id	sid	tid	token	lemma	pos
bracis-33638	1	1	machine	machine	NOUN
bracis-33638	1	2	learning	learning	NOUN
bracis-33638	1	3	and	and	CCONJ
bracis-33638	1	4	 	 	SPACE
bracis-33638	1	5	time	time	NOUN
bracis-33638	1	6	series	series	NOUN
bracis-33638	1	7	analysis	analysis	NOUN
bracis-33638	1	8	to	to	ADP
bracis-33638	1	9	 	 	SPACE
bracis-33638	1	10	forecast	forecast	VERB
bracis-33638	1	11	hotel	hotel	NOUN
bracis-33638	1	12	room	room	NOUN
bracis-33638	1	13	prices	price	NOUN
bracis-33638	1	14	|	|	ADV
bracis-33638	1	15	springer	springer	NOUN
bracis-33638	1	16	nature	nature	PROPN
bracis-33638	1	17	link	link	PROPN
bracis-33638	1	18	(	(	PUNCT
bracis-33638	1	19	formerly	formerly	ADV
bracis-33638	1	20	springerlink	springerlink	NOUN
bracis-33638	1	21	)	)	PUNCT
bracis-33638	1	22	skip	skip	VERB
bracis-33638	1	23	to	to	ADP
bracis-33638	1	24	main	main	ADJ
bracis-33638	1	25	content	content	NOUN
bracis-33638	1	26	advertisement	advertisement	NOUN
bracis-33638	1	27	log	log	NOUN
bracis-33638	1	28	in	in	ADP
bracis-33638	1	29	menu	menu	NOUN
bracis-33638	1	30	find	find	VERB
bracis-33638	1	31	a	a	DET
bracis-33638	1	32	journal	journal	NOUN
bracis-33638	1	33	publish	publish	VERB
bracis-33638	1	34	with	with	ADP
bracis-33638	1	35	us	we	PRON
bracis-33638	1	36	track	track	VERB
bracis-33638	1	37	your	your	PRON
bracis-33638	1	38	research	research	NOUN
bracis-33638	1	39	search	search	NOUN
bracis-33638	1	40	cart	cart	NOUN
bracis-33638	1	41	home	home	NOUN
bracis-33638	1	42	intelligent	intelligent	ADJ
bracis-33638	1	43	systems	system	NOUN
bracis-33638	1	44	conference	conference	NOUN
bracis-33638	1	45	paper	paper	NOUN
bracis-33638	1	46	machine	machine	NOUN
bracis-33638	1	47	learning	learning	NOUN
bracis-33638	1	48	and	and	CCONJ
bracis-33638	1	49	 	 	SPACE
bracis-33638	1	50	time	time	NOUN
bracis-33638	1	51	series	series	NOUN
bracis-33638	1	52	analysis	analysis	NOUN
bracis-33638	1	53	to	to	ADP
bracis-33638	1	54	 	 	SPACE
bracis-33638	1	55	forecast	forecast	VERB
bracis-33638	1	56	hotel	hotel	NOUN
bracis-33638	1	57	room	room	NOUN
bracis-33638	1	58	prices	price	NOUN
bracis-33638	1	59	conference	conference	PROPN
bracis-33638	1	60	paper	paper	NOUN
bracis-33638	1	61	first	first	ADV
bracis-33638	1	62	online	online	ADV
bracis-33638	1	63	:	:	PUNCT
bracis-33638	1	64	30	30	NUM
bracis-33638	1	65	january	january	NOUN
bracis-33638	1	66	2025	2025	NUM
bracis-33638	1	67	pp	pp	CCONJ
bracis-33638	1	68	358–371	358–371	NUM
bracis-33638	1	69	cite	cite	VERB
bracis-33638	1	70	this	this	DET
bracis-33638	1	71	conference	conference	NOUN
bracis-33638	1	72	paper	paper	NOUN
bracis-33638	1	73	access	access	NOUN
bracis-33638	1	74	provided	provide	VERB
bracis-33638	1	75	by	by	ADP
bracis-33638	1	76	university	university	PROPN
bracis-33638	1	77	of	of	ADP
bracis-33638	1	78	notre	notre	PROPN
bracis-33638	1	79	dame	dame	PROPN
bracis-33638	1	80	hesburgh	hesburgh	PROPN
bracis-33638	1	81	library	library	PROPN
bracis-33638	1	82	download	download	PROPN
bracis-33638	1	83	book	book	NOUN
bracis-33638	1	84	pdf	pdf	PROPN
bracis-33638	1	85	download	download	NOUN
bracis-33638	1	86	book	book	NOUN
bracis-33638	1	87	epub	epub	PROPN
bracis-33638	1	88	intelligent	intelligent	ADJ
bracis-33638	1	89	systems	system	NOUN
bracis-33638	1	90	(	(	PUNCT
bracis-33638	1	91	bracis	bracis	NOUN
bracis-33638	1	92	2024	2024	NUM
bracis-33638	1	93	)	)	PUNCT
bracis-33638	1	94	machine	machine	NOUN
bracis-33638	1	95	learning	learning	NOUN
bracis-33638	1	96	and	and	CCONJ
bracis-33638	1	97	 	 	SPACE
bracis-33638	1	98	time	time	NOUN
bracis-33638	1	99	series	series	NOUN
bracis-33638	1	100	analysis	analysis	NOUN
bracis-33638	1	101	to	to	ADP
bracis-33638	1	102	 	 	SPACE
bracis-33638	1	103	forecast	forecast	VERB
bracis-33638	1	104	hotel	hotel	NOUN
bracis-33638	1	105	room	room	NOUN
bracis-33638	1	106	prices	price	NOUN
bracis-33638	1	107	download	download	VERB
bracis-33638	1	108	book	book	NOUN
bracis-33638	1	109	pdf	pdf	PROPN
bracis-33638	1	110	download	download	NOUN
bracis-33638	1	111	book	book	PROPN
bracis-33638	1	112	epub	epub	PROPN
bracis-33638	1	113	francisco	francisco	PROPN
bracis-33638	1	114	b.	b.	PROPN
bracis-33638	1	115	oliveira9	oliveira9	PROPN
bracis-33638	1	116	,	,	PUNCT
bracis-33638	1	117	moesio	moesio	PROPN
bracis-33638	1	118	w.	w.	PROPN
bracis-33638	1	119	silva	silva	PROPN
bracis-33638	1	120	-	-	PUNCT
bracis-33638	1	121	filho10	filho10	PROPN
bracis-33638	1	122	,	,	PUNCT
bracis-33638	1	123	gabriel	gabriel	PROPN
bracis-33638	1	124	a.	a.	PROPN
bracis-33638	1	125	barbosa10	barbosa10	PROPN
bracis-33638	1	126	,	,	PUNCT
bracis-33638	1	127	joão	joão	PROPN
bracis-33638	1	128	paulo	paulo	PROPN
bracis-33638	1	129	freitas9	freitas9	PROPN
bracis-33638	1	130	,	,	PUNCT
bracis-33638	1	131	chris	chris	PROPN
bracis-33638	1	132	penna9	penna9	PROPN
bracis-33638	1	133	&	&	CCONJ
bracis-33638	1	134	…	…	PUNCT
bracis-33638	1	135	péricles	péricles	PROPN
bracis-33638	1	136	b.	b.	PROPN
bracis-33638	1	137	c.	c.	PROPN
bracis-33638	1	138	miranda10	miranda10	PROPN
bracis-33638	1	139	  	  	SPACE
bracis-33638	1	140	show	show	VERB
bracis-33638	1	141	authors	author	NOUN
bracis-33638	1	142	part	part	NOUN
bracis-33638	1	143	of	of	ADP
bracis-33638	1	144	the	the	DET
bracis-33638	1	145	book	book	NOUN
bracis-33638	1	146	series	series	NOUN
bracis-33638	1	147	:	:	PUNCT
bracis-33638	2	1	lecture	lecture	NOUN
bracis-33638	2	2	notes	note	NOUN
bracis-33638	2	3	in	in	ADP
bracis-33638	2	4	computer	computer	NOUN
bracis-33638	2	5	science	science	NOUN
bracis-33638	2	6	(	(	PUNCT
bracis-33638	2	7	(	(	PUNCT
bracis-33638	2	8	lnai	lnai	ADJ
bracis-33638	2	9	,	,	PUNCT
bracis-33638	2	10	volume	volume	NOUN
bracis-33638	2	11	15414	15414	NUM
bracis-33638	2	12	)	)	PUNCT
bracis-33638	2	13	)	)	PUNCT
bracis-33638	2	14	included	include	VERB
bracis-33638	2	15	in	in	ADP
bracis-33638	2	16	the	the	DET
bracis-33638	2	17	following	follow	VERB
bracis-33638	2	18	conference	conference	NOUN
bracis-33638	2	19	series	series	NOUN
bracis-33638	2	20	:	:	PUNCT
bracis-33638	2	21	brazilian	brazilian	ADJ
bracis-33638	2	22	conference	conference	NOUN
bracis-33638	2	23	on	on	ADP
bracis-33638	2	24	intelligent	intelligent	ADJ
bracis-33638	2	25	systems	system	NOUN
bracis-33638	2	26	436	436	NUM
bracis-33638	2	27	accesses	access	VERB
bracis-33638	2	28	2	2	NUM
bracis-33638	2	29	citations	citation	NOUN
bracis-33638	2	30	abstract	abstract	ADP
bracis-33638	2	31	the	the	DET
bracis-33638	2	32	hospitality	hospitality	NOUN
bracis-33638	2	33	industry	industry	NOUN
bracis-33638	2	34	’s	’s	PART
bracis-33638	2	35	dynamic	dynamic	ADJ
bracis-33638	2	36	nature	nature	NOUN
bracis-33638	2	37	demands	demand	VERB
bracis-33638	2	38	accurate	accurate	ADJ
bracis-33638	2	39	forecasting	forecasting	NOUN
bracis-33638	2	40	of	of	ADP
bracis-33638	2	41	hotel	hotel	NOUN
bracis-33638	2	42	room	room	NOUN
bracis-33638	2	43	prices	price	NOUN
bracis-33638	2	44	to	to	PART
bracis-33638	2	45	optimize	optimize	VERB
bracis-33638	2	46	revenue	revenue	NOUN
bracis-33638	2	47	management	management	NOUN
bracis-33638	2	48	strategies	strategy	NOUN
bracis-33638	2	49	.	.	PUNCT
bracis-33638	3	1	this	this	DET
bracis-33638	3	2	paper	paper	NOUN
bracis-33638	3	3	presents	present	VERB
bracis-33638	3	4	an	an	DET
bracis-33638	3	5	experimental	experimental	ADJ
bracis-33638	3	6	study	study	NOUN
bracis-33638	3	7	assessing	assess	VERB
bracis-33638	3	8	machine	machine	NOUN
bracis-33638	3	9	learning	learn	VERB
bracis-33638	3	10	techniques	technique	NOUN
bracis-33638	3	11	and	and	CCONJ
bracis-33638	3	12	time	time	NOUN
bracis-33638	3	13	series	series	NOUN
bracis-33638	3	14	analysis	analysis	NOUN
bracis-33638	3	15	for	for	ADP
bracis-33638	3	16	forecasting	forecast	VERB
bracis-33638	3	17	hotel	hotel	NOUN
bracis-33638	3	18	room	room	NOUN
bracis-33638	3	19	prices	price	NOUN
bracis-33638	3	20	.	.	PUNCT
bracis-33638	4	1	we	we	PRON
bracis-33638	4	2	enhance	enhance	VERB
bracis-33638	4	3	prediction	prediction	NOUN
bracis-33638	4	4	accuracy	accuracy	NOUN
bracis-33638	4	5	by	by	ADP
bracis-33638	4	6	leveraging	leverage	VERB
bracis-33638	4	7	historical	historical	ADJ
bracis-33638	4	8	booking	booking	NOUN
bracis-33638	4	9	data	datum	NOUN
bracis-33638	4	10	,	,	PUNCT
bracis-33638	4	11	seasonal	seasonal	ADJ
bracis-33638	4	12	patterns	pattern	NOUN
bracis-33638	4	13	,	,	PUNCT
bracis-33638	4	14	and	and	CCONJ
bracis-33638	4	15	hotel	hotel	NOUN
bracis-33638	4	16	characteristics	characteristic	NOUN
bracis-33638	4	17	.	.	PUNCT
bracis-33638	5	1	we	we	PRON
bracis-33638	5	2	employ	employ	VERB
bracis-33638	5	3	time	time	NOUN
bracis-33638	5	4	series	series	PROPN
bracis-33638	5	5	models	model	NOUN
bracis-33638	5	6	,	,	PUNCT
bracis-33638	5	7	including	include	VERB
bracis-33638	5	8	autoregressors	autoregressor	NOUN
bracis-33638	5	9	and	and	CCONJ
bracis-33638	5	10	prophet	prophet	NOUN
bracis-33638	5	11	,	,	PUNCT
bracis-33638	5	12	to	to	PART
bracis-33638	5	13	capture	capture	VERB
bracis-33638	5	14	underlying	underlying	ADJ
bracis-33638	5	15	trends	trend	NOUN
bracis-33638	5	16	and	and	CCONJ
bracis-33638	5	17	seasonal	seasonal	ADJ
bracis-33638	5	18	variations	variation	NOUN
bracis-33638	5	19	.	.	PUNCT
bracis-33638	6	1	we	we	PRON
bracis-33638	6	2	also	also	ADV
bracis-33638	6	3	evaluate	evaluate	VERB
bracis-33638	6	4	machine	machine	NOUN
bracis-33638	6	5	learning	learning	NOUN
bracis-33638	6	6	models	model	NOUN
bracis-33638	6	7	such	such	ADJ
bracis-33638	6	8	as	as	ADP
bracis-33638	6	9	random	random	ADJ
bracis-33638	6	10	forest	forest	NOUN
bracis-33638	6	11	,	,	PUNCT
bracis-33638	6	12	gradient	gradient	ADJ
bracis-33638	6	13	boosting	boost	VERB
bracis-33638	6	14	machine	machine	NOUN
bracis-33638	6	15	,	,	PUNCT
bracis-33638	6	16	extra	extra	ADJ
bracis-33638	6	17	trees	tree	NOUN
bracis-33638	6	18	regressor	regressor	NOUN
bracis-33638	6	19	,	,	PUNCT
bracis-33638	6	20	and	and	CCONJ
bracis-33638	6	21	neural	neural	ADJ
bracis-33638	6	22	networks	network	NOUN
bracis-33638	6	23	.	.	PUNCT
bracis-33638	7	1	these	these	DET
bracis-33638	7	2	models	model	NOUN
bracis-33638	7	3	are	be	AUX
bracis-33638	7	4	trained	train	VERB
bracis-33638	7	5	on	on	ADP
bracis-33638	7	6	features	feature	NOUN
bracis-33638	7	7	like	like	ADP
bracis-33638	7	8	booking	book	VERB
bracis-33638	7	9	lead	lead	NOUN
bracis-33638	7	10	time	time	NOUN
bracis-33638	7	11	,	,	PUNCT
bracis-33638	7	12	historical	historical	ADJ
bracis-33638	7	13	hotel	hotel	NOUN
bracis-33638	7	14	occupancy	occupancy	NOUN
bracis-33638	7	15	,	,	PUNCT
bracis-33638	7	16	room	room	NOUN
bracis-33638	7	17	nights	night	NOUN
bracis-33638	7	18	,	,	PUNCT
bracis-33638	7	19	and	and	CCONJ
bracis-33638	7	20	number	number	NOUN
bracis-33638	7	21	of	of	ADP
bracis-33638	7	22	adults	adult	NOUN
bracis-33638	7	23	to	to	PART
bracis-33638	7	24	capture	capture	VERB
bracis-33638	7	25	complex	complex	ADJ
bracis-33638	7	26	relationships	relationship	NOUN
bracis-33638	7	27	influencing	influence	VERB
bracis-33638	7	28	prices	price	NOUN
bracis-33638	7	29	.	.	PUNCT
bracis-33638	8	1	our	our	PRON
bracis-33638	8	2	methodology	methodology	NOUN
bracis-33638	8	3	is	be	AUX
bracis-33638	8	4	demonstrated	demonstrate	VERB
bracis-33638	8	5	through	through	ADP
bracis-33638	8	6	a	a	DET
bracis-33638	8	7	case	case	NOUN
bracis-33638	8	8	study	study	NOUN
bracis-33638	8	9	using	use	VERB
bracis-33638	8	10	over	over	ADP
bracis-33638	8	11	40,000	40,000	NUM
bracis-33638	8	12	reservations	reservation	NOUN
bracis-33638	8	13	from	from	ADP
bracis-33638	8	14	a	a	DET
bracis-33638	8	15	brazilian	brazilian	ADJ
bracis-33638	8	16	hotel	hotel	NOUN
bracis-33638	8	17	over	over	ADP
bracis-33638	8	18	a	a	DET
bracis-33638	8	19	decade	decade	NOUN
bracis-33638	8	20	.	.	PUNCT
bracis-33638	9	1	experimental	experimental	ADJ
bracis-33638	9	2	results	result	NOUN
bracis-33638	9	3	show	show	VERB
bracis-33638	9	4	that	that	SCONJ
bracis-33638	9	5	tree	tree	NOUN
bracis-33638	9	6	-	-	PUNCT
bracis-33638	9	7	based	base	VERB
bracis-33638	9	8	models	model	NOUN
bracis-33638	9	9	performed	perform	VERB
bracis-33638	9	10	best	well	ADV
bracis-33638	9	11	,	,	PUNCT
bracis-33638	9	12	with	with	ADP
bracis-33638	9	13	the	the	DET
bracis-33638	9	14	gradient	gradient	NOUN
bracis-33638	9	15	boosting	boost	VERB
bracis-33638	9	16	achieving	achieve	VERB
bracis-33638	9	17	6.94	6.94	NUM
bracis-33638	9	18	%	%	NOUN
bracis-33638	9	19	of	of	ADP
bracis-33638	9	20	nrmse	nrmse	NOUN
bracis-33638	9	21	and	and	CCONJ
bracis-33638	9	22	31.26	31.26	NUM
bracis-33638	9	23	of	of	ADP
bracis-33638	9	24	mae	mae	PROPN
bracis-33638	9	25	.	.	PUNCT
bracis-33638	10	1	our	our	PRON
bracis-33638	10	2	findings	finding	NOUN
bracis-33638	10	3	contribute	contribute	VERB
bracis-33638	10	4	valuable	valuable	ADJ
bracis-33638	10	5	insights	insight	NOUN
bracis-33638	10	6	for	for	ADP
bracis-33638	10	7	price	price	NOUN
bracis-33638	10	8	estimation	estimation	NOUN
bracis-33638	10	9	in	in	ADP
bracis-33638	10	10	the	the	DET
bracis-33638	10	11	hospitality	hospitality	NOUN
bracis-33638	10	12	industry	industry	NOUN
bracis-33638	10	13	,	,	PUNCT
bracis-33638	10	14	offering	offer	VERB
bracis-33638	10	15	robust	robust	ADJ
bracis-33638	10	16	methods	method	NOUN
bracis-33638	10	17	to	to	PART
bracis-33638	10	18	enhance	enhance	VERB
bracis-33638	10	19	revenue	revenue	NOUN
bracis-33638	10	20	management	management	NOUN
bracis-33638	10	21	strategies	strategy	NOUN
bracis-33638	10	22	.	.	PUNCT
bracis-33638	11	1	access	access	NOUN
bracis-33638	11	2	provided	provide	VERB
bracis-33638	11	3	by	by	ADP
bracis-33638	11	4	university	university	PROPN
bracis-33638	11	5	of	of	ADP
bracis-33638	11	6	notre	notre	PROPN
bracis-33638	11	7	dame	dame	PROPN
bracis-33638	11	8	hesburgh	hesburgh	PROPN
bracis-33638	11	9	library	library	PROPN
bracis-33638	11	10	.	.	PUNCT
bracis-33638	12	1	download	download	PROPN
bracis-33638	12	2	conference	conference	NOUN
bracis-33638	12	3	paper	paper	NOUN
bracis-33638	12	4	pdf	pdf	NOUN
bracis-33638	12	5	similar	similar	ADJ
bracis-33638	12	6	content	content	NOUN
bracis-33638	12	7	being	be	AUX
bracis-33638	12	8	viewed	view	VERB
bracis-33638	12	9	by	by	ADP
bracis-33638	12	10	others	other	NOUN
bracis-33638	12	11	a	a	DET
bracis-33638	12	12	machine	machine	NOUN
bracis-33638	12	13	learning	learn	VERB
bracis-33638	12	14	model	model	NOUN
bracis-33638	12	15	for	for	ADP
bracis-33638	12	16	occupancy	occupancy	NOUN
bracis-33638	12	17	rates	rate	NOUN
bracis-33638	12	18	and	and	CCONJ
bracis-33638	12	19	demand	demand	NOUN
bracis-33638	12	20	forecasting	forecasting	NOUN
bracis-33638	12	21	in	in	ADP
bracis-33638	12	22	the	the	DET
bracis-33638	12	23	hospitality	hospitality	NOUN
bracis-33638	12	24	industry	industry	NOUN
bracis-33638	12	25	chapter	chapter	NOUN
bracis-33638	12	26	©	©	PROPN
bracis-33638	12	27	2016	2016	NUM
bracis-33638	12	28	forecasting	forecasting	NOUN
bracis-33638	12	29	hotel	hotel	NOUN
bracis-33638	12	30	reservations	reservation	NOUN
bracis-33638	12	31	with	with	ADP
bracis-33638	12	32	long	long	ADJ
bracis-33638	12	33	short	short	ADJ
bracis-33638	12	34	-	-	PUNCT
bracis-33638	12	35	term	term	NOUN
bracis-33638	12	36	memory	memory	NOUN
bracis-33638	12	37	-	-	PUNCT
bracis-33638	12	38	based	base	VERB
bracis-33638	12	39	recurrent	recurrent	ADJ
bracis-33638	12	40	neural	neural	ADJ
bracis-33638	12	41	networks	network	NOUN
bracis-33638	12	42	article	article	NOUN
bracis-33638	12	43	04	04	NUM
bracis-33638	12	44	december	december	PROPN
bracis-33638	12	45	2018	2018	NUM
bracis-33638	12	46	a	a	DET
bracis-33638	12	47	study	study	NOUN
bracis-33638	12	48	of	of	ADP
bracis-33638	12	49	 	 	SPACE
bracis-33638	12	50	machine	machine	NOUN
bracis-33638	12	51	learning	learning	NOUN
bracis-33638	12	52	based	base	VERB
bracis-33638	12	53	approach	approach	NOUN
bracis-33638	12	54	for	for	ADP
bracis-33638	12	55	 	 	SPACE
bracis-33638	12	56	hotels	hotel	NOUN
bracis-33638	12	57	’	'	PUNCT
bracis-33638	12	58	matching	matching	NOUN
bracis-33638	12	59	chapter	chapter	NOUN
bracis-33638	12	60	©	©	PROPN
bracis-33638	12	61	2022	2022	NUM
bracis-33638	12	62	1	1	NUM
bracis-33638	12	63	introduction	introduction	NOUN
bracis-33638	12	64	the	the	DET
bracis-33638	12	65	dynamic	dynamic	ADJ
bracis-33638	12	66	and	and	CCONJ
bracis-33638	12	67	competitive	competitive	ADJ
bracis-33638	12	68	nature	nature	NOUN
bracis-33638	12	69	of	of	ADP
bracis-33638	12	70	the	the	DET
bracis-33638	12	71	hospitality	hospitality	NOUN
bracis-33638	12	72	industry	industry	NOUN
bracis-33638	12	73	necessitates	necessitate	VERB
bracis-33638	12	74	effective	effective	ADJ
bracis-33638	12	75	strategies	strategy	NOUN
bracis-33638	12	76	for	for	ADP
bracis-33638	12	77	forecasting	forecast	VERB
bracis-33638	12	78	hotel	hotel	NOUN
bracis-33638	12	79	room	room	NOUN
bracis-33638	12	80	prices	price	NOUN
bracis-33638	12	81	to	to	PART
bracis-33638	12	82	optimize	optimize	VERB
bracis-33638	12	83	revenue	revenue	NOUN
bracis-33638	12	84	management	management	NOUN
bracis-33638	12	85	.	.	PUNCT
bracis-33638	13	1	accurate	accurate	ADJ
bracis-33638	13	2	predictions	prediction	NOUN
bracis-33638	13	3	are	be	AUX
bracis-33638	13	4	crucial	crucial	ADJ
bracis-33638	13	5	for	for	SCONJ
bracis-33638	13	6	hotel	hotel	NOUN
bracis-33638	13	7	operators	operator	NOUN
bracis-33638	13	8	to	to	PART
bracis-33638	13	9	make	make	VERB
bracis-33638	13	10	informed	informed	ADJ
bracis-33638	13	11	decisions	decision	NOUN
bracis-33638	13	12	,	,	PUNCT
bracis-33638	13	13	respond	respond	VERB
bracis-33638	13	14	to	to	ADP
bracis-33638	13	15	market	market	NOUN
bracis-33638	13	16	trends	trend	NOUN
bracis-33638	13	17	,	,	PUNCT
bracis-33638	13	18	and	and	CCONJ
bracis-33638	13	19	maximize	maximize	VERB
bracis-33638	13	20	profitability	profitability	NOUN
bracis-33638	13	21	.	.	PUNCT
bracis-33638	14	1	in	in	ADP
bracis-33638	14	2	this	this	DET
bracis-33638	14	3	context	context	NOUN
bracis-33638	14	4	,	,	PUNCT
bracis-33638	14	5	machine	machine	NOUN
bracis-33638	14	6	learning	learning	NOUN
bracis-33638	14	7	and	and	CCONJ
bracis-33638	14	8	time	time	NOUN
bracis-33638	14	9	series	series	PROPN
bracis-33638	14	10	analysis	analysis	NOUN
bracis-33638	14	11	offer	offer	VERB
bracis-33638	14	12	promising	promise	VERB
bracis-33638	14	13	approaches	approach	NOUN
bracis-33638	14	14	,	,	PUNCT
bracis-33638	14	15	capturing	capture	VERB
bracis-33638	14	16	complex	complex	ADJ
bracis-33638	14	17	patterns	pattern	NOUN
bracis-33638	14	18	in	in	ADP
bracis-33638	14	19	hotel	hotel	NOUN
bracis-33638	14	20	pricing	pricing	NOUN
bracis-33638	14	21	data	datum	NOUN
bracis-33638	14	22	.	.	PUNCT
bracis-33638	15	1	time	time	PROPN
bracis-33638	15	2	series	series	PROPN
bracis-33638	15	3	analysis	analysis	NOUN
bracis-33638	15	4	has	have	AUX
bracis-33638	15	5	long	long	ADV
bracis-33638	15	6	been	be	AUX
bracis-33638	15	7	employed	employ	VERB
bracis-33638	15	8	to	to	PART
bracis-33638	15	9	model	model	VERB
bracis-33638	15	10	and	and	CCONJ
bracis-33638	15	11	understand	understand	VERB
bracis-33638	15	12	temporal	temporal	ADJ
bracis-33638	15	13	patterns	pattern	NOUN
bracis-33638	15	14	in	in	ADP
bracis-33638	15	15	various	various	ADJ
bracis-33638	15	16	fields	field	NOUN
bracis-33638	15	17	,	,	PUNCT
bracis-33638	15	18	including	include	VERB
bracis-33638	15	19	hospitality	hospitality	NOUN
bracis-33638	15	20	[	[	X
bracis-33638	15	21	2	2	NUM
bracis-33638	15	22	,	,	PUNCT
bracis-33638	15	23	5	5	NUM
bracis-33638	15	24	,	,	PUNCT
bracis-33638	15	25	16	16	NUM
bracis-33638	15	26	]	]	PUNCT
bracis-33638	15	27	.	.	PUNCT
bracis-33638	16	1	techniques	technique	NOUN
bracis-33638	16	2	such	such	ADJ
bracis-33638	16	3	as	as	ADP
bracis-33638	16	4	autoregressive	autoregressive	ADJ
bracis-33638	16	5	integrated	integrated	ADJ
bracis-33638	16	6	moving	move	VERB
bracis-33638	16	7	average	average	ADJ
bracis-33638	16	8	(	(	PUNCT
bracis-33638	16	9	arima	arima	NOUN
bracis-33638	16	10	)	)	PUNCT
bracis-33638	16	11	and	and	CCONJ
bracis-33638	16	12	seasonal	seasonal	ADJ
bracis-33638	16	13	decomposition	decomposition	NOUN
bracis-33638	16	14	of	of	ADP
bracis-33638	16	15	time	time	NOUN
bracis-33638	16	16	series	series	PROPN
bracis-33638	16	17	(	(	PUNCT
bracis-33638	16	18	stl	stl	PROPN
bracis-33638	16	19	)	)	PUNCT
bracis-33638	16	20	have	have	AUX
bracis-33638	16	21	been	be	AUX
bracis-33638	16	22	instrumental	instrumental	ADJ
bracis-33638	16	23	in	in	ADP
bracis-33638	16	24	capturing	capture	VERB
bracis-33638	16	25	inherent	inherent	ADJ
bracis-33638	16	26	trends	trend	NOUN
bracis-33638	16	27	and	and	CCONJ
bracis-33638	16	28	seasonal	seasonal	ADJ
bracis-33638	16	29	variations	variation	NOUN
bracis-33638	16	30	in	in	ADP
bracis-33638	16	31	hotel	hotel	NOUN
bracis-33638	16	32	room	room	NOUN
bracis-33638	16	33	prices	price	NOUN
bracis-33638	16	34	[	[	X
bracis-33638	16	35	7	7	NUM
bracis-33638	16	36	,	,	PUNCT
bracis-33638	16	37	10	10	NUM
bracis-33638	16	38	]	]	PUNCT
bracis-33638	16	39	.	.	PUNCT
bracis-33638	17	1	in	in	ADP
bracis-33638	17	2	parallel	parallel	NOUN
bracis-33638	17	3	,	,	PUNCT
bracis-33638	17	4	the	the	DET
bracis-33638	17	5	advancement	advancement	NOUN
bracis-33638	17	6	of	of	ADP
bracis-33638	17	7	machine	machine	NOUN
bracis-33638	17	8	learning	learning	NOUN
bracis-33638	17	9	techniques	technique	NOUN
bracis-33638	17	10	has	have	AUX
bracis-33638	17	11	provided	provide	VERB
bracis-33638	17	12	opportunities	opportunity	NOUN
bracis-33638	17	13	to	to	PART
bracis-33638	17	14	enhance	enhance	VERB
bracis-33638	17	15	forecasting	forecasting	NOUN
bracis-33638	17	16	accuracy	accuracy	NOUN
bracis-33638	17	17	by	by	ADP
bracis-33638	17	18	leveraging	leverage	VERB
bracis-33638	17	19	the	the	DET
bracis-33638	17	20	power	power	NOUN
bracis-33638	17	21	of	of	ADP
bracis-33638	17	22	algorithms	algorithm	NOUN
bracis-33638	17	23	that	that	PRON
bracis-33638	17	24	can	can	AUX
bracis-33638	17	25	capture	capture	VERB
bracis-33638	17	26	intricate	intricate	ADJ
bracis-33638	17	27	relationships	relationship	NOUN
bracis-33638	17	28	in	in	ADP
bracis-33638	17	29	large	large	ADJ
bracis-33638	17	30	and	and	CCONJ
bracis-33638	17	31	diverse	diverse	ADJ
bracis-33638	17	32	datasets	dataset	NOUN
bracis-33638	17	33	[	[	X
bracis-33638	17	34	4	4	NUM
bracis-33638	17	35	,	,	PUNCT
bracis-33638	17	36	12	12	NUM
bracis-33638	17	37	]	]	PUNCT
bracis-33638	17	38	.	.	PUNCT
bracis-33638	18	1	models	model	NOUN
bracis-33638	18	2	such	such	ADJ
bracis-33638	18	3	as	as	ADP
bracis-33638	18	4	random	random	ADJ
bracis-33638	18	5	forests	forest	NOUN
bracis-33638	18	6	,	,	PUNCT
bracis-33638	18	7	gradient	gradient	NOUN
bracis-33638	18	8	boosting	boosting	NOUN
bracis-33638	18	9	,	,	PUNCT
bracis-33638	18	10	and	and	CCONJ
bracis-33638	18	11	neural	neural	ADJ
bracis-33638	18	12	networks	network	NOUN
bracis-33638	18	13	have	have	AUX
bracis-33638	18	14	shown	show	VERB
bracis-33638	18	15	promise	promise	NOUN
bracis-33638	18	16	in	in	ADP
bracis-33638	18	17	capturing	capture	VERB
bracis-33638	18	18	non	non	ADJ
bracis-33638	18	19	-	-	ADJ
bracis-33638	18	20	linear	linear	ADJ
bracis-33638	18	21	patterns	pattern	NOUN
bracis-33638	18	22	and	and	CCONJ
bracis-33638	18	23	incorporating	incorporate	VERB
bracis-33638	18	24	a	a	DET
bracis-33638	18	25	wide	wide	ADJ
bracis-33638	18	26	range	range	NOUN
bracis-33638	18	27	of	of	ADP
bracis-33638	18	28	features	feature	NOUN
bracis-33638	18	29	,	,	PUNCT
bracis-33638	18	30	including	include	VERB
bracis-33638	18	31	booking	book	VERB
bracis-33638	18	32	lead	lead	NOUN
bracis-33638	18	33	time	time	NOUN
bracis-33638	18	34	,	,	PUNCT
bracis-33638	18	35	historical	historical	ADJ
bracis-33638	18	36	demand	demand	NOUN
bracis-33638	18	37	,	,	PUNCT
bracis-33638	18	38	and	and	CCONJ
bracis-33638	18	39	external	external	ADJ
bracis-33638	18	40	factors	factor	NOUN
bracis-33638	18	41	like	like	ADP
bracis-33638	18	42	local	local	ADJ
bracis-33638	18	43	events	event	NOUN
bracis-33638	18	44	and	and	CCONJ
bracis-33638	18	45	economic	economic	ADJ
bracis-33638	18	46	indicators	indicator	NOUN
bracis-33638	18	47	[	[	X
bracis-33638	18	48	2	2	NUM
bracis-33638	18	49	,	,	PUNCT
bracis-33638	18	50	4	4	NUM
bracis-33638	18	51	,	,	PUNCT
bracis-33638	18	52	7	7	NUM
bracis-33638	18	53	,	,	PUNCT
bracis-33638	18	54	20	20	NUM
bracis-33638	18	55	]	]	PUNCT
bracis-33638	18	56	.	.	PUNCT
bracis-33638	19	1	this	this	DET
bracis-33638	19	2	work	work	NOUN
bracis-33638	19	3	presents	present	VERB
bracis-33638	19	4	an	an	DET
bracis-33638	19	5	empirical	empirical	ADJ
bracis-33638	19	6	investigation	investigation	NOUN
bracis-33638	19	7	that	that	PRON
bracis-33638	19	8	examines	examine	VERB
bracis-33638	19	9	the	the	DET
bracis-33638	19	10	application	application	NOUN
bracis-33638	19	11	of	of	ADP
bracis-33638	19	12	machine	machine	NOUN
bracis-33638	19	13	learning	learn	VERB
bracis-33638	19	14	techniques	technique	NOUN
bracis-33638	19	15	and	and	CCONJ
bracis-33638	19	16	time	time	NOUN
bracis-33638	19	17	series	series	PROPN
bracis-33638	19	18	analysis	analysis	NOUN
bracis-33638	19	19	to	to	PART
bracis-33638	19	20	forecast	forecast	VERB
bracis-33638	19	21	hotel	hotel	NOUN
bracis-33638	19	22	room	room	NOUN
bracis-33638	19	23	prices	price	NOUN
bracis-33638	19	24	.	.	PUNCT
bracis-33638	20	1	the	the	DET
bracis-33638	20	2	proposed	propose	VERB
bracis-33638	20	3	methodology	methodology	NOUN
bracis-33638	20	4	exploits	exploit	VERB
bracis-33638	20	5	historical	historical	ADJ
bracis-33638	20	6	booking	booking	NOUN
bracis-33638	20	7	data	datum	NOUN
bracis-33638	20	8	,	,	PUNCT
bracis-33638	20	9	seasonal	seasonal	ADJ
bracis-33638	20	10	patterns	pattern	NOUN
bracis-33638	20	11	,	,	PUNCT
bracis-33638	20	12	and	and	CCONJ
bracis-33638	20	13	external	external	ADJ
bracis-33638	20	14	factors	factor	NOUN
bracis-33638	20	15	to	to	PART
bracis-33638	20	16	augment	augment	VERB
bracis-33638	20	17	the	the	DET
bracis-33638	20	18	accuracy	accuracy	NOUN
bracis-33638	20	19	of	of	ADP
bracis-33638	20	20	price	price	NOUN
bracis-33638	20	21	predictions	prediction	NOUN
bracis-33638	20	22	.	.	PUNCT
bracis-33638	21	1	the	the	DET
bracis-33638	21	2	investigation	investigation	NOUN
bracis-33638	21	3	commences	commence	VERB
bracis-33638	21	4	by	by	ADP
bracis-33638	21	5	scrutinizing	scrutinize	VERB
bracis-33638	21	6	the	the	DET
bracis-33638	21	7	utilization	utilization	NOUN
bracis-33638	21	8	of	of	ADP
bracis-33638	21	9	time	time	NOUN
bracis-33638	21	10	series	series	PROPN
bracis-33638	21	11	analysis	analysis	NOUN
bracis-33638	21	12	to	to	ADP
bracis-33638	21	13	model	model	NOUN
bracis-33638	21	14	and	and	CCONJ
bracis-33638	21	15	comprehend	comprehend	VERB
bracis-33638	21	16	the	the	DET
bracis-33638	21	17	temporal	temporal	ADJ
bracis-33638	21	18	patterns	pattern	NOUN
bracis-33638	21	19	intrinsic	intrinsic	ADJ
bracis-33638	21	20	to	to	ADP
bracis-33638	21	21	hotel	hotel	NOUN
bracis-33638	21	22	room	room	NOUN
bracis-33638	21	23	pricing	pricing	NOUN
bracis-33638	21	24	.	.	PUNCT
bracis-33638	22	1	different	different	ADJ
bracis-33638	22	2	time	time	NOUN
bracis-33638	22	3	series	series	NOUN
bracis-33638	22	4	models	model	NOUN
bracis-33638	22	5	are	be	AUX
bracis-33638	22	6	deployed	deploy	VERB
bracis-33638	22	7	to	to	PART
bracis-33638	22	8	capture	capture	VERB
bracis-33638	22	9	underlying	underlying	ADJ
bracis-33638	22	10	trends	trend	NOUN
bracis-33638	22	11	and	and	CCONJ
bracis-33638	22	12	seasonal	seasonal	ADJ
bracis-33638	22	13	fluctuations	fluctuation	NOUN
bracis-33638	22	14	in	in	ADP
bracis-33638	22	15	pricing	pricing	NOUN
bracis-33638	22	16	data	datum	NOUN
bracis-33638	22	17	.	.	PUNCT
bracis-33638	23	1	additionally	additionally	ADV
bracis-33638	23	2	,	,	PUNCT
bracis-33638	23	3	machine	machine	NOUN
bracis-33638	23	4	learning	learning	NOUN
bracis-33638	23	5	models	model	NOUN
bracis-33638	23	6	,	,	PUNCT
bracis-33638	23	7	namely	namely	ADV
bracis-33638	23	8	random	random	ADJ
bracis-33638	23	9	forests	forest	NOUN
bracis-33638	23	10	,	,	PUNCT
bracis-33638	23	11	gradient	gradient	NOUN
bracis-33638	23	12	boosting	boosting	NOUN
bracis-33638	23	13	,	,	PUNCT
bracis-33638	23	14	and	and	CCONJ
bracis-33638	23	15	neural	neural	ADJ
bracis-33638	23	16	networks	network	NOUN
bracis-33638	23	17	,	,	PUNCT
bracis-33638	23	18	are	be	AUX
bracis-33638	23	19	subjected	subject	VERB
bracis-33638	23	20	to	to	ADP
bracis-33638	23	21	evaluation	evaluation	NOUN
bracis-33638	23	22	.	.	PUNCT
bracis-33638	24	1	these	these	DET
bracis-33638	24	2	models	model	NOUN
bracis-33638	24	3	are	be	AUX
bracis-33638	24	4	trained	train	VERB
bracis-33638	24	5	on	on	ADP
bracis-33638	24	6	a	a	DET
bracis-33638	24	7	comprehensive	comprehensive	ADJ
bracis-33638	24	8	set	set	NOUN
bracis-33638	24	9	of	of	ADP
bracis-33638	24	10	features	feature	NOUN
bracis-33638	24	11	,	,	PUNCT
bracis-33638	24	12	encompassing	encompass	VERB
bracis-33638	24	13	booking	booking	NOUN
bracis-33638	24	14	lead	lead	NOUN
bracis-33638	24	15	time	time	NOUN
bracis-33638	24	16	,	,	PUNCT
bracis-33638	24	17	historical	historical	ADJ
bracis-33638	24	18	demand	demand	NOUN
bracis-33638	24	19	,	,	PUNCT
bracis-33638	24	20	local	local	ADJ
bracis-33638	24	21	events	event	NOUN
bracis-33638	24	22	,	,	PUNCT
bracis-33638	24	23	and	and	CCONJ
bracis-33638	24	24	economic	economic	ADJ
bracis-33638	24	25	indicators	indicator	NOUN
bracis-33638	24	26	,	,	PUNCT
bracis-33638	24	27	encapsulating	encapsulate	VERB
bracis-33638	24	28	the	the	DET
bracis-33638	24	29	intricate	intricate	ADJ
bracis-33638	24	30	relationships	relationship	NOUN
bracis-33638	24	31	influencing	influence	VERB
bracis-33638	24	32	hotel	hotel	NOUN
bracis-33638	24	33	room	room	NOUN
bracis-33638	24	34	prices	price	NOUN
bracis-33638	24	35	.	.	PUNCT
bracis-33638	25	1	the	the	DET
bracis-33638	25	2	efficacy	efficacy	NOUN
bracis-33638	25	3	of	of	ADP
bracis-33638	25	4	the	the	DET
bracis-33638	25	5	proposed	propose	VERB
bracis-33638	25	6	methodology	methodology	NOUN
bracis-33638	25	7	is	be	AUX
bracis-33638	25	8	exemplified	exemplify	VERB
bracis-33638	25	9	through	through	ADP
bracis-33638	25	10	a	a	DET
bracis-33638	25	11	case	case	NOUN
bracis-33638	25	12	study	study	NOUN
bracis-33638	25	13	employing	employ	VERB
bracis-33638	25	14	authentic	authentic	ADJ
bracis-33638	25	15	hotel	hotel	NOUN
bracis-33638	25	16	pricing	pricing	NOUN
bracis-33638	25	17	data	datum	NOUN
bracis-33638	25	18	.	.	PUNCT
bracis-33638	26	1	experimental	experimental	ADJ
bracis-33638	26	2	results	result	NOUN
bracis-33638	26	3	show	show	VERB
bracis-33638	26	4	that	that	SCONJ
bracis-33638	26	5	tree	tree	NOUN
bracis-33638	26	6	-	-	PUNCT
bracis-33638	26	7	based	base	VERB
bracis-33638	26	8	models	model	NOUN
bracis-33638	26	9	,	,	PUNCT
bracis-33638	26	10	like	like	ADP
bracis-33638	26	11	gradient	gradient	NOUN
bracis-33638	26	12	boosting	boost	VERB
bracis-33638	26	13	machine	machine	NOUN
bracis-33638	26	14	,	,	PUNCT
bracis-33638	26	15	demonstrate	demonstrate	VERB
bracis-33638	26	16	the	the	DET
bracis-33638	26	17	best	good	ADJ
bracis-33638	26	18	results	result	NOUN
bracis-33638	26	19	.	.	PUNCT
bracis-33638	27	1	besides	besides	SCONJ
bracis-33638	27	2	,	,	PUNCT
bracis-33638	27	3	we	we	PRON
bracis-33638	27	4	present	present	VERB
bracis-33638	27	5	a	a	DET
bracis-33638	27	6	discussion	discussion	NOUN
bracis-33638	27	7	of	of	ADP
bracis-33638	27	8	the	the	DET
bracis-33638	27	9	practical	practical	ADJ
bracis-33638	27	10	implications	implication	NOUN
bracis-33638	27	11	of	of	ADP
bracis-33638	27	12	the	the	DET
bracis-33638	27	13	achieved	achieve	VERB
bracis-33638	27	14	results	result	NOUN
bracis-33638	27	15	for	for	ADP
bracis-33638	27	16	hotel	hotel	NOUN
bracis-33638	27	17	revenue	revenue	NOUN
bracis-33638	27	18	managers	manager	NOUN
bracis-33638	27	19	,	,	PUNCT
bracis-33638	27	20	emphasizing	emphasize	VERB
bracis-33638	27	21	their	their	PRON
bracis-33638	27	22	potential	potential	NOUN
bracis-33638	27	23	to	to	PART
bracis-33638	27	24	optimize	optimize	VERB
bracis-33638	27	25	pricing	pricing	NOUN
bracis-33638	27	26	strategies	strategy	NOUN
bracis-33638	27	27	,	,	PUNCT
bracis-33638	27	28	enhance	enhance	VERB
bracis-33638	27	29	revenue	revenue	NOUN
bracis-33638	27	30	streams	stream	NOUN
bracis-33638	27	31	,	,	PUNCT
bracis-33638	27	32	and	and	CCONJ
bracis-33638	27	33	improve	improve	VERB
bracis-33638	27	34	overall	overall	ADJ
bracis-33638	27	35	profitability	profitability	NOUN
bracis-33638	27	36	.	.	PUNCT
bracis-33638	28	1	insights	insight	NOUN
bracis-33638	28	2	derived	derive	VERB
bracis-33638	28	3	from	from	ADP
bracis-33638	28	4	the	the	DET
bracis-33638	28	5	study	study	NOUN
bracis-33638	28	6	can	can	AUX
bracis-33638	28	7	inform	inform	VERB
bracis-33638	28	8	decision	decision	NOUN
bracis-33638	28	9	-	-	PUNCT
bracis-33638	28	10	making	make	VERB
bracis-33638	28	11	processes	process	NOUN
bracis-33638	28	12	and	and	CCONJ
bracis-33638	28	13	help	help	VERB
bracis-33638	28	14	hotel	hotel	NOUN
bracis-33638	28	15	operators	operator	NOUN
bracis-33638	28	16	stay	stay	VERB
bracis-33638	28	17	competitive	competitive	ADJ
bracis-33638	28	18	in	in	ADP
bracis-33638	28	19	a	a	DET
bracis-33638	28	20	rapidly	rapidly	ADV
bracis-33638	28	21	evolving	evolve	VERB
bracis-33638	28	22	market	market	NOUN
bracis-33638	28	23	.	.	PUNCT
bracis-33638	29	1	the	the	DET
bracis-33638	29	2	paper	paper	NOUN
bracis-33638	29	3	is	be	AUX
bracis-33638	29	4	structured	structure	VERB
bracis-33638	29	5	as	as	SCONJ
bracis-33638	29	6	follows	follow	VERB
bracis-33638	29	7	.	.	PUNCT
bracis-33638	30	1	section	section	NOUN
bracis-33638	30	2	 	 	SPACE
bracis-33638	30	3	2	2	NUM
bracis-33638	30	4	introduces	introduce	NOUN
bracis-33638	30	5	the	the	DET
bracis-33638	30	6	problem	problem	NOUN
bracis-33638	30	7	of	of	ADP
bracis-33638	30	8	forecasting	forecasting	NOUN
bracis-33638	30	9	room	room	NOUN
bracis-33638	30	10	prices	price	NOUN
bracis-33638	30	11	in	in	ADP
bracis-33638	30	12	the	the	DET
bracis-33638	30	13	hospitality	hospitality	NOUN
bracis-33638	30	14	domain	domain	NOUN
bracis-33638	30	15	and	and	CCONJ
bracis-33638	30	16	the	the	DET
bracis-33638	30	17	main	main	ADJ
bracis-33638	30	18	research	research	NOUN
bracis-33638	30	19	related	relate	VERB
bracis-33638	30	20	to	to	ADP
bracis-33638	30	21	the	the	DET
bracis-33638	30	22	theme	theme	NOUN
bracis-33638	30	23	.	.	PUNCT
bracis-33638	31	1	section	section	NOUN
bracis-33638	31	2	 	 	SPACE
bracis-33638	31	3	3	3	NUM
bracis-33638	31	4	details	detail	NOUN
bracis-33638	31	5	the	the	DET
bracis-33638	31	6	proposed	propose	VERB
bracis-33638	31	7	methodology	methodology	NOUN
bracis-33638	31	8	to	to	PART
bracis-33638	31	9	assess	assess	VERB
bracis-33638	31	10	forecasting	forecasting	NOUN
bracis-33638	31	11	and	and	CCONJ
bracis-33638	31	12	ml	ml	ADP
bracis-33638	31	13	algorithms	algorithm	NOUN
bracis-33638	31	14	for	for	ADP
bracis-33638	31	15	the	the	DET
bracis-33638	31	16	problem	problem	NOUN
bracis-33638	31	17	at	at	ADP
bracis-33638	31	18	hand	hand	NOUN
bracis-33638	31	19	.	.	PUNCT
bracis-33638	32	1	section	section	NOUN
bracis-33638	32	2	 	 	SPACE
bracis-33638	32	3	4	4	NUM
bracis-33638	32	4	discusses	discuss	VERB
bracis-33638	32	5	the	the	DET
bracis-33638	32	6	achieved	achieve	VERB
bracis-33638	32	7	results	result	NOUN
bracis-33638	32	8	and	and	CCONJ
bracis-33638	32	9	their	their	PRON
bracis-33638	32	10	implications	implication	NOUN
bracis-33638	32	11	for	for	ADP
bracis-33638	32	12	hotel	hotel	NOUN
bracis-33638	32	13	revenue	revenue	NOUN
bracis-33638	32	14	managers	manager	NOUN
bracis-33638	32	15	.	.	PUNCT
bracis-33638	33	1	section	section	NOUN
bracis-33638	33	2	 	 	SPACE
bracis-33638	33	3	5	5	NUM
bracis-33638	33	4	presents	present	VERB
bracis-33638	33	5	the	the	DET
bracis-33638	33	6	conclusion	conclusion	NOUN
bracis-33638	33	7	and	and	CCONJ
bracis-33638	33	8	future	future	ADJ
bracis-33638	33	9	work	work	NOUN
bracis-33638	33	10	.	.	PUNCT
bracis-33638	34	1	2	2	NUM
bracis-33638	34	2	background	background	NOUN
bracis-33638	34	3	forecasting	forecasting	NOUN
bracis-33638	34	4	poses	pose	VERB
bracis-33638	34	5	a	a	DET
bracis-33638	34	6	significant	significant	ADJ
bracis-33638	34	7	challenge	challenge	NOUN
bracis-33638	34	8	for	for	ADP
bracis-33638	34	9	hotels	hotel	NOUN
bracis-33638	34	10	,	,	PUNCT
bracis-33638	34	11	particularly	particularly	ADV
bracis-33638	34	12	those	those	PRON
bracis-33638	34	13	with	with	ADP
bracis-33638	34	14	limited	limited	ADJ
bracis-33638	34	15	resources	resource	NOUN
bracis-33638	34	16	that	that	PRON
bracis-33638	34	17	prevent	prevent	VERB
bracis-33638	34	18	them	they	PRON
bracis-33638	34	19	from	from	ADP
bracis-33638	34	20	investing	invest	VERB
bracis-33638	34	21	in	in	ADP
bracis-33638	34	22	advanced	advanced	ADJ
bracis-33638	34	23	revenue	revenue	NOUN
bracis-33638	34	24	management	management	NOUN
bracis-33638	34	25	software	software	NOUN
bracis-33638	34	26	[	[	X
bracis-33638	34	27	18	18	NUM
bracis-33638	34	28	]	]	PUNCT
bracis-33638	34	29	.	.	PUNCT
bracis-33638	35	1	according	accord	VERB
bracis-33638	35	2	to	to	ADP
bracis-33638	35	3	[	[	X
bracis-33638	35	4	18	18	NUM
bracis-33638	35	5	]	]	X
bracis-33638	35	6	,	,	PUNCT
bracis-33638	35	7	less	less	ADJ
bracis-33638	35	8	than	than	ADP
bracis-33638	35	9	ten	ten	NUM
bracis-33638	35	10	percent	percent	NOUN
bracis-33638	35	11	of	of	ADP
bracis-33638	35	12	hotels	hotel	NOUN
bracis-33638	35	13	currently	currently	ADV
bracis-33638	35	14	utilize	utilize	VERB
bracis-33638	35	15	a	a	DET
bracis-33638	35	16	revenue	revenue	NOUN
bracis-33638	35	17	management	management	NOUN
bracis-33638	35	18	system	system	NOUN
bracis-33638	35	19	,	,	PUNCT
bracis-33638	35	20	and	and	CCONJ
bracis-33638	35	21	even	even	ADV
bracis-33638	35	22	when	when	SCONJ
bracis-33638	35	23	implemented	implement	VERB
bracis-33638	35	24	,	,	PUNCT
bracis-33638	35	25	these	these	DET
bracis-33638	35	26	systems	system	NOUN
bracis-33638	35	27	often	often	ADV
bracis-33638	35	28	need	need	VERB
bracis-33638	35	29	more	more	ADJ
bracis-33638	35	30	sophistication	sophistication	NOUN
bracis-33638	35	31	than	than	ADP
bracis-33638	35	32	those	those	PRON
bracis-33638	35	33	observed	observe	VERB
bracis-33638	35	34	in	in	ADP
bracis-33638	35	35	other	other	ADJ
bracis-33638	35	36	industries	industry	NOUN
bracis-33638	35	37	.	.	PUNCT
bracis-33638	36	1	complicating	complicate	VERB
bracis-33638	36	2	matters	matter	NOUN
bracis-33638	36	3	further	far	ADV
bracis-33638	36	4	,	,	PUNCT
bracis-33638	36	5	the	the	DET
bracis-33638	36	6	data	datum	NOUN
bracis-33638	36	7	about	about	ADP
bracis-33638	36	8	a	a	DET
bracis-33638	36	9	guest	guest	NOUN
bracis-33638	36	10	’s	’s	PART
bracis-33638	36	11	spa	spa	NOUN
bracis-33638	36	12	bookings	booking	NOUN
bracis-33638	36	13	is	be	AUX
bracis-33638	36	14	typically	typically	ADV
bracis-33638	36	15	stored	store	VERB
bracis-33638	36	16	in	in	ADP
bracis-33638	36	17	a	a	DET
bracis-33638	36	18	separate	separate	ADJ
bracis-33638	36	19	database	database	NOUN
bracis-33638	36	20	from	from	ADP
bracis-33638	36	21	information	information	NOUN
bracis-33638	36	22	related	relate	VERB
bracis-33638	36	23	to	to	ADP
bracis-33638	36	24	room	room	NOUN
bracis-33638	36	25	bookings	booking	NOUN
bracis-33638	36	26	and/or	and/or	CCONJ
bracis-33638	36	27	email	email	NOUN
bracis-33638	36	28	marketing	marketing	NOUN
bracis-33638	36	29	efforts	effort	NOUN
bracis-33638	36	30	.	.	PUNCT
bracis-33638	37	1	this	this	DET
bracis-33638	37	2	fragmentation	fragmentation	NOUN
bracis-33638	37	3	hampers	hamper	VERB
bracis-33638	37	4	hotels	hotel	NOUN
bracis-33638	37	5	’	'	PUNCT
bracis-33638	37	6	capacity	capacity	NOUN
bracis-33638	37	7	to	to	PART
bracis-33638	37	8	assess	assess	VERB
bracis-33638	37	9	customer	customer	NOUN
bracis-33638	37	10	lifetime	lifetime	NOUN
bracis-33638	37	11	value	value	NOUN
bracis-33638	37	12	,	,	PUNCT
bracis-33638	37	13	a	a	DET
bracis-33638	37	14	capability	capability	NOUN
bracis-33638	37	15	readily	readily	ADV
bracis-33638	37	16	available	available	ADJ
bracis-33638	37	17	in	in	ADP
bracis-33638	37	18	the	the	DET
bracis-33638	37	19	airline	airline	NOUN
bracis-33638	37	20	industry	industry	NOUN
bracis-33638	37	21	[	[	X
bracis-33638	37	22	9	9	NUM
bracis-33638	37	23	]	]	PUNCT
bracis-33638	37	24	.	.	PUNCT
bracis-33638	38	1	the	the	DET
bracis-33638	38	2	pivotal	pivotal	ADJ
bracis-33638	38	3	role	role	NOUN
bracis-33638	38	4	of	of	ADP
bracis-33638	38	5	revenue	revenue	NOUN
bracis-33638	38	6	managers	manager	NOUN
bracis-33638	38	7	in	in	ADP
bracis-33638	38	8	shaping	shape	VERB
bracis-33638	38	9	hotel	hotel	NOUN
bracis-33638	38	10	pricing	pricing	NOUN
bracis-33638	38	11	is	be	AUX
bracis-33638	38	12	undeniably	undeniably	ADV
bracis-33638	38	13	significant	significant	ADJ
bracis-33638	38	14	;	;	PUNCT
bracis-33638	38	15	however	however	ADV
bracis-33638	38	16	,	,	PUNCT
bracis-33638	38	17	it	it	PRON
bracis-33638	38	18	introduces	introduce	VERB
bracis-33638	38	19	the	the	DET
bracis-33638	38	20	potential	potential	NOUN
bracis-33638	38	21	for	for	SCONJ
bracis-33638	38	22	customers	customer	NOUN
bracis-33638	38	23	to	to	PART
bracis-33638	38	24	perceive	perceive	VERB
bracis-33638	38	25	the	the	DET
bracis-33638	38	26	pricing	pricing	NOUN
bracis-33638	38	27	strategies	strategy	NOUN
bracis-33638	38	28	as	as	ADP
bracis-33638	38	29	inequitable	inequitable	ADJ
bracis-33638	38	30	[	[	X
bracis-33638	38	31	14	14	NUM
bracis-33638	38	32	]	]	PUNCT
bracis-33638	38	33	.	.	PUNCT
bracis-33638	39	1	when	when	SCONJ
bracis-33638	39	2	hotels	hotel	NOUN
bracis-33638	39	3	establish	establish	VERB
bracis-33638	39	4	prices	price	NOUN
bracis-33638	39	5	perceived	perceive	VERB
bracis-33638	39	6	as	as	ADP
bracis-33638	39	7	unrealistic	unrealistic	ADJ
bracis-33638	39	8	or	or	CCONJ
bracis-33638	39	9	unfair	unfair	ADJ
bracis-33638	39	10	by	by	ADP
bracis-33638	39	11	consumers	consumer	NOUN
bracis-33638	39	12	,	,	PUNCT
bracis-33638	39	13	there	there	PRON
bracis-33638	39	14	is	be	VERB
bracis-33638	39	15	a	a	DET
bracis-33638	39	16	consequential	consequential	ADJ
bracis-33638	39	17	shift	shift	NOUN
bracis-33638	39	18	in	in	ADP
bracis-33638	39	19	demand	demand	NOUN
bracis-33638	39	20	towards	towards	ADP
bracis-33638	39	21	alternative	alternative	ADJ
bracis-33638	39	22	accommodation	accommodation	NOUN
bracis-33638	39	23	options	option	NOUN
bracis-33638	39	24	such	such	ADJ
bracis-33638	39	25	as	as	ADP
bracis-33638	39	26	peer	peer	NOUN
bracis-33638	39	27	-	-	PUNCT
bracis-33638	39	28	to	to	ADP
bracis-33638	39	29	-	-	PUNCT
bracis-33638	39	30	peer	peer	NOUN
bracis-33638	39	31	arrangements	arrangement	NOUN
bracis-33638	39	32	[	[	X
bracis-33638	39	33	14	14	NUM
bracis-33638	39	34	]	]	PUNCT
bracis-33638	39	35	.	.	PUNCT
bracis-33638	40	1	consumers	consumer	NOUN
bracis-33638	40	2	may	may	AUX
bracis-33638	40	3	gravitate	gravitate	VERB
bracis-33638	40	4	towards	towards	ADP
bracis-33638	40	5	peer	peer	NOUN
bracis-33638	40	6	-	-	PUNCT
bracis-33638	40	7	to	to	ADP
bracis-33638	40	8	-	-	PUNCT
bracis-33638	40	9	peer	peer	NOUN
bracis-33638	40	10	options	option	NOUN
bracis-33638	40	11	,	,	PUNCT
bracis-33638	40	12	perceiving	perceive	VERB
bracis-33638	40	13	them	they	PRON
bracis-33638	40	14	as	as	ADP
bracis-33638	40	15	more	more	ADJ
bracis-33638	40	16	cost	cost	NOUN
bracis-33638	40	17	-	-	PUNCT
bracis-33638	40	18	effective	effective	ADJ
bracis-33638	40	19	alternatives	alternative	NOUN
bracis-33638	40	20	[	[	X
bracis-33638	40	21	6	6	NUM
bracis-33638	40	22	]	]	PUNCT
bracis-33638	40	23	.	.	PUNCT
bracis-33638	41	1	despite	despite	SCONJ
bracis-33638	41	2	these	these	DET
bracis-33638	41	3	challenges	challenge	NOUN
bracis-33638	41	4	,	,	PUNCT
bracis-33638	41	5	many	many	ADJ
bracis-33638	41	6	hotels	hotel	NOUN
bracis-33638	41	7	employ	employ	VERB
bracis-33638	41	8	conventional	conventional	ADJ
bracis-33638	41	9	price	price	NOUN
bracis-33638	41	10	forecasting	forecasting	NOUN
bracis-33638	41	11	models	model	NOUN
bracis-33638	41	12	,	,	PUNCT
bracis-33638	41	13	including	include	VERB
bracis-33638	41	14	the	the	DET
bracis-33638	41	15	naive	naive	ADJ
bracis-33638	41	16	(	(	PUNCT
bracis-33638	41	17	same	same	ADJ
bracis-33638	41	18	-	-	PUNCT
bracis-33638	41	19	time	time	NOUN
bracis-33638	41	20	/	/	SYM
bracis-33638	41	21	last	last	ADJ
bracis-33638	41	22	year	year	NOUN
bracis-33638	41	23	)	)	PUNCT
bracis-33638	41	24	method	method	NOUN
bracis-33638	41	25	[	[	X
bracis-33638	41	26	15	15	NUM
bracis-33638	41	27	]	]	PUNCT
bracis-33638	41	28	.	.	PUNCT
bracis-33638	42	1	furthermore	furthermore	ADV
bracis-33638	42	2	,	,	PUNCT
bracis-33638	42	3	it	it	PRON
bracis-33638	42	4	is	be	AUX
bracis-33638	42	5	noteworthy	noteworthy	ADJ
bracis-33638	42	6	that	that	SCONJ
bracis-33638	42	7	forecasted	forecast	VERB
bracis-33638	42	8	prices	price	NOUN
bracis-33638	42	9	often	often	ADV
bracis-33638	42	10	undergo	undergo	VERB
bracis-33638	42	11	adjustments	adjustment	NOUN
bracis-33638	42	12	,	,	PUNCT
bracis-33638	42	13	commonly	commonly	ADV
bracis-33638	42	14	overridden	overridden	ADJ
bracis-33638	42	15	through	through	ADP
bracis-33638	42	16	qualitative	qualitative	ADJ
bracis-33638	42	17	methods	method	NOUN
bracis-33638	42	18	rather	rather	ADV
bracis-33638	42	19	than	than	ADP
bracis-33638	42	20	quantitative	quantitative	ADJ
bracis-33638	42	21	pricing	pricing	NOUN
bracis-33638	42	22	models	model	NOUN
bracis-33638	42	23	[	[	X
bracis-33638	42	24	13	13	NUM
bracis-33638	42	25	]	]	PUNCT
bracis-33638	42	26	.	.	PUNCT
bracis-33638	43	1	in	in	ADP
bracis-33638	43	2	forecasting	forecasting	NOUN
bracis-33638	43	3	,	,	PUNCT
bracis-33638	43	4	several	several	ADJ
bracis-33638	43	5	studies	study	NOUN
bracis-33638	43	6	have	have	AUX
bracis-33638	43	7	employed	employ	VERB
bracis-33638	43	8	moving	move	VERB
bracis-33638	43	9	average	average	ADJ
bracis-33638	43	10	and	and	CCONJ
bracis-33638	43	11	exponential	exponential	ADJ
bracis-33638	43	12	smoothing	smoothing	NOUN
bracis-33638	43	13	methods	method	NOUN
bracis-33638	43	14	[	[	X
bracis-33638	43	15	11	11	NUM
bracis-33638	43	16	]	]	PUNCT
bracis-33638	43	17	.	.	PUNCT
bracis-33638	44	1	however	however	ADV
bracis-33638	44	2	,	,	PUNCT
bracis-33638	44	3	a	a	DET
bracis-33638	44	4	significant	significant	ADJ
bracis-33638	44	5	drawback	drawback	NOUN
bracis-33638	44	6	associated	associate	VERB
bracis-33638	44	7	with	with	ADP
bracis-33638	44	8	moving	move	VERB
bracis-33638	44	9	average	average	ADJ
bracis-33638	44	10	models	model	NOUN
bracis-33638	44	11	is	be	AUX
bracis-33638	44	12	their	their	PRON
bracis-33638	44	13	sluggish	sluggish	ADJ
bracis-33638	44	14	responsiveness	responsiveness	NOUN
bracis-33638	44	15	to	to	ADP
bracis-33638	44	16	rapid	rapid	ADJ
bracis-33638	44	17	fluctuations	fluctuation	NOUN
bracis-33638	44	18	in	in	ADP
bracis-33638	44	19	the	the	DET
bracis-33638	44	20	data	datum	NOUN
bracis-33638	44	21	[	[	X
bracis-33638	44	22	11	11	NUM
bracis-33638	44	23	]	]	PUNCT
bracis-33638	44	24	.	.	PUNCT
bracis-33638	45	1	these	these	DET
bracis-33638	45	2	models	model	NOUN
bracis-33638	45	3	exhibit	exhibit	VERB
bracis-33638	45	4	limited	limited	ADJ
bracis-33638	45	5	adaptability	adaptability	NOUN
bracis-33638	45	6	to	to	ADP
bracis-33638	45	7	dynamic	dynamic	ADJ
bracis-33638	45	8	changes	change	NOUN
bracis-33638	45	9	in	in	ADP
bracis-33638	45	10	pricing	pricing	NOUN
bracis-33638	45	11	,	,	PUNCT
bracis-33638	45	12	often	often	ADV
bracis-33638	45	13	neglecting	neglect	VERB
bracis-33638	45	14	the	the	DET
bracis-33638	45	15	intricate	intricate	ADJ
bracis-33638	45	16	relationships	relationship	NOUN
bracis-33638	45	17	inherent	inherent	ADJ
bracis-33638	45	18	in	in	ADP
bracis-33638	45	19	hotel	hotel	NOUN
bracis-33638	45	20	data	datum	NOUN
bracis-33638	45	21	[	[	X
bracis-33638	45	22	2	2	NUM
bracis-33638	45	23	]	]	PUNCT
bracis-33638	45	24	.	.	PUNCT
bracis-33638	46	1	moreover	moreover	ADV
bracis-33638	46	2	,	,	PUNCT
bracis-33638	46	3	the	the	DET
bracis-33638	46	4	moving	move	VERB
bracis-33638	46	5	average	average	ADJ
bracis-33638	46	6	method	method	NOUN
bracis-33638	46	7	demonstrates	demonstrate	VERB
bracis-33638	46	8	sub	sub	ADJ
bracis-33638	46	9	-	-	ADJ
bracis-33638	46	10	optimal	optimal	ADJ
bracis-33638	46	11	performance	performance	NOUN
bracis-33638	46	12	in	in	ADP
bracis-33638	46	13	addressing	address	VERB
bracis-33638	46	14	price	price	NOUN
bracis-33638	46	15	fluctuations	fluctuation	NOUN
bracis-33638	46	16	and	and	CCONJ
bracis-33638	46	17	fails	fail	VERB
bracis-33638	46	18	to	to	PART
bracis-33638	46	19	adequately	adequately	ADV
bracis-33638	46	20	account	account	VERB
bracis-33638	46	21	for	for	ADP
bracis-33638	46	22	the	the	DET
bracis-33638	46	23	seasonal	seasonal	ADJ
bracis-33638	46	24	nature	nature	NOUN
bracis-33638	46	25	of	of	ADP
bracis-33638	46	26	hotel	hotel	NOUN
bracis-33638	46	27	operations	operation	NOUN
bracis-33638	46	28	,	,	PUNCT
bracis-33638	46	29	which	which	PRON
bracis-33638	46	30	inherently	inherently	ADV
bracis-33638	46	31	exhibit	exhibit	VERB
bracis-33638	46	32	such	such	ADJ
bracis-33638	46	33	patterns	pattern	NOUN
bracis-33638	46	34	.	.	PUNCT
bracis-33638	47	1	in	in	ADP
bracis-33638	47	2	response	response	NOUN
bracis-33638	47	3	to	to	ADP
bracis-33638	47	4	these	these	DET
bracis-33638	47	5	limitations	limitation	NOUN
bracis-33638	47	6	,	,	PUNCT
bracis-33638	47	7	recent	recent	ADJ
bracis-33638	47	8	hotel	hotel	NOUN
bracis-33638	47	9	revenue	revenue	NOUN
bracis-33638	47	10	management	management	NOUN
bracis-33638	47	11	studies	study	NOUN
bracis-33638	47	12	have	have	AUX
bracis-33638	47	13	increasingly	increasingly	ADV
bracis-33638	47	14	turned	turn	VERB
bracis-33638	47	15	to	to	ADP
bracis-33638	47	16	arima	arima	NOUN
bracis-33638	47	17	-	-	PUNCT
bracis-33638	47	18	based	base	VERB
bracis-33638	47	19	models	model	NOUN
bracis-33638	47	20	[	[	X
bracis-33638	47	21	21	21	NUM
bracis-33638	47	22	]	]	PUNCT
bracis-33638	47	23	.	.	PUNCT
bracis-33638	48	1	arima	arima	NOUN
bracis-33638	48	2	models	model	NOUN
bracis-33638	48	3	,	,	PUNCT
bracis-33638	48	4	while	while	SCONJ
bracis-33638	48	5	proficient	proficient	ADJ
bracis-33638	48	6	in	in	ADP
bracis-33638	48	7	modeling	model	VERB
bracis-33638	48	8	trends	trend	NOUN
bracis-33638	48	9	,	,	PUNCT
bracis-33638	48	10	exhibit	exhibit	VERB
bracis-33638	48	11	limitations	limitation	NOUN
bracis-33638	48	12	in	in	ADP
bracis-33638	48	13	capturing	capture	VERB
bracis-33638	48	14	the	the	DET
bracis-33638	48	15	complex	complex	ADJ
bracis-33638	48	16	nonlinear	nonlinear	ADJ
bracis-33638	48	17	nature	nature	NOUN
bracis-33638	48	18	of	of	ADP
bracis-33638	48	19	data	datum	NOUN
bracis-33638	48	20	,	,	PUNCT
bracis-33638	48	21	as	as	SCONJ
bracis-33638	48	22	highlighted	highlight	VERB
bracis-33638	48	23	by	by	ADP
bracis-33638	48	24	[	[	X
bracis-33638	48	25	22	22	NUM
bracis-33638	48	26	]	]	PUNCT
bracis-33638	48	27	.	.	PUNCT
bracis-33638	49	1	their	their	PRON
bracis-33638	49	2	effectiveness	effectiveness	NOUN
bracis-33638	49	3	diminishes	diminish	VERB
bracis-33638	49	4	when	when	SCONJ
bracis-33638	49	5	confronted	confront	VERB
bracis-33638	49	6	with	with	ADP
bracis-33638	49	7	sudden	sudden	ADJ
bracis-33638	49	8	changes	change	NOUN
bracis-33638	49	9	in	in	ADP
bracis-33638	49	10	data	datum	NOUN
bracis-33638	49	11	values	value	NOUN
bracis-33638	49	12	,	,	PUNCT
bracis-33638	49	13	resulting	result	VERB
bracis-33638	49	14	in	in	ADP
bracis-33638	49	15	notable	notable	ADJ
bracis-33638	49	16	increases	increase	NOUN
bracis-33638	49	17	in	in	ADP
bracis-33638	49	18	forecast	forecast	NOUN
bracis-33638	49	19	error	error	NOUN
bracis-33638	49	20	[	[	X
bracis-33638	49	21	22	22	NUM
bracis-33638	49	22	]	]	PUNCT
bracis-33638	49	23	.	.	PUNCT
bracis-33638	50	1	additionally	additionally	ADV
bracis-33638	50	2	,	,	PUNCT
bracis-33638	50	3	arima	arima	NOUN
bracis-33638	50	4	models	model	NOUN
bracis-33638	50	5	are	be	AUX
bracis-33638	50	6	sensitive	sensitive	ADJ
bracis-33638	50	7	to	to	ADP
bracis-33638	50	8	outliers	outlier	NOUN
bracis-33638	50	9	and	and	CCONJ
bracis-33638	50	10	lack	lack	VERB
bracis-33638	50	11	robustness	robustness	NOUN
bracis-33638	50	12	in	in	ADP
bracis-33638	50	13	predicting	predict	VERB
bracis-33638	50	14	extreme	extreme	ADJ
bracis-33638	50	15	values	value	NOUN
bracis-33638	50	16	,	,	PUNCT
bracis-33638	50	17	as	as	SCONJ
bracis-33638	50	18	observed	observe	VERB
bracis-33638	50	19	in	in	ADP
bracis-33638	50	20	[	[	X
bracis-33638	50	21	2	2	NUM
bracis-33638	50	22	]	]	PUNCT
bracis-33638	50	23	.	.	PUNCT
bracis-33638	51	1	identifying	identify	VERB
bracis-33638	51	2	an	an	DET
bracis-33638	51	3	appropriate	appropriate	ADJ
bracis-33638	51	4	arima	arima	NOUN
bracis-33638	51	5	model	model	NOUN
bracis-33638	51	6	can	can	AUX
bracis-33638	51	7	be	be	AUX
bracis-33638	51	8	challenging	challenge	VERB
bracis-33638	51	9	and	and	CCONJ
bracis-33638	51	10	often	often	ADV
bracis-33638	51	11	computationally	computationally	ADV
bracis-33638	51	12	demanding	demand	VERB
bracis-33638	51	13	.	.	PUNCT
bracis-33638	52	1	furthermore	furthermore	ADV
bracis-33638	52	2	,	,	PUNCT
bracis-33638	52	3	arima	arima	NOUN
bracis-33638	52	4	-	-	PUNCT
bracis-33638	52	5	based	base	VERB
bracis-33638	52	6	models	model	NOUN
bracis-33638	52	7	overlook	overlook	VERB
bracis-33638	52	8	the	the	DET
bracis-33638	52	9	intricate	intricate	ADJ
bracis-33638	52	10	nonlinear	nonlinear	ADJ
bracis-33638	52	11	aspects	aspect	NOUN
bracis-33638	52	12	of	of	ADP
bracis-33638	52	13	data	datum	NOUN
bracis-33638	52	14	,	,	PUNCT
bracis-33638	52	15	assuming	assume	VERB
bracis-33638	52	16	data	datum	NOUN
bracis-33638	52	17	stability	stability	NOUN
bracis-33638	52	18	and	and	CCONJ
bracis-33638	52	19	disregarding	disregard	VERB
bracis-33638	52	20	external	external	ADJ
bracis-33638	52	21	factors	factor	NOUN
bracis-33638	52	22	[	[	X
bracis-33638	52	23	22	22	NUM
bracis-33638	52	24	]	]	PUNCT
bracis-33638	52	25	.	.	PUNCT
bracis-33638	53	1	given	give	VERB
bracis-33638	53	2	the	the	DET
bracis-33638	53	3	vulnerability	vulnerability	NOUN
bracis-33638	53	4	of	of	ADP
bracis-33638	53	5	the	the	DET
bracis-33638	53	6	hotel	hotel	NOUN
bracis-33638	53	7	industry	industry	NOUN
bracis-33638	53	8	to	to	ADP
bracis-33638	53	9	external	external	ADJ
bracis-33638	53	10	influences	influence	NOUN
bracis-33638	53	11	such	such	ADJ
bracis-33638	53	12	as	as	ADP
bracis-33638	53	13	economic	economic	ADJ
bracis-33638	53	14	changes	change	NOUN
bracis-33638	53	15	and	and	CCONJ
bracis-33638	53	16	pandemics	pandemic	NOUN
bracis-33638	53	17	,	,	PUNCT
bracis-33638	53	18	this	this	DET
bracis-33638	53	19	oversight	oversight	NOUN
bracis-33638	53	20	is	be	AUX
bracis-33638	53	21	particularly	particularly	ADV
bracis-33638	53	22	relevant	relevant	ADJ
bracis-33638	53	23	[	[	X
bracis-33638	53	24	22	22	NUM
bracis-33638	53	25	]	]	PUNCT
bracis-33638	53	26	.	.	PUNCT
bracis-33638	54	1	traditional	traditional	ADJ
bracis-33638	54	2	models	model	NOUN
bracis-33638	54	3	like	like	ADP
bracis-33638	54	4	arima	arima	PROPN
bracis-33638	54	5	prove	prove	VERB
bracis-33638	54	6	ineffective	ineffective	ADJ
bracis-33638	54	7	in	in	ADP
bracis-33638	54	8	capturing	capture	VERB
bracis-33638	54	9	turning	turning	NOUN
bracis-33638	54	10	points	point	NOUN
bracis-33638	54	11	,	,	PUNCT
bracis-33638	54	12	leading	lead	VERB
bracis-33638	54	13	to	to	ADP
bracis-33638	54	14	significant	significant	ADJ
bracis-33638	54	15	errors	error	NOUN
bracis-33638	54	16	in	in	ADP
bracis-33638	54	17	forecasting	forecast	VERB
bracis-33638	54	18	[	[	X
bracis-33638	54	19	22	22	NUM
bracis-33638	54	20	]	]	PUNCT
bracis-33638	54	21	.	.	PUNCT
bracis-33638	55	1	given	give	VERB
bracis-33638	55	2	the	the	DET
bracis-33638	55	3	dynamic	dynamic	ADJ
bracis-33638	55	4	nature	nature	NOUN
bracis-33638	55	5	of	of	ADP
bracis-33638	55	6	the	the	DET
bracis-33638	55	7	hospitality	hospitality	NOUN
bracis-33638	55	8	industry	industry	NOUN
bracis-33638	55	9	,	,	PUNCT
bracis-33638	55	10	pricing	pricing	NOUN
bracis-33638	55	11	assumes	assume	VERB
bracis-33638	55	12	a	a	DET
bracis-33638	55	13	pivotal	pivotal	ADJ
bracis-33638	55	14	role	role	NOUN
bracis-33638	55	15	in	in	ADP
bracis-33638	55	16	the	the	DET
bracis-33638	55	17	operations	operation	NOUN
bracis-33638	55	18	and	and	CCONJ
bracis-33638	55	19	survival	survival	NOUN
bracis-33638	55	20	of	of	ADP
bracis-33638	55	21	hotels	hotel	NOUN
bracis-33638	55	22	[	[	X
bracis-33638	55	23	4	4	NUM
bracis-33638	55	24	,	,	PUNCT
bracis-33638	55	25	19	19	NUM
bracis-33638	55	26	]	]	PUNCT
bracis-33638	55	27	.	.	PUNCT
bracis-33638	56	1	consequently	consequently	ADV
bracis-33638	56	2	,	,	PUNCT
bracis-33638	56	3	there	there	PRON
bracis-33638	56	4	is	be	VERB
bracis-33638	56	5	an	an	DET
bracis-33638	56	6	imperative	imperative	ADJ
bracis-33638	56	7	need	need	NOUN
bracis-33638	56	8	to	to	PART
bracis-33638	56	9	develop	develop	VERB
bracis-33638	56	10	new	new	ADJ
bracis-33638	56	11	forecasting	forecasting	NOUN
bracis-33638	56	12	methods	method	NOUN
bracis-33638	56	13	(	(	PUNCT
bracis-33638	56	14	e.g.	e.g.	ADV
bracis-33638	56	15	,	,	PUNCT
bracis-33638	56	16	machine	machine	NOUN
bracis-33638	56	17	learning	learning	NOUN
bracis-33638	56	18	algorithms	algorithm	NOUN
bracis-33638	56	19	)	)	PUNCT
bracis-33638	56	20	to	to	PART
bracis-33638	56	21	effectively	effectively	ADV
bracis-33638	56	22	navigate	navigate	VERB
bracis-33638	56	23	the	the	DET
bracis-33638	56	24	continual	continual	ADJ
bracis-33638	56	25	changes	change	NOUN
bracis-33638	56	26	and	and	CCONJ
bracis-33638	56	27	challenges	challenge	VERB
bracis-33638	56	28	inherent	inherent	ADJ
bracis-33638	56	29	in	in	ADP
bracis-33638	56	30	the	the	DET
bracis-33638	56	31	industry	industry	NOUN
bracis-33638	56	32	.	.	PUNCT
bracis-33638	57	1	machine	machine	NOUN
bracis-33638	57	2	learning	learn	VERB
bracis-33638	57	3	algorithms	algorithm	NOUN
bracis-33638	57	4	are	be	AUX
bracis-33638	57	5	good	good	ADJ
bracis-33638	57	6	at	at	ADP
bracis-33638	57	7	detecting	detect	VERB
bracis-33638	57	8	the	the	DET
bracis-33638	57	9	complex	complex	ADJ
bracis-33638	57	10	nature	nature	NOUN
bracis-33638	57	11	of	of	ADP
bracis-33638	57	12	data	datum	NOUN
bracis-33638	57	13	and	and	CCONJ
bracis-33638	57	14	any	any	DET
bracis-33638	57	15	sudden	sudden	ADJ
bracis-33638	57	16	changes	change	NOUN
bracis-33638	57	17	[	[	X
bracis-33638	57	18	1	1	NUM
bracis-33638	57	19	,	,	PUNCT
bracis-33638	57	20	4	4	NUM
bracis-33638	57	21	]	]	PUNCT
bracis-33638	57	22	.	.	PUNCT
bracis-33638	58	1	they	they	PRON
bracis-33638	58	2	can	can	AUX
bracis-33638	58	3	also	also	ADV
bracis-33638	58	4	be	be	AUX
bracis-33638	58	5	trained	train	VERB
bracis-33638	58	6	on	on	ADP
bracis-33638	58	7	rich	rich	ADJ
bracis-33638	58	8	features	feature	NOUN
bracis-33638	58	9	,	,	PUNCT
bracis-33638	58	10	including	include	VERB
bracis-33638	58	11	booking	book	VERB
bracis-33638	58	12	lead	lead	NOUN
bracis-33638	58	13	time	time	NOUN
bracis-33638	58	14	,	,	PUNCT
bracis-33638	58	15	historical	historical	ADJ
bracis-33638	58	16	demand	demand	NOUN
bracis-33638	58	17	,	,	PUNCT
bracis-33638	58	18	local	local	ADJ
bracis-33638	58	19	events	event	NOUN
bracis-33638	58	20	,	,	PUNCT
bracis-33638	58	21	and	and	CCONJ
bracis-33638	58	22	economic	economic	ADJ
bracis-33638	58	23	indicators	indicator	NOUN
bracis-33638	58	24	,	,	PUNCT
bracis-33638	58	25	to	to	PART
bracis-33638	58	26	capture	capture	VERB
bracis-33638	58	27	the	the	DET
bracis-33638	58	28	complex	complex	ADJ
bracis-33638	58	29	relationships	relationship	NOUN
bracis-33638	58	30	influencing	influence	VERB
bracis-33638	58	31	hotel	hotel	NOUN
bracis-33638	58	32	room	room	NOUN
bracis-33638	58	33	prices	price	NOUN
bracis-33638	58	34	[	[	X
bracis-33638	58	35	1	1	NUM
bracis-33638	58	36	,	,	PUNCT
bracis-33638	58	37	4	4	NUM
bracis-33638	58	38	]	]	PUNCT
bracis-33638	58	39	.	.	PUNCT
bracis-33638	59	1	besides	besides	SCONJ
bracis-33638	59	2	,	,	PUNCT
bracis-33638	59	3	machine	machine	NOUN
bracis-33638	59	4	learning	learning	NOUN
bracis-33638	59	5	models	model	NOUN
bracis-33638	59	6	are	be	AUX
bracis-33638	59	7	inherently	inherently	ADV
bracis-33638	59	8	designed	design	VERB
bracis-33638	59	9	to	to	PART
bracis-33638	59	10	operate	operate	VERB
bracis-33638	59	11	efficiently	efficiently	ADV
bracis-33638	59	12	with	with	ADP
bracis-33638	59	13	extensive	extensive	ADJ
bracis-33638	59	14	datasets	dataset	NOUN
bracis-33638	59	15	,	,	PUNCT
bracis-33638	59	16	although	although	SCONJ
bracis-33638	59	17	they	they	PRON
bracis-33638	59	18	also	also	ADV
bracis-33638	59	19	exhibit	exhibit	VERB
bracis-33638	59	20	proficiency	proficiency	NOUN
bracis-33638	59	21	in	in	ADP
bracis-33638	59	22	handling	handle	VERB
bracis-33638	59	23	smaller	small	ADJ
bracis-33638	59	24	datasets	dataset	NOUN
bracis-33638	59	25	.	.	PUNCT
bracis-33638	60	1	moreover	moreover	ADV
bracis-33638	60	2	,	,	PUNCT
bracis-33638	60	3	their	their	PRON
bracis-33638	60	4	capacity	capacity	NOUN
bracis-33638	60	5	to	to	PART
bracis-33638	60	6	manage	manage	VERB
bracis-33638	60	7	data	data	NOUN
bracis-33638	60	8	noise	noise	NOUN
bracis-33638	60	9	is	be	AUX
bracis-33638	60	10	noteworthy	noteworthy	ADJ
bracis-33638	60	11	,	,	PUNCT
bracis-33638	60	12	as	as	SCONJ
bracis-33638	60	13	it	it	PRON
bracis-33638	60	14	can	can	AUX
bracis-33638	60	15	be	be	AUX
bracis-33638	60	16	mitigated	mitigate	VERB
bracis-33638	60	17	through	through	ADP
bracis-33638	60	18	optimization	optimization	NOUN
bracis-33638	60	19	strategies	strategy	NOUN
bracis-33638	60	20	[	[	X
bracis-33638	60	21	21	21	NUM
bracis-33638	60	22	]	]	PUNCT
bracis-33638	60	23	.	.	PUNCT
bracis-33638	61	1	researchers	researcher	NOUN
bracis-33638	61	2	have	have	AUX
bracis-33638	61	3	demonstrated	demonstrate	VERB
bracis-33638	61	4	substantial	substantial	ADJ
bracis-33638	61	5	enhancements	enhancement	NOUN
bracis-33638	61	6	in	in	ADP
bracis-33638	61	7	prediction	prediction	NOUN
bracis-33638	61	8	accuracy	accuracy	NOUN
bracis-33638	61	9	by	by	ADP
bracis-33638	61	10	employing	employ	VERB
bracis-33638	61	11	machine	machine	NOUN
bracis-33638	61	12	learning	learning	NOUN
bracis-33638	61	13	models	model	NOUN
bracis-33638	61	14	,	,	PUNCT
bracis-33638	61	15	since	since	SCONJ
bracis-33638	61	16	traditional	traditional	ADJ
bracis-33638	61	17	ones	one	NOUN
bracis-33638	61	18	(	(	PUNCT
bracis-33638	61	19	e.g.	e.g.	ADV
bracis-33638	61	20	,	,	PUNCT
bracis-33638	61	21	support	support	VERB
bracis-33638	61	22	vector	vector	NOUN
bracis-33638	61	23	machines	machine	NOUN
bracis-33638	61	24	,	,	PUNCT
bracis-33638	61	25	random	random	ADJ
bracis-33638	61	26	forest	forest	NOUN
bracis-33638	61	27	,	,	PUNCT
bracis-33638	61	28	artificial	artificial	ADJ
bracis-33638	61	29	neural	neural	ADJ
bracis-33638	61	30	networks	network	NOUN
bracis-33638	61	31	)	)	PUNCT
bracis-33638	61	32	to	to	ADP
bracis-33638	61	33	sophisticated	sophisticated	ADJ
bracis-33638	61	34	ones	one	NOUN
bracis-33638	61	35	(	(	PUNCT
bracis-33638	61	36	e.g.	e.g.	ADV
bracis-33638	61	37	,	,	PUNCT
bracis-33638	61	38	deep	deep	ADJ
bracis-33638	61	39	learning	learning	NOUN
bracis-33638	61	40	,	,	PUNCT
bracis-33638	61	41	long	long	ADJ
bracis-33638	61	42	short	short	ADJ
bracis-33638	61	43	-	-	PUNCT
bracis-33638	61	44	term	term	NOUN
bracis-33638	61	45	memory	memory	NOUN
bracis-33638	61	46	network	network	NOUN
bracis-33638	61	47	lstm	lstm	PROPN
bracis-33638	61	48	)	)	PUNCT
bracis-33638	61	49	,	,	PUNCT
bracis-33638	61	50	compared	compare	VERB
bracis-33638	61	51	to	to	ADP
bracis-33638	61	52	results	result	NOUN
bracis-33638	61	53	obtained	obtain	VERB
bracis-33638	61	54	from	from	ADP
bracis-33638	61	55	statistical	statistical	ADJ
bracis-33638	61	56	models	model	NOUN
bracis-33638	61	57	considering	consider	VERB
bracis-33638	61	58	the	the	DET
bracis-33638	61	59	hospitality	hospitality	NOUN
bracis-33638	61	60	accommodation	accommodation	NOUN
bracis-33638	61	61	price	price	NOUN
bracis-33638	61	62	[	[	X
bracis-33638	61	63	1	1	NUM
bracis-33638	61	64	,	,	PUNCT
bracis-33638	61	65	4	4	NUM
bracis-33638	61	66	,	,	PUNCT
bracis-33638	61	67	5	5	NUM
bracis-33638	61	68	,	,	PUNCT
bracis-33638	61	69	22	22	NUM
bracis-33638	61	70	]	]	PUNCT
bracis-33638	61	71	.	.	PUNCT
bracis-33638	62	1	the	the	DET
bracis-33638	62	2	contribution	contribution	NOUN
bracis-33638	62	3	of	of	ADP
bracis-33638	62	4	this	this	DET
bracis-33638	62	5	work	work	NOUN
bracis-33638	62	6	is	be	AUX
bracis-33638	62	7	an	an	DET
bracis-33638	62	8	experimental	experimental	ADJ
bracis-33638	62	9	investigation	investigation	NOUN
bracis-33638	62	10	of	of	ADP
bracis-33638	62	11	traditional	traditional	ADJ
bracis-33638	62	12	forecasting	forecasting	NOUN
bracis-33638	62	13	methods	method	NOUN
bracis-33638	62	14	(	(	PUNCT
bracis-33638	62	15	e.g.	e.g.	ADV
bracis-33638	62	16	,	,	PUNCT
bracis-33638	62	17	arima	arima	NOUN
bracis-33638	62	18	,	,	PUNCT
bracis-33638	62	19	sarima	sarima	NOUN
bracis-33638	62	20	)	)	PUNCT
bracis-33638	62	21	and	and	CCONJ
bracis-33638	62	22	machine	machine	NOUN
bracis-33638	62	23	learning	learn	VERB
bracis-33638	62	24	algorithms	algorithm	NOUN
bracis-33638	62	25	applied	apply	VERB
bracis-33638	62	26	to	to	ADP
bracis-33638	62	27	hospitality	hospitality	NOUN
bracis-33638	62	28	accommodation	accommodation	NOUN
bracis-33638	62	29	price	price	NOUN
bracis-33638	62	30	prediction	prediction	NOUN
bracis-33638	62	31	problem	problem	NOUN
bracis-33638	62	32	.	.	PUNCT
bracis-33638	63	1	the	the	DET
bracis-33638	63	2	study	study	NOUN
bracis-33638	63	3	’s	’s	PART
bracis-33638	63	4	initial	initial	ADJ
bracis-33638	63	5	phase	phase	NOUN
bracis-33638	63	6	involves	involve	VERB
bracis-33638	63	7	examining	examine	VERB
bracis-33638	63	8	time	time	NOUN
bracis-33638	63	9	series	series	NOUN
bracis-33638	63	10	analysis	analysis	NOUN
bracis-33638	63	11	to	to	ADP
bracis-33638	63	12	model	model	NOUN
bracis-33638	63	13	and	and	CCONJ
bracis-33638	63	14	comprehend	comprehend	VERB
bracis-33638	63	15	the	the	DET
bracis-33638	63	16	inherent	inherent	ADJ
bracis-33638	63	17	temporal	temporal	ADJ
bracis-33638	63	18	patterns	pattern	NOUN
bracis-33638	63	19	in	in	ADP
bracis-33638	63	20	hotel	hotel	NOUN
bracis-33638	63	21	room	room	NOUN
bracis-33638	63	22	pricing	pricing	NOUN
bracis-33638	63	23	.	.	PUNCT
bracis-33638	64	1	diverse	diverse	ADJ
bracis-33638	64	2	time	time	NOUN
bracis-33638	64	3	series	series	NOUN
bracis-33638	64	4	models	model	NOUN
bracis-33638	64	5	are	be	AUX
bracis-33638	64	6	employed	employ	VERB
bracis-33638	64	7	to	to	PART
bracis-33638	64	8	capture	capture	VERB
bracis-33638	64	9	underlying	underlying	ADJ
bracis-33638	64	10	trends	trend	NOUN
bracis-33638	64	11	and	and	CCONJ
bracis-33638	64	12	seasonal	seasonal	ADJ
bracis-33638	64	13	variations	variation	NOUN
bracis-33638	64	14	in	in	ADP
bracis-33638	64	15	pricing	pricing	NOUN
bracis-33638	64	16	data	datum	NOUN
bracis-33638	64	17	.	.	PUNCT
bracis-33638	65	1	furthermore	furthermore	ADV
bracis-33638	65	2	,	,	PUNCT
bracis-33638	65	3	various	various	ADJ
bracis-33638	65	4	machine	machine	NOUN
bracis-33638	65	5	learning	learning	NOUN
bracis-33638	65	6	models	model	NOUN
bracis-33638	65	7	are	be	AUX
bracis-33638	65	8	trained	train	VERB
bracis-33638	65	9	on	on	ADP
bracis-33638	65	10	a	a	DET
bracis-33638	65	11	comprehensive	comprehensive	ADJ
bracis-33638	65	12	set	set	NOUN
bracis-33638	65	13	of	of	ADP
bracis-33638	65	14	features	feature	NOUN
bracis-33638	65	15	to	to	PART
bracis-33638	65	16	comprehensively	comprehensively	ADV
bracis-33638	65	17	capture	capture	VERB
bracis-33638	65	18	the	the	DET
bracis-33638	65	19	intricate	intricate	ADJ
bracis-33638	65	20	relationships	relationship	NOUN
bracis-33638	65	21	influencing	influence	VERB
bracis-33638	65	22	hotel	hotel	NOUN
bracis-33638	65	23	room	room	NOUN
bracis-33638	65	24	prices	price	NOUN
bracis-33638	65	25	.	.	PUNCT
bracis-33638	66	1	the	the	DET
bracis-33638	66	2	efficacy	efficacy	NOUN
bracis-33638	66	3	of	of	ADP
bracis-33638	66	4	the	the	DET
bracis-33638	66	5	proposed	propose	VERB
bracis-33638	66	6	methodology	methodology	NOUN
bracis-33638	66	7	is	be	AUX
bracis-33638	66	8	substantiated	substantiate	VERB
bracis-33638	66	9	through	through	ADP
bracis-33638	66	10	a	a	DET
bracis-33638	66	11	case	case	NOUN
bracis-33638	66	12	study	study	NOUN
bracis-33638	66	13	employing	employ	VERB
bracis-33638	66	14	authentic	authentic	ADJ
bracis-33638	66	15	hotel	hotel	NOUN
bracis-33638	66	16	pricing	pricing	NOUN
bracis-33638	66	17	data	datum	NOUN
bracis-33638	66	18	from	from	ADP
bracis-33638	66	19	a	a	DET
bracis-33638	66	20	real	real	ADJ
bracis-33638	66	21	-	-	PUNCT
bracis-33638	66	22	world	world	NOUN
bracis-33638	66	23	scenario	scenario	NOUN
bracis-33638	66	24	.	.	PUNCT
bracis-33638	67	1	3	3	NUM
bracis-33638	67	2	experimental	experimental	ADJ
bracis-33638	67	3	methodology	methodology	NOUN
bracis-33638	67	4	this	this	DET
bracis-33638	67	5	section	section	NOUN
bracis-33638	67	6	details	detail	VERB
bracis-33638	67	7	the	the	DET
bracis-33638	67	8	experimental	experimental	ADJ
bracis-33638	67	9	methodology	methodology	NOUN
bracis-33638	67	10	proposed	propose	VERB
bracis-33638	67	11	to	to	PART
bracis-33638	67	12	assess	assess	VERB
bracis-33638	67	13	the	the	DET
bracis-33638	67	14	machine	machine	NOUN
bracis-33638	67	15	learning	learning	NOUN
bracis-33638	67	16	and	and	CCONJ
bracis-33638	67	17	forecasting	forecast	VERB
bracis-33638	67	18	algorithms	algorithm	NOUN
bracis-33638	67	19	for	for	ADP
bracis-33638	67	20	price	price	NOUN
bracis-33638	67	21	prediction	prediction	NOUN
bracis-33638	67	22	.	.	PUNCT
bracis-33638	68	1	thus	thus	ADV
bracis-33638	68	2	,	,	PUNCT
bracis-33638	68	3	we	we	PRON
bracis-33638	68	4	present	present	VERB
bracis-33638	68	5	the	the	DET
bracis-33638	68	6	datasets	dataset	NOUN
bracis-33638	68	7	adopted	adopt	VERB
bracis-33638	68	8	,	,	PUNCT
bracis-33638	68	9	the	the	DET
bracis-33638	68	10	algorithms	algorithm	NOUN
bracis-33638	68	11	involved	involve	VERB
bracis-33638	68	12	in	in	ADP
bracis-33638	68	13	the	the	DET
bracis-33638	68	14	experiments	experiment	NOUN
bracis-33638	68	15	,	,	PUNCT
bracis-33638	68	16	how	how	SCONJ
bracis-33638	68	17	they	they	PRON
bracis-33638	68	18	were	be	AUX
bracis-33638	68	19	evaluated	evaluate	VERB
bracis-33638	68	20	and	and	CCONJ
bracis-33638	68	21	the	the	DET
bracis-33638	68	22	software	software	NOUN
bracis-33638	68	23	and	and	CCONJ
bracis-33638	68	24	hardware	hardware	NOUN
bracis-33638	68	25	setup	setup	NOUN
bracis-33638	68	26	used	use	VERB
bracis-33638	68	27	.	.	PUNCT
bracis-33638	69	1	3.1	3.1	NUM
bracis-33638	69	2	dataset	dataset	VERB
bracis-33638	69	3	the	the	DET
bracis-33638	69	4	dataset	dataset	NOUN
bracis-33638	69	5	used	use	VERB
bracis-33638	69	6	in	in	ADP
bracis-33638	69	7	this	this	DET
bracis-33638	69	8	study	study	NOUN
bracis-33638	69	9	is	be	AUX
bracis-33638	69	10	called	call	VERB
bracis-33638	69	11	hospbr	hospbr	ADJ
bracis-33638	69	12	.	.	PUNCT
bracis-33638	70	1	it	it	PRON
bracis-33638	70	2	originates	originate	VERB
bracis-33638	70	3	from	from	ADP
bracis-33638	70	4	the	the	DET
bracis-33638	70	5	property	property	NOUN
bracis-33638	70	6	management	management	NOUN
bracis-33638	70	7	system	system	NOUN
bracis-33638	70	8	(	(	PUNCT
bracis-33638	70	9	pms	pms	PROPN
bracis-33638	70	10	)	)	PUNCT
bracis-33638	70	11	of	of	ADP
bracis-33638	70	12	a	a	DET
bracis-33638	70	13	brazilian	brazilian	ADJ
bracis-33638	70	14	leisure	leisure	NOUN
bracis-33638	70	15	hotel	hotel	NOUN
bracis-33638	70	16	,	,	PUNCT
bracis-33638	70	17	anonymized	anonymize	VERB
bracis-33638	70	18	to	to	PART
bracis-33638	70	19	ensure	ensure	VERB
bracis-33638	70	20	the	the	DET
bracis-33638	70	21	privacy	privacy	NOUN
bracis-33638	70	22	of	of	ADP
bracis-33638	70	23	its	its	PRON
bracis-33638	70	24	guests	guest	NOUN
bracis-33638	70	25	and	and	CCONJ
bracis-33638	70	26	owners	owner	NOUN
bracis-33638	70	27	.	.	PUNCT
bracis-33638	71	1	this	this	DET
bracis-33638	71	2	dataset	dataset	NOUN
bracis-33638	71	3	contains	contain	VERB
bracis-33638	71	4	41,915	41,915	NUM
bracis-33638	71	5	reservations	reservation	NOUN
bracis-33638	71	6	made	make	VERB
bracis-33638	71	7	between	between	ADP
bracis-33638	71	8	2010	2010	NUM
bracis-33638	71	9	and	and	CCONJ
bracis-33638	71	10	2019	2019	NUM
bracis-33638	71	11	.	.	PUNCT
bracis-33638	72	1	the	the	DET
bracis-33638	72	2	data	datum	NOUN
bracis-33638	72	3	was	be	AUX
bracis-33638	72	4	split	split	VERB
bracis-33638	72	5	into	into	ADP
bracis-33638	72	6	training	training	NOUN
bracis-33638	72	7	and	and	CCONJ
bracis-33638	72	8	testing	testing	NOUN
bracis-33638	72	9	periods	period	NOUN
bracis-33638	72	10	,	,	PUNCT
bracis-33638	72	11	with	with	ADP
bracis-33638	72	12	the	the	DET
bracis-33638	72	13	training	training	NOUN
bracis-33638	72	14	set	set	NOUN
bracis-33638	72	15	covering	cover	VERB
bracis-33638	72	16	2010	2010	NUM
bracis-33638	72	17	to	to	ADP
bracis-33638	72	18	2018	2018	NUM
bracis-33638	72	19	,	,	PUNCT
bracis-33638	72	20	consisting	consist	VERB
bracis-33638	72	21	of	of	ADP
bracis-33638	72	22	36,988	36,988	NUM
bracis-33638	72	23	reservations	reservation	NOUN
bracis-33638	72	24	,	,	PUNCT
bracis-33638	72	25	and	and	CCONJ
bracis-33638	72	26	the	the	DET
bracis-33638	72	27	testing	testing	NOUN
bracis-33638	72	28	set	set	VERB
bracis-33638	72	29	covering	cover	VERB
bracis-33638	72	30	2019	2019	NUM
bracis-33638	72	31	with	with	ADP
bracis-33638	72	32	4,927	4,927	NUM
bracis-33638	72	33	reservations	reservation	NOUN
bracis-33638	72	34	.	.	PUNCT
bracis-33638	73	1	we	we	PRON
bracis-33638	73	2	chose	choose	VERB
bracis-33638	73	3	the	the	DET
bracis-33638	73	4	dataset	dataset	NOUN
bracis-33638	73	5	features	feature	NOUN
bracis-33638	73	6	that	that	PRON
bracis-33638	73	7	were	be	AUX
bracis-33638	73	8	consistently	consistently	ADV
bracis-33638	73	9	available	available	ADJ
bracis-33638	73	10	throughout	throughout	ADP
bracis-33638	73	11	the	the	DET
bracis-33638	73	12	investigated	investigated	ADJ
bracis-33638	73	13	period	period	NOUN
bracis-33638	73	14	;	;	PUNCT
bracis-33638	73	15	they	they	PRON
bracis-33638	73	16	are	be	AUX
bracis-33638	73	17	outlined	outline	VERB
bracis-33638	73	18	in	in	ADP
bracis-33638	73	19	table	table	NOUN
bracis-33638	73	20	 	 	SPACE
bracis-33638	73	21	1	1	NUM
bracis-33638	73	22	.	.	PUNCT
bracis-33638	73	23	table	table	NOUN
bracis-33638	73	24	1	1	NUM
bracis-33638	73	25	.	.	PUNCT
bracis-33638	74	1	description	description	NOUN
bracis-33638	74	2	of	of	ADP
bracis-33638	74	3	featuresfull	featuresfull	ADJ
bracis-33638	74	4	size	size	NOUN
bracis-33638	74	5	table	table	NOUN
bracis-33638	74	6	several	several	ADJ
bracis-33638	74	7	preprocessing	preprocessing	NOUN
bracis-33638	74	8	steps	step	NOUN
bracis-33638	74	9	were	be	AUX
bracis-33638	74	10	conducted	conduct	VERB
bracis-33638	74	11	on	on	ADP
bracis-33638	74	12	the	the	DET
bracis-33638	74	13	original	original	ADJ
bracis-33638	74	14	data	datum	NOUN
bracis-33638	74	15	.	.	PUNCT
bracis-33638	75	1	first	first	ADV
bracis-33638	75	2	,	,	PUNCT
bracis-33638	75	3	only	only	ADV
bracis-33638	75	4	confirmed	confirm	VERB
bracis-33638	75	5	reservations	reservation	NOUN
bracis-33638	75	6	were	be	AUX
bracis-33638	75	7	selected	select	VERB
bracis-33638	75	8	,	,	PUNCT
bracis-33638	75	9	excluding	exclude	VERB
bracis-33638	75	10	those	those	PRON
bracis-33638	75	11	marked	mark	VERB
bracis-33638	75	12	as	as	SCONJ
bracis-33638	75	13	“	"	PUNCT
bracis-33638	75	14	canceled	cancel	VERB
bracis-33638	75	15	”	"	PUNCT
bracis-33638	75	16	or	or	CCONJ
bracis-33638	75	17	“	"	PUNCT
bracis-33638	75	18	pending	pende	VERB
bracis-33638	75	19	.	.	PUNCT
bracis-33638	75	20	”	"	PUNCT
bracis-33638	76	1	next	next	ADV
bracis-33638	76	2	,	,	PUNCT
bracis-33638	76	3	missing	miss	VERB
bracis-33638	76	4	values	value	NOUN
bracis-33638	76	5	in	in	ADP
bracis-33638	76	6	the	the	DET
bracis-33638	76	7	feature	feature	NOUN
bracis-33638	76	8	“	"	PUNCT
bracis-33638	76	9	i	i	PROPN
bracis-33638	76	10	d	d	PROPN
bracis-33638	76	11	type	type	PROPN
bracis-33638	76	12	hu	hu	PROPN
bracis-33638	76	13	”	"	PUNCT
bracis-33638	76	14	were	be	AUX
bracis-33638	76	15	replaced	replace	VERB
bracis-33638	76	16	with	with	ADP
bracis-33638	76	17	0	0	NUM
bracis-33638	76	18	,	,	PUNCT
bracis-33638	76	19	indicating	indicate	VERB
bracis-33638	76	20	unrecorded	unrecorded	ADJ
bracis-33638	76	21	data	datum	NOUN
bracis-33638	76	22	for	for	ADP
bracis-33638	76	23	those	those	DET
bracis-33638	76	24	reservations	reservation	NOUN
bracis-33638	76	25	.	.	PUNCT
bracis-33638	77	1	subsequently	subsequently	ADV
bracis-33638	77	2	,	,	PUNCT
bracis-33638	77	3	the	the	DET
bracis-33638	77	4	“	"	PUNCT
bracis-33638	77	5	occupation	occupation	NOUN
bracis-33638	77	6	”	"	PUNCT
bracis-33638	77	7	information	information	NOUN
bracis-33638	77	8	was	be	AUX
bracis-33638	77	9	included	include	VERB
bracis-33638	77	10	,	,	PUNCT
bracis-33638	77	11	defined	define	VERB
bracis-33638	77	12	as	as	ADP
bracis-33638	77	13	the	the	DET
bracis-33638	77	14	ratio	ratio	NOUN
bracis-33638	77	15	of	of	ADP
bracis-33638	77	16	occupied	occupy	VERB
bracis-33638	77	17	hotel	hotel	NOUN
bracis-33638	77	18	units	unit	NOUN
bracis-33638	77	19	(	(	PUNCT
bracis-33638	77	20	hu	hu	PROPN
bracis-33638	77	21	)	)	PUNCT
bracis-33638	77	22	on	on	ADP
bracis-33638	77	23	the	the	DET
bracis-33638	77	24	reservation	reservation	NOUN
bracis-33638	77	25	creation	creation	NOUN
bracis-33638	77	26	date	date	NOUN
bracis-33638	77	27	(	(	PUNCT
bracis-33638	77	28	entry	entry	NOUN
bracis-33638	77	29	date	date	NOUN
bracis-33638	77	30	lead	lead	VERB
bracis-33638	77	31	time	time	NOUN
bracis-33638	77	32	)	)	PUNCT
bracis-33638	77	33	to	to	ADP
bracis-33638	77	34	the	the	DET
bracis-33638	77	35	hotel	hotel	NOUN
bracis-33638	77	36	’s	’s	PART
bracis-33638	77	37	inventory	inventory	NOUN
bracis-33638	77	38	(	(	PUNCT
bracis-33638	77	39	available	available	ADJ
bracis-33638	77	40	rooms	room	NOUN
bracis-33638	77	41	)	)	PUNCT
bracis-33638	77	42	.	.	PUNCT
bracis-33638	78	1	hotel	hotel	NOUN
bracis-33638	78	2	inventory	inventory	NOUN
bracis-33638	78	3	typically	typically	ADV
bracis-33638	78	4	shows	show	VERB
bracis-33638	78	5	little	little	ADJ
bracis-33638	78	6	variability	variability	NOUN
bracis-33638	78	7	,	,	PUNCT
bracis-33638	78	8	as	as	SCONJ
bracis-33638	78	9	modifying	modify	VERB
bracis-33638	78	10	the	the	DET
bracis-33638	78	11	number	number	NOUN
bracis-33638	78	12	of	of	ADP
bracis-33638	78	13	hus	hus	PRON
bracis-33638	78	14	is	be	AUX
bracis-33638	78	15	not	not	PART
bracis-33638	78	16	straightforward	straightforward	ADJ
bracis-33638	78	17	,	,	PUNCT
bracis-33638	78	18	although	although	SCONJ
bracis-33638	78	19	conversions	conversion	NOUN
bracis-33638	78	20	between	between	ADP
bracis-33638	78	21	sophisticated	sophisticated	ADJ
bracis-33638	78	22	and	and	CCONJ
bracis-33638	78	23	simpler	simple	ADJ
bracis-33638	78	24	units	unit	NOUN
bracis-33638	78	25	can	can	AUX
bracis-33638	78	26	occur	occur	VERB
bracis-33638	78	27	.	.	PUNCT
bracis-33638	79	1	finally	finally	ADV
bracis-33638	79	2	,	,	PUNCT
bracis-33638	79	3	data	datum	NOUN
bracis-33638	79	4	cleaning	cleaning	NOUN
bracis-33638	79	5	was	be	AUX
bracis-33638	79	6	performed	perform	VERB
bracis-33638	79	7	on	on	ADP
bracis-33638	79	8	the	the	DET
bracis-33638	79	9	daily	daily	ADJ
bracis-33638	79	10	rate	rate	NOUN
bracis-33638	79	11	values	value	NOUN
bracis-33638	79	12	(	(	PUNCT
bracis-33638	79	13	fee	fee	NOUN
bracis-33638	79	14	)	)	PUNCT
bracis-33638	79	15	,	,	PUNCT
bracis-33638	79	16	which	which	PRON
bracis-33638	79	17	exhibited	exhibit	VERB
bracis-33638	79	18	considerable	considerable	ADJ
bracis-33638	79	19	noise	noise	NOUN
bracis-33638	79	20	due	due	ADP
bracis-33638	79	21	to	to	ADP
bracis-33638	79	22	manual	manual	ADJ
bracis-33638	79	23	adjustments	adjustment	NOUN
bracis-33638	79	24	by	by	ADP
bracis-33638	79	25	the	the	DET
bracis-33638	79	26	hotel	hotel	NOUN
bracis-33638	79	27	staff	staff	NOUN
bracis-33638	79	28	.	.	PUNCT
bracis-33638	80	1	a	a	DET
bracis-33638	80	2	variable	variable	NOUN
bracis-33638	80	3	named	name	VERB
bracis-33638	80	4	“	"	PUNCT
bracis-33638	80	5	mean	mean	ADJ
bracis-33638	80	6	fee	fee	NOUN
bracis-33638	80	7	”	"	PUNCT
bracis-33638	80	8	was	be	AUX
bracis-33638	80	9	created	create	VERB
bracis-33638	80	10	,	,	PUNCT
bracis-33638	80	11	representing	represent	VERB
bracis-33638	80	12	the	the	DET
bracis-33638	80	13	daily	daily	ADJ
bracis-33638	80	14	rate	rate	NOUN
bracis-33638	80	15	(	(	PUNCT
bracis-33638	80	16	fee	fee	NOUN
bracis-33638	80	17	divided	divide	VERB
bracis-33638	80	18	by	by	ADP
bracis-33638	80	19	length	length	NOUN
bracis-33638	80	20	of	of	ADP
bracis-33638	80	21	stay	stay	NOUN
bracis-33638	80	22	,	,	PUNCT
bracis-33638	80	23	los	los	PROPN
bracis-33638	80	24	)	)	PUNCT
bracis-33638	80	25	.	.	PUNCT
bracis-33638	81	1	extreme	extreme	ADJ
bracis-33638	81	2	outliers	outlier	NOUN
bracis-33638	81	3	were	be	AUX
bracis-33638	81	4	removed	remove	VERB
bracis-33638	81	5	,	,	PUNCT
bracis-33638	81	6	defined	define	VERB
bracis-33638	81	7	as	as	ADP
bracis-33638	81	8	values	value	NOUN
bracis-33638	81	9	exceeding	exceed	VERB
bracis-33638	81	10	the	the	DET
bracis-33638	81	11	third	third	ADJ
bracis-33638	81	12	quartile	quartile	NOUN
bracis-33638	81	13	plus	plus	CCONJ
bracis-33638	81	14	fifteen	fifteen	NUM
bracis-33638	81	15	times	time	NOUN
bracis-33638	81	16	the	the	DET
bracis-33638	81	17	interquartile	interquartile	ADJ
bracis-33638	81	18	range	range	NOUN
bracis-33638	81	19	(	(	PUNCT
bracis-33638	81	20	iqr	iqr	NOUN
bracis-33638	81	21	)	)	PUNCT
bracis-33638	81	22	.	.	PUNCT
bracis-33638	82	1	thus	thus	ADV
bracis-33638	82	2	,	,	PUNCT
bracis-33638	82	3	reservations	reservation	NOUN
bracis-33638	82	4	with	with	ADP
bracis-33638	82	5	a	a	DET
bracis-33638	82	6	mean	mean	ADJ
bracis-33638	82	7	fee	fee	NOUN
bracis-33638	82	8	above	above	ADP
bracis-33638	82	9	853.57	853.57	NUM
bracis-33638	82	10	brl	brl	NOUN
bracis-33638	82	11	,	,	PUNCT
bracis-33638	82	12	totaling	total	VERB
bracis-33638	82	13	128	128	NUM
bracis-33638	82	14	reservations	reservation	NOUN
bracis-33638	82	15	(	(	PUNCT
bracis-33638	82	16	0.3	0.3	NUM
bracis-33638	82	17	%	%	NOUN
bracis-33638	82	18	of	of	ADP
bracis-33638	82	19	the	the	DET
bracis-33638	82	20	dataset	dataset	NOUN
bracis-33638	82	21	)	)	PUNCT
bracis-33638	82	22	,	,	PUNCT
bracis-33638	82	23	were	be	AUX
bracis-33638	82	24	excluded	exclude	VERB
bracis-33638	82	25	.	.	PUNCT
bracis-33638	83	1	similarly	similarly	ADV
bracis-33638	83	2	,	,	PUNCT
bracis-33638	83	3	reservations	reservation	NOUN
bracis-33638	83	4	with	with	ADP
bracis-33638	83	5	a	a	DET
bracis-33638	83	6	mean	mean	ADJ
bracis-33638	83	7	fee	fee	NOUN
bracis-33638	83	8	below	below	ADP
bracis-33638	83	9	the	the	DET
bracis-33638	83	10	first	first	ADJ
bracis-33638	83	11	quartile	quartile	NOUN
bracis-33638	83	12	minus	minus	CCONJ
bracis-33638	83	13	one	one	NUM
bracis-33638	83	14	iqr	iqr	NOUN
bracis-33638	83	15	were	be	AUX
bracis-33638	83	16	also	also	ADV
bracis-33638	83	17	excluded	exclude	VERB
bracis-33638	83	18	,	,	PUNCT
bracis-33638	83	19	amounting	amount	VERB
bracis-33638	83	20	to	to	ADP
bracis-33638	83	21	22	22	NUM
bracis-33638	83	22	reservations	reservation	NOUN
bracis-33638	83	23	(	(	PUNCT
bracis-33638	83	24	0.05	0.05	NUM
bracis-33638	83	25	%	%	NOUN
bracis-33638	83	26	of	of	ADP
bracis-33638	83	27	the	the	DET
bracis-33638	83	28	dataset	dataset	NOUN
bracis-33638	83	29	)	)	PUNCT
bracis-33638	83	30	below	below	ADP
bracis-33638	83	31	16.69	16.69	NUM
bracis-33638	83	32	brl	brl	PROPN
bracis-33638	83	33	.	.	PUNCT
bracis-33638	83	34	table	table	NOUN
bracis-33638	84	1	2	2	NUM
bracis-33638	84	2	.	.	PUNCT
bracis-33638	84	3	statistical	statistical	ADJ
bracis-33638	84	4	summary	summary	NOUN
bracis-33638	84	5	of	of	ADP
bracis-33638	84	6	featuresfull	featuresfull	ADJ
bracis-33638	84	7	size	size	NOUN
bracis-33638	84	8	table	table	NOUN
bracis-33638	84	9	table	table	NOUN
bracis-33638	84	10	 	 	SPACE
bracis-33638	84	11	2	2	NUM
bracis-33638	84	12	displays	display	VERB
bracis-33638	84	13	the	the	DET
bracis-33638	84	14	distribution	distribution	NOUN
bracis-33638	84	15	of	of	ADP
bracis-33638	84	16	the	the	DET
bracis-33638	84	17	available	available	ADJ
bracis-33638	84	18	data	datum	NOUN
bracis-33638	84	19	within	within	ADP
bracis-33638	84	20	the	the	DET
bracis-33638	84	21	reservations	reservation	NOUN
bracis-33638	84	22	.	.	PUNCT
bracis-33638	85	1	most	most	ADJ
bracis-33638	85	2	fees	fee	NOUN
bracis-33638	85	3	ranged	range	VERB
bracis-33638	85	4	between	between	ADP
bracis-33638	85	5	292	292	NUM
bracis-33638	85	6	and	and	CCONJ
bracis-33638	85	7	630	630	NUM
bracis-33638	85	8	brl	brl	NOUN
bracis-33638	85	9	,	,	PUNCT
bracis-33638	85	10	influenced	influence	VERB
bracis-33638	85	11	by	by	ADP
bracis-33638	85	12	inflation	inflation	NOUN
bracis-33638	85	13	over	over	ADP
bracis-33638	85	14	a	a	DET
bracis-33638	85	15	decade	decade	NOUN
bracis-33638	85	16	.	.	PUNCT
bracis-33638	86	1	the	the	DET
bracis-33638	86	2	dataset	dataset	NOUN
bracis-33638	86	3	contains	contain	VERB
bracis-33638	86	4	outliers	outlier	NOUN
bracis-33638	86	5	,	,	PUNCT
bracis-33638	86	6	with	with	ADP
bracis-33638	86	7	some	some	DET
bracis-33638	86	8	fees	fee	NOUN
bracis-33638	86	9	being	be	AUX
bracis-33638	86	10	exceptionally	exceptionally	ADV
bracis-33638	86	11	high	high	ADJ
bracis-33638	86	12	,	,	PUNCT
bracis-33638	86	13	possibly	possibly	ADV
bracis-33638	86	14	due	due	ADP
bracis-33638	86	15	to	to	ADP
bracis-33638	86	16	extremely	extremely	ADV
bracis-33638	86	17	long	long	ADV
bracis-33638	86	18	los	los	PROPN
bracis-33638	86	19	.	.	PUNCT
bracis-33638	87	1	most	most	ADJ
bracis-33638	87	2	reservations	reservation	NOUN
bracis-33638	87	3	were	be	AUX
bracis-33638	87	4	made	make	VERB
bracis-33638	87	5	less	less	ADJ
bracis-33638	87	6	than	than	ADP
bracis-33638	87	7	a	a	DET
bracis-33638	87	8	month	month	NOUN
bracis-33638	87	9	in	in	ADP
bracis-33638	87	10	advance	advance	NOUN
bracis-33638	87	11	,	,	PUNCT
bracis-33638	87	12	indicating	indicate	VERB
bracis-33638	87	13	last	last	ADJ
bracis-33638	87	14	-	-	PUNCT
bracis-33638	87	15	minute	minute	NOUN
bracis-33638	87	16	booking	booking	NOUN
bracis-33638	87	17	behavior	behavior	NOUN
bracis-33638	87	18	among	among	ADP
bracis-33638	87	19	guests	guest	NOUN
bracis-33638	87	20	.	.	PUNCT
bracis-33638	88	1	the	the	DET
bracis-33638	88	2	“	"	PUNCT
bracis-33638	88	3	i	i	PROPN
bracis-33638	88	4	d	d	PROPN
bracis-33638	88	5	hu	hu	PROPN
bracis-33638	88	6	”	"	PUNCT
bracis-33638	88	7	information	information	NOUN
bracis-33638	88	8	,	,	PUNCT
bracis-33638	88	9	representing	represent	VERB
bracis-33638	88	10	room	room	NOUN
bracis-33638	88	11	numbers	number	NOUN
bracis-33638	88	12	,	,	PUNCT
bracis-33638	88	13	is	be	AUX
bracis-33638	88	14	a	a	DET
bracis-33638	88	15	proxy	proxy	NOUN
bracis-33638	88	16	for	for	ADP
bracis-33638	88	17	room	room	NOUN
bracis-33638	88	18	quality	quality	NOUN
bracis-33638	88	19	and	and	CCONJ
bracis-33638	88	20	includes	include	VERB
bracis-33638	88	21	the	the	DET
bracis-33638	88	22	floor	floor	NOUN
bracis-33638	88	23	level	level	NOUN
bracis-33638	88	24	.	.	PUNCT
bracis-33638	89	1	the	the	DET
bracis-33638	89	2	“	"	PUNCT
bracis-33638	89	3	i	i	PROPN
bracis-33638	89	4	d	d	PROPN
bracis-33638	89	5	type	type	PROPN
bracis-33638	89	6	hu	hu	PROPN
bracis-33638	89	7	”	"	PUNCT
bracis-33638	89	8	feature	feature	NOUN
bracis-33638	89	9	directly	directly	ADV
bracis-33638	89	10	indicates	indicate	VERB
bracis-33638	89	11	the	the	DET
bracis-33638	89	12	room	room	NOUN
bracis-33638	89	13	type	type	NOUN
bracis-33638	89	14	but	but	CCONJ
bracis-33638	89	15	includes	include	VERB
bracis-33638	89	16	many	many	ADJ
bracis-33638	89	17	zeros	zero	NOUN
bracis-33638	89	18	where	where	SCONJ
bracis-33638	89	19	this	this	DET
bracis-33638	89	20	information	information	NOUN
bracis-33638	89	21	was	be	AUX
bracis-33638	89	22	not	not	PART
bracis-33638	89	23	recorded	record	VERB
bracis-33638	89	24	.	.	PUNCT
bracis-33638	90	1	typically	typically	ADV
bracis-33638	90	2	,	,	PUNCT
bracis-33638	90	3	the	the	DET
bracis-33638	90	4	hotel	hotel	NOUN
bracis-33638	90	5	accommodates	accommodate	VERB
bracis-33638	90	6	two	two	NUM
bracis-33638	90	7	adults	adult	NOUN
bracis-33638	90	8	without	without	ADP
bracis-33638	90	9	children	child	NOUN
bracis-33638	90	10	;	;	PUNCT
bracis-33638	90	11	on	on	ADP
bracis-33638	90	12	average	average	ADJ
bracis-33638	90	13	,	,	PUNCT
bracis-33638	90	14	it	it	PRON
bracis-33638	90	15	operates	operate	VERB
bracis-33638	90	16	at	at	ADP
bracis-33638	90	17	50	50	NUM
bracis-33638	90	18	%	%	NOUN
bracis-33638	90	19	of	of	ADP
bracis-33638	90	20	occupancy	occupancy	NOUN
bracis-33638	90	21	.	.	PUNCT
bracis-33638	91	1	the	the	DET
bracis-33638	91	2	data	datum	NOUN
bracis-33638	91	3	shows	show	VERB
bracis-33638	91	4	some	some	DET
bracis-33638	91	5	inconsistencies	inconsistency	NOUN
bracis-33638	91	6	,	,	PUNCT
bracis-33638	91	7	with	with	ADP
bracis-33638	91	8	certain	certain	ADJ
bracis-33638	91	9	dates	date	NOUN
bracis-33638	91	10	exceeding	exceed	VERB
bracis-33638	91	11	100	100	NUM
bracis-33638	91	12	%	%	NOUN
bracis-33638	91	13	of	of	ADP
bracis-33638	91	14	occupancy	occupancy	NOUN
bracis-33638	91	15	,	,	PUNCT
bracis-33638	91	16	suggesting	suggest	VERB
bracis-33638	91	17	incorrect	incorrect	ADJ
bracis-33638	91	18	reservation	reservation	NOUN
bracis-33638	91	19	dates	date	NOUN
bracis-33638	91	20	or	or	CCONJ
bracis-33638	91	21	inventory	inventory	NOUN
bracis-33638	91	22	data	datum	NOUN
bracis-33638	91	23	errors	error	NOUN
bracis-33638	91	24	.	.	PUNCT
bracis-33638	92	1	we	we	PRON
bracis-33638	92	2	employed	employ	VERB
bracis-33638	92	3	the	the	DET
bracis-33638	92	4	python	python	PROPN
bracis-33638	92	5	library	library	NOUN
bracis-33638	92	6	pycaret	pycaret	NOUN
bracis-33638	93	1	[	[	X
bracis-33638	93	2	3	3	NUM
bracis-33638	93	3	]	]	PUNCT
bracis-33638	93	4	for	for	ADP
bracis-33638	93	5	feature	feature	NOUN
bracis-33638	93	6	engineering	engineering	NOUN
bracis-33638	93	7	using	use	VERB
bracis-33638	93	8	the	the	DET
bracis-33638	93	9	original	original	ADJ
bracis-33638	93	10	dataset	dataset	NOUN
bracis-33638	93	11	.	.	PUNCT
bracis-33638	94	1	this	this	DET
bracis-33638	94	2	process	process	NOUN
bracis-33638	94	3	involved	involve	VERB
bracis-33638	94	4	(	(	PUNCT
bracis-33638	94	5	i	i	NOUN
bracis-33638	94	6	)	)	PUNCT
bracis-33638	94	7	one	one	NUM
bracis-33638	94	8	-	-	PUNCT
bracis-33638	94	9	hot	hot	ADJ
bracis-33638	94	10	encoding	encoding	NOUN
bracis-33638	94	11	the	the	DET
bracis-33638	94	12	“	"	PUNCT
bracis-33638	94	13	i	i	PROPN
bracis-33638	94	14	d	d	PROPN
bracis-33638	94	15	type	type	PROPN
bracis-33638	94	16	hu	hu	PROPN
bracis-33638	94	17	”	"	PUNCT
bracis-33638	94	18	variable	variable	NOUN
bracis-33638	94	19	;	;	PUNCT
bracis-33638	94	20	(	(	PUNCT
bracis-33638	94	21	ii	ii	NOUN
bracis-33638	94	22	)	)	PUNCT
bracis-33638	94	23	decomposing	decompose	VERB
bracis-33638	94	24	the	the	DET
bracis-33638	94	25	“	"	PUNCT
bracis-33638	94	26	entry	entry	NOUN
bracis-33638	94	27	date	date	NOUN
bracis-33638	94	28	”	"	PUNCT
bracis-33638	94	29	variable	variable	NOUN
bracis-33638	94	30	into	into	ADP
bracis-33638	94	31	numerical	numerical	ADJ
bracis-33638	94	32	features	feature	NOUN
bracis-33638	94	33	representing	represent	VERB
bracis-33638	94	34	the	the	DET
bracis-33638	94	35	day	day	NOUN
bracis-33638	94	36	of	of	ADP
bracis-33638	94	37	the	the	DET
bracis-33638	94	38	month	month	NOUN
bracis-33638	94	39	,	,	PUNCT
bracis-33638	94	40	day	day	NOUN
bracis-33638	94	41	of	of	ADP
bracis-33638	94	42	the	the	DET
bracis-33638	94	43	week	week	NOUN
bracis-33638	94	44	,	,	PUNCT
bracis-33638	94	45	month	month	NOUN
bracis-33638	94	46	,	,	PUNCT
bracis-33638	94	47	and	and	CCONJ
bracis-33638	94	48	year	year	NOUN
bracis-33638	94	49	;	;	PUNCT
bracis-33638	94	50	(	(	PUNCT
bracis-33638	94	51	iii	iii	X
bracis-33638	94	52	)	)	PUNCT
bracis-33638	94	53	generating	generate	VERB
bracis-33638	94	54	polynomial	polynomial	ADJ
bracis-33638	94	55	features	feature	NOUN
bracis-33638	94	56	by	by	ADP
bracis-33638	94	57	squaring	square	VERB
bracis-33638	94	58	numerical	numerical	ADJ
bracis-33638	94	59	features	feature	NOUN
bracis-33638	94	60	and	and	CCONJ
bracis-33638	94	61	multiplying	multiply	VERB
bracis-33638	94	62	pairs	pair	NOUN
bracis-33638	94	63	of	of	ADP
bracis-33638	94	64	numerical	numerical	ADJ
bracis-33638	94	65	features	feature	NOUN
bracis-33638	94	66	,	,	PUNCT
bracis-33638	94	67	and	and	CCONJ
bracis-33638	94	68	(	(	PUNCT
bracis-33638	94	69	iv	iv	X
bracis-33638	94	70	)	)	PUNCT
bracis-33638	94	71	removing	remove	VERB
bracis-33638	94	72	features	feature	NOUN
bracis-33638	94	73	with	with	ADP
bracis-33638	94	74	low	low	ADJ
bracis-33638	94	75	variance	variance	NOUN
bracis-33638	94	76	or	or	CCONJ
bracis-33638	94	77	high	high	ADJ
bracis-33638	94	78	multicollinearity	multicollinearity	NOUN
bracis-33638	94	79	.	.	PUNCT
bracis-33638	95	1	the	the	DET
bracis-33638	95	2	result	result	NOUN
bracis-33638	95	3	is	be	AUX
bracis-33638	95	4	a	a	DET
bracis-33638	95	5	set	set	NOUN
bracis-33638	95	6	of	of	ADP
bracis-33638	95	7	71	71	NUM
bracis-33638	95	8	features	feature	NOUN
bracis-33638	95	9	,	,	PUNCT
bracis-33638	95	10	which	which	DET
bracis-33638	95	11	the	the	DET
bracis-33638	95	12	machine	machine	NOUN
bracis-33638	95	13	learning	learning	NOUN
bracis-33638	95	14	models	model	NOUN
bracis-33638	95	15	utilized	utilize	VERB
bracis-33638	95	16	.	.	PUNCT
bracis-33638	96	1	3.2	3.2	NUM
bracis-33638	96	2	ml	ml	NOUN
bracis-33638	96	3	and	and	CCONJ
bracis-33638	96	4	 	 	SPACE
bracis-33638	96	5	forecasting	forecast	VERB
bracis-33638	96	6	algorithms	algorithm	NOUN
bracis-33638	96	7	in	in	ADP
bracis-33638	96	8	this	this	DET
bracis-33638	96	9	study	study	NOUN
bracis-33638	96	10	,	,	PUNCT
bracis-33638	96	11	we	we	PRON
bracis-33638	96	12	aimed	aim	VERB
bracis-33638	96	13	to	to	PART
bracis-33638	96	14	employ	employ	VERB
bracis-33638	96	15	a	a	DET
bracis-33638	96	16	wide	wide	ADJ
bracis-33638	96	17	variety	variety	NOUN
bracis-33638	96	18	of	of	ADP
bracis-33638	96	19	machine	machine	NOUN
bracis-33638	96	20	learning	learn	VERB
bracis-33638	96	21	techniques	technique	NOUN
bracis-33638	96	22	to	to	PART
bracis-33638	96	23	automatically	automatically	ADV
bracis-33638	96	24	predict	predict	VERB
bracis-33638	96	25	the	the	DET
bracis-33638	96	26	daily	daily	ADJ
bracis-33638	96	27	rate	rate	NOUN
bracis-33638	96	28	for	for	ADP
bracis-33638	96	29	a	a	DET
bracis-33638	96	30	given	give	VERB
bracis-33638	96	31	reservation	reservation	NOUN
bracis-33638	96	32	.	.	PUNCT
bracis-33638	97	1	these	these	DET
bracis-33638	97	2	strategies	strategy	NOUN
bracis-33638	97	3	encompass	encompass	VERB
bracis-33638	97	4	supervised	supervised	ADJ
bracis-33638	97	5	regression	regression	NOUN
bracis-33638	97	6	,	,	PUNCT
bracis-33638	97	7	deep	deep	ADJ
bracis-33638	97	8	neural	neural	ADJ
bracis-33638	97	9	networks	network	NOUN
bracis-33638	97	10	,	,	PUNCT
bracis-33638	97	11	and	and	CCONJ
bracis-33638	97	12	time	time	NOUN
bracis-33638	97	13	series	series	PROPN
bracis-33638	97	14	forecasting	forecasting	PROPN
bracis-33638	97	15	.	.	PUNCT
bracis-33638	98	1	regressor	regressor	NOUN
bracis-33638	98	2	models	model	NOUN
bracis-33638	98	3	.	.	PUNCT
bracis-33638	99	1	for	for	ADP
bracis-33638	99	2	supervised	supervised	ADJ
bracis-33638	99	3	regression	regression	NOUN
bracis-33638	99	4	techniques	technique	NOUN
bracis-33638	99	5	,	,	PUNCT
bracis-33638	99	6	we	we	PRON
bracis-33638	99	7	focused	focus	VERB
bracis-33638	99	8	on	on	ADP
bracis-33638	99	9	implementations	implementation	NOUN
bracis-33638	99	10	from	from	ADP
bracis-33638	99	11	the	the	DET
bracis-33638	99	12	python	python	PROPN
bracis-33638	99	13	library	library	PROPN
bracis-33638	99	14	scikit	scikit	NOUN
bracis-33638	99	15	-	-	PUNCT
bracis-33638	99	16	learn	learn	VERB
bracis-33638	99	17	,	,	PUNCT
bracis-33638	99	18	specifically	specifically	ADV
bracis-33638	99	19	the	the	DET
bracis-33638	99	20	extratrees	extratree	NOUN
bracis-33638	99	21	regressor	regressor	NOUN
bracis-33638	99	22	(	(	PUNCT
bracis-33638	99	23	model	model	NOUN
bracis-33638	99	24	name	name	NOUN
bracis-33638	99	25	:	:	PUNCT
bracis-33638	99	26	et	et	NOUN
bracis-33638	99	27	)	)	PUNCT
bracis-33638	99	28	,	,	PUNCT
bracis-33638	99	29	random	random	ADJ
bracis-33638	99	30	forest	forest	NOUN
bracis-33638	99	31	(	(	PUNCT
bracis-33638	99	32	model	model	NOUN
bracis-33638	99	33	name	name	NOUN
bracis-33638	99	34	:	:	PUNCT
bracis-33638	99	35	rf	rf	NUM
bracis-33638	99	36	)	)	PUNCT
bracis-33638	99	37	,	,	PUNCT
bracis-33638	99	38	gradient	gradient	NOUN
bracis-33638	99	39	boosting	boost	VERB
bracis-33638	99	40	machine	machine	NOUN
bracis-33638	99	41	(	(	PUNCT
bracis-33638	99	42	model	model	NOUN
bracis-33638	99	43	name	name	NOUN
bracis-33638	99	44	:	:	PUNCT
bracis-33638	99	45	gbm	gbm	NOUN
bracis-33638	99	46	)	)	PUNCT
bracis-33638	99	47	models	model	NOUN
bracis-33638	99	48	,	,	PUNCT
bracis-33638	99	49	and	and	CCONJ
bracis-33638	99	50	linear	linear	PROPN
bracis-33638	99	51	regression	regression	NOUN
bracis-33638	99	52	(	(	PUNCT
bracis-33638	99	53	model	model	NOUN
bracis-33638	99	54	name	name	NOUN
bracis-33638	99	55	:	:	PUNCT
bracis-33638	99	56	lr	lr	NOUN
bracis-33638	99	57	)	)	PUNCT
bracis-33638	99	58	.	.	PUNCT
bracis-33638	100	1	the	the	DET
bracis-33638	100	2	processed	process	VERB
bracis-33638	100	3	dataset	dataset	NOUN
bracis-33638	100	4	,	,	PUNCT
bracis-33638	100	5	prepared	prepare	VERB
bracis-33638	100	6	using	use	VERB
bracis-33638	100	7	the	the	DET
bracis-33638	100	8	pycaret	pycaret	NOUN
bracis-33638	100	9	library	library	NOUN
bracis-33638	100	10	,	,	PUNCT
bracis-33638	100	11	was	be	AUX
bracis-33638	100	12	utilized	utilize	VERB
bracis-33638	100	13	for	for	ADP
bracis-33638	100	14	all	all	DET
bracis-33638	100	15	cases	case	NOUN
bracis-33638	100	16	.	.	PUNCT
bracis-33638	101	1	hyperparameter	hyperparameter	NOUN
bracis-33638	101	2	optimization	optimization	NOUN
bracis-33638	101	3	was	be	AUX
bracis-33638	101	4	conducted	conduct	VERB
bracis-33638	101	5	on	on	ADP
bracis-33638	101	6	tree	tree	NOUN
bracis-33638	101	7	-	-	PUNCT
bracis-33638	101	8	based	base	VERB
bracis-33638	101	9	models	model	NOUN
bracis-33638	101	10	using	use	VERB
bracis-33638	101	11	the	the	DET
bracis-33638	101	12	optuna	optuna	NOUN
bracis-33638	101	13	library	library	NOUN
bracis-33638	101	14	,	,	PUNCT
bracis-33638	101	15	facilitating	facilitate	VERB
bracis-33638	101	16	automated	automate	VERB
bracis-33638	101	17	hyperparameter	hyperparameter	NOUN
bracis-33638	101	18	tuning	tune	VERB
bracis-33638	101	19	through	through	ADP
bracis-33638	101	20	efficient	efficient	ADJ
bracis-33638	101	21	search	search	NOUN
bracis-33638	101	22	algorithms	algorithm	NOUN
bracis-33638	101	23	.	.	PUNCT
bracis-33638	102	1	the	the	DET
bracis-33638	102	2	optimization	optimization	NOUN
bracis-33638	102	3	process	process	NOUN
bracis-33638	102	4	involved	involve	VERB
bracis-33638	102	5	exploring	explore	VERB
bracis-33638	102	6	the	the	DET
bracis-33638	102	7	designated	designate	VERB
bracis-33638	102	8	hyperparameter	hyperparameter	NOUN
bracis-33638	102	9	space	space	NOUN
bracis-33638	102	10	for	for	ADP
bracis-33638	102	11	each	each	DET
bracis-33638	102	12	model	model	NOUN
bracis-33638	102	13	(	(	PUNCT
bracis-33638	102	14	see	see	VERB
bracis-33638	102	15	table	table	NOUN
bracis-33638	102	16	 	 	SPACE
bracis-33638	102	17	3	3	NUM
bracis-33638	102	18	)	)	PUNCT
bracis-33638	102	19	,	,	PUNCT
bracis-33638	102	20	with	with	ADP
bracis-33638	102	21	25	25	NUM
bracis-33638	102	22	trials	trial	NOUN
bracis-33638	102	23	per	per	ADP
bracis-33638	102	24	case	case	NOUN
bracis-33638	102	25	,	,	PUNCT
bracis-33638	102	26	to	to	PART
bracis-33638	102	27	identify	identify	VERB
bracis-33638	102	28	the	the	DET
bracis-33638	102	29	model	model	NOUN
bracis-33638	102	30	achieving	achieve	VERB
bracis-33638	102	31	the	the	DET
bracis-33638	102	32	best	good	ADJ
bracis-33638	102	33	performance	performance	NOUN
bracis-33638	102	34	on	on	ADP
bracis-33638	102	35	a	a	DET
bracis-33638	102	36	validation	validation	NOUN
bracis-33638	102	37	subset	subset	NOUN
bracis-33638	102	38	randomly	randomly	ADV
bracis-33638	102	39	extracted	extract	VERB
bracis-33638	102	40	from	from	ADP
bracis-33638	102	41	30	30	NUM
bracis-33638	102	42	%	%	NOUN
bracis-33638	102	43	of	of	ADP
bracis-33638	102	44	the	the	DET
bracis-33638	102	45	training	training	NOUN
bracis-33638	102	46	data	datum	NOUN
bracis-33638	102	47	.	.	PUNCT
bracis-33638	103	1	the	the	DET
bracis-33638	103	2	optimal	optimal	ADJ
bracis-33638	103	3	model	model	NOUN
bracis-33638	103	4	was	be	AUX
bracis-33638	103	5	then	then	ADV
bracis-33638	103	6	used	use	VERB
bracis-33638	103	7	to	to	PART
bracis-33638	103	8	predict	predict	VERB
bracis-33638	103	9	the	the	DET
bracis-33638	103	10	test	test	NOUN
bracis-33638	103	11	dataset	dataset	NOUN
bracis-33638	103	12	,	,	PUNCT
bracis-33638	103	13	comprising	comprise	VERB
bracis-33638	103	14	reservations	reservation	NOUN
bracis-33638	103	15	from	from	ADP
bracis-33638	103	16	2019	2019	NUM
bracis-33638	103	17	,	,	PUNCT
bracis-33638	103	18	and	and	CCONJ
bracis-33638	103	19	the	the	DET
bracis-33638	103	20	model	model	NOUN
bracis-33638	103	21	’s	’s	PART
bracis-33638	103	22	performance	performance	NOUN
bracis-33638	103	23	was	be	AUX
bracis-33638	103	24	evaluated	evaluate	VERB
bracis-33638	103	25	using	use	VERB
bracis-33638	103	26	various	various	ADJ
bracis-33638	103	27	metrics	metric	NOUN
bracis-33638	103	28	.	.	PUNCT
bracis-33638	104	1	this	this	DET
bracis-33638	104	2	procedure	procedure	NOUN
bracis-33638	104	3	was	be	AUX
bracis-33638	104	4	repeated	repeat	VERB
bracis-33638	104	5	ten	ten	NUM
bracis-33638	104	6	times	time	NOUN
bracis-33638	104	7	for	for	SCONJ
bracis-33638	104	8	each	each	DET
bracis-33638	104	9	model	model	NOUN
bracis-33638	104	10	to	to	PART
bracis-33638	104	11	analyze	analyze	VERB
bracis-33638	104	12	the	the	DET
bracis-33638	104	13	mean	mean	ADJ
bracis-33638	104	14	and	and	CCONJ
bracis-33638	104	15	standard	standard	ADJ
bracis-33638	104	16	deviation	deviation	NOUN
bracis-33638	104	17	of	of	ADP
bracis-33638	104	18	the	the	DET
bracis-33638	104	19	results	result	NOUN
bracis-33638	104	20	.	.	PUNCT
bracis-33638	105	1	table	table	NOUN
bracis-33638	105	2	3	3	NUM
bracis-33638	105	3	.	.	PUNCT
bracis-33638	105	4	hyperparameter	hyperparameter	NOUN
bracis-33638	105	5	space	space	NOUN
bracis-33638	105	6	for	for	ADP
bracis-33638	105	7	regressor	regressor	NOUN
bracis-33638	105	8	modelsfull	modelsfull	PROPN
bracis-33638	105	9	size	size	NOUN
bracis-33638	105	10	table	table	NOUN
bracis-33638	105	11	multi	multi	ADJ
bracis-33638	105	12	-	-	ADJ
bracis-33638	105	13	layer	layer	ADJ
bracis-33638	105	14	perceptron	perceptron	NOUN
bracis-33638	105	15	.	.	PUNCT
bracis-33638	106	1	we	we	PRON
bracis-33638	106	2	trained	train	VERB
bracis-33638	106	3	a	a	DET
bracis-33638	106	4	neural	neural	ADJ
bracis-33638	106	5	network	network	NOUN
bracis-33638	106	6	(	(	PUNCT
bracis-33638	106	7	model	model	NOUN
bracis-33638	106	8	name	name	PROPN
bracis-33638	106	9	:	:	PUNCT
bracis-33638	106	10	dnn	dnn	PROPN
bracis-33638	106	11	)	)	PUNCT
bracis-33638	106	12	using	use	VERB
bracis-33638	106	13	a	a	DET
bracis-33638	106	14	sequence	sequence	NOUN
bracis-33638	106	15	of	of	ADP
bracis-33638	106	16	linear	linear	ADJ
bracis-33638	106	17	layers	layer	NOUN
bracis-33638	106	18	followed	follow	VERB
bracis-33638	106	19	by	by	ADP
bracis-33638	106	20	relu	relu	NOUN
bracis-33638	106	21	activations	activation	NOUN
bracis-33638	106	22	to	to	PART
bracis-33638	106	23	predict	predict	VERB
bracis-33638	106	24	hotel	hotel	NOUN
bracis-33638	106	25	room	room	NOUN
bracis-33638	106	26	rates	rate	NOUN
bracis-33638	106	27	based	base	VERB
bracis-33638	106	28	on	on	ADP
bracis-33638	106	29	reservation	reservation	NOUN
bracis-33638	106	30	data	datum	NOUN
bracis-33638	106	31	.	.	PUNCT
bracis-33638	107	1	the	the	DET
bracis-33638	107	2	model	model	NOUN
bracis-33638	107	3	was	be	AUX
bracis-33638	107	4	implemented	implement	VERB
bracis-33638	107	5	with	with	ADP
bracis-33638	107	6	the	the	DET
bracis-33638	107	7	pytorch	pytorch	NOUN
bracis-33638	107	8	library	library	NOUN
bracis-33638	107	9	in	in	ADP
bracis-33638	107	10	python	python	PROPN
bracis-33638	107	11	.	.	PUNCT
bracis-33638	108	1	it	it	PRON
bracis-33638	108	2	consisted	consist	VERB
bracis-33638	108	3	of	of	ADP
bracis-33638	108	4	four	four	NUM
bracis-33638	108	5	hidden	hidden	ADJ
bracis-33638	108	6	layers	layer	NOUN
bracis-33638	108	7	with	with	ADP
bracis-33638	108	8	dimensions	dimension	NOUN
bracis-33638	108	9	32	32	NUM
bracis-33638	108	10	,	,	PUNCT
bracis-33638	108	11	64	64	NUM
bracis-33638	108	12	,	,	PUNCT
bracis-33638	108	13	32	32	NUM
bracis-33638	108	14	,	,	PUNCT
bracis-33638	108	15	and	and	CCONJ
bracis-33638	108	16	16	16	NUM
bracis-33638	108	17	,	,	PUNCT
bracis-33638	108	18	respectively	respectively	ADV
bracis-33638	108	19	,	,	PUNCT
bracis-33638	108	20	and	and	CCONJ
bracis-33638	108	21	was	be	AUX
bracis-33638	108	22	trained	train	VERB
bracis-33638	108	23	with	with	ADP
bracis-33638	108	24	a	a	DET
bracis-33638	108	25	batch	batch	NOUN
bracis-33638	108	26	size	size	NOUN
bracis-33638	108	27	of	of	ADP
bracis-33638	108	28	128	128	NUM
bracis-33638	108	29	for	for	ADP
bracis-33638	108	30	64	64	NUM
bracis-33638	108	31	epochs	epoch	NOUN
bracis-33638	108	32	.	.	PUNCT
bracis-33638	109	1	the	the	DET
bracis-33638	109	2	data	datum	NOUN
bracis-33638	109	3	was	be	AUX
bracis-33638	109	4	normalized	normalize	VERB
bracis-33638	109	5	using	use	VERB
bracis-33638	109	6	minmax	minmax	PROPN
bracis-33638	109	7	scaling	scaling	NOUN
bracis-33638	109	8	based	base	VERB
bracis-33638	109	9	on	on	ADP
bracis-33638	109	10	the	the	DET
bracis-33638	109	11	train	train	NOUN
bracis-33638	109	12	set	set	NOUN
bracis-33638	109	13	.	.	PUNCT
bracis-33638	110	1	this	this	DET
bracis-33638	110	2	neural	neural	ADJ
bracis-33638	110	3	network	network	NOUN
bracis-33638	110	4	was	be	AUX
bracis-33638	110	5	designed	design	VERB
bracis-33638	110	6	to	to	PART
bracis-33638	110	7	be	be	AUX
bracis-33638	110	8	simple	simple	ADJ
bracis-33638	110	9	,	,	PUNCT
bracis-33638	110	10	aiming	aim	VERB
bracis-33638	110	11	to	to	PART
bracis-33638	110	12	assess	assess	VERB
bracis-33638	110	13	the	the	DET
bracis-33638	110	14	capability	capability	NOUN
bracis-33638	110	15	of	of	ADP
bracis-33638	110	16	such	such	DET
bracis-33638	110	17	a	a	DET
bracis-33638	110	18	model	model	NOUN
bracis-33638	110	19	to	to	PART
bracis-33638	110	20	identify	identify	VERB
bracis-33638	110	21	patterns	pattern	NOUN
bracis-33638	110	22	necessary	necessary	ADJ
bracis-33638	110	23	for	for	ADP
bracis-33638	110	24	accurate	accurate	ADJ
bracis-33638	110	25	predictions	prediction	NOUN
bracis-33638	110	26	.	.	PUNCT
bracis-33638	111	1	the	the	DET
bracis-33638	111	2	hyperparameters	hyperparameter	NOUN
bracis-33638	111	3	were	be	AUX
bracis-33638	111	4	configured	configure	VERB
bracis-33638	111	5	based	base	VERB
bracis-33638	111	6	on	on	ADP
bracis-33638	111	7	the	the	DET
bracis-33638	111	8	authors	author	NOUN
bracis-33638	111	9	’	’	PART
bracis-33638	111	10	experience	experience	NOUN
bracis-33638	111	11	with	with	ADP
bracis-33638	111	12	similar	similar	ADJ
bracis-33638	111	13	problems	problem	NOUN
bracis-33638	111	14	.	.	PUNCT
bracis-33638	112	1	time	time	NOUN
bracis-33638	112	2	-	-	PUNCT
bracis-33638	112	3	series	series	NOUN
bracis-33638	112	4	forecasting	forecasting	NOUN
bracis-33638	112	5	.	.	PUNCT
bracis-33638	113	1	the	the	DET
bracis-33638	113	2	prediction	prediction	NOUN
bracis-33638	113	3	of	of	ADP
bracis-33638	113	4	hotel	hotel	NOUN
bracis-33638	113	5	room	room	NOUN
bracis-33638	113	6	rates	rate	NOUN
bracis-33638	113	7	in	in	ADP
bracis-33638	113	8	time	time	NOUN
bracis-33638	113	9	series	series	PROPN
bracis-33638	113	10	data	data	PROPN
bracis-33638	113	11	has	have	VERB
bracis-33638	113	12	unique	unique	ADJ
bracis-33638	113	13	challenges	challenge	NOUN
bracis-33638	113	14	due	due	ADP
bracis-33638	113	15	to	to	ADP
bracis-33638	113	16	the	the	DET
bracis-33638	113	17	wide	wide	ADJ
bracis-33638	113	18	range	range	NOUN
bracis-33638	113	19	of	of	ADP
bracis-33638	113	20	rates	rate	NOUN
bracis-33638	113	21	for	for	ADP
bracis-33638	113	22	each	each	DET
bracis-33638	113	23	reservation	reservation	NOUN
bracis-33638	113	24	date	date	NOUN
bracis-33638	113	25	.	.	PUNCT
bracis-33638	114	1	for	for	ADP
bracis-33638	114	2	instance	instance	NOUN
bracis-33638	114	3	,	,	PUNCT
bracis-33638	114	4	guests	guest	NOUN
bracis-33638	114	5	booking	book	VERB
bracis-33638	114	6	well	well	ADV
bracis-33638	114	7	in	in	ADP
bracis-33638	114	8	advance	advance	NOUN
bracis-33638	114	9	typically	typically	ADV
bracis-33638	114	10	pay	pay	VERB
bracis-33638	114	11	lower	low	ADJ
bracis-33638	114	12	rates	rate	NOUN
bracis-33638	114	13	than	than	ADP
bracis-33638	114	14	those	those	PRON
bracis-33638	114	15	booking	book	VERB
bracis-33638	114	16	closer	close	ADV
bracis-33638	114	17	to	to	ADP
bracis-33638	114	18	the	the	DET
bracis-33638	114	19	date	date	NOUN
bracis-33638	114	20	.	.	PUNCT
bracis-33638	115	1	similarly	similarly	ADV
bracis-33638	115	2	,	,	PUNCT
bracis-33638	115	3	the	the	DET
bracis-33638	115	4	price	price	NOUN
bracis-33638	115	5	can	can	AUX
bracis-33638	115	6	vary	vary	VERB
bracis-33638	115	7	based	base	VERB
bracis-33638	115	8	on	on	ADP
bracis-33638	115	9	the	the	DET
bracis-33638	115	10	number	number	NOUN
bracis-33638	115	11	of	of	ADP
bracis-33638	115	12	nights	night	NOUN
bracis-33638	115	13	reserved	reserve	VERB
bracis-33638	115	14	or	or	CCONJ
bracis-33638	115	15	the	the	DET
bracis-33638	115	16	number	number	NOUN
bracis-33638	115	17	of	of	ADP
bracis-33638	115	18	adults	adult	NOUN
bracis-33638	115	19	.	.	PUNCT
bracis-33638	116	1	to	to	PART
bracis-33638	116	2	isolate	isolate	VERB
bracis-33638	116	3	these	these	DET
bracis-33638	116	4	effects	effect	NOUN
bracis-33638	116	5	,	,	PUNCT
bracis-33638	116	6	we	we	PRON
bracis-33638	116	7	calculated	calculate	VERB
bracis-33638	116	8	the	the	DET
bracis-33638	116	9	average	average	ADJ
bracis-33638	116	10	daily	daily	ADJ
bracis-33638	116	11	rate	rate	NOUN
bracis-33638	116	12	by	by	ADP
bracis-33638	116	13	dividing	divide	VERB
bracis-33638	116	14	the	the	DET
bracis-33638	116	15	total	total	ADJ
bracis-33638	116	16	rate	rate	NOUN
bracis-33638	116	17	for	for	ADP
bracis-33638	116	18	a	a	DET
bracis-33638	116	19	given	give	VERB
bracis-33638	116	20	date	date	NOUN
bracis-33638	116	21	by	by	ADP
bracis-33638	116	22	the	the	DET
bracis-33638	116	23	number	number	NOUN
bracis-33638	116	24	of	of	ADP
bracis-33638	116	25	reservations	reservation	NOUN
bracis-33638	116	26	and	and	CCONJ
bracis-33638	116	27	adults	adult	NOUN
bracis-33638	116	28	for	for	ADP
bracis-33638	116	29	that	that	DET
bracis-33638	116	30	date	date	NOUN
bracis-33638	116	31	.	.	PUNCT
bracis-33638	117	1	this	this	PRON
bracis-33638	117	2	provided	provide	VERB
bracis-33638	117	3	the	the	DET
bracis-33638	117	4	average	average	ADJ
bracis-33638	117	5	rate	rate	NOUN
bracis-33638	117	6	per	per	ADP
bracis-33638	117	7	day	day	NOUN
bracis-33638	117	8	per	per	ADP
bracis-33638	117	9	adult	adult	NOUN
bracis-33638	117	10	.	.	PUNCT
bracis-33638	118	1	these	these	DET
bracis-33638	118	2	values	value	NOUN
bracis-33638	118	3	formed	form	VERB
bracis-33638	118	4	a	a	DET
bracis-33638	118	5	time	time	NOUN
bracis-33638	118	6	series	series	NOUN
bracis-33638	118	7	from	from	ADP
bracis-33638	118	8	2010	2010	NUM
bracis-33638	118	9	to	to	ADP
bracis-33638	118	10	2018	2018	NUM
bracis-33638	118	11	,	,	PUNCT
bracis-33638	118	12	which	which	PRON
bracis-33638	118	13	we	we	PRON
bracis-33638	118	14	used	use	VERB
bracis-33638	118	15	to	to	PART
bracis-33638	118	16	predict	predict	VERB
bracis-33638	118	17	rates	rate	NOUN
bracis-33638	118	18	for	for	ADP
bracis-33638	118	19	2019	2019	NUM
bracis-33638	118	20	.	.	PUNCT
bracis-33638	119	1	to	to	PART
bracis-33638	119	2	predict	predict	VERB
bracis-33638	119	3	the	the	DET
bracis-33638	119	4	rate	rate	NOUN
bracis-33638	119	5	for	for	ADP
bracis-33638	119	6	a	a	DET
bracis-33638	119	7	specific	specific	ADJ
bracis-33638	119	8	reservation	reservation	NOUN
bracis-33638	119	9	,	,	PUNCT
bracis-33638	119	10	we	we	PRON
bracis-33638	119	11	summed	sum	VERB
bracis-33638	119	12	the	the	DET
bracis-33638	119	13	predicted	predict	VERB
bracis-33638	119	14	daily	daily	ADJ
bracis-33638	119	15	rates	rate	NOUN
bracis-33638	119	16	for	for	ADP
bracis-33638	119	17	all	all	DET
bracis-33638	119	18	days	day	NOUN
bracis-33638	119	19	covered	cover	VERB
bracis-33638	119	20	by	by	ADP
bracis-33638	119	21	the	the	DET
bracis-33638	119	22	reservation	reservation	NOUN
bracis-33638	119	23	and	and	CCONJ
bracis-33638	119	24	multiplied	multiply	VERB
bracis-33638	119	25	by	by	ADP
bracis-33638	119	26	the	the	DET
bracis-33638	119	27	number	number	NOUN
bracis-33638	119	28	of	of	ADP
bracis-33638	119	29	adults	adult	NOUN
bracis-33638	119	30	.	.	PUNCT
bracis-33638	120	1	for	for	ADP
bracis-33638	120	2	example	example	NOUN
bracis-33638	120	3	,	,	PUNCT
bracis-33638	120	4	reservation	reservation	NOUN
bracis-33638	120	5	96384	96384	NUM
bracis-33638	120	6	had	have	VERB
bracis-33638	120	7	three	three	NUM
bracis-33638	120	8	adults	adult	NOUN
bracis-33638	120	9	,	,	PUNCT
bracis-33638	120	10	starting	start	VERB
bracis-33638	120	11	on	on	ADP
bracis-33638	120	12	2019	2019	NUM
bracis-33638	120	13	-	-	SYM
bracis-33638	120	14	02	02	NUM
bracis-33638	120	15	-	-	PUNCT
bracis-33638	120	16	03	03	NUM
bracis-33638	120	17	and	and	CCONJ
bracis-33638	120	18	ending	end	VERB
bracis-33638	120	19	on	on	ADP
bracis-33638	120	20	2019	2019	NUM
bracis-33638	120	21	-	-	SYM
bracis-33638	120	22	02	02	NUM
bracis-33638	120	23	-	-	PUNCT
bracis-33638	120	24	05	05	NUM
bracis-33638	120	25	.	.	PUNCT
bracis-33638	121	1	one	one	NUM
bracis-33638	121	2	model	model	NOUN
bracis-33638	121	3	predicted	predict	VERB
bracis-33638	121	4	rates	rate	NOUN
bracis-33638	121	5	of	of	ADP
bracis-33638	121	6	69.82	69.82	NUM
bracis-33638	121	7	for	for	ADP
bracis-33638	121	8	2019	2019	NUM
bracis-33638	121	9	-	-	SYM
bracis-33638	121	10	02	02	NUM
bracis-33638	121	11	-	-	PUNCT
bracis-33638	121	12	03	03	NUM
bracis-33638	121	13	,	,	PUNCT
bracis-33638	121	14	69.31	69.31	NUM
bracis-33638	121	15	for	for	ADP
bracis-33638	121	16	2019	2019	NUM
bracis-33638	121	17	-	-	SYM
bracis-33638	121	18	02	02	NUM
bracis-33638	121	19	-	-	PUNCT
bracis-33638	121	20	04	04	NUM
bracis-33638	121	21	,	,	PUNCT
bracis-33638	121	22	and	and	CCONJ
bracis-33638	121	23	68.68	68.68	NUM
bracis-33638	121	24	for	for	ADP
bracis-33638	121	25	2019	2019	NUM
bracis-33638	121	26	-	-	SYM
bracis-33638	121	27	02	02	NUM
bracis-33638	121	28	-	-	PUNCT
bracis-33638	121	29	05	05	NUM
bracis-33638	121	30	.	.	PUNCT
bracis-33638	122	1	thus	thus	ADV
bracis-33638	122	2	,	,	PUNCT
bracis-33638	122	3	the	the	DET
bracis-33638	122	4	final	final	ADJ
bracis-33638	122	5	predicted	predict	VERB
bracis-33638	122	6	cost	cost	NOUN
bracis-33638	122	7	was	be	AUX
bracis-33638	122	8	(	(	PUNCT
bracis-33638	122	9	69.82	69.82	NUM
bracis-33638	122	10	+	+	CCONJ
bracis-33638	122	11	69.31	69.31	NUM
bracis-33638	122	12	+	+	NUM
bracis-33638	122	13	68.68	68.68	NUM
bracis-33638	122	14	)	)	PUNCT
bracis-33638	122	15	*	*	PUNCT
bracis-33638	122	16	3	3	NUM
bracis-33638	122	17	=	=	SYM
bracis-33638	122	18	705.96	705.96	NUM
bracis-33638	122	19	,	,	PUNCT
bracis-33638	122	20	while	while	SCONJ
bracis-33638	122	21	the	the	DET
bracis-33638	122	22	actual	actual	ADJ
bracis-33638	122	23	cost	cost	NOUN
bracis-33638	122	24	was	be	AUX
bracis-33638	122	25	705	705	NUM
bracis-33638	122	26	.	.	PUNCT
bracis-33638	123	1	we	we	PRON
bracis-33638	123	2	tested	test	VERB
bracis-33638	123	3	two	two	NUM
bracis-33638	123	4	-	-	PUNCT
bracis-33638	123	5	time	time	NOUN
bracis-33638	123	6	series	series	NOUN
bracis-33638	123	7	models	model	NOUN
bracis-33638	123	8	:	:	PUNCT
bracis-33638	123	9	the	the	DET
bracis-33638	123	10	autoregressor	autoregressor	NOUN
bracis-33638	123	11	from	from	ADP
bracis-33638	123	12	the	the	DET
bracis-33638	123	13	python	python	PROPN
bracis-33638	123	14	statsmodels	statsmodel	VERB
bracis-33638	123	15	library	library	NOUN
bracis-33638	123	16	with	with	ADP
bracis-33638	123	17	lags	lag	NOUN
bracis-33638	123	18	ranging	range	VERB
bracis-33638	123	19	from	from	ADP
bracis-33638	123	20	30	30	NUM
bracis-33638	123	21	,	,	PUNCT
bracis-33638	123	22	60	60	NUM
bracis-33638	123	23	,	,	PUNCT
bracis-33638	123	24	180	180	NUM
bracis-33638	123	25	,	,	PUNCT
bracis-33638	123	26	and	and	CCONJ
bracis-33638	123	27	365	365	NUM
bracis-33638	123	28	(	(	PUNCT
bracis-33638	123	29	model	model	NOUN
bracis-33638	123	30	names	name	NOUN
bracis-33638	123	31	:	:	PUNCT
bracis-33638	123	32	ar_30	ar_30	PROPN
bracis-33638	123	33	,	,	PUNCT
bracis-33638	123	34	ar_60	ar_60	PROPN
bracis-33638	123	35	,	,	PUNCT
bracis-33638	123	36	ar_180	ar_180	NOUN
bracis-33638	123	37	,	,	PUNCT
bracis-33638	123	38	ar_365	ar_365	NOUN
bracis-33638	123	39	,	,	PUNCT
bracis-33638	123	40	respectively	respectively	ADV
bracis-33638	123	41	)	)	PUNCT
bracis-33638	123	42	and	and	CCONJ
bracis-33638	123	43	the	the	DET
bracis-33638	123	44	prophet	prophet	NOUN
bracis-33638	123	45	library	library	NOUN
bracis-33638	123	46	(	(	PUNCT
bracis-33638	123	47	model	model	NOUN
bracis-33638	123	48	name	name	NOUN
bracis-33638	123	49	:	:	PUNCT
bracis-33638	123	50	prophet	prophet	NOUN
bracis-33638	123	51	)	)	PUNCT
bracis-33638	124	1	[	[	X
bracis-33638	124	2	17	17	NUM
bracis-33638	124	3	]	]	SYM
bracis-33638	124	4	.	.	PUNCT
bracis-33638	125	1	3.3	3.3	NUM
bracis-33638	125	2	evaluation	evaluation	NOUN
bracis-33638	125	3	methodology	methodology	NOUN
bracis-33638	125	4	all	all	DET
bracis-33638	125	5	algorithms	algorithm	NOUN
bracis-33638	125	6	,	,	PUNCT
bracis-33638	125	7	machine	machine	NOUN
bracis-33638	125	8	learning	learning	NOUN
bracis-33638	125	9	and	and	CCONJ
bracis-33638	125	10	forecasting	forecasting	NOUN
bracis-33638	125	11	ones	one	NOUN
bracis-33638	125	12	,	,	PUNCT
bracis-33638	125	13	were	be	AUX
bracis-33638	125	14	evaluated	evaluate	VERB
bracis-33638	125	15	following	follow	VERB
bracis-33638	125	16	a	a	DET
bracis-33638	125	17	hold	hold	VERB
bracis-33638	125	18	-	-	PUNCT
bracis-33638	125	19	out	out	ADP
bracis-33638	125	20	methodology	methodology	NOUN
bracis-33638	125	21	,	,	PUNCT
bracis-33638	125	22	considering	consider	VERB
bracis-33638	125	23	the	the	DET
bracis-33638	125	24	train	train	NOUN
bracis-33638	125	25	and	and	CCONJ
bracis-33638	125	26	test	test	NOUN
bracis-33638	125	27	splits	split	VERB
bracis-33638	125	28	,	,	PUNCT
bracis-33638	125	29	to	to	PART
bracis-33638	125	30	predict	predict	VERB
bracis-33638	125	31	the	the	DET
bracis-33638	125	32	average	average	ADJ
bracis-33638	125	33	daily	daily	ADJ
bracis-33638	125	34	price	price	NOUN
bracis-33638	125	35	for	for	ADP
bracis-33638	125	36	a	a	DET
bracis-33638	125	37	given	give	VERB
bracis-33638	125	38	booking	booking	NOUN
bracis-33638	125	39	.	.	PUNCT
bracis-33638	126	1	the	the	DET
bracis-33638	126	2	experiments	experiment	NOUN
bracis-33638	126	3	were	be	AUX
bracis-33638	126	4	executed	execute	VERB
bracis-33638	126	5	on	on	ADP
bracis-33638	126	6	vertex	vertex	NOUN
bracis-33638	126	7	ai	ai	PROPN
bracis-33638	126	8	workbench	workbench	NOUN
bracis-33638	126	9	,	,	PUNCT
bracis-33638	126	10	in	in	ADP
bracis-33638	126	11	a	a	DET
bracis-33638	126	12	machine	machine	NOUN
bracis-33638	126	13	with	with	ADP
bracis-33638	126	14	a	a	DET
bracis-33638	126	15	cpu	cpu	NOUN
bracis-33638	126	16	intel	intel	NOUN
bracis-33638	126	17	xeon	xeon	PROPN
bracis-33638	126	18	(	(	PUNCT
bracis-33638	126	19	8	8	NUM
bracis-33638	126	20	vcpus	vcpus	NOUN
bracis-33638	126	21	)	)	PUNCT
bracis-33638	126	22	@	@	ADP
bracis-33638	126	23	2.800ghz	2.800ghz	NOUN
bracis-33638	126	24	and	and	CCONJ
bracis-33638	126	25	32	32	NUM
bracis-33638	126	26	gb	gb	NOUN
bracis-33638	126	27	ram	ram	NOUN
bracis-33638	126	28	.	.	PUNCT
bracis-33638	127	1	the	the	DET
bracis-33638	127	2	metrics	metric	NOUN
bracis-33638	127	3	adopted	adopt	VERB
bracis-33638	127	4	to	to	PART
bracis-33638	127	5	assess	assess	VERB
bracis-33638	127	6	the	the	DET
bracis-33638	127	7	algorithms	algorithm	NOUN
bracis-33638	127	8	are	be	AUX
bracis-33638	127	9	presented	present	VERB
bracis-33638	127	10	as	as	SCONJ
bracis-33638	127	11	follows	follow	VERB
bracis-33638	127	12	:	:	PUNCT
bracis-33638	127	13	bias	bias	NOUN
bracis-33638	127	14	.	.	PUNCT
bracis-33638	128	1	refers	refer	VERB
bracis-33638	128	2	to	to	ADP
bracis-33638	128	3	the	the	DET
bracis-33638	128	4	systematic	systematic	ADJ
bracis-33638	128	5	error	error	NOUN
bracis-33638	128	6	or	or	CCONJ
bracis-33638	128	7	tendency	tendency	NOUN
bracis-33638	128	8	of	of	ADP
bracis-33638	128	9	a	a	DET
bracis-33638	128	10	forecasting	forecasting	NOUN
bracis-33638	128	11	method	method	NOUN
bracis-33638	128	12	to	to	PART
bracis-33638	128	13	consistently	consistently	ADV
bracis-33638	128	14	overestimate	overestimate	VERB
bracis-33638	128	15	or	or	CCONJ
bracis-33638	128	16	underestimate	underestimate	VERB
bracis-33638	128	17	the	the	DET
bracis-33638	128	18	actual	actual	ADJ
bracis-33638	128	19	values	value	NOUN
bracis-33638	128	20	.	.	PUNCT
bracis-33638	129	1	it	it	PRON
bracis-33638	129	2	indicates	indicate	VERB
bracis-33638	129	3	the	the	DET
bracis-33638	129	4	direction	direction	NOUN
bracis-33638	129	5	and	and	CCONJ
bracis-33638	129	6	magnitude	magnitude	NOUN
bracis-33638	129	7	of	of	ADP
bracis-33638	129	8	the	the	DET
bracis-33638	129	9	forecast	forecast	NOUN
bracis-33638	129	10	errors	error	NOUN
bracis-33638	129	11	.	.	PUNCT
bracis-33638	130	1	a	a	DET
bracis-33638	130	2	positive	positive	ADJ
bracis-33638	130	3	bias	bias	NOUN
bracis-33638	130	4	implies	imply	VERB
bracis-33638	130	5	that	that	SCONJ
bracis-33638	130	6	the	the	DET
bracis-33638	130	7	forecasts	forecast	NOUN
bracis-33638	130	8	are	be	AUX
bracis-33638	130	9	consistently	consistently	ADV
bracis-33638	130	10	higher	high	ADJ
bracis-33638	130	11	than	than	ADP
bracis-33638	130	12	the	the	DET
bracis-33638	130	13	actual	actual	ADJ
bracis-33638	130	14	outcomes	outcome	NOUN
bracis-33638	130	15	,	,	PUNCT
bracis-33638	130	16	while	while	SCONJ
bracis-33638	130	17	a	a	DET
bracis-33638	130	18	negative	negative	ADJ
bracis-33638	130	19	bias	bias	NOUN
bracis-33638	130	20	indicates	indicate	VERB
bracis-33638	130	21	that	that	SCONJ
bracis-33638	130	22	the	the	DET
bracis-33638	130	23	forecasts	forecast	NOUN
bracis-33638	130	24	consistently	consistently	ADV
bracis-33638	130	25	fall	fall	VERB
bracis-33638	130	26	below	below	ADP
bracis-33638	130	27	the	the	DET
bracis-33638	130	28	actual	actual	ADJ
bracis-33638	130	29	values	value	NOUN
bracis-33638	130	30	.	.	PUNCT
bracis-33638	131	1	bias	bias	NOUN
bracis-33638	131	2	equation	equation	NOUN
bracis-33638	131	3	can	can	AUX
bracis-33638	131	4	be	be	AUX
bracis-33638	131	5	seen	see	VERB
bracis-33638	131	6	as	as	SCONJ
bracis-33638	131	7	follows	follow	VERB
bracis-33638	131	8	:	:	PUNCT
bracis-33638	132	1	$	$	SYM
bracis-33638	132	2	$	$	SYM
bracis-33638	132	3	\begin{aligned	\begin{aligne	VERB
bracis-33638	132	4	}	}	PUNCT
bracis-33638	132	5	\text	\text	ADP
bracis-33638	132	6	{	{	PUNCT
bracis-33638	132	7	bias	bias	NOUN
bracis-33638	132	8	}	}	PUNCT
bracis-33638	132	9	=	=	SYM
bracis-33638	132	10	\frac{1}{n	\frac{1}{n	NOUN
bracis-33638	132	11	}	}	PUNCT
bracis-33638	132	12	\sum	\sum	NOUN
bracis-33638	132	13	_	_	PUNCT
bracis-33638	132	14	{	{	PUNCT
bracis-33638	132	15	t=1}^{n	t=1}^{n	NOUN
bracis-33638	132	16	}	}	PUNCT
bracis-33638	132	17	(	(	PUNCT
bracis-33638	132	18	f_t	f_t	NOUN
bracis-33638	132	19	a_t	a_t	NUM
bracis-33638	132	20	)	)	PUNCT
bracis-33638	132	21	,	,	PUNCT
bracis-33638	132	22	\end{aligned}$$	\end{aligned}$$	X
bracis-33638	132	23	(	(	PUNCT
bracis-33638	132	24	1	1	NUM
bracis-33638	132	25	)	)	PUNCT
bracis-33638	132	26	where	where	SCONJ
bracis-33638	132	27	,	,	PUNCT
bracis-33638	132	28	n	n	PRON
bracis-33638	132	29	is	be	AUX
bracis-33638	132	30	the	the	DET
bracis-33638	132	31	number	number	NOUN
bracis-33638	132	32	of	of	ADP
bracis-33638	132	33	observations	observation	NOUN
bracis-33638	132	34	,	,	PUNCT
bracis-33638	132	35	\(f_{t}\	\(f_{t}\	NUM
bracis-33638	132	36	)	)	PUNCT
bracis-33638	132	37	is	be	AUX
bracis-33638	132	38	the	the	DET
bracis-33638	132	39	forecasted	forecast	VERB
bracis-33638	132	40	value	value	NOUN
bracis-33638	132	41	at	at	ADP
bracis-33638	132	42	time	time	NOUN
bracis-33638	132	43	t	t	PROPN
bracis-33638	132	44	,	,	PUNCT
bracis-33638	132	45	and	and	CCONJ
bracis-33638	132	46	\(a_{t}\	\(a_{t}\	NOUN
bracis-33638	132	47	)	)	PUNCT
bracis-33638	132	48	is	be	AUX
bracis-33638	132	49	the	the	DET
bracis-33638	132	50	actual	actual	ADJ
bracis-33638	132	51	observed	observe	VERB
bracis-33638	132	52	value	value	NOUN
bracis-33638	132	53	at	at	ADP
bracis-33638	132	54	time	time	NOUN
bracis-33638	133	1	t.	t.	PROPN
bracis-33638	133	2	it	it	PRON
bracis-33638	133	3	is	be	AUX
bracis-33638	133	4	important	important	ADJ
bracis-33638	133	5	to	to	PART
bracis-33638	133	6	note	note	VERB
bracis-33638	133	7	that	that	SCONJ
bracis-33638	133	8	a	a	DET
bracis-33638	133	9	perfect	perfect	ADJ
bracis-33638	133	10	forecast	forecast	NOUN
bracis-33638	133	11	would	would	AUX
bracis-33638	133	12	have	have	VERB
bracis-33638	133	13	a	a	DET
bracis-33638	133	14	bias	bias	NOUN
bracis-33638	133	15	equal	equal	ADJ
bracis-33638	133	16	to	to	ADP
bracis-33638	133	17	zero	zero	NUM
bracis-33638	133	18	,	,	PUNCT
bracis-33638	133	19	indicating	indicate	VERB
bracis-33638	133	20	that	that	SCONJ
bracis-33638	133	21	,	,	PUNCT
bracis-33638	133	22	on	on	ADP
bracis-33638	133	23	average	average	ADJ
bracis-33638	133	24	,	,	PUNCT
bracis-33638	133	25	the	the	DET
bracis-33638	133	26	forecasts	forecast	NOUN
bracis-33638	133	27	are	be	AUX
bracis-33638	133	28	accurate	accurate	ADJ
bracis-33638	133	29	.	.	PUNCT
bracis-33638	134	1	nrmse	nrmse	PROPN
bracis-33638	134	2	.	.	PUNCT
bracis-33638	135	1	normalized	normalize	VERB
bracis-33638	135	2	root	root	NOUN
bracis-33638	135	3	mean	mean	VERB
bracis-33638	135	4	squared	square	VERB
bracis-33638	135	5	error	error	NOUN
bracis-33638	135	6	,	,	PUNCT
bracis-33638	135	7	is	be	AUX
bracis-33638	135	8	a	a	DET
bracis-33638	135	9	metric	metric	ADJ
bracis-33638	135	10	used	use	VERB
bracis-33638	135	11	to	to	PART
bracis-33638	135	12	assess	assess	VERB
bracis-33638	135	13	the	the	DET
bracis-33638	135	14	accuracy	accuracy	NOUN
bracis-33638	135	15	of	of	ADP
bracis-33638	135	16	forecasting	forecasting	NOUN
bracis-33638	135	17	models	model	NOUN
bracis-33638	135	18	.	.	PUNCT
bracis-33638	136	1	it	it	PRON
bracis-33638	136	2	is	be	AUX
bracis-33638	136	3	a	a	DET
bracis-33638	136	4	normalized	normalized	ADJ
bracis-33638	136	5	version	version	NOUN
bracis-33638	136	6	of	of	ADP
bracis-33638	136	7	the	the	DET
bracis-33638	136	8	root	root	NOUN
bracis-33638	136	9	mean	mean	VERB
bracis-33638	136	10	squared	square	VERB
bracis-33638	136	11	error	error	NOUN
bracis-33638	136	12	(	(	PUNCT
bracis-33638	136	13	rmse	rmse	NOUN
bracis-33638	136	14	)	)	PUNCT
bracis-33638	136	15	,	,	PUNCT
bracis-33638	136	16	which	which	PRON
bracis-33638	136	17	measures	measure	VERB
bracis-33638	136	18	the	the	DET
bracis-33638	136	19	square	square	ADJ
bracis-33638	136	20	root	root	NOUN
bracis-33638	136	21	of	of	ADP
bracis-33638	136	22	the	the	DET
bracis-33638	136	23	average	average	ADJ
bracis-33638	136	24	squared	square	VERB
bracis-33638	136	25	differences	difference	NOUN
bracis-33638	136	26	between	between	ADP
bracis-33638	136	27	forecasted	forecast	VERB
bracis-33638	136	28	and	and	CCONJ
bracis-33638	136	29	actual	actual	ADJ
bracis-33638	136	30	values	value	NOUN
bracis-33638	136	31	.	.	PUNCT
bracis-33638	137	1	normalization	normalization	NOUN
bracis-33638	137	2	is	be	AUX
bracis-33638	137	3	applied	apply	VERB
bracis-33638	137	4	to	to	ADP
bracis-33638	137	5	the	the	DET
bracis-33638	137	6	error	error	NOUN
bracis-33638	137	7	by	by	ADP
bracis-33638	137	8	dividing	divide	VERB
bracis-33638	137	9	it	it	PRON
bracis-33638	137	10	by	by	ADP
bracis-33638	137	11	the	the	DET
bracis-33638	137	12	larger	large	ADJ
bracis-33638	137	13	value	value	NOUN
bracis-33638	137	14	of	of	ADP
bracis-33638	137	15	a	a	DET
bracis-33638	137	16	reservation	reservation	NOUN
bracis-33638	137	17	,	,	PUNCT
bracis-33638	137	18	making	make	VERB
bracis-33638	137	19	it	it	PRON
bracis-33638	137	20	a	a	DET
bracis-33638	137	21	relative	relative	ADJ
bracis-33638	137	22	measure	measure	NOUN
bracis-33638	137	23	.	.	PUNCT
bracis-33638	138	1	the	the	DET
bracis-33638	138	2	nrmse	nrmse	ADJ
bracis-33638	138	3	formula	formula	NOUN
bracis-33638	138	4	is	be	AUX
bracis-33638	138	5	as	as	SCONJ
bracis-33638	138	6	follows	follow	VERB
bracis-33638	138	7	:	:	PUNCT
bracis-33638	138	8	$	$	SYM
bracis-33638	138	9	$	$	SYM
bracis-33638	138	10	\begin{aligned	\begin{aligne	VERB
bracis-33638	138	11	}	}	PUNCT
bracis-33638	138	12	\text	\text	ADV
bracis-33638	138	13	{	{	PUNCT
bracis-33638	138	14	nrmse	nrmse	NOUN
bracis-33638	138	15	}	}	PUNCT
bracis-33638	138	16	=	=	PUNCT
bracis-33638	139	1	\sqrt{\frac{1}{n}\sum	\sqrt{\frac{1}{n}\sum	VERB
bracis-33638	139	2	_	_	PRON
bracis-33638	139	3	{	{	PUNCT
bracis-33638	139	4	t=1}^{n}\left	t=1}^{n}\left	PROPN
bracis-33638	139	5	(	(	PUNCT
bracis-33638	139	6	\frac{f_t	\frac{f_t	PROPN
bracis-33638	139	7	a_t}{\max	a_t}{\max	PROPN
bracis-33638	139	8	(	(	PUNCT
bracis-33638	139	9	a_t)}\right	a_t)}\right	NUM
bracis-33638	139	10	)	)	PUNCT
bracis-33638	139	11	^2	^2	ADP
bracis-33638	139	12	}	}	PUNCT
bracis-33638	139	13	\times	\times	ADP
bracis-33638	139	14	100	100	NUM
bracis-33638	139	15	,	,	PUNCT
bracis-33638	139	16	\end{aligned}$$	\end{aligned}$$	X
bracis-33638	139	17	(	(	PUNCT
bracis-33638	139	18	2	2	NUM
bracis-33638	139	19	)	)	PUNCT
bracis-33638	139	20	a	a	DET
bracis-33638	139	21	lower	low	ADJ
bracis-33638	139	22	nrmse	nrmse	NOUN
bracis-33638	139	23	indicates	indicate	VERB
bracis-33638	139	24	better	well	ADJ
bracis-33638	139	25	model	model	NOUN
bracis-33638	139	26	accuracy	accuracy	NOUN
bracis-33638	139	27	.	.	PUNCT
bracis-33638	140	1	nrmape	nrmape	NOUN
bracis-33638	140	2	.	.	PUNCT
bracis-33638	141	1	normalized	normalize	VERB
bracis-33638	141	2	root	root	NOUN
bracis-33638	141	3	mean	mean	VERB
bracis-33638	141	4	absolute	absolute	ADJ
bracis-33638	141	5	percentage	percentage	NOUN
bracis-33638	141	6	error	error	NOUN
bracis-33638	141	7	,	,	PUNCT
bracis-33638	141	8	is	be	AUX
bracis-33638	141	9	a	a	DET
bracis-33638	141	10	metric	metric	ADJ
bracis-33638	141	11	used	use	VERB
bracis-33638	141	12	to	to	PART
bracis-33638	141	13	evaluate	evaluate	VERB
bracis-33638	141	14	the	the	DET
bracis-33638	141	15	accuracy	accuracy	NOUN
bracis-33638	141	16	of	of	ADP
bracis-33638	141	17	predictive	predictive	ADJ
bracis-33638	141	18	models	model	NOUN
bracis-33638	141	19	,	,	PUNCT
bracis-33638	141	20	particularly	particularly	ADV
bracis-33638	141	21	in	in	ADP
bracis-33638	141	22	time	time	NOUN
bracis-33638	141	23	series	series	PROPN
bracis-33638	141	24	forecasting	forecasting	NOUN
bracis-33638	141	25	and	and	CCONJ
bracis-33638	141	26	regression	regression	VERB
bracis-33638	141	27	analysis	analysis	NOUN
bracis-33638	141	28	.	.	PUNCT
bracis-33638	142	1	it	it	PRON
bracis-33638	142	2	combines	combine	VERB
bracis-33638	142	3	elements	element	NOUN
bracis-33638	142	4	of	of	ADP
bracis-33638	142	5	both	both	CCONJ
bracis-33638	142	6	the	the	DET
bracis-33638	142	7	mean	mean	ADJ
bracis-33638	142	8	absolute	absolute	ADJ
bracis-33638	142	9	percentage	percentage	NOUN
bracis-33638	142	10	error	error	NOUN
bracis-33638	142	11	(	(	PUNCT
bracis-33638	142	12	mape	mape	NOUN
bracis-33638	142	13	)	)	PUNCT
bracis-33638	142	14	and	and	CCONJ
bracis-33638	142	15	the	the	DET
bracis-33638	142	16	root	root	NOUN
bracis-33638	142	17	mean	mean	VERB
bracis-33638	142	18	squared	square	VERB
bracis-33638	142	19	error	error	NOUN
bracis-33638	142	20	(	(	PUNCT
bracis-33638	142	21	rmse	rmse	NOUN
bracis-33638	142	22	)	)	PUNCT
bracis-33638	142	23	,	,	PUNCT
bracis-33638	142	24	and	and	CCONJ
bracis-33638	142	25	it	it	PRON
bracis-33638	142	26	is	be	AUX
bracis-33638	142	27	normalized	normalize	VERB
bracis-33638	142	28	to	to	PART
bracis-33638	142	29	provide	provide	VERB
bracis-33638	142	30	a	a	DET
bracis-33638	142	31	scale	scale	NOUN
bracis-33638	142	32	-	-	PUNCT
bracis-33638	142	33	independent	independent	ADJ
bracis-33638	142	34	measure	measure	NOUN
bracis-33638	142	35	of	of	ADP
bracis-33638	142	36	error	error	NOUN
bracis-33638	142	37	.	.	PUNCT
bracis-33638	143	1	$	$	SYM
bracis-33638	143	2	$	$	SYM
bracis-33638	143	3	\begin{aligned	\begin{aligne	VERB
bracis-33638	143	4	}	}	PUNCT
bracis-33638	143	5	\text	\text	ADP
bracis-33638	143	6	{	{	PUNCT
bracis-33638	143	7	nrmape	nrmape	NOUN
bracis-33638	143	8	}	}	PUNCT
bracis-33638	143	9	=	=	SYM
bracis-33638	143	10	\sqrt{\frac{1}{n	\sqrt{\frac{1}{n	NOUN
bracis-33638	143	11	}	}	PUNCT
bracis-33638	143	12	\sum	\sum	NOUN
bracis-33638	143	13	_	_	PUNCT
bracis-33638	143	14	{	{	PUNCT
bracis-33638	143	15	i=1}^{n	i=1}^{n	ADJ
bracis-33638	143	16	}	}	PUNCT
bracis-33638	143	17	\left|	\left|	NOUN
bracis-33638	143	18	\frac{f_t	\frac{f_t	PROPN
bracis-33638	143	19	a_t}{\max	a_t}{\max	PROPN
bracis-33638	143	20	(	(	PUNCT
bracis-33638	143	21	a_t)}\right|	a_t)}\right|	NOUN
bracis-33638	143	22	}	}	PUNCT
bracis-33638	143	23	\times	\time	VERB
bracis-33638	143	24	100	100	NUM
bracis-33638	143	25	.	.	PUNCT
bracis-33638	144	1	\end{aligned}$$	\end{aligned}$$	X
bracis-33638	144	2	(	(	PUNCT
bracis-33638	144	3	3	3	X
bracis-33638	144	4	)	)	PUNCT
bracis-33638	144	5	a	a	DET
bracis-33638	144	6	lower	low	ADJ
bracis-33638	144	7	nrmape	nrmape	NOUN
bracis-33638	144	8	indicates	indicate	VERB
bracis-33638	144	9	better	well	ADJ
bracis-33638	144	10	model	model	NOUN
bracis-33638	144	11	accuracy	accuracy	NOUN
bracis-33638	144	12	.	.	PUNCT
bracis-33638	145	1	\(r^{2}\	\(r^{2}\	NOUN
bracis-33638	145	2	)	)	PUNCT
bracis-33638	145	3	the	the	DET
bracis-33638	145	4	coefficient	coefficient	NOUN
bracis-33638	145	5	of	of	ADP
bracis-33638	145	6	determination	determination	NOUN
bracis-33638	145	7	,	,	PUNCT
bracis-33638	145	8	is	be	AUX
bracis-33638	145	9	a	a	DET
bracis-33638	145	10	metric	metric	ADJ
bracis-33638	145	11	used	use	VERB
bracis-33638	145	12	to	to	PART
bracis-33638	145	13	assess	assess	VERB
bracis-33638	145	14	the	the	DET
bracis-33638	145	15	goodness	goodness	NOUN
bracis-33638	145	16	-	-	PUNCT
bracis-33638	145	17	of	of	ADP
bracis-33638	145	18	-	-	PUNCT
bracis-33638	145	19	fit	fit	NOUN
bracis-33638	145	20	of	of	ADP
bracis-33638	145	21	a	a	DET
bracis-33638	145	22	forecasting	forecasting	NOUN
bracis-33638	145	23	model	model	NOUN
bracis-33638	145	24	.	.	PUNCT
bracis-33638	146	1	it	it	PRON
bracis-33638	146	2	represents	represent	VERB
bracis-33638	146	3	the	the	DET
bracis-33638	146	4	proportion	proportion	NOUN
bracis-33638	146	5	of	of	ADP
bracis-33638	146	6	the	the	DET
bracis-33638	146	7	variance	variance	NOUN
bracis-33638	146	8	in	in	ADP
bracis-33638	146	9	the	the	DET
bracis-33638	146	10	dependent	dependent	ADJ
bracis-33638	146	11	variable	variable	NOUN
bracis-33638	146	12	(	(	PUNCT
bracis-33638	146	13	actual	actual	ADJ
bracis-33638	146	14	values	value	NOUN
bracis-33638	146	15	)	)	PUNCT
bracis-33638	146	16	that	that	PRON
bracis-33638	146	17	is	be	AUX
bracis-33638	146	18	explained	explain	VERB
bracis-33638	146	19	by	by	ADP
bracis-33638	146	20	the	the	DET
bracis-33638	146	21	independent	independent	ADJ
bracis-33638	146	22	variable	variable	NOUN
bracis-33638	146	23	(	(	PUNCT
bracis-33638	146	24	forecasted	forecast	VERB
bracis-33638	146	25	values	value	NOUN
bracis-33638	146	26	)	)	PUNCT
bracis-33638	146	27	.	.	PUNCT
bracis-33638	147	1	\(r^{2}\	\(r^{2}\	NOUN
bracis-33638	147	2	)	)	PUNCT
bracis-33638	147	3	values	value	NOUN
bracis-33638	147	4	range	range	VERB
bracis-33638	147	5	from	from	ADP
bracis-33638	147	6	0	0	NUM
bracis-33638	147	7	to	to	ADP
bracis-33638	147	8	1	1	NUM
bracis-33638	147	9	,	,	PUNCT
bracis-33638	147	10	with	with	ADP
bracis-33638	147	11	1	1	NUM
bracis-33638	147	12	indicating	indicate	VERB
bracis-33638	147	13	a	a	DET
bracis-33638	147	14	perfect	perfect	ADJ
bracis-33638	147	15	fit	fit	NOUN
bracis-33638	147	16	where	where	SCONJ
bracis-33638	147	17	all	all	DET
bracis-33638	147	18	variability	variability	NOUN
bracis-33638	147	19	in	in	ADP
bracis-33638	147	20	the	the	DET
bracis-33638	147	21	dependent	dependent	ADJ
bracis-33638	147	22	variable	variable	NOUN
bracis-33638	147	23	is	be	AUX
bracis-33638	147	24	explained	explain	VERB
bracis-33638	147	25	by	by	ADP
bracis-33638	147	26	the	the	DET
bracis-33638	147	27	model	model	NOUN
bracis-33638	147	28	.	.	PUNCT
bracis-33638	148	1	the	the	DET
bracis-33638	148	2	\(r^{2}\	\(r^{2}\	ADJ
bracis-33638	148	3	)	)	PUNCT
bracis-33638	148	4	formula	formula	NOUN
bracis-33638	148	5	is	be	AUX
bracis-33638	148	6	given	give	VERB
bracis-33638	148	7	by	by	ADP
bracis-33638	148	8	:	:	PUNCT
bracis-33638	148	9	$	$	SYM
bracis-33638	148	10	$	$	SYM
bracis-33638	148	11	\begin{aligned	\begin{aligne	VERB
bracis-33638	148	12	}	}	PUNCT
bracis-33638	148	13	r^2	r^2	X
bracis-33638	148	14	=	=	SYM
bracis-33638	148	15	1	1	NUM
bracis-33638	148	16	\frac{\sum	\frac{\sum	VERB
bracis-33638	148	17	_	_	PUNCT
bracis-33638	148	18	{	{	PUNCT
bracis-33638	148	19	t=1}^{n}(a_t	t=1}^{n}(a_t	ADJ
bracis-33638	148	20	f_t)^2}{\sum	f_t)^2}{\sum	PROPN
bracis-33638	149	1	_	_	PUNCT
bracis-33638	149	2	{	{	PUNCT
bracis-33638	149	3	t=1}^{n}(a_t	t=1}^{n}(a_t	ADJ
bracis-33638	149	4	\bar{a})^2	\bar{a})^2	PROPN
bracis-33638	149	5	}	}	PUNCT
bracis-33638	149	6	,	,	PUNCT
bracis-33638	149	7	\end{aligned}$$	\end{aligned}$$	X
bracis-33638	149	8	(	(	PUNCT
bracis-33638	149	9	4	4	NUM
bracis-33638	149	10	)	)	PUNCT
bracis-33638	149	11	where	where	SCONJ
bracis-33638	149	12	,	,	PUNCT
bracis-33638	149	13	\(\overline{a}\	\(\overline{a}\	PROPN
bracis-33638	149	14	)	)	PUNCT
bracis-33638	149	15	is	be	AUX
bracis-33638	149	16	the	the	DET
bracis-33638	149	17	mean	mean	NOUN
bracis-33638	149	18	of	of	ADP
bracis-33638	149	19	the	the	DET
bracis-33638	149	20	actual	actual	ADJ
bracis-33638	149	21	values	value	NOUN
bracis-33638	149	22	.	.	PUNCT
bracis-33638	150	1	mae	mae	PROPN
bracis-33638	150	2	.	.	PROPN
bracis-33638	150	3	mean	mean	PROPN
bracis-33638	150	4	absolute	absolute	ADJ
bracis-33638	150	5	error	error	NOUN
bracis-33638	150	6	,	,	PUNCT
bracis-33638	150	7	is	be	AUX
bracis-33638	150	8	a	a	DET
bracis-33638	150	9	metric	metric	ADJ
bracis-33638	150	10	used	use	VERB
bracis-33638	150	11	to	to	PART
bracis-33638	150	12	measure	measure	VERB
bracis-33638	150	13	the	the	DET
bracis-33638	150	14	average	average	ADJ
bracis-33638	150	15	magnitude	magnitude	NOUN
bracis-33638	150	16	of	of	ADP
bracis-33638	150	17	errors	error	NOUN
bracis-33638	150	18	in	in	ADP
bracis-33638	150	19	a	a	DET
bracis-33638	150	20	set	set	NOUN
bracis-33638	150	21	of	of	ADP
bracis-33638	150	22	predictions	prediction	NOUN
bracis-33638	150	23	,	,	PUNCT
bracis-33638	150	24	without	without	ADP
bracis-33638	150	25	considering	consider	VERB
bracis-33638	150	26	their	their	PRON
bracis-33638	150	27	direction	direction	NOUN
bracis-33638	150	28	.	.	PUNCT
bracis-33638	151	1	it	it	PRON
bracis-33638	151	2	is	be	AUX
bracis-33638	151	3	the	the	DET
bracis-33638	151	4	average	average	NOUN
bracis-33638	151	5	over	over	ADP
bracis-33638	151	6	the	the	DET
bracis-33638	151	7	test	test	NOUN
bracis-33638	151	8	sample	sample	NOUN
bracis-33638	151	9	of	of	ADP
bracis-33638	151	10	the	the	DET
bracis-33638	151	11	absolute	absolute	ADJ
bracis-33638	151	12	differences	difference	NOUN
bracis-33638	151	13	between	between	ADP
bracis-33638	151	14	predicted	predict	VERB
bracis-33638	151	15	values	value	NOUN
bracis-33638	151	16	and	and	CCONJ
bracis-33638	151	17	observed	observe	VERB
bracis-33638	151	18	actual	actual	ADJ
bracis-33638	151	19	values	value	NOUN
bracis-33638	151	20	.	.	PUNCT
bracis-33638	152	1	the	the	DET
bracis-33638	152	2	mae	mae	PROPN
bracis-33638	152	3	is	be	AUX
bracis-33638	152	4	a	a	DET
bracis-33638	152	5	linear	linear	ADJ
bracis-33638	152	6	score	score	NOUN
bracis-33638	152	7	,	,	PUNCT
bracis-33638	152	8	meaning	mean	VERB
bracis-33638	152	9	that	that	SCONJ
bracis-33638	152	10	all	all	DET
bracis-33638	152	11	individual	individual	ADJ
bracis-33638	152	12	differences	difference	NOUN
bracis-33638	152	13	are	be	AUX
bracis-33638	152	14	weighted	weight	VERB
bracis-33638	152	15	equally	equally	ADV
bracis-33638	152	16	in	in	ADP
bracis-33638	152	17	the	the	DET
bracis-33638	152	18	average	average	NOUN
bracis-33638	152	19	.	.	PUNCT
bracis-33638	153	1	we	we	PRON
bracis-33638	153	2	included	include	VERB
bracis-33638	153	3	this	this	DET
bracis-33638	153	4	metric	metric	NOUN
bracis-33638	153	5	to	to	PART
bracis-33638	153	6	show	show	VERB
bracis-33638	153	7	a	a	DET
bracis-33638	153	8	perspective	perspective	NOUN
bracis-33638	153	9	at	at	ADP
bracis-33638	153	10	the	the	DET
bracis-33638	153	11	same	same	ADJ
bracis-33638	153	12	scale	scale	NOUN
bracis-33638	153	13	of	of	ADP
bracis-33638	153	14	the	the	DET
bracis-33638	153	15	reservation	reservation	NOUN
bracis-33638	153	16	fee	fee	NOUN
bracis-33638	153	17	values	value	NOUN
bracis-33638	153	18	.	.	PUNCT
bracis-33638	154	1	the	the	DET
bracis-33638	154	2	mae	mae	PROPN
bracis-33638	154	3	formula	formula	NOUN
bracis-33638	154	4	is	be	AUX
bracis-33638	154	5	as	as	SCONJ
bracis-33638	154	6	follows	follow	VERB
bracis-33638	154	7	:	:	PUNCT
bracis-33638	154	8	$	$	SYM
bracis-33638	154	9	$	$	SYM
bracis-33638	154	10	\begin{aligned	\begin{aligne	VERB
bracis-33638	154	11	}	}	PUNCT
bracis-33638	154	12	\text	\text	ADP
bracis-33638	154	13	{	{	PUNCT
bracis-33638	154	14	mae	mae	PROPN
bracis-33638	154	15	}	}	PUNCT
bracis-33638	154	16	=	=	SYM
bracis-33638	154	17	\frac{1}{n	\frac{1}{n	NOUN
bracis-33638	154	18	}	}	PUNCT
bracis-33638	154	19	\sum	\sum	NOUN
bracis-33638	154	20	_	_	PUNCT
bracis-33638	154	21	{	{	PUNCT
bracis-33638	154	22	t=1}^{n	t=1}^{n	NOUN
bracis-33638	154	23	}	}	PUNCT
bracis-33638	154	24	|f_t	|f_t	PROPN
bracis-33638	154	25	a_t|	a_t|	PROPN
bracis-33638	154	26	,	,	PUNCT
bracis-33638	154	27	\end{aligned}$$	\end{aligned}$$	X
bracis-33638	154	28	(	(	PUNCT
bracis-33638	154	29	5	5	NUM
bracis-33638	154	30	)	)	PUNCT
bracis-33638	154	31	a	a	DET
bracis-33638	154	32	lower	low	ADJ
bracis-33638	154	33	mae	mae	PROPN
bracis-33638	154	34	indicates	indicate	VERB
bracis-33638	154	35	a	a	DET
bracis-33638	154	36	model	model	NOUN
bracis-33638	154	37	with	with	ADP
bracis-33638	154	38	better	well	ADJ
bracis-33638	154	39	predictive	predictive	ADJ
bracis-33638	154	40	accuracy	accuracy	NOUN
bracis-33638	154	41	.	.	PUNCT
bracis-33638	155	1	4	4	NUM
bracis-33638	155	2	results	result	NOUN
bracis-33638	155	3	and	and	CCONJ
bracis-33638	155	4	 	 	SPACE
bracis-33638	155	5	discussion	discussion	NOUN
bracis-33638	155	6	table	table	NOUN
bracis-33638	155	7	 	 	SPACE
bracis-33638	155	8	4	4	NUM
bracis-33638	155	9	presents	present	VERB
bracis-33638	155	10	the	the	DET
bracis-33638	155	11	accuracy	accuracy	NOUN
bracis-33638	155	12	rates	rate	NOUN
bracis-33638	155	13	achieved	achieve	VERB
bracis-33638	155	14	by	by	ADP
bracis-33638	155	15	each	each	DET
bracis-33638	155	16	model	model	NOUN
bracis-33638	155	17	regarding	regard	VERB
bracis-33638	155	18	bias	bias	NOUN
bracis-33638	155	19	,	,	PUNCT
bracis-33638	155	20	nrmse	nrmse	NOUN
bracis-33638	155	21	,	,	PUNCT
bracis-33638	155	22	nrmape	nrmape	NOUN
bracis-33638	155	23	,	,	PUNCT
bracis-33638	155	24	\(r^{2}\	\(r^{2}\	NOUN
bracis-33638	155	25	)	)	PUNCT
bracis-33638	155	26	and	and	CCONJ
bracis-33638	155	27	mae	mae	PROPN
bracis-33638	155	28	.	.	PROPN
bracis-33638	156	1	bold	bold	ADJ
bracis-33638	156	2	values	value	NOUN
bracis-33638	156	3	mean	mean	VERB
bracis-33638	156	4	the	the	DET
bracis-33638	156	5	best	good	ADJ
bracis-33638	156	6	value	value	NOUN
bracis-33638	156	7	achieved	achieve	VERB
bracis-33638	156	8	in	in	ADP
bracis-33638	156	9	the	the	DET
bracis-33638	156	10	given	give	VERB
bracis-33638	156	11	metric	metric	NOUN
bracis-33638	156	12	in	in	ADP
bracis-33638	156	13	an	an	DET
bracis-33638	156	14	absolute	absolute	ADJ
bracis-33638	156	15	sense	sense	NOUN
bracis-33638	156	16	.	.	PUNCT
bracis-33638	157	1	as	as	SCONJ
bracis-33638	157	2	it	it	PRON
bracis-33638	157	3	can	can	AUX
bracis-33638	157	4	be	be	AUX
bracis-33638	157	5	seen	see	VERB
bracis-33638	157	6	,	,	PUNCT
bracis-33638	157	7	lr	lr	PROPN
bracis-33638	157	8	reached	reach	VERB
bracis-33638	157	9	the	the	DET
bracis-33638	157	10	best	good	ADJ
bracis-33638	157	11	value	value	NOUN
bracis-33638	157	12	for	for	ADP
bracis-33638	157	13	bias	bias	NOUN
bracis-33638	157	14	.	.	PUNCT
bracis-33638	158	1	for	for	ADP
bracis-33638	158	2	nrmse	nrmse	NOUN
bracis-33638	158	3	,	,	PUNCT
bracis-33638	158	4	nrmape	nrmape	NOUN
bracis-33638	158	5	,	,	PUNCT
bracis-33638	158	6	\(r^{2}\	\(r^{2}\	NOUN
bracis-33638	158	7	)	)	PUNCT
bracis-33638	158	8	and	and	CCONJ
bracis-33638	158	9	mae	mae	PROPN
bracis-33638	158	10	,	,	PUNCT
bracis-33638	158	11	gb	gb	PRON
bracis-33638	158	12	was	be	AUX
bracis-33638	158	13	the	the	DET
bracis-33638	158	14	best	good	ADJ
bracis-33638	158	15	algorithm	algorithm	NOUN
bracis-33638	158	16	,	,	PUNCT
bracis-33638	158	17	achieving	achieve	VERB
bracis-33638	158	18	6.94	6.94	NUM
bracis-33638	158	19	,	,	PUNCT
bracis-33638	158	20	3.9629	3.9629	NUM
bracis-33638	158	21	,	,	PUNCT
bracis-33638	158	22	0.4778	0.4778	NUM
bracis-33638	158	23	and	and	CCONJ
bracis-33638	158	24	31.26	31.26	NUM
bracis-33638	158	25	,	,	PUNCT
bracis-33638	158	26	respectively	respectively	ADV
bracis-33638	158	27	.	.	PUNCT
bracis-33638	158	28	table	table	NOUN
bracis-33638	158	29	4	4	NUM
bracis-33638	158	30	.	.	PUNCT
bracis-33638	159	1	mean	mean	NOUN
bracis-33638	159	2	of	of	ADP
bracis-33638	159	3	accuracy	accuracy	NOUN
bracis-33638	159	4	rates	rate	NOUN
bracis-33638	159	5	of	of	ADP
bracis-33638	159	6	the	the	DET
bracis-33638	159	7	predictive	predictive	ADJ
bracis-33638	159	8	models.full	models.full	NOUN
bracis-33638	159	9	size	size	NOUN
bracis-33638	159	10	table	table	NOUN
bracis-33638	159	11	furthermore	furthermore	ADV
bracis-33638	159	12	,	,	PUNCT
bracis-33638	159	13	a	a	DET
bracis-33638	159	14	statistical	statistical	ADJ
bracis-33638	159	15	analysis	analysis	NOUN
bracis-33638	159	16	was	be	AUX
bracis-33638	159	17	conducted	conduct	VERB
bracis-33638	159	18	on	on	ADP
bracis-33638	159	19	the	the	DET
bracis-33638	159	20	gathered	gather	VERB
bracis-33638	159	21	data	datum	NOUN
bracis-33638	159	22	to	to	PART
bracis-33638	159	23	ensure	ensure	VERB
bracis-33638	159	24	a	a	DET
bracis-33638	159	25	fair	fair	ADJ
bracis-33638	159	26	assessment	assessment	NOUN
bracis-33638	159	27	of	of	ADP
bracis-33638	159	28	the	the	DET
bracis-33638	159	29	models	model	NOUN
bracis-33638	159	30	’	'	PUNCT
bracis-33638	159	31	performance	performance	NOUN
bracis-33638	159	32	.	.	PUNCT
bracis-33638	160	1	the	the	DET
bracis-33638	160	2	null	null	ADJ
bracis-33638	160	3	hypothesis	hypothesis	NOUN
bracis-33638	160	4	posits	posit	NOUN
bracis-33638	160	5	that	that	SCONJ
bracis-33638	160	6	there	there	PRON
bracis-33638	160	7	is	be	VERB
bracis-33638	160	8	no	no	DET
bracis-33638	160	9	statistical	statistical	ADJ
bracis-33638	160	10	discrepancy	discrepancy	NOUN
bracis-33638	160	11	between	between	ADP
bracis-33638	160	12	the	the	DET
bracis-33638	160	13	average	average	ADJ
bracis-33638	160	14	metrics	metric	NOUN
bracis-33638	160	15	collected	collect	VERB
bracis-33638	160	16	from	from	ADP
bracis-33638	160	17	the	the	DET
bracis-33638	160	18	models	model	NOUN
bracis-33638	160	19	within	within	ADP
bracis-33638	160	20	each	each	DET
bracis-33638	160	21	dataset	dataset	NOUN
bracis-33638	160	22	.	.	PUNCT
bracis-33638	161	1	we	we	PRON
bracis-33638	161	2	opted	opt	VERB
bracis-33638	161	3	to	to	PART
bracis-33638	161	4	employ	employ	VERB
bracis-33638	161	5	the	the	DET
bracis-33638	161	6	non	non	ADJ
bracis-33638	161	7	-	-	ADJ
bracis-33638	161	8	parametric	parametric	ADJ
bracis-33638	161	9	friedman	friedman	PROPN
bracis-33638	161	10	test	test	NOUN
bracis-33638	161	11	with	with	ADP
bracis-33638	161	12	a	a	DET
bracis-33638	161	13	significance	significance	NOUN
bracis-33638	161	14	level	level	NOUN
bracis-33638	161	15	of	of	ADP
bracis-33638	161	16	\(\alpha	\(\alpha	NOUN
bracis-33638	161	17	=	=	SYM
bracis-33638	161	18	0.05\	0.05\	PROPN
bracis-33638	161	19	)	)	PUNCT
bracis-33638	161	20	to	to	PART
bracis-33638	161	21	verify	verify	VERB
bracis-33638	161	22	the	the	DET
bracis-33638	161	23	null	null	ADJ
bracis-33638	161	24	hypothesis	hypothesis	NOUN
bracis-33638	161	25	.	.	PUNCT
bracis-33638	162	1	this	this	DET
bracis-33638	162	2	approach	approach	NOUN
bracis-33638	162	3	yielded	yield	VERB
bracis-33638	162	4	the	the	DET
bracis-33638	162	5	p	p	NOUN
bracis-33638	162	6	-	-	PUNCT
bracis-33638	162	7	values	value	NOUN
bracis-33638	162	8	for	for	ADP
bracis-33638	162	9	each	each	DET
bracis-33638	162	10	metric	metric	NOUN
bracis-33638	162	11	across	across	ADP
bracis-33638	162	12	all	all	DET
bracis-33638	162	13	datasets	dataset	NOUN
bracis-33638	162	14	.	.	PUNCT
bracis-33638	163	1	these	these	DET
bracis-33638	163	2	p	p	NOUN
bracis-33638	163	3	-	-	PUNCT
bracis-33638	163	4	values	value	NOUN
bracis-33638	163	5	were	be	AUX
bracis-33638	163	6	less	less	ADJ
bracis-33638	163	7	than	than	ADP
bracis-33638	163	8	\(\alpha	\(\alpha	PROPN
bracis-33638	163	9	\	\	NOUN
bracis-33638	163	10	)	)	PUNCT
bracis-33638	163	11	,	,	PUNCT
bracis-33638	163	12	indicating	indicate	VERB
bracis-33638	163	13	rejection	rejection	NOUN
bracis-33638	163	14	of	of	ADP
bracis-33638	163	15	the	the	DET
bracis-33638	163	16	null	null	ADJ
bracis-33638	163	17	hypothesis	hypothesis	NOUN
bracis-33638	163	18	across	across	ADP
bracis-33638	163	19	all	all	DET
bracis-33638	163	20	tests	test	NOUN
bracis-33638	163	21	and	and	CCONJ
bracis-33638	163	22	metrics	metric	NOUN
bracis-33638	163	23	.	.	PUNCT
bracis-33638	164	1	this	this	DET
bracis-33638	164	2	rejection	rejection	NOUN
bracis-33638	164	3	signifies	signify	VERB
bracis-33638	164	4	that	that	SCONJ
bracis-33638	164	5	,	,	PUNCT
bracis-33638	164	6	within	within	ADP
bracis-33638	164	7	each	each	DET
bracis-33638	164	8	metric	metric	ADJ
bracis-33638	164	9	and	and	CCONJ
bracis-33638	164	10	dataset	dataset	ADJ
bracis-33638	164	11	,	,	PUNCT
bracis-33638	164	12	at	at	ADP
bracis-33638	164	13	least	least	ADV
bracis-33638	164	14	one	one	NUM
bracis-33638	164	15	model	model	NOUN
bracis-33638	164	16	exhibits	exhibit	VERB
bracis-33638	164	17	statistically	statistically	ADV
bracis-33638	164	18	significant	significant	ADJ
bracis-33638	164	19	differences	difference	NOUN
bracis-33638	164	20	from	from	ADP
bracis-33638	164	21	the	the	DET
bracis-33638	164	22	others	other	NOUN
bracis-33638	164	23	,	,	PUNCT
bracis-33638	164	24	forming	form	VERB
bracis-33638	164	25	distinct	distinct	ADJ
bracis-33638	164	26	result	result	NOUN
bracis-33638	164	27	groups	group	NOUN
bracis-33638	164	28	.	.	PUNCT
bracis-33638	165	1	fig	fig	NOUN
bracis-33638	165	2	.	.	PUNCT
bracis-33638	166	1	1	1	X
bracis-33638	166	2	.	.	X
bracis-33638	166	3	critical	critical	ADJ
bracis-33638	166	4	difference	difference	NOUN
bracis-33638	166	5	diagrams	diagram	NOUN
bracis-33638	166	6	for	for	ADP
bracis-33638	166	7	friedman	friedman	PROPN
bracis-33638	166	8	-	-	PUNCT
bracis-33638	166	9	nemenyi	nemenyi	NOUN
bracis-33638	166	10	statistical	statistical	ADJ
bracis-33638	166	11	test	test	NOUN
bracis-33638	166	12	.	.	PUNCT
bracis-33638	167	1	full	full	ADJ
bracis-33638	167	2	size	size	NOUN
bracis-33638	167	3	image	image	NOUN
bracis-33638	167	4	table	table	NOUN
bracis-33638	167	5	5	5	NUM
bracis-33638	167	6	.	.	X
bracis-33638	167	7	rank	rank	NOUN
bracis-33638	167	8	of	of	ADP
bracis-33638	167	9	algorithms.full	algorithms.full	NOUN
bracis-33638	167	10	size	size	NOUN
bracis-33638	167	11	table	table	NOUN
bracis-33638	167	12	we	we	PRON
bracis-33638	167	13	utilized	utilize	VERB
bracis-33638	167	14	the	the	DET
bracis-33638	167	15	nemenyi	nemenyi	PROPN
bracis-33638	167	16	post	post	X
bracis-33638	167	17	hoc	hoc	X
bracis-33638	167	18	test	test	NOUN
bracis-33638	167	19	to	to	PART
bracis-33638	167	20	identify	identify	VERB
bracis-33638	167	21	statistically	statistically	ADV
bracis-33638	167	22	similar	similar	ADJ
bracis-33638	167	23	result	result	NOUN
bracis-33638	167	24	groups	group	NOUN
bracis-33638	167	25	,	,	PUNCT
bracis-33638	167	26	computed	compute	VERB
bracis-33638	167	27	average	average	ADJ
bracis-33638	167	28	rankings	ranking	NOUN
bracis-33638	167	29	,	,	PUNCT
bracis-33638	167	30	and	and	CCONJ
bracis-33638	167	31	created	create	VERB
bracis-33638	167	32	critical	critical	ADJ
bracis-33638	167	33	difference	difference	NOUN
bracis-33638	167	34	graphs	graph	NOUN
bracis-33638	167	35	,	,	PUNCT
bracis-33638	167	36	depicted	depict	VERB
bracis-33638	167	37	in	in	ADP
bracis-33638	167	38	fig	fig	NOUN
bracis-33638	167	39	.	.	PUNCT
bracis-33638	167	40	 	 	SPACE
bracis-33638	168	1	1	1	X
bracis-33638	168	2	.	.	PUNCT
bracis-33638	169	1	each	each	DET
bracis-33638	169	2	vertical	vertical	ADJ
bracis-33638	169	3	line	line	NOUN
bracis-33638	169	4	in	in	ADP
bracis-33638	169	5	these	these	DET
bracis-33638	169	6	graphs	graph	NOUN
bracis-33638	169	7	represents	represent	VERB
bracis-33638	169	8	a	a	DET
bracis-33638	169	9	tested	test	VERB
bracis-33638	169	10	model	model	NOUN
bracis-33638	169	11	,	,	PUNCT
bracis-33638	169	12	while	while	SCONJ
bracis-33638	169	13	horizontal	horizontal	ADJ
bracis-33638	169	14	bars	bar	NOUN
bracis-33638	169	15	touching	touch	VERB
bracis-33638	169	16	these	these	DET
bracis-33638	169	17	lines	line	NOUN
bracis-33638	169	18	denote	denote	VERB
bracis-33638	169	19	statistical	statistical	ADJ
bracis-33638	169	20	similarity	similarity	NOUN
bracis-33638	169	21	.	.	PUNCT
bracis-33638	170	1	vertical	vertical	ADJ
bracis-33638	170	2	lines	line	NOUN
bracis-33638	170	3	intersected	intersect	VERB
bracis-33638	170	4	by	by	ADP
bracis-33638	170	5	horizontal	horizontal	ADJ
bracis-33638	170	6	bars	bar	NOUN
bracis-33638	170	7	within	within	ADP
bracis-33638	170	8	the	the	DET
bracis-33638	170	9	calculated	calculate	VERB
bracis-33638	170	10	critical	critical	ADJ
bracis-33638	170	11	difference	difference	NOUN
bracis-33638	170	12	(	(	PUNCT
bracis-33638	170	13	cd	cd	NOUN
bracis-33638	170	14	)	)	PUNCT
bracis-33638	170	15	value	value	NOUN
bracis-33638	170	16	denote	denote	NOUN
bracis-33638	170	17	models	model	NOUN
bracis-33638	170	18	that	that	PRON
bracis-33638	170	19	achieved	achieve	VERB
bracis-33638	170	20	statistically	statistically	ADV
bracis-33638	170	21	equivalent	equivalent	ADJ
bracis-33638	170	22	performance	performance	NOUN
bracis-33638	170	23	.	.	PUNCT
bracis-33638	171	1	figure	figure	NOUN
bracis-33638	171	2	 	 	SPACE
bracis-33638	171	3	1	1	NUM
bracis-33638	171	4	(	(	PUNCT
bracis-33638	171	5	top	top	ADV
bracis-33638	171	6	-	-	PUNCT
bracis-33638	171	7	left	left	ADJ
bracis-33638	171	8	)	)	PUNCT
bracis-33638	171	9	shows	show	VERB
bracis-33638	171	10	the	the	DET
bracis-33638	171	11	cd	cd	PROPN
bracis-33638	171	12	diagram	diagram	NOUN
bracis-33638	171	13	for	for	ADP
bracis-33638	171	14	bias	bias	NOUN
bracis-33638	171	15	.	.	PUNCT
bracis-33638	172	1	as	as	SCONJ
bracis-33638	172	2	it	it	PRON
bracis-33638	172	3	can	can	AUX
bracis-33638	172	4	be	be	AUX
bracis-33638	172	5	seen	see	VERB
bracis-33638	172	6	,	,	PUNCT
bracis-33638	172	7	lr	lr	INTJ
bracis-33638	172	8	,	,	PUNCT
bracis-33638	172	9	prophet	prophet	NOUN
bracis-33638	172	10	,	,	PUNCT
bracis-33638	172	11	\(a\_365\	\(a\_365\	ADJ
bracis-33638	172	12	)	)	PUNCT
bracis-33638	172	13	,	,	PUNCT
bracis-33638	172	14	dnn	dnn	PROPN
bracis-33638	172	15	and	and	CCONJ
bracis-33638	172	16	\(a\_180\	\(a\_180\	PROPN
bracis-33638	172	17	)	)	PUNCT
bracis-33638	172	18	reached	reach	VERB
bracis-33638	172	19	the	the	DET
bracis-33638	172	20	first	first	ADJ
bracis-33638	172	21	five	five	NUM
bracis-33638	172	22	positions	position	NOUN
bracis-33638	172	23	,	,	PUNCT
bracis-33638	172	24	respectively	respectively	ADV
bracis-33638	172	25	,	,	PUNCT
bracis-33638	172	26	and	and	CCONJ
bracis-33638	172	27	are	be	AUX
bracis-33638	172	28	statistically	statistically	ADV
bracis-33638	172	29	equivalent	equivalent	ADJ
bracis-33638	172	30	.	.	PUNCT
bracis-33638	173	1	however	however	ADV
bracis-33638	173	2	,	,	PUNCT
bracis-33638	173	3	the	the	DET
bracis-33638	173	4	lr	lr	NOUN
bracis-33638	173	5	was	be	AUX
bracis-33638	173	6	superior	superior	ADJ
bracis-33638	173	7	statistically	statistically	ADV
bracis-33638	173	8	to	to	ADP
bracis-33638	173	9	all	all	DET
bracis-33638	173	10	the	the	DET
bracis-33638	173	11	other	other	ADJ
bracis-33638	173	12	algorithms	algorithm	NOUN
bracis-33638	173	13	.	.	PUNCT
bracis-33638	174	1	figure	figure	NOUN
bracis-33638	174	2	 	 	SPACE
bracis-33638	174	3	1	1	NUM
bracis-33638	174	4	(	(	PUNCT
bracis-33638	174	5	top	top	ADJ
bracis-33638	174	6	-	-	PUNCT
bracis-33638	174	7	right	right	NOUN
bracis-33638	174	8	)	)	PUNCT
bracis-33638	174	9	presents	present	VERB
bracis-33638	174	10	the	the	DET
bracis-33638	174	11	cd	cd	PROPN
bracis-33638	174	12	diagram	diagram	NOUN
bracis-33638	174	13	for	for	ADP
bracis-33638	174	14	nrmape	nrmape	NOUN
bracis-33638	174	15	.	.	PUNCT
bracis-33638	175	1	gb	gb	ADJ
bracis-33638	175	2	,	,	PUNCT
bracis-33638	175	3	rf	rf	PROPN
bracis-33638	175	4	,	,	PUNCT
bracis-33638	175	5	et	et	NOUN
bracis-33638	175	6	,	,	PUNCT
bracis-33638	175	7	\(a\_30\	\(a\_30\	PROPN
bracis-33638	175	8	)	)	PUNCT
bracis-33638	175	9	,	,	PUNCT
bracis-33638	175	10	and	and	CCONJ
bracis-33638	175	11	\(a\_60\	\(a\_60\	PROPN
bracis-33638	175	12	)	)	PUNCT
bracis-33638	175	13	tied	tie	VERB
bracis-33638	175	14	statistically	statistically	ADV
bracis-33638	175	15	as	as	ADP
bracis-33638	175	16	the	the	DET
bracis-33638	175	17	best	good	ADJ
bracis-33638	175	18	models	model	NOUN
bracis-33638	175	19	,	,	PUNCT
bracis-33638	175	20	where	where	SCONJ
bracis-33638	175	21	gb	gb	PRON
bracis-33638	175	22	surpassed	surpass	VERB
bracis-33638	175	23	all	all	DET
bracis-33638	175	24	other	other	ADJ
bracis-33638	175	25	approaches	approach	NOUN
bracis-33638	175	26	.	.	PUNCT
bracis-33638	176	1	gb	gb	PRON
bracis-33638	176	2	also	also	ADV
bracis-33638	176	3	reached	reach	VERB
bracis-33638	176	4	the	the	DET
bracis-33638	176	5	best	good	ADJ
bracis-33638	176	6	value	value	NOUN
bracis-33638	176	7	of	of	ADP
bracis-33638	176	8	nrmse	nrmse	NOUN
bracis-33638	176	9	and	and	CCONJ
bracis-33638	176	10	\(r^{2}\	\(r^{2}\	NOUN
bracis-33638	176	11	)	)	PUNCT
bracis-33638	176	12	,	,	PUNCT
bracis-33638	176	13	fig	fig	NOUN
bracis-33638	176	14	.	.	PUNCT
bracis-33638	176	15	 	 	SPACE
bracis-33638	176	16	1	1	NUM
bracis-33638	176	17	(	(	PUNCT
bracis-33638	176	18	middle	middle	NOUN
bracis-33638	176	19	-	-	PUNCT
bracis-33638	176	20	left	left	ADJ
bracis-33638	176	21	and	and	CCONJ
bracis-33638	176	22	-right	-right	NOUN
bracis-33638	176	23	)	)	PUNCT
bracis-33638	176	24	,	,	PUNCT
bracis-33638	176	25	being	be	AUX
bracis-33638	176	26	statistically	statistically	ADV
bracis-33638	176	27	equivalent	equivalent	ADJ
bracis-33638	176	28	to	to	ADP
bracis-33638	176	29	et	et	NOUN
bracis-33638	176	30	,	,	PUNCT
bracis-33638	176	31	rf	rf	NOUN
bracis-33638	176	32	,	,	PUNCT
bracis-33638	176	33	prophet	prophet	NOUN
bracis-33638	176	34	,	,	PUNCT
bracis-33638	176	35	and	and	CCONJ
bracis-33638	176	36	\(ar\_365\	\(ar\_365\	NOUN
bracis-33638	176	37	)	)	PUNCT
bracis-33638	176	38	.	.	PUNCT
bracis-33638	177	1	gb	gb	PRON
bracis-33638	177	2	overcame	overcome	VERB
bracis-33638	177	3	all	all	DET
bracis-33638	177	4	the	the	DET
bracis-33638	177	5	other	other	ADJ
bracis-33638	177	6	models	model	NOUN
bracis-33638	177	7	in	in	ADP
bracis-33638	177	8	both	both	DET
bracis-33638	177	9	metrics	metric	NOUN
bracis-33638	177	10	.	.	PUNCT
bracis-33638	178	1	gb	gb	PRON
bracis-33638	178	2	also	also	ADV
bracis-33638	178	3	achieved	achieve	VERB
bracis-33638	178	4	the	the	DET
bracis-33638	178	5	best	good	ADJ
bracis-33638	178	6	results	result	NOUN
bracis-33638	178	7	for	for	ADP
bracis-33638	178	8	mae	mae	PROPN
bracis-33638	178	9	,	,	PUNCT
bracis-33638	178	10	being	be	AUX
bracis-33638	178	11	statistically	statistically	ADV
bracis-33638	178	12	equivalent	equivalent	ADJ
bracis-33638	178	13	to	to	ADP
bracis-33638	178	14	rf	rf	VERB
bracis-33638	178	15	,	,	PUNCT
bracis-33638	178	16	et	et	NOUN
bracis-33638	178	17	,	,	PUNCT
bracis-33638	178	18	\(ar\_{30}\	\(ar\_{30}\	NOUN
bracis-33638	178	19	)	)	PUNCT
bracis-33638	178	20	,	,	PUNCT
bracis-33638	178	21	and	and	CCONJ
bracis-33638	178	22	\(ar\_{60}\	\(ar\_{60}\	NOUN
bracis-33638	178	23	)	)	PUNCT
bracis-33638	178	24	.	.	PUNCT
bracis-33638	179	1	to	to	PART
bracis-33638	179	2	complement	complement	VERB
bracis-33638	179	3	the	the	DET
bracis-33638	179	4	results	result	NOUN
bracis-33638	179	5	presented	present	VERB
bracis-33638	179	6	previously	previously	ADV
bracis-33638	179	7	in	in	ADP
bracis-33638	179	8	cd	cd	NOUN
bracis-33638	179	9	diagrams	diagram	NOUN
bracis-33638	179	10	,	,	PUNCT
bracis-33638	179	11	table	table	NOUN
bracis-33638	179	12	 	 	SPACE
bracis-33638	179	13	5	5	NUM
bracis-33638	179	14	presents	present	VERB
bracis-33638	179	15	the	the	DET
bracis-33638	179	16	average	average	ADJ
bracis-33638	179	17	rank	rank	NOUN
bracis-33638	179	18	of	of	ADP
bracis-33638	179	19	the	the	DET
bracis-33638	179	20	algorithms	algorithm	NOUN
bracis-33638	179	21	considering	consider	VERB
bracis-33638	179	22	all	all	DET
bracis-33638	179	23	the	the	DET
bracis-33638	179	24	metrics	metric	NOUN
bracis-33638	179	25	adopted	adopt	VERB
bracis-33638	179	26	.	.	PUNCT
bracis-33638	180	1	the	the	DET
bracis-33638	180	2	average	average	ADJ
bracis-33638	180	3	rank	rank	NOUN
bracis-33638	180	4	facilitates	facilitate	VERB
bracis-33638	180	5	the	the	DET
bracis-33638	180	6	understanding	understanding	NOUN
bracis-33638	180	7	of	of	ADP
bracis-33638	180	8	the	the	DET
bracis-33638	180	9	general	general	ADJ
bracis-33638	180	10	performance	performance	NOUN
bracis-33638	180	11	of	of	ADP
bracis-33638	180	12	the	the	DET
bracis-33638	180	13	algorithms	algorithm	NOUN
bracis-33638	180	14	.	.	PUNCT
bracis-33638	181	1	as	as	ADP
bracis-33638	181	2	example	example	NOUN
bracis-33638	181	3	,	,	PUNCT
bracis-33638	181	4	gb	gb	PROPN
bracis-33638	181	5	was	be	AUX
bracis-33638	181	6	the	the	DET
bracis-33638	181	7	\(8^{th}\	\(8^{th}\	NOUN
bracis-33638	181	8	)	)	PUNCT
bracis-33638	181	9	best	good	ADJ
bracis-33638	181	10	algorithm	algorithm	NOUN
bracis-33638	181	11	regarding	regard	VERB
bracis-33638	181	12	bias	bias	NOUN
bracis-33638	181	13	,	,	PUNCT
bracis-33638	181	14	and	and	CCONJ
bracis-33638	181	15	\(1^{st}\	\(1^{st}\	ADP
bracis-33638	181	16	)	)	PUNCT
bracis-33638	181	17	for	for	ADP
bracis-33638	181	18	nrmape	nrmape	NOUN
bracis-33638	181	19	,	,	PUNCT
bracis-33638	181	20	nrmse	nrmse	NOUN
bracis-33638	181	21	,	,	PUNCT
bracis-33638	181	22	\(r^{2}\	\(r^{2}\	NOUN
bracis-33638	181	23	)	)	PUNCT
bracis-33638	181	24	and	and	CCONJ
bracis-33638	181	25	mae	mae	PROPN
bracis-33638	181	26	.	.	PROPN
bracis-33638	182	1	thus	thus	ADV
bracis-33638	182	2	,	,	PUNCT
bracis-33638	182	3	gb	gb	PRON
bracis-33638	182	4	has	have	VERB
bracis-33638	182	5	an	an	DET
bracis-33638	182	6	average	average	ADJ
bracis-33638	182	7	rank	rank	NOUN
bracis-33638	182	8	equal	equal	ADJ
bracis-33638	182	9	to	to	ADP
bracis-33638	182	10	2.40	2.40	NUM
bracis-33638	182	11	,	,	PUNCT
bracis-33638	182	12	being	be	AUX
bracis-33638	182	13	considered	consider	VERB
bracis-33638	182	14	,	,	PUNCT
bracis-33638	182	15	on	on	ADP
bracis-33638	182	16	average	average	ADJ
bracis-33638	182	17	,	,	PUNCT
bracis-33638	182	18	the	the	DET
bracis-33638	182	19	best	good	ADJ
bracis-33638	182	20	algorithm	algorithm	NOUN
bracis-33638	182	21	.	.	PUNCT
bracis-33638	183	1	rf	rf	VERB
bracis-33638	183	2	,	,	PUNCT
bracis-33638	183	3	et	et	NOUN
bracis-33638	183	4	and	and	CCONJ
bracis-33638	183	5	\(ar\_{30}\	\(ar\_{30}\	NOUN
bracis-33638	183	6	)	)	PUNCT
bracis-33638	183	7	composed	compose	VERB
bracis-33638	183	8	the	the	DET
bracis-33638	183	9	podium	podium	NOUN
bracis-33638	183	10	of	of	ADP
bracis-33638	183	11	the	the	DET
bracis-33638	183	12	four	four	NUM
bracis-33638	183	13	best	good	ADJ
bracis-33638	183	14	algorithms	algorithm	NOUN
bracis-33638	183	15	for	for	ADP
bracis-33638	183	16	the	the	DET
bracis-33638	183	17	dataset	dataset	NOUN
bracis-33638	183	18	considered	consider	VERB
bracis-33638	183	19	in	in	ADP
bracis-33638	183	20	this	this	DET
bracis-33638	183	21	work	work	NOUN
bracis-33638	183	22	.	.	PUNCT
bracis-33638	184	1	fig	fig	NOUN
bracis-33638	184	2	.	.	PUNCT
bracis-33638	185	1	2	2	X
bracis-33638	185	2	.	.	X
bracis-33638	185	3	histogram	histogram	NOUN
bracis-33638	185	4	of	of	ADP
bracis-33638	185	5	residuals	residual	NOUN
bracis-33638	185	6	for	for	ADP
bracis-33638	185	7	predicted	predict	VERB
bracis-33638	185	8	values	value	NOUN
bracis-33638	185	9	for	for	ADP
bracis-33638	185	10	each	each	DET
bracis-33638	185	11	model	model	NOUN
bracis-33638	185	12	.	.	PUNCT
bracis-33638	186	1	full	full	ADJ
bracis-33638	186	2	size	size	NOUN
bracis-33638	186	3	image	image	NOUN
bracis-33638	186	4	the	the	DET
bracis-33638	186	5	results	result	NOUN
bracis-33638	186	6	indicate	indicate	VERB
bracis-33638	186	7	that	that	SCONJ
bracis-33638	186	8	tree	tree	NOUN
bracis-33638	186	9	-	-	PUNCT
bracis-33638	186	10	based	base	VERB
bracis-33638	186	11	models	model	NOUN
bracis-33638	186	12	(	(	PUNCT
bracis-33638	186	13	gb	gb	NOUN
bracis-33638	186	14	,	,	PUNCT
bracis-33638	186	15	rf	rf	NOUN
bracis-33638	186	16	,	,	PUNCT
bracis-33638	186	17	et	et	NOUN
bracis-33638	186	18	)	)	PUNCT
bracis-33638	186	19	achieved	achieve	VERB
bracis-33638	186	20	the	the	DET
bracis-33638	186	21	best	good	ADJ
bracis-33638	186	22	performance	performance	NOUN
bracis-33638	186	23	in	in	ADP
bracis-33638	186	24	metrics	metric	NOUN
bracis-33638	186	25	evaluating	evaluate	VERB
bracis-33638	186	26	predictive	predictive	ADJ
bracis-33638	186	27	model	model	NOUN
bracis-33638	186	28	performance	performance	NOUN
bracis-33638	186	29	,	,	PUNCT
bracis-33638	186	30	namely	namely	ADV
bracis-33638	186	31	nrmape	nrmape	NOUN
bracis-33638	186	32	,	,	PUNCT
bracis-33638	186	33	nrmse	nrmse	NOUN
bracis-33638	186	34	,	,	PUNCT
bracis-33638	186	35	\(r^2\	\(r^2\	NOUN
bracis-33638	186	36	)	)	PUNCT
bracis-33638	186	37	,	,	PUNCT
bracis-33638	186	38	and	and	CCONJ
bracis-33638	186	39	mae	mae	PROPN
bracis-33638	186	40	.	.	PROPN
bracis-33638	187	1	moreover	moreover	ADV
bracis-33638	187	2	,	,	PUNCT
bracis-33638	187	3	the	the	DET
bracis-33638	187	4	tests	test	NOUN
bracis-33638	187	5	conducted	conduct	VERB
bracis-33638	187	6	suggest	suggest	VERB
bracis-33638	187	7	that	that	SCONJ
bracis-33638	187	8	there	there	PRON
bracis-33638	187	9	is	be	VERB
bracis-33638	187	10	no	no	DET
bracis-33638	187	11	statistically	statistically	ADV
bracis-33638	187	12	significant	significant	ADJ
bracis-33638	187	13	difference	difference	NOUN
bracis-33638	187	14	in	in	ADP
bracis-33638	187	15	the	the	DET
bracis-33638	187	16	results	result	NOUN
bracis-33638	187	17	of	of	ADP
bracis-33638	187	18	these	these	DET
bracis-33638	187	19	models	model	NOUN
bracis-33638	187	20	,	,	PUNCT
bracis-33638	187	21	although	although	SCONJ
bracis-33638	187	22	gb	gb	PRON
bracis-33638	187	23	numerically	numerically	ADV
bracis-33638	187	24	outperformed	outperform	VERB
bracis-33638	187	25	the	the	DET
bracis-33638	187	26	others	other	NOUN
bracis-33638	187	27	in	in	ADP
bracis-33638	187	28	all	all	DET
bracis-33638	187	29	cases	case	NOUN
bracis-33638	187	30	.	.	PUNCT
bracis-33638	188	1	this	this	PRON
bracis-33638	188	2	suggests	suggest	VERB
bracis-33638	188	3	that	that	SCONJ
bracis-33638	188	4	models	model	NOUN
bracis-33638	188	5	with	with	ADP
bracis-33638	188	6	this	this	DET
bracis-33638	188	7	architecture	architecture	NOUN
bracis-33638	188	8	are	be	AUX
bracis-33638	188	9	better	well	ADV
bracis-33638	188	10	suited	suited	ADJ
bracis-33638	188	11	to	to	PART
bracis-33638	188	12	capture	capture	VERB
bracis-33638	188	13	the	the	DET
bracis-33638	188	14	nuances	nuance	NOUN
bracis-33638	188	15	governing	govern	VERB
bracis-33638	188	16	price	price	NOUN
bracis-33638	188	17	configurations	configuration	NOUN
bracis-33638	188	18	in	in	ADP
bracis-33638	188	19	hotel	hotel	NOUN
bracis-33638	188	20	reservation	reservation	NOUN
bracis-33638	188	21	systems	system	NOUN
bracis-33638	188	22	.	.	PUNCT
bracis-33638	189	1	even	even	ADV
bracis-33638	189	2	after	after	ADP
bracis-33638	189	3	normalizing	normalize	VERB
bracis-33638	189	4	values	value	NOUN
bracis-33638	189	5	to	to	PART
bracis-33638	189	6	account	account	VERB
bracis-33638	189	7	for	for	ADP
bracis-33638	189	8	the	the	DET
bracis-33638	189	9	number	number	NOUN
bracis-33638	189	10	of	of	ADP
bracis-33638	189	11	nights	night	NOUN
bracis-33638	189	12	and	and	CCONJ
bracis-33638	189	13	adults	adult	NOUN
bracis-33638	189	14	in	in	ADP
bracis-33638	189	15	the	the	DET
bracis-33638	189	16	reservation	reservation	NOUN
bracis-33638	189	17	,	,	PUNCT
bracis-33638	189	18	time	time	NOUN
bracis-33638	189	19	series	series	PROPN
bracis-33638	189	20	prediction	prediction	NOUN
bracis-33638	189	21	models	model	NOUN
bracis-33638	189	22	did	do	AUX
bracis-33638	189	23	not	not	PART
bracis-33638	189	24	perform	perform	VERB
bracis-33638	189	25	comparably	comparably	ADV
bracis-33638	189	26	to	to	ADP
bracis-33638	189	27	tree	tree	NOUN
bracis-33638	189	28	-	-	PUNCT
bracis-33638	189	29	based	base	VERB
bracis-33638	189	30	models	model	NOUN
bracis-33638	189	31	.	.	PUNCT
bracis-33638	190	1	the	the	DET
bracis-33638	190	2	influence	influence	NOUN
bracis-33638	190	3	of	of	ADP
bracis-33638	190	4	booking	book	VERB
bracis-33638	190	5	window	window	NOUN
bracis-33638	190	6	information	information	NOUN
bracis-33638	190	7	and	and	CCONJ
bracis-33638	190	8	the	the	DET
bracis-33638	190	9	type	type	NOUN
bracis-33638	190	10	of	of	ADP
bracis-33638	190	11	room	room	NOUN
bracis-33638	190	12	,	,	PUNCT
bracis-33638	190	13	which	which	PRON
bracis-33638	190	14	these	these	DET
bracis-33638	190	15	models	model	NOUN
bracis-33638	190	16	could	could	AUX
bracis-33638	190	17	not	not	PART
bracis-33638	190	18	capture	capture	VERB
bracis-33638	190	19	,	,	PUNCT
bracis-33638	190	20	likely	likely	ADV
bracis-33638	190	21	affected	affect	VERB
bracis-33638	190	22	the	the	DET
bracis-33638	190	23	outcome	outcome	NOUN
bracis-33638	190	24	negatively	negatively	ADV
bracis-33638	190	25	.	.	PUNCT
bracis-33638	191	1	additionally	additionally	ADV
bracis-33638	191	2	,	,	PUNCT
bracis-33638	191	3	it	it	PRON
bracis-33638	191	4	is	be	AUX
bracis-33638	191	5	noteworthy	noteworthy	ADJ
bracis-33638	191	6	that	that	SCONJ
bracis-33638	191	7	tree	tree	NOUN
bracis-33638	191	8	-	-	PUNCT
bracis-33638	191	9	based	base	VERB
bracis-33638	191	10	models	model	NOUN
bracis-33638	191	11	exhibited	exhibit	VERB
bracis-33638	191	12	high	high	ADJ
bracis-33638	191	13	bias	bias	NOUN
bracis-33638	191	14	values	value	NOUN
bracis-33638	191	15	,	,	PUNCT
bracis-33638	191	16	all	all	PRON
bracis-33638	191	17	of	of	ADP
bracis-33638	191	18	which	which	PRON
bracis-33638	191	19	were	be	AUX
bracis-33638	191	20	negative	negative	ADJ
bracis-33638	191	21	.	.	PUNCT
bracis-33638	192	1	this	this	PRON
bracis-33638	192	2	may	may	AUX
bracis-33638	192	3	indicate	indicate	VERB
bracis-33638	192	4	that	that	SCONJ
bracis-33638	192	5	these	these	DET
bracis-33638	192	6	models	model	NOUN
bracis-33638	192	7	failed	fail	VERB
bracis-33638	192	8	to	to	PART
bracis-33638	192	9	identify	identify	VERB
bracis-33638	192	10	a	a	DET
bracis-33638	192	11	trend	trend	NOUN
bracis-33638	192	12	in	in	ADP
bracis-33638	192	13	daily	daily	ADJ
bracis-33638	192	14	rates	rate	NOUN
bracis-33638	192	15	,	,	PUNCT
bracis-33638	192	16	unlike	unlike	ADP
bracis-33638	192	17	models	model	NOUN
bracis-33638	192	18	such	such	ADJ
bracis-33638	192	19	as	as	ADP
bracis-33638	192	20	lr	lr	NOUN
bracis-33638	192	21	,	,	PUNCT
bracis-33638	192	22	prophet	prophet	NOUN
bracis-33638	192	23	,	,	PUNCT
bracis-33638	192	24	and	and	CCONJ
bracis-33638	192	25	\(ar\_365\	\(ar\_365\	NOUN
bracis-33638	192	26	)	)	PUNCT
bracis-33638	192	27	.	.	PUNCT
bracis-33638	193	1	this	this	PRON
bracis-33638	193	2	could	could	AUX
bracis-33638	193	3	be	be	AUX
bracis-33638	193	4	attributed	attribute	VERB
bracis-33638	193	5	to	to	ADP
bracis-33638	193	6	the	the	DET
bracis-33638	193	7	long	long	ADJ
bracis-33638	193	8	training	training	NOUN
bracis-33638	193	9	period	period	NOUN
bracis-33638	193	10	,	,	PUNCT
bracis-33638	193	11	during	during	ADP
bracis-33638	193	12	which	which	PRON
bracis-33638	193	13	the	the	DET
bracis-33638	193	14	influence	influence	NOUN
bracis-33638	193	15	of	of	ADP
bracis-33638	193	16	brazilian	brazilian	ADJ
bracis-33638	193	17	inflation	inflation	NOUN
bracis-33638	193	18	,	,	PUNCT
bracis-33638	193	19	totaling	total	VERB
bracis-33638	193	20	75.78	75.78	NUM
bracis-33638	193	21	%	%	NOUN
bracis-33638	193	22	[	[	X
bracis-33638	193	23	8	8	NUM
bracis-33638	193	24	]	]	PUNCT
bracis-33638	193	25	between	between	ADP
bracis-33638	193	26	2010	2010	NUM
bracis-33638	193	27	and	and	CCONJ
bracis-33638	193	28	2018	2018	NUM
bracis-33638	193	29	,	,	PUNCT
bracis-33638	193	30	may	may	AUX
bracis-33638	193	31	have	have	AUX
bracis-33638	193	32	been	be	AUX
bracis-33638	193	33	observed	observe	VERB
bracis-33638	193	34	.	.	PUNCT
bracis-33638	194	1	future	future	ADJ
bracis-33638	194	2	research	research	NOUN
bracis-33638	194	3	should	should	AUX
bracis-33638	194	4	consider	consider	VERB
bracis-33638	194	5	normalizing	normalize	VERB
bracis-33638	194	6	data	datum	NOUN
bracis-33638	194	7	to	to	PART
bracis-33638	194	8	account	account	VERB
bracis-33638	194	9	for	for	ADP
bracis-33638	194	10	this	this	DET
bracis-33638	194	11	factor	factor	NOUN
bracis-33638	194	12	.	.	PUNCT
bracis-33638	195	1	figure	figure	NOUN
bracis-33638	195	2	 	 	SPACE
bracis-33638	195	3	2	2	NUM
bracis-33638	195	4	depicts	depict	NOUN
bracis-33638	195	5	each	each	DET
bracis-33638	195	6	model	model	NOUN
bracis-33638	195	7	’s	’s	PART
bracis-33638	195	8	prediction	prediction	NOUN
bracis-33638	195	9	residual	residual	ADJ
bracis-33638	195	10	distribution	distribution	NOUN
bracis-33638	195	11	.	.	PUNCT
bracis-33638	196	1	it	it	PRON
bracis-33638	196	2	is	be	AUX
bracis-33638	196	3	evident	evident	ADJ
bracis-33638	196	4	that	that	SCONJ
bracis-33638	196	5	tree	tree	NOUN
bracis-33638	196	6	-	-	PUNCT
bracis-33638	196	7	based	base	VERB
bracis-33638	196	8	models	model	NOUN
bracis-33638	196	9	are	be	AUX
bracis-33638	196	10	notably	notably	ADV
bracis-33638	196	11	centered	center	VERB
bracis-33638	196	12	around	around	ADP
bracis-33638	196	13	zero	zero	NUM
bracis-33638	196	14	,	,	PUNCT
bracis-33638	196	15	highlighting	highlight	VERB
bracis-33638	196	16	the	the	DET
bracis-33638	196	17	quality	quality	NOUN
bracis-33638	196	18	of	of	ADP
bracis-33638	196	19	their	their	PRON
bracis-33638	196	20	predictions	prediction	NOUN
bracis-33638	196	21	.	.	PUNCT
bracis-33638	197	1	however	however	ADV
bracis-33638	197	2	,	,	PUNCT
bracis-33638	197	3	they	they	PRON
bracis-33638	197	4	exhibit	exhibit	VERB
bracis-33638	197	5	leftward	leftward	NOUN
bracis-33638	197	6	skewness	skewness	NOUN
bracis-33638	197	7	in	in	ADP
bracis-33638	197	8	all	all	DET
bracis-33638	197	9	cases	case	NOUN
bracis-33638	197	10	,	,	PUNCT
bracis-33638	197	11	indicating	indicate	VERB
bracis-33638	197	12	a	a	DET
bracis-33638	197	13	negative	negative	ADJ
bracis-33638	197	14	bias	bias	NOUN
bracis-33638	197	15	in	in	ADP
bracis-33638	197	16	these	these	DET
bracis-33638	197	17	models	model	NOUN
bracis-33638	197	18	.	.	PUNCT
bracis-33638	198	1	5	5	NUM
bracis-33638	198	2	conclusion	conclusion	NOUN
bracis-33638	198	3	and	and	CCONJ
bracis-33638	198	4	 	 	SPACE
bracis-33638	198	5	future	future	NOUN
bracis-33638	198	6	works	work	VERB
bracis-33638	198	7	this	this	DET
bracis-33638	198	8	paper	paper	NOUN
bracis-33638	198	9	presents	present	VERB
bracis-33638	198	10	an	an	DET
bracis-33638	198	11	experimental	experimental	ADJ
bracis-33638	198	12	study	study	NOUN
bracis-33638	198	13	that	that	PRON
bracis-33638	198	14	evaluates	evaluate	VERB
bracis-33638	198	15	machine	machine	NOUN
bracis-33638	198	16	learning	learn	VERB
bracis-33638	198	17	techniques	technique	NOUN
bracis-33638	198	18	and	and	CCONJ
bracis-33638	198	19	time	time	NOUN
bracis-33638	198	20	series	series	NOUN
bracis-33638	198	21	analysis	analysis	NOUN
bracis-33638	198	22	for	for	ADP
bracis-33638	198	23	forecasting	forecast	VERB
bracis-33638	198	24	hotel	hotel	NOUN
bracis-33638	198	25	room	room	NOUN
bracis-33638	198	26	prices	price	NOUN
bracis-33638	198	27	.	.	PUNCT
bracis-33638	199	1	the	the	DET
bracis-33638	199	2	methodology	methodology	NOUN
bracis-33638	199	3	utilizes	utilize	VERB
bracis-33638	199	4	a	a	DET
bracis-33638	199	5	dataset	dataset	NOUN
bracis-33638	199	6	(	(	PUNCT
bracis-33638	199	7	hospbr	hospbr	ADV
bracis-33638	199	8	)	)	PUNCT
bracis-33638	199	9	comprising	comprise	VERB
bracis-33638	199	10	41,915	41,915	NUM
bracis-33638	199	11	reservations	reservation	NOUN
bracis-33638	199	12	made	make	VERB
bracis-33638	199	13	at	at	ADP
bracis-33638	199	14	a	a	DET
bracis-33638	199	15	brazilian	brazilian	ADJ
bracis-33638	199	16	hotel	hotel	NOUN
bracis-33638	199	17	from	from	ADP
bracis-33638	199	18	2010	2010	NUM
bracis-33638	199	19	to	to	ADP
bracis-33638	199	20	2019	2019	NUM
bracis-33638	199	21	.	.	PUNCT
bracis-33638	200	1	each	each	DET
bracis-33638	200	2	reservation	reservation	NOUN
bracis-33638	200	3	includes	include	VERB
bracis-33638	200	4	check	check	NOUN
bracis-33638	200	5	-	-	PUNCT
bracis-33638	200	6	in	in	NOUN
bracis-33638	200	7	and	and	CCONJ
bracis-33638	200	8	check	check	VERB
bracis-33638	200	9	-	-	PUNCT
bracis-33638	200	10	out	out	ADP
bracis-33638	200	11	dates	date	NOUN
bracis-33638	200	12	,	,	PUNCT
bracis-33638	200	13	number	number	NOUN
bracis-33638	200	14	of	of	ADP
bracis-33638	200	15	adults	adult	NOUN
bracis-33638	200	16	,	,	PUNCT
bracis-33638	200	17	booking	book	VERB
bracis-33638	200	18	window	window	NOUN
bracis-33638	200	19	(	(	PUNCT
bracis-33638	200	20	days	day	NOUN
bracis-33638	200	21	between	between	ADP
bracis-33638	200	22	reservation	reservation	NOUN
bracis-33638	200	23	creation	creation	NOUN
bracis-33638	200	24	and	and	CCONJ
bracis-33638	200	25	check	check	NOUN
bracis-33638	200	26	-	-	PUNCT
bracis-33638	200	27	in	in	NOUN
bracis-33638	200	28	)	)	PUNCT
bracis-33638	200	29	,	,	PUNCT
bracis-33638	200	30	room	room	NOUN
bracis-33638	200	31	nights	night	NOUN
bracis-33638	200	32	(	(	PUNCT
bracis-33638	200	33	days	day	NOUN
bracis-33638	200	34	between	between	ADP
bracis-33638	200	35	check	check	NOUN
bracis-33638	200	36	-	-	PUNCT
bracis-33638	200	37	out	out	NOUN
bracis-33638	200	38	and	and	CCONJ
bracis-33638	200	39	check	check	VERB
bracis-33638	200	40	-	-	PUNCT
bracis-33638	200	41	in	in	NOUN
bracis-33638	200	42	)	)	PUNCT
bracis-33638	200	43	,	,	PUNCT
bracis-33638	200	44	room	room	NOUN
bracis-33638	200	45	type	type	NOUN
bracis-33638	200	46	,	,	PUNCT
bracis-33638	200	47	and	and	CCONJ
bracis-33638	200	48	hotel	hotel	NOUN
bracis-33638	200	49	occupancy	occupancy	NOUN
bracis-33638	200	50	rate	rate	NOUN
bracis-33638	200	51	on	on	ADP
bracis-33638	200	52	the	the	DET
bracis-33638	200	53	reservation	reservation	NOUN
bracis-33638	200	54	date	date	NOUN
bracis-33638	200	55	.	.	PUNCT
bracis-33638	201	1	time	time	PROPN
bracis-33638	201	2	series	series	PROPN
bracis-33638	201	3	forecasting	forecasting	NOUN
bracis-33638	201	4	models	model	NOUN
bracis-33638	201	5	,	,	PUNCT
bracis-33638	201	6	such	such	ADJ
bracis-33638	201	7	as	as	ADP
bracis-33638	201	8	autoregressors	autoregressor	NOUN
bracis-33638	201	9	and	and	CCONJ
bracis-33638	201	10	prophet	prophet	NOUN
bracis-33638	201	11	,	,	PUNCT
bracis-33638	201	12	are	be	AUX
bracis-33638	201	13	employed	employ	VERB
bracis-33638	201	14	to	to	PART
bracis-33638	201	15	understand	understand	VERB
bracis-33638	201	16	temporal	temporal	ADJ
bracis-33638	201	17	patterns	pattern	NOUN
bracis-33638	201	18	in	in	ADP
bracis-33638	201	19	hotel	hotel	NOUN
bracis-33638	201	20	pricing	pricing	NOUN
bracis-33638	201	21	.	.	PUNCT
bracis-33638	202	1	machine	machine	NOUN
bracis-33638	202	2	learning	learning	NOUN
bracis-33638	202	3	models	model	NOUN
bracis-33638	202	4	are	be	AUX
bracis-33638	202	5	also	also	ADV
bracis-33638	202	6	assessed	assess	VERB
bracis-33638	202	7	,	,	PUNCT
bracis-33638	202	8	including	include	VERB
bracis-33638	202	9	random	random	ADJ
bracis-33638	202	10	forest	forest	NOUN
bracis-33638	202	11	,	,	PUNCT
bracis-33638	202	12	gradient	gradient	ADJ
bracis-33638	202	13	boosting	boost	VERB
bracis-33638	202	14	machine	machine	NOUN
bracis-33638	202	15	,	,	PUNCT
bracis-33638	202	16	extra	extra	ADJ
bracis-33638	202	17	trees	tree	NOUN
bracis-33638	202	18	regressor	regressor	NOUN
bracis-33638	202	19	,	,	PUNCT
bracis-33638	202	20	and	and	CCONJ
bracis-33638	202	21	neural	neural	ADJ
bracis-33638	202	22	networks	network	NOUN
bracis-33638	202	23	.	.	PUNCT
bracis-33638	203	1	the	the	DET
bracis-33638	203	2	reservations	reservation	NOUN
bracis-33638	203	3	from	from	ADP
bracis-33638	203	4	2010	2010	NUM
bracis-33638	203	5	to	to	ADP
bracis-33638	203	6	2018	2018	NUM
bracis-33638	203	7	are	be	AUX
bracis-33638	203	8	used	use	VERB
bracis-33638	203	9	for	for	ADP
bracis-33638	203	10	training	training	NOUN
bracis-33638	203	11	,	,	PUNCT
bracis-33638	203	12	while	while	SCONJ
bracis-33638	203	13	those	those	PRON
bracis-33638	203	14	from	from	ADP
bracis-33638	203	15	2019	2019	NUM
bracis-33638	203	16	are	be	AUX
bracis-33638	203	17	used	use	VERB
bracis-33638	203	18	for	for	ADP
bracis-33638	203	19	testing	testing	NOUN
bracis-33638	203	20	.	.	PUNCT
bracis-33638	204	1	our	our	PRON
bracis-33638	204	2	findings	finding	NOUN
bracis-33638	204	3	indicate	indicate	VERB
bracis-33638	204	4	that	that	SCONJ
bracis-33638	204	5	the	the	DET
bracis-33638	204	6	gradient	gradient	NOUN
bracis-33638	204	7	boosting	boost	VERB
bracis-33638	204	8	machine	machine	NOUN
bracis-33638	204	9	(	(	PUNCT
bracis-33638	204	10	gbm	gbm	PROPN
bracis-33638	204	11	)	)	PUNCT
bracis-33638	204	12	demonstrated	demonstrate	VERB
bracis-33638	204	13	the	the	DET
bracis-33638	204	14	highest	high	ADJ
bracis-33638	204	15	predictive	predictive	ADJ
bracis-33638	204	16	power	power	NOUN
bracis-33638	204	17	,	,	PUNCT
bracis-33638	204	18	closely	closely	ADV
bracis-33638	204	19	followed	follow	VERB
bracis-33638	204	20	by	by	ADP
bracis-33638	204	21	tree	tree	NOUN
bracis-33638	204	22	-	-	PUNCT
bracis-33638	204	23	based	base	VERB
bracis-33638	204	24	models	model	NOUN
bracis-33638	204	25	(	(	PUNCT
bracis-33638	204	26	extratrees	extratree	NOUN
bracis-33638	204	27	and	and	CCONJ
bracis-33638	204	28	random	random	ADJ
bracis-33638	204	29	forest	forest	NOUN
bracis-33638	204	30	)	)	PUNCT
bracis-33638	204	31	and	and	CCONJ
bracis-33638	204	32	the	the	DET
bracis-33638	204	33	prophet	prophet	NOUN
bracis-33638	204	34	library	library	NOUN
bracis-33638	204	35	.	.	PUNCT
bracis-33638	205	1	this	this	PRON
bracis-33638	205	2	suggests	suggest	VERB
bracis-33638	205	3	that	that	SCONJ
bracis-33638	205	4	tree	tree	NOUN
bracis-33638	205	5	-	-	PUNCT
bracis-33638	205	6	based	base	VERB
bracis-33638	205	7	models	model	NOUN
bracis-33638	205	8	effectively	effectively	ADV
bracis-33638	205	9	capture	capture	VERB
bracis-33638	205	10	the	the	DET
bracis-33638	205	11	relationships	relationship	NOUN
bracis-33638	205	12	between	between	ADP
bracis-33638	205	13	variables	variable	NOUN
bracis-33638	205	14	affecting	affect	VERB
bracis-33638	205	15	price	price	NOUN
bracis-33638	205	16	variations	variation	NOUN
bracis-33638	205	17	,	,	PUNCT
bracis-33638	205	18	such	such	ADJ
bracis-33638	205	19	as	as	ADP
bracis-33638	205	20	room	room	NOUN
bracis-33638	205	21	nights	night	NOUN
bracis-33638	205	22	and	and	CCONJ
bracis-33638	205	23	booking	book	VERB
bracis-33638	205	24	windows	window	NOUN
bracis-33638	205	25	.	.	PUNCT
bracis-33638	206	1	the	the	DET
bracis-33638	206	2	gbm	gbm	PROPN
bracis-33638	206	3	achieved	achieve	VERB
bracis-33638	206	4	an	an	DET
bracis-33638	206	5	nrmse	nrmse	NOUN
bracis-33638	206	6	of	of	ADP
bracis-33638	206	7	6.94	6.94	NUM
bracis-33638	206	8	%	%	NOUN
bracis-33638	206	9	,	,	PUNCT
bracis-33638	206	10	nrmape	nrmape	NOUN
bracis-33638	206	11	of	of	ADP
bracis-33638	206	12	3.96	3.96	NUM
bracis-33638	206	13	%	%	NOUN
bracis-33638	206	14	,	,	PUNCT
bracis-33638	206	15	\(r^2\	\(r^2\	NOUN
bracis-33638	206	16	)	)	PUNCT
bracis-33638	206	17	of	of	ADP
bracis-33638	206	18	0.47	0.47	NUM
bracis-33638	206	19	,	,	PUNCT
bracis-33638	206	20	and	and	CCONJ
bracis-33638	206	21	mae	mae	PROPN
bracis-33638	206	22	of	of	ADP
bracis-33638	206	23	31.26	31.26	NUM
bracis-33638	206	24	.	.	PUNCT
bracis-33638	207	1	however	however	ADV
bracis-33638	207	2	,	,	PUNCT
bracis-33638	207	3	tree	tree	NOUN
bracis-33638	207	4	-	-	PUNCT
bracis-33638	207	5	based	base	VERB
bracis-33638	207	6	models	model	NOUN
bracis-33638	207	7	also	also	ADV
bracis-33638	207	8	showed	show	VERB
bracis-33638	207	9	high	high	ADJ
bracis-33638	207	10	negative	negative	ADJ
bracis-33638	207	11	bias	bias	NOUN
bracis-33638	207	12	values	value	NOUN
bracis-33638	207	13	,	,	PUNCT
bracis-33638	207	14	indicating	indicate	VERB
bracis-33638	207	15	a	a	DET
bracis-33638	207	16	tendency	tendency	NOUN
bracis-33638	207	17	to	to	PART
bracis-33638	207	18	underestimate	underestimate	VERB
bracis-33638	207	19	prices	price	NOUN
bracis-33638	207	20	,	,	PUNCT
bracis-33638	207	21	likely	likely	ADJ
bracis-33638	207	22	due	due	ADP
bracis-33638	207	23	to	to	ADP
bracis-33638	207	24	the	the	DET
bracis-33638	207	25	impact	impact	NOUN
bracis-33638	207	26	of	of	ADP
bracis-33638	207	27	brazilian	brazilian	ADJ
bracis-33638	207	28	inflation	inflation	NOUN
bracis-33638	207	29	during	during	ADP
bracis-33638	207	30	the	the	DET
bracis-33638	207	31	test	test	NOUN
bracis-33638	207	32	period	period	NOUN
bracis-33638	207	33	.	.	PUNCT
bracis-33638	208	1	in	in	ADP
bracis-33638	208	2	conclusion	conclusion	NOUN
bracis-33638	208	3	,	,	PUNCT
bracis-33638	208	4	this	this	DET
bracis-33638	208	5	research	research	NOUN
bracis-33638	208	6	contributes	contribute	VERB
bracis-33638	208	7	to	to	ADP
bracis-33638	208	8	hotel	hotel	NOUN
bracis-33638	208	9	revenue	revenue	NOUN
bracis-33638	208	10	management	management	NOUN
bracis-33638	208	11	by	by	ADP
bracis-33638	208	12	providing	provide	VERB
bracis-33638	208	13	a	a	DET
bracis-33638	208	14	robust	robust	ADJ
bracis-33638	208	15	approach	approach	NOUN
bracis-33638	208	16	to	to	ADP
bracis-33638	208	17	forecasting	forecasting	NOUN
bracis-33638	208	18	room	room	NOUN
bracis-33638	208	19	prices	price	NOUN
bracis-33638	208	20	.	.	PUNCT
bracis-33638	209	1	by	by	ADP
bracis-33638	209	2	integrating	integrate	VERB
bracis-33638	209	3	time	time	NOUN
bracis-33638	209	4	series	series	PROPN
bracis-33638	209	5	analysis	analysis	NOUN
bracis-33638	209	6	with	with	ADP
bracis-33638	209	7	machine	machine	NOUN
bracis-33638	209	8	learning	learning	NOUN
bracis-33638	209	9	,	,	PUNCT
bracis-33638	209	10	the	the	DET
bracis-33638	209	11	methodology	methodology	NOUN
bracis-33638	209	12	offers	offer	VERB
bracis-33638	209	13	a	a	DET
bracis-33638	209	14	comprehensive	comprehensive	ADJ
bracis-33638	209	15	solution	solution	NOUN
bracis-33638	209	16	for	for	ADP
bracis-33638	209	17	anticipating	anticipate	VERB
bracis-33638	209	18	price	price	NOUN
bracis-33638	209	19	fluctuations	fluctuation	NOUN
bracis-33638	209	20	,	,	PUNCT
bracis-33638	209	21	enabling	enable	VERB
bracis-33638	209	22	proactive	proactive	ADJ
bracis-33638	209	23	and	and	CCONJ
bracis-33638	209	24	data	data	NOUN
bracis-33638	209	25	-	-	PUNCT
bracis-33638	209	26	driven	drive	VERB
bracis-33638	209	27	decision	decision	NOUN
bracis-33638	209	28	-	-	PUNCT
bracis-33638	209	29	making	making	NOUN
bracis-33638	209	30	in	in	ADP
bracis-33638	209	31	the	the	DET
bracis-33638	209	32	hospitality	hospitality	NOUN
bracis-33638	209	33	industry	industry	NOUN
bracis-33638	209	34	.	.	PUNCT
bracis-33638	210	1	future	future	ADJ
bracis-33638	210	2	work	work	NOUN
bracis-33638	210	3	could	could	AUX
bracis-33638	210	4	explore	explore	VERB
bracis-33638	210	5	the	the	DET
bracis-33638	210	6	impact	impact	NOUN
bracis-33638	210	7	of	of	ADP
bracis-33638	210	8	inflation	inflation	NOUN
bracis-33638	210	9	on	on	ADP
bracis-33638	210	10	prices	price	NOUN
bracis-33638	210	11	,	,	PUNCT
bracis-33638	210	12	further	far	ADV
bracis-33638	210	13	investigate	investigate	VERB
bracis-33638	210	14	tree	tree	NOUN
bracis-33638	210	15	-	-	PUNCT
bracis-33638	210	16	based	base	VERB
bracis-33638	210	17	models	model	NOUN
bracis-33638	210	18	like	like	ADP
bracis-33638	210	19	lightgbm	lightgbm	NOUN
bracis-33638	210	20	or	or	CCONJ
bracis-33638	210	21	xgboost	xgboost	NUM
bracis-33638	210	22	,	,	PUNCT
bracis-33638	210	23	and	and	CCONJ
bracis-33638	210	24	combine	combine	VERB
bracis-33638	210	25	regressor	regressor	NOUN
bracis-33638	210	26	and	and	CCONJ
bracis-33638	210	27	time	time	NOUN
bracis-33638	210	28	series	series	NOUN
bracis-33638	210	29	models	model	NOUN
bracis-33638	210	30	such	such	ADJ
bracis-33638	210	31	as	as	ADP
bracis-33638	210	32	prophet	prophet	NOUN
bracis-33638	210	33	.	.	PUNCT
bracis-33638	211	1	another	another	DET
bracis-33638	211	2	research	research	NOUN
bracis-33638	211	3	avenue	avenue	NOUN
bracis-33638	211	4	could	could	AUX
bracis-33638	211	5	be	be	AUX
bracis-33638	211	6	the	the	DET
bracis-33638	211	7	study	study	NOUN
bracis-33638	211	8	of	of	ADP
bracis-33638	211	9	dynamic	dynamic	ADJ
bracis-33638	211	10	pricing	pricing	NOUN
bracis-33638	211	11	strategies	strategy	NOUN
bracis-33638	211	12	to	to	PART
bracis-33638	211	13	optimize	optimize	VERB
bracis-33638	211	14	hotel	hotel	NOUN
bracis-33638	211	15	revenue	revenue	NOUN
bracis-33638	211	16	.	.	PUNCT
bracis-33638	212	1	references	reference	NOUN
bracis-33638	212	2	al	al	PROPN
bracis-33638	212	3	shehhi	shehhi	PROPN
bracis-33638	212	4	,	,	PUNCT
bracis-33638	212	5	m.	m.	NOUN
bracis-33638	212	6	,	,	PUNCT
bracis-33638	212	7	karathanasopoulos	karathanasopoulo	NOUN
bracis-33638	212	8	,	,	PUNCT
bracis-33638	212	9	a.	a.	NOUN
bracis-33638	212	10	:	:	PUNCT
bracis-33638	212	11	forecasting	forecast	VERB
bracis-33638	212	12	hotel	hotel	NOUN
bracis-33638	212	13	prices	price	NOUN
bracis-33638	212	14	in	in	ADP
bracis-33638	212	15	selected	select	VERB
bracis-33638	212	16	middle	middle	PROPN
bracis-33638	212	17	east	east	PROPN
bracis-33638	212	18	and	and	CCONJ
bracis-33638	212	19	north	north	PROPN
bracis-33638	212	20	africa	africa	PROPN
bracis-33638	212	21	region	region	PROPN
bracis-33638	212	22	(	(	PUNCT
bracis-33638	212	23	mena	mena	PROPN
bracis-33638	212	24	)	)	PUNCT
bracis-33638	212	25	cities	city	NOUN
bracis-33638	212	26	with	with	ADP
bracis-33638	212	27	new	new	ADJ
bracis-33638	212	28	forecasting	forecasting	NOUN
bracis-33638	212	29	tools	tool	NOUN
bracis-33638	212	30	.	.	PUNCT
bracis-33638	213	1	theor	theor	PROPN
bracis-33638	213	2	.	.	PUNCT
bracis-33638	214	1	econ	econ	PROPN
bracis-33638	214	2	.	.	PUNCT
bracis-33638	215	1	lett	lett	PROPN
bracis-33638	215	2	.	.	PUNCT
bracis-33638	216	1	8(9	8(9	PROPN
bracis-33638	216	2	)	)	PUNCT
bracis-33638	216	3	,	,	PUNCT
bracis-33638	216	4	1623–1638	1623–1638	NUM
bracis-33638	216	5	(	(	PUNCT
bracis-33638	216	6	2018	2018	NUM
bracis-33638	216	7	)	)	PUNCT
bracis-33638	216	8	article	article	NOUN
bracis-33638	216	9	  	  	SPACE
bracis-33638	216	10	math	math	NOUN
bracis-33638	216	11	  	  	SPACE
bracis-33638	216	12	google	google	PROPN
bracis-33638	216	13	scholar	scholar	NOUN
bracis-33638	216	14	  	  	SPACE
bracis-33638	216	15	al	al	PROPN
bracis-33638	216	16	shehhi	shehhi	PROPN
bracis-33638	216	17	,	,	PUNCT
bracis-33638	216	18	m.	m.	NOUN
bracis-33638	216	19	,	,	PUNCT
bracis-33638	216	20	karathanasopoulos	karathanasopoulo	NOUN
bracis-33638	216	21	,	,	PUNCT
bracis-33638	216	22	a.	a.	NOUN
bracis-33638	216	23	:	:	PUNCT
bracis-33638	216	24	forecasting	forecast	VERB
bracis-33638	216	25	hotel	hotel	NOUN
bracis-33638	216	26	room	room	NOUN
bracis-33638	216	27	prices	price	NOUN
bracis-33638	216	28	in	in	ADP
bracis-33638	216	29	selected	select	VERB
bracis-33638	216	30	gcc	gcc	NOUN
bracis-33638	216	31	cities	city	NOUN
bracis-33638	216	32	using	use	VERB
bracis-33638	216	33	deep	deep	ADJ
bracis-33638	216	34	learning	learning	NOUN
bracis-33638	216	35	.	.	PUNCT
bracis-33638	217	1	j.	j.	PROPN
bracis-33638	217	2	hosp	hosp	PROPN
bracis-33638	217	3	.	.	PUNCT
bracis-33638	218	1	tour	tour	NOUN
bracis-33638	218	2	.	.	PUNCT
bracis-33638	219	1	manag	manag	PROPN
bracis-33638	219	2	.	.	PUNCT
bracis-33638	220	1	42	42	NUM
bracis-33638	220	2	,	,	PUNCT
bracis-33638	220	3	40–50	40–50	NUM
bracis-33638	220	4	(	(	PUNCT
bracis-33638	220	5	2020	2020	NUM
bracis-33638	220	6	)	)	PUNCT
bracis-33638	220	7	article	article	NOUN
bracis-33638	220	8	  	  	SPACE
bracis-33638	220	9	google	google	PROPN
bracis-33638	220	10	scholar	scholar	NOUN
bracis-33638	220	11	  	  	SPACE
bracis-33638	220	12	ali	ali	PROPN
bracis-33638	220	13	,	,	PUNCT
bracis-33638	220	14	m.	m.	NOUN
bracis-33638	220	15	:	:	PUNCT
bracis-33638	220	16	pycaret	pycaret	VERB
bracis-33638	220	17	:	:	PUNCT
bracis-33638	220	18	an	an	DET
bracis-33638	220	19	open	open	ADJ
bracis-33638	220	20	source	source	NOUN
bracis-33638	220	21	,	,	PUNCT
bracis-33638	220	22	low	low	ADJ
bracis-33638	220	23	-	-	PUNCT
bracis-33638	220	24	code	code	NOUN
bracis-33638	220	25	machine	machine	NOUN
bracis-33638	220	26	learning	learn	VERB
bracis-33638	220	27	library	library	NOUN
bracis-33638	220	28	in	in	ADP
bracis-33638	220	29	python	python	PROPN
bracis-33638	220	30	(	(	PUNCT
bracis-33638	220	31	2020	2020	NUM
bracis-33638	220	32	)	)	PUNCT
bracis-33638	220	33	.	.	PUNCT
bracis-33638	221	1	https://github.com/pycaret/pycaret	https://github.com/pycaret/pycaret	PROPN
bracis-33638	221	2	.	.	PUNCT
bracis-33638	222	1	accessed	access	VERB
bracis-33638	222	2	23	23	NUM
bracis-33638	222	3	june	june	PROPN
bracis-33638	222	4	2024	2024	NUM
bracis-33638	222	5	alotaibi	alotaibi	NOUN
bracis-33638	222	6	,	,	PUNCT
bracis-33638	222	7	e.	e.	PROPN
bracis-33638	222	8	:	:	PUNCT
bracis-33638	222	9	application	application	NOUN
bracis-33638	222	10	of	of	ADP
bracis-33638	222	11	machine	machine	NOUN
bracis-33638	222	12	learning	learning	NOUN
bracis-33638	222	13	in	in	ADP
bracis-33638	222	14	the	the	DET
bracis-33638	222	15	hotel	hotel	NOUN
bracis-33638	222	16	industry	industry	NOUN
bracis-33638	222	17	:	:	PUNCT
bracis-33638	222	18	a	a	DET
bracis-33638	222	19	critical	critical	ADJ
bracis-33638	222	20	review	review	NOUN
bracis-33638	222	21	.	.	PUNCT
bracis-33638	223	1	j.	j.	PROPN
bracis-33638	223	2	assoc	assoc	PROPN
bracis-33638	223	3	.	.	PUNCT
bracis-33638	223	4	arab	arab	PROPN
bracis-33638	223	5	univ	univ	PROPN
bracis-33638	223	6	.	.	PUNCT
bracis-33638	224	1	tourism	tourism	NOUN
bracis-33638	224	2	hosp	hosp	PROPN
bracis-33638	224	3	.	.	PUNCT
bracis-33638	225	1	18(3	18(3	NUM
bracis-33638	225	2	)	)	PUNCT
bracis-33638	225	3	,	,	PUNCT
bracis-33638	225	4	78–96	78–96	NUM
bracis-33638	225	5	(	(	PUNCT
bracis-33638	225	6	2020	2020	NUM
bracis-33638	225	7	)	)	PUNCT
bracis-33638	225	8	math	math	NOUN
bracis-33638	225	9	  	  	SPACE
bracis-33638	225	10	google	google	PROPN
bracis-33638	225	11	scholar	scholar	NOUN
bracis-33638	225	12	  	  	SPACE
bracis-33638	225	13	binesh	binesh	NOUN
bracis-33638	225	14	,	,	PUNCT
bracis-33638	225	15	f.	f.	PROPN
bracis-33638	225	16	,	,	PUNCT
bracis-33638	225	17	belarmino	belarmino	PROPN
bracis-33638	225	18	,	,	PUNCT
bracis-33638	225	19	a.m.	a.m.	ADV
bracis-33638	225	20	,	,	PUNCT
bracis-33638	225	21	van	van	PROPN
bracis-33638	225	22	 	 	SPACE
bracis-33638	225	23	der	der	NOUN
bracis-33638	225	24	rest	rest	NOUN
bracis-33638	225	25	,	,	PUNCT
bracis-33638	226	1	j.p	j.p	PROPN
bracis-33638	226	2	.	.	PROPN
bracis-33638	226	3	,	,	PUNCT
bracis-33638	226	4	singh	singh	PROPN
bracis-33638	226	5	,	,	PUNCT
bracis-33638	226	6	a.k	a.k	PROPN
bracis-33638	226	7	.	.	PROPN
bracis-33638	226	8	,	,	PUNCT
bracis-33638	226	9	raab	raab	PROPN
bracis-33638	226	10	,	,	PUNCT
bracis-33638	226	11	c.	c.	NOUN
bracis-33638	226	12	:	:	PUNCT
bracis-33638	226	13	forecasting	forecast	VERB
bracis-33638	226	14	hotel	hotel	NOUN
bracis-33638	226	15	room	room	NOUN
bracis-33638	226	16	prices	price	NOUN
bracis-33638	226	17	when	when	SCONJ
bracis-33638	226	18	entering	enter	VERB
bracis-33638	226	19	turbulent	turbulent	ADJ
bracis-33638	226	20	times	time	NOUN
bracis-33638	226	21	:	:	PUNCT
bracis-33638	226	22	a	a	DET
bracis-33638	226	23	game	game	NOUN
bracis-33638	226	24	-	-	PUNCT
bracis-33638	226	25	theoretic	theoretic	NOUN
bracis-33638	226	26	artificial	artificial	ADJ
bracis-33638	226	27	neural	neural	ADJ
bracis-33638	226	28	network	network	NOUN
bracis-33638	226	29	model	model	NOUN
bracis-33638	226	30	.	.	PUNCT
bracis-33638	227	1	int	int	NOUN
bracis-33638	227	2	.	.	PUNCT
bracis-33638	228	1	j.	j.	PROPN
bracis-33638	228	2	contemp	contemp	PROPN
bracis-33638	228	3	.	.	PUNCT
bracis-33638	229	1	hosp	hosp	PROPN
bracis-33638	229	2	.	.	PUNCT
bracis-33638	230	1	manag	manag	PROPN
bracis-33638	230	2	.	.	PUNCT
bracis-33638	231	1	(	(	PUNCT
bracis-33638	231	2	2023	2023	NUM
bracis-33638	231	3	)	)	PUNCT
bracis-33638	231	4	google	google	NOUN
bracis-33638	231	5	scholar	scholar	NOUN
bracis-33638	231	6	  	  	SPACE
bracis-33638	231	7	chi	chi	NOUN
bracis-33638	231	8	,	,	PUNCT
bracis-33638	231	9	m.	m.	NOUN
bracis-33638	231	10	,	,	PUNCT
bracis-33638	231	11	wang	wang	PROPN
bracis-33638	231	12	,	,	PUNCT
bracis-33638	231	13	j.	j.	PROPN
bracis-33638	231	14	,	,	PUNCT
bracis-33638	231	15	luo	luo	PROPN
bracis-33638	231	16	,	,	PUNCT
bracis-33638	231	17	x.	x.	PROPN
bracis-33638	231	18	,	,	PUNCT
bracis-33638	231	19	li	li	PROPN
bracis-33638	231	20	,	,	PUNCT
bracis-33638	231	21	h.	h.	PROPN
bracis-33638	231	22	:	:	PUNCT
bracis-33638	231	23	why	why	SCONJ
bracis-33638	231	24	travelers	traveler	NOUN
bracis-33638	231	25	switch	switch	VERB
bracis-33638	231	26	to	to	ADP
bracis-33638	231	27	the	the	DET
bracis-33638	231	28	sharing	sharing	NOUN
bracis-33638	231	29	accommodation	accommodation	NOUN
bracis-33638	231	30	platforms	platform	NOUN
bracis-33638	231	31	?	?	PUNCT
bracis-33638	232	1	a	a	DET
bracis-33638	232	2	push	push	NOUN
bracis-33638	232	3	-	-	PUNCT
bracis-33638	232	4	pull	pull	NOUN
bracis-33638	232	5	-	-	PUNCT
bracis-33638	232	6	mooring	mooring	NOUN
bracis-33638	232	7	framework	framework	NOUN
bracis-33638	232	8	.	.	PUNCT
bracis-33638	233	1	int	int	NOUN
bracis-33638	233	2	.	.	PUNCT
bracis-33638	234	1	j.	j.	PROPN
bracis-33638	234	2	contemp	contemp	PROPN
bracis-33638	234	3	.	.	PUNCT
bracis-33638	235	1	hosp	hosp	PROPN
bracis-33638	235	2	.	.	PUNCT
bracis-33638	236	1	manag	manag	PROPN
bracis-33638	236	2	.	.	PUNCT
bracis-33638	237	1	33(12	33(12	NUM
bracis-33638	237	2	)	)	PUNCT
bracis-33638	237	3	,	,	PUNCT
bracis-33638	237	4	4286–4310	4286–4310	NUM
bracis-33638	237	5	(	(	PUNCT
bracis-33638	237	6	2021	2021	NUM
bracis-33638	237	7	)	)	PUNCT
bracis-33638	237	8	article	article	NOUN
bracis-33638	237	9	  	  	SPACE
bracis-33638	237	10	math	math	NOUN
bracis-33638	237	11	  	  	SPACE
bracis-33638	237	12	google	google	PROPN
bracis-33638	237	13	scholar	scholar	NOUN
bracis-33638	237	14	  	  	SPACE
bracis-33638	237	15	cleveland	cleveland	PROPN
bracis-33638	237	16	,	,	PUNCT
bracis-33638	237	17	r.b	r.b	PROPN
bracis-33638	237	18	.	.	PROPN
bracis-33638	237	19	,	,	PUNCT
bracis-33638	237	20	cleveland	cleveland	PROPN
bracis-33638	237	21	,	,	PUNCT
bracis-33638	237	22	w.s	w.s	PROPN
bracis-33638	237	23	.	.	PROPN
bracis-33638	237	24	,	,	PUNCT
bracis-33638	237	25	mcrae	mcrae	PROPN
bracis-33638	237	26	,	,	PUNCT
bracis-33638	237	27	j.e	j.e	PROPN
bracis-33638	237	28	.	.	PROPN
bracis-33638	237	29	,	,	PUNCT
bracis-33638	237	30	terpenning	terpenning	NOUN
bracis-33638	237	31	,	,	PUNCT
bracis-33638	237	32	i.	i.	PROPN
bracis-33638	237	33	:	:	PUNCT
bracis-33638	238	1	stl	stl	PROPN
bracis-33638	238	2	:	:	PUNCT
bracis-33638	238	3	a	a	DET
bracis-33638	238	4	seasonal	seasonal	ADJ
bracis-33638	238	5	-	-	PUNCT
bracis-33638	238	6	trend	trend	NOUN
bracis-33638	238	7	decomposition	decomposition	NOUN
bracis-33638	238	8	.	.	PUNCT
bracis-33638	239	1	j.	j.	PROPN
bracis-33638	239	2	off	off	PROPN
bracis-33638	239	3	.	.	PUNCT
bracis-33638	240	1	stat	stat	PROPN
bracis-33638	240	2	6(1	6(1	NUM
bracis-33638	240	3	)	)	PUNCT
bracis-33638	240	4	,	,	PUNCT
bracis-33638	240	5	3–73	3–73	X
bracis-33638	240	6	(	(	PUNCT
bracis-33638	240	7	1990	1990	NUM
bracis-33638	240	8	)	)	PUNCT
bracis-33638	240	9	math	math	NOUN
bracis-33638	240	10	  	  	SPACE
bracis-33638	240	11	google	google	PROPN
bracis-33638	240	12	scholar	scholar	NOUN
bracis-33638	240	13	  	  	SPACE
bracis-33638	240	14	de	de	PROPN
bracis-33638	240	15	 	 	SPACE
bracis-33638	240	16	geografia	geografia	NOUN
bracis-33638	240	17	 	 	SPACE
bracis-33638	240	18	e	e	PROPN
bracis-33638	240	19	estatística	estatística	PROPN
bracis-33638	240	20	,	,	PUNCT
bracis-33638	240	21	i.b	i.b	PROPN
bracis-33638	240	22	.	.	PROPN
bracis-33638	240	23	:	:	PUNCT
bracis-33638	241	1	índice	índice	PROPN
bracis-33638	241	2	nacional	nacional	PROPN
bracis-33638	241	3	de	de	X
bracis-33638	241	4	preços	preços	PROPN
bracis-33638	241	5	ao	ao	PROPN
bracis-33638	241	6	consumidor	consumidor	PROPN
bracis-33638	241	7	amplo	amplo	PROPN
bracis-33638	241	8	(	(	PUNCT
bracis-33638	241	9	ipca	ipca	PROPN
bracis-33638	241	10	)	)	PUNCT
bracis-33638	241	11	(	(	PUNCT
bracis-33638	241	12	2023	2023	NUM
bracis-33638	241	13	)	)	PUNCT
bracis-33638	241	14	.	.	PUNCT
bracis-33638	242	1	https://www.ibge.gov.br/estatisticas/economicas/precos-e-custos/9256-indice-nacional-de-precos-ao-consumidor-amplo.html	https://www.ibge.gov.br/estatisticas/economicas/precos-e-custos/9256-indice-nacional-de-precos-ao-consumidor-amplo.html	X
bracis-33638	242	2	.	.	PUNCT
bracis-33638	243	1	accessed	access	VERB
bracis-33638	243	2	23	23	NUM
bracis-33638	243	3	june	june	PROPN
bracis-33638	243	4	2024	2024	NUM
bracis-33638	243	5	giousmpasoglou	giousmpasoglou	PROPN
bracis-33638	243	6	,	,	PUNCT
bracis-33638	243	7	c.	c.	PROPN
bracis-33638	243	8	,	,	PUNCT
bracis-33638	243	9	marinakou	marinakou	PROPN
bracis-33638	243	10	,	,	PUNCT
bracis-33638	243	11	e.	e.	PROPN
bracis-33638	243	12	,	,	PUNCT
bracis-33638	243	13	zopiatis	zopiatis	PROPN
bracis-33638	243	14	,	,	PUNCT
bracis-33638	243	15	a.	a.	NOUN
bracis-33638	243	16	:	:	PUNCT
bracis-33638	243	17	hospitality	hospitality	NOUN
bracis-33638	243	18	managers	manager	NOUN
bracis-33638	243	19	in	in	ADP
bracis-33638	243	20	turbulent	turbulent	ADJ
bracis-33638	243	21	times	time	NOUN
bracis-33638	243	22	:	:	PUNCT
bracis-33638	243	23	the	the	DET
bracis-33638	243	24	covid-19	covid-19	PROPN
bracis-33638	243	25	crisis	crisis	NOUN
bracis-33638	243	26	.	.	PUNCT
bracis-33638	244	1	int	int	NOUN
bracis-33638	244	2	.	.	PUNCT
bracis-33638	245	1	j.	j.	PROPN
bracis-33638	245	2	contemp	contemp	PROPN
bracis-33638	245	3	.	.	PUNCT
bracis-33638	246	1	hosp	hosp	PROPN
bracis-33638	246	2	.	.	PUNCT
bracis-33638	247	1	manag	manag	PROPN
bracis-33638	247	2	.	.	PUNCT
bracis-33638	248	1	33(4	33(4	NUM
bracis-33638	248	2	)	)	PUNCT
bracis-33638	249	1	,	,	PUNCT
bracis-33638	249	2	1297–1318	1297–1318	NUM
bracis-33638	249	3	(	(	PUNCT
bracis-33638	249	4	2021	2021	NUM
bracis-33638	249	5	)	)	PUNCT
bracis-33638	249	6	article	article	NOUN
bracis-33638	249	7	  	  	SPACE
bracis-33638	249	8	google	google	PROPN
bracis-33638	249	9	scholar	scholar	NOUN
bracis-33638	249	10	  	  	SPACE
bracis-33638	249	11	hyndman	hyndman	NOUN
bracis-33638	249	12	,	,	PUNCT
bracis-33638	249	13	r.j	r.j	PROPN
bracis-33638	249	14	.	.	PROPN
bracis-33638	249	15	,	,	PUNCT
bracis-33638	249	16	athanasopoulos	athanasopoulo	NOUN
bracis-33638	249	17	,	,	PUNCT
bracis-33638	249	18	g.	g.	NOUN
bracis-33638	249	19	:	:	PUNCT
bracis-33638	249	20	forecasting	forecasting	NOUN
bracis-33638	249	21	:	:	PUNCT
bracis-33638	249	22	principles	principle	NOUN
bracis-33638	249	23	and	and	CCONJ
bracis-33638	249	24	practice	practice	NOUN
bracis-33638	249	25	.	.	PUNCT
bracis-33638	250	1	otexts	otext	NOUN
bracis-33638	250	2	(	(	PUNCT
bracis-33638	250	3	2018	2018	NUM
bracis-33638	250	4	)	)	PUNCT
bracis-33638	250	5	google	google	PROPN
bracis-33638	250	6	scholar	scholar	NOUN
bracis-33638	250	7	  	  	SPACE
bracis-33638	250	8	kimes	kime	NOUN
bracis-33638	250	9	,	,	PUNCT
bracis-33638	250	10	s.e	s.e	PROPN
bracis-33638	250	11	.	.	PROPN
bracis-33638	250	12	:	:	PUNCT
bracis-33638	251	1	revenue	revenue	NOUN
bracis-33638	251	2	management	management	NOUN
bracis-33638	251	3	:	:	PUNCT
bracis-33638	251	4	a	a	DET
bracis-33638	251	5	retrospective	retrospective	NOUN
bracis-33638	251	6	.	.	PUNCT
bracis-33638	252	1	cornell	cornell	PROPN
bracis-33638	252	2	hotel	hotel	PROPN
bracis-33638	252	3	restaurant	restaurant	PROPN
bracis-33638	252	4	adm	adm	PROPN
bracis-33638	252	5	.	.	PUNCT
bracis-33638	253	1	q.	q.	PROPN
bracis-33638	253	2	44(5–6	44(5–6	PROPN
bracis-33638	253	3	)	)	PUNCT
bracis-33638	253	4	,	,	PUNCT
bracis-33638	253	5	131–138	131–138	NUM
bracis-33638	253	6	(	(	PUNCT
bracis-33638	253	7	2003	2003	NUM
bracis-33638	253	8	)	)	PUNCT
bracis-33638	253	9	article	article	NOUN
bracis-33638	253	10	  	  	SPACE
bracis-33638	253	11	math	math	NOUN
bracis-33638	253	12	  	  	SPACE
bracis-33638	253	13	google	google	PROPN
bracis-33638	253	14	scholar	scholar	NOUN
bracis-33638	253	15	  	  	SPACE
bracis-33638	253	16	knani	knani	NOUN
bracis-33638	253	17	,	,	PUNCT
bracis-33638	253	18	m.	m.	NOUN
bracis-33638	253	19	,	,	PUNCT
bracis-33638	253	20	echchakoui	echchakoui	ADV
bracis-33638	253	21	,	,	PUNCT
bracis-33638	253	22	s.	s.	PROPN
bracis-33638	253	23	,	,	PUNCT
bracis-33638	253	24	ladhari	ladhari	PROPN
bracis-33638	253	25	,	,	PUNCT
bracis-33638	253	26	r.	r.	PROPN
bracis-33638	253	27	:	:	PUNCT
bracis-33638	253	28	artificial	artificial	ADJ
bracis-33638	253	29	intelligence	intelligence	NOUN
bracis-33638	253	30	in	in	ADP
bracis-33638	253	31	tourism	tourism	NOUN
bracis-33638	253	32	and	and	CCONJ
bracis-33638	253	33	hospitality	hospitality	NOUN
bracis-33638	253	34	:	:	PUNCT
bracis-33638	253	35	bibliometric	bibliometric	ADJ
bracis-33638	253	36	analysis	analysis	NOUN
bracis-33638	253	37	and	and	CCONJ
bracis-33638	253	38	research	research	NOUN
bracis-33638	253	39	agenda	agenda	NOUN
bracis-33638	253	40	.	.	PUNCT
bracis-33638	254	1	int	int	NOUN
bracis-33638	254	2	.	.	PUNCT
bracis-33638	255	1	j.	j.	PROPN
bracis-33638	255	2	hosp	hosp	PROPN
bracis-33638	255	3	.	.	PUNCT
bracis-33638	256	1	manag	manag	PROPN
bracis-33638	256	2	.	.	PUNCT
bracis-33638	257	1	107	107	NUM
bracis-33638	257	2	,	,	PUNCT
bracis-33638	257	3	103317	103317	NUM
bracis-33638	257	4	(	(	PUNCT
bracis-33638	257	5	2022	2022	NUM
bracis-33638	257	6	)	)	PUNCT
bracis-33638	257	7	article	article	NOUN
bracis-33638	257	8	  	  	SPACE
bracis-33638	257	9	math	math	NOUN
bracis-33638	257	10	  	  	SPACE
bracis-33638	257	11	google	google	PROPN
bracis-33638	257	12	scholar	scholar	NOUN
bracis-33638	257	13	  	  	SPACE
bracis-33638	257	14	koupriouchina	koupriouchina	PROPN
bracis-33638	257	15	,	,	PUNCT
bracis-33638	257	16	l.	l.	PROPN
bracis-33638	257	17	,	,	PUNCT
bracis-33638	257	18	van	van	PROPN
bracis-33638	257	19	der	der	PROPN
bracis-33638	257	20	rest	rest	PROPN
bracis-33638	257	21	,	,	PUNCT
bracis-33638	257	22	j.p	j.p	PROPN
bracis-33638	257	23	.	.	PROPN
bracis-33638	257	24	,	,	PUNCT
bracis-33638	257	25	schwartz	schwartz	PROPN
bracis-33638	257	26	,	,	PUNCT
bracis-33638	257	27	z.	z.	PROPN
bracis-33638	257	28	:	:	PUNCT
bracis-33638	258	1	judgmental	judgmental	ADJ
bracis-33638	258	2	adjustments	adjustment	NOUN
bracis-33638	258	3	of	of	ADP
bracis-33638	258	4	algorithmic	algorithmic	ADJ
bracis-33638	258	5	hotel	hotel	NOUN
bracis-33638	258	6	occupancy	occupancy	NOUN
bracis-33638	258	7	forecasts	forecast	NOUN
bracis-33638	258	8	:	:	PUNCT
bracis-33638	258	9	does	do	AUX
bracis-33638	258	10	user	user	NOUN
bracis-33638	258	11	override	override	VERB
bracis-33638	258	12	frequency	frequency	NOUN
bracis-33638	258	13	impact	impact	NOUN
bracis-33638	258	14	accuracy	accuracy	NOUN
bracis-33638	258	15	at	at	ADP
bracis-33638	258	16	different	different	ADJ
bracis-33638	258	17	time	time	NOUN
bracis-33638	258	18	horizons	horizon	NOUN
bracis-33638	258	19	?	?	PUNCT
bracis-33638	259	1	tour	tour	NOUN
bracis-33638	259	2	.	.	PUNCT
bracis-33638	260	1	econ	econ	PROPN
bracis-33638	260	2	.	.	PUNCT
bracis-33638	261	1	29(8	29(8	NUM
bracis-33638	261	2	)	)	PUNCT
bracis-33638	261	3	,	,	PUNCT
bracis-33638	261	4	2143–2164	2143–2164	NUM
bracis-33638	261	5	(	(	PUNCT
bracis-33638	261	6	2023	2023	NUM
bracis-33638	261	7	)	)	PUNCT
bracis-33638	261	8	article	article	NOUN
bracis-33638	261	9	  	  	SPACE
bracis-33638	261	10	google	google	PROPN
bracis-33638	261	11	scholar	scholar	NOUN
bracis-33638	261	12	  	  	SPACE
bracis-33638	261	13	meatchi	meatchi	NOUN
bracis-33638	261	14	,	,	PUNCT
bracis-33638	261	15	s.	s.	PROPN
bracis-33638	261	16	,	,	PUNCT
bracis-33638	261	17	camus	camus	PROPN
bracis-33638	261	18	,	,	PUNCT
bracis-33638	261	19	s.	s.	PROPN
bracis-33638	261	20	,	,	PUNCT
bracis-33638	261	21	lecointre	lecointre	NOUN
bracis-33638	261	22	-	-	PUNCT
bracis-33638	261	23	erickson	erickson	PROPN
bracis-33638	261	24	,	,	PUNCT
bracis-33638	261	25	d.	d.	PROPN
bracis-33638	261	26	:	:	PUNCT
bracis-33638	261	27	perceived	perceive	VERB
bracis-33638	261	28	unfairness	unfairness	NOUN
bracis-33638	261	29	of	of	ADP
bracis-33638	261	30	revenue	revenue	NOUN
bracis-33638	261	31	management	management	NOUN
bracis-33638	261	32	pricing	pricing	NOUN
bracis-33638	261	33	:	:	PUNCT
bracis-33638	261	34	developing	develop	VERB
bracis-33638	261	35	a	a	DET
bracis-33638	261	36	measurement	measurement	NOUN
bracis-33638	261	37	scale	scale	NOUN
bracis-33638	261	38	in	in	ADP
bracis-33638	261	39	the	the	DET
bracis-33638	261	40	context	context	NOUN
bracis-33638	261	41	of	of	ADP
bracis-33638	261	42	hospitality	hospitality	NOUN
bracis-33638	261	43	.	.	PUNCT
bracis-33638	262	1	int	int	NOUN
bracis-33638	262	2	.	.	PUNCT
bracis-33638	263	1	j.	j.	PROPN
bracis-33638	263	2	contemp	contemp	PROPN
bracis-33638	263	3	.	.	PUNCT
bracis-33638	264	1	hosp	hosp	PROPN
bracis-33638	264	2	.	.	PUNCT
bracis-33638	265	1	manag	manag	PROPN
bracis-33638	265	2	.	.	PUNCT
bracis-33638	266	1	33(10	33(10	NUM
bracis-33638	266	2	)	)	PUNCT
bracis-33638	266	3	,	,	PUNCT
bracis-33638	266	4	3157–3176	3157–3176	NUM
bracis-33638	266	5	(	(	PUNCT
bracis-33638	266	6	2021	2021	NUM
bracis-33638	266	7	)	)	PUNCT
bracis-33638	266	8	article	article	NOUN
bracis-33638	266	9	  	  	SPACE
bracis-33638	266	10	google	google	PROPN
bracis-33638	266	11	scholar	scholar	NOUN
bracis-33638	266	12	  	  	SPACE
bracis-33638	266	13	pereira	pereira	PROPN
bracis-33638	266	14	,	,	PUNCT
bracis-33638	266	15	l.n	l.n	PROPN
bracis-33638	266	16	.	.	PROPN
bracis-33638	266	17	:	:	PUNCT
bracis-33638	266	18	an	an	DET
bracis-33638	266	19	introduction	introduction	NOUN
bracis-33638	266	20	to	to	ADP
bracis-33638	266	21	helpful	helpful	ADJ
bracis-33638	266	22	forecasting	forecasting	NOUN
bracis-33638	266	23	methods	method	NOUN
bracis-33638	266	24	for	for	ADP
bracis-33638	266	25	hotel	hotel	NOUN
bracis-33638	266	26	revenue	revenue	NOUN
bracis-33638	266	27	management	management	NOUN
bracis-33638	266	28	.	.	PUNCT
bracis-33638	267	1	int	int	NOUN
bracis-33638	267	2	.	.	PUNCT
bracis-33638	268	1	j.	j.	PROPN
bracis-33638	268	2	hosp	hosp	PROPN
bracis-33638	268	3	.	.	PUNCT
bracis-33638	269	1	manag	manag	PROPN
bracis-33638	269	2	.	.	PUNCT
bracis-33638	270	1	58	58	NUM
bracis-33638	270	2	,	,	PUNCT
bracis-33638	270	3	13–23	13–23	NUM
bracis-33638	270	4	(	(	PUNCT
bracis-33638	270	5	2016	2016	NUM
bracis-33638	270	6	)	)	PUNCT
bracis-33638	270	7	article	article	NOUN
bracis-33638	270	8	  	  	SPACE
bracis-33638	270	9	math	math	NOUN
bracis-33638	270	10	  	  	SPACE
bracis-33638	270	11	google	google	PROPN
bracis-33638	270	12	scholar	scholar	NOUN
bracis-33638	270	13	  	  	SPACE
bracis-33638	270	14	salah	salah	PROPN
bracis-33638	270	15	,	,	PUNCT
bracis-33638	270	16	a.	a.	NOUN
bracis-33638	270	17	,	,	PUNCT
bracis-33638	270	18	bekhit	bekhit	PROPN
bracis-33638	270	19	,	,	PUNCT
bracis-33638	270	20	m.	m.	NOUN
bracis-33638	270	21	,	,	PUNCT
bracis-33638	270	22	eldesouky	eldesouky	NOUN
bracis-33638	270	23	,	,	PUNCT
bracis-33638	270	24	e.	e.	PROPN
bracis-33638	270	25	,	,	PUNCT
bracis-33638	270	26	ali	ali	PROPN
bracis-33638	270	27	,	,	PUNCT
bracis-33638	270	28	a.	a.	PROPN
bracis-33638	270	29	,	,	PUNCT
bracis-33638	270	30	fathalla	fathalla	NOUN
bracis-33638	270	31	,	,	PUNCT
bracis-33638	270	32	a.	a.	NOUN
bracis-33638	270	33	:	:	PUNCT
bracis-33638	270	34	price	price	NOUN
bracis-33638	270	35	prediction	prediction	NOUN
bracis-33638	270	36	of	of	ADP
bracis-33638	270	37	seasonal	seasonal	ADJ
bracis-33638	270	38	items	item	NOUN
bracis-33638	270	39	using	use	VERB
bracis-33638	270	40	time	time	NOUN
bracis-33638	270	41	series	series	PROPN
bracis-33638	270	42	analysis	analysis	NOUN
bracis-33638	270	43	.	.	PUNCT
bracis-33638	271	1	comput	comput	NOUN
bracis-33638	271	2	.	.	PUNCT
bracis-33638	272	1	syst	syst	PROPN
bracis-33638	272	2	.	.	PUNCT
bracis-33638	273	1	sci	sci	PROPN
bracis-33638	273	2	.	.	PUNCT
bracis-33638	274	1	eng	eng	PROPN
bracis-33638	274	2	.	.	PUNCT
bracis-33638	275	1	(	(	PUNCT
bracis-33638	275	2	2023	2023	NUM
bracis-33638	275	3	)	)	PUNCT
bracis-33638	275	4	google	google	PROPN
bracis-33638	275	5	scholar	scholar	NOUN
bracis-33638	275	6	  	  	SPACE
bracis-33638	275	7	taylor	taylor	PROPN
bracis-33638	275	8	,	,	PUNCT
bracis-33638	275	9	s.j	s.j	PROPN
bracis-33638	275	10	.	.	PROPN
bracis-33638	275	11	,	,	PUNCT
bracis-33638	275	12	letham	letham	PROPN
bracis-33638	275	13	,	,	PUNCT
bracis-33638	275	14	b.	b.	PROPN
bracis-33638	275	15	:	:	PUNCT
bracis-33638	275	16	prophet	prophet	NOUN
bracis-33638	275	17	:	:	PUNCT
bracis-33638	275	18	forecasting	forecast	VERB
bracis-33638	275	19	at	at	ADP
bracis-33638	275	20	scale	scale	NOUN
bracis-33638	275	21	(	(	PUNCT
bracis-33638	275	22	2017	2017	NUM
bracis-33638	275	23	)	)	PUNCT
bracis-33638	275	24	.	.	PUNCT
bracis-33638	276	1	https://github.com/facebook/prophet	https://github.com/facebook/prophet	PROPN
bracis-33638	276	2	.	.	PUNCT
bracis-33638	277	1	accessed	access	VERB
bracis-33638	277	2	23	23	NUM
bracis-33638	277	3	june	june	PROPN
bracis-33638	277	4	2024	2024	NUM
bracis-33638	277	5	webb	webb	PROPN
bracis-33638	277	6	,	,	PUNCT
bracis-33638	277	7	t.	t.	PROPN
bracis-33638	277	8	,	,	PUNCT
bracis-33638	277	9	schwartz	schwartz	PROPN
bracis-33638	277	10	,	,	PUNCT
bracis-33638	277	11	z.	z.	PROPN
bracis-33638	277	12	,	,	PUNCT
bracis-33638	277	13	xiang	xiang	PROPN
bracis-33638	277	14	,	,	PUNCT
bracis-33638	277	15	z.	z.	PROPN
bracis-33638	277	16	,	,	PUNCT
bracis-33638	277	17	singal	singal	NOUN
bracis-33638	277	18	,	,	PUNCT
bracis-33638	277	19	m.	m.	NOUN
bracis-33638	277	20	:	:	PUNCT
bracis-33638	277	21	revenue	revenue	NOUN
bracis-33638	277	22	management	management	NOUN
bracis-33638	277	23	forecasting	forecasting	NOUN
bracis-33638	277	24	:	:	PUNCT
bracis-33638	277	25	the	the	DET
bracis-33638	277	26	resiliency	resiliency	NOUN
bracis-33638	277	27	of	of	ADP
bracis-33638	277	28	advanced	advanced	ADJ
bracis-33638	277	29	booking	booking	NOUN
bracis-33638	277	30	methods	method	NOUN
bracis-33638	277	31	given	give	VERB
bracis-33638	277	32	dynamic	dynamic	ADJ
bracis-33638	277	33	booking	booking	NOUN
bracis-33638	277	34	windows	window	NOUN
bracis-33638	277	35	.	.	PUNCT
bracis-33638	278	1	int	int	NOUN
bracis-33638	278	2	.	.	PUNCT
bracis-33638	279	1	j.	j.	PROPN
bracis-33638	279	2	hosp	hosp	PROPN
bracis-33638	279	3	.	.	PUNCT
bracis-33638	280	1	manag	manag	PROPN
bracis-33638	280	2	.	.	PROPN
bracis-33638	280	3	89	89	NUM
bracis-33638	280	4	,	,	PUNCT
bracis-33638	280	5	102590	102590	NUM
bracis-33638	280	6	(	(	PUNCT
bracis-33638	280	7	2020	2020	NUM
bracis-33638	280	8	)	)	PUNCT
bracis-33638	280	9	article	article	NOUN
bracis-33638	280	10	  	  	SPACE
bracis-33638	280	11	google	google	PROPN
bracis-33638	280	12	scholar	scholar	NOUN
bracis-33638	280	13	  	  	SPACE
bracis-33638	280	14	zaki	zaki	NOUN
bracis-33638	280	15	,	,	PUNCT
bracis-33638	280	16	k.	k.	PROPN
bracis-33638	280	17	:	:	PUNCT
bracis-33638	280	18	implementing	implement	VERB
bracis-33638	280	19	dynamic	dynamic	ADJ
bracis-33638	280	20	revenue	revenue	NOUN
bracis-33638	280	21	management	management	NOUN
bracis-33638	280	22	in	in	ADP
bracis-33638	280	23	hotels	hotel	NOUN
bracis-33638	280	24	during	during	ADP
bracis-33638	280	25	covid-19	covid-19	PROPN
bracis-33638	280	26	:	:	PUNCT
bracis-33638	280	27	value	value	NOUN
bracis-33638	280	28	stream	stream	NOUN
bracis-33638	280	29	and	and	CCONJ
bracis-33638	280	30	wavelet	wavelet	NOUN
bracis-33638	280	31	coherence	coherence	NOUN
bracis-33638	280	32	perspectives	perspective	NOUN
bracis-33638	280	33	.	.	PUNCT
bracis-33638	281	1	int	int	NOUN
bracis-33638	281	2	.	.	PUNCT
bracis-33638	282	1	j.	j.	PROPN
bracis-33638	282	2	contemp	contemp	PROPN
bracis-33638	282	3	.	.	PUNCT
bracis-33638	283	1	hosp	hosp	PROPN
bracis-33638	283	2	.	.	PUNCT
bracis-33638	284	1	manag	manag	PROPN
bracis-33638	284	2	.	.	PUNCT
bracis-33638	285	1	34(5	34(5	PROPN
bracis-33638	285	2	)	)	PUNCT
bracis-33638	285	3	,	,	PUNCT
bracis-33638	285	4	1768–1795	1768–1795	NUM
bracis-33638	285	5	(	(	PUNCT
bracis-33638	285	6	2022	2022	NUM
bracis-33638	285	7	)	)	PUNCT
bracis-33638	285	8	article	article	NOUN
bracis-33638	285	9	  	  	SPACE
bracis-33638	285	10	math	math	NOUN
bracis-33638	285	11	  	  	SPACE
bracis-33638	285	12	google	google	PROPN
bracis-33638	285	13	scholar	scholar	NOUN
bracis-33638	285	14	  	  	SPACE
bracis-33638	285	15	zhang	zhang	PROPN
bracis-33638	285	16	,	,	PUNCT
bracis-33638	285	17	b.	b.	PROPN
bracis-33638	285	18	,	,	PUNCT
bracis-33638	285	19	huang	huang	PROPN
bracis-33638	285	20	,	,	PUNCT
bracis-33638	285	21	x.	x.	PROPN
bracis-33638	285	22	,	,	PUNCT
bracis-33638	285	23	li	li	PROPN
bracis-33638	285	24	,	,	PUNCT
bracis-33638	285	25	n.	n.	NOUN
bracis-33638	285	26	,	,	PUNCT
bracis-33638	285	27	law	law	NOUN
bracis-33638	285	28	,	,	PUNCT
bracis-33638	285	29	r.	r.	PROPN
bracis-33638	285	30	:	:	PUNCT
bracis-33638	285	31	a	a	DET
bracis-33638	285	32	novel	novel	ADJ
bracis-33638	285	33	hybrid	hybrid	NOUN
bracis-33638	285	34	model	model	NOUN
bracis-33638	285	35	for	for	ADP
bracis-33638	285	36	tourist	tourist	NOUN
bracis-33638	285	37	volume	volume	NOUN
bracis-33638	285	38	forecasting	forecasting	NOUN
bracis-33638	285	39	incorporating	incorporate	VERB
bracis-33638	285	40	search	search	NOUN
bracis-33638	285	41	engine	engine	NOUN
bracis-33638	285	42	data	datum	NOUN
bracis-33638	285	43	.	.	PUNCT
bracis-33638	286	1	asia	asia	PROPN
bracis-33638	286	2	pacific	pacific	PROPN
bracis-33638	286	3	j.	j.	PROPN
bracis-33638	286	4	tourism	tourism	PROPN
bracis-33638	286	5	res	re	NOUN
bracis-33638	286	6	.	.	PUNCT
bracis-33638	287	1	22(3	22(3	NUM
bracis-33638	287	2	)	)	PUNCT
bracis-33638	287	3	,	,	PUNCT
bracis-33638	287	4	245–254	245–254	NUM
bracis-33638	287	5	(	(	PUNCT
bracis-33638	287	6	2017	2017	NUM
bracis-33638	287	7	)	)	PUNCT
bracis-33638	287	8	article	article	NOUN
bracis-33638	287	9	  	  	SPACE
bracis-33638	287	10	math	math	NOUN
bracis-33638	287	11	  	  	SPACE
bracis-33638	287	12	google	google	PROPN
bracis-33638	287	13	scholar	scholar	NOUN
bracis-33638	287	14	  	  	SPACE
bracis-33638	287	15	zheng	zheng	PROPN
bracis-33638	287	16	,	,	PUNCT
bracis-33638	287	17	t.	t.	PROPN
bracis-33638	287	18	:	:	PUNCT
bracis-33638	287	19	what	what	PRON
bracis-33638	287	20	caused	cause	VERB
bracis-33638	287	21	the	the	DET
bracis-33638	287	22	decrease	decrease	NOUN
bracis-33638	287	23	in	in	ADP
bracis-33638	287	24	revpar	revpar	NOUN
bracis-33638	287	25	during	during	ADP
bracis-33638	287	26	the	the	DET
bracis-33638	287	27	recession	recession	NOUN
bracis-33638	287	28	?	?	PUNCT
bracis-33638	288	1	an	an	DET
bracis-33638	288	2	arima	arima	NOUN
bracis-33638	288	3	with	with	ADP
bracis-33638	288	4	intervention	intervention	NOUN
bracis-33638	288	5	analysis	analysis	NOUN
bracis-33638	288	6	of	of	ADP
bracis-33638	288	7	room	room	NOUN
bracis-33638	288	8	supply	supply	NOUN
bracis-33638	288	9	and	and	CCONJ
bracis-33638	288	10	market	market	NOUN
bracis-33638	288	11	demand	demand	NOUN
bracis-33638	288	12	.	.	PUNCT
bracis-33638	289	1	int	int	NOUN
bracis-33638	289	2	.	.	PUNCT
bracis-33638	290	1	j.	j.	PROPN
bracis-33638	290	2	contemp	contemp	PROPN
bracis-33638	290	3	.	.	PUNCT
bracis-33638	291	1	hosp	hosp	PROPN
bracis-33638	291	2	.	.	PUNCT
bracis-33638	292	1	manag	manag	PROPN
bracis-33638	292	2	.	.	PUNCT
bracis-33638	293	1	26(8	26(8	NOUN
bracis-33638	293	2	)	)	PUNCT
bracis-33638	293	3	,	,	PUNCT
bracis-33638	293	4	1225–1242	1225–1242	NUM
bracis-33638	293	5	(	(	PUNCT
bracis-33638	293	6	2014	2014	NUM
bracis-33638	293	7	)	)	PUNCT
bracis-33638	293	8	article	article	NOUN
bracis-33638	293	9	  	  	SPACE
bracis-33638	293	10	math	math	NOUN
bracis-33638	293	11	  	  	SPACE
bracis-33638	293	12	google	google	PROPN
bracis-33638	293	13	scholar	scholar	NOUN
bracis-33638	293	14	  	  	SPACE
bracis-33638	293	15	zheng	zheng	PROPN
bracis-33638	293	16	,	,	PUNCT
bracis-33638	293	17	t.	t.	PROPN
bracis-33638	293	18	,	,	PUNCT
bracis-33638	293	19	liu	liu	PROPN
bracis-33638	293	20	,	,	PUNCT
bracis-33638	293	21	s.	s.	PROPN
bracis-33638	293	22	,	,	PUNCT
bracis-33638	293	23	chen	chen	PROPN
bracis-33638	293	24	,	,	PUNCT
bracis-33638	293	25	z.	z.	PROPN
bracis-33638	293	26	,	,	PUNCT
bracis-33638	293	27	qiao	qiao	PROPN
bracis-33638	293	28	,	,	PUNCT
bracis-33638	293	29	y.	y.	NOUN
bracis-33638	293	30	,	,	PUNCT
bracis-33638	293	31	law	law	NOUN
bracis-33638	293	32	,	,	PUNCT
bracis-33638	293	33	r.	r.	PROPN
bracis-33638	293	34	:	:	PUNCT
bracis-33638	293	35	forecasting	forecast	VERB
bracis-33638	293	36	daily	daily	ADJ
bracis-33638	293	37	room	room	NOUN
bracis-33638	293	38	rates	rate	NOUN
bracis-33638	293	39	on	on	ADP
bracis-33638	293	40	the	the	DET
bracis-33638	293	41	basis	basis	NOUN
bracis-33638	293	42	of	of	ADP
bracis-33638	293	43	an	an	DET
bracis-33638	293	44	lstm	lstm	NOUN
bracis-33638	293	45	model	model	NOUN
bracis-33638	293	46	in	in	ADP
bracis-33638	293	47	difficult	difficult	ADJ
bracis-33638	293	48	times	time	NOUN
bracis-33638	293	49	of	of	ADP
bracis-33638	293	50	hong	hong	PROPN
bracis-33638	293	51	kong	kong	PROPN
bracis-33638	293	52	:	:	PUNCT
bracis-33638	293	53	evidence	evidence	NOUN
bracis-33638	293	54	from	from	ADP
bracis-33638	293	55	online	online	ADJ
bracis-33638	293	56	distribution	distribution	NOUN
bracis-33638	293	57	channels	channel	NOUN
bracis-33638	293	58	on	on	ADP
bracis-33638	293	59	the	the	DET
bracis-33638	293	60	hotel	hotel	NOUN
bracis-33638	293	61	industry	industry	NOUN
bracis-33638	293	62	.	.	PUNCT
bracis-33638	294	1	sustainability	sustainability	NOUN
bracis-33638	294	2	12(18	12(18	NUM
bracis-33638	294	3	)	)	PUNCT
bracis-33638	294	4	,	,	PUNCT
bracis-33638	294	5	7334	7334	NUM
bracis-33638	294	6	(	(	PUNCT
bracis-33638	294	7	2020	2020	NUM
bracis-33638	294	8	)	)	PUNCT
bracis-33638	294	9	article	article	NOUN
bracis-33638	294	10	  	  	SPACE
bracis-33638	294	11	math	math	NOUN
bracis-33638	294	12	  	  	SPACE
bracis-33638	294	13	google	google	PROPN
bracis-33638	294	14	scholar	scholar	NOUN
bracis-33638	294	15	  	  	SPACE
bracis-33638	294	16	download	download	NOUN
bracis-33638	294	17	references	reference	NOUN
bracis-33638	294	18	author	author	NOUN
bracis-33638	294	19	information	information	NOUN
bracis-33638	294	20	authors	author	NOUN
bracis-33638	294	21	and	and	CCONJ
bracis-33638	294	22	affiliations	affiliation	NOUN
bracis-33638	294	23	cesar	cesar	PROPN
bracis-33638	294	24	,	,	PUNCT
bracis-33638	294	25	recife	recife	PROPN
bracis-33638	294	26	,	,	PUNCT
bracis-33638	294	27	pernambuco	pernambuco	PROPN
bracis-33638	294	28	,	,	PUNCT
bracis-33638	294	29	brazil	brazil	PROPN
bracis-33638	294	30	francisco	francisco	PROPN
bracis-33638	294	31	b.	b.	PROPN
bracis-33638	294	32	oliveira	oliveira	PROPN
bracis-33638	294	33	,	,	PUNCT
bracis-33638	294	34	 	 	SPACE
bracis-33638	294	35	joão	joão	PROPN
bracis-33638	294	36	paulo	paulo	PROPN
bracis-33638	294	37	freitas	freitas	PROPN
bracis-33638	294	38	 	 	SPACE
bracis-33638	294	39	&	&	CCONJ
bracis-33638	294	40	 	 	SPACE
bracis-33638	294	41	chris	chris	PROPN
bracis-33638	294	42	penna	penna	PROPN
bracis-33638	294	43	universidade	universidade	PROPN
bracis-33638	294	44	federal	federal	PROPN
bracis-33638	294	45	rural	rural	PROPN
bracis-33638	294	46	de	de	X
bracis-33638	294	47	pernambuco	pernambuco	PROPN
bracis-33638	294	48	,	,	PUNCT
bracis-33638	294	49	recife	recife	PROPN
bracis-33638	294	50	,	,	PUNCT
bracis-33638	294	51	brazil	brazil	PROPN
bracis-33638	294	52	moesio	moesio	PROPN
bracis-33638	294	53	w.	w.	PROPN
bracis-33638	294	54	silva	silva	PROPN
bracis-33638	294	55	-	-	PUNCT
bracis-33638	294	56	filho	filho	PROPN
bracis-33638	294	57	,	,	PUNCT
bracis-33638	294	58	 	 	SPACE
bracis-33638	294	59	gabriel	gabriel	PROPN
bracis-33638	294	60	a.	a.	PROPN
bracis-33638	294	61	barbosa	barbosa	PROPN
bracis-33638	294	62	 	 	SPACE
bracis-33638	294	63	&	&	CCONJ
bracis-33638	294	64	 	 	SPACE
bracis-33638	294	65	péricles	péricles	PROPN
bracis-33638	294	66	b.	b.	PROPN
bracis-33638	294	67	c.	c.	PROPN
bracis-33638	294	68	miranda	miranda	PROPN
bracis-33638	294	69	authors	authors	PROPN
bracis-33638	294	70	francisco	francisco	PROPN
bracis-33638	294	71	b.	b.	PROPN
bracis-33638	294	72	oliveiraview	oliveiraview	PROPN
bracis-33638	294	73	author	author	NOUN
bracis-33638	294	74	publications	publication	NOUN
bracis-33638	294	75	search	search	NOUN
bracis-33638	294	76	author	author	NOUN
bracis-33638	294	77	on	on	ADP
bracis-33638	294	78	:	:	PUNCT
bracis-33638	294	79	pubmed	pubmed	PROPN
bracis-33638	294	80	 	 	SPACE
bracis-33638	294	81	google	google	PROPN
bracis-33638	294	82	scholar	scholar	NOUN
bracis-33638	294	83	moesio	moesio	PROPN
bracis-33638	294	84	w.	w.	PROPN
bracis-33638	294	85	silva	silva	PROPN
bracis-33638	294	86	-	-	PUNCT
bracis-33638	294	87	filhoview	filhoview	NOUN
bracis-33638	294	88	author	author	NOUN
bracis-33638	294	89	publications	publication	NOUN
bracis-33638	294	90	search	search	NOUN
bracis-33638	294	91	author	author	NOUN
bracis-33638	294	92	on	on	ADP
bracis-33638	294	93	:	:	PUNCT
bracis-33638	294	94	pubmed	pubmed	PROPN
bracis-33638	294	95	 	 	SPACE
bracis-33638	294	96	google	google	PROPN
bracis-33638	294	97	scholar	scholar	PROPN
bracis-33638	294	98	gabriel	gabriel	PROPN
bracis-33638	294	99	a.	a.	PROPN
bracis-33638	294	100	barbosaview	barbosaview	PROPN
bracis-33638	294	101	author	author	NOUN
bracis-33638	294	102	publications	publication	NOUN
bracis-33638	294	103	search	search	NOUN
bracis-33638	294	104	author	author	NOUN
bracis-33638	294	105	on	on	ADP
bracis-33638	294	106	:	:	PUNCT
bracis-33638	294	107	pubmed	pubmed	PROPN
bracis-33638	294	108	 	 	SPACE
bracis-33638	294	109	google	google	PROPN
bracis-33638	294	110	scholar	scholar	PROPN
bracis-33638	294	111	joão	joão	PROPN
bracis-33638	294	112	paulo	paulo	PROPN
bracis-33638	294	113	freitasview	freitasview	PROPN
bracis-33638	294	114	author	author	NOUN
bracis-33638	294	115	publications	publication	NOUN
bracis-33638	294	116	search	search	NOUN
bracis-33638	294	117	author	author	NOUN
bracis-33638	294	118	on	on	ADP
bracis-33638	294	119	:	:	PUNCT
bracis-33638	294	120	pubmed	pubmed	PROPN
bracis-33638	294	121	 	 	SPACE
bracis-33638	294	122	google	google	PROPN
bracis-33638	294	123	scholar	scholar	PROPN
bracis-33638	294	124	chris	chris	PROPN
bracis-33638	294	125	pennaview	pennaview	PROPN
bracis-33638	294	126	author	author	NOUN
bracis-33638	294	127	publications	publication	VERB
bracis-33638	294	128	search	search	NOUN
bracis-33638	294	129	author	author	NOUN
bracis-33638	294	130	on	on	ADP
bracis-33638	294	131	:	:	PUNCT
bracis-33638	294	132	pubmed	pubmed	PROPN
bracis-33638	294	133	 	 	SPACE
bracis-33638	294	134	google	google	PROPN
bracis-33638	294	135	scholar	scholar	NOUN
bracis-33638	294	136	péricles	péricles	PROPN
bracis-33638	294	137	b.	b.	PROPN
bracis-33638	294	138	c.	c.	PROPN
bracis-33638	294	139	mirandaview	mirandaview	PROPN
bracis-33638	294	140	author	author	NOUN
bracis-33638	294	141	publications	publication	NOUN
bracis-33638	294	142	search	search	NOUN
bracis-33638	294	143	author	author	NOUN
bracis-33638	294	144	on	on	ADP
bracis-33638	294	145	:	:	PUNCT
bracis-33638	294	146	pubmed	pubmed	PROPN
bracis-33638	294	147	 	 	SPACE
bracis-33638	294	148	google	google	PROPN
bracis-33638	294	149	scholar	scholar	NOUN
bracis-33638	294	150	corresponding	correspond	VERB
bracis-33638	294	151	author	author	NOUN
bracis-33638	294	152	correspondence	correspondence	NOUN
bracis-33638	294	153	to	to	ADP
bracis-33638	294	154	péricles	péricles	PROPN
bracis-33638	294	155	b.	b.	PROPN
bracis-33638	294	156	c.	c.	PROPN
bracis-33638	294	157	miranda	miranda	PROPN
bracis-33638	294	158	.	.	PUNCT
bracis-33638	295	1	editor	editor	NOUN
bracis-33638	295	2	information	information	NOUN
bracis-33638	295	3	editors	editor	NOUN
bracis-33638	295	4	and	and	CCONJ
bracis-33638	295	5	affiliations	affiliation	NOUN
bracis-33638	295	6	universidade	universidade	VERB
bracis-33638	295	7	federal	federal	PROPN
bracis-33638	295	8	fluminense	fluminense	PROPN
bracis-33638	295	9	,	,	PUNCT
bracis-33638	295	10	niterói	niterói	PROPN
bracis-33638	295	11	,	,	PUNCT
bracis-33638	295	12	brazil	brazil	PROPN
bracis-33638	295	13	aline	aline	PROPN
bracis-33638	295	14	paes	paes	PROPN
bracis-33638	295	15	instituto	instituto	PROPN
bracis-33638	295	16	tecnológico	tecnológico	PROPN
bracis-33638	295	17	de	de	PROPN
bracis-33638	295	18	aeronáutica	aeronáutica	PROPN
bracis-33638	295	19	,	,	PUNCT
bracis-33638	295	20	são	são	PROPN
bracis-33638	295	21	josé	josé	PROPN
bracis-33638	295	22	dos	dos	PROPN
bracis-33638	295	23	campos	campos	PROPN
bracis-33638	295	24	,	,	PUNCT
bracis-33638	295	25	brazil	brazil	PROPN
bracis-33638	295	26	filipe	filipe	PROPN
bracis-33638	295	27	a.	a.	PROPN
bracis-33638	295	28	n.	n.	PROPN
bracis-33638	295	29	verri	verri	PROPN
bracis-33638	295	30	rights	right	NOUN
bracis-33638	295	31	and	and	CCONJ
bracis-33638	295	32	permissions	permission	NOUN
bracis-33638	295	33	reprints	reprint	NOUN
bracis-33638	295	34	and	and	CCONJ
bracis-33638	295	35	permissions	permission	VERB
bracis-33638	295	36	copyright	copyright	NOUN
bracis-33638	295	37	information	information	NOUN
bracis-33638	295	38	©	©	ADP
bracis-33638	295	39	2025	2025	NUM
bracis-33638	295	40	the	the	DET
bracis-33638	295	41	author(s	author(s	NOUN
bracis-33638	295	42	)	)	PUNCT
bracis-33638	295	43	,	,	PUNCT
bracis-33638	295	44	under	under	ADP
bracis-33638	295	45	exclusive	exclusive	ADJ
bracis-33638	295	46	license	license	NOUN
bracis-33638	295	47	to	to	ADP
bracis-33638	295	48	springer	springer	NOUN
bracis-33638	295	49	nature	nature	PROPN
bracis-33638	295	50	switzerland	switzerland	PROPN
bracis-33638	295	51	ag	ag	PROPN
bracis-33638	295	52	about	about	ADP
bracis-33638	295	53	this	this	DET
bracis-33638	295	54	paper	paper	NOUN
bracis-33638	295	55	cite	cite	VERB
bracis-33638	295	56	this	this	DET
bracis-33638	295	57	paper	paper	NOUN
bracis-33638	295	58	oliveira	oliveira	PROPN
bracis-33638	295	59	,	,	PUNCT
bracis-33638	295	60	f.b	f.b	PROPN
bracis-33638	295	61	.	.	PROPN
bracis-33638	295	62	,	,	PUNCT
bracis-33638	295	63	silva	silva	NOUN
bracis-33638	295	64	-	-	PUNCT
bracis-33638	295	65	filho	filho	PROPN
bracis-33638	295	66	,	,	PUNCT
bracis-33638	295	67	m.w	m.w	PROPN
bracis-33638	295	68	.	.	PROPN
bracis-33638	295	69	,	,	PUNCT
bracis-33638	295	70	barbosa	barbosa	PROPN
bracis-33638	295	71	,	,	PUNCT
bracis-33638	295	72	g.a	g.a	PROPN
bracis-33638	295	73	.	.	PROPN
bracis-33638	295	74	,	,	PUNCT
bracis-33638	295	75	freitas	freitas	PROPN
bracis-33638	295	76	,	,	PUNCT
bracis-33638	295	77	j.p	j.p	PROPN
bracis-33638	295	78	.	.	PROPN
bracis-33638	295	79	,	,	PUNCT
bracis-33638	295	80	penna	penna	PROPN
bracis-33638	295	81	,	,	PUNCT
bracis-33638	295	82	c.	c.	PROPN
bracis-33638	295	83	,	,	PUNCT
bracis-33638	295	84	miranda	miranda	PROPN
bracis-33638	295	85	,	,	PUNCT
bracis-33638	295	86	p.b.c	p.b.c	ADJ
bracis-33638	295	87	.	.	PUNCT
bracis-33638	296	1	(	(	PUNCT
bracis-33638	296	2	2025	2025	NUM
bracis-33638	296	3	)	)	PUNCT
bracis-33638	296	4	.	.	PUNCT
bracis-33638	297	1	machine	machine	NOUN
bracis-33638	297	2	learning	learning	NOUN
bracis-33638	297	3	and	and	CCONJ
bracis-33638	297	4	 	 	SPACE
bracis-33638	297	5	time	time	NOUN
bracis-33638	297	6	series	series	NOUN
bracis-33638	297	7	analysis	analysis	NOUN
bracis-33638	297	8	to	to	ADP
bracis-33638	297	9	 	 	SPACE
bracis-33638	297	10	forecast	forecast	VERB
bracis-33638	297	11	hotel	hotel	NOUN
bracis-33638	297	12	room	room	NOUN
bracis-33638	297	13	prices	price	NOUN
bracis-33638	297	14	.	.	PUNCT
bracis-33638	298	1	in	in	ADP
bracis-33638	298	2	:	:	PUNCT
bracis-33638	298	3	paes	paes	PROPN
bracis-33638	298	4	,	,	PUNCT
bracis-33638	298	5	a.	a.	PROPN
bracis-33638	298	6	,	,	PUNCT
bracis-33638	298	7	verri	verri	NOUN
bracis-33638	298	8	,	,	PUNCT
bracis-33638	298	9	f.a.n	f.a.n	ADJ
bracis-33638	298	10	.	.	PUNCT
bracis-33638	298	11	(	(	PUNCT
bracis-33638	298	12	eds	ed	NOUN
bracis-33638	298	13	)	)	PUNCT
bracis-33638	298	14	intelligent	intelligent	ADJ
bracis-33638	298	15	systems	system	NOUN
bracis-33638	298	16	.	.	PUNCT
bracis-33638	298	17	bracis	bracis	PROPN
bracis-33638	298	18	2024	2024	NUM
bracis-33638	298	19	.	.	PUNCT
bracis-33638	299	1	lecture	lecture	NOUN
bracis-33638	299	2	notes	note	NOUN
bracis-33638	299	3	in	in	ADP
bracis-33638	299	4	computer	computer	NOUN
bracis-33638	299	5	science	science	NOUN
bracis-33638	299	6	(	(	PUNCT
bracis-33638	299	7	)	)	PUNCT
bracis-33638	299	8	,	,	PUNCT
bracis-33638	299	9	vol	vol	NOUN
bracis-33638	299	10	15414	15414	NUM
bracis-33638	299	11	.	.	PUNCT
bracis-33638	300	1	springer	springer	NOUN
bracis-33638	300	2	,	,	PUNCT
bracis-33638	300	3	cham	cham	PROPN
bracis-33638	300	4	.	.	PUNCT
bracis-33638	301	1	https://doi.org/10.1007/978-3-031-79035-5_25	https://doi.org/10.1007/978-3-031-79035-5_25	PROPN
bracis-33638	301	2	download	download	NOUN
bracis-33638	301	3	citation	citation	NOUN
bracis-33638	301	4	.ris	.ris	PUNCT
bracis-33638	302	1	.enw	.enw	PROPN
bracis-33638	302	2	.bib	.bib	PUNCT
bracis-33638	303	1	doi	doi	PROPN
bracis-33638	303	2	:	:	PUNCT
bracis-33638	303	3	https://doi.org/10.1007/978-3-031-79035-5_25	https://doi.org/10.1007/978-3-031-79035-5_25	AUX
bracis-33638	303	4	published	publish	VERB
bracis-33638	303	5	:	:	PUNCT
bracis-33638	303	6	30	30	NUM
bracis-33638	303	7	january	january	PROPN
bracis-33638	303	8	2025	2025	NUM
bracis-33638	303	9	publisher	publisher	NOUN
bracis-33638	303	10	name	name	NOUN
bracis-33638	303	11	:	:	PUNCT
bracis-33638	303	12	springer	springer	NOUN
bracis-33638	303	13	,	,	PUNCT
bracis-33638	303	14	cham	cham	PROPN
bracis-33638	303	15	print	print	PROPN
bracis-33638	303	16	isbn	isbn	PROPN
bracis-33638	303	17	:	:	PUNCT
bracis-33638	303	18	978	978	NUM
bracis-33638	303	19	-	-	SYM
bracis-33638	303	20	3	3	NUM
bracis-33638	303	21	-	-	PUNCT
bracis-33638	303	22	031	031	NUM
bracis-33638	303	23	-	-	PUNCT
bracis-33638	303	24	79034	79034	NUM
bracis-33638	303	25	-	-	SYM
bracis-33638	303	26	8	8	NUM
bracis-33638	303	27	online	online	ADJ
bracis-33638	303	28	isbn	isbn	NOUN
bracis-33638	303	29	:	:	PUNCT
bracis-33638	303	30	978	978	NUM
bracis-33638	303	31	-	-	SYM
bracis-33638	303	32	3	3	NUM
bracis-33638	303	33	-	-	PUNCT
bracis-33638	303	34	031	031	NUM
bracis-33638	303	35	-	-	PUNCT
bracis-33638	303	36	79035	79035	NUM
bracis-33638	303	37	-	-	PUNCT
bracis-33638	303	38	5	5	NUM
bracis-33638	303	39	ebook	ebook	NOUN
bracis-33638	303	40	packages	package	NOUN
bracis-33638	303	41	:	:	PUNCT
bracis-33638	303	42	computer	computer	NOUN
bracis-33638	303	43	sciencecomputer	sciencecomputer	NOUN
bracis-33638	303	44	science	science	NOUN
bracis-33638	303	45	(	(	PUNCT
bracis-33638	303	46	r0	r0	NOUN
bracis-33638	303	47	)	)	PUNCT
bracis-33638	303	48	share	share	VERB
bracis-33638	303	49	this	this	DET
bracis-33638	303	50	paper	paper	NOUN
bracis-33638	303	51	anyone	anyone	PRON
bracis-33638	303	52	you	you	PRON
bracis-33638	303	53	share	share	VERB
bracis-33638	303	54	the	the	DET
bracis-33638	303	55	following	follow	VERB
bracis-33638	303	56	link	link	NOUN
bracis-33638	303	57	with	with	ADP
bracis-33638	303	58	will	will	AUX
bracis-33638	303	59	be	be	AUX
bracis-33638	303	60	able	able	ADJ
bracis-33638	303	61	to	to	PART
bracis-33638	303	62	read	read	VERB
bracis-33638	303	63	this	this	DET
bracis-33638	303	64	content	content	NOUN
bracis-33638	303	65	:	:	PUNCT
bracis-33638	303	66	get	get	VERB
bracis-33638	303	67	shareable	shareable	ADJ
bracis-33638	303	68	linksorry	linksorry	NOUN
bracis-33638	303	69	,	,	PUNCT
bracis-33638	303	70	a	a	DET
bracis-33638	303	71	shareable	shareable	ADJ
bracis-33638	303	72	link	link	NOUN
bracis-33638	303	73	is	be	AUX
bracis-33638	303	74	not	not	PART
bracis-33638	303	75	currently	currently	ADV
bracis-33638	303	76	available	available	ADJ
bracis-33638	303	77	for	for	ADP
bracis-33638	303	78	this	this	DET
bracis-33638	303	79	article	article	NOUN
bracis-33638	303	80	.	.	PUNCT
bracis-33638	304	1	copy	copy	VERB
bracis-33638	304	2	shareable	shareable	ADJ
bracis-33638	304	3	link	link	NOUN
bracis-33638	304	4	to	to	PART
bracis-33638	304	5	clipboard	clipboard	NOUN
bracis-33638	304	6	provided	provide	VERB
bracis-33638	304	7	by	by	ADP
bracis-33638	304	8	the	the	DET
bracis-33638	304	9	springer	springer	NOUN
bracis-33638	304	10	nature	nature	PROPN
bracis-33638	304	11	sharedit	sharedit	PROPN
bracis-33638	305	1	content	content	NOUN
bracis-33638	305	2	-	-	PUNCT
bracis-33638	305	3	sharing	share	VERB
bracis-33638	305	4	initiative	initiative	NOUN
bracis-33638	305	5	keywords	keyword	VERB
bracis-33638	305	6	hotel	hotel	NOUN
bracis-33638	305	7	price	price	NOUN
bracis-33638	305	8	forecasting	forecasting	NOUN
bracis-33638	305	9	time	time	NOUN
bracis-33638	305	10	series	series	PROPN
bracis-33638	305	11	analysis	analysis	NOUN
bracis-33638	305	12	machine	machine	NOUN
bracis-33638	305	13	learning	learning	NOUN
bracis-33638	305	14	publish	publish	VERB
bracis-33638	305	15	with	with	ADP
bracis-33638	305	16	us	us	PROPN
bracis-33638	305	17	policies	policy	NOUN
bracis-33638	305	18	and	and	CCONJ
bracis-33638	305	19	ethics	ethic	NOUN
bracis-33638	305	20	search	search	NOUN
bracis-33638	305	21	search	search	NOUN
bracis-33638	305	22	by	by	ADP
bracis-33638	305	23	keyword	keyword	NOUN
bracis-33638	305	24	or	or	CCONJ
bracis-33638	305	25	author	author	NOUN
bracis-33638	305	26	search	search	NOUN
bracis-33638	305	27	navigation	navigation	NOUN
bracis-33638	305	28	find	find	VERB
bracis-33638	305	29	a	a	DET
bracis-33638	305	30	journal	journal	NOUN
bracis-33638	305	31	publish	publish	VERB
bracis-33638	305	32	with	with	ADP
bracis-33638	305	33	us	we	PRON
bracis-33638	305	34	track	track	VERB
bracis-33638	305	35	your	your	PRON
bracis-33638	305	36	research	research	NOUN
bracis-33638	305	37	discover	discover	VERB
bracis-33638	305	38	content	content	NOUN
bracis-33638	305	39	journals	journal	NOUN
bracis-33638	305	40	a	a	DET
bracis-33638	305	41	-	-	PUNCT
bracis-33638	305	42	z	z	NOUN
bracis-33638	305	43	books	book	NOUN
bracis-33638	305	44	a	a	DET
bracis-33638	305	45	-	-	PUNCT
bracis-33638	305	46	z	z	NOUN
bracis-33638	305	47	publish	publish	NOUN
bracis-33638	305	48	with	with	ADP
bracis-33638	305	49	us	us	PROPN
bracis-33638	305	50	journal	journal	PROPN
bracis-33638	305	51	finder	finder	PROPN
bracis-33638	305	52	publish	publish	VERB
bracis-33638	305	53	your	your	PRON
bracis-33638	305	54	research	research	NOUN
bracis-33638	305	55	language	language	NOUN
bracis-33638	305	56	editing	edit	VERB
bracis-33638	305	57	open	open	ADJ
bracis-33638	305	58	access	access	NOUN
bracis-33638	305	59	publishing	publishing	NOUN
bracis-33638	305	60	products	product	NOUN
bracis-33638	305	61	and	and	CCONJ
bracis-33638	305	62	services	service	NOUN
bracis-33638	305	63	our	our	PRON
bracis-33638	305	64	products	product	NOUN
bracis-33638	305	65	librarians	librarian	VERB
bracis-33638	305	66	societies	society	NOUN
bracis-33638	305	67	partners	partner	NOUN
bracis-33638	305	68	and	and	CCONJ
bracis-33638	305	69	advertisers	advertiser	NOUN
bracis-33638	305	70	our	our	PRON
bracis-33638	305	71	brands	brand	NOUN
bracis-33638	305	72	springer	springer	NOUN
bracis-33638	305	73	nature	nature	PROPN
bracis-33638	305	74	portfolio	portfolio	PROPN
bracis-33638	305	75	bmc	bmc	PROPN
bracis-33638	305	76	palgrave	palgrave	PROPN
bracis-33638	305	77	macmillan	macmillan	PROPN
bracis-33638	305	78	apress	apress	PROPN
bracis-33638	305	79	discover	discover	VERB
bracis-33638	305	80	your	your	PRON
bracis-33638	305	81	privacy	privacy	NOUN
bracis-33638	305	82	choices	choice	NOUN
bracis-33638	305	83	/	/	SYM
bracis-33638	305	84	manage	manage	NOUN
bracis-33638	305	85	cookies	cookie	NOUN
bracis-33638	305	86	your	your	PRON
bracis-33638	305	87	us	us	PROPN
bracis-33638	306	1	state	state	NOUN
bracis-33638	306	2	privacy	privacy	NOUN
bracis-33638	306	3	rights	right	NOUN
bracis-33638	306	4	accessibility	accessibility	NOUN
bracis-33638	306	5	statement	statement	NOUN
bracis-33638	306	6	terms	term	NOUN
bracis-33638	306	7	and	and	CCONJ
bracis-33638	306	8	conditions	condition	NOUN
bracis-33638	306	9	privacy	privacy	NOUN
bracis-33638	306	10	policy	policy	NOUN
bracis-33638	306	11	help	help	NOUN
bracis-33638	306	12	and	and	CCONJ
bracis-33638	306	13	support	support	VERB
bracis-33638	306	14	legal	legal	ADJ
bracis-33638	306	15	notice	notice	NOUN
bracis-33638	306	16	cancel	cancel	VERB
bracis-33638	306	17	contracts	contract	NOUN
bracis-33638	306	18	here	here	ADV
bracis-33638	306	19	129.74.145.123	129.74.145.123	NUM
bracis-33638	306	20	hesburgh	hesburgh	PROPN
bracis-33638	306	21	library	library	PROPN
bracis-33638	306	22	er	er	INTJ
bracis-33638	306	23	unit	unit	NOUN
bracis-33638	306	24	(	(	PUNCT
bracis-33638	306	25	3005732405	3005732405	NUM
bracis-33638	306	26	)	)	PUNCT
bracis-33638	306	27	northeast	northeast	ADJ
bracis-33638	306	28	research	research	NOUN
bracis-33638	306	29	libraries	library	NOUN
bracis-33638	306	30	(	(	PUNCT
bracis-33638	306	31	nerl	nerl	PROPN
bracis-33638	306	32	)	)	PUNCT
bracis-33638	306	33	(	(	PUNCT
bracis-33638	306	34	8200828607	8200828607	NUM
bracis-33638	306	35	)	)	PUNCT
bracis-33638	306	36	nerl	nerl	VERB
bracis-33638	306	37	ta	ta	X
bracis-33638	306	38	account	account	NOUN
bracis-33638	306	39	(	(	PUNCT
bracis-33638	306	40	3006206169	3006206169	NUM
bracis-33638	306	41	)	)	PUNCT
bracis-33638	306	42	university	university	NOUN
bracis-33638	306	43	of	of	ADP
bracis-33638	306	44	notre	notre	PROPN
bracis-33638	306	45	dame	dame	PROPN
bracis-33638	306	46	hesburgh	hesburgh	PROPN
bracis-33638	306	47	library	library	NOUN
bracis-33638	306	48	(	(	PUNCT
bracis-33638	306	49	3000184373	3000184373	NUM
bracis-33638	306	50	)	)	PUNCT
bracis-33638	307	1	©	©	ADP
bracis-33638	307	2	2025	2025	NUM
bracis-33638	307	3	springer	springer	NOUN
bracis-33638	307	4	nature	nature	NOUN