	PUNCT
futech-409	466	61	...	...	PUNCT
futech-409	467	1	[	[	X
futech-409	467	2	5	5	X
futech-409	467	3	]	]	PUNCT
futech-409	467	4	j.	j.	PROPN
futech-409	467	5	c.	c.	PROPN
futech-409	467	6	s.	s.	PROPN
futech-409	467	7	núñez	núñez	PROPN
futech-409	467	8	,	,	PUNCT
futech-409	467	9	j.	j.	PROPN
futech-409	467	10	a.	a.	PROPN
futech-409	467	11	gómez‐pulido	gómez‐pulido	PROPN
futech-409	467	12	,	,	PUNCT
futech-409	467	13	and	and	CCONJ
futech-409	467	14	r.	r.	PROPN
futech-409	467	15	r.	r.	PROPN
futech-409	467	16	ramírez	ramírez	PROPN
futech-409	467	17	,	,	PUNCT
futech-409	467	18	"	"	PUNCT
futech-409	467	19	machine	machine	NOUN
futech-409	467	20	learning	learning	NOUN
futech-409	467	21	applied	apply	VERB
futech-409	467	22	to	to	ADP
futech-409	467	23	tourism	tourism	NOUN
futech-409	467	24	:	:	PUNCT
futech-409	467	25	a	a	DET
futech-409	467	26	systematic	systematic	ADJ
futech-409	467	27	review	review	NOUN
futech-409	467	28	,	,	PUNCT
futech-409	467	29	"	"	PUNCT
futech-409	467	30	wiley	wiley	PROPN
futech-409	467	31	interdisciplinary	interdisciplinary	ADJ
futech-409	467	32	reviews	review	NOUN
futech-409	467	33	:	:	PUNCT
futech-409	467	34	data	datum	NOUN
futech-409	467	35	mining	mining	NOUN
futech-409	467	36	and	and	CCONJ
futech-409	467	37	knowledge	knowledge	NOUN
futech-409	467	38	discovery	discovery	NOUN
futech-409	467	39	,	,	PUNCT
futech-409	467	40	vol	vol	NOUN
futech-409	467	41	.	.	PROPN
futech-409	468	1	14	14	NUM
futech-409	468	2	,	,	PUNCT
futech-409	468	3	no	no	INTJ
futech-409	468	4	.	.	NOUN
futech-409	468	5	5	5	NUM
futech-409	468	6	,	,	PUNCT
futech-409	468	7	p.	p.	NOUN
futech-409	468	8	e1549	e1549	NOUN
futech-409	468	9	,	,	PUNCT
futech-409	468	10	2024	2024	NUM
futech-409	468	11	.	.	PUNCT
futech-409	469	1	[	[	X
futech-409	469	2	6	6	NUM
futech-409	469	3	]	]	PUNCT
futech-409	469	4	v.	v.	CCONJ
futech-409	469	5	arefieva	arefieva	PROPN
futech-409	469	6	,	,	PUNCT
futech-409	469	7	r.	r.	PROPN
futech-409	469	8	egger	egger	PROPN
futech-409	469	9	,	,	PUNCT
futech-409	469	10	and	and	CCONJ
futech-409	469	11	j.	j.	PROPN
futech-409	469	12	yu	yu	PROPN
futech-409	469	13	,	,	PUNCT
futech-409	469	14	"	"	PUNCT
futech-409	469	15	a	a	DET
futech-409	469	16	machine	machine	NOUN
futech-409	469	17	learning	learn	VERB
futech-409	469	18	approach	approach	NOUN
futech-409	469	19	to	to	ADP
futech-409	469	20	cluster	cluster	NOUN
futech-409	469	21	destination	destination	NOUN
futech-409	469	22	image	image	NOUN
futech-409	469	23	on	on	ADP
futech-409	469	24	instagram	instagram	PROPN
futech-409	469	25	,	,	PUNCT
futech-409	469	26	"	"	PUNCT
futech-409	469	27	tourism	tourism	NOUN
futech-409	469	28	management	management	NOUN
futech-409	469	29	,	,	PUNCT
futech-409	469	30	vol	vol	NOUN
futech-409	469	31	.	.	PROPN
futech-409	469	32	85	85	NUM
futech-409	469	33	,	,	PUNCT
futech-409	469	34	p.	p.	NOUN
futech-409	469	35	104318	104318	NUM
futech-409	469	36	,	,	PUNCT
futech-409	469	37	2021	2021	NUM
futech-409	469	38	.	.	PUNCT
futech-409	470	1	[	[	X
futech-409	470	2	7	7	X
futech-409	470	3	]	]	PUNCT
futech-409	470	4	j.	j.	PROPN
futech-409	470	5	wang	wang	PROPN
futech-409	470	6	,	,	PUNCT
futech-409	470	7	w.	w.	PROPN
futech-409	470	8	fan	fan	PROPN
futech-409	470	9	,	,	PUNCT
futech-409	470	10	and	and	CCONJ
futech-409	470	11	j.	j.	PROPN
futech-409	470	12	you	you	PRON
futech-409	470	13	,	,	PUNCT
futech-409	470	14	"	"	PUNCT
futech-409	470	15	evaluation	evaluation	NOUN
futech-409	470	16	of	of	ADP
futech-409	470	17	tourism	tourism	NOUN
futech-409	470	18	elements	element	NOUN
futech-409	470	19	in	in	ADP
futech-409	470	20	historical	historical	ADJ
futech-409	470	21	and	and	CCONJ
futech-409	470	22	cultural	cultural	ADJ
futech-409	470	23	blocks	block	NOUN
futech-409	470	24	using	use	VERB
futech-409	470	25	machine	machine	NOUN
futech-409	470	26	learning	learning	NOUN
futech-409	470	27	:	:	PUNCT
futech-409	470	28	a	a	DET
futech-409	470	29	case	case	NOUN
futech-409	470	30	study	study	NOUN
futech-409	470	31	of	of	ADP
futech-409	470	32	taiping	taiping	PROPN
futech-409	470	33	street	street	PROPN
futech-409	470	34	in	in	ADP
futech-409	470	35	hunan	hunan	PROPN
futech-409	470	36	province	province	PROPN
futech-409	470	37	,	,	PUNCT
futech-409	470	38	"	"	PUNCT
futech-409	470	39	npj	npj	NOUN
futech-409	470	40	heritage	heritage	NOUN
futech-409	470	41	science	science	NOUN
futech-409	470	42	,	,	PUNCT
futech-409	470	43	vol	vol	NOUN
futech-409	470	44	.	.	PROPN
futech-409	470	45	13	13	NUM
futech-409	470	46	,	,	PUNCT
futech-409	470	47	no	no	INTJ
futech-409	470	48	.	.	NOUN
futech-409	470	49	1	1	NUM
futech-409	470	50	,	,	PUNCT
futech-409	470	51	p.	p.	NOUN
futech-409	470	52	30	30	NUM
futech-409	470	53	,	,	PUNCT
futech-409	470	54	2025	2025	NUM
futech-409	470	55	.	.	PUNCT
futech-409	471	1	[	[	X
futech-409	471	2	8	8	NUM
futech-409	471	3	]	]	X
futech-409	471	4	r.	r.	PROPN
futech-409	471	5	catelli	catelli	PROPN
futech-409	471	6	et	et	PROPN
futech-409	471	7	al	al	PROPN
futech-409	471	8	.	.	PROPN
futech-409	471	9	,	,	PUNCT
futech-409	471	10	"	"	PUNCT
futech-409	471	11	a	a	DET
futech-409	471	12	new	new	ADJ
futech-409	471	13	italian	italian	ADJ
futech-409	471	14	cultural	cultural	ADJ
futech-409	471	15	heritage	heritage	NOUN
futech-409	471	16	data	datum	NOUN
futech-409	471	17	set	set	VERB
futech-409	471	18	:	:	PUNCT
futech-409	471	19	detecting	detect	VERB
futech-409	471	20	fake	fake	ADJ
futech-409	471	21	reviews	review	NOUN
futech-409	471	22	with	with	ADP
futech-409	471	23	bert	bert	PROPN
futech-409	471	24	and	and	CCONJ
futech-409	471	25	electra	electra	PROPN
futech-409	471	26	leveraging	leverage	VERB
futech-409	471	27	the	the	DET
futech-409	471	28	sentiment	sentiment	NOUN
futech-409	471	29	,	,	PUNCT
futech-409	471	30	"	"	PUNCT
futech-409	471	31	ieee	ieee	NOUN
futech-409	471	32	access	access	NOUN
futech-409	471	33	,	,	PUNCT
futech-409	471	34	vol	vol	NOUN
futech-409	471	35	.	.	PROPN
futech-409	472	1	11	11	NUM
futech-409	472	2	,	,	PUNCT
futech-409	472	3	pp	pp	ADJ
futech-409	472	4	.	.	PUNCT
futech-409	473	1	52214	52214	NUM
futech-409	473	2	-	-	SYM
futech-409	473	3	52225	52225	NUM
futech-409	473	4	,	,	PUNCT
futech-409	473	5	2023	2023	NUM
futech-409	473	6	.	.	PUNCT
futech-409	474	1	[	[	X
futech-409	474	2	9	9	NUM
futech-409	474	3	]	]	X
futech-409	474	4	l.	l.	PROPN
futech-409	474	5	tong	tong	PROPN
futech-409	474	6	,	,	PUNCT
futech-409	474	7	w.	w.	PROPN
futech-409	474	8	yan	yan	PROPN
futech-409	474	9	,	,	PUNCT
futech-409	474	10	and	and	CCONJ
futech-409	474	11	o.	o.	PROPN
futech-409	474	12	manta	manta	PROPN
futech-409	474	13	,	,	PUNCT
futech-409	474	14	"	"	PUNCT
futech-409	474	15	artificial	artificial	ADJ
futech-409	474	16	intelligence	intelligence	NOUN
futech-409	474	17	influences	influence	VERB
futech-409	474	18	intelligent	intelligent	ADJ
futech-409	474	19	automation	automation	NOUN
futech-409	474	20	in	in	ADP
futech-409	474	21	tourism	tourism	NOUN
futech-409	474	22	:	:	PUNCT
futech-409	474	23	a	a	DET
futech-409	474	24	mediating	mediate	VERB
futech-409	474	25	role	role	NOUN
futech-409	474	26	of	of	ADP
futech-409	474	27	internet	internet	NOUN
futech-409	474	28	of	of	ADP
futech-409	474	29	things	thing	NOUN
futech-409	474	30	and	and	CCONJ
futech-409	474	31	environmental	environmental	ADJ
futech-409	474	32	,	,	PUNCT
futech-409	474	33	social	social	ADJ
futech-409	474	34	,	,	PUNCT
futech-409	474	35	and	and	CCONJ
futech-409	474	36	governance	governance	NOUN
futech-409	474	37	investment	investment	NOUN
futech-409	474	38	,	,	PUNCT
futech-409	474	39	"	"	PUNCT
futech-409	474	40	frontiers	frontier	NOUN
futech-409	474	41	in	in	ADP
futech-409	474	42	environmental	environmental	ADJ
futech-409	474	43	science	science	NOUN
futech-409	474	44	,	,	PUNCT
futech-409	474	45	vol	vol	NOUN
futech-409	474	46	.	.	PROPN
futech-409	474	47	10	10	NUM
futech-409	474	48	,	,	PUNCT
futech-409	474	49	p.	p.	NOUN
futech-409	474	50	853	853	NUM
futech-409	474	51	...	...	PUNCT
futech-409	475	1	[	[	X
futech-409	475	2	10	10	NUM
futech-409	475	3	]	]	X
futech-409	475	4	s.	s.	PROPN
futech-409	475	5	ammirato	ammirato	PROPN
futech-409	475	6	,	,	PUNCT
futech-409	475	7	a.	a.	NOUN
futech-409	475	8	m.	m.	NOUN
futech-409	475	9	felicetti	felicetti	PROPN
futech-409	475	10	,	,	PUNCT
futech-409	475	11	r.	r.	NOUN
futech-409	475	12	linzalone	linzalone	PROPN
futech-409	475	13	,	,	PUNCT
futech-409	475	14	and	and	CCONJ
futech-409	475	15	d.	d.	PROPN
futech-409	475	16	carlucci	carlucci	PROPN
futech-409	475	17	,	,	PUNCT
futech-409	475	18	"	"	PUNCT
futech-409	475	19	digital	digital	ADJ
futech-409	475	20	business	business	NOUN
futech-409	475	21	models	model	NOUN
futech-409	475	22	in	in	ADP
futech-409	475	23	cultural	cultural	ADJ
futech-409	475	24	tourism	tourism	NOUN
futech-409	475	25	,	,	PUNCT
futech-409	475	26	"	"	PUNCT
futech-409	475	27	international	international	ADJ
futech-409	475	28	journal	journal	NOUN
futech-409	475	29	of	of	ADP
futech-409	475	30	entrepreneurial	entrepreneurial	ADJ
futech-409	475	31	behavior	behavior	NOUN
futech-409	475	32	&	&	CCONJ
futech-409	475	33	research	research	NOUN
futech-409	475	34	,	,	PUNCT
futech-409	475	35	vol	vol	NOUN
futech-409	475	36	.	.	PROPN
futech-409	475	37	28	28	NUM
futech-409	475	38	,	,	PUNCT
futech-409	475	39	no	no	INTJ
futech-409	475	40	.	.	NOUN
futech-409	475	41	8	8	NUM
futech-409	475	42	,	,	PUNCT
futech-409	475	43	pp	pp	ADJ
futech-409	475	44	.	.	PUNCT
futech-409	476	1	1940	1940	NUM
futech-409	476	2	-	-	SYM
futech-409	476	3	1961	1961	NUM
futech-409	476	4	,	,	PUNCT
futech-409	476	5	2022	2022	NUM
futech-409	476	6	.	.	PUNCT
futech-409	477	1	[	[	X
futech-409	477	2	11	11	NUM
futech-409	477	3	]	]	PUNCT
futech-409	477	4	e.	e.	PROPN
futech-409	477	5	c.	c.	PROPN
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futech-409	477	11	a.	a.	PROPN
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futech-409	477	13	,	,	PUNCT
futech-409	477	14	and	and	CCONJ
futech-409	477	15	j.	j.	PROPN
futech-409	477	16	stienmetz	stienmetz	VERB
futech-409	477	17	,	,	PUNCT
futech-409	477	18	"	"	PUNCT
futech-409	477	19	perceived	perceive	VERB
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futech-409	477	21	of	of	ADP
futech-409	477	22	artificially	artificially	ADV
futech-409	477	23	intelligent	intelligent	ADJ
futech-409	477	24	assistants	assistant	NOUN
futech-409	477	25	for	for	ADP
futech-409	477	26	travel	travel	NOUN
futech-409	477	27	:	:	PUNCT
futech-409	477	28	scale	scale	NOUN
futech-409	477	29	development	development	NOUN
futech-409	477	30	and	and	CCONJ
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futech-409	477	32	,	,	PUNCT
futech-409	477	33	"	"	PUNCT
futech-409	477	34	journal	journal	NOUN
futech-409	477	35	of	of	ADP
futech-409	477	36	travel	travel	NOUN
futech-409	477	37	research	research	NOUN
futech-409	477	38	,	,	PUNCT
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futech-409	477	42	,	,	PUNCT
futech-409	477	43	no	no	INTJ
futech-409	477	44	.	.	NOUN
futech-409	477	45	2	2	NUM
futech-409	477	46	,	,	PUNCT
futech-409	477	47	pp	pp	ADJ
futech-409	477	48	.	.	PUNCT
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futech-409	478	2	-	-	SYM
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futech-409	478	4	,	,	PUNCT
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futech-409	478	6	.	.	PUNCT
futech-409	479	1	[	[	X
futech-409	479	2	12	12	NUM
futech-409	479	3	]	]	PUNCT
futech-409	479	4	q.	q.	PROPN
futech-409	479	5	chen	chen	PROPN
futech-409	479	6	,	,	PUNCT
futech-409	479	7	s.	s.	PROPN
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futech-409	479	9	,	,	PUNCT
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futech-409	479	11	liu	liu	PROPN
futech-409	479	12	,	,	PUNCT
futech-409	479	13	and	and	CCONJ
futech-409	479	14	q.	q.	PROPN
futech-409	479	15	jiang	jiang	PROPN
futech-409	479	16	,	,	PUNCT
futech-409	479	17	"	"	PUNCT
futech-409	479	18	exploring	explore	VERB
futech-409	479	19	the	the	DET
futech-409	479	20	discrepancy	discrepancy	NOUN
futech-409	479	21	between	between	ADP
futech-409	479	22	projected	project	VERB
futech-409	479	23	and	and	CCONJ
futech-409	479	24	perceived	perceive	VERB
futech-409	479	25	destination	destination	NOUN
futech-409	479	26	images	image	NOUN
futech-409	479	27	:	:	PUNCT
futech-409	479	28	a	a	DET
futech-409	479	29	cross	cross	ADJ
futech-409	479	30	-	-	ADJ
futech-409	479	31	cultural	cultural	ADJ
futech-409	479	32	and	and	CCONJ
futech-409	479	33	sustainable	sustainable	ADJ
futech-409	479	34	analysis	analysis	NOUN
futech-409	479	35	using	use	VERB
futech-409	479	36	lda	lda	PROPN
futech-409	479	37	modeling	modeling	NOUN
futech-409	479	38	,	,	PUNCT
futech-409	479	39	"	"	PUNCT
futech-409	479	40	sustainability	sustainability	NOUN
futech-409	479	41	,	,	PUNCT
futech-409	479	42	vol	vol	NOUN
futech-409	479	43	.	.	PROPN
futech-409	479	44	15	15	NUM
futech-409	479	45	,	,	PUNCT
futech-409	479	46	no	no	INTJ
futech-409	479	47	.	.	NOUN
futech-409	479	48	12	12	NUM
futech-409	479	49	,	,	PUNCT
futech-409	479	50	p.	p.	NOUN
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futech-409	479	52	,	,	PUNCT
futech-409	479	53	2023	2023	NUM
futech-409	479	54	.	.	PUNCT
futech-409	480	1	[	[	X
futech-409	480	2	13	13	NUM
futech-409	480	3	]	]	X
futech-409	480	4	d.	d.	PROPN
futech-409	480	5	p.	p.	PROPN
futech-409	480	6	ramadhani	ramadhani	PROPN
futech-409	480	7	,	,	PUNCT
futech-409	480	8	a.	a.	NOUN
futech-409	480	9	alamsyah	alamsyah	PROPN
futech-409	480	10	,	,	PUNCT
futech-409	480	11	m.	m.	PROPN
futech-409	480	12	y.	y.	PROPN
futech-409	480	13	febrianta	febrianta	PROPN
futech-409	480	14	,	,	PUNCT
futech-409	480	15	m.	m.	NOUN
futech-409	480	16	n.	n.	PROPN
futech-409	480	17	fajriananda	fajriananda	PROPN
futech-409	480	18	,	,	PUNCT
futech-409	480	19	m.	m.	NOUN
futech-409	480	20	s.	s.	PROPN
futech-409	480	21	nada	nada	PROPN
futech-409	480	22	,	,	PUNCT
futech-409	480	23	and	and	CCONJ
futech-409	480	24	f.	f.	PROPN
futech-409	480	25	hasanah	hasanah	PROPN
futech-409	480	26	,	,	PUNCT
futech-409	480	27	"	"	PUNCT
futech-409	480	28	large	large	ADJ
futech-409	480	29	-	-	PUNCT
futech-409	480	30	scale	scale	NOUN
futech-409	480	31	cross	cross	ADJ
futech-409	480	32	-	-	ADJ
futech-409	480	33	cultural	cultural	ADJ
futech-409	480	34	tourism	tourism	NOUN
futech-409	480	35	analytics	analytic	NOUN
futech-409	480	36	:	:	PUNCT
futech-409	480	37	integrating	integrate	VERB
futech-409	480	38	transformer	transformer	NOUN
futech-409	480	39	-	-	PUNCT
futech-409	480	40	based	base	VERB
futech-409	480	41	text	text	NOUN
futech-409	480	42	mining	mining	NOUN
futech-409	480	43	and	and	CCONJ
futech-409	480	44	network	network	NOUN
futech-409	480	45	analysis	analysis	NOUN
futech-409	480	46	,	,	PUNCT
futech-409	480	47	"	"	PUNCT
futech-409	480	48	computers	computer	NOUN
futech-409	480	49	,	,	PUNCT
futech-409	480	50	vol	vol	NOUN
futech-409	480	51	.	.	PROPN
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futech-409	481	2	,	,	PUNCT
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futech-409	481	7	p.	p.	NOUN
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futech-409	481	9	,	,	PUNCT
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futech-409	481	11	.	.	PUNCT
futech-409	482	1	[	[	X
futech-409	482	2	14	14	NUM
futech-409	482	3	]	]	PUNCT
futech-409	482	4	j.	j.	PROPN
futech-409	482	5	xu	xu	PROPN
futech-409	482	6	,	,	PUNCT
futech-409	482	7	p.	p.	PROPN
futech-409	482	8	h.	h.	PROPN
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futech-409	482	10	,	,	PUNCT
futech-409	482	11	and	and	CCONJ
futech-409	482	12	x.	x.	PROPN
futech-409	482	13	chen	chen	PROPN
futech-409	482	14	,	,	PUNCT
futech-409	482	15	"	"	PUNCT
futech-409	482	16	exploring	explore	VERB
futech-409	482	17	digital	digital	ADJ
futech-409	482	18	innovation	innovation	NOUN
futech-409	482	19	in	in	ADP
futech-409	482	20	smart	smart	ADJ
futech-409	482	21	tourism	tourism	NOUN
futech-409	482	22	destinations	destination	NOUN
futech-409	482	23	:	:	PUNCT
futech-409	482	24	insights	insight	NOUN
futech-409	482	25	from	from	ADP
futech-409	482	26	31	31	NUM
futech-409	482	27	premier	premier	NOUN
futech-409	482	28	tourist	tourist	NOUN
futech-409	482	29	cities	city	NOUN
futech-409	482	30	in	in	ADP
futech-409	482	31	digital	digital	PROPN
futech-409	482	32	china	china	PROPN
futech-409	482	33	,	,	PUNCT
futech-409	482	34	"	"	PUNCT
futech-409	482	35	tourism	tourism	NOUN
futech-409	482	36	review	review	NOUN
futech-409	482	37	,	,	PUNCT
futech-409	482	38	vol	vol	NOUN
futech-409	482	39	.	.	PROPN
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futech-409	482	41	,	,	PUNCT
futech-409	482	42	no	no	INTJ
futech-409	482	43	.	.	NOUN
futech-409	482	44	3	3	NUM
futech-409	482	45	,	,	PUNCT
futech-409	482	46	pp	pp	ADJ
futech-409	482	47	.	.	PUNCT
futech-409	483	1	681	681	NUM
futech-409	483	2	-	-	SYM
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futech-409	483	4	,	,	PUNCT
futech-409	483	5	2025	2025	NUM
futech-409	483	6	.	.	PUNCT
futech-409	484	1	[	[	X
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futech-409	484	3	]	]	X
futech-409	484	4	m.	m.	NOUN
futech-409	484	5	m.	m.	PROPN
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futech-409	484	8	,	,	PUNCT
futech-409	484	9	a.	a.	PROPN
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futech-409	484	14	and	and	CCONJ
futech-409	484	15	y.	y.	NOUN
futech-409	484	16	t.	t.	NOUN
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futech-409	484	18	,	,	PUNCT
futech-409	484	19	"	"	PUNCT
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futech-409	484	25	on	on	ADP
futech-409	484	26	siargao	siargao	ADJ
futech-409	484	27	tourism	tourism	NOUN
futech-409	484	28	:	:	PUNCT
futech-409	484	29	deciphering	decipher	VERB
futech-409	484	30	tourists	tourist	NOUN
futech-409	484	31	’	'	PUNCT
futech-409	484	32	revisit	revisit	NOUN
futech-409	484	33	intentions	intention	NOUN
futech-409	484	34	through	through	ADP
futech-409	484	35	machine	machine	NOUN
futech-409	484	36	-	-	PUNCT
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futech-409	484	38	algorithms	algorithm	NOUN
futech-409	484	39	,	,	PUNCT
futech-409	484	40	"	"	PUNCT
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futech-409	484	42	,	,	PUNCT
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futech-409	484	44	.	.	PROPN
futech-409	484	45	15	15	NUM
futech-409	484	46	,	,	PUNCT
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futech-409	484	48	.	.	NOUN
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futech-409	484	50	,	,	PUNCT
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futech-409	485	3	]	]	PUNCT
futech-409	485	4	z.	z.	PROPN
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futech-409	485	7	h.	h.	PROPN
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futech-409	485	13	.	.	PUNCT
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futech-409	486	7	tourists	tourist	NOUN
futech-409	486	8	towards	towards	ADP
futech-409	486	9	malaysia	malaysia	PROPN
futech-409	486	10	cultural	cultural	ADJ
futech-409	486	11	heritage	heritage	NOUN
futech-409	486	12	based	base	VERB
futech-409	486	13	on	on	ADP
futech-409	486	14	online	online	ADJ
futech-409	486	15	travel	travel	NOUN
futech-409	486	16	reviews	review	NOUN
futech-409	486	17	,	,	PUNCT
futech-409	486	18	"	"	PUNCT
futech-409	486	19	sustainability	sustainability	NOUN
futech-409	486	20	,	,	PUNCT
futech-409	486	21	vol	vol	NOUN
futech-409	486	22	.	.	PROPN
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futech-409	486	24	,	,	PUNCT
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futech-409	486	29	p.	p.	NOUN
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futech-409	486	31	,	,	PUNCT
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futech-409	486	33	.	.	PUNCT
futech-409	487	1	[	[	X
futech-409	487	2	17	17	NUM
futech-409	487	3	]	]	X
futech-409	487	4	s.	s.	PROPN
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futech-409	487	6	and	and	CCONJ
futech-409	487	7	x.	x.	PROPN
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futech-409	487	11	"	"	PUNCT
futech-409	487	12	ai	ai	VERB
futech-409	487	13	and	and	CCONJ
futech-409	487	14	sustainable	sustainable	ADJ
futech-409	487	15	tourism	tourism	NOUN
futech-409	487	16	:	:	PUNCT
futech-409	487	17	an	an	DET
futech-409	487	18	assessment	assessment	NOUN
futech-409	487	19	of	of	ADP
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futech-409	487	21	and	and	CCONJ
futech-409	487	22	opportunities	opportunity	NOUN
futech-409	487	23	for	for	ADP
futech-409	487	24	the	the	DET
futech-409	487	25	sdgs	sdgs	NOUN
futech-409	487	26	,	,	PUNCT
futech-409	487	27	"	"	PUNCT
futech-409	487	28	current	current	ADJ
futech-409	487	29	issues	issue	NOUN
futech-409	487	30	in	in	ADP
futech-409	487	31	tourism	tourism	NOUN
futech-409	487	32	,	,	PUNCT
futech-409	487	33	pp	pp	ADJ
futech-409	487	34	.	.	PUNCT
futech-409	488	1	1	1	NUM
futech-409	488	2	-	-	SYM
futech-409	488	3	14	14	NUM
futech-409	488	4	,	,	PUNCT
futech-409	488	5	2025	2025	NUM
futech-409	488	6	.	.	PUNCT
futech-409	489	1	[	[	X
futech-409	489	2	18	18	NUM
futech-409	489	3	]	]	X
futech-409	489	4	v.	v.	PROPN
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futech-409	489	6	,	,	PUNCT
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futech-409	489	8	r.	r.	PROPN
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futech-409	489	11	a.	a.	PROPN
futech-409	489	12	ahad	ahad	PROPN
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futech-409	489	15	j.	j.	PROPN
futech-409	489	16	ahmed	ahmed	PROPN
futech-409	489	17	,	,	PUNCT
futech-409	489	18	and	and	CCONJ
futech-409	489	19	q.	q.	PROPN
futech-409	489	20	a.	a.	PROPN
futech-409	489	21	xu	xu	PROPN
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futech-409	489	23	"	"	PUNCT
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futech-409	489	25	learning	learning	NOUN
futech-409	489	26	for	for	ADP
futech-409	489	27	predicting	predict	VERB
futech-409	489	28	tourist	tourist	NOUN
futech-409	489	29	spots	spot	NOUN
futech-409	489	30	’	'	PUNCT
futech-409	489	31	preference	preference	NOUN
futech-409	489	32	and	and	CCONJ
futech-409	489	33	analyzing	analyze	VERB
futech-409	489	34	future	future	ADJ
futech-409	489	35	tourism	tourism	NOUN
futech-409	489	36	trends	trend	NOUN
futech-409	489	37	in	in	ADP
futech-409	489	38	bangladesh	bangladesh	NOUN
futech-409	489	39	,	,	PUNCT
futech-409	489	40	"	"	PUNCT
futech-409	489	41	enterprise	enterprise	NOUN
futech-409	489	42	information	information	NOUN
futech-409	489	43	systems	system	NOUN
futech-409	489	44	,	,	PUNCT
futech-409	489	45	vol	vol	NOUN
futech-409	489	46	.	.	PROPN
futech-409	489	47	18	18	NUM
futech-409	489	48	,	,	PUNCT
futech-409	489	49	no	no	INTJ
futech-409	489	50	.	.	NOUN
futech-409	489	51	12	12	NUM
futech-409	489	52	,	,	PUNCT
futech-409	489	53	p.	p.	NOUN
futech-409	489	54	2415568	2415568	NUM
futech-409	489	55	,	,	PUNCT
futech-409	489	56	2024	2024	NUM
futech-409	489	57	.	.	PUNCT
futech-409	490	1	[	[	X
futech-409	490	2	19	19	NUM
futech-409	490	3	]	]	PUNCT
futech-409	490	4	a.	a.	PROPN
futech-409	490	5	e.	e.	PROPN
futech-409	490	6	sousa	sousa	PROPN
futech-409	490	7	,	,	PUNCT
futech-409	490	8	p.	p.	NOUN
futech-409	490	9	cardoso	cardoso	PROPN
futech-409	490	10	,	,	PUNCT
futech-409	490	11	and	and	CCONJ
futech-409	490	12	f.	f.	PROPN
futech-409	490	13	dias	dias	PROPN
futech-409	490	14	,	,	PUNCT
futech-409	490	15	"	"	PUNCT
futech-409	490	16	the	the	DET
futech-409	490	17	use	use	NOUN
futech-409	490	18	of	of	ADP
futech-409	490	19	artificial	artificial	ADJ
futech-409	490	20	intelligence	intelligence	NOUN
futech-409	490	21	systems	system	NOUN
futech-409	490	22	in	in	ADP
futech-409	490	23	tourism	tourism	NOUN
futech-409	490	24	and	and	CCONJ
futech-409	490	25	hospitality	hospitality	NOUN
futech-409	490	26	:	:	PUNCT
futech-409	490	27	the	the	DET
futech-409	490	28	tourists	tourist	NOUN
futech-409	490	29	’	’	PART
futech-409	490	30	perspective	perspective	NOUN
futech-409	490	31	,	,	PUNCT
futech-409	490	32	"	"	PUNCT
futech-409	490	33	administrative	administrative	ADJ
futech-409	490	34	sciences	science	NOUN
futech-409	490	35	,	,	PUNCT
futech-409	490	36	vol	vol	NOUN
futech-409	490	37	.	.	PROPN
futech-409	490	38	14	14	NUM
futech-409	490	39	,	,	PUNCT
futech-409	490	40	no	no	INTJ
futech-409	490	41	.	.	NOUN
futech-409	490	42	8	8	NUM
futech-409	490	43	,	,	PUNCT
futech-409	490	44	p.	p.	NOUN
futech-409	490	45	165	165	NUM
futech-409	490	46	,	,	PUNCT
futech-409	490	47	2024	2024	NUM
futech-409	490	48	.	.	PUNCT
futech-409	491	1	[	[	X
futech-409	491	2	20	20	NUM
futech-409	491	3	]	]	PUNCT
futech-409	491	4	f.	f.	PROPN
futech-409	491	5	tiago	tiago	PROPN
futech-409	491	6	,	,	PUNCT
futech-409	491	7	a.	a.	PROPN
futech-409	491	8	gil	gil	PROPN
futech-409	491	9	,	,	PUNCT
futech-409	491	10	s.	s.	PROPN
futech-409	491	11	stemberger	stemberger	PROPN
futech-409	491	12	,	,	PUNCT
futech-409	491	13	and	and	CCONJ
futech-409	491	14	t.	t.	PROPN
futech-409	491	15	borges	borges	PROPN
futech-409	491	16	-	-	PUNCT
futech-409	491	17	tiago	tiago	PROPN
futech-409	491	18	,	,	PUNCT
futech-409	491	19	"	"	PUNCT
futech-409	491	20	digital	digital	ADJ
futech-409	491	21	sustainability	sustainability	NOUN
futech-409	491	22	communication	communication	NOUN
futech-409	491	23	in	in	ADP
futech-409	491	24	tourism	tourism	NOUN
futech-409	491	25	,	,	PUNCT
futech-409	491	26	"	"	PUNCT
futech-409	491	27	journal	journal	NOUN
futech-409	491	28	of	of	ADP
futech-409	491	29	innovation	innovation	NOUN
futech-409	491	30	&	&	CCONJ
futech-409	491	31	knowledge	knowledge	PROPN
futech-409	491	32	,	,	PUNCT
futech-409	491	33	vol	vol	NOUN
futech-409	491	34	.	.	PROPN
futech-409	491	35	6	6	NUM
futech-409	491	36	,	,	PUNCT
futech-409	491	37	no	no	INTJ
futech-409	491	38	.	.	NOUN
futech-409	491	39	1	1	NUM
futech-409	491	40	,	,	PUNCT
futech-409	491	41	pp	pp	ADJ
futech-409	491	42	.	.	PUNCT
futech-409	492	1	27	27	NUM
futech-409	492	2	-	-	SYM
futech-409	492	3	34	34	NUM
futech-409	492	4	,	,	PUNCT
futech-409	492	5	2021	2021	NUM
futech-409	492	6	.	.	PUNCT
futech-409	493	1	[	[	X
futech-409	493	2	21	21	NUM
futech-409	493	3	]	]	PUNCT
futech-409	493	4	a.	a.	NOUN
futech-409	493	5	liu	liu	PROPN
futech-409	493	6	,	,	PUNCT
futech-409	493	7	e.	e.	PROPN
futech-409	493	8	ma	ma	PROPN
futech-409	493	9	,	,	PUNCT
futech-409	493	10	y.-c	y.-c	PROPN
futech-409	493	11	.	.	PUNCT
futech-409	494	1	wang	wang	PROPN
futech-409	494	2	,	,	PUNCT
futech-409	494	3	s.	s.	PROPN
futech-409	494	4	xu	xu	PROPN
futech-409	494	5	,	,	PUNCT
futech-409	494	6	and	and	CCONJ
futech-409	494	7	t.	t.	PROPN
futech-409	494	8	grillo	grillo	PROPN
futech-409	494	9	,	,	PUNCT
futech-409	494	10	"	"	PUNCT
futech-409	494	11	ai	ai	VERB
futech-409	494	12	and	and	CCONJ
futech-409	494	13	supportive	supportive	ADJ
futech-409	494	14	technology	technology	NOUN
futech-409	494	15	experiences	experience	NOUN
futech-409	494	16	of	of	ADP
futech-409	494	17	customers	customer	NOUN
futech-409	494	18	with	with	ADP
futech-409	494	19	visual	visual	ADJ
futech-409	494	20	impairments	impairment	NOUN
futech-409	494	21	in	in	ADP
futech-409	494	22	hotel	hotel	NOUN
futech-409	494	23	,	,	PUNCT
futech-409	494	24	restaurant	restaurant	NOUN
futech-409	494	25	,	,	PUNCT
futech-409	494	26	and	and	CCONJ
futech-409	494	27	travel	travel	NOUN
futech-409	494	28	contexts	contexts	NOUN
futech-409	494	29	,	,	PUNCT
futech-409	494	30	"	"	PUNCT
futech-409	494	31	international	international	ADJ
futech-409	494	32	journal	journal	NOUN
futech-409	494	33	of	of	ADP
futech-409	494	34	contemporary	contemporary	PROPN
futech-409	494	35	hospitality	hospitality	PROPN
futech-409	494	36	management	management	NOUN
futech-409	494	37	,	,	PUNCT
futech-409	494	38	vol	vol	NOUN
futech-409	494	39	.	.	PROPN
futech-409	494	40	36	36	NUM
futech-409	494	41	,	,	PUNCT
futech-409	494	42	no	no	INTJ
futech-409	494	43	....	....	PUNCT
futech-409	495	1	[	[	X
futech-409	495	2	22	22	NUM
futech-409	495	3	]	]	PUNCT
futech-409	495	4	i.	i.	NOUN
futech-409	495	5	gutierriz	gutierriz	PROPN
futech-409	495	6	,	,	PUNCT
futech-409	495	7	j.	j.	PROPN
futech-409	495	8	j.	j.	PROPN
futech-409	495	9	ferreira	ferreira	PROPN
futech-409	495	10	,	,	PUNCT
futech-409	495	11	and	and	CCONJ
futech-409	495	12	p.	p.	PROPN
futech-409	495	13	o.	o.	PROPN
futech-409	495	14	fernandes	fernandes	PROPN
futech-409	495	15	,	,	PUNCT
futech-409	495	16	"	"	PUNCT
futech-409	495	17	digital	digital	ADJ
futech-409	495	18	transformation	transformation	NOUN
futech-409	495	19	and	and	CCONJ
futech-409	495	20	the	the	DET
futech-409	495	21	new	new	ADJ
futech-409	495	22	combinations	combination	NOUN
futech-409	495	23	in	in	ADP
futech-409	495	24	tourism	tourism	NOUN
futech-409	495	25	:	:	PUNCT
futech-409	495	26	a	a	DET
futech-409	495	27	systematic	systematic	ADJ
futech-409	495	28	literature	literature	NOUN
futech-409	495	29	review	review	NOUN
futech-409	495	30	,	,	PUNCT
futech-409	495	31	"	"	PUNCT
futech-409	495	32	tourism	tourism	NOUN
futech-409	495	33	and	and	CCONJ
futech-409	495	34	hospitality	hospitality	NOUN
futech-409	495	35	research	research	NOUN
futech-409	495	36	,	,	PUNCT
futech-409	495	37	vol	vol	NOUN
futech-409	495	38	.	.	PROPN
futech-409	495	39	25	25	NUM
futech-409	495	40	,	,	PUNCT
futech-409	495	41	no	no	INTJ
futech-409	495	42	.	.	NOUN
futech-409	495	43	2	2	NUM
futech-409	495	44	,	,	PUNCT
futech-409	495	45	pp	pp	ADJ
futech-409	495	46	.	.	PUNCT
futech-409	496	1	194	194	NUM
futech-409	496	2	-	-	SYM
futech-409	496	3	213	213	NUM
futech-409	496	4	,	,	PUNCT
futech-409	496	5	2025	2025	NUM
futech-409	496	6	.	.	PUNCT
futech-409	497	1	[	[	X
futech-409	497	2	23	23	NUM
futech-409	497	3	]	]	X
futech-409	497	4	f.	f.	PROPN
futech-409	497	5	polese	polese	PROPN
futech-409	497	6	,	,	PUNCT
futech-409	497	7	a.	a.	NOUN
futech-409	497	8	botti	botti	PROPN
futech-409	497	9	,	,	PUNCT
futech-409	497	10	m.	m.	NOUN
futech-409	497	11	grimaldi	grimaldi	PROPN
futech-409	497	12	,	,	PUNCT
futech-409	497	13	a.	a.	NOUN
futech-409	497	14	monda	monda	NOUN
futech-409	497	15	,	,	PUNCT
futech-409	497	16	and	and	CCONJ
futech-409	497	17	m.	m.	NOUN
futech-409	497	18	vesci	vesci	NOUN
futech-409	497	19	,	,	PUNCT
futech-409	497	20	"	"	PUNCT
futech-409	497	21	social	social	ADJ
futech-409	497	22	innovation	innovation	NOUN
futech-409	497	23	in	in	ADP
futech-409	497	24	smart	smart	ADJ
futech-409	497	25	tourism	tourism	NOUN
futech-409	497	26	ecosystems	ecosystem	NOUN
futech-409	497	27	:	:	PUNCT
futech-409	497	28	how	how	SCONJ
futech-409	497	29	technology	technology	NOUN
futech-409	497	30	and	and	CCONJ
futech-409	497	31	institutions	institution	NOUN
futech-409	497	32	shape	shape	VERB
futech-409	497	33	sustainable	sustainable	ADJ
futech-409	497	34	value	value	NOUN
futech-409	497	35	co	co	NOUN
futech-409	497	36	-	-	NOUN
futech-409	497	37	creation	creation	NOUN
futech-409	497	38	,	,	PUNCT
futech-409	497	39	"	"	PUNCT
futech-409	497	40	sustainability	sustainability	NOUN
futech-409	497	41	,	,	PUNCT
futech-409	497	42	vol	vol	NOUN
futech-409	497	43	.	.	PROPN
futech-409	498	1	10	10	NUM
futech-409	498	2	,	,	PUNCT
futech-409	498	3	no	no	INTJ
futech-409	498	4	.	.	NOUN
futech-409	498	5	1	1	NUM
futech-409	498	6	,	,	PUNCT
futech-409	498	7	p.	p.	NOUN
futech-409	498	8	140	140	NUM
futech-409	498	9	,	,	PUNCT
futech-409	498	10	2018	2018	NUM
futech-409	498	11	.	.	PUNCT
futech-409	499	1	[	[	X
futech-409	499	2	24	24	NUM
futech-409	499	3	]	]	PUNCT
futech-409	499	4	w.	w.	PROPN
futech-409	499	5	z.	z.	PROPN
futech-409	499	6	li	li	PROPN
futech-409	499	7	and	and	CCONJ
futech-409	499	8	h.	h.	PROPN
futech-409	499	9	zhong	zhong	PROPN
futech-409	499	10	,	,	PUNCT
futech-409	499	11	"	"	PUNCT
futech-409	499	12	development	development	NOUN
futech-409	499	13	of	of	ADP
futech-409	499	14	a	a	DET
futech-409	499	15	smart	smart	ADJ
futech-409	499	16	tourism	tourism	NOUN
futech-409	499	17	integration	integration	NOUN
futech-409	499	18	model	model	NOUN
futech-409	499	19	to	to	PART
futech-409	499	20	preserve	preserve	VERB
futech-409	499	21	the	the	DET
futech-409	499	22	cultural	cultural	ADJ
futech-409	499	23	heritage	heritage	NOUN
futech-409	499	24	of	of	ADP
futech-409	499	25	ancient	ancient	ADJ
futech-409	499	26	villages	village	NOUN
futech-409	499	27	in	in	ADP
futech-409	499	28	northern	northern	ADJ
futech-409	499	29	guangxi	guangxi	NOUN
futech-409	499	30	,	,	PUNCT
futech-409	499	31	"	"	PUNCT
futech-409	499	32	heritage	heritage	NOUN
futech-409	499	33	science	science	NOUN
futech-409	499	34	,	,	PUNCT
futech-409	499	35	vol	vol	NOUN
futech-409	499	36	.	.	PROPN
futech-409	499	37	10	10	NUM
futech-409	499	38	,	,	PUNCT
futech-409	499	39	no	no	INTJ
futech-409	499	40	.	.	NOUN
futech-409	499	41	1	1	NUM
futech-409	499	42	,	,	PUNCT
futech-409	499	43	p.	p.	NOUN
futech-409	499	44	91	91	NUM
futech-409	499	45	,	,	PUNCT
futech-409	499	46	2022	2022	NUM
futech-409	499	47	.	.	PUNCT
futech-409	500	1	[	[	X
futech-409	500	2	25	25	NUM
futech-409	500	3	]	]	PUNCT
futech-409	500	4	w.	w.	PROPN
futech-409	500	5	zhang	zhang	PROPN
futech-409	500	6	and	and	CCONJ
futech-409	500	7	h.	h.	PROPN
futech-409	500	8	ran	run	VERB
futech-409	500	9	,	,	PUNCT
futech-409	500	10	"	"	PUNCT
futech-409	500	11	research	research	NOUN
futech-409	500	12	on	on	ADP
futech-409	500	13	the	the	DET
futech-409	500	14	driving	drive	VERB
futech-409	500	15	mechanism	mechanism	NOUN
futech-409	500	16	of	of	ADP
futech-409	500	17	tourists	tourist	NOUN
futech-409	500	18	’	'	PUNCT
futech-409	500	19	ecological	ecological	ADJ
futech-409	500	20	protection	protection	NOUN
futech-409	500	21	behavior	behavior	NOUN
futech-409	500	22	in	in	ADP
futech-409	500	23	intangible	intangible	ADJ
futech-409	500	24	cultural	cultural	ADJ
futech-409	500	25	heritage	heritage	NOUN
futech-409	500	26	sites	site	NOUN
futech-409	500	27	,	,	PUNCT
futech-409	500	28	"	"	PUNCT
futech-409	500	29	frontiers	frontier	NOUN
futech-409	500	30	in	in	ADP
futech-409	500	31	psychology	psychology	NOUN
futech-409	500	32	,	,	PUNCT
futech-409	500	33	vol	vol	NOUN
futech-409	500	34	.	.	PROPN
futech-409	500	35	15	15	NUM
futech-409	500	36	,	,	PUNCT
futech-409	500	37	p.	p.	NOUN
futech-409	500	38	1514482	1514482	NUM
futech-409	500	39	,	,	PUNCT
futech-409	500	40	2024	2024	NUM
futech-409	500	41	.	.	PUNCT