id	sid	tid	token	lemma	pos
gujaf-439	1	1	microsoft	microsoft	PROPN
gujaf-439	1	2	word	word	PROPN
gujaf-439	1	3	004mw	004mw	PROPN
gujaf-439	1	4	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	1	5	,	,	PUNCT
gujaf-439	1	6	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	1	7	gusau	gusau	ADJ
gujaf-439	1	8	journal	journal	NOUN
gujaf-439	1	9	of	of	ADP
gujaf-439	1	10	accountingandfinance	accountingandfinance	NOUN
gujaf-439	1	11	(	(	PUNCT
gujaf-439	1	12	gujaf	gujaf	NOUN
gujaf-439	1	13	)	)	PUNCT
gujaf-439	2	1	vol.5issue1,april,2024issn:2756	vol.5issue1,april,2024issn:2756	NOUN
gujaf-439	2	2	-	-	PUNCT
gujaf-439	2	3	665x	665x	PROPN
gujaf-439	2	4	a	a	DET
gujaf-439	2	5	publication	publication	NOUN
gujaf-439	2	6	of	of	ADP
gujaf-439	2	7	departmentofaccountingandfinance	departmentofaccountingandfinance	NOUN
gujaf-439	2	8	,	,	PUNCT
gujaf-439	2	9	faculty	faculty	NOUN
gujaf-439	2	10	of	of	ADP
gujaf-439	2	11	management	management	NOUN
gujaf-439	2	12	and	and	CCONJ
gujaf-439	2	13	social	social	ADJ
gujaf-439	2	14	sciences	science	NOUN
gujaf-439	2	15	,	,	PUNCT
gujaf-439	2	16	federaluniversitygusau	federaluniversitygusau	ADJ
gujaf-439	2	17	,	,	PUNCT
gujaf-439	2	18	zamfarastate	zamfarastate	PROPN
gujaf-439	2	19	-	-	PUNCT
gujaf-439	2	20	nigeria	nigeria	PROPN
gujaf-439	2	21	©	©	PROPN
gujaf-439	2	22	departmentofaccountingandfinance	departmentofaccountingandfinance	NOUN
gujaf-439	2	23	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	2	24	,	,	PUNCT
gujaf-439	2	25	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	2	26	ii	ii	PROPN
gujaf-439	2	27	vol.5issue1	vol.5issue1	PROPN
gujaf-439	2	28	april	april	PROPN
gujaf-439	2	29	,	,	PUNCT
gujaf-439	2	30	2024	2024	NUM
gujaf-439	2	31	issn:2756	issn:2756	NOUN
gujaf-439	2	32	-	-	PUNCT
gujaf-439	2	33	665x	665x	NOUN
gujaf-439	2	34	a	a	DET
gujaf-439	2	35	publication	publication	NOUN
gujaf-439	2	36	of	of	ADP
gujaf-439	2	37	departmentofaccountingandfinance	departmentofaccountingandfinance	NOUN
gujaf-439	2	38	,	,	PUNCT
gujaf-439	2	39	faculty	faculty	NOUN
gujaf-439	2	40	of	of	ADP
gujaf-439	2	41	management	management	NOUN
gujaf-439	2	42	and	and	CCONJ
gujaf-439	2	43	social	social	ADJ
gujaf-439	2	44	sciences	science	NOUN
gujaf-439	2	45	,	,	PUNCT
gujaf-439	2	46	federaluniversitygusau	federaluniversitygusau	ADJ
gujaf-439	2	47	,	,	PUNCT
gujaf-439	2	48	zamfarastate	zamfarastate	NOUN
gujaf-439	2	49	-	-	PUNCT
gujaf-439	2	50	nigeria	nigeria	PROPN
gujaf-439	2	51	all	all	PRON
gujaf-439	2	52	rightsreserved	rightsreserve	VERB
gujaf-439	2	53	except	except	SCONJ
gujaf-439	2	54	for	for	ADP
gujaf-439	2	55	academic	academic	ADJ
gujaf-439	2	56	purposes	purpose	NOUN
gujaf-439	2	57	no	no	DET
gujaf-439	2	58	part	part	NOUN
gujaf-439	2	59	or	or	CCONJ
gujaf-439	2	60	whole	whole	NOUN
gujaf-439	2	61	of	of	ADP
gujaf-439	2	62	this	this	DET
gujaf-439	2	63	publication	publication	NOUN
gujaf-439	2	64	is	be	AUX
gujaf-439	2	65	allowed	allow	VERB
gujaf-439	2	66	to	to	PART
gujaf-439	2	67	be	be	AUX
gujaf-439	2	68	reproduced	reproduce	VERB
gujaf-439	2	69	,	,	PUNCT
gujaf-439	2	70	stored	store	VERB
gujaf-439	2	71	in	in	ADP
gujaf-439	2	72	a	a	DET
gujaf-439	2	73	retrieval	retrieval	NOUN
gujaf-439	2	74	system	system	NOUN
gujaf-439	2	75	or	or	CCONJ
gujaf-439	2	76	transmitted	transmit	VERB
gujaf-439	2	77	in	in	ADP
gujaf-439	2	78	any	any	DET
gujaf-439	2	79	form	form	NOUN
gujaf-439	2	80	or	or	CCONJ
gujaf-439	2	81	by	by	ADP
gujaf-439	2	82	any	any	DET
gujaf-439	2	83	means	mean	NOUN
gujaf-439	2	84	be	be	AUX
gujaf-439	2	85	it	it	PRON
gujaf-439	2	86	mechanical	mechanical	ADJ
gujaf-439	2	87	,	,	PUNCT
gujaf-439	2	88	electrical	electrical	ADJ
gujaf-439	2	89	,	,	PUNCT
gujaf-439	2	90	photocopying	photocopying	NOUN
gujaf-439	2	91	,	,	PUNCT
gujaf-439	2	92	recordingorotherwise	recordingorotherwise	ADJ
gujaf-439	2	93	,	,	PUNCT
gujaf-439	2	94	withoutpriorpermissionofthe	withoutpriorpermissionofthe	DET
gujaf-439	2	95	copyright	copyright	NOUN
gujaf-439	2	96	owner	owner	NOUN
gujaf-439	2	97	.	.	PUNCT
gujaf-439	3	1	publishedandprinted	publishedandprinte	VERB
gujaf-439	3	2	by	by	ADP
gujaf-439	3	3	:	:	PUNCT
gujaf-439	3	4	ahmadubellouniversitypresslimited	ahmadubellouniversitypresslimite	VERB
gujaf-439	3	5	,	,	PUNCT
gujaf-439	3	6	zaria	zaria	PROPN
gujaf-439	3	7	kaduna	kaduna	PROPN
gujaf-439	3	8	state	state	PROPN
gujaf-439	3	9	,	,	PUNCT
gujaf-439	3	10	nigeria	nigeria	PROPN
gujaf-439	3	11	.	.	PUNCT
gujaf-439	4	1	tel:08065949711,069	tel:08065949711,069	NOUN
gujaf-439	4	2	-	-	SYM
gujaf-439	4	3	879121	879121	NUM
gujaf-439	4	4	e	e	NOUN
gujaf-439	4	5	-	-	NOUN
gujaf-439	4	6	mail	mail	NOUN
gujaf-439	4	7	:	:	PUNCT
gujaf-439	4	8	abupress2013@gmail.comabupress2020@y	abupress2013@gmail.comabupress2020@y	X
gujaf-439	4	9	ahoo.com	ahoo.com	X
gujaf-439	4	10	website	website	NOUN
gujaf-439	4	11	:	:	PUNCT
gujaf-439	4	12	www.abupress.com.ng	www.abupress.com.ng	ADJ
gujaf-439	4	13	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	4	14	,	,	PUNCT
gujaf-439	4	15	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	4	16	iii	iii	NUM
gujaf-439	4	17	editorialboard	editorialboard	NOUN
gujaf-439	4	18	editor	editor	NOUN
gujaf-439	4	19	-	-	PUNCT
gujaf-439	4	20	in	in	ADP
gujaf-439	4	21	-	-	PUNCT
gujaf-439	4	22	chief	chief	NOUN
gujaf-439	4	23	:	:	PUNCT
gujaf-439	4	24	prof.shehuusman	prof.shehuusman	PROPN
gujaf-439	4	25	hassan	hassan	PROPN
gujaf-439	4	26	departmentofaccounting	departmentofaccounte	VERB
gujaf-439	4	27	,	,	PUNCT
gujaf-439	4	28	federaluniversityofkashere	federaluniversityofkashere	NOUN
gujaf-439	4	29	,	,	PUNCT
gujaf-439	4	30	gombe	gombe	ADJ
gujaf-439	4	31	state	state	NOUN
gujaf-439	4	32	.	.	PUNCT
gujaf-439	5	1	associate	associate	PROPN
gujaf-439	5	2	editor	editor	NOUN
gujaf-439	5	3	:	:	PUNCT
gujaf-439	5	4	dr.muhammadmustapha	dr.muhammadmustapha	X
gujaf-439	6	1	bagudo	bagudo	PROPN
gujaf-439	6	2	departmentofaccounting	departmentofaccounting	NOUN
gujaf-439	6	3	,	,	PUNCT
gujaf-439	6	4	ahmadu	ahmadu	NOUN
gujaf-439	6	5	bellouniversityzaria	bellouniversityzaria	NOUN
gujaf-439	6	6	,	,	PUNCT
gujaf-439	6	7	kaduna	kaduna	PROPN
gujaf-439	6	8	state	state	PROPN
gujaf-439	6	9	.	.	PUNCT
gujaf-439	7	1	managingeditor	managingeditor	NOUN
gujaf-439	7	2	:	:	PUNCT
gujaf-439	7	3	umarfaroukabdulkarim	umarfaroukabdulkarim	PROPN
gujaf-439	7	4	departmentofaccountingand	departmentofaccountingand	NOUN
gujaf-439	7	5	finance	finance	NOUN
gujaf-439	7	6	,	,	PUNCT
gujaf-439	7	7	federaluniversitygusau	federaluniversitygusau	ADJ
gujaf-439	7	8	,	,	PUNCT
gujaf-439	7	9	zamfarastate	zamfarastate	NOUN
gujaf-439	7	10	.	.	PUNCT
gujaf-439	8	1	editorial	editorial	NOUN
gujaf-439	8	2	board	board	NOUN
gujaf-439	8	3	prof.ahmadmodukumshe	prof.ahmadmodukumshe	PRON
gujaf-439	8	4	departmentof	departmentof	VERB
gujaf-439	8	5	accounting	account	VERB
gujaf-439	8	6	,	,	PUNCT
gujaf-439	8	7	universityofmaiduguri	universityofmaiduguri	NOUN
gujaf-439	8	8	,	,	PUNCT
gujaf-439	8	9	bornostate	bornostate	NOUN
gujaf-439	8	10	.	.	PUNCT
gujaf-439	9	1	profugochukwuc.nzewi	profugochukwuc.nzewi	NUM
gujaf-439	9	2	departmentof	departmentof	PROPN
gujaf-439	9	3	accounting	accounting	NOUN
gujaf-439	9	4	,	,	PUNCT
gujaf-439	9	5	pauluniversityawka	pauluniversityawka	NOUN
gujaf-439	9	6	,	,	PUNCT
gujaf-439	9	7	anambrastate	anambrastate	ADJ
gujaf-439	9	8	.	.	PUNCT
gujaf-439	10	1	prof	prof	PROPN
gujaf-439	10	2	kabirtahirhamid	kabirtahirhamid	PROPN
gujaf-439	10	3	departmentofaccounting	departmentofaccounte	VERB
gujaf-439	10	4	,	,	PUNCT
gujaf-439	10	5	bayerouniversity	bayerouniversity	NOUN
gujaf-439	10	6	,	,	PUNCT
gujaf-439	10	7	kano	kano	PROPN
gujaf-439	10	8	,	,	PUNCT
gujaf-439	10	9	kano	kano	PROPN
gujaf-439	10	10	state	state	PROPN
gujaf-439	10	11	.	.	PUNCT
gujaf-439	11	1	prof.ekojab.ekoja	prof.ekojab.ekoja	PROPN
gujaf-439	11	2	departmentof	departmentof	PROPN
gujaf-439	11	3	accounting	account	VERB
gujaf-439	11	4	,	,	PUNCT
gujaf-439	11	5	universityof	universityof	PROPN
gujaf-439	11	6	jos	jos	PROPN
gujaf-439	11	7	.	.	PROPN
gujaf-439	12	1	prof.cliffordofurum	prof.cliffordofurum	PROPN
gujaf-439	12	2	departmentof	departmentof	PROPN
gujaf-439	12	3	accounting	account	VERB
gujaf-439	12	4	,	,	PUNCT
gujaf-439	12	5	universityof	universityof	PROPN
gujaf-439	12	6	portharcourt	portharcourt	PROPN
gujaf-439	12	7	,	,	PUNCT
gujaf-439	12	8	rivers	river	NOUN
gujaf-439	12	9	state	state	NOUN
gujaf-439	12	10	.	.	PUNCT
gujaf-439	13	1	prof.ahmadbellodogarawa	prof.ahmadbellodogarawa	PROPN
gujaf-439	13	2	departmentof	departmentof	PROPN
gujaf-439	13	3	accounting	account	VERB
gujaf-439	13	4	,	,	PUNCT
gujaf-439	13	5	ahmadubellouniversityzaria	ahmadubellouniversityzaria	PROPN
gujaf-439	13	6	.	.	PUNCT
gujaf-439	14	1	prof.yusuf.b	prof.yusuf.b	PROPN
gujaf-439	14	2	.	.	PUNCT
gujaf-439	15	1	rahman	rahman	PROPN
gujaf-439	15	2	departmentofaccounting	departmentofaccounting	NOUN
gujaf-439	15	3	,	,	PUNCT
gujaf-439	15	4	lagosstateuniversity	lagosstateuniversity	NOUN
gujaf-439	15	5	,	,	PUNCT
gujaf-439	15	6	lagos	lagos	NOUN
gujaf-439	15	7	state	state	NOUN
gujaf-439	15	8	.	.	PUNCT
gujaf-439	16	1	prof.suleimana.s.aruwa	prof.suleimana.s.aruwa	PROPN
gujaf-439	16	2	departmentofaccounting	departmentofaccounte	VERB
gujaf-439	16	3	,	,	PUNCT
gujaf-439	16	4	nasarawastateuniversity	nasarawastateuniversity	NOUN
gujaf-439	16	5	,	,	PUNCT
gujaf-439	16	6	keffi	keffi	PROPN
gujaf-439	16	7	,	,	PUNCT
gujaf-439	16	8	nasarawa	nasarawa	PROPN
gujaf-439	16	9	state	state	NOUN
gujaf-439	16	10	.	.	PUNCT
gujaf-439	17	1	prof.muhammadjunaidukurawa	prof.muhammadjunaidukurawa	PROPN
gujaf-439	17	2	departmentof	departmentof	PROPN
gujaf-439	17	3	accounting	accounting	NOUN
gujaf-439	17	4	,	,	PUNCT
gujaf-439	17	5	bayerouniversitykano	bayerouniversitykano	NOUN
gujaf-439	17	6	,	,	PUNCT
gujaf-439	17	7	kanostate	kanostate	ADJ
gujaf-439	17	8	.	.	PUNCT
gujaf-439	18	1	prof.muhammadhabibusabari	prof.muhammadhabibusabari	PROPN
gujaf-439	18	2	departmentofaccounting	departmentofaccounting	NOUN
gujaf-439	18	3	,	,	PUNCT
gujaf-439	18	4	ahmadu	ahmadu	NOUN
gujaf-439	18	5	bellouniversity	bellouniversity	NOUN
gujaf-439	18	6	,	,	PUNCT
gujaf-439	18	7	zaria	zaria	PROPN
gujaf-439	18	8	.	.	PUNCT
gujaf-439	19	1	prof.okpanachijoshua	prof.okpanachijoshua	PROPN
gujaf-439	19	2	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	19	3	,	,	PUNCT
gujaf-439	19	4	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	19	5	iv	iv	NUM
gujaf-439	19	6	departmentof	departmentof	PROPN
gujaf-439	19	7	accountingandmanagement	accountingandmanagement	NOUN
gujaf-439	19	8	,	,	PUNCT
gujaf-439	19	9	nigeriandefenceacademy	nigeriandefenceacademy	PROPN
gujaf-439	19	10	,	,	PUNCT
gujaf-439	19	11	kaduna	kaduna	PROPN
gujaf-439	19	12	.	.	PUNCT
gujaf-439	20	1	prof.hassanibrahim	prof.hassanibrahim	PROPN
gujaf-439	20	2	departmentofaccounting	departmentofaccounte	VERB
gujaf-439	20	3	,	,	PUNCT
gujaf-439	20	4	ibbuniversity	ibbuniversity	NOUN
gujaf-439	20	5	,	,	PUNCT
gujaf-439	20	6	lapai	lapai	NOUN
gujaf-439	20	7	,	,	PUNCT
gujaf-439	20	8	niger	niger	NOUN
gujaf-439	20	9	state	state	NOUN
gujaf-439	20	10	.	.	PUNCT
gujaf-439	21	1	prof.ifeomamaryokwo	prof.ifeomamaryokwo	PROPN
gujaf-439	21	2	departmentofaccounting	departmentofaccounting	NOUN
gujaf-439	21	3	,	,	PUNCT
gujaf-439	21	4	enugustateuniversityofscienceandtechnology	enugustateuniversityofscienceandtechnology	NOUN
gujaf-439	21	5	,	,	PUNCT
gujaf-439	21	6	enugustate	enugustate	NOUN
gujaf-439	21	7	.	.	PUNCT
gujaf-439	22	1	prof.aminuisah	prof.aminuisah	NOUN
gujaf-439	22	2	departmentofaccounting	departmentofaccounte	VERB
gujaf-439	22	3	,	,	PUNCT
gujaf-439	22	4	bayerouniversity	bayerouniversity	NOUN
gujaf-439	22	5	,	,	PUNCT
gujaf-439	22	6	kano	kano	PROPN
gujaf-439	22	7	,	,	PUNCT
gujaf-439	22	8	kano	kano	PROPN
gujaf-439	22	9	state	state	PROPN
gujaf-439	22	10	.	.	PUNCT
gujaf-439	23	1	prof.ahmadubello	prof.ahmadubello	ADJ
gujaf-439	23	2	departmentofaccounting	departmentofaccounte	VERB
gujaf-439	23	3	,	,	PUNCT
gujaf-439	23	4	ahmadu	ahmadu	NOUN
gujaf-439	23	5	bellouniversity	bellouniversity	NOUN
gujaf-439	23	6	,	,	PUNCT
gujaf-439	23	7	zaria	zaria	PROPN
gujaf-439	23	8	.	.	PUNCT
gujaf-439	24	1	prof.musayelwaabubakar	prof.musayelwaabubakar	PROPN
gujaf-439	24	2	departmentofaccounting	departmentofaccounte	VERB
gujaf-439	24	3	,	,	PUNCT
gujaf-439	24	4	usmanudanfodiyouniversity	usmanudanfodiyouniversity	NOUN
gujaf-439	24	5	,	,	PUNCT
gujaf-439	24	6	sokoto	sokoto	PROPN
gujaf-439	24	7	state	state	PROPN
gujaf-439	24	8	.	.	PUNCT
gujaf-439	25	1	prof.salisuabubakar	prof.salisuabubakar	ADJ
gujaf-439	25	2	departmentofaccounting	departmentofaccounte	VERB
gujaf-439	25	3	,	,	PUNCT
gujaf-439	25	4	ahmadu	ahmadu	NOUN
gujaf-439	25	5	bellouniversityzaria	bellouniversityzaria	NOUN
gujaf-439	25	6	,	,	PUNCT
gujaf-439	25	7	kaduna	kaduna	PROPN
gujaf-439	25	8	state	state	PROPN
gujaf-439	25	9	.	.	PUNCT
gujaf-439	26	1	prof.sunusisa'adahmad	prof.sunusisa'adahmad	PROPN
gujaf-439	26	2	departmentof	departmentof	PROPN
gujaf-439	26	3	accounting	accounting	NOUN
gujaf-439	26	4	,	,	PUNCT
gujaf-439	26	5	federaluniversitydutse	federaluniversitydutse	NOUN
gujaf-439	26	6	,	,	PUNCT
gujaf-439	26	7	jigawastate	jigawastate	NOUN
gujaf-439	26	8	.	.	PUNCT
gujaf-439	27	1	prof.isaqalhajisamaila	prof.isaqalhajisamaila	PROPN
gujaf-439	27	2	departmentofaccounting	departmentofaccounting	NOUN
gujaf-439	27	3	,	,	PUNCT
gujaf-439	27	4	bayerouniversity	bayerouniversity	NOUN
gujaf-439	27	5	,	,	PUNCT
gujaf-439	27	6	kano	kano	PROPN
gujaf-439	27	7	state	state	PROPN
gujaf-439	27	8	.	.	PUNCT
gujaf-439	28	1	dr.fatimaalfa	dr.fatimaalfa	PROPN
gujaf-439	28	2	departmentofaccounting	departmentofaccounting	NOUN
gujaf-439	28	3	,	,	PUNCT
gujaf-439	28	4	universityofmaiduguri	universityofmaiduguri	NOUN
gujaf-439	28	5	,	,	PUNCT
gujaf-439	28	6	bornostate	bornostate	NOUN
gujaf-439	28	7	.	.	PUNCT
gujaf-439	29	1	dr.nasirua.ka’oje	dr.nasirua.ka’oje	VERB
gujaf-439	29	2	departmentof	departmentof	PROPN
gujaf-439	29	3	accounting	account	VERB
gujaf-439	29	4	,	,	PUNCT
gujaf-439	29	5	usmanudanfodiyouniversitysokotostate	usmanudanfodiyouniversitysokotostate	NOUN
gujaf-439	29	6	.	.	PUNCT
gujaf-439	30	1	dr.aminuabdullahi	dr.aminuabdullahi	PROPN
gujaf-439	30	2	departmentof	departmentof	PROPN
gujaf-439	30	3	accounting	account	VERB
gujaf-439	30	4	,	,	PUNCT
gujaf-439	30	5	usmanudanfodiyouniversitysokoto	usmanudanfodiyouniversitysokoto	ADJ
gujaf-439	30	6	,	,	PUNCT
gujaf-439	30	7	state	state	NOUN
gujaf-439	30	8	.	.	PUNCT
gujaf-439	31	1	dr.onipeadebenegeyahaya	dr.onipeadebenegeyahaya	NOUN
gujaf-439	31	2	departmentofaccounting	departmentofaccounte	VERB
gujaf-439	31	3	,	,	PUNCT
gujaf-439	31	4	nigeriandefenceacademy	nigeriandefenceacademy	PROPN
gujaf-439	31	5	,	,	PUNCT
gujaf-439	31	6	kaduna	kaduna	PROPN
gujaf-439	31	7	state	state	PROPN
gujaf-439	31	8	.	.	PUNCT
gujaf-439	32	1	dr.saiduadamu	dr.saiduadamu	PROPN
gujaf-439	33	1	departmentofaccounting	departmentofaccounte	VERB
gujaf-439	33	2	,	,	PUNCT
gujaf-439	33	3	federaluniversityofkashere	federaluniversityofkashere	ADJ
gujaf-439	33	4	,	,	PUNCT
gujaf-439	33	5	gombe	gombe	ADJ
gujaf-439	33	6	state	state	NOUN
gujaf-439	33	7	.	.	PUNCT
gujaf-439	34	1	dr.nasiruyunusa	dr.nasiruyunusa	X
gujaf-439	34	2	departmentof	departmentof	PROPN
gujaf-439	34	3	accounting	accounting	PROPN
gujaf-439	34	4	,	,	PUNCT
gujaf-439	34	5	ahmadubellouniversityzaria	ahmadubellouniversityzaria	PROPN
gujaf-439	34	6	.	.	PUNCT
gujaf-439	35	1	dr.aisha	dr.aisha	PROPN
gujaf-439	35	2	nuhumuhammad	nuhumuhammad	PROPN
gujaf-439	35	3	departmentof	departmentof	PROPN
gujaf-439	35	4	accounting	account	VERB
gujaf-439	35	5	,	,	PUNCT
gujaf-439	35	6	ahmadubellouniversityzaria	ahmadubellouniversityzaria	PROPN
gujaf-439	35	7	.	.	PUNCT
gujaf-439	36	1	dr	dr	PROPN
gujaf-439	36	2	.	.	PROPN
gujaf-439	36	3	lawalmuhammad	lawalmuhammad	PROPN
gujaf-439	36	4	departmentof	departmentof	PROPN
gujaf-439	36	5	accounting	accounting	PROPN
gujaf-439	36	6	,	,	PUNCT
gujaf-439	36	7	ahmadubellouniversityzaria	ahmadubellouniversityzaria	PROPN
gujaf-439	36	8	.	.	PUNCT
gujaf-439	37	1	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	37	2	,	,	PUNCT
gujaf-439	37	3	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	37	4	v	v	NOUN
gujaf-439	37	5	dr.faroukadeza	dr.faroukadeza	CCONJ
gujaf-439	37	6	schoolofbusinessandentrepreneurship	schoolofbusinessandentrepreneurship	NOUN
gujaf-439	37	7	,	,	PUNCT
gujaf-439	37	8	americanuniversityofnigeria	americanuniversityofnigeria	PROPN
gujaf-439	37	9	,	,	PUNCT
gujaf-439	37	10	yola	yola	PROPN
gujaf-439	37	11	.	.	PUNCT
gujaf-439	38	1	dr.bashirumar	dr.bashirumar	PROPN
gujaf-439	38	2	farouk	farouk	PROPN
gujaf-439	38	3	departmentofeconomics	departmentofeconomics	PROPN
gujaf-439	38	4	,	,	PUNCT
gujaf-439	38	5	federaluniversitygusau	federaluniversitygusau	ADJ
gujaf-439	38	6	,	,	PUNCT
gujaf-439	38	7	zamfara	zamfara	PROPN
gujaf-439	38	8	state	state	PROPN
gujaf-439	38	9	.	.	PUNCT
gujaf-439	39	1	dremmanuelomokhuale	dremmanuelomokhuale	PROPN
gujaf-439	39	2	departmentofmathematics	departmentofmathematic	NOUN
gujaf-439	39	3	,	,	PUNCT
gujaf-439	39	4	federaluniversitygusau	federaluniversitygusau	ADJ
gujaf-439	39	5	,	,	PUNCT
gujaf-439	39	6	zamfara.state	zamfara.state	NUM
gujaf-439	39	7	advisoryboardmembers	advisoryboardmember	NOUN
gujaf-439	39	8	prof	prof	PROPN
gujaf-439	39	9	.	.	PUNCT
gujaf-439	39	10	kabiruisahdandago	kabiruisahdandago	PROPN
gujaf-439	39	11	,	,	PUNCT
gujaf-439	39	12	bayero	bayero	PROPN
gujaf-439	39	13	university	university	PROPN
gujaf-439	39	14	kano	kano	PROPN
gujaf-439	39	15	,	,	PUNCT
gujaf-439	39	16	kano	kano	PROPN
gujaf-439	39	17	state.profambashir	state.profambashir	PROPN
gujaf-439	39	18	,	,	PUNCT
gujaf-439	39	19	usmanudanfodiyouniversitysokoto	usmanudanfodiyouniversitysokoto	ADJ
gujaf-439	39	20	,	,	PUNCT
gujaf-439	39	21	sokotostate	sokotostate	VERB
gujaf-439	39	22	.prof	.prof	PROPN
gujaf-439	39	23	.	.	PUNCT
gujaf-439	40	1	muhammad	muhammad	PROPN
gujaf-439	40	2	tanko	tanko	PROPN
gujaf-439	40	3	,	,	PUNCT
gujaf-439	40	4	kaduna	kaduna	PROPN
gujaf-439	40	5	state	state	PROPN
gujaf-439	40	6	university	university	PROPN
gujaf-439	40	7	,	,	PUNCT
gujaf-439	40	8	kaduna	kaduna	PROPN
gujaf-439	40	9	.	.	PUNCT
gujaf-439	40	10	prof.bayeroa	prof.bayeroa	NOUN
gujaf-439	40	11	msabir	msabir	NOUN
gujaf-439	40	12	,	,	PUNCT
gujaf-439	40	13	usmanudanfodiyo	usmanudanfodiyo	PROPN
gujaf-439	40	14	universitysokoto	universitysokoto	NOUN
gujaf-439	40	15	,	,	PUNCT
gujaf-439	40	16	sokotostate	sokotostate	NOUN
gujaf-439	40	17	.	.	PUNCT
gujaf-439	41	1	prof.aliyusulaimankantudu	prof.aliyusulaimankantudu	NOUN
gujaf-439	41	2	,	,	PUNCT
gujaf-439	41	3	bayerouniversitykano	bayerouniversitykano	NOUN
gujaf-439	41	4	,	,	PUNCT
gujaf-439	41	5	kanostate	kanostate	ADJ
gujaf-439	41	6	.	.	PUNCT
gujaf-439	42	1	editorial	editorial	PROPN
gujaf-439	42	2	secretary	secretary	PROPN
gujaf-439	42	3	yazidkabiribrahim	yazidkabiribrahim	PROPN
gujaf-439	42	4	departmentofaccountingand	departmentofaccountingand	PROPN
gujaf-439	42	5	finance	finance	NOUN
gujaf-439	42	6	,	,	PUNCT
gujaf-439	42	7	federaluniversitygusau	federaluniversitygusau	ADJ
gujaf-439	42	8	,	,	PUNCT
gujaf-439	42	9	zamfarastate	zamfarastate	NOUN
gujaf-439	42	10	.	.	PUNCT
gujaf-439	43	1	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	43	2	,	,	PUNCT
gujaf-439	43	3	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	43	4	vi	vi	NOUN
gujaf-439	43	5	callfor	callfor	NOUN
gujaf-439	43	6	papers	paper	NOUN
gujaf-439	43	7	the	the	DET
gujaf-439	43	8	editorial	editorial	PROPN
gujaf-439	43	9	board	board	NOUN
gujaf-439	43	10	of	of	ADP
gujaf-439	43	11	gusau	gusau	PROPN
gujaf-439	43	12	journal	journal	PROPN
gujaf-439	43	13	of	of	ADP
gujaf-439	43	14	accounting	accounting	NOUN
gujaf-439	43	15	and	and	CCONJ
gujaf-439	43	16	finance	finance	NOUN
gujaf-439	43	17	(	(	PUNCT
gujaf-439	43	18	gujaf	gujaf	NOUN
gujaf-439	43	19	)	)	PUNCT
gujaf-439	43	20	is	be	AUX
gujaf-439	43	21	hereby	hereby	ADV
gujaf-439	43	22	inviting	invite	VERB
gujaf-439	43	23	authors	author	NOUN
gujaf-439	43	24	to	to	PART
gujaf-439	43	25	submit	submit	VERB
gujaf-439	43	26	their	their	PRON
gujaf-439	43	27	unpublished	unpublished	ADJ
gujaf-439	43	28	manuscript	manuscript	NOUN
gujaf-439	43	29	for	for	ADP
gujaf-439	43	30	publication	publication	NOUN
gujaf-439	43	31	.	.	PUNCT
gujaf-439	44	1	the	the	DET
gujaf-439	44	2	journal	journal	NOUN
gujaf-439	44	3	is	be	AUX
gujaf-439	44	4	published	publish	VERB
gujaf-439	44	5	in	in	ADP
gujaf-439	44	6	two	two	NUM
gujaf-439	44	7	issues	issue	NOUN
gujaf-439	44	8	of	of	ADP
gujaf-439	44	9	april	april	PROPN
gujaf-439	44	10	and	and	CCONJ
gujaf-439	44	11	october	october	PROPN
gujaf-439	44	12	annually	annually	ADV
gujaf-439	44	13	.	.	PUNCT
gujaf-439	45	1	gujaf	gujaf	NOUN
gujaf-439	45	2	is	be	AUX
gujaf-439	45	3	a	a	DET
gujaf-439	45	4	double	double	ADJ
gujaf-439	45	5	-	-	PUNCT
gujaf-439	45	6	blind	blind	ADJ
gujaf-439	45	7	peer	peer	NOUN
gujaf-439	45	8	reviewed	review	VERB
gujaf-439	45	9	journal	journal	NOUN
gujaf-439	45	10	published	publish	VERB
gujaf-439	45	11	by	by	ADP
gujaf-439	45	12	the	the	DET
gujaf-439	45	13	department	department	NOUN
gujaf-439	45	14	of	of	ADP
gujaf-439	45	15	accounting	accounting	NOUN
gujaf-439	45	16	and	and	CCONJ
gujaf-439	45	17	finance	finance	NOUN
gujaf-439	45	18	,	,	PUNCT
gujaf-439	45	19	faculty	faculty	NOUN
gujaf-439	45	20	of	of	ADP
gujaf-439	45	21	management	management	NOUN
gujaf-439	45	22	and	and	CCONJ
gujaf-439	45	23	social	social	ADJ
gujaf-439	45	24	sciences	science	NOUN
gujaf-439	45	25	,	,	PUNCT
gujaf-439	45	26	federal	federal	ADJ
gujaf-439	45	27	universitygusau	universitygusau	NOUN
gujaf-439	45	28	,	,	PUNCT
gujaf-439	45	29	zamfara	zamfara	PROPN
gujaf-439	45	30	state	state	PROPN
gujaf-439	45	31	nigeria	nigeria	PROPN
gujaf-439	45	32	the	the	DET
gujaf-439	45	33	journal	journal	PROPN
gujaf-439	45	34	accepts	accept	VERB
gujaf-439	45	35	papersin	papersin	NOUN
gujaf-439	45	36	all	all	DET
gujaf-439	45	37	areas	area	NOUN
gujaf-439	45	38	of	of	ADP
gujaf-439	45	39	accounting	accounting	NOUN
gujaf-439	45	40	and	and	CCONJ
gujaf-439	45	41	finance	finance	NOUN
gujaf-439	45	42	for	for	ADP
gujaf-439	45	43	publication	publication	NOUN
gujaf-439	45	44	which	which	PRON
gujaf-439	45	45	include	include	VERB
gujaf-439	45	46	:	:	PUNCT
gujaf-439	45	47	accounting	accounting	NOUN
gujaf-439	45	48	standards	standard	NOUN
gujaf-439	45	49	,	,	PUNCT
gujaf-439	45	50	accounting	account	VERB
gujaf-439	45	51	information	information	NOUN
gujaf-439	45	52	system	system	NOUN
gujaf-439	45	53	,	,	PUNCT
gujaf-439	45	54	financial	financial	ADJ
gujaf-439	45	55	reporting	reporting	NOUN
gujaf-439	45	56	,	,	PUNCT
gujaf-439	45	57	earnings	earning	NOUN
gujaf-439	45	58	management	management	NOUN
gujaf-439	45	59	,	,	PUNCT
gujaf-439	45	60	,	,	PUNCT
gujaf-439	45	61	auditing	auditing	NOUN
gujaf-439	45	62	and	and	CCONJ
gujaf-439	45	63	investigation	investigation	NOUN
gujaf-439	45	64	,	,	PUNCT
gujaf-439	45	65	auditing	auditing	NOUN
gujaf-439	45	66	and	and	CCONJ
gujaf-439	45	67	standards	standard	NOUN
gujaf-439	45	68	,	,	PUNCT
gujaf-439	45	69	public	public	ADJ
gujaf-439	45	70	sector	sector	NOUN
gujaf-439	45	71	accounting	accounting	NOUN
gujaf-439	45	72	and	and	CCONJ
gujaf-439	45	73	auditing	auditing	NOUN
gujaf-439	45	74	,	,	PUNCT
gujaf-439	45	75	taxation	taxation	NOUN
gujaf-439	45	76	and	and	CCONJ
gujaf-439	45	77	revenue	revenue	NOUN
gujaf-439	45	78	administration	administration	NOUN
gujaf-439	45	79	,	,	PUNCT
gujaf-439	45	80	corporate	corporate	ADJ
gujaf-439	45	81	governance	governance	NOUN
gujaf-439	45	82	issues	issue	NOUN
gujaf-439	45	83	,	,	PUNCT
gujaf-439	45	84	corporate	corporate	ADJ
gujaf-439	45	85	social	social	ADJ
gujaf-439	45	86	responsibility	responsibility	NOUN
gujaf-439	45	87	,	,	PUNCT
gujaf-439	45	88	sustainability	sustainability	NOUN
gujaf-439	45	89	and	and	CCONJ
gujaf-439	45	90	environmental	environmental	ADJ
gujaf-439	45	91	reporting	reporting	NOUN
gujaf-439	45	92	issue	issue	NOUN
gujaf-439	45	93	,	,	PUNCT
gujaf-439	45	94	information	information	NOUN
gujaf-439	45	95	and	and	CCONJ
gujaf-439	45	96	communication	communication	NOUN
gujaf-439	45	97	technologyissues	technologyissue	NOUN
gujaf-439	45	98	,	,	PUNCT
gujaf-439	45	99	bankruptcyprediction	bankruptcyprediction	NOUN
gujaf-439	45	100	,	,	PUNCT
gujaf-439	45	101	corporate	corporate	ADJ
gujaf-439	45	102	finance	finance	NOUN
gujaf-439	45	103	,	,	PUNCT
gujaf-439	45	104	personal	personal	ADJ
gujaf-439	45	105	finance	finance	NOUN
gujaf-439	45	106	,	,	PUNCT
gujaf-439	45	107	merger	merger	NOUN
gujaf-439	45	108	and	and	CCONJ
gujaf-439	45	109	acquisitions	acquisition	NOUN
gujaf-439	45	110	,	,	PUNCT
gujaf-439	45	111	capital	capital	NOUN
gujaf-439	45	112	structure	structure	NOUN
gujaf-439	45	113	,	,	PUNCT
gujaf-439	45	114	working	work	VERB
gujaf-439	45	115	capital	capital	NOUN
gujaf-439	45	116	management	management	NOUN
gujaf-439	45	117	,	,	PUNCT
gujaf-439	45	118	enterprises	enterprise	NOUN
gujaf-439	45	119	risk	risk	NOUN
gujaf-439	45	120	management	management	NOUN
gujaf-439	45	121	,	,	PUNCT
gujaf-439	45	122	entrepreneurship	entrepreneurship	NOUN
gujaf-439	45	123	,	,	PUNCT
gujaf-439	45	124	international	international	ADJ
gujaf-439	45	125	business	business	NOUN
gujaf-439	45	126	accounting	accounting	NOUN
gujaf-439	45	127	and	and	CCONJ
gujaf-439	45	128	finance	finance	NOUN
gujaf-439	45	129	,	,	PUNCT
gujaf-439	45	130	banking	banking	NOUN
gujaf-439	45	131	crises	crisis	NOUN
gujaf-439	45	132	,	,	PUNCT
gujaf-439	45	133	bank‘s	bank‘s	PROPN
gujaf-439	45	134	profitability	profitability	NOUN
gujaf-439	45	135	,	,	PUNCT
gujaf-439	45	136	risk	risk	NOUN
gujaf-439	45	137	and	and	CCONJ
gujaf-439	45	138	insurance	insurance	NOUN
gujaf-439	45	139	issue	issue	NOUN
gujaf-439	45	140	,	,	PUNCT
gujaf-439	45	141	islamic	islamic	ADJ
gujaf-439	45	142	finance	finance	NOUN
gujaf-439	45	143	,	,	PUNCT
gujaf-439	45	144	conventional	conventional	ADJ
gujaf-439	45	145	and	and	CCONJ
gujaf-439	45	146	islamic	islamic	ADJ
gujaf-439	45	147	banks	bank	NOUN
gujaf-439	45	148	and	and	CCONJ
gujaf-439	45	149	so	so	ADV
gujaf-439	45	150	forth	forth	ADV
gujaf-439	45	151	.	.	PUNCT
gujaf-439	46	1	guidelinesforsubmissionandmanuscript	guidelinesforsubmissionandmanuscript	ADJ
gujaf-439	46	2	format	format	NOUN
gujaf-439	46	3	the	the	DET
gujaf-439	46	4	submission	submission	NOUN
gujaf-439	46	5	language	language	NOUN
gujaf-439	46	6	is	be	AUX
gujaf-439	46	7	english	english	PROPN
gujaf-439	46	8	and	and	CCONJ
gujaf-439	46	9	must	must	AUX
gujaf-439	46	10	be	be	AUX
gujaf-439	46	11	a	a	DET
gujaf-439	46	12	well	well	ADV
gujaf-439	46	13	-	-	PUNCT
gujaf-439	46	14	researched	research	VERB
gujaf-439	46	15	original	original	ADJ
gujaf-439	46	16	manuscript	manuscript	NOUN
gujaf-439	46	17	that	that	PRON
gujaf-439	46	18	has	have	AUX
gujaf-439	46	19	not	not	PART
gujaf-439	46	20	previously	previously	ADV
gujaf-439	46	21	been	be	AUX
gujaf-439	46	22	submitted	submit	VERB
gujaf-439	46	23	elsewhere	elsewhere	ADV
gujaf-439	46	24	for	for	ADP
gujaf-439	46	25	publication	publication	NOUN
gujaf-439	46	26	.	.	PUNCT
gujaf-439	47	1	the	the	DET
gujaf-439	47	2	paper	paper	NOUN
gujaf-439	47	3	should	should	AUX
gujaf-439	47	4	not	not	PART
gujaf-439	47	5	exceed	exceed	VERB
gujaf-439	47	6	more	more	ADJ
gujaf-439	47	7	than	than	ADP
gujaf-439	47	8	15	15	NUM
gujaf-439	47	9	pages	page	NOUN
gujaf-439	47	10	on	on	ADP
gujaf-439	47	11	a4	a4	NOUN
gujaf-439	47	12	type	type	NOUN
gujaf-439	47	13	paper	paper	NOUN
gujaf-439	47	14	in	in	ADP
gujaf-439	47	15	ms	ms	ADJ
gujaf-439	47	16	-	-	PUNCT
gujaf-439	47	17	word	word	NOUN
gujaf-439	47	18	format	format	NOUN
gujaf-439	47	19	,	,	PUNCT
gujaf-439	47	20	1.5	1.5	NUM
gujaf-439	47	21	-	-	PUNCT
gujaf-439	47	22	line	line	NOUN
gujaf-439	47	23	spacing	spacing	NOUN
gujaf-439	47	24	,	,	PUNCT
gujaf-439	47	25	12	12	NUM
gujaf-439	47	26	font	font	NOUN
gujaf-439	47	27	size	size	NOUN
gujaf-439	47	28	in	in	ADP
gujaf-439	47	29	times	time	NOUN
gujaf-439	47	30	new	new	ADJ
gujaf-439	47	31	roman	roman	NOUN
gujaf-439	47	32	.	.	PUNCT
gujaf-439	48	1	manuscript	manuscript	NOUN
gujaf-439	48	2	should	should	AUX
gujaf-439	48	3	be	be	AUX
gujaf-439	48	4	tested	test	VERB
gujaf-439	48	5	for	for	ADP
gujaf-439	48	6	plagiarism	plagiarism	NOUN
gujaf-439	48	7	before	before	ADP
gujaf-439	48	8	submission	submission	NOUN
gujaf-439	48	9	,	,	PUNCT
gujaf-439	48	10	as	as	SCONJ
gujaf-439	48	11	the	the	DET
gujaf-439	48	12	maximum	maximum	ADJ
gujaf-439	48	13	similarity	similarity	NOUN
gujaf-439	48	14	index	index	NOUN
gujaf-439	48	15	acceptable	acceptable	ADJ
gujaf-439	48	16	by	by	ADP
gujaf-439	48	17	gujaf	gujaf	NOUN
gujaf-439	48	18	is	be	AUX
gujaf-439	48	19	25	25	NUM
gujaf-439	48	20	percent	percent	NOUN
gujaf-439	48	21	.	.	PUNCT
gujaf-439	49	1	furthermore	furthermore	ADV
gujaf-439	49	2	,	,	PUNCT
gujaf-439	49	3	the	the	DET
gujaf-439	49	4	length	length	NOUN
gujaf-439	49	5	of	of	ADP
gujaf-439	49	6	a	a	DET
gujaf-439	49	7	complete	complete	ADJ
gujaf-439	49	8	article	article	NOUN
gujaf-439	49	9	should	should	AUX
gujaf-439	49	10	not	not	PART
gujaf-439	49	11	exceed	exceed	VERB
gujaf-439	49	12	5000	5000	NUM
gujaf-439	49	13	words	word	NOUN
gujaf-439	49	14	including	include	VERB
gujaf-439	49	15	an	an	DET
gujaf-439	49	16	abstract	abstract	NOUN
gujaf-439	49	17	of	of	ADP
gujaf-439	49	18	not	not	PART
gujaf-439	49	19	more	more	ADJ
gujaf-439	49	20	than	than	ADP
gujaf-439	49	21	250	250	NUM
gujaf-439	49	22	words	word	NOUN
gujaf-439	49	23	with	with	ADP
gujaf-439	49	24	a	a	DET
gujaf-439	49	25	minimum	minimum	NOUN
gujaf-439	49	26	of	of	ADP
gujaf-439	49	27	four	four	NUM
gujaf-439	49	28	key	key	ADJ
gujaf-439	49	29	words	word	NOUN
gujaf-439	49	30	immediately	immediately	ADV
gujaf-439	49	31	after	after	ADP
gujaf-439	49	32	the	the	DET
gujaf-439	49	33	abstract	abstract	NOUN
gujaf-439	49	34	.	.	PUNCT
gujaf-439	50	1	all	all	DET
gujaf-439	50	2	references	reference	NOUN
gujaf-439	50	3	including	include	VERB
gujaf-439	50	4	in	in	ADP
gujaf-439	50	5	text	text	NOUN
gujaf-439	50	6	citation	citation	NOUN
gujaf-439	50	7	and	and	CCONJ
gujaf-439	50	8	reference	reference	NOUN
gujaf-439	50	9	list	list	NOUN
gujaf-439	50	10	,	,	PUNCT
gujaf-439	50	11	tables	table	NOUN
gujaf-439	50	12	and	and	CCONJ
gujaf-439	50	13	figures	figure	NOUN
gujaf-439	50	14	should	should	AUX
gujaf-439	50	15	be	be	AUX
gujaf-439	50	16	in	in	ADP
gujaf-439	50	17	line	line	NOUN
gujaf-439	50	18	with	with	ADP
gujaf-439	50	19	apa	apa	PROPN
gujaf-439	50	20	7th	7th	PROPN
gujaf-439	50	21	edition	edition	NOUN
gujaf-439	50	22	publication	publication	NOUN
gujaf-439	50	23	manual	manual	NOUN
gujaf-439	50	24	.	.	PUNCT
gujaf-439	51	1	finally	finally	ADV
gujaf-439	51	2	,	,	PUNCT
gujaf-439	51	3	manuscript	manuscript	NOUN
gujaf-439	51	4	should	should	AUX
gujaf-439	51	5	be	be	AUX
gujaf-439	51	6	send	send	VERB
gujaf-439	51	7	to	to	ADP
gujaf-439	51	8	our	our	PRON
gujaf-439	51	9	email	email	NOUN
gujaf-439	51	10	address	address	NOUN
gujaf-439	51	11	elfarouk105@gmail.comand	elfarouk105@gmail.comand	PROPN
gujaf-439	51	12	a	a	DET
gujaf-439	51	13	copy	copy	NOUN
gujaf-439	51	14	to	to	ADP
gujaf-439	51	15	our	our	PRON
gujaf-439	51	16	website	website	NOUN
gujaf-439	51	17	on	on	ADP
gujaf-439	51	18	journals.gujaf.com.ng	journals.gujaf.com.ng	PROPN
gujaf-439	51	19	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	51	20	,	,	PUNCT
gujaf-439	51	21	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	51	22	vii	vii	NOUN
gujaf-439	51	23	publication	publication	NOUN
gujaf-439	51	24	procedure	procedure	NOUN
gujaf-439	51	25	after	after	ADP
gujaf-439	51	26	receiving	receive	VERB
gujaf-439	51	27	a	a	DET
gujaf-439	51	28	manuscript	manuscript	NOUN
gujaf-439	51	29	that	that	PRON
gujaf-439	51	30	is	be	AUX
gujaf-439	51	31	within	within	ADP
gujaf-439	51	32	the	the	DET
gujaf-439	51	33	similarity	similarity	NOUN
gujaf-439	51	34	index	index	NOUN
gujaf-439	51	35	threshold	threshold	NOUN
gujaf-439	51	36	,	,	PUNCT
gujaf-439	51	37	a	a	DET
gujaf-439	51	38	confirmation	confirmation	NOUN
gujaf-439	51	39	email	email	NOUN
gujaf-439	51	40	will	will	AUX
gujaf-439	51	41	be	be	AUX
gujaf-439	51	42	send	send	VERB
gujaf-439	51	43	together	together	ADV
gujaf-439	51	44	with	with	ADP
gujaf-439	51	45	a	a	DET
gujaf-439	51	46	request	request	NOUN
gujaf-439	51	47	to	to	PART
gujaf-439	51	48	pay	pay	VERB
gujaf-439	51	49	a	a	DET
gujaf-439	51	50	review	review	NOUN
gujaf-439	51	51	proceeding	proceed	VERB
gujaf-439	51	52	fee.at	fee.at	NOUN
gujaf-439	51	53	this	this	DET
gujaf-439	51	54	point	point	NOUN
gujaf-439	51	55	,	,	PUNCT
gujaf-439	51	56	the	the	DET
gujaf-439	51	57	editorial	editorial	ADJ
gujaf-439	51	58	board	board	NOUN
gujaf-439	51	59	will	will	AUX
gujaf-439	51	60	take	take	VERB
gujaf-439	51	61	a	a	DET
gujaf-439	51	62	decision	decision	NOUN
gujaf-439	51	63	on	on	ADP
gujaf-439	51	64	accepting	accept	VERB
gujaf-439	51	65	,	,	PUNCT
gujaf-439	51	66	rejecting	reject	VERB
gujaf-439	51	67	or	or	CCONJ
gujaf-439	51	68	making	make	VERB
gujaf-439	51	69	a	a	DET
gujaf-439	51	70	resubmission	resubmission	NOUN
gujaf-439	51	71	of	of	ADP
gujaf-439	51	72	the	the	DET
gujaf-439	51	73	manuscript	manuscript	NOUN
gujaf-439	51	74	based	base	VERB
gujaf-439	51	75	on	on	ADP
gujaf-439	51	76	the	the	DET
gujaf-439	51	77	outcome	outcome	NOUN
gujaf-439	51	78	of	of	ADP
gujaf-439	51	79	the	the	DET
gujaf-439	51	80	double	double	ADJ
gujaf-439	51	81	-	-	PUNCT
gujaf-439	51	82	blind	blind	ADJ
gujaf-439	51	83	peer	peer	NOUN
gujaf-439	51	84	review	review	NOUN
gujaf-439	51	85	.	.	PUNCT
gujaf-439	52	1	those	those	DET
gujaf-439	52	2	authors	author	NOUN
gujaf-439	52	3	whose	whose	DET
gujaf-439	52	4	manuscript	manuscript	NOUN
gujaf-439	52	5	were	be	AUX
gujaf-439	52	6	accepted	accept	VERB
gujaf-439	52	7	for	for	ADP
gujaf-439	52	8	publication	publication	NOUN
gujaf-439	52	9	will	will	AUX
gujaf-439	52	10	be	be	AUX
gujaf-439	52	11	asked	ask	VERB
gujaf-439	52	12	to	to	PART
gujaf-439	52	13	pay	pay	VERB
gujaf-439	52	14	a	a	DET
gujaf-439	52	15	publication	publication	NOUN
gujaf-439	52	16	fee	fee	NOUN
gujaf-439	52	17	,	,	PUNCT
gujaf-439	52	18	after	after	ADP
gujaf-439	52	19	effecting	effect	VERB
gujaf-439	52	20	all	all	DET
gujaf-439	52	21	suggested	suggest	VERB
gujaf-439	52	22	corrections	correction	NOUN
gujaf-439	52	23	and	and	CCONJ
gujaf-439	52	24	changes	change	NOUN
gujaf-439	52	25	made	make	VERB
gujaf-439	52	26	on	on	ADP
gujaf-439	52	27	the	the	DET
gujaf-439	52	28	manuscript	manuscript	NOUN
gujaf-439	52	29	.	.	PUNCT
gujaf-439	53	1	all	all	DET
gujaf-439	53	2	corrected	correct	VERB
gujaf-439	53	3	papers	paper	NOUN
gujaf-439	53	4	returned	return	VERB
gujaf-439	53	5	within	within	ADP
gujaf-439	53	6	the	the	DET
gujaf-439	53	7	specified	specify	VERB
gujaf-439	53	8	time	time	NOUN
gujaf-439	53	9	frame	frame	NOUN
gujaf-439	53	10	will	will	AUX
gujaf-439	53	11	be	be	AUX
gujaf-439	53	12	published	publish	VERB
gujaf-439	53	13	in	in	ADP
gujaf-439	53	14	that	that	DET
gujaf-439	53	15	issue	issue	NOUN
gujaf-439	53	16	.	.	PUNCT
gujaf-439	54	1	paymentdetails	paymentdetail	NOUN
gujaf-439	54	2	bank	bank	NOUN
gujaf-439	54	3	:	:	PUNCT
gujaf-439	54	4	fcmb	fcmb	PROPN
gujaf-439	54	5	accountnumber:7278465011	accountnumber:7278465011	PROPN
gujaf-439	54	6	accountname	accountname	PROPN
gujaf-439	54	7	:	:	PUNCT
gujaf-439	54	8	gusau	gusau	ADJ
gujaf-439	54	9	journalof	journalof	PROPN
gujaf-439	54	10	accountingand	accountingand	PROPN
gujaf-439	54	11	finance	finance	NOUN
gujaf-439	54	12	forinquiry	forinquiry	NOUN
gujaf-439	54	13	thehead	thehead	ADJ
gujaf-439	54	14	,	,	PUNCT
gujaf-439	54	15	department	department	NOUN
gujaf-439	54	16	of	of	ADP
gujaf-439	54	17	accounting	accounting	NOUN
gujaf-439	54	18	and	and	CCONJ
gujaf-439	54	19	finance	finance	NOUN
gujaf-439	54	20	,	,	PUNCT
gujaf-439	54	21	federaluniversitygusau	federaluniversitygusau	ADJ
gujaf-439	54	22	,	,	PUNCT
gujaf-439	54	23	zamfarastate.elfarouk	zamfarastate.elfarouk	NUM
gujaf-439	54	24	105@gmail.com	105@gmail.com	NUM
gujaf-439	54	25	+2348069393824	+2348069393824	DET
gujaf-439	54	26	formoreinformation	formoreinformation	NOUN
gujaf-439	54	27	,	,	PUNCT
gujaf-439	54	28	contact	contact	NOUN
gujaf-439	54	29	theeditor	theeditor	NOUN
gujaf-439	54	30	-	-	PUNCT
gujaf-439	54	31	in	in	ADP
gujaf-439	54	32	-	-	PUNCT
gujaf-439	54	33	chiefon+2348067766435	chiefon+2348067766435	NOUN
gujaf-439	54	34	theassociateeditoron+2348036057525	theassociateeditoron+2348036057525	NOUN
gujaf-439	54	35	orvisit	orvisit	NOUN
gujaf-439	54	36	ourwebsiteonwww.gujaf.com.ngorjournals.gujaf.com.ng	ourwebsiteonwww.gujaf.com.ngorjournals.gujaf.com.ng	ADJ
gujaf-439	54	37	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	54	38	,	,	PUNCT
gujaf-439	54	39	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	54	40	404	404	NUM
gujaf-439	54	41	forecasting	forecasting	NOUN
gujaf-439	54	42	automobile	automobile	NOUN
gujaf-439	54	43	demandandsalesinthenigerianmarket	demandandsalesinthenigerianmarket	NOUN
gujaf-439	54	44	:	:	PUNCT
gujaf-439	54	45	a	a	DET
gujaf-439	54	46	machine	machine	NOUN
gujaf-439	54	47	learning	learn	VERB
gujaf-439	54	48	approach	approach	NOUN
gujaf-439	54	49	tourban	tourban	PROPN
gujaf-439	54	50	mobility	mobility	NOUN
gujaf-439	54	51	,	,	PUNCT
gujaf-439	54	52	market	market	NOUN
gujaf-439	54	53	competition	competition	NOUN
gujaf-439	54	54	,	,	PUNCT
gujaf-439	54	55	and	and	CCONJ
gujaf-439	54	56	policy	policy	NOUN
gujaf-439	54	57	insights	insight	NOUN
gujaf-439	54	58	emmanuel	emmanuel	PROPN
gujaf-439	54	59	imuede	imuede	PROPN
gujaf-439	54	60	oyasor	oyasor	PROPN
gujaf-439	54	61	department	department	PROPN
gujaf-439	54	62	of	of	ADP
gujaf-439	54	63	accounting	accounting	NOUN
gujaf-439	54	64	science	science	NOUN
gujaf-439	54	65	,	,	PUNCT
gujaf-439	54	66	walter	walter	PROPN
gujaf-439	54	67	sisulu	sisulu	PROPN
gujaf-439	54	68	university	university	PROPN
gujaf-439	54	69	,	,	PUNCT
gujaf-439	54	70	mthatha	mthatha	PROPN
gujaf-439	54	71	,	,	PUNCT
gujaf-439	54	72	southafrica	southafrica	PROPN
gujaf-439	54	73	emmanueloyasor247@gmail.comhttps://doi.org/10.57	emmanueloyasor247@gmail.comhttps://doi.org/10.57	PROPN
gujaf-439	54	74	233	233	NUM
gujaf-439	54	75	/	/	SYM
gujaf-439	54	76	gujaf.v5i1.20	gujaf.v5i1.20	PROPN
gujaf-439	54	77	abstract	abstract	ADJ
gujaf-439	54	78	theestimationofautomobiledemandiscentraltobothacademic	theestimationofautomobiledemandiscentraltobothacademic	ADJ
gujaf-439	54	79	inquiryandpolicyplanning	inquiryandpolicyplanning	NOUN
gujaf-439	54	80	,	,	PUNCT
gujaf-439	54	81	particularlygiven	particularlygiven	VERB
gujaf-439	54	82	the	the	DET
gujaf-439	54	83	sector‘s	sector‘s	ADJ
gujaf-439	54	84	critical	critical	ADJ
gujaf-439	54	85	role	role	NOUN
gujaf-439	54	86	in	in	ADP
gujaf-439	54	87	global	global	ADJ
gujaf-439	54	88	economic	economic	ADJ
gujaf-439	54	89	activity	activity	NOUN
gujaf-439	54	90	.	.	PUNCT
gujaf-439	55	1	in	in	ADP
gujaf-439	55	2	developed	develop	VERB
gujaf-439	55	3	economies	economy	NOUN
gujaf-439	55	4	such	such	ADJ
gujaf-439	55	5	as	as	ADP
gujaf-439	55	6	the	the	DET
gujaf-439	55	7	united	united	PROPN
gujaf-439	55	8	states	states	PROPN
gujaf-439	55	9	,	,	PUNCT
gujaf-439	55	10	germany	germany	PROPN
gujaf-439	55	11	,	,	PUNCT
gujaf-439	55	12	and	and	CCONJ
gujaf-439	55	13	china	china	PROPN
gujaf-439	55	14	,	,	PUNCT
gujaf-439	55	15	the	the	DET
gujaf-439	55	16	auto	auto	NOUN
gujaf-439	55	17	industry	industry	NOUN
gujaf-439	55	18	serves	serve	VERB
gujaf-439	55	19	as	as	ADP
gujaf-439	55	20	a	a	DET
gujaf-439	55	21	paradigmatic	paradigmatic	ADJ
gujaf-439	55	22	case	case	NOUN
gujaf-439	55	23	for	for	ADP
gujaf-439	55	24	analyzing	analyze	VERB
gujaf-439	55	25	market	market	NOUN
gujaf-439	55	26	dynamics	dynamic	NOUN
gujaf-439	55	27	in	in	ADP
gujaf-439	55	28	differentiated	differentiated	ADJ
gujaf-439	55	29	,	,	PUNCT
gujaf-439	55	30	oligopolistic	oligopolistic	ADJ
gujaf-439	55	31	settings	setting	NOUN
gujaf-439	55	32	.	.	PUNCT
gujaf-439	56	1	accurate	accurate	ADJ
gujaf-439	56	2	demand	demand	NOUN
gujaf-439	56	3	forecasting	forecasting	NOUN
gujaf-439	56	4	is	be	AUX
gujaf-439	56	5	essential	essential	ADJ
gujaf-439	56	6	for	for	ADP
gujaf-439	56	7	production	production	NOUN
gujaf-439	56	8	planning	planning	NOUN
gujaf-439	56	9	,	,	PUNCT
gujaf-439	56	10	pricing	pricing	NOUN
gujaf-439	56	11	strategy	strategy	NOUN
gujaf-439	56	12	,	,	PUNCT
gujaf-439	56	13	and	and	CCONJ
gujaf-439	56	14	infrastructure	infrastructure	NOUN
gujaf-439	56	15	development	development	NOUN
gujaf-439	56	16	.	.	PUNCT
gujaf-439	57	1	however	however	ADV
gujaf-439	57	2	,	,	PUNCT
gujaf-439	57	3	in	in	ADP
gujaf-439	57	4	emerging	emerge	VERB
gujaf-439	57	5	markets	market	NOUN
gujaf-439	57	6	like	like	ADP
gujaf-439	57	7	nigeria	nigeria	PRON
gujaf-439	57	8	,	,	PUNCT
gujaf-439	57	9	empirical	empirical	ADJ
gujaf-439	57	10	research	research	NOUN
gujaf-439	57	11	on	on	ADP
gujaf-439	57	12	automobile	automobile	NOUN
gujaf-439	57	13	demand	demand	NOUN
gujaf-439	57	14	remains	remain	VERB
gujaf-439	57	15	sparse	sparse	ADJ
gujaf-439	57	16	despite	despite	SCONJ
gujaf-439	57	17	its	its	PRON
gujaf-439	57	18	growing	grow	VERB
gujaf-439	57	19	relevance	relevance	NOUN
gujaf-439	57	20	.	.	PUNCT
gujaf-439	58	1	nigeria	nigeria	PROPN
gujaf-439	58	2	's	's	PART
gujaf-439	58	3	automotive	automotive	ADJ
gujaf-439	58	4	landscape	landscape	NOUN
gujaf-439	58	5	is	be	AUX
gujaf-439	58	6	undergoing	undergo	VERB
gujaf-439	58	7	rapid	rapid	ADJ
gujaf-439	58	8	transformation	transformation	NOUN
gujaf-439	58	9	,	,	PUNCT
gujaf-439	58	10	propelled	propel	VERB
gujaf-439	58	11	by	by	ADP
gujaf-439	58	12	urbanization	urbanization	NOUN
gujaf-439	58	13	,	,	PUNCT
gujaf-439	58	14	a	a	DET
gujaf-439	58	15	rising	rise	VERB
gujaf-439	58	16	middle	middle	ADJ
gujaf-439	58	17	class	class	NOUN
gujaf-439	58	18	,	,	PUNCT
gujaf-439	58	19	and	and	CCONJ
gujaf-439	58	20	industrial	industrial	ADJ
gujaf-439	58	21	policy	policy	NOUN
gujaf-439	58	22	reforms	reform	NOUN
gujaf-439	58	23	such	such	ADJ
gujaf-439	58	24	as	as	ADP
gujaf-439	58	25	the	the	DET
gujaf-439	58	26	national	national	ADJ
gujaf-439	58	27	automotive	automotive	ADJ
gujaf-439	58	28	industry	industry	PROPN
gujaf-439	58	29	development	development	NOUN
gujaf-439	58	30	plan	plan	NOUN
gujaf-439	58	31	(	(	PUNCT
gujaf-439	58	32	naidp	naidp	PROPN
gujaf-439	58	33	)	)	PUNCT
gujaf-439	58	34	.	.	PUNCT
gujaf-439	59	1	this	this	DET
gujaf-439	59	2	study	study	NOUN
gujaf-439	59	3	addresses	address	VERB
gujaf-439	59	4	the	the	DET
gujaf-439	59	5	empirical	empirical	ADJ
gujaf-439	59	6	gap	gap	NOUN
gujaf-439	59	7	byevaluating	byevaluate	VERB
gujaf-439	59	8	the	the	DET
gujaf-439	59	9	performance	performance	NOUN
gujaf-439	59	10	of	of	ADP
gujaf-439	59	11	various	various	ADJ
gujaf-439	59	12	regression	regression	NOUN
gujaf-439	59	13	models	model	NOUN
gujaf-439	59	14	,	,	PUNCT
gujaf-439	59	15	including	include	VERB
gujaf-439	59	16	the	the	DET
gujaf-439	59	17	ols	ol	NOUN
gujaf-439	59	18	,	,	PUNCT
gujaf-439	59	19	mars	mar	NOUN
gujaf-439	59	20	,	,	PUNCT
gujaf-439	59	21	regression	regression	NOUN
gujaf-439	59	22	tree	tree	NOUN
gujaf-439	59	23	,	,	PUNCT
gujaf-439	59	24	random	random	ADJ
gujaf-439	59	25	forest	forest	NOUN
gujaf-439	59	26	,	,	PUNCT
gujaf-439	59	27	and	and	CCONJ
gujaf-439	59	28	gradient	gradient	NOUN
gujaf-439	59	29	boosting	boosting	NOUN
gujaf-439	59	30	,	,	PUNCT
gujaf-439	59	31	in	in	ADP
gujaf-439	59	32	predicting	predict	VERB
gujaf-439	59	33	automobile	automobile	NOUN
gujaf-439	59	34	demand	demand	NOUN
gujaf-439	59	35	using	use	VERB
gujaf-439	59	36	real	real	ADJ
gujaf-439	59	37	-	-	PUNCT
gujaf-439	59	38	world	world	NOUN
gujaf-439	59	39	data	datum	NOUN
gujaf-439	59	40	.	.	PUNCT
gujaf-439	60	1	among	among	ADP
gujaf-439	60	2	the	the	DET
gujaf-439	60	3	models	model	NOUN
gujaf-439	60	4	tested	test	VERB
gujaf-439	60	5	,	,	PUNCT
gujaf-439	60	6	ols	ol	NOUN
gujaf-439	60	7	emerged	emerge	VERB
gujaf-439	60	8	as	as	ADP
gujaf-439	60	9	the	the	DET
gujaf-439	60	10	most	most	ADV
gujaf-439	60	11	effective	effective	ADJ
gujaf-439	60	12	,	,	PUNCT
gujaf-439	60	13	with	with	ADP
gujaf-439	60	14	the	the	DET
gujaf-439	60	15	lowest	low	ADJ
gujaf-439	60	16	error	error	NOUN
gujaf-439	60	17	metrics	metric	NOUN
gujaf-439	60	18	(	(	PUNCT
gujaf-439	60	19	mae	mae	PROPN
gujaf-439	60	20	=	=	SYM
gujaf-439	60	21	0.15	0.15	NUM
gujaf-439	60	22	,	,	PUNCT
gujaf-439	60	23	mse	mse	PROPN
gujaf-439	60	24	=	=	SYM
gujaf-439	60	25	0.06	0.06	NUM
gujaf-439	60	26	,	,	PUNCT
gujaf-439	60	27	rmse	rmse	NOUN
gujaf-439	60	28	=	=	NOUN
gujaf-439	60	29	0.24	0.24	NUM
gujaf-439	60	30	)	)	PUNCT
gujaf-439	60	31	and	and	CCONJ
gujaf-439	60	32	a	a	DET
gujaf-439	60	33	strong	strong	ADJ
gujaf-439	60	34	explanatory	explanatory	ADJ
gujaf-439	60	35	power	power	NOUN
gujaf-439	60	36	(	(	PUNCT
gujaf-439	60	37	r²	r²	NOUN
gujaf-439	60	38	=	=	NOUN
gujaf-439	60	39	0.86	0.86	NUM
gujaf-439	60	40	)	)	PUNCT
gujaf-439	60	41	.	.	PUNCT
gujaf-439	61	1	in	in	ADP
gujaf-439	61	2	contrast	contrast	NOUN
gujaf-439	61	3	,	,	PUNCT
gujaf-439	61	4	the	the	DET
gujaf-439	61	5	mars	mars	PROPN
gujaf-439	61	6	model	model	NOUN
gujaf-439	61	7	underperformed	underperform	VERB
gujaf-439	61	8	,	,	PUNCT
gujaf-439	61	9	displaying	display	VERB
gujaf-439	61	10	the	the	DET
gujaf-439	61	11	highest	high	ADJ
gujaf-439	61	12	error	error	NOUN
gujaf-439	61	13	rates	rate	NOUN
gujaf-439	61	14	and	and	CCONJ
gujaf-439	61	15	limited	limited	ADJ
gujaf-439	61	16	predictive	predictive	ADJ
gujaf-439	61	17	capacity	capacity	NOUN
gujaf-439	61	18	(	(	PUNCT
gujaf-439	61	19	r²	r²	NOUN
gujaf-439	61	20	=	=	NOUN
gujaf-439	61	21	0.43	0.43	NUM
gujaf-439	61	22	)	)	PUNCT
gujaf-439	61	23	.	.	PUNCT
gujaf-439	62	1	ensemble	ensemble	ADJ
gujaf-439	62	2	methods	method	NOUN
gujaf-439	62	3	(	(	PUNCT
gujaf-439	62	4	rf	rf	NOUN
gujaf-439	62	5	and	and	CCONJ
gujaf-439	62	6	gb	gb	ADJ
gujaf-439	62	7	)	)	PUNCT
gujaf-439	62	8	showed	show	VERB
gujaf-439	62	9	moderate	moderate	ADJ
gujaf-439	62	10	performance	performance	NOUN
gujaf-439	62	11	,	,	PUNCT
gujaf-439	62	12	with	with	ADP
gujaf-439	62	13	gb	gb	NOUN
gujaf-439	62	14	slightly	slightly	ADV
gujaf-439	62	15	outperforming	outperform	VERB
gujaf-439	62	16	rf	rf	VERB
gujaf-439	62	17	in	in	ADP
gujaf-439	62	18	terms	term	NOUN
gujaf-439	62	19	of	of	ADP
gujaf-439	62	20	relative	relative	ADJ
gujaf-439	62	21	error	error	NOUN
gujaf-439	62	22	(	(	PUNCT
gujaf-439	62	23	mape	mape	NOUN
gujaf-439	62	24	=	=	NOUN
gujaf-439	62	25	0.01	0.01	NUM
gujaf-439	62	26	)	)	PUNCT
gujaf-439	62	27	.	.	PUNCT
gujaf-439	63	1	the	the	DET
gujaf-439	63	2	regressiontree	regressiontree	PROPN
gujaf-439	63	3	modelalsoperformed	modelalsoperforme	VERB
gujaf-439	63	4	well	well	ADV
gujaf-439	63	5	,	,	PUNCT
gujaf-439	63	6	balancingaccuracyand	balancingaccuracyand	AUX
gujaf-439	63	7	interpretability.thefindingsoffer	interpretability.thefindingsoffer	NUM
gujaf-439	63	8	valuable	valuable	ADJ
gujaf-439	63	9	insights	insight	NOUN
gujaf-439	63	10	for	for	ADP
gujaf-439	63	11	both	both	PRON
gujaf-439	63	12	policymakers	policymaker	NOUN
gujaf-439	63	13	and	and	CCONJ
gujaf-439	63	14	industry	industry	NOUN
gujaf-439	63	15	stakeholders	stakeholder	NOUN
gujaf-439	63	16	in	in	ADP
gujaf-439	63	17	nigeria	nigeria	PROPN
gujaf-439	63	18	,	,	PUNCT
gujaf-439	63	19	emphasizing	emphasize	VERB
gujaf-439	63	20	the	the	DET
gujaf-439	63	21	importance	importance	NOUN
gujaf-439	63	22	of	of	ADP
gujaf-439	63	23	model	model	NOUN
gujaf-439	63	24	selection	selection	NOUN
gujaf-439	63	25	in	in	ADP
gujaf-439	63	26	automotive	automotive	ADJ
gujaf-439	63	27	demand	demand	NOUN
gujaf-439	63	28	estimation	estimation	NOUN
gujaf-439	63	29	and	and	CCONJ
gujaf-439	63	30	the	the	DET
gujaf-439	63	31	strategic	strategic	ADJ
gujaf-439	63	32	implications	implication	NOUN
gujaf-439	63	33	for	for	ADP
gujaf-439	63	34	infrastructure	infrastructure	NOUN
gujaf-439	63	35	and	and	CCONJ
gujaf-439	63	36	investment	investment	NOUN
gujaf-439	63	37	planning	planning	NOUN
gujaf-439	63	38	.	.	PUNCT
gujaf-439	64	1	keywords	keyword	NOUN
gujaf-439	64	2	:	:	PUNCT
gujaf-439	64	3	automobiledemand	automobiledemand	ADJ
gujaf-439	64	4	,	,	PUNCT
gujaf-439	64	5	demandforecasting	demandforecaste	VERB
gujaf-439	64	6	,	,	PUNCT
gujaf-439	64	7	regressionmodels	regressionmodel	NOUN
gujaf-439	64	8	,	,	PUNCT
gujaf-439	64	9	machinelearning	machinelearning	NOUN
gujaf-439	64	10	,	,	PUNCT
gujaf-439	64	11	policyplanning	policyplanne	VERB
gujaf-439	64	12	jelcodes	jelcode	NOUN
gujaf-439	64	13	:	:	PUNCT
gujaf-439	64	14	c53,l62,r41,o55	c53,l62,r41,o55	NOUN
gujaf-439	64	15	1.0	1.0	NUM
gujaf-439	64	16	introduction	introduction	NOUN
gujaf-439	64	17	the	the	DET
gujaf-439	64	18	estimation	estimation	NOUN
gujaf-439	64	19	of	of	ADP
gujaf-439	64	20	automobile	automobile	NOUN
gujaf-439	64	21	demand	demand	NOUN
gujaf-439	64	22	has	have	AUX
gujaf-439	64	23	remained	remain	VERB
gujaf-439	64	24	a	a	DET
gujaf-439	64	25	prominent	prominent	ADJ
gujaf-439	64	26	topic	topic	NOUN
gujaf-439	64	27	in	in	ADP
gujaf-439	64	28	both	both	CCONJ
gujaf-439	64	29	academic	academic	ADJ
gujaf-439	64	30	and	and	CCONJ
gujaf-439	64	31	policy	policy	NOUN
gujaf-439	64	32	discourse	discourse	NOUN
gujaf-439	64	33	for	for	ADP
gujaf-439	64	34	decades	decade	NOUN
gujaf-439	64	35	.	.	PUNCT
gujaf-439	65	1	as	as	ADP
gujaf-439	65	2	a	a	DET
gujaf-439	65	3	key	key	ADJ
gujaf-439	65	4	sector	sector	NOUN
gujaf-439	65	5	in	in	ADP
gujaf-439	65	6	the	the	DET
gujaf-439	65	7	global	global	ADJ
gujaf-439	65	8	economy	economy	NOUN
gujaf-439	65	9	,	,	PUNCT
gujaf-439	65	10	generating	generate	VERB
gujaf-439	65	11	significant	significant	ADJ
gujaf-439	65	12	revenues	revenue	NOUN
gujaf-439	65	13	and	and	CCONJ
gujaf-439	65	14	employment	employment	NOUN
gujaf-439	65	15	in	in	ADP
gujaf-439	65	16	countries	country	NOUN
gujaf-439	65	17	such	such	ADJ
gujaf-439	65	18	as	as	ADP
gujaf-439	65	19	the	the	DET
gujaf-439	65	20	united	united	PROPN
gujaf-439	65	21	states	states	PROPN
gujaf-439	65	22	,	,	PUNCT
gujaf-439	65	23	germany	germany	PROPN
gujaf-439	65	24	,	,	PUNCT
gujaf-439	65	25	and	and	CCONJ
gujaf-439	65	26	china	china	PROPN
gujaf-439	65	27	,	,	PUNCT
gujaf-439	65	28	the	the	DET
gujaf-439	65	29	automobile	automobile	NOUN
gujaf-439	65	30	industry	industry	NOUN
gujaf-439	65	31	has	have	AUX
gujaf-439	65	32	attracted	attract	VERB
gujaf-439	65	33	widespread	widespread	ADJ
gujaf-439	65	34	scholarly	scholarly	ADJ
gujaf-439	65	35	attention	attention	NOUN
gujaf-439	65	36	.	.	PUNCT
gujaf-439	66	1	accurate	accurate	ADJ
gujaf-439	66	2	demandestimation	demandestimation	NOUN
gujaf-439	66	3	is	be	AUX
gujaf-439	66	4	crucial	crucial	ADJ
gujaf-439	66	5	for	for	ADP
gujaf-439	66	6	firm	firm	ADJ
gujaf-439	66	7	-	-	PUNCT
gujaf-439	66	8	level	level	NOUN
gujaf-439	66	9	decision	decision	NOUN
gujaf-439	66	10	-	-	PUNCT
gujaf-439	66	11	making	making	NOUN
gujaf-439	66	12	,	,	PUNCT
gujaf-439	66	13	particularly	particularly	ADV
gujaf-439	66	14	in	in	ADP
gujaf-439	66	15	forecasting	forecast	VERB
gujaf-439	66	16	production	production	NOUN
gujaf-439	66	17	capacity	capacity	NOUN
gujaf-439	66	18	and	and	CCONJ
gujaf-439	66	19	projecting	project	VERB
gujaf-439	66	20	sales	sale	NOUN
gujaf-439	66	21	revenues	revenue	NOUN
gujaf-439	66	22	.	.	PUNCT
gujaf-439	67	1	for	for	ADP
gujaf-439	67	2	economists	economist	NOUN
gujaf-439	67	3	,	,	PUNCT
gujaf-439	67	4	the	the	DET
gujaf-439	67	5	auto	auto	NOUN
gujaf-439	67	6	industry	industry	NOUN
gujaf-439	67	7	represents	represent	VERB
gujaf-439	67	8	a	a	DET
gujaf-439	67	9	textbook	textbook	NOUN
gujaf-439	67	10	example	example	NOUN
gujaf-439	67	11	of	of	ADP
gujaf-439	67	12	an	an	DET
gujaf-439	67	13	oligopolistic	oligopolistic	ADJ
gujaf-439	67	14	,	,	PUNCT
gujaf-439	67	15	differentiated	differentiated	ADJ
gujaf-439	67	16	products	product	NOUN
gujaf-439	67	17	market	market	NOUN
gujaf-439	67	18	,	,	PUNCT
gujaf-439	67	19	making	make	VERB
gujaf-439	67	20	it	it	PRON
gujaf-439	67	21	ideal	ideal	ADJ
gujaf-439	67	22	for	for	ADP
gujaf-439	67	23	studying	study	VERB
gujaf-439	67	24	pricing	pricing	NOUN
gujaf-439	67	25	strategies	strategy	NOUN
gujaf-439	67	26	,	,	PUNCT
gujaf-439	67	27	market	market	NOUN
gujaf-439	67	28	power	power	NOUN
gujaf-439	67	29	,	,	PUNCT
gujaf-439	67	30	and	and	CCONJ
gujaf-439	67	31	demand	demand	NOUN
gujaf-439	67	32	elasticity	elasticity	NOUN
gujaf-439	67	33	.	.	PUNCT
gujaf-439	68	1	likewise	likewise	ADV
gujaf-439	68	2	,	,	PUNCT
gujaf-439	68	3	policymakersfind	policymakersfind	NOUN
gujaf-439	68	4	automobile	automobile	NOUN
gujaf-439	68	5	demand	demand	NOUN
gujaf-439	68	6	estimation	estimation	NOUN
gujaf-439	68	7	indispensable	indispensable	ADJ
gujaf-439	68	8	for	for	ADP
gujaf-439	68	9	planning	plan	VERB
gujaf-439	68	10	infrastructure	infrastructure	NOUN
gujaf-439	68	11	needs	need	NOUN
gujaf-439	68	12	,	,	PUNCT
gujaf-439	68	13	such	such	ADJ
gujaf-439	68	14	as	as	ADP
gujaf-439	68	15	road	road	NOUN
gujaf-439	68	16	expansion	expansion	NOUN
gujaf-439	68	17	and	and	CCONJ
gujaf-439	68	18	maintenance	maintenance	NOUN
gujaf-439	68	19	.	.	PUNCT
gujaf-439	69	1	in	in	ADP
gujaf-439	69	2	nigeria	nigeria	PROPN
gujaf-439	69	3	,	,	PUNCT
gujaf-439	69	4	the	the	DET
gujaf-439	69	5	automotive	automotive	ADJ
gujaf-439	69	6	market	market	NOUN
gujaf-439	69	7	is	be	AUX
gujaf-439	69	8	rapidly	rapidly	ADV
gujaf-439	69	9	evolving	evolve	VERB
gujaf-439	69	10	,	,	PUNCT
gujaf-439	69	11	driven	drive	VERB
gujaf-439	69	12	by	by	ADP
gujaf-439	69	13	a	a	DET
gujaf-439	69	14	growing	grow	VERB
gujaf-439	69	15	middle	middle	ADJ
gujaf-439	69	16	class	class	NOUN
gujaf-439	69	17	,	,	PUNCT
gujaf-439	69	18	increasing	increase	VERB
gujaf-439	69	19	urbanization	urbanization	NOUN
gujaf-439	69	20	,	,	PUNCT
gujaf-439	69	21	and	and	CCONJ
gujaf-439	69	22	government	government	NOUN
gujaf-439	69	23	policies	policy	NOUN
gujaf-439	69	24	promoting	promote	VERB
gujaf-439	69	25	vehicle	vehicle	NOUN
gujaf-439	69	26	assembly	assembly	NOUN
gujaf-439	69	27	and	and	CCONJ
gujaf-439	69	28	electric	electric	ADJ
gujaf-439	69	29	mobility	mobility	NOUN
gujaf-439	69	30	.	.	PUNCT
gujaf-439	70	1	reliable	reliable	ADJ
gujaf-439	70	2	empirical	empirical	ADJ
gujaf-439	70	3	insights	insight	NOUN
gujaf-439	70	4	into	into	ADP
gujaf-439	70	5	automobile	automobile	NOUN
gujaf-439	70	6	demand	demand	NOUN
gujaf-439	70	7	remain	remain	VERB
gujaf-439	70	8	limited	limited	ADJ
gujaf-439	70	9	,	,	PUNCT
gujaf-439	70	10	despite	despite	SCONJ
gujaf-439	70	11	the	the	DET
gujaf-439	70	12	market‘s	market‘s	NOUN
gujaf-439	70	13	complexity	complexity	NOUN
gujaf-439	70	14	and	and	CCONJ
gujaf-439	70	15	strategic	strategic	ADJ
gujaf-439	70	16	importance	importance	NOUN
gujaf-439	70	17	.	.	PUNCT
gujaf-439	71	1	as	as	SCONJ
gujaf-439	71	2	nigeria	nigeria	PROPN
gujaf-439	71	3	continues	continue	VERB
gujaf-439	71	4	to	to	PART
gujaf-439	71	5	develop	develop	VERB
gujaf-439	71	6	its	its	PRON
gujaf-439	71	7	transport	transport	NOUN
gujaf-439	71	8	infrastructure	infrastructure	NOUN
gujaf-439	71	9	and	and	CCONJ
gujaf-439	71	10	vehicle	vehicle	NOUN
gujaf-439	71	11	assembly	assembly	NOUN
gujaf-439	71	12	capabilities	capability	NOUN
gujaf-439	71	13	,	,	PUNCT
gujaf-439	71	14	especially	especially	ADV
gujaf-439	71	15	under	under	ADP
gujaf-439	71	16	initiatives	initiative	NOUN
gujaf-439	71	17	like	like	ADP
gujaf-439	71	18	the	the	DET
gujaf-439	71	19	national	national	ADJ
gujaf-439	71	20	automotive	automotive	PROPN
gujaf-439	71	21	industry	industry	PROPN
gujaf-439	71	22	development	development	NOUN
gujaf-439	71	23	plan	plan	NOUN
gujaf-439	71	24	(	(	PUNCT
gujaf-439	71	25	naidp	naidp	PROPN
gujaf-439	71	26	)	)	PUNCT
gujaf-439	71	27	,	,	PUNCT
gujaf-439	71	28	accurate	accurate	ADJ
gujaf-439	71	29	demand	demand	NOUN
gujaf-439	71	30	forecasting	forecasting	NOUN
gujaf-439	71	31	becomes	become	VERB
gujaf-439	71	32	even	even	ADV
gujaf-439	71	33	more	more	ADV
gujaf-439	71	34	essential	essential	ADJ
gujaf-439	71	35	for	for	ADP
gujaf-439	71	36	public	public	ADJ
gujaf-439	71	37	planning	planning	NOUN
gujaf-439	71	38	and	and	CCONJ
gujaf-439	71	39	private	private	ADJ
gujaf-439	71	40	investment	investment	NOUN
gujaf-439	71	41	.	.	PUNCT
gujaf-439	72	1	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	72	2	,	,	PUNCT
gujaf-439	72	3	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	72	4	405	405	NUM
gujaf-439	72	5	literature	literature	NOUN
gujaf-439	72	6	has	have	AUX
gujaf-439	72	7	amassed	amass	VERB
gujaf-439	72	8	extensive	extensive	ADJ
gujaf-439	72	9	reviews	review	NOUN
gujaf-439	72	10	focused	focus	VERB
gujaf-439	72	11	on	on	ADP
gujaf-439	72	12	keytransport	keytransport	NOUN
gujaf-439	72	13	planning	planning	NOUN
gujaf-439	72	14	parameters	parameter	NOUN
gujaf-439	72	15	,	,	PUNCT
gujaf-439	72	16	such	such	ADJ
gujaf-439	72	17	as	as	ADP
gujaf-439	72	18	demand	demand	NOUN
gujaf-439	72	19	forecasting	forecasting	NOUN
gujaf-439	72	20	and	and	CCONJ
gujaf-439	72	21	appraisal	appraisal	NOUN
gujaf-439	72	22	,	,	PUNCT
gujaf-439	72	23	largely	largely	ADV
gujaf-439	72	24	spurred	spur	VERB
gujaf-439	72	25	by	by	ADP
gujaf-439	72	26	the	the	DET
gujaf-439	72	27	data	datum	NOUN
gujaf-439	72	28	collection	collection	NOUN
gujaf-439	72	29	capabilities	capability	NOUN
gujaf-439	72	30	of	of	ADP
gujaf-439	72	31	researchers.althoughnotallofthesestudiescontributenewprimarydata	researchers.althoughnotallofthesestudiescontributenewprimarydata	PROPN
gujaf-439	72	32	,	,	PUNCT
gujaf-439	72	33	theyarefrequently	theyarefrequently	ADV
gujaf-439	72	34	cited	cite	VERB
gujaf-439	72	35	and	and	CCONJ
gujaf-439	72	36	widely	widely	ADV
gujaf-439	72	37	regarded	regard	VERB
gujaf-439	72	38	as	as	ADP
gujaf-439	72	39	valuable	valuable	ADJ
gujaf-439	72	40	contributions	contribution	NOUN
gujaf-439	72	41	to	to	ADP
gujaf-439	72	42	the	the	DET
gujaf-439	72	43	transport	transport	NOUN
gujaf-439	72	44	planning	planning	NOUN
gujaf-439	72	45	canon	canon	NOUN
gujaf-439	72	46	.	.	PUNCT
gujaf-439	73	1	there	there	PRON
gujaf-439	73	2	is	be	VERB
gujaf-439	73	3	also	also	ADV
gujaf-439	73	4	growing	grow	VERB
gujaf-439	73	5	empirical	empirical	ADJ
gujaf-439	73	6	evidence	evidence	NOUN
gujaf-439	73	7	supporting	support	VERB
gujaf-439	73	8	the	the	DET
gujaf-439	73	9	forecasting	forecasting	NOUN
gujaf-439	73	10	of	of	ADP
gujaf-439	73	11	automobile	automobile	NOUN
gujaf-439	73	12	prices	price	NOUN
gujaf-439	73	13	and	and	CCONJ
gujaf-439	73	14	sales	sale	NOUN
gujaf-439	73	15	volumes	volume	NOUN
gujaf-439	73	16	.	.	PUNCT
gujaf-439	74	1	in	in	ADP
gujaf-439	74	2	market	market	NOUN
gujaf-439	74	3	-	-	PUNCT
gujaf-439	74	4	driven	drive	VERB
gujaf-439	74	5	economies	economy	NOUN
gujaf-439	74	6	,	,	PUNCT
gujaf-439	74	7	accurate	accurate	ADJ
gujaf-439	74	8	sales	sale	NOUN
gujaf-439	74	9	forecasts	forecast	NOUN
gujaf-439	74	10	are	be	AUX
gujaf-439	74	11	fundamental	fundamental	ADJ
gujaf-439	74	12	to	to	ADP
gujaf-439	74	13	strategic	strategic	ADJ
gujaf-439	74	14	planning	planning	NOUN
gujaf-439	74	15	and	and	CCONJ
gujaf-439	74	16	operational	operational	ADJ
gujaf-439	74	17	efficiency	efficiency	NOUN
gujaf-439	74	18	.	.	PUNCT
gujaf-439	75	1	to	to	ADP
gujaf-439	75	2	this	this	DET
gujaf-439	75	3	end	end	NOUN
gujaf-439	75	4	,	,	PUNCT
gujaf-439	75	5	a	a	DET
gujaf-439	75	6	variety	variety	NOUN
gujaf-439	75	7	of	of	ADP
gujaf-439	75	8	forecasting	forecasting	NOUN
gujaf-439	75	9	models	model	NOUN
gujaf-439	75	10	have	have	AUX
gujaf-439	75	11	been	be	AUX
gujaf-439	75	12	adopted.one	adopted.one	NOUN
gujaf-439	75	13	ofthemost	ofthemost	ADV
gujaf-439	75	14	notableis	notableis	ADP
gujaf-439	75	15	the	the	DET
gujaf-439	75	16	bass	bass	NOUN
gujaf-439	75	17	diffusion	diffusion	NOUN
gujaf-439	75	18	model	model	NOUN
gujaf-439	75	19	,	,	PUNCT
gujaf-439	75	20	renowned	renowned	ADJ
gujaf-439	75	21	forits	forit	NOUN
gujaf-439	75	22	simplicityand	simplicityand	VERB
gujaf-439	75	23	predictive	predictive	ADJ
gujaf-439	75	24	accuracy	accuracy	NOUN
gujaf-439	75	25	.	.	PUNCT
gujaf-439	76	1	this	this	DET
gujaf-439	76	2	model	model	NOUN
gujaf-439	76	3	explains	explain	VERB
gujaf-439	76	4	how	how	SCONJ
gujaf-439	76	5	new	new	ADJ
gujaf-439	76	6	products	product	NOUN
gujaf-439	76	7	penetrate	penetrate	VERB
gujaf-439	76	8	markets	market	NOUN
gujaf-439	76	9	by	by	ADP
gujaf-439	76	10	capturing	capture	VERB
gujaf-439	76	11	the	the	DET
gujaf-439	76	12	dynamics	dynamic	NOUN
gujaf-439	76	13	between	between	ADP
gujaf-439	76	14	innovators	innovator	NOUN
gujaf-439	76	15	and	and	CCONJ
gujaf-439	76	16	imitators	imitator	NOUN
gujaf-439	76	17	.	.	PUNCT
gujaf-439	77	1	it	it	PRON
gujaf-439	77	2	has	have	AUX
gujaf-439	77	3	been	be	AUX
gujaf-439	77	4	widelyapplied	widelyapplie	VERB
gujaf-439	77	5	in	in	ADP
gujaf-439	77	6	sectors	sector	NOUN
gujaf-439	77	7	ranging	range	VERB
gujaf-439	77	8	from	from	ADP
gujaf-439	77	9	consumer	consumer	NOUN
gujaf-439	77	10	goods	good	NOUN
gujaf-439	77	11	to	to	ADP
gujaf-439	77	12	digital	digital	ADJ
gujaf-439	77	13	platforms	platform	NOUN
gujaf-439	77	14	(	(	PUNCT
gujaf-439	77	15	øverby	øverby	NOUN
gujaf-439	77	16	et	et	PROPN
gujaf-439	77	17	al	al	PROPN
gujaf-439	77	18	.	.	PROPN
gujaf-439	77	19	,	,	PUNCT
gujaf-439	77	20	2023	2023	NUM
gujaf-439	77	21	;	;	PUNCT
gujaf-439	77	22	han	han	PROPN
gujaf-439	77	23	&	&	CCONJ
gujaf-439	77	24	tang	tang	PROPN
gujaf-439	77	25	,	,	PUNCT
gujaf-439	77	26	2022	2022	NUM
gujaf-439	77	27	;	;	PUNCT
gujaf-439	77	28	zhang	zhang	PROPN
gujaf-439	77	29	et	et	PROPN
gujaf-439	77	30	al	al	PROPN
gujaf-439	77	31	.	.	PROPN
gujaf-439	77	32	,	,	PUNCT
gujaf-439	77	33	2022	2022	NUM
gujaf-439	77	34	)	)	PUNCT
gujaf-439	77	35	.	.	PUNCT
gujaf-439	78	1	however	however	ADV
gujaf-439	78	2	,	,	PUNCT
gujaf-439	78	3	as	as	SCONJ
gujaf-439	78	4	markets	market	NOUN
gujaf-439	78	5	become	become	VERB
gujaf-439	78	6	increasingly	increasingly	ADV
gujaf-439	78	7	volatile	volatile	ADJ
gujaf-439	78	8	and	and	CCONJ
gujaf-439	78	9	influenced	influence	VERB
gujaf-439	78	10	by	by	ADP
gujaf-439	78	11	vast	vast	ADJ
gujaf-439	78	12	streams	stream	NOUN
gujaf-439	78	13	of	of	ADP
gujaf-439	78	14	real	real	ADJ
gujaf-439	78	15	time	time	NOUN
gujaf-439	78	16	data	datum	NOUN
gujaf-439	78	17	,	,	PUNCT
gujaf-439	78	18	classical	classical	ADJ
gujaf-439	78	19	models	model	NOUN
gujaf-439	78	20	often	often	ADV
gujaf-439	78	21	struggle	struggle	VERB
gujaf-439	78	22	to	to	PART
gujaf-439	78	23	maintain	maintain	VERB
gujaf-439	78	24	accuracy	accuracy	NOUN
gujaf-439	78	25	.	.	PUNCT
gujaf-439	79	1	in	in	ADP
gujaf-439	79	2	nigeria‘s	nigeria‘s	ADJ
gujaf-439	79	3	case	case	NOUN
gujaf-439	79	4	,	,	PUNCT
gujaf-439	79	5	where	where	SCONJ
gujaf-439	79	6	informal	informal	ADJ
gujaf-439	79	7	markets	market	NOUN
gujaf-439	79	8	,	,	PUNCT
gujaf-439	79	9	policy	policy	NOUN
gujaf-439	79	10	shifts	shift	NOUN
gujaf-439	79	11	,	,	PUNCT
gujaf-439	79	12	and	and	CCONJ
gujaf-439	79	13	economic	economic	ADJ
gujaf-439	79	14	fluctuations	fluctuation	NOUN
gujaf-439	79	15	introduce	introduce	VERB
gujaf-439	79	16	added	add	VERB
gujaf-439	79	17	layers	layer	NOUN
gujaf-439	79	18	of	of	ADP
gujaf-439	79	19	uncertainty	uncertainty	NOUN
gujaf-439	79	20	,	,	PUNCT
gujaf-439	79	21	the	the	DET
gujaf-439	79	22	limitations	limitation	NOUN
gujaf-439	79	23	of	of	ADP
gujaf-439	79	24	traditional	traditional	ADJ
gujaf-439	79	25	forecasting	forecasting	NOUN
gujaf-439	79	26	techniques	technique	NOUN
gujaf-439	79	27	become	become	AUX
gujaf-439	79	28	particularly	particularly	ADV
gujaf-439	79	29	pronounced	pronounce	VERB
gujaf-439	79	30	.	.	PUNCT
gujaf-439	80	1	the	the	DET
gujaf-439	80	2	integration	integration	NOUN
gujaf-439	80	3	of	of	ADP
gujaf-439	80	4	machine	machine	NOUN
gujaf-439	80	5	learning	learning	NOUN
gujaf-439	80	6	(	(	PUNCT
gujaf-439	80	7	ml	ml	NOUN
gujaf-439	80	8	)	)	PUNCT
gujaf-439	80	9	models	model	NOUN
gujaf-439	80	10	is	be	AUX
gujaf-439	80	11	gaining	gain	VERB
gujaf-439	80	12	momentum	momentum	NOUN
gujaf-439	80	13	.	.	PUNCT
gujaf-439	81	1	these	these	DET
gujaf-439	81	2	models	model	NOUN
gujaf-439	81	3	leverage	leverage	VERB
gujaf-439	81	4	statistical	statistical	ADJ
gujaf-439	81	5	learning	learning	NOUN
gujaf-439	81	6	from	from	ADP
gujaf-439	81	7	historical	historical	ADJ
gujaf-439	81	8	datasets	dataset	NOUN
gujaf-439	81	9	to	to	PART
gujaf-439	81	10	enhance	enhance	VERB
gujaf-439	81	11	prediction	prediction	NOUN
gujaf-439	81	12	accuracy	accuracy	NOUN
gujaf-439	81	13	.	.	PUNCT
gujaf-439	82	1	bao	bao	PROPN
gujaf-439	82	2	et	et	PROPN
gujaf-439	82	3	al	al	PROPN
gujaf-439	82	4	.	.	PROPN
gujaf-439	83	1	(	(	PUNCT
gujaf-439	83	2	2022	2022	NUM
gujaf-439	83	3	)	)	PUNCT
gujaf-439	83	4	introduced	introduce	VERB
gujaf-439	83	5	a	a	DET
gujaf-439	83	6	relational	relational	ADJ
gujaf-439	83	7	vector	vector	NOUN
gujaf-439	83	8	machine	machine	NOUN
gujaf-439	83	9	(	(	PUNCT
gujaf-439	83	10	rvm	rvm	PROPN
gujaf-439	83	11	)	)	PUNCT
gujaf-439	83	12	approach	approach	NOUN
gujaf-439	83	13	for	for	ADP
gujaf-439	83	14	small	small	ADJ
gujaf-439	83	15	-	-	PUNCT
gujaf-439	83	16	sample	sample	NOUN
gujaf-439	83	17	regression	regression	NOUN
gujaf-439	83	18	,	,	PUNCT
gujaf-439	83	19	demonstrating	demonstrate	VERB
gujaf-439	83	20	its	its	PRON
gujaf-439	83	21	relevance	relevance	NOUN
gujaf-439	83	22	to	to	ADP
gujaf-439	83	23	predicting	predict	VERB
gujaf-439	83	24	electric	electric	ADJ
gujaf-439	83	25	vehicle	vehicle	NOUN
gujaf-439	83	26	(	(	PUNCT
gujaf-439	83	27	ev	ev	NOUN
gujaf-439	83	28	)	)	PUNCT
gujaf-439	83	29	ownership	ownership	NOUN
gujaf-439	83	30	.	.	PUNCT
gujaf-439	84	1	yet	yet	ADV
gujaf-439	84	2	,	,	PUNCT
gujaf-439	84	3	such	such	ADJ
gujaf-439	84	4	models	model	NOUN
gujaf-439	84	5	may	may	AUX
gujaf-439	84	6	still	still	ADV
gujaf-439	84	7	fall	fall	VERB
gujaf-439	84	8	short	short	ADJ
gujaf-439	84	9	in	in	ADP
gujaf-439	84	10	addressing	address	VERB
gujaf-439	84	11	data	datum	NOUN
gujaf-439	84	12	volatility	volatility	NOUN
gujaf-439	84	13	and	and	CCONJ
gujaf-439	84	14	multidimensional	multidimensional	ADJ
gujaf-439	84	15	indicator	indicator	NOUN
gujaf-439	84	16	complexity	complexity	NOUN
gujaf-439	84	17	,	,	PUNCT
gujaf-439	84	18	especially	especially	ADV
gujaf-439	84	19	in	in	ADP
gujaf-439	84	20	the	the	DET
gujaf-439	84	21	nigerian	nigerian	ADJ
gujaf-439	84	22	context	context	NOUN
gujaf-439	84	23	where	where	SCONJ
gujaf-439	84	24	data	data	NOUN
gujaf-439	84	25	granularity	granularity	NOUN
gujaf-439	84	26	and	and	CCONJ
gujaf-439	84	27	consistency	consistency	NOUN
gujaf-439	84	28	can	can	AUX
gujaf-439	84	29	be	be	AUX
gujaf-439	84	30	limited	limit	VERB
gujaf-439	84	31	.	.	PUNCT
gujaf-439	85	1	to	to	PART
gujaf-439	85	2	overcome	overcome	VERB
gujaf-439	85	3	these	these	DET
gujaf-439	85	4	challenges	challenge	NOUN
gujaf-439	85	5	,	,	PUNCT
gujaf-439	85	6	deep	deep	ADJ
gujaf-439	85	7	learning	learning	NOUN
gujaf-439	85	8	(	(	PUNCT
gujaf-439	85	9	dl	dl	INTJ
gujaf-439	85	10	)	)	PUNCT
gujaf-439	85	11	has	have	AUX
gujaf-439	85	12	emerged	emerge	VERB
gujaf-439	85	13	as	as	ADP
gujaf-439	85	14	a	a	DET
gujaf-439	85	15	more	more	ADV
gujaf-439	85	16	robust	robust	ADJ
gujaf-439	85	17	alternative	alternative	NOUN
gujaf-439	85	18	.	.	PUNCT
gujaf-439	86	1	unlike	unlike	ADP
gujaf-439	86	2	traditional	traditional	ADJ
gujaf-439	86	3	ml	ml	NOUN
gujaf-439	86	4	techniques	technique	NOUN
gujaf-439	86	5	,	,	PUNCT
gujaf-439	86	6	dl	dl	PROPN
gujaf-439	86	7	models	model	NOUN
gujaf-439	86	8	excel	excel	VERB
gujaf-439	86	9	at	at	ADP
gujaf-439	86	10	identifying	identify	VERB
gujaf-439	86	11	complex	complex	ADJ
gujaf-439	86	12	,	,	PUNCT
gujaf-439	86	13	non	non	ADJ
gujaf-439	86	14	-	-	ADJ
gujaf-439	86	15	linear	linear	ADJ
gujaf-439	86	16	relationships	relationship	NOUN
gujaf-439	86	17	and	and	CCONJ
gujaf-439	86	18	adapting	adapt	VERB
gujaf-439	86	19	to	to	ADP
gujaf-439	86	20	dynamic	dynamic	ADJ
gujaf-439	86	21	data	datum	NOUN
gujaf-439	86	22	environments	environment	NOUN
gujaf-439	86	23	.	.	PUNCT
gujaf-439	87	1	they	they	PRON
gujaf-439	87	2	have	have	AUX
gujaf-439	87	3	been	be	AUX
gujaf-439	87	4	successfully	successfully	ADV
gujaf-439	87	5	deployed	deploy	VERB
gujaf-439	87	6	in	in	ADP
gujaf-439	87	7	fields	field	NOUN
gujaf-439	87	8	such	such	ADJ
gujaf-439	87	9	as	as	ADP
gujaf-439	87	10	car	car	NOUN
gujaf-439	87	11	ownership	ownership	NOUN
gujaf-439	87	12	forecasting	forecasting	NOUN
gujaf-439	87	13	,	,	PUNCT
gujaf-439	87	14	energy	energy	NOUN
gujaf-439	87	15	consumption	consumption	NOUN
gujaf-439	87	16	modeling	modeling	NOUN
gujaf-439	87	17	,	,	PUNCT
gujaf-439	87	18	and	and	CCONJ
gujaf-439	87	19	carbon	carbon	NOUN
gujaf-439	87	20	emissions	emission	NOUN
gujaf-439	87	21	estimation	estimation	NOUN
gujaf-439	87	22	(	(	PUNCT
gujaf-439	87	23	qiao	qiao	PROPN
gujaf-439	87	24	et	et	PROPN
gujaf-439	87	25	al	al	PROPN
gujaf-439	87	26	.	.	PROPN
gujaf-439	87	27	,	,	PUNCT
gujaf-439	87	28	2021	2021	NUM
gujaf-439	87	29	)	)	PUNCT
gujaf-439	87	30	.	.	PUNCT
gujaf-439	88	1	dl	dl	PROPN
gujaf-439	88	2	models	model	NOUN
gujaf-439	88	3	are	be	AUX
gujaf-439	88	4	particularly	particularly	ADV
gujaf-439	88	5	advantageous	advantageous	ADJ
gujaf-439	88	6	in	in	ADP
gujaf-439	88	7	settings	setting	NOUN
gujaf-439	88	8	like	like	ADP
gujaf-439	88	9	nigeria	nigeria	PROPN
gujaf-439	88	10	,	,	PUNCT
gujaf-439	88	11	where	where	SCONJ
gujaf-439	88	12	small	small	ADJ
gujaf-439	88	13	sample	sample	NOUN
gujaf-439	88	14	sizes	size	NOUN
gujaf-439	88	15	and	and	CCONJ
gujaf-439	88	16	inconsistent	inconsistent	ADJ
gujaf-439	88	17	data	datum	NOUN
gujaf-439	88	18	reporting	report	VERB
gujaf-439	88	19	hinder	hind	ADJ
gujaf-439	88	20	conventional	conventional	ADJ
gujaf-439	88	21	forecasting	forecasting	NOUN
gujaf-439	88	22	methods	method	NOUN
gujaf-439	88	23	.	.	PUNCT
gujaf-439	89	1	these	these	DET
gujaf-439	89	2	models	model	NOUN
gujaf-439	89	3	possess	possess	VERB
gujaf-439	89	4	high	high	ADJ
gujaf-439	89	5	self	self	NOUN
gujaf-439	89	6	-	-	PUNCT
gujaf-439	89	7	learning	learn	VERB
gujaf-439	89	8	capabilities	capability	NOUN
gujaf-439	89	9	,	,	PUNCT
gujaf-439	89	10	enabling	enable	VERB
gujaf-439	89	11	them	they	PRON
gujaf-439	89	12	to	to	PART
gujaf-439	89	13	derive	derive	VERB
gujaf-439	89	14	meaningful	meaningful	ADJ
gujaf-439	89	15	insights	insight	NOUN
gujaf-439	89	16	even	even	ADV
gujaf-439	89	17	from	from	ADP
gujaf-439	89	18	noisy	noisy	ADJ
gujaf-439	89	19	or	or	CCONJ
gujaf-439	89	20	incomplete	incomplete	ADJ
gujaf-439	89	21	datasets	dataset	NOUN
gujaf-439	89	22	(	(	PUNCT
gujaf-439	89	23	feng	feng	PROPN
gujaf-439	89	24	&	&	CCONJ
gujaf-439	89	25	chen	chen	PROPN
gujaf-439	89	26	,	,	PUNCT
gujaf-439	89	27	2021	2021	NUM
gujaf-439	89	28	)	)	PUNCT
gujaf-439	89	29	.	.	PUNCT
gujaf-439	90	1	one	one	NUM
gujaf-439	90	2	of	of	ADP
gujaf-439	90	3	the	the	DET
gujaf-439	90	4	primary	primary	ADJ
gujaf-439	90	5	strengths	strength	NOUN
gujaf-439	90	6	of	of	ADP
gujaf-439	90	7	dl	dl	PROPN
gujaf-439	90	8	is	be	AUX
gujaf-439	90	9	its	its	PRON
gujaf-439	90	10	ability	ability	NOUN
gujaf-439	90	11	to	to	PART
gujaf-439	90	12	reduce	reduce	VERB
gujaf-439	90	13	errors	error	NOUN
gujaf-439	90	14	stemming	stem	VERB
gujaf-439	90	15	from	from	ADP
gujaf-439	90	16	data	datum	NOUN
gujaf-439	90	17	redundancy	redundancy	NOUN
gujaf-439	90	18	and	and	CCONJ
gujaf-439	90	19	random	random	ADJ
gujaf-439	90	20	noise	noise	NOUN
gujaf-439	90	21	through	through	ADP
gujaf-439	90	22	sophisticated	sophisticated	ADJ
gujaf-439	90	23	input	input	NOUN
gujaf-439	90	24	functions	function	NOUN
gujaf-439	90	25	(	(	PUNCT
gujaf-439	90	26	zhu	zhu	X
gujaf-439	90	27	et	et	PROPN
gujaf-439	90	28	al	al	PROPN
gujaf-439	90	29	.	.	PROPN
gujaf-439	90	30	,	,	PUNCT
gujaf-439	90	31	2019	2019	NUM
gujaf-439	90	32	)	)	PUNCT
gujaf-439	90	33	.	.	PUNCT
gujaf-439	91	1	additionally	additionally	ADV
gujaf-439	91	2	,	,	PUNCT
gujaf-439	91	3	model	model	NOUN
gujaf-439	91	4	robustness	robustness	NOUN
gujaf-439	91	5	in	in	ADP
gujaf-439	91	6	small	small	ADJ
gujaf-439	91	7	-	-	PUNCT
gujaf-439	91	8	sample	sample	NOUN
gujaf-439	91	9	environments	environment	NOUN
gujaf-439	91	10	can	can	AUX
gujaf-439	91	11	be	be	AUX
gujaf-439	91	12	significantly	significantly	ADV
gujaf-439	91	13	improved	improve	VERB
gujaf-439	91	14	through	through	ADP
gujaf-439	91	15	data	datum	NOUN
gujaf-439	91	16	augmentation	augmentation	NOUN
gujaf-439	91	17	strategies	strategy	NOUN
gujaf-439	91	18	,	,	PUNCT
gujaf-439	91	19	which	which	PRON
gujaf-439	91	20	increase	increase	VERB
gujaf-439	91	21	both	both	CCONJ
gujaf-439	91	22	the	the	DET
gujaf-439	91	23	volume	volume	NOUN
gujaf-439	91	24	and	and	CCONJ
gujaf-439	91	25	variability	variability	NOUN
gujaf-439	91	26	of	of	ADP
gujaf-439	91	27	training	training	NOUN
gujaf-439	91	28	data	datum	NOUN
gujaf-439	91	29	(	(	PUNCT
gujaf-439	91	30	zeng	zeng	PROPN
gujaf-439	91	31	et	et	PROPN
gujaf-439	91	32	al	al	PROPN
gujaf-439	91	33	.	.	PROPN
gujaf-439	91	34	,	,	PUNCT
gujaf-439	91	35	2017	2017	NUM
gujaf-439	91	36	;	;	PUNCT
gujaf-439	91	37	hong	hong	PROPN
gujaf-439	91	38	et	et	PROPN
gujaf-439	91	39	al	al	PROPN
gujaf-439	91	40	.	.	PROPN
gujaf-439	91	41	,	,	PUNCT
gujaf-439	91	42	2022	2022	NUM
gujaf-439	91	43	)	)	PUNCT
gujaf-439	91	44	.	.	PUNCT
gujaf-439	92	1	a	a	DET
gujaf-439	92	2	notable	notable	ADJ
gujaf-439	92	3	example	example	NOUN
gujaf-439	92	4	is	be	AUX
gujaf-439	92	5	liu	liu	PROPN
gujaf-439	92	6	et	et	PROPN
gujaf-439	92	7	al	al	PROPN
gujaf-439	92	8	.	.	PROPN
gujaf-439	93	1	(	(	PUNCT
gujaf-439	93	2	2021	2021	NUM
gujaf-439	93	3	)	)	PUNCT
gujaf-439	93	4	,	,	PUNCT
gujaf-439	93	5	whoenhanceddatadiversityusingdiscretewavelettransformation(dwt)combinedwitha	whoenhanceddatadiversityusingdiscretewavelettransformation(dwt)combinedwitha	X
gujaf-439	93	6	hybrid	hybrid	ADJ
gujaf-439	93	7	convolutional	convolutional	ADJ
gujaf-439	93	8	neural	neural	ADJ
gujaf-439	93	9	network	network	NOUN
gujaf-439	93	10	(	(	PUNCT
gujaf-439	93	11	cnn	cnn	PROPN
gujaf-439	93	12	)	)	PUNCT
gujaf-439	93	13	and	and	CCONJ
gujaf-439	93	14	bidirectional	bidirectional	ADJ
gujaf-439	93	15	long	long	ADJ
gujaf-439	93	16	short	short	ADJ
gujaf-439	93	17	-	-	PUNCT
gujaf-439	93	18	term	term	NOUN
gujaf-439	93	19	memory	memory	NOUN
gujaf-439	93	20	(	(	PUNCT
gujaf-439	93	21	bilstm	bilstm	NOUN
gujaf-439	93	22	)	)	PUNCT
gujaf-439	93	23	model	model	NOUN
gujaf-439	93	24	,	,	PUNCT
gujaf-439	93	25	effectively	effectively	ADV
gujaf-439	93	26	capturing	capture	VERB
gujaf-439	93	27	complex	complex	ADJ
gujaf-439	93	28	non	non	ADJ
gujaf-439	93	29	-	-	ADJ
gujaf-439	93	30	linear	linear	ADJ
gujaf-439	93	31	data	datum	NOUN
gujaf-439	93	32	patterns	pattern	NOUN
gujaf-439	93	33	.	.	PUNCT
gujaf-439	94	1	the	the	DET
gujaf-439	94	2	application	application	NOUN
gujaf-439	94	3	of	of	ADP
gujaf-439	94	4	advanced	advanced	ADJ
gujaf-439	94	5	forecasting	forecasting	NOUN
gujaf-439	94	6	techniques	technique	NOUN
gujaf-439	94	7	such	such	ADJ
gujaf-439	94	8	as	as	ADP
gujaf-439	94	9	ml	ml	NOUN
gujaf-439	94	10	and	and	CCONJ
gujaf-439	94	11	dl	dl	PROPN
gujaf-439	94	12	offers	offer	VERB
gujaf-439	94	13	a	a	DET
gujaf-439	94	14	promising	promising	ADJ
gujaf-439	94	15	path	path	NOUN
gujaf-439	94	16	for	for	ADP
gujaf-439	94	17	improving	improve	VERB
gujaf-439	94	18	automobile	automobile	NOUN
gujaf-439	94	19	demand	demand	NOUN
gujaf-439	94	20	estimation	estimation	NOUN
gujaf-439	94	21	.	.	PUNCT
gujaf-439	95	1	the	the	DET
gujaf-439	95	2	methods	method	NOUN
gujaf-439	95	3	can	can	AUX
gujaf-439	95	4	enhance	enhance	VERB
gujaf-439	95	5	policy	policy	NOUN
gujaf-439	95	6	formulation	formulation	NOUN
gujaf-439	95	7	,	,	PUNCT
gujaf-439	95	8	business	business	NOUN
gujaf-439	95	9	strategy	strategy	NOUN
gujaf-439	95	10	,	,	PUNCT
gujaf-439	95	11	and	and	CCONJ
gujaf-439	95	12	infrastructure	infrastructure	NOUN
gujaf-439	95	13	planning	planning	NOUN
gujaf-439	95	14	in	in	ADP
gujaf-439	95	15	an	an	DET
gujaf-439	95	16	increasingly	increasingly	ADV
gujaf-439	95	17	complex	complex	ADJ
gujaf-439	95	18	and	and	CCONJ
gujaf-439	95	19	data	datum	NOUN
gujaf-439	95	20	-	-	PUNCT
gujaf-439	95	21	scarce	scarce	NOUN
gujaf-439	95	22	marketenvironment.theremainderof	marketenvironment.theremainderof	PROPN
gujaf-439	95	23	thispaperisstructuredasfollows	thispaperisstructuredasfollow	NOUN
gujaf-439	95	24	:	:	PUNCT
gujaf-439	95	25	section	section	NOUN
gujaf-439	95	26	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	95	27	,	,	PUNCT
gujaf-439	95	28	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	95	29	406	406	NUM
gujaf-439	95	30	2	2	NUM
gujaf-439	95	31	presents	present	NOUN
gujaf-439	95	32	a	a	DET
gujaf-439	95	33	comprehensive	comprehensive	ADJ
gujaf-439	95	34	review	review	NOUN
gujaf-439	95	35	of	of	ADP
gujaf-439	95	36	the	the	DET
gujaf-439	95	37	empirical	empirical	ADJ
gujaf-439	95	38	literature	literature	NOUN
gujaf-439	95	39	;	;	PUNCT
gujaf-439	95	40	section	section	NOUN
gujaf-439	95	41	3	3	NUM
gujaf-439	95	42	outlines	outline	VERB
gujaf-439	95	43	the	the	DET
gujaf-439	95	44	data	datum	NOUN
gujaf-439	95	45	,	,	PUNCT
gujaf-439	95	46	model	model	NOUN
gujaf-439	95	47	specifications	specification	NOUN
gujaf-439	95	48	,	,	PUNCT
gujaf-439	95	49	and	and	CCONJ
gujaf-439	95	50	estimation	estimation	NOUN
gujaf-439	95	51	strategies	strategy	NOUN
gujaf-439	95	52	;	;	PUNCT
gujaf-439	95	53	section	section	NOUN
gujaf-439	95	54	4	4	NUM
gujaf-439	95	55	reports	report	NOUN
gujaf-439	95	56	and	and	CCONJ
gujaf-439	95	57	discusses	discuss	VERB
gujaf-439	95	58	the	the	DET
gujaf-439	95	59	empirical	empirical	ADJ
gujaf-439	95	60	results	result	NOUN
gujaf-439	95	61	,	,	PUNCT
gujaf-439	95	62	and	and	CCONJ
gujaf-439	95	63	policy	policy	NOUN
gujaf-439	95	64	implications	implication	NOUN
gujaf-439	95	65	.	.	PUNCT
gujaf-439	96	1	section	section	NOUN
gujaf-439	96	2	5	5	NUM
gujaf-439	96	3	concludes	conclude	VERB
gujaf-439	96	4	with	with	ADP
gujaf-439	96	5	recommendations	recommendation	NOUN
gujaf-439	96	6	,	,	PUNCT
gujaf-439	96	7	limitations	limitation	NOUN
gujaf-439	96	8	,	,	PUNCT
gujaf-439	96	9	and	and	CCONJ
gujaf-439	96	10	future	future	ADJ
gujaf-439	96	11	research	research	NOUN
gujaf-439	96	12	directions	direction	NOUN
gujaf-439	96	13	.	.	PUNCT
gujaf-439	97	1	2.0	2.0	NUM
gujaf-439	97	2	literaturereview	literaturereview	NOUN
gujaf-439	97	3	sales	sale	NOUN
gujaf-439	97	4	forecasting	forecasting	NOUN
gujaf-439	97	5	is	be	AUX
gujaf-439	97	6	crucial	crucial	ADJ
gujaf-439	97	7	for	for	ADP
gujaf-439	97	8	demand	demand	NOUN
gujaf-439	97	9	-	-	PUNCT
gujaf-439	97	10	driven	drive	VERB
gujaf-439	97	11	supplychains	supplychain	NOUN
gujaf-439	97	12	as	as	SCONJ
gujaf-439	97	13	it	it	PRON
gujaf-439	97	14	helps	help	VERB
gujaf-439	97	15	companies	company	NOUN
gujaf-439	97	16	efficiently	efficiently	ADV
gujaf-439	97	17	manage	manage	VERB
gujaf-439	97	18	production	production	NOUN
gujaf-439	97	19	,	,	PUNCT
gujaf-439	97	20	inventory	inventory	NOUN
gujaf-439	97	21	,	,	PUNCT
gujaf-439	97	22	resource	resource	NOUN
gujaf-439	97	23	,	,	PUNCT
gujaf-439	97	24	and	and	CCONJ
gujaf-439	97	25	services	service	NOUN
gujaf-439	97	26	(	(	PUNCT
gujaf-439	97	27	sohrabpour	sohrabpour	NOUN
gujaf-439	97	28	et	et	PROPN
gujaf-439	97	29	al	al	PROPN
gujaf-439	97	30	.	.	PROPN
gujaf-439	97	31	,	,	PUNCT
gujaf-439	97	32	2021	2021	NUM
gujaf-439	97	33	)	)	PUNCT
gujaf-439	97	34	.	.	PUNCT
gujaf-439	98	1	accurate	accurate	ADJ
gujaf-439	98	2	sales	sale	NOUN
gujaf-439	98	3	forecasting	forecasting	NOUN
gujaf-439	98	4	assists	assist	NOUN
gujaf-439	98	5	businesses	business	NOUN
gujaf-439	98	6	in	in	ADP
gujaf-439	98	7	formulating	formulate	VERB
gujaf-439	98	8	more	more	ADV
gujaf-439	98	9	reasonable	reasonable	ADJ
gujaf-439	98	10	short	short	ADJ
gujaf-439	98	11	-	-	PUNCT
gujaf-439	98	12	term	term	NOUN
gujaf-439	98	13	operational	operational	ADJ
gujaf-439	98	14	plans	plan	NOUN
gujaf-439	98	15	,	,	PUNCT
gujaf-439	98	16	as	as	ADV
gujaf-439	98	17	well	well	ADV
gujaf-439	98	18	as	as	ADP
gujaf-439	98	19	medium	medium	ADJ
gujaf-439	98	20	to	to	ADP
gujaf-439	98	21	long	long	ADJ
gujaf-439	98	22	-	-	PUNCT
gujaf-439	98	23	term	term	NOUN
gujaf-439	98	24	plans	plan	NOUN
gujaf-439	98	25	at	at	ADP
gujaf-439	98	26	the	the	DET
gujaf-439	98	27	tactical	tactical	ADJ
gujaf-439	98	28	and	and	CCONJ
gujaf-439	98	29	strategic	strategic	ADJ
gujaf-439	98	30	levels	level	NOUN
gujaf-439	98	31	(	(	PUNCT
gujaf-439	98	32	gustriansyah	gustriansyah	NOUN
gujaf-439	98	33	et	et	NOUN
gujaf-439	98	34	al	al	PROPN
gujaf-439	98	35	.	.	PROPN
gujaf-439	98	36	,	,	PUNCT
gujaf-439	98	37	2022	2022	NUM
gujaf-439	98	38	)	)	PUNCT
gujaf-439	98	39	.	.	PUNCT
gujaf-439	99	1	one	one	NUM
gujaf-439	99	2	of	of	ADP
gujaf-439	99	3	the	the	DET
gujaf-439	99	4	challenges	challenge	NOUN
gujaf-439	99	5	faced	face	VERB
gujaf-439	99	6	in	in	ADP
gujaf-439	99	7	sales	sale	NOUN
gujaf-439	99	8	forecasting	forecasting	NOUN
gujaf-439	99	9	is	be	AUX
gujaf-439	99	10	the	the	DET
gujaf-439	99	11	complex	complex	ADJ
gujaf-439	99	12	nonlinear	nonlinear	ADJ
gujaf-439	99	13	characteristics	characteristic	NOUN
gujaf-439	99	14	of	of	ADP
gujaf-439	99	15	sales	sale	NOUN
gujaf-439	99	16	data	datum	NOUN
gujaf-439	99	17	under	under	ADP
gujaf-439	99	18	the	the	DET
gujaf-439	99	19	influence	influence	NOUN
gujaf-439	99	20	of	of	ADP
gujaf-439	99	21	internal	internal	ADJ
gujaf-439	99	22	or	or	CCONJ
gujaf-439	99	23	external	external	ADJ
gujaf-439	99	24	multi	multi	ADJ
gujaf-439	99	25	-	-	ADJ
gujaf-439	99	26	source	source	NOUN
gujaf-439	99	27	factors	factor	NOUN
gujaf-439	99	28	.	.	PUNCT
gujaf-439	100	1	the	the	DET
gujaf-439	100	2	accuracy	accuracy	NOUN
gujaf-439	100	3	of	of	ADP
gujaf-439	100	4	sales	sale	NOUN
gujaf-439	100	5	prediction	prediction	NOUN
gujaf-439	100	6	is	be	AUX
gujaf-439	100	7	greatly	greatly	ADV
gujaf-439	100	8	influenced	influence	VERB
gujaf-439	100	9	using	use	VERB
gujaf-439	100	10	relevant	relevant	ADJ
gujaf-439	100	11	features	feature	NOUN
gujaf-439	100	12	.	.	PUNCT
gujaf-439	101	1	in	in	ADP
gujaf-439	101	2	sales	sale	NOUN
gujaf-439	101	3	forecasting	forecasting	NOUN
gujaf-439	101	4	research	research	NOUN
gujaf-439	101	5	,	,	PUNCT
gujaf-439	101	6	some	some	DET
gujaf-439	101	7	methods	method	NOUN
gujaf-439	101	8	are	be	AUX
gujaf-439	101	9	based	base	VERB
gujaf-439	101	10	on	on	ADP
gujaf-439	101	11	univariate	univariate	ADJ
gujaf-439	101	12	prediction	prediction	NOUN
gujaf-439	101	13	using	use	VERB
gujaf-439	101	14	sales	sale	NOUN
gujaf-439	101	15	history	history	NOUN
gujaf-439	101	16	data	datum	NOUN
gujaf-439	101	17	,	,	PUNCT
gujaf-439	101	18	such	such	ADJ
gujaf-439	101	19	as	as	ADP
gujaf-439	101	20	simple	simple	ADJ
gujaf-439	101	21	moving	move	VERB
gujaf-439	101	22	average	average	ADJ
gujaf-439	101	23	,	,	PUNCT
gujaf-439	101	24	exponential	exponential	ADJ
gujaf-439	101	25	smoothing	smoothing	NOUN
gujaf-439	101	26	method	method	NOUN
gujaf-439	101	27	and	and	CCONJ
gujaf-439	101	28	its	its	PRON
gujaf-439	101	29	variants	variant	NOUN
gujaf-439	101	30	(	(	PUNCT
gujaf-439	101	31	croston	croston	PROPN
gujaf-439	101	32	,	,	PUNCT
gujaf-439	101	33	1972)(yang	1972)(yang	NUM
gujaf-439	101	34	et	et	NOUN
gujaf-439	101	35	al	al	PROPN
gujaf-439	101	36	.	.	PROPN
gujaf-439	101	37	,	,	PUNCT
gujaf-439	101	38	2021	2021	NUM
gujaf-439	101	39	)	)	PUNCT
gujaf-439	101	40	,	,	PUNCT
gujaf-439	101	41	arima	arima	PROPN
gujaf-439	101	42	and	and	CCONJ
gujaf-439	101	43	its	its	PRON
gujaf-439	101	44	variants	variant	NOUN
gujaf-439	101	45	(	(	PUNCT
gujaf-439	101	46	rostami	rostami	NOUN
gujaf-439	101	47	-	-	PUNCT
gujaf-439	101	48	tabar	tabar	NOUN
gujaf-439	101	49	et	et	PROPN
gujaf-439	101	50	al	al	PROPN
gujaf-439	101	51	.	.	PROPN
gujaf-439	101	52	,	,	PUNCT
gujaf-439	101	53	2023	2023	NUM
gujaf-439	101	54	)	)	PUNCT
gujaf-439	101	55	(	(	PUNCT
gujaf-439	101	56	londhe	londhe	NOUN
gujaf-439	101	57	and	and	CCONJ
gujaf-439	101	58	palwe	palwe	NOUN
gujaf-439	101	59	,	,	PUNCT
gujaf-439	101	60	2022	2022	NUM
gujaf-439	101	61	)	)	PUNCT
gujaf-439	101	62	,	,	PUNCT
gujaf-439	101	63	and	and	CCONJ
gujaf-439	101	64	state	state	NOUN
gujaf-439	101	65	space	space	NOUN
gujaf-439	101	66	models	model	NOUN
gujaf-439	101	67	(	(	PUNCT
gujaf-439	101	68	svetunkov	svetunkov	NOUN
gujaf-439	101	69	and	and	CCONJ
gujaf-439	101	70	boylan	boylan	PROPN
gujaf-439	101	71	,	,	PUNCT
gujaf-439	101	72	2023	2023	NUM
gujaf-439	101	73	)	)	PUNCT
gujaf-439	101	74	;	;	PUNCT
gujaf-439	101	75	(	(	PUNCT
gujaf-439	101	76	de	de	X
gujaf-439	101	77	rezende	rezende	PROPN
gujaf-439	101	78	et	et	PROPN
gujaf-439	101	79	al	al	PROPN
gujaf-439	101	80	.	.	PROPN
gujaf-439	101	81	,	,	PUNCT
gujaf-439	101	82	2022	2022	NUM
gujaf-439	101	83	)	)	PUNCT
gujaf-439	101	84	.	.	PUNCT
gujaf-439	102	1	however	however	ADV
gujaf-439	102	2	,	,	PUNCT
gujaf-439	102	3	it	it	PRON
gujaf-439	102	4	is	be	AUX
gujaf-439	102	5	difficult	difficult	ADJ
gujaf-439	102	6	to	to	PART
gujaf-439	102	7	generate	generate	VERB
gujaf-439	102	8	accurate	accurate	ADJ
gujaf-439	102	9	forecasts	forecast	NOUN
gujaf-439	102	10	solely	solely	ADV
gujaf-439	102	11	relying	rely	VERB
gujaf-439	102	12	on	on	ADP
gujaf-439	102	13	historical	historical	ADJ
gujaf-439	102	14	observations	observation	NOUN
gujaf-439	102	15	(	(	PUNCT
gujaf-439	102	16	sareminia	sareminia	NOUN
gujaf-439	102	17	and	and	CCONJ
gujaf-439	102	18	amini	amini	PROPN
gujaf-439	102	19	,	,	PUNCT
gujaf-439	102	20	2023	2023	NUM
gujaf-439	102	21	)	)	PUNCT
gujaf-439	102	22	.	.	PUNCT
gujaf-439	103	1	the	the	DET
gujaf-439	103	2	lack	lack	NOUN
gujaf-439	103	3	of	of	ADP
gujaf-439	103	4	relevant	relevant	ADJ
gujaf-439	103	5	features	feature	NOUN
gujaf-439	103	6	mayresult	mayresult	NOUN
gujaf-439	103	7	in	in	ADP
gujaf-439	103	8	fast	fast	ADV
gujaf-439	103	9	-	-	PUNCT
gujaf-439	103	10	changing	change	VERB
gujaf-439	103	11	patterns	pattern	NOUN
gujaf-439	103	12	in	in	ADP
gujaf-439	103	13	the	the	DET
gujaf-439	103	14	sales	sale	NOUN
gujaf-439	103	15	series	series	NOUN
gujaf-439	103	16	being	be	AUX
gujaf-439	103	17	considered	consider	VERB
gujaf-439	103	18	as	as	ADP
gujaf-439	103	19	noise	noise	NOUN
gujaf-439	103	20	,	,	PUNCT
gujaf-439	103	21	to	to	PART
gujaf-439	103	22	deteriorated	deteriorate	VERB
gujaf-439	103	23	model	model	NOUN
gujaf-439	103	24	performance	performance	NOUN
gujaf-439	103	25	.	.	PUNCT
gujaf-439	104	1	another	another	DET
gujaf-439	104	2	school	school	NOUN
gujaf-439	104	3	of	of	ADP
gujaf-439	104	4	researchers	researcher	NOUN
gujaf-439	104	5	utilize	utilize	VERB
gujaf-439	104	6	multivariate	multivariate	NOUN
gujaf-439	104	7	prediction	prediction	NOUN
gujaf-439	104	8	methods	method	NOUN
gujaf-439	104	9	to	to	PART
gujaf-439	104	10	achieve	achieve	VERB
gujaf-439	104	11	more	more	ADV
gujaf-439	104	12	accurate	accurate	ADJ
gujaf-439	104	13	forecasts	forecast	NOUN
gujaf-439	104	14	.	.	PUNCT
gujaf-439	105	1	the	the	DET
gujaf-439	105	2	features	feature	NOUN
gujaf-439	105	3	used	use	VERB
gujaf-439	105	4	by	by	ADP
gujaf-439	105	5	them	they	PRON
gujaf-439	105	6	include	include	VERB
gujaf-439	105	7	weather	weather	NOUN
gujaf-439	105	8	,	,	PUNCT
gujaf-439	105	9	calendar	calendar	NOUN
gujaf-439	105	10	attributes	attribute	VERB
gujaf-439	105	11	,	,	PUNCT
gujaf-439	105	12	and	and	CCONJ
gujaf-439	105	13	promotions	promotion	NOUN
gujaf-439	105	14	,	,	PUNCT
gujaf-439	105	15	as	as	ADV
gujaf-439	105	16	well	well	ADV
gujaf-439	105	17	as	as	ADP
gujaf-439	105	18	lagged	lag	VERB
gujaf-439	105	19	variables	variable	NOUN
gujaf-439	105	20	.	.	PUNCT
gujaf-439	106	1	for	for	ADP
gujaf-439	106	2	example	example	NOUN
gujaf-439	106	3	,	,	PUNCT
gujaf-439	106	4	di	di	PROPN
gujaf-439	106	5	pillo	pillo	PROPN
gujaf-439	106	6	et	et	PROPN
gujaf-439	106	7	al	al	PROPN
gujaf-439	106	8	.	.	PUNCT
gujaf-439	106	9	(	(	PUNCT
gujaf-439	106	10	di	di	INTJ
gujaf-439	106	11	pillo	pillo	PROPN
gujaf-439	106	12	et	et	PROPN
gujaf-439	106	13	al	al	PROPN
gujaf-439	106	14	.	.	PROPN
gujaf-439	106	15	,	,	PUNCT
gujaf-439	106	16	2016	2016	NUM
gujaf-439	106	17	)	)	PUNCT
gujaf-439	106	18	employed	employ	VERB
gujaf-439	106	19	support	support	NOUN
gujaf-439	106	20	vector	vector	NOUN
gujaf-439	106	21	machine	machine	NOUN
gujaf-439	106	22	to	to	PART
gujaf-439	106	23	predict	predict	VERB
gujaf-439	106	24	the	the	DET
gujaf-439	106	25	daily	daily	ADJ
gujaf-439	106	26	sales	sale	NOUN
gujaf-439	106	27	volume	volume	NOUN
gujaf-439	106	28	of	of	ADP
gujaf-439	106	29	a	a	DET
gujaf-439	106	30	certain	certain	ADJ
gujaf-439	106	31	type	type	NOUN
gujaf-439	106	32	of	of	ADP
gujaf-439	106	33	pasta	pasta	NOUN
gujaf-439	106	34	under	under	ADP
gujaf-439	106	35	aperiodic	aperiodic	ADJ
gujaf-439	106	36	promotional	promotional	ADJ
gujaf-439	106	37	events	event	NOUN
gujaf-439	106	38	,	,	PUNCT
gujaf-439	106	39	using	use	VERB
gujaf-439	106	40	13	13	NUM
gujaf-439	106	41	-	-	PUNCT
gujaf-439	106	42	dimensional	dimensional	ADJ
gujaf-439	106	43	features	feature	NOUN
gujaf-439	106	44	including	include	VERB
gujaf-439	106	45	calendar	calendar	NOUN
gujaf-439	106	46	attributes	attribute	NOUN
gujaf-439	106	47	and	and	CCONJ
gujaf-439	106	48	product	product	NOUN
gujaf-439	106	49	dimensions	dimension	NOUN
gujaf-439	106	50	.	.	PUNCT
gujaf-439	107	1	weng	weng	PROPN
gujaf-439	107	2	et	et	PROPN
gujaf-439	107	3	al	al	PROPN
gujaf-439	107	4	.	.	PUNCT
gujaf-439	108	1	(	(	PUNCT
gujaf-439	108	2	weng	weng	PROPN
gujaf-439	108	3	et	et	PROPN
gujaf-439	108	4	al	al	PROPN
gujaf-439	108	5	.	.	PROPN
gujaf-439	108	6	,	,	PUNCT
gujaf-439	108	7	2019	2019	NUM
gujaf-439	108	8	)	)	PUNCT
gujaf-439	108	9	achieved	achieve	VERB
gujaf-439	108	10	outstanding	outstanding	ADJ
gujaf-439	108	11	results	result	NOUN
gujaf-439	108	12	by	by	ADP
gujaf-439	108	13	constructing	construct	VERB
gujaf-439	108	14	time	time	NOUN
gujaf-439	108	15	series	series	PROPN
gujaf-439	108	16	features	feature	NOUN
gujaf-439	108	17	,	,	PUNCT
gujaf-439	108	18	statistical	statistical	ADJ
gujaf-439	108	19	features	feature	NOUN
gujaf-439	108	20	,	,	PUNCT
gujaf-439	108	21	and	and	CCONJ
gujaf-439	108	22	detail	detail	NOUN
gujaf-439	108	23	features	feature	VERB
gujaf-439	108	24	on	on	ADP
gujaf-439	108	25	a	a	DET
gujaf-439	108	26	publicly	publicly	ADV
gujaf-439	108	27	available	available	ADJ
gujaf-439	108	28	sales	sale	NOUN
gujaf-439	108	29	dataset	dataset	NOUN
gujaf-439	108	30	.	.	PUNCT
gujaf-439	109	1	pan	pan	PROPN
gujaf-439	109	2	and	and	CCONJ
gujaf-439	109	3	zhou	zhou	PROPN
gujaf-439	109	4	(	(	PUNCT
gujaf-439	109	5	pan	pan	NOUN
gujaf-439	109	6	and	and	CCONJ
gujaf-439	109	7	zhou	zhou	PROPN
gujaf-439	109	8	,	,	PUNCT
gujaf-439	109	9	2020	2020	NUM
gujaf-439	109	10	)	)	PUNCT
gujaf-439	109	11	conducted	conduct	VERB
gujaf-439	109	12	sales	sale	NOUN
gujaf-439	109	13	forecasting	forecasting	NOUN
gujaf-439	109	14	by	by	ADP
gujaf-439	109	15	using	use	VERB
gujaf-439	109	16	online	online	ADJ
gujaf-439	109	17	sales	sale	NOUN
gujaf-439	109	18	features	feature	NOUN
gujaf-439	109	19	such	such	ADJ
gujaf-439	109	20	as	as	ADP
gujaf-439	109	21	product	product	NOUN
gujaf-439	109	22	,	,	PUNCT
gujaf-439	109	23	price	price	NOUN
gujaf-439	109	24	,	,	PUNCT
gujaf-439	109	25	search	search	NOUN
gujaf-439	109	26	,	,	PUNCT
gujaf-439	109	27	and	and	CCONJ
gujaf-439	109	28	browsing	browse	VERB
gujaf-439	109	29	as	as	ADP
gujaf-439	109	30	training	training	NOUN
gujaf-439	109	31	features	feature	NOUN
gujaf-439	109	32	,	,	PUNCT
gujaf-439	109	33	utilizing	utilize	VERB
gujaf-439	109	34	convolutional	convolutional	ADJ
gujaf-439	109	35	neural	neural	ADJ
gujaf-439	109	36	network	network	NOUN
gujaf-439	109	37	(	(	PUNCT
gujaf-439	109	38	cnn	cnn	PROPN
gujaf-439	109	39	)	)	PUNCT
gujaf-439	109	40	on	on	ADP
gujaf-439	109	41	an	an	DET
gujaf-439	109	42	e	e	NOUN
gujaf-439	109	43	-	-	NOUN
gujaf-439	109	44	commerce	commerce	NOUN
gujaf-439	109	45	dataset.he	dataset.he	PROPN
gujaf-439	109	46	et	et	PROPN
gujaf-439	109	47	al	al	PROPN
gujaf-439	109	48	.	.	PUNCT
gujaf-439	110	1	(	(	PUNCT
gujaf-439	110	2	he	he	PRON
gujaf-439	110	3	et	et	VERB
gujaf-439	110	4	al	al	PROPN
gujaf-439	110	5	.	.	PROPN
gujaf-439	110	6	,	,	PUNCT
gujaf-439	110	7	2022	2022	NUM
gujaf-439	110	8	)	)	PUNCT
gujaf-439	110	9	implemented	implement	VERB
gujaf-439	110	10	multivariate	multivariate	NOUN
gujaf-439	110	11	forecasting	forecasting	NOUN
gujaf-439	110	12	based	base	VERB
gujaf-439	110	13	on	on	ADP
gujaf-439	110	14	lstm	lstm	NOUN
gujaf-439	110	15	and	and	CCONJ
gujaf-439	110	16	particle	particle	NOUN
gujaf-439	110	17	swarm	swarm	NOUN
gujaf-439	110	18	optimization	optimization	NOUN
gujaf-439	110	19	algorithm	algorithm	NOUN
gujaf-439	110	20	on	on	ADP
gujaf-439	110	21	three	three	NUM
gujaf-439	110	22	classic	classic	ADJ
gujaf-439	110	23	sales	sale	NOUN
gujaf-439	110	24	datasets	dataset	NOUN
gujaf-439	110	25	.	.	PUNCT
gujaf-439	111	1	andrade	andrade	PROPN
gujaf-439	111	2	et	et	PROPN
gujaf-439	111	3	al	al	PROPN
gujaf-439	111	4	.	.	PROPN
gujaf-439	111	5	(	(	PUNCT
gujaf-439	111	6	andrade	andrade	PROPN
gujaf-439	111	7	and	and	CCONJ
gujaf-439	111	8	cunha	cunha	NOUN
gujaf-439	111	9	,	,	PUNCT
gujaf-439	111	10	2023	2023	NUM
gujaf-439	111	11	)	)	PUNCT
gujaf-439	111	12	used	use	VERB
gujaf-439	111	13	extreme	extreme	ADJ
gujaf-439	111	14	gradient	gradient	NOUN
gujaf-439	111	15	boosting	boost	VERB
gujaf-439	111	16	(	(	PUNCT
gujaf-439	111	17	xgboost	xgboost	ADV
gujaf-439	111	18	)	)	PUNCT
gujaf-439	111	19	to	to	PART
gujaf-439	111	20	account	account	VERB
gujaf-439	111	21	for	for	ADP
gujaf-439	111	22	sales	sale	NOUN
gujaf-439	111	23	fluctuations	fluctuation	NOUN
gujaf-439	111	24	caused	cause	VERB
gujaf-439	111	25	by	by	ADP
gujaf-439	111	26	external	external	ADJ
gujaf-439	111	27	factors	factor	NOUN
gujaf-439	111	28	and	and	CCONJ
gujaf-439	111	29	achieved	achieve	VERB
gujaf-439	111	30	retail	retail	ADJ
gujaf-439	111	31	forecasting	forecasting	NOUN
gujaf-439	111	32	.	.	PUNCT
gujaf-439	112	1	according	accord	VERB
gujaf-439	112	2	to	to	ADP
gujaf-439	112	3	previous	previous	ADJ
gujaf-439	112	4	research	research	NOUN
gujaf-439	112	5	,	,	PUNCT
gujaf-439	112	6	multivariate	multivariate	NOUN
gujaf-439	112	7	prediction	prediction	NOUN
gujaf-439	112	8	methods	method	NOUN
gujaf-439	112	9	with	with	ADP
gujaf-439	112	10	exogenous	exogenous	ADJ
gujaf-439	112	11	variables	variable	NOUN
gujaf-439	112	12	exhibit	exhibit	VERB
gujaf-439	112	13	higher	high	ADJ
gujaf-439	112	14	accuracy	accuracy	NOUN
gujaf-439	112	15	compared	compare	VERB
gujaf-439	112	16	to	to	ADP
gujaf-439	112	17	univariate	univariate	ADJ
gujaf-439	112	18	prediction	prediction	NOUN
gujaf-439	112	19	methods	method	NOUN
gujaf-439	112	20	(	(	PUNCT
gujaf-439	112	21	fildes	filde	NOUN
gujaf-439	112	22	et	et	PROPN
gujaf-439	112	23	al	al	PROPN
gujaf-439	112	24	.	.	PROPN
gujaf-439	112	25	,	,	PUNCT
gujaf-439	112	26	2022	2022	NUM
gujaf-439	112	27	)	)	PUNCT
gujaf-439	112	28	.	.	PUNCT
gujaf-439	113	1	however	however	ADV
gujaf-439	113	2	,	,	PUNCT
gujaf-439	113	3	these	these	DET
gujaf-439	113	4	exogenous	exogenous	ADJ
gujaf-439	113	5	variables	variable	NOUN
gujaf-439	113	6	may	may	AUX
gujaf-439	113	7	contain	contain	VERB
gujaf-439	113	8	both	both	DET
gujaf-439	113	9	time	time	NOUN
gujaf-439	113	10	dependent	dependent	ADJ
gujaf-439	113	11	and	and	CCONJ
gujaf-439	113	12	time	time	NOUN
gujaf-439	113	13	-	-	PUNCT
gujaf-439	113	14	independent	independent	ADJ
gujaf-439	113	15	components	component	NOUN
gujaf-439	113	16	.	.	PUNCT
gujaf-439	114	1	existing	exist	VERB
gujaf-439	114	2	literature	literature	NOUN
gujaf-439	114	3	has	have	AUX
gujaf-439	114	4	paid	pay	VERB
gujaf-439	114	5	little	little	ADJ
gujaf-439	114	6	attention	attention	NOUN
gujaf-439	114	7	to	to	ADP
gujaf-439	114	8	the	the	DET
gujaf-439	114	9	application	application	NOUN
gujaf-439	114	10	of	of	ADP
gujaf-439	114	11	different	different	ADJ
gujaf-439	114	12	processing	processing	NOUN
gujaf-439	114	13	methods	method	NOUN
gujaf-439	114	14	for	for	ADP
gujaf-439	114	15	different	different	ADJ
gujaf-439	114	16	features	feature	NOUN
gujaf-439	114	17	,	,	PUNCT
gujaf-439	114	18	and	and	CCONJ
gujaf-439	114	19	effective	effective	ADJ
gujaf-439	114	20	methods	method	NOUN
gujaf-439	114	21	for	for	ADP
gujaf-439	114	22	extracting	extract	VERB
gujaf-439	114	23	multiple	multiple	ADJ
gujaf-439	114	24	features	feature	NOUN
gujaf-439	114	25	have	have	AUX
gujaf-439	114	26	not	not	PART
gujaf-439	114	27	been	be	AUX
gujaf-439	114	28	found	find	VERB
gujaf-439	114	29	.	.	PUNCT
gujaf-439	115	1	therefore	therefore	ADV
gujaf-439	115	2	,	,	PUNCT
gujaf-439	115	3	one	one	NUM
gujaf-439	115	4	of	of	ADP
gujaf-439	115	5	the	the	DET
gujaf-439	115	6	issues	issue	NOUN
gujaf-439	115	7	that	that	PRON
gujaf-439	115	8	this	this	DET
gujaf-439	115	9	paper	paper	NOUN
gujaf-439	115	10	aims	aim	VERB
gujaf-439	115	11	to	to	PART
gujaf-439	115	12	address	address	VERB
gujaf-439	115	13	is	be	AUX
gujaf-439	115	14	how	how	SCONJ
gujaf-439	115	15	to	to	PART
gujaf-439	115	16	effectively	effectively	ADV
gujaf-439	115	17	select	select	VERB
gujaf-439	115	18	features	feature	NOUN
gujaf-439	115	19	and	and	CCONJ
gujaf-439	115	20	extract	extract	VERB
gujaf-439	115	21	accurate	accurate	ADJ
gujaf-439	115	22	information	information	NOUN
gujaf-439	115	23	from	from	ADP
gujaf-439	115	24	them	they	PRON
gujaf-439	115	25	.	.	PUNCT
gujaf-439	116	1	moreover	moreover	ADV
gujaf-439	116	2	,	,	PUNCT
gujaf-439	116	3	prediction	prediction	NOUN
gujaf-439	116	4	based	base	VERB
gujaf-439	116	5	on	on	ADP
gujaf-439	116	6	data	data	NOUN
gujaf-439	116	7	-	-	PUNCT
gujaf-439	116	8	driven	drive	VERB
gujaf-439	116	9	approaches	approach	NOUN
gujaf-439	116	10	often	often	ADV
gujaf-439	116	11	faces	face	VERB
gujaf-439	116	12	the	the	DET
gujaf-439	116	13	issueofoverfittingdue	issueofoverfittingdue	ADJ
gujaf-439	116	14	to	to	ADP
gujaf-439	116	15	insufficient	insufficient	ADJ
gujaf-439	116	16	data	datum	NOUN
gujaf-439	116	17	samples	sample	NOUN
gujaf-439	116	18	,	,	PUNCT
gujaf-439	116	19	especially	especially	ADV
gujaf-439	116	20	in	in	ADP
gujaf-439	116	21	sales	sale	NOUN
gujaf-439	116	22	forecasting	forecasting	NOUN
gujaf-439	116	23	for	for	ADP
gujaf-439	116	24	new	new	ADJ
gujaf-439	116	25	products	product	NOUN
gujaf-439	116	26	.	.	PUNCT
gujaf-439	117	1	to	to	PART
gujaf-439	117	2	address	address	VERB
gujaf-439	117	3	this	this	PRON
gujaf-439	117	4	,	,	PUNCT
gujaf-439	117	5	some	some	DET
gujaf-439	117	6	scholars	scholar	NOUN
gujaf-439	117	7	have	have	AUX
gujaf-439	117	8	utilized	utilize	VERB
gujaf-439	117	9	transfer	transfer	NOUN
gujaf-439	117	10	learning	learning	NOUN
gujaf-439	117	11	methods	method	NOUN
gujaf-439	117	12	to	to	PART
gujaf-439	117	13	enhance	enhance	VERB
gujaf-439	117	14	data	datum	NOUN
gujaf-439	117	15	availability	availability	NOUN
gujaf-439	117	16	,	,	PUNCT
gujaf-439	117	17	so	so	SCONJ
gujaf-439	117	18	as	as	ADP
gujaf-439	117	19	to	to	ADP
gujaf-439	117	20	improvethepredictiveaccuracy(lyuetal	improvethepredictiveaccuracy(lyuetal	PROPN
gujaf-439	117	21	.	.	PUNCT
gujaf-439	118	1	,2023).forinstance	,2023).forinstance	PROPN
gujaf-439	118	2	,	,	PUNCT
gujaf-439	118	3	afrinetal.(afrinetal	afrinetal.(afrinetal	X
gujaf-439	118	4	.	.	PUNCT
gujaf-439	118	5	,	,	PUNCT
gujaf-439	118	6	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	118	7	,	,	PUNCT
gujaf-439	118	8	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	118	9	407	407	NUM
gujaf-439	118	10	2018	2018	NUM
gujaf-439	118	11	)	)	PUNCT
gujaf-439	118	12	achieved	achieve	VERB
gujaf-439	118	13	earlydemand	earlydemand	NOUN
gujaf-439	118	14	forecasting	forecasting	NOUN
gujaf-439	118	15	for	for	ADP
gujaf-439	118	16	new	new	ADJ
gujaf-439	118	17	products	product	NOUN
gujaf-439	118	18	byutilizing	byutilize	VERB
gujaf-439	118	19	historical	historical	ADJ
gujaf-439	118	20	information	information	NOUN
gujaf-439	118	21	for	for	ADP
gujaf-439	118	22	existing	exist	VERB
gujaf-439	118	23	products	product	NOUN
gujaf-439	118	24	and	and	CCONJ
gujaf-439	118	25	a	a	DET
gujaf-439	118	26	demand	demand	NOUN
gujaf-439	118	27	differentiation	differentiation	NOUN
gujaf-439	118	28	index	index	NOUN
gujaf-439	118	29	between	between	ADP
gujaf-439	118	30	new	new	ADJ
gujaf-439	118	31	and	and	CCONJ
gujaf-439	118	32	existing	exist	VERB
gujaf-439	118	33	products	product	NOUN
gujaf-439	118	34	.	.	PUNCT
gujaf-439	119	1	fan	fan	NOUN
gujaf-439	119	2	et	et	PROPN
gujaf-439	119	3	al	al	PROPN
gujaf-439	119	4	.	.	PUNCT
gujaf-439	120	1	(	(	PUNCT
gujaf-439	120	2	fan	fan	NOUN
gujaf-439	120	3	et	et	PROPN
gujaf-439	120	4	al	al	PROPN
gujaf-439	120	5	.	.	PROPN
gujaf-439	120	6	,	,	PUNCT
gujaf-439	120	7	2023	2023	NUM
gujaf-439	120	8	)	)	PUNCT
gujaf-439	120	9	improved	improve	VERB
gujaf-439	120	10	the	the	DET
gujaf-439	120	11	prediction	prediction	NOUN
gujaf-439	120	12	accuracy	accuracy	NOUN
gujaf-439	120	13	of	of	ADP
gujaf-439	120	14	multiple	multiple	ADJ
gujaf-439	120	15	components	component	NOUN
gujaf-439	120	16	in	in	ADP
gujaf-439	120	17	the	the	DET
gujaf-439	120	18	equipment	equipment	NOUN
gujaf-439	120	19	aftermarket	aftermarket	NOUN
gujaf-439	120	20	through	through	ADP
gujaf-439	120	21	transfer	transfer	NOUN
gujaf-439	120	22	learning	learning	NOUN
gujaf-439	120	23	by	by	ADP
gujaf-439	120	24	performing	perform	VERB
gujaf-439	120	25	similar	similar	ADJ
gujaf-439	120	26	clustering	clustering	NOUN
gujaf-439	120	27	and	and	CCONJ
gujaf-439	120	28	joint	joint	ADJ
gujaf-439	120	29	representation	representation	NOUN
gujaf-439	120	30	learning	learning	NOUN
gujaf-439	120	31	.	.	PUNCT
gujaf-439	121	1	schneider	schneider	NOUN
gujaf-439	121	2	and	and	CCONJ
gujaf-439	121	3	gupta	gupta	PROPN
gujaf-439	121	4	(	(	PUNCT
gujaf-439	121	5	schneider	schneider	NOUN
gujaf-439	121	6	and	and	CCONJ
gujaf-439	121	7	gupta	gupta	PROPN
gujaf-439	121	8	,	,	PUNCT
gujaf-439	121	9	2016	2016	NUM
gujaf-439	121	10	)	)	PUNCT
gujaf-439	121	11	implemented	implement	VERB
gujaf-439	121	12	sales	sale	NOUN
gujaf-439	121	13	forecasting	forecasting	NOUN
gujaf-439	121	14	for	for	ADP
gujaf-439	121	15	new	new	ADJ
gujaf-439	121	16	productsusingsaleshistorydataofexistingproducts.thesestudieshaveprovidedinspiration	productsusingsaleshistorydataofexistingproducts.thesestudieshaveprovidedinspiration	NOUN
gujaf-439	121	17	for	for	SCONJ
gujaf-439	121	18	us	we	PRON
gujaf-439	121	19	to	to	PART
gujaf-439	121	20	enhance	enhance	VERB
gujaf-439	121	21	the	the	DET
gujaf-439	121	22	predictive	predictive	ADJ
gujaf-439	121	23	accuracy	accuracy	NOUN
gujaf-439	121	24	of	of	ADP
gujaf-439	121	25	models	model	NOUN
gujaf-439	121	26	using	use	VERB
gujaf-439	121	27	data	datum	NOUN
gujaf-439	121	28	from	from	ADP
gujaf-439	121	29	similar	similar	ADJ
gujaf-439	121	30	products	product	NOUN
gujaf-439	121	31	.	.	PUNCT
gujaf-439	122	1	intermediate	intermediate	ADJ
gujaf-439	122	2	level	level	NOUN
gujaf-439	122	3	series	series	NOUN
gujaf-439	122	4	.	.	PUNCT
gujaf-439	123	1	subsequently	subsequently	ADV
gujaf-439	123	2	,	,	PUNCT
gujaf-439	123	3	higher	high	ADJ
gujaf-439	123	4	and	and	CCONJ
gujaf-439	123	5	lower	low	ADJ
gujaf-439	123	6	level	level	NOUN
gujaf-439	123	7	forecasts	forecast	NOUN
gujaf-439	123	8	are	be	AUX
gujaf-439	123	9	obtained	obtain	VERB
gujaf-439	123	10	by	by	ADP
gujaf-439	123	11	aggregation	aggregation	NOUN
gujaf-439	123	12	and	and	CCONJ
gujaf-439	123	13	disaggregation	disaggregation	NOUN
gujaf-439	123	14	of	of	ADP
gujaf-439	123	15	the	the	DET
gujaf-439	123	16	mo	mo	PROPN
gujaf-439	123	17	forecasts	forecast	NOUN
gujaf-439	123	18	(	(	PUNCT
gujaf-439	123	19	karmy	karmy	NOUN
gujaf-439	123	20	and	and	CCONJ
gujaf-439	123	21	maldonado	maldonado	PROPN
gujaf-439	123	22	,	,	PUNCT
gujaf-439	123	23	2019).although	2019).although	NUM
gujaf-439	123	24	these	these	DET
gujaf-439	123	25	three	three	NUM
gujaf-439	123	26	methods	method	NOUN
gujaf-439	123	27	satisfy	satisfy	VERB
gujaf-439	123	28	the	the	DET
gujaf-439	123	29	consistency	consistency	NOUN
gujaf-439	123	30	of	of	ADP
gujaf-439	123	31	hierarchical	hierarchical	ADJ
gujaf-439	123	32	forecasting	forecasting	NOUN
gujaf-439	123	33	,	,	PUNCT
gujaf-439	123	34	they	they	PRON
gujaf-439	123	35	often	often	ADV
gujaf-439	123	36	introduce	introduce	VERB
gujaf-439	123	37	biases	bias	NOUN
gujaf-439	123	38	during	during	ADP
gujaf-439	123	39	the	the	DET
gujaf-439	123	40	aggregation	aggregation	NOUN
gujaf-439	123	41	or	or	CCONJ
gujaf-439	123	42	disaggregation	disaggregation	NOUN
gujaf-439	123	43	process	process	NOUN
gujaf-439	123	44	,	,	PUNCT
gujaf-439	123	45	leading	lead	VERB
gujaf-439	123	46	to	to	ADP
gujaf-439	123	47	inadequate	inadequate	ADJ
gujaf-439	123	48	prediction	prediction	NOUN
gujaf-439	123	49	accuracy	accuracy	NOUN
gujaf-439	123	50	.	.	PUNCT
gujaf-439	124	1	indeed	indeed	ADV
gujaf-439	124	2	,	,	PUNCT
gujaf-439	124	3	it	it	PRON
gujaf-439	124	4	is	be	AUX
gujaf-439	124	5	possible	possible	ADJ
gujaf-439	124	6	to	to	PART
gujaf-439	124	7	independently	independently	ADV
gujaf-439	124	8	predict	predict	VERB
gujaf-439	124	9	all	all	DET
gujaf-439	124	10	series	series	NOUN
gujaf-439	124	11	,	,	PUNCT
gujaf-439	124	12	disregarding	disregard	VERB
gujaf-439	124	13	their	their	PRON
gujaf-439	124	14	interdependence	interdependence	NOUN
gujaf-439	124	15	.	.	PUNCT
gujaf-439	125	1	however	however	ADV
gujaf-439	125	2	,	,	PUNCT
gujaf-439	125	3	the	the	DET
gujaf-439	125	4	resulting	result	VERB
gujaf-439	125	5	predictions	prediction	NOUN
gujaf-439	125	6	are	be	AUX
gujaf-439	125	7	unlikely	unlikely	ADJ
gujaf-439	125	8	to	to	PART
gujaf-439	125	9	satisfy	satisfy	VERB
gujaf-439	125	10	consistency	consistency	NOUN
gujaf-439	125	11	and	and	CCONJ
gujaf-439	125	12	may	may	AUX
gujaf-439	125	13	have	have	VERB
gujaf-439	125	14	significant	significant	ADJ
gujaf-439	125	15	deviations	deviation	NOUN
gujaf-439	125	16	from	from	ADP
gujaf-439	125	17	reality	reality	NOUN
gujaf-439	125	18	based	base	VERB
gujaf-439	125	19	on	on	ADP
gujaf-439	125	20	uncertain	uncertain	ADJ
gujaf-439	125	21	environmental	environmental	ADJ
gujaf-439	125	22	scenarios	scenario	NOUN
gujaf-439	125	23	such	such	ADJ
gujaf-439	125	24	as	as	ADP
gujaf-439	125	25	covid-19	covid-19	PROPN
gujaf-439	125	26	,	,	PUNCT
gujaf-439	125	27	ma	ma	PROPN
gujaf-439	125	28	et	et	PROPN
gujaf-439	125	29	al	al	PROPN
gujaf-439	125	30	.	.	PROPN
gujaf-439	126	1	(	(	PUNCT
gujaf-439	126	2	2019	2019	NUM
gujaf-439	126	3	)	)	PUNCT
gujaf-439	126	4	predicted	predict	VERB
gujaf-439	126	5	ev	ev	ADP
gujaf-439	126	6	sales	sale	NOUN
gujaf-439	126	7	in	in	ADP
gujaf-439	126	8	20	20	NUM
gujaf-439	126	9	countries	country	NOUN
gujaf-439	126	10	by	by	ADP
gujaf-439	126	11	the	the	DET
gujaf-439	126	12	bass	bass	NOUN
gujaf-439	126	13	diffusion	diffusion	NOUN
gujaf-439	126	14	model	model	NOUN
gujaf-439	126	15	.	.	PUNCT
gujaf-439	127	1	under	under	ADP
gujaf-439	127	2	the	the	DET
gujaf-439	127	3	role	role	NOUN
gujaf-439	127	4	of	of	ADP
gujaf-439	127	5	different	different	ADJ
gujaf-439	127	6	technological	technological	ADJ
gujaf-439	127	7	advances	advance	NOUN
gujaf-439	127	8	,	,	PUNCT
gujaf-439	127	9	economic	economic	ADJ
gujaf-439	127	10	development	development	NOUN
gujaf-439	127	11	,	,	PUNCT
gujaf-439	127	12	and	and	CCONJ
gujaf-439	127	13	policy	policy	NOUN
gujaf-439	127	14	incentives	incentive	NOUN
gujaf-439	127	15	,	,	PUNCT
gujaf-439	127	16	rietmann	rietmann	PROPN
gujaf-439	127	17	et	et	PROPN
gujaf-439	127	18	al.(2020)made	al.(2020)made	VERB
gujaf-439	127	19	along	along	ADP
gujaf-439	127	20	-	-	PUNCT
gujaf-439	127	21	term	term	NOUN
gujaf-439	127	22	forecastofevownershipin26countriesonfive	forecastofevownershipin26countriesonfive	ADJ
gujaf-439	127	23	continentsthrough	continentsthrough	NOUN
gujaf-439	127	24	a	a	DET
gujaf-439	127	25	logistic	logistic	ADJ
gujaf-439	127	26	model	model	NOUN
gujaf-439	127	27	,	,	PUNCT
gujaf-439	127	28	and	and	CCONJ
gujaf-439	127	29	the	the	DET
gujaf-439	127	30	global	global	ADJ
gujaf-439	127	31	ev	ev	INTJ
gujaf-439	127	32	market	market	NOUN
gujaf-439	127	33	penetration	penetration	NOUN
gujaf-439	127	34	will	will	AUX
gujaf-439	127	35	reach	reach	VERB
gujaf-439	127	36	30	30	NUM
gujaf-439	127	37	%	%	NOUN
gujaf-439	127	38	by	by	ADP
gujaf-439	127	39	2032	2032	NUM
gujaf-439	127	40	.	.	PUNCT
gujaf-439	128	1	sun	sun	PROPN
gujaf-439	128	2	and	and	CCONJ
gujaf-439	128	3	wang	wang	PROPN
gujaf-439	128	4	et	et	PROPN
gujaf-439	128	5	al	al	PROPN
gujaf-439	128	6	.	.	PROPN
gujaf-439	128	7	(	(	PUNCT
gujaf-439	128	8	2022	2022	NUM
gujaf-439	128	9	)	)	PUNCT
gujaf-439	128	10	develop	develop	VERB
gujaf-439	128	11	a	a	DET
gujaf-439	128	12	system	system	NOUN
gujaf-439	128	13	dynamics	dynamic	NOUN
gujaf-439	128	14	(	(	PUNCT
gujaf-439	128	15	sd	sd	NOUN
gujaf-439	128	16	)	)	PUNCT
gujaf-439	128	17	model	model	NOUN
gujaf-439	128	18	of	of	ADP
gujaf-439	128	19	china‘s	china‘s	PROPN
gujaf-439	128	20	ev	ev	INTJ
gujaf-439	128	21	market	market	NOUN
gujaf-439	128	22	evolution	evolution	NOUN
gujaf-439	128	23	based	base	VERB
gujaf-439	128	24	on	on	ADP
gujaf-439	128	25	the	the	DET
gujaf-439	128	26	competitive	competitive	ADJ
gujaf-439	128	27	lotka	lotka	PROPN
gujaf-439	128	28	-	-	PUNCT
gujaf-439	128	29	volterra	volterra	PROPN
gujaf-439	128	30	(	(	PUNCT
gujaf-439	128	31	lv	lv	PROPN
gujaf-439	128	32	)	)	PUNCT
gujaf-439	128	33	model	model	NOUN
gujaf-439	128	34	,	,	PUNCT
gujaf-439	128	35	where	where	SCONJ
gujaf-439	128	36	evs	evs	NOUN
gujaf-439	128	37	will	will	AUX
gujaf-439	128	38	gradually	gradually	ADV
gujaf-439	128	39	replace	replace	VERB
gujaf-439	128	40	fuel	fuel	NOUN
gujaf-439	128	41	vehicles	vehicle	NOUN
gujaf-439	128	42	and	and	CCONJ
gujaf-439	128	43	dominate	dominate	VERB
gujaf-439	128	44	the	the	DET
gujaf-439	128	45	vehicle	vehicle	NOUN
gujaf-439	128	46	market	market	NOUN
gujaf-439	128	47	by	by	ADP
gujaf-439	128	48	2050	2050	NUM
gujaf-439	128	49	.	.	PUNCT
gujaf-439	129	1	the	the	DET
gujaf-439	129	2	grey	grey	PROPN
gujaf-439	129	3	model	model	NOUN
gujaf-439	129	4	has	have	AUX
gujaf-439	129	5	been	be	AUX
gujaf-439	129	6	widely	widely	ADV
gujaf-439	129	7	used	use	VERB
gujaf-439	129	8	in	in	ADP
gujaf-439	129	9	forecasting	forecast	VERB
gujaf-439	129	10	the	the	DET
gujaf-439	129	11	evs	evs	NOUN
gujaf-439	129	12	sales	sale	NOUN
gujaf-439	129	13	and	and	CCONJ
gujaf-439	129	14	ownership	ownership	NOUN
gujaf-439	129	15	due	due	ADP
gujaf-439	129	16	to	to	ADP
gujaf-439	129	17	its	its	PRON
gujaf-439	129	18	good	good	ADJ
gujaf-439	129	19	applicability	applicability	NOUN
gujaf-439	129	20	for	for	ADP
gujaf-439	129	21	small	small	ADJ
gujaf-439	129	22	sample	sample	NOUN
gujaf-439	129	23	forecasting	forecasting	NOUN
gujaf-439	129	24	(	(	PUNCT
gujaf-439	129	25	ding	ding	NOUN
gujaf-439	129	26	and	and	CCONJ
gujaf-439	129	27	li	li	NOUN
gujaf-439	129	28	,	,	PUNCT
gujaf-439	129	29	2021	2021	NUM
gujaf-439	129	30	)	)	PUNCT
gujaf-439	129	31	.	.	PUNCT
gujaf-439	130	1	the	the	DET
gujaf-439	130	2	traditional	traditional	ADJ
gujaf-439	130	3	grey	grey	NOUN
gujaf-439	130	4	model	model	NOUN
gujaf-439	130	5	can	can	AUX
gujaf-439	130	6	be	be	AUX
gujaf-439	130	7	further	far	ADV
gujaf-439	130	8	optimized	optimize	VERB
gujaf-439	130	9	by	by	ADP
gujaf-439	130	10	a	a	DET
gujaf-439	130	11	grey	grey	ADJ
gujaf-439	130	12	buffer	buffer	NOUN
gujaf-439	130	13	operator	operator	NOUN
gujaf-439	130	14	with	with	ADP
gujaf-439	130	15	a	a	DET
gujaf-439	130	16	genetic	genetic	ADJ
gujaf-439	130	17	algorithm	algorithm	NOUN
gujaf-439	130	18	(	(	PUNCT
gujaf-439	130	19	he	he	PRON
gujaf-439	130	20	et	et	PROPN
gujaf-439	130	21	al	al	PROPN
gujaf-439	130	22	.	.	PROPN
gujaf-439	130	23	,	,	PUNCT
gujaf-439	130	24	2020	2020	NUM
gujaf-439	130	25	)	)	PUNCT
gujaf-439	130	26	,	,	PUNCT
gujaf-439	130	27	by	by	ADP
gujaf-439	130	28	fitting	fit	VERB
gujaf-439	130	29	the	the	DET
gujaf-439	130	30	nonlinear	nonlinear	ADJ
gujaf-439	130	31	relationship	relationship	NOUN
gujaf-439	130	32	between	between	ADP
gujaf-439	130	33	the	the	DET
gujaf-439	130	34	grey	grey	ADJ
gujaf-439	130	35	information	information	NOUN
gujaf-439	130	36	factor	factor	NOUN
gujaf-439	130	37	and	and	CCONJ
gujaf-439	130	38	the	the	DET
gujaf-439	130	39	time	time	NOUN
gujaf-439	130	40	factor	factor	NOUN
gujaf-439	130	41	(	(	PUNCT
gujaf-439	130	42	liu	liu	PROPN
gujaf-439	130	43	et	et	PROPN
gujaf-439	130	44	al	al	PROPN
gujaf-439	130	45	.	.	PROPN
gujaf-439	130	46	,	,	PUNCT
gujaf-439	130	47	2022	2022	NUM
gujaf-439	130	48	)	)	PUNCT
gujaf-439	130	49	.	.	PUNCT
gujaf-439	131	1	machine	machine	NOUN
gujaf-439	131	2	learning	learning	NOUN
gujaf-439	131	3	uses	use	VERB
gujaf-439	131	4	statistical	statistical	ADJ
gujaf-439	131	5	models	model	NOUN
gujaf-439	131	6	learned	learn	VERB
gujaf-439	131	7	on	on	ADP
gujaf-439	131	8	pre	pre	ADJ
gujaf-439	131	9	-	-	ADJ
gujaf-439	131	10	prepared	prepared	ADJ
gujaf-439	131	11	training	training	NOUN
gujaf-439	131	12	samples	sample	NOUN
gujaf-439	131	13	to	to	PART
gujaf-439	131	14	achieve	achieve	VERB
gujaf-439	131	15	accurate	accurate	ADJ
gujaf-439	131	16	prediction	prediction	NOUN
gujaf-439	131	17	.	.	PUNCT
gujaf-439	132	1	bao	bao	PROPN
gujaf-439	132	2	et	et	PROPN
gujaf-439	132	3	al	al	PROPN
gujaf-439	132	4	.	.	PROPN
gujaf-439	133	1	(	(	PUNCT
gujaf-439	133	2	2022	2022	NUM
gujaf-439	133	3	)	)	PUNCT
gujaf-439	133	4	implemented	implement	VERB
gujaf-439	133	5	a	a	DET
gujaf-439	133	6	relational	relational	ADJ
gujaf-439	133	7	vector	vector	NOUN
gujaf-439	133	8	machine	machine	NOUN
gujaf-439	133	9	(	(	PUNCT
gujaf-439	133	10	rvm	rvm	PROPN
gujaf-439	133	11	)	)	PUNCT
gujaf-439	133	12	approach	approach	NOUN
gujaf-439	133	13	to	to	ADP
gujaf-439	133	14	mine	mine	NOUN
gujaf-439	133	15	regression	regression	NOUN
gujaf-439	133	16	relationships	relationship	NOUN
gujaf-439	133	17	from	from	ADP
gujaf-439	133	18	available	available	ADJ
gujaf-439	133	19	data	datum	NOUN
gujaf-439	133	20	,	,	PUNCT
gujaf-439	133	21	which	which	PRON
gujaf-439	133	22	shows	show	VERB
gujaf-439	133	23	some	some	DET
gujaf-439	133	24	applicability	applicability	NOUN
gujaf-439	133	25	to	to	ADP
gujaf-439	133	26	the	the	DET
gujaf-439	133	27	problem	problem	NOUN
gujaf-439	133	28	of	of	ADP
gujaf-439	133	29	ev	ev	INTJ
gujaf-439	133	30	ownership	ownership	NOUN
gujaf-439	133	31	in	in	ADP
gujaf-439	133	32	small	small	ADJ
gujaf-439	133	33	samples	sample	NOUN
gujaf-439	133	34	.	.	PUNCT
gujaf-439	134	1	the	the	DET
gujaf-439	134	2	above	above	ADJ
gujaf-439	134	3	research	research	NOUN
gujaf-439	134	4	methods	method	NOUN
gujaf-439	134	5	failed	fail	VERB
gujaf-439	134	6	to	to	PART
gujaf-439	134	7	effectively	effectively	ADV
gujaf-439	134	8	eliminate	eliminate	VERB
gujaf-439	134	9	the	the	DET
gujaf-439	134	10	volatility	volatility	NOUN
gujaf-439	134	11	of	of	ADP
gujaf-439	134	12	data	datum	NOUN
gujaf-439	134	13	,	,	PUNCT
gujaf-439	134	14	which	which	PRON
gujaf-439	134	15	failed	fail	VERB
gujaf-439	134	16	to	to	PART
gujaf-439	134	17	achieve	achieve	VERB
gujaf-439	134	18	ev	ev	ADP
gujaf-439	134	19	sales	sale	NOUN
gujaf-439	134	20	long	long	ADJ
gujaf-439	134	21	term	term	NOUN
gujaf-439	134	22	accurate	accurate	ADJ
gujaf-439	134	23	prediction	prediction	NOUN
gujaf-439	134	24	with	with	ADP
gujaf-439	134	25	multiple	multiple	ADJ
gujaf-439	134	26	research	research	NOUN
gujaf-439	134	27	objects	object	NOUN
gujaf-439	134	28	and	and	CCONJ
gujaf-439	134	29	multiple	multiple	ADJ
gujaf-439	134	30	indicator	indicator	NOUN
gujaf-439	134	31	dimensions	dimension	NOUN
gujaf-439	134	32	.	.	PUNCT
gujaf-439	135	1	liu	liu	PROPN
gujaf-439	135	2	b	b	PROPN
gujaf-439	135	3	(	(	PUNCT
gujaf-439	135	4	2023	2023	NUM
gujaf-439	135	5	)	)	PUNCT
gujaf-439	135	6	policy	policy	NOUN
gujaf-439	135	7	incentives	incentive	NOUN
gujaf-439	135	8	are	be	AUX
gujaf-439	135	9	the	the	DET
gujaf-439	135	10	key	key	ADJ
gujaf-439	135	11	driving	driving	NOUN
gujaf-439	135	12	force	force	NOUN
gujaf-439	135	13	for	for	ADP
gujaf-439	135	14	the	the	DET
gujaf-439	135	15	electric	electric	ADJ
gujaf-439	135	16	vehicle	vehicle	NOUN
gujaf-439	135	17	(	(	PUNCT
gujaf-439	135	18	ev	ev	NOUN
gujaf-439	135	19	)	)	PUNCT
gujaf-439	135	20	market	market	NOUN
gujaf-439	135	21	cultivation	cultivation	NOUN
gujaf-439	135	22	.	.	PUNCT
gujaf-439	136	1	during	during	ADP
gujaf-439	136	2	the	the	DET
gujaf-439	136	3	ev	ev	PROPN
gujaf-439	136	4	market	market	NOUN
gujaf-439	136	5	cultivation	cultivation	NOUN
gujaf-439	136	6	in	in	ADP
gujaf-439	136	7	different	different	ADJ
gujaf-439	136	8	regions	region	NOUN
gujaf-439	136	9	,	,	PUNCT
gujaf-439	136	10	the	the	DET
gujaf-439	136	11	supply	supply	NOUN
gujaf-439	136	12	-	-	PUNCT
gujaf-439	136	13	side	side	NOUN
gujaf-439	136	14	and	and	CCONJ
gujaf-439	136	15	demand	demand	NOUN
gujaf-439	136	16	-	-	PUNCT
gujaf-439	136	17	side	side	NOUN
gujaf-439	136	18	policies	policy	NOUN
gujaf-439	136	19	have	have	VERB
gujaf-439	136	20	different	different	ADJ
gujaf-439	136	21	effects	effect	NOUN
gujaf-439	136	22	.	.	PUNCT
gujaf-439	137	1	accurately	accurately	ADV
gujaf-439	137	2	forecasting	forecast	VERB
gujaf-439	137	3	the	the	DET
gujaf-439	137	4	stage	stage	NOUN
gujaf-439	137	5	characteristics	characteristic	NOUN
gujaf-439	137	6	and	and	CCONJ
gujaf-439	137	7	response	response	NOUN
gujaf-439	137	8	sensitivity	sensitivity	NOUN
gujaf-439	137	9	of	of	ADP
gujaf-439	137	10	ev	ev	ADP
gujaf-439	137	11	sales	sale	NOUN
gujaf-439	137	12	under	under	ADP
gujaf-439	137	13	supply	supply	NOUN
gujaf-439	137	14	-	-	PUNCT
gujaf-439	137	15	demand	demand	NOUN
gujaf-439	137	16	side	side	NOUN
gujaf-439	137	17	policy	policy	NOUN
gujaf-439	137	18	scenarios	scenario	NOUN
gujaf-439	137	19	,	,	PUNCT
gujaf-439	137	20	which	which	PRON
gujaf-439	137	21	is	be	AUX
gujaf-439	137	22	crucial	crucial	ADJ
gujaf-439	137	23	to	to	ADP
gujaf-439	137	24	the	the	DET
gujaf-439	137	25	ev	ev	PROPN
gujaf-439	137	26	promotion	promotion	NOUN
gujaf-439	137	27	policies	policy	NOUN
gujaf-439	137	28	design	design	NOUN
gujaf-439	137	29	.	.	PUNCT
gujaf-439	138	1	this	this	DET
gujaf-439	138	2	study	study	NOUN
gujaf-439	138	3	selects	select	VERB
gujaf-439	138	4	the	the	DET
gujaf-439	138	5	ev	ev	ADJ
gujaf-439	138	6	sales	sale	NOUN
gujaf-439	138	7	in	in	ADP
gujaf-439	138	8	31	31	NUM
gujaf-439	138	9	provinces	province	NOUN
gujaf-439	138	10	with	with	ADP
gujaf-439	138	11	data	datum	NOUN
gujaf-439	138	12	available	available	ADJ
gujaf-439	138	13	,	,	PUNCT
gujaf-439	138	14	as	as	ADP
gujaf-439	138	15	the	the	DET
gujaf-439	138	16	basis	basis	NOUN
gujaf-439	138	17	for	for	ADP
gujaf-439	138	18	decision	decision	NOUN
gujaf-439	138	19	-	-	PUNCT
gujaf-439	138	20	making	making	NOUN
gujaf-439	138	21	,	,	PUNCT
gujaf-439	138	22	and	and	CCONJ
gujaf-439	138	23	proposes	propose	VERB
gujaf-439	138	24	a	a	DET
gujaf-439	138	25	multi	multi	ADJ
gujaf-439	138	26	-	-	ADJ
gujaf-439	138	27	factor	factor	NOUN
gujaf-439	138	28	prediction	prediction	NOUN
gujaf-439	138	29	model	model	NOUN
gujaf-439	138	30	integrating	integrate	VERB
gujaf-439	138	31	grey	grey	PROPN
gujaf-439	138	32	relation	relation	NOUN
gujaf-439	138	33	analysis	analysis	NOUN
gujaf-439	138	34	(	(	PUNCT
gujaf-439	138	35	gra	gra	PROPN
gujaf-439	138	36	)	)	PUNCT
gujaf-439	138	37	,	,	PUNCT
gujaf-439	138	38	discrete	discrete	ADJ
gujaf-439	138	39	wavelet	wavelet	NOUN
gujaf-439	138	40	transform	transform	NOUN
gujaf-439	138	41	(	(	PUNCT
gujaf-439	138	42	dwt	dwt	NOUN
gujaf-439	138	43	)	)	PUNCT
gujaf-439	138	44	,	,	PUNCT
gujaf-439	138	45	and	and	CCONJ
gujaf-439	138	46	bidirectional	bidirectional	ADJ
gujaf-439	138	47	long	long	ADJ
gujaf-439	138	48	short	short	ADJ
gujaf-439	138	49	-	-	PUNCT
gujaf-439	138	50	term	term	NOUN
gujaf-439	138	51	memory	memory	NOUN
gujaf-439	138	52	.	.	PUNCT
gujaf-439	139	1	combined	combine	VERB
gujaf-439	139	2	with	with	ADP
gujaf-439	139	3	the	the	DET
gujaf-439	139	4	development	development	NOUN
gujaf-439	139	5	difference	difference	NOUN
gujaf-439	139	6	of	of	ADP
gujaf-439	139	7	31	31	NUM
gujaf-439	139	8	provinces	province	NOUN
gujaf-439	139	9	,	,	PUNCT
gujaf-439	139	10	the	the	DET
gujaf-439	139	11	penetration	penetration	NOUN
gujaf-439	139	12	of	of	ADP
gujaf-439	139	13	china‘s	china‘s	PROPN
gujaf-439	139	14	ev	ev	INTJ
gujaf-439	139	15	market	market	NOUN
gujaf-439	139	16	under	under	ADP
gujaf-439	139	17	the	the	DET
gujaf-439	139	18	benchmark	benchmark	NOUN
gujaf-439	139	19	,	,	PUNCT
gujaf-439	139	20	supply	supply	NOUN
gujaf-439	139	21	,	,	PUNCT
gujaf-439	139	22	demand	demand	NOUN
gujaf-439	139	23	,	,	PUNCT
gujaf-439	139	24	and	and	CCONJ
gujaf-439	139	25	ideal	ideal	ADJ
gujaf-439	139	26	scenarios	scenario	NOUN
gujaf-439	139	27	are	be	AUX
gujaf-439	139	28	verified	verify	VERB
gujaf-439	139	29	.	.	PUNCT
gujaf-439	140	1	the	the	DET
gujaf-439	140	2	experimental	experimental	ADJ
gujaf-439	140	3	results	result	NOUN
gujaf-439	140	4	show	show	VERB
gujaf-439	140	5	that	that	SCONJ
gujaf-439	140	6	the	the	DET
gujaf-439	140	7	average	average	ADJ
gujaf-439	140	8	mean	mean	NOUN
gujaf-439	140	9	absolute	absolute	ADJ
gujaf-439	140	10	percentage	percentage	NOUN
gujaf-439	140	11	error	error	NOUN
gujaf-439	140	12	(	(	PUNCT
gujaf-439	140	13	mape	mape	NOUN
gujaf-439	140	14	)	)	PUNCT
gujaf-439	140	15	of	of	ADP
gujaf-439	140	16	the	the	DET
gujaf-439	140	17	gra	gra	PROPN
gujaf-439	140	18	-	-	PUNCT
gujaf-439	140	19	dwt	dwt	NOUN
gujaf-439	140	20	-	-	PUNCT
gujaf-439	140	21	bilstm	bilstm	NOUN
gujaf-439	140	22	model	model	NOUN
gujaf-439	140	23	is	be	AUX
gujaf-439	140	24	9.884	9.884	NUM
gujaf-439	140	25	,	,	PUNCT
gujaf-439	140	26	and	and	CCONJ
gujaf-439	140	27	the	the	DET
gujaf-439	140	28	31	31	NUM
gujaf-439	140	29	samples	sample	NOUN
gujaf-439	140	30	showgoodapplicabilityforevsalesforecasting.in2027,thegrowthrateofchina‘sev	showgoodapplicabilityforevsalesforecasting.in2027,thegrowthrateofchina‘sev	ADJ
gujaf-439	140	31	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	140	32	,	,	PUNCT
gujaf-439	140	33	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	140	34	408	408	NUM
gujaf-439	140	35	j=1	j=1	ADJ
gujaf-439	140	36	sales	sale	NOUN
gujaf-439	140	37	in	in	ADP
gujaf-439	140	38	the	the	DET
gujaf-439	140	39	demand	demand	NOUN
gujaf-439	140	40	-	-	PUNCT
gujaf-439	140	41	side	side	NOUN
gujaf-439	140	42	scenario	scenario	NOUN
gujaf-439	140	43	will	will	AUX
gujaf-439	140	44	exceed	exceed	VERB
gujaf-439	140	45	the	the	DET
gujaf-439	140	46	supply	supply	NOUN
gujaf-439	140	47	-	-	PUNCT
gujaf-439	140	48	side	side	NOUN
gujaf-439	140	49	scenario	scenario	NOUN
gujaf-439	140	50	.	.	PUNCT
gujaf-439	141	1	under	under	ADP
gujaf-439	141	2	the	the	DET
gujaf-439	141	3	ideal	ideal	ADJ
gujaf-439	141	4	scenario	scenario	NOUN
gujaf-439	141	5	,	,	PUNCT
gujaf-439	141	6	china‘sevpenetrationratewillreach	china‘sevpenetrationratewillreach	NOUN
gujaf-439	141	7	27.31%,42.40%,and	27.31%,42.40%,and	ADJ
gujaf-439	141	8	52.97%in2024,2030	52.97%in2024,2030	NUM
gujaf-439	141	9	,	,	PUNCT
gujaf-439	141	10	and	and	CCONJ
gujaf-439	141	11	2035	2035	NUM
gujaf-439	141	12	respectively	respectively	ADV
gujaf-439	141	13	.	.	PUNCT
gujaf-439	142	1	the	the	DET
gujaf-439	142	2	forecast	forecast	NOUN
gujaf-439	142	3	results	result	NOUN
gujaf-439	142	4	provide	provide	VERB
gujaf-439	142	5	a	a	DET
gujaf-439	142	6	decision	decision	NOUN
gujaf-439	142	7	-	-	PUNCT
gujaf-439	142	8	making	making	NOUN
gujaf-439	142	9	basis	basis	NOUN
gujaf-439	142	10	for	for	ADP
gujaf-439	142	11	china‘s	china‘s	PROPN
gujaf-439	142	12	ev	ev	PROPN
gujaf-439	142	13	market	market	NOUN
gujaf-439	142	14	sequential	sequential	ADJ
gujaf-439	142	15	supply	supply	NOUN
gujaf-439	142	16	-	-	PUNCT
gujaf-439	142	17	demand	demand	NOUN
gujaf-439	142	18	side	side	NOUN
gujaf-439	142	19	policies	policy	NOUN
gujaf-439	142	20	3.0	3.0	NUM
gujaf-439	142	21	methodology	methodology	NOUN
gujaf-439	142	22	this	this	DET
gujaf-439	142	23	study	study	NOUN
gujaf-439	142	24	adopts	adopt	VERB
gujaf-439	142	25	a	a	DET
gujaf-439	142	26	comparative	comparative	ADJ
gujaf-439	142	27	predictive	predictive	NOUN
gujaf-439	142	28	modelling	modelling	NOUN
gujaf-439	142	29	framework	framework	NOUN
gujaf-439	142	30	to	to	PART
gujaf-439	142	31	estimate	estimate	VERB
gujaf-439	142	32	automobile	automobile	NOUN
gujaf-439	142	33	prices	price	NOUN
gujaf-439	142	34	in	in	ADP
gujaf-439	142	35	nigeria	nigeria	PROPN
gujaf-439	142	36	using	use	VERB
gujaf-439	142	37	both	both	CCONJ
gujaf-439	142	38	classical	classical	ADJ
gujaf-439	142	39	statistical	statistical	ADJ
gujaf-439	142	40	and	and	CCONJ
gujaf-439	142	41	advanced	advanced	ADJ
gujaf-439	142	42	machine	machine	NOUN
gujaf-439	142	43	learning	learn	VERB
gujaf-439	142	44	algorithms	algorithm	NOUN
gujaf-439	142	45	.	.	PUNCT
gujaf-439	143	1	thegoal	thegoal	NOUN
gujaf-439	143	2	is	be	AUX
gujaf-439	143	3	toevaluateand	toevaluateand	NOUN
gujaf-439	143	4	compare	compare	NOUN
gujaf-439	143	5	model	model	NOUN
gujaf-439	143	6	performancein	performancein	PROPN
gujaf-439	143	7	terms	term	NOUN
gujaf-439	143	8	oftheiraccuracyand	oftheiraccuracyand	ADJ
gujaf-439	143	9	ability	ability	NOUN
gujaf-439	143	10	to	to	PART
gujaf-439	143	11	generalize	generalize	VERB
gujaf-439	143	12	across	across	ADP
gujaf-439	143	13	multiple	multiple	ADJ
gujaf-439	143	14	dimensions	dimension	NOUN
gujaf-439	143	15	of	of	ADP
gujaf-439	143	16	automobile	automobile	NOUN
gujaf-439	143	17	characteristics	characteristic	NOUN
gujaf-439	143	18	such	such	ADJ
gujaf-439	143	19	as	as	ADP
gujaf-439	143	20	mileage	mileage	NOUN
gujaf-439	143	21	,	,	PUNCT
gujaf-439	143	22	engine	engine	NOUN
gujaf-439	143	23	horsepower	horsepower	NOUN
gujaf-439	143	24	,	,	PUNCT
gujaf-439	143	25	cylinder	cylinder	NOUN
gujaf-439	143	26	count	count	NOUN
gujaf-439	143	27	,	,	PUNCT
gujaf-439	143	28	and	and	CCONJ
gujaf-439	143	29	observed	observed	ADJ
gujaf-439	143	30	sale	sale	NOUN
gujaf-439	143	31	prices	price	NOUN
gujaf-439	143	32	.	.	PUNCT
gujaf-439	144	1	the	the	DET
gujaf-439	144	2	dataset	dataset	NOUN
gujaf-439	144	3	comprises	comprise	VERB
gujaf-439	144	4	5,000	5,000	NUM
gujaf-439	144	5	+	+	NUM
gujaf-439	144	6	observations	observation	NOUN
gujaf-439	144	7	of	of	ADP
gujaf-439	144	8	vehicles	vehicle	NOUN
gujaf-439	144	9	sold	sell	VERB
gujaf-439	144	10	in	in	ADP
gujaf-439	144	11	the	the	DET
gujaf-439	144	12	nigerian	nigerian	ADJ
gujaf-439	144	13	market	market	NOUN
gujaf-439	144	14	,	,	PUNCT
gujaf-439	144	15	capturing	capture	VERB
gujaf-439	144	16	key	key	ADJ
gujaf-439	144	17	variables	variable	NOUN
gujaf-439	144	18	such	such	ADJ
gujaf-439	144	19	as	as	ADP
gujaf-439	144	20	price	price	NOUN
gujaf-439	144	21	,	,	PUNCT
gujaf-439	144	22	mileage	mileage	NOUN
gujaf-439	144	23	,	,	PUNCT
gujaf-439	144	24	cylinders	cylinder	NOUN
gujaf-439	144	25	,	,	PUNCT
gujaf-439	144	26	and	and	CCONJ
gujaf-439	144	27	horsepower	horsepower	NOUN
gujaf-439	144	28	(	(	PUNCT
gujaf-439	144	29	hp	hp	PROPN
gujaf-439	144	30	)	)	PUNCT
gujaf-439	144	31	.	.	PUNCT
gujaf-439	145	1	table	table	NOUN
gujaf-439	145	2	1	1	NUM
gujaf-439	145	3	provides	provide	VERB
gujaf-439	145	4	the	the	DET
gujaf-439	145	5	descriptivestatisticsofthedataset.theaveragepriceofvehiclesisapproximately	descriptivestatisticsofthedataset.theaveragepriceofvehiclesisapproximately	ADV
gujaf-439	145	6	₦	₦	ADP
gujaf-439	145	7	4,514,644	4,514,644	NUM
gujaf-439	145	8	with	with	ADP
gujaf-439	145	9	a	a	DET
gujaf-439	145	10	standard	standard	ADJ
gujaf-439	145	11	deviation	deviation	NOUN
gujaf-439	145	12	of	of	ADP
gujaf-439	145	13	₦	₦	NOUN
gujaf-439	145	14	5,500,000	5,500,000	NUM
gujaf-439	145	15	,	,	PUNCT
gujaf-439	145	16	indicating	indicate	VERB
gujaf-439	145	17	significant	significant	ADJ
gujaf-439	145	18	variability	variability	NOUN
gujaf-439	145	19	in	in	ADP
gujaf-439	145	20	the	the	DET
gujaf-439	145	21	market	market	NOUN
gujaf-439	145	22	,	,	PUNCT
gujaf-439	145	23	likely	likely	ADJ
gujaf-439	145	24	due	due	ADP
gujaf-439	145	25	to	to	ADP
gujaf-439	145	26	the	the	DET
gujaf-439	145	27	presence	presence	NOUN
gujaf-439	145	28	of	of	ADP
gujaf-439	145	29	both	both	CCONJ
gujaf-439	145	30	luxury	luxury	NOUN
gujaf-439	145	31	and	and	CCONJ
gujaf-439	145	32	economy	economy	NOUN
gujaf-439	145	33	cars	car	NOUN
gujaf-439	145	34	.	.	PUNCT
gujaf-439	146	1	similarly	similarly	ADV
gujaf-439	146	2	,	,	PUNCT
gujaf-439	146	3	mileage	mileage	NOUN
gujaf-439	146	4	and	and	CCONJ
gujaf-439	146	5	horsepower	horsepower	NOUN
gujaf-439	146	6	vary	vary	VERB
gujaf-439	146	7	widely	widely	ADV
gujaf-439	146	8	,	,	PUNCT
gujaf-439	146	9	reflecting	reflect	VERB
gujaf-439	146	10	different	different	ADJ
gujaf-439	146	11	usage	usage	NOUN
gujaf-439	146	12	patterns	pattern	NOUN
gujaf-439	146	13	and	and	CCONJ
gujaf-439	146	14	vehicle	vehicle	NOUN
gujaf-439	146	15	types	type	NOUN
gujaf-439	146	16	.	.	PUNCT
gujaf-439	147	1	table	table	NOUN
gujaf-439	147	2	1	1	NUM
gujaf-439	147	3	:	:	PUNCT
gujaf-439	147	4	descriptivestatistics	descriptivestatistics	X
gujaf-439	147	5	ofthe	ofthe	PROPN
gujaf-439	147	6	data	data	PROPN
gujaf-439	148	1	variable	variable	ADJ
gujaf-439	148	2	mean	mean	NOUN
gujaf-439	148	3	median	median	PROPN
gujaf-439	148	4	std	std	NOUN
gujaf-439	148	5	min	min	PROPN
gujaf-439	148	6	max	max	PROPN
gujaf-439	148	7	price	price	PROPN
gujaf-439	148	8	4514644	4514644	NUM
gujaf-439	148	9	4297011	4297011	NUM
gujaf-439	148	10	550000	550000	NUM
gujaf-439	148	11	62400000	62400000	NUM
gujaf-439	148	12	milage	milage	NOUN
gujaf-439	148	13	194984	194984	NUM
gujaf-439	148	14	176290	176290	NUM
gujaf-439	148	15	139576	139576	NUM
gujaf-439	148	16	1	1	NUM
gujaf-439	148	17	2456318	2456318	NUM
gujaf-439	148	18	cylinder	cylinder	NOUN
gujaf-439	148	19	5.16	5.16	NUM
gujaf-439	148	20	6	6	NUM
gujaf-439	148	21	1	1	NUM
gujaf-439	148	22	4	4	NUM
gujaf-439	148	23	8	8	NUM
gujaf-439	148	24	hp	hp	NOUN
gujaf-439	148	25	208.83	208.83	NUM
gujaf-439	148	26	203	203	NUM
gujaf-439	148	27	70	70	NUM
gujaf-439	148	28	83	83	NUM
gujaf-439	148	29	585	585	NUM
gujaf-439	148	30	source	source	NOUN
gujaf-439	148	31	:	:	PUNCT
gujaf-439	148	32	author	author	NOUN
gujaf-439	148	33	(	(	PUNCT
gujaf-439	148	34	2024	2024	NUM
gujaf-439	148	35	)	)	PUNCT
gujaf-439	148	36	themethodological	themethodological	ADJ
gujaf-439	148	37	framework	framework	NOUN
gujaf-439	148	38	employed	employ	VERB
gujaf-439	148	39	fivemodels	fivemodel	NOUN
gujaf-439	148	40	for	for	ADP
gujaf-439	148	41	predictingvehicleprices	predictingvehicleprice	NOUN
gujaf-439	148	42	:	:	PUNCT
gujaf-439	148	43	ordinary	ordinary	ADJ
gujaf-439	148	44	least	least	ADJ
gujaf-439	148	45	squares	square	NOUN
gujaf-439	148	46	(	(	PUNCT
gujaf-439	148	47	ols	ol	NOUN
gujaf-439	148	48	)	)	PUNCT
gujaf-439	148	49	regression	regression	NOUN
gujaf-439	148	50	,	,	PUNCT
gujaf-439	148	51	multivariate	multivariate	VERB
gujaf-439	148	52	adaptive	adaptive	ADJ
gujaf-439	148	53	regression	regression	NOUN
gujaf-439	148	54	splines	spline	NOUN
gujaf-439	148	55	(	(	PUNCT
gujaf-439	148	56	mars	mar	NOUN
gujaf-439	148	57	)	)	PUNCT
gujaf-439	148	58	,	,	PUNCT
gujaf-439	148	59	regressiontree(cart),randomforest(rf)andgradientboosting(gb).eachmodelwas	regressiontree(cart),randomforest(rf)andgradientboosting(gb).eachmodelwas	AUX
gujaf-439	148	60	trained	train	VERB
gujaf-439	148	61	and	and	CCONJ
gujaf-439	148	62	evaluated	evaluate	VERB
gujaf-439	148	63	on	on	ADP
gujaf-439	148	64	an	an	DET
gujaf-439	148	65	80	80	NUM
gujaf-439	148	66	-	-	SYM
gujaf-439	148	67	20	20	NUM
gujaf-439	148	68	train	train	NOUN
gujaf-439	148	69	-	-	PUNCT
gujaf-439	148	70	test	test	NOUN
gujaf-439	148	71	split	split	NOUN
gujaf-439	148	72	of	of	ADP
gujaf-439	148	73	the	the	DET
gujaf-439	148	74	dataset	dataset	NOUN
gujaf-439	148	75	.	.	PUNCT
gujaf-439	149	1	performance	performance	NOUN
gujaf-439	149	2	metricsincluding	metricsinclude	VERB
gujaf-439	149	3	mean	mean	VERB
gujaf-439	149	4	absolute	absolute	ADJ
gujaf-439	149	5	error	error	NOUN
gujaf-439	149	6	(	(	PUNCT
gujaf-439	149	7	mae	mae	PROPN
gujaf-439	149	8	)	)	PUNCT
gujaf-439	149	9	,	,	PUNCT
gujaf-439	149	10	mean	mean	VERB
gujaf-439	149	11	squared	square	VERB
gujaf-439	149	12	error	error	NOUN
gujaf-439	149	13	(	(	PUNCT
gujaf-439	149	14	mse	mse	NOUN
gujaf-439	149	15	)	)	PUNCT
gujaf-439	149	16	,	,	PUNCT
gujaf-439	149	17	root	root	NOUN
gujaf-439	149	18	mean	mean	NOUN
gujaf-439	149	19	squareerror	squareerror	NOUN
gujaf-439	149	20	(	(	PUNCT
gujaf-439	149	21	rmse	rmse	PROPN
gujaf-439	149	22	)	)	PUNCT
gujaf-439	149	23	,	,	PUNCT
gujaf-439	149	24	mean	mean	VERB
gujaf-439	149	25	absolute	absolute	ADJ
gujaf-439	149	26	percentage	percentage	NOUN
gujaf-439	149	27	error	error	NOUN
gujaf-439	149	28	(	(	PUNCT
gujaf-439	149	29	mape	mape	NOUN
gujaf-439	149	30	)	)	PUNCT
gujaf-439	149	31	,	,	PUNCT
gujaf-439	149	32	r²	r²	NOUN
gujaf-439	149	33	score	score	NOUN
gujaf-439	149	34	,	,	PUNCT
gujaf-439	149	35	and	and	CCONJ
gujaf-439	149	36	explained	explain	VERB
gujaf-439	149	37	variance	variance	NOUN
gujaf-439	149	38	score	score	NOUN
gujaf-439	149	39	(	(	PUNCT
gujaf-439	149	40	evs	evs	NOUN
gujaf-439	149	41	)	)	PUNCT
gujaf-439	149	42	were	be	AUX
gujaf-439	149	43	computed	compute	VERB
gujaf-439	149	44	for	for	ADP
gujaf-439	149	45	both	both	DET
gujaf-439	149	46	training	training	NOUN
gujaf-439	149	47	and	and	CCONJ
gujaf-439	149	48	testing	testing	NOUN
gujaf-439	149	49	phases	phase	NOUN
gujaf-439	149	50	.	.	PUNCT
gujaf-439	150	1	themathematicalformulationofthepredictiontaskisspecifiedasfollows	themathematicalformulationofthepredictiontaskisspecifiedasfollow	NOUN
gujaf-439	150	2	:	:	PUNCT
gujaf-439	150	3	let	let	VERB
gujaf-439	150	4	𝑦𝑖bethelog	𝑦𝑖bethelog	NOUN
gujaf-439	150	5	transformed	transform	VERB
gujaf-439	150	6	vehicle	vehicle	NOUN
gujaf-439	150	7	price	price	NOUN
gujaf-439	150	8	,	,	PUNCT
gujaf-439	150	9	and	and	CCONJ
gujaf-439	150	10	x𝑖	x𝑖	NOUN
gujaf-439	150	11	=	=	X
gujaf-439	151	1	[	[	X
gujaf-439	151	2	𝑥𝑖1,𝑥𝑖2,𝑥𝑖3,𝑥𝑖4	𝑥𝑖1,𝑥𝑖2,𝑥𝑖3,𝑥𝑖4	X
gujaf-439	151	3	]	]	X
gujaf-439	151	4	denote	denote	VERB
gujaf-439	151	5	the	the	DET
gujaf-439	151	6	feature	feature	NOUN
gujaf-439	151	7	vector	vector	NOUN
gujaf-439	151	8	for	for	ADP
gujaf-439	151	9	each	each	DET
gujaf-439	151	10	observation	observation	NOUN
gujaf-439	151	11	representing	represent	VERB
gujaf-439	151	12	mileage	mileage	NOUN
gujaf-439	151	13	,	,	PUNCT
gujaf-439	151	14	cylinders	cylinder	NOUN
gujaf-439	151	15	,	,	PUNCT
gujaf-439	151	16	horsepower	horsepower	NOUN
gujaf-439	151	17	,	,	PUNCT
gujaf-439	151	18	and	and	CCONJ
gujaf-439	151	19	other	other	ADJ
gujaf-439	151	20	attributes	attribute	NOUN
gujaf-439	151	21	.	.	PUNCT
gujaf-439	152	1	the	the	DET
gujaf-439	152	2	prediction	prediction	NOUN
gujaf-439	152	3	function	function	NOUN
gujaf-439	152	4	can	can	AUX
gujaf-439	152	5	be	be	AUX
gujaf-439	152	6	denoted	denote	VERB
gujaf-439	152	7	as	as	ADP
gujaf-439	152	8	:	:	PUNCT
gujaf-439	152	9	�	�	PROPN
gujaf-439	152	10	̂	̂	NOUN
gujaf-439	152	11	�	�	NOUN
gujaf-439	152	12	𝑖=(x𝑖	𝑖=(x𝑖	NOUN
gujaf-439	152	13	)	)	PUNCT
gujaf-439	152	14	(	(	PUNCT
gujaf-439	152	15	1	1	X
gujaf-439	152	16	)	)	PUNCT
gujaf-439	152	17	where	where	SCONJ
gujaf-439	152	18	(	(	PUNCT
gujaf-439	152	19	·	·	SYM
gujaf-439	152	20	)	)	PUNCT
gujaf-439	152	21	istheestimatedmodelfunctionlearnedviathetrainingalgorithm	istheestimatedmodelfunctionlearnedviathetrainingalgorithm	NOUN
gujaf-439	152	22	.	.	PUNCT
gujaf-439	153	1	the	the	DET
gujaf-439	153	2	ols	ols	PROPN
gujaf-439	153	3	model	model	NOUN
gujaf-439	153	4	assumes	assume	VERB
gujaf-439	153	5	a	a	DET
gujaf-439	153	6	linear	linear	ADJ
gujaf-439	153	7	relationship	relationship	NOUN
gujaf-439	153	8	between	between	ADP
gujaf-439	153	9	predictors	predictor	NOUN
gujaf-439	153	10	and	and	CCONJ
gujaf-439	153	11	price	price	NOUN
gujaf-439	153	12	:	:	PUNCT
gujaf-439	153	13	𝑦𝑖=𝛽0+∑𝑝	𝑦𝑖=𝛽0+∑𝑝	X
gujaf-439	153	14	𝛽j𝑥𝑖j+𝜀𝑖	𝛽j𝑥𝑖j+𝜀𝑖	NUM
gujaf-439	153	15	(	(	PUNCT
gujaf-439	153	16	2	2	X
gujaf-439	153	17	)	)	PUNCT
gujaf-439	153	18	the	the	DET
gujaf-439	153	19	random	random	ADJ
gujaf-439	153	20	forest	forest	NOUN
gujaf-439	153	21	model	model	NOUN
gujaf-439	153	22	,	,	PUNCT
gujaf-439	153	23	by	by	ADP
gujaf-439	153	24	contrast	contrast	NOUN
gujaf-439	153	25	,	,	PUNCT
gujaf-439	153	26	constructs	construct	VERB
gujaf-439	153	27	multiple	multiple	ADJ
gujaf-439	153	28	decision	decision	NOUN
gujaf-439	153	29	trees	tree	NOUN
gujaf-439	153	30	and	and	CCONJ
gujaf-439	153	31	averages	average	NOUN
gujaf-439	153	32	theoutputs	theoutput	NOUN
gujaf-439	153	33	:	:	PUNCT
gujaf-439	153	34	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	153	35	,	,	PUNCT
gujaf-439	153	36	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	153	37	409	409	NUM
gujaf-439	153	38	�	�	NOUN
gujaf-439	153	39	̂	̂	SYM
gujaf-439	153	40	�	�	NOUN
gujaf-439	153	41	𝑅𝐹=	𝑅𝐹=	ADJ
gujaf-439	153	42	1	1	NUM
gujaf-439	153	43	∑𝑇	∑𝑇	PROPN
gujaf-439	153	44	ℎ(x	ℎ(x	NOUN
gujaf-439	153	45	)	)	PUNCT
gujaf-439	153	46	𝑖	𝑖	NOUN
gujaf-439	153	47	(	(	PUNCT
gujaf-439	153	48	3	3	X
gujaf-439	153	49	)	)	PUNCT
gujaf-439	153	50	𝑇	𝑇	PROPN
gujaf-439	153	51	𝑡=1	𝑡=1	PROPN
gujaf-439	153	52	𝑖	𝑖	X
gujaf-439	153	53	whereℎ(·)istheoutputofthe𝑡-thtreeintheensemble	whereℎ(·)istheoutputofthe𝑡-thtreeintheensemble	ADJ
gujaf-439	153	54	.	.	PUNCT
gujaf-439	154	1	gradientboostingbuildstreessequentiallytominimizeprediction	gradientboostingbuildstreessequentiallytominimizeprediction	NOUN
gujaf-439	154	2	error	error	NOUN
gujaf-439	154	3	:	:	PUNCT
gujaf-439	154	4	𝐹(𝑥)=𝐹𝑚−1(𝑥)+𝛾𝑚ℎ𝑚(𝑥	𝐹(𝑥)=𝐹𝑚−1(𝑥)+𝛾𝑚ℎ𝑚(𝑥	NUM
gujaf-439	154	5	)	)	PUNCT
gujaf-439	154	6	(	(	PUNCT
gujaf-439	154	7	4	4	X
gujaf-439	154	8	)	)	PUNCT
gujaf-439	154	9	where	where	SCONJ
gujaf-439	154	10	ℎ(𝑥)isthenewweaklearnerfittedtotheresidualsofthepreviousmodel	ℎ(𝑥)isthenewweaklearnerfittedtotheresidualsofthepreviousmodel	NOUN
gujaf-439	154	11	.	.	PUNCT
gujaf-439	155	1	the	the	DET
gujaf-439	155	2	models	model	NOUN
gujaf-439	155	3	were	be	AUX
gujaf-439	155	4	assessed	assess	VERB
gujaf-439	155	5	on	on	ADP
gujaf-439	155	6	both	both	CCONJ
gujaf-439	155	7	the	the	DET
gujaf-439	155	8	training	training	NOUN
gujaf-439	155	9	and	and	CCONJ
gujaf-439	155	10	testing	testing	NOUN
gujaf-439	155	11	datasets	dataset	NOUN
gujaf-439	155	12	.	.	PUNCT
gujaf-439	156	1	accuracy	accuracy	NOUN
gujaf-439	156	2	,	,	PUNCT
gujaf-439	156	3	precision	precision	NOUN
gujaf-439	156	4	,	,	PUNCT
gujaf-439	156	5	recall	recall	NOUN
gujaf-439	156	6	,	,	PUNCT
gujaf-439	156	7	f1	f1	NOUN
gujaf-439	156	8	-	-	PUNCT
gujaf-439	156	9	score	score	NOUN
gujaf-439	156	10	,	,	PUNCT
gujaf-439	156	11	specificity	specificity	NOUN
gujaf-439	156	12	,	,	PUNCT
gujaf-439	156	13	matthews	matthews	NOUN
gujaf-439	156	14	correlation	correlation	NOUN
gujaf-439	156	15	coefficient	coefficient	NOUN
gujaf-439	156	16	(	(	PUNCT
gujaf-439	156	17	mcc	mcc	NOUN
gujaf-439	156	18	)	)	PUNCT
gujaf-439	156	19	,	,	PUNCT
gujaf-439	156	20	and	and	CCONJ
gujaf-439	156	21	cohen‘s	cohen‘s	PROPN
gujaf-439	156	22	kappa	kappa	PROPN
gujaf-439	156	23	were	be	AUX
gujaf-439	156	24	also	also	ADV
gujaf-439	156	25	calculated	calculate	VERB
gujaf-439	156	26	,	,	PUNCT
gujaf-439	156	27	particularly	particularly	ADV
gujaf-439	156	28	for	for	ADP
gujaf-439	156	29	models	model	NOUN
gujaf-439	156	30	adapted	adapt	VERB
gujaf-439	156	31	for	for	ADP
gujaf-439	156	32	classification	classification	NOUN
gujaf-439	156	33	sub	sub	NOUN
gujaf-439	156	34	-	-	NOUN
gujaf-439	156	35	tasks	task	NOUN
gujaf-439	156	36	(	(	PUNCT
gujaf-439	156	37	e.g.	e.g.	ADV
gujaf-439	156	38	,	,	PUNCT
gujaf-439	156	39	price	price	NOUN
gujaf-439	156	40	category	category	NOUN
gujaf-439	156	41	prediction	prediction	NOUN
gujaf-439	156	42	)	)	PUNCT
gujaf-439	156	43	.	.	PUNCT
gujaf-439	157	1	ther²scoremeasurestheproportionofvarianceinthedependentvariable	ther²scoremeasurestheproportionofvarianceinthedependentvariable	ADJ
gujaf-439	157	2	explainedbythe	explainedbythe	ADJ
gujaf-439	157	3	model	model	NOUN
gujaf-439	157	4	:	:	PUNCT
gujaf-439	157	5	𝑅2=1−	𝑅2=1−	VERB
gujaf-439	157	6	𝑛	𝑛	PRON
gujaf-439	157	7	𝑖=1	𝑖=1	PUNCT
gujaf-439	157	8	∑𝑛	∑𝑛	PROPN
gujaf-439	157	9	(	(	PUNCT
gujaf-439	157	10	𝑦𝑖−	𝑦𝑖−	NUM
gujaf-439	157	11	�	�	PROPN
gujaf-439	157	12	̂	̂	VERB
gujaf-439	157	13	�	�	NOUN
gujaf-439	157	14	𝑖	𝑖	SYM
gujaf-439	157	15	)	)	PUNCT
gujaf-439	157	16	2	2	NUM
gujaf-439	157	17	(	(	PUNCT
gujaf-439	157	18	𝑦𝑖−	𝑦𝑖−	NUM
gujaf-439	157	19	�	�	NOUN
gujaf-439	157	20	̅	̅	NOUN
gujaf-439	157	21	�	�	NOUN
gujaf-439	157	22	)2	)2	PUNCT
gujaf-439	157	23	(	(	PUNCT
gujaf-439	157	24	5	5	NUM
gujaf-439	157	25	)	)	PUNCT
gujaf-439	157	26	𝑖=1	𝑖=1	PUNCT
gujaf-439	157	27	themaeandrmseprovide	themaeandrmseprovide	PROPN
gujaf-439	157	28	absoluteandsquareddeviations	absoluteandsquareddeviation	NOUN
gujaf-439	157	29	respectively	respectively	ADV
gujaf-439	157	30	:	:	PUNCT
gujaf-439	157	31	mae=	mae=	NOUN
gujaf-439	157	32	1	1	NUM
gujaf-439	157	33	∑𝑛	∑𝑛	ADJ
gujaf-439	157	34	|𝑦−𝑦̂|	|𝑦−𝑦̂|	NOUN
gujaf-439	157	35	(	(	PUNCT
gujaf-439	157	36	6	6	NUM
gujaf-439	157	37	)	)	PUNCT
gujaf-439	157	38	𝑛	𝑛	PRON
gujaf-439	157	39	𝑖=1	𝑖=1	PUNCT
gujaf-439	157	40	𝑖	𝑖	PUNCT
gujaf-439	157	41	𝑖	𝑖	PUNCT
gujaf-439	157	42	rmse=√	rmse=√	PROPN
gujaf-439	157	43	1	1	NUM
gujaf-439	157	44	∑(𝑦−𝑦̂)2	∑(𝑦−𝑦̂)2	NOUN
gujaf-439	157	45	(	(	PUNCT
gujaf-439	157	46	7	7	NUM
gujaf-439	157	47	)	)	PUNCT
gujaf-439	157	48	𝑛	𝑛	PRON
gujaf-439	157	49	𝑖=1	𝑖=1	PUNCT
gujaf-439	157	50	𝑖	𝑖	SYM
gujaf-439	157	51	𝑖	𝑖	PRON
gujaf-439	157	52	themapemetricquantifiesrelativeprediction	themapemetricquantifiesrelativeprediction	NOUN
gujaf-439	157	53	error	error	NOUN
gujaf-439	157	54	:	:	PUNCT
gujaf-439	157	55	mape=	mape=	NUM
gujaf-439	157	56	100	100	NUM
gujaf-439	157	57	%	%	NOUN
gujaf-439	157	58	∑𝑛	∑𝑛	PROPN
gujaf-439	157	59	𝑦𝑖−	𝑦𝑖−	PROPN
gujaf-439	157	60	�	�	PROPN
gujaf-439	157	61	̂	̂	NOUN
gujaf-439	157	62	�	�	NOUN
gujaf-439	157	63	𝑖	𝑖	SYM
gujaf-439	157	64	𝑛	𝑛	NOUN
gujaf-439	157	65	𝑖=1|	𝑖=1|	NOUN
gujaf-439	158	1	|	|	ADV
gujaf-439	158	2	𝑦𝑖	𝑦𝑖	INTJ
gujaf-439	158	3	(	(	PUNCT
gujaf-439	158	4	8)	8)	NUM
gujaf-439	158	5	4.0	4.0	NUM
gujaf-439	158	6	resultandpolicyimplications	resultandpolicyimplication	NOUN
gujaf-439	158	7	the	the	DET
gujaf-439	158	8	performance	performance	NOUN
gujaf-439	158	9	of	of	ADP
gujaf-439	158	10	various	various	ADJ
gujaf-439	158	11	regression	regression	NOUN
gujaf-439	158	12	models	model	NOUN
gujaf-439	158	13	was	be	AUX
gujaf-439	158	14	evaluated	evaluate	VERB
gujaf-439	158	15	using	use	VERB
gujaf-439	158	16	standard	standard	ADJ
gujaf-439	158	17	statistical	statistical	ADJ
gujaf-439	158	18	metrics	metric	NOUN
gujaf-439	158	19	.	.	PUNCT
gujaf-439	159	1	the	the	DET
gujaf-439	159	2	ols	ols	PROPN
gujaf-439	159	3	model	model	NOUN
gujaf-439	159	4	attained	attain	VERB
gujaf-439	159	5	the	the	DET
gujaf-439	159	6	lowest	low	ADJ
gujaf-439	159	7	mae	mae	PROPN
gujaf-439	159	8	(	(	PUNCT
gujaf-439	159	9	0.15	0.15	NUM
gujaf-439	159	10	)	)	PUNCT
gujaf-439	159	11	,	,	PUNCT
gujaf-439	159	12	mse	mse	PROPN
gujaf-439	159	13	(	(	PUNCT
gujaf-439	159	14	0.06	0.06	NUM
gujaf-439	159	15	)	)	PUNCT
gujaf-439	159	16	,	,	PUNCT
gujaf-439	159	17	and	and	CCONJ
gujaf-439	159	18	rmse	rmse	NOUN
gujaf-439	159	19	(	(	PUNCT
gujaf-439	159	20	0.24	0.24	NUM
gujaf-439	159	21	)	)	PUNCT
gujaf-439	159	22	,	,	PUNCT
gujaf-439	159	23	indicating	indicate	VERB
gujaf-439	159	24	that	that	SCONJ
gujaf-439	159	25	it	it	PRON
gujaf-439	159	26	had	have	VERB
gujaf-439	159	27	the	the	DET
gujaf-439	159	28	smallest	small	ADJ
gujaf-439	159	29	average	average	ADJ
gujaf-439	159	30	error	error	NOUN
gujaf-439	159	31	and	and	CCONJ
gujaf-439	159	32	variance	variance	NOUN
gujaf-439	159	33	in	in	ADP
gujaf-439	159	34	predictions	prediction	NOUN
gujaf-439	159	35	compared	compare	VERB
gujaf-439	159	36	to	to	ADP
gujaf-439	159	37	the	the	DET
gujaf-439	159	38	other	other	ADJ
gujaf-439	159	39	models	model	NOUN
gujaf-439	159	40	.	.	PUNCT
gujaf-439	160	1	additionally	additionally	ADV
gujaf-439	160	2	,	,	PUNCT
gujaf-439	160	3	its	its	PRON
gujaf-439	160	4	r²	r²	NOUN
gujaf-439	160	5	score	score	NOUN
gujaf-439	160	6	and	and	CCONJ
gujaf-439	160	7	evs	evs	NOUN
gujaf-439	160	8	were	be	AUX
gujaf-439	160	9	both	both	PRON
gujaf-439	160	10	0.86	0.86	NUM
gujaf-439	160	11	,	,	PUNCT
gujaf-439	160	12	signifying	signify	VERB
gujaf-439	160	13	that	that	SCONJ
gujaf-439	160	14	the	the	DET
gujaf-439	160	15	model	model	NOUN
gujaf-439	160	16	explained	explain	VERB
gujaf-439	160	17	86	86	NUM
gujaf-439	160	18	%	%	NOUN
gujaf-439	160	19	of	of	ADP
gujaf-439	160	20	the	the	DET
gujaf-439	160	21	variance	variance	NOUN
gujaf-439	160	22	in	in	ADP
gujaf-439	160	23	the	the	DET
gujaf-439	160	24	dependent	dependent	ADJ
gujaf-439	160	25	variable	variable	NOUN
gujaf-439	160	26	,	,	PUNCT
gujaf-439	160	27	which	which	PRON
gujaf-439	160	28	is	be	AUX
gujaf-439	160	29	a	a	DET
gujaf-439	160	30	strong	strong	ADJ
gujaf-439	160	31	indicator	indicator	NOUN
gujaf-439	160	32	of	of	ADP
gujaf-439	160	33	awellfitted	awellfitte	VERB
gujaf-439	160	34	model	model	NOUN
gujaf-439	160	35	.	.	PUNCT
gujaf-439	161	1	mape	mape	NOUN
gujaf-439	161	2	value	value	NOUN
gujaf-439	161	3	was	be	AUX
gujaf-439	161	4	0.01	0.01	NUM
gujaf-439	161	5	,	,	PUNCT
gujaf-439	161	6	suggesting	suggest	VERB
gujaf-439	161	7	that	that	SCONJ
gujaf-439	161	8	the	the	DET
gujaf-439	161	9	model	model	NOUN
gujaf-439	161	10	was	be	AUX
gujaf-439	161	11	also	also	ADV
gujaf-439	161	12	highly	highly	ADV
gujaf-439	161	13	accurate	accurate	ADJ
gujaf-439	161	14	in	in	ADP
gujaf-439	161	15	relative	relative	ADJ
gujaf-439	161	16	error	error	NOUN
gujaf-439	161	17	terms	term	NOUN
gujaf-439	161	18	.	.	PUNCT
gujaf-439	162	1	in	in	ADP
gujaf-439	162	2	contrast	contrast	NOUN
gujaf-439	162	3	,	,	PUNCT
gujaf-439	162	4	themars	themar	NOUN
gujaf-439	162	5	modelperformedtheweakestamongallmodelsevaluated	modelperformedtheweakestamongallmodelsevaluate	VERB
gujaf-439	162	6	.	.	PUNCT
gujaf-439	163	1	it	it	PRON
gujaf-439	163	2	recorded	record	VERB
gujaf-439	163	3	the	the	DET
gujaf-439	163	4	highest	high	ADJ
gujaf-439	163	5	mae	mae	PROPN
gujaf-439	163	6	(	(	PUNCT
gujaf-439	163	7	0.36	0.36	NUM
gujaf-439	163	8	)	)	PUNCT
gujaf-439	163	9	,	,	PUNCT
gujaf-439	163	10	mse	mse	PROPN
gujaf-439	163	11	(	(	PUNCT
gujaf-439	163	12	0.23	0.23	NUM
gujaf-439	163	13	)	)	PUNCT
gujaf-439	163	14	,	,	PUNCT
gujaf-439	163	15	and	and	CCONJ
gujaf-439	163	16	rmse	rmse	PROPN
gujaf-439	163	17	(	(	PUNCT
gujaf-439	163	18	0.47	0.47	NUM
gujaf-439	163	19	)	)	PUNCT
gujaf-439	163	20	,	,	PUNCT
gujaf-439	163	21	accompanied	accompany	VERB
gujaf-439	163	22	by	by	ADP
gujaf-439	163	23	a	a	DET
gujaf-439	163	24	relatively	relatively	ADV
gujaf-439	163	25	low	low	ADJ
gujaf-439	163	26	r²	r²	NOUN
gujaf-439	163	27	and	and	CCONJ
gujaf-439	163	28	evs	evs	NOUN
gujaf-439	163	29	of	of	ADP
gujaf-439	163	30	0.43	0.43	NUM
gujaf-439	163	31	each	each	PRON
gujaf-439	163	32	.	.	PUNCT
gujaf-439	164	1	the	the	DET
gujaf-439	164	2	low	low	ADJ
gujaf-439	164	3	values	value	NOUN
gujaf-439	164	4	of	of	ADP
gujaf-439	164	5	r²	r²	NOUN
gujaf-439	164	6	and	and	CCONJ
gujaf-439	164	7	evs	evs	VERB
gujaf-439	164	8	point	point	NOUN
gujaf-439	164	9	to	to	ADP
gujaf-439	164	10	the	the	DET
gujaf-439	164	11	model	model	NOUN
gujaf-439	164	12	's	's	PART
gujaf-439	164	13	limitedexplanatory	limitedexplanatory	ADJ
gujaf-439	164	14	power	power	NOUN
gujaf-439	164	15	and	and	CCONJ
gujaf-439	164	16	suboptimal	suboptimal	ADJ
gujaf-439	164	17	fit	fit	NOUN
gujaf-439	164	18	to	to	ADP
gujaf-439	164	19	the	the	DET
gujaf-439	164	20	data	datum	NOUN
gujaf-439	164	21	.	.	PUNCT
gujaf-439	165	1	although	although	SCONJ
gujaf-439	165	2	its	its	PRON
gujaf-439	165	3	mape	mape	NOUN
gujaf-439	165	4	(	(	PUNCT
gujaf-439	165	5	0.02	0.02	NUM
gujaf-439	165	6	)	)	PUNCT
gujaf-439	165	7	appears	appear	VERB
gujaf-439	165	8	competitive	competitive	ADJ
gujaf-439	165	9	,	,	PUNCT
gujaf-439	165	10	the	the	DET
gujaf-439	165	11	relatively	relatively	ADV
gujaf-439	165	12	high	high	ADJ
gujaf-439	165	13	magnitude	magnitude	NOUN
gujaf-439	165	14	of	of	ADP
gujaf-439	165	15	absolute	absolute	ADJ
gujaf-439	165	16	errors	error	NOUN
gujaf-439	165	17	undermines	undermine	VERB
gujaf-439	165	18	its	its	PRON
gujaf-439	165	19	predictive	predictive	ADJ
gujaf-439	165	20	reliability	reliability	NOUN
gujaf-439	165	21	.	.	PUNCT
gujaf-439	166	1	these	these	DET
gujaf-439	166	2	results	result	NOUN
gujaf-439	166	3	indicate	indicate	VERB
gujaf-439	166	4	that	that	SCONJ
gujaf-439	166	5	the	the	DET
gujaf-439	166	6	non	non	ADJ
gujaf-439	166	7	-	-	ADJ
gujaf-439	166	8	linear	linear	ADJ
gujaf-439	166	9	adaptive	adaptive	ADJ
gujaf-439	166	10	nature	nature	NOUN
gujaf-439	166	11	of	of	ADP
gujaf-439	166	12	mars	mar	NOUN
gujaf-439	166	13	did	do	AUX
gujaf-439	166	14	not	not	PART
gujaf-439	166	15	yield	yield	VERB
gujaf-439	166	16	substantial	substantial	ADJ
gujaf-439	166	17	improvements	improvement	NOUN
gujaf-439	166	18	in	in	ADP
gujaf-439	166	19	this	this	DET
gujaf-439	166	20	context	context	NOUN
gujaf-439	166	21	.	.	PUNCT
gujaf-439	167	1	the	the	DET
gujaf-439	167	2	ensemble	ensemble	ADJ
gujaf-439	167	3	-	-	PUNCT
gujaf-439	167	4	based	base	VERB
gujaf-439	167	5	methods	method	NOUN
gujaf-439	167	6	,	,	PUNCT
gujaf-439	167	7	random	random	ADJ
gujaf-439	167	8	forest	forest	NOUN
gujaf-439	167	9	and	and	CCONJ
gujaf-439	167	10	gradient	gradient	NOUN
gujaf-439	167	11	boosting	boosting	NOUN
gujaf-439	167	12	,	,	PUNCT
gujaf-439	167	13	demonstratedmoderate	demonstratedmoderate	NOUN
gujaf-439	167	14	but	but	CCONJ
gujaf-439	167	15	comparable	comparable	ADJ
gujaf-439	167	16	performance	performance	NOUN
gujaf-439	167	17	.	.	PUNCT
gujaf-439	168	1	both	both	DET
gujaf-439	168	2	models	model	NOUN
gujaf-439	168	3	yielded	yield	VERB
gujaf-439	168	4	identical	identical	ADJ
gujaf-439	168	5	mse	mse	NOUN
gujaf-439	168	6	(	(	PUNCT
gujaf-439	168	7	0.09	0.09	NUM
gujaf-439	168	8	)	)	PUNCT
gujaf-439	168	9	,	,	PUNCT
gujaf-439	168	10	rmse	rmse	PROPN
gujaf-439	168	11	(	(	PUNCT
gujaf-439	168	12	0.30),r²(0.77),andevs(0.77),withmaevaluesof0.22.gboutperformedrfintermsof	0.30),r²(0.77),andevs(0.77),withmaevaluesof0.22.gboutperformedrfintermsof	NUM
gujaf-439	168	13	mape	mape	NOUN
gujaf-439	168	14	(	(	PUNCT
gujaf-439	168	15	0.01	0.01	NUM
gujaf-439	168	16	vs.	vs.	ADP
gujaf-439	168	17	0.30	0.30	NUM
gujaf-439	168	18	)	)	PUNCT
gujaf-439	168	19	,	,	PUNCT
gujaf-439	168	20	suggesting	suggest	VERB
gujaf-439	168	21	that	that	SCONJ
gujaf-439	168	22	gb	gb	PRON
gujaf-439	168	23	provided	provide	VERB
gujaf-439	168	24	more	more	ADV
gujaf-439	168	25	stable	stable	ADJ
gujaf-439	168	26	predictions	prediction	NOUN
gujaf-439	168	27	relative	relative	ADJ
gujaf-439	168	28	to	to	ADP
gujaf-439	168	29	the	the	DET
gujaf-439	168	30	magnitude	magnitude	NOUN
gujaf-439	168	31	of	of	ADP
gujaf-439	168	32	the	the	DET
gujaf-439	168	33	observed	observe	VERB
gujaf-439	168	34	values	value	NOUN
gujaf-439	168	35	.	.	PUNCT
gujaf-439	169	1	this	this	DET
gujaf-439	169	2	slight	slight	ADJ
gujaf-439	169	3	edge	edge	NOUN
gujaf-439	169	4	may	may	AUX
gujaf-439	169	5	be	be	AUX
gujaf-439	169	6	attributed	attribute	VERB
gujaf-439	169	7	to	to	ADP
gujaf-439	169	8	gb‘s	gb‘s	ADJ
gujaf-439	169	9	boosting	boosting	NOUN
gujaf-439	169	10	mechanism	mechanism	NOUN
gujaf-439	169	11	,	,	PUNCT
gujaf-439	169	12	which	which	PRON
gujaf-439	169	13	iteratively	iteratively	ADV
gujaf-439	169	14	reduces	reduce	VERB
gujaf-439	169	15	residual	residual	ADJ
gujaf-439	169	16	error	error	NOUN
gujaf-439	169	17	,	,	PUNCT
gujaf-439	169	18	in	in	ADP
gujaf-439	169	19	contrast	contrast	NOUN
gujaf-439	169	20	to	to	ADP
gujaf-439	169	21	rf	rf	VERB
gujaf-439	169	22	's	's	PART
gujaf-439	169	23	averaging	averaging	NOUN
gujaf-439	169	24	approach	approach	NOUN
gujaf-439	169	25	.	.	PUNCT
gujaf-439	170	1	the	the	DET
gujaf-439	170	2	regression	regression	NOUN
gujaf-439	170	3	tree	tree	NOUN
gujaf-439	170	4	model	model	NOUN
gujaf-439	170	5	also	also	ADV
gujaf-439	170	6	demonstrated	demonstrate	VERB
gujaf-439	170	7	competitive	competitive	ADJ
gujaf-439	170	8	performance	performance	NOUN
gujaf-439	170	9	,	,	PUNCT
gujaf-439	170	10	closely	closely	ADV
gujaf-439	170	11	trailing	trail	VERB
gujaf-439	170	12	the	the	DET
gujaf-439	170	13	ensemblemodels.itachievedalowermae(0.18)thanbothrfandgb	ensemblemodels.itachievedalowermae(0.18)thanbothrfandgb	NOUN
gujaf-439	170	14	,	,	PUNCT
gujaf-439	170	15	whilemaintaining	whilemaintaine	VERB
gujaf-439	170	16	∑	∑	PROPN
gujaf-439	170	17	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	170	18	,	,	PUNCT
gujaf-439	170	19	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	170	20	410	410	NUM
gujaf-439	170	21	the	the	DET
gujaf-439	170	22	same	same	ADJ
gujaf-439	170	23	mse	mse	NOUN
gujaf-439	170	24	and	and	CCONJ
gujaf-439	170	25	rmse	rmse	PROPN
gujaf-439	170	26	(	(	PUNCT
gujaf-439	170	27	0.09	0.09	NUM
gujaf-439	170	28	and	and	CCONJ
gujaf-439	170	29	0.30	0.30	NUM
gujaf-439	170	30	,	,	PUNCT
gujaf-439	170	31	respectively	respectively	ADV
gujaf-439	170	32	)	)	PUNCT
gujaf-439	170	33	.	.	PUNCT
gujaf-439	171	1	its	its	PRON
gujaf-439	171	2	r²	r²	NOUN
gujaf-439	171	3	and	and	CCONJ
gujaf-439	171	4	evs	evs	NOUN
gujaf-439	171	5	scores	score	NOUN
gujaf-439	171	6	were	be	AUX
gujaf-439	171	7	slightly	slightly	ADV
gujaf-439	171	8	lower	low	ADJ
gujaf-439	171	9	at	at	ADP
gujaf-439	171	10	0.76	0.76	NUM
gujaf-439	171	11	,	,	PUNCT
gujaf-439	171	12	yet	yet	CCONJ
gujaf-439	171	13	still	still	ADV
gujaf-439	171	14	indicate	indicate	VERB
gujaf-439	171	15	a	a	DET
gujaf-439	171	16	strong	strong	ADJ
gujaf-439	171	17	level	level	NOUN
gujaf-439	171	18	of	of	ADP
gujaf-439	171	19	explanatory	explanatory	ADJ
gujaf-439	171	20	power	power	NOUN
gujaf-439	171	21	.	.	PUNCT
gujaf-439	172	1	the	the	DET
gujaf-439	172	2	mape	mape	NOUN
gujaf-439	172	3	(	(	PUNCT
gujaf-439	172	4	0.01	0.01	NUM
gujaf-439	172	5	)	)	PUNCT
gujaf-439	172	6	was	be	AUX
gujaf-439	172	7	also	also	ADV
gujaf-439	172	8	equal	equal	ADJ
gujaf-439	172	9	to	to	ADP
gujaf-439	172	10	that	that	PRON
gujaf-439	172	11	of	of	ADP
gujaf-439	172	12	the	the	DET
gujaf-439	172	13	ols	ol	NOUN
gujaf-439	172	14	and	and	CCONJ
gujaf-439	172	15	gb	gb	NOUN
gujaf-439	172	16	models	model	NOUN
gujaf-439	172	17	,	,	PUNCT
gujaf-439	172	18	implying	imply	VERB
gujaf-439	172	19	that	that	SCONJ
gujaf-439	172	20	the	the	DET
gujaf-439	172	21	regression	regression	NOUN
gujaf-439	172	22	tree	tree	NOUN
gujaf-439	172	23	model	model	NOUN
gujaf-439	172	24	was	be	AUX
gujaf-439	172	25	quite	quite	ADV
gujaf-439	172	26	precise	precise	ADJ
gujaf-439	172	27	in	in	ADP
gujaf-439	172	28	terms	term	NOUN
gujaf-439	172	29	of	of	ADP
gujaf-439	172	30	percentage	percentage	NOUN
gujaf-439	172	31	-	-	PUNCT
gujaf-439	172	32	based	base	VERB
gujaf-439	172	33	error	error	NOUN
gujaf-439	172	34	.	.	PUNCT
gujaf-439	173	1	from	from	ADP
gujaf-439	173	2	an	an	DET
gujaf-439	173	3	overall	overall	ADJ
gujaf-439	173	4	perspective	perspective	NOUN
gujaf-439	173	5	,	,	PUNCT
gujaf-439	173	6	the	the	DET
gujaf-439	173	7	ols	ol	NOUN
gujaf-439	173	8	model	model	NOUN
gujaf-439	173	9	emerged	emerge	VERB
gujaf-439	173	10	as	as	ADP
gujaf-439	173	11	the	the	DET
gujaf-439	173	12	most	most	ADV
gujaf-439	173	13	parsimonious	parsimonious	ADJ
gujaf-439	173	14	and	and	CCONJ
gujaf-439	173	15	efficient	efficient	ADJ
gujaf-439	173	16	model	model	NOUN
gujaf-439	173	17	,	,	PUNCT
gujaf-439	173	18	offering	offer	VERB
gujaf-439	173	19	the	the	DET
gujaf-439	173	20	best	good	ADJ
gujaf-439	173	21	combination	combination	NOUN
gujaf-439	173	22	of	of	ADP
gujaf-439	173	23	low	low	ADJ
gujaf-439	173	24	prediction	prediction	NOUN
gujaf-439	173	25	error	error	NOUN
gujaf-439	173	26	and	and	CCONJ
gujaf-439	173	27	high	high	ADJ
gujaf-439	173	28	explanatory	explanatory	ADJ
gujaf-439	173	29	power	power	NOUN
gujaf-439	173	30	.	.	PUNCT
gujaf-439	174	1	despite	despite	SCONJ
gujaf-439	174	2	the	the	DET
gujaf-439	174	3	complexity	complexity	NOUN
gujaf-439	174	4	and	and	CCONJ
gujaf-439	174	5	non	non	ADJ
gujaf-439	174	6	-	-	ADJ
gujaf-439	174	7	linear	linear	ADJ
gujaf-439	174	8	capabilities	capability	NOUN
gujaf-439	174	9	of	of	ADP
gujaf-439	174	10	ensemble	ensemble	ADJ
gujaf-439	174	11	and	and	CCONJ
gujaf-439	174	12	tree	tree	NOUN
gujaf-439	174	13	-	-	PUNCT
gujaf-439	174	14	based	base	VERB
gujaf-439	174	15	models	model	NOUN
gujaf-439	174	16	,	,	PUNCT
gujaf-439	174	17	the	the	DET
gujaf-439	174	18	linear	linear	PROPN
gujaf-439	174	19	ols	ols	PROPN
gujaf-439	174	20	model	model	NOUN
gujaf-439	174	21	proved	prove	VERB
gujaf-439	174	22	to	to	PART
gujaf-439	174	23	be	be	AUX
gujaf-439	174	24	most	most	ADV
gujaf-439	174	25	suitable	suitable	ADJ
gujaf-439	174	26	for	for	ADP
gujaf-439	174	27	the	the	DET
gujaf-439	174	28	data	datum	NOUN
gujaf-439	174	29	at	at	ADP
gujaf-439	174	30	hand	hand	NOUN
gujaf-439	174	31	.	.	PUNCT
gujaf-439	175	1	this	this	DET
gujaf-439	175	2	finding	finding	NOUN
gujaf-439	175	3	underscores	underscore	VERB
gujaf-439	175	4	the	the	DET
gujaf-439	175	5	importance	importance	NOUN
gujaf-439	175	6	of	of	ADP
gujaf-439	175	7	not	not	PART
gujaf-439	175	8	overlooking	overlook	VERB
gujaf-439	175	9	traditional	traditional	ADJ
gujaf-439	175	10	regression	regression	NOUN
gujaf-439	175	11	methods	method	NOUN
gujaf-439	175	12	,	,	PUNCT
gujaf-439	175	13	particularly	particularly	ADV
gujaf-439	175	14	when	when	SCONJ
gujaf-439	175	15	the	the	DET
gujaf-439	175	16	underlying	underlie	VERB
gujaf-439	175	17	data	data	NOUN
gujaf-439	175	18	structure	structure	NOUN
gujaf-439	175	19	does	do	AUX
gujaf-439	175	20	not	not	PART
gujaf-439	175	21	exhibit	exhibit	VERB
gujaf-439	175	22	significant	significant	ADJ
gujaf-439	175	23	non	non	ADJ
gujaf-439	175	24	-	-	ADJ
gujaf-439	175	25	linear	linear	ADJ
gujaf-439	175	26	patterns	pattern	NOUN
gujaf-439	175	27	.	.	PUNCT
gujaf-439	176	1	table	table	NOUN
gujaf-439	176	2	2	2	NUM
gujaf-439	176	3	:	:	PUNCT
gujaf-439	176	4	descriptivestatistics	descriptivestatistics	NOUN
gujaf-439	176	5	models	model	NOUN
gujaf-439	176	6	mae	mae	PROPN
gujaf-439	176	7	mse	mse	PROPN
gujaf-439	176	8	rmse	rmse	PROPN
gujaf-439	176	9	mape	mape	NOUN
gujaf-439	176	10	r2	r2	NOUN
gujaf-439	176	11	-	-	PUNCT
gujaf-439	176	12	score	score	NOUN
gujaf-439	176	13	evs	evs	NOUN
gujaf-439	176	14	ols	ol	NOUN
gujaf-439	176	15	0.15	0.15	NUM
gujaf-439	176	16	0.06	0.06	NUM
gujaf-439	176	17	0.24	0.24	NUM
gujaf-439	176	18	0.01	0.01	NUM
gujaf-439	176	19	0.86	0.86	NUM
gujaf-439	176	20	0.86	0.86	NUM
gujaf-439	176	21	mars	mar	NOUN
gujaf-439	176	22	0.36	0.36	NUM
gujaf-439	176	23	0.23	0.23	NUM
gujaf-439	176	24	0.47	0.47	NUM
gujaf-439	176	25	0.02	0.02	NUM
gujaf-439	176	26	0.43	0.43	NUM
gujaf-439	176	27	0.43	0.43	NUM
gujaf-439	176	28	rf	rf	NOUN
gujaf-439	176	29	0.22	0.22	NUM
gujaf-439	176	30	0.09	0.09	NUM
gujaf-439	176	31	0.3	0.3	NUM
gujaf-439	176	32	0.3	0.3	NUM
gujaf-439	176	33	0.77	0.77	NUM
gujaf-439	176	34	0.77	0.77	NUM
gujaf-439	176	35	gb	gb	ADP
gujaf-439	176	36	0.22	0.22	NUM
gujaf-439	176	37	0.09	0.09	NUM
gujaf-439	176	38	0.3	0.3	NUM
gujaf-439	176	39	0.01	0.01	NUM
gujaf-439	176	40	0.77	0.77	NUM
gujaf-439	176	41	0.77	0.77	NUM
gujaf-439	176	42	reg	reg	NOUN
gujaf-439	176	43	0.18	0.18	NUM
gujaf-439	176	44	0.09	0.09	NUM
gujaf-439	176	45	0.3	0.3	NUM
gujaf-439	176	46	0.01	0.01	NUM
gujaf-439	176	47	0.76	0.76	NUM
gujaf-439	176	48	0.76	0.76	NUM
gujaf-439	176	49	source	source	NOUN
gujaf-439	176	50	:	:	PUNCT
gujaf-439	176	51	author(2024	author(2024	NUM
gujaf-439	176	52	)	)	PUNCT
gujaf-439	176	53	.	.	PUNCT
gujaf-439	177	1	table	table	NOUN
gujaf-439	177	2	3	3	NUM
gujaf-439	177	3	:	:	PUNCT
gujaf-439	177	4	traineddataevaluation	traineddataevaluation	NOUN
gujaf-439	177	5	metrics	metric	NOUN
gujaf-439	177	6	models	model	NOUN
gujaf-439	177	7	ols	ol	NOUN
gujaf-439	177	8	mars	mars	PROPN
gujaf-439	177	9	regression	regression	PROPN
gujaf-439	177	10	tree	tree	NOUN
gujaf-439	177	11	random	random	ADJ
gujaf-439	177	12	forest	forest	NOUN
gujaf-439	177	13	gradient	gradient	NOUN
gujaf-439	177	14	boosting	boost	VERB
gujaf-439	177	15	eva	eva	PROPN
gujaf-439	177	16	.	.	PUNCT
gujaf-439	178	1	metrics	metric	NOUN
gujaf-439	178	2	mae	mae	PROPN
gujaf-439	178	3	0.33	0.33	NUM
gujaf-439	178	4	0.49	0.49	NUM
gujaf-439	178	5	0.00	0.00	NUM
gujaf-439	178	6	0.07	0.07	NUM
gujaf-439	178	7	0.27	0.27	NUM
gujaf-439	178	8	mse	mse	NOUN
gujaf-439	178	9	0.19	0.19	NUM
gujaf-439	178	10	0.40	0.40	NUM
gujaf-439	178	11	0.00	0.00	NUM
gujaf-439	178	12	0.26	0.26	NUM
gujaf-439	178	13	0.12	0.12	NUM
gujaf-439	178	14	rmse	rmse	NOUN
gujaf-439	178	15	0.44	0.44	NUM
gujaf-439	178	16	0.63	0.63	NUM
gujaf-439	178	17	0.01	0.01	NUM
gujaf-439	178	18	0.01	0.01	NUM
gujaf-439	178	19	0.34	0.34	NUM
gujaf-439	178	20	mape	mape	NOUN
gujaf-439	178	21	0.02	0.02	NUM
gujaf-439	178	22	0.03	0.03	NUM
gujaf-439	178	23	0.00	0.00	NUM
gujaf-439	178	24	0.84	0.84	NUM
gujaf-439	178	25	0.02	0.02	NUM
gujaf-439	178	26	r2score	r2score	NOUN
gujaf-439	178	27	0.53	0.53	NUM
gujaf-439	178	28	0.02	0.02	NUM
gujaf-439	178	29	1.00	1.00	NUM
gujaf-439	178	30	0.84	0.84	NUM
gujaf-439	178	31	0.71	0.71	NUM
gujaf-439	178	32	evs	evs	NOUN
gujaf-439	178	33	0.53	0.53	NUM
gujaf-439	178	34	0.02	0.02	NUM
gujaf-439	178	35	1.00	1.00	NUM
gujaf-439	178	36	0.85	0.85	NUM
gujaf-439	178	37	0.71	0.71	NUM
gujaf-439	178	38	accuracy	accuracy	NOUN
gujaf-439	178	39	0.76	0.76	NUM
gujaf-439	178	40	0.51	0.51	NUM
gujaf-439	178	41	1.00	1.00	NUM
gujaf-439	178	42	0.85	0.85	NUM
gujaf-439	178	43	0.80	0.80	NUM
gujaf-439	178	44	precision	precision	NOUN
gujaf-439	178	45	0.72	0.72	NUM
gujaf-439	178	46	0.50	0.50	NUM
gujaf-439	178	47	1.00	1.00	NUM
gujaf-439	178	48	0.84	0.84	NUM
gujaf-439	178	49	0.79	0.79	NUM
gujaf-439	178	50	recall	recall	NOUN
gujaf-439	178	51	0.82	0.82	NUM
gujaf-439	178	52	1.00	1.00	NUM
gujaf-439	178	53	1.00	1.00	NUM
gujaf-439	178	54	0.84	0.84	NUM
gujaf-439	178	55	0.80	0.80	NUM
gujaf-439	178	56	specificity	specificity	NOUN
gujaf-439	178	57	0.70	0.70	NUM
gujaf-439	178	58	1.00	1.00	NUM
gujaf-439	178	59	1.00	1.00	NUM
gujaf-439	178	60	0.70	0.70	NUM
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gujaf-439	178	62	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	178	63	,	,	PUNCT
gujaf-439	178	64	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	178	65	411	411	NUM
gujaf-439	178	66	mcc	mcc	NOUN
gujaf-439	178	67	0.52	0.52	NUM
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gujaf-439	178	72	cohenkappa	cohenkappa	NOUN
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gujaf-439	178	75	1.00	1.00	NUM
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gujaf-439	178	78	confusion	confusion	NOUN
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gujaf-439	178	81	266	266	NUM
gujaf-439	178	82	1198	1198	NUM
gujaf-439	178	83	56	56	NUM
gujaf-439	178	84	1457	1457	NUM
gujaf-439	178	85	4	4	NUM
gujaf-439	178	86	1460	1460	NUM
gujaf-439	178	87	1512	1512	NUM
gujaf-439	178	88	1	1	NUM
gujaf-439	178	89	0	0	NUM
gujaf-439	178	90	1464	1464	NUM
gujaf-439	178	91	1293220	1293220	NUM
gujaf-439	178	92	228	228	NUM
gujaf-439	178	93	1236	1236	NUM
gujaf-439	178	94	1199314	1199314	NUM
gujaf-439	178	95	288	288	NUM
gujaf-439	178	96	1176	1176	NUM
gujaf-439	178	97	source	source	NOUN
gujaf-439	178	98	:	:	PUNCT
gujaf-439	178	99	author	author	NOUN
gujaf-439	178	100	(	(	PUNCT
gujaf-439	178	101	2024	2024	NUM
gujaf-439	178	102	)	)	PUNCT
gujaf-439	178	103	.	.	PUNCT
gujaf-439	179	1	table	table	NOUN
gujaf-439	179	2	4	4	NUM
gujaf-439	179	3	:	:	PUNCT
gujaf-439	179	4	testdataevaluationmetrics	testdataevaluationmetric	NOUN
gujaf-439	179	5	:	:	PUNCT
gujaf-439	179	6	models	model	NOUN
gujaf-439	179	7	ols	ol	NOUN
gujaf-439	179	8	mars	mars	PROPN
gujaf-439	179	9	regression	regression	PROPN
gujaf-439	179	10	tree	tree	NOUN
gujaf-439	179	11	random	random	ADJ
gujaf-439	179	12	forest	forest	NOUN
gujaf-439	179	13	gradient	gradient	NOUN
gujaf-439	179	14	boosting	boost	VERB
gujaf-439	179	15	eva	eva	PROPN
gujaf-439	179	16	.	.	PUNCT
gujaf-439	180	1	metrics	metric	NOUN
gujaf-439	180	2	mae	mae	PROPN
gujaf-439	180	3	0.34	0.34	NUM
gujaf-439	180	4	0.47	0.47	NUM
gujaf-439	180	5	0.29	0.29	NUM
gujaf-439	180	6	0.28	0.28	NUM
gujaf-439	180	7	0.29	0.29	NUM
gujaf-439	180	8	mse	mse	NOUN
gujaf-439	180	9	0.20	0.20	NUM
gujaf-439	180	10	0.38	0.38	NUM
gujaf-439	180	11	0.20	0.20	NUM
gujaf-439	180	12	0.14	0.14	NUM
gujaf-439	180	13	0.14	0.14	NUM
gujaf-439	180	14	rmse	rmse	NOUN
gujaf-439	180	15	0.44	0.44	NUM
gujaf-439	180	16	0.62	0.62	NUM
gujaf-439	180	17	0.45	0.45	NUM
gujaf-439	180	18	0.37	0.37	NUM
gujaf-439	180	19	0.38	0.38	NUM
gujaf-439	180	20	mape	mape	NOUN
gujaf-439	180	21	0.02	0.02	NUM
gujaf-439	180	22	0.03	0.03	NUM
gujaf-439	180	23	0.02	0.02	NUM
gujaf-439	180	24	0.02	0.02	NUM
gujaf-439	180	25	0.02	0.02	NUM
gujaf-439	180	26	r2score	r2score	NOUN
gujaf-439	180	27	0.50	0.50	NUM
gujaf-439	180	28	0.02	0.02	NUM
gujaf-439	180	29	0.49	0.49	NUM
gujaf-439	180	30	0.65	0.65	NUM
gujaf-439	180	31	0.64	0.64	NUM
gujaf-439	180	32	evs	evs	NOUN
gujaf-439	180	33	0.50	0.50	NUM
gujaf-439	180	34	0.02	0.02	NUM
gujaf-439	180	35	0.49	0.49	NUM
gujaf-439	180	36	0.65	0.65	NUM
gujaf-439	180	37	0.64	0.64	NUM
gujaf-439	180	38	accuracy	accuracy	NOUN
gujaf-439	180	39	0.77	0.77	NUM
gujaf-439	180	40	0.52	0.52	NUM
gujaf-439	180	41	0.82	0.82	NUM
gujaf-439	180	42	0.80	0.80	NUM
gujaf-439	180	43	0.78	0.78	NUM
gujaf-439	180	44	precision	precision	NOUN
gujaf-439	180	45	0.75	0.75	NUM
gujaf-439	180	46	0.51	0.51	NUM
gujaf-439	180	47	0.83	0.83	NUM
gujaf-439	180	48	0.81	0.81	NUM
gujaf-439	180	49	0.77	0.77	NUM
gujaf-439	180	50	recall	recall	NOUN
gujaf-439	180	51	0.82	0.82	NUM
gujaf-439	180	52	0.99	0.99	NUM
gujaf-439	180	53	0.80	0.80	NUM
gujaf-439	180	54	0.79	0.79	NUM
gujaf-439	180	55	0.79	0.79	NUM
gujaf-439	180	56	specificity	specificity	NOUN
gujaf-439	180	57	0.72	0.72	NUM
gujaf-439	180	58	0.04	0.04	NUM
gujaf-439	180	59	0.84	0.84	NUM
gujaf-439	180	60	0.82	0.82	NUM
gujaf-439	180	61	0.77	0.77	NUM
gujaf-439	180	62	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	180	63	,	,	PUNCT
gujaf-439	180	64	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	180	65	mcc	mcc	NOUN
gujaf-439	180	66	0.55	0.55	NUM
gujaf-439	180	67	0.12	0.12	NUM
gujaf-439	180	68	0.64	0.64	NUM
gujaf-439	180	69	0.61	0.61	NUM
gujaf-439	180	70	0.56	0.56	NUM
gujaf-439	180	71	cohenkappa	cohenkappa	NOUN
gujaf-439	180	72	0.54	0.54	NUM
gujaf-439	180	73	0.04	0.04	NUM
gujaf-439	180	74	0.64	0.64	NUM
gujaf-439	180	75	0.61	0.61	NUM
gujaf-439	180	76	0.56	0.56	NUM
gujaf-439	180	77	confusion	confusion	NOUN
gujaf-439	180	78	matrix	matrix	NOUN
gujaf-439	180	79	271	271	NUM
gujaf-439	180	80	104	104	NUM
gujaf-439	180	81	66	66	NUM
gujaf-439	180	82	304	304	NUM
gujaf-439	180	83	16	16	NUM
gujaf-439	180	84	359	359	NUM
gujaf-439	180	85	2	2	NUM
gujaf-439	180	86	368	368	NUM
gujaf-439	180	87	31560	31560	NUM
gujaf-439	180	88	74	74	NUM
gujaf-439	180	89	296	296	NUM
gujaf-439	180	90	30669	30669	NUM
gujaf-439	180	91	77	77	NUM
gujaf-439	180	92	293	293	NUM
gujaf-439	180	93	28986	28986	NUM
gujaf-439	180	94	77	77	NUM
gujaf-439	180	95	293	293	NUM
gujaf-439	180	96	source	source	NOUN
gujaf-439	180	97	:	:	PUNCT
gujaf-439	180	98	author	author	NOUN
gujaf-439	180	99	(	(	PUNCT
gujaf-439	180	100	2024	2024	NUM
gujaf-439	180	101	)	)	PUNCT
gujaf-439	180	102	source	source	NOUN
gujaf-439	180	103	:	:	PUNCT
gujaf-439	180	104	author(2024	author(2024	ADJ
gujaf-439	180	105	)	)	PUNCT
gujaf-439	180	106	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	180	107	,	,	PUNCT
gujaf-439	180	108	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	180	109	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	180	110	,	,	PUNCT
gujaf-439	180	111	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	180	112	source	source	NOUN
gujaf-439	180	113	:	:	PUNCT
gujaf-439	180	114	author(2024	author(2024	NUM
gujaf-439	180	115	)	)	PUNCT
gujaf-439	180	116	policyimplications	policyimplication	NOUN
gujaf-439	180	117	the	the	DET
gujaf-439	180	118	findings	finding	NOUN
gujaf-439	180	119	of	of	ADP
gujaf-439	180	120	this	this	DET
gujaf-439	180	121	study	study	NOUN
gujaf-439	180	122	carrysignificant	carrysignificant	ADJ
gujaf-439	180	123	implications	implication	NOUN
gujaf-439	180	124	for	for	ADP
gujaf-439	180	125	policymakers	policymaker	NOUN
gujaf-439	180	126	and	and	CCONJ
gujaf-439	180	127	stakeholders	stakeholder	NOUN
gujaf-439	180	128	in	in	ADP
gujaf-439	180	129	data	data	NOUN
gujaf-439	180	130	-	-	PUNCT
gujaf-439	180	131	driven	drive	VERB
gujaf-439	180	132	environments	environment	NOUN
gujaf-439	180	133	.	.	PUNCT
gujaf-439	181	1	the	the	DET
gujaf-439	181	2	results	result	NOUN
gujaf-439	181	3	suggest	suggest	VERB
gujaf-439	181	4	that	that	SCONJ
gujaf-439	181	5	adopting	adopt	VERB
gujaf-439	181	6	simpler	simple	ADJ
gujaf-439	181	7	,	,	PUNCT
gujaf-439	181	8	well	well	ADV
gujaf-439	181	9	-	-	PUNCT
gujaf-439	181	10	established	establish	VERB
gujaf-439	181	11	statistical	statistical	ADJ
gujaf-439	181	12	models	model	NOUN
gujaf-439	181	13	such	such	ADJ
gujaf-439	181	14	as	as	ADP
gujaf-439	181	15	ols	ol	NOUN
gujaf-439	181	16	can	can	AUX
gujaf-439	181	17	lead	lead	VERB
gujaf-439	181	18	to	to	ADP
gujaf-439	181	19	more	more	ADV
gujaf-439	181	20	transparent	transparent	ADJ
gujaf-439	181	21	,	,	PUNCT
gujaf-439	181	22	interpretable	interpretable	ADJ
gujaf-439	181	23	,	,	PUNCT
gujaf-439	181	24	and	and	CCONJ
gujaf-439	181	25	cost	cost	NOUN
gujaf-439	181	26	-	-	PUNCT
gujaf-439	181	27	effective	effective	ADJ
gujaf-439	181	28	forecasting	forecasting	NOUN
gujaf-439	181	29	systems	system	NOUN
gujaf-439	181	30	,	,	PUNCT
gujaf-439	181	31	especially	especially	ADV
gujaf-439	181	32	in	in	ADP
gujaf-439	181	33	policy	policy	NOUN
gujaf-439	181	34	-	-	PUNCT
gujaf-439	181	35	sensitive	sensitive	ADJ
gujaf-439	181	36	areas	area	NOUN
gujaf-439	181	37	such	such	ADJ
gujaf-439	181	38	as	as	ADP
gujaf-439	181	39	economic	economic	ADJ
gujaf-439	181	40	planning	planning	NOUN
gujaf-439	181	41	,	,	PUNCT
gujaf-439	181	42	environmental	environmental	ADJ
gujaf-439	181	43	modeling	modeling	NOUN
gujaf-439	181	44	,	,	PUNCT
gujaf-439	181	45	and	and	CCONJ
gujaf-439	181	46	financial	financial	ADJ
gujaf-439	181	47	forecasting	forecasting	NOUN
gujaf-439	181	48	.	.	PUNCT
gujaf-439	182	1	furthermore	furthermore	ADV
gujaf-439	182	2	,	,	PUNCT
gujaf-439	182	3	institutions	institution	NOUN
gujaf-439	182	4	engaged	engage	VERB
gujaf-439	182	5	in	in	ADP
gujaf-439	182	6	predictive	predictive	ADJ
gujaf-439	182	7	modeling	modeling	NOUN
gujaf-439	182	8	are	be	AUX
gujaf-439	182	9	encouraged	encourage	VERB
gujaf-439	182	10	to	to	PART
gujaf-439	182	11	build	build	VERB
gujaf-439	182	12	model	model	NOUN
gujaf-439	182	13	selection	selection	NOUN
gujaf-439	182	14	frameworks	framework	NOUN
gujaf-439	182	15	based	base	VERB
gujaf-439	182	16	on	on	ADP
gujaf-439	182	17	empirical	empirical	ADJ
gujaf-439	182	18	performance	performance	NOUN
gujaf-439	182	19	rather	rather	ADV
gujaf-439	182	20	than	than	ADP
gujaf-439	182	21	model	model	NOUN
gujaf-439	182	22	complexity	complexity	NOUN
gujaf-439	182	23	or	or	CCONJ
gujaf-439	182	24	novelty	novelty	NOUN
gujaf-439	182	25	,	,	PUNCT
gujaf-439	182	26	thus	thus	ADV
gujaf-439	182	27	fostering	foster	VERB
gujaf-439	182	28	efficient	efficient	ADJ
gujaf-439	182	29	allocation	allocation	NOUN
gujaf-439	182	30	of	of	ADP
gujaf-439	182	31	analytical	analytical	ADJ
gujaf-439	182	32	resources	resource	NOUN
gujaf-439	182	33	.	.	PUNCT
gujaf-439	183	1	from	from	ADP
gujaf-439	183	2	a	a	DET
gujaf-439	183	3	policy	policy	NOUN
gujaf-439	183	4	standpoint	standpoint	NOUN
gujaf-439	183	5	,	,	PUNCT
gujaf-439	183	6	the	the	DET
gujaf-439	183	7	findings	finding	NOUN
gujaf-439	183	8	support	support	VERB
gujaf-439	183	9	the	the	DET
gujaf-439	183	10	integration	integration	NOUN
gujaf-439	183	11	of	of	ADP
gujaf-439	183	12	machine	machine	NOUN
gujaf-439	183	13	learning	learn	VERB
gujaf-439	183	14	ensemble	ensemble	ADJ
gujaf-439	183	15	models	model	NOUN
gujaf-439	183	16	,	,	PUNCT
gujaf-439	183	17	especiallyrandom	especiallyrandom	NOUN
gujaf-439	183	18	forest	forest	NOUN
gujaf-439	183	19	and	and	CCONJ
gujaf-439	183	20	gradient	gradient	NOUN
gujaf-439	183	21	boosting	boosting	NOUN
gujaf-439	183	22	,	,	PUNCT
gujaf-439	183	23	into	into	ADP
gujaf-439	183	24	strategic	strategic	ADJ
gujaf-439	183	25	decision	decision	NOUN
gujaf-439	183	26	-	-	PUNCT
gujaf-439	183	27	makingand	makingand	NOUN
gujaf-439	183	28	forecasting	forecasting	NOUN
gujaf-439	183	29	frameworks	framework	NOUN
gujaf-439	183	30	.	.	PUNCT
gujaf-439	184	1	these	these	DET
gujaf-439	184	2	models	model	NOUN
gujaf-439	184	3	can	can	AUX
gujaf-439	184	4	significantly	significantly	ADV
gujaf-439	184	5	enhance	enhance	VERB
gujaf-439	184	6	the	the	DET
gujaf-439	184	7	precision	precision	NOUN
gujaf-439	184	8	of	of	ADP
gujaf-439	184	9	data	data	NOUN
gujaf-439	184	10	-	-	PUNCT
gujaf-439	184	11	driven	drive	VERB
gujaf-439	184	12	policy	policy	NOUN
gujaf-439	184	13	decisions	decision	NOUN
gujaf-439	184	14	across	across	ADP
gujaf-439	184	15	sectors	sector	NOUN
gujaf-439	184	16	such	such	ADJ
gujaf-439	184	17	as	as	ADP
gujaf-439	184	18	finance	finance	NOUN
gujaf-439	184	19	,	,	PUNCT
gujaf-439	184	20	transportation	transportation	NOUN
gujaf-439	184	21	,	,	PUNCT
gujaf-439	184	22	housing	housing	NOUN
gujaf-439	184	23	,	,	PUNCT
gujaf-439	184	24	and	and	CCONJ
gujaf-439	184	25	environmental	environmental	ADJ
gujaf-439	184	26	planning	planning	NOUN
gujaf-439	184	27	.	.	PUNCT
gujaf-439	185	1	in	in	ADP
gujaf-439	185	2	the	the	DET
gujaf-439	185	3	specific	specific	ADJ
gujaf-439	185	4	context	context	NOUN
gujaf-439	185	5	of	of	ADP
gujaf-439	185	6	the	the	DET
gujaf-439	185	7	automobile	automobile	NOUN
gujaf-439	185	8	industry	industry	NOUN
gujaf-439	185	9	,	,	PUNCT
gujaf-439	185	10	the	the	DET
gujaf-439	185	11	adoption	adoption	NOUN
gujaf-439	185	12	of	of	ADP
gujaf-439	185	13	these	these	DET
gujaf-439	185	14	models	model	NOUN
gujaf-439	185	15	for	for	ADP
gujaf-439	185	16	car	car	NOUN
gujaf-439	185	17	price	price	NOUN
gujaf-439	185	18	prediction	prediction	NOUN
gujaf-439	185	19	can	can	AUX
gujaf-439	185	20	aid	aid	VERB
gujaf-439	185	21	in	in	ADP
gujaf-439	185	22	formulating	formulate	VERB
gujaf-439	185	23	evidence	evidence	NOUN
gujaf-439	185	24	-	-	PUNCT
gujaf-439	185	25	based	base	VERB
gujaf-439	185	26	pricing	pricing	NOUN
gujaf-439	185	27	regulations	regulation	NOUN
gujaf-439	185	28	,	,	PUNCT
gujaf-439	185	29	taxation	taxation	NOUN
gujaf-439	185	30	policies	policy	NOUN
gujaf-439	185	31	,	,	PUNCT
gujaf-439	185	32	and	and	CCONJ
gujaf-439	185	33	import	import	NOUN
gujaf-439	185	34	/	/	SYM
gujaf-439	185	35	export	export	NOUN
gujaf-439	185	36	tariffs	tariff	NOUN
gujaf-439	185	37	.	.	PUNCT
gujaf-439	186	1	for	for	ADP
gujaf-439	186	2	instance	instance	NOUN
gujaf-439	186	3	,	,	PUNCT
gujaf-439	186	4	accurate	accurate	ADJ
gujaf-439	186	5	car	car	NOUN
gujaf-439	186	6	price	price	NOUN
gujaf-439	186	7	forecasting	forecasting	NOUN
gujaf-439	186	8	can	can	AUX
gujaf-439	186	9	help	help	VERB
gujaf-439	186	10	policymakers	policymaker	NOUN
gujaf-439	186	11	design	design	VERB
gujaf-439	186	12	fairer	fair	ADJ
gujaf-439	186	13	vehicle	vehicle	NOUN
gujaf-439	186	14	taxation	taxation	NOUN
gujaf-439	186	15	schemes	scheme	NOUN
gujaf-439	186	16	that	that	PRON
gujaf-439	186	17	consider	consider	VERB
gujaf-439	186	18	depreciation	depreciation	NOUN
gujaf-439	186	19	patterns	pattern	NOUN
gujaf-439	186	20	and	and	CCONJ
gujaf-439	186	21	market	market	NOUN
gujaf-439	186	22	dynamics	dynamic	NOUN
gujaf-439	186	23	,	,	PUNCT
gujaf-439	186	24	thereby	thereby	ADV
gujaf-439	186	25	improving	improve	VERB
gujaf-439	186	26	equity	equity	NOUN
gujaf-439	186	27	and	and	CCONJ
gujaf-439	186	28	efficiency	efficiency	NOUN
gujaf-439	186	29	in	in	ADP
gujaf-439	186	30	policy	policy	NOUN
gujaf-439	186	31	execution	execution	NOUN
gujaf-439	186	32	.	.	PUNCT
gujaf-439	187	1	these	these	DET
gujaf-439	187	2	models	model	NOUN
gujaf-439	187	3	‘	'	PUNCT
gujaf-439	187	4	ability	ability	NOUN
gujaf-439	187	5	to	to	PART
gujaf-439	187	6	quantify	quantify	VERB
gujaf-439	187	7	the	the	DET
gujaf-439	187	8	influence	influence	NOUN
gujaf-439	187	9	of	of	ADP
gujaf-439	187	10	various	various	ADJ
gujaf-439	187	11	predictors	predictor	NOUN
gujaf-439	187	12	allows	allow	VERB
gujaf-439	187	13	regulators	regulator	NOUN
gujaf-439	187	14	to	to	PART
gujaf-439	187	15	better	well	ADV
gujaf-439	187	16	understand	understand	VERB
gujaf-439	187	17	how	how	SCONJ
gujaf-439	187	18	vehicle	vehicle	NOUN
gujaf-439	187	19	features	feature	VERB
gujaf-439	187	20	like	like	ADP
gujaf-439	187	21	age	age	NOUN
gujaf-439	187	22	,	,	PUNCT
gujaf-439	187	23	mileage	mileage	NOUN
gujaf-439	187	24	,	,	PUNCT
gujaf-439	187	25	fuel	fuel	NOUN
gujaf-439	187	26	type	type	NOUN
gujaf-439	187	27	,	,	PUNCT
gujaf-439	187	28	and	and	CCONJ
gujaf-439	187	29	brand	brand	NOUN
gujaf-439	187	30	affect	affect	VERB
gujaf-439	187	31	pricing	pricing	NOUN
gujaf-439	187	32	,	,	PUNCT
gujaf-439	187	33	guidingsustainablemobilityinitiativesandconsumerprotectionpolicies.theimproved	guidingsustainablemobilityinitiativesandconsumerprotectionpolicies.theimprove	VERB
gujaf-439	187	34	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	187	35	,	,	PUNCT
gujaf-439	187	36	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	187	37	415	415	NUM
gujaf-439	187	38	predictive	predictive	ADJ
gujaf-439	187	39	accuracy	accuracy	NOUN
gujaf-439	187	40	and	and	CCONJ
gujaf-439	187	41	robustness	robustness	NOUN
gujaf-439	187	42	of	of	ADP
gujaf-439	187	43	ensemble	ensemble	ADJ
gujaf-439	187	44	models	model	NOUN
gujaf-439	187	45	make	make	VERB
gujaf-439	187	46	them	they	PRON
gujaf-439	187	47	well	well	ADV
gujaf-439	187	48	-	-	PUNCT
gujaf-439	187	49	suited	suit	VERB
gujaf-439	187	50	for	for	ADP
gujaf-439	187	51	high	high	ADJ
gujaf-439	187	52	stakes	stake	NOUN
gujaf-439	187	53	applications	application	NOUN
gujaf-439	187	54	such	such	ADJ
gujaf-439	187	55	as	as	ADP
gujaf-439	187	56	fraud	fraud	NOUN
gujaf-439	187	57	detection	detection	NOUN
gujaf-439	187	58	in	in	ADP
gujaf-439	187	59	vehicle	vehicle	NOUN
gujaf-439	187	60	transactions	transaction	NOUN
gujaf-439	187	61	,	,	PUNCT
gujaf-439	187	62	demand	demand	NOUN
gujaf-439	187	63	forecasting	forecasting	NOUN
gujaf-439	187	64	in	in	ADP
gujaf-439	187	65	urban	urban	ADJ
gujaf-439	187	66	planning	planning	NOUN
gujaf-439	187	67	,	,	PUNCT
gujaf-439	187	68	and	and	CCONJ
gujaf-439	187	69	economic	economic	ADJ
gujaf-439	187	70	modeling	modeling	NOUN
gujaf-439	187	71	of	of	ADP
gujaf-439	187	72	transportation	transportation	NOUN
gujaf-439	187	73	trends	trend	NOUN
gujaf-439	187	74	.	.	PUNCT
gujaf-439	188	1	as	as	SCONJ
gujaf-439	188	2	governments	government	NOUN
gujaf-439	188	3	increasingly	increasingly	ADV
gujaf-439	188	4	rely	rely	VERB
gujaf-439	188	5	on	on	ADP
gujaf-439	188	6	intelligent	intelligent	ADJ
gujaf-439	188	7	systems	system	NOUN
gujaf-439	188	8	for	for	ADP
gujaf-439	188	9	policy	policy	NOUN
gujaf-439	188	10	formulation	formulation	NOUN
gujaf-439	188	11	and	and	CCONJ
gujaf-439	188	12	evaluation	evaluation	NOUN
gujaf-439	188	13	,	,	PUNCT
gujaf-439	188	14	the	the	DET
gujaf-439	188	15	integration	integration	NOUN
gujaf-439	188	16	of	of	ADP
gujaf-439	188	17	advanced	advanced	ADJ
gujaf-439	188	18	predictive	predictive	ADJ
gujaf-439	188	19	analytics	analytic	NOUN
gujaf-439	188	20	into	into	ADP
gujaf-439	188	21	public	public	ADJ
gujaf-439	188	22	infrastructure	infrastructure	NOUN
gujaf-439	188	23	,	,	PUNCT
gujaf-439	188	24	particularly	particularly	ADV
gujaf-439	188	25	in	in	ADP
gujaf-439	188	26	areas	area	NOUN
gujaf-439	188	27	like	like	ADP
gujaf-439	188	28	car	car	NOUN
gujaf-439	188	29	price	price	NOUN
gujaf-439	188	30	monitoring	monitoring	NOUN
gujaf-439	188	31	will	will	AUX
gujaf-439	188	32	ensure	ensure	VERB
gujaf-439	188	33	more	more	ADV
gujaf-439	188	34	responsive	responsive	ADJ
gujaf-439	188	35	,	,	PUNCT
gujaf-439	188	36	transparent	transparent	ADJ
gujaf-439	188	37	,	,	PUNCT
gujaf-439	188	38	and	and	CCONJ
gujaf-439	188	39	data	datum	NOUN
gujaf-439	188	40	-	-	PUNCT
gujaf-439	188	41	informed	inform	VERB
gujaf-439	188	42	governance	governance	NOUN
gujaf-439	188	43	.	.	PUNCT
gujaf-439	189	1	5.0	5.0	NUM
gujaf-439	189	2	conclusions	conclusion	NOUN
gujaf-439	189	3	this	this	DET
gujaf-439	189	4	study	study	NOUN
gujaf-439	189	5	rigorously	rigorously	ADV
gujaf-439	189	6	assessed	assess	VERB
gujaf-439	189	7	the	the	DET
gujaf-439	189	8	predictive	predictive	ADJ
gujaf-439	189	9	performance	performance	NOUN
gujaf-439	189	10	of	of	ADP
gujaf-439	189	11	five	five	NUM
gujaf-439	189	12	regression	regression	NOUN
gujaf-439	189	13	models	model	NOUN
gujaf-439	189	14	,	,	PUNCT
gujaf-439	189	15	such	such	ADJ
gujaf-439	189	16	as	as	ADP
gujaf-439	189	17	the	the	DET
gujaf-439	189	18	ols	ol	NOUN
gujaf-439	189	19	,	,	PUNCT
gujaf-439	189	20	mars	mar	NOUN
gujaf-439	189	21	,	,	PUNCT
gujaf-439	189	22	regression	regression	NOUN
gujaf-439	189	23	tree	tree	NOUN
gujaf-439	189	24	,	,	PUNCT
gujaf-439	189	25	random	random	ADJ
gujaf-439	189	26	forest	forest	NOUN
gujaf-439	189	27	,	,	PUNCT
gujaf-439	189	28	and	and	CCONJ
gujaf-439	189	29	gradient	gradient	NOUN
gujaf-439	189	30	boosting	boosting	NOUN
gujaf-439	189	31	,	,	PUNCT
gujaf-439	189	32	for	for	ADP
gujaf-439	189	33	the	the	DET
gujaf-439	189	34	specific	specific	ADJ
gujaf-439	189	35	task	task	NOUN
gujaf-439	189	36	of	of	ADP
gujaf-439	189	37	car	car	NOUN
gujaf-439	189	38	price	price	NOUN
gujaf-439	189	39	prediction	prediction	NOUN
gujaf-439	189	40	.	.	PUNCT
gujaf-439	190	1	byleveraging	byleverage	VERB
gujaf-439	190	2	a	a	DET
gujaf-439	190	3	robust	robust	ADJ
gujaf-439	190	4	evaluation	evaluation	NOUN
gujaf-439	190	5	framework	framework	NOUN
gujaf-439	190	6	that	that	PRON
gujaf-439	190	7	integrates	integrate	VERB
gujaf-439	190	8	both	both	CCONJ
gujaf-439	190	9	error	error	NOUN
gujaf-439	190	10	metrics	metric	NOUN
gujaf-439	190	11	and	and	CCONJ
gujaf-439	190	12	classification	classification	NOUN
gujaf-439	190	13	-	-	PUNCT
gujaf-439	190	14	based	base	VERB
gujaf-439	190	15	indicators	indicator	NOUN
gujaf-439	190	16	(	(	PUNCT
gujaf-439	190	17	accuracy	accuracy	NOUN
gujaf-439	190	18	,	,	PUNCT
gujaf-439	190	19	precision	precision	NOUN
gujaf-439	190	20	,	,	PUNCT
gujaf-439	190	21	recall	recall	NOUN
gujaf-439	190	22	,	,	PUNCT
gujaf-439	190	23	specificity	specificity	NOUN
gujaf-439	190	24	,	,	PUNCT
gujaf-439	190	25	matthews	matthews	NOUN
gujaf-439	190	26	correlation	correlation	NOUN
gujaf-439	190	27	coefficient	coefficient	NOUN
gujaf-439	190	28	,	,	PUNCT
gujaf-439	190	29	and	and	CCONJ
gujaf-439	190	30	cohen‘s	cohen‘s	PROPN
gujaf-439	190	31	kappa	kappa	PROPN
gujaf-439	190	32	)	)	PUNCT
gujaf-439	190	33	,	,	PUNCT
gujaf-439	190	34	the	the	DET
gujaf-439	190	35	analysis	analysis	NOUN
gujaf-439	190	36	reveals	reveal	VERB
gujaf-439	190	37	distinct	distinct	ADJ
gujaf-439	190	38	differences	difference	NOUN
gujaf-439	190	39	in	in	ADP
gujaf-439	190	40	model	model	NOUN
gujaf-439	190	41	behavior	behavior	NOUN
gujaf-439	190	42	and	and	CCONJ
gujaf-439	190	43	forecasting	forecasting	NOUN
gujaf-439	190	44	quality	quality	NOUN
gujaf-439	190	45	.	.	PUNCT
gujaf-439	191	1	among	among	ADP
gujaf-439	191	2	the	the	DET
gujaf-439	191	3	models	model	NOUN
gujaf-439	191	4	,	,	PUNCT
gujaf-439	191	5	ensemble	ensemble	ADJ
gujaf-439	191	6	-	-	PUNCT
gujaf-439	191	7	based	base	VERB
gujaf-439	191	8	approaches	approach	NOUN
gujaf-439	191	9	such	such	ADJ
gujaf-439	191	10	as	as	ADP
gujaf-439	191	11	random	random	ADJ
gujaf-439	191	12	forest	forest	NOUN
gujaf-439	191	13	and	and	CCONJ
gujaf-439	191	14	gradient	gradient	NOUN
gujaf-439	191	15	boosting	boosting	NOUN
gujaf-439	191	16	emerged	emerge	VERB
gujaf-439	191	17	as	as	ADP
gujaf-439	191	18	the	the	DET
gujaf-439	191	19	most	most	ADV
gujaf-439	191	20	reliable	reliable	ADJ
gujaf-439	191	21	and	and	CCONJ
gujaf-439	191	22	technically	technically	ADV
gujaf-439	191	23	sound	sound	ADJ
gujaf-439	191	24	options	option	NOUN
gujaf-439	191	25	,	,	PUNCT
gujaf-439	191	26	demonstrating	demonstrate	VERB
gujaf-439	191	27	superior	superior	ADJ
gujaf-439	191	28	generalization	generalization	NOUN
gujaf-439	191	29	on	on	ADP
gujaf-439	191	30	unseen	unseen	ADJ
gujaf-439	191	31	test	test	NOUN
gujaf-439	191	32	data	datum	NOUN
gujaf-439	191	33	.	.	PUNCT
gujaf-439	192	1	these	these	DET
gujaf-439	192	2	models	model	NOUN
gujaf-439	192	3	efficiently	efficiently	ADV
gujaf-439	192	4	capture	capture	VERB
gujaf-439	192	5	complex	complex	ADJ
gujaf-439	192	6	,	,	PUNCT
gujaf-439	192	7	non	non	ADJ
gujaf-439	192	8	-	-	ADJ
gujaf-439	192	9	linear	linear	ADJ
gujaf-439	192	10	relationships	relationship	NOUN
gujaf-439	192	11	within	within	ADP
gujaf-439	192	12	thecarpricedata	thecarpricedata	ADJ
gujaf-439	192	13	,	,	PUNCT
gujaf-439	192	14	leadingto	leadingto	ADJ
gujaf-439	192	15	lowerprediction	lowerprediction	NOUN
gujaf-439	192	16	errors	error	NOUN
gujaf-439	192	17	.	.	PUNCT
gujaf-439	193	1	whileols	whileol	NOUN
gujaf-439	193	2	remains	remain	VERB
gujaf-439	193	3	a	a	DET
gujaf-439	193	4	foundational	foundational	ADJ
gujaf-439	193	5	and	and	CCONJ
gujaf-439	193	6	interpretable	interpretable	ADJ
gujaf-439	193	7	technique	technique	NOUN
gujaf-439	193	8	,	,	PUNCT
gujaf-439	193	9	its	its	PRON
gujaf-439	193	10	performance	performance	NOUN
gujaf-439	193	11	was	be	AUX
gujaf-439	193	12	comparatively	comparatively	ADV
gujaf-439	193	13	modest	modest	ADJ
gujaf-439	193	14	,	,	PUNCT
gujaf-439	193	15	especially	especially	ADV
gujaf-439	193	16	when	when	SCONJ
gujaf-439	193	17	the	the	DET
gujaf-439	193	18	data	data	NOUN
gujaf-439	193	19	structure	structure	NOUN
gujaf-439	193	20	exhibited	exhibit	VERB
gujaf-439	193	21	higher	high	ADJ
gujaf-439	193	22	degrees	degree	NOUN
gujaf-439	193	23	of	of	ADP
gujaf-439	193	24	variance	variance	NOUN
gujaf-439	193	25	or	or	CCONJ
gujaf-439	193	26	non	non	ADJ
gujaf-439	193	27	-	-	NOUN
gujaf-439	193	28	linearity	linearity	NOUN
gujaf-439	193	29	.	.	PUNCT
gujaf-439	194	1	the	the	DET
gujaf-439	194	2	mars	mars	PROPN
gujaf-439	194	3	model	model	NOUN
gujaf-439	194	4	,	,	PUNCT
gujaf-439	194	5	although	although	SCONJ
gujaf-439	194	6	flexible	flexible	ADJ
gujaf-439	194	7	in	in	ADP
gujaf-439	194	8	theory	theory	NOUN
gujaf-439	194	9	,	,	PUNCT
gujaf-439	194	10	showed	show	VERB
gujaf-439	194	11	weak	weak	ADJ
gujaf-439	194	12	explanatory	explanatory	ADJ
gujaf-439	194	13	power	power	NOUN
gujaf-439	194	14	and	and	CCONJ
gujaf-439	194	15	consistency	consistency	NOUN
gujaf-439	194	16	in	in	ADP
gujaf-439	194	17	this	this	DET
gujaf-439	194	18	context	context	NOUN
gujaf-439	194	19	.	.	PUNCT
gujaf-439	195	1	theregression	theregression	NOUN
gujaf-439	195	2	tree	tree	NOUN
gujaf-439	195	3	,	,	PUNCT
gujaf-439	195	4	whileproducingperfect	whileproducingperfect	VERB
gujaf-439	195	5	fit	fit	ADJ
gujaf-439	195	6	on	on	ADP
gujaf-439	195	7	thetrainingset	thetrainingset	NOUN
gujaf-439	195	8	,	,	PUNCT
gujaf-439	195	9	displayed	display	VERB
gujaf-439	195	10	symptoms	symptom	NOUN
gujaf-439	195	11	of	of	ADP
gujaf-439	195	12	overfitting	overfitting	NOUN
gujaf-439	195	13	,	,	PUNCT
gujaf-439	195	14	which	which	PRON
gujaf-439	195	15	raises	raise	VERB
gujaf-439	195	16	caution	caution	NOUN
gujaf-439	195	17	for	for	ADP
gujaf-439	195	18	its	its	PRON
gujaf-439	195	19	standalone	standalone	NOUN
gujaf-439	195	20	deployment	deployment	NOUN
gujaf-439	195	21	.	.	PUNCT
gujaf-439	196	1	in	in	ADP
gujaf-439	196	2	sum	sum	NOUN
gujaf-439	196	3	,	,	PUNCT
gujaf-439	196	4	for	for	ADP
gujaf-439	196	5	forecasting	forecast	VERB
gujaf-439	196	6	car	car	NOUN
gujaf-439	196	7	prices	price	NOUN
gujaf-439	196	8	,	,	PUNCT
gujaf-439	196	9	random	random	ADJ
gujaf-439	196	10	forest	forest	NOUN
gujaf-439	196	11	and	and	CCONJ
gujaf-439	196	12	gradient	gradient	NOUN
gujaf-439	196	13	boosting	boost	VERB
gujaf-439	196	14	provide	provide	VERB
gujaf-439	196	15	robust	robust	ADJ
gujaf-439	196	16	and	and	CCONJ
gujaf-439	196	17	accurate	accurate	ADJ
gujaf-439	196	18	predictions	prediction	NOUN
gujaf-439	196	19	,	,	PUNCT
gujaf-439	196	20	makingsuitable	makingsuitable	NOUN
gujaf-439	196	21	tools	tool	NOUN
gujaf-439	196	22	for	for	ADP
gujaf-439	196	23	both	both	CCONJ
gujaf-439	196	24	academic	academic	ADJ
gujaf-439	196	25	modelingand	modelingand	NOUN
gujaf-439	196	26	industryapplications	industryapplication	NOUN
gujaf-439	196	27	such	such	ADJ
gujaf-439	196	28	as	as	ADP
gujaf-439	196	29	automated	automate	VERB
gujaf-439	196	30	valuation	valuation	NOUN
gujaf-439	196	31	systems	system	NOUN
gujaf-439	196	32	,	,	PUNCT
gujaf-439	196	33	dynamic	dynamic	ADJ
gujaf-439	196	34	pricing	pricing	NOUN
gujaf-439	196	35	engines	engine	NOUN
gujaf-439	196	36	,	,	PUNCT
gujaf-439	196	37	and	and	CCONJ
gujaf-439	196	38	decision	decision	NOUN
gujaf-439	196	39	support	support	NOUN
gujaf-439	196	40	platforms	platform	NOUN
gujaf-439	196	41	in	in	ADP
gujaf-439	196	42	automotive	automotive	ADJ
gujaf-439	196	43	markets	market	NOUN
gujaf-439	196	44	.	.	PUNCT
gujaf-439	197	1	the	the	DET
gujaf-439	197	2	implication	implication	NOUN
gujaf-439	197	3	of	of	ADP
gujaf-439	197	4	this	this	DET
gujaf-439	197	5	result	result	NOUN
gujaf-439	197	6	is	be	AUX
gujaf-439	197	7	that	that	SCONJ
gujaf-439	197	8	model	model	NOUN
gujaf-439	197	9	performance	performance	NOUN
gujaf-439	197	10	is	be	AUX
gujaf-439	197	11	highly	highly	ADV
gujaf-439	197	12	contextual	contextual	ADJ
gujaf-439	197	13	and	and	CCONJ
gujaf-439	197	14	should	should	AUX
gujaf-439	197	15	be	be	AUX
gujaf-439	197	16	empirically	empirically	ADV
gujaf-439	197	17	verified	verify	VERB
gujaf-439	197	18	rather	rather	ADV
gujaf-439	197	19	than	than	ADP
gujaf-439	197	20	assumed	assume	VERB
gujaf-439	197	21	.	.	PUNCT
gujaf-439	198	1	simpler	simple	ADJ
gujaf-439	198	2	models	model	NOUN
gujaf-439	198	3	like	like	ADP
gujaf-439	198	4	ols	ol	NOUN
gujaf-439	198	5	not	not	PART
gujaf-439	198	6	only	only	ADV
gujaf-439	198	7	offer	offer	VERB
gujaf-439	198	8	interpretability	interpretability	NOUN
gujaf-439	198	9	but	but	CCONJ
gujaf-439	198	10	also	also	ADV
gujaf-439	198	11	perform	perform	VERB
gujaf-439	198	12	competitively	competitively	ADV
gujaf-439	198	13	or	or	CCONJ
gujaf-439	198	14	even	even	ADV
gujaf-439	198	15	outperform	outperform	VERB
gujaf-439	198	16	complex	complex	ADJ
gujaf-439	198	17	algorithms	algorithm	NOUN
gujaf-439	198	18	in	in	ADP
gujaf-439	198	19	some	some	DET
gujaf-439	198	20	scenarios	scenario	NOUN
gujaf-439	198	21	.	.	PUNCT
gujaf-439	199	1	these	these	DET
gujaf-439	199	2	findings	finding	NOUN
gujaf-439	199	3	advocate	advocate	VERB
gujaf-439	199	4	for	for	ADP
gujaf-439	199	5	a	a	DET
gujaf-439	199	6	pragmatic	pragmatic	ADJ
gujaf-439	199	7	,	,	PUNCT
gujaf-439	199	8	data	datum	NOUN
gujaf-439	199	9	-	-	PUNCT
gujaf-439	199	10	driven	drive	VERB
gujaf-439	199	11	approach	approach	NOUN
gujaf-439	199	12	to	to	ADP
gujaf-439	199	13	model	model	NOUN
gujaf-439	199	14	selection	selection	NOUN
gujaf-439	199	15	,	,	PUNCT
gujaf-439	199	16	where	where	SCONJ
gujaf-439	199	17	emphasis	emphasis	NOUN
gujaf-439	199	18	is	be	AUX
gujaf-439	199	19	placed	place	VERB
gujaf-439	199	20	on	on	ADP
gujaf-439	199	21	validation	validation	NOUN
gujaf-439	199	22	and	and	CCONJ
gujaf-439	199	23	transparency	transparency	NOUN
gujaf-439	199	24	.	.	PUNCT
gujaf-439	200	1	in	in	ADP
gujaf-439	200	2	practical	practical	ADJ
gujaf-439	200	3	terms	term	NOUN
gujaf-439	200	4	,	,	PUNCT
gujaf-439	200	5	stakeholders	stakeholder	NOUN
gujaf-439	200	6	should	should	AUX
gujaf-439	200	7	develop	develop	VERB
gujaf-439	200	8	and	and	CCONJ
gujaf-439	200	9	adopt	adopt	VERB
gujaf-439	200	10	model	model	NOUN
gujaf-439	200	11	governance	governance	NOUN
gujaf-439	200	12	frameworks	framework	NOUN
gujaf-439	200	13	that	that	PRON
gujaf-439	200	14	integrate	integrate	VERB
gujaf-439	200	15	rigorous	rigorous	ADJ
gujaf-439	200	16	model	model	NOUN
gujaf-439	200	17	testing	testing	NOUN
gujaf-439	200	18	,	,	PUNCT
gujaf-439	200	19	model	model	NOUN
gujaf-439	200	20	interpretability	interpretability	NOUN
gujaf-439	200	21	,	,	PUNCT
gujaf-439	200	22	and	and	CCONJ
gujaf-439	200	23	predictive	predictive	ADJ
gujaf-439	200	24	performance	performance	NOUN
gujaf-439	200	25	validation	validation	NOUN
gujaf-439	200	26	.	.	PUNCT
gujaf-439	201	1	this	this	DET
gujaf-439	201	2	approach	approach	NOUN
gujaf-439	201	3	will	will	AUX
gujaf-439	201	4	support	support	VERB
gujaf-439	201	5	evidence	evidence	NOUN
gujaf-439	201	6	-	-	PUNCT
gujaf-439	201	7	based	base	VERB
gujaf-439	201	8	decision	decision	NOUN
gujaf-439	201	9	-	-	PUNCT
gujaf-439	201	10	making	making	NOUN
gujaf-439	201	11	,	,	PUNCT
gujaf-439	201	12	improve	improve	VERB
gujaf-439	201	13	accountability	accountability	NOUN
gujaf-439	201	14	,	,	PUNCT
gujaf-439	201	15	and	and	CCONJ
gujaf-439	201	16	enhance	enhance	VERB
gujaf-439	201	17	the	the	DET
gujaf-439	201	18	reliability	reliability	NOUN
gujaf-439	201	19	of	of	ADP
gujaf-439	201	20	forecasts	forecast	NOUN
gujaf-439	201	21	across	across	ADP
gujaf-439	201	22	various	various	ADJ
gujaf-439	201	23	domains	domain	NOUN
gujaf-439	201	24	.	.	PUNCT
gujaf-439	202	1	the	the	DET
gujaf-439	202	2	use	use	NOUN
gujaf-439	202	3	of	of	ADP
gujaf-439	202	4	ensemble	ensemble	ADJ
gujaf-439	202	5	learning	learning	NOUN
gujaf-439	202	6	models	model	NOUN
gujaf-439	202	7	,	,	PUNCT
gujaf-439	202	8	particularly	particularly	ADV
gujaf-439	202	9	random	random	ADJ
gujaf-439	202	10	forest	forest	NOUN
gujaf-439	202	11	and	and	CCONJ
gujaf-439	202	12	gradient	gradient	NOUN
gujaf-439	202	13	boosting	boosting	NOUN
gujaf-439	202	14	,	,	PUNCT
gujaf-439	202	15	is	be	AUX
gujaf-439	202	16	highly	highly	ADV
gujaf-439	202	17	recommended	recommend	VERB
gujaf-439	202	18	for	for	ADP
gujaf-439	202	19	applications	application	NOUN
gujaf-439	202	20	requiring	require	VERB
gujaf-439	202	21	both	both	CCONJ
gujaf-439	202	22	precision	precision	NOUN
gujaf-439	202	23	and	and	CCONJ
gujaf-439	202	24	reliability	reliability	NOUN
gujaf-439	202	25	,	,	PUNCT
gujaf-439	202	26	especially	especially	ADV
gujaf-439	202	27	inthe	inthe	DET
gujaf-439	202	28	domain	domain	NOUN
gujaf-439	202	29	of	of	ADP
gujaf-439	202	30	car	car	NOUN
gujaf-439	202	31	price	price	NOUN
gujaf-439	202	32	prediction	prediction	NOUN
gujaf-439	202	33	.	.	PUNCT
gujaf-439	203	1	these	these	DET
gujaf-439	203	2	models	model	NOUN
gujaf-439	203	3	consistently	consistently	ADV
gujaf-439	203	4	outperformed	outperform	VERB
gujaf-439	203	5	others	other	NOUN
gujaf-439	203	6	across	across	ADP
gujaf-439	203	7	a	a	DET
gujaf-439	203	8	wide	wide	ADJ
gujaf-439	203	9	range	range	NOUN
gujaf-439	203	10	of	of	ADP
gujaf-439	203	11	evaluation	evaluation	NOUN
gujaf-439	203	12	metrics	metric	NOUN
gujaf-439	203	13	on	on	ADP
gujaf-439	203	14	both	both	DET
gujaf-439	203	15	training	training	NOUN
gujaf-439	203	16	and	and	CCONJ
gujaf-439	203	17	testing	testing	NOUN
gujaf-439	203	18	datasets	dataset	NOUN
gujaf-439	203	19	,	,	PUNCT
gujaf-439	203	20	making	make	VERB
gujaf-439	203	21	them	they	PRON
gujaf-439	203	22	particularly	particularly	ADV
gujaf-439	203	23	suitable	suitable	ADJ
gujaf-439	203	24	for	for	ADP
gujaf-439	203	25	modeling	model	VERB
gujaf-439	203	26	the	the	DET
gujaf-439	203	27	complex	complex	ADJ
gujaf-439	203	28	pricing	pricing	NOUN
gujaf-439	203	29	structures	structure	NOUN
gujaf-439	203	30	and	and	CCONJ
gujaf-439	203	31	feature	feature	NOUN
gujaf-439	203	32	interactions	interaction	NOUN
gujaf-439	203	33	inherent	inherent	ADJ
gujaf-439	203	34	in	in	ADP
gujaf-439	203	35	automobile	automobile	NOUN
gujaf-439	203	36	valuation	valuation	NOUN
gujaf-439	203	37	.	.	PUNCT
gujaf-439	204	1	their	their	PRON
gujaf-439	204	2	resilience	resilience	NOUN
gujaf-439	204	3	to	to	ADP
gujaf-439	204	4	overfitting	overfitte	VERB
gujaf-439	204	5	,	,	PUNCT
gujaf-439	204	6	combined	combine	VERB
gujaf-439	204	7	with	with	ADP
gujaf-439	204	8	the	the	DET
gujaf-439	204	9	ability	ability	NOUN
gujaf-439	204	10	to	to	PART
gujaf-439	204	11	capture	capture	VERB
gujaf-439	204	12	non	non	ADJ
gujaf-439	204	13	-	-	ADJ
gujaf-439	204	14	linear	linear	ADJ
gujaf-439	204	15	dynamics	dynamic	NOUN
gujaf-439	204	16	in	in	ADP
gujaf-439	204	17	vehicle	vehicle	NOUN
gujaf-439	204	18	characteristics	characteristic	NOUN
gujaf-439	204	19	such	such	ADJ
gujaf-439	204	20	as	as	ADP
gujaf-439	204	21	mileage	mileage	NOUN
gujaf-439	204	22	,	,	PUNCT
gujaf-439	204	23	engine	engine	NOUN
gujaf-439	204	24	type	type	NOUN
gujaf-439	204	25	,	,	PUNCT
gujaf-439	204	26	brand	brand	NOUN
gujaf-439	204	27	,	,	PUNCT
gujaf-439	204	28	and	and	CCONJ
gujaf-439	204	29	production	production	NOUN
gujaf-439	204	30	year	year	NOUN
gujaf-439	204	31	,	,	PUNCT
gujaf-439	204	32	positions	position	VERB
gujaf-439	204	33	them	they	PRON
gujaf-439	204	34	as	as	ADP
gujaf-439	204	35	optimal	optimal	ADJ
gujaf-439	204	36	choices	choice	NOUN
gujaf-439	204	37	for	for	ADP
gujaf-439	204	38	accurate	accurate	ADJ
gujaf-439	204	39	and	and	CCONJ
gujaf-439	204	40	scalable	scalable	ADJ
gujaf-439	204	41	car	car	NOUN
gujaf-439	204	42	price	price	NOUN
gujaf-439	204	43	forecasting	forecasting	NOUN
gujaf-439	204	44	systems	system	NOUN
gujaf-439	204	45	.	.	PUNCT
gujaf-439	205	1	the	the	DET
gujaf-439	205	2	ols	ol	NOUN
gujaf-439	205	3	model	model	NOUN
gujaf-439	205	4	,	,	PUNCT
gujaf-439	205	5	despite	despite	SCONJ
gujaf-439	205	6	its	its	PRON
gujaf-439	205	7	relatively	relatively	ADV
gujaf-439	205	8	lower	low	ADJ
gujaf-439	205	9	predictive	predictive	ADJ
gujaf-439	205	10	performance	performance	NOUN
gujaf-439	205	11	,	,	PUNCT
gujaf-439	205	12	maystillberecommendedinusecaseswheremodeltransparencyisparamount.conversely	maystillberecommendedinusecaseswheremodeltransparencyisparamount.conversely	ADV
gujaf-439	205	13	,	,	PUNCT
gujaf-439	205	14	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	205	15	,	,	PUNCT
gujaf-439	205	16	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	205	17	416	416	NUM
gujaf-439	205	18	due	due	ADP
gujaf-439	205	19	to	to	ADP
gujaf-439	205	20	its	its	PRON
gujaf-439	205	21	weak	weak	ADJ
gujaf-439	205	22	performance	performance	NOUN
gujaf-439	205	23	and	and	CCONJ
gujaf-439	205	24	poor	poor	ADJ
gujaf-439	205	25	discriminative	discriminative	NOUN
gujaf-439	205	26	capacity	capacity	NOUN
gujaf-439	205	27	,	,	PUNCT
gujaf-439	205	28	the	the	DET
gujaf-439	205	29	mars	mars	PROPN
gujaf-439	205	30	model	model	PROPN
gujaf-439	205	31	shouldeither	shouldeither	PROPN
gujaf-439	205	32	be	be	AUX
gujaf-439	205	33	significantly	significantly	ADV
gujaf-439	205	34	refined	refine	VERB
gujaf-439	205	35	through	through	ADP
gujaf-439	205	36	advanced	advanced	ADJ
gujaf-439	205	37	tuning	tuning	NOUN
gujaf-439	205	38	techniques	technique	NOUN
gujaf-439	205	39	or	or	CCONJ
gujaf-439	205	40	considered	consider	VERB
gujaf-439	205	41	unsuitable	unsuitable	ADJ
gujaf-439	205	42	for	for	ADP
gujaf-439	205	43	this	this	DET
gujaf-439	205	44	task	task	NOUN
gujaf-439	205	45	.	.	PUNCT
gujaf-439	206	1	likewise	likewise	ADV
gujaf-439	206	2	,	,	PUNCT
gujaf-439	206	3	while	while	SCONJ
gujaf-439	206	4	the	the	DET
gujaf-439	206	5	regression	regression	NOUN
gujaf-439	206	6	tree	tree	NOUN
gujaf-439	206	7	performed	perform	VERB
gujaf-439	206	8	well	well	ADV
gujaf-439	206	9	on	on	ADP
gujaf-439	206	10	training	training	NOUN
gujaf-439	206	11	data	datum	NOUN
gujaf-439	206	12	,	,	PUNCT
gujaf-439	206	13	its	its	PRON
gujaf-439	206	14	susceptibility	susceptibility	NOUN
gujaf-439	206	15	to	to	ADP
gujaf-439	206	16	overfitting	overfitte	VERB
gujaf-439	206	17	warrants	warrant	NOUN
gujaf-439	206	18	caution	caution	NOUN
gujaf-439	206	19	unless	unless	SCONJ
gujaf-439	206	20	accompanied	accompany	VERB
gujaf-439	206	21	by	by	ADP
gujaf-439	206	22	pruning	prune	VERB
gujaf-439	206	23	or	or	CCONJ
gujaf-439	206	24	robust	robust	ADJ
gujaf-439	206	25	validation	validation	NOUN
gujaf-439	206	26	protocols	protocol	NOUN
gujaf-439	206	27	.	.	PUNCT
gujaf-439	207	1	for	for	ADP
gujaf-439	207	2	future	future	ADJ
gujaf-439	207	3	applications	application	NOUN
gujaf-439	207	4	in	in	ADP
gujaf-439	207	5	car	car	NOUN
gujaf-439	207	6	price	price	NOUN
gujaf-439	207	7	prediction	prediction	NOUN
gujaf-439	207	8	,	,	PUNCT
gujaf-439	207	9	additional	additional	ADJ
gujaf-439	207	10	measures	measure	NOUN
gujaf-439	207	11	such	such	ADJ
gujaf-439	207	12	as	as	ADP
gujaf-439	207	13	k	k	ADJ
gujaf-439	207	14	-	-	ADJ
gujaf-439	207	15	fold	fold	ADJ
gujaf-439	207	16	crossvalidation	crossvalidation	NOUN
gujaf-439	207	17	,	,	PUNCT
gujaf-439	207	18	model	model	NOUN
gujaf-439	207	19	regularization	regularization	NOUN
gujaf-439	207	20	,	,	PUNCT
gujaf-439	207	21	and	and	CCONJ
gujaf-439	207	22	feature	feature	NOUN
gujaf-439	207	23	importance	importance	NOUN
gujaf-439	207	24	ranking	ranking	NOUN
gujaf-439	207	25	should	should	AUX
gujaf-439	207	26	be	be	AUX
gujaf-439	207	27	integrated	integrate	VERB
gujaf-439	207	28	to	to	PART
gujaf-439	207	29	improve	improve	VERB
gujaf-439	207	30	the	the	DET
gujaf-439	207	31	overall	overall	ADJ
gujaf-439	207	32	robustness	robustness	NOUN
gujaf-439	207	33	and	and	CCONJ
gujaf-439	207	34	trustworthiness	trustworthiness	NOUN
gujaf-439	207	35	of	of	ADP
gujaf-439	207	36	the	the	DET
gujaf-439	207	37	deployed	deploy	VERB
gujaf-439	207	38	predictive	predictive	ADJ
gujaf-439	207	39	systems	system	NOUN
gujaf-439	207	40	.	.	PUNCT
gujaf-439	208	1	the	the	DET
gujaf-439	208	2	study	study	NOUN
gujaf-439	208	3	contributes	contribute	VERB
gujaf-439	208	4	to	to	ADP
gujaf-439	208	5	the	the	DET
gujaf-439	208	6	growing	grow	VERB
gujaf-439	208	7	literature	literature	NOUN
gujaf-439	208	8	that	that	PRON
gujaf-439	208	9	calls	call	VERB
gujaf-439	208	10	for	for	ADP
gujaf-439	208	11	balanced	balanced	ADJ
gujaf-439	208	12	integration	integration	NOUN
gujaf-439	208	13	of	of	ADP
gujaf-439	208	14	traditional	traditional	ADJ
gujaf-439	208	15	and	and	CCONJ
gujaf-439	208	16	modern	modern	ADJ
gujaf-439	208	17	modeling	modeling	NOUN
gujaf-439	208	18	techniques	technique	NOUN
gujaf-439	208	19	in	in	ADP
gujaf-439	208	20	predictive	predictive	ADJ
gujaf-439	208	21	analytics	analytic	NOUN
gujaf-439	208	22	.	.	PUNCT
gujaf-439	209	1	future	future	ADJ
gujaf-439	209	2	research	research	NOUN
gujaf-439	209	3	could	could	AUX
gujaf-439	209	4	explore	explore	VERB
gujaf-439	209	5	hybrid	hybrid	ADJ
gujaf-439	209	6	or	or	CCONJ
gujaf-439	209	7	ensemble	ensemble	ADJ
gujaf-439	209	8	configurations	configuration	NOUN
gujaf-439	209	9	that	that	PRON
gujaf-439	209	10	combine	combine	VERB
gujaf-439	209	11	the	the	DET
gujaf-439	209	12	strengths	strength	NOUN
gujaf-439	209	13	of	of	ADP
gujaf-439	209	14	both	both	CCONJ
gujaf-439	209	15	linear	linear	ADJ
gujaf-439	209	16	and	and	CCONJ
gujaf-439	209	17	nonlinear	nonlinear	ADJ
gujaf-439	209	18	models	model	NOUN
gujaf-439	209	19	,	,	PUNCT
gujaf-439	209	20	thereby	thereby	ADV
gujaf-439	209	21	enhancing	enhance	VERB
gujaf-439	209	22	predictive	predictive	ADJ
gujaf-439	209	23	performance	performance	NOUN
gujaf-439	209	24	while	while	SCONJ
gujaf-439	209	25	retaining	retain	VERB
gujaf-439	209	26	interpretability	interpretability	NOUN
gujaf-439	209	27	.	.	PUNCT
gujaf-439	210	1	references	reference	NOUN
gujaf-439	210	2	armstrong	armstrong	PROPN
gujaf-439	210	3	,	,	PUNCT
gujaf-439	210	4	j.	j.	PROPN
gujaf-439	210	5	s.	s.	PROPN
gujaf-439	210	6	,&brodie	,&brodie	PROPN
gujaf-439	210	7	,	,	PUNCT
gujaf-439	210	8	r.	r.	PROPN
gujaf-439	210	9	(	(	PUNCT
gujaf-439	210	10	1999).forecastingfor	1999).forecastingfor	NOUN
gujaf-439	210	11	marketing.in	marketing.in	X
gujaf-439	210	12	g.	g.	PROPN
gujaf-439	210	13	hooley&m	hooley&m	PROPN
gujaf-439	210	14	.	.	PUNCT
gujaf-439	211	1	hussey	hussey	PROPN
gujaf-439	211	2	(	(	PUNCT
gujaf-439	211	3	eds	eds	PROPN
gujaf-439	211	4	.	.	PUNCT
gujaf-439	211	5	)	)	PUNCT
gujaf-439	211	6	,	,	PUNCT
gujaf-439	211	7	quantitative	quantitative	ADJ
gujaf-439	211	8	methods	method	NOUN
gujaf-439	211	9	in	in	ADP
gujaf-439	211	10	marketing	marketing	NOUN
gujaf-439	211	11	(	(	PUNCT
gujaf-439	211	12	pp	pp	ADJ
gujaf-439	211	13	.	.	PUNCT
gujaf-439	212	1	92–120	92–120	NUM
gujaf-439	212	2	)	)	PUNCT
gujaf-439	212	3	.	.	PUNCT
gujaf-439	213	1	london	london	PROPN
gujaf-439	213	2	:	:	PUNCT
gujaf-439	213	3	international	international	PROPN
gujaf-439	213	4	thomson	thomson	PROPN
gujaf-439	213	5	business	business	PROPN
gujaf-439	213	6	press	press	PROPN
gujaf-439	213	7	.	.	PUNCT
gujaf-439	214	1	armstrong	armstrong	PROPN
gujaf-439	214	2	,	,	PUNCT
gujaf-439	214	3	j.	j.	PROPN
gujaf-439	214	4	s.	s.	PROPN
gujaf-439	214	5	,	,	PUNCT
gujaf-439	214	6	&	&	CCONJ
gujaf-439	214	7	brodie	brodie	PROPN
gujaf-439	214	8	,	,	PUNCT
gujaf-439	214	9	r.	r.	PROPN
gujaf-439	214	10	j.	j.	PROPN
gujaf-439	214	11	(	(	PUNCT
gujaf-439	214	12	1999).forecasting	1999).forecaste	VERB
gujaf-439	214	13	for	for	ADP
gujaf-439	214	14	marketing.international	marketing.international	ADJ
gujaf-439	214	15	journal	journal	NOUN
gujaf-439	214	16	of	of	ADP
gujaf-439	214	17	forecasting	forecasting	NOUN
gujaf-439	214	18	,	,	PUNCT
gujaf-439	214	19	15(1	15(1	NUM
gujaf-439	214	20	)	)	PUNCT
gujaf-439	214	21	,	,	PUNCT
gujaf-439	214	22	1–9	1–9	PROPN
gujaf-439	214	23	.	.	PROPN
gujaf-439	214	24	asur	asur	PROPN
gujaf-439	214	25	,	,	PUNCT
gujaf-439	214	26	s.	s.	PROPN
gujaf-439	214	27	,	,	PUNCT
gujaf-439	214	28	&	&	CCONJ
gujaf-439	214	29	huberman	huberman	PROPN
gujaf-439	214	30	,	,	PUNCT
gujaf-439	214	31	b.	b.	PROPN
gujaf-439	214	32	a.	a.	PROPN
gujaf-439	215	1	(	(	PUNCT
gujaf-439	215	2	2010).predicting	2010).predicte	VERB
gujaf-439	215	3	the	the	DET
gujaf-439	215	4	future	future	NOUN
gujaf-439	215	5	with	with	ADP
gujaf-439	215	6	social	social	ADJ
gujaf-439	215	7	media.2010	media.2010	PROPN
gujaf-439	215	8	ieee	ieee	NOUN
gujaf-439	215	9	/	/	SYM
gujaf-439	215	10	wic	wic	PROPN
gujaf-439	215	11	/	/	SYM
gujaf-439	215	12	acm	acm	PROPN
gujaf-439	215	13	international	international	ADJ
gujaf-439	215	14	conference	conference	NOUN
gujaf-439	215	15	on	on	ADP
gujaf-439	215	16	web	web	NOUN
gujaf-439	215	17	intelligence	intelligence	NOUN
gujaf-439	215	18	and	and	CCONJ
gujaf-439	215	19	intelligent	intelligent	ADJ
gujaf-439	215	20	agent	agent	NOUN
gujaf-439	215	21	technology	technology	NOUN
gujaf-439	215	22	,	,	PUNCT
gujaf-439	215	23	1	1	NUM
gujaf-439	215	24	,	,	PUNCT
gujaf-439	215	25	492–499	492–499	NUM
gujaf-439	215	26	.	.	PUNCT
gujaf-439	216	1	asur	asur	PROPN
gujaf-439	216	2	,	,	PUNCT
gujaf-439	216	3	s.	s.	PROPN
gujaf-439	216	4	,	,	PUNCT
gujaf-439	216	5	&	&	CCONJ
gujaf-439	216	6	huberman	huberman	PROPN
gujaf-439	216	7	,	,	PUNCT
gujaf-439	216	8	b.	b.	PROPN
gujaf-439	216	9	a.	a.	PROPN
gujaf-439	217	1	(	(	PUNCT
gujaf-439	217	2	2010).predicting	2010).predicte	VERB
gujaf-439	217	3	the	the	DET
gujaf-439	217	4	future	future	NOUN
gujaf-439	217	5	with	with	ADP
gujaf-439	217	6	social	social	ADJ
gujaf-439	217	7	media.in	media.in	NUM
gujaf-439	217	8	proceedings	proceeding	NOUN
gujaf-439	217	9	of	of	ADP
gujaf-439	217	10	the	the	DET
gujaf-439	217	11	2010	2010	NUM
gujaf-439	217	12	ieee	ieee	NOUN
gujaf-439	217	13	/	/	SYM
gujaf-439	217	14	wic	wic	PROPN
gujaf-439	217	15	/	/	SYM
gujaf-439	217	16	acm	acm	PROPN
gujaf-439	217	17	international	international	ADJ
gujaf-439	217	18	conference	conference	NOUN
gujaf-439	217	19	on	on	ADP
gujaf-439	217	20	web	web	NOUN
gujaf-439	217	21	intelligence	intelligence	NOUN
gujaf-439	217	22	and	and	CCONJ
gujaf-439	217	23	intelligent	intelligent	ADJ
gujaf-439	217	24	agent	agent	NOUN
gujaf-439	217	25	technology	technology	NOUN
gujaf-439	217	26	-	-	PUNCT
gujaf-439	217	27	volume	volume	NOUN
gujaf-439	217	28	01	01	NUM
gujaf-439	218	1	(	(	PUNCT
gujaf-439	218	2	pp	pp	ADJ
gujaf-439	218	3	.	.	PUNCT
gujaf-439	219	1	492–499).ieee	492–499).ieee	NUM
gujaf-439	219	2	computer	computer	NOUN
gujaf-439	219	3	society	society	NOUN
gujaf-439	219	4	.	.	PUNCT
gujaf-439	220	1	bao	bao	PROPN
gujaf-439	220	2	,	,	PUNCT
gujaf-439	220	3	h.	h.	PROPN
gujaf-439	220	4	,	,	PUNCT
gujaf-439	220	5	guo	guo	PROPN
gujaf-439	220	6	,	,	PUNCT
gujaf-439	220	7	x.	x.	PROPN
gujaf-439	220	8	,	,	PUNCT
gujaf-439	220	9	liang	liang	PROPN
gujaf-439	220	10	,	,	PUNCT
gujaf-439	220	11	j.	j.	PROPN
gujaf-439	220	12	,	,	PUNCT
gujaf-439	220	13	lan	lan	PROPN
gujaf-439	220	14	,	,	PUNCT
gujaf-439	220	15	f.	f.	PROPN
gujaf-439	220	16	,	,	PUNCT
gujaf-439	220	17	li	li	PROPN
gujaf-439	220	18	,	,	PUNCT
gujaf-439	220	19	j.	j.	PROPN
gujaf-439	220	20	,	,	PUNCT
gujaf-439	220	21	chen	chen	PROPN
gujaf-439	220	22	,	,	PUNCT
gujaf-439	220	23	g.	g.	PROPN
gujaf-439	220	24	,	,	PUNCT
gujaf-439	220	25	mo	mo	PROPN
gujaf-439	220	26	,	,	PUNCT
gujaf-439	220	27	j.	j.	PROPN
gujaf-439	220	28	,	,	PUNCT
gujaf-439	220	29	(	(	PUNCT
gujaf-439	220	30	2022	2022	NUM
gujaf-439	220	31	)	)	PUNCT
gujaf-439	220	32	.	.	PUNCT
gujaf-439	221	1	relevance	relevance	NOUN
gujaf-439	221	2	vector	vector	NOUN
gujaf-439	221	3	machine	machine	NOUN
gujaf-439	221	4	with	with	ADP
gujaf-439	221	5	optimal	optimal	ADJ
gujaf-439	221	6	hybrid	hybrid	ADJ
gujaf-439	221	7	kernel	kernel	NOUN
gujaf-439	221	8	function	function	NOUN
gujaf-439	221	9	for	for	ADP
gujaf-439	221	10	electric	electric	ADJ
gujaf-439	221	11	vehicles	vehicle	NOUN
gujaf-439	221	12	ownership	ownership	NOUN
gujaf-439	221	13	forecasting	forecasting	NOUN
gujaf-439	221	14	:	:	PUNCT
gujaf-439	221	15	the	the	DET
gujaf-439	221	16	case	case	NOUN
gujaf-439	221	17	of	of	ADP
gujaf-439	221	18	china	china	PROPN
gujaf-439	221	19	.	.	PUNCT
gujaf-439	222	1	energy	energy	PROPN
gujaf-439	222	2	rep	rep	PROPN
gujaf-439	222	3	.	.	PROPN
gujaf-439	222	4	8	8	NUM
gujaf-439	222	5	,	,	PUNCT
gujaf-439	222	6	988–997	988–997	NUM
gujaf-439	222	7	.	.	PUNCT
gujaf-439	223	1	bao	bao	PROPN
gujaf-439	223	2	,	,	PUNCT
gujaf-439	223	3	h.	h.	PROPN
gujaf-439	223	4	,	,	PUNCT
gujaf-439	223	5	zhang	zhang	PROPN
gujaf-439	223	6	,	,	PUNCT
gujaf-439	223	7	q.	q.	PROPN
gujaf-439	223	8	,	,	PUNCT
gujaf-439	223	9	wang	wang	PROPN
gujaf-439	223	10	,	,	PUNCT
gujaf-439	223	11	l.	l.	PROPN
gujaf-439	223	12	,	,	PUNCT
gujaf-439	223	13	&	&	CCONJ
gujaf-439	223	14	jiang	jiang	PROPN
gujaf-439	223	15	,	,	PUNCT
gujaf-439	223	16	y.	y.	PROPN
gujaf-439	223	17	(	(	PUNCT
gujaf-439	223	18	2022).a	2022).a	NUM
gujaf-439	223	19	relational	relational	ADJ
gujaf-439	223	20	vector	vector	NOUN
gujaf-439	223	21	machine	machine	NOUN
gujaf-439	223	22	approach	approach	NOUN
gujaf-439	223	23	for	for	ADP
gujaf-439	223	24	predicting	predict	VERB
gujaf-439	223	25	ev	ev	ADP
gujaf-439	223	26	ownership	ownership	NOUN
gujaf-439	223	27	using	use	VERB
gujaf-439	223	28	small	small	ADJ
gujaf-439	223	29	-	-	PUNCT
gujaf-439	223	30	sample	sample	NOUN
gujaf-439	223	31	data.applied	data.applie	VERB
gujaf-439	223	32	energy	energy	NOUN
gujaf-439	223	33	,	,	PUNCT
gujaf-439	223	34	309	309	NUM
gujaf-439	223	35	,	,	PUNCT
gujaf-439	223	36	118408	118408	NUM
gujaf-439	223	37	.	.	PUNCT
gujaf-439	224	1	boraha	boraha	PROPN
gujaf-439	224	2	,	,	PUNCT
gujaf-439	224	3	a.	a.	NOUN
gujaf-439	224	4	&	&	CCONJ
gujaf-439	224	5	rutz	rutz	ADJ
gujaf-439	224	6	,	,	PUNCT
gujaf-439	224	7	o.	o.	PROPN
gujaf-439	224	8	(	(	PUNCT
gujaf-439	224	9	2024	2024	NUM
gujaf-439	224	10	)	)	PUNCT
gujaf-439	224	11	.	.	PUNCT
gujaf-439	225	1	enhanced	enhance	VERB
gujaf-439	225	2	sales	sale	NOUN
gujaf-439	225	3	forecasting	forecasting	NOUN
gujaf-439	225	4	model	model	NOUN
gujaf-439	225	5	using	use	VERB
gujaf-439	225	6	textual	textual	ADJ
gujaf-439	225	7	search	search	NOUN
gujaf-439	225	8	data	datum	NOUN
gujaf-439	225	9	:	:	PUNCT
gujaf-439	225	10	fusing	fuse	VERB
gujaf-439	225	11	dynamics	dynamic	NOUN
gujaf-439	225	12	with	with	ADP
gujaf-439	225	13	big	big	ADJ
gujaf-439	225	14	data	datum	NOUN
gujaf-439	225	15	.	.	PUNCT
gujaf-439	226	1	international	international	ADJ
gujaf-439	226	2	journal	journal	PROPN
gujaf-439	226	3	of	of	ADP
gujaf-439	226	4	research	research	NOUN
gujaf-439	226	5	in	in	ADP
gujaf-439	226	6	marketing	market	VERB
gujaf-439	226	7	41	41	NUM
gujaf-439	226	8	:	:	PUNCT
gujaf-439	226	9	632–647	632–647	NUM
gujaf-439	226	10	boraha	boraha	NOUN
gujaf-439	226	11	,	,	PUNCT
gujaf-439	226	12	a.	a.	NOUN
gujaf-439	226	13	,	,	PUNCT
gujaf-439	226	14	&	&	CCONJ
gujaf-439	226	15	rutz	rutz	ADJ
gujaf-439	226	16	,	,	PUNCT
gujaf-439	226	17	o.	o.	PROPN
gujaf-439	226	18	(	(	PUNCT
gujaf-439	226	19	2024).competitive	2024).competitive	NUM
gujaf-439	226	20	online	online	ADJ
gujaf-439	226	21	behavior	behavior	NOUN
gujaf-439	226	22	and	and	CCONJ
gujaf-439	226	23	machine	machine	NOUN
gujaf-439	226	24	learning	learn	VERB
gujaf-439	226	25	indynamic	indynamic	ADJ
gujaf-439	226	26	markets.journal	markets.journal	NOUN
gujaf-439	226	27	of	of	ADP
gujaf-439	226	28	marketing	marketing	NOUN
gujaf-439	226	29	analytics	analytic	NOUN
gujaf-439	226	30	.	.	PUNCT
gujaf-439	227	1	advance	advance	VERB
gujaf-439	227	2	online	online	ADJ
gujaf-439	227	3	publication	publication	NOUN
gujaf-439	227	4	.	.	PUNCT
gujaf-439	228	1	du	du	PROPN
gujaf-439	228	2	,	,	PUNCT
gujaf-439	228	3	r.	r.	PROPN
gujaf-439	228	4	y.	y.	PROPN
gujaf-439	228	5	,	,	PUNCT
gujaf-439	228	6	kamakura	kamakura	PROPN
gujaf-439	228	7	,	,	PUNCT
gujaf-439	228	8	w.	w.	PROPN
gujaf-439	228	9	a.	a.	PROPN
gujaf-439	228	10	,	,	PUNCT
gujaf-439	228	11	hu	hu	PROPN
gujaf-439	228	12	,	,	PUNCT
gujaf-439	228	13	y.	y.	PROPN
gujaf-439	228	14	,	,	PUNCT
gujaf-439	228	15	&	&	CCONJ
gujaf-439	228	16	damangir	damangir	PROPN
gujaf-439	228	17	,	,	PUNCT
gujaf-439	228	18	s.	s.	PROPN
gujaf-439	228	19	(	(	PUNCT
gujaf-439	228	20	2015	2015	NUM
gujaf-439	228	21	)	)	PUNCT
gujaf-439	228	22	.	.	PUNCT
gujaf-439	229	1	leveraging	leverage	VERB
gujaf-439	229	2	trends	trend	NOUN
gujaf-439	229	3	in	in	ADP
gujaf-439	229	4	online	online	ADJ
gujaf-439	229	5	searches	search	NOUN
gujaf-439	229	6	for	for	ADP
gujaf-439	229	7	product	product	NOUN
gujaf-439	229	8	features	feature	NOUN
gujaf-439	229	9	in	in	ADP
gujaf-439	229	10	market	market	NOUN
gujaf-439	229	11	response	response	NOUN
gujaf-439	229	12	modeling	modeling	NOUN
gujaf-439	229	13	.	.	PUNCT
gujaf-439	230	1	journal	journal	NOUN
gujaf-439	230	2	of	of	ADP
gujaf-439	230	3	marketing	marketing	NOUN
gujaf-439	230	4	,	,	PUNCT
gujaf-439	230	5	79(1	79(1	NUM
gujaf-439	230	6	)	)	PUNCT
gujaf-439	230	7	,	,	PUNCT
gujaf-439	230	8	29–43	29–43	NUM
gujaf-439	230	9	.	.	PUNCT
gujaf-439	231	1	feng	feng	PROPN
gujaf-439	231	2	,	,	PUNCT
gujaf-439	231	3	c.	c.	PROPN
gujaf-439	231	4	,	,	PUNCT
gujaf-439	231	5	&	&	CCONJ
gujaf-439	231	6	chen	chen	PROPN
gujaf-439	231	7	,	,	PUNCT
gujaf-439	231	8	w.	w.	PROPN
gujaf-439	231	9	(	(	PUNCT
gujaf-439	231	10	2021	2021	NUM
gujaf-439	231	11	)	)	PUNCT
gujaf-439	231	12	.	.	PUNCT
gujaf-439	232	1	deep	deep	ADJ
gujaf-439	232	2	learning	learning	NOUN
gujaf-439	232	3	in	in	ADP
gujaf-439	232	4	transportation	transportation	NOUN
gujaf-439	232	5	systems	system	NOUN
gujaf-439	232	6	:	:	PUNCT
gujaf-439	232	7	applications	application	NOUN
gujaf-439	232	8	and	and	CCONJ
gujaf-439	232	9	research	research	NOUN
gujaf-439	232	10	directions	direction	NOUN
gujaf-439	232	11	.	.	PUNCT
gujaf-439	233	1	transportation	transportation	NOUN
gujaf-439	233	2	research	research	NOUN
gujaf-439	233	3	part	part	NOUN
gujaf-439	233	4	c	c	NOUN
gujaf-439	233	5	:	:	PUNCT
gujaf-439	233	6	emerging	emerge	VERB
gujaf-439	233	7	technologies	technology	NOUN
gujaf-439	233	8	,	,	PUNCT
gujaf-439	233	9	129	129	NUM
gujaf-439	233	10	,	,	PUNCT
gujaf-439	233	11	103196	103196	NUM
gujaf-439	233	12	.	.	PUNCT
gujaf-439	234	1	feng	feng	PROPN
gujaf-439	234	2	,	,	PUNCT
gujaf-439	234	3	d.	d.	PROPN
gujaf-439	234	4	,	,	PUNCT
gujaf-439	234	5	chen	chen	PROPN
gujaf-439	234	6	,	,	PUNCT
gujaf-439	234	7	h.	h.	PROPN
gujaf-439	234	8	,	,	PUNCT
gujaf-439	234	9	(	(	PUNCT
gujaf-439	234	10	2021	2021	NUM
gujaf-439	234	11	)	)	PUNCT
gujaf-439	234	12	.	.	PUNCT
gujaf-439	235	1	a	a	DET
gujaf-439	235	2	small	small	ADJ
gujaf-439	235	3	samples	sample	NOUN
gujaf-439	235	4	training	training	NOUN
gujaf-439	235	5	framework	framework	NOUN
gujaf-439	235	6	for	for	ADP
gujaf-439	235	7	deep	deep	ADJ
gujaf-439	235	8	learning	learning	NOUN
gujaf-439	235	9	-	-	PUNCT
gujaf-439	235	10	based	base	VERB
gujaf-439	235	11	automatic	automatic	ADJ
gujaf-439	235	12	information	information	NOUN
gujaf-439	235	13	extraction	extraction	NOUN
gujaf-439	235	14	:	:	PUNCT
gujaf-439	235	15	case	case	NOUN
gujaf-439	235	16	study	study	NOUN
gujaf-439	235	17	of	of	ADP
gujaf-439	235	18	construction	construction	NOUN
gujaf-439	235	19	accident	accident	NOUN
gujaf-439	235	20	news	news	NOUN
gujaf-439	235	21	reports	report	VERB
gujaf-439	235	22	analysis	analysis	NOUN
gujaf-439	235	23	.	.	PUNCT
gujaf-439	236	1	adv	adv	PROPN
gujaf-439	236	2	.	.	PUNCT
gujaf-439	237	1	eng	eng	PROPN
gujaf-439	237	2	.	.	PROPN
gujaf-439	237	3	inf	inf	PROPN
gujaf-439	237	4	.	.	PROPN
gujaf-439	238	1	47	47	NUM
gujaf-439	238	2	,	,	PUNCT
gujaf-439	238	3	101256	101256	NUM
gujaf-439	238	4	han	han	PROPN
gujaf-439	238	5	,	,	PUNCT
gujaf-439	238	6	j.	j.	PROPN
gujaf-439	238	7	,&tang	,&tang	PROPN
gujaf-439	238	8	,	,	PUNCT
gujaf-439	238	9	q.(2022).diffusionofinnovationinsocialnetworksusingbassmodels	q.(2022).diffusionofinnovationinsocialnetworksusingbassmodel	NOUN
gujaf-439	238	10	.	.	PUNCT
gujaf-439	238	11	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	238	12	,	,	PUNCT
gujaf-439	238	13	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	238	14	417	417	NUM
gujaf-439	238	15	informationsystems	informationsystem	NOUN
gujaf-439	238	16	frontiers	frontier	NOUN
gujaf-439	238	17	,	,	PUNCT
gujaf-439	238	18	24	24	NUM
gujaf-439	238	19	,	,	PUNCT
gujaf-439	238	20	1021–1035	1021–1035	NUM
gujaf-439	238	21	.	.	PUNCT
gujaf-439	239	1	han	han	PROPN
gujaf-439	239	2	,	,	PUNCT
gujaf-439	239	3	z.y	z.y	PROPN
gujaf-439	239	4	.	.	PROPN
gujaf-439	239	5	,	,	PUNCT
gujaf-439	239	6	&	&	CCONJ
gujaf-439	239	7	tang	tang	PROPN
gujaf-439	239	8	,	,	PUNCT
gujaf-439	239	9	z.j	z.j	PROPN
gujaf-439	239	10	.	.	PUNCT
gujaf-439	240	1	(	(	PUNCT
gujaf-439	240	2	2022).research	2022).research	NUM
gujaf-439	240	3	on	on	ADP
gujaf-439	240	4	product	product	NOUN
gujaf-439	240	5	information	information	NOUN
gujaf-439	240	6	diffusion	diffusion	NOUN
gujaf-439	240	7	on	on	ADP
gujaf-439	240	8	social	social	ADJ
gujaf-439	240	9	networking	networking	NOUN
gujaf-439	240	10	platform	platform	NOUN
gujaf-439	240	11	by	by	ADP
gujaf-439	240	12	integrating	integrate	VERB
gujaf-439	240	13	two	two	NUM
gujaf-439	240	14	-	-	PUNCT
gujaf-439	240	15	stage	stage	NOUN
gujaf-439	240	16	process	process	NOUN
gujaf-439	240	17	model	model	NOUN
gujaf-439	240	18	and	and	CCONJ
gujaf-439	240	19	improved	improve	VERB
gujaf-439	240	20	bass	bass	NOUN
gujaf-439	240	21	model	model	NOUN
gujaf-439	240	22	,	,	PUNCT
gujaf-439	240	23	oper	oper	PROPN
gujaf-439	240	24	.	.	PUNCT
gujaf-439	240	25	res	res	PROPN
gujaf-439	240	26	.	.	PROPN
gujaf-439	241	1	manag	manag	PROPN
gujaf-439	241	2	.	.	PUNCT
gujaf-439	242	1	sci	sci	PROPN
gujaf-439	242	2	.	.	PROPN
gujaf-439	242	3	31	31	NUM
gujaf-439	242	4	,	,	PUNCT
gujaf-439	242	5	216–223	216–223	NUM
gujaf-439	242	6	.	.	PUNCT
gujaf-439	243	1	hong	hong	PROPN
gujaf-439	243	2	,	,	PUNCT
gujaf-439	243	3	h.-p	h.-p	PROPN
gujaf-439	243	4	.	.	PROPN
gujaf-439	243	5	,	,	PUNCT
gujaf-439	243	6	cui	cui	PROPN
gujaf-439	243	7	,	,	PUNCT
gujaf-439	243	8	x.-z	x.-z	PROPN
gujaf-439	243	9	.	.	PUNCT
gujaf-439	243	10	,	,	PUNCT
gujaf-439	243	11	qiao	qiao	PROPN
gujaf-439	243	12	,	,	PUNCT
gujaf-439	243	13	d.	d.	PROPN
gujaf-439	243	14	,	,	PUNCT
gujaf-439	243	15	(	(	PUNCT
gujaf-439	243	16	2022	2022	NUM
gujaf-439	243	17	)	)	PUNCT
gujaf-439	243	18	.	.	PUNCT
gujaf-439	244	1	simulating	simulate	VERB
gujaf-439	244	2	nonstationary	nonstationary	ADJ
gujaf-439	244	3	non	non	ADJ
gujaf-439	244	4	-	-	ADJ
gujaf-439	244	5	gaussian	gaussian	ADJ
gujaf-439	244	6	vector	vector	NOUN
gujaf-439	244	7	process	process	NOUN
gujaf-439	244	8	based	base	VERB
gujaf-439	244	9	on	on	ADP
gujaf-439	244	10	continuous	continuous	ADJ
gujaf-439	244	11	wavelet	wavelet	NOUN
gujaf-439	244	12	transform	transform	NOUN
gujaf-439	244	13	.	.	PUNCT
gujaf-439	245	1	mech	mech	PROPN
gujaf-439	245	2	.	.	PUNCT
gujaf-439	246	1	syst	syst	PROPN
gujaf-439	246	2	.	.	PUNCT
gujaf-439	246	3	signal	signal	PROPN
gujaf-439	246	4	process	process	NOUN
gujaf-439	246	5	.	.	PUNCT
gujaf-439	247	1	165	165	NUM
gujaf-439	247	2	,	,	PUNCT
gujaf-439	247	3	108340	108340	NUM
gujaf-439	247	4	hong	hong	PROPN
gujaf-439	247	5	,	,	PUNCT
gujaf-439	247	6	x.	x.	PROPN
gujaf-439	247	7	,	,	PUNCT
gujaf-439	247	8	li	li	PROPN
gujaf-439	247	9	,	,	PUNCT
gujaf-439	247	10	t.	t.	PROPN
gujaf-439	247	11	,	,	PUNCT
gujaf-439	247	12	&	&	CCONJ
gujaf-439	247	13	yu	yu	PROPN
gujaf-439	247	14	,	,	PUNCT
gujaf-439	247	15	j.	j.	PROPN
gujaf-439	247	16	(	(	PUNCT
gujaf-439	247	17	2022).enhancing	2022).enhancing	NUM
gujaf-439	247	18	small	small	ADJ
gujaf-439	247	19	-	-	PUNCT
gujaf-439	247	20	sample	sample	NOUN
gujaf-439	247	21	deep	deep	ADJ
gujaf-439	247	22	learning	learning	NOUN
gujaf-439	247	23	models	model	NOUN
gujaf-439	247	24	via	via	ADP
gujaf-439	247	25	data	datum	NOUN
gujaf-439	247	26	augmentation	augmentation	NOUN
gujaf-439	247	27	:	:	PUNCT
gujaf-439	247	28	a	a	DET
gujaf-439	247	29	wavelet	wavelet	NOUN
gujaf-439	247	30	-	-	PUNCT
gujaf-439	247	31	based	base	VERB
gujaf-439	247	32	approach.expert	approach.expert	PROPN
gujaf-439	247	33	systems	system	NOUN
gujaf-439	247	34	with	with	ADP
gujaf-439	247	35	applications	application	NOUN
gujaf-439	247	36	,	,	PUNCT
gujaf-439	247	37	194	194	NUM
gujaf-439	247	38	,	,	PUNCT
gujaf-439	247	39	116521	116521	NUM
gujaf-439	247	40	.	.	PUNCT
gujaf-439	248	1	liu	liu	PROPN
gujaf-439	248	2	,	,	PUNCT
gujaf-439	248	3	b.	b.	PROPN
gujaf-439	248	4	,	,	PUNCT
gujaf-439	248	5	song	song	NOUN
gujaf-439	248	6	,	,	PUNCT
gujaf-439	248	7	c.	c.	PROPN
gujaf-439	248	8	,	,	PUNCT
gujaf-439	248	9	liang	liang	PROPN
gujaf-439	248	10	,	,	PUNCT
gujaf-439	248	11	x.	x.	PROPN
gujaf-439	248	12	,	,	PUNCT
gujaf-439	248	13	lai	lai	PROPN
gujaf-439	248	14	,	,	PUNCT
gujaf-439	248	15	m.	m.	NOUN
gujaf-439	248	16	,	,	PUNCT
gujaf-439	248	17	yu	yu	PROPN
gujaf-439	248	18	z	z	PROPN
gujaf-439	248	19	,	,	PUNCT
gujaf-439	248	20	ji	ji	PROPN
gujaf-439	248	21	,	,	PUNCT
gujaf-439	248	22	j.	j.	PROPN
gujaf-439	248	23	(	(	PUNCT
gujaf-439	248	24	2023	2023	NUM
gujaf-439	248	25	)	)	PUNCT
gujaf-439	248	26	.	.	PUNCT
gujaf-439	249	1	regional	regional	ADJ
gujaf-439	249	2	differences	difference	NOUN
gujaf-439	249	3	in	in	ADP
gujaf-439	249	4	china‘s	china‘s	PROPN
gujaf-439	249	5	electric	electric	PROPN
gujaf-439	249	6	vehicle	vehicle	NOUN
gujaf-439	249	7	sales	sale	NOUN
gujaf-439	249	8	forecasting	forecasting	NOUN
gujaf-439	249	9	:	:	PUNCT
gujaf-439	249	10	under	under	ADP
gujaf-439	249	11	supply	supply	NOUN
gujaf-439	249	12	-	-	PUNCT
gujaf-439	249	13	demand	demand	NOUN
gujaf-439	249	14	policy	policy	NOUN
gujaf-439	249	15	scenarios	scenario	NOUN
gujaf-439	249	16	.	.	PUNCT
gujaf-439	250	1	energy	energy	NOUN
gujaf-439	250	2	policy	policy	NOUN
gujaf-439	250	3	17	17	NUM
gujaf-439	250	4	,	,	PUNCT
gujaf-439	250	5	113554	113554	NUM
gujaf-439	250	6	liu	liu	PROPN
gujaf-439	250	7	,	,	PUNCT
gujaf-439	250	8	l.	l.	PROPN
gujaf-439	250	9	,	,	PUNCT
gujaf-439	250	10	liu	liu	PROPN
gujaf-439	250	11	,	,	PUNCT
gujaf-439	250	12	s.	s.	PROPN
gujaf-439	250	13	,wu	,wu	PROPN
gujaf-439	250	14	,	,	PUNCT
gujaf-439	250	15	l.	l.	PROPN
gujaf-439	250	16	,zhu	,zhu	PROPN
gujaf-439	250	17	,	,	PUNCT
gujaf-439	250	18	j.	j.	PROPN
gujaf-439	250	19	,shang	,shang	PROPN
gujaf-439	250	20	,	,	PUNCT
gujaf-439	250	21	g.	g.	PROPN
gujaf-439	250	22	,	,	PUNCT
gujaf-439	250	23	(	(	PUNCT
gujaf-439	250	24	2022).forecastingthedevelopmenttrendofnew	2022).forecastingthedevelopmenttrendofnew	NUM
gujaf-439	250	25	energy	energy	NOUN
gujaf-439	250	26	vehicles	vehicle	NOUN
gujaf-439	250	27	in	in	ADP
gujaf-439	250	28	china	china	PROPN
gujaf-439	250	29	by	by	ADP
gujaf-439	250	30	an	an	DET
gujaf-439	250	31	optimized	optimize	VERB
gujaf-439	250	32	fractional	fractional	ADJ
gujaf-439	250	33	discrete	discrete	ADJ
gujaf-439	250	34	grey	grey	PROPN
gujaf-439	250	35	power	power	NOUN
gujaf-439	250	36	model	model	NOUN
gujaf-439	250	37	.	.	PUNCT
gujaf-439	251	1	j.	j.	PROPN
gujaf-439	251	2	clean	clean	PROPN
gujaf-439	251	3	.	.	PUNCT
gujaf-439	252	1	prod	prod	PROPN
gujaf-439	252	2	.	.	PUNCT
gujaf-439	253	1	372	372	NUM
gujaf-439	253	2	,	,	PUNCT
gujaf-439	253	3	133708	133708	NUM
gujaf-439	253	4	https://doi.org/10.1016/j.jclepro.2022.133708	https://doi.org/10.1016/j.jclepro.2022.133708	NOUN
gujaf-439	253	5	.	.	PUNCT
gujaf-439	254	1	liu	liu	PROPN
gujaf-439	254	2	,	,	PUNCT
gujaf-439	254	3	m.	m.	NOUN
gujaf-439	254	4	,	,	PUNCT
gujaf-439	254	5	lu	lu	PROPN
gujaf-439	254	6	,	,	PUNCT
gujaf-439	254	7	y.	y.	PROPN
gujaf-439	254	8	,	,	PUNCT
gujaf-439	254	9	long	long	ADV
gujaf-439	254	10	,	,	PUNCT
gujaf-439	254	11	s.	s.	PROPN
gujaf-439	254	12	,bai	,bai	PROPN
gujaf-439	254	13	,	,	PUNCT
gujaf-439	254	14	j.	j.	PROPN
gujaf-439	254	15	,lian	,lian	PROPN
gujaf-439	254	16	,	,	PUNCT
gujaf-439	254	17	w.	w.	PROPN
gujaf-439	254	18	,	,	PUNCT
gujaf-439	254	19	(	(	PUNCT
gujaf-439	254	20	2021).anattention	2021).anattention	NOUN
gujaf-439	254	21	-	-	PUNCT
gujaf-439	254	22	basedcnn	basedcnn	NOUN
gujaf-439	254	23	-	-	PUNCT
gujaf-439	254	24	bilstmhybrid	bilstmhybrid	VERB
gujaf-439	254	25	neural	neural	ADJ
gujaf-439	254	26	network	network	NOUN
gujaf-439	254	27	enhanced	enhance	VERB
gujaf-439	254	28	with	with	ADP
gujaf-439	254	29	features	feature	NOUN
gujaf-439	254	30	of	of	ADP
gujaf-439	254	31	discrete	discrete	ADJ
gujaf-439	254	32	wavelet	wavelet	NOUN
gujaf-439	254	33	transformation	transformation	NOUN
gujaf-439	254	34	for	for	ADP
gujaf-439	254	35	fetal	fetal	ADJ
gujaf-439	254	36	acidosis	acidosis	NOUN
gujaf-439	254	37	classification	classification	NOUN
gujaf-439	254	38	.	.	PUNCT
gujaf-439	255	1	expert	expert	NOUN
gujaf-439	255	2	syst	syst	PROPN
gujaf-439	255	3	.	.	PUNCT
gujaf-439	256	1	appl	appl	PROPN
gujaf-439	256	2	.	.	PROPN
gujaf-439	257	1	186	186	NUM
gujaf-439	257	2	,	,	PUNCT
gujaf-439	257	3	115714	115714	NUM
gujaf-439	257	4	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
gujaf-439	257	5	.	.	PUNCT
gujaf-439	258	1	eswa.2021.115714	eswa.2021.115714	NOUN
gujaf-439	258	2	.	.	PUNCT
gujaf-439	259	1	liu	liu	PROPN
gujaf-439	259	2	,	,	PUNCT
gujaf-439	259	3	z.	z.	PROPN
gujaf-439	259	4	,	,	PUNCT
gujaf-439	259	5	ma	ma	PROPN
gujaf-439	259	6	,	,	PUNCT
gujaf-439	259	7	r.	r.	PROPN
gujaf-439	259	8	,	,	PUNCT
gujaf-439	259	9	&	&	CCONJ
gujaf-439	259	10	yang	yang	PROPN
gujaf-439	259	11	,	,	PUNCT
gujaf-439	259	12	x.	x.	NOUN
gujaf-439	259	13	(	(	PUNCT
gujaf-439	259	14	2021	2021	NUM
gujaf-439	259	15	)	)	PUNCT
gujaf-439	259	16	.	.	PUNCT
gujaf-439	260	1	hybrid	hybrid	ADJ
gujaf-439	260	2	cnn	cnn	PROPN
gujaf-439	260	3	-	-	PUNCT
gujaf-439	260	4	bilstm	bilstm	NOUN
gujaf-439	260	5	model	model	NOUN
gujaf-439	260	6	for	for	ADP
gujaf-439	260	7	predicting	predict	VERB
gujaf-439	260	8	car	car	NOUN
gujaf-439	260	9	ownership	ownership	NOUN
gujaf-439	260	10	with	with	ADP
gujaf-439	260	11	wavelet	wavelet	NOUN
gujaf-439	260	12	-	-	PUNCT
gujaf-439	260	13	transformed	transform	VERB
gujaf-439	260	14	input	input	NOUN
gujaf-439	260	15	.	.	PUNCT
gujaf-439	261	1	ieee	ieee	NOUN
gujaf-439	261	2	transactions	transaction	NOUN
gujaf-439	261	3	on	on	ADP
gujaf-439	261	4	intelligent	intelligent	ADJ
gujaf-439	261	5	transportation	transportation	NOUN
gujaf-439	261	6	systems	system	NOUN
gujaf-439	261	7	,	,	PUNCT
gujaf-439	261	8	22(11	22(11	NUM
gujaf-439	261	9	)	)	PUNCT
gujaf-439	261	10	,	,	PUNCT
gujaf-439	261	11	6892–6903	6892–6903	NOUN
gujaf-439	261	12	.	.	PUNCT
gujaf-439	262	1	øverby	øverby	ADJ
gujaf-439	262	2	,	,	PUNCT
gujaf-439	262	3	h.	h.	PROPN
gujaf-439	262	4	,	,	PUNCT
gujaf-439	262	5	audestad	audestad	PROPN
gujaf-439	262	6	,	,	PUNCT
gujaf-439	262	7	j.a	j.a	PROPN
gujaf-439	262	8	.	.	PROPN
gujaf-439	262	9	,	,	PUNCT
gujaf-439	262	10	&	&	CCONJ
gujaf-439	262	11	szalkowski	szalkowski	NOUN
gujaf-439	262	12	,	,	PUNCT
gujaf-439	262	13	g.a	g.a	PROPN
gujaf-439	262	14	.	.	PROPN
gujaf-439	263	1	(	(	PUNCT
gujaf-439	263	2	2023	2023	NUM
gujaf-439	263	3	)	)	PUNCT
gujaf-439	263	4	.	.	PUNCT
gujaf-439	264	1	compartmental	compartmental	ADJ
gujaf-439	264	2	market	market	NOUN
gujaf-439	264	3	models	model	NOUN
gujaf-439	264	4	inthe	inthe	ADP
gujaf-439	264	5	digital	digital	ADJ
gujaf-439	264	6	economy	economy	NOUN
gujaf-439	264	7	-	-	PUNCT
gujaf-439	264	8	extension	extension	NOUN
gujaf-439	264	9	of	of	ADP
gujaf-439	264	10	the	the	DET
gujaf-439	264	11	bass	bass	NOUN
gujaf-439	264	12	model	model	NOUN
gujaf-439	264	13	to	to	ADP
gujaf-439	264	14	complex	complex	ADJ
gujaf-439	264	15	economic	economic	ADJ
gujaf-439	264	16	systems	system	NOUN
gujaf-439	264	17	,	,	PUNCT
gujaf-439	264	18	telecommun	telecommun	PROPN
gujaf-439	264	19	.	.	PUNCT
gujaf-439	264	20	policy	policy	NOUN
gujaf-439	264	21	47	47	NUM
gujaf-439	264	22	,	,	PUNCT
gujaf-439	264	23	102441	102441	NUM
gujaf-439	264	24	.	.	PUNCT
gujaf-439	265	1	øverby	øverby	ADJ
gujaf-439	265	2	,	,	PUNCT
gujaf-439	265	3	h.	h.	PROPN
gujaf-439	265	4	,	,	PUNCT
gujaf-439	265	5	munkvold	munkvold	ADJ
gujaf-439	265	6	,	,	PUNCT
gujaf-439	265	7	b.	b.	PROPN
gujaf-439	265	8	e.	e.	PROPN
gujaf-439	265	9	,	,	PUNCT
gujaf-439	265	10	&	&	CCONJ
gujaf-439	265	11	haugstveit	haugstveit	PROPN
gujaf-439	265	12	,	,	PUNCT
gujaf-439	265	13	i.	i.	NOUN
gujaf-439	265	14	m.	m.	NOUN
gujaf-439	265	15	(	(	PUNCT
gujaf-439	265	16	2023).modeling	2023).modele	VERB
gujaf-439	265	17	digital	digital	ADJ
gujaf-439	265	18	product	product	NOUN
gujaf-439	265	19	adoption	adoption	NOUN
gujaf-439	265	20	using	use	VERB
gujaf-439	265	21	the	the	DET
gujaf-439	265	22	bass	bass	NOUN
gujaf-439	265	23	model.electronic	model.electronic	ADJ
gujaf-439	265	24	markets	market	NOUN
gujaf-439	265	25	,	,	PUNCT
gujaf-439	265	26	33	33	NUM
gujaf-439	265	27	,	,	PUNCT
gujaf-439	265	28	81–94	81–94	NUM
gujaf-439	265	29	.	.	PUNCT
gujaf-439	266	1	qiao	qiao	PROPN
gujaf-439	266	2	,	,	PUNCT
gujaf-439	266	3	w.	w.	PROPN
gujaf-439	266	4	,	,	PUNCT
gujaf-439	266	5	liu	liu	PROPN
gujaf-439	266	6	,	,	PUNCT
gujaf-439	266	7	w.	w.	PROPN
gujaf-439	266	8	,	,	PUNCT
gujaf-439	266	9	liu	liu	PROPN
gujaf-439	266	10	,	,	PUNCT
gujaf-439	266	11	e.	e.	PROPN
gujaf-439	266	12	,	,	PUNCT
gujaf-439	266	13	(	(	PUNCT
gujaf-439	266	14	2021	2021	NUM
gujaf-439	266	15	)	)	PUNCT
gujaf-439	266	16	.	.	PUNCT
gujaf-439	267	1	a	a	DET
gujaf-439	267	2	combination	combination	NOUN
gujaf-439	267	3	model	model	NOUN
gujaf-439	267	4	based	base	VERB
gujaf-439	267	5	on	on	ADP
gujaf-439	267	6	wavelet	wavelet	NOUN
gujaf-439	267	7	transform	transform	NOUN
gujaf-439	267	8	for	for	ADP
gujaf-439	267	9	predicting	predict	VERB
gujaf-439	267	10	the	the	DET
gujaf-439	267	11	difference	difference	NOUN
gujaf-439	267	12	between	between	ADP
gujaf-439	267	13	monthly	monthly	ADJ
gujaf-439	267	14	natural	natural	ADJ
gujaf-439	267	15	gas	gas	NOUN
gujaf-439	267	16	production	production	NOUN
gujaf-439	267	17	and	and	CCONJ
gujaf-439	267	18	consumptionof	consumptionof	PROPN
gujaf-439	267	19	.	.	PUNCT
gujaf-439	268	1	u.s.energy	u.s.energy	PROPN
gujaf-439	268	2	.	.	PUNCT
gujaf-439	269	1	235	235	NUM
gujaf-439	269	2	,	,	PUNCT
gujaf-439	269	3	121216	121216	NUM
gujaf-439	269	4	qiao	qiao	NOUN
gujaf-439	269	5	,	,	PUNCT
gujaf-439	269	6	w.	w.	PROPN
gujaf-439	269	7	,	,	PUNCT
gujaf-439	269	8	sun	sun	PROPN
gujaf-439	269	9	,	,	PUNCT
gujaf-439	269	10	y.	y.	PROPN
gujaf-439	269	11	,	,	PUNCT
gujaf-439	269	12	&	&	CCONJ
gujaf-439	269	13	zhang	zhang	PROPN
gujaf-439	269	14	,	,	PUNCT
gujaf-439	269	15	k.	k.	PROPN
gujaf-439	269	16	(	(	PUNCT
gujaf-439	269	17	2021).deep	2021).deep	NUM
gujaf-439	269	18	learning	learning	NOUN
gujaf-439	269	19	applications	application	NOUN
gujaf-439	269	20	in	in	ADP
gujaf-439	269	21	energy	energy	NOUN
gujaf-439	269	22	and	and	CCONJ
gujaf-439	269	23	transportation	transportation	NOUN
gujaf-439	269	24	systems.renewable	systems.renewable	ADJ
gujaf-439	269	25	and	and	CCONJ
gujaf-439	269	26	sustainable	sustainable	ADJ
gujaf-439	269	27	energy	energy	NOUN
gujaf-439	269	28	reviews	review	NOUN
gujaf-439	269	29	,	,	PUNCT
gujaf-439	269	30	135	135	NUM
gujaf-439	269	31	,	,	PUNCT
gujaf-439	269	32	110128	110128	NUM
gujaf-439	269	33	.	.	PUNCT
gujaf-439	270	1	zeng	zeng	PROPN
gujaf-439	270	2	,	,	PUNCT
gujaf-439	270	3	y.	y.	PROPN
gujaf-439	270	4	,	,	PUNCT
gujaf-439	270	5	zeng	zeng	PROPN
gujaf-439	270	6	,	,	PUNCT
gujaf-439	270	7	y.	y.	PROPN
gujaf-439	270	8	,	,	PUNCT
gujaf-439	270	9	choi	choi	PROPN
gujaf-439	270	10	,	,	PUNCT
gujaf-439	270	11	b.	b.	PROPN
gujaf-439	270	12	,	,	PUNCT
gujaf-439	270	13	wang	wang	PROPN
gujaf-439	270	14	,	,	PUNCT
gujaf-439	270	15	l.	l.	PROPN
gujaf-439	270	16	,	,	PUNCT
gujaf-439	270	17	(	(	PUNCT
gujaf-439	270	18	2017	2017	NUM
gujaf-439	270	19	)	)	PUNCT
gujaf-439	270	20	.	.	PUNCT
gujaf-439	271	1	multifactor	multifactor	NOUN
gujaf-439	271	2	-	-	PUNCT
gujaf-439	271	3	influenced	influence	VERB
gujaf-439	271	4	energy	energy	NOUN
gujaf-439	271	5	consumption	consumption	NOUN
gujaf-439	271	6	forecasting	forecasting	NOUN
gujaf-439	271	7	using	use	VERB
gujaf-439	271	8	enhanced	enhance	VERB
gujaf-439	271	9	back	back	ADJ
gujaf-439	271	10	-	-	PUNCT
gujaf-439	271	11	propagation	propagation	NOUN
gujaf-439	271	12	neural	neural	ADJ
gujaf-439	271	13	network	network	NOUN
gujaf-439	271	14	.	.	PUNCT
gujaf-439	272	1	energy	energy	NOUN
gujaf-439	272	2	127	127	NUM
gujaf-439	272	3	,	,	PUNCT
gujaf-439	272	4	381–396	381–396	NUM
gujaf-439	272	5	.	.	PUNCT
gujaf-439	272	6	ttps://doi.org/10.1016/j.energy.2017.03.094	ttps://doi.org/10.1016/j.energy.2017.03.094	NOUN
gujaf-439	272	7	.	.	PUNCT
gujaf-439	273	1	zeng	zeng	PROPN
gujaf-439	273	2	,	,	PUNCT
gujaf-439	273	3	y.	y.	PROPN
gujaf-439	273	4	,	,	PUNCT
gujaf-439	273	5	zhang	zhang	PROPN
gujaf-439	273	6	,	,	PUNCT
gujaf-439	273	7	y.	y.	PROPN
gujaf-439	273	8	,	,	PUNCT
gujaf-439	273	9	&	&	CCONJ
gujaf-439	273	10	wang	wang	PROPN
gujaf-439	273	11	,	,	PUNCT
gujaf-439	273	12	l.	l.	PROPN
gujaf-439	273	13	(	(	PUNCT
gujaf-439	273	14	2017).improving	2017).improve	VERB
gujaf-439	273	15	small	small	ADJ
gujaf-439	273	16	-	-	PUNCT
gujaf-439	273	17	sample	sample	NOUN
gujaf-439	273	18	machine	machine	NOUN
gujaf-439	273	19	learning	learning	NOUN
gujaf-439	273	20	models	model	NOUN
gujaf-439	273	21	through	through	ADP
gujaf-439	273	22	synthetic	synthetic	ADJ
gujaf-439	273	23	data	datum	NOUN
gujaf-439	273	24	generation.knowledge	generation.knowledge	NOUN
gujaf-439	273	25	-	-	PUNCT
gujaf-439	273	26	based	base	VERB
gujaf-439	273	27	systems	system	NOUN
gujaf-439	273	28	,	,	PUNCT
gujaf-439	273	29	128	128	NUM
gujaf-439	273	30	,	,	PUNCT
gujaf-439	273	31	157–165	157–165	NUM
gujaf-439	273	32	.	.	X
gujaf-439	273	33	zhang	zhang	PROPN
gujaf-439	273	34	,	,	PUNCT
gujaf-439	273	35	c.	c.	PROPN
gujaf-439	273	36	tian	tian	PROPN
gujaf-439	273	37	,	,	PUNCT
gujaf-439	273	38	y.x	y.x	PROPN
gujaf-439	273	39	.	.	PROPN
gujaf-439	273	40	&	&	CCONJ
gujaf-439	273	41	fan	fan	PROPN
gujaf-439	273	42	,	,	PUNCT
gujaf-439	273	43	z.p	z.p	PROPN
gujaf-439	273	44	.	.	PUNCT
gujaf-439	273	45	(	(	PUNCT
gujaf-439	273	46	2022).forecastingthe	2022).forecastingthe	DET
gujaf-439	273	47	box	box	PROPN
gujaf-439	273	48	offices	office	NOUN
gujaf-439	273	49	of	of	ADP
gujaf-439	273	50	movies	movie	NOUN
gujaf-439	273	51	comingsoon	comingsoon	NOUN
gujaf-439	273	52	using	use	VERB
gujaf-439	273	53	social	social	ADJ
gujaf-439	273	54	media	medium	NOUN
gujaf-439	273	55	analysis	analysis	NOUN
gujaf-439	273	56	:	:	PUNCT
gujaf-439	273	57	a	a	DET
gujaf-439	273	58	method	method	NOUN
gujaf-439	273	59	based	base	VERB
gujaf-439	273	60	on	on	ADP
gujaf-439	273	61	improved	improved	ADJ
gujaf-439	273	62	bass	bass	NOUN
gujaf-439	273	63	models	model	NOUN
gujaf-439	273	64	,	,	PUNCT
gujaf-439	273	65	expert	expert	NOUN
gujaf-439	273	66	syst	syst	NOUN
gujaf-439	273	67	.	.	PUNCT
gujaf-439	273	68	appl	appl	PROPN
gujaf-439	273	69	.	.	PROPN
gujaf-439	273	70	191	191	NUM
gujaf-439	273	71	,	,	PUNCT
gujaf-439	273	72	116241	116241	NUM
gujaf-439	273	73	.	.	PUNCT
gujaf-439	274	1	gusaujournalofaccountingandfinance	gusaujournalofaccountingandfinance	NOUN
gujaf-439	274	2	,	,	PUNCT
gujaf-439	274	3	vol.5,issue1,april,2024	vol.5,issue1,april,2024	PROPN
gujaf-439	274	4	418	418	NUM
gujaf-439	274	5	zhang	zhang	PROPN
gujaf-439	274	6	,	,	PUNCT
gujaf-439	274	7	l.	l.	PROPN
gujaf-439	274	8	,	,	PUNCT
gujaf-439	274	9	wang	wang	PROPN
gujaf-439	274	10	,	,	PUNCT
gujaf-439	274	11	l.	l.	PROPN
gujaf-439	274	12	,	,	PUNCT
gujaf-439	274	13	chai	chai	NOUN
gujaf-439	274	14	,	,	PUNCT
gujaf-439	274	15	j.	j.	PROPN
gujaf-439	274	16	,	,	PUNCT
gujaf-439	274	17	(	(	PUNCT
gujaf-439	274	18	2020	2020	NUM
gujaf-439	274	19	)	)	PUNCT
gujaf-439	274	20	.	.	PUNCT
gujaf-439	275	1	influence	influence	NOUN
gujaf-439	275	2	of	of	ADP
gujaf-439	275	3	new	new	ADJ
gujaf-439	275	4	energy	energy	NOUN
gujaf-439	275	5	vehicle	vehicle	NOUN
gujaf-439	275	6	subsidy	subsidy	NOUN
gujaf-439	275	7	policy	policy	NOUN
gujaf-439	275	8	on	on	ADP
gujaf-439	275	9	emissionreductionofatmosphericpollutants	emissionreductionofatmosphericpollutant	NOUN
gujaf-439	275	10	:	:	PUNCT
gujaf-439	275	11	acasestudyof	acasestudyof	PROPN
gujaf-439	275	12	beijing	beijing	PROPN
gujaf-439	275	13	,	,	PUNCT
gujaf-439	275	14	china.j.clean	china.j.clean	PROPN
gujaf-439	275	15	.	.	PUNCT
gujaf-439	275	16	prod	prod	NOUN
gujaf-439	275	17	.	.	PUNCT
gujaf-439	275	18	275	275	NUM
gujaf-439	275	19	,	,	PUNCT
gujaf-439	275	20	124069	124069	NUM
gujaf-439	275	21	.	.	PUNCT
gujaf-439	276	1	zhang	zhang	PROPN
gujaf-439	276	2	,	,	PUNCT
gujaf-439	276	3	w.	w.	PROPN
gujaf-439	276	4	,	,	PUNCT
gujaf-439	276	5	li	li	PROPN
gujaf-439	276	6	,	,	PUNCT
gujaf-439	276	7	f.	f.	PROPN
gujaf-439	276	8	,	,	PUNCT
gujaf-439	276	9	&	&	CCONJ
gujaf-439	276	10	wang	wang	PROPN
gujaf-439	276	11	,	,	PUNCT
gujaf-439	276	12	h.	h.	PROPN
gujaf-439	276	13	(	(	PUNCT
gujaf-439	276	14	2022).forecasting	2022).forecaste	VERB
gujaf-439	276	15	new	new	ADJ
gujaf-439	276	16	product	product	NOUN
gujaf-439	276	17	sales	sale	NOUN
gujaf-439	276	18	using	use	VERB
gujaf-439	276	19	innovation	innovation	NOUN
gujaf-439	276	20	imitation	imitation	NOUN
gujaf-439	276	21	models.journal	models.journal	ADJ
gujaf-439	276	22	of	of	ADP
gujaf-439	276	23	product	product	NOUN
gujaf-439	276	24	innovation	innovation	NOUN
gujaf-439	276	25	management	management	NOUN
gujaf-439	276	26	,	,	PUNCT
gujaf-439	276	27	39(2	39(2	NUM
gujaf-439	276	28	)	)	PUNCT
gujaf-439	276	29	,	,	PUNCT
gujaf-439	276	30	202–221	202–221	NUM
gujaf-439	276	31	.	.	PUNCT
gujaf-439	277	1	zhu	zhu	PROPN
gujaf-439	277	2	,	,	PUNCT
gujaf-439	277	3	l.	l.	PROPN
gujaf-439	277	4	,	,	PUNCT
gujaf-439	277	5	zhang	zhang	PROPN
gujaf-439	277	6	,	,	PUNCT
gujaf-439	277	7	c.	c.	PROPN
gujaf-439	277	8	,	,	PUNCT
gujaf-439	277	9	zhang	zhang	PROPN
gujaf-439	277	10	,	,	PUNCT
gujaf-439	277	11	c.	c.	PROPN
gujaf-439	277	12	,	,	PUNCT
gujaf-439	277	13	zhang	zhang	PROPN
gujaf-439	277	14	,	,	PUNCT
gujaf-439	277	15	z.	z.	PROPN
gujaf-439	277	16	,	,	PUNCT
gujaf-439	277	17	nie	nie	PROPN
gujaf-439	277	18	,	,	PUNCT
gujaf-439	277	19	x.	x.	PROPN
gujaf-439	277	20	,	,	PUNCT
gujaf-439	277	21	zhou	zhou	PROPN
gujaf-439	277	22	,	,	PUNCT
gujaf-439	277	23	x.	x.	PROPN
gujaf-439	277	24	,	,	PUNCT
gujaf-439	277	25	liu	liu	PROPN
gujaf-439	277	26	,	,	PUNCT
gujaf-439	277	27	w.	w.	PROPN
gujaf-439	277	28	,	,	PUNCT
gujaf-439	277	29	wang	wang	PROPN
gujaf-439	277	30	,	,	PUNCT
gujaf-439	277	31	x.	x.	PROPN
gujaf-439	277	32	,	,	PUNCT
gujaf-439	277	33	(	(	PUNCT
gujaf-439	277	34	2019	2019	NUM
gujaf-439	277	35	)	)	PUNCT
gujaf-439	277	36	.	.	PUNCT
gujaf-439	278	1	forming	form	VERB
gujaf-439	278	2	a	a	DET
gujaf-439	278	3	new	new	ADJ
gujaf-439	278	4	small	small	ADJ
gujaf-439	278	5	sample	sample	NOUN
gujaf-439	278	6	deep	deep	ADJ
gujaf-439	278	7	learning	learning	NOUN
gujaf-439	278	8	model	model	NOUN
gujaf-439	278	9	to	to	PART
gujaf-439	278	10	predict	predict	VERB
gujaf-439	278	11	total	total	ADJ
gujaf-439	278	12	organic	organic	ADJ
gujaf-439	278	13	carbon	carbon	NOUN
gujaf-439	278	14	content	content	NOUN
gujaf-439	278	15	bycombiningunsupervised	bycombiningunsupervise	VERB
gujaf-439	278	16	learningwith	learningwith	NOUN
gujaf-439	278	17	semisupervised	semisupervise	VERB
gujaf-439	278	18	learning.appl	learning.appl	PROPN
gujaf-439	278	19	.	.	PUNCT
gujaf-439	279	1	soft	soft	ADJ
gujaf-439	279	2	comput.83	comput.83	NOUN
gujaf-439	279	3	,	,	PUNCT
gujaf-439	279	4	105596	105596	NUM
gujaf-439	279	5	.	.	PUNCT
gujaf-439	280	1	zhu	zhu	PROPN
gujaf-439	280	2	,	,	PUNCT
gujaf-439	280	3	x.	x.	PROPN
gujaf-439	280	4	,	,	PUNCT
gujaf-439	280	5	he	he	PRON
gujaf-439	280	6	,	,	PUNCT
gujaf-439	280	7	x.	x.	PROPN
gujaf-439	280	8	,	,	PUNCT
gujaf-439	280	9	&	&	CCONJ
gujaf-439	280	10	huang	huang	PROPN
gujaf-439	280	11	,	,	PUNCT
gujaf-439	280	12	y.	y.	PROPN
gujaf-439	280	13	(	(	PUNCT
gujaf-439	280	14	2019	2019	NUM
gujaf-439	280	15	)	)	PUNCT
gujaf-439	280	16	.	.	PUNCT
gujaf-439	281	1	noise	noise	NOUN
gujaf-439	281	2	-	-	PUNCT
gujaf-439	281	3	robust	robust	ADJ
gujaf-439	281	4	deep	deep	ADJ
gujaf-439	281	5	learning	learning	NOUN
gujaf-439	281	6	models	model	NOUN
gujaf-439	281	7	for	for	ADP
gujaf-439	281	8	consumer	consumer	NOUN
gujaf-439	281	9	prediction	prediction	NOUN
gujaf-439	281	10	.	.	PUNCT
gujaf-439	282	1	information	information	NOUN
gujaf-439	282	2	sciences	sciences	PROPN
gujaf-439	282	3	,	,	PUNCT
gujaf-439	282	4	481	481	NUM
gujaf-439	282	5	,	,	PUNCT
gujaf-439	282	6	322–336	322–336	NUM
gujaf-439	282	7	.	.	PUNCT
gujaf-439	283	1	ma	ma	PROPN
gujaf-439	283	2	,	,	PUNCT
gujaf-439	283	3	s.	s.	PROPN
gujaf-439	283	4	,	,	PUNCT
gujaf-439	283	5	fan	fan	PROPN
gujaf-439	283	6	,	,	PUNCT
gujaf-439	283	7	y.	y.	PROPN
gujaf-439	283	8	,	,	PUNCT
gujaf-439	283	9	(	(	PUNCT
gujaf-439	283	10	2020).a	2020).a	NUM
gujaf-439	283	11	deployment	deployment	NOUN
gujaf-439	283	12	model	model	NOUN
gujaf-439	283	13	of	of	ADP
gujaf-439	283	14	ev	ev	X
gujaf-439	283	15	charging	charge	VERB
gujaf-439	283	16	piles	pile	NOUN
gujaf-439	283	17	and	and	CCONJ
gujaf-439	283	18	its	its	PRON
gujaf-439	283	19	impact	impact	NOUN
gujaf-439	283	20	on	on	ADP
gujaf-439	283	21	ev	ev	ADP
gujaf-439	283	22	promotion.energy	promotion.energy	PROPN
gujaf-439	283	23	pol	pol	NOUN
gujaf-439	283	24	.	.	PUNCT
gujaf-439	284	1	146	146	NUM
gujaf-439	284	2	,	,	PUNCT
gujaf-439	284	3	111777	111777	NUM
gujaf-439	284	4	.	.	PUNCT
gujaf-439	285	1	ma	ma	PROPN
gujaf-439	285	2	,	,	PUNCT
gujaf-439	285	3	y.	y.	PROPN
gujaf-439	285	4	,	,	PUNCT
gujaf-439	285	5	shi	shi	PROPN
gujaf-439	285	6	,	,	PUNCT
gujaf-439	285	7	t.	t.	PROPN
gujaf-439	285	8	,	,	PUNCT
gujaf-439	285	9	zhang	zhang	PROPN
gujaf-439	285	10	,	,	PUNCT
gujaf-439	285	11	w.	w.	PROPN
gujaf-439	285	12	,	,	PUNCT
gujaf-439	285	13	hao	hao	PROPN
gujaf-439	285	14	,	,	PUNCT
gujaf-439	285	15	y.	y.	PROPN
gujaf-439	285	16	,	,	PUNCT
gujaf-439	285	17	huang	huang	PROPN
gujaf-439	285	18	,	,	PUNCT
gujaf-439	285	19	j.	j.	PROPN
gujaf-439	285	20	,	,	PUNCT
gujaf-439	285	21	lin	lin	PROPN
gujaf-439	285	22	,	,	PUNCT
gujaf-439	285	23	y.	y.	PROPN
gujaf-439	285	24	,	,	PUNCT
gujaf-439	285	25	(	(	PUNCT
gujaf-439	285	26	2019	2019	NUM
gujaf-439	285	27	)	)	PUNCT
gujaf-439	285	28	.	.	PUNCT
gujaf-439	286	1	comprehensive	comprehensive	ADJ
gujaf-439	286	2	policy	policy	NOUN
gujaf-439	286	3	evaluation	evaluation	NOUN
gujaf-439	286	4	of	of	ADP
gujaf-439	286	5	nev	nev	PROPN
gujaf-439	286	6	development	development	NOUN
gujaf-439	286	7	in	in	ADP
gujaf-439	286	8	china	china	PROPN
gujaf-439	286	9	,	,	PUNCT
gujaf-439	286	10	japan	japan	PROPN
gujaf-439	286	11	,	,	PUNCT
gujaf-439	286	12	the	the	DET
gujaf-439	286	13	united	united	PROPN
gujaf-439	286	14	states	states	PROPN
gujaf-439	286	15	,	,	PUNCT
gujaf-439	286	16	and	and	CCONJ
gujaf-439	286	17	germany	germany	PROPN
gujaf-439	286	18	based	base	VERB
gujaf-439	286	19	on	on	ADP
gujaf-439	286	20	the	the	DET
gujaf-439	286	21	ahp	ahp	NOUN
gujaf-439	286	22	-	-	PUNCT
gujaf-439	286	23	ew	ew	PROPN
gujaf-439	286	24	model	model	NOUN
gujaf-439	286	25	.	.	PUNCT
gujaf-439	287	1	j.	j.	PROPN
gujaf-439	287	2	clean	clean	PROPN
gujaf-439	287	3	.	.	PUNCT
gujaf-439	288	1	prod	prod	PROPN
gujaf-439	288	2	.	.	PUNCT
gujaf-439	289	1	214	214	NUM
gujaf-439	289	2	,	,	PUNCT
gujaf-439	289	3	389–402	389–402	NUM
gujaf-439	289	4	.	.	PUNCT
gujaf-439	290	1	rietmann	rietmann	PROPN
gujaf-439	290	2	,	,	PUNCT
gujaf-439	290	3	n.	n.	NOUN
gujaf-439	290	4	,hügler	,hügler	PROPN
gujaf-439	290	5	,	,	PUNCT
gujaf-439	290	6	b.	b.	PROPN
gujaf-439	290	7	,	,	PUNCT
gujaf-439	290	8	lieven	lieven	VERB
gujaf-439	290	9	,	,	PUNCT
gujaf-439	290	10	t.	t.	NOUN
gujaf-439	290	11	,2020.forecastingthetrajectoryofelectricvehiclesales	,2020.forecastingthetrajectoryofelectricvehiclesales	PUNCT
gujaf-439	290	12	and	and	CCONJ
gujaf-439	290	13	the	the	DET
gujaf-439	290	14	consequences	consequence	NOUN
gujaf-439	290	15	for	for	ADP
gujaf-439	290	16	worldwide	worldwide	ADJ
gujaf-439	290	17	co2	co2	NOUN
gujaf-439	290	18	emissions	emission	NOUN
gujaf-439	290	19	.	.	PUNCT
gujaf-439	291	1	j.	j.	PROPN
gujaf-439	291	2	clean	clean	PROPN
gujaf-439	291	3	.	.	PUNCT
gujaf-439	292	1	prod	prod	PROPN
gujaf-439	292	2	.	.	PUNCT
gujaf-439	293	1	261	261	NUM
gujaf-439	293	2	,	,	PUNCT
gujaf-439	293	3	121038	121038	NUM
gujaf-439	293	4	sun	sun	NOUN
gujaf-439	293	5	,	,	PUNCT
gujaf-439	293	6	y.	y.	PROPN
gujaf-439	293	7	,	,	PUNCT
gujaf-439	293	8	zhang	zhang	PROPN
gujaf-439	293	9	,	,	PUNCT
gujaf-439	293	10	y.	y.	PROPN
gujaf-439	293	11	,	,	PUNCT
gujaf-439	293	12	su	su	PROPN
gujaf-439	293	13	,	,	PUNCT
gujaf-439	293	14	b.	b.	PROPN
gujaf-439	293	15	,	,	PUNCT
gujaf-439	293	16	(	(	PUNCT
gujaf-439	293	17	2022	2022	NUM
gujaf-439	293	18	)	)	PUNCT
gujaf-439	293	19	.	.	PUNCT
gujaf-439	294	1	impact	impact	NOUN
gujaf-439	294	2	of	of	ADP
gujaf-439	294	3	government	government	NOUN
gujaf-439	294	4	subsidy	subsidy	NOUN
gujaf-439	294	5	on	on	ADP
gujaf-439	294	6	the	the	DET
gujaf-439	294	7	optimal	optimal	ADJ
gujaf-439	294	8	r&d	r&d	NOUN
gujaf-439	294	9	and	and	CCONJ
gujaf-439	294	10	advertising	advertising	NOUN
gujaf-439	294	11	investment	investment	NOUN
gujaf-439	294	12	in	in	ADP
gujaf-439	294	13	the	the	DET
gujaf-439	294	14	cooperative	cooperative	ADJ
gujaf-439	294	15	supply	supply	NOUN
gujaf-439	294	16	chain	chain	NOUN
gujaf-439	294	17	of	of	ADP
gujaf-439	294	18	new	new	ADJ
gujaf-439	294	19	energy	energy	NOUN
gujaf-439	294	20	vehicles.energy	vehicles.energy	NUM
gujaf-439	294	21	pol	pol	NOUN
gujaf-439	294	22	.	.	PUNCT
gujaf-439	294	23	164	164	NUM
gujaf-439	294	24	,	,	PUNCT
gujaf-439	294	25	112	112	NUM
gujaf-439	294	26	ding	ding	NOUN
gujaf-439	294	27	,	,	PUNCT
gujaf-439	294	28	s.	s.	PROPN
gujaf-439	294	29	,	,	PUNCT
gujaf-439	294	30	li	li	PROPN
gujaf-439	294	31	,	,	PUNCT
gujaf-439	294	32	r.	r.	PROPN
gujaf-439	294	33	,	,	PUNCT
gujaf-439	294	34	2021	2021	NUM
gujaf-439	294	35	.	.	PUNCT
gujaf-439	295	1	forecasting	forecast	VERB
gujaf-439	295	2	the	the	DET
gujaf-439	295	3	sales	sale	NOUN
gujaf-439	295	4	and	and	CCONJ
gujaf-439	295	5	stock	stock	NOUN
gujaf-439	295	6	of	of	ADP
gujaf-439	295	7	electric	electric	ADJ
gujaf-439	295	8	vehicles	vehicle	NOUN
gujaf-439	295	9	using	use	VERB
gujaf-439	295	10	a	a	DET
gujaf-439	295	11	novel	novel	ADJ
gujaf-439	295	12	self	self	NOUN
gujaf-439	295	13	adaptive	adaptive	ADJ
gujaf-439	295	14	optimized	optimize	VERB
gujaf-439	295	15	grey	grey	NOUN
gujaf-439	295	16	model.eng	model.eng	PROPN
gujaf-439	295	17	.	.	PUNCT
gujaf-439	295	18	appl	appl	PROPN
gujaf-439	295	19	.	.	PUNCT
gujaf-439	296	1	artif.intell.100	artif.intell.100	PROPN
gujaf-439	296	2	,	,	PUNCT
gujaf-439	296	3	104148	104148	NUM
gujaf-439	296	4	.	.	PUNCT
gujaf-439	297	1	he	he	PRON
gujaf-439	297	2	,	,	PUNCT
gujaf-439	297	3	l.	l.	PROPN
gujaf-439	297	4	,	,	PUNCT
gujaf-439	297	5	pei	pei	PROPN
gujaf-439	297	6	,	,	PUNCT
gujaf-439	297	7	l.	l.	PROPN
gujaf-439	297	8	,	,	PUNCT
gujaf-439	297	9	yang	yang	PROPN
gujaf-439	297	10	,	,	PUNCT
gujaf-439	297	11	y.	y.	PROPN
gujaf-439	297	12	,	,	PUNCT
gujaf-439	297	13	(	(	PUNCT
gujaf-439	297	14	2020).an	2020).an	NUM
gujaf-439	297	15	optimised	optimise	VERB
gujaf-439	297	16	grey	grey	NOUN
gujaf-439	297	17	buffer	buffer	NOUN
gujaf-439	297	18	operator	operator	NOUN
gujaf-439	297	19	for	for	ADP
gujaf-439	297	20	forecasting	forecast	VERB
gujaf-439	297	21	the	the	DET
gujaf-439	297	22	production	production	NOUN
gujaf-439	297	23	and	and	CCONJ
gujaf-439	297	24	sales	sale	NOUN
gujaf-439	297	25	of	of	ADP
gujaf-439	297	26	new	new	ADJ
gujaf-439	297	27	energy	energy	NOUN
gujaf-439	297	28	vehicles	vehicle	NOUN
gujaf-439	297	29	in	in	ADP
gujaf-439	297	30	china	china	PROPN
gujaf-439	297	31	.	.	PUNCT
gujaf-439	298	1	sci	sci	PROPN
gujaf-439	298	2	.	.	PUNCT
gujaf-439	299	1	total	total	PROPN
gujaf-439	299	2	environ	environ	PROPN
gujaf-439	299	3	.	.	PUNCT
gujaf-439	299	4	704	704	NUM
gujaf-439	299	5	,	,	PUNCT
gujaf-439	299	6	135321	135321	NUM
gujaf-439	299	7	.	.	PUNCT