id	sid	tid	token	lemma	pos
asir-22276	1	1	applied	apply	VERB
asir-22276	1	2	science	science	NOUN
asir-22276	1	3	and	and	CCONJ
asir-22276	1	4	innovative	innovative	ADJ
asir-22276	1	5	research	research	NOUN
asir-22276	1	6	issn	issn	VERB
asir-22276	1	7	2474	2474	NUM
asir-22276	1	8	-	-	SYM
asir-22276	1	9	4972	4972	NUM
asir-22276	1	10	(	(	PUNCT
asir-22276	1	11	print	print	NOUN
asir-22276	1	12	)	)	PUNCT
asir-22276	1	13	issn	issn	VERB
asir-22276	1	14	2474	2474	NUM
asir-22276	1	15	-	-	SYM
asir-22276	1	16	4980	4980	NUM
asir-22276	1	17	(	(	PUNCT
asir-22276	1	18	online	online	ADJ
asir-22276	1	19	)	)	PUNCT
asir-22276	1	20	vol	vol	NOUN
asir-22276	1	21	.	.	PROPN
asir-22276	2	1	7	7	NUM
asir-22276	2	2	,	,	PUNCT
asir-22276	2	3	no	no	INTJ
asir-22276	2	4	.	.	NOUN
asir-22276	2	5	2	2	NUM
asir-22276	2	6	,	,	PUNCT
asir-22276	2	7	2023	2023	NUM
asir-22276	2	8	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-22276	2	9	127	127	NUM
asir-22276	2	10	original	original	ADJ
asir-22276	2	11	paper	paper	NOUN
asir-22276	2	12	contrasting	contrasting	NOUN
asir-22276	2	13	univariate	univariate	ADJ
asir-22276	2	14	and	and	CCONJ
asir-22276	2	15	multivariate	multivariate	NOUN
asir-22276	2	16	time	time	NOUN
asir-22276	2	17	series	series	PROPN
asir-22276	2	18	forecasting	forecasting	NOUN
asir-22276	2	19	methods	method	NOUN
asir-22276	2	20	for	for	ADP
asir-22276	2	21	sales	sale	NOUN
asir-22276	2	22	:	:	PUNCT
asir-22276	2	23	a	a	DET
asir-22276	2	24	comparative	comparative	ADJ
asir-22276	2	25	analysis	analysis	NOUN
asir-22276	2	26	feng	feng	PROPN
asir-22276	2	27	wang1	wang1	PROPN
asir-22276	2	28	&	&	CCONJ
asir-22276	2	29	joey	joey	PROPN
asir-22276	2	30	aviles1	aviles1	PROPN
asir-22276	2	31	*	*	PROPN
asir-22276	2	32	1	1	NUM
asir-22276	2	33	graduate	graduate	NOUN
asir-22276	2	34	school	school	NOUN
asir-22276	2	35	,	,	PUNCT
asir-22276	2	36	angeles	angeles	PROPN
asir-22276	2	37	university	university	PROPN
asir-22276	2	38	foundation	foundation	NOUN
asir-22276	2	39	,	,	PUNCT
asir-22276	2	40	2009	2009	NUM
asir-22276	2	41	angeles	angeles	PROPN
asir-22276	2	42	city	city	PROPN
asir-22276	2	43	,	,	PUNCT
asir-22276	2	44	philippines	philippine	NOUN
asir-22276	2	45	*	*	PUNCT
asir-22276	2	46	corresponding	correspond	VERB
asir-22276	2	47	author	author	NOUN
asir-22276	2	48	,	,	PUNCT
asir-22276	2	49	joey	joey	PROPN
asir-22276	2	50	aviles	aviles	PROPN
asir-22276	2	51	received	receive	VERB
asir-22276	2	52	:	:	PUNCT
asir-22276	2	53	april	april	PROPN
asir-22276	2	54	26	26	NUM
asir-22276	2	55	,	,	PUNCT
asir-22276	2	56	2023	2023	NUM
asir-22276	2	57	accepted	accept	VERB
asir-22276	2	58	:	:	PUNCT
asir-22276	2	59	may	may	AUX
asir-22276	2	60	17	17	NUM
asir-22276	2	61	,	,	PUNCT
asir-22276	2	62	2023	2023	NUM
asir-22276	2	63	online	online	ADV
asir-22276	2	64	published	publish	VERB
asir-22276	2	65	:	:	PUNCT
asir-22276	2	66	may	may	AUX
asir-22276	2	67	19	19	NUM
asir-22276	2	68	,	,	PUNCT
asir-22276	2	69	2023	2023	NUM
asir-22276	2	70	doi:10.22158	doi:10.22158	NOUN
asir-22276	2	71	/	/	SYM
asir-22276	2	72	asir.v7n2p127	asir.v7n2p127	PROPN
asir-22276	2	73	url	url	NOUN
asir-22276	2	74	:	:	PUNCT
asir-22276	2	75	http://doi.org/10.22158/asir.v7n2p127	http://doi.org/10.22158/asir.v7n2p127	NOUN
asir-22276	2	76	abstract	abstract	NOUN
asir-22276	2	77	in	in	ADP
asir-22276	2	78	commodity	commodity	NOUN
asir-22276	2	79	-	-	PUNCT
asir-22276	2	80	based	base	VERB
asir-22276	2	81	industries	industry	NOUN
asir-22276	2	82	,	,	PUNCT
asir-22276	2	83	accurate	accurate	ADJ
asir-22276	2	84	sales	sale	NOUN
asir-22276	2	85	forecast	forecast	NOUN
asir-22276	2	86	is	be	AUX
asir-22276	2	87	very	very	ADV
asir-22276	2	88	important	important	ADJ
asir-22276	2	89	for	for	ADP
asir-22276	2	90	effective	effective	ADJ
asir-22276	2	91	inventory	inventory	NOUN
asir-22276	2	92	management	management	NOUN
asir-22276	2	93	and	and	CCONJ
asir-22276	2	94	decision	decision	NOUN
asir-22276	2	95	-	-	PUNCT
asir-22276	2	96	making	making	NOUN
asir-22276	2	97	.	.	PUNCT
asir-22276	3	1	univariate	univariate	ADJ
asir-22276	3	2	and	and	CCONJ
asir-22276	3	3	multivariate	multivariate	NOUN
asir-22276	3	4	time	time	NOUN
asir-22276	3	5	series	series	PROPN
asir-22276	3	6	forecasting	forecasting	NOUN
asir-22276	3	7	methods	method	NOUN
asir-22276	3	8	have	have	AUX
asir-22276	3	9	been	be	AUX
asir-22276	3	10	widely	widely	ADV
asir-22276	3	11	used	use	VERB
asir-22276	3	12	to	to	PART
asir-22276	3	13	predict	predict	VERB
asir-22276	3	14	commodity	commodity	NOUN
asir-22276	3	15	sales	sale	NOUN
asir-22276	3	16	.	.	PUNCT
asir-22276	4	1	the	the	DET
asir-22276	4	2	purpose	purpose	NOUN
asir-22276	4	3	of	of	ADP
asir-22276	4	4	this	this	DET
asir-22276	4	5	study	study	NOUN
asir-22276	4	6	is	be	AUX
asir-22276	4	7	to	to	PART
asir-22276	4	8	make	make	VERB
asir-22276	4	9	a	a	DET
asir-22276	4	10	comprehensive	comprehensive	ADJ
asir-22276	4	11	comparative	comparative	ADJ
asir-22276	4	12	analysis	analysis	NOUN
asir-22276	4	13	of	of	ADP
asir-22276	4	14	these	these	DET
asir-22276	4	15	two	two	NUM
asir-22276	4	16	methods	method	NOUN
asir-22276	4	17	under	under	ADP
asir-22276	4	18	the	the	DET
asir-22276	4	19	background	background	NOUN
asir-22276	4	20	of	of	ADP
asir-22276	4	21	commodity	commodity	NOUN
asir-22276	4	22	sales	sale	NOUN
asir-22276	4	23	forecast	forecast	NOUN
asir-22276	4	24	.	.	PUNCT
asir-22276	5	1	firstly	firstly	ADV
asir-22276	5	2	,	,	PUNCT
asir-22276	5	3	the	the	DET
asir-22276	5	4	concept	concept	NOUN
asir-22276	5	5	of	of	ADP
asir-22276	5	6	time	time	NOUN
asir-22276	5	7	series	series	NOUN
asir-22276	5	8	prediction	prediction	NOUN
asir-22276	5	9	and	and	CCONJ
asir-22276	5	10	its	its	PRON
asir-22276	5	11	significance	significance	NOUN
asir-22276	5	12	in	in	ADP
asir-22276	5	13	the	the	DET
asir-22276	5	14	field	field	NOUN
asir-22276	5	15	of	of	ADP
asir-22276	5	16	commodity	commodity	NOUN
asir-22276	5	17	sales	sale	NOUN
asir-22276	5	18	are	be	AUX
asir-22276	5	19	introduced	introduce	VERB
asir-22276	5	20	.	.	PUNCT
asir-22276	6	1	it	it	PRON
asir-22276	6	2	emphasizes	emphasize	VERB
asir-22276	6	3	the	the	DET
asir-22276	6	4	challenges	challenge	NOUN
asir-22276	6	5	related	relate	VERB
asir-22276	6	6	to	to	ADP
asir-22276	6	7	sales	sale	NOUN
asir-22276	6	8	forecast	forecast	NOUN
asir-22276	6	9	,	,	PUNCT
asir-22276	6	10	including	include	VERB
asir-22276	6	11	demand	demand	NOUN
asir-22276	6	12	fluctuation	fluctuation	NOUN
asir-22276	6	13	,	,	PUNCT
asir-22276	6	14	seasonality	seasonality	NOUN
asir-22276	6	15	and	and	CCONJ
asir-22276	6	16	external	external	ADJ
asir-22276	6	17	factors	factor	NOUN
asir-22276	6	18	affecting	affect	VERB
asir-22276	6	19	sales	sale	NOUN
asir-22276	6	20	model	model	NOUN
asir-22276	6	21	.	.	PUNCT
asir-22276	7	1	the	the	DET
asir-22276	7	2	forecasting	forecasting	NOUN
asir-22276	7	3	methods	method	NOUN
asir-22276	7	4	of	of	ADP
asir-22276	7	5	univariate	univariate	ADJ
asir-22276	7	6	time	time	NOUN
asir-22276	7	7	series	series	NOUN
asir-22276	7	8	,	,	PUNCT
asir-22276	7	9	such	such	ADJ
asir-22276	7	10	as	as	ADP
asir-22276	7	11	arima	arima	PROPN
asir-22276	7	12	,	,	PUNCT
asir-22276	7	13	are	be	AUX
asir-22276	7	14	discussed	discuss	VERB
asir-22276	7	15	in	in	ADP
asir-22276	7	16	detail	detail	NOUN
asir-22276	7	17	,	,	PUNCT
asir-22276	7	18	focusing	focus	VERB
asir-22276	7	19	on	on	ADP
asir-22276	7	20	their	their	PRON
asir-22276	7	21	ability	ability	NOUN
asir-22276	7	22	to	to	PART
asir-22276	7	23	capture	capture	VERB
asir-22276	7	24	the	the	DET
asir-22276	7	25	time	time	NOUN
asir-22276	7	26	correlation	correlation	NOUN
asir-22276	7	27	in	in	ADP
asir-22276	7	28	a	a	DET
asir-22276	7	29	single	single	ADJ
asir-22276	7	30	sales	sale	NOUN
asir-22276	7	31	variable	variable	NOUN
asir-22276	7	32	.	.	PUNCT
asir-22276	8	1	in	in	ADP
asir-22276	8	2	contrast	contrast	NOUN
asir-22276	8	3	,	,	PUNCT
asir-22276	8	4	the	the	DET
asir-22276	8	5	multivariate	multivariate	NOUN
asir-22276	8	6	time	time	NOUN
asir-22276	8	7	series	series	PROPN
asir-22276	8	8	prediction	prediction	NOUN
asir-22276	8	9	method	method	NOUN
asir-22276	8	10	considers	consider	VERB
asir-22276	8	11	the	the	DET
asir-22276	8	12	relationship	relationship	NOUN
asir-22276	8	13	between	between	ADP
asir-22276	8	14	multiple	multiple	ADJ
asir-22276	8	15	variables	variable	NOUN
asir-22276	8	16	.	.	PUNCT
asir-22276	9	1	vector	vector	NOUN
asir-22276	9	2	autoregressive	autoregressive	ADJ
asir-22276	9	3	and	and	CCONJ
asir-22276	9	4	multivariate	multivariate	NOUN
asir-22276	9	5	extension	extension	NOUN
asir-22276	9	6	of	of	ADP
asir-22276	9	7	arima	arima	PROPN
asir-22276	9	8	.	.	PUNCT
asir-22276	10	1	these	these	DET
asir-22276	10	2	techniques	technique	NOUN
asir-22276	10	3	combine	combine	VERB
asir-22276	10	4	the	the	DET
asir-22276	10	5	interaction	interaction	NOUN
asir-22276	10	6	of	of	ADP
asir-22276	10	7	various	various	ADJ
asir-22276	10	8	factors	factor	NOUN
asir-22276	10	9	,	,	PUNCT
asir-22276	10	10	including	include	VERB
asir-22276	10	11	external	external	ADJ
asir-22276	10	12	influences	influence	NOUN
asir-22276	10	13	,	,	PUNCT
asir-22276	10	14	to	to	PART
asir-22276	10	15	improve	improve	VERB
asir-22276	10	16	the	the	DET
asir-22276	10	17	accuracy	accuracy	NOUN
asir-22276	10	18	of	of	ADP
asir-22276	10	19	prediction	prediction	NOUN
asir-22276	10	20	.	.	PUNCT
asir-22276	11	1	in	in	ADP
asir-22276	11	2	order	order	NOUN
asir-22276	11	3	to	to	PART
asir-22276	11	4	make	make	VERB
asir-22276	11	5	a	a	DET
asir-22276	11	6	comprehensive	comprehensive	ADJ
asir-22276	11	7	comparative	comparative	ADJ
asir-22276	11	8	analysis	analysis	NOUN
asir-22276	11	9	,	,	PUNCT
asir-22276	11	10	a	a	DET
asir-22276	11	11	data	datum	NOUN
asir-22276	11	12	set	set	VERB
asir-22276	11	13	including	include	VERB
asir-22276	11	14	historical	historical	ADJ
asir-22276	11	15	sales	sale	NOUN
asir-22276	11	16	data	datum	NOUN
asir-22276	11	17	of	of	ADP
asir-22276	11	18	specific	specific	ADJ
asir-22276	11	19	commodities	commodity	NOUN
asir-22276	11	20	is	be	AUX
asir-22276	11	21	used	use	VERB
asir-22276	11	22	.	.	PUNCT
asir-22276	12	1	both	both	PRON
asir-22276	12	2	univariate	univariate	ADJ
asir-22276	12	3	and	and	CCONJ
asir-22276	12	4	multivariate	multivariate	NOUN
asir-22276	12	5	models	model	NOUN
asir-22276	12	6	are	be	AUX
asir-22276	12	7	suitable	suitable	ADJ
asir-22276	12	8	for	for	ADP
asir-22276	12	9	forecasting	forecast	VERB
asir-22276	12	10	future	future	ADJ
asir-22276	12	11	sales	sale	NOUN
asir-22276	12	12	,	,	PUNCT
asir-22276	12	13	and	and	CCONJ
asir-22276	12	14	their	their	PRON
asir-22276	12	15	performance	performance	NOUN
asir-22276	12	16	indicators	indicator	NOUN
asir-22276	12	17	are	be	AUX
asir-22276	12	18	evaluated	evaluate	VERB
asir-22276	12	19	by	by	ADP
asir-22276	12	20	mase	mase	PROPN
asir-22276	12	21	.	.	PUNCT
asir-22276	13	1	the	the	DET
asir-22276	13	2	results	result	NOUN
asir-22276	13	3	show	show	VERB
asir-22276	13	4	that	that	SCONJ
asir-22276	13	5	although	although	SCONJ
asir-22276	13	6	univariate	univariate	ADJ
asir-22276	13	7	models	model	NOUN
asir-22276	13	8	are	be	AUX
asir-22276	13	9	easier	easy	ADJ
asir-22276	13	10	to	to	PART
asir-22276	13	11	implement	implement	VERB
asir-22276	13	12	and	and	CCONJ
asir-22276	13	13	explain	explain	VERB
asir-22276	13	14	,	,	PUNCT
asir-22276	13	15	they	they	PRON
asir-22276	13	16	often	often	ADV
asir-22276	13	17	fail	fail	VERB
asir-22276	13	18	to	to	PART
asir-22276	13	19	capture	capture	VERB
asir-22276	13	20	the	the	DET
asir-22276	13	21	complex	complex	ADJ
asir-22276	13	22	interdependence	interdependence	NOUN
asir-22276	13	23	between	between	ADP
asir-22276	13	24	different	different	ADJ
asir-22276	13	25	factors	factor	NOUN
asir-22276	13	26	that	that	PRON
asir-22276	13	27	affect	affect	VERB
asir-22276	13	28	sales	sale	NOUN
asir-22276	13	29	.	.	PUNCT
asir-22276	14	1	on	on	ADP
asir-22276	14	2	the	the	DET
asir-22276	14	3	other	other	ADJ
asir-22276	14	4	hand	hand	NOUN
asir-22276	14	5	,	,	PUNCT
asir-22276	14	6	the	the	DET
asir-22276	14	7	multivariate	multivariate	NOUN
asir-22276	14	8	model	model	NOUN
asir-22276	14	9	shows	show	VERB
asir-22276	14	10	excellent	excellent	ADJ
asir-22276	14	11	prediction	prediction	NOUN
asir-22276	14	12	accuracy	accuracy	NOUN
asir-22276	14	13	by	by	ADP
asir-22276	14	14	integrating	integrate	VERB
asir-22276	14	15	related	related	ADJ
asir-22276	14	16	variables	variable	NOUN
asir-22276	14	17	and	and	CCONJ
asir-22276	14	18	their	their	PRON
asir-22276	14	19	dynamic	dynamic	ADJ
asir-22276	14	20	relationships	relationship	NOUN
asir-22276	14	21	.	.	PUNCT
asir-22276	15	1	however	however	ADV
asir-22276	15	2	,	,	PUNCT
asir-22276	15	3	they	they	PRON
asir-22276	15	4	need	need	VERB
asir-22276	15	5	more	more	ADV
asir-22276	15	6	additional	additional	ADJ
asir-22276	15	7	data	datum	NOUN
asir-22276	15	8	and	and	CCONJ
asir-22276	15	9	more	more	ADV
asir-22276	15	10	complex	complex	ADJ
asir-22276	15	11	modeling	modeling	NOUN
asir-22276	15	12	techniques	technique	NOUN
asir-22276	15	13	.	.	PUNCT
asir-22276	16	1	finally	finally	ADV
asir-22276	16	2	,	,	PUNCT
asir-22276	16	3	the	the	DET
asir-22276	16	4	research	research	NOUN
asir-22276	16	5	gives	give	VERB
asir-22276	16	6	the	the	DET
asir-22276	16	7	practical	practical	ADJ
asir-22276	16	8	significance	significance	NOUN
asir-22276	16	9	and	and	CCONJ
asir-22276	16	10	suggestions	suggestion	NOUN
asir-22276	16	11	of	of	ADP
asir-22276	16	12	choosing	choose	VERB
asir-22276	16	13	an	an	DET
asir-22276	16	14	appropriate	appropriate	ADJ
asir-22276	16	15	forecasting	forecasting	NOUN
asir-22276	16	16	method	method	NOUN
asir-22276	16	17	based	base	VERB
asir-22276	16	18	on	on	ADP
asir-22276	16	19	the	the	DET
asir-22276	16	20	characteristics	characteristic	NOUN
asir-22276	16	21	of	of	ADP
asir-22276	16	22	commodity	commodity	NOUN
asir-22276	16	23	sales	sale	NOUN
asir-22276	16	24	data	datum	NOUN
asir-22276	16	25	and	and	CCONJ
asir-22276	16	26	the	the	DET
asir-22276	16	27	specific	specific	ADJ
asir-22276	16	28	business	business	NOUN
asir-22276	16	29	environment	environment	NOUN
asir-22276	16	30	.	.	PUNCT
asir-22276	17	1	it	it	PRON
asir-22276	17	2	emphasizes	emphasize	VERB
asir-22276	17	3	the	the	DET
asir-22276	17	4	importance	importance	NOUN
asir-22276	17	5	of	of	ADP
asir-22276	17	6	considering	consider	VERB
asir-22276	17	7	the	the	DET
asir-22276	17	8	accuracy	accuracy	NOUN
asir-22276	17	9	and	and	CCONJ
asir-22276	17	10	interpretability	interpretability	NOUN
asir-22276	17	11	of	of	ADP
asir-22276	17	12	the	the	DET
asir-22276	17	13	prediction	prediction	NOUN
asir-22276	17	14	model	model	NOUN
asir-22276	17	15	in	in	ADP
asir-22276	17	16	practical	practical	ADJ
asir-22276	17	17	application	application	NOUN
asir-22276	17	18	.	.	PUNCT
asir-22276	18	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-22276	18	2	applied	apply	VERB
asir-22276	18	3	science	science	NOUN
asir-22276	18	4	and	and	CCONJ
asir-22276	18	5	innovative	innovative	ADJ
asir-22276	18	6	research	research	NOUN
asir-22276	18	7	vol	vol	NOUN
asir-22276	18	8	.	.	PUNCT
asir-22276	19	1	7	7	NUM
asir-22276	19	2	,	,	PUNCT
asir-22276	19	3	no	no	INTJ
asir-22276	19	4	.	.	NOUN
asir-22276	19	5	2	2	NUM
asir-22276	19	6	,	,	PUNCT
asir-22276	19	7	2023	2023	NUM
asir-22276	19	8	128	128	NUM
asir-22276	19	9	published	publish	VERB
asir-22276	19	10	by	by	ADP
asir-22276	19	11	scholink	scholink	PROPN
asir-22276	19	12	inc	inc	PROPN
asir-22276	19	13	.	.	PROPN
asir-22276	19	14	keywords	keyword	VERB
asir-22276	19	15	time	time	NOUN
asir-22276	19	16	series	series	NOUN
asir-22276	19	17	,	,	PUNCT
asir-22276	19	18	machine	machine	NOUN
asir-22276	19	19	learning	learning	NOUN
asir-22276	19	20	,	,	PUNCT
asir-22276	19	21	sales	sale	NOUN
asir-22276	19	22	,	,	PUNCT
asir-22276	19	23	algorithm	algorithm	NOUN
asir-22276	19	24	,	,	PUNCT
asir-22276	19	25	forecast	forecast	NOUN
asir-22276	19	26	1	1	NUM
asir-22276	19	27	.	.	PUNCT
asir-22276	19	28	introduction	introduction	NOUN
asir-22276	19	29	time	time	PROPN
asir-22276	19	30	series	series	PROPN
asir-22276	19	31	forecasting	forecasting	NOUN
asir-22276	19	32	is	be	AUX
asir-22276	19	33	a	a	DET
asir-22276	19	34	popular	popular	ADJ
asir-22276	19	35	statistical	statistical	ADJ
asir-22276	19	36	technique	technique	NOUN
asir-22276	19	37	used	use	VERB
asir-22276	19	38	to	to	PART
asir-22276	19	39	predict	predict	VERB
asir-22276	19	40	future	future	ADJ
asir-22276	19	41	values	value	NOUN
asir-22276	19	42	based	base	VERB
asir-22276	19	43	on	on	ADP
asir-22276	19	44	past	past	ADJ
asir-22276	19	45	data	datum	NOUN
asir-22276	19	46	points	point	NOUN
asir-22276	19	47	.	.	PUNCT
asir-22276	20	1	in	in	ADP
asir-22276	20	2	the	the	DET
asir-22276	20	3	context	context	NOUN
asir-22276	20	4	of	of	ADP
asir-22276	20	5	business	business	NOUN
asir-22276	20	6	,	,	PUNCT
asir-22276	20	7	time	time	NOUN
asir-22276	20	8	series	series	PROPN
asir-22276	20	9	forecasting	forecasting	NOUN
asir-22276	20	10	can	can	AUX
asir-22276	20	11	be	be	AUX
asir-22276	20	12	used	use	VERB
asir-22276	20	13	to	to	PART
asir-22276	20	14	predict	predict	VERB
asir-22276	20	15	the	the	DET
asir-22276	20	16	sales	sale	NOUN
asir-22276	20	17	of	of	ADP
asir-22276	20	18	a	a	DET
asir-22276	20	19	product	product	NOUN
asir-22276	20	20	over	over	ADP
asir-22276	20	21	time	time	NOUN
asir-22276	20	22	.	.	PUNCT
asir-22276	21	1	by	by	ADP
asir-22276	21	2	analyzing	analyze	VERB
asir-22276	21	3	past	past	ADJ
asir-22276	21	4	sales	sale	NOUN
asir-22276	21	5	data	datum	NOUN
asir-22276	21	6	,	,	PUNCT
asir-22276	21	7	businesses	business	NOUN
asir-22276	21	8	can	can	AUX
asir-22276	21	9	make	make	VERB
asir-22276	21	10	informed	informed	ADJ
asir-22276	21	11	decisions	decision	NOUN
asir-22276	21	12	about	about	ADP
asir-22276	21	13	future	future	ADJ
asir-22276	21	14	production	production	NOUN
asir-22276	21	15	and	and	CCONJ
asir-22276	21	16	inventory	inventory	NOUN
asir-22276	21	17	management	management	NOUN
asir-22276	21	18	,	,	PUNCT
asir-22276	21	19	which	which	PRON
asir-22276	21	20	can	can	AUX
asir-22276	21	21	help	help	VERB
asir-22276	21	22	them	they	PRON
asir-22276	21	23	maximize	maximize	VERB
asir-22276	21	24	profits	profit	NOUN
asir-22276	21	25	and	and	CCONJ
asir-22276	21	26	reduce	reduce	VERB
asir-22276	21	27	waste	waste	NOUN
asir-22276	21	28	.	.	PUNCT
asir-22276	22	1	one	one	NUM
asir-22276	22	2	important	important	ADJ
asir-22276	22	3	application	application	NOUN
asir-22276	22	4	of	of	ADP
asir-22276	22	5	time	time	NOUN
asir-22276	22	6	series	series	PROPN
asir-22276	22	7	forecasting	forecasting	NOUN
asir-22276	22	8	is	be	AUX
asir-22276	22	9	in	in	ADP
asir-22276	22	10	predicting	predict	VERB
asir-22276	22	11	the	the	DET
asir-22276	22	12	sales	sale	NOUN
asir-22276	22	13	of	of	ADP
asir-22276	22	14	products	product	NOUN
asir-22276	22	15	in	in	ADP
asir-22276	22	16	retail	retail	ADJ
asir-22276	22	17	stores	store	NOUN
asir-22276	22	18	.	.	PUNCT
asir-22276	23	1	retailers	retailer	NOUN
asir-22276	23	2	need	need	VERB
asir-22276	23	3	to	to	PART
asir-22276	23	4	have	have	VERB
asir-22276	23	5	accurate	accurate	ADJ
asir-22276	23	6	forecasts	forecast	NOUN
asir-22276	23	7	of	of	ADP
asir-22276	23	8	their	their	PRON
asir-22276	23	9	product	product	NOUN
asir-22276	23	10	demand	demand	NOUN
asir-22276	23	11	in	in	ADP
asir-22276	23	12	order	order	NOUN
asir-22276	23	13	to	to	PART
asir-22276	23	14	stock	stock	VERB
asir-22276	23	15	the	the	DET
asir-22276	23	16	appropriate	appropriate	ADJ
asir-22276	23	17	amount	amount	NOUN
asir-22276	23	18	of	of	ADP
asir-22276	23	19	inventory	inventory	NOUN
asir-22276	23	20	to	to	PART
asir-22276	23	21	meet	meet	VERB
asir-22276	23	22	customer	customer	NOUN
asir-22276	23	23	demand	demand	NOUN
asir-22276	23	24	.	.	PUNCT
asir-22276	24	1	by	by	ADP
asir-22276	24	2	using	use	VERB
asir-22276	24	3	time	time	NOUN
asir-22276	24	4	series	series	PROPN
asir-22276	24	5	forecasting	forecasting	NOUN
asir-22276	24	6	,	,	PUNCT
asir-22276	24	7	retailers	retailer	NOUN
asir-22276	24	8	can	can	AUX
asir-22276	24	9	analyze	analyze	VERB
asir-22276	24	10	historical	historical	ADJ
asir-22276	24	11	sales	sale	NOUN
asir-22276	24	12	data	datum	NOUN
asir-22276	24	13	and	and	CCONJ
asir-22276	24	14	make	make	VERB
asir-22276	24	15	predictions	prediction	NOUN
asir-22276	24	16	about	about	ADP
asir-22276	24	17	future	future	ADJ
asir-22276	24	18	sales	sale	NOUN
asir-22276	24	19	trends	trend	NOUN
asir-22276	24	20	,	,	PUNCT
asir-22276	24	21	allowing	allow	VERB
asir-22276	24	22	them	they	PRON
asir-22276	24	23	to	to	PART
asir-22276	24	24	make	make	VERB
asir-22276	24	25	informed	informed	ADJ
asir-22276	24	26	decisions	decision	NOUN
asir-22276	24	27	about	about	ADP
asir-22276	24	28	inventory	inventory	NOUN
asir-22276	24	29	management	management	NOUN
asir-22276	24	30	and	and	CCONJ
asir-22276	24	31	production	production	NOUN
asir-22276	24	32	.	.	PUNCT
asir-22276	25	1	there	there	PRON
asir-22276	25	2	are	be	VERB
asir-22276	25	3	many	many	ADJ
asir-22276	25	4	different	different	ADJ
asir-22276	25	5	techniques	technique	NOUN
asir-22276	25	6	that	that	PRON
asir-22276	25	7	can	can	AUX
asir-22276	25	8	be	be	AUX
asir-22276	25	9	used	use	VERB
asir-22276	25	10	for	for	ADP
asir-22276	25	11	time	time	NOUN
asir-22276	25	12	series	series	PROPN
asir-22276	25	13	forecasting	forecasting	NOUN
asir-22276	25	14	,	,	PUNCT
asir-22276	25	15	including	include	VERB
asir-22276	25	16	autoregressive	autoregressive	ADJ
asir-22276	25	17	integrated	integrated	ADJ
asir-22276	25	18	moving	move	VERB
asir-22276	25	19	average	average	NOUN
asir-22276	25	20	(	(	PUNCT
asir-22276	25	21	arima	arima	PROPN
asir-22276	25	22	)	)	PUNCT
asir-22276	25	23	,	,	PUNCT
asir-22276	25	24	exponential	exponential	NOUN
asir-22276	25	25	smoothing	smoothing	NOUN
asir-22276	25	26	,	,	PUNCT
asir-22276	25	27	and	and	CCONJ
asir-22276	25	28	neural	neural	ADJ
asir-22276	25	29	networks	network	NOUN
asir-22276	25	30	.	.	PUNCT
asir-22276	26	1	these	these	DET
asir-22276	26	2	techniques	technique	NOUN
asir-22276	26	3	differ	differ	VERB
asir-22276	26	4	in	in	ADP
asir-22276	26	5	their	their	PRON
asir-22276	26	6	complexity	complexity	NOUN
asir-22276	26	7	and	and	CCONJ
asir-22276	26	8	the	the	DET
asir-22276	26	9	types	type	NOUN
asir-22276	26	10	of	of	ADP
asir-22276	26	11	data	datum	NOUN
asir-22276	26	12	they	they	PRON
asir-22276	26	13	are	be	AUX
asir-22276	26	14	best	well	ADV
asir-22276	26	15	suited	suited	ADJ
asir-22276	26	16	to	to	PART
asir-22276	26	17	analyze	analyze	VERB
asir-22276	26	18	.	.	PUNCT
asir-22276	27	1	arima	arima	NOUN
asir-22276	27	2	models	model	NOUN
asir-22276	27	3	are	be	AUX
asir-22276	27	4	commonly	commonly	ADV
asir-22276	27	5	used	use	VERB
asir-22276	27	6	for	for	ADP
asir-22276	27	7	time	time	NOUN
asir-22276	27	8	series	series	PROPN
asir-22276	27	9	forecasting	forecasting	NOUN
asir-22276	27	10	and	and	CCONJ
asir-22276	27	11	are	be	AUX
asir-22276	27	12	well	well	ADV
asir-22276	27	13	-	-	PUNCT
asir-22276	27	14	suited	suited	ADJ
asir-22276	27	15	to	to	ADP
asir-22276	27	16	analyzing	analyze	VERB
asir-22276	27	17	data	datum	NOUN
asir-22276	27	18	with	with	ADP
asir-22276	27	19	a	a	DET
asir-22276	27	20	trend	trend	NOUN
asir-22276	27	21	and/or	and/or	CCONJ
asir-22276	27	22	seasonal	seasonal	ADJ
asir-22276	27	23	pattern	pattern	NOUN
asir-22276	27	24	.	.	PUNCT
asir-22276	28	1	exponential	exponential	ADJ
asir-22276	28	2	smoothing	smoothing	NOUN
asir-22276	28	3	models	model	NOUN
asir-22276	28	4	,	,	PUNCT
asir-22276	28	5	on	on	ADP
asir-22276	28	6	the	the	DET
asir-22276	28	7	other	other	ADJ
asir-22276	28	8	hand	hand	NOUN
asir-22276	28	9	,	,	PUNCT
asir-22276	28	10	are	be	AUX
asir-22276	28	11	simpler	simple	ADJ
asir-22276	28	12	than	than	ADP
asir-22276	28	13	arima	arima	NOUN
asir-22276	28	14	models	model	NOUN
asir-22276	28	15	and	and	CCONJ
asir-22276	28	16	are	be	AUX
asir-22276	28	17	typically	typically	ADV
asir-22276	28	18	used	use	VERB
asir-22276	28	19	for	for	ADP
asir-22276	28	20	data	datum	NOUN
asir-22276	28	21	with	with	ADP
asir-22276	28	22	no	no	DET
asir-22276	28	23	clear	clear	ADJ
asir-22276	28	24	trend	trend	NOUN
asir-22276	28	25	or	or	CCONJ
asir-22276	28	26	seasonal	seasonal	ADJ
asir-22276	28	27	pattern	pattern	NOUN
asir-22276	28	28	.	.	PUNCT
asir-22276	29	1	neural	neural	ADJ
asir-22276	29	2	networks	network	NOUN
asir-22276	29	3	are	be	AUX
asir-22276	29	4	more	more	ADV
asir-22276	29	5	complex	complex	ADJ
asir-22276	29	6	than	than	ADP
asir-22276	29	7	both	both	CCONJ
asir-22276	29	8	arima	arima	NOUN
asir-22276	29	9	and	and	CCONJ
asir-22276	29	10	exponential	exponential	ADJ
asir-22276	29	11	smoothing	smoothing	NOUN
asir-22276	29	12	models	model	NOUN
asir-22276	29	13	and	and	CCONJ
asir-22276	29	14	are	be	AUX
asir-22276	29	15	often	often	ADV
asir-22276	29	16	used	use	VERB
asir-22276	29	17	for	for	ADP
asir-22276	29	18	data	datum	NOUN
asir-22276	29	19	with	with	ADP
asir-22276	29	20	a	a	DET
asir-22276	29	21	high	high	ADJ
asir-22276	29	22	degree	degree	NOUN
asir-22276	29	23	of	of	ADP
asir-22276	29	24	complexity	complexity	NOUN
asir-22276	29	25	,	,	PUNCT
asir-22276	29	26	such	such	ADJ
asir-22276	29	27	as	as	ADP
asir-22276	29	28	financial	financial	ADJ
asir-22276	29	29	time	time	NOUN
asir-22276	29	30	series	series	PROPN
asir-22276	29	31	data	data	PROPN
asir-22276	29	32	.	.	PUNCT
asir-22276	30	1	to	to	PART
asir-22276	30	2	perform	perform	VERB
asir-22276	30	3	time	time	NOUN
asir-22276	30	4	series	series	PROPN
asir-22276	30	5	forecasting	forecasting	PROPN
asir-22276	30	6	,	,	PUNCT
asir-22276	30	7	historical	historical	ADJ
asir-22276	30	8	sales	sale	NOUN
asir-22276	30	9	data	datum	NOUN
asir-22276	30	10	is	be	AUX
asir-22276	30	11	first	first	ADV
asir-22276	30	12	collected	collect	VERB
asir-22276	30	13	and	and	CCONJ
asir-22276	30	14	analyzed	analyze	VERB
asir-22276	30	15	.	.	PUNCT
asir-22276	31	1	this	this	DET
asir-22276	31	2	data	data	NOUN
asir-22276	31	3	is	be	AUX
asir-22276	31	4	then	then	ADV
asir-22276	31	5	used	use	VERB
asir-22276	31	6	to	to	PART
asir-22276	31	7	train	train	VERB
asir-22276	31	8	a	a	DET
asir-22276	31	9	forecasting	forecasting	NOUN
asir-22276	31	10	model	model	NOUN
asir-22276	31	11	,	,	PUNCT
asir-22276	31	12	which	which	PRON
asir-22276	31	13	can	can	AUX
asir-22276	31	14	be	be	AUX
asir-22276	31	15	used	use	VERB
asir-22276	31	16	to	to	PART
asir-22276	31	17	make	make	VERB
asir-22276	31	18	predictions	prediction	NOUN
asir-22276	31	19	about	about	ADP
asir-22276	31	20	future	future	ADJ
asir-22276	31	21	sales	sale	NOUN
asir-22276	31	22	.	.	PUNCT
asir-22276	32	1	the	the	DET
asir-22276	32	2	accuracy	accuracy	NOUN
asir-22276	32	3	of	of	ADP
asir-22276	32	4	the	the	DET
asir-22276	32	5	model	model	NOUN
asir-22276	32	6	can	can	AUX
asir-22276	32	7	be	be	AUX
asir-22276	32	8	assessed	assess	VERB
asir-22276	32	9	by	by	ADP
asir-22276	32	10	comparing	compare	VERB
asir-22276	32	11	its	its	PRON
asir-22276	32	12	predictions	prediction	NOUN
asir-22276	32	13	to	to	ADP
asir-22276	32	14	actual	actual	ADJ
asir-22276	32	15	sales	sale	NOUN
asir-22276	32	16	data	datum	NOUN
asir-22276	32	17	.	.	PUNCT
asir-22276	33	1	in	in	ADP
asir-22276	33	2	addition	addition	NOUN
asir-22276	33	3	to	to	ADP
asir-22276	33	4	predicting	predict	VERB
asir-22276	33	5	future	future	ADJ
asir-22276	33	6	sales	sale	NOUN
asir-22276	33	7	,	,	PUNCT
asir-22276	33	8	time	time	NOUN
asir-22276	33	9	series	series	PROPN
asir-22276	33	10	forecasting	forecasting	NOUN
asir-22276	33	11	can	can	AUX
asir-22276	33	12	also	also	ADV
asir-22276	33	13	be	be	AUX
asir-22276	33	14	used	use	VERB
asir-22276	33	15	to	to	PART
asir-22276	33	16	identify	identify	VERB
asir-22276	33	17	trends	trend	NOUN
asir-22276	33	18	and	and	CCONJ
asir-22276	33	19	patterns	pattern	NOUN
asir-22276	33	20	in	in	ADP
asir-22276	33	21	sales	sale	NOUN
asir-22276	33	22	data	datum	NOUN
asir-22276	33	23	.	.	PUNCT
asir-22276	34	1	for	for	ADP
asir-22276	34	2	example	example	NOUN
asir-22276	34	3	,	,	PUNCT
asir-22276	34	4	a	a	DET
asir-22276	34	5	business	business	NOUN
asir-22276	34	6	may	may	AUX
asir-22276	34	7	use	use	VERB
asir-22276	34	8	time	time	NOUN
asir-22276	34	9	series	series	NOUN
asir-22276	34	10	forecasting	forecast	VERB
asir-22276	34	11	to	to	PART
asir-22276	34	12	identify	identify	VERB
asir-22276	34	13	the	the	DET
asir-22276	34	14	products	product	NOUN
asir-22276	34	15	that	that	PRON
asir-22276	34	16	are	be	AUX
asir-22276	34	17	most	most	ADV
asir-22276	34	18	likely	likely	ADJ
asir-22276	34	19	to	to	PART
asir-22276	34	20	sell	sell	VERB
asir-22276	34	21	well	well	ADV
asir-22276	34	22	during	during	ADP
asir-22276	34	23	a	a	DET
asir-22276	34	24	particular	particular	ADJ
asir-22276	34	25	season	season	NOUN
asir-22276	34	26	or	or	CCONJ
asir-22276	34	27	to	to	PART
asir-22276	34	28	identify	identify	VERB
asir-22276	34	29	the	the	DET
asir-22276	34	30	factors	factor	NOUN
asir-22276	34	31	that	that	PRON
asir-22276	34	32	are	be	AUX
asir-22276	34	33	most	most	ADV
asir-22276	34	34	strongly	strongly	ADV
asir-22276	34	35	correlated	correlate	VERB
asir-22276	34	36	with	with	ADP
asir-22276	34	37	changes	change	NOUN
asir-22276	34	38	in	in	ADP
asir-22276	34	39	sales	sale	NOUN
asir-22276	34	40	.	.	PUNCT
asir-22276	35	1	to	to	PART
asir-22276	35	2	account	account	VERB
asir-22276	35	3	for	for	ADP
asir-22276	35	4	external	external	ADJ
asir-22276	35	5	factors	factor	NOUN
asir-22276	35	6	in	in	ADP
asir-22276	35	7	time	time	NOUN
asir-22276	35	8	series	series	PROPN
asir-22276	35	9	forecasting	forecasting	PROPN
asir-22276	35	10	,	,	PUNCT
asir-22276	35	11	a	a	DET
asir-22276	35	12	common	common	ADJ
asir-22276	35	13	approach	approach	NOUN
asir-22276	35	14	is	be	AUX
asir-22276	35	15	to	to	PART
asir-22276	35	16	incorporate	incorporate	VERB
asir-22276	35	17	them	they	PRON
asir-22276	35	18	into	into	ADP
asir-22276	35	19	the	the	DET
asir-22276	35	20	forecasting	forecasting	NOUN
asir-22276	35	21	model	model	NOUN
asir-22276	35	22	.	.	PUNCT
asir-22276	36	1	this	this	PRON
asir-22276	36	2	can	can	AUX
asir-22276	36	3	be	be	AUX
asir-22276	36	4	done	do	VERB
asir-22276	36	5	by	by	ADP
asir-22276	36	6	using	use	VERB
asir-22276	36	7	a	a	DET
asir-22276	36	8	technique	technique	NOUN
asir-22276	36	9	known	know	VERB
asir-22276	36	10	as	as	ADP
asir-22276	36	11	regression	regression	NOUN
asir-22276	36	12	analysis	analysis	NOUN
asir-22276	36	13	,	,	PUNCT
asir-22276	36	14	where	where	SCONJ
asir-22276	36	15	external	external	ADJ
asir-22276	36	16	variables	variable	NOUN
asir-22276	36	17	are	be	AUX
asir-22276	36	18	added	add	VERB
asir-22276	36	19	to	to	ADP
asir-22276	36	20	the	the	DET
asir-22276	36	21	model	model	NOUN
asir-22276	36	22	to	to	PART
asir-22276	36	23	improve	improve	VERB
asir-22276	36	24	its	its	PRON
asir-22276	36	25	accuracy	accuracy	NOUN
asir-22276	36	26	.	.	PUNCT
asir-22276	37	1	for	for	ADP
asir-22276	37	2	example	example	NOUN
asir-22276	37	3	,	,	PUNCT
asir-22276	37	4	if	if	SCONJ
asir-22276	37	5	a	a	DET
asir-22276	37	6	retailer	retailer	NOUN
asir-22276	37	7	is	be	AUX
asir-22276	37	8	trying	try	VERB
asir-22276	37	9	to	to	PART
asir-22276	37	10	predict	predict	VERB
asir-22276	37	11	sales	sale	NOUN
asir-22276	37	12	for	for	ADP
asir-22276	37	13	a	a	DET
asir-22276	37	14	particular	particular	ADJ
asir-22276	37	15	product	product	NOUN
asir-22276	37	16	and	and	CCONJ
asir-22276	37	17	they	they	PRON
asir-22276	37	18	know	know	VERB
asir-22276	37	19	that	that	SCONJ
asir-22276	37	20	sales	sale	NOUN
asir-22276	37	21	are	be	AUX
asir-22276	37	22	affected	affect	VERB
asir-22276	37	23	by	by	ADP
asir-22276	37	24	the	the	DET
asir-22276	37	25	weather	weather	NOUN
asir-22276	37	26	,	,	PUNCT
asir-22276	37	27	they	they	PRON
asir-22276	37	28	may	may	AUX
asir-22276	37	29	incorporate	incorporate	VERB
asir-22276	37	30	historical	historical	ADJ
asir-22276	37	31	weather	weather	NOUN
asir-22276	37	32	data	datum	NOUN
asir-22276	37	33	into	into	ADP
asir-22276	37	34	the	the	DET
asir-22276	37	35	forecasting	forecasting	NOUN
asir-22276	37	36	model	model	NOUN
asir-22276	37	37	.	.	PUNCT
asir-22276	38	1	they	they	PRON
asir-22276	38	2	may	may	AUX
asir-22276	38	3	also	also	ADV
asir-22276	38	4	consider	consider	VERB
asir-22276	38	5	other	other	ADJ
asir-22276	38	6	external	external	ADJ
asir-22276	38	7	variables	variable	NOUN
asir-22276	38	8	such	such	ADJ
asir-22276	38	9	as	as	ADP
asir-22276	38	10	changes	change	NOUN
asir-22276	38	11	in	in	ADP
asir-22276	38	12	consumer	consumer	NOUN
asir-22276	38	13	preferences	preference	NOUN
asir-22276	38	14	,	,	PUNCT
asir-22276	38	15	economic	economic	ADJ
asir-22276	38	16	conditions	condition	NOUN
asir-22276	38	17	,	,	PUNCT
asir-22276	38	18	or	or	CCONJ
asir-22276	38	19	competitor	competitor	NOUN
asir-22276	38	20	actions	action	NOUN
asir-22276	38	21	.	.	PUNCT
asir-22276	39	1	another	another	DET
asir-22276	39	2	approach	approach	NOUN
asir-22276	39	3	to	to	ADP
asir-22276	39	4	incorporating	incorporate	VERB
asir-22276	39	5	external	external	ADJ
asir-22276	39	6	factors	factor	NOUN
asir-22276	39	7	is	be	AUX
asir-22276	39	8	to	to	PART
asir-22276	39	9	use	use	VERB
asir-22276	39	10	a	a	DET
asir-22276	39	11	technique	technique	NOUN
asir-22276	39	12	called	call	VERB
asir-22276	39	13	causal	causal	ADJ
asir-22276	39	14	forecasting	forecasting	NOUN
asir-22276	39	15	.	.	PUNCT
asir-22276	40	1	this	this	DET
asir-22276	40	2	approach	approach	NOUN
asir-22276	40	3	involves	involve	VERB
asir-22276	40	4	identifying	identify	VERB
asir-22276	40	5	the	the	DET
asir-22276	40	6	causal	causal	ADJ
asir-22276	40	7	relationship	relationship	NOUN
asir-22276	40	8	between	between	ADP
asir-22276	40	9	external	external	ADJ
asir-22276	40	10	variables	variable	NOUN
asir-22276	40	11	and	and	CCONJ
asir-22276	40	12	the	the	DET
asir-22276	40	13	time	time	NOUN
asir-22276	40	14	series	series	PROPN
asir-22276	40	15	data	data	PROPN
asir-22276	40	16	.	.	PUNCT
asir-22276	41	1	by	by	ADP
asir-22276	41	2	understanding	understand	VERB
asir-22276	41	3	these	these	DET
asir-22276	41	4	relationships	relationship	NOUN
asir-22276	41	5	,	,	PUNCT
asir-22276	41	6	it	it	PRON
asir-22276	41	7	is	be	AUX
asir-22276	41	8	possible	possible	ADJ
asir-22276	41	9	to	to	PART
asir-22276	41	10	make	make	VERB
asir-22276	41	11	more	more	ADV
asir-22276	41	12	accurate	accurate	ADJ
asir-22276	41	13	predictions	prediction	NOUN
asir-22276	41	14	about	about	ADP
asir-22276	41	15	future	future	ADJ
asir-22276	41	16	trends	trend	NOUN
asir-22276	41	17	.	.	PUNCT
asir-22276	42	1	when	when	SCONJ
asir-22276	42	2	predicting	predict	VERB
asir-22276	42	3	sales	sale	NOUN
asir-22276	42	4	or	or	CCONJ
asir-22276	42	5	other	other	ADJ
asir-22276	42	6	time	time	NOUN
asir-22276	42	7	series	series	PROPN
asir-22276	42	8	data	data	PROPN
asir-22276	42	9	,	,	PUNCT
asir-22276	42	10	external	external	ADJ
asir-22276	42	11	factors	factor	NOUN
asir-22276	42	12	can	can	AUX
asir-22276	42	13	have	have	VERB
asir-22276	42	14	a	a	DET
asir-22276	42	15	significant	significant	ADJ
asir-22276	42	16	impact	impact	NOUN
asir-22276	42	17	on	on	ADP
asir-22276	42	18	the	the	DET
asir-22276	42	19	accuracy	accuracy	NOUN
asir-22276	42	20	of	of	ADP
asir-22276	42	21	the	the	DET
asir-22276	42	22	forecasts	forecast	NOUN
asir-22276	42	23	.	.	PUNCT
asir-22276	43	1	these	these	DET
asir-22276	43	2	external	external	ADJ
asir-22276	43	3	factors	factor	NOUN
asir-22276	43	4	may	may	AUX
asir-22276	43	5	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	VERB
asir-22276	43	6	applied	apply	VERB
asir-22276	43	7	science	science	NOUN
asir-22276	43	8	and	and	CCONJ
asir-22276	43	9	innovative	innovative	ADJ
asir-22276	43	10	research	research	NOUN
asir-22276	43	11	vol	vol	NOUN
asir-22276	43	12	.	.	PUNCT
asir-22276	44	1	7	7	NUM
asir-22276	44	2	,	,	PUNCT
asir-22276	44	3	no	no	INTJ
asir-22276	44	4	.	.	NOUN
asir-22276	44	5	2	2	NUM
asir-22276	44	6	,	,	PUNCT
asir-22276	44	7	2023	2023	NUM
asir-22276	44	8	129	129	NUM
asir-22276	44	9	published	publish	VERB
asir-22276	44	10	by	by	ADP
asir-22276	44	11	scholink	scholink	PROPN
asir-22276	44	12	inc	inc	PROPN
asir-22276	44	13	.	.	PROPN
asir-22276	44	14	include	include	VERB
asir-22276	44	15	changes	change	NOUN
asir-22276	44	16	in	in	ADP
asir-22276	44	17	the	the	DET
asir-22276	44	18	economy	economy	NOUN
asir-22276	44	19	,	,	PUNCT
asir-22276	44	20	consumer	consumer	NOUN
asir-22276	44	21	preferences	preference	NOUN
asir-22276	44	22	,	,	PUNCT
asir-22276	44	23	seasonality	seasonality	NOUN
asir-22276	44	24	,	,	PUNCT
asir-22276	44	25	weather	weather	NOUN
asir-22276	44	26	patterns	pattern	NOUN
asir-22276	44	27	,	,	PUNCT
asir-22276	44	28	or	or	CCONJ
asir-22276	44	29	events	event	NOUN
asir-22276	44	30	like	like	ADP
asir-22276	44	31	holidays	holiday	NOUN
asir-22276	44	32	or	or	CCONJ
asir-22276	44	33	special	special	ADJ
asir-22276	44	34	promotions	promotion	NOUN
asir-22276	44	35	.	.	PUNCT
asir-22276	45	1	in	in	ADP
asir-22276	45	2	some	some	DET
asir-22276	45	3	cases	case	NOUN
asir-22276	45	4	,	,	PUNCT
asir-22276	45	5	it	it	PRON
asir-22276	45	6	may	may	AUX
asir-22276	45	7	be	be	AUX
asir-22276	45	8	difficult	difficult	ADJ
asir-22276	45	9	to	to	PART
asir-22276	45	10	identify	identify	VERB
asir-22276	45	11	or	or	CCONJ
asir-22276	45	12	measure	measure	VERB
asir-22276	45	13	the	the	DET
asir-22276	45	14	impact	impact	NOUN
asir-22276	45	15	of	of	ADP
asir-22276	45	16	external	external	ADJ
asir-22276	45	17	factors	factor	NOUN
asir-22276	45	18	on	on	ADP
asir-22276	45	19	time	time	NOUN
asir-22276	45	20	series	series	PROPN
asir-22276	45	21	data	data	PROPN
asir-22276	45	22	.	.	PUNCT
asir-22276	46	1	in	in	ADP
asir-22276	46	2	these	these	DET
asir-22276	46	3	situations	situation	NOUN
asir-22276	46	4	,	,	PUNCT
asir-22276	46	5	businesses	business	NOUN
asir-22276	46	6	may	may	AUX
asir-22276	46	7	use	use	VERB
asir-22276	46	8	a	a	DET
asir-22276	46	9	combination	combination	NOUN
asir-22276	46	10	of	of	ADP
asir-22276	46	11	statistical	statistical	ADJ
asir-22276	46	12	models	model	NOUN
asir-22276	46	13	and	and	CCONJ
asir-22276	46	14	expert	expert	NOUN
asir-22276	46	15	judgement	judgement	NOUN
asir-22276	46	16	to	to	PART
asir-22276	46	17	make	make	VERB
asir-22276	46	18	predictions	prediction	NOUN
asir-22276	46	19	.	.	PUNCT
asir-22276	47	1	it	it	PRON
asir-22276	47	2	is	be	AUX
asir-22276	47	3	important	important	ADJ
asir-22276	47	4	to	to	PART
asir-22276	47	5	note	note	VERB
asir-22276	47	6	that	that	SCONJ
asir-22276	47	7	incorporating	incorporate	VERB
asir-22276	47	8	external	external	ADJ
asir-22276	47	9	factors	factor	NOUN
asir-22276	47	10	into	into	ADP
asir-22276	47	11	time	time	NOUN
asir-22276	47	12	series	series	PROPN
asir-22276	47	13	forecasting	forecasting	NOUN
asir-22276	47	14	models	model	NOUN
asir-22276	47	15	can	can	AUX
asir-22276	47	16	add	add	VERB
asir-22276	47	17	complexity	complexity	NOUN
asir-22276	47	18	to	to	ADP
asir-22276	47	19	the	the	DET
asir-22276	47	20	analysis	analysis	NOUN
asir-22276	47	21	.	.	PUNCT
asir-22276	48	1	in	in	ADP
asir-22276	48	2	some	some	DET
asir-22276	48	3	cases	case	NOUN
asir-22276	48	4	,	,	PUNCT
asir-22276	48	5	it	it	PRON
asir-22276	48	6	may	may	AUX
asir-22276	48	7	also	also	ADV
asir-22276	48	8	require	require	VERB
asir-22276	48	9	additional	additional	ADJ
asir-22276	48	10	data	datum	NOUN
asir-22276	48	11	sources	source	NOUN
asir-22276	48	12	and	and	CCONJ
asir-22276	48	13	analytical	analytical	ADJ
asir-22276	48	14	tools	tool	NOUN
asir-22276	48	15	.	.	PUNCT
asir-22276	49	1	however	however	ADV
asir-22276	49	2	,	,	PUNCT
asir-22276	49	3	by	by	ADP
asir-22276	49	4	taking	take	VERB
asir-22276	49	5	external	external	ADJ
asir-22276	49	6	factors	factor	NOUN
asir-22276	49	7	into	into	ADP
asir-22276	49	8	account	account	NOUN
asir-22276	49	9	,	,	PUNCT
asir-22276	49	10	businesses	business	NOUN
asir-22276	49	11	can	can	AUX
asir-22276	49	12	make	make	VERB
asir-22276	49	13	more	more	ADV
asir-22276	49	14	accurate	accurate	ADJ
asir-22276	49	15	predictions	prediction	NOUN
asir-22276	49	16	about	about	ADP
asir-22276	49	17	future	future	ADJ
asir-22276	49	18	trends	trend	NOUN
asir-22276	49	19	and	and	CCONJ
asir-22276	49	20	adjust	adjust	VERB
asir-22276	49	21	their	their	PRON
asir-22276	49	22	strategies	strategy	NOUN
asir-22276	49	23	accordingly	accordingly	ADV
asir-22276	49	24	.	.	PUNCT
asir-22276	50	1	in	in	ADP
asir-22276	50	2	conclusion	conclusion	NOUN
asir-22276	50	3	,	,	PUNCT
asir-22276	50	4	time	time	NOUN
asir-22276	50	5	series	series	PROPN
asir-22276	50	6	forecasting	forecasting	NOUN
asir-22276	50	7	is	be	AUX
asir-22276	50	8	an	an	DET
asir-22276	50	9	important	important	ADJ
asir-22276	50	10	tool	tool	NOUN
asir-22276	50	11	for	for	ADP
asir-22276	50	12	businesses	business	NOUN
asir-22276	50	13	that	that	PRON
asir-22276	50	14	need	need	VERB
asir-22276	50	15	to	to	PART
asir-22276	50	16	predict	predict	VERB
asir-22276	50	17	the	the	DET
asir-22276	50	18	sales	sale	NOUN
asir-22276	50	19	of	of	ADP
asir-22276	50	20	their	their	PRON
asir-22276	50	21	products	product	NOUN
asir-22276	50	22	over	over	ADP
asir-22276	50	23	time	time	NOUN
asir-22276	50	24	.	.	PUNCT
asir-22276	51	1	by	by	ADP
asir-22276	51	2	analyzing	analyze	VERB
asir-22276	51	3	historical	historical	ADJ
asir-22276	51	4	sales	sale	NOUN
asir-22276	51	5	data	datum	NOUN
asir-22276	51	6	and	and	CCONJ
asir-22276	51	7	using	use	VERB
asir-22276	51	8	statistical	statistical	ADJ
asir-22276	51	9	techniques	technique	NOUN
asir-22276	51	10	to	to	PART
asir-22276	51	11	make	make	VERB
asir-22276	51	12	predictions	prediction	NOUN
asir-22276	51	13	about	about	ADP
asir-22276	51	14	future	future	ADJ
asir-22276	51	15	sales	sale	NOUN
asir-22276	51	16	,	,	PUNCT
asir-22276	51	17	businesses	business	NOUN
asir-22276	51	18	can	can	AUX
asir-22276	51	19	make	make	VERB
asir-22276	51	20	informed	informed	ADJ
asir-22276	51	21	decisions	decision	NOUN
asir-22276	51	22	about	about	ADP
asir-22276	51	23	inventory	inventory	NOUN
asir-22276	51	24	management	management	NOUN
asir-22276	51	25	and	and	CCONJ
asir-22276	51	26	production	production	NOUN
asir-22276	51	27	,	,	PUNCT
asir-22276	51	28	helping	help	VERB
asir-22276	51	29	them	they	PRON
asir-22276	51	30	to	to	PART
asir-22276	51	31	maximize	maximize	VERB
asir-22276	51	32	profits	profit	NOUN
asir-22276	51	33	and	and	CCONJ
asir-22276	51	34	reduce	reduce	VERB
asir-22276	51	35	waste	waste	NOUN
asir-22276	51	36	.	.	PUNCT
asir-22276	52	1	2	2	X
asir-22276	52	2	.	.	X
asir-22276	52	3	literature	literature	NOUN
asir-22276	52	4	review	review	VERB
asir-22276	52	5	the	the	DET
asir-22276	52	6	majority	majority	NOUN
asir-22276	52	7	of	of	ADP
asir-22276	52	8	research	research	NOUN
asir-22276	52	9	studies	study	NOUN
asir-22276	52	10	on	on	ADP
asir-22276	52	11	sales	sale	NOUN
asir-22276	52	12	volume	volume	NOUN
asir-22276	52	13	forecasting	forecasting	NOUN
asir-22276	52	14	using	use	VERB
asir-22276	52	15	time	time	NOUN
asir-22276	52	16	series	series	PROPN
asir-22276	52	17	algorithms	algorithm	NOUN
asir-22276	52	18	rely	rely	VERB
asir-22276	52	19	on	on	ADP
asir-22276	52	20	a	a	DET
asir-22276	52	21	single	single	ADJ
asir-22276	52	22	living	living	NOUN
asir-22276	52	23	time	time	NOUN
asir-22276	52	24	series	series	PROPN
asir-22276	52	25	algorithm	algorithm	PROPN
asir-22276	52	26	.	.	PUNCT
asir-22276	53	1	scholars	scholar	NOUN
asir-22276	53	2	emphasize	emphasize	VERB
asir-22276	53	3	the	the	DET
asir-22276	53	4	importance	importance	NOUN
asir-22276	53	5	of	of	ADP
asir-22276	53	6	accurately	accurately	ADV
asir-22276	53	7	forecasting	forecast	VERB
asir-22276	53	8	commodity	commodity	NOUN
asir-22276	53	9	sales	sale	NOUN
asir-22276	53	10	volume	volume	NOUN
asir-22276	53	11	for	for	ADP
asir-22276	53	12	enterprises	enterprise	NOUN
asir-22276	53	13	,	,	PUNCT
asir-22276	53	14	as	as	SCONJ
asir-22276	53	15	it	it	PRON
asir-22276	53	16	can	can	AUX
asir-22276	53	17	impact	impact	VERB
asir-22276	53	18	financial	financial	ADJ
asir-22276	53	19	costs	cost	NOUN
asir-22276	53	20	and	and	CCONJ
asir-22276	53	21	customer	customer	NOUN
asir-22276	53	22	satisfaction	satisfaction	NOUN
asir-22276	53	23	.	.	PUNCT
asir-22276	54	1	time	time	NOUN
asir-22276	54	2	series	series	PROPN
asir-22276	54	3	algorithms	algorithm	NOUN
asir-22276	54	4	are	be	AUX
asir-22276	54	5	commonly	commonly	ADV
asir-22276	54	6	used	use	VERB
asir-22276	54	7	for	for	ADP
asir-22276	54	8	forecasting	forecast	VERB
asir-22276	54	9	sales	sale	NOUN
asir-22276	54	10	volume	volume	NOUN
asir-22276	54	11	,	,	PUNCT
asir-22276	54	12	primarily	primarily	ADV
asir-22276	54	13	relying	rely	VERB
asir-22276	54	14	on	on	ADP
asir-22276	54	15	the	the	DET
asir-22276	54	16	seasonal	seasonal	ADJ
asir-22276	54	17	fluctuations	fluctuation	NOUN
asir-22276	54	18	of	of	ADP
asir-22276	54	19	sales	sale	NOUN
asir-22276	54	20	volume	volume	NOUN
asir-22276	54	21	(	(	PUNCT
asir-22276	54	22	ramosal	ramosal	NOUN
asir-22276	54	23	et	et	PROPN
asir-22276	54	24	al	al	PROPN
asir-22276	54	25	.	.	PROPN
asir-22276	54	26	,	,	PUNCT
asir-22276	54	27	2022	2022	NUM
asir-22276	54	28	)	)	PUNCT
asir-22276	54	29	.	.	PUNCT
asir-22276	55	1	to	to	PART
asir-22276	55	2	improve	improve	VERB
asir-22276	55	3	the	the	DET
asir-22276	55	4	accuracy	accuracy	NOUN
asir-22276	55	5	of	of	ADP
asir-22276	55	6	forecasting	forecasting	NOUN
asir-22276	55	7	,	,	PUNCT
asir-22276	55	8	time	time	NOUN
asir-22276	55	9	series	series	PROPN
asir-22276	55	10	algorithms	algorithm	NOUN
asir-22276	55	11	can	can	AUX
asir-22276	55	12	be	be	AUX
asir-22276	55	13	combined	combine	VERB
asir-22276	55	14	with	with	ADP
asir-22276	55	15	other	other	ADJ
asir-22276	55	16	algorithms	algorithm	NOUN
asir-22276	55	17	(	(	PUNCT
asir-22276	55	18	rasim	rasim	PROPN
asir-22276	55	19	et	et	PROPN
asir-22276	55	20	al	al	PROPN
asir-22276	55	21	.	.	PROPN
asir-22276	55	22	,	,	PUNCT
asir-22276	55	23	2018	2018	NUM
asir-22276	55	24	)	)	PUNCT
asir-22276	55	25	.	.	PUNCT
asir-22276	56	1	the	the	DET
asir-22276	56	2	growing	grow	VERB
asir-22276	56	3	popularity	popularity	NOUN
asir-22276	56	4	of	of	ADP
asir-22276	56	5	e	e	NOUN
asir-22276	56	6	-	-	NOUN
asir-22276	56	7	commerce	commerce	NOUN
asir-22276	56	8	has	have	AUX
asir-22276	56	9	enabled	enable	VERB
asir-22276	56	10	the	the	DET
asir-22276	56	11	use	use	NOUN
asir-22276	56	12	of	of	ADP
asir-22276	56	13	computer	computer	NOUN
asir-22276	56	14	technology	technology	NOUN
asir-22276	56	15	for	for	ADP
asir-22276	56	16	sales	sale	NOUN
asir-22276	56	17	volume	volume	NOUN
asir-22276	56	18	forecasting	forecasting	NOUN
asir-22276	56	19	,	,	PUNCT
asir-22276	56	20	although	although	SCONJ
asir-22276	56	21	it	it	PRON
asir-22276	56	22	is	be	AUX
asir-22276	56	23	essential	essential	ADJ
asir-22276	56	24	to	to	PART
asir-22276	56	25	consider	consider	VERB
asir-22276	56	26	multiple	multiple	ADJ
asir-22276	56	27	influencing	influence	VERB
asir-22276	56	28	factors	factor	NOUN
asir-22276	56	29	.	.	PUNCT
asir-22276	57	1	the	the	DET
asir-22276	57	2	nonlinear	nonlinear	ADJ
asir-22276	57	3	graphs	graph	NOUN
asir-22276	57	4	generated	generate	VERB
asir-22276	57	5	by	by	ADP
asir-22276	57	6	time	time	NOUN
asir-22276	57	7	series	series	PROPN
asir-22276	57	8	data	datum	NOUN
asir-22276	57	9	can	can	AUX
asir-22276	57	10	be	be	AUX
asir-22276	57	11	effectively	effectively	ADV
asir-22276	57	12	modeled	model	VERB
asir-22276	57	13	using	use	VERB
asir-22276	57	14	the	the	DET
asir-22276	57	15	ecs	ec	NOUN
asir-22276	57	16	-	-	PUNCT
asir-22276	57	17	narnn	narnn	NOUN
asir-22276	57	18	model	model	NOUN
asir-22276	57	19	(	(	PUNCT
asir-22276	57	20	li	li	PROPN
asir-22276	57	21	et	et	PROPN
asir-22276	57	22	al	al	PROPN
asir-22276	57	23	.	.	PROPN
asir-22276	57	24	,	,	PUNCT
asir-22276	57	25	2018	2018	NUM
asir-22276	57	26	)	)	PUNCT
asir-22276	57	27	.	.	PUNCT
asir-22276	58	1	with	with	ADP
asir-22276	58	2	the	the	DET
asir-22276	58	3	increasing	increase	VERB
asir-22276	58	4	popularity	popularity	NOUN
asir-22276	58	5	of	of	ADP
asir-22276	58	6	online	online	ADJ
asir-22276	58	7	transactions	transaction	NOUN
asir-22276	58	8	in	in	ADP
asir-22276	58	9	china	china	PROPN
asir-22276	58	10	,	,	PUNCT
asir-22276	58	11	sales	sale	NOUN
asir-22276	58	12	volume	volume	NOUN
asir-22276	58	13	forecasting	forecasting	NOUN
asir-22276	58	14	has	have	AUX
asir-22276	58	15	become	become	VERB
asir-22276	58	16	more	more	ADV
asir-22276	58	17	important	important	ADJ
asir-22276	58	18	,	,	PUNCT
asir-22276	58	19	especially	especially	ADV
asir-22276	58	20	in	in	ADP
asir-22276	58	21	the	the	DET
asir-22276	58	22	hotel	hotel	NOUN
asir-22276	58	23	industry	industry	NOUN
asir-22276	58	24	where	where	SCONJ
asir-22276	58	25	online	online	ADJ
asir-22276	58	26	sales	sale	NOUN
asir-22276	58	27	are	be	AUX
asir-22276	58	28	the	the	DET
asir-22276	58	29	basis	basis	NOUN
asir-22276	58	30	of	of	ADP
asir-22276	58	31	revenue	revenue	NOUN
asir-22276	58	32	management	management	NOUN
asir-22276	58	33	.	.	PUNCT
asir-22276	59	1	machine	machine	NOUN
asir-22276	59	2	learning	learn	VERB
asir-22276	59	3	algorithms	algorithm	NOUN
asir-22276	59	4	are	be	AUX
asir-22276	59	5	frequently	frequently	ADV
asir-22276	59	6	applied	apply	VERB
asir-22276	59	7	in	in	ADP
asir-22276	59	8	the	the	DET
asir-22276	59	9	field	field	NOUN
asir-22276	59	10	of	of	ADP
asir-22276	59	11	time	time	NOUN
asir-22276	59	12	series	series	PROPN
asir-22276	59	13	prediction	prediction	PROPN
asir-22276	59	14	,	,	PUNCT
asir-22276	59	15	with	with	ADP
asir-22276	59	16	models	model	NOUN
asir-22276	59	17	ranging	range	VERB
asir-22276	59	18	from	from	ADP
asir-22276	59	19	traditional	traditional	ADJ
asir-22276	59	20	methods	method	NOUN
asir-22276	59	21	to	to	ADP
asir-22276	59	22	advanced	advanced	ADJ
asir-22276	59	23	techniques	technique	NOUN
asir-22276	59	24	such	such	ADJ
asir-22276	59	25	as	as	ADP
asir-22276	59	26	long	long	ADJ
asir-22276	59	27	-	-	PUNCT
asir-22276	59	28	term	term	NOUN
asir-22276	59	29	and	and	CCONJ
asir-22276	59	30	short	short	ADJ
asir-22276	59	31	-	-	PUNCT
asir-22276	59	32	term	term	NOUN
asir-22276	59	33	memory	memory	NOUN
asir-22276	59	34	networks	network	NOUN
asir-22276	59	35	,	,	PUNCT
asir-22276	59	36	closed	closed	ADJ
asir-22276	59	37	-	-	PUNCT
asir-22276	59	38	loop	loop	NOUN
asir-22276	59	39	neural	neural	ADJ
asir-22276	59	40	networks	network	NOUN
asir-22276	59	41	,	,	PUNCT
asir-22276	59	42	and	and	CCONJ
asir-22276	59	43	convolutional	convolutional	ADJ
asir-22276	59	44	neural	neural	ADJ
asir-22276	59	45	networks	network	NOUN
asir-22276	59	46	(	(	PUNCT
asir-22276	59	47	duan	duan	PROPN
asir-22276	59	48	,	,	PUNCT
asir-22276	59	49	2020	2020	NUM
asir-22276	59	50	)	)	PUNCT
asir-22276	59	51	.	.	PUNCT
asir-22276	60	1	the	the	DET
asir-22276	60	2	research	research	NOUN
asir-22276	60	3	results	result	NOUN
asir-22276	60	4	predominantly	predominantly	ADV
asir-22276	60	5	focus	focus	VERB
asir-22276	60	6	on	on	ADP
asir-22276	60	7	time	time	NOUN
asir-22276	60	8	series	series	PROPN
asir-22276	60	9	algorithms	algorithm	NOUN
asir-22276	60	10	,	,	PUNCT
asir-22276	60	11	and	and	CCONJ
asir-22276	60	12	the	the	DET
asir-22276	60	13	prediction	prediction	NOUN
asir-22276	60	14	results	result	NOUN
asir-22276	60	15	can	can	AUX
asir-22276	60	16	be	be	AUX
asir-22276	60	17	linear	linear	ADJ
asir-22276	60	18	,	,	PUNCT
asir-22276	60	19	nonlinear	nonlinear	ADJ
asir-22276	60	20	,	,	PUNCT
asir-22276	60	21	single	single	ADJ
asir-22276	60	22	-	-	PUNCT
asir-22276	60	23	factor	factor	NOUN
asir-22276	60	24	,	,	PUNCT
asir-22276	60	25	or	or	CCONJ
asir-22276	60	26	multi	multi	ADJ
asir-22276	60	27	-	-	NOUN
asir-22276	60	28	factor	factor	NOUN
asir-22276	60	29	.	.	PUNCT
asir-22276	61	1	improving	improve	VERB
asir-22276	61	2	the	the	DET
asir-22276	61	3	accuracy	accuracy	NOUN
asir-22276	61	4	of	of	ADP
asir-22276	61	5	forecasting	forecasting	NOUN
asir-22276	61	6	involves	involve	VERB
asir-22276	61	7	combining	combine	VERB
asir-22276	61	8	different	different	ADJ
asir-22276	61	9	algorithms	algorithm	NOUN
asir-22276	61	10	based	base	VERB
asir-22276	61	11	on	on	ADP
asir-22276	61	12	various	various	ADJ
asir-22276	61	13	dimensions	dimension	NOUN
asir-22276	61	14	.	.	PUNCT
asir-22276	62	1	3	3	X
asir-22276	62	2	.	.	X
asir-22276	62	3	method	method	VERB
asir-22276	62	4	this	this	DET
asir-22276	62	5	study	study	NOUN
asir-22276	62	6	utilized	utilize	VERB
asir-22276	62	7	the	the	DET
asir-22276	62	8	autoregressive	autoregressive	ADJ
asir-22276	62	9	integrated	integrated	ADJ
asir-22276	62	10	moving	move	VERB
asir-22276	62	11	average	average	ADJ
asir-22276	62	12	(	(	PUNCT
asir-22276	62	13	arima	arima	PROPN
asir-22276	62	14	)	)	PUNCT
asir-22276	62	15	model	model	NOUN
asir-22276	62	16	from	from	ADP
asir-22276	62	17	time	time	NOUN
asir-22276	62	18	series	series	PROPN
asir-22276	62	19	analysis	analysis	NOUN
asir-22276	62	20	to	to	PART
asir-22276	62	21	forecast	forecast	VERB
asir-22276	62	22	the	the	DET
asir-22276	62	23	sales	sale	NOUN
asir-22276	62	24	volume	volume	NOUN
asir-22276	62	25	of	of	ADP
asir-22276	62	26	a	a	DET
asir-22276	62	27	particular	particular	ADJ
asir-22276	62	28	commodity	commodity	NOUN
asir-22276	62	29	.	.	PUNCT
asir-22276	63	1	by	by	ADP
asir-22276	63	2	utilizing	utilize	VERB
asir-22276	63	3	differencing	differencing	NOUN
asir-22276	63	4	,	,	PUNCT
asir-22276	63	5	the	the	DET
asir-22276	63	6	arima	arima	NOUN
asir-22276	63	7	model	model	NOUN
asir-22276	63	8	is	be	AUX
asir-22276	63	9	used	use	VERB
asir-22276	63	10	to	to	PART
asir-22276	63	11	model	model	VERB
asir-22276	63	12	non	non	ADJ
asir-22276	63	13	-	-	ADJ
asir-22276	63	14	stationary	stationary	ADJ
asir-22276	63	15	time	time	NOUN
asir-22276	63	16	series	series	PROPN
asir-22276	63	17	data	data	PROPN
asir-22276	63	18	,	,	PUNCT
asir-22276	63	19	where	where	SCONJ
asir-22276	63	20	the	the	DET
asir-22276	63	21	resulting	result	VERB
asir-22276	63	22	stationary	stationary	ADJ
asir-22276	63	23	differenced	difference	VERB
asir-22276	63	24	time	time	NOUN
asir-22276	63	25	series	series	PROPN
asir-22276	63	26	can	can	AUX
asir-22276	63	27	be	be	AUX
asir-22276	63	28	modeled	model	VERB
asir-22276	63	29	using	use	VERB
asir-22276	63	30	autoregressive	autoregressive	ADJ
asir-22276	63	31	moving	move	VERB
asir-22276	63	32	average	average	ADJ
asir-22276	63	33	.	.	PUNCT
asir-22276	64	1	unlike	unlike	ADP
asir-22276	64	2	other	other	ADJ
asir-22276	64	3	models	model	NOUN
asir-22276	64	4	,	,	PUNCT
asir-22276	64	5	the	the	DET
asir-22276	64	6	arima	arima	PROPN
asir-22276	64	7	model	model	NOUN
asir-22276	64	8	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-22276	64	9	applied	apply	VERB
asir-22276	64	10	science	science	NOUN
asir-22276	64	11	and	and	CCONJ
asir-22276	64	12	innovative	innovative	ADJ
asir-22276	64	13	research	research	NOUN
asir-22276	64	14	vol	vol	NOUN
asir-22276	64	15	.	.	PUNCT
asir-22276	65	1	7	7	NUM
asir-22276	65	2	,	,	PUNCT
asir-22276	65	3	no	no	INTJ
asir-22276	65	4	.	.	NOUN
asir-22276	65	5	2	2	NUM
asir-22276	65	6	,	,	PUNCT
asir-22276	65	7	2023	2023	NUM
asir-22276	65	8	130	130	NUM
asir-22276	65	9	published	publish	VERB
asir-22276	65	10	by	by	ADP
asir-22276	65	11	scholink	scholink	PROPN
asir-22276	65	12	inc	inc	PROPN
asir-22276	65	13	.	.	PROPN
asir-22276	65	14	does	do	AUX
asir-22276	65	15	not	not	PART
asir-22276	65	16	consider	consider	VERB
asir-22276	65	17	specific	specific	ADJ
asir-22276	65	18	trends	trend	NOUN
asir-22276	65	19	in	in	ADP
asir-22276	65	20	the	the	DET
asir-22276	65	21	historical	historical	ADJ
asir-22276	65	22	data	datum	NOUN
asir-22276	65	23	of	of	ADP
asir-22276	65	24	the	the	DET
asir-22276	65	25	predicted	predict	VERB
asir-22276	65	26	sequence	sequence	NOUN
asir-22276	65	27	,	,	PUNCT
asir-22276	65	28	but	but	CCONJ
asir-22276	65	29	instead	instead	ADV
asir-22276	65	30	uses	use	VERB
asir-22276	65	31	an	an	DET
asir-22276	65	32	iterative	iterative	NOUN
asir-22276	65	33	approach	approach	NOUN
asir-22276	65	34	to	to	PART
asir-22276	65	35	identify	identify	VERB
asir-22276	65	36	potential	potential	ADJ
asir-22276	65	37	models	model	NOUN
asir-22276	65	38	and	and	CCONJ
asir-22276	65	39	validate	validate	VERB
asir-22276	65	40	them	they	PRON
asir-22276	65	41	based	base	VERB
asir-22276	65	42	on	on	ADP
asir-22276	65	43	historical	historical	ADJ
asir-22276	65	44	data	datum	NOUN
asir-22276	65	45	to	to	PART
asir-22276	65	46	ensure	ensure	VERB
asir-22276	65	47	an	an	DET
asir-22276	65	48	accurate	accurate	ADJ
asir-22276	65	49	representation	representation	NOUN
asir-22276	65	50	of	of	ADP
asir-22276	65	51	the	the	DET
asir-22276	65	52	sequence	sequence	NOUN
asir-22276	65	53	.	.	PUNCT
asir-22276	66	1	the	the	DET
asir-22276	66	2	model	model	NOUN
asir-22276	66	3	consists	consist	VERB
asir-22276	66	4	of	of	ADP
asir-22276	66	5	three	three	NUM
asir-22276	66	6	parts	part	NOUN
asir-22276	66	7	:	:	PUNCT
asir-22276	66	8	autoregressive	autoregressive	ADJ
asir-22276	66	9	(	(	PUNCT
asir-22276	66	10	ar	ar	NOUN
asir-22276	66	11	)	)	PUNCT
asir-22276	66	12	,	,	PUNCT
asir-22276	66	13	differencing	difference	VERB
asir-22276	66	14	(	(	PUNCT
asir-22276	66	15	i	i	NOUN
asir-22276	66	16	)	)	PUNCT
asir-22276	66	17	,	,	PUNCT
asir-22276	66	18	and	and	CCONJ
asir-22276	66	19	moving	move	VERB
asir-22276	66	20	average	average	ADJ
asir-22276	66	21	(	(	PUNCT
asir-22276	66	22	ma	ma	PROPN
asir-22276	66	23	)	)	PUNCT
asir-22276	66	24	(	(	PUNCT
asir-22276	66	25	li	li	PROPN
asir-22276	66	26	et	et	PROPN
asir-22276	66	27	al	al	PROPN
asir-22276	66	28	.	.	PROPN
asir-22276	66	29	,	,	PUNCT
asir-22276	66	30	2018	2018	NUM
asir-22276	66	31	)	)	PUNCT
asir-22276	66	32	.	.	PUNCT
asir-22276	67	1	to	to	PART
asir-22276	67	2	establish	establish	VERB
asir-22276	67	3	the	the	DET
asir-22276	67	4	model	model	NOUN
asir-22276	67	5	,	,	PUNCT
asir-22276	67	6	the	the	DET
asir-22276	67	7	time	time	NOUN
asir-22276	67	8	series	series	PROPN
asir-22276	67	9	must	must	AUX
asir-22276	67	10	be	be	AUX
asir-22276	67	11	stationary	stationary	ADJ
asir-22276	67	12	.	.	PUNCT
asir-22276	68	1	if	if	SCONJ
asir-22276	68	2	it	it	PRON
asir-22276	68	3	fails	fail	VERB
asir-22276	68	4	the	the	DET
asir-22276	68	5	stationarity	stationarity	NOUN
asir-22276	68	6	test	test	NOUN
asir-22276	68	7	,	,	PUNCT
asir-22276	68	8	it	it	PRON
asir-22276	68	9	must	must	AUX
asir-22276	68	10	be	be	AUX
asir-22276	68	11	transformed	transform	VERB
asir-22276	68	12	into	into	ADP
asir-22276	68	13	a	a	DET
asir-22276	68	14	stationary	stationary	ADJ
asir-22276	68	15	series	series	NOUN
asir-22276	68	16	through	through	ADP
asir-22276	68	17	differencing	differencing	NOUN
asir-22276	68	18	,	,	PUNCT
asir-22276	68	19	known	know	VERB
asir-22276	68	20	as	as	ADP
asir-22276	68	21	the	the	DET
asir-22276	68	22	integration	integration	NOUN
asir-22276	68	23	order	order	NOUN
asir-22276	68	24	.	.	PUNCT
asir-22276	69	1	the	the	DET
asir-22276	69	2	differencing	difference	VERB
asir-22276	69	3	process	process	NOUN
asir-22276	69	4	is	be	AUX
asir-22276	69	5	crucial	crucial	ADJ
asir-22276	69	6	in	in	ADP
asir-22276	69	7	the	the	DET
asir-22276	69	8	model	model	NOUN
asir-22276	69	9	,	,	PUNCT
asir-22276	69	10	and	and	CCONJ
asir-22276	69	11	a	a	DET
asir-22276	69	12	smooth	smooth	ADJ
asir-22276	69	13	time	time	NOUN
asir-22276	69	14	series	series	PROPN
asir-22276	69	15	data	data	PROPN
asir-22276	69	16	is	be	AUX
asir-22276	69	17	necessary	necessary	ADJ
asir-22276	69	18	for	for	ADP
asir-22276	69	19	using	use	VERB
asir-22276	69	20	the	the	DET
asir-22276	69	21	arima	arima	NOUN
asir-22276	69	22	model	model	NOUN
asir-22276	69	23	for	for	ADP
asir-22276	69	24	forecasting	forecasting	NOUN
asir-22276	69	25	.	.	PUNCT
asir-22276	70	1	unstable	unstable	ADJ
asir-22276	70	2	data	datum	NOUN
asir-22276	70	3	will	will	AUX
asir-22276	70	4	not	not	PART
asir-22276	70	5	accurately	accurately	ADV
asir-22276	70	6	capture	capture	VERB
asir-22276	70	7	the	the	DET
asir-22276	70	8	time	time	NOUN
asir-22276	70	9	series	series	PROPN
asir-22276	70	10	model	model	PROPN
asir-22276	70	11	.	.	PUNCT
asir-22276	71	1	compared	compare	VERB
asir-22276	71	2	to	to	ADP
asir-22276	71	3	the	the	DET
asir-22276	71	4	autoregressive	autoregressive	ADJ
asir-22276	71	5	moving	move	VERB
asir-22276	71	6	average	average	ADJ
asir-22276	71	7	(	(	PUNCT
asir-22276	71	8	arma	arma	NOUN
asir-22276	71	9	)	)	PUNCT
asir-22276	71	10	model	model	NOUN
asir-22276	71	11	,	,	PUNCT
asir-22276	71	12	the	the	DET
asir-22276	71	13	arima	arima	NOUN
asir-22276	71	14	model	model	NOUN
asir-22276	71	15	is	be	AUX
asir-22276	71	16	better	well	ADV
asir-22276	71	17	suited	suited	ADJ
asir-22276	71	18	for	for	ADP
asir-22276	71	19	non	non	ADJ
asir-22276	71	20	-	-	ADJ
asir-22276	71	21	stationary	stationary	ADJ
asir-22276	71	22	time	time	NOUN
asir-22276	71	23	series	series	PROPN
asir-22276	71	24	modeling	modeling	NOUN
asir-22276	71	25	.	.	PUNCT
asir-22276	72	1	using	use	VERB
asir-22276	72	2	the	the	DET
asir-22276	72	3	arima	arima	PROPN
asir-22276	72	4	model	model	NOUN
asir-22276	72	5	for	for	ADP
asir-22276	72	6	forecasting	forecasting	NOUN
asir-22276	72	7	requires	require	VERB
asir-22276	72	8	only	only	ADV
asir-22276	72	9	one	one	NUM
asir-22276	72	10	endogenous	endogenous	ADJ
asir-22276	72	11	variable	variable	NOUN
asir-22276	72	12	,	,	PUNCT
asir-22276	72	13	making	make	VERB
asir-22276	72	14	the	the	DET
asir-22276	72	15	forecasting	forecasting	NOUN
asir-22276	72	16	process	process	NOUN
asir-22276	72	17	straightforward	straightforward	ADJ
asir-22276	72	18	.	.	PUNCT
asir-22276	73	1	however	however	ADV
asir-22276	73	2	,	,	PUNCT
asir-22276	73	3	its	its	PRON
asir-22276	73	4	drawback	drawback	NOUN
asir-22276	73	5	is	be	AUX
asir-22276	73	6	the	the	DET
asir-22276	73	7	need	need	NOUN
asir-22276	73	8	to	to	PART
asir-22276	73	9	manipulate	manipulate	VERB
asir-22276	73	10	the	the	DET
asir-22276	73	11	data	datum	NOUN
asir-22276	73	12	after	after	ADP
asir-22276	73	13	differencing	difference	VERB
asir-22276	73	14	to	to	PART
asir-22276	73	15	achieve	achieve	VERB
asir-22276	73	16	stationarity	stationarity	NOUN
asir-22276	73	17	(	(	PUNCT
asir-22276	73	18	bousqaoui	bousqaoui	PROPN
asir-22276	73	19	et	et	PROPN
asir-22276	73	20	al	al	PROPN
asir-22276	73	21	.	.	PROPN
asir-22276	73	22	,	,	PUNCT
asir-22276	73	23	2021	2021	NUM
asir-22276	73	24	)	)	PUNCT
asir-22276	73	25	.	.	PUNCT
asir-22276	74	1	overall	overall	ADV
asir-22276	74	2	,	,	PUNCT
asir-22276	74	3	this	this	DET
asir-22276	74	4	study	study	NOUN
asir-22276	74	5	employed	employ	VERB
asir-22276	74	6	a	a	DET
asir-22276	74	7	rigorous	rigorous	ADJ
asir-22276	74	8	approach	approach	NOUN
asir-22276	74	9	to	to	PART
asir-22276	74	10	analyze	analyze	VERB
asir-22276	74	11	and	and	CCONJ
asir-22276	74	12	experiment	experiment	NOUN
asir-22276	74	13	with	with	ADP
asir-22276	74	14	the	the	DET
asir-22276	74	15	original	original	ADJ
asir-22276	74	16	data	datum	NOUN
asir-22276	74	17	to	to	PART
asir-22276	74	18	obtain	obtain	VERB
asir-22276	74	19	the	the	DET
asir-22276	74	20	expected	expect	VERB
asir-22276	74	21	results	result	NOUN
asir-22276	74	22	.	.	PUNCT
asir-22276	75	1	the	the	DET
asir-22276	75	2	application	application	NOUN
asir-22276	75	3	of	of	ADP
asir-22276	75	4	the	the	DET
asir-22276	75	5	arima	arima	PROPN
asir-22276	75	6	model	model	NOUN
asir-22276	75	7	in	in	ADP
asir-22276	75	8	time	time	NOUN
asir-22276	75	9	series	series	NOUN
asir-22276	75	10	analysis	analysis	NOUN
asir-22276	75	11	is	be	AUX
asir-22276	75	12	a	a	DET
asir-22276	75	13	mature	mature	ADJ
asir-22276	75	14	and	and	CCONJ
asir-22276	75	15	respected	respected	ADJ
asir-22276	75	16	method	method	NOUN
asir-22276	75	17	,	,	PUNCT
asir-22276	75	18	providing	provide	VERB
asir-22276	75	19	valuable	valuable	ADJ
asir-22276	75	20	insights	insight	NOUN
asir-22276	75	21	for	for	ADP
asir-22276	75	22	predicting	predict	VERB
asir-22276	75	23	business	business	NOUN
asir-22276	75	24	decisions	decision	NOUN
asir-22276	75	25	.	.	PUNCT
asir-22276	76	1	3.1	3.1	NUM
asir-22276	76	2	ar	ar	NOUN
asir-22276	76	3	model	model	NOUN
asir-22276	76	4	to	to	PART
asir-22276	76	5	describe	describe	VERB
asir-22276	76	6	the	the	DET
asir-22276	76	7	relationship	relationship	NOUN
asir-22276	76	8	between	between	ADP
asir-22276	76	9	current	current	ADJ
asir-22276	76	10	and	and	CCONJ
asir-22276	76	11	past	past	ADJ
asir-22276	76	12	observations	observation	NOUN
asir-22276	76	13	in	in	ADP
asir-22276	76	14	an	an	DET
asir-22276	76	15	autoregressive	autoregressive	ADJ
asir-22276	76	16	model	model	NOUN
asir-22276	76	17	,	,	PUNCT
asir-22276	76	18	it	it	PRON
asir-22276	76	19	is	be	AUX
asir-22276	76	20	necessary	necessary	ADJ
asir-22276	76	21	for	for	SCONJ
asir-22276	76	22	the	the	DET
asir-22276	76	23	model	model	NOUN
asir-22276	76	24	to	to	PART
asir-22276	76	25	demonstrate	demonstrate	VERB
asir-22276	76	26	stability	stability	NOUN
asir-22276	76	27	.	.	PUNCT
asir-22276	77	1	this	this	PRON
asir-22276	77	2	is	be	AUX
asir-22276	77	3	typically	typically	ADV
asir-22276	77	4	achieved	achieve	VERB
asir-22276	77	5	by	by	ADP
asir-22276	77	6	specifying	specify	VERB
asir-22276	77	7	an	an	DET
asir-22276	77	8	equation	equation	NOUN
asir-22276	77	9	for	for	ADP
asir-22276	77	10	a	a	DET
asir-22276	77	11	pth	pth	NOUN
asir-22276	77	12	-	-	PUNCT
asir-22276	77	13	order	order	NOUN
asir-22276	77	14	autoregressive	autoregressive	ADJ
asir-22276	77	15	process	process	NOUN
asir-22276	77	16	(	(	PUNCT
asir-22276	77	17	yoo	yoo	PROPN
asir-22276	77	18	&	&	CCONJ
asir-22276	77	19	maddala	maddala	PROPN
asir-22276	77	20	,	,	PUNCT
asir-22276	77	21	1991	1991	NUM
asir-22276	77	22	)	)	PUNCT
asir-22276	77	23	.	.	PUNCT
asir-22276	78	1	(	(	PUNCT
asir-22276	78	2	1	1	X
asir-22276	78	3	)	)	PUNCT
asir-22276	78	4	in	in	ADP
asir-22276	78	5	autoregressive	autoregressive	ADJ
asir-22276	78	6	modeling	modeling	NOUN
asir-22276	78	7	,	,	PUNCT
asir-22276	78	8	the	the	DET
asir-22276	78	9	present	present	ADJ
asir-22276	78	10	value	value	NOUN
asir-22276	78	11	of	of	ADP
asir-22276	78	12	a	a	DET
asir-22276	78	13	time	time	NOUN
asir-22276	78	14	series	series	NOUN
asir-22276	78	15	is	be	AUX
asir-22276	78	16	represented	represent	VERB
asir-22276	78	17	by	by	ADP
asir-22276	78	18	yt	yt	NOUN
asir-22276	78	19	,	,	PUNCT
asir-22276	78	20	where	where	SCONJ
asir-22276	78	21	u	u	PRON
asir-22276	78	22	denotes	denote	VERB
asir-22276	78	23	the	the	DET
asir-22276	78	24	constant	constant	ADJ
asir-22276	78	25	term	term	NOUN
asir-22276	78	26	.	.	PUNCT
asir-22276	79	1	the	the	DET
asir-22276	79	2	order	order	NOUN
asir-22276	79	3	of	of	ADP
asir-22276	79	4	the	the	DET
asir-22276	79	5	model	model	NOUN
asir-22276	79	6	is	be	AUX
asir-22276	79	7	denoted	denote	VERB
asir-22276	79	8	by	by	ADP
asir-22276	79	9	p	p	X
asir-22276	79	10	,	,	PUNCT
asir-22276	79	11	which	which	PRON
asir-22276	79	12	signifies	signify	VERB
asir-22276	79	13	the	the	DET
asir-22276	79	14	number	number	NOUN
asir-22276	79	15	of	of	ADP
asir-22276	79	16	past	past	ADJ
asir-22276	79	17	observations	observation	NOUN
asir-22276	79	18	incorporated	incorporate	VERB
asir-22276	79	19	in	in	ADP
asir-22276	79	20	the	the	DET
asir-22276	79	21	model	model	NOUN
asir-22276	79	22	.	.	PUNCT
asir-22276	80	1	the	the	DET
asir-22276	80	2	autocorrelation	autocorrelation	NOUN
asir-22276	80	3	coefficient	coefficient	NOUN
asir-22276	80	4	is	be	AUX
asir-22276	80	5	represented	represent	VERB
asir-22276	80	6	as	as	ADP
asir-22276	80	7	yi	yi	PROPN
asir-22276	80	8	,	,	PUNCT
asir-22276	80	9	while	while	SCONJ
asir-22276	80	10	the	the	DET
asir-22276	80	11	residual	residual	ADJ
asir-22276	80	12	term	term	NOUN
asir-22276	80	13	is	be	AUX
asir-22276	80	14	referred	refer	VERB
asir-22276	80	15	to	to	ADP
asir-22276	80	16	as	as	ADP
asir-22276	80	17	et	et	PROPN
asir-22276	80	18	,	,	PUNCT
asir-22276	80	19	and	and	CCONJ
asir-22276	80	20	is	be	AUX
asir-22276	80	21	typically	typically	ADV
asir-22276	80	22	assumed	assume	VERB
asir-22276	80	23	to	to	PART
asir-22276	80	24	follow	follow	VERB
asir-22276	80	25	a	a	DET
asir-22276	80	26	white	white	ADJ
asir-22276	80	27	noise	noise	NOUN
asir-22276	80	28	process	process	NOUN
asir-22276	80	29	.	.	PUNCT
asir-22276	81	1	expanding	expand	VERB
asir-22276	81	2	an	an	DET
asir-22276	81	3	equation	equation	NOUN
asir-22276	81	4	:	:	PUNCT
asir-22276	81	5	(	(	PUNCT
asir-22276	81	6	2	2	X
asir-22276	81	7	)	)	PUNCT
asir-22276	81	8	if	if	SCONJ
asir-22276	81	9	the	the	DET
asir-22276	81	10	random	random	ADJ
asir-22276	81	11	disturbance	disturbance	NOUN
asir-22276	81	12	term	term	NOUN
asir-22276	81	13	adheres	adhere	VERB
asir-22276	81	14	to	to	ADP
asir-22276	81	15	a	a	DET
asir-22276	81	16	white	white	ADJ
asir-22276	81	17	noise	noise	NOUN
asir-22276	81	18	process	process	NOUN
asir-22276	81	19	,	,	PUNCT
asir-22276	81	20	the	the	DET
asir-22276	81	21	autoregressive	autoregressive	ADJ
asir-22276	81	22	(	(	PUNCT
asir-22276	81	23	ar	ar	NOUN
asir-22276	81	24	)	)	PUNCT
asir-22276	81	25	model	model	NOUN
asir-22276	81	26	is	be	AUX
asir-22276	81	27	known	know	VERB
asir-22276	81	28	as	as	ADP
asir-22276	81	29	a	a	DET
asir-22276	81	30	pure	pure	ADJ
asir-22276	81	31	ar(p	ar(p	NOUN
asir-22276	81	32	)	)	PUNCT
asir-22276	81	33	process	process	NOUN
asir-22276	81	34	,	,	PUNCT
asir-22276	81	35	which	which	PRON
asir-22276	81	36	is	be	AUX
asir-22276	81	37	represented	represent	VERB
asir-22276	81	38	as	as	SCONJ
asir-22276	81	39	follows	follow	VERB
asir-22276	81	40	:	:	PUNCT
asir-22276	81	41	(	(	PUNCT
asir-22276	81	42	3	3	X
asir-22276	81	43	)	)	PUNCT
asir-22276	81	44	the	the	DET
asir-22276	81	45	autoregressive	autoregressive	ADJ
asir-22276	81	46	(	(	PUNCT
asir-22276	81	47	ar	ar	NOUN
asir-22276	81	48	)	)	PUNCT
asir-22276	81	49	model	model	NOUN
asir-22276	81	50	utilizes	utilize	VERB
asir-22276	81	51	past	past	ADP
asir-22276	81	52	data	datum	NOUN
asir-22276	81	53	to	to	PART
asir-22276	81	54	make	make	VERB
asir-22276	81	55	predictions	prediction	NOUN
asir-22276	81	56	about	about	ADP
asir-22276	81	57	future	future	ADJ
asir-22276	81	58	values	value	NOUN
asir-22276	81	59	,	,	PUNCT
asir-22276	81	60	as	as	SCONJ
asir-22276	81	61	represented	represent	VERB
asir-22276	81	62	by	by	ADP
asir-22276	81	63	the	the	DET
asir-22276	81	64	equation	equation	NOUN
asir-22276	81	65	where	where	SCONJ
asir-22276	81	66	p	p	NOUN
asir-22276	81	67	signifies	signify	VERB
asir-22276	81	68	the	the	DET
asir-22276	81	69	number	number	NOUN
asir-22276	81	70	of	of	ADP
asir-22276	81	71	lagged	lag	VERB
asir-22276	81	72	observations	observation	NOUN
asir-22276	81	73	incorporated	incorporate	VERB
asir-22276	81	74	in	in	ADP
asir-22276	81	75	the	the	DET
asir-22276	81	76	model	model	NOUN
asir-22276	81	77	.	.	PUNCT
asir-22276	82	1	however	however	ADV
asir-22276	82	2	,	,	PUNCT
asir-22276	82	3	this	this	DET
asir-22276	82	4	technique	technique	NOUN
asir-22276	82	5	has	have	VERB
asir-22276	82	6	certain	certain	ADJ
asir-22276	82	7	limitations	limitation	NOUN
asir-22276	82	8	.	.	PUNCT
asir-22276	83	1	firstly	firstly	ADV
asir-22276	83	2	,	,	PUNCT
asir-22276	83	3	the	the	DET
asir-22276	83	4	ar	ar	NOUN
asir-22276	83	5	model	model	NOUN
asir-22276	83	6	is	be	AUX
asir-22276	83	7	dependent	dependent	ADJ
asir-22276	83	8	solely	solely	ADV
asir-22276	83	9	on	on	ADP
asir-22276	83	10	its	its	PRON
asir-22276	83	11	own	own	ADJ
asir-22276	83	12	data	datum	NOUN
asir-22276	83	13	for	for	ADP
asir-22276	83	14	predictions	prediction	NOUN
asir-22276	83	15	.	.	PUNCT
asir-22276	84	1	secondly	secondly	ADV
asir-22276	84	2	,	,	PUNCT
asir-22276	84	3	the	the	DET
asir-22276	84	4	time	time	NOUN
asir-22276	84	5	series	series	PROPN
asir-22276	84	6	data	datum	NOUN
asir-22276	84	7	must	must	AUX
asir-22276	84	8	exhibit	exhibit	VERB
asir-22276	84	9	a	a	DET
asir-22276	84	10	certain	certain	ADJ
asir-22276	84	11	degree	degree	NOUN
asir-22276	84	12	of	of	ADP
asir-22276	84	13	smoothness	smoothness	NOUN
asir-22276	84	14	.	.	PUNCT
asir-22276	85	1	additionally	additionally	ADV
asir-22276	85	2	,	,	PUNCT
asir-22276	85	3	the	the	DET
asir-22276	85	4	method	method	NOUN
asir-22276	85	5	requires	require	VERB
asir-22276	85	6	the	the	DET
asir-22276	85	7	presence	presence	NOUN
asir-22276	85	8	of	of	ADP
asir-22276	85	9	correlation	correlation	NOUN
asir-22276	85	10	and	and	CCONJ
asir-22276	85	11	is	be	AUX
asir-22276	85	12	not	not	PART
asir-22276	85	13	recommended	recommend	VERB
asir-22276	85	14	when	when	SCONJ
asir-22276	85	15	the	the	DET
asir-22276	85	16	autocorrelation	autocorrelation	NOUN
asir-22276	85	17	coefficient	coefficient	NOUN
asir-22276	85	18	is	be	AUX
asir-22276	85	19	less	less	ADJ
asir-22276	85	20	than	than	ADP
asir-22276	85	21	0.5	0.5	NUM
asir-22276	85	22	.	.	PUNCT
asir-22276	86	1	finally	finally	ADV
asir-22276	86	2	,	,	PUNCT
asir-22276	86	3	the	the	DET
asir-22276	86	4	ar	ar	NOUN
asir-22276	86	5	function	function	NOUN
asir-22276	86	6	is	be	AUX
asir-22276	86	7	limited	limit	VERB
asir-22276	86	8	to	to	ADP
asir-22276	86	9	forecasting	forecast	VERB
asir-22276	86	10	phenomena	phenomenon	NOUN
asir-22276	86	11	that	that	PRON
asir-22276	86	12	are	be	AUX
asir-22276	86	13	linked	link	VERB
asir-22276	86	14	to	to	ADP
asir-22276	86	15	the	the	DET
asir-22276	86	16	time	time	NOUN
asir-22276	86	17	series	series	PROPN
asir-22276	86	18	'	'	PART
asir-22276	86	19	prior	prior	ADJ
asir-22276	86	20	period	period	NOUN
asir-22276	86	21	(	(	PUNCT
asir-22276	86	22	i.e.	i.e.	X
asir-22276	86	23	,	,	PUNCT
asir-22276	86	24	autocorrelation	autocorrelation	NOUN
asir-22276	86	25	of	of	ADP
asir-22276	86	26	the	the	DET
asir-22276	86	27	time	time	NOUN
asir-22276	86	28	series	series	PROPN
asir-22276	86	29	)	)	PUNCT
asir-22276	86	30	.	.	PUNCT
asir-22276	87	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-22276	87	2	applied	apply	VERB
asir-22276	87	3	science	science	NOUN
asir-22276	87	4	and	and	CCONJ
asir-22276	87	5	innovative	innovative	ADJ
asir-22276	87	6	research	research	NOUN
asir-22276	87	7	vol	vol	NOUN
asir-22276	87	8	.	.	PUNCT
asir-22276	88	1	7	7	NUM
asir-22276	88	2	,	,	PUNCT
asir-22276	88	3	no	no	INTJ
asir-22276	88	4	.	.	NOUN
asir-22276	88	5	2	2	NUM
asir-22276	88	6	,	,	PUNCT
asir-22276	88	7	2023	2023	NUM
asir-22276	88	8	131	131	NUM
asir-22276	88	9	published	publish	VERB
asir-22276	88	10	by	by	ADP
asir-22276	88	11	scholink	scholink	PROPN
asir-22276	88	12	inc	inc	PROPN
asir-22276	88	13	.	.	PROPN
asir-22276	88	14	3.2	3.2	NUM
asir-22276	88	15	ma	ma	PROPN
asir-22276	88	16	model	model	NOUN
asir-22276	88	17	the	the	DET
asir-22276	88	18	sliding	slide	VERB
asir-22276	88	19	average	average	ADJ
asir-22276	88	20	model	model	NOUN
asir-22276	88	21	is	be	AUX
asir-22276	88	22	a	a	DET
asir-22276	88	23	crucial	crucial	ADJ
asir-22276	88	24	element	element	NOUN
asir-22276	88	25	of	of	ADP
asir-22276	88	26	the	the	DET
asir-22276	88	27	autoregressive	autoregressive	ADJ
asir-22276	88	28	model	model	NOUN
asir-22276	88	29	,	,	PUNCT
asir-22276	88	30	which	which	PRON
asir-22276	88	31	emphasizes	emphasize	VERB
asir-22276	88	32	the	the	DET
asir-22276	88	33	accumulation	accumulation	NOUN
asir-22276	88	34	of	of	ADP
asir-22276	88	35	error	error	NOUN
asir-22276	88	36	terms	term	NOUN
asir-22276	88	37	.	.	PUNCT
asir-22276	89	1	when	when	SCONJ
asir-22276	89	2	the	the	DET
asir-22276	89	3	random	random	ADJ
asir-22276	89	4	disturbance	disturbance	NOUN
asir-22276	89	5	term	term	NOUN
asir-22276	89	6	(	(	PUNCT
asir-22276	89	7	ut	ut	PROPN
asir-22276	89	8	)	)	PUNCT
asir-22276	89	9	in	in	ADP
asir-22276	89	10	the	the	DET
asir-22276	89	11	model	model	NOUN
asir-22276	89	12	deviates	deviate	VERB
asir-22276	89	13	from	from	ADP
asir-22276	89	14	a	a	DET
asir-22276	89	15	white	white	ADJ
asir-22276	89	16	noise	noise	NOUN
asir-22276	89	17	process	process	NOUN
asir-22276	89	18	,	,	PUNCT
asir-22276	89	19	the	the	DET
asir-22276	89	20	resulting	result	VERB
asir-22276	89	21	series	series	NOUN
asir-22276	89	22	(	(	PUNCT
asir-22276	89	23	y	y	NOUN
asir-22276	89	24	)	)	PUNCT
asir-22276	89	25	is	be	AUX
asir-22276	89	26	typically	typically	ADV
asir-22276	89	27	considered	consider	VERB
asir-22276	89	28	a	a	DET
asir-22276	89	29	moving	move	VERB
asir-22276	89	30	average	average	NOUN
asir-22276	89	31	of	of	ADP
asir-22276	89	32	order	order	NOUN
asir-22276	89	33	q.	q.	NOUN
asir-22276	89	34	(	(	PUNCT
asir-22276	89	35	4	4	X
asir-22276	89	36	)	)	PUNCT
asir-22276	89	37	the	the	DET
asir-22276	89	38	white	white	ADJ
asir-22276	89	39	noise	noise	NOUN
asir-22276	89	40	sequence	sequence	NOUN
asir-22276	89	41	represents	represent	VERB
asir-22276	89	42	a	a	DET
asir-22276	89	43	random	random	ADJ
asir-22276	89	44	process	process	NOUN
asir-22276	89	45	with	with	ADP
asir-22276	89	46	uncorrelated	uncorrelated	ADJ
asir-22276	89	47	values	value	NOUN
asir-22276	89	48	.	.	PUNCT
asir-22276	90	1	the	the	DET
asir-22276	90	2	moving	move	VERB
asir-22276	90	3	average	average	ADJ
asir-22276	90	4	(	(	PUNCT
asir-22276	90	5	ma	ma	PROPN
asir-22276	90	6	)	)	PUNCT
asir-22276	90	7	model	model	NOUN
asir-22276	90	8	is	be	AUX
asir-22276	90	9	obtained	obtain	VERB
asir-22276	90	10	when	when	SCONJ
asir-22276	90	11	the	the	DET
asir-22276	90	12	current	current	ADJ
asir-22276	90	13	values	value	NOUN
asir-22276	90	14	of	of	ADP
asir-22276	90	15	a	a	DET
asir-22276	90	16	time	time	NOUN
asir-22276	90	17	series	series	NOUN
asir-22276	90	18	are	be	AUX
asir-22276	90	19	determined	determine	VERB
asir-22276	90	20	solely	solely	ADV
asir-22276	90	21	by	by	ADP
asir-22276	90	22	a	a	DET
asir-22276	90	23	linear	linear	ADJ
asir-22276	90	24	combination	combination	NOUN
asir-22276	90	25	of	of	ADP
asir-22276	90	26	past	past	ADJ
asir-22276	90	27	white	white	ADJ
asir-22276	90	28	noise	noise	NOUN
asir-22276	90	29	values	value	NOUN
asir-22276	90	30	,	,	PUNCT
asir-22276	90	31	with	with	ADP
asir-22276	90	32	no	no	DET
asir-22276	90	33	correlation	correlation	NOUN
asir-22276	90	34	between	between	ADP
asir-22276	90	35	present	present	ADJ
asir-22276	90	36	and	and	CCONJ
asir-22276	90	37	past	past	ADJ
asir-22276	90	38	observations	observation	NOUN
asir-22276	90	39	.	.	PUNCT
asir-22276	91	1	in	in	ADP
asir-22276	91	2	contrast	contrast	NOUN
asir-22276	91	3	,	,	PUNCT
asir-22276	91	4	the	the	DET
asir-22276	91	5	autoregressive	autoregressive	ADJ
asir-22276	91	6	(	(	PUNCT
asir-22276	91	7	ar	ar	NOUN
asir-22276	91	8	)	)	PUNCT
asir-22276	91	9	model	model	NOUN
asir-22276	91	10	captures	capture	VERB
asir-22276	91	11	the	the	DET
asir-22276	91	12	impact	impact	NOUN
asir-22276	91	13	of	of	ADP
asir-22276	91	14	past	past	ADJ
asir-22276	91	15	white	white	ADJ
asir-22276	91	16	noise	noise	NOUN
asir-22276	91	17	on	on	ADP
asir-22276	91	18	present	present	ADJ
asir-22276	91	19	forecast	forecast	NOUN
asir-22276	91	20	values	value	NOUN
asir-22276	91	21	indirectly	indirectly	ADV
asir-22276	91	22	,	,	PUNCT
asir-22276	91	23	by	by	ADP
asir-22276	91	24	affecting	affect	VERB
asir-22276	91	25	the	the	DET
asir-22276	91	26	series	series	NOUN
asir-22276	91	27	values	value	NOUN
asir-22276	91	28	over	over	ADP
asir-22276	91	29	time	time	NOUN
asir-22276	91	30	.	.	PUNCT
asir-22276	92	1	the	the	DET
asir-22276	92	2	equation	equation	NOUN
asir-22276	92	3	for	for	ADP
asir-22276	92	4	the	the	DET
asir-22276	92	5	ma	ma	PROPN
asir-22276	92	6	model	model	NOUN
asir-22276	92	7	is	be	AUX
asir-22276	92	8	specified	specify	VERB
asir-22276	92	9	as	as	SCONJ
asir-22276	92	10	follows	follow	VERB
asir-22276	92	11	:	:	PUNCT
asir-22276	92	12	(	(	PUNCT
asir-22276	92	13	5	5	X
asir-22276	92	14	)	)	PUNCT
asir-22276	92	15	using	use	VERB
asir-22276	92	16	a	a	DET
asir-22276	92	17	moving	move	VERB
asir-22276	92	18	average	average	NOUN
asir-22276	92	19	for	for	ADP
asir-22276	92	20	forecasting	forecasting	NOUN
asir-22276	92	21	can	can	AUX
asir-22276	92	22	effectively	effectively	ADV
asir-22276	92	23	eliminate	eliminate	VERB
asir-22276	92	24	random	random	ADJ
asir-22276	92	25	fluctuations	fluctuation	NOUN
asir-22276	92	26	in	in	ADP
asir-22276	92	27	the	the	DET
asir-22276	92	28	time	time	NOUN
asir-22276	92	29	series	series	PROPN
asir-22276	92	30	(	(	PUNCT
asir-22276	92	31	slutzky	slutzky	PROPN
asir-22276	92	32	,	,	PUNCT
asir-22276	92	33	1937	1937	NUM
asir-22276	92	34	)	)	PUNCT
asir-22276	92	35	.	.	PUNCT
asir-22276	93	1	3.3	3.3	NUM
asir-22276	93	2	arma	arma	NOUN
asir-22276	93	3	model	model	VERB
asir-22276	93	4	the	the	DET
asir-22276	93	5	combination	combination	NOUN
asir-22276	93	6	of	of	ADP
asir-22276	93	7	autoregressive	autoregressive	ADJ
asir-22276	93	8	model	model	NOUN
asir-22276	93	9	of	of	ADP
asir-22276	93	10	order	order	NOUN
asir-22276	93	11	p	p	NOUN
asir-22276	93	12	(	(	PUNCT
asir-22276	93	13	ar(p	ar(p	NOUN
asir-22276	93	14	)	)	PUNCT
asir-22276	93	15	)	)	PUNCT
asir-22276	94	1	and	and	CCONJ
asir-22276	94	2	moving	move	VERB
asir-22276	94	3	average	average	ADJ
asir-22276	94	4	model	model	NOUN
asir-22276	94	5	of	of	ADP
asir-22276	94	6	order	order	NOUN
asir-22276	94	7	q	q	X
asir-22276	94	8	(	(	PUNCT
asir-22276	94	9	ma(q	ma(q	NOUN
asir-22276	94	10	)	)	PUNCT
asir-22276	94	11	)	)	PUNCT
asir-22276	94	12	results	result	NOUN
asir-22276	94	13	in	in	ADP
asir-22276	94	14	the	the	DET
asir-22276	94	15	autoregressive	autoregressive	ADJ
asir-22276	94	16	moving	move	VERB
asir-22276	94	17	average	average	ADJ
asir-22276	94	18	model	model	NOUN
asir-22276	94	19	(	(	PUNCT
asir-22276	94	20	arma	arma	PROPN
asir-22276	94	21	(	(	PUNCT
asir-22276	94	22	p	p	X
asir-22276	94	23	,	,	PUNCT
asir-22276	94	24	q	q	NOUN
asir-22276	94	25	)	)	PUNCT
asir-22276	94	26	)	)	PUNCT
asir-22276	95	1	(	(	PUNCT
asir-22276	95	2	naher	naher	ADV
asir-22276	95	3	et	et	PROPN
asir-22276	95	4	al	al	PROPN
asir-22276	95	5	.	.	PROPN
asir-22276	95	6	,	,	PUNCT
asir-22276	95	7	2022	2022	NUM
asir-22276	95	8	)	)	PUNCT
asir-22276	95	9	.	.	PUNCT
asir-22276	96	1	(	(	PUNCT
asir-22276	96	2	6	6	NUM
asir-22276	96	3	)	)	PUNCT
asir-22276	96	4	3.4	3.4	NUM
asir-22276	96	5	arima	arima	PROPN
asir-22276	96	6	model	model	NOUN
asir-22276	96	7	the	the	DET
asir-22276	96	8	arima	arima	PROPN
asir-22276	96	9	model	model	NOUN
asir-22276	96	10	incorporates	incorporate	VERB
asir-22276	96	11	both	both	DET
asir-22276	96	12	the	the	DET
asir-22276	96	13	ar	ar	PROPN
asir-22276	96	14	and	and	CCONJ
asir-22276	96	15	ma	ma	PROPN
asir-22276	96	16	models	model	NOUN
asir-22276	96	17	,	,	PUNCT
asir-22276	96	18	in	in	ADP
asir-22276	96	19	addition	addition	NOUN
asir-22276	96	20	to	to	ADP
asir-22276	96	21	the	the	DET
asir-22276	96	22	differencing	difference	VERB
asir-22276	96	23	method	method	NOUN
asir-22276	96	24	(	(	PUNCT
asir-22276	96	25	denoted	denote	VERB
asir-22276	96	26	by	by	ADP
asir-22276	96	27	“	"	PUNCT
asir-22276	96	28	d	d	NOUN
asir-22276	96	29	”	"	PUNCT
asir-22276	96	30	)	)	PUNCT
asir-22276	96	31	to	to	PART
asir-22276	96	32	ensure	ensure	VERB
asir-22276	96	33	data	datum	NOUN
asir-22276	96	34	stationarity	stationarity	NOUN
asir-22276	96	35	.	.	PUNCT
asir-22276	97	1	the	the	DET
asir-22276	97	2	resulting	result	VERB
asir-22276	97	3	model	model	NOUN
asir-22276	97	4	is	be	AUX
asir-22276	97	5	denoted	denote	VERB
asir-22276	97	6	as	as	ADP
asir-22276	97	7	arima	arima	PROPN
asir-22276	97	8	(	(	PUNCT
asir-22276	97	9	p	p	X
asir-22276	97	10	,	,	PUNCT
asir-22276	97	11	d	d	NOUN
asir-22276	97	12	,	,	PUNCT
asir-22276	97	13	q	q	NOUN
asir-22276	97	14	)	)	PUNCT
asir-22276	97	15	,	,	PUNCT
asir-22276	97	16	where	where	SCONJ
asir-22276	97	17	“	"	PUNCT
asir-22276	97	18	p	p	X
asir-22276	97	19	”	"	PUNCT
asir-22276	97	20	and	and	CCONJ
asir-22276	97	21	“	"	PUNCT
asir-22276	97	22	q	q	X
asir-22276	97	23	”	"	PUNCT
asir-22276	97	24	represent	represent	VERB
asir-22276	97	25	the	the	DET
asir-22276	97	26	orders	order	NOUN
asir-22276	97	27	of	of	ADP
asir-22276	97	28	the	the	DET
asir-22276	97	29	ar	ar	PROPN
asir-22276	97	30	and	and	CCONJ
asir-22276	97	31	ma	ma	PROPN
asir-22276	97	32	models	model	NOUN
asir-22276	97	33	,	,	PUNCT
asir-22276	97	34	respectively	respectively	ADV
asir-22276	97	35	.	.	PUNCT
asir-22276	98	1	by	by	ADP
asir-22276	98	2	combining	combine	VERB
asir-22276	98	3	these	these	DET
asir-22276	98	4	components	component	NOUN
asir-22276	98	5	,	,	PUNCT
asir-22276	98	6	a	a	DET
asir-22276	98	7	differential	differential	ADJ
asir-22276	98	8	autoregressive	autoregressive	ADJ
asir-22276	98	9	moving	move	VERB
asir-22276	98	10	average	average	ADJ
asir-22276	98	11	model	model	NOUN
asir-22276	98	12	is	be	AUX
asir-22276	98	13	constructed	construct	VERB
asir-22276	98	14	for	for	ADP
asir-22276	98	15	predicting	predict	VERB
asir-22276	98	16	future	future	ADJ
asir-22276	98	17	values	value	NOUN
asir-22276	98	18	of	of	ADP
asir-22276	98	19	a	a	DET
asir-22276	98	20	time	time	NOUN
asir-22276	98	21	series	series	NOUN
asir-22276	98	22	.	.	PUNCT
asir-22276	99	1	this	this	DET
asir-22276	99	2	process	process	NOUN
asir-22276	99	3	involves	involve	VERB
asir-22276	99	4	using	use	VERB
asir-22276	99	5	the	the	DET
asir-22276	99	6	differencing	difference	VERB
asir-22276	99	7	method	method	NOUN
asir-22276	99	8	to	to	PART
asir-22276	99	9	transform	transform	VERB
asir-22276	99	10	non	non	ADJ
asir-22276	99	11	-	-	ADJ
asir-22276	99	12	stationary	stationary	ADJ
asir-22276	99	13	data	datum	NOUN
asir-22276	99	14	into	into	ADP
asir-22276	99	15	a	a	DET
asir-22276	99	16	stationary	stationary	ADJ
asir-22276	99	17	form	form	NOUN
asir-22276	99	18	,	,	PUNCT
asir-22276	99	19	which	which	PRON
asir-22276	99	20	is	be	AUX
asir-22276	99	21	then	then	ADV
asir-22276	99	22	used	use	VERB
asir-22276	99	23	to	to	PART
asir-22276	99	24	estimate	estimate	VERB
asir-22276	99	25	the	the	DET
asir-22276	99	26	parameters	parameter	NOUN
asir-22276	99	27	of	of	ADP
asir-22276	99	28	the	the	DET
asir-22276	99	29	arma	arma	PROPN
asir-22276	99	30	model	model	NOUN
asir-22276	99	31	.	.	PUNCT
asir-22276	100	1	the	the	DET
asir-22276	100	2	resulting	result	VERB
asir-22276	100	3	arma	arma	NOUN
asir-22276	100	4	model	model	NOUN
asir-22276	100	5	can	can	AUX
asir-22276	100	6	be	be	AUX
asir-22276	100	7	utilized	utilize	VERB
asir-22276	100	8	for	for	ADP
asir-22276	100	9	making	make	VERB
asir-22276	100	10	predictions	prediction	NOUN
asir-22276	100	11	about	about	ADP
asir-22276	100	12	future	future	ADJ
asir-22276	100	13	values	value	NOUN
asir-22276	100	14	of	of	ADP
asir-22276	100	15	the	the	DET
asir-22276	100	16	time	time	NOUN
asir-22276	100	17	series	series	NOUN
asir-22276	100	18	(	(	PUNCT
asir-22276	100	19	batool	batool	NOUN
asir-22276	100	20	&	&	CCONJ
asir-22276	100	21	tian	tian	PROPN
asir-22276	100	22	,	,	PUNCT
asir-22276	100	23	2021	2021	NUM
asir-22276	100	24	)	)	PUNCT
asir-22276	100	25	.	.	PUNCT
asir-22276	101	1	(	(	PUNCT
asir-22276	101	2	7	7	X
asir-22276	101	3	)	)	SYM
asir-22276	101	4	3.5	3.5	NUM
asir-22276	101	5	auto	auto	NOUN
asir-22276	101	6	arima	arima	NOUN
asir-22276	101	7	an	an	DET
asir-22276	101	8	algorithm	algorithm	NOUN
asir-22276	101	9	used	use	VERB
asir-22276	101	10	for	for	ADP
asir-22276	101	11	automatic	automatic	ADJ
asir-22276	101	12	selection	selection	NOUN
asir-22276	101	13	of	of	ADP
asir-22276	101	14	parameters	parameter	NOUN
asir-22276	101	15	for	for	ADP
asir-22276	101	16	an	an	DET
asir-22276	101	17	arima	arima	NOUN
asir-22276	101	18	model	model	NOUN
asir-22276	101	19	in	in	ADP
asir-22276	101	20	time	time	NOUN
asir-22276	101	21	series	series	PROPN
asir-22276	101	22	forecasting	forecasting	NOUN
asir-22276	101	23	.	.	PUNCT
asir-22276	102	1	it	it	PRON
asir-22276	102	2	is	be	AUX
asir-22276	102	3	a	a	DET
asir-22276	102	4	classical	classical	ADJ
asir-22276	102	5	time	time	NOUN
asir-22276	102	6	series	series	PROPN
asir-22276	102	7	model	model	PROPN
asir-22276	102	8	composed	compose	VERB
asir-22276	102	9	of	of	ADP
asir-22276	102	10	autoregressive	autoregressive	ADJ
asir-22276	102	11	(	(	PUNCT
asir-22276	102	12	ar	ar	NOUN
asir-22276	102	13	)	)	PUNCT
asir-22276	102	14	component	component	NOUN
asir-22276	102	15	,	,	PUNCT
asir-22276	102	16	integrated	integrate	VERB
asir-22276	102	17	(	(	PUNCT
asir-22276	102	18	i	i	NOUN
asir-22276	102	19	)	)	PUNCT
asir-22276	102	20	component	component	NOUN
asir-22276	102	21	,	,	PUNCT
asir-22276	102	22	and	and	CCONJ
asir-22276	102	23	moving	move	VERB
asir-22276	102	24	average	average	ADJ
asir-22276	102	25	(	(	PUNCT
asir-22276	102	26	ma	ma	PROPN
asir-22276	102	27	)	)	PUNCT
asir-22276	102	28	component	component	NOUN
asir-22276	102	29	.	.	PUNCT
asir-22276	103	1	the	the	DET
asir-22276	103	2	purpose	purpose	NOUN
asir-22276	103	3	of	of	ADP
asir-22276	103	4	auto	auto	NOUN
asir-22276	103	5	arima	arima	NOUN
asir-22276	103	6	is	be	AUX
asir-22276	103	7	to	to	PART
asir-22276	103	8	automatically	automatically	ADV
asir-22276	103	9	select	select	VERB
asir-22276	103	10	the	the	DET
asir-22276	103	11	optimal	optimal	ADJ
asir-22276	103	12	parameters	parameter	NOUN
asir-22276	103	13	for	for	ADP
asir-22276	103	14	the	the	DET
asir-22276	103	15	arima	arima	PROPN
asir-22276	103	16	model	model	NOUN
asir-22276	103	17	based	base	VERB
asir-22276	103	18	on	on	ADP
asir-22276	103	19	the	the	DET
asir-22276	103	20	input	input	NOUN
asir-22276	103	21	time	time	NOUN
asir-22276	103	22	series	series	PROPN
asir-22276	103	23	data	data	PROPN
asir-22276	103	24	,	,	PUNCT
asir-22276	103	25	enabling	enable	VERB
asir-22276	103	26	accurate	accurate	ADJ
asir-22276	103	27	time	time	NOUN
asir-22276	103	28	series	series	PROPN
asir-22276	103	29	forecasting	forecasting	NOUN
asir-22276	103	30	.	.	PUNCT
asir-22276	104	1	it	it	PRON
asir-22276	104	2	evaluates	evaluate	VERB
asir-22276	104	3	the	the	DET
asir-22276	104	4	performance	performance	NOUN
asir-22276	104	5	of	of	ADP
asir-22276	104	6	multiple	multiple	ADJ
asir-22276	104	7	candidate	candidate	NOUN
asir-22276	104	8	models	model	NOUN
asir-22276	104	9	and	and	CCONJ
asir-22276	104	10	chooses	choose	VERB
asir-22276	104	11	the	the	DET
asir-22276	104	12	model	model	NOUN
asir-22276	104	13	with	with	ADP
asir-22276	104	14	the	the	DET
asir-22276	104	15	minimum	minimum	ADJ
asir-22276	104	16	information	information	NOUN
asir-22276	104	17	criterion	criterion	NOUN
asir-22276	104	18	(	(	PUNCT
asir-22276	104	19	such	such	ADJ
asir-22276	104	20	as	as	ADP
asir-22276	104	21	aic	aic	PROPN
asir-22276	104	22	,	,	PUNCT
asir-22276	104	23	bic	bic	PROPN
asir-22276	104	24	)	)	PUNCT
asir-22276	104	25	or	or	CCONJ
asir-22276	104	26	minimum	minimum	ADJ
asir-22276	104	27	residual	residual	ADJ
asir-22276	104	28	sum	sum	NOUN
asir-22276	104	29	of	of	ADP
asir-22276	104	30	squares	square	NOUN
asir-22276	104	31	(	(	PUNCT
asir-22276	104	32	rss	rss	NOUN
asir-22276	104	33	)	)	PUNCT
asir-22276	104	34	as	as	ADP
asir-22276	104	35	the	the	DET
asir-22276	104	36	best	good	ADJ
asir-22276	104	37	model	model	NOUN
asir-22276	104	38	.	.	PUNCT
asir-22276	105	1	the	the	DET
asir-22276	105	2	specific	specific	ADJ
asir-22276	105	3	steps	step	NOUN
asir-22276	105	4	of	of	ADP
asir-22276	105	5	the	the	DET
asir-22276	105	6	auto	auto	NOUN
asir-22276	105	7	arima	arima	NOUN
asir-22276	105	8	algorithm	algorithm	NOUN
asir-22276	105	9	are	be	AUX
asir-22276	105	10	as	as	SCONJ
asir-22276	105	11	follows	follow	VERB
asir-22276	105	12	:	:	PUNCT
asir-22276	105	13	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-22276	105	14	applied	apply	VERB
asir-22276	105	15	science	science	NOUN
asir-22276	105	16	and	and	CCONJ
asir-22276	105	17	innovative	innovative	ADJ
asir-22276	105	18	research	research	NOUN
asir-22276	105	19	vol	vol	NOUN
asir-22276	105	20	.	.	PUNCT
asir-22276	106	1	7	7	NUM
asir-22276	106	2	,	,	PUNCT
asir-22276	106	3	no	no	INTJ
asir-22276	106	4	.	.	NOUN
asir-22276	106	5	2	2	NUM
asir-22276	106	6	,	,	PUNCT
asir-22276	106	7	2023	2023	NUM
asir-22276	106	8	132	132	NUM
asir-22276	106	9	published	publish	VERB
asir-22276	106	10	by	by	ADP
asir-22276	106	11	scholink	scholink	PROPN
asir-22276	106	12	inc	inc	PROPN
asir-22276	106	13	.	.	PROPN
asir-22276	106	14	for	for	ADP
asir-22276	106	15	a	a	DET
asir-22276	106	16	given	give	VERB
asir-22276	106	17	time	time	NOUN
asir-22276	106	18	series	series	PROPN
asir-22276	106	19	data	data	PROPN
asir-22276	106	20	,	,	PUNCT
asir-22276	106	21	it	it	PRON
asir-22276	106	22	first	first	ADV
asir-22276	106	23	applies	apply	VERB
asir-22276	106	24	differencing	difference	VERB
asir-22276	106	25	(	(	PUNCT
asir-22276	106	26	if	if	SCONJ
asir-22276	106	27	needed	need	VERB
asir-22276	106	28	)	)	PUNCT
asir-22276	106	29	to	to	PART
asir-22276	106	30	make	make	VERB
asir-22276	106	31	it	it	PRON
asir-22276	106	32	a	a	DET
asir-22276	106	33	stationary	stationary	ADJ
asir-22276	106	34	time	time	NOUN
asir-22276	106	35	series	series	NOUN
asir-22276	106	36	.	.	PUNCT
asir-22276	107	1	it	it	PRON
asir-22276	107	2	tries	try	VERB
asir-22276	107	3	different	different	ADJ
asir-22276	107	4	combinations	combination	NOUN
asir-22276	107	5	of	of	ADP
asir-22276	107	6	arima	arima	PROPN
asir-22276	107	7	model	model	NOUN
asir-22276	107	8	parameters	parameter	NOUN
asir-22276	107	9	and	and	CCONJ
asir-22276	107	10	selects	select	VERB
asir-22276	107	11	the	the	DET
asir-22276	107	12	best	good	ADJ
asir-22276	107	13	model	model	NOUN
asir-22276	107	14	based	base	VERB
asir-22276	107	15	on	on	ADP
asir-22276	107	16	model	model	NOUN
asir-22276	107	17	evaluation	evaluation	NOUN
asir-22276	107	18	criteria	criterion	NOUN
asir-22276	107	19	(	(	PUNCT
asir-22276	107	20	such	such	ADJ
asir-22276	107	21	as	as	ADP
asir-22276	107	22	aic	aic	PROPN
asir-22276	107	23	,	,	PUNCT
asir-22276	107	24	bic	bic	PROPN
asir-22276	107	25	,	,	PUNCT
asir-22276	107	26	or	or	CCONJ
asir-22276	107	27	rss	rss	NOUN
asir-22276	107	28	)	)	PUNCT
asir-22276	107	29	.	.	PUNCT
asir-22276	108	1	once	once	ADV
asir-22276	108	2	the	the	DET
asir-22276	108	3	best	good	ADJ
asir-22276	108	4	model	model	NOUN
asir-22276	108	5	is	be	AUX
asir-22276	108	6	determined	determine	VERB
asir-22276	108	7	,	,	PUNCT
asir-22276	108	8	the	the	DET
asir-22276	108	9	algorithm	algorithm	NOUN
asir-22276	108	10	trains	train	VERB
asir-22276	108	11	and	and	CCONJ
asir-22276	108	12	forecasts	forecast	NOUN
asir-22276	108	13	the	the	DET
asir-22276	108	14	time	time	NOUN
asir-22276	108	15	series	series	NOUN
asir-22276	108	16	based	base	VERB
asir-22276	108	17	on	on	ADP
asir-22276	108	18	the	the	DET
asir-22276	108	19	optimal	optimal	ADJ
asir-22276	108	20	model	model	NOUN
asir-22276	108	21	parameters	parameter	NOUN
asir-22276	108	22	.	.	PUNCT
asir-22276	109	1	auto	auto	NOUN
asir-22276	109	2	arima	arima	NOUN
asir-22276	109	3	does	do	AUX
asir-22276	109	4	not	not	PART
asir-22276	109	5	have	have	VERB
asir-22276	109	6	a	a	DET
asir-22276	109	7	specific	specific	ADJ
asir-22276	109	8	formula	formula	NOUN
asir-22276	109	9	but	but	CCONJ
asir-22276	109	10	rather	rather	ADV
asir-22276	109	11	involves	involve	VERB
asir-22276	109	12	evaluating	evaluate	VERB
asir-22276	109	13	and	and	CCONJ
asir-22276	109	14	selecting	select	VERB
asir-22276	109	15	models	model	NOUN
asir-22276	109	16	based	base	VERB
asir-22276	109	17	on	on	ADP
asir-22276	109	18	different	different	ADJ
asir-22276	109	19	parameter	parameter	NOUN
asir-22276	109	20	combinations	combination	NOUN
asir-22276	109	21	.	.	PUNCT
asir-22276	110	1	the	the	DET
asir-22276	110	2	selection	selection	NOUN
asir-22276	110	3	of	of	ADP
asir-22276	110	4	the	the	DET
asir-22276	110	5	best	good	ADJ
asir-22276	110	6	model	model	NOUN
asir-22276	110	7	is	be	AUX
asir-22276	110	8	typically	typically	ADV
asir-22276	110	9	based	base	VERB
asir-22276	110	10	on	on	ADP
asir-22276	110	11	minimizing	minimize	VERB
asir-22276	110	12	the	the	DET
asir-22276	110	13	values	value	NOUN
asir-22276	110	14	of	of	ADP
asir-22276	110	15	evaluation	evaluation	NOUN
asir-22276	110	16	criteria	criterion	NOUN
asir-22276	110	17	such	such	ADJ
asir-22276	110	18	as	as	ADP
asir-22276	110	19	aic	aic	PROPN
asir-22276	110	20	,	,	PUNCT
asir-22276	110	21	bic	bic	PROPN
asir-22276	110	22	,	,	PUNCT
asir-22276	110	23	or	or	CCONJ
asir-22276	110	24	rss	rss	NOUN
asir-22276	110	25	,	,	PUNCT
asir-22276	110	26	which	which	PRON
asir-22276	110	27	are	be	AUX
asir-22276	110	28	calculated	calculate	VERB
asir-22276	110	29	based	base	VERB
asir-22276	110	30	on	on	ADP
asir-22276	110	31	the	the	DET
asir-22276	110	32	model	model	NOUN
asir-22276	110	33	's	's	PART
asir-22276	110	34	goodness	goodness	NOUN
asir-22276	110	35	of	of	ADP
asir-22276	110	36	fit	fit	ADJ
asir-22276	110	37	and	and	CCONJ
asir-22276	110	38	complexity	complexity	NOUN
asir-22276	110	39	.	.	PUNCT
asir-22276	111	1	auto	auto	NOUN
asir-22276	111	2	arima	arima	PROPN
asir-22276	111	3	algorithm	algorithm	NOUN
asir-22276	111	4	simplifies	simplify	VERB
asir-22276	111	5	the	the	DET
asir-22276	111	6	process	process	NOUN
asir-22276	111	7	of	of	ADP
asir-22276	111	8	model	model	NOUN
asir-22276	111	9	selection	selection	NOUN
asir-22276	111	10	in	in	ADP
asir-22276	111	11	time	time	NOUN
asir-22276	111	12	series	series	NOUN
asir-22276	111	13	forecasting	forecasting	NOUN
asir-22276	111	14	by	by	ADP
asir-22276	111	15	automatically	automatically	ADV
asir-22276	111	16	choosing	choose	VERB
asir-22276	111	17	the	the	DET
asir-22276	111	18	optimal	optimal	ADJ
asir-22276	111	19	arima	arima	NOUN
asir-22276	111	20	model	model	NOUN
asir-22276	111	21	parameters	parameter	NOUN
asir-22276	111	22	and	and	CCONJ
asir-22276	111	23	provides	provide	VERB
asir-22276	111	24	accurate	accurate	ADJ
asir-22276	111	25	prediction	prediction	NOUN
asir-22276	111	26	results	result	NOUN
asir-22276	111	27	.	.	PUNCT
asir-22276	112	1	it	it	PRON
asir-22276	112	2	is	be	AUX
asir-22276	112	3	a	a	DET
asir-22276	112	4	convenient	convenient	ADJ
asir-22276	112	5	and	and	CCONJ
asir-22276	112	6	powerful	powerful	ADJ
asir-22276	112	7	tool	tool	NOUN
asir-22276	112	8	,	,	PUNCT
asir-22276	112	9	particularly	particularly	ADV
asir-22276	112	10	suitable	suitable	ADJ
asir-22276	112	11	for	for	ADP
asir-22276	112	12	cases	case	NOUN
asir-22276	112	13	where	where	SCONJ
asir-22276	112	14	there	there	PRON
asir-22276	112	15	is	be	VERB
asir-22276	112	16	no	no	DET
asir-22276	112	17	clear	clear	ADJ
asir-22276	112	18	basis	basis	NOUN
asir-22276	112	19	for	for	ADP
asir-22276	112	20	model	model	NOUN
asir-22276	112	21	selection	selection	NOUN
asir-22276	112	22	or	or	CCONJ
asir-22276	112	23	when	when	SCONJ
asir-22276	112	24	automated	automated	ADJ
asir-22276	112	25	model	model	NOUN
asir-22276	112	26	selection	selection	NOUN
asir-22276	112	27	is	be	AUX
asir-22276	112	28	needed	need	VERB
asir-22276	112	29	.	.	PUNCT
asir-22276	113	1	3.6	3.6	NUM
asir-22276	113	2	mase	mase	PROPN
asir-22276	113	3	mase	mase	PROPN
asir-22276	113	4	(	(	PUNCT
asir-22276	113	5	mean	mean	VERB
asir-22276	113	6	absolute	absolute	ADJ
asir-22276	113	7	scaled	scale	VERB
asir-22276	113	8	error	error	NOUN
asir-22276	113	9	)	)	PUNCT
asir-22276	113	10	is	be	AUX
asir-22276	113	11	a	a	DET
asir-22276	113	12	commonly	commonly	ADV
asir-22276	113	13	used	use	VERB
asir-22276	113	14	metric	metric	NOUN
asir-22276	113	15	for	for	ADP
asir-22276	113	16	evaluating	evaluate	VERB
asir-22276	113	17	the	the	DET
asir-22276	113	18	accuracy	accuracy	NOUN
asir-22276	113	19	of	of	ADP
asir-22276	113	20	predictions	prediction	NOUN
asir-22276	113	21	,	,	PUNCT
asir-22276	113	22	particularly	particularly	ADV
asir-22276	113	23	in	in	ADP
asir-22276	113	24	the	the	DET
asir-22276	113	25	context	context	NOUN
asir-22276	113	26	of	of	ADP
asir-22276	113	27	time	time	NOUN
asir-22276	113	28	series	series	PROPN
asir-22276	113	29	data	data	PROPN
asir-22276	113	30	.	.	PUNCT
asir-22276	114	1	its	its	PRON
asir-22276	114	2	purpose	purpose	NOUN
asir-22276	114	3	is	be	AUX
asir-22276	114	4	to	to	PART
asir-22276	114	5	measure	measure	VERB
asir-22276	114	6	the	the	DET
asir-22276	114	7	relative	relative	ADJ
asir-22276	114	8	magnitude	magnitude	NOUN
asir-22276	114	9	of	of	ADP
asir-22276	114	10	forecast	forecast	NOUN
asir-22276	114	11	errors	error	NOUN
asir-22276	114	12	compared	compare	VERB
asir-22276	114	13	to	to	ADP
asir-22276	114	14	a	a	DET
asir-22276	114	15	benchmark	benchmark	ADJ
asir-22276	114	16	forecast	forecast	NOUN
asir-22276	114	17	,	,	PUNCT
asir-22276	114	18	providing	provide	VERB
asir-22276	114	19	a	a	DET
asir-22276	114	20	means	mean	NOUN
asir-22276	114	21	to	to	PART
asir-22276	114	22	assess	assess	VERB
asir-22276	114	23	the	the	DET
asir-22276	114	24	relative	relative	ADJ
asir-22276	114	25	performance	performance	NOUN
asir-22276	114	26	of	of	ADP
asir-22276	114	27	forecasting	forecasting	NOUN
asir-22276	114	28	models	model	NOUN
asir-22276	114	29	(	(	PUNCT
asir-22276	114	30	bean	bean	NOUN
asir-22276	114	31	,	,	PUNCT
asir-22276	114	32	2023	2023	NUM
asir-22276	114	33	)	)	PUNCT
asir-22276	114	34	.	.	PUNCT
asir-22276	115	1	the	the	DET
asir-22276	115	2	formula	formula	NOUN
asir-22276	115	3	for	for	ADP
asir-22276	115	4	mase	mase	PROPN
asir-22276	115	5	is	be	AUX
asir-22276	115	6	as	as	SCONJ
asir-22276	115	7	follows	follow	VERB
asir-22276	115	8	:	:	PUNCT
asir-22276	115	9	(	(	PUNCT
asir-22276	115	10	8)	8)	NUM
asir-22276	115	11			NOUN
asir-22276	115	12	represents	represent	VERB
asir-22276	115	13	the	the	DET
asir-22276	115	14	actual	actual	ADJ
asir-22276	115	15	observed	observed	ADJ
asir-22276	115	16	values	value	NOUN
asir-22276	115	17	(	(	PUNCT
asir-22276	115	18	the	the	DET
asir-22276	115	19	ground	ground	NOUN
asir-22276	115	20	truth	truth	NOUN
asir-22276	115	21	time	time	NOUN
asir-22276	115	22	series	series	PROPN
asir-22276	115	23	)	)	PUNCT
asir-22276	115	24	.	.	PUNCT
asir-22276	116	1			NOUN
asir-22276	116	2	represents	represent	VERB
asir-22276	116	3	the	the	DET
asir-22276	116	4	forecasted	forecast	VERB
asir-22276	116	5	values	value	NOUN
asir-22276	116	6	.	.	PUNCT
asir-22276	117	1			NOUN
asir-22276	117	2	denotes	denote	NOUN
asir-22276	117	3	the	the	DET
asir-22276	117	4	absolute	absolute	ADJ
asir-22276	117	5	error	error	NOUN
asir-22276	117	6	between	between	ADP
asir-22276	117	7	the	the	DET
asir-22276	117	8	actual	actual	ADJ
asir-22276	117	9	observed	observed	ADJ
asir-22276	117	10	values	value	NOUN
asir-22276	117	11	and	and	CCONJ
asir-22276	117	12	the	the	DET
asir-22276	117	13	forecasted	forecast	VERB
asir-22276	117	14	values	value	NOUN
asir-22276	117	15	.	.	PUNCT
asir-22276	118	1			NOUN
asir-22276	118	2	represents	represent	VERB
asir-22276	118	3	the	the	DET
asir-22276	118	4	absolute	absolute	ADJ
asir-22276	118	5	error	error	NOUN
asir-22276	118	6	between	between	ADP
asir-22276	118	7	consecutive	consecutive	ADJ
asir-22276	118	8	actual	actual	ADJ
asir-22276	118	9	observed	observed	ADJ
asir-22276	118	10	values	value	NOUN
asir-22276	118	11	.	.	PUNCT
asir-22276	119	1			PROPN
asir-22276	120	1	n	n	X
asir-22276	120	2	is	be	AUX
asir-22276	120	3	the	the	DET
asir-22276	120	4	number	number	NOUN
asir-22276	120	5	of	of	ADP
asir-22276	120	6	data	datum	NOUN
asir-22276	120	7	points	point	NOUN
asir-22276	120	8	in	in	ADP
asir-22276	120	9	the	the	DET
asir-22276	120	10	time	time	NOUN
asir-22276	120	11	series	series	NOUN
asir-22276	120	12	.	.	PUNCT
asir-22276	121	1	a	a	DET
asir-22276	121	2	smaller	small	ADJ
asir-22276	121	3	value	value	NOUN
asir-22276	121	4	of	of	ADP
asir-22276	121	5	mase	mase	PROPN
asir-22276	121	6	indicates	indicate	VERB
asir-22276	121	7	a	a	DET
asir-22276	121	8	higher	high	ADJ
asir-22276	121	9	accuracy	accuracy	NOUN
asir-22276	121	10	of	of	ADP
asir-22276	121	11	the	the	DET
asir-22276	121	12	forecasting	forecasting	NOUN
asir-22276	121	13	model	model	NOUN
asir-22276	121	14	.	.	PUNCT
asir-22276	122	1	the	the	DET
asir-22276	122	2	key	key	ADJ
asir-22276	122	3	advantage	advantage	NOUN
asir-22276	122	4	of	of	ADP
asir-22276	122	5	mase	mase	PROPN
asir-22276	122	6	is	be	AUX
asir-22276	122	7	its	its	PRON
asir-22276	122	8	ability	ability	NOUN
asir-22276	122	9	to	to	PART
asir-22276	122	10	compare	compare	VERB
asir-22276	122	11	the	the	DET
asir-22276	122	12	predictive	predictive	ADJ
asir-22276	122	13	performance	performance	NOUN
asir-22276	122	14	of	of	ADP
asir-22276	122	15	different	different	ADJ
asir-22276	122	16	time	time	NOUN
asir-22276	122	17	series	series	NOUN
asir-22276	122	18	by	by	ADP
asir-22276	122	19	considering	consider	VERB
asir-22276	122	20	relative	relative	ADJ
asir-22276	122	21	errors	error	NOUN
asir-22276	122	22	,	,	PUNCT
asir-22276	122	23	thereby	thereby	ADV
asir-22276	122	24	mitigating	mitigate	VERB
asir-22276	122	25	the	the	DET
asir-22276	122	26	impact	impact	NOUN
asir-22276	122	27	of	of	ADP
asir-22276	122	28	data	datum	NOUN
asir-22276	122	29	scale	scale	NOUN
asir-22276	122	30	.	.	PUNCT
asir-22276	123	1	furthermore	furthermore	ADV
asir-22276	123	2	,	,	PUNCT
asir-22276	123	3	mase	mase	PROPN
asir-22276	123	4	facilitates	facilitate	VERB
asir-22276	123	5	comparisons	comparison	NOUN
asir-22276	123	6	and	and	CCONJ
asir-22276	123	7	interpretations	interpretation	NOUN
asir-22276	123	8	of	of	ADP
asir-22276	123	9	forecasting	forecasting	NOUN
asir-22276	123	10	results	result	NOUN
asir-22276	123	11	with	with	ADP
asir-22276	123	12	other	other	ADJ
asir-22276	123	13	time	time	NOUN
asir-22276	123	14	series	series	PROPN
asir-22276	123	15	forecasting	forecasting	NOUN
asir-22276	123	16	metrics	metric	NOUN
asir-22276	123	17	,	,	PUNCT
asir-22276	123	18	making	make	VERB
asir-22276	123	19	it	it	PRON
asir-22276	123	20	easier	easy	ADJ
asir-22276	123	21	to	to	PART
asir-22276	123	22	understand	understand	VERB
asir-22276	123	23	and	and	CCONJ
asir-22276	123	24	contrast	contrast	VERB
asir-22276	123	25	the	the	DET
asir-22276	123	26	outcomes	outcome	NOUN
asir-22276	123	27	of	of	ADP
asir-22276	123	28	different	different	ADJ
asir-22276	123	29	forecasting	forecasting	NOUN
asir-22276	123	30	models	model	NOUN
asir-22276	123	31	.	.	PUNCT
asir-22276	124	1	4	4	X
asir-22276	124	2	.	.	X
asir-22276	124	3	result	result	VERB
asir-22276	124	4	4.1	4.1	NUM
asir-22276	124	5	date	date	NOUN
asir-22276	124	6	set	set	VERB
asir-22276	124	7	a	a	DET
asir-22276	124	8	sales	sale	NOUN
asir-22276	124	9	dataset	dataset	VERB
asir-22276	124	10	from	from	ADP
asir-22276	124	11	a	a	DET
asir-22276	124	12	company	company	NOUN
asir-22276	124	13	includes	include	VERB
asir-22276	124	14	seven	seven	NUM
asir-22276	124	15	data	datum	NOUN
asir-22276	124	16	fields	field	NOUN
asir-22276	124	17	:	:	PUNCT
asir-22276	124	18	sale_time	sale_time	NUM
asir-22276	124	19	,	,	PUNCT
asir-22276	124	20	season	season	NOUN
asir-22276	124	21	,	,	PUNCT
asir-22276	124	22	payment	payment	NOUN
asir-22276	124	23	method	method	NOUN
asir-22276	124	24	,	,	PUNCT
asir-22276	124	25	satisfaction	satisfaction	NOUN
asir-22276	124	26	,	,	PUNCT
asir-22276	124	27	weather	weather	NOUN
asir-22276	124	28	,	,	PUNCT
asir-22276	124	29	discount	discount	NOUN
asir-22276	124	30	,	,	PUNCT
asir-22276	124	31	price	price	NOUN
asir-22276	124	32	and	and	CCONJ
asir-22276	124	33	quantity	quantity	NOUN
asir-22276	124	34	.	.	PUNCT
asir-22276	125	1	the	the	DET
asir-22276	125	2	dataset	dataset	NOUN
asir-22276	125	3	consists	consist	VERB
asir-22276	125	4	of	of	ADP
asir-22276	125	5	a	a	DET
asir-22276	125	6	total	total	NOUN
asir-22276	125	7	of	of	ADP
asir-22276	125	8	730	730	NUM
asir-22276	125	9	records	record	NOUN
asir-22276	125	10	,	,	PUNCT
asir-22276	125	11	and	and	CCONJ
asir-22276	125	12	700	700	NUM
asir-22276	125	13	of	of	ADP
asir-22276	125	14	the	the	DET
asir-22276	125	15	data	datum	NOUN
asir-22276	125	16	will	will	AUX
asir-22276	125	17	be	be	AUX
asir-22276	125	18	used	use	VERB
asir-22276	125	19	for	for	ADP
asir-22276	125	20	training	train	VERB
asir-22276	125	21	the	the	DET
asir-22276	125	22	algorithm	algorithm	NOUN
asir-22276	125	23	,	,	PUNCT
asir-22276	125	24	while	while	SCONJ
asir-22276	125	25	the	the	DET
asir-22276	125	26	remaining	remain	VERB
asir-22276	125	27	30	30	NUM
asir-22276	125	28	will	will	AUX
asir-22276	125	29	be	be	AUX
asir-22276	125	30	used	use	VERB
asir-22276	125	31	for	for	ADP
asir-22276	125	32	testing	testing	NOUN
asir-22276	125	33	.	.	PUNCT
asir-22276	126	1	the	the	DET
asir-22276	126	2	goal	goal	NOUN
asir-22276	126	3	is	be	AUX
asir-22276	126	4	to	to	PART
asir-22276	126	5	forecast	forecast	VERB
asir-22276	126	6	quantity	quantity	NOUN
asir-22276	126	7	,	,	PUNCT
asir-22276	126	8	which	which	PRON
asir-22276	126	9	is	be	AUX
asir-22276	126	10	the	the	DET
asir-22276	126	11	target	target	NOUN
asir-22276	126	12	field	field	NOUN
asir-22276	126	13	.	.	PUNCT
asir-22276	127	1	table	table	NOUN
asir-22276	127	2	1	1	NUM
asir-22276	127	3	provides	provide	VERB
asir-22276	127	4	a	a	DET
asir-22276	127	5	sample	sample	NOUN
asir-22276	127	6	of	of	ADP
asir-22276	127	7	the	the	DET
asir-22276	127	8	data	datum	NOUN
asir-22276	127	9	.	.	PUNCT
asir-22276	128	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-22276	128	2	applied	apply	VERB
asir-22276	128	3	science	science	NOUN
asir-22276	128	4	and	and	CCONJ
asir-22276	128	5	innovative	innovative	ADJ
asir-22276	128	6	research	research	NOUN
asir-22276	128	7	vol	vol	NOUN
asir-22276	128	8	.	.	PUNCT
asir-22276	129	1	7	7	NUM
asir-22276	129	2	,	,	PUNCT
asir-22276	129	3	no	no	INTJ
asir-22276	129	4	.	.	NOUN
asir-22276	129	5	2	2	NUM
asir-22276	129	6	,	,	PUNCT
asir-22276	129	7	2023	2023	NUM
asir-22276	129	8	133	133	NUM
asir-22276	129	9	published	publish	VERB
asir-22276	129	10	by	by	ADP
asir-22276	129	11	scholink	scholink	PROPN
asir-22276	129	12	inc	inc	PROPN
asir-22276	129	13	.	.	PROPN
asir-22276	129	14	table	table	PROPN
asir-22276	129	15	1	1	NUM
asir-22276	129	16	.	.	PUNCT
asir-22276	130	1	a	a	DET
asir-22276	130	2	sales	sale	NOUN
asir-22276	130	3	dataset	dataset	VERB
asir-22276	130	4	from	from	ADP
asir-22276	130	5	a	a	DET
asir-22276	130	6	company	company	NOUN
asir-22276	130	7	sale_time	sale_time	ADJ
asir-22276	130	8	season	season	NOUN
asir-22276	130	9	payment	payment	NOUN
asir-22276	130	10	method	method	NOUN
asir-22276	130	11	satisfaction	satisfaction	NOUN
asir-22276	130	12	weather	weather	NOUN
asir-22276	130	13	discount	discount	NOUN
asir-22276	130	14	price	price	NOUN
asir-22276	130	15	(	(	PUNCT
asir-22276	130	16	$	$	NOUN
asir-22276	130	17	)	)	PUNCT
asir-22276	130	18	quantity	quantity	NOUN
asir-22276	130	19	2021/1/1	2021/1/1	NUM
asir-22276	130	20	1	1	NUM
asir-22276	130	21	1	1	NUM
asir-22276	130	22	3	3	NUM
asir-22276	130	23	2	2	NUM
asir-22276	130	24	2	2	NUM
asir-22276	130	25	20.5	20.5	NUM
asir-22276	130	26	11	11	NUM
asir-22276	130	27	2021/1/2	2021/1/2	NUM
asir-22276	130	28	1	1	NUM
asir-22276	130	29	1	1	NUM
asir-22276	130	30	3	3	NUM
asir-22276	130	31	2	2	NUM
asir-22276	130	32	1	1	NUM
asir-22276	130	33	20.5	20.5	NUM
asir-22276	130	34	9	9	NUM
asir-22276	130	35	…	…	PUNCT
asir-22276	130	36	…	…	PUNCT
asir-22276	130	37	…	…	PUNCT
asir-22276	130	38	…	…	PUNCT
asir-22276	130	39	…	…	PUNCT
asir-22276	130	40	…	…	PUNCT
asir-22276	130	41	…	…	PUNCT
asir-22276	130	42	…	…	SYM
asir-22276	130	43	2022/12/31	2022/12/31	NUM
asir-22276	130	44	4	4	NUM
asir-22276	130	45	3	3	NUM
asir-22276	130	46	3	3	NUM
asir-22276	130	47	4	4	NUM
asir-22276	130	48	5	5	NUM
asir-22276	130	49	19	19	NUM
asir-22276	130	50	26	26	NUM
asir-22276	130	51	4.2	4.2	NUM
asir-22276	130	52	exploratory	exploratory	ADJ
asir-22276	130	53	analysis	analysis	NOUN
asir-22276	130	54	in	in	ADP
asir-22276	130	55	figure	figure	NOUN
asir-22276	130	56	1	1	NUM
asir-22276	130	57	,	,	PUNCT
asir-22276	130	58	the	the	DET
asir-22276	130	59	data	datum	NOUN
asir-22276	130	60	in	in	ADP
asir-22276	130	61	the	the	DET
asir-22276	130	62	data	data	NOUN
asir-22276	130	63	set	set	VERB
asir-22276	130	64	can	can	AUX
asir-22276	130	65	be	be	AUX
asir-22276	130	66	detected	detect	VERB
asir-22276	130	67	.	.	PUNCT
asir-22276	131	1	if	if	SCONJ
asir-22276	131	2	there	there	PRON
asir-22276	131	3	is	be	VERB
asir-22276	131	4	no	no	DET
asir-22276	131	5	breakpoint	breakpoint	NOUN
asir-22276	131	6	in	in	ADP
asir-22276	131	7	the	the	DET
asir-22276	131	8	graph	graph	NOUN
asir-22276	131	9	,	,	PUNCT
asir-22276	131	10	it	it	PRON
asir-22276	131	11	means	mean	VERB
asir-22276	131	12	that	that	SCONJ
asir-22276	131	13	the	the	DET
asir-22276	131	14	whole	whole	ADJ
asir-22276	131	15	data	data	NOUN
asir-22276	131	16	is	be	AUX
asir-22276	131	17	complete	complete	ADJ
asir-22276	131	18	and	and	CCONJ
asir-22276	131	19	there	there	PRON
asir-22276	131	20	are	be	VERB
asir-22276	131	21	no	no	DET
asir-22276	131	22	missing	miss	VERB
asir-22276	131	23	values	value	NOUN
asir-22276	131	24	.	.	PUNCT
asir-22276	132	1	if	if	SCONJ
asir-22276	132	2	there	there	PRON
asir-22276	132	3	is	be	VERB
asir-22276	132	4	a	a	DET
asir-22276	132	5	breakpoint	breakpoint	NOUN
asir-22276	132	6	,	,	PUNCT
asir-22276	132	7	you	you	PRON
asir-22276	132	8	need	need	VERB
asir-22276	132	9	to	to	PART
asir-22276	132	10	delete	delete	VERB
asir-22276	132	11	or	or	CCONJ
asir-22276	132	12	fill	fill	VERB
asir-22276	132	13	in	in	ADP
asir-22276	132	14	the	the	DET
asir-22276	132	15	data	datum	NOUN
asir-22276	132	16	of	of	ADP
asir-22276	132	17	the	the	DET
asir-22276	132	18	breakpoint	breakpoint	NOUN
asir-22276	132	19	.	.	PUNCT
asir-22276	133	1	figure	figure	NOUN
asir-22276	133	2	1	1	NUM
asir-22276	133	3	.	.	PUNCT
asir-22276	133	4	check	check	VERB
asir-22276	133	5	the	the	DET
asir-22276	133	6	integrity	integrity	NOUN
asir-22276	133	7	of	of	ADP
asir-22276	133	8	the	the	DET
asir-22276	133	9	data	datum	NOUN
asir-22276	133	10	through	through	ADP
asir-22276	133	11	the	the	DET
asir-22276	133	12	analysis	analysis	NOUN
asir-22276	133	13	of	of	ADP
asir-22276	133	14	figure	figure	NOUN
asir-22276	133	15	2	2	NUM
asir-22276	133	16	,	,	PUNCT
asir-22276	133	17	it	it	PRON
asir-22276	133	18	can	can	AUX
asir-22276	133	19	be	be	AUX
asir-22276	133	20	seen	see	VERB
asir-22276	133	21	that	that	SCONJ
asir-22276	133	22	the	the	DET
asir-22276	133	23	exogenous	exogenous	ADJ
asir-22276	133	24	variables	variable	NOUN
asir-22276	133	25	such	such	ADJ
asir-22276	133	26	as	as	ADP
asir-22276	133	27	season	season	NOUN
asir-22276	133	28	_	_	NOUN
asir-22276	133	29	2	2	NUM
asir-22276	133	30	,	,	PUNCT
asir-22276	133	31	payment	payment	NOUN
asir-22276	133	32	method	method	NOUN
asir-22276	133	33	_	_	NOUN
asir-22276	133	34	3	3	NUM
asir-22276	133	35	,	,	PUNCT
asir-22276	133	36	satisfaction	satisfaction	NOUN
asir-22276	133	37	_	_	NOUN
asir-22276	133	38	3	3	NUM
asir-22276	133	39	,	,	PUNCT
asir-22276	133	40	weather	weather	VERB
asir-22276	133	41	_	_	NOUN
asir-22276	133	42	3	3	NUM
asir-22276	133	43	and	and	CCONJ
asir-22276	133	44	discount	discount	VERB
asir-22276	133	45	_	_	PRON
asir-22276	133	46	3	3	NUM
asir-22276	133	47	have	have	VERB
asir-22276	133	48	no	no	DET
asir-22276	133	49	strong	strong	ADJ
asir-22276	133	50	correlation	correlation	NOUN
asir-22276	133	51	with	with	ADP
asir-22276	133	52	labels	label	NOUN
asir-22276	133	53	.	.	PUNCT
asir-22276	134	1	it	it	PRON
asir-22276	134	2	can	can	AUX
asir-22276	134	3	be	be	AUX
asir-22276	134	4	removed	remove	VERB
asir-22276	134	5	when	when	SCONJ
asir-22276	134	6	modeling	modeling	NOUN
asir-22276	134	7	.	.	PUNCT
asir-22276	135	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-22276	135	2	applied	apply	VERB
asir-22276	135	3	science	science	NOUN
asir-22276	135	4	and	and	CCONJ
asir-22276	135	5	innovative	innovative	ADJ
asir-22276	135	6	research	research	NOUN
asir-22276	135	7	vol	vol	NOUN
asir-22276	135	8	.	.	PUNCT
asir-22276	136	1	7	7	NUM
asir-22276	136	2	,	,	PUNCT
asir-22276	136	3	no	no	INTJ
asir-22276	136	4	.	.	NOUN
asir-22276	136	5	2	2	NUM
asir-22276	136	6	,	,	PUNCT
asir-22276	136	7	2023	2023	NUM
asir-22276	136	8	134	134	NUM
asir-22276	136	9	published	publish	VERB
asir-22276	136	10	by	by	ADP
asir-22276	136	11	scholink	scholink	PROPN
asir-22276	136	12	inc	inc	PROPN
asir-22276	136	13	.	.	PROPN
asir-22276	136	14	figure	figure	NOUN
asir-22276	136	15	2	2	NUM
asir-22276	136	16	.	.	PUNCT
asir-22276	136	17	correlation	correlation	NOUN
asir-22276	136	18	test	test	NOUN
asir-22276	136	19	between	between	ADP
asir-22276	136	20	features	feature	NOUN
asir-22276	136	21	and	and	CCONJ
asir-22276	136	22	labels	label	NOUN
asir-22276	136	23	4.3	4.3	NUM
asir-22276	136	24	compare	compare	NOUN
asir-22276	136	25	models	model	NOUN
asir-22276	136	26	4.3.1	4.3.1	NUM
asir-22276	136	27	univariate	univariate	ADJ
asir-22276	136	28	forecasting	forecasting	NOUN
asir-22276	136	29	without	without	ADP
asir-22276	136	30	exogenous	exogenous	ADJ
asir-22276	136	31	variables	variable	NOUN
asir-22276	136	32	the	the	DET
asir-22276	136	33	experimental	experimental	ADJ
asir-22276	136	34	steps	step	NOUN
asir-22276	136	35	first	first	ADV
asir-22276	136	36	remove	remove	VERB
asir-22276	136	37	all	all	DET
asir-22276	136	38	exogenous	exogenous	ADJ
asir-22276	136	39	variables	variable	NOUN
asir-22276	136	40	,	,	PUNCT
asir-22276	136	41	and	and	CCONJ
asir-22276	136	42	then	then	ADV
asir-22276	136	43	test	test	VERB
asir-22276	136	44	the	the	DET
asir-22276	136	45	performance	performance	NOUN
asir-22276	136	46	of	of	ADP
asir-22276	136	47	the	the	DET
asir-22276	136	48	algorithm	algorithm	NOUN
asir-22276	136	49	.	.	PUNCT
asir-22276	137	1	results	result	NOUN
asir-22276	137	2	it	it	PRON
asir-22276	137	3	can	can	AUX
asir-22276	137	4	be	be	AUX
asir-22276	137	5	seen	see	VERB
asir-22276	137	6	from	from	ADP
asir-22276	137	7	table	table	NOUN
asir-22276	137	8	2	2	NUM
asir-22276	137	9	that	that	SCONJ
asir-22276	137	10	the	the	DET
asir-22276	137	11	performance	performance	NOUN
asir-22276	137	12	of	of	ADP
asir-22276	137	13	dt_cds_dt	dt_cds_dt	PROPN
asir-22276	137	14	algorithm	algorithm	NOUN
asir-22276	137	15	is	be	AUX
asir-22276	137	16	the	the	DET
asir-22276	137	17	best	good	ADJ
asir-22276	137	18	,	,	PUNCT
asir-22276	137	19	and	and	CCONJ
asir-22276	137	20	mase	mase	PROPN
asir-22276	137	21	is	be	AUX
asir-22276	137	22	equal	equal	ADJ
asir-22276	137	23	to	to	ADP
asir-22276	137	24	1.1182	1.1182	NUM
asir-22276	137	25	,	,	PUNCT
asir-22276	137	26	which	which	PRON
asir-22276	137	27	is	be	AUX
asir-22276	137	28	greater	great	ADJ
asir-22276	137	29	than	than	ADP
asir-22276	137	30	1	1	NUM
asir-22276	137	31	.	.	PUNCT
asir-22276	137	32	table	table	NOUN
asir-22276	137	33	2	2	NUM
asir-22276	137	34	.	.	PUNCT
asir-22276	137	35	comparison	comparison	NOUN
asir-22276	137	36	of	of	ADP
asir-22276	137	37	algorithm	algorithm	NOUN
asir-22276	137	38	model	model	NOUN
asir-22276	137	39	results	result	NOUN
asir-22276	137	40	(	(	PUNCT
asir-22276	137	41	without	without	ADP
asir-22276	137	42	exogenous	exogenous	ADJ
asir-22276	137	43	variables	variable	NOUN
asir-22276	137	44	)	)	PUNCT
asir-22276	137	45	model	model	PROPN
asir-22276	137	46	mae	mae	PROPN
asir-22276	137	47	rmse	rmse	PROPN
asir-22276	137	48	mape	mape	PROPN
asir-22276	137	49	smape	smape	NOUN
asir-22276	137	50	mase	mase	PROPN
asir-22276	137	51	r2	r2	PROPN
asir-22276	137	52	dt_cds_dt	dt_cds_dt	PROPN
asir-22276	137	53	4.9779	4.9779	NUM
asir-22276	137	54	6.3052	6.3052	NUM
asir-22276	138	1	0.5500	0.5500	NUM
asir-22276	138	2	0.4118	0.4118	NUM
asir-22276	138	3	1.1182	1.1182	NUM
asir-22276	138	4	-0.8319	-0.8319	PUNCT
asir-22276	138	5	grand_means	grand_means	PROPN
asir-22276	138	6	6.3411	6.3411	NUM
asir-22276	138	7	7.3962	7.3962	NUM
asir-22276	138	8	0.7392	0.7392	NUM
asir-22276	138	9	0.4940	0.4940	NUM
asir-22276	138	10	1.4244	1.4244	NUM
asir-22276	138	11	-1.5244	-1.5244	NOUN
asir-22276	138	12	…	…	PUNCT
asir-22276	138	13	…	…	PUNCT
asir-22276	138	14	…	…	PUNCT
asir-22276	138	15	…	…	PUNCT
asir-22276	138	16	…	…	PUNCT
asir-22276	138	17	…	…	PUNCT
asir-22276	138	18	…	…	PUNCT
asir-22276	138	19	croston	croston	VERB
asir-22276	138	20	7.2890	7.2890	NUM
asir-22276	138	21	8.1572	8.1572	NUM
asir-22276	138	22	0.7331	0.7331	NUM
asir-22276	138	23	0.5649	0.5649	NUM
asir-22276	138	24	1.6376	1.6376	NUM
asir-22276	138	25	-2.1758	-2.1758	X
asir-22276	138	26	…	…	PUNCT
asir-22276	138	27	…	…	PUNCT
asir-22276	138	28	…	…	PUNCT
asir-22276	138	29	…	…	PUNCT
asir-22276	138	30	…	…	PUNCT
asir-22276	138	31	…	…	PUNCT
asir-22276	138	32	…	…	PUNCT
asir-22276	138	33	note	note	NOUN
asir-22276	138	34	.	.	PUNCT
asir-22276	139	1	dt_cds_dt	dt_cds_dt	NOUN
asir-22276	139	2	=	=	NOUN
asir-22276	139	3	decision	decision	NOUN
asir-22276	139	4	tree	tree	NOUN
asir-22276	139	5	w/	w/	PROPN
asir-22276	139	6	cond	cond	PROPN
asir-22276	139	7	.	.	PUNCT
asir-22276	140	1	deseasonalize	deseasonalize	PROPN
asir-22276	140	2	&	&	CCONJ
asir-22276	140	3	detrending	detrende	VERB
asir-22276	140	4	grand_means	grand_mean	NOUN
asir-22276	140	5	=	=	SYM
asir-22276	140	6	grand	grand	ADJ
asir-22276	140	7	means	mean	VERB
asir-22276	140	8	forecaster	forecaster	NOUN
asir-22276	140	9	it	it	PRON
asir-22276	140	10	can	can	AUX
asir-22276	140	11	be	be	AUX
asir-22276	140	12	seen	see	VERB
asir-22276	140	13	from	from	ADP
asir-22276	140	14	figure	figure	NOUN
asir-22276	140	15	3	3	NUM
asir-22276	140	16	that	that	SCONJ
asir-22276	140	17	the	the	DET
asir-22276	140	18	blue	blue	ADJ
asir-22276	140	19	line	line	NOUN
asir-22276	140	20	has	have	AUX
asir-22276	140	21	surpassed	surpass	VERB
asir-22276	140	22	the	the	DET
asir-22276	140	23	black	black	ADJ
asir-22276	140	24	line	line	NOUN
asir-22276	140	25	,	,	PUNCT
asir-22276	140	26	indicating	indicate	VERB
asir-22276	140	27	that	that	SCONJ
asir-22276	140	28	the	the	DET
asir-22276	140	29	prediction	prediction	NOUN
asir-22276	140	30	deviation	deviation	NOUN
asir-22276	140	31	is	be	AUX
asir-22276	140	32	relatively	relatively	ADV
asir-22276	140	33	large	large	ADJ
asir-22276	140	34	.	.	PUNCT
asir-22276	141	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-22276	141	2	applied	apply	VERB
asir-22276	141	3	science	science	NOUN
asir-22276	141	4	and	and	CCONJ
asir-22276	141	5	innovative	innovative	ADJ
asir-22276	141	6	research	research	NOUN
asir-22276	141	7	vol	vol	NOUN
asir-22276	141	8	.	.	PUNCT
asir-22276	142	1	7	7	NUM
asir-22276	142	2	,	,	PUNCT
asir-22276	142	3	no	no	INTJ
asir-22276	142	4	.	.	NOUN
asir-22276	142	5	2	2	NUM
asir-22276	142	6	,	,	PUNCT
asir-22276	142	7	2023	2023	NUM
asir-22276	142	8	135	135	NUM
asir-22276	142	9	published	publish	VERB
asir-22276	142	10	by	by	ADP
asir-22276	142	11	scholink	scholink	PROPN
asir-22276	142	12	inc	inc	PROPN
asir-22276	142	13	.	.	PROPN
asir-22276	142	14	figure	figure	NOUN
asir-22276	142	15	3	3	NUM
asir-22276	142	16	.	.	NOUN
asir-22276	142	17	univariate	univariate	ADJ
asir-22276	142	18	forecast	forecast	NOUN
asir-22276	142	19	trend	trend	NOUN
asir-22276	142	20	4.3.2	4.3.2	NUM
asir-22276	142	21	univariate	univariate	ADJ
asir-22276	142	22	forecasting	forecasting	NOUN
asir-22276	142	23	with	with	ADP
asir-22276	142	24	exogenous	exogenous	ADJ
asir-22276	142	25	variables	variable	NOUN
asir-22276	142	26	this	this	DET
asir-22276	142	27	time	time	NOUN
asir-22276	142	28	,	,	PUNCT
asir-22276	142	29	all	all	DET
asir-22276	142	30	exogenous	exogenous	ADJ
asir-22276	142	31	variables	variable	NOUN
asir-22276	142	32	are	be	AUX
asir-22276	142	33	reserved	reserve	VERB
asir-22276	142	34	,	,	PUNCT
asir-22276	142	35	and	and	CCONJ
asir-22276	142	36	then	then	ADV
asir-22276	142	37	the	the	DET
asir-22276	142	38	performance	performance	NOUN
asir-22276	142	39	of	of	ADP
asir-22276	142	40	the	the	DET
asir-22276	142	41	algorithm	algorithm	NOUN
asir-22276	142	42	is	be	AUX
asir-22276	142	43	tested	test	VERB
asir-22276	142	44	.	.	PUNCT
asir-22276	143	1	results	result	NOUN
asir-22276	143	2	it	it	PRON
asir-22276	143	3	can	can	AUX
asir-22276	143	4	be	be	AUX
asir-22276	143	5	seen	see	VERB
asir-22276	143	6	from	from	ADP
asir-22276	143	7	table	table	NOUN
asir-22276	143	8	3	3	NUM
asir-22276	143	9	that	that	SCONJ
asir-22276	143	10	the	the	DET
asir-22276	143	11	label	label	NOUN
asir-22276	143	12	is	be	AUX
asir-22276	143	13	predicted	predict	VERB
asir-22276	143	14	after	after	SCONJ
asir-22276	143	15	all	all	DET
asir-22276	143	16	exogenous	exogenous	ADJ
asir-22276	143	17	variables	variable	NOUN
asir-22276	143	18	are	be	AUX
asir-22276	143	19	reserved	reserve	VERB
asir-22276	143	20	,	,	PUNCT
asir-22276	143	21	and	and	CCONJ
asir-22276	143	22	it	it	PRON
asir-22276	143	23	is	be	AUX
asir-22276	143	24	found	find	VERB
asir-22276	143	25	that	that	SCONJ
asir-22276	143	26	the	the	DET
asir-22276	143	27	performance	performance	NOUN
asir-22276	143	28	of	of	ADP
asir-22276	143	29	auto_arima	auto_arima	PROPN
asir-22276	143	30	algorithm	algorithm	NOUN
asir-22276	143	31	is	be	AUX
asir-22276	143	32	the	the	DET
asir-22276	143	33	best	good	ADJ
asir-22276	143	34	,	,	PUNCT
asir-22276	143	35	with	with	SCONJ
asir-22276	143	36	mase	mase	PROPN
asir-22276	143	37	equal	equal	ADJ
asir-22276	143	38	to	to	ADP
asir-22276	143	39	0.6231	0.6231	NUM
asir-22276	143	40	,	,	PUNCT
asir-22276	143	41	which	which	PRON
asir-22276	143	42	is	be	AUX
asir-22276	143	43	less	less	ADJ
asir-22276	143	44	than	than	ADP
asir-22276	143	45	1	1	NUM
asir-22276	143	46	.	.	NOUN
asir-22276	143	47	table	table	NOUN
asir-22276	143	48	3	3	NUM
asir-22276	143	49	.	.	PUNCT
asir-22276	143	50	comparison	comparison	NOUN
asir-22276	143	51	of	of	ADP
asir-22276	143	52	algorithm	algorithm	NOUN
asir-22276	143	53	model	model	NOUN
asir-22276	143	54	results	result	NOUN
asir-22276	143	55	(	(	PUNCT
asir-22276	143	56	with	with	ADP
asir-22276	143	57	exogenous	exogenous	ADJ
asir-22276	143	58	variables	variable	NOUN
asir-22276	143	59	)	)	PUNCT
asir-22276	143	60	model	model	PROPN
asir-22276	143	61	mae	mae	PROPN
asir-22276	143	62	rmse	rmse	PROPN
asir-22276	143	63	mape	mape	PROPN
asir-22276	143	64	smape	smape	NOUN
asir-22276	143	65	mase	mase	PROPN
asir-22276	143	66	r2	r2	PROPN
asir-22276	143	67	auto_arima	auto_arima	PROPN
asir-22276	143	68	3.0183	3.0183	NUM
asir-22276	143	69	3.5842	3.5842	NUM
asir-22276	143	70	0.3568	0.3568	NUM
asir-22276	143	71	0.2848	0.2848	NUM
asir-22276	143	72	0.6231	0.6231	NUM
asir-22276	143	73	0.4022	0.4022	NUM
asir-22276	143	74	arima	arima	NOUN
asir-22276	143	75	3.7170	3.7170	NUM
asir-22276	143	76	4.4749	4.4749	NUM
asir-22276	143	77	0.4675	0.4675	NUM
asir-22276	143	78	0.3501	0.3501	NUM
asir-22276	143	79	0.7779	0.7779	NUM
asir-22276	143	80	0.0353	0.0353	NUM
asir-22276	143	81	from	from	ADP
asir-22276	143	82	figure	figure	NOUN
asir-22276	143	83	4	4	NUM
asir-22276	143	84	,	,	PUNCT
asir-22276	143	85	we	we	PRON
asir-22276	143	86	can	can	AUX
asir-22276	143	87	see	see	VERB
asir-22276	143	88	that	that	SCONJ
asir-22276	143	89	the	the	DET
asir-22276	143	90	blue	blue	ADJ
asir-22276	143	91	line	line	NOUN
asir-22276	143	92	and	and	CCONJ
asir-22276	143	93	the	the	DET
asir-22276	143	94	black	black	ADJ
asir-22276	143	95	line	line	NOUN
asir-22276	143	96	are	be	AUX
asir-22276	143	97	basically	basically	ADV
asir-22276	143	98	consistent	consistent	ADJ
asir-22276	143	99	in	in	ADP
asir-22276	143	100	the	the	DET
asir-22276	143	101	same	same	ADJ
asir-22276	143	102	area	area	NOUN
asir-22276	143	103	,	,	PUNCT
asir-22276	143	104	which	which	PRON
asir-22276	143	105	shows	show	VERB
asir-22276	143	106	that	that	SCONJ
asir-22276	143	107	the	the	DET
asir-22276	143	108	prediction	prediction	NOUN
asir-22276	143	109	result	result	NOUN
asir-22276	143	110	is	be	AUX
asir-22276	143	111	more	more	ADV
asir-22276	143	112	accurate	accurate	ADJ
asir-22276	143	113	.	.	PUNCT
asir-22276	144	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-22276	144	2	applied	apply	VERB
asir-22276	144	3	science	science	NOUN
asir-22276	144	4	and	and	CCONJ
asir-22276	144	5	innovative	innovative	ADJ
asir-22276	144	6	research	research	NOUN
asir-22276	144	7	vol	vol	NOUN
asir-22276	144	8	.	.	PUNCT
asir-22276	145	1	7	7	NUM
asir-22276	145	2	,	,	PUNCT
asir-22276	145	3	no	no	INTJ
asir-22276	145	4	.	.	NOUN
asir-22276	145	5	2	2	NUM
asir-22276	145	6	,	,	PUNCT
asir-22276	145	7	2023	2023	NUM
asir-22276	145	8	136	136	NUM
asir-22276	145	9	published	publish	VERB
asir-22276	145	10	by	by	ADP
asir-22276	145	11	scholink	scholink	PROPN
asir-22276	145	12	inc	inc	PROPN
asir-22276	145	13	.	.	PROPN
asir-22276	145	14	figure	figure	NOUN
asir-22276	145	15	4	4	NUM
asir-22276	145	16	.	.	PUNCT
asir-22276	145	17	multi	multi	ADJ
asir-22276	145	18	-	-	ADJ
asir-22276	145	19	exogenous	exogenous	ADJ
asir-22276	145	20	variables	variable	NOUN
asir-22276	145	21	forecast	forecast	VERB
asir-22276	145	22	trend	trend	NOUN
asir-22276	145	23	4.4	4.4	NUM
asir-22276	145	24	make	make	VERB
asir-22276	145	25	future	future	ADJ
asir-22276	145	26	predictions	prediction	NOUN
asir-22276	145	27	for	for	ADP
asir-22276	145	28	the	the	DET
asir-22276	145	29	target	target	NOUN
asir-22276	145	30	variable	variable	NOUN
asir-22276	145	31	comparing	compare	VERB
asir-22276	145	32	the	the	DET
asir-22276	145	33	above	above	ADJ
asir-22276	145	34	two	two	NUM
asir-22276	145	35	situations	situation	NOUN
asir-22276	145	36	,	,	PUNCT
asir-22276	145	37	we	we	PRON
asir-22276	145	38	choose	choose	VERB
asir-22276	145	39	the	the	DET
asir-22276	145	40	method	method	NOUN
asir-22276	145	41	of	of	ADP
asir-22276	145	42	all	all	DET
asir-22276	145	43	exogenous	exogenous	ADJ
asir-22276	145	44	variables	variable	NOUN
asir-22276	145	45	to	to	PART
asir-22276	145	46	forecast	forecast	VERB
asir-22276	145	47	the	the	DET
asir-22276	145	48	sales	sale	NOUN
asir-22276	145	49	volume	volume	NOUN
asir-22276	145	50	of	of	ADP
asir-22276	145	51	goods	good	NOUN
asir-22276	145	52	,	,	PUNCT
asir-22276	145	53	and	and	CCONJ
asir-22276	145	54	forecast	forecast	VERB
asir-22276	145	55	the	the	DET
asir-22276	145	56	data	datum	NOUN
asir-22276	145	57	from	from	ADP
asir-22276	145	58	january	january	PROPN
asir-22276	145	59	1	1	NUM
asir-22276	145	60	,	,	PUNCT
asir-22276	145	61	2023	2023	NUM
asir-22276	145	62	to	to	ADP
asir-22276	145	63	january	january	PROPN
asir-22276	145	64	5	5	NUM
asir-22276	145	65	,	,	PUNCT
asir-22276	145	66	2023	2023	NUM
asir-22276	145	67	,	,	PUNCT
asir-22276	145	68	and	and	CCONJ
asir-22276	145	69	get	get	VERB
asir-22276	145	70	table	table	NOUN
asir-22276	145	71	4	4	NUM
asir-22276	145	72	.	.	PUNCT
asir-22276	145	73	table	table	NOUN
asir-22276	145	74	4	4	NUM
asir-22276	145	75	.	.	PUNCT
asir-22276	145	76	display	display	VERB
asir-22276	145	77	the	the	DET
asir-22276	145	78	sales	sale	NOUN
asir-22276	145	79	forecast	forecast	NOUN
asir-22276	145	80	results	result	NOUN
asir-22276	145	81	from	from	ADP
asir-22276	145	82	january	january	PROPN
asir-22276	145	83	1	1	NUM
asir-22276	145	84	,	,	PUNCT
asir-22276	145	85	2023	2023	NUM
asir-22276	145	86	to	to	ADP
asir-22276	145	87	january	january	PROPN
asir-22276	145	88	5	5	NUM
asir-22276	145	89	,	,	PUNCT
asir-22276	145	90	2023	2023	NUM
asir-22276	145	91	.	.	PUNCT
asir-22276	146	1	sale_time	sale_time	NUM
asir-22276	146	2	season	season	NOUN
asir-22276	146	3	payment	payment	NOUN
asir-22276	146	4	method	method	NOUN
asir-22276	146	5	satisfaction	satisfaction	NOUN
asir-22276	146	6	weather	weather	NOUN
asir-22276	146	7	discount	discount	NOUN
asir-22276	146	8	price	price	NOUN
asir-22276	146	9	(	(	PUNCT
asir-22276	146	10	$	$	NOUN
asir-22276	146	11	)	)	PUNCT
asir-22276	146	12	quantity	quantity	NOUN
asir-22276	147	1	2023/1/1	2023/1/1	NUM
asir-22276	147	2	1	1	NUM
asir-22276	147	3	2	2	NUM
asir-22276	147	4	3	3	NUM
asir-22276	147	5	2	2	NUM
asir-22276	147	6	2	2	NUM
asir-22276	147	7	24.5	24.5	NUM
asir-22276	147	8	13	13	NUM
asir-22276	147	9	2023/1/2	2023/1/2	NUM
asir-22276	147	10	1	1	NUM
asir-22276	147	11	1	1	NUM
asir-22276	147	12	3	3	NUM
asir-22276	147	13	2	2	NUM
asir-22276	147	14	1	1	NUM
asir-22276	147	15	24.5	24.5	NUM
asir-22276	147	16	12	12	NUM
asir-22276	147	17	2023/1/3	2023/1/3	NUM
asir-22276	147	18	1	1	NUM
asir-22276	147	19	2	2	NUM
asir-22276	147	20	4	4	NUM
asir-22276	147	21	3	3	NUM
asir-22276	147	22	4	4	NUM
asir-22276	147	23	24.5	24.5	NUM
asir-22276	147	24	10	10	NUM
asir-22276	147	25	2023/1/4	2023/1/4	NUM
asir-22276	147	26	1	1	NUM
asir-22276	147	27	2	2	NUM
asir-22276	147	28	4	4	NUM
asir-22276	147	29	4	4	NUM
asir-22276	147	30	2	2	NUM
asir-22276	147	31	24.5	24.5	NUM
asir-22276	147	32	9	9	NUM
asir-22276	147	33	2023/1/5	2023/1/5	NUM
asir-22276	147	34	1	1	NUM
asir-22276	147	35	1	1	NUM
asir-22276	147	36	3	3	NUM
asir-22276	147	37	3	3	NUM
asir-22276	147	38	2	2	NUM
asir-22276	147	39	24.5	24.5	NUM
asir-22276	147	40	14	14	NUM
asir-22276	147	41	figure	figure	NOUN
asir-22276	147	42	5	5	NUM
asir-22276	147	43	is	be	AUX
asir-22276	147	44	the	the	DET
asir-22276	147	45	predicted	predict	VERB
asir-22276	147	46	data	data	NOUN
asir-22276	147	47	trend	trend	NOUN
asir-22276	147	48	.	.	PUNCT
asir-22276	148	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-22276	148	2	applied	apply	VERB
asir-22276	148	3	science	science	NOUN
asir-22276	148	4	and	and	CCONJ
asir-22276	148	5	innovative	innovative	ADJ
asir-22276	148	6	research	research	NOUN
asir-22276	148	7	vol	vol	NOUN
asir-22276	148	8	.	.	PUNCT
asir-22276	149	1	7	7	NUM
asir-22276	149	2	,	,	PUNCT
asir-22276	149	3	no	no	INTJ
asir-22276	149	4	.	.	NOUN
asir-22276	149	5	2	2	NUM
asir-22276	149	6	,	,	PUNCT
asir-22276	149	7	2023	2023	NUM
asir-22276	149	8	137	137	NUM
asir-22276	149	9	published	publish	VERB
asir-22276	149	10	by	by	ADP
asir-22276	149	11	scholink	scholink	PROPN
asir-22276	149	12	inc	inc	PROPN
asir-22276	149	13	.	.	PROPN
asir-22276	149	14	13	13	NUM
asir-22276	149	15	12	12	NUM
asir-22276	149	16	10	10	NUM
asir-22276	149	17	9	9	NUM
asir-22276	149	18	14	14	NUM
asir-22276	149	19	0	0	NUM
asir-22276	149	20	2	2	NUM
asir-22276	149	21	4	4	NUM
asir-22276	149	22	6	6	NUM
asir-22276	149	23	8	8	NUM
asir-22276	149	24	10	10	NUM
asir-22276	149	25	12	12	NUM
asir-22276	149	26	14	14	NUM
asir-22276	149	27	16	16	NUM
asir-22276	149	28	1/1/23	1/1/23	NUM
asir-22276	149	29	1/2/23	1/2/23	NUM
asir-22276	149	30	1/3/23	1/3/23	NUM
asir-22276	149	31	1/4/23	1/4/23	NUM
asir-22276	149	32	1/5/23	1/5/23	NUM
asir-22276	149	33	quantity	quantity	NOUN
asir-22276	149	34	quantity	quantity	NOUN
asir-22276	149	35	figure	figure	NOUN
asir-22276	149	36	5	5	NUM
asir-22276	149	37	.	.	PUNCT
asir-22276	149	38	trend	trend	NOUN
asir-22276	149	39	chart	chart	NOUN
asir-22276	149	40	of	of	ADP
asir-22276	149	41	sales	sale	NOUN
asir-22276	149	42	forecast	forecast	NOUN
asir-22276	149	43	results	result	VERB
asir-22276	149	44	5	5	NUM
asir-22276	149	45	.	.	PUNCT
asir-22276	150	1	discussion	discussion	NOUN
asir-22276	150	2	single	single	ADJ
asir-22276	150	3	-	-	PUNCT
asir-22276	150	4	variable	variable	ADJ
asir-22276	150	5	and	and	CCONJ
asir-22276	150	6	multivariate	multivariate	NOUN
asir-22276	150	7	time	time	NOUN
asir-22276	150	8	series	series	PROPN
asir-22276	150	9	forecasting	forecasting	NOUN
asir-22276	150	10	methods	method	NOUN
asir-22276	150	11	have	have	VERB
asir-22276	150	12	their	their	PRON
asir-22276	150	13	own	own	ADJ
asir-22276	150	14	advantages	advantage	NOUN
asir-22276	150	15	in	in	ADP
asir-22276	150	16	commodity	commodity	NOUN
asir-22276	150	17	sales	sale	NOUN
asir-22276	150	18	forecasting	forecasting	NOUN
asir-22276	150	19	,	,	PUNCT
asir-22276	150	20	and	and	CCONJ
asir-22276	150	21	choose	choose	VERB
asir-22276	150	22	the	the	DET
asir-22276	150	23	appropriate	appropriate	ADJ
asir-22276	150	24	method	method	NOUN
asir-22276	150	25	according	accord	VERB
asir-22276	150	26	to	to	ADP
asir-22276	150	27	the	the	DET
asir-22276	150	28	specific	specific	ADJ
asir-22276	150	29	situation	situation	NOUN
asir-22276	150	30	.	.	PUNCT
asir-22276	151	1			VERB
asir-22276	151	2	univariate	univariate	ADJ
asir-22276	151	3	time	time	NOUN
asir-22276	151	4	series	series	PROPN
asir-22276	151	5	prediction	prediction	NOUN
asir-22276	151	6	;	;	PUNCT
asir-22276	151	7	applicability	applicability	NOUN
asir-22276	151	8	:	:	PUNCT
asir-22276	151	9	single	single	ADJ
asir-22276	151	10	-	-	PUNCT
asir-22276	151	11	variable	variable	ADJ
asir-22276	151	12	time	time	NOUN
asir-22276	151	13	series	series	PROPN
asir-22276	151	14	forecasting	forecasting	NOUN
asir-22276	151	15	is	be	AUX
asir-22276	151	16	applicable	applicable	ADJ
asir-22276	151	17	to	to	ADP
asir-22276	151	18	the	the	DET
asir-22276	151	19	situation	situation	NOUN
asir-22276	151	20	that	that	SCONJ
asir-22276	151	21	only	only	ADV
asir-22276	151	22	the	the	DET
asir-22276	151	23	historical	historical	ADJ
asir-22276	151	24	data	datum	NOUN
asir-22276	151	25	of	of	ADP
asir-22276	151	26	sales	sale	NOUN
asir-22276	151	27	volume	volume	NOUN
asir-22276	151	28	itself	itself	PRON
asir-22276	151	29	is	be	AUX
asir-22276	151	30	considered	consider	VERB
asir-22276	151	31	,	,	PUNCT
asir-22276	151	32	and	and	CCONJ
asir-22276	151	33	the	the	DET
asir-22276	151	34	influence	influence	NOUN
asir-22276	151	35	of	of	ADP
asir-22276	151	36	other	other	ADJ
asir-22276	151	37	related	related	ADJ
asir-22276	151	38	factors	factor	NOUN
asir-22276	151	39	or	or	CCONJ
asir-22276	151	40	external	external	ADJ
asir-22276	151	41	variables	variable	NOUN
asir-22276	151	42	on	on	ADP
asir-22276	151	43	sales	sale	NOUN
asir-22276	151	44	volume	volume	NOUN
asir-22276	151	45	is	be	AUX
asir-22276	151	46	not	not	PART
asir-22276	151	47	considered	consider	VERB
asir-22276	151	48	.	.	PUNCT
asir-22276	152	1	advantages	advantage	NOUN
asir-22276	152	2	:	:	PUNCT
asir-22276	152	3	the	the	DET
asir-22276	152	4	univariate	univariate	ADJ
asir-22276	152	5	time	time	NOUN
asir-22276	152	6	series	series	PROPN
asir-22276	152	7	model	model	NOUN
asir-22276	152	8	is	be	AUX
asir-22276	152	9	simple	simple	ADJ
asir-22276	152	10	and	and	CCONJ
asir-22276	152	11	easy	easy	ADJ
asir-22276	152	12	to	to	PART
asir-22276	152	13	implement	implement	VERB
asir-22276	152	14	,	,	PUNCT
asir-22276	152	15	without	without	ADP
asir-22276	152	16	additional	additional	ADJ
asir-22276	152	17	data	datum	NOUN
asir-22276	152	18	input	input	NOUN
asir-22276	152	19	or	or	CCONJ
asir-22276	152	20	feature	feature	NOUN
asir-22276	152	21	engineering	engineering	NOUN
asir-22276	152	22	.	.	PUNCT
asir-22276	153	1	usage	usage	NOUN
asir-22276	153	2	scenario	scenario	NOUN
asir-22276	153	3	:	:	PUNCT
asir-22276	153	4	when	when	SCONJ
asir-22276	153	5	the	the	DET
asir-22276	153	6	historical	historical	ADJ
asir-22276	153	7	data	datum	NOUN
asir-22276	153	8	of	of	ADP
asir-22276	153	9	commodity	commodity	NOUN
asir-22276	153	10	sales	sale	NOUN
asir-22276	153	11	have	have	VERB
asir-22276	153	12	certain	certain	ADJ
asir-22276	153	13	laws	law	NOUN
asir-22276	153	14	and	and	CCONJ
asir-22276	153	15	trends	trend	NOUN
asir-22276	153	16	,	,	PUNCT
asir-22276	153	17	and	and	CCONJ
asir-22276	153	18	external	external	ADJ
asir-22276	153	19	factors	factor	NOUN
asir-22276	153	20	have	have	VERB
asir-22276	153	21	little	little	ADJ
asir-22276	153	22	influence	influence	NOUN
asir-22276	153	23	on	on	ADP
asir-22276	153	24	sales	sale	NOUN
asir-22276	153	25	,	,	PUNCT
asir-22276	153	26	the	the	DET
asir-22276	153	27	single	single	ADJ
asir-22276	153	28	variable	variable	ADJ
asir-22276	153	29	time	time	NOUN
asir-22276	153	30	series	series	PROPN
asir-22276	153	31	model	model	NOUN
asir-22276	153	32	can	can	AUX
asir-22276	153	33	provide	provide	VERB
asir-22276	153	34	more	more	ADV
asir-22276	153	35	accurate	accurate	ADJ
asir-22276	153	36	prediction	prediction	NOUN
asir-22276	153	37	results	result	NOUN
asir-22276	153	38	.	.	PUNCT
asir-22276	154	1			ADJ
asir-22276	154	2	multivariable	multivariable	ADJ
asir-22276	154	3	time	time	PROPN
asir-22276	154	4	series	series	PROPN
asir-22276	154	5	prediction	prediction	PROPN
asir-22276	154	6	;	;	PUNCT
asir-22276	154	7	applicability	applicability	NOUN
asir-22276	154	8	:	:	PUNCT
asir-22276	154	9	multivariable	multivariable	ADJ
asir-22276	154	10	time	time	PROPN
asir-22276	154	11	series	series	PROPN
asir-22276	154	12	forecasting	forecasting	NOUN
asir-22276	154	13	is	be	AUX
asir-22276	154	14	suitable	suitable	ADJ
asir-22276	154	15	for	for	ADP
asir-22276	154	16	considering	consider	VERB
asir-22276	154	17	the	the	DET
asir-22276	154	18	influence	influence	NOUN
asir-22276	154	19	of	of	ADP
asir-22276	154	20	multiple	multiple	ADJ
asir-22276	154	21	related	relate	VERB
asir-22276	154	22	factors	factor	NOUN
asir-22276	154	23	or	or	CCONJ
asir-22276	154	24	external	external	ADJ
asir-22276	154	25	variables	variable	NOUN
asir-22276	154	26	on	on	ADP
asir-22276	154	27	sales	sale	NOUN
asir-22276	154	28	volume	volume	NOUN
asir-22276	154	29	,	,	PUNCT
asir-22276	154	30	such	such	ADJ
asir-22276	154	31	as	as	ADP
asir-22276	154	32	promotional	promotional	ADJ
asir-22276	154	33	activities	activity	NOUN
asir-22276	154	34	,	,	PUNCT
asir-22276	154	35	weather	weather	NOUN
asir-22276	154	36	,	,	PUNCT
asir-22276	154	37	competitor	competitor	NOUN
asir-22276	154	38	sales	sale	NOUN
asir-22276	154	39	data	datum	NOUN
asir-22276	154	40	,	,	PUNCT
asir-22276	154	41	etc	etc	X
asir-22276	154	42	.	.	X
asir-22276	154	43	advantages	advantage	NOUN
asir-22276	154	44	:	:	PUNCT
asir-22276	154	45	multivariable	multivariable	ADJ
asir-22276	154	46	time	time	PROPN
asir-22276	154	47	series	series	PROPN
asir-22276	154	48	model	model	PROPN
asir-22276	154	49	can	can	AUX
asir-22276	154	50	capture	capture	VERB
asir-22276	154	51	more	more	ADV
asir-22276	154	52	influencing	influence	VERB
asir-22276	154	53	factors	factor	NOUN
asir-22276	154	54	and	and	CCONJ
asir-22276	154	55	predict	predict	VERB
asir-22276	154	56	sales	sale	NOUN
asir-22276	154	57	more	more	ADV
asir-22276	154	58	accurately	accurately	ADV
asir-22276	154	59	.	.	PUNCT
asir-22276	155	1	it	it	PRON
asir-22276	155	2	can	can	AUX
asir-22276	155	3	use	use	VERB
asir-22276	155	4	the	the	DET
asir-22276	155	5	information	information	NOUN
asir-22276	155	6	of	of	ADP
asir-22276	155	7	external	external	ADJ
asir-22276	155	8	variables	variable	NOUN
asir-22276	155	9	to	to	PART
asir-22276	155	10	improve	improve	VERB
asir-22276	155	11	the	the	DET
asir-22276	155	12	prediction	prediction	NOUN
asir-22276	155	13	performance	performance	NOUN
asir-22276	155	14	.	.	PUNCT
asir-22276	156	1	usage	usage	NOUN
asir-22276	156	2	scenario	scenario	NOUN
asir-22276	156	3	:	:	PUNCT
asir-22276	156	4	when	when	SCONJ
asir-22276	156	5	the	the	DET
asir-22276	156	6	sales	sale	NOUN
asir-22276	156	7	volume	volume	NOUN
asir-22276	156	8	of	of	ADP
asir-22276	156	9	commodities	commodity	NOUN
asir-22276	156	10	is	be	AUX
asir-22276	156	11	affected	affect	VERB
asir-22276	156	12	by	by	ADP
asir-22276	156	13	many	many	ADJ
asir-22276	156	14	factors	factor	NOUN
asir-22276	156	15	,	,	PUNCT
asir-22276	156	16	which	which	PRON
asir-22276	156	17	can	can	AUX
asir-22276	156	18	be	be	AUX
asir-22276	156	19	used	use	VERB
asir-22276	156	20	as	as	ADP
asir-22276	156	21	additional	additional	ADJ
asir-22276	156	22	input	input	NOUN
asir-22276	156	23	data	datum	NOUN
asir-22276	156	24	,	,	PUNCT
asir-22276	156	25	the	the	DET
asir-22276	156	26	multivariate	multivariate	NOUN
asir-22276	156	27	time	time	NOUN
asir-22276	156	28	series	series	PROPN
asir-22276	156	29	model	model	NOUN
asir-22276	156	30	can	can	AUX
asir-22276	156	31	provide	provide	VERB
asir-22276	156	32	more	more	ADV
asir-22276	156	33	accurate	accurate	ADJ
asir-22276	156	34	sales	sale	NOUN
asir-22276	156	35	forecast	forecast	NOUN
asir-22276	156	36	results	result	NOUN
asir-22276	156	37	.	.	PUNCT
asir-22276	157	1	to	to	PART
asir-22276	157	2	sum	sum	VERB
asir-22276	157	3	up	up	ADP
asir-22276	157	4	,	,	PUNCT
asir-22276	157	5	univariate	univariate	ADJ
asir-22276	157	6	time	time	NOUN
asir-22276	157	7	series	series	PROPN
asir-22276	157	8	forecasting	forecasting	NOUN
asir-22276	157	9	is	be	AUX
asir-22276	157	10	suitable	suitable	ADJ
asir-22276	157	11	for	for	ADP
asir-22276	157	12	simple	simple	ADJ
asir-22276	157	13	sales	sale	NOUN
asir-22276	157	14	forecasting	forecasting	NOUN
asir-22276	157	15	scenarios	scenario	NOUN
asir-22276	157	16	,	,	PUNCT
asir-22276	157	17	while	while	SCONJ
asir-22276	157	18	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-22276	157	19	applied	apply	VERB
asir-22276	157	20	science	science	NOUN
asir-22276	157	21	and	and	CCONJ
asir-22276	157	22	innovative	innovative	ADJ
asir-22276	157	23	research	research	NOUN
asir-22276	157	24	vol	vol	NOUN
asir-22276	157	25	.	.	PUNCT
asir-22276	158	1	7	7	NUM
asir-22276	158	2	,	,	PUNCT
asir-22276	158	3	no	no	INTJ
asir-22276	158	4	.	.	NOUN
asir-22276	158	5	2	2	NUM
asir-22276	158	6	,	,	PUNCT
asir-22276	158	7	2023	2023	NUM
asir-22276	158	8	138	138	NUM
asir-22276	158	9	published	publish	VERB
asir-22276	158	10	by	by	ADP
asir-22276	158	11	scholink	scholink	PROPN
asir-22276	158	12	inc	inc	PROPN
asir-22276	158	13	.	.	PROPN
asir-22276	158	14	multivariate	multivariate	PROPN
asir-22276	158	15	time	time	PROPN
asir-22276	158	16	series	series	PROPN
asir-22276	158	17	forecasting	forecasting	NOUN
asir-22276	158	18	is	be	AUX
asir-22276	158	19	suitable	suitable	ADJ
asir-22276	158	20	for	for	ADP
asir-22276	158	21	complex	complex	ADJ
asir-22276	158	22	sales	sale	NOUN
asir-22276	158	23	forecasting	forecasting	NOUN
asir-22276	158	24	scenarios	scenario	NOUN
asir-22276	158	25	,	,	PUNCT
asir-22276	158	26	in	in	ADP
asir-22276	158	27	which	which	PRON
asir-22276	158	28	the	the	DET
asir-22276	158	29	influence	influence	NOUN
asir-22276	158	30	of	of	ADP
asir-22276	158	31	multiple	multiple	ADJ
asir-22276	158	32	related	related	ADJ
asir-22276	158	33	factors	factor	NOUN
asir-22276	158	34	is	be	AUX
asir-22276	158	35	considered	consider	VERB
asir-22276	158	36	.	.	PUNCT
asir-22276	159	1	choosing	choose	VERB
asir-22276	159	2	an	an	DET
asir-22276	159	3	appropriate	appropriate	ADJ
asir-22276	159	4	method	method	NOUN
asir-22276	159	5	needs	need	VERB
asir-22276	159	6	to	to	PART
asir-22276	159	7	consider	consider	VERB
asir-22276	159	8	factors	factor	NOUN
asir-22276	159	9	such	such	ADJ
asir-22276	159	10	as	as	ADP
asir-22276	159	11	data	datum	NOUN
asir-22276	159	12	availability	availability	NOUN
asir-22276	159	13	,	,	PUNCT
asir-22276	159	14	prediction	prediction	NOUN
asir-22276	159	15	accuracy	accuracy	NOUN
asir-22276	159	16	requirements	requirement	NOUN
asir-22276	159	17	and	and	CCONJ
asir-22276	159	18	interpretability	interpretability	NOUN
asir-22276	159	19	requirements	requirement	NOUN
asir-22276	159	20	.	.	PUNCT
asir-22276	160	1	references	reference	NOUN
asir-22276	160	2	batool	batool	PROPN
asir-22276	160	3	,	,	PUNCT
asir-22276	160	4	h.	h.	PROPN
asir-22276	160	5	,	,	PUNCT
asir-22276	160	6	&	&	CCONJ
asir-22276	160	7	tian	tian	PROPN
asir-22276	160	8	,	,	PUNCT
asir-22276	160	9	l.	l.	PROPN
asir-22276	160	10	(	(	PUNCT
asir-22276	160	11	2021	2021	NUM
asir-22276	160	12	)	)	PUNCT
asir-22276	160	13	.	.	PUNCT
asir-22276	161	1	correlation	correlation	NOUN
asir-22276	161	2	determination	determination	NOUN
asir-22276	161	3	between	between	ADP
asir-22276	161	4	covid-19	covid-19	PROPN
asir-22276	161	5	and	and	CCONJ
asir-22276	161	6	weather	weather	NOUN
asir-22276	161	7	parameters	parameter	NOUN
asir-22276	161	8	using	use	VERB
asir-22276	161	9	time	time	NOUN
asir-22276	161	10	series	series	PROPN
asir-22276	161	11	forecasting	forecasting	PROPN
asir-22276	161	12	:	:	PUNCT
asir-22276	161	13	a	a	DET
asir-22276	161	14	case	case	NOUN
asir-22276	161	15	study	study	NOUN
asir-22276	161	16	in	in	ADP
asir-22276	161	17	pakistan	pakistan	PROPN
asir-22276	161	18	.	.	PUNCT
asir-22276	162	1	mathematical	mathematical	ADJ
asir-22276	162	2	problems	problem	NOUN
asir-22276	162	3	in	in	ADP
asir-22276	162	4	engineering	engineering	NOUN
asir-22276	162	5	,	,	PUNCT
asir-22276	162	6	2021	2021	NUM
asir-22276	162	7	,	,	PUNCT
asir-22276	162	8	1	1	NUM
asir-22276	162	9	-	-	SYM
asir-22276	162	10	9	9	NUM
asir-22276	162	11	.	.	PUNCT
asir-22276	162	12	https://doi.org/10.1155/2021/9953283	https://doi.org/10.1155/2021/9953283	PROPN
asir-22276	162	13	bean	bean	PROPN
asir-22276	162	14	,	,	PUNCT
asir-22276	162	15	r.	r.	PROPN
asir-22276	162	16	(	(	PUNCT
asir-22276	162	17	2023	2023	NUM
asir-22276	162	18	)	)	PUNCT
asir-22276	162	19	.	.	PUNCT
asir-22276	163	1	forecasting	forecast	VERB
asir-22276	163	2	the	the	DET
asir-22276	163	3	monash	monash	PROPN
asir-22276	163	4	microgrid	microgrid	PROPN
asir-22276	163	5	for	for	ADP
asir-22276	163	6	the	the	DET
asir-22276	163	7	ieee	ieee	NOUN
asir-22276	163	8	-	-	PUNCT
asir-22276	163	9	cis	cis	NOUN
asir-22276	163	10	technical	technical	ADJ
asir-22276	163	11	challenge	challenge	NOUN
asir-22276	163	12	.	.	PUNCT
asir-22276	164	1	energies	energy	NOUN
asir-22276	164	2	,	,	PUNCT
asir-22276	164	3	16(3	16(3	NOUN
asir-22276	164	4	)	)	PUNCT
asir-22276	164	5	,	,	PUNCT
asir-22276	164	6	1050	1050	NUM
asir-22276	164	7	.	.	PUNCT
asir-22276	165	1	https://doi.org/10.3390/en16031050	https://doi.org/10.3390/en16031050	PROPN
asir-22276	166	1	bousqaoui	bousqaoui	PROPN
asir-22276	166	2	,	,	PUNCT
asir-22276	166	3	h.	h.	PROPN
asir-22276	166	4	,	,	PUNCT
asir-22276	166	5	slimani	slimani	PROPN
asir-22276	166	6	,	,	PUNCT
asir-22276	166	7	i.	i.	PROPN
asir-22276	166	8	,	,	PUNCT
asir-22276	166	9	&	&	CCONJ
asir-22276	166	10	achchab	achchab	PROPN
asir-22276	166	11	,	,	PUNCT
asir-22276	166	12	s.	s.	PROPN
asir-22276	166	13	(	(	PUNCT
asir-22276	166	14	2021	2021	NUM
asir-22276	166	15	)	)	PUNCT
asir-22276	166	16	.	.	PUNCT
asir-22276	167	1	comparative	comparative	ADJ
asir-22276	167	2	analysis	analysis	NOUN
asir-22276	167	3	of	of	ADP
asir-22276	167	4	short	short	ADJ
asir-22276	167	5	-	-	PUNCT
asir-22276	167	6	term	term	NOUN
asir-22276	167	7	demand	demand	NOUN
asir-22276	167	8	predicting	predict	VERB
asir-22276	167	9	models	model	NOUN
asir-22276	167	10	using	use	VERB
asir-22276	167	11	arima	arima	PROPN
asir-22276	167	12	and	and	CCONJ
asir-22276	167	13	deep	deep	ADJ
asir-22276	167	14	learning	learning	NOUN
asir-22276	167	15	.	.	PUNCT
asir-22276	168	1	international	international	ADJ
asir-22276	168	2	journal	journal	NOUN
asir-22276	168	3	of	of	ADP
asir-22276	168	4	electrical	electrical	ADJ
asir-22276	168	5	and	and	CCONJ
asir-22276	168	6	computer	computer	NOUN
asir-22276	168	7	engineering	engineering	NOUN
asir-22276	168	8	(	(	PUNCT
asir-22276	168	9	ijece	ijece	PROPN
asir-22276	168	10	)	)	PUNCT
asir-22276	168	11	,	,	PUNCT
asir-22276	168	12	11(4	11(4	NUM
asir-22276	168	13	)	)	PUNCT
asir-22276	168	14	,	,	PUNCT
asir-22276	168	15	3319	3319	NUM
asir-22276	168	16	.	.	PUNCT
asir-22276	169	1	https://doi.org/10.11591/ijece.v11i4.pp3319-3328	https://doi.org/10.11591/ijece.v11i4.pp3319-3328	PROPN
asir-22276	169	2	duan	duan	PROPN
asir-22276	169	3	,	,	PUNCT
asir-22276	169	4	d.	d.	PROPN
asir-22276	169	5	(	(	PUNCT
asir-22276	169	6	2020	2020	NUM
asir-22276	169	7	)	)	PUNCT
asir-22276	169	8	.	.	PUNCT
asir-22276	170	1	research	research	NOUN
asir-22276	170	2	on	on	ADP
asir-22276	170	3	hotel	hotel	NOUN
asir-22276	170	4	online	online	ADJ
asir-22276	170	5	sales	sale	NOUN
asir-22276	170	6	forecast	forecast	NOUN
asir-22276	170	7	model	model	NOUN
asir-22276	170	8	based	base	VERB
asir-22276	170	9	on	on	ADP
asir-22276	170	10	improved	improved	ADJ
asir-22276	170	11	wavenet	wavenet	NOUN
asir-22276	170	12	.	.	PUNCT
asir-22276	171	1	journal	journal	PROPN
asir-22276	171	2	of	of	ADP
asir-22276	171	3	physics	physics	PROPN
asir-22276	171	4	:	:	PUNCT
asir-22276	171	5	conference	conference	NOUN
asir-22276	171	6	series	series	NOUN
asir-22276	171	7	,	,	PUNCT
asir-22276	171	8	1544	1544	NUM
asir-22276	171	9	,	,	PUNCT
asir-22276	171	10	012067	012067	NUM
asir-22276	171	11	.	.	PUNCT
asir-22276	171	12	https://doi.org/10.1088/1742-6596/1544/1/012067	https://doi.org/10.1088/1742-6596/1544/1/012067	PROPN
asir-22276	172	1	li	li	PROPN
asir-22276	172	2	,	,	PUNCT
asir-22276	172	3	m.	m.	NOUN
asir-22276	172	4	,	,	PUNCT
asir-22276	172	5	ji	ji	PROPN
asir-22276	172	6	,	,	PUNCT
asir-22276	172	7	s.	s.	PROPN
asir-22276	172	8	,	,	PUNCT
asir-22276	172	9	&	&	CCONJ
asir-22276	172	10	liu	liu	PROPN
asir-22276	172	11	,	,	PUNCT
asir-22276	172	12	g.	g.	PROPN
asir-22276	172	13	(	(	PUNCT
asir-22276	172	14	2018	2018	NUM
asir-22276	172	15	)	)	PUNCT
asir-22276	172	16	.	.	PUNCT
asir-22276	173	1	forecasting	forecasting	NOUN
asir-22276	173	2	of	of	ADP
asir-22276	173	3	chinese	chinese	ADJ
asir-22276	173	4	e	e	PROPN
asir-22276	173	5	-	-	PROPN
asir-22276	173	6	commerce	commerce	NOUN
asir-22276	173	7	sales	sale	NOUN
asir-22276	173	8	:	:	PUNCT
asir-22276	173	9	an	an	DET
asir-22276	173	10	empirical	empirical	ADJ
asir-22276	173	11	comparison	comparison	NOUN
asir-22276	173	12	of	of	ADP
asir-22276	173	13	arima	arima	PROPN
asir-22276	173	14	,	,	PUNCT
asir-22276	173	15	nonlinear	nonlinear	ADJ
asir-22276	173	16	autoregressive	autoregressive	ADJ
asir-22276	173	17	neural	neural	ADJ
asir-22276	173	18	network	network	NOUN
asir-22276	173	19	,	,	PUNCT
asir-22276	173	20	and	and	CCONJ
asir-22276	173	21	a	a	DET
asir-22276	173	22	combined	combine	VERB
asir-22276	173	23	arima	arima	NOUN
asir-22276	173	24	-	-	PUNCT
asir-22276	173	25	narnn	narnn	NOUN
asir-22276	173	26	model	model	NOUN
asir-22276	173	27	.	.	PUNCT
asir-22276	174	1	mathematical	mathematical	ADJ
asir-22276	174	2	problems	problem	NOUN
asir-22276	174	3	in	in	ADP
asir-22276	174	4	engineering	engineering	NOUN
asir-22276	174	5	,	,	PUNCT
asir-22276	174	6	2018	2018	NUM
asir-22276	174	7	,	,	PUNCT
asir-22276	174	8	1	1	NUM
asir-22276	174	9	-	-	SYM
asir-22276	174	10	12	12	NUM
asir-22276	174	11	.	.	PUNCT
asir-22276	175	1	https://doi.org/10.1155/2018/6924960	https://doi.org/10.1155/2018/6924960	PROPN
asir-22276	175	2	naher	naher	ADV
asir-22276	175	3	,	,	PUNCT
asir-22276	175	4	s.	s.	PROPN
asir-22276	175	5	,	,	PUNCT
asir-22276	175	6	rabbi	rabbi	PROPN
asir-22276	175	7	,	,	PUNCT
asir-22276	175	8	f.	f.	PROPN
asir-22276	175	9	,	,	PUNCT
asir-22276	175	10	hossain	hossain	PROPN
asir-22276	175	11	,	,	PUNCT
asir-22276	175	12	md	md	PROPN
asir-22276	175	13	.	.	PROPN
asir-22276	175	14	m.	m.	PROPN
asir-22276	175	15	,	,	PUNCT
asir-22276	175	16	banik	banik	X
asir-22276	175	17	,	,	PUNCT
asir-22276	175	18	r.	r.	PROPN
asir-22276	175	19	,	,	PUNCT
asir-22276	175	20	pervez	pervez	PROPN
asir-22276	175	21	,	,	PUNCT
asir-22276	175	22	s.	s.	PROPN
asir-22276	175	23	,	,	PUNCT
asir-22276	175	24	&	&	CCONJ
asir-22276	175	25	boitchi	boitchi	PROPN
asir-22276	175	26	,	,	PUNCT
asir-22276	175	27	a.	a.	PROPN
asir-22276	175	28	b.	b.	PROPN
asir-22276	175	29	(	(	PUNCT
asir-22276	175	30	2022	2022	NUM
asir-22276	175	31	)	)	PUNCT
asir-22276	175	32	.	.	PUNCT
asir-22276	176	1	forecasting	forecast	VERB
asir-22276	176	2	the	the	DET
asir-22276	176	3	incidence	incidence	NOUN
asir-22276	176	4	of	of	ADP
asir-22276	176	5	dengue	dengue	NOUN
asir-22276	176	6	in	in	ADP
asir-22276	176	7	bangladesh	bangladesh	NOUN
asir-22276	176	8	—	—	PUNCT
asir-22276	176	9	application	application	NOUN
asir-22276	176	10	of	of	ADP
asir-22276	176	11	time	time	NOUN
asir-22276	176	12	series	series	PROPN
asir-22276	176	13	model	model	PROPN
asir-22276	176	14	.	.	PUNCT
asir-22276	177	1	health	health	NOUN
asir-22276	177	2	science	science	PROPN
asir-22276	177	3	reports	report	NOUN
asir-22276	177	4	,	,	PUNCT
asir-22276	177	5	5(4	5(4	NUM
asir-22276	177	6	)	)	PUNCT
asir-22276	177	7	.	.	PUNCT
asir-22276	178	1	https://doi.org/10.1002/hsr2.666	https://doi.org/10.1002/hsr2.666	PROPN
asir-22276	178	2	ramosal	ramosal	NOUN
asir-22276	178	3	,	,	PUNCT
asir-22276	178	4	a.	a.	PROPN
asir-22276	178	5	,	,	PUNCT
asir-22276	178	6	nicolas	nicolas	PROPN
asir-22276	178	7	,	,	PUNCT
asir-22276	178	8	r.	r.	PROPN
asir-22276	178	9	,	,	PUNCT
asir-22276	178	10	&	&	CCONJ
asir-22276	178	11	marino	marino	PROPN
asir-22276	178	12	,	,	PUNCT
asir-22276	178	13	w.	w.	PROPN
asir-22276	178	14	(	(	PUNCT
asir-22276	178	15	2022	2022	NUM
asir-22276	178	16	)	)	PUNCT
asir-22276	178	17	.	.	PUNCT
asir-22276	179	1	improving	improve	VERB
asir-22276	179	2	sales	sale	NOUN
asir-22276	179	3	forecasting	forecasting	NOUN
asir-22276	179	4	by	by	ADP
asir-22276	179	5	combining	combine	VERB
asir-22276	179	6	key	key	ADJ
asir-22276	179	7	account	account	NOUN
asir-22276	179	8	managers	manager	NOUN
asir-22276	179	9	’	’	PART
asir-22276	179	10	inputs	input	NOUN
asir-22276	179	11	and	and	CCONJ
asir-22276	179	12	models	model	NOUN
asir-22276	179	13	such	such	ADJ
asir-22276	179	14	as	as	ADP
asir-22276	179	15	sarima	sarima	NOUN
asir-22276	179	16	,	,	PUNCT
asir-22276	179	17	lstm	lstm	ADJ
asir-22276	179	18	,	,	PUNCT
asir-22276	179	19	and	and	CCONJ
asir-22276	179	20	facebook	facebook	PROPN
asir-22276	179	21	prophet	prophet	NOUN
asir-22276	179	22	.	.	PUNCT
asir-22276	180	1	journal	journal	PROPN
asir-22276	180	2	of	of	ADP
asir-22276	180	3	applied	apply	VERB
asir-22276	180	4	business	business	NOUN
asir-22276	180	5	and	and	CCONJ
asir-22276	180	6	economics	economic	NOUN
asir-22276	180	7	,	,	PUNCT
asir-22276	180	8	24(6	24(6	NUM
asir-22276	180	9	)	)	PUNCT
asir-22276	180	10	.	.	PUNCT
asir-22276	181	1	https://doi.org/10.33423/jabe.v24i6.5715	https://doi.org/10.33423/jabe.v24i6.5715	NOUN
asir-22276	181	2	rasim	rasim	PROPN
asir-22276	181	3	,	,	PUNCT
asir-22276	181	4	junaeti	junaeti	PROPN
asir-22276	181	5	,	,	PUNCT
asir-22276	181	6	e.	e.	PROPN
asir-22276	181	7	,	,	PUNCT
asir-22276	181	8	&	&	CCONJ
asir-22276	181	9	wirantika	wirantika	PROPN
asir-22276	181	10	,	,	PUNCT
asir-22276	181	11	r.	r.	PROPN
asir-22276	181	12	(	(	PUNCT
asir-22276	181	13	2018	2018	NUM
asir-22276	181	14	)	)	PUNCT
asir-22276	181	15	.	.	PUNCT
asir-22276	182	1	implementation	implementation	NOUN
asir-22276	182	2	of	of	ADP
asir-22276	182	3	automatic	automatic	ADJ
asir-22276	182	4	clustering	clustering	ADJ
asir-22276	182	5	algorithm	algorithm	NOUN
asir-22276	182	6	and	and	CCONJ
asir-22276	182	7	fuzzy	fuzzy	ADJ
asir-22276	182	8	time	time	NOUN
asir-22276	182	9	series	series	PROPN
asir-22276	182	10	in	in	ADP
asir-22276	182	11	motorcycle	motorcycle	NOUN
asir-22276	182	12	sales	sale	NOUN
asir-22276	182	13	forecasting	forecasting	NOUN
asir-22276	182	14	.	.	PUNCT
asir-22276	183	1	iop	iop	PROPN
asir-22276	183	2	conference	conference	PROPN
asir-22276	183	3	series	series	PROPN
asir-22276	183	4	:	:	PUNCT
asir-22276	183	5	materials	material	NOUN
asir-22276	183	6	science	science	NOUN
asir-22276	183	7	and	and	CCONJ
asir-22276	183	8	engineering	engineering	NOUN
asir-22276	183	9	,	,	PUNCT
asir-22276	183	10	288	288	NUM
asir-22276	183	11	,	,	PUNCT
asir-22276	183	12	012126	012126	NUM
asir-22276	183	13	.	.	PUNCT
asir-22276	184	1	https://doi.org/10.1088/1757-899x/288/1/012126	https://doi.org/10.1088/1757-899x/288/1/012126	PROPN
asir-22276	184	2	slutzky	slutzky	PROPN
asir-22276	184	3	,	,	PUNCT
asir-22276	184	4	e.	e.	PROPN
asir-22276	184	5	(	(	PUNCT
asir-22276	184	6	1937	1937	NUM
asir-22276	184	7	)	)	PUNCT
asir-22276	184	8	.	.	PUNCT
asir-22276	185	1	the	the	DET
asir-22276	185	2	summation	summation	NOUN
asir-22276	185	3	of	of	ADP
asir-22276	185	4	random	random	ADJ
asir-22276	185	5	causes	cause	NOUN
asir-22276	185	6	as	as	ADP
asir-22276	185	7	the	the	DET
asir-22276	185	8	source	source	NOUN
asir-22276	185	9	of	of	ADP
asir-22276	185	10	cyclic	cyclic	NOUN
asir-22276	185	11	processes	process	NOUN
asir-22276	185	12	.	.	PUNCT
asir-22276	186	1	econometrica	econometrica	PROPN
asir-22276	186	2	,	,	PUNCT
asir-22276	186	3	5(2	5(2	NUM
asir-22276	186	4	)	)	PUNCT
asir-22276	186	5	,	,	PUNCT
asir-22276	186	6	105	105	NUM
asir-22276	186	7	.	.	PUNCT
asir-22276	187	1	https://doi.org/10.2307/1907241	https://doi.org/10.2307/1907241	PROPN
asir-22276	187	2	yoo	yoo	PROPN
asir-22276	187	3	,	,	PUNCT
asir-22276	187	4	j.	j.	PROPN
asir-22276	187	5	,	,	PUNCT
asir-22276	187	6	&	&	CCONJ
asir-22276	187	7	maddala	maddala	PROPN
asir-22276	187	8	,	,	PUNCT
asir-22276	187	9	g.	g.	PROPN
asir-22276	187	10	s.	s.	PROPN
asir-22276	187	11	(	(	PUNCT
asir-22276	187	12	1991	1991	NUM
asir-22276	187	13	)	)	PUNCT
asir-22276	187	14	.	.	PUNCT
asir-22276	188	1	risk	risk	NOUN
asir-22276	188	2	premia	premia	NOUN
asir-22276	188	3	and	and	CCONJ
asir-22276	188	4	price	price	NOUN
asir-22276	188	5	volatility	volatility	NOUN
asir-22276	188	6	in	in	ADP
asir-22276	188	7	futures	future	NOUN
asir-22276	188	8	markets	market	NOUN
asir-22276	188	9	.	.	PUNCT
asir-22276	189	1	journal	journal	PROPN
asir-22276	189	2	of	of	ADP
asir-22276	189	3	futures	future	NOUN
asir-22276	189	4	markets	market	NOUN
asir-22276	189	5	,	,	PUNCT
asir-22276	189	6	11(2	11(2	NUM
asir-22276	189	7	)	)	PUNCT
asir-22276	189	8	,	,	PUNCT
asir-22276	189	9	165	165	NUM
asir-22276	189	10	-	-	SYM
asir-22276	189	11	177	177	NUM
asir-22276	189	12	.	.	PUNCT
asir-22276	190	1	https://doi.org/10.1002/fut.3990110204	https://doi.org/10.1002/fut.3990110204	PROPN