id	sid	tid	token	lemma	pos
cana-1924	1	1	communications	communication	NOUN
cana-1924	1	2	on	on	ADP
cana-1924	1	3	applied	apply	VERB
cana-1924	1	4	nonlinear	nonlinear	ADJ
cana-1924	1	5	analysis	analysis	NOUN
cana-1924	1	6	issn	issn	NOUN
cana-1924	1	7	:	:	PUNCT
cana-1924	1	8	1074	1074	NUM
cana-1924	1	9	-	-	PUNCT
cana-1924	1	10	133x	133x	NUM
cana-1924	1	11	vol	vol	NOUN
cana-1924	1	12	32	32	NUM
cana-1924	1	13	no	no	NOUN
cana-1924	1	14	.	.	NOUN
cana-1924	1	15	3	3	NUM
cana-1924	1	16	(	(	PUNCT
cana-1924	1	17	2025	2025	NUM
cana-1924	1	18	)	)	PUNCT
cana-1924	1	19	130	130	NUM
cana-1924	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1924	1	21	statistical	statistical	ADJ
cana-1924	1	22	model	model	NOUN
cana-1924	1	23	comparison	comparison	NOUN
cana-1924	1	24	for	for	ADP
cana-1924	1	25	the	the	DET
cana-1924	1	26	national	national	PROPN
cana-1924	1	27	stock	stock	PROPN
cana-1924	1	28	exchange	exchange	PROPN
cana-1924	1	29	(	(	PUNCT
cana-1924	1	30	nse	nse	NOUN
cana-1924	1	31	)	)	PUNCT
cana-1924	1	32	stock	stock	NOUN
cana-1924	1	33	price	price	NOUN
cana-1924	1	34	prediction	prediction	NOUN
cana-1924	1	35	1prachi	1prachi	NUM
cana-1924	1	36	gupta	gupta	NOUN
cana-1924	1	37	.	.	PUNCT
cana-1924	1	38	,	,	PUNCT
cana-1924	1	39	2	2	NUM
cana-1924	1	40	hemanth	hemanth	NOUN
cana-1924	1	41	kumar	kumar	PROPN
cana-1924	1	42	molapata	molapata	PROPN
cana-1924	1	43	.	.	PUNCT
cana-1924	2	1	,3	,3	PROPN
cana-1924	2	2	g.	g.	PROPN
cana-1924	2	3	madhu	madhu	PROPN
cana-1924	2	4	sudan	sudan	PROPN
cana-1924	2	5	.	.	PROPN
cana-1924	2	6	,	,	PUNCT
cana-1924	2	7	4nagendra	4nagendra	NUM
cana-1924	2	8	kumar	kumar	PROPN
cana-1924	2	9	kalaparthi	kalaparthi	PROPN
cana-1924	2	10	.	.	PUNCT
cana-1924	2	11	,	,	PUNCT
cana-1924	2	12	5darvinder	5darvinder	NUM
cana-1924	2	13	kumar	kumar	PROPN
cana-1924	2	14	.	.	PROPN
cana-1924	2	15	,	,	PUNCT
cana-1924	2	16	6sreesaketh	6sreesaketh	NUM
cana-1924	2	17	karri	karri	PROPN
cana-1924	2	18	1department	1department	NUM
cana-1924	2	19	of	of	ADP
cana-1924	2	20	statistics	statistic	NOUN
cana-1924	2	21	,	,	PUNCT
cana-1924	2	22	university	university	NOUN
cana-1924	2	23	of	of	ADP
cana-1924	2	24	allahabad	allahabad	PROPN
cana-1924	2	25	,	,	PUNCT
cana-1924	2	26	prayagraj	prayagraj	ADJ
cana-1924	2	27	,	,	PUNCT
cana-1924	2	28	u.p.-211002	u.p.-211002	PROPN
cana-1924	2	29	india	india	PROPN
cana-1924	2	30	.	.	PUNCT
cana-1924	3	1	2asst	2asst	NUM
cana-1924	3	2	professor	professor	NOUN
cana-1924	3	3	,	,	PUNCT
cana-1924	3	4	department	department	NOUN
cana-1924	3	5	of	of	ADP
cana-1924	3	6	statistics	statistic	NOUN
cana-1924	3	7	,	,	PUNCT
cana-1924	3	8	hindu	hindu	PROPN
cana-1924	3	9	college	college	NOUN
cana-1924	3	10	,	,	PUNCT
cana-1924	3	11	uod	uod	PROPN
cana-1924	3	12	,	,	PUNCT
cana-1924	3	13	new	new	PROPN
cana-1924	3	14	delhi	delhi	PROPN
cana-1924	3	15	india	india	PROPN
cana-1924	3	16	.	.	PUNCT
cana-1924	4	1	3asst	3asst	NUM
cana-1924	4	2	professor	professor	NOUN
cana-1924	4	3	,	,	PUNCT
cana-1924	4	4	department	department	NOUN
cana-1924	4	5	of	of	ADP
cana-1924	4	6	statistics	statistic	NOUN
cana-1924	4	7	,	,	PUNCT
cana-1924	4	8	university	university	NOUN
cana-1924	4	9	of	of	ADP
cana-1924	4	10	allahabad	allahabad	PROPN
cana-1924	4	11	,	,	PUNCT
cana-1924	4	12	prayagraj-211002	prayagraj-211002	ADJ
cana-1924	4	13	india	india	PROPN
cana-1924	4	14	.	.	PUNCT
cana-1924	5	1	4asst	4asst	PROPN
cana-1924	5	2	professor	professor	NOUN
cana-1924	5	3	,	,	PUNCT
cana-1924	5	4	department	department	NOUN
cana-1924	5	5	of	of	ADP
cana-1924	5	6	statistics	statistic	NOUN
cana-1924	5	7	,	,	PUNCT
cana-1924	5	8	s.v.college	s.v.college	NOUN
cana-1924	5	9	,	,	PUNCT
cana-1924	5	10	uod	uod	PROPN
cana-1924	5	11	,	,	PUNCT
cana-1924	5	12	new	new	PROPN
cana-1924	5	13	delhi	delhi	PROPN
cana-1924	5	14	india	india	PROPN
cana-1924	5	15	.	.	PUNCT
cana-1924	6	1	5associate	5associate	NUM
cana-1924	6	2	professor	professor	NOUN
cana-1924	6	3	,	,	PUNCT
cana-1924	6	4	department	department	NOUN
cana-1924	6	5	of	of	ADP
cana-1924	6	6	statisticspgdav	statisticspgdav	PROPN
cana-1924	6	7	college	college	PROPN
cana-1924	6	8	,	,	PUNCT
cana-1924	6	9	uod	uod	PROPN
cana-1924	6	10	,	,	PUNCT
cana-1924	6	11	new	new	PROPN
cana-1924	6	12	delhi	delhi	PROPN
cana-1924	6	13	india	india	PROPN
cana-1924	6	14	.	.	PUNCT
cana-1924	7	1	6asst	6asst	NUM
cana-1924	7	2	professor	professor	NOUN
cana-1924	7	3	,	,	PUNCT
cana-1924	7	4	department	department	NOUN
cana-1924	7	5	of	of	ADP
cana-1924	7	6	statistics	statistic	NOUN
cana-1924	7	7	,	,	PUNCT
cana-1924	7	8	delhi	delhi	ADJ
cana-1924	7	9	public	public	ADJ
cana-1924	7	10	school	school	NOUN
cana-1924	7	11	,	,	PUNCT
cana-1924	7	12	bangalore	bangalore	PROPN
cana-1924	7	13	east	east	PROPN
cana-1924	7	14	india	india	PROPN
cana-1924	7	15	.	.	PUNCT
cana-1924	8	1	corresponding	correspond	VERB
cana-1924	8	2	author	author	NOUN
cana-1924	8	3	gmadhusudan7@gmail.com	gmadhusudan7@gmail.com	PROPN
cana-1924	8	4	article	article	NOUN
cana-1924	8	5	history	history	NOUN
cana-1924	8	6	:	:	PUNCT
cana-1924	8	7	received	receive	VERB
cana-1924	8	8	:	:	PUNCT
cana-1924	8	9	27	27	NUM
cana-1924	8	10	-	-	SYM
cana-1924	8	11	07	07	NUM
cana-1924	8	12	-	-	PUNCT
cana-1924	8	13	2024	2024	NUM
cana-1924	8	14	revised	revise	VERB
cana-1924	8	15	:	:	PUNCT
cana-1924	8	16	12	12	NUM
cana-1924	8	17	-	-	SYM
cana-1924	8	18	09	09	NUM
cana-1924	8	19	-	-	PUNCT
cana-1924	8	20	2024	2024	NUM
cana-1924	8	21	accepted	accept	VERB
cana-1924	8	22	:	:	PUNCT
cana-1924	8	23	01	01	NUM
cana-1924	8	24	-	-	SYM
cana-1924	8	25	10	10	NUM
cana-1924	8	26	-	-	PUNCT
cana-1924	8	27	2024	2024	NUM
cana-1924	8	28	abstract	abstract	NOUN
cana-1924	8	29	:	:	PUNCT
cana-1924	8	30	the	the	DET
cana-1924	8	31	stock	stock	NOUN
cana-1924	8	32	market	market	NOUN
cana-1924	8	33	is	be	AUX
cana-1924	8	34	one	one	NUM
cana-1924	8	35	of	of	ADP
cana-1924	8	36	the	the	DET
cana-1924	8	37	most	most	ADV
cana-1924	8	38	versatile	versatile	ADJ
cana-1924	8	39	sectors	sector	NOUN
cana-1924	8	40	in	in	ADP
cana-1924	8	41	the	the	DET
cana-1924	8	42	financial	financial	ADJ
cana-1924	8	43	system	system	NOUN
cana-1924	8	44	,	,	PUNCT
cana-1924	8	45	and	and	CCONJ
cana-1924	8	46	the	the	DET
cana-1924	8	47	stock	stock	NOUN
cana-1924	8	48	market	market	NOUN
cana-1924	8	49	plays	play	VERB
cana-1924	8	50	an	an	DET
cana-1924	8	51	important	important	ADJ
cana-1924	8	52	role	role	NOUN
cana-1924	8	53	in	in	ADP
cana-1924	8	54	economic	economic	ADJ
cana-1924	8	55	development	development	NOUN
cana-1924	8	56	.	.	PUNCT
cana-1924	9	1	it	it	PRON
cana-1924	9	2	is	be	AUX
cana-1924	9	3	also	also	ADV
cana-1924	9	4	a	a	DET
cana-1924	9	5	platform	platform	NOUN
cana-1924	9	6	for	for	ADP
cana-1924	9	7	trading	trade	VERB
cana-1924	9	8	various	various	ADJ
cana-1924	9	9	securities	security	NOUN
cana-1924	9	10	and	and	CCONJ
cana-1924	9	11	derivatives	derivative	NOUN
cana-1924	9	12	without	without	ADP
cana-1924	9	13	barriers	barrier	NOUN
cana-1924	9	14	.	.	PUNCT
cana-1924	10	1	this	this	DET
cana-1924	10	2	paper	paper	NOUN
cana-1924	10	3	focuses	focus	VERB
cana-1924	10	4	on	on	ADP
cana-1924	10	5	the	the	DET
cana-1924	10	6	comparison	comparison	NOUN
cana-1924	10	7	of	of	ADP
cana-1924	10	8	different	different	ADJ
cana-1924	10	9	types	type	NOUN
cana-1924	10	10	of	of	ADP
cana-1924	10	11	time	time	NOUN
cana-1924	10	12	series	series	PROPN
cana-1924	10	13	models	model	NOUN
cana-1924	10	14	to	to	PART
cana-1924	10	15	predict	predict	VERB
cana-1924	10	16	the	the	DET
cana-1924	10	17	stock	stock	NOUN
cana-1924	10	18	prices	price	NOUN
cana-1924	10	19	of	of	ADP
cana-1924	10	20	five	five	NUM
cana-1924	10	21	companies	company	NOUN
cana-1924	10	22	by	by	ADP
cana-1924	10	23	using	use	VERB
cana-1924	10	24	machine	machine	NOUN
cana-1924	10	25	learning	learn	VERB
cana-1924	10	26	techniques	technique	NOUN
cana-1924	10	27	.	.	PUNCT
cana-1924	11	1	keywords	keyword	NOUN
cana-1924	11	2	:	:	PUNCT
cana-1924	11	3	stock	stock	NOUN
cana-1924	11	4	market	market	NOUN
cana-1924	11	5	,	,	PUNCT
cana-1924	11	6	stock	stock	NOUN
cana-1924	11	7	price	price	NOUN
cana-1924	11	8	prediction	prediction	NOUN
cana-1924	11	9	,	,	PUNCT
cana-1924	11	10	time	time	NOUN
cana-1924	11	11	series	series	NOUN
cana-1924	11	12	models	model	NOUN
cana-1924	11	13	,	,	PUNCT
cana-1924	11	14	nse	nse	NOUN
cana-1924	11	15	.	.	NOUN
cana-1924	12	1	1	1	X
cana-1924	12	2	.	.	X
cana-1924	12	3	introduction	introduction	NOUN
cana-1924	12	4	stock	stock	NOUN
cana-1924	12	5	:	:	PUNCT
cana-1924	12	6	a	a	DET
cana-1924	12	7	stock	stock	NOUN
cana-1924	12	8	(	(	PUNCT
cana-1924	12	9	akhilesh	akhilesh	PROPN
cana-1924	12	10	ganti	ganti	PROPN
cana-1924	12	11	,	,	PUNCT
cana-1924	12	12	mar	mar	PROPN
cana-1924	12	13	2019	2019	NUM
cana-1924	12	14	)	)	PUNCT
cana-1924	12	15	also	also	ADV
cana-1924	12	16	known	know	VERB
cana-1924	12	17	as	as	ADP
cana-1924	12	18	share	share	NOUN
cana-1924	12	19	or	or	CCONJ
cana-1924	12	20	equity	equity	NOUN
cana-1924	12	21	,	,	PUNCT
cana-1924	12	22	is	be	AUX
cana-1924	12	23	a	a	DET
cana-1924	12	24	kind	kind	NOUN
cana-1924	12	25	of	of	ADP
cana-1924	12	26	security	security	NOUN
cana-1924	12	27	that	that	PRON
cana-1924	12	28	implies	imply	VERB
cana-1924	12	29	proportionate	proportionate	ADJ
cana-1924	12	30	in	in	ADP
cana-1924	12	31	the	the	DET
cana-1924	12	32	issuing	issue	VERB
cana-1924	12	33	organization	organization	NOUN
cana-1924	12	34	.	.	PUNCT
cana-1924	13	1	this	this	PRON
cana-1924	13	2	qualifies	qualify	VERB
cana-1924	13	3	the	the	DET
cana-1924	13	4	investor	investor	NOUN
cana-1924	13	5	for	for	ADP
cana-1924	13	6	that	that	DET
cana-1924	13	7	extent	extent	NOUN
cana-1924	13	8	of	of	ADP
cana-1924	13	9	the	the	DET
cana-1924	13	10	company	company	NOUN
cana-1924	13	11	’s	’s	PART
cana-1924	13	12	advantages	advantage	NOUN
cana-1924	13	13	and	and	CCONJ
cana-1924	13	14	profit	profit	NOUN
cana-1924	13	15	.	.	PUNCT
cana-1924	14	1	stocks	stock	NOUN
cana-1924	14	2	are	be	AUX
cana-1924	14	3	purchased	purchase	VERB
cana-1924	14	4	and	and	CCONJ
cana-1924	14	5	sold	sell	VERB
cana-1924	14	6	dominatingly	dominatingly	ADV
cana-1924	14	7	on	on	ADP
cana-1924	14	8	stock	stock	NOUN
cana-1924	14	9	trades	trade	NOUN
cana-1924	14	10	,	,	PUNCT
cana-1924	14	11	however	however	ADV
cana-1924	14	12	there	there	PRON
cana-1924	14	13	can	can	AUX
cana-1924	14	14	be	be	AUX
cana-1924	14	15	private	private	ADJ
cana-1924	14	16	deals	deal	NOUN
cana-1924	14	17	also	also	ADV
cana-1924	14	18	and	and	CCONJ
cana-1924	14	19	the	the	DET
cana-1924	14	20	establishment	establishment	NOUN
cana-1924	14	21	of	of	ADP
cana-1924	14	22	about	about	ADP
cana-1924	14	23	each	each	DET
cana-1924	14	24	portfolio	portfolio	NOUN
cana-1924	14	25	.	.	PUNCT
cana-1924	15	1	national	national	ADJ
cana-1924	15	2	stock	stock	PROPN
cana-1924	15	3	change	change	NOUN
cana-1924	15	4	(	(	PUNCT
cana-1924	15	5	nse	nse	NOUN
cana-1924	15	6	)	)	PUNCT
cana-1924	15	7	the	the	DET
cana-1924	15	8	national	national	PROPN
cana-1924	15	9	stock	stock	PROPN
cana-1924	15	10	exchange	exchange	PROPN
cana-1924	15	11	is	be	AUX
cana-1924	15	12	the	the	DET
cana-1924	15	13	leading	lead	VERB
cana-1924	15	14	stock	stock	NOUN
cana-1924	15	15	exchange	exchange	NOUN
cana-1924	15	16	in	in	ADP
cana-1924	15	17	our	our	PRON
cana-1924	15	18	country	country	NOUN
cana-1924	15	19	.	.	PUNCT
cana-1924	16	1	it	it	PRON
cana-1924	16	2	was	be	AUX
cana-1924	16	3	established	establish	VERB
cana-1924	16	4	in	in	ADP
cana-1924	16	5	1992	1992	NUM
cana-1924	16	6	and	and	CCONJ
cana-1924	16	7	is	be	AUX
cana-1924	16	8	headquartered	headquarter	VERB
cana-1924	16	9	in	in	ADP
cana-1924	16	10	mumbai	mumbai	PROPN
cana-1924	16	11	.	.	PUNCT
cana-1924	17	1	the	the	DET
cana-1924	17	2	nse	nse	NOUN
cana-1924	17	3	offers	offer	VERB
cana-1924	17	4	trading	trading	NOUN
cana-1924	17	5	in	in	ADP
cana-1924	17	6	equities	equity	NOUN
cana-1924	17	7	,	,	PUNCT
cana-1924	17	8	derivatives	derivative	NOUN
cana-1924	17	9	,	,	PUNCT
cana-1924	17	10	and	and	CCONJ
cana-1924	17	11	debt	debt	NOUN
cana-1924	17	12	securities	security	NOUN
cana-1924	17	13	.	.	PUNCT
cana-1924	18	1	the	the	DET
cana-1924	18	2	nse	nse	NOUN
cana-1924	18	3	is	be	AUX
cana-1924	18	4	known	know	VERB
cana-1924	18	5	for	for	ADP
cana-1924	18	6	its	its	PRON
cana-1924	18	7	modern	modern	ADJ
cana-1924	18	8	electronic	electronic	ADJ
cana-1924	18	9	performance	performance	NOUN
cana-1924	18	10	,	,	PUNCT
cana-1924	18	11	which	which	PRON
cana-1924	18	12	allows	allow	VERB
cana-1924	18	13	for	for	ADP
cana-1924	18	14	fast	fast	ADJ
cana-1924	18	15	and	and	CCONJ
cana-1924	18	16	most	most	ADV
cana-1924	18	17	efficient	efficient	ADJ
cana-1924	18	18	trading	trading	NOUN
cana-1924	18	19	.	.	PUNCT
cana-1924	19	1	it	it	PRON
cana-1924	19	2	also	also	ADV
cana-1924	19	3	provides	provide	VERB
cana-1924	19	4	a	a	DET
cana-1924	19	5	wide	wide	ADJ
cana-1924	19	6	range	range	NOUN
cana-1924	19	7	of	of	ADP
cana-1924	19	8	trading	trading	NOUN
cana-1924	19	9	products	product	NOUN
cana-1924	19	10	and	and	CCONJ
cana-1924	19	11	services	service	NOUN
cana-1924	19	12	,	,	PUNCT
cana-1924	19	13	including	include	VERB
cana-1924	19	14	equity	equity	NOUN
cana-1924	19	15	trading	trading	NOUN
cana-1924	19	16	,	,	PUNCT
cana-1924	19	17	index	index	NOUN
cana-1924	19	18	trading	trading	NOUN
cana-1924	19	19	,	,	PUNCT
cana-1924	19	20	currency	currency	NOUN
cana-1924	19	21	trading	trading	NOUN
cana-1924	19	22	,	,	PUNCT
cana-1924	19	23	and	and	CCONJ
cana-1924	19	24	commodities	commodity	NOUN
cana-1924	19	25	trading	trading	NOUN
cana-1924	19	26	.	.	PUNCT
cana-1924	20	1	overall	overall	ADV
cana-1924	20	2	,	,	PUNCT
cana-1924	20	3	the	the	DET
cana-1924	20	4	nse	nse	NOUN
cana-1924	20	5	plays	play	VERB
cana-1924	20	6	an	an	DET
cana-1924	20	7	important	important	ADJ
cana-1924	20	8	role	role	NOUN
cana-1924	20	9	in	in	ADP
cana-1924	20	10	the	the	DET
cana-1924	20	11	indian	indian	ADJ
cana-1924	20	12	economy	economy	NOUN
cana-1924	20	13	and	and	CCONJ
cana-1924	20	14	is	be	AUX
cana-1924	20	15	a	a	DET
cana-1924	20	16	key	key	ADJ
cana-1924	20	17	player	player	NOUN
cana-1924	20	18	in	in	ADP
cana-1924	20	19	the	the	DET
cana-1924	20	20	global	global	ADJ
cana-1924	20	21	financial	financial	ADJ
cana-1924	20	22	markets	market	NOUN
cana-1924	20	23	.	.	PUNCT
cana-1924	21	1	nifty-50	nifty-50	ADP
cana-1924	21	2	:	:	PUNCT
cana-1924	21	3	the	the	DET
cana-1924	21	4	nifty	nifty	ADJ
cana-1924	21	5	is	be	AUX
cana-1924	21	6	the	the	DET
cana-1924	21	7	flagship	flagship	NOUN
cana-1924	21	8	benchmark	benchmark	NOUN
cana-1924	21	9	of	of	ADP
cana-1924	21	10	the	the	DET
cana-1924	21	11	national	national	PROPN
cana-1924	21	12	stock	stock	PROPN
cana-1924	21	13	exchange	exchange	PROPN
cana-1924	21	14	(	(	PUNCT
cana-1924	21	15	nse	nse	NOUN
cana-1924	21	16	)	)	PUNCT
cana-1924	21	17	,	,	PUNCT
cana-1924	21	18	which	which	PRON
cana-1924	21	19	is	be	AUX
cana-1924	21	20	a	a	DET
cana-1924	21	21	welldiversified	welldiversified	ADJ
cana-1924	21	22	index	index	NOUN
cana-1924	21	23	comprising	comprise	VERB
cana-1924	21	24	the	the	DET
cana-1924	21	25	top	top	ADJ
cana-1924	21	26	50	50	NUM
cana-1924	21	27	companies	company	NOUN
cana-1924	21	28	in	in	ADP
cana-1924	21	29	terms	term	NOUN
cana-1924	21	30	of	of	ADP
cana-1924	21	31	free	free	ADJ
cana-1924	21	32	-	-	PUNCT
cana-1924	21	33	float	float	NOUN
cana-1924	21	34	market	market	NOUN
cana-1924	21	35	capitalization	capitalization	NOUN
cana-1924	21	36	that	that	PRON
cana-1924	21	37	are	be	AUX
cana-1924	21	38	traded	trade	VERB
cana-1924	21	39	on	on	ADP
cana-1924	21	40	the	the	DET
cana-1924	21	41	bourse	bourse	NOUN
cana-1924	21	42	.	.	PUNCT
cana-1924	22	1	it	it	PRON
cana-1924	22	2	is	be	AUX
cana-1924	22	3	supposed	suppose	VERB
cana-1924	22	4	to	to	PART
cana-1924	22	5	reflect	reflect	VERB
cana-1924	22	6	the	the	DET
cana-1924	22	7	health	health	NOUN
cana-1924	22	8	of	of	ADP
cana-1924	22	9	the	the	DET
cana-1924	22	10	listed	list	VERB
cana-1924	22	11	universe	universe	NOUN
cana-1924	22	12	of	of	ADP
cana-1924	22	13	indian	indian	ADJ
cana-1924	22	14	companies	company	NOUN
cana-1924	22	15	,	,	PUNCT
cana-1924	22	16	and	and	CCONJ
cana-1924	22	17	hence	hence	ADV
cana-1924	22	18	the	the	DET
cana-1924	22	19	broader	broad	ADJ
cana-1924	22	20	economy	economy	NOUN
cana-1924	22	21	,	,	PUNCT
cana-1924	22	22	in	in	ADP
cana-1924	22	23	all	all	DET
cana-1924	22	24	market	market	NOUN
cana-1924	22	25	conditions	condition	NOUN
cana-1924	22	26	.	.	PUNCT
cana-1924	23	1	officially	officially	ADV
cana-1924	23	2	called	call	VERB
cana-1924	23	3	the	the	DET
cana-1924	23	4	nifty50	nifty50	ADJ
cana-1924	23	5	,	,	PUNCT
cana-1924	23	6	the	the	DET
cana-1924	23	7	index	index	NOUN
cana-1924	23	8	is	be	AUX
cana-1924	23	9	computed	compute	VERB
cana-1924	23	10	using	use	VERB
cana-1924	23	11	the	the	DET
cana-1924	23	12	free	free	ADJ
cana-1924	23	13	float	float	NOUN
cana-1924	23	14	market	market	NOUN
cana-1924	23	15	capitalization	capitalization	NOUN
cana-1924	23	16	method	method	NOUN
cana-1924	23	17	,	,	PUNCT
cana-1924	23	18	which	which	PRON
cana-1924	23	19	is	be	AUX
cana-1924	23	20	essentially	essentially	ADV
cana-1924	23	21	the	the	DET
cana-1924	23	22	count	count	NOUN
cana-1924	23	23	of	of	ADP
cana-1924	23	24	shares	share	NOUN
cana-1924	23	25	in	in	ADP
cana-1924	23	26	active	active	ADJ
cana-1924	23	27	circulation	circulation	NOUN
cana-1924	23	28	in	in	ADP
cana-1924	23	29	the	the	DET
cana-1924	23	30	market	market	NOUN
cana-1924	23	31	at	at	ADP
cana-1924	23	32	any	any	DET
cana-1924	23	33	given	give	VERB
cana-1924	23	34	point	point	NOUN
cana-1924	23	35	in	in	ADP
cana-1924	23	36	time	time	NOUN
cana-1924	23	37	.	.	PUNCT
cana-1924	24	1	the	the	DET
cana-1924	24	2	nifty	nifty	ADJ
cana-1924	24	3	,	,	PUNCT
cana-1924	24	4	just	just	ADV
cana-1924	24	5	like	like	ADP
cana-1924	24	6	the	the	DET
cana-1924	24	7	bse	bse	NOUN
cana-1924	24	8	benchmark	benchmark	PROPN
cana-1924	24	9	sensex	sensex	PROPN
cana-1924	24	10	,	,	PUNCT
cana-1924	24	11	is	be	AUX
cana-1924	24	12	today	today	NOUN
cana-1924	24	13	used	use	VERB
cana-1924	24	14	for	for	ADP
cana-1924	24	15	benchmarking	benchmarke	VERB
cana-1924	24	16	portfolios	portfolio	NOUN
cana-1924	24	17	and	and	CCONJ
cana-1924	24	18	returns	return	NOUN
cana-1924	24	19	of	of	ADP
cana-1924	24	20	mutual	mutual	ADJ
cana-1924	24	21	fund	fund	NOUN
cana-1924	24	22	schemes	scheme	NOUN
cana-1924	24	23	and	and	CCONJ
cana-1924	24	24	launching	launch	VERB
cana-1924	24	25	index	index	NOUN
cana-1924	24	26	funds	fund	NOUN
cana-1924	24	27	.	.	PUNCT
cana-1924	25	1	objective	objective	ADJ
cana-1924	25	2	1	1	NUM
cana-1924	25	3	.	.	PUNCT
cana-1924	25	4	to	to	PART
cana-1924	25	5	compare	compare	VERB
cana-1924	25	6	different	different	ADJ
cana-1924	25	7	types	type	NOUN
cana-1924	25	8	of	of	ADP
cana-1924	25	9	model	model	NOUN
cana-1924	25	10	and	and	CCONJ
cana-1924	25	11	algorithms	algorithm	NOUN
cana-1924	25	12	on	on	ADP
cana-1924	25	13	the	the	DET
cana-1924	25	14	national	national	PROPN
cana-1924	25	15	stock	stock	PROPN
cana-1924	25	16	exchange	exchange	PROPN
cana-1924	25	17	(	(	PUNCT
cana-1924	25	18	nse	nse	NOUN
cana-1924	25	19	)	)	PUNCT
cana-1924	25	20	data	datum	NOUN
cana-1924	25	21	for	for	ADP
cana-1924	25	22	five	five	NUM
cana-1924	25	23	companies	company	NOUN
cana-1924	25	24	.	.	PUNCT
cana-1924	26	1	communications	communication	NOUN
cana-1924	26	2	on	on	ADP
cana-1924	26	3	applied	apply	VERB
cana-1924	26	4	nonlinear	nonlinear	ADJ
cana-1924	26	5	analysis	analysis	NOUN
cana-1924	26	6	issn	issn	NOUN
cana-1924	26	7	:	:	PUNCT
cana-1924	26	8	1074	1074	NUM
cana-1924	26	9	-	-	PUNCT
cana-1924	26	10	133x	133x	NUM
cana-1924	26	11	vol	vol	NOUN
cana-1924	26	12	32	32	NUM
cana-1924	26	13	no	no	NOUN
cana-1924	26	14	.	.	NOUN
cana-1924	26	15	3	3	NUM
cana-1924	26	16	(	(	PUNCT
cana-1924	26	17	2025	2025	NUM
cana-1924	26	18	)	)	PUNCT
cana-1924	26	19	131	131	NUM
cana-1924	26	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1924	26	21	2	2	NUM
cana-1924	26	22	.	.	PUNCT
cana-1924	26	23	comparison	comparison	NOUN
cana-1924	26	24	of	of	ADP
cana-1924	26	25	neural	neural	ADJ
cana-1924	26	26	network	network	NOUN
cana-1924	26	27	and	and	CCONJ
cana-1924	26	28	deep	deep	ADJ
cana-1924	26	29	learning	learning	NOUN
cana-1924	26	30	algorithms	algorithm	NOUN
cana-1924	26	31	with	with	ADP
cana-1924	26	32	traditional	traditional	ADJ
cana-1924	26	33	statistical	statistical	ADJ
cana-1924	26	34	approaches	approach	NOUN
cana-1924	26	35	for	for	ADP
cana-1924	26	36	stock	stock	NOUN
cana-1924	26	37	price	price	NOUN
cana-1924	26	38	forecasting	forecasting	NOUN
cana-1924	26	39	by	by	ADP
cana-1924	26	40	analysing	analyse	VERB
cana-1924	26	41	national	national	ADJ
cana-1924	26	42	stock	stock	PROPN
cana-1924	26	43	exchange	exchange	PROPN
cana-1924	26	44	(	(	PUNCT
cana-1924	26	45	nse	nse	NOUN
cana-1924	26	46	)	)	PUNCT
cana-1924	26	47	listed	list	VERB
cana-1924	26	48	5	5	NUM
cana-1924	26	49	companies	company	NOUN
cana-1924	26	50	stock	stock	NOUN
cana-1924	26	51	price	price	NOUN
cana-1924	26	52	.	.	PUNCT
cana-1924	27	1	variable	variable	ADJ
cana-1924	27	2	description	description	NOUN
cana-1924	27	3	:	:	PUNCT
cana-1924	27	4	open	open	ADJ
cana-1924	27	5	:	:	PUNCT
cana-1924	27	6	represents	represent	VERB
cana-1924	27	7	the	the	DET
cana-1924	27	8	opening	opening	NOUN
cana-1924	27	9	price	price	NOUN
cana-1924	27	10	of	of	ADP
cana-1924	27	11	the	the	DET
cana-1924	27	12	stock	stock	NOUN
cana-1924	27	13	at	at	ADP
cana-1924	27	14	a	a	DET
cana-1924	27	15	particular	particular	ADJ
cana-1924	27	16	date	date	NOUN
cana-1924	27	17	it	it	PRON
cana-1924	27	18	is	be	AUX
cana-1924	27	19	the	the	DET
cana-1924	27	20	price	price	NOUN
cana-1924	27	21	at	at	ADP
cana-1924	27	22	which	which	PRON
cana-1924	27	23	a	a	DET
cana-1924	27	24	stock	stock	NOUN
cana-1924	27	25	started	start	VERB
cana-1924	27	26	trading	trade	VERB
cana-1924	27	27	when	when	SCONJ
cana-1924	27	28	the	the	DET
cana-1924	27	29	opening	opening	NOUN
cana-1924	27	30	bell	bell	NOUN
cana-1924	27	31	rang	ring	VERB
cana-1924	27	32	.	.	PUNCT
cana-1924	28	1	close	close	ADV
cana-1924	28	2	:	:	PUNCT
cana-1924	29	1	represents	represent	VERB
cana-1924	29	2	the	the	DET
cana-1924	29	3	closing	closing	NOUN
cana-1924	29	4	price	price	NOUN
cana-1924	29	5	of	of	ADP
cana-1924	29	6	the	the	DET
cana-1924	29	7	stock	stock	NOUN
cana-1924	29	8	at	at	ADP
cana-1924	29	9	a	a	DET
cana-1924	29	10	particular	particular	ADJ
cana-1924	29	11	date	date	NOUN
cana-1924	29	12	.	.	PUNCT
cana-1924	30	1	it	it	PRON
cana-1924	30	2	is	be	AUX
cana-1924	30	3	the	the	DET
cana-1924	30	4	last	last	ADJ
cana-1924	30	5	buy	buy	NOUN
cana-1924	30	6	-	-	PUNCT
cana-1924	30	7	sell	sell	NOUN
cana-1924	30	8	order	order	NOUN
cana-1924	30	9	executed	execute	VERB
cana-1924	30	10	between	between	ADP
cana-1924	30	11	two	two	NUM
cana-1924	30	12	traders	trader	NOUN
cana-1924	30	13	.	.	PUNCT
cana-1924	31	1	the	the	DET
cana-1924	31	2	closing	closing	NOUN
cana-1924	31	3	price	price	NOUN
cana-1924	31	4	is	be	AUX
cana-1924	31	5	raw	raw	ADJ
cana-1924	31	6	price	price	NOUN
cana-1924	31	7	which	which	PRON
cana-1924	31	8	is	be	AUX
cana-1924	31	9	just	just	ADV
cana-1924	31	10	the	the	DET
cana-1924	31	11	cash	cash	NOUN
cana-1924	31	12	value	value	NOUN
cana-1924	31	13	of	of	ADP
cana-1924	31	14	the	the	DET
cana-1924	31	15	last	last	ADJ
cana-1924	31	16	transacted	transact	VERB
cana-1924	31	17	price	price	NOUN
cana-1924	31	18	before	before	SCONJ
cana-1924	31	19	the	the	DET
cana-1924	31	20	market	market	NOUN
cana-1924	31	21	closes	close	VERB
cana-1924	31	22	.	.	PUNCT
cana-1924	32	1	high	high	ADV
cana-1924	32	2	:	:	PUNCT
cana-1924	32	3	the	the	DET
cana-1924	32	4	high	high	ADJ
cana-1924	32	5	is	be	AUX
cana-1924	32	6	the	the	DET
cana-1924	32	7	highest	high	ADJ
cana-1924	32	8	price	price	NOUN
cana-1924	32	9	at	at	ADP
cana-1924	32	10	which	which	PRON
cana-1924	32	11	a	a	DET
cana-1924	32	12	stock	stock	NOUN
cana-1924	32	13	is	be	AUX
cana-1924	32	14	traded	trade	VERB
cana-1924	32	15	during	during	ADP
cana-1924	32	16	a	a	DET
cana-1924	32	17	period	period	NOUN
cana-1924	32	18	.	.	PUNCT
cana-1924	33	1	here	here	ADV
cana-1924	33	2	the	the	DET
cana-1924	33	3	period	period	NOUN
cana-1924	33	4	is	be	AUX
cana-1924	33	5	a	a	DET
cana-1924	33	6	day	day	NOUN
cana-1924	33	7	.	.	PUNCT
cana-1924	34	1	low	low	ADJ
cana-1924	34	2	:	:	PUNCT
cana-1924	34	3	the	the	DET
cana-1924	34	4	high	high	ADJ
cana-1924	34	5	is	be	AUX
cana-1924	34	6	the	the	DET
cana-1924	34	7	lowest	low	ADJ
cana-1924	34	8	price	price	NOUN
cana-1924	34	9	at	at	ADP
cana-1924	34	10	which	which	PRON
cana-1924	34	11	a	a	DET
cana-1924	34	12	stock	stock	NOUN
cana-1924	34	13	is	be	AUX
cana-1924	34	14	traded	trade	VERB
cana-1924	34	15	during	during	ADP
cana-1924	34	16	a	a	DET
cana-1924	34	17	period	period	NOUN
cana-1924	34	18	.	.	PUNCT
cana-1924	35	1	here	here	ADV
cana-1924	35	2	the	the	DET
cana-1924	35	3	period	period	NOUN
cana-1924	35	4	is	be	AUX
cana-1924	35	5	a	a	DET
cana-1924	35	6	day	day	NOUN
cana-1924	35	7	.	.	PUNCT
cana-1924	36	1	adjusted	adjust	VERB
cana-1924	36	2	close	close	ADV
cana-1924	36	3	:	:	PUNCT
cana-1924	36	4	adjusted	adjust	VERB
cana-1924	36	5	closing	closing	NOUN
cana-1924	36	6	price	price	NOUN
cana-1924	36	7	factors	factor	NOUN
cana-1924	36	8	in	in	ADP
cana-1924	36	9	corporate	corporate	ADJ
cana-1924	36	10	actions	action	NOUN
cana-1924	36	11	,	,	PUNCT
cana-1924	36	12	such	such	ADJ
cana-1924	36	13	as	as	ADP
cana-1924	36	14	stock	stock	NOUN
cana-1924	36	15	splits	split	NOUN
cana-1924	36	16	,	,	PUNCT
cana-1924	36	17	dividends	dividend	NOUN
cana-1924	36	18	and	and	CCONJ
cana-1924	36	19	rights	right	NOUN
cana-1924	36	20	offerings	offering	NOUN
cana-1924	36	21	.	.	PUNCT
cana-1924	37	1	volume	volume	NOUN
cana-1924	37	2	:	:	PUNCT
cana-1924	38	1	volume	volume	NOUN
cana-1924	38	2	is	be	AUX
cana-1924	38	3	the	the	DET
cana-1924	38	4	number	number	NOUN
cana-1924	38	5	of	of	ADP
cana-1924	38	6	shares	share	NOUN
cana-1924	38	7	of	of	ADP
cana-1924	38	8	security	security	NOUN
cana-1924	38	9	traded	trade	VERB
cana-1924	38	10	during	during	ADP
cana-1924	38	11	a	a	DET
cana-1924	38	12	given	give	VERB
cana-1924	38	13	period	period	NOUN
cana-1924	38	14	of	of	ADP
cana-1924	38	15	time	time	NOUN
cana-1924	38	16	.	.	PUNCT
cana-1924	39	1	here	here	ADV
cana-1924	39	2	security	security	NOUN
cana-1924	39	3	is	be	AUX
cana-1924	39	4	a	a	DET
cana-1924	39	5	stock	stock	NOUN
cana-1924	39	6	.	.	PUNCT
cana-1924	40	1	volume	volume	NOUN
cana-1924	40	2	weighted	weight	VERB
cana-1924	40	3	average	average	ADJ
cana-1924	40	4	price	price	NOUN
cana-1924	40	5	(	(	PUNCT
cana-1924	40	6	vwap	vwap	NOUN
cana-1924	40	7	):	):	PUNCT
cana-1924	40	8	the	the	DET
cana-1924	40	9	historic	historic	ADJ
cana-1924	40	10	vwap	vwap	NOUN
cana-1924	40	11	is	be	AUX
cana-1924	40	12	the	the	DET
cana-1924	40	13	target	target	NOUN
cana-1924	40	14	variable	variable	NOUN
cana-1924	40	15	to	to	PART
cana-1924	40	16	predict	predict	VERB
cana-1924	40	17	.	.	PUNCT
cana-1924	41	1	vwap	vwap	NOUN
cana-1924	41	2	is	be	AUX
cana-1924	41	3	a	a	DET
cana-1924	41	4	trading	trading	NOUN
cana-1924	41	5	benchmark	benchmark	NOUN
cana-1924	41	6	is	be	AUX
cana-1924	41	7	used	use	VERB
cana-1924	41	8	by	by	ADP
cana-1924	41	9	traders	trader	NOUN
cana-1924	41	10	that	that	PRON
cana-1924	41	11	give	give	VERB
cana-1924	41	12	the	the	DET
cana-1924	41	13	average	average	ADJ
cana-1924	41	14	price	price	NOUN
cana-1924	41	15	the	the	DET
cana-1924	41	16	stock	stock	NOUN
cana-1924	41	17	has	have	AUX
cana-1924	41	18	traded	trade	VERB
cana-1924	41	19	at	at	ADP
cana-1924	41	20	throughout	throughout	ADP
cana-1924	41	21	the	the	DET
cana-1924	41	22	day	day	NOUN
cana-1924	41	23	,	,	PUNCT
cana-1924	41	24	based	base	VERB
cana-1924	41	25	on	on	ADP
cana-1924	41	26	both	both	PRON
cana-1924	41	27	volume	volume	NOUN
cana-1924	41	28	and	and	CCONJ
cana-1924	41	29	price	price	NOUN
cana-1924	41	30	.	.	PUNCT
cana-1924	42	1	2	2	X
cana-1924	42	2	.	.	X
cana-1924	42	3	methodology	methodology	NOUN
cana-1924	42	4	autoregressive	autoregressive	ADJ
cana-1924	42	5	integrated	integrated	ADJ
cana-1924	42	6	moving	move	VERB
cana-1924	42	7	average	average	ADJ
cana-1924	42	8	model	model	NOUN
cana-1924	42	9	(	(	PUNCT
cana-1924	42	10	arima	arima	PROPN
cana-1924	42	11	):	):	PUNCT
cana-1924	42	12	arima	arima	PROPN
cana-1924	42	13	(	(	PUNCT
cana-1924	42	14	p	p	X
cana-1924	42	15	,	,	PUNCT
cana-1924	42	16	d	d	NOUN
cana-1924	42	17	,	,	PUNCT
cana-1924	42	18	and	and	CCONJ
cana-1924	42	19	q	q	X
cana-1924	42	20	)	)	PUNCT
cana-1924	42	21	,	,	PUNCT
cana-1924	42	22	where	where	SCONJ
cana-1924	42	23	p	p	NOUN
cana-1924	42	24	is	be	AUX
cana-1924	42	25	the	the	DET
cana-1924	42	26	autoregressive	autoregressive	ADJ
cana-1924	42	27	term	term	NOUN
cana-1924	42	28	,	,	PUNCT
cana-1924	42	29	q	q	PUNCT
cana-1924	42	30	is	be	AUX
cana-1924	42	31	the	the	DET
cana-1924	42	32	number	number	NOUN
cana-1924	42	33	of	of	ADP
cana-1924	42	34	moving	move	VERB
cana-1924	42	35	average	average	ADJ
cana-1924	42	36	terms	term	NOUN
cana-1924	42	37	,	,	PUNCT
cana-1924	42	38	and	and	CCONJ
cana-1924	42	39	d	d	NOUN
cana-1924	42	40	is	be	AUX
cana-1924	42	41	the	the	DET
cana-1924	42	42	number	number	NOUN
cana-1924	42	43	of	of	ADP
cana-1924	42	44	differences	difference	NOUN
cana-1924	42	45	made	make	VERB
cana-1924	42	46	when	when	SCONJ
cana-1924	42	47	the	the	DET
cana-1924	42	48	time	time	NOUN
cana-1924	42	49	series	series	NOUN
cana-1924	42	50	becomes	become	VERB
cana-1924	42	51	stationary	stationary	ADJ
cana-1924	42	52	.	.	PUNCT
cana-1924	43	1	the	the	DET
cana-1924	43	2	prediction	prediction	NOUN
cana-1924	43	3	results	result	NOUN
cana-1924	43	4	can	can	AUX
cana-1924	43	5	be	be	AUX
cana-1924	43	6	adjusted	adjust	VERB
cana-1924	43	7	by	by	ADP
cana-1924	43	8	adjusting	adjust	VERB
cana-1924	43	9	the	the	DET
cana-1924	43	10	aforementioned	aforementioned	ADJ
cana-1924	43	11	three	three	NUM
cana-1924	43	12	parameters	parameter	NOUN
cana-1924	43	13	d	d	ADP
cana-1924	43	14	,	,	PUNCT
cana-1924	43	15	p	p	X
cana-1924	43	16	,	,	PUNCT
cana-1924	43	17	and	and	CCONJ
cana-1924	43	18	q	q	X
cana-1924	43	19	,	,	PUNCT
cana-1924	43	20	so	so	SCONJ
cana-1924	43	21	as	as	SCONJ
cana-1924	43	22	to	to	PART
cana-1924	43	23	draw	draw	VERB
cana-1924	43	24	the	the	DET
cana-1924	43	25	optimal	optimal	ADJ
cana-1924	43	26	model	model	NOUN
cana-1924	43	27	.	.	PUNCT
cana-1924	44	1	the	the	DET
cana-1924	44	2	autoregressive	autoregressive	ADJ
cana-1924	44	3	integrated	integrated	ADJ
cana-1924	44	4	moving	move	VERB
cana-1924	44	5	average	average	ADJ
cana-1924	44	6	model	model	NOUN
cana-1924	44	7	is	be	AUX
cana-1924	44	8	as	as	SCONJ
cana-1924	44	9	follows	follow	VERB
cana-1924	44	10	:	:	PUNCT
cana-1924	44	11	  	  	SPACE
cana-1924	44	12	0	0	NUM
cana-1924	44	13	1	1	NUM
cana-1924	44	14	1	1	NUM
cana-1924	44	15	  	  	SPACE
cana-1924	44	16	1	1	NUM
cana-1924	44	17	1	1	NUM
cana-1924	44	18	2	2	NUM
cana-1924	44	19	2	2	NUM
cana-1924	44	20	        	        	SPACE
cana-1924	44	21	.	.	PUNCT
cana-1924	45	1	t	t	PROPN
cana-1924	45	2	t	t	PROPN
cana-1924	45	3	p	p	X
cana-1924	45	4	t	t	PROPN
cana-1924	46	1	p	p	PROPN
cana-1924	46	2	t	t	PROPN
cana-1924	46	3	t	t	PROPN
cana-1924	46	4	t	t	PROPN
cana-1924	46	5	q	q	PROPN
cana-1924	46	6	t	t	PROPN
cana-1924	46	7	qy	qy	PROPN
cana-1924	46	8	y	y	PROPN
cana-1924	46	9	y	y	NOUN
cana-1924	46	10			PROPN
cana-1924	46	11			NOUN
cana-1924	46	12			PROPN
cana-1924	46	13			PROPN
cana-1924	46	14			PROPN
cana-1924	46	15			PROPN
cana-1924	46	16			PROPN
cana-1924	46	17			PROPN
cana-1924	46	18	−	−	VERB
cana-1924	46	19	−	−	PROPN
cana-1924	47	1	−	−	PROPN
cana-1924	47	2	−	−	NOUN
cana-1924	47	3	−=	−=	NOUN
cana-1924	47	4	+	+	PROPN
cana-1924	48	1	+	+	ADJ
cana-1924	48	2			ADJ
cana-1924	48	3	+	+	X
cana-1924	48	4	+	+	PUNCT
cana-1924	49	1	+	+	CCONJ
cana-1924	50	1	+	+	ADJ
cana-1924	50	2			ADJ
cana-1924	50	3	+	+	NUM
cana-1924	50	4	…	…	PUNCT
cana-1924	50	5	…	…	PUNCT
cana-1924	50	6	…	…	PUNCT
cana-1924	50	7	…	…	PUNCT
cana-1924	50	8	……	……	NOUN
cana-1924	50	9	……	……	NOUN
cana-1924	50	10	(	(	PUNCT
cana-1924	50	11	1	1	X
cana-1924	50	12	)	)	PUNCT
cana-1924	50	13	where	where	SCONJ
cana-1924	50	14	i	i	NOUN
cana-1924	50	15	and	and	CCONJ
cana-1924	50	16	 	 	SPACE
cana-1924	50	17	j	j	PROPN
cana-1924	50	18	are	be	AUX
cana-1924	50	19	the	the	DET
cana-1924	50	20	actual	actual	ADJ
cana-1924	50	21	value	value	NOUN
cana-1924	50	22	and	and	CCONJ
cana-1924	50	23	random	random	ADJ
cana-1924	50	24	error	error	NOUN
cana-1924	50	25	of	of	ADP
cana-1924	50	26	the	the	DET
cana-1924	50	27	time	time	NOUN
cana-1924	50	28	period	period	NOUN
cana-1924	50	29	t	t	PROPN
cana-1924	50	30	,	,	PUNCT
cana-1924	50	31	respectively	respectively	ADV
cana-1924	50	32	;	;	PUNCT
cana-1924	50	33	(	(	PUNCT
cana-1924	50	34	i	i	PRON
cana-1924	50	35	 	 	SPACE
cana-1924	50	36	=	=	NOUN
cana-1924	50	37	 	 	SPACE
cana-1924	50	38	1	1	NUM
cana-1924	50	39	,	,	PUNCT
cana-1924	50	40	2	2	NUM
cana-1924	50	41	…	…	PUNCT
cana-1924	50	42	,	,	PUNCT
cana-1924	50	43	p	p	NOUN
cana-1924	50	44	)	)	PUNCT
cana-1924	50	45	and	and	CCONJ
cana-1924	50	46	(	(	PUNCT
cana-1924	50	47	j	j	NOUN
cana-1924	50	48	 	 	SPACE
cana-1924	50	49	=	=	NOUN
cana-1924	50	50	 	 	SPACE
cana-1924	50	51	1	1	NUM
cana-1924	50	52	,	,	PUNCT
cana-1924	50	53	2	2	NUM
cana-1924	50	54	,	,	PUNCT
cana-1924	50	55	…	…	PUNCT
cana-1924	50	56	,	,	PUNCT
cana-1924	50	57	q	q	X
cana-1924	50	58	)	)	PUNCT
cana-1924	50	59	are	be	AUX
cana-1924	50	60	0th	0th	ADJ
cana-1924	50	61	model	model	NOUN
cana-1924	50	62	parameters	parameter	NOUN
cana-1924	50	63	;	;	PUNCT
cana-1924	50	64	p	p	NOUN
cana-1924	50	65	and	and	CCONJ
cana-1924	50	66	q	q	NOUN
cana-1924	50	67	,	,	PUNCT
cana-1924	50	68	the	the	DET
cana-1924	50	69	order	order	NOUN
cana-1924	50	70	of	of	ADP
cana-1924	50	71	the	the	DET
cana-1924	50	72	model	model	NOUN
cana-1924	50	73	(	(	PUNCT
cana-1924	50	74	p	p	NOUN
cana-1924	50	75	and	and	CCONJ
cana-1924	50	76	q	q	NOUN
cana-1924	50	77	are	be	AUX
cana-1924	50	78	integers	integer	NOUN
cana-1924	50	79	)	)	PUNCT
cana-1924	50	80	,	,	PUNCT
cana-1924	50	81	are	be	AUX
cana-1924	50	82	also	also	ADV
cana-1924	50	83	the	the	DET
cana-1924	50	84	model	model	NOUN
cana-1924	50	85	parameter	parameter	NOUN
cana-1924	50	86	mentioned	mention	VERB
cana-1924	50	87	earlier	early	ADV
cana-1924	50	88	;	;	PUNCT
cana-1924	50	89	the	the	DET
cana-1924	50	90	random	random	ADJ
cana-1924	50	91	error	error	NOUN
cana-1924	50	92	,	,	PUNCT
cana-1924	50	93	whose	whose	DET
cana-1924	50	94	mean	mean	NOUN
cana-1924	50	95	value	value	NOUN
cana-1924	50	96	is	be	AUX
cana-1924	50	97	0	0	NUM
cana-1924	50	98	,	,	PUNCT
cana-1924	50	99	is	be	AUX
cana-1924	50	100	assumed	assume	VERB
cana-1924	50	101	to	to	PART
cana-1924	50	102	be	be	AUX
cana-1924	50	103	independent	independent	ADJ
cana-1924	50	104	and	and	CCONJ
cana-1924	50	105	obey	obey	VERB
cana-1924	50	106	the	the	DET
cana-1924	50	107	same	same	ADJ
cana-1924	50	108	distribution	distribution	NOUN
cana-1924	50	109	in	in	ADP
cana-1924	50	110	the	the	DET
cana-1924	50	111	model	model	NOUN
cana-1924	50	112	.	.	PUNCT
cana-1924	51	1	the	the	DET
cana-1924	51	2	variance	variance	NOUN
cana-1924	51	3	of	of	ADP
cana-1924	51	4	constant	constant	ADJ
cana-1924	51	5	term	term	NOUN
cana-1924	51	6	is	be	AUX
cana-1924	51	7	denoted	denote	VERB
cana-1924	51	8	as	as	ADP
cana-1924	51	9	2	2	NUM
cana-1924	51	10	.	.	PUNCT
cana-1924	52	1	equation	equation	NOUN
cana-1924	52	2	(	(	PUNCT
cana-1924	52	3	1	1	X
cana-1924	52	4	)	)	PUNCT
cana-1924	52	5	involves	involve	VERB
cana-1924	52	6	several	several	ADJ
cana-1924	52	7	important	important	ADJ
cana-1924	52	8	special	special	ADJ
cana-1924	52	9	cases	case	NOUN
cana-1924	52	10	of	of	ADP
cana-1924	52	11	arima	arima	PROPN
cana-1924	52	12	series	series	NOUN
cana-1924	52	13	models	model	NOUN
cana-1924	52	14	.	.	PUNCT
cana-1924	53	1	if	if	SCONJ
cana-1924	53	2	q	q	X
cana-1924	53	3	 	 	SPACE
cana-1924	53	4	=	=	VERB
cana-1924	53	5	 	 	SPACE
cana-1924	53	6	0	0	NUM
cana-1924	53	7	,	,	PUNCT
cana-1924	53	8	then	then	ADV
cana-1924	53	9	equation	equation	NOUN
cana-1924	53	10	(	(	PUNCT
cana-1924	53	11	1	1	X
cana-1924	53	12	)	)	PUNCT
cana-1924	53	13	can	can	AUX
cana-1924	53	14	be	be	AUX
cana-1924	53	15	simplified	simplify	VERB
cana-1924	53	16	to	to	ADP
cana-1924	53	17	an	an	DET
cana-1924	53	18	ar	ar	NOUN
cana-1924	53	19	model	model	NOUN
cana-1924	53	20	of	of	ADP
cana-1924	53	21	order	order	NOUN
cana-1924	53	22	p.	p.	NOUN
cana-1924	54	1	when	when	SCONJ
cana-1924	54	2	p	p	X
cana-1924	54	3	 	 	SPACE
cana-1924	54	4	=	=	NOUN
cana-1924	54	5	 	 	SPACE
cana-1924	54	6	0	0	NUM
cana-1924	54	7	,	,	PUNCT
cana-1924	54	8	the	the	DET
cana-1924	54	9	model	model	NOUN
cana-1924	54	10	can	can	AUX
cana-1924	54	11	be	be	AUX
cana-1924	54	12	simplified	simplify	VERB
cana-1924	54	13	to	to	ADP
cana-1924	54	14	a	a	DET
cana-1924	54	15	q	q	NOUN
cana-1924	54	16	-	-	PUNCT
cana-1924	54	17	order	order	NOUN
cana-1924	54	18	ma	ma	PROPN
cana-1924	54	19	model	model	PROPN
cana-1924	54	20	.	.	PUNCT
cana-1924	55	1	among	among	ADP
cana-1924	55	2	them	they	PRON
cana-1924	55	3	,	,	PUNCT
cana-1924	55	4	the	the	DET
cana-1924	55	5	model	model	NOUN
cana-1924	55	6	order	order	NOUN
cana-1924	55	7	(	(	PUNCT
cana-1924	55	8	p	p	X
cana-1924	55	9	,	,	PUNCT
cana-1924	55	10	q	q	NOUN
cana-1924	55	11	)	)	PUNCT
cana-1924	55	12	is	be	AUX
cana-1924	55	13	the	the	DET
cana-1924	55	14	key	key	ADJ
cana-1924	55	15	link	link	NOUN
cana-1924	55	16	in	in	ADP
cana-1924	55	17	arima	arima	PROPN
cana-1924	55	18	model	model	NOUN
cana-1924	55	19	construction	construction	NOUN
cana-1924	55	20	,	,	PUNCT
cana-1924	55	21	which	which	PRON
cana-1924	55	22	determines	determine	VERB
cana-1924	55	23	the	the	DET
cana-1924	55	24	accuracy	accuracy	NOUN
cana-1924	55	25	of	of	ADP
cana-1924	55	26	model	model	NOUN
cana-1924	55	27	prediction	prediction	NOUN
cana-1924	55	28	.	.	PUNCT
cana-1924	56	1	the	the	DET
cana-1924	56	2	parameters	parameter	NOUN
cana-1924	56	3	of	of	ADP
cana-1924	56	4	the	the	DET
cana-1924	56	5	ar	ar	PROPN
cana-1924	56	6	and	and	CCONJ
cana-1924	56	7	ma	ma	PROPN
cana-1924	56	8	operations	operation	NOUN
cana-1924	56	9	are	be	AUX
cana-1924	56	10	defined	define	VERB
cana-1924	56	11	as	as	ADP
cana-1924	56	12	(	(	PUNCT
cana-1924	56	13	p	p	NOUN
cana-1924	56	14	)	)	PUNCT
cana-1924	56	15	and	and	CCONJ
cana-1924	56	16	(	(	PUNCT
cana-1924	56	17	q	q	NOUN
cana-1924	56	18	)	)	PUNCT
cana-1924	56	19	,	,	PUNCT
cana-1924	56	20	respectively	respectively	ADV
cana-1924	56	21	.	.	PUNCT
cana-1924	57	1	these	these	DET
cana-1924	57	2	two	two	NUM
cana-1924	57	3	parameters	parameter	NOUN
cana-1924	57	4	need	need	VERB
cana-1924	57	5	to	to	PART
cana-1924	57	6	be	be	AUX
cana-1924	57	7	determined	determine	VERB
cana-1924	57	8	by	by	ADP
cana-1924	57	9	the	the	DET
cana-1924	57	10	auto	auto	NOUN
cana-1924	57	11	-	-	PUNCT
cana-1924	57	12	correlation	correlation	NOUN
cana-1924	57	13	graph	graph	NOUN
cana-1924	57	14	(	(	PUNCT
cana-1924	57	15	acf	acf	PROPN
cana-1924	57	16	)	)	PUNCT
cana-1924	57	17	.	.	PUNCT
cana-1924	58	1	arimax	arimax	PROPN
cana-1924	58	2	:	:	PUNCT
cana-1924	59	1	arimax	arimax	ADV
cana-1924	59	2	or	or	CCONJ
cana-1924	59	3	regression	regression	VERB
cana-1924	59	4	arima	arima	NOUN
cana-1924	59	5	is	be	AUX
cana-1924	59	6	an	an	DET
cana-1924	59	7	extension	extension	NOUN
cana-1924	59	8	of	of	ADP
cana-1924	59	9	arima	arima	PROPN
cana-1924	59	10	model	model	NOUN
cana-1924	59	11	.	.	PUNCT
cana-1924	60	1	the	the	DET
cana-1924	60	2	arimax	arimax	PROPN
cana-1924	60	3	model	model	NOUN
cana-1924	60	4	represents	represent	VERB
cana-1924	60	5	a	a	DET
cana-1924	60	6	composition	composition	NOUN
cana-1924	60	7	of	of	ADP
cana-1924	60	8	the	the	DET
cana-1924	60	9	output	output	NOUN
cana-1924	60	10	time	time	NOUN
cana-1924	60	11	series	series	PROPN
cana-1924	60	12	into	into	ADP
cana-1924	60	13	the	the	DET
cana-1924	60	14	following	follow	VERB
cana-1924	60	15	parts	part	NOUN
cana-1924	60	16	:	:	PUNCT
cana-1924	60	17	the	the	DET
cana-1924	60	18	autoregressive	autoregressive	ADJ
cana-1924	60	19	(	(	PUNCT
cana-1924	60	20	ar	ar	NOUN
cana-1924	60	21	)	)	PUNCT
cana-1924	60	22	part	part	NOUN
cana-1924	60	23	,	,	PUNCT
cana-1924	60	24	moving	move	VERB
cana-1924	60	25	average	average	ADJ
cana-1924	60	26	(	(	PUNCT
cana-1924	60	27	ma	ma	PROPN
cana-1924	60	28	)	)	PUNCT
cana-1924	60	29	part	part	NOUN
cana-1924	60	30	,	,	PUNCT
cana-1924	60	31	integrated	integrate	VERB
cana-1924	60	32	(	(	PUNCT
cana-1924	60	33	i	i	NOUN
cana-1924	60	34	)	)	PUNCT
cana-1924	60	35	component	component	NOUN
cana-1924	60	36	,	,	PUNCT
cana-1924	60	37	and	and	CCONJ
cana-1924	60	38	the	the	DET
cana-1924	60	39	part	part	NOUN
cana-1924	60	40	that	that	PRON
cana-1924	60	41	belongs	belong	VERB
cana-1924	60	42	to	to	ADP
cana-1924	60	43	the	the	DET
cana-1924	60	44	exogenous	exogenous	ADJ
cana-1924	60	45	inputs	input	NOUN
cana-1924	60	46	.	.	PUNCT
cana-1924	61	1	the	the	DET
cana-1924	61	2	exogenous	exogenous	ADJ
cana-1924	61	3	part	part	NOUN
cana-1924	61	4	reflects	reflect	VERB
cana-1924	61	5	the	the	DET
cana-1924	61	6	additional	additional	ADJ
cana-1924	61	7	incorporation	incorporation	NOUN
cana-1924	61	8	of	of	ADP
cana-1924	61	9	the	the	DET
cana-1924	61	10	present	present	ADJ
cana-1924	61	11	values	value	NOUN
cana-1924	61	12	and	and	CCONJ
cana-1924	61	13	past	past	ADJ
cana-1924	61	14	values	value	NOUN
cana-1924	61	15	of	of	ADP
cana-1924	61	16	exogenous	exogenous	ADJ
cana-1924	61	17	inputs	input	NOUN
cana-1924	61	18	(	(	PUNCT
cana-1924	61	19	dynamic	dynamic	ADJ
cana-1924	61	20	factors	factor	NOUN
cana-1924	61	21	in	in	ADP
cana-1924	61	22	our	our	PRON
cana-1924	61	23	case	case	NOUN
cana-1924	61	24	)	)	PUNCT
cana-1924	61	25	into	into	ADP
cana-1924	61	26	the	the	DET
cana-1924	61	27	arimax	arimax	PROPN
cana-1924	61	28	model	model	NOUN
cana-1924	61	29	.	.	PUNCT
cana-1924	62	1	https://www.hindawi.com/journals/sp/2022/4758698/#eeq1	https://www.hindawi.com/journals/sp/2022/4758698/#eeq1	NUM
cana-1924	62	2	https://www.hindawi.com/journals/sp/2022/4758698/#eeq1	https://www.hindawi.com/journals/sp/2022/4758698/#eeq1	DET
cana-1924	62	3	communications	communication	NOUN
cana-1924	62	4	on	on	ADP
cana-1924	62	5	applied	apply	VERB
cana-1924	62	6	nonlinear	nonlinear	ADJ
cana-1924	62	7	analysis	analysis	NOUN
cana-1924	62	8	issn	issn	NOUN
cana-1924	62	9	:	:	PUNCT
cana-1924	62	10	1074	1074	NUM
cana-1924	62	11	-	-	PUNCT
cana-1924	62	12	133x	133x	NUM
cana-1924	62	13	vol	vol	NOUN
cana-1924	62	14	32	32	NUM
cana-1924	62	15	no	no	NOUN
cana-1924	62	16	.	.	NOUN
cana-1924	62	17	3	3	NUM
cana-1924	62	18	(	(	PUNCT
cana-1924	62	19	2025	2025	NUM
cana-1924	62	20	)	)	PUNCT
cana-1924	62	21	132	132	NUM
cana-1924	62	22	https://internationalpubls.com	https://internationalpubls.com	X
cana-1924	62	23	akaike	akaike	ADJ
cana-1924	62	24	information	information	NOUN
cana-1924	62	25	criterion	criterion	NOUN
cana-1924	62	26	(	(	PUNCT
cana-1924	62	27	aic	aic	PROPN
cana-1924	62	28	):	):	PUNCT
cana-1924	62	29	aic	aic	PROPN
cana-1924	62	30	is	be	AUX
cana-1924	62	31	a	a	DET
cana-1924	62	32	single	single	ADJ
cana-1924	62	33	number	number	NOUN
cana-1924	62	34	score	score	NOUN
cana-1924	62	35	that	that	PRON
cana-1924	62	36	can	can	AUX
cana-1924	62	37	be	be	AUX
cana-1924	62	38	used	use	VERB
cana-1924	62	39	to	to	PART
cana-1924	62	40	determine	determine	VERB
cana-1924	62	41	which	which	PRON
cana-1924	62	42	of	of	ADP
cana-1924	62	43	multiple	multiple	ADJ
cana-1924	62	44	models	model	NOUN
cana-1924	62	45	is	be	AUX
cana-1924	62	46	most	most	ADV
cana-1924	62	47	likely	likely	ADJ
cana-1924	62	48	to	to	PART
cana-1924	62	49	be	be	AUX
cana-1924	62	50	the	the	DET
cana-1924	62	51	best	good	ADJ
cana-1924	62	52	model	model	NOUN
cana-1924	62	53	for	for	ADP
cana-1924	62	54	a	a	DET
cana-1924	62	55	given	give	VERB
cana-1924	62	56	data	datum	NOUN
cana-1924	62	57	set	set	VERB
cana-1924	62	58	.	.	PUNCT
cana-1924	63	1	it	it	PRON
cana-1924	63	2	estimates	estimate	VERB
cana-1924	63	3	models	model	NOUN
cana-1924	63	4	relatively	relatively	ADV
cana-1924	63	5	,	,	PUNCT
cana-1924	63	6	meaning	mean	VERB
cana-1924	63	7	that	that	SCONJ
cana-1924	63	8	aic	aic	PROPN
cana-1924	63	9	scores	score	NOUN
cana-1924	63	10	are	be	AUX
cana-1924	63	11	only	only	ADV
cana-1924	63	12	useful	useful	ADJ
cana-1924	63	13	in	in	ADP
cana-1924	63	14	comparison	comparison	NOUN
cana-1924	63	15	with	with	ADP
cana-1924	63	16	other	other	ADJ
cana-1924	63	17	aic	aic	PROPN
cana-1924	63	18	scores	score	NOUN
cana-1924	63	19	for	for	ADP
cana-1924	63	20	the	the	DET
cana-1924	63	21	same	same	ADJ
cana-1924	63	22	data	datum	NOUN
cana-1924	63	23	set	set	VERB
cana-1924	63	24	.	.	PUNCT
cana-1924	64	1	a	a	DET
cana-1924	64	2	lower	low	ADJ
cana-1924	64	3	aic	aic	PROPN
cana-1924	64	4	score	score	NOUN
cana-1924	64	5	is	be	AUX
cana-1924	64	6	better	well	ADJ
cana-1924	64	7	.	.	PUNCT
cana-1924	65	1	mathematically	mathematically	ADV
cana-1924	65	2	it	it	PRON
cana-1924	65	3	is	be	AUX
cana-1924	65	4	defined	define	VERB
cana-1924	65	5	by	by	ADP
cana-1924	65	6	;	;	PUNCT
cana-1924	65	7	aic	aic	PROPN
cana-1924	65	8	=	=	SYM
cana-1924	65	9	2k	2k	PROPN
cana-1924	65	10	–	–	PUNCT
cana-1924	65	11	2ln(l	2ln(l	NUM
cana-1924	65	12	)	)	PUNCT
cana-1924	65	13	where	where	SCONJ
cana-1924	65	14	k	k	NOUN
cana-1924	65	15	=	=	PUNCT
cana-1924	65	16	no	no	INTJ
cana-1924	65	17	.	.	PUNCT
cana-1924	65	18	of	of	ADP
cana-1924	65	19	estimated	estimate	VERB
cana-1924	65	20	parameters	parameter	NOUN
cana-1924	65	21	in	in	ADP
cana-1924	65	22	the	the	DET
cana-1924	65	23	model	model	NOUN
cana-1924	65	24	,	,	PUNCT
cana-1924	65	25	l	l	NOUN
cana-1924	65	26	=	=	SYM
cana-1924	65	27	maximized	maximize	VERB
cana-1924	65	28	value	value	NOUN
cana-1924	65	29	of	of	ADP
cana-1924	65	30	the	the	DET
cana-1924	65	31	likelihood	likelihood	NOUN
cana-1924	65	32	function	function	NOUN
cana-1924	65	33	for	for	ADP
cana-1924	65	34	the	the	DET
cana-1924	65	35	model	model	NOUN
cana-1924	65	36	.	.	PUNCT
cana-1924	66	1	bayesian	bayesian	NOUN
cana-1924	66	2	information	information	NOUN
cana-1924	66	3	criterion	criterion	NOUN
cana-1924	66	4	(	(	PUNCT
cana-1924	66	5	bic	bic	PROPN
cana-1924	66	6	):	):	PUNCT
cana-1924	66	7	the	the	DET
cana-1924	66	8	bic	bic	NOUN
cana-1924	66	9	is	be	AUX
cana-1924	66	10	an	an	DET
cana-1924	66	11	increasing	increase	VERB
cana-1924	66	12	function	function	NOUN
cana-1924	66	13	of	of	ADP
cana-1924	66	14	the	the	DET
cana-1924	66	15	error	error	NOUN
cana-1924	66	16	variance	variance	NOUN
cana-1924	66	17	and	and	CCONJ
cana-1924	66	18	an	an	DET
cana-1924	66	19	increasing	increase	VERB
cana-1924	66	20	function	function	NOUN
cana-1924	66	21	of	of	ADP
cana-1924	66	22	k	k	NOUN
cana-1924	66	23	,	,	PUNCT
cana-1924	66	24	that	that	PRON
cana-1924	66	25	is	be	AUX
cana-1924	66	26	unexplained	unexplained	ADJ
cana-1924	66	27	variation	variation	NOUN
cana-1924	66	28	in	in	ADP
cana-1924	66	29	the	the	DET
cana-1924	66	30	dependent	dependent	ADJ
cana-1924	66	31	variable	variable	NOUN
cana-1924	66	32	and	and	CCONJ
cana-1924	66	33	the	the	DET
cana-1924	66	34	no	no	NOUN
cana-1924	66	35	.	.	PUNCT
cana-1924	67	1	of	of	ADP
cana-1924	67	2	explanatory	explanatory	ADJ
cana-1924	67	3	variables	variable	NOUN
cana-1924	67	4	increase	increase	VERB
cana-1924	67	5	the	the	DET
cana-1924	67	6	value	value	NOUN
cana-1924	67	7	of	of	ADP
cana-1924	67	8	bic	bic	PROPN
cana-1924	67	9	.	.	PUNCT
cana-1924	68	1	however	however	ADV
cana-1924	68	2	,	,	PUNCT
cana-1924	68	3	a	a	DET
cana-1924	68	4	lower	low	ADJ
cana-1924	68	5	bic	bic	NOUN
cana-1924	68	6	does	do	AUX
cana-1924	68	7	not	not	PART
cana-1924	68	8	necessarily	necessarily	ADV
cana-1924	68	9	indicate	indicate	VERB
cana-1924	68	10	one	one	NUM
cana-1924	68	11	model	model	NOUN
cana-1924	68	12	is	be	AUX
cana-1924	68	13	better	well	ADJ
cana-1924	68	14	than	than	ADP
cana-1924	68	15	another	another	PRON
cana-1924	68	16	.	.	PUNCT
cana-1924	69	1	mathematically	mathematically	ADV
cana-1924	69	2	it	it	PRON
cana-1924	69	3	is	be	AUX
cana-1924	69	4	defined	define	VERB
cana-1924	69	5	by	by	ADP
cana-1924	69	6	,	,	PUNCT
cana-1924	69	7	bic	bic	PROPN
cana-1924	69	8	=	=	SYM
cana-1924	69	9	k	k	PROPN
cana-1924	69	10	ln(n	ln(n	PROPN
cana-1924	69	11	)	)	PUNCT
cana-1924	69	12	–	–	PUNCT
cana-1924	69	13	2ln(l	2ln(l	NUM
cana-1924	69	14	)	)	PUNCT
cana-1924	70	1	where	where	SCONJ
cana-1924	70	2	n	n	NOUN
cana-1924	70	3	=	=	SYM
cana-1924	70	4	no	no	NOUN
cana-1924	70	5	.	.	NOUN
cana-1924	71	1	of	of	ADP
cana-1924	71	2	observations	observation	NOUN
cana-1924	71	3	k	k	NOUN
cana-1924	71	4	=	=	PUNCT
cana-1924	71	5	no	no	INTJ
cana-1924	71	6	.	.	PUNCT
cana-1924	72	1	of	of	ADP
cana-1924	72	2	estimated	estimate	VERB
cana-1924	72	3	parameters	parameter	NOUN
cana-1924	72	4	in	in	ADP
cana-1924	72	5	the	the	DET
cana-1924	72	6	model	model	NOUN
cana-1924	72	7	root	root	NOUN
cana-1924	72	8	mean	mean	VERB
cana-1924	72	9	square	square	ADJ
cana-1924	72	10	error	error	NOUN
cana-1924	72	11	(	(	PUNCT
cana-1924	72	12	rmse	rmse	NOUN
cana-1924	72	13	):	):	PUNCT
cana-1924	72	14	rmse	rmse	PROPN
cana-1924	72	15	is	be	AUX
cana-1924	72	16	a	a	DET
cana-1924	72	17	frequently	frequently	ADV
cana-1924	72	18	applied	apply	VERB
cana-1924	72	19	measure	measure	NOUN
cana-1924	72	20	of	of	ADP
cana-1924	72	21	the	the	DET
cana-1924	72	22	differences	difference	NOUN
cana-1924	72	23	between	between	ADP
cana-1924	72	24	numbers	number	NOUN
cana-1924	72	25	(	(	PUNCT
cana-1924	72	26	population	population	NOUN
cana-1924	72	27	values	value	NOUN
cana-1924	72	28	and	and	CCONJ
cana-1924	72	29	samples	sample	NOUN
cana-1924	72	30	)	)	PUNCT
cana-1924	72	31	which	which	PRON
cana-1924	72	32	is	be	AUX
cana-1924	72	33	predicted	predict	VERB
cana-1924	72	34	by	by	ADP
cana-1924	72	35	an	an	DET
cana-1924	72	36	estimator	estimator	NOUN
cana-1924	72	37	or	or	CCONJ
cana-1924	72	38	a	a	DET
cana-1924	72	39	mode	mode	NOUN
cana-1924	72	40	.	.	PUNCT
cana-1924	73	1	the	the	DET
cana-1924	73	2	rmse	rmse	NOUN
cana-1924	73	3	aggregates	aggregate	VERB
cana-1924	73	4	the	the	DET
cana-1924	73	5	magnitudes	magnitude	NOUN
cana-1924	73	6	of	of	ADP
cana-1924	73	7	the	the	DET
cana-1924	73	8	errors	error	NOUN
cana-1924	73	9	in	in	ADP
cana-1924	73	10	predicting	predict	VERB
cana-1924	73	11	different	different	ADJ
cana-1924	73	12	times	time	NOUN
cana-1924	73	13	into	into	ADP
cana-1924	73	14	a	a	DET
cana-1924	73	15	single	single	ADJ
cana-1924	73	16	measure	measure	NOUN
cana-1924	73	17	of	of	ADP
cana-1924	73	18	predictive	predictive	ADJ
cana-1924	73	19	power	power	NOUN
cana-1924	73	20	.	.	PUNCT
cana-1924	74	1	mean	mean	VERB
cana-1924	74	2	absolute	absolute	ADJ
cana-1924	74	3	error	error	NOUN
cana-1924	74	4	(	(	PUNCT
cana-1924	74	5	mae	mae	PROPN
cana-1924	74	6	):	):	PUNCT
cana-1924	74	7	mean	mean	ADJ
cana-1924	74	8	absolute	absolute	ADJ
cana-1924	74	9	error	error	NOUN
cana-1924	74	10	is	be	AUX
cana-1924	74	11	a	a	DET
cana-1924	74	12	measure	measure	NOUN
cana-1924	74	13	of	of	ADP
cana-1924	74	14	the	the	DET
cana-1924	74	15	average	average	ADJ
cana-1924	74	16	size	size	NOUN
cana-1924	74	17	of	of	ADP
cana-1924	74	18	the	the	DET
cana-1924	74	19	mistakes	mistake	NOUN
cana-1924	74	20	in	in	ADP
cana-1924	74	21	a	a	DET
cana-1924	74	22	collection	collection	NOUN
cana-1924	74	23	of	of	ADP
cana-1924	74	24	predictions	prediction	NOUN
cana-1924	74	25	,	,	PUNCT
cana-1924	74	26	without	without	ADP
cana-1924	74	27	taking	take	VERB
cana-1924	74	28	their	their	PRON
cana-1924	74	29	direction	direction	NOUN
cana-1924	74	30	into	into	ADP
cana-1924	74	31	account	account	NOUN
cana-1924	74	32	.	.	PUNCT
cana-1924	75	1	it	it	PRON
cana-1924	75	2	is	be	AUX
cana-1924	75	3	measured	measure	VERB
cana-1924	75	4	as	as	ADP
cana-1924	75	5	the	the	DET
cana-1924	75	6	average	average	ADJ
cana-1924	75	7	absolute	absolute	ADJ
cana-1924	75	8	difference	difference	NOUN
cana-1924	75	9	between	between	ADP
cana-1924	75	10	the	the	DET
cana-1924	75	11	predicted	predict	VERB
cana-1924	75	12	values	value	NOUN
cana-1924	75	13	and	and	CCONJ
cana-1924	75	14	the	the	DET
cana-1924	75	15	actual	actual	ADJ
cana-1924	75	16	values	value	NOUN
cana-1924	75	17	and	and	CCONJ
cana-1924	75	18	is	be	AUX
cana-1924	75	19	used	use	VERB
cana-1924	75	20	to	to	PART
cana-1924	75	21	assess	assess	VERB
cana-1924	75	22	the	the	DET
cana-1924	75	23	effectiveness	effectiveness	NOUN
cana-1924	75	24	of	of	ADP
cana-1924	75	25	a	a	DET
cana-1924	75	26	regression	regression	NOUN
cana-1924	75	27	model	model	NOUN
cana-1924	75	28	.	.	PUNCT
cana-1924	76	1	the	the	DET
cana-1924	76	2	formula	formula	NOUN
cana-1924	76	3	is	be	AUX
cana-1924	76	4	given	give	VERB
cana-1924	76	5	by	by	ADP
cana-1924	76	6	mae	mae	PROPN
cana-1924	76	7	=	=	PROPN
cana-1924	76	8	1	1	NUM
cana-1924	76	9	𝑛	𝑛	PROPN
cana-1924	76	10	∑	∑	ADP
cana-1924	76	11	|𝑦ᵢ	|𝑦ᵢ	ADV
cana-1924	76	12	−	−	PROPN
cana-1924	76	13	𝑦ᵢ^𝑛	𝑦ᵢ^𝑛	NOUN
cana-1924	76	14	𝑖=1	𝑖=1	PUNCT
cana-1924	76	15	|	|	ADV
cana-1924	76	16	yᵢ	yᵢ	NOUN
cana-1924	76	17	=	=	PUNCT
cana-1924	76	18	true	true	ADJ
cana-1924	76	19	value	value	NOUN
cana-1924	76	20	;	;	PUNCT
cana-1924	76	21	yᵢ^	yᵢ^	PROPN
cana-1924	76	22	=	=	PUNCT
cana-1924	76	23	predicted	predict	VERB
cana-1924	76	24	values	value	NOUN
cana-1924	76	25	;	;	PUNCT
cana-1924	76	26	n	n	NOUN
cana-1924	76	27	=	=	NOUN
cana-1924	76	28	number	number	NOUN
cana-1924	76	29	of	of	ADP
cana-1924	76	30	observations	observation	NOUN
cana-1924	76	31	prophet	prophet	NOUN
cana-1924	76	32	forecasting	forecasting	NOUN
cana-1924	76	33	:	:	PUNCT
cana-1924	76	34	prophet	prophet	NOUN
cana-1924	76	35	(	(	PUNCT
cana-1924	76	36	taylor	taylor	PROPN
cana-1924	76	37	sj	sj	PROPN
cana-1924	76	38	,	,	PUNCT
cana-1924	76	39	letham	letham	PROPN
cana-1924	76	40	b.	b.	PROPN
cana-1924	76	41	2017	2017	NUM
cana-1924	76	42	)	)	PUNCT
cana-1924	76	43	is	be	AUX
cana-1924	76	44	a	a	DET
cana-1924	76	45	methodology	methodology	NOUN
cana-1924	76	46	for	for	ADP
cana-1924	76	47	forecasting	forecasting	NOUN
cana-1924	76	48	time	time	NOUN
cana-1924	76	49	series	series	PROPN
cana-1924	76	50	data	datum	NOUN
cana-1924	76	51	dependent	dependent	ADJ
cana-1924	76	52	on	on	ADP
cana-1924	76	53	an	an	DET
cana-1924	76	54	added	add	VERB
cana-1924	76	55	substance	substance	NOUN
cana-1924	76	56	model	model	NOUN
cana-1924	76	57	where	where	SCONJ
cana-1924	76	58	non	non	ADJ
cana-1924	76	59	-	-	ADJ
cana-1924	76	60	direct	direct	ADJ
cana-1924	76	61	patterns	pattern	NOUN
cana-1924	76	62	are	be	AUX
cana-1924	76	63	fit	fit	ADJ
cana-1924	76	64	with	with	ADP
cana-1924	76	65	yearly	yearly	ADJ
cana-1924	76	66	,	,	PUNCT
cana-1924	76	67	week	week	NOUN
cana-1924	76	68	by	by	ADP
cana-1924	76	69	week	week	NOUN
cana-1924	76	70	,	,	PUNCT
cana-1924	76	71	and	and	CCONJ
cana-1924	76	72	daily	daily	ADJ
cana-1924	76	73	trends	trend	NOUN
cana-1924	76	74	,	,	PUNCT
cana-1924	76	75	in	in	ADP
cana-1924	76	76	addition	addition	NOUN
cana-1924	76	77	to	to	ADP
cana-1924	76	78	occasion	occasion	NOUN
cana-1924	76	79	impacts	impact	NOUN
cana-1924	76	80	.	.	PUNCT
cana-1924	77	1	it	it	PRON
cana-1924	77	2	works	work	VERB
cana-1924	77	3	best	well	ADV
cana-1924	77	4	with	with	ADP
cana-1924	77	5	time	time	NOUN
cana-1924	77	6	series	series	NOUN
cana-1924	77	7	that	that	PRON
cana-1924	77	8	have	have	VERB
cana-1924	77	9	solid	solid	ADJ
cana-1924	77	10	occasional	occasional	ADJ
cana-1924	77	11	impacts	impact	NOUN
cana-1924	77	12	and	and	CCONJ
cana-1924	77	13	a	a	DET
cana-1924	77	14	few	few	ADJ
cana-1924	77	15	periods	period	NOUN
cana-1924	77	16	of	of	ADP
cana-1924	77	17	authentic	authentic	ADJ
cana-1924	77	18	data	datum	NOUN
cana-1924	77	19	.	.	PUNCT
cana-1924	78	1	prophet	prophet	NOUN
cana-1924	78	2	is	be	AUX
cana-1924	78	3	vigorous	vigorous	ADJ
cana-1924	78	4	to	to	ADP
cana-1924	78	5	missing	miss	VERB
cana-1924	78	6	data	datum	NOUN
cana-1924	78	7	and	and	CCONJ
cana-1924	78	8	moves	move	NOUN
cana-1924	78	9	in	in	ADP
cana-1924	78	10	the	the	DET
cana-1924	78	11	pattern	pattern	NOUN
cana-1924	78	12	,	,	PUNCT
cana-1924	78	13	and	and	CCONJ
cana-1924	78	14	commonly	commonly	ADV
cana-1924	78	15	handles	handle	VERB
cana-1924	78	16	anomalies	anomaly	NOUN
cana-1924	78	17	well	well	ADV
cana-1924	78	18	.	.	PUNCT
cana-1924	79	1	capacities	capacity	NOUN
cana-1924	79	2	:	:	PUNCT
cana-1924	79	3	experts	expert	NOUN
cana-1924	79	4	can	can	AUX
cana-1924	79	5	use	use	VERB
cana-1924	79	6	any	any	DET
cana-1924	79	7	outer	outer	ADJ
cana-1924	79	8	information	information	NOUN
cana-1924	79	9	from	from	ADP
cana-1924	79	10	any	any	DET
cana-1924	79	11	source	source	NOUN
cana-1924	79	12	for	for	ADP
cana-1924	79	13	the	the	DET
cana-1924	79	14	absolute	absolute	ADJ
cana-1924	79	15	market	market	NOUN
cana-1924	79	16	estimate	estimate	NOUN
cana-1924	79	17	and	and	CCONJ
cana-1924	79	18	then	then	ADV
cana-1924	79	19	resourceful	resourceful	ADJ
cana-1924	79	20	information	information	NOUN
cana-1924	79	21	as	as	ADP
cana-1924	79	22	learning	learn	VERB
cana-1924	79	23	can	can	AUX
cana-1924	79	24	be	be	AUX
cana-1924	79	25	applied	apply	VERB
cana-1924	79	26	legitimately	legitimately	ADV
cana-1924	79	27	by	by	ADP
cana-1924	79	28	determining	determine	VERB
cana-1924	79	29	limits	limit	NOUN
cana-1924	79	30	.	.	PUNCT
cana-1924	80	1	change	change	NOUN
cana-1924	80	2	points	point	NOUN
cana-1924	80	3	:	:	PUNCT
cana-1924	80	4	known	know	VERB
cana-1924	80	5	dates	date	NOUN
cana-1924	80	6	of	of	ADP
cana-1924	80	7	change	change	NOUN
cana-1924	80	8	points	point	NOUN
cana-1924	80	9	,	,	PUNCT
cana-1924	80	10	such	such	ADJ
cana-1924	80	11	as	as	ADP
cana-1924	80	12	dates	date	NOUN
cana-1924	80	13	of	of	ADP
cana-1924	80	14	product	product	NOUN
cana-1924	80	15	changes	change	NOUN
cana-1924	80	16	,	,	PUNCT
cana-1924	80	17	can	can	AUX
cana-1924	80	18	easily	easily	ADV
cana-1924	80	19	be	be	AUX
cana-1924	80	20	specified	specify	VERB
cana-1924	80	21	.	.	PUNCT
cana-1924	81	1	holidays	holiday	NOUN
cana-1924	81	2	and	and	CCONJ
cana-1924	81	3	seasonality	seasonality	NOUN
cana-1924	81	4	:	:	PUNCT
cana-1924	81	5	experts	expert	NOUN
cana-1924	81	6	’	'	PUNCT
cana-1924	81	7	experience	experience	NOUN
cana-1924	81	8	involvement	involvement	NOUN
cana-1924	81	9	help	help	NOUN
cana-1924	81	10	with	with	ADP
cana-1924	81	11	which	which	PRON
cana-1924	81	12	occasions	occasion	NOUN
cana-1924	81	13	sway	sway	VERB
cana-1924	81	14	development	development	NOUN
cana-1924	81	15	in	in	ADP
cana-1924	81	16	which	which	PRON
cana-1924	81	17	districts	district	NOUN
cana-1924	81	18	and	and	CCONJ
cana-1924	81	19	they	they	PRON
cana-1924	81	20	can	can	AUX
cana-1924	81	21	legitimately	legitimately	ADV
cana-1924	81	22	use	use	VERB
cana-1924	81	23	as	as	ADP
cana-1924	81	24	input	input	NOUN
cana-1924	81	25	to	to	PART
cana-1924	81	26	store	store	VERB
cana-1924	81	27	relevant	relevant	ADJ
cana-1924	81	28	occasion	occasion	NOUN
cana-1924	81	29	dates	date	NOUN
cana-1924	81	30	and	and	CCONJ
cana-1924	81	31	the	the	DET
cana-1924	81	32	relevant	relevant	ADJ
cana-1924	81	33	time	time	NOUN
cana-1924	81	34	sizes	size	NOUN
cana-1924	81	35	of	of	ADP
cana-1924	81	36	regularity	regularity	NOUN
cana-1924	81	37	or	or	CCONJ
cana-1924	81	38	seasonality	seasonality	NOUN
cana-1924	81	39	.	.	PUNCT
cana-1924	82	1	smoothing	smooth	VERB
cana-1924	82	2	parameters	parameter	NOUN
cana-1924	82	3	:	:	PUNCT
cana-1924	82	4	hereby	hereby	ADV
cana-1924	82	5	changing	change	VERB
cana-1924	82	6	the	the	DET
cana-1924	82	7	value	value	NOUN
cana-1924	82	8	of	of	ADP
cana-1924	82	9	τ	τ	PROPN
cana-1924	82	10	,	,	PUNCT
cana-1924	82	11	this	this	PRON
cana-1924	82	12	can	can	AUX
cana-1924	82	13	be	be	AUX
cana-1924	82	14	chosen	choose	VERB
cana-1924	82	15	from	from	ADP
cana-1924	82	16	inside	inside	ADJ
cana-1924	82	17	scope	scope	NOUN
cana-1924	82	18	of	of	ADP
cana-1924	82	19	increasingly	increasingly	ADV
cana-1924	82	20	worldwide	worldwide	ADV
cana-1924	82	21	or	or	CCONJ
cana-1924	82	22	locally	locally	ADV
cana-1924	82	23	smooth	smooth	ADJ
cana-1924	82	24	models	model	NOUN
cana-1924	82	25	.	.	PUNCT
cana-1924	83	1	the	the	DET
cana-1924	83	2	seasonality	seasonality	NOUN
cana-1924	83	3	and	and	CCONJ
cana-1924	83	4	holiday	holiday	NOUN
cana-1924	83	5	smoothing	smooth	VERB
cana-1924	83	6	parameters	parameter	NOUN
cana-1924	83	7	(	(	PUNCT
cana-1924	83	8	σ	σ	PROPN
cana-1924	83	9	,	,	PUNCT
cana-1924	83	10	ν	ν	NOUN
cana-1924	83	11	)	)	PUNCT
cana-1924	83	12	help	help	NOUN
cana-1924	83	13	model	model	NOUN
cana-1924	83	14	to	to	ADP
cana-1924	83	15	amount	amount	NOUN
cana-1924	83	16	of	of	ADP
cana-1924	83	17	the	the	DET
cana-1924	83	18	historical	historical	ADJ
cana-1924	83	19	seasonal	seasonal	ADJ
cana-1924	83	20	variety	variety	NOUN
cana-1924	83	21	which	which	PRON
cana-1924	83	22	will	will	AUX
cana-1924	83	23	be	be	AUX
cana-1924	83	24	expected	expect	VERB
cana-1924	83	25	in	in	ADP
cana-1924	83	26	the	the	DET
cana-1924	83	27	future	future	NOUN
cana-1924	83	28	.	.	PUNCT
cana-1924	84	1	light	light	ADJ
cana-1924	84	2	gbm	gbm	PROPN
cana-1924	84	3	(	(	PUNCT
cana-1924	84	4	light	light	ADJ
cana-1924	84	5	gradient	gradient	ADJ
cana-1924	84	6	boosting	boost	VERB
cana-1924	84	7	machine	machine	NOUN
cana-1924	84	8	):	):	PUNCT
cana-1924	84	9	light	light	ADJ
cana-1924	84	10	gbm	gbm	PROPN
cana-1924	84	11	is	be	AUX
cana-1924	84	12	a	a	DET
cana-1924	84	13	gradient	gradient	ADJ
cana-1924	84	14	boosting	boost	VERB
cana-1924	84	15	framework	framework	NOUN
cana-1924	84	16	that	that	PRON
cana-1924	84	17	uses	use	VERB
cana-1924	84	18	tree	tree	NOUN
cana-1924	84	19	-	-	PUNCT
cana-1924	84	20	based	base	VERB
cana-1924	84	21	learning	learning	NOUN
cana-1924	84	22	algorithm	algorithm	NOUN
cana-1924	84	23	.	.	PUNCT
cana-1924	85	1	light	light	ADJ
cana-1924	85	2	gbm	gbm	PROPN
cana-1924	85	3	grows	grow	VERB
cana-1924	85	4	tree	tree	NOUN
cana-1924	85	5	vertically	vertically	ADV
cana-1924	85	6	while	while	SCONJ
cana-1924	85	7	other	other	ADJ
cana-1924	85	8	algorithm	algorithm	NOUN
cana-1924	85	9	grows	grow	VERB
cana-1924	85	10	trees	tree	NOUN
cana-1924	85	11	horizontally	horizontally	ADV
cana-1924	85	12	meaning	mean	VERB
cana-1924	85	13	that	that	SCONJ
cana-1924	85	14	light	light	ADJ
cana-1924	85	15	gbm	gbm	PROPN
cana-1924	85	16	grows	grow	VERB
cana-1924	85	17	tree	tree	NOUN
cana-1924	85	18	leaf	leaf	NOUN
cana-1924	85	19	wise	wise	ADJ
cana-1924	85	20	while	while	SCONJ
cana-1924	85	21	other	other	ADJ
cana-1924	85	22	algorithm	algorithm	NOUN
cana-1924	85	23	grows	grow	VERB
cana-1924	85	24	level	level	NOUN
cana-1924	85	25	wise	wise	ADJ
cana-1924	85	26	.	.	PUNCT
cana-1924	86	1	it	it	PRON
cana-1924	86	2	will	will	AUX
cana-1924	86	3	choose	choose	VERB
cana-1924	86	4	the	the	DET
cana-1924	86	5	leaf	leaf	NOUN
cana-1924	86	6	with	with	ADP
cana-1924	86	7	max	max	PROPN
cana-1924	86	8	delta	delta	PROPN
cana-1924	86	9	loss	loss	NOUN
cana-1924	86	10	to	to	PART
cana-1924	86	11	grow	grow	VERB
cana-1924	86	12	.	.	PUNCT
cana-1924	87	1	when	when	SCONJ
cana-1924	87	2	growing	grow	VERB
cana-1924	87	3	the	the	DET
cana-1924	87	4	same	same	ADJ
cana-1924	87	5	leaf	leaf	NOUN
cana-1924	87	6	,	,	PUNCT
cana-1924	87	7	leaf	leaf	NOUN
cana-1924	87	8	wise	wise	ADJ
cana-1924	87	9	algorithm	algorithm	NOUN
cana-1924	87	10	can	can	AUX
cana-1924	87	11	reduce	reduce	VERB
cana-1924	87	12	more	more	ADJ
cana-1924	87	13	loss	loss	NOUN
cana-1924	87	14	than	than	ADP
cana-1924	87	15	a	a	DET
cana-1924	87	16	level	level	NOUN
cana-1924	87	17	wise	wise	ADJ
cana-1924	87	18	algorithm	algorithm	NOUN
cana-1924	87	19	.	.	PUNCT
cana-1924	88	1	as	as	ADP
cana-1924	88	2	with	with	ADP
cana-1924	88	3	other	other	ADJ
cana-1924	88	4	decision	decision	NOUN
cana-1924	88	5	tree	tree	NOUN
cana-1924	88	6	based	base	VERB
cana-1924	88	7	methods	method	NOUN
cana-1924	88	8	,	,	PUNCT
cana-1924	88	9	communications	communication	NOUN
cana-1924	88	10	on	on	ADP
cana-1924	88	11	applied	apply	VERB
cana-1924	88	12	nonlinear	nonlinear	ADJ
cana-1924	88	13	analysis	analysis	NOUN
cana-1924	88	14	issn	issn	NOUN
cana-1924	88	15	:	:	PUNCT
cana-1924	88	16	1074	1074	NUM
cana-1924	88	17	-	-	PUNCT
cana-1924	88	18	133x	133x	NUM
cana-1924	88	19	vol	vol	NOUN
cana-1924	88	20	32	32	NUM
cana-1924	88	21	no	no	NOUN
cana-1924	88	22	.	.	NOUN
cana-1924	88	23	3	3	NUM
cana-1924	88	24	(	(	PUNCT
cana-1924	88	25	2025	2025	NUM
cana-1924	88	26	)	)	PUNCT
cana-1924	88	27	133	133	NUM
cana-1924	88	28	https://internationalpubls.com	https://internationalpubls.com	X
cana-1924	88	29	light	light	NOUN
cana-1924	88	30	gbm	gbm	PROPN
cana-1924	88	31	can	can	AUX
cana-1924	88	32	be	be	AUX
cana-1924	88	33	used	use	VERB
cana-1924	88	34	for	for	ADP
cana-1924	88	35	both	both	CCONJ
cana-1924	88	36	classification	classification	NOUN
cana-1924	88	37	and	and	CCONJ
cana-1924	88	38	regression	regression	NOUN
cana-1924	88	39	.	.	PUNCT
cana-1924	89	1	light	light	ADJ
cana-1924	89	2	gbm	gbm	PROPN
cana-1924	89	3	is	be	AUX
cana-1924	89	4	optimized	optimize	VERB
cana-1924	89	5	for	for	ADP
cana-1924	89	6	high	high	ADJ
cana-1924	89	7	performance	performance	NOUN
cana-1924	89	8	with	with	ADP
cana-1924	89	9	distributed	distribute	VERB
cana-1924	89	10	systems	system	NOUN
cana-1924	89	11	.	.	PUNCT
cana-1924	90	1	the	the	DET
cana-1924	90	2	size	size	NOUN
cana-1924	90	3	of	of	ADP
cana-1924	90	4	data	datum	NOUN
cana-1924	90	5	is	be	AUX
cana-1924	90	6	increasing	increase	VERB
cana-1924	90	7	day	day	NOUN
cana-1924	90	8	by	by	ADP
cana-1924	90	9	day	day	NOUN
cana-1924	90	10	and	and	CCONJ
cana-1924	90	11	it	it	PRON
cana-1924	90	12	is	be	AUX
cana-1924	90	13	becoming	become	VERB
cana-1924	90	14	difficult	difficult	ADJ
cana-1924	90	15	for	for	SCONJ
cana-1924	90	16	traditional	traditional	ADJ
cana-1924	90	17	data	datum	NOUN
cana-1924	90	18	science	science	NOUN
cana-1924	90	19	algorithms	algorithm	NOUN
cana-1924	90	20	to	to	PART
cana-1924	90	21	give	give	VERB
cana-1924	90	22	faster	fast	ADJ
cana-1924	90	23	results	result	NOUN
cana-1924	90	24	.	.	PUNCT
cana-1924	91	1	light	light	NOUN
cana-1924	91	2	gbm	gbm	PROPN
cana-1924	91	3	is	be	AUX
cana-1924	91	4	prefixed	prefix	VERB
cana-1924	91	5	as	as	ADP
cana-1924	91	6	‘	'	PUNCT
cana-1924	91	7	light	light	ADJ
cana-1924	91	8	’	'	PUNCT
cana-1924	91	9	because	because	SCONJ
cana-1924	91	10	of	of	ADP
cana-1924	91	11	its	its	PRON
cana-1924	91	12	high	high	ADJ
cana-1924	91	13	speed	speed	NOUN
cana-1924	91	14	.	.	PUNCT
cana-1924	92	1	light	light	ADJ
cana-1924	92	2	gbm	gbm	PROPN
cana-1924	92	3	can	can	AUX
cana-1924	92	4	handle	handle	VERB
cana-1924	92	5	the	the	DET
cana-1924	92	6	large	large	ADJ
cana-1924	92	7	size	size	NOUN
cana-1924	92	8	of	of	ADP
cana-1924	92	9	data	datum	NOUN
cana-1924	92	10	and	and	CCONJ
cana-1924	92	11	takes	take	VERB
cana-1924	92	12	lower	low	ADJ
cana-1924	92	13	memory	memory	NOUN
cana-1924	92	14	to	to	PART
cana-1924	92	15	run	run	VERB
cana-1924	92	16	.	.	PUNCT
cana-1924	93	1	another	another	DET
cana-1924	93	2	reason	reason	NOUN
cana-1924	93	3	of	of	ADP
cana-1924	93	4	why	why	SCONJ
cana-1924	93	5	light	light	ADJ
cana-1924	93	6	gbm	gbm	NOUN
cana-1924	93	7	is	be	AUX
cana-1924	93	8	popular	popular	ADJ
cana-1924	93	9	is	be	AUX
cana-1924	93	10	because	because	SCONJ
cana-1924	93	11	it	it	PRON
cana-1924	93	12	focuses	focus	VERB
cana-1924	93	13	on	on	ADP
cana-1924	93	14	accuracy	accuracy	NOUN
cana-1924	93	15	of	of	ADP
cana-1924	93	16	results	result	NOUN
cana-1924	93	17	.	.	PUNCT
cana-1924	94	1	lgbm	lgbm	PROPN
cana-1924	94	2	also	also	ADV
cana-1924	94	3	supports	support	VERB
cana-1924	94	4	gpu	gpu	NOUN
cana-1924	94	5	learning	learning	NOUN
cana-1924	94	6	and	and	CCONJ
cana-1924	94	7	thus	thus	ADV
cana-1924	94	8	data	datum	NOUN
cana-1924	94	9	scientists	scientist	NOUN
cana-1924	94	10	are	be	AUX
cana-1924	94	11	widely	widely	ADV
cana-1924	94	12	using	use	VERB
cana-1924	94	13	lgbm	lgbm	NOUN
cana-1924	94	14	for	for	ADP
cana-1924	94	15	data	data	NOUN
cana-1924	94	16	science	science	NOUN
cana-1924	94	17	application	application	NOUN
cana-1924	94	18	development	development	NOUN
cana-1924	94	19	.	.	PUNCT
cana-1924	95	1	3	3	X
cana-1924	95	2	.	.	X
cana-1924	95	3	empirical	empirical	ADJ
cana-1924	95	4	investigations	investigation	NOUN
cana-1924	95	5	adaniports	adaniport	NOUN
cana-1924	95	6	model	model	NOUN
cana-1924	95	7	name	name	PROPN
cana-1924	95	8	mae	mae	PROPN
cana-1924	95	9	rmse	rmse	PROPN
cana-1924	95	10	arimax	arimax	PROPN
cana-1924	95	11	11.4641	11.4641	NUM
cana-1924	95	12	22.7331	22.7331	NUM
cana-1924	95	13	communications	communication	NOUN
cana-1924	95	14	on	on	ADP
cana-1924	95	15	applied	apply	VERB
cana-1924	95	16	nonlinear	nonlinear	ADJ
cana-1924	95	17	analysis	analysis	NOUN
cana-1924	95	18	issn	issn	NOUN
cana-1924	95	19	:	:	PUNCT
cana-1924	95	20	1074	1074	NUM
cana-1924	95	21	-	-	PUNCT
cana-1924	95	22	133x	133x	NUM
cana-1924	95	23	vol	vol	NOUN
cana-1924	95	24	32	32	NUM
cana-1924	95	25	no	no	NOUN
cana-1924	95	26	.	.	NOUN
cana-1924	95	27	3	3	NUM
cana-1924	95	28	(	(	PUNCT
cana-1924	95	29	2025	2025	NUM
cana-1924	95	30	)	)	PUNCT
cana-1924	95	31	134	134	NUM
cana-1924	95	32	https://internationalpubls.com	https://internationalpubls.com	X
cana-1924	95	33	model	model	NOUN
cana-1924	95	34	name	name	PROPN
cana-1924	95	35	mae	mae	PROPN
cana-1924	95	36	rmse	rmse	PROPN
cana-1924	95	37	arimax	arimax	PROPN
cana-1924	95	38	11.4641	11.4641	NUM
cana-1924	95	39	22.7331	22.7331	NUM
cana-1924	95	40	prophet	prophet	NOUN
cana-1924	95	41	17.8051	17.8051	NUM
cana-1924	95	42	40.6612	40.6612	NUM
cana-1924	95	43	model	model	NOUN
cana-1924	95	44	name	name	NOUN
cana-1924	95	45	mae	mae	PROPN
cana-1924	95	46	rmse	rmse	PROPN
cana-1924	95	47	arimax	arimax	PROPN
cana-1924	95	48	11.4641	11.4641	NUM
cana-1924	95	49	22.7331	22.7331	NUM
cana-1924	95	50	prophet	prophet	NOUN
cana-1924	95	51	17.8051	17.8051	NUM
cana-1924	95	52	40.6612	40.6612	NUM
cana-1924	95	53	light	light	NOUN
cana-1924	95	54	gbm	gbm	PROPN
cana-1924	95	55	12.6912	12.6912	PROPN
cana-1924	95	56	20.1033	20.1033	NUM
cana-1924	95	57	tcs	tcs	NOUN
cana-1924	95	58	:	:	PUNCT
cana-1924	95	59	model	model	NOUN
cana-1924	95	60	name	name	PROPN
cana-1924	95	61	mae	mae	PROPN
cana-1924	95	62	rmse	rmse	PROPN
cana-1924	95	63	arimax	arimax	PROPN
cana-1924	95	64	43.6138	43.6138	NUM
cana-1924	95	65	57.4385	57.4385	NUM
cana-1924	95	66	communications	communication	NOUN
cana-1924	95	67	on	on	ADP
cana-1924	95	68	applied	apply	VERB
cana-1924	95	69	nonlinear	nonlinear	ADJ
cana-1924	95	70	analysis	analysis	NOUN
cana-1924	95	71	issn	issn	NOUN
cana-1924	95	72	:	:	PUNCT
cana-1924	95	73	1074	1074	NUM
cana-1924	95	74	-	-	PUNCT
cana-1924	95	75	133x	133x	NUM
cana-1924	95	76	vol	vol	NOUN
cana-1924	95	77	32	32	NUM
cana-1924	95	78	no	no	NOUN
cana-1924	95	79	.	.	NOUN
cana-1924	95	80	3	3	NUM
cana-1924	95	81	(	(	PUNCT
cana-1924	95	82	2025	2025	NUM
cana-1924	95	83	)	)	PUNCT
cana-1924	95	84	135	135	NUM
cana-1924	95	85	https://internationalpubls.com	https://internationalpubls.com	X
cana-1924	95	86	model	model	NOUN
cana-1924	95	87	name	name	PROPN
cana-1924	95	88	mae	mae	PROPN
cana-1924	95	89	rmse	rmse	PROPN
cana-1924	95	90	arimax	arimax	PROPN
cana-1924	95	91	43.6138	43.6138	NUM
cana-1924	95	92	57.4385	57.4385	NUM
cana-1924	95	93	prophet	prophet	NOUN
cana-1924	95	94	54.6370	54.6370	NUM
cana-1924	95	95	73.9456	73.9456	NUM
cana-1924	95	96	model	model	NOUN
cana-1924	95	97	name	name	PROPN
cana-1924	95	98	mae	mae	PROPN
cana-1924	95	99	rmse	rmse	PROPN
cana-1924	95	100	arimax	arimax	PROPN
cana-1924	95	101	43.6138	43.6138	NUM
cana-1924	95	102	57.4385	57.4385	NUM
cana-1924	95	103	communications	communication	NOUN
cana-1924	95	104	on	on	ADP
cana-1924	95	105	applied	apply	VERB
cana-1924	95	106	nonlinear	nonlinear	ADJ
cana-1924	95	107	analysis	analysis	NOUN
cana-1924	95	108	issn	issn	NOUN
cana-1924	95	109	:	:	PUNCT
cana-1924	95	110	1074	1074	NUM
cana-1924	95	111	-	-	PUNCT
cana-1924	95	112	133x	133x	NUM
cana-1924	95	113	vol	vol	NOUN
cana-1924	95	114	32	32	NUM
cana-1924	95	115	no	no	NOUN
cana-1924	95	116	.	.	NOUN
cana-1924	95	117	3	3	NUM
cana-1924	95	118	(	(	PUNCT
cana-1924	95	119	2025	2025	NUM
cana-1924	95	120	)	)	PUNCT
cana-1924	95	121	136	136	NUM
cana-1924	95	122	https://internationalpubls.com	https://internationalpubls.com	X
cana-1924	95	123	prophet	prophet	NOUN
cana-1924	95	124	54.6370	54.6370	NUM
cana-1924	95	125	73.9456	73.9456	NUM
cana-1924	95	126	light	light	ADJ
cana-1924	95	127	gbm	gbm	PROPN
cana-1924	95	128	81.3152	81.3152	NUM
cana-1924	95	129	121.2054	121.2054	NUM
cana-1924	95	130	tata	tata	PROPN
cana-1924	95	131	steel	steel	NOUN
cana-1924	95	132	model	model	NOUN
cana-1924	95	133	name	name	PROPN
cana-1924	95	134	mae	mae	PROPN
cana-1924	95	135	rmse	rmse	PROPN
cana-1924	95	136	auto	auto	NOUN
cana-1924	95	137	arimax	arimax	PROPN
cana-1924	95	138	14.1287	14.1287	NUM
cana-1924	95	139	19.2372	19.2372	NUM
cana-1924	95	140	communications	communication	NOUN
cana-1924	95	141	on	on	ADP
cana-1924	95	142	applied	apply	VERB
cana-1924	95	143	nonlinear	nonlinear	ADJ
cana-1924	95	144	analysis	analysis	NOUN
cana-1924	95	145	issn	issn	NOUN
cana-1924	95	146	:	:	PUNCT
cana-1924	95	147	1074	1074	NUM
cana-1924	95	148	-	-	PUNCT
cana-1924	95	149	133x	133x	NUM
cana-1924	95	150	vol	vol	NOUN
cana-1924	95	151	32	32	NUM
cana-1924	95	152	no	no	NOUN
cana-1924	95	153	.	.	NOUN
cana-1924	95	154	3	3	NUM
cana-1924	95	155	(	(	PUNCT
cana-1924	95	156	2025	2025	NUM
cana-1924	95	157	)	)	PUNCT
cana-1924	95	158	137	137	NUM
cana-1924	95	159	https://internationalpubls.com	https://internationalpubls.com	X
cana-1924	95	160	model	model	NOUN
cana-1924	95	161	name	name	PROPN
cana-1924	95	162	mae	mae	PROPN
cana-1924	95	163	rmse	rmse	PROPN
cana-1924	95	164	arimax	arimax	PROPN
cana-1924	95	165	14.1287	14.1287	NUM
cana-1924	95	166	19.2372	19.2372	NUM
cana-1924	95	167	prophet	prophet	NOUN
cana-1924	95	168	18.4501	18.4501	NUM
cana-1924	95	169	23.3080	23.3080	NUM
cana-1924	95	170	model	model	NOUN
cana-1924	95	171	name	name	PROPN
cana-1924	95	172	mae	mae	PROPN
cana-1924	95	173	rmse	rmse	PROPN
cana-1924	95	174	arimax	arimax	PROPN
cana-1924	95	175	14.1287	14.1287	NUM
cana-1924	95	176	19.2372	19.2372	NUM
cana-1924	95	177	prophet	prophet	NOUN
cana-1924	95	178	18.4501	18.4501	NUM
cana-1924	95	179	23.3080	23.3080	NUM
cana-1924	95	180	light	light	ADJ
cana-1924	95	181	gbm	gbm	PROPN
cana-1924	95	182	18.8233	18.8233	NUM
cana-1924	95	183	35.1964	35.1964	NUM
cana-1924	95	184	sunpharma	sunpharma	NOUN
cana-1924	95	185	:	:	PUNCT
cana-1924	95	186	model	model	NOUN
cana-1924	95	187	name	name	PROPN
cana-1924	95	188	mae	mae	PROPN
cana-1924	95	189	rmse	rmse	PROPN
cana-1924	95	190	arimax	arimax	PROPN
cana-1924	95	191	15.3512	15.3512	NUM
cana-1924	95	192	20.4611	20.4611	NUM
cana-1924	95	193	communications	communication	NOUN
cana-1924	95	194	on	on	ADP
cana-1924	95	195	applied	apply	VERB
cana-1924	95	196	nonlinear	nonlinear	ADJ
cana-1924	95	197	analysis	analysis	NOUN
cana-1924	95	198	issn	issn	NOUN
cana-1924	95	199	:	:	PUNCT
cana-1924	95	200	1074	1074	NUM
cana-1924	95	201	-	-	PUNCT
cana-1924	95	202	133x	133x	NUM
cana-1924	95	203	vol	vol	NOUN
cana-1924	95	204	32	32	NUM
cana-1924	95	205	no	no	NOUN
cana-1924	95	206	.	.	NOUN
cana-1924	95	207	3	3	NUM
cana-1924	95	208	(	(	PUNCT
cana-1924	95	209	2025	2025	NUM
cana-1924	95	210	)	)	PUNCT
cana-1924	95	211	138	138	NUM
cana-1924	95	212	https://internationalpubls.com	https://internationalpubls.com	PROPN
cana-1924	95	213	model	model	NOUN
cana-1924	95	214	name	name	PROPN
cana-1924	95	215	mae	mae	PROPN
cana-1924	95	216	rmse	rmse	PROPN
cana-1924	95	217	arimax	arimax	PROPN
cana-1924	95	218	15.3512	15.3512	NUM
cana-1924	95	219	20.4611	20.4611	NUM
cana-1924	95	220	prophet	prophet	NOUN
cana-1924	95	221	14.3392	14.3392	NUM
cana-1924	95	222	19.00905	19.00905	NUM
cana-1924	95	223	communications	communication	NOUN
cana-1924	95	224	on	on	ADP
cana-1924	95	225	applied	apply	VERB
cana-1924	95	226	nonlinear	nonlinear	ADJ
cana-1924	95	227	analysis	analysis	NOUN
cana-1924	95	228	issn	issn	NOUN
cana-1924	95	229	:	:	PUNCT
cana-1924	95	230	1074	1074	NUM
cana-1924	95	231	-	-	PUNCT
cana-1924	95	232	133x	133x	NUM
cana-1924	95	233	vol	vol	NOUN
cana-1924	95	234	32	32	NUM
cana-1924	95	235	no	no	NOUN
cana-1924	95	236	.	.	NOUN
cana-1924	95	237	3	3	NUM
cana-1924	95	238	(	(	PUNCT
cana-1924	95	239	2025	2025	NUM
cana-1924	95	240	)	)	PUNCT
cana-1924	95	241	139	139	NUM
cana-1924	95	242	https://internationalpubls.com	https://internationalpubls.com	X
cana-1924	95	243	model	model	NOUN
cana-1924	95	244	name	name	PROPN
cana-1924	95	245	mae	mae	PROPN
cana-1924	95	246	rmse	rmse	PROPN
cana-1924	95	247	arimax	arimax	PROPN
cana-1924	95	248	15.3512	15.3512	NUM
cana-1924	95	249	20.4611	20.4611	NUM
cana-1924	95	250	prophet	prophet	NOUN
cana-1924	95	251	14.3392	14.3392	NUM
cana-1924	96	1	19.00905	19.00905	NUM
cana-1924	96	2	light	light	ADJ
cana-1924	96	3	gbm	gbm	PROPN
cana-1924	96	4	13.30007	13.30007	NUM
cana-1924	96	5	20.9007	20.9007	NUM
cana-1924	96	6	tata	tata	NOUN
cana-1924	96	7	motors	motor	NOUN
cana-1924	96	8	:	:	PUNCT
cana-1924	96	9	model	model	PROPN
cana-1924	96	10	name	name	PROPN
cana-1924	96	11	mae	mae	PROPN
cana-1924	96	12	rmse	rmse	PROPN
cana-1924	96	13	arimax	arimax	PROPN
cana-1924	96	14	18.0883	18.0883	NUM
cana-1924	96	15	25.2581	25.2581	NUM
cana-1924	96	16	communications	communication	NOUN
cana-1924	96	17	on	on	ADP
cana-1924	96	18	applied	apply	VERB
cana-1924	96	19	nonlinear	nonlinear	ADJ
cana-1924	96	20	analysis	analysis	NOUN
cana-1924	96	21	issn	issn	NOUN
cana-1924	96	22	:	:	PUNCT
cana-1924	96	23	1074	1074	NUM
cana-1924	96	24	-	-	PUNCT
cana-1924	96	25	133x	133x	NUM
cana-1924	96	26	vol	vol	NOUN
cana-1924	96	27	32	32	NUM
cana-1924	96	28	no	no	NOUN
cana-1924	96	29	.	.	NOUN
cana-1924	96	30	3	3	NUM
cana-1924	96	31	(	(	PUNCT
cana-1924	96	32	2025	2025	NUM
cana-1924	96	33	)	)	PUNCT
cana-1924	96	34	140	140	NUM
cana-1924	96	35	https://internationalpubls.com	https://internationalpubls.com	X
cana-1924	96	36	model	model	NOUN
cana-1924	96	37	name	name	PROPN
cana-1924	96	38	mae	mae	PROPN
cana-1924	96	39	rmse	rmse	PROPN
cana-1924	96	40	arimax	arimax	PROPN
cana-1924	96	41	18.0883	18.0883	NUM
cana-1924	96	42	25.2581	25.2581	NUM
cana-1924	96	43	prophet	prophet	NOUN
cana-1924	96	44	61.8025	61.8025	NUM
cana-1924	96	45	81.9062	81.9062	NUM
cana-1924	96	46	model	model	NOUN
cana-1924	96	47	name	name	PROPN
cana-1924	96	48	mae	mae	PROPN
cana-1924	96	49	rmse	rmse	PROPN
cana-1924	96	50	arimax	arimax	PROPN
cana-1924	96	51	18.0883	18.0883	NUM
cana-1924	96	52	25.2581	25.2581	NUM
cana-1924	96	53	prophet	prophet	NOUN
cana-1924	96	54	61.8025	61.8025	NUM
cana-1924	96	55	81.9062	81.9062	NUM
cana-1924	96	56	light	light	ADJ
cana-1924	96	57	gbm	gbm	PROPN
cana-1924	96	58	17.6242	17.6242	NUM
cana-1924	96	59	27.5185	27.5185	NUM
cana-1924	96	60	after	after	ADP
cana-1924	96	61	fitting	fit	VERB
cana-1924	96	62	the	the	DET
cana-1924	96	63	models	model	NOUN
cana-1924	96	64	,	,	PUNCT
cana-1924	96	65	a	a	DET
cana-1924	96	66	forecast	forecast	NOUN
cana-1924	96	67	of	of	ADP
cana-1924	96	68	the	the	DET
cana-1924	96	69	close	close	ADJ
cana-1924	96	70	price	price	NOUN
cana-1924	96	71	of	of	ADP
cana-1924	96	72	the	the	DET
cana-1924	96	73	testing	testing	NOUN
cana-1924	96	74	data	datum	NOUN
cana-1924	96	75	is	be	AUX
cana-1924	96	76	performed	perform	VERB
cana-1924	96	77	.	.	PUNCT
cana-1924	97	1	to	to	PART
cana-1924	97	2	evaluate	evaluate	VERB
cana-1924	97	3	the	the	DET
cana-1924	97	4	performance	performance	NOUN
cana-1924	97	5	of	of	ADP
cana-1924	97	6	the	the	DET
cana-1924	97	7	prediction	prediction	NOUN
cana-1924	97	8	of	of	ADP
cana-1924	97	9	the	the	DET
cana-1924	97	10	stock	stock	NOUN
cana-1924	97	11	price	price	NOUN
cana-1924	97	12	data	datum	NOUN
cana-1924	97	13	of	of	ADP
cana-1924	97	14	the	the	DET
cana-1924	97	15	respective	respective	ADJ
cana-1924	97	16	models	model	NOUN
cana-1924	97	17	,	,	PUNCT
cana-1924	97	18	we	we	PRON
cana-1924	97	19	have	have	AUX
cana-1924	97	20	made	make	VERB
cana-1924	97	21	use	use	NOUN
cana-1924	97	22	of	of	ADP
cana-1924	97	23	root	root	NOUN
cana-1924	97	24	mean	mean	ADJ
cana-1924	97	25	square	square	ADJ
cana-1924	97	26	error	error	NOUN
cana-1924	97	27	(	(	PUNCT
cana-1924	97	28	rmse	rmse	NOUN
cana-1924	97	29	)	)	PUNCT
cana-1924	97	30	and	and	CCONJ
cana-1924	97	31	mean	mean	VERB
cana-1924	97	32	absolute	absolute	ADJ
cana-1924	97	33	error	error	NOUN
cana-1924	97	34	(	(	PUNCT
cana-1924	97	35	mae	mae	PROPN
cana-1924	97	36	)	)	PUNCT
cana-1924	97	37	.	.	PUNCT
cana-1924	98	1	finally	finally	ADV
cana-1924	98	2	,	,	PUNCT
cana-1924	98	3	the	the	DET
cana-1924	98	4	rmse	rmse	NOUN
cana-1924	98	5	and	and	CCONJ
cana-1924	98	6	mae	mae	PROPN
cana-1924	98	7	measures	measure	NOUN
cana-1924	98	8	of	of	ADP
cana-1924	98	9	the	the	DET
cana-1924	98	10	respective	respective	ADJ
cana-1924	98	11	models	model	NOUN
cana-1924	98	12	are	be	AUX
cana-1924	98	13	compared	compare	VERB
cana-1924	98	14	and	and	CCONJ
cana-1924	98	15	visualized	visualize	VERB
cana-1924	98	16	.	.	PUNCT
cana-1924	99	1	conclusions	conclusion	NOUN
cana-1924	99	2	:	:	PUNCT
cana-1924	99	3	we	we	PRON
cana-1924	99	4	can	can	AUX
cana-1924	99	5	conclude	conclude	VERB
cana-1924	99	6	that	that	PRON
cana-1924	99	7	from	from	ADP
cana-1924	99	8	the	the	DET
cana-1924	99	9	emphirical	emphirical	ADJ
cana-1924	99	10	investigation	investigation	NOUN
cana-1924	99	11	,	,	PUNCT
cana-1924	99	12	tata	tata	NOUN
cana-1924	99	13	steel	steel	NOUN
cana-1924	99	14	:	:	PUNCT
cana-1924	99	15	the	the	DET
cana-1924	99	16	arimax	arimax	PROPN
cana-1924	99	17	model	model	NOUN
cana-1924	99	18	is	be	AUX
cana-1924	99	19	recommended	recommend	VERB
cana-1924	99	20	for	for	ADP
cana-1924	99	21	stock	stock	NOUN
cana-1924	99	22	price	price	NOUN
cana-1924	99	23	prediction	prediction	NOUN
cana-1924	99	24	of	of	ADP
cana-1924	99	25	tata	tata	PROPN
cana-1924	99	26	steel	steel	NOUN
cana-1924	99	27	.	.	PUNCT
cana-1924	100	1	arimax	arimax	PROPN
cana-1924	100	2	models	model	NOUN
cana-1924	100	3	are	be	AUX
cana-1924	100	4	known	know	VERB
cana-1924	100	5	for	for	ADP
cana-1924	100	6	their	their	PRON
cana-1924	100	7	ability	ability	NOUN
cana-1924	100	8	to	to	PART
cana-1924	100	9	incorporate	incorporate	VERB
cana-1924	100	10	both	both	DET
cana-1924	100	11	auto	auto	NOUN
cana-1924	100	12	regressive	regressive	ADJ
cana-1924	100	13	and	and	CCONJ
cana-1924	100	14	moving	move	VERB
cana-1924	100	15	average	average	ADJ
cana-1924	100	16	companies	company	NOUN
cana-1924	100	17	,	,	PUNCT
cana-1924	100	18	as	as	ADV
cana-1924	100	19	well	well	ADV
cana-1924	100	20	as	as	ADP
cana-1924	100	21	exogeneous	exogeneous	ADJ
cana-1924	100	22	variables	variable	NOUN
cana-1924	100	23	,	,	PUNCT
cana-1924	100	24	which	which	PRON
cana-1924	100	25	can	can	AUX
cana-1924	100	26	be	be	AUX
cana-1924	100	27	useful	useful	ADJ
cana-1924	100	28	for	for	ADP
cana-1924	100	29	the	the	DET
cana-1924	100	30	capturing	capture	VERB
cana-1924	100	31	the	the	DET
cana-1924	100	32	dynamics	dynamic	NOUN
cana-1924	100	33	of	of	ADP
cana-1924	100	34	tata	tata	PROPN
cana-1924	100	35	steel	steel	PROPN
cana-1924	100	36	’s	’s	PART
cana-1924	100	37	stock	stock	NOUN
cana-1924	100	38	price	price	NOUN
cana-1924	100	39	.	.	PUNCT
cana-1924	101	1	adani	adani	ADJ
cana-1924	101	2	ports	port	NOUN
cana-1924	101	3	:	:	PUNCT
cana-1924	101	4	the	the	DET
cana-1924	101	5	light	light	ADJ
cana-1924	101	6	gbm	gbm	NOUN
cana-1924	101	7	(	(	PUNCT
cana-1924	101	8	gradient	gradient	ADJ
cana-1924	101	9	boosting	boost	VERB
cana-1924	101	10	machine	machine	NOUN
cana-1924	101	11	)	)	PUNCT
cana-1924	101	12	model	model	NOUN
cana-1924	101	13	is	be	AUX
cana-1924	101	14	suggested	suggest	VERB
cana-1924	101	15	for	for	ADP
cana-1924	101	16	stock	stock	NOUN
cana-1924	101	17	price	price	NOUN
cana-1924	101	18	prediction	prediction	NOUN
cana-1924	101	19	of	of	ADP
cana-1924	101	20	adani	adani	ADJ
cana-1924	101	21	ports	port	NOUN
cana-1924	101	22	.	.	PUNCT
cana-1924	102	1	light	light	NOUN
cana-1924	102	2	gbm	gbm	PROPN
cana-1924	102	3	is	be	AUX
cana-1924	102	4	powerful	powerful	ADJ
cana-1924	102	5	macine	macine	NOUN
cana-1924	102	6	learning	learn	VERB
cana-1924	102	7	algorithm	algorithm	NOUN
cana-1924	102	8	that	that	PRON
cana-1924	102	9	can	can	AUX
cana-1924	102	10	handle	handle	VERB
cana-1924	102	11	large	large	ADJ
cana-1924	102	12	amounts	amount	NOUN
cana-1924	102	13	of	of	ADP
cana-1924	102	14	dta	dta	NOUN
cana-1924	102	15	and	and	CCONJ
cana-1924	102	16	capture	capture	VERB
cana-1924	102	17	complex	complex	ADJ
cana-1924	102	18	relationships	relationship	NOUN
cana-1924	102	19	.	.	PUNCT
cana-1924	103	1	it	it	PRON
cana-1924	103	2	may	may	AUX
cana-1924	103	3	be	be	AUX
cana-1924	103	4	well	well	ADV
cana-1924	103	5	–	–	PUNCT
cana-1924	103	6	suited	suit	VERB
cana-1924	103	7	for	for	ADP
cana-1924	103	8	predicting	predict	VERB
cana-1924	103	9	the	the	DET
cana-1924	103	10	stock	stock	NOUN
cana-1924	103	11	price	price	NOUN
cana-1924	103	12	of	of	ADP
cana-1924	103	13	adani	adani	ADJ
cana-1924	103	14	ports	port	NOUN
cana-1924	103	15	,	,	PUNCT
cana-1924	103	16	potentially	potentially	ADV
cana-1924	103	17	considering	consider	VERB
cana-1924	103	18	various	various	ADJ
cana-1924	103	19	features	feature	NOUN
cana-1924	103	20	and	and	CCONJ
cana-1924	103	21	patterns	pattern	NOUN
cana-1924	103	22	in	in	ADP
cana-1924	103	23	the	the	DET
cana-1924	103	24	data	datum	NOUN
cana-1924	103	25	.	.	PUNCT
cana-1924	104	1	sunpharma	sunpharma	NOUN
cana-1924	104	2	:	:	PUNCT
cana-1924	104	3	the	the	DET
cana-1924	104	4	prophet	prophet	NOUN
cana-1924	104	5	is	be	AUX
cana-1924	104	6	recommended	recommend	VERB
cana-1924	104	7	for	for	ADP
cana-1924	104	8	stock	stock	NOUN
cana-1924	104	9	price	price	NOUN
cana-1924	104	10	prediction	prediction	NOUN
cana-1924	104	11	of	of	ADP
cana-1924	104	12	sunpharma	sunpharma	NOUN
cana-1924	104	13	.	.	PUNCT
cana-1924	105	1	prophet	prophet	NOUN
cana-1924	105	2	is	be	AUX
cana-1924	105	3	a	a	DET
cana-1924	105	4	time	time	NOUN
cana-1924	105	5	series	series	NOUN
cana-1924	105	6	forecasting	forecasting	NOUN
cana-1924	105	7	method	method	NOUN
cana-1924	105	8	developed	develop	VERB
cana-1924	105	9	by	by	ADP
cana-1924	105	10	facebook	facebook	NOUN
cana-1924	105	11	that	that	PRON
cana-1924	105	12	is	be	AUX
cana-1924	105	13	designed	design	VERB
cana-1924	105	14	to	to	PART
cana-1924	105	15	handle	handle	VERB
cana-1924	105	16	seasonality	seasonality	NOUN
cana-1924	105	17	,	,	PUNCT
cana-1924	105	18	trends	trend	NOUN
cana-1924	105	19	,	,	PUNCT
cana-1924	105	20	another	another	DET
cana-1924	105	21	time	time	NOUN
cana-1924	105	22	–	–	PUNCT
cana-1924	105	23	based	base	VERB
cana-1924	105	24	patterns	pattern	NOUN
cana-1924	105	25	.	.	PUNCT
cana-1924	106	1	it	it	PRON
cana-1924	106	2	may	may	AUX
cana-1924	106	3	be	be	AUX
cana-1924	106	4	particularly	particularly	ADV
cana-1924	106	5	effecting	effect	VERB
cana-1924	106	6	for	for	ADP
cana-1924	106	7	predicting	predict	VERB
cana-1924	106	8	the	the	DET
cana-1924	106	9	stock	stock	NOUN
cana-1924	106	10	price	price	NOUN
cana-1924	106	11	of	of	ADP
cana-1924	106	12	sunpharma	sunpharma	NOUN
cana-1924	106	13	,	,	PUNCT
cana-1924	106	14	considering	consider	VERB
cana-1924	106	15	factors	factor	NOUN
cana-1924	106	16	such	such	ADJ
cana-1924	106	17	as	as	ADP
cana-1924	106	18	seasonality	seasonality	NOUN
cana-1924	106	19	in	in	ADP
cana-1924	106	20	the	the	DET
cana-1924	106	21	pharmaceutical	pharmaceutical	NOUN
cana-1924	106	22	or	or	CCONJ
cana-1924	106	23	industry	industry	NOUN
cana-1924	106	24	specific	specific	ADJ
cana-1924	106	25	events	event	NOUN
cana-1924	106	26	affecting	affect	VERB
cana-1924	106	27	the	the	DET
cana-1924	106	28	company	company	NOUN
cana-1924	106	29	.	.	PUNCT
cana-1924	107	1	communications	communication	NOUN
cana-1924	107	2	on	on	ADP
cana-1924	107	3	applied	apply	VERB
cana-1924	107	4	nonlinear	nonlinear	ADJ
cana-1924	107	5	analysis	analysis	NOUN
cana-1924	107	6	issn	issn	NOUN
cana-1924	107	7	:	:	PUNCT
cana-1924	107	8	1074	1074	NUM
cana-1924	107	9	-	-	PUNCT
cana-1924	107	10	133x	133x	NUM
cana-1924	107	11	vol	vol	NOUN
cana-1924	107	12	32	32	NUM
cana-1924	107	13	no	no	NOUN
cana-1924	107	14	.	.	NOUN
cana-1924	107	15	3	3	NUM
cana-1924	107	16	(	(	PUNCT
cana-1924	107	17	2025	2025	NUM
cana-1924	107	18	)	)	PUNCT
cana-1924	107	19	141	141	NUM
cana-1924	107	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1924	107	21	tata	tata	PROPN
cana-1924	107	22	motors	motors	PROPN
cana-1924	107	23	:	:	PUNCT
cana-1924	107	24	tata	tata	PROPN
cana-1924	107	25	motors	motors	PROPN
cana-1924	107	26	is	be	AUX
cana-1924	107	27	similar	similar	ADJ
cana-1924	107	28	to	to	ADP
cana-1924	107	29	tata	tata	PROPN
cana-1924	107	30	steel	steel	NOUN
cana-1924	107	31	,	,	PUNCT
cana-1924	107	32	the	the	DET
cana-1924	107	33	arimax	arimax	PROPN
cana-1924	107	34	model	model	NOUN
cana-1924	107	35	is	be	AUX
cana-1924	107	36	suggested	suggest	VERB
cana-1924	107	37	for	for	ADP
cana-1924	107	38	stock	stock	NOUN
cana-1924	107	39	price	price	NOUN
cana-1924	107	40	prediction	prediction	NOUN
cana-1924	107	41	of	of	ADP
cana-1924	107	42	tata	tata	PROPN
cana-1924	107	43	motors	motors	PROPN
cana-1924	107	44	.	.	PUNCT
cana-1924	108	1	this	this	DET
cana-1924	108	2	model	model	NOUN
cana-1924	108	3	can	can	AUX
cana-1924	108	4	help	help	VERB
cana-1924	108	5	capture	capture	VERB
cana-1924	108	6	the	the	DET
cana-1924	108	7	auto	auto	NOUN
cana-1924	108	8	correlation	correlation	NOUN
cana-1924	108	9	,	,	PUNCT
cana-1924	108	10	moving	move	VERB
cana-1924	108	11	average	average	ADJ
cana-1924	108	12	and	and	CCONJ
cana-1924	108	13	exogeneous	exogeneous	ADJ
cana-1924	108	14	variables	variable	NOUN
cana-1924	108	15	that	that	PRON
cana-1924	108	16	may	may	AUX
cana-1924	108	17	impact	impact	VERB
cana-1924	108	18	the	the	DET
cana-1924	108	19	stock	stock	NOUN
cana-1924	108	20	price	price	NOUN
cana-1924	108	21	of	of	ADP
cana-1924	108	22	tata	tata	PROPN
cana-1924	108	23	motors	motors	PROPN
cana-1924	108	24	tcs	tcs	PROPN
cana-1924	108	25	:	:	PUNCT
cana-1924	108	26	the	the	DET
cana-1924	108	27	arimax	arimax	PROPN
cana-1924	108	28	model	model	NOUN
cana-1924	108	29	is	be	AUX
cana-1924	108	30	also	also	ADV
cana-1924	108	31	recommended	recommend	VERB
cana-1924	108	32	for	for	ADP
cana-1924	108	33	stock	stock	NOUN
cana-1924	108	34	price	price	NOUN
cana-1924	108	35	prediction	prediction	NOUN
cana-1924	108	36	of	of	ADP
cana-1924	108	37	tcs	tcs	NOUN
cana-1924	108	38	.	.	PUNCT
cana-1924	109	1	this	this	PRON
cana-1924	109	2	suggests	suggest	VERB
cana-1924	109	3	that	that	SCONJ
cana-1924	109	4	considering	consider	VERB
cana-1924	109	5	the	the	DET
cana-1924	109	6	auto	auto	NOUN
cana-1924	109	7	correlation	correlation	NOUN
cana-1924	109	8	,	,	PUNCT
cana-1924	109	9	moving	move	VERB
cana-1924	109	10	average	average	ADJ
cana-1924	109	11	and	and	CCONJ
cana-1924	109	12	exogeneous	exogeneous	ADJ
cana-1924	109	13	varables	varable	NOUN
cana-1924	109	14	can	can	AUX
cana-1924	109	15	be	be	AUX
cana-1924	109	16	useful	useful	ADJ
cana-1924	109	17	for	for	ADP
cana-1924	109	18	predicting	predict	VERB
cana-1924	109	19	the	the	DET
cana-1924	109	20	stock	stock	NOUN
cana-1924	109	21	price	price	NOUN
cana-1924	109	22	of	of	ADP
cana-1924	109	23	tcs	tcs	NOUN
cana-1924	109	24	company	company	NOUN
cana-1924	109	25	name	name	VERB
cana-1924	109	26	best	good	ADJ
cana-1924	109	27	model	model	NOUN
cana-1924	109	28	tata	tata	PROPN
cana-1924	109	29	steel	steel	PROPN
cana-1924	109	30	arimax	arimax	PROPN
cana-1924	109	31	adaniports	adaniport	NOUN
cana-1924	109	32	light	light	ADJ
cana-1924	109	33	gbm	gbm	PROPN
cana-1924	109	34	sunpharama	sunpharama	PROPN
cana-1924	109	35	prophet	prophet	PROPN
cana-1924	109	36	tata	tata	PROPN
cana-1924	109	37	motors	motors	PROPN
cana-1924	109	38	arimax	arimax	PROPN
cana-1924	109	39	tcs	tcs	PROPN
cana-1924	109	40	arimax	arimax	VERB
cana-1924	109	41	the	the	DET
cana-1924	109	42	choice	choice	NOUN
cana-1924	109	43	of	of	ADP
cana-1924	109	44	these	these	DET
cana-1924	109	45	models	model	NOUN
cana-1924	109	46	may	may	AUX
cana-1924	109	47	depend	depend	VERB
cana-1924	109	48	on	on	ADP
cana-1924	109	49	factors	factor	NOUN
cana-1924	109	50	such	such	ADJ
cana-1924	109	51	as	as	ADP
cana-1924	109	52	historical	historical	ADJ
cana-1924	109	53	data	datum	NOUN
cana-1924	109	54	availibility	availibility	NOUN
cana-1924	109	55	,	,	PUNCT
cana-1924	109	56	the	the	DET
cana-1924	109	57	specific	specific	ADJ
cana-1924	109	58	charactristics	charactristic	NOUN
cana-1924	109	59	of	of	ADP
cana-1924	109	60	each	each	DET
cana-1924	109	61	company	company	NOUN
cana-1924	109	62	’s	’s	PART
cana-1924	109	63	stock	stock	NOUN
cana-1924	109	64	,	,	PUNCT
cana-1924	109	65	and	and	CCONJ
cana-1924	109	66	the	the	DET
cana-1924	109	67	expertise	expertise	NOUN
cana-1924	109	68	of	of	ADP
cana-1924	109	69	the	the	DET
cana-1924	109	70	individuals	individual	NOUN
cana-1924	109	71	or	or	CCONJ
cana-1924	109	72	teams	team	NOUN
cana-1924	109	73	performing	perform	VERB
cana-1924	109	74	the	the	DET
cana-1924	109	75	predictions	prediction	NOUN
cana-1924	109	76	.	.	PUNCT
cana-1924	110	1	it	it	PRON
cana-1924	110	2	’s	’	VERB
cana-1924	110	3	important	important	ADJ
cana-1924	110	4	to	to	PART
cana-1924	110	5	note	note	VERB
cana-1924	110	6	that	that	SCONJ
cana-1924	110	7	the	the	DET
cana-1924	110	8	performance	performance	NOUN
cana-1924	110	9	of	of	ADP
cana-1924	110	10	these	these	DET
cana-1924	110	11	models	model	NOUN
cana-1924	110	12	may	may	AUX
cana-1924	110	13	vary	vary	VERB
cana-1924	110	14	depending	depend	VERB
cana-1924	110	15	on	on	ADP
cana-1924	110	16	thde	thde	NOUN
cana-1924	110	17	specific	specific	ADJ
cana-1924	110	18	dataset	dataset	NOUN
cana-1924	110	19	,	,	PUNCT
cana-1924	110	20	features	feature	NOUN
cana-1924	110	21	and	and	CCONJ
cana-1924	110	22	pther	pther	ADJ
cana-1924	110	23	factors	factor	NOUN
cana-1924	110	24	.	.	PUNCT
cana-1924	111	1	therefore	therefore	ADV
cana-1924	111	2	,	,	PUNCT
cana-1924	111	3	it	it	PRON
cana-1924	111	4	’s	’s	AUX
cana-1924	111	5	recommended	recommend	VERB
cana-1924	111	6	to	to	PART
cana-1924	111	7	evaluate	evaluate	VERB
cana-1924	111	8	and	and	CCONJ
cana-1924	111	9	compare	compare	VERB
cana-1924	111	10	the	the	DET
cana-1924	111	11	performance	performance	NOUN
cana-1924	111	12	of	of	ADP
cana-1924	111	13	these	these	DET
cana-1924	111	14	models	model	NOUN
cana-1924	111	15	approprriate	approprriate	VERB
cana-1924	111	16	metrices	metrice	NOUN
cana-1924	111	17	before	before	ADP
cana-1924	111	18	drawing	draw	VERB
cana-1924	111	19	any	any	DET
cana-1924	111	20	definitive	definitive	ADJ
cana-1924	111	21	conclusions	conclusion	NOUN
cana-1924	111	22	about	about	ADP
cana-1924	111	23	their	their	PRON
cana-1924	111	24	effectiveness	effectiveness	NOUN
cana-1924	111	25	for	for	ADP
cana-1924	111	26	stock	stock	NOUN
cana-1924	111	27	price	price	NOUN
cana-1924	111	28	prediction	prediction	NOUN
cana-1924	111	29	.	.	PUNCT
cana-1924	112	1	references	reference	NOUN
cana-1924	112	2	[	[	X
cana-1924	112	3	1	1	NUM
cana-1924	112	4	]	]	X
cana-1924	112	5	ding	ding	NOUN
cana-1924	112	6	,	,	PUNCT
cana-1924	112	7	y.	y.	PROPN
cana-1924	112	8	zhang	zhang	PROPN
cana-1924	112	9	,	,	PUNCT
cana-1924	112	10	t.	t.	PROPN
cana-1924	112	11	liu	liu	PROPN
cana-1924	112	12	,	,	PUNCT
cana-1924	112	13	and	and	CCONJ
cana-1924	112	14	j.	j.	PROPN
cana-1924	112	15	duan	duan	PROPN
cana-1924	112	16	,	,	PUNCT
cana-1924	112	17	(	(	PUNCT
cana-1924	112	18	2015	2015	NUM
cana-1924	112	19	)	)	PUNCT
cana-1924	112	20	.	.	PUNCT
cana-1924	113	1	deep	deep	ADJ
cana-1924	113	2	learning	learning	NOUN
cana-1924	113	3	for	for	ADP
cana-1924	113	4	event	event	NOUN
cana-1924	113	5	-	-	PUNCT
cana-1924	113	6	driven	drive	VERB
cana-1924	113	7	stock	stock	NOUN
cana-1924	113	8	prediction	prediction	NOUN
cana-1924	113	9	.	.	PUNCT
cana-1924	114	1	proceedings	proceeding	NOUN
cana-1924	114	2	of	of	ADP
cana-1924	114	3	the	the	DET
cana-1924	114	4	twenty	twenty	NUM
cana-1924	114	5	-	-	PUNCT
cana-1924	114	6	fourth	fourth	ADJ
cana-1924	114	7	international	international	ADJ
cana-1924	114	8	joint	joint	ADJ
cana-1924	114	9	conference	conference	NOUN
cana-1924	114	10	on	on	ADP
cana-1924	114	11	artificial	artificial	ADJ
cana-1924	114	12	intelligence	intelligence	NOUN
cana-1924	114	13	(	(	PUNCT
cana-1924	114	14	ijcai	ijcai	NOUN
cana-1924	114	15	2015	2015	NUM
cana-1924	114	16	)	)	PUNCT
cana-1924	115	1	[	[	X
cana-1924	115	2	2	2	NUM
cana-1924	115	3	]	]	X
cana-1924	115	4	kim	kim	PROPN
cana-1924	115	5	,	,	PUNCT
cana-1924	115	6	y.	y.	PROPN
cana-1924	115	7	s.	s.	PROPN
cana-1924	115	8	,	,	PUNCT
cana-1924	115	9	rachev	rachev	VERB
cana-1924	115	10	,	,	PUNCT
cana-1924	115	11	s.	s.	PROPN
cana-1924	115	12	t.	t.	PROPN
cana-1924	115	13	,	,	PUNCT
cana-1924	115	14	bianchi	bianchi	PROPN
cana-1924	115	15	,	,	PUNCT
cana-1924	115	16	m.	m.	NOUN
cana-1924	115	17	l.	l.	PROPN
cana-1924	115	18	,	,	PUNCT
cana-1924	115	19	mitov	mitov	NOUN
cana-1924	115	20	,	,	PUNCT
cana-1924	115	21	i.	i.	NOUN
cana-1924	115	22	and	and	CCONJ
cana-1924	115	23	fabozzi	fabozzi	PROPN
cana-1924	115	24	,	,	PUNCT
cana-1924	115	25	f.	f.	PROPN
cana-1924	115	26	j.	j.	PROPN
cana-1924	115	27	(	(	PUNCT
cana-1924	115	28	2011	2011	NUM
cana-1924	115	29	)	)	PUNCT
cana-1924	115	30	.	.	PUNCT
cana-1924	116	1	time	time	NOUN
cana-1924	116	2	series	series	PROPN
cana-1924	116	3	analysis	analysis	NOUN
cana-1924	116	4	for	for	ADP
cana-1924	116	5	financial	financial	ADJ
cana-1924	116	6	market	market	NOUN
cana-1924	116	7	meltdowns	meltdown	NOUN
cana-1924	116	8	,	,	PUNCT
cana-1924	116	9	journal	journal	NOUN
cana-1924	116	10	of	of	ADP
cana-1924	116	11	banking	banking	NOUN
cana-1924	116	12	&	&	CCONJ
cana-1924	116	13	finance	finance	PROPN
cana-1924	116	14	35(8	35(8	NUM
cana-1924	116	15	):	):	PUNCT
cana-1924	116	16	1879	1879	NUM
cana-1924	116	17	–	–	PUNCT
cana-1924	116	18	1891	1891	NUM
cana-1924	116	19	.	.	PUNCT
cana-1924	117	1	[	[	X
cana-1924	117	2	3	3	X
cana-1924	117	3	]	]	SYM
cana-1924	117	4	madhusudan.g	madhusudan.g	NOUN
cana-1924	117	5	.	.	PROPN
cana-1924	117	6	,	,	PUNCT
cana-1924	117	7	sarvana.m	sarvana.m	PROPN
cana-1924	117	8	.	.	PROPN
cana-1924	117	9	,	,	PUNCT
cana-1924	117	10	abbaiah.r(2017	abbaiah.r(2017	PUNCT
cana-1924	117	11	)	)	PUNCT
cana-1924	117	12	”	"	PUNCT
cana-1924	117	13	the	the	DET
cana-1924	117	14	role	role	NOUN
cana-1924	117	15	of	of	ADP
cana-1924	117	16	statistical	statistical	ADJ
cana-1924	117	17	packages	package	NOUN
cana-1924	117	18	in	in	ADP
cana-1924	117	19	academic	academic	ADJ
cana-1924	117	20	and	and	CCONJ
cana-1924	117	21	industry	industry	NOUN
cana-1924	117	22	”	"	PUNCT
cana-1924	117	23	,	,	PUNCT
cana-1924	117	24	an	an	DET
cana-1924	117	25	international	international	ADJ
cana-1924	117	26	multidisciplinary	multidisciplinary	ADJ
cana-1924	117	27	research	research	NOUN
cana-1924	117	28	journal	journal	NOUN
cana-1924	117	29	(	(	PUNCT
cana-1924	117	30	ijmr	ijmr	PROPN
cana-1924	117	31	)	)	PUNCT
cana-1924	117	32	,	,	PUNCT
cana-1924	117	33	issn	issn	PROPN
cana-1924	117	34	:	:	PUNCT
cana-1924	117	35	2249	2249	NUM
cana-1924	117	36	-	-	SYM
cana-1924	117	37	7137	7137	NUM
cana-1924	117	38	vol	vol	NOUN
cana-1924	117	39	.	.	NOUN
cana-1924	117	40	7	7	NUM
cana-1924	117	41	issue	issue	NOUN
cana-1924	117	42	10	10	NUM
cana-1924	117	43	,	,	PUNCT
cana-1924	117	44	october	october	PROPN
cana-1924	117	45	2017	2017	NUM
cana-1924	117	46	impact	impact	NOUN
cana-1924	117	47	factor	factor	NOUN
cana-1924	117	48	:	:	PUNCT
cana-1924	117	49	sjif	sjif	NOUN
cana-1924	117	50	=	=	NOUN
cana-1924	117	51	5.099	5.099	NUM
cana-1924	117	52	doi	doi	NOUN
cana-1924	117	53	number	number	NOUN
cana-1924	117	54	:	:	PUNCT
cana-1924	117	55	10.5958/2249	10.5958/2249	NUM
cana-1924	117	56	-	-	SYM
cana-1924	117	57	7137.2017.00097.0	7137.2017.00097.0	NOUN
cana-1924	117	58	[	[	X
cana-1924	117	59	4	4	NUM
cana-1924	117	60	]	]	SYM
cana-1924	117	61	madhusudan.g	madhusudan.g	NOUN
cana-1924	117	62	.	.	PROPN
cana-1924	117	63	,	,	PUNCT
cana-1924	117	64	abbaiah.r	abbaiah.r	PROPN
cana-1924	117	65	,	,	PUNCT
cana-1924	117	66	(	(	PUNCT
cana-1924	117	67	2018	2018	NUM
cana-1924	117	68	)	)	PUNCT
cana-1924	117	69	“	"	PUNCT
cana-1924	117	70	prediction	prediction	NOUN
cana-1924	117	71	and	and	CCONJ
cana-1924	117	72	analysis	analysis	NOUN
cana-1924	117	73	of	of	ADP
cana-1924	117	74	daucus	daucus	NOUN
cana-1924	117	75	carota	carota	ADJ
cana-1924	117	76	yields	yield	NOUN
cana-1924	117	77	in	in	ADP
cana-1924	117	78	five	five	NUM
cana-1924	117	79	districts	district	NOUN
cana-1924	117	80	at	at	ADP
cana-1924	117	81	karnataka	karnataka	PROPN
cana-1924	117	82	state	state	PROPN
cana-1924	117	83	”	"	PUNCT
cana-1924	117	84	,	,	PUNCT
cana-1924	117	85	international	international	ADJ
cana-1924	117	86	journal	journal	NOUN
cana-1924	117	87	of	of	ADP
cana-1924	117	88	recent	recent	ADJ
cana-1924	117	89	scientific	scientific	ADJ
cana-1924	117	90	research	research	NOUN
cana-1924	117	91	(	(	PUNCT
cana-1924	117	92	ijrsr	ijrsr	PROPN
cana-1924	117	93	)	)	PUNCT
cana-1924	117	94	issn:0976	issn:0976	NOUN
cana-1924	117	95	-	-	PUNCT
cana-1924	117	96	3031	3031	NUM
cana-1924	117	97	vol	vol	NOUN
cana-1924	117	98	.	.	PUNCT
cana-1924	117	99	9	9	NUM
cana-1924	117	100	issue	issue	NOUN
cana-1924	117	101	2(k	2(k	NUM
cana-1924	117	102	)	)	PUNCT
cana-1924	117	103	,	,	PUNCT
cana-1924	117	104	pp.2453424537	pp.2453424537	PROPN
cana-1924	117	105	,	,	PUNCT
cana-1924	117	106	february	february	PROPN
cana-1924	117	107	,	,	PUNCT
cana-1924	117	108	2018	2018	NUM
cana-1924	117	109	impact	impact	NOUN
cana-1924	117	110	factor	factor	NOUN
cana-1924	117	111	2017	2017	NUM
cana-1924	117	112	:	:	PUNCT
cana-1924	117	113	7.383	7.383	NUM
cana-1924	117	114	article	article	NOUN
cana-1924	117	115	doi	doi	NOUN
cana-1924	117	116	:	:	PUNCT
cana-1924	117	117	http://dx.doi.org/10.21474	http://dx.doi.org/10.21474	PROPN
cana-1924	117	118	/	/	SYM
cana-1924	117	119	ijrsr.2018.0902.1678	ijrsr.2018.0902.1678	ADJ
cana-1924	117	120	;	;	PUNCT
cana-1924	117	121	ugc	ugc	PROPN
cana-1924	117	122	journal	journal	NOUN
cana-1924	117	123	no	no	INTJ
cana-1924	117	124	:	:	PUNCT
cana-1924	117	125	49336	49336	NUM
cana-1924	118	1	[	[	X
cana-1924	118	2	5	5	NUM
cana-1924	118	3	]	]	X
cana-1924	118	4	mehtab	mehtab	NOUN
cana-1924	118	5	,	,	PUNCT
cana-1924	118	6	s.	s.	PROPN
cana-1924	118	7	and	and	CCONJ
cana-1924	118	8	sen	sen	PROPN
cana-1924	118	9	,	,	PUNCT
cana-1924	118	10	j.	j.	PROPN
cana-1924	118	11	(	(	PUNCT
cana-1924	118	12	2019	2019	NUM
cana-1924	118	13	)	)	PUNCT
cana-1924	118	14	.	.	PUNCT
cana-1924	119	1	a	a	DET
cana-1924	119	2	robust	robust	ADJ
cana-1924	119	3	predictive	predictive	ADJ
cana-1924	119	4	model	model	NOUN
cana-1924	119	5	for	for	ADP
cana-1924	119	6	stock	stock	NOUN
cana-1924	119	7	price	price	NOUN
cana-1924	119	8	prediction	prediction	NOUN
cana-1924	119	9	using	use	VERB
cana-1924	119	10	deep	deep	ADJ
cana-1924	119	11	learning	learning	NOUN
cana-1924	119	12	and	and	CCONJ
cana-1924	119	13	natural	natural	ADJ
cana-1924	119	14	language	language	NOUN
cana-1924	119	15	processing	processing	NOUN
cana-1924	119	16	,	,	PUNCT
cana-1924	119	17	available	available	ADJ
cana-1924	119	18	at	at	ADP
cana-1924	119	19	ssrn	ssrn	NOUN
cana-1924	119	20	3502624	3502624	NUM
cana-1924	119	21	.	.	PUNCT
cana-1924	120	1	[	[	X
cana-1924	120	2	6	6	NUM
cana-1924	120	3	]	]	X
cana-1924	120	4	n.	n.	PROPN
cana-1924	120	5	co	co	PROPN
cana-1924	120	6	,	,	PUNCT
cana-1924	120	7	s.	s.	PROPN
cana-1924	120	8	huu	huu	PROPN
cana-1924	120	9	,	,	PUNCT
cana-1924	120	10	h.	h.	PROPN
cana-1924	120	11	hoang	hoang	PROPN
cana-1924	120	12	,	,	PUNCT
cana-1924	120	13	l.	l.	PROPN
cana-1924	120	14	ngo	ngo	PROPN
cana-1924	120	15	,	,	PUNCT
cana-1924	120	16	and	and	CCONJ
cana-1924	120	17	n.	n.	PROPN
cana-1924	120	18	t.	t.	PROPN
cana-1924	120	19	tran	tran	PROPN
cana-1924	120	20	,	,	PUNCT
cana-1924	120	21	(	(	PUNCT
cana-1924	120	22	2020	2020	NUM
cana-1924	120	23	)	)	PUNCT
cana-1924	120	24	.	.	PUNCT
cana-1924	121	1	“	"	PUNCT
cana-1924	121	2	comparison	comparison	NOUN
cana-1924	121	3	between	between	ADP
cana-1924	121	4	arima	arima	PROPN
cana-1924	121	5	and	and	CCONJ
cana-1924	121	6	lstm	lstm	NOUN
cana-1924	121	7	-	-	PUNCT
cana-1924	121	8	rnn	rnn	NOUN
cana-1924	121	9	for	for	ADP
cana-1924	121	10	vnindex	vnindex	NOUN
cana-1924	121	11	prediction	prediction	NOUN
cana-1924	121	12	,	,	PUNCT
cana-1924	121	13	”	"	PUNCT
cana-1924	121	14	advances	advance	NOUN
cana-1924	121	15	in	in	ADP
cana-1924	121	16	intelligent	intelligent	ADJ
cana-1924	121	17	systems	system	NOUN
cana-1924	121	18	and	and	CCONJ
cana-1924	121	19	computing	computing	NOUN
cana-1924	121	20	,	,	PUNCT
cana-1924	121	21	intelligent	intelligent	ADJ
cana-1924	121	22	human	human	ADJ
cana-1924	121	23	systems	system	NOUN
cana-1924	121	24	integration	integration	NOUN
cana-1924	121	25	2020	2020	NUM
cana-1924	121	26	,	,	PUNCT
cana-1924	121	27	vol	vol	NOUN
cana-1924	121	28	.	.	PUNCT
cana-1924	122	1	1131	1131	NUM
cana-1924	122	2	,	,	PUNCT
cana-1924	122	3	no	no	INTJ
cana-1924	122	4	.	.	NOUN
cana-1924	122	5	10	10	NUM
cana-1924	122	6	,	,	PUNCT
cana-1924	122	7	2020	2020	NUM
cana-1924	122	8	.	.	PUNCT
cana-1924	123	1	[	[	X
cana-1924	123	2	7	7	NUM
cana-1924	123	3	]	]	X
cana-1924	123	4	saud	saud	PROPN
cana-1924	123	5	,	,	PUNCT
cana-1924	123	6	a.	a.	PROPN
cana-1924	123	7	s.	s.	PROPN
cana-1924	123	8	and	and	CCONJ
cana-1924	123	9	shakya	shakya	PROPN
cana-1924	123	10	,	,	PUNCT
cana-1924	123	11	s.	s.	PROPN
cana-1924	123	12	(	(	PUNCT
cana-1924	123	13	2020	2020	NUM
cana-1924	123	14	)	)	PUNCT
cana-1924	123	15	.	.	PUNCT
cana-1924	124	1	analysis	analysis	NOUN
cana-1924	124	2	of	of	ADP
cana-1924	124	3	look	look	VERB
cana-1924	124	4	back	back	ADV
cana-1924	124	5	period	period	NOUN
cana-1924	124	6	for	for	ADP
cana-1924	124	7	stock	stock	NOUN
cana-1924	124	8	price	price	NOUN
cana-1924	124	9	prediction	prediction	NOUN
cana-1924	124	10	with	with	ADP
cana-1924	124	11	rnn	rnn	NOUN
cana-1924	124	12	variants	variant	NOUN
cana-1924	124	13	:	:	PUNCT
cana-1924	124	14	a	a	DET
cana-1924	124	15	case	case	NOUN
cana-1924	124	16	study	study	NOUN
cana-1924	124	17	on	on	ADP
cana-1924	124	18	banking	banking	NOUN
cana-1924	124	19	sector	sector	NOUN
cana-1924	124	20	of	of	ADP
cana-1924	124	21	nepse	nepse	PROPN
cana-1924	124	22	,	,	PUNCT
cana-1924	124	23	procedia	procedia	NOUN
cana-1924	124	24	computer	computer	NOUN
cana-1924	124	25	science	science	NOUN
cana-1924	124	26	[	[	X
cana-1924	124	27	8	8	NUM
cana-1924	124	28	]	]	SYM
cana-1924	124	29	sean	sean	PROPN
cana-1924	124	30	j.	j.	PROPN
cana-1924	124	31	taylor	taylor	PROPN
cana-1924	124	32	&	&	CCONJ
cana-1924	124	33	benjamin	benjamin	PROPN
cana-1924	124	34	letham	letham	PROPN
cana-1924	124	35	(	(	PUNCT
cana-1924	124	36	2018	2018	NUM
cana-1924	124	37	)	)	PUNCT
cana-1924	124	38	forecasting	forecasting	NOUN
cana-1924	124	39	at	at	ADP
cana-1924	124	40	scale	scale	NOUN
cana-1924	124	41	,	,	PUNCT
cana-1924	124	42	the	the	DET
cana-1924	124	43	american	american	PROPN
cana-1924	124	44	statistician	statistician	NOUN
cana-1924	124	45	,	,	PUNCT
cana-1924	124	46	72:1	72:1	NUM
cana-1924	124	47	,	,	PUNCT
cana-1924	124	48	37	37	NUM
cana-1924	124	49	-	-	SYM
cana-1924	124	50	45	45	NUM
cana-1924	124	51	,	,	PUNCT
cana-1924	124	52	doi	doi	NOUN
cana-1924	124	53	:	:	PUNCT
cana-1924	124	54	10.1080/00031305.2017.1380080	10.1080/00031305.2017.1380080	NUM
cana-1924	124	55	[	[	X
cana-1924	124	56	9	9	NUM
cana-1924	124	57	]	]	SYM
cana-1924	124	58	wen	wen	PROPN
cana-1924	124	59	,	,	PUNCT
cana-1924	124	60	m.	m.	NOUN
cana-1924	124	61	,	,	PUNCT
cana-1924	124	62	li	li	PROPN
cana-1924	124	63	,	,	PUNCT
cana-1924	124	64	p.	p.	PROPN
cana-1924	124	65	,	,	PUNCT
cana-1924	124	66	zhang	zhang	PROPN
cana-1924	124	67	,	,	PUNCT
cana-1924	124	68	l.	l.	PROPN
cana-1924	124	69	and	and	CCONJ
cana-1924	124	70	chen	chen	PROPN
cana-1924	124	71	,	,	PUNCT
cana-1924	124	72	y.	y.	PROPN
cana-1924	124	73	(	(	PUNCT
cana-1924	124	74	2019	2019	NUM
cana-1924	124	75	)	)	PUNCT
cana-1924	124	76	.	.	PUNCT
cana-1924	125	1	stock	stock	NOUN
cana-1924	125	2	market	market	NOUN
cana-1924	125	3	trend	trend	NOUN
cana-1924	125	4	prediction	prediction	NOUN
cana-1924	125	5	using	use	VERB
cana-1924	125	6	[	[	PUNCT
cana-1924	125	7	10	10	NUM
cana-1924	125	8	]	]	X
cana-1924	125	9	high	high	ADJ
cana-1924	125	10	-	-	PUNCT
cana-1924	125	11	order	order	NOUN
cana-1924	125	12	information	information	NOUN
cana-1924	125	13	of	of	ADP
cana-1924	125	14	time	time	NOUN
cana-1924	125	15	series	series	NOUN
cana-1924	125	16	,	,	PUNCT
cana-1924	125	17	ieee	ieee	NOUN
cana-1924	125	18	access	access	NOUN
cana-1924	125	19	7	7	NUM
cana-1924	125	20	:	:	SYM
cana-1924	125	21	28299–28308	28299–28308	NUM
cana-1924	125	22	.	.	PUNCT
cana-1924	126	1	167	167	NUM
cana-1924	126	2	:	:	PUNCT
cana-1924	127	1	788–798	788–798	NUM
cana-1924	127	2	[	[	X
cana-1924	127	3	11	11	NUM
cana-1924	127	4	]	]	X
cana-1924	127	5	zhang	zhang	PROPN
cana-1924	127	6	,	,	PUNCT
cana-1924	127	7	t.	t.	PROPN
cana-1924	127	8	,	,	PUNCT
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cana-1924	127	10	,	,	PUNCT
cana-1924	127	11	s.	s.	PROPN
cana-1924	127	12	,	,	PUNCT
cana-1924	127	13	li	li	PROPN
cana-1924	127	14	,	,	PUNCT
cana-1924	127	15	s.	s.	PROPN
cana-1924	127	16	,	,	PUNCT
cana-1924	127	17	ma	ma	PROPN
cana-1924	127	18	,	,	PUNCT
cana-1924	127	19	l.	l.	PROPN
cana-1924	127	20	,	,	PUNCT
cana-1924	127	21	pan	pan	PROPN
cana-1924	127	22	,	,	PUNCT
cana-1924	127	23	s.	s.	PROPN
cana-1924	127	24	and	and	CCONJ
cana-1924	127	25	han	han	PROPN
cana-1924	127	26	,	,	PUNCT
cana-1924	127	27	l.	l.	PROPN
cana-1924	127	28	(	(	PUNCT
cana-1924	127	29	2019	2019	NUM
cana-1924	127	30	)	)	PUNCT
cana-1924	127	31	.	.	PUNCT
cana-1924	128	1	research	research	NOUN
cana-1924	128	2	on	on	ADP
cana-1924	128	3	gas	gas	NOUN
cana-1924	128	4	concentration	concentration	NOUN
cana-1924	128	5	prediction	prediction	NOUN
cana-1924	128	6	models	model	NOUN
cana-1924	128	7	based	base	VERB
cana-1924	128	8	on	on	ADP
cana-1924	128	9	lstm	lstm	PROPN
cana-1924	128	10	multidimensional	multidimensional	ADJ
cana-1924	128	11	time	time	NOUN
cana-1924	128	12	series	series	NOUN
cana-1924	128	13	,	,	PUNCT
cana-1924	128	14	energies	energy	NOUN
cana-1924	128	15	12(1	12(1	NUM
cana-1924	128	16	):	):	PUNCT
cana-1924	128	17	161	161	NUM
cana-1924	128	18	[	[	SYM
cana-1924	128	19	12	12	NUM
cana-1924	128	20	]	]	X
cana-1924	128	21	madhu	madhu	PROPN
cana-1924	128	22	sudan	sudan	PROPN
cana-1924	128	23	g.	g.	PROPN
cana-1924	128	24	,	,	PUNCT
cana-1924	128	25	et	et	PROPN
cana-1924	128	26	all	all	PRON
cana-1924	128	27	(	(	PUNCT
cana-1924	128	28	2017	2017	NUM
cana-1924	128	29	)	)	PUNCT
cana-1924	128	30	“	"	PUNCT
cana-1924	128	31	the	the	DET
cana-1924	128	32	role	role	NOUN
cana-1924	128	33	of	of	ADP
cana-1924	128	34	statistical	statistical	ADJ
cana-1924	128	35	packages	package	NOUN
cana-1924	128	36	in	in	ADP
cana-1924	128	37	academic	academic	ADJ
cana-1924	128	38	and	and	CCONJ
cana-1924	128	39	industry	industry	NOUN
cana-1924	128	40	”	"	PUNCT
cana-1924	128	41	,	,	PUNCT
cana-1924	128	42	an	an	DET
cana-1924	128	43	international	international	ADJ
cana-1924	128	44	multidisciplinary	multidisciplinary	ADJ
cana-1924	128	45	research	research	NOUN
cana-1924	128	46	journal	journal	NOUN
cana-1924	128	47	(	(	PUNCT
cana-1924	128	48	ijmr	ijmr	PROPN
cana-1924	128	49	)	)	PUNCT
cana-1924	128	50	,	,	PUNCT
cana-1924	128	51	issn	issn	PROPN
cana-1924	128	52	:	:	PUNCT
cana-1924	128	53	2249	2249	NUM
cana-1924	128	54	-	-	SYM
cana-1924	128	55	7137	7137	NUM
cana-1924	128	56	vol	vol	NOUN
cana-1924	128	57	.	.	NOUN
cana-1924	128	58	7	7	NUM
cana-1924	128	59	issue	issue	NOUN
cana-1924	128	60	10	10	NUM
cana-1924	128	61	,	,	PUNCT
cana-1924	128	62	october	october	PROPN
cana-1924	128	63	2017	2017	NUM
cana-1924	128	64	impact	impact	NOUN
cana-1924	128	65	factor	factor	NOUN
cana-1924	128	66	:	:	PUNCT
cana-1924	128	67	sjif	sjif	NOUN
cana-1924	128	68	=	=	NOUN
cana-1924	128	69	5.099	5.099	NUM
cana-1924	128	70	doi	doi	NOUN
cana-1924	128	71	number	number	NOUN
cana-1924	128	72	:	:	PUNCT
cana-1924	128	73	10.5958/2249	10.5958/2249	NUM
cana-1924	128	74	-	-	SYM
cana-1924	128	75	7137.2017.00097.0	7137.2017.00097.0	NOUN
cana-1924	128	76	[	[	X
cana-1924	128	77	13	13	NUM
cana-1924	128	78	]	]	X
cana-1924	128	79	m	m	PROPN
cana-1924	128	80	ramesh	ramesh	NOUN
cana-1924	128	81	,	,	PUNCT
cana-1924	128	82	p	p	PROPN
cana-1924	128	83	vishnu	vishnu	PROPN
cana-1924	128	84	priya	priya	PROPN
cana-1924	128	85	,	,	PUNCT
cana-1924	128	86	p	p	NOUN
cana-1924	128	87	srivyshnavi	srivyshnavi	PROPN
cana-1924	128	88	,	,	PUNCT
cana-1924	128	89	g	g	PROPN
cana-1924	128	90	madhusudan	madhusudan	NOUN
cana-1924	128	91	,	,	PUNCT
cana-1924	128	92	k	k	PROPN
cana-1924	128	93	aswini	aswini	PROPN
cana-1924	128	94	and	and	CCONJ
cana-1924	128	95	p	p	NOUN
cana-1924	128	96	balasiddamuni	balasiddamuni	NOUN
cana-1924	128	97	.	.	PUNCT
cana-1924	129	1	,	,	PUNCT
cana-1924	129	2	(	(	PUNCT
cana-1924	129	3	2018	2018	NUM
cana-1924	129	4	)	)	PUNCT
cana-1924	129	5	“	"	PUNCT
cana-1924	129	6	estimation	estimation	NOUN
cana-1924	129	7	of	of	ADP
cana-1924	129	8	parameters	parameter	NOUN
cana-1924	129	9	of	of	ADP
cana-1924	129	10	a	a	DET
cana-1924	129	11	multivariate	multivariate	NOUN
cana-1924	129	12	time	time	NOUN
cana-1924	129	13	series	series	PROPN
cana-1924	129	14	var	var	PROPN
cana-1924	129	15	model	model	PROPN
cana-1924	129	16	”	"	PUNCT
cana-1924	129	17	:	:	PUNCT
cana-1924	129	18	international	international	ADJ
cana-1924	129	19	journal	journal	NOUN
cana-1924	129	20	of	of	ADP
cana-1924	129	21	statistics	statistic	NOUN
cana-1924	129	22	and	and	CCONJ
cana-1924	129	23	applied	apply	VERB
cana-1924	129	24	mathematics(ijsam	mathematics(ijsam	PROPN
cana-1924	129	25	)	)	PUNCT
cana-1924	129	26	issn	issn	PROPN
cana-1924	129	27	:	:	PUNCT
cana-1924	129	28	2456	2456	NUM
cana-1924	129	29	-	-	SYM
cana-1924	129	30	1452	1452	NUM
cana-1924	129	31	,	,	PUNCT
cana-1924	129	32	2018	2018	NUM
cana-1924	129	33	;	;	PUNCT
cana-1924	129	34	3(1	3(1	NUM
cana-1924	129	35	):	):	PUNCT
cana-1924	129	36	442	442	NUM
cana-1924	129	37	-	-	SYM
cana-1924	129	38	450	450	NUM