id	sid	tid	token	lemma	pos
easat-4308	1	1	edelweiss	edelweiss	PROPN
easat-4308	1	2	applied	apply	VERB
easat-4308	1	3	science	science	NOUN
easat-4308	1	4	and	and	CCONJ
easat-4308	1	5	technology	technology	NOUN
easat-4308	1	6	issn	issn	PROPN
easat-4308	1	7	:	:	PUNCT
easat-4308	1	8	2576	2576	NUM
easat-4308	1	9	-	-	SYM
easat-4308	1	10	8484	8484	NUM
easat-4308	1	11	vol	vol	NOUN
easat-4308	1	12	.	.	PROPN
easat-4308	2	1	9	9	NUM
easat-4308	2	2	,	,	PUNCT
easat-4308	2	3	no	no	INTJ
easat-4308	2	4	.	.	NOUN
easat-4308	2	5	1	1	NUM
easat-4308	2	6	,	,	PUNCT
easat-4308	2	7	1045	1045	NUM
easat-4308	2	8	-	-	SYM
easat-4308	2	9	1068	1068	NUM
easat-4308	2	10	2025	2025	NUM
easat-4308	2	11	publisher	publisher	NOUN
easat-4308	2	12	:	:	PUNCT
easat-4308	2	13	learning	learn	VERB
easat-4308	2	14	gate	gate	NOUN
easat-4308	2	15	doi	doi	PROPN
easat-4308	2	16	:	:	PUNCT
easat-4308	3	1	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	3	2	©	©	PROPN
easat-4308	3	3	2025	2025	NUM
easat-4308	3	4	by	by	ADP
easat-4308	3	5	the	the	DET
easat-4308	3	6	authors	author	NOUN
easat-4308	3	7	;	;	PUNCT
easat-4308	3	8	licensee	licensee	PROPN
easat-4308	3	9	learning	learning	NOUN
easat-4308	3	10	gate	gate	NOUN
easat-4308	3	11	©	©	PROPN
easat-4308	3	12	2025	2025	NUM
easat-4308	3	13	by	by	ADP
easat-4308	3	14	the	the	DET
easat-4308	3	15	authors	author	NOUN
easat-4308	3	16	;	;	PUNCT
easat-4308	3	17	licensee	licensee	PROPN
easat-4308	3	18	learning	learning	NOUN
easat-4308	3	19	gate	gate	NOUN
easat-4308	3	20	history	history	NOUN
easat-4308	3	21	:	:	PUNCT
easat-4308	3	22	received	receive	VERB
easat-4308	3	23	:	:	PUNCT
easat-4308	3	24	19	19	NUM
easat-4308	3	25	november	november	PROPN
easat-4308	3	26	2024	2024	NUM
easat-4308	3	27	;	;	PUNCT
easat-4308	3	28	revised	revise	VERB
easat-4308	3	29	:	:	PUNCT
easat-4308	3	30	9	9	NUM
easat-4308	3	31	january	january	NOUN
easat-4308	3	32	2024	2024	NUM
easat-4308	3	33	;	;	PUNCT
easat-4308	3	34	accepted	accept	VERB
easat-4308	3	35	:	:	PUNCT
easat-4308	3	36	14	14	NUM
easat-4308	3	37	january	january	NOUN
easat-4308	3	38	2025	2025	NUM
easat-4308	3	39	;	;	PUNCT
easat-4308	3	40	published	publish	VERB
easat-4308	3	41	:	:	PUNCT
easat-4308	3	42	17	17	NUM
easat-4308	3	43	january	january	NOUN
easat-4308	3	44	2025	2025	NUM
easat-4308	3	45	*	*	PUNCT
easat-4308	3	46	correspondence	correspondence	NOUN
easat-4308	3	47	:	:	PUNCT
easat-4308	4	1	prorokibulhasanbi@gmail.com	prorokibulhasanbi@gmail.com	X
easat-4308	4	2	developing	develop	VERB
easat-4308	4	3	and	and	CCONJ
easat-4308	4	4	implementing	implement	VERB
easat-4308	4	5	ai	ai	ADJ
easat-4308	4	6	-	-	PUNCT
easat-4308	4	7	driven	drive	VERB
easat-4308	4	8	models	model	NOUN
easat-4308	4	9	for	for	ADP
easat-4308	4	10	demand	demand	NOUN
easat-4308	4	11	forecasting	forecasting	NOUN
easat-4308	4	12	in	in	ADP
easat-4308	4	13	us	us	PROPN
easat-4308	4	14	supply	supply	NOUN
easat-4308	4	15	chains	chain	NOUN
easat-4308	4	16	:	:	PUNCT
easat-4308	4	17	a	a	DET
easat-4308	4	18	comprehensive	comprehensive	ADJ
easat-4308	4	19	approach	approach	NOUN
easat-4308	4	20	to	to	ADP
easat-4308	4	21	enhancing	enhance	VERB
easat-4308	4	22	predictive	predictive	ADJ
easat-4308	4	23	accuracy	accuracy	NOUN
easat-4308	4	24	md	md	PROPN
easat-4308	4	25	rokibul	rokibul	VERB
easat-4308	4	26	hasan1	hasan1	PROPN
easat-4308	4	27	*	*	PROPN
easat-4308	4	28	,	,	PUNCT
easat-4308	4	29	md	md	PROPN
easat-4308	4	30	raisul	raisul	PROPN
easat-4308	4	31	islam2	islam2	PROPN
easat-4308	4	32	,	,	PUNCT
easat-4308	4	33	md	md	PROPN
easat-4308	4	34	anisur	anisur	PROPN
easat-4308	4	35	rahman3	rahman3	PROPN
easat-4308	4	36	1mba	1mba	NUM
easat-4308	4	37	business	business	NOUN
easat-4308	4	38	analytics	analytic	NOUN
easat-4308	4	39	,	,	PUNCT
easat-4308	4	40	gannon	gannon	PROPN
easat-4308	4	41	university	university	PROPN
easat-4308	4	42	,	,	PUNCT
easat-4308	4	43	erie	erie	PROPN
easat-4308	4	44	,	,	PUNCT
easat-4308	4	45	pa	pa	PROPN
easat-4308	4	46	,	,	PUNCT
easat-4308	4	47	usa	usa	PROPN
easat-4308	4	48	;	;	PUNCT
easat-4308	4	49	prorokibulhasanbi@gmail.com	prorokibulhasanbi@gmail.com	PROPN
easat-4308	4	50	(	(	PUNCT
easat-4308	4	51	m.r.h	m.r.h	PROPN
easat-4308	4	52	.	.	PUNCT
easat-4308	4	53	)	)	PUNCT
easat-4308	5	1	2,3engineering	2,3engineering	NUM
easat-4308	5	2	technology	technology	NOUN
easat-4308	5	3	,	,	PUNCT
easat-4308	5	4	western	western	ADJ
easat-4308	5	5	illinois	illinois	PROPN
easat-4308	5	6	university	university	PROPN
easat-4308	5	7	macomb	macomb	PROPN
easat-4308	5	8	il-61455	il-61455	PROPN
easat-4308	5	9	,	,	PUNCT
easat-4308	5	10	usa	usa	PROPN
easat-4308	5	11	;	;	PUNCT
easat-4308	5	12	mr-islam@wiu.edu	mr-islam@wiu.edu	PROPN
easat-4308	5	13	,	,	PUNCT
easat-4308	5	14	a-rahman2@wiu.edu	a-rahman2@wiu.edu	PROPN
easat-4308	5	15	(	(	PUNCT
easat-4308	5	16	m.r.i	m.r.i	NOUN
easat-4308	5	17	.	.	PUNCT
easat-4308	5	18	)	)	PUNCT
easat-4308	5	19	.	.	PUNCT
easat-4308	6	1	abstract	abstract	ADJ
easat-4308	6	2	:	:	PUNCT
easat-4308	6	3	demand	demand	NOUN
easat-4308	6	4	forecasting	forecasting	NOUN
easat-4308	6	5	has	have	AUX
easat-4308	6	6	long	long	ADV
easat-4308	6	7	been	be	AUX
easat-4308	6	8	a	a	DET
easat-4308	6	9	critical	critical	ADJ
easat-4308	6	10	challenge	challenge	NOUN
easat-4308	6	11	in	in	ADP
easat-4308	6	12	the	the	DET
easat-4308	6	13	us	us	PROPN
easat-4308	6	14	supply	supply	NOUN
easat-4308	6	15	chain	chain	NOUN
easat-4308	6	16	operations	operation	NOUN
easat-4308	6	17	,	,	PUNCT
easat-4308	6	18	plagued	plague	VERB
easat-4308	6	19	by	by	ADP
easat-4308	6	20	disruptions	disruption	NOUN
easat-4308	6	21	,	,	PUNCT
easat-4308	6	22	fluctuating	fluctuate	VERB
easat-4308	6	23	demand	demand	NOUN
easat-4308	6	24	,	,	PUNCT
easat-4308	6	25	and	and	CCONJ
easat-4308	6	26	price	price	NOUN
easat-4308	6	27	volatility	volatility	NOUN
easat-4308	6	28	.	.	PUNCT
easat-4308	7	1	developing	develop	VERB
easat-4308	7	2	and	and	CCONJ
easat-4308	7	3	implementing	implement	VERB
easat-4308	7	4	ai	ai	NOUN
easat-4308	7	5	models	model	NOUN
easat-4308	7	6	that	that	PRON
easat-4308	7	7	can	can	AUX
easat-4308	7	8	accurately	accurately	ADV
easat-4308	7	9	predict	predict	VERB
easat-4308	7	10	demand	demand	NOUN
easat-4308	7	11	is	be	AUX
easat-4308	7	12	essential	essential	ADJ
easat-4308	7	13	in	in	ADP
easat-4308	7	14	response	response	NOUN
easat-4308	7	15	to	to	ADP
easat-4308	7	16	these	these	DET
easat-4308	7	17	issues	issue	NOUN
easat-4308	7	18	.	.	PUNCT
easat-4308	8	1	this	this	DET
easat-4308	8	2	study	study	NOUN
easat-4308	8	3	aimed	aim	VERB
easat-4308	8	4	to	to	PART
easat-4308	8	5	investigate	investigate	VERB
easat-4308	8	6	the	the	DET
easat-4308	8	7	feasibility	feasibility	NOUN
easat-4308	8	8	of	of	ADP
easat-4308	8	9	applying	apply	VERB
easat-4308	8	10	machine	machine	NOUN
easat-4308	8	11	learning	learn	VERB
easat-4308	8	12	techniques	technique	NOUN
easat-4308	8	13	to	to	PART
easat-4308	8	14	demand	demand	VERB
easat-4308	8	15	forecasting	forecasting	NOUN
easat-4308	8	16	,	,	PUNCT
easat-4308	8	17	particularly	particularly	ADV
easat-4308	8	18	in	in	ADP
easat-4308	8	19	supply	supply	NOUN
easat-4308	8	20	chain	chain	NOUN
easat-4308	8	21	operations	operation	NOUN
easat-4308	8	22	.	.	PUNCT
easat-4308	9	1	a	a	DET
easat-4308	9	2	comprehensive	comprehensive	ADJ
easat-4308	9	3	analysis	analysis	NOUN
easat-4308	9	4	was	be	AUX
easat-4308	9	5	conducted	conduct	VERB
easat-4308	9	6	using	use	VERB
easat-4308	9	7	historical	historical	ADJ
easat-4308	9	8	data	datum	NOUN
easat-4308	9	9	from	from	ADP
easat-4308	9	10	a	a	DET
easat-4308	9	11	logistics	logistic	NOUN
easat-4308	9	12	company	company	NOUN
easat-4308	9	13	in	in	ADP
easat-4308	9	14	the	the	DET
easat-4308	9	15	usa	usa	PROPN
easat-4308	9	16	,	,	PUNCT
easat-4308	9	17	which	which	PRON
easat-4308	9	18	was	be	AUX
easat-4308	9	19	used	use	VERB
easat-4308	9	20	to	to	PART
easat-4308	9	21	train	train	VERB
easat-4308	9	22	five	five	NUM
easat-4308	9	23	traditional	traditional	ADJ
easat-4308	9	24	demand	demand	NOUN
easat-4308	9	25	forecasting	forecasting	NOUN
easat-4308	9	26	methods	method	NOUN
easat-4308	9	27	:	:	PUNCT
easat-4308	9	28	linear	linear	ADJ
easat-4308	9	29	regression	regression	NOUN
easat-4308	9	30	,	,	PUNCT
easat-4308	9	31	elasticnet	elasticnet	NOUN
easat-4308	9	32	,	,	PUNCT
easat-4308	9	33	random	random	ADJ
easat-4308	9	34	forest	forest	NOUN
easat-4308	9	35	,	,	PUNCT
easat-4308	9	36	mlpregressorn	mlpregressorn	VERB
easat-4308	9	37	,	,	PUNCT
easat-4308	9	38	and	and	CCONJ
easat-4308	9	39	xgboost	xgboost	X
easat-4308	9	40	.	.	PUNCT
easat-4308	10	1	additionally	additionally	ADV
easat-4308	10	2	,	,	PUNCT
easat-4308	10	3	feature	feature	NOUN
easat-4308	10	4	selection	selection	NOUN
easat-4308	10	5	,	,	PUNCT
easat-4308	10	6	data	datum	NOUN
easat-4308	10	7	normalization	normalization	NOUN
easat-4308	10	8	,	,	PUNCT
easat-4308	10	9	and	and	CCONJ
easat-4308	10	10	dimensionality	dimensionality	NOUN
easat-4308	10	11	reduction	reduction	NOUN
easat-4308	10	12	techniques	technique	NOUN
easat-4308	10	13	were	be	AUX
easat-4308	10	14	employed	employ	VERB
easat-4308	10	15	to	to	PART
easat-4308	10	16	improve	improve	VERB
easat-4308	10	17	the	the	DET
easat-4308	10	18	accuracy	accuracy	NOUN
easat-4308	10	19	of	of	ADP
easat-4308	10	20	these	these	DET
easat-4308	10	21	models	model	NOUN
easat-4308	10	22	.	.	PUNCT
easat-4308	11	1	strategic	strategic	ADJ
easat-4308	11	2	metrics	metric	NOUN
easat-4308	11	3	were	be	AUX
easat-4308	11	4	used	use	VERB
easat-4308	11	5	to	to	PART
easat-4308	11	6	evaluate	evaluate	VERB
easat-4308	11	7	the	the	DET
easat-4308	11	8	model	model	NOUN
easat-4308	11	9	's	's	PART
easat-4308	11	10	performance	performance	NOUN
easat-4308	11	11	:	:	PUNCT
easat-4308	11	12	random	random	ADJ
easat-4308	11	13	mean	mean	NOUN
easat-4308	11	14	squared	square	VERB
easat-4308	11	15	error	error	NOUN
easat-4308	11	16	,	,	PUNCT
easat-4308	11	17	mean	mean	ADJ
easat-4308	11	18	absolute	absolute	ADJ
easat-4308	11	19	error	error	NOUN
easat-4308	11	20	,	,	PUNCT
easat-4308	11	21	and	and	CCONJ
easat-4308	11	22	r	r	NOUN
easat-4308	11	23	-	-	PUNCT
easat-4308	11	24	squared	square	VERB
easat-4308	11	25	score	score	NOUN
easat-4308	11	26	.	.	PUNCT
easat-4308	12	1	the	the	DET
easat-4308	12	2	results	result	NOUN
easat-4308	12	3	of	of	ADP
easat-4308	12	4	this	this	DET
easat-4308	12	5	study	study	NOUN
easat-4308	12	6	indicate	indicate	VERB
easat-4308	12	7	that	that	SCONJ
easat-4308	12	8	ai	ai	NOUN
easat-4308	12	9	models	model	NOUN
easat-4308	12	10	have	have	AUX
easat-4308	12	11	shown	show	VERB
easat-4308	12	12	significant	significant	ADJ
easat-4308	12	13	promise	promise	NOUN
easat-4308	12	14	in	in	ADP
easat-4308	12	15	predicting	predict	VERB
easat-4308	12	16	target	target	NOUN
easat-4308	12	17	sales	sale	NOUN
easat-4308	12	18	in	in	ADP
easat-4308	12	19	supply	supply	NOUN
easat-4308	12	20	chains	chain	NOUN
easat-4308	12	21	with	with	ADP
easat-4308	12	22	linear	linear	ADJ
easat-4308	12	23	regression	regression	NOUN
easat-4308	12	24	emerging	emerge	VERB
easat-4308	12	25	as	as	ADP
easat-4308	12	26	the	the	DET
easat-4308	12	27	most	most	ADV
easat-4308	12	28	effective	effective	ADJ
easat-4308	12	29	model	model	NOUN
easat-4308	12	30	with	with	ADP
easat-4308	12	31	the	the	DET
easat-4308	12	32	lowest	low	ADJ
easat-4308	12	33	rmse	rmse	NOUN
easat-4308	12	34	,	,	PUNCT
easat-4308	12	35	mae	mae	PROPN
easat-4308	12	36	,	,	PUNCT
easat-4308	12	37	and	and	CCONJ
easat-4308	12	38	an	an	DET
easat-4308	12	39	r	r	NOUN
easat-4308	12	40	-	-	PUNCT
easat-4308	12	41	squared	square	VERB
easat-4308	12	42	score	score	NOUN
easat-4308	12	43	close	close	ADV
easat-4308	12	44	to	to	ADP
easat-4308	12	45	1	1	NUM
easat-4308	12	46	.	.	PUNCT
easat-4308	12	47	practical	practical	ADJ
easat-4308	12	48	implications	implication	NOUN
easat-4308	12	49	of	of	ADP
easat-4308	12	50	implementing	implement	VERB
easat-4308	12	51	such	such	ADJ
easat-4308	12	52	ai	ai	NOUN
easat-4308	12	53	models	model	NOUN
easat-4308	12	54	in	in	ADP
easat-4308	12	55	the	the	DET
easat-4308	12	56	us	us	PROPN
easat-4308	12	57	supply	supply	NOUN
easat-4308	12	58	chain	chain	NOUN
easat-4308	12	59	include	include	VERB
easat-4308	12	60	optimized	optimize	VERB
easat-4308	12	61	inventory	inventory	NOUN
easat-4308	12	62	management	management	NOUN
easat-4308	12	63	,	,	PUNCT
easat-4308	12	64	reduced	reduce	VERB
easat-4308	12	65	costs	cost	NOUN
easat-4308	12	66	,	,	PUNCT
easat-4308	12	67	and	and	CCONJ
easat-4308	12	68	enhanced	enhance	VERB
easat-4308	12	69	customer	customer	NOUN
easat-4308	12	70	satisfaction	satisfaction	NOUN
easat-4308	12	71	.	.	PUNCT
easat-4308	13	1	this	this	DET
easat-4308	13	2	research	research	NOUN
easat-4308	13	3	contributes	contribute	VERB
easat-4308	13	4	to	to	ADP
easat-4308	13	5	the	the	DET
easat-4308	13	6	existing	exist	VERB
easat-4308	13	7	body	body	NOUN
easat-4308	13	8	of	of	ADP
easat-4308	13	9	knowledge	knowledge	NOUN
easat-4308	13	10	on	on	ADP
easat-4308	13	11	ai	ai	PROPN
easat-4308	13	12	applications	application	NOUN
easat-4308	13	13	in	in	ADP
easat-4308	13	14	demand	demand	NOUN
easat-4308	13	15	forecasting	forecasting	NOUN
easat-4308	13	16	,	,	PUNCT
easat-4308	13	17	highlights	highlight	VERB
easat-4308	13	18	the	the	DET
easat-4308	13	19	importance	importance	NOUN
easat-4308	13	20	of	of	ADP
easat-4308	13	21	traditional	traditional	ADJ
easat-4308	13	22	methods	method	NOUN
easat-4308	13	23	being	be	AUX
easat-4308	13	24	supplemented	supplement	VERB
easat-4308	13	25	by	by	ADP
easat-4308	13	26	machine	machine	NOUN
easat-4308	13	27	learning	learn	VERB
easat-4308	13	28	techniques	technique	NOUN
easat-4308	13	29	,	,	PUNCT
easat-4308	13	30	and	and	CCONJ
easat-4308	13	31	provides	provide	VERB
easat-4308	13	32	practical	practical	ADJ
easat-4308	13	33	recommendations	recommendation	NOUN
easat-4308	13	34	for	for	ADP
easat-4308	13	35	businesses	business	NOUN
easat-4308	13	36	seeking	seek	VERB
easat-4308	13	37	to	to	PART
easat-4308	13	38	improve	improve	VERB
easat-4308	13	39	their	their	PRON
easat-4308	13	40	supply	supply	NOUN
easat-4308	13	41	chain	chain	NOUN
easat-4308	13	42	operations	operation	NOUN
easat-4308	13	43	.	.	PUNCT
easat-4308	14	1	keywords	keyword	NOUN
easat-4308	14	2	:	:	PUNCT
easat-4308	14	3	ai	ai	NOUN
easat-4308	14	4	models	model	NOUN
easat-4308	14	5	,	,	PUNCT
easat-4308	14	6	deep	deep	ADJ
easat-4308	14	7	learning	learning	NOUN
easat-4308	14	8	,	,	PUNCT
easat-4308	14	9	demand	demand	NOUN
easat-4308	14	10	forecasting	forecasting	NOUN
easat-4308	14	11	,	,	PUNCT
easat-4308	14	12	machine	machine	NOUN
easat-4308	14	13	learning	learning	NOUN
easat-4308	14	14	,	,	PUNCT
easat-4308	14	15	model	model	NOUN
easat-4308	14	16	selection	selection	NOUN
easat-4308	14	17	,	,	PUNCT
easat-4308	14	18	predictive	predictive	ADJ
easat-4308	14	19	accuracy	accuracy	NOUN
easat-4308	14	20	,	,	PUNCT
easat-4308	14	21	usa	usa	PROPN
easat-4308	14	22	supply	supply	NOUN
easat-4308	14	23	chains	chain	NOUN
easat-4308	14	24	.	.	PUNCT
easat-4308	15	1	1	1	X
easat-4308	15	2	.	.	X
easat-4308	15	3	introduction	introduction	NOUN
easat-4308	15	4	the	the	DET
easat-4308	15	5	aim	aim	NOUN
easat-4308	15	6	of	of	ADP
easat-4308	15	7	demand	demand	NOUN
easat-4308	15	8	forecasting	forecasting	NOUN
easat-4308	15	9	in	in	ADP
easat-4308	15	10	supply	supply	NOUN
easat-4308	15	11	chain	chain	NOUN
easat-4308	15	12	management	management	NOUN
easat-4308	15	13	has	have	AUX
easat-4308	15	14	become	become	VERB
easat-4308	15	15	increasingly	increasingly	ADV
easat-4308	15	16	crucial	crucial	ADJ
easat-4308	15	17	for	for	ADP
easat-4308	15	18	businesses	business	NOUN
easat-4308	15	19	across	across	ADP
easat-4308	15	20	various	various	ADJ
easat-4308	15	21	sectors	sector	NOUN
easat-4308	15	22	,	,	PUNCT
easat-4308	15	23	including	include	VERB
easat-4308	15	24	manufacturing	manufacturing	NOUN
easat-4308	15	25	,	,	PUNCT
easat-4308	15	26	retail	retail	NOUN
easat-4308	15	27	,	,	PUNCT
easat-4308	15	28	and	and	CCONJ
easat-4308	15	29	logistics	logistic	NOUN
easat-4308	15	30	.	.	PUNCT
easat-4308	16	1	effective	effective	ADJ
easat-4308	16	2	supply	supply	NOUN
easat-4308	16	3	chain	chain	NOUN
easat-4308	16	4	management	management	NOUN
easat-4308	16	5	is	be	AUX
easat-4308	16	6	the	the	DET
easat-4308	16	7	backbone	backbone	NOUN
easat-4308	16	8	of	of	ADP
easat-4308	16	9	successful	successful	ADJ
easat-4308	16	10	businesses	business	NOUN
easat-4308	16	11	,	,	PUNCT
easat-4308	16	12	enabling	enable	VERB
easat-4308	16	13	companies	company	NOUN
easat-4308	16	14	to	to	PART
easat-4308	16	15	deliver	deliver	VERB
easat-4308	16	16	high	high	ADJ
easat-4308	16	17	-	-	PUNCT
easat-4308	16	18	quality	quality	NOUN
easat-4308	16	19	products	product	NOUN
easat-4308	16	20	and	and	CCONJ
easat-4308	16	21	services	service	NOUN
easat-4308	16	22	to	to	ADP
easat-4308	16	23	customers	customer	NOUN
easat-4308	16	24	in	in	ADP
easat-4308	16	25	a	a	DET
easat-4308	16	26	timely	timely	ADJ
easat-4308	16	27	and	and	CCONJ
easat-4308	16	28	cost	cost	NOUN
easat-4308	16	29	-	-	PUNCT
easat-4308	16	30	efficient	efficient	ADJ
easat-4308	16	31	manner	manner	NOUN
easat-4308	16	32	,	,	PUNCT
easat-4308	16	33	regardless	regardless	ADV
easat-4308	16	34	of	of	ADP
easat-4308	16	35	industry	industry	NOUN
easat-4308	16	36	or	or	CCONJ
easat-4308	16	37	size	size	NOUN
easat-4308	16	38	[	[	X
easat-4308	16	39	1	1	NUM
easat-4308	16	40	]	]	PUNCT
easat-4308	16	41	.	.	PUNCT
easat-4308	17	1	as	as	SCONJ
easat-4308	17	2	global	global	ADJ
easat-4308	17	3	demand	demand	NOUN
easat-4308	17	4	continues	continue	VERB
easat-4308	17	5	to	to	PART
easat-4308	17	6	grow	grow	VERB
easat-4308	17	7	,	,	PUNCT
easat-4308	17	8	businesses	business	NOUN
easat-4308	17	9	are	be	AUX
easat-4308	17	10	under	under	ADP
easat-4308	17	11	pressure	pressure	NOUN
easat-4308	17	12	to	to	PART
easat-4308	17	13	optimize	optimize	VERB
easat-4308	17	14	their	their	PRON
easat-4308	17	15	forecasting	forecasting	NOUN
easat-4308	17	16	capabilities	capability	NOUN
easat-4308	17	17	to	to	PART
easat-4308	17	18	meet	meet	VERB
easat-4308	17	19	changing	change	VERB
easat-4308	17	20	consumer	consumer	NOUN
easat-4308	17	21	demands	demand	NOUN
easat-4308	17	22	.	.	PUNCT
easat-4308	18	1	however	however	ADV
easat-4308	18	2	,	,	PUNCT
easat-4308	18	3	traditional	traditional	ADJ
easat-4308	18	4	methods	method	NOUN
easat-4308	18	5	for	for	ADP
easat-4308	18	6	demand	demand	NOUN
easat-4308	18	7	forecasting	forecasting	NOUN
easat-4308	18	8	,	,	PUNCT
easat-4308	18	9	such	such	ADJ
easat-4308	18	10	as	as	ADP
easat-4308	18	11	historical	historical	ADJ
easat-4308	18	12	data	datum	NOUN
easat-4308	18	13	analysis	analysis	NOUN
easat-4308	18	14	,	,	PUNCT
easat-4308	18	15	statistical	statistical	ADJ
easat-4308	18	16	models	model	NOUN
easat-4308	18	17	,	,	PUNCT
easat-4308	18	18	and	and	CCONJ
easat-4308	18	19	rule	rule	NOUN
easat-4308	18	20	-	-	PUNCT
easat-4308	18	21	based	base	VERB
easat-4308	18	22	approaches	approach	NOUN
easat-4308	18	23	,	,	PUNCT
easat-4308	18	24	have	have	VERB
easat-4308	18	25	limitations	limitation	NOUN
easat-4308	18	26	in	in	ADP
easat-4308	18	27	terms	term	NOUN
easat-4308	18	28	of	of	ADP
easat-4308	18	29	predictive	predictive	ADJ
easat-4308	18	30	accuracy	accuracy	NOUN
easat-4308	18	31	,	,	PUNCT
easat-4308	18	32	interpretability	interpretability	NOUN
easat-4308	18	33	,	,	PUNCT
easat-4308	18	34	and	and	CCONJ
easat-4308	18	35	scalability	scalability	NOUN
easat-4308	18	36	.	.	PUNCT
easat-4308	19	1	for	for	ADP
easat-4308	19	2	instance	instance	NOUN
easat-4308	19	3	,	,	PUNCT
easat-4308	19	4	historical	historical	ADJ
easat-4308	19	5	data	datum	NOUN
easat-4308	19	6	analysis	analysis	NOUN
easat-4308	19	7	may	may	AUX
easat-4308	19	8	not	not	PART
easat-4308	19	9	capture	capture	VERB
easat-4308	19	10	the	the	DET
easat-4308	19	11	nuances	nuance	NOUN
easat-4308	19	12	of	of	ADP
easat-4308	19	13	emerging	emerge	VERB
easat-4308	19	14	trends	trend	NOUN
easat-4308	19	15	or	or	CCONJ
easat-4308	19	16	changes	change	NOUN
easat-4308	19	17	in	in	ADP
easat-4308	19	18	consumer	consumer	NOUN
easat-4308	19	19	behavior	behavior	NOUN
easat-4308	19	20	[	[	X
easat-4308	19	21	2	2	NUM
easat-4308	19	22	]	]	PUNCT
easat-4308	19	23	.	.	PUNCT
easat-4308	20	1	statistical	statistical	ADJ
easat-4308	20	2	models	model	NOUN
easat-4308	20	3	can	can	AUX
easat-4308	20	4	be	be	AUX
easat-4308	20	5	time	time	NOUN
easat-4308	20	6	-	-	PUNCT
easat-4308	20	7	consuming	consume	VERB
easat-4308	20	8	to	to	PART
easat-4308	20	9	develop	develop	VERB
easat-4308	20	10	,	,	PUNCT
easat-4308	20	11	deploy	deploy	VERB
easat-4308	20	12	,	,	PUNCT
easat-4308	20	13	and	and	CCONJ
easat-4308	20	14	maintain	maintain	VERB
easat-4308	20	15	,	,	PUNCT
easat-4308	20	16	leading	lead	VERB
easat-4308	20	17	to	to	ADP
easat-4308	20	18	high	high	ADJ
easat-4308	20	19	operational	operational	ADJ
easat-4308	20	20	costs	cost	NOUN
easat-4308	20	21	and	and	CCONJ
easat-4308	20	22	decreased	decrease	VERB
easat-4308	20	23	efficiency	efficiency	NOUN
easat-4308	20	24	.	.	PUNCT
easat-4308	21	1	rule	rule	NOUN
easat-4308	21	2	-	-	PUNCT
easat-4308	21	3	based	base	VERB
easat-4308	21	4	approaches	approach	NOUN
easat-4308	21	5	,	,	PUNCT
easat-4308	21	6	while	while	SCONJ
easat-4308	21	7	simple	simple	ADJ
easat-4308	21	8	to	to	AUX
easat-4308	21	9	implement	implement	VERB
easat-4308	21	10	,	,	PUNCT
easat-4308	21	11	are	be	AUX
easat-4308	21	12	often	often	ADV
easat-4308	21	13	inflexible	inflexible	ADJ
easat-4308	21	14	and	and	CCONJ
easat-4308	21	15	fail	fail	VERB
easat-4308	21	16	to	to	PART
easat-4308	21	17	account	account	VERB
easat-4308	21	18	for	for	ADP
easat-4308	21	19	complex	complex	ADJ
easat-4308	21	20	seasonal	seasonal	ADJ
easat-4308	21	21	fluctuations	fluctuation	NOUN
easat-4308	21	22	,	,	PUNCT
easat-4308	21	23	economic	economic	ADJ
easat-4308	21	24	https://orcid.org/0000-0001-5220-6324	https://orcid.org/0000-0001-5220-6324	NOUN
easat-4308	21	25	https://orcid.org/0009-0001-0915-4108	https://orcid.org/0009-0001-0915-4108	VERB
easat-4308	21	26	https://orcid.org/0009-0005-8927-6453	https://orcid.org/0009-0005-8927-6453	NOUN
easat-4308	21	27	1046	1046	NUM
easat-4308	21	28	edelweiss	edelweiss	PROPN
easat-4308	21	29	applied	apply	VERB
easat-4308	21	30	science	science	NOUN
easat-4308	21	31	and	and	CCONJ
easat-4308	21	32	technology	technology	NOUN
easat-4308	21	33	issn	issn	PROPN
easat-4308	21	34	:	:	PUNCT
easat-4308	21	35	2576	2576	NUM
easat-4308	21	36	-	-	SYM
easat-4308	21	37	8484	8484	NUM
easat-4308	21	38	vol	vol	NOUN
easat-4308	21	39	.	.	PROPN
easat-4308	22	1	9	9	NUM
easat-4308	22	2	,	,	PUNCT
easat-4308	22	3	no	no	INTJ
easat-4308	22	4	.	.	NOUN
easat-4308	22	5	1	1	NUM
easat-4308	22	6	:	:	PUNCT
easat-4308	22	7	1045	1045	NUM
easat-4308	22	8	-	-	SYM
easat-4308	22	9	1068	1068	NUM
easat-4308	22	10	,	,	PUNCT
easat-4308	22	11	2025	2025	NUM
easat-4308	22	12	doi	doi	NOUN
easat-4308	22	13	:	:	PUNCT
easat-4308	22	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	22	15	©	©	PROPN
easat-4308	22	16	2025	2025	NUM
easat-4308	22	17	by	by	ADP
easat-4308	22	18	the	the	DET
easat-4308	22	19	authors	author	NOUN
easat-4308	22	20	;	;	PUNCT
easat-4308	23	1	licensee	licensee	PROPN
easat-4308	23	2	learning	learn	VERB
easat-4308	23	3	gate	gate	NOUN
easat-4308	23	4	downturns	downturn	NOUN
easat-4308	23	5	,	,	PUNCT
easat-4308	23	6	or	or	CCONJ
easat-4308	23	7	other	other	ADJ
easat-4308	23	8	external	external	ADJ
easat-4308	23	9	factors	factor	NOUN
easat-4308	23	10	that	that	PRON
easat-4308	23	11	may	may	AUX
easat-4308	23	12	impact	impact	VERB
easat-4308	23	13	demand	demand	NOUN
easat-4308	23	14	.	.	PUNCT
easat-4308	24	1	in	in	ADP
easat-4308	24	2	recent	recent	ADJ
easat-4308	24	3	years	year	NOUN
easat-4308	24	4	,	,	PUNCT
easat-4308	24	5	the	the	DET
easat-4308	24	6	rise	rise	NOUN
easat-4308	24	7	of	of	ADP
easat-4308	24	8	artificial	artificial	ADJ
easat-4308	24	9	intelligence	intelligence	NOUN
easat-4308	24	10	(	(	PUNCT
easat-4308	24	11	ai	ai	NOUN
easat-4308	24	12	)	)	PUNCT
easat-4308	24	13	and	and	CCONJ
easat-4308	24	14	machine	machine	NOUN
easat-4308	24	15	learning	learning	NOUN
easat-4308	24	16	(	(	PUNCT
easat-4308	24	17	ml	ml	NOUN
easat-4308	24	18	)	)	PUNCT
easat-4308	24	19	has	have	AUX
easat-4308	24	20	presented	present	VERB
easat-4308	24	21	new	new	ADJ
easat-4308	24	22	opportunities	opportunity	NOUN
easat-4308	24	23	for	for	ADP
easat-4308	24	24	improving	improve	VERB
easat-4308	24	25	demand	demand	NOUN
easat-4308	24	26	forecasting	forecasting	NOUN
easat-4308	24	27	in	in	ADP
easat-4308	24	28	supply	supply	NOUN
easat-4308	24	29	chain	chain	NOUN
easat-4308	24	30	management	management	NOUN
easat-4308	24	31	.	.	PUNCT
easat-4308	25	1	ai	ai	VERB
easat-4308	25	2	-	-	PUNCT
easat-4308	25	3	driven	drive	VERB
easat-4308	25	4	models	model	NOUN
easat-4308	25	5	can	can	AUX
easat-4308	25	6	analyse	analyse	VERB
easat-4308	25	7	vast	vast	ADJ
easat-4308	25	8	amounts	amount	NOUN
easat-4308	25	9	of	of	ADP
easat-4308	25	10	data	datum	NOUN
easat-4308	25	11	from	from	ADP
easat-4308	25	12	various	various	ADJ
easat-4308	25	13	sources	source	NOUN
easat-4308	25	14	,	,	PUNCT
easat-4308	25	15	including	include	VERB
easat-4308	25	16	social	social	ADJ
easat-4308	25	17	media	medium	NOUN
easat-4308	25	18	and	and	CCONJ
easat-4308	25	19	online	online	ADJ
easat-4308	25	20	marketplaces	marketplace	NOUN
easat-4308	25	21	,	,	PUNCT
easat-4308	25	22	to	to	PART
easat-4308	25	23	identify	identify	VERB
easat-4308	25	24	patterns	pattern	NOUN
easat-4308	25	25	and	and	CCONJ
easat-4308	25	26	trends	trend	NOUN
easat-4308	25	27	that	that	PRON
easat-4308	25	28	may	may	AUX
easat-4308	25	29	not	not	PART
easat-4308	25	30	be	be	AUX
easat-4308	25	31	apparent	apparent	ADJ
easat-4308	25	32	through	through	ADP
easat-4308	25	33	traditional	traditional	ADJ
easat-4308	25	34	methods	method	NOUN
easat-4308	25	35	[	[	X
easat-4308	25	36	3	3	NUM
easat-4308	25	37	]	]	PUNCT
easat-4308	25	38	.	.	PUNCT
easat-4308	26	1	these	these	DET
easat-4308	26	2	advanced	advanced	ADJ
easat-4308	26	3	technologies	technology	NOUN
easat-4308	26	4	can	can	AUX
easat-4308	26	5	also	also	ADV
easat-4308	26	6	enable	enable	VERB
easat-4308	26	7	real	real	ADJ
easat-4308	26	8	-	-	PUNCT
easat-4308	26	9	time	time	NOUN
easat-4308	26	10	decision	decision	NOUN
easat-4308	26	11	-	-	PUNCT
easat-4308	26	12	making	making	NOUN
easat-4308	26	13	,	,	PUNCT
easat-4308	26	14	enabling	enable	VERB
easat-4308	26	15	businesses	business	NOUN
easat-4308	26	16	to	to	PART
easat-4308	26	17	respond	respond	VERB
easat-4308	26	18	quickly	quickly	ADV
easat-4308	26	19	to	to	ADP
easat-4308	26	20	changes	change	NOUN
easat-4308	26	21	in	in	ADP
easat-4308	26	22	demand	demand	NOUN
easat-4308	26	23	and	and	CCONJ
easat-4308	26	24	minimize	minimize	VERB
easat-4308	26	25	losses	loss	NOUN
easat-4308	26	26	this	this	PRON
easat-4308	26	27	is	be	AUX
easat-4308	26	28	according	accord	VERB
easat-4308	26	29	to	to	ADP
easat-4308	26	30	wang	wang	PROPN
easat-4308	26	31	,	,	PUNCT
easat-4308	26	32	et	et	PROPN
easat-4308	26	33	al	al	PROPN
easat-4308	26	34	.	.	PUNCT
easat-4308	27	1	[	[	X
easat-4308	27	2	4	4	NUM
easat-4308	27	3	]	]	PUNCT
easat-4308	27	4	.	.	PUNCT
easat-4308	28	1	however	however	ADV
easat-4308	28	2	,	,	PUNCT
easat-4308	28	3	the	the	DET
easat-4308	28	4	integration	integration	NOUN
easat-4308	28	5	of	of	ADP
easat-4308	28	6	ai	ai	ADJ
easat-4308	28	7	-	-	PUNCT
easat-4308	28	8	driven	drive	VERB
easat-4308	28	9	models	model	NOUN
easat-4308	28	10	into	into	ADP
easat-4308	28	11	supply	supply	NOUN
easat-4308	28	12	chain	chain	NOUN
easat-4308	28	13	operations	operation	NOUN
easat-4308	28	14	poses	pose	VERB
easat-4308	28	15	several	several	ADJ
easat-4308	28	16	challenges	challenge	NOUN
easat-4308	28	17	.	.	PUNCT
easat-4308	29	1	one	one	NUM
easat-4308	29	2	major	major	ADJ
easat-4308	29	3	concern	concern	NOUN
easat-4308	29	4	is	be	AUX
easat-4308	29	5	the	the	DET
easat-4308	29	6	need	need	NOUN
easat-4308	29	7	for	for	ADP
easat-4308	29	8	high	high	ADJ
easat-4308	29	9	-	-	PUNCT
easat-4308	29	10	quality	quality	NOUN
easat-4308	29	11	training	training	NOUN
easat-4308	29	12	data	datum	NOUN
easat-4308	29	13	to	to	PART
easat-4308	29	14	develop	develop	VERB
easat-4308	29	15	accurate	accurate	ADJ
easat-4308	29	16	and	and	CCONJ
easat-4308	29	17	reliable	reliable	ADJ
easat-4308	29	18	models	model	NOUN
easat-4308	29	19	according	accord	VERB
easat-4308	29	20	to	to	ADP
easat-4308	29	21	liu	liu	PROPN
easat-4308	29	22	,	,	PUNCT
easat-4308	29	23	et	et	PROPN
easat-4308	29	24	al	al	PROPN
easat-4308	29	25	.	.	PUNCT
easat-4308	30	1	[	[	X
easat-4308	30	2	5	5	NUM
easat-4308	30	3	]	]	PUNCT
easat-4308	30	4	.	.	PUNCT
easat-4308	31	1	another	another	DET
easat-4308	31	2	challenge	challenge	NOUN
easat-4308	31	3	is	be	AUX
easat-4308	31	4	ensuring	ensure	VERB
easat-4308	31	5	that	that	SCONJ
easat-4308	31	6	these	these	DET
easat-4308	31	7	models	model	NOUN
easat-4308	31	8	are	be	AUX
easat-4308	31	9	deployed	deploy	VERB
easat-4308	31	10	and	and	CCONJ
easat-4308	31	11	maintained	maintain	VERB
easat-4308	31	12	effectively	effectively	ADV
easat-4308	31	13	across	across	ADP
easat-4308	31	14	the	the	DET
easat-4308	31	15	organization	organization	NOUN
easat-4308	31	16	,	,	PUNCT
easat-4308	31	17	including	include	VERB
easat-4308	31	18	it	it	PRON
easat-4308	31	19	infrastructure	infrastructure	NOUN
easat-4308	31	20	,	,	PUNCT
easat-4308	31	21	data	datum	NOUN
easat-4308	31	22	storage	storage	NOUN
easat-4308	31	23	,	,	PUNCT
easat-4308	31	24	and	and	CCONJ
easat-4308	31	25	communication	communication	NOUN
easat-4308	31	26	systems	system	NOUN
easat-4308	31	27	.	.	PUNCT
easat-4308	32	1	1.1	1.1	NUM
easat-4308	32	2	.	.	PUNCT
easat-4308	33	1	background	background	NOUN
easat-4308	33	2	demand	demand	NOUN
easat-4308	33	3	forecasting	forecasting	NOUN
easat-4308	33	4	is	be	AUX
easat-4308	33	5	essential	essential	ADJ
easat-4308	33	6	for	for	ADP
easat-4308	33	7	supply	supply	NOUN
easat-4308	33	8	chain	chain	NOUN
easat-4308	33	9	management	management	NOUN
easat-4308	33	10	as	as	SCONJ
easat-4308	33	11	it	it	PRON
easat-4308	33	12	enables	enable	VERB
easat-4308	33	13	businesses	business	NOUN
easat-4308	33	14	to	to	PART
easat-4308	33	15	make	make	VERB
easat-4308	33	16	informed	informed	ADJ
easat-4308	33	17	decisions	decision	NOUN
easat-4308	33	18	about	about	ADP
easat-4308	33	19	production	production	NOUN
easat-4308	33	20	,	,	PUNCT
easat-4308	33	21	inventory	inventory	NOUN
easat-4308	33	22	,	,	PUNCT
easat-4308	33	23	and	and	CCONJ
easat-4308	33	24	resource	resource	NOUN
easat-4308	33	25	allocation	allocation	NOUN
easat-4308	33	26	,	,	PUNCT
easat-4308	33	27	ultimately	ultimately	ADV
easat-4308	33	28	leading	lead	VERB
easat-4308	33	29	to	to	ADP
easat-4308	33	30	improved	improve	VERB
easat-4308	33	31	operational	operational	ADJ
easat-4308	33	32	efficiency	efficiency	NOUN
easat-4308	33	33	,	,	PUNCT
easat-4308	33	34	reduced	reduce	VERB
easat-4308	33	35	costs	cost	NOUN
easat-4308	33	36	,	,	PUNCT
easat-4308	33	37	and	and	CCONJ
easat-4308	33	38	enhanced	enhance	VERB
easat-4308	33	39	customer	customer	NOUN
easat-4308	33	40	satisfaction	satisfaction	NOUN
easat-4308	33	41	.	.	PUNCT
easat-4308	34	1	the	the	DET
easat-4308	34	2	current	current	ADJ
easat-4308	34	3	us	us	PROPN
easat-4308	34	4	supply	supply	NOUN
easat-4308	34	5	chain	chain	NOUN
easat-4308	34	6	landscape	landscape	NOUN
easat-4308	34	7	is	be	AUX
easat-4308	34	8	characterized	characterize	VERB
easat-4308	34	9	by	by	ADP
easat-4308	34	10	a	a	DET
easat-4308	34	11	convergence	convergence	NOUN
easat-4308	34	12	of	of	ADP
easat-4308	34	13	several	several	ADJ
easat-4308	34	14	key	key	ADJ
easat-4308	34	15	trends	trend	NOUN
easat-4308	34	16	,	,	PUNCT
easat-4308	34	17	including	include	VERB
easat-4308	34	18	a	a	DET
easat-4308	34	19	growing	grow	VERB
easat-4308	34	20	emphasis	emphasis	NOUN
easat-4308	34	21	on	on	ADP
easat-4308	34	22	sustainability	sustainability	NOUN
easat-4308	34	23	and	and	CCONJ
easat-4308	34	24	environmental	environmental	ADJ
easat-4308	34	25	consciousness	consciousness	NOUN
easat-4308	34	26	,	,	PUNCT
easat-4308	34	27	digital	digital	ADJ
easat-4308	34	28	transformation	transformation	NOUN
easat-4308	34	29	through	through	ADP
easat-4308	34	30	the	the	DET
easat-4308	34	31	use	use	NOUN
easat-4308	34	32	of	of	ADP
easat-4308	34	33	technology	technology	NOUN
easat-4308	34	34	,	,	PUNCT
easat-4308	34	35	and	and	CCONJ
easat-4308	34	36	a	a	DET
easat-4308	34	37	shift	shift	NOUN
easat-4308	34	38	towards	towards	ADP
easat-4308	34	39	e	e	NOUN
easat-4308	34	40	-	-	NOUN
easat-4308	34	41	commerce	commerce	NOUN
easat-4308	34	42	dominance	dominance	NOUN
easat-4308	34	43	driven	drive	VERB
easat-4308	34	44	by	by	ADP
easat-4308	34	45	consumer	consumer	NOUN
easat-4308	34	46	demand	demand	NOUN
easat-4308	34	47	.	.	PUNCT
easat-4308	35	1	additionally	additionally	ADV
easat-4308	35	2	,	,	PUNCT
easat-4308	35	3	companies	company	NOUN
easat-4308	35	4	are	be	AUX
easat-4308	35	5	increasingly	increasingly	ADV
easat-4308	35	6	relying	rely	VERB
easat-4308	35	7	on	on	ADP
easat-4308	35	8	global	global	ADJ
easat-4308	35	9	sourcing	sourcing	NOUN
easat-4308	35	10	and	and	CCONJ
easat-4308	35	11	trade	trade	NOUN
easat-4308	35	12	to	to	PART
easat-4308	35	13	access	access	VERB
easat-4308	35	14	raw	raw	ADJ
easat-4308	35	15	materials	material	NOUN
easat-4308	35	16	and	and	CCONJ
easat-4308	35	17	components	component	NOUN
easat-4308	35	18	,	,	PUNCT
easat-4308	35	19	while	while	SCONJ
easat-4308	35	20	also	also	ADV
easat-4308	35	21	benefiting	benefit	VERB
easat-4308	35	22	from	from	ADP
easat-4308	35	23	reduced	reduce	VERB
easat-4308	35	24	transportation	transportation	NOUN
easat-4308	35	25	costs	cost	NOUN
easat-4308	35	26	and	and	CCONJ
easat-4308	35	27	time	time	NOUN
easat-4308	36	1	[	[	X
easat-4308	36	2	5	5	NUM
easat-4308	36	3	,	,	PUNCT
easat-4308	36	4	6	6	NUM
easat-4308	36	5	]	]	PUNCT
easat-4308	36	6	.	.	PUNCT
easat-4308	37	1	furthermore	furthermore	ADV
easat-4308	37	2	,	,	PUNCT
easat-4308	37	3	supply	supply	NOUN
easat-4308	37	4	chains	chain	NOUN
easat-4308	37	5	must	must	AUX
easat-4308	37	6	be	be	AUX
easat-4308	37	7	resilient	resilient	ADJ
easat-4308	37	8	and	and	CCONJ
easat-4308	37	9	agile	agile	ADJ
easat-4308	37	10	in	in	ADP
easat-4308	37	11	response	response	NOUN
easat-4308	37	12	to	to	ADP
easat-4308	37	13	disruptions	disruption	NOUN
easat-4308	37	14	,	,	PUNCT
easat-4308	37	15	such	such	ADJ
easat-4308	37	16	as	as	ADP
easat-4308	37	17	those	those	PRON
easat-4308	37	18	caused	cause	VERB
easat-4308	37	19	by	by	ADP
easat-4308	37	20	covid-19	covid-19	PROPN
easat-4308	37	21	,	,	PUNCT
easat-4308	37	22	and	and	CCONJ
easat-4308	37	23	are	be	AUX
easat-4308	37	24	focusing	focus	VERB
easat-4308	37	25	on	on	ADP
easat-4308	37	26	logistics	logistic	NOUN
easat-4308	37	27	and	and	CCONJ
easat-4308	37	28	transportation	transportation	NOUN
easat-4308	37	29	optimization	optimization	NOUN
easat-4308	37	30	,	,	PUNCT
easat-4308	37	31	as	as	ADV
easat-4308	37	32	well	well	ADV
easat-4308	37	33	as	as	ADP
easat-4308	37	34	the	the	DET
easat-4308	37	35	adoption	adoption	NOUN
easat-4308	37	36	of	of	ADP
easat-4308	37	37	3d	3d	NUM
easat-4308	37	38	printing	printing	NOUN
easat-4308	37	39	and	and	CCONJ
easat-4308	37	40	additive	additive	NOUN
easat-4308	37	41	manufacturing	manufacturing	NOUN
easat-4308	37	42	technologies	technology	NOUN
easat-4308	37	43	to	to	PART
easat-4308	37	44	create	create	VERB
easat-4308	37	45	complex	complex	ADJ
easat-4308	37	46	parts	part	NOUN
easat-4308	37	47	and	and	CCONJ
easat-4308	37	48	products	product	NOUN
easat-4308	37	49	on	on	ADP
easat-4308	37	50	demand	demand	NOUN
easat-4308	37	51	.	.	PUNCT
easat-4308	38	1	the	the	DET
easat-4308	38	2	rise	rise	NOUN
easat-4308	38	3	of	of	ADP
easat-4308	38	4	ai	ai	PROPN
easat-4308	38	5	technologies	technology	NOUN
easat-4308	38	6	and	and	CCONJ
easat-4308	38	7	data	datum	NOUN
easat-4308	38	8	analytics	analytic	NOUN
easat-4308	38	9	is	be	AUX
easat-4308	38	10	also	also	ADV
easat-4308	38	11	enabling	enable	VERB
easat-4308	38	12	companies	company	NOUN
easat-4308	38	13	to	to	PART
easat-4308	38	14	gain	gain	VERB
easat-4308	38	15	valuable	valuable	ADJ
easat-4308	38	16	insights	insight	NOUN
easat-4308	38	17	into	into	ADP
easat-4308	38	18	their	their	PRON
easat-4308	38	19	operations	operation	NOUN
easat-4308	38	20	,	,	PUNCT
easat-4308	38	21	inform	inform	VERB
easat-4308	38	22	decision	decision	NOUN
easat-4308	38	23	-	-	PUNCT
easat-4308	38	24	making	making	NOUN
easat-4308	38	25	,	,	PUNCT
easat-4308	38	26	and	and	CCONJ
easat-4308	38	27	improve	improve	VERB
easat-4308	38	28	customer	customer	NOUN
easat-4308	38	29	experiences	experience	NOUN
easat-4308	38	30	.	.	PUNCT
easat-4308	39	1	overall	overall	ADV
easat-4308	39	2	,	,	PUNCT
easat-4308	39	3	these	these	DET
easat-4308	39	4	trends	trend	NOUN
easat-4308	39	5	are	be	AUX
easat-4308	39	6	driving	drive	VERB
easat-4308	39	7	innovation	innovation	NOUN
easat-4308	39	8	and	and	CCONJ
easat-4308	39	9	collaboration	collaboration	NOUN
easat-4308	39	10	among	among	ADP
easat-4308	39	11	stakeholders	stakeholder	NOUN
easat-4308	39	12	in	in	ADP
easat-4308	39	13	us	us	PROPN
easat-4308	39	14	supply	supply	NOUN
easat-4308	39	15	chains	chain	NOUN
easat-4308	39	16	,	,	PUNCT
easat-4308	39	17	creating	create	VERB
easat-4308	39	18	new	new	ADJ
easat-4308	39	19	opportunities	opportunity	NOUN
easat-4308	39	20	for	for	ADP
easat-4308	39	21	growth	growth	NOUN
easat-4308	39	22	and	and	CCONJ
easat-4308	39	23	development	development	NOUN
easat-4308	39	24	.	.	PUNCT
easat-4308	40	1	the	the	DET
easat-4308	40	2	united	united	PROPN
easat-4308	40	3	states	states	PROPN
easat-4308	40	4	(	(	PUNCT
easat-4308	40	5	us	we	PRON
easat-4308	40	6	)	)	PUNCT
easat-4308	40	7	faces	face	VERB
easat-4308	40	8	numerous	numerous	ADJ
easat-4308	40	9	limitations	limitation	NOUN
easat-4308	40	10	in	in	ADP
easat-4308	40	11	its	its	PRON
easat-4308	40	12	supply	supply	NOUN
easat-4308	40	13	chain	chain	NOUN
easat-4308	40	14	that	that	PRON
easat-4308	40	15	necessitate	necessitate	ADJ
easat-4308	40	16	the	the	DET
easat-4308	40	17	adoption	adoption	NOUN
easat-4308	40	18	of	of	ADP
easat-4308	40	19	artificial	artificial	ADJ
easat-4308	40	20	intelligence	intelligence	NOUN
easat-4308	40	21	(	(	PUNCT
easat-4308	40	22	ai	ai	NOUN
easat-4308	40	23	)	)	PUNCT
easat-4308	40	24	models	model	NOUN
easat-4308	40	25	to	to	PART
easat-4308	40	26	overcome	overcome	VERB
easat-4308	40	27	complex	complex	ADJ
easat-4308	40	28	challenges	challenge	NOUN
easat-4308	40	29	such	such	ADJ
easat-4308	40	30	as	as	ADP
easat-4308	40	31	data	datum	NOUN
easat-4308	40	32	quality	quality	NOUN
easat-4308	40	33	and	and	CCONJ
easat-4308	40	34	availability	availability	NOUN
easat-4308	40	35	,	,	PUNCT
easat-4308	40	36	regulatory	regulatory	ADJ
easat-4308	40	37	compliance	compliance	NOUN
easat-4308	40	38	,	,	PUNCT
easat-4308	40	39	cybersecurity	cybersecurity	NOUN
easat-4308	40	40	threats	threat	NOUN
easat-4308	40	41	,	,	PUNCT
easat-4308	40	42	time	time	NOUN
easat-4308	40	43	-	-	PUNCT
easat-4308	40	44	to	to	ADP
easat-4308	40	45	-	-	PUNCT
easat-4308	40	46	market	market	NOUN
easat-4308	40	47	and	and	CCONJ
easat-4308	40	48	agility	agility	NOUN
easat-4308	40	49	,	,	PUNCT
easat-4308	40	50	skills	skill	NOUN
easat-4308	40	51	and	and	CCONJ
easat-4308	40	52	knowledge	knowledge	NOUN
easat-4308	40	53	gaps	gap	NOUN
easat-4308	40	54	,	,	PUNCT
easat-4308	40	55	data	datum	NOUN
easat-4308	40	56	-	-	PUNCT
easat-4308	40	57	driven	drive	VERB
easat-4308	40	58	decision	decision	NOUN
easat-4308	40	59	making	making	NOUN
easat-4308	40	60	,	,	PUNCT
easat-4308	40	61	integration	integration	NOUN
easat-4308	40	62	with	with	ADP
easat-4308	40	63	other	other	ADJ
easat-4308	40	64	systems	system	NOUN
easat-4308	40	65	,	,	PUNCT
easat-4308	40	66	scalability	scalability	NOUN
easat-4308	40	67	and	and	CCONJ
easat-4308	40	68	flexibility	flexibility	NOUN
easat-4308	40	69	,	,	PUNCT
easat-4308	40	70	and	and	CCONJ
easat-4308	40	71	liability	liability	NOUN
easat-4308	40	72	and	and	CCONJ
easat-4308	40	73	risk	risk	NOUN
easat-4308	40	74	management	management	NOUN
easat-4308	40	75	[	[	X
easat-4308	40	76	7	7	NUM
easat-4308	40	77	,	,	PUNCT
easat-4308	40	78	8	8	NUM
easat-4308	40	79	]	]	PUNCT
easat-4308	40	80	.	.	PUNCT
easat-4308	41	1	these	these	DET
easat-4308	41	2	limitations	limitation	NOUN
easat-4308	41	3	arise	arise	VERB
easat-4308	41	4	from	from	ADP
easat-4308	41	5	the	the	DET
easat-4308	41	6	inherent	inherent	ADJ
easat-4308	41	7	complexity	complexity	NOUN
easat-4308	41	8	and	and	CCONJ
easat-4308	41	9	interconnectedness	interconnectedness	NOUN
easat-4308	41	10	of	of	ADP
easat-4308	41	11	the	the	DET
easat-4308	41	12	us	us	PROPN
easat-4308	41	13	supply	supply	NOUN
easat-4308	41	14	chain	chain	NOUN
easat-4308	41	15	,	,	PUNCT
easat-4308	41	16	limited	limited	ADJ
easat-4308	41	17	data	datum	NOUN
easat-4308	41	18	quality	quality	NOUN
easat-4308	41	19	,	,	PUNCT
easat-4308	41	20	regulatory	regulatory	ADJ
easat-4308	41	21	hurdles	hurdle	NOUN
easat-4308	41	22	,	,	PUNCT
easat-4308	41	23	and	and	CCONJ
easat-4308	41	24	high	high	ADJ
easat-4308	41	25	stakes	stake	NOUN
easat-4308	41	26	for	for	ADP
easat-4308	41	27	errors	error	NOUN
easat-4308	41	28	or	or	CCONJ
easat-4308	41	29	disruptions	disruption	NOUN
easat-4308	41	30	.	.	PUNCT
easat-4308	42	1	additionally	additionally	ADV
easat-4308	42	2	,	,	PUNCT
easat-4308	42	3	cybersecurity	cybersecurity	NOUN
easat-4308	42	4	threats	threat	NOUN
easat-4308	42	5	pose	pose	VERB
easat-4308	42	6	a	a	DET
easat-4308	42	7	significant	significant	ADJ
easat-4308	42	8	risk	risk	NOUN
easat-4308	42	9	to	to	ADP
easat-4308	42	10	supply	supply	NOUN
easat-4308	42	11	chains	chain	NOUN
easat-4308	42	12	,	,	PUNCT
easat-4308	42	13	and	and	CCONJ
easat-4308	42	14	the	the	DET
easat-4308	42	15	need	need	NOUN
easat-4308	42	16	for	for	SCONJ
easat-4308	42	17	companies	company	NOUN
easat-4308	42	18	to	to	PART
easat-4308	42	19	respond	respond	VERB
easat-4308	42	20	quickly	quickly	ADV
easat-4308	42	21	to	to	ADP
easat-4308	42	22	market	market	NOUN
easat-4308	42	23	fluctuations	fluctuation	NOUN
easat-4308	42	24	and	and	CCONJ
easat-4308	42	25	time	time	NOUN
easat-4308	42	26	-	-	PUNCT
easat-4308	42	27	sensitive	sensitive	ADJ
easat-4308	42	28	decisions	decision	NOUN
easat-4308	42	29	creates	create	VERB
easat-4308	42	30	pressure	pressure	NOUN
easat-4308	42	31	that	that	PRON
easat-4308	42	32	ai	ai	VERB
easat-4308	42	33	models	model	NOUN
easat-4308	42	34	can	can	AUX
easat-4308	42	35	help	help	VERB
easat-4308	42	36	alleviate	alleviate	VERB
easat-4308	42	37	.	.	PUNCT
easat-4308	43	1	the	the	DET
easat-4308	43	2	lack	lack	NOUN
easat-4308	43	3	of	of	ADP
easat-4308	43	4	technical	technical	ADJ
easat-4308	43	5	expertise	expertise	NOUN
easat-4308	43	6	within	within	ADP
easat-4308	43	7	some	some	DET
easat-4308	43	8	companies	company	NOUN
easat-4308	43	9	hinders	hinder	VERB
easat-4308	43	10	their	their	PRON
easat-4308	43	11	ability	ability	NOUN
easat-4308	43	12	to	to	PART
easat-4308	43	13	fully	fully	ADV
easat-4308	43	14	leverage	leverage	VERB
easat-4308	43	15	ai	ai	VERB
easat-4308	43	16	technologies	technology	NOUN
easat-4308	43	17	and	and	CCONJ
easat-4308	43	18	data	datum	NOUN
easat-4308	43	19	-	-	PUNCT
easat-4308	43	20	driven	drive	VERB
easat-4308	43	21	decision	decision	NOUN
easat-4308	43	22	-	-	PUNCT
easat-4308	43	23	making	making	NOUN
easat-4308	43	24	is	be	AUX
easat-4308	43	25	hindered	hinder	VERB
easat-4308	43	26	by	by	ADP
easat-4308	43	27	incomplete	incomplete	ADJ
easat-4308	43	28	or	or	CCONJ
easat-4308	43	29	inaccurate	inaccurate	ADJ
easat-4308	43	30	information	information	NOUN
easat-4308	43	31	.	.	PUNCT
easat-4308	44	1	by	by	ADP
easat-4308	44	2	addressing	address	VERB
easat-4308	44	3	these	these	DET
easat-4308	44	4	limitations	limitation	NOUN
easat-4308	44	5	,	,	PUNCT
easat-4308	44	6	organizations	organization	NOUN
easat-4308	44	7	can	can	AUX
easat-4308	44	8	unlock	unlock	VERB
easat-4308	44	9	the	the	DET
easat-4308	44	10	full	full	ADJ
easat-4308	44	11	potential	potential	NOUN
easat-4308	44	12	of	of	ADP
easat-4308	44	13	ai	ai	NOUN
easat-4308	44	14	in	in	ADP
easat-4308	44	15	optimizing	optimize	VERB
easat-4308	44	16	supply	supply	NOUN
easat-4308	44	17	chain	chain	NOUN
easat-4308	44	18	operations	operation	NOUN
easat-4308	44	19	and	and	CCONJ
easat-4308	44	20	driving	drive	VERB
easat-4308	44	21	business	business	NOUN
easat-4308	44	22	success	success	NOUN
easat-4308	44	23	.	.	PUNCT
easat-4308	45	1	1.2	1.2	NUM
easat-4308	45	2	.	.	PUNCT
easat-4308	45	3	problem	problem	NOUN
easat-4308	45	4	statement	statement	NOUN
easat-4308	45	5	the	the	DET
easat-4308	45	6	current	current	ADJ
easat-4308	45	7	demand	demand	NOUN
easat-4308	45	8	forecasting	forecasting	NOUN
easat-4308	45	9	methods	method	NOUN
easat-4308	45	10	used	use	VERB
easat-4308	45	11	by	by	ADP
easat-4308	45	12	us	us	PROPN
easat-4308	45	13	businesses	business	NOUN
easat-4308	45	14	are	be	AUX
easat-4308	45	15	inadequate	inadequate	ADJ
easat-4308	45	16	,	,	PUNCT
easat-4308	45	17	resulting	result	VERB
easat-4308	45	18	in	in	ADP
easat-4308	45	19	inaccurate	inaccurate	ADJ
easat-4308	45	20	predictions	prediction	NOUN
easat-4308	45	21	that	that	PRON
easat-4308	45	22	lead	lead	VERB
easat-4308	45	23	to	to	ADP
easat-4308	45	24	inefficient	inefficient	ADJ
easat-4308	45	25	supply	supply	NOUN
easat-4308	45	26	chains	chain	NOUN
easat-4308	45	27	,	,	PUNCT
easat-4308	45	28	missed	miss	VERB
easat-4308	45	29	sales	sale	NOUN
easat-4308	45	30	opportunities	opportunity	NOUN
easat-4308	45	31	,	,	PUNCT
easat-4308	45	32	and	and	CCONJ
easat-4308	45	33	wasted	waste	VERB
easat-4308	45	34	resources	resource	NOUN
easat-4308	45	35	.	.	PUNCT
easat-4308	46	1	the	the	DET
easat-4308	46	2	lack	lack	NOUN
easat-4308	46	3	of	of	ADP
easat-4308	46	4	real	real	ADJ
easat-4308	46	5	-	-	PUNCT
easat-4308	46	6	time	time	NOUN
easat-4308	46	7	data	datum	NOUN
easat-4308	46	8	and	and	CCONJ
easat-4308	46	9	poor	poor	ADJ
easat-4308	46	10	model	model	NOUN
easat-4308	46	11	accuracy	accuracy	NOUN
easat-4308	46	12	cause	cause	VERB
easat-4308	46	13	companies	company	NOUN
easat-4308	46	14	to	to	PART
easat-4308	46	15	overstock	overstock	VERB
easat-4308	46	16	or	or	CCONJ
easat-4308	46	17	understock	understock	VERB
easat-4308	46	18	their	their	PRON
easat-4308	46	19	inventory	inventory	NOUN
easat-4308	46	20	,	,	PUNCT
easat-4308	46	21	resulting	result	VERB
easat-4308	46	22	in	in	ADP
easat-4308	46	23	significant	significant	ADJ
easat-4308	46	24	losses	loss	NOUN
easat-4308	46	25	and	and	CCONJ
easat-4308	46	26	negative	negative	ADJ
easat-4308	46	27	impacts	impact	NOUN
easat-4308	46	28	on	on	ADP
easat-4308	46	29	company	company	NOUN
easat-4308	46	30	reputation	reputation	NOUN
easat-4308	46	31	and	and	CCONJ
easat-4308	46	32	brand	brand	NOUN
easat-4308	46	33	image	image	NOUN
easat-4308	46	34	.	.	PUNCT
easat-4308	47	1	some	some	PRON
easat-4308	47	2	of	of	ADP
easat-4308	47	3	the	the	DET
easat-4308	47	4	traditional	traditional	ADJ
easat-4308	47	5	demand	demand	NOUN
easat-4308	47	6	forecasting	forecasting	NOUN
easat-4308	47	7	methods	method	NOUN
easat-4308	47	8	still	still	ADV
easat-4308	47	9	used	use	VERB
easat-4308	47	10	in	in	ADP
easat-4308	47	11	the	the	DET
easat-4308	47	12	united	united	PROPN
easat-4308	47	13	states	states	PROPN
easat-4308	47	14	include	include	VERB
easat-4308	47	15	time	time	NOUN
easat-4308	47	16	series	series	PROPN
easat-4308	47	17	analysis	analysis	NOUN
easat-4308	47	18	,	,	PUNCT
easat-4308	47	19	qualitative	qualitative	ADJ
easat-4308	47	20	forecasting	forecasting	NOUN
easat-4308	47	21	,	,	PUNCT
easat-4308	47	22	cpfr	cpfr	NOUN
easat-4308	47	23	(	(	PUNCT
easat-4308	47	24	collaborative	collaborative	ADJ
easat-4308	47	25	planning	planning	NOUN
easat-4308	47	26	,	,	PUNCT
easat-4308	47	27	forecasting	forecasting	NOUN
easat-4308	47	28	,	,	PUNCT
easat-4308	47	29	and	and	CCONJ
easat-4308	47	30	1047	1047	NUM
easat-4308	47	31	edelweiss	edelweiss	PROPN
easat-4308	47	32	applied	apply	VERB
easat-4308	47	33	science	science	NOUN
easat-4308	47	34	and	and	CCONJ
easat-4308	47	35	technology	technology	NOUN
easat-4308	47	36	issn	issn	PROPN
easat-4308	47	37	:	:	PUNCT
easat-4308	47	38	2576	2576	NUM
easat-4308	47	39	-	-	SYM
easat-4308	47	40	8484	8484	NUM
easat-4308	47	41	vol	vol	NOUN
easat-4308	47	42	.	.	PROPN
easat-4308	48	1	9	9	NUM
easat-4308	48	2	,	,	PUNCT
easat-4308	48	3	no	no	INTJ
easat-4308	48	4	.	.	NOUN
easat-4308	48	5	1	1	NUM
easat-4308	48	6	:	:	PUNCT
easat-4308	48	7	1045	1045	NUM
easat-4308	48	8	-	-	SYM
easat-4308	48	9	1068	1068	NUM
easat-4308	48	10	,	,	PUNCT
easat-4308	48	11	2025	2025	NUM
easat-4308	48	12	doi	doi	NOUN
easat-4308	48	13	:	:	PUNCT
easat-4308	48	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	48	15	©	©	PROPN
easat-4308	48	16	2025	2025	NUM
easat-4308	48	17	by	by	ADP
easat-4308	48	18	the	the	DET
easat-4308	48	19	authors	author	NOUN
easat-4308	48	20	;	;	PUNCT
easat-4308	49	1	licensee	licensee	PROPN
easat-4308	49	2	learning	learning	PROPN
easat-4308	49	3	gate	gate	NOUN
easat-4308	49	4	replenishment	replenishment	PROPN
easat-4308	49	5	)	)	PUNCT
easat-4308	49	6	,	,	PUNCT
easat-4308	49	7	delphi	delphi	NOUN
easat-4308	49	8	method	method	NOUN
easat-4308	49	9	,	,	PUNCT
easat-4308	49	10	simulation	simulation	NOUN
easat-4308	49	11	models	model	NOUN
easat-4308	49	12	,	,	PUNCT
easat-4308	49	13	casual	casual	ADJ
easat-4308	49	14	inferences	inference	NOUN
easat-4308	49	15	,	,	PUNCT
easat-4308	49	16	consumer	consumer	NOUN
easat-4308	49	17	surveys	survey	NOUN
easat-4308	49	18	,	,	PUNCT
easat-4308	49	19	and	and	CCONJ
easat-4308	49	20	market	market	NOUN
easat-4308	49	21	research	research	NOUN
easat-4308	49	22	as	as	SCONJ
easat-4308	49	23	highlighted	highlight	VERB
easat-4308	49	24	by	by	ADP
easat-4308	49	25	mukherjee	mukherjee	NOUN
easat-4308	49	26	,	,	PUNCT
easat-4308	49	27	et	et	PROPN
easat-4308	49	28	al	al	PROPN
easat-4308	49	29	.	.	PUNCT
easat-4308	50	1	[	[	X
easat-4308	50	2	2	2	NUM
easat-4308	50	3	]	]	PUNCT
easat-4308	50	4	.	.	PUNCT
easat-4308	51	1	these	these	DET
easat-4308	51	2	traditional	traditional	ADJ
easat-4308	51	3	demand	demand	NOUN
easat-4308	51	4	forecasting	forecasting	NOUN
easat-4308	51	5	methods	method	NOUN
easat-4308	51	6	still	still	ADV
easat-4308	51	7	face	face	VERB
easat-4308	51	8	limitations	limitation	NOUN
easat-4308	51	9	in	in	ADP
easat-4308	51	10	the	the	DET
easat-4308	51	11	united	united	PROPN
easat-4308	51	12	states	states	PROPN
easat-4308	51	13	.	.	PUNCT
easat-4308	52	1	time	time	PROPN
easat-4308	52	2	series	series	PROPN
easat-4308	52	3	analysis	analysis	PROPN
easat-4308	52	4	,	,	PUNCT
easat-4308	52	5	a	a	DET
easat-4308	52	6	widely	widely	ADV
easat-4308	52	7	used	use	VERB
easat-4308	52	8	method	method	NOUN
easat-4308	52	9	,	,	PUNCT
easat-4308	52	10	is	be	AUX
easat-4308	52	11	overly	overly	ADV
easat-4308	52	12	simplistic	simplistic	ADJ
easat-4308	52	13	and	and	CCONJ
easat-4308	52	14	fails	fail	VERB
easat-4308	52	15	to	to	PART
easat-4308	52	16	capture	capture	VERB
easat-4308	52	17	non	non	ADJ
easat-4308	52	18	-	-	ADJ
easat-4308	52	19	linear	linear	ADJ
easat-4308	52	20	trends	trend	NOUN
easat-4308	52	21	or	or	CCONJ
easat-4308	52	22	patterns	pattern	NOUN
easat-4308	52	23	in	in	ADP
easat-4308	52	24	data	datum	NOUN
easat-4308	52	25	,	,	PUNCT
easat-4308	52	26	making	make	VERB
easat-4308	52	27	it	it	PRON
easat-4308	52	28	inadequate	inadequate	ADJ
easat-4308	52	29	for	for	ADP
easat-4308	52	30	complex	complex	ADJ
easat-4308	52	31	business	business	NOUN
easat-4308	52	32	needs	need	NOUN
easat-4308	52	33	.	.	PUNCT
easat-4308	53	1	qualitative	qualitative	ADJ
easat-4308	53	2	forecasting	forecasting	NOUN
easat-4308	53	3	relies	rely	VERB
easat-4308	53	4	on	on	ADP
easat-4308	53	5	subjective	subjective	ADJ
easat-4308	53	6	judgment	judgment	NOUN
easat-4308	53	7	and	and	CCONJ
easat-4308	53	8	expert	expert	NOUN
easat-4308	53	9	opinions	opinion	NOUN
easat-4308	53	10	,	,	PUNCT
easat-4308	53	11	is	be	AUX
easat-4308	53	12	prone	prone	ADJ
easat-4308	53	13	to	to	ADP
easat-4308	53	14	biases	bias	NOUN
easat-4308	53	15	and	and	CCONJ
easat-4308	53	16	errors	error	NOUN
easat-4308	53	17	,	,	PUNCT
easat-4308	53	18	and	and	CCONJ
easat-4308	53	19	is	be	AUX
easat-4308	53	20	challenging	challenge	VERB
easat-4308	53	21	to	to	PART
easat-4308	53	22	quantify	quantify	VERB
easat-4308	53	23	and	and	CCONJ
easat-4308	53	24	validate	validate	VERB
easat-4308	53	25	.	.	PUNCT
easat-4308	54	1	cpfr	cpfr	NOUN
easat-4308	54	2	(	(	PUNCT
easat-4308	54	3	collaborative	collaborative	ADJ
easat-4308	54	4	planning	planning	NOUN
easat-4308	54	5	,	,	PUNCT
easat-4308	54	6	forecasting	forecasting	NOUN
easat-4308	54	7	,	,	PUNCT
easat-4308	54	8	and	and	CCONJ
easat-4308	54	9	replenishment	replenishment	NOUN
easat-4308	54	10	)	)	PUNCT
easat-4308	54	11	involves	involve	VERB
easat-4308	54	12	multiple	multiple	ADJ
easat-4308	54	13	stakeholders	stakeholder	NOUN
easat-4308	54	14	sharing	share	VERB
easat-4308	54	15	forecast	forecast	NOUN
easat-4308	54	16	data	datum	NOUN
easat-4308	54	17	but	but	CCONJ
easat-4308	54	18	struggles	struggle	NOUN
easat-4308	54	19	with	with	ADP
easat-4308	54	20	the	the	DET
easat-4308	54	21	complexity	complexity	NOUN
easat-4308	54	22	of	of	ADP
easat-4308	54	23	communication	communication	NOUN
easat-4308	54	24	,	,	PUNCT
easat-4308	54	25	inconsistent	inconsistent	ADJ
easat-4308	54	26	forecasts	forecast	NOUN
easat-4308	54	27	,	,	PUNCT
easat-4308	54	28	and	and	CCONJ
easat-4308	54	29	the	the	DET
easat-4308	54	30	potential	potential	NOUN
easat-4308	54	31	for	for	ADP
easat-4308	54	32	conflicting	conflicting	ADJ
easat-4308	54	33	judgments	judgment	NOUN
easat-4308	54	34	.	.	PUNCT
easat-4308	55	1	the	the	DET
easat-4308	55	2	delphi	delphi	NOUN
easat-4308	55	3	method	method	NOUN
easat-4308	55	4	is	be	AUX
easat-4308	55	5	a	a	DET
easat-4308	55	6	structured	structured	ADJ
easat-4308	55	7	prediction	prediction	NOUN
easat-4308	55	8	technique	technique	NOUN
easat-4308	55	9	that	that	PRON
easat-4308	55	10	generates	generate	VERB
easat-4308	55	11	more	more	ADV
easat-4308	55	12	accurate	accurate	ADJ
easat-4308	55	13	forecasts	forecast	NOUN
easat-4308	55	14	through	through	ADP
easat-4308	55	15	rounds	round	NOUN
easat-4308	55	16	of	of	ADP
easat-4308	55	17	expert	expert	ADJ
easat-4308	55	18	judgment	judgment	NOUN
easat-4308	55	19	,	,	PUNCT
easat-4308	55	20	yet	yet	ADV
easat-4308	55	21	has	have	VERB
easat-4308	55	22	limitations	limitation	NOUN
easat-4308	55	23	in	in	ADP
easat-4308	55	24	subjective	subjective	ADJ
easat-4308	55	25	judgments	judgment	NOUN
easat-4308	55	26	,	,	PUNCT
easat-4308	55	27	lack	lack	NOUN
easat-4308	55	28	of	of	ADP
easat-4308	55	29	transparency	transparency	NOUN
easat-4308	55	30	,	,	PUNCT
easat-4308	55	31	and	and	CCONJ
easat-4308	55	32	scalability	scalability	NOUN
easat-4308	55	33	issues	issue	NOUN
easat-4308	55	34	.	.	PUNCT
easat-4308	56	1	simulation	simulation	NOUN
easat-4308	56	2	models	model	NOUN
easat-4308	56	3	are	be	AUX
easat-4308	56	4	powerful	powerful	ADJ
easat-4308	56	5	tools	tool	NOUN
easat-4308	56	6	for	for	ADP
easat-4308	56	7	predicting	predict	VERB
easat-4308	56	8	future	future	ADJ
easat-4308	56	9	demand	demand	NOUN
easat-4308	56	10	but	but	CCONJ
easat-4308	56	11	require	require	VERB
easat-4308	56	12	significant	significant	ADJ
easat-4308	56	13	resources	resource	NOUN
easat-4308	56	14	and	and	CCONJ
easat-4308	56	15	expertise	expertise	NOUN
easat-4308	56	16	to	to	PART
easat-4308	56	17	set	set	VERB
easat-4308	56	18	up	up	ADP
easat-4308	56	19	and	and	CCONJ
easat-4308	56	20	run	run	VERB
easat-4308	56	21	,	,	PUNCT
easat-4308	56	22	with	with	ADP
easat-4308	56	23	complexities	complexity	NOUN
easat-4308	56	24	such	such	ADJ
easat-4308	56	25	as	as	ADP
easat-4308	56	26	modeling	model	VERB
easat-4308	56	27	dependencies	dependency	NOUN
easat-4308	56	28	between	between	ADP
easat-4308	56	29	variables	variable	NOUN
easat-4308	56	30	and	and	CCONJ
easat-4308	56	31	potential	potential	ADJ
easat-4308	56	32	over	over	ADV
easat-4308	56	33	-	-	PUNCT
easat-4308	56	34	fitting	fit	VERB
easat-4308	56	35	or	or	CCONJ
easat-4308	56	36	underfitting	underfitte	VERB
easat-4308	56	37	the	the	DET
easat-4308	56	38	model	model	NOUN
easat-4308	56	39	.	.	PUNCT
easat-4308	57	1	finally	finally	ADV
easat-4308	57	2	,	,	PUNCT
easat-4308	57	3	casual	casual	ADJ
easat-4308	57	4	inferences	inference	NOUN
easat-4308	57	5	,	,	PUNCT
easat-4308	57	6	a	a	DET
easat-4308	57	7	type	type	NOUN
easat-4308	57	8	of	of	ADP
easat-4308	57	9	qualitative	qualitative	ADJ
easat-4308	57	10	forecasting	forecasting	NOUN
easat-4308	57	11	that	that	PRON
easat-4308	57	12	relies	rely	VERB
easat-4308	57	13	on	on	ADP
easat-4308	57	14	expert	expert	ADJ
easat-4308	57	15	judgment	judgment	NOUN
easat-4308	57	16	,	,	PUNCT
easat-4308	57	17	lack	lack	NOUN
easat-4308	57	18	rigor	rigor	NOUN
easat-4308	57	19	and	and	CCONJ
easat-4308	57	20	scientific	scientific	ADJ
easat-4308	57	21	basis	basis	NOUN
easat-4308	57	22	,	,	PUNCT
easat-4308	57	23	difficulty	difficulty	NOUN
easat-4308	57	24	in	in	ADP
easat-4308	57	25	validating	validate	VERB
easat-4308	57	26	predictions	prediction	NOUN
easat-4308	57	27	,	,	PUNCT
easat-4308	57	28	and	and	CCONJ
easat-4308	57	29	potential	potential	ADJ
easat-4308	57	30	biases	bias	NOUN
easat-4308	57	31	and	and	CCONJ
easat-4308	57	32	errors	error	NOUN
easat-4308	57	33	.	.	PUNCT
easat-4308	58	1	1.3	1.3	NUM
easat-4308	58	2	.	.	PUNCT
easat-4308	59	1	research	research	NOUN
easat-4308	59	2	objective	objective	NOUN
easat-4308	59	3	in	in	ADP
easat-4308	59	4	this	this	DET
easat-4308	59	5	research	research	NOUN
easat-4308	59	6	,	,	PUNCT
easat-4308	59	7	we	we	PRON
easat-4308	59	8	aim	aim	VERB
easat-4308	59	9	to	to	PART
easat-4308	59	10	develop	develop	VERB
easat-4308	59	11	and	and	CCONJ
easat-4308	59	12	implement	implement	VERB
easat-4308	59	13	ai	ai	ADJ
easat-4308	59	14	-	-	PUNCT
easat-4308	59	15	driven	drive	VERB
easat-4308	59	16	models	model	NOUN
easat-4308	59	17	for	for	ADP
easat-4308	59	18	demand	demand	NOUN
easat-4308	59	19	forecasting	forecasting	NOUN
easat-4308	59	20	in	in	ADP
easat-4308	59	21	us	us	PROPN
easat-4308	59	22	supply	supply	NOUN
easat-4308	59	23	chains	chain	NOUN
easat-4308	59	24	.	.	PUNCT
easat-4308	60	1	our	our	PRON
easat-4308	60	2	work	work	NOUN
easat-4308	60	3	will	will	AUX
easat-4308	60	4	explore	explore	VERB
easat-4308	60	5	the	the	DET
easat-4308	60	6	potential	potential	NOUN
easat-4308	60	7	of	of	ADP
easat-4308	60	8	ai	ai	PROPN
easat-4308	60	9	technologies	technology	NOUN
easat-4308	60	10	,	,	PUNCT
easat-4308	60	11	such	such	ADJ
easat-4308	60	12	as	as	ADP
easat-4308	60	13	neural	neural	ADJ
easat-4308	60	14	networks	network	NOUN
easat-4308	60	15	and	and	CCONJ
easat-4308	60	16	decision	decision	NOUN
easat-4308	60	17	trees	tree	NOUN
easat-4308	60	18	,	,	PUNCT
easat-4308	60	19	in	in	ADP
easat-4308	60	20	improving	improve	VERB
easat-4308	60	21	predictive	predictive	ADJ
easat-4308	60	22	accuracy	accuracy	NOUN
easat-4308	60	23	and	and	CCONJ
easat-4308	60	24	enhancing	enhance	VERB
easat-4308	60	25	the	the	DET
easat-4308	60	26	interpretability	interpretability	NOUN
easat-4308	60	27	of	of	ADP
easat-4308	60	28	forecasted	forecast	VERB
easat-4308	60	29	demands	demand	NOUN
easat-4308	60	30	.	.	PUNCT
easat-4308	61	1	we	we	PRON
easat-4308	61	2	will	will	AUX
easat-4308	61	3	also	also	ADV
easat-4308	61	4	examine	examine	VERB
easat-4308	61	5	the	the	DET
easat-4308	61	6	challenges	challenge	NOUN
easat-4308	61	7	associated	associate	VERB
easat-4308	61	8	with	with	ADP
easat-4308	61	9	integrating	integrate	VERB
easat-4308	61	10	these	these	DET
easat-4308	61	11	models	model	NOUN
easat-4308	61	12	into	into	ADP
easat-4308	61	13	existing	exist	VERB
easat-4308	61	14	supply	supply	NOUN
easat-4308	61	15	chain	chain	NOUN
easat-4308	61	16	operations	operation	NOUN
easat-4308	61	17	,	,	PUNCT
easat-4308	61	18	including	include	VERB
easat-4308	61	19	data	datum	NOUN
easat-4308	61	20	quality	quality	NOUN
easat-4308	61	21	,	,	PUNCT
easat-4308	61	22	model	model	NOUN
easat-4308	61	23	deployment	deployment	NOUN
easat-4308	61	24	,	,	PUNCT
easat-4308	61	25	and	and	CCONJ
easat-4308	61	26	maintenance	maintenance	NOUN
easat-4308	61	27	.	.	PUNCT
easat-4308	62	1	by	by	ADP
easat-4308	62	2	developing	develop	VERB
easat-4308	62	3	a	a	DET
easat-4308	62	4	comprehensive	comprehensive	ADJ
easat-4308	62	5	approach	approach	NOUN
easat-4308	62	6	to	to	AUX
easat-4308	62	7	demand	demand	VERB
easat-4308	62	8	forecasting	forecasting	NOUN
easat-4308	62	9	using	use	VERB
easat-4308	62	10	ai	ai	ADJ
easat-4308	62	11	-	-	PUNCT
easat-4308	62	12	driven	drive	VERB
easat-4308	62	13	models	model	NOUN
easat-4308	62	14	,	,	PUNCT
easat-4308	62	15	we	we	PRON
easat-4308	62	16	believe	believe	VERB
easat-4308	62	17	that	that	SCONJ
easat-4308	62	18	us	us	PROPN
easat-4308	62	19	businesses	business	NOUN
easat-4308	62	20	can	can	AUX
easat-4308	62	21	enhance	enhance	VERB
easat-4308	62	22	their	their	PRON
easat-4308	62	23	ability	ability	NOUN
easat-4308	62	24	to	to	PART
easat-4308	62	25	respond	respond	VERB
easat-4308	62	26	effectively	effectively	ADV
easat-4308	62	27	to	to	ADP
easat-4308	62	28	changing	change	VERB
easat-4308	62	29	market	market	NOUN
easat-4308	62	30	conditions	condition	NOUN
easat-4308	62	31	,	,	PUNCT
easat-4308	62	32	minimize	minimize	VERB
easat-4308	62	33	losses	loss	NOUN
easat-4308	62	34	,	,	PUNCT
easat-4308	62	35	and	and	CCONJ
easat-4308	62	36	improve	improve	VERB
easat-4308	62	37	overall	overall	ADJ
easat-4308	62	38	supply	supply	NOUN
easat-4308	62	39	chain	chain	NOUN
easat-4308	62	40	performance	performance	NOUN
easat-4308	62	41	.	.	PUNCT
easat-4308	63	1	this	this	DET
easat-4308	63	2	research	research	NOUN
easat-4308	63	3	will	will	AUX
easat-4308	63	4	contribute	contribute	VERB
easat-4308	63	5	to	to	ADP
easat-4308	63	6	the	the	DET
easat-4308	63	7	growing	grow	VERB
easat-4308	63	8	implementation	implementation	NOUN
easat-4308	63	9	of	of	ADP
easat-4308	63	10	ai	ai	ADJ
easat-4308	63	11	-	-	PUNCT
easat-4308	63	12	powered	powered	ADJ
easat-4308	63	13	demand	demand	NOUN
easat-4308	63	14	forecasting	forecasting	NOUN
easat-4308	63	15	in	in	ADP
easat-4308	63	16	supply	supply	NOUN
easat-4308	63	17	chains	chain	NOUN
easat-4308	63	18	,	,	PUNCT
easat-4308	63	19	providing	provide	VERB
easat-4308	63	20	insights	insight	NOUN
easat-4308	63	21	into	into	ADP
easat-4308	63	22	the	the	DET
easat-4308	63	23	benefits	benefit	NOUN
easat-4308	63	24	,	,	PUNCT
easat-4308	63	25	challenges	challenge	NOUN
easat-4308	63	26	,	,	PUNCT
easat-4308	63	27	and	and	CCONJ
easat-4308	63	28	best	good	ADJ
easat-4308	63	29	practices	practice	NOUN
easat-4308	63	30	for	for	ADP
easat-4308	63	31	implementing	implement	VERB
easat-4308	63	32	these	these	DET
easat-4308	63	33	technologies	technology	NOUN
easat-4308	63	34	in	in	ADP
easat-4308	63	35	real	real	ADJ
easat-4308	63	36	-	-	PUNCT
easat-4308	63	37	world	world	NOUN
easat-4308	63	38	scenarios	scenario	NOUN
easat-4308	63	39	.	.	PUNCT
easat-4308	64	1	1.4	1.4	NUM
easat-4308	64	2	.	.	PUNCT
easat-4308	64	3	scope	scope	NOUN
easat-4308	64	4	of	of	ADP
easat-4308	64	5	the	the	DET
easat-4308	64	6	research	research	NOUN
easat-4308	64	7	this	this	DET
easat-4308	64	8	research	research	NOUN
easat-4308	64	9	focuses	focus	VERB
easat-4308	64	10	on	on	ADP
easat-4308	64	11	various	various	ADJ
easat-4308	64	12	sectors	sector	NOUN
easat-4308	64	13	within	within	ADP
easat-4308	64	14	us	us	PROPN
easat-4308	64	15	supply	supply	NOUN
easat-4308	64	16	chains	chain	NOUN
easat-4308	64	17	,	,	PUNCT
easat-4308	64	18	encompassing	encompass	VERB
easat-4308	64	19	both	both	CCONJ
easat-4308	64	20	manufacturing	manufacturing	NOUN
easat-4308	64	21	and	and	CCONJ
easat-4308	64	22	distribution	distribution	NOUN
easat-4308	64	23	processes	process	NOUN
easat-4308	64	24	.	.	PUNCT
easat-4308	65	1	these	these	DET
easat-4308	65	2	sectors	sector	NOUN
easat-4308	65	3	are	be	AUX
easat-4308	65	4	influenced	influence	VERB
easat-4308	65	5	by	by	ADP
easat-4308	65	6	demand	demand	NOUN
easat-4308	65	7	forecasting	forecasting	NOUN
easat-4308	65	8	as	as	SCONJ
easat-4308	65	9	they	they	PRON
easat-4308	65	10	rely	rely	VERB
easat-4308	65	11	on	on	ADP
easat-4308	65	12	predicting	predict	VERB
easat-4308	65	13	customer	customer	NOUN
easat-4308	65	14	needs	need	NOUN
easat-4308	65	15	and	and	CCONJ
easat-4308	65	16	behavior	behavior	NOUN
easat-4308	65	17	to	to	PART
easat-4308	65	18	optimize	optimize	VERB
easat-4308	65	19	their	their	PRON
easat-4308	65	20	operations	operation	NOUN
easat-4308	65	21	,	,	PUNCT
easat-4308	65	22	improve	improve	VERB
easat-4308	65	23	customer	customer	NOUN
easat-4308	65	24	satisfaction	satisfaction	NOUN
easat-4308	65	25	,	,	PUNCT
easat-4308	65	26	and	and	CCONJ
easat-4308	65	27	drive	drive	VERB
easat-4308	65	28	business	business	NOUN
easat-4308	65	29	success	success	NOUN
easat-4308	65	30	.	.	PUNCT
easat-4308	66	1	sales	sale	NOUN
easat-4308	66	2	and	and	CCONJ
easat-4308	66	3	marketing	marketing	NOUN
easat-4308	66	4	teams	team	NOUN
easat-4308	66	5	use	use	VERB
easat-4308	66	6	predicted	predict	VERB
easat-4308	66	7	data	datum	NOUN
easat-4308	66	8	to	to	PART
easat-4308	66	9	tailor	tailor	VERB
easat-4308	66	10	promotional	promotional	ADJ
easat-4308	66	11	strategies	strategy	NOUN
easat-4308	66	12	that	that	PRON
easat-4308	66	13	resonate	resonate	VERB
easat-4308	66	14	with	with	ADP
easat-4308	66	15	target	target	NOUN
easat-4308	66	16	customers	customer	NOUN
easat-4308	66	17	'	'	PART
easat-4308	66	18	preferences	preference	NOUN
easat-4308	66	19	,	,	PUNCT
easat-4308	66	20	resulting	result	VERB
easat-4308	66	21	in	in	ADP
easat-4308	66	22	increased	increase	VERB
easat-4308	66	23	sales	sale	NOUN
easat-4308	66	24	opportunities	opportunity	NOUN
easat-4308	66	25	and	and	CCONJ
easat-4308	66	26	market	market	NOUN
easat-4308	66	27	share	share	NOUN
easat-4308	66	28	growth	growth	NOUN
easat-4308	66	29	.	.	PUNCT
easat-4308	67	1	inventory	inventory	NOUN
easat-4308	67	2	management	management	NOUN
easat-4308	67	3	and	and	CCONJ
easat-4308	67	4	logistics	logistic	NOUN
easat-4308	67	5	are	be	AUX
easat-4308	67	6	responsible	responsible	ADJ
easat-4308	67	7	for	for	ADP
easat-4308	67	8	ensuring	ensure	VERB
easat-4308	67	9	sufficient	sufficient	ADJ
easat-4308	67	10	stock	stock	NOUN
easat-4308	67	11	levels	level	NOUN
easat-4308	67	12	and	and	CCONJ
easat-4308	67	13	efficient	efficient	ADJ
easat-4308	67	14	logistics	logistic	NOUN
easat-4308	67	15	,	,	PUNCT
easat-4308	67	16	while	while	SCONJ
easat-4308	67	17	operations	operation	NOUN
easat-4308	67	18	focuses	focus	VERB
easat-4308	67	19	on	on	ADP
easat-4308	67	20	planning	plan	VERB
easat-4308	67	21	for	for	ADP
easat-4308	67	22	product	product	NOUN
easat-4308	67	23	availability	availability	NOUN
easat-4308	67	24	and	and	CCONJ
easat-4308	67	25	fulfilling	fulfil	VERB
easat-4308	67	26	customer	customer	NOUN
easat-4308	67	27	orders	order	NOUN
easat-4308	67	28	.	.	PUNCT
easat-4308	68	1	finance	finance	NOUN
easat-4308	68	2	and	and	CCONJ
easat-4308	68	3	budgeting	budgeting	NOUN
easat-4308	68	4	help	help	NOUN
easat-4308	68	5	manage	manage	VERB
easat-4308	68	6	budgets	budget	NOUN
easat-4308	68	7	aligned	align	VERB
easat-4308	68	8	with	with	ADP
easat-4308	68	9	anticipated	anticipate	VERB
easat-4308	68	10	sales	sale	NOUN
easat-4308	68	11	fluctuations	fluctuation	NOUN
easat-4308	68	12	,	,	PUNCT
easat-4308	68	13	reducing	reduce	VERB
easat-4308	68	14	financial	financial	ADJ
easat-4308	68	15	risks	risk	NOUN
easat-4308	68	16	and	and	CCONJ
easat-4308	68	17	optimizing	optimize	VERB
easat-4308	68	18	resource	resource	NOUN
easat-4308	68	19	allocation	allocation	NOUN
easat-4308	68	20	during	during	ADP
easat-4308	68	21	peak	peak	ADJ
easat-4308	68	22	seasons	season	NOUN
easat-4308	68	23	.	.	PUNCT
easat-4308	69	1	finally	finally	ADV
easat-4308	69	2	,	,	PUNCT
easat-4308	69	3	technology	technology	NOUN
easat-4308	69	4	and	and	CCONJ
easat-4308	69	5	it	it	PRON
easat-4308	69	6	play	play	VERB
easat-4308	69	7	a	a	DET
easat-4308	69	8	crucial	crucial	ADJ
easat-4308	69	9	role	role	NOUN
easat-4308	69	10	in	in	ADP
easat-4308	69	11	preparing	prepare	VERB
easat-4308	69	12	the	the	DET
easat-4308	69	13	e	e	NOUN
easat-4308	69	14	-	-	NOUN
easat-4308	69	15	commerce	commerce	NOUN
easat-4308	69	16	platform	platform	NOUN
easat-4308	69	17	to	to	PART
easat-4308	69	18	handle	handle	VERB
easat-4308	69	19	increased	increase	VERB
easat-4308	69	20	traffic	traffic	NOUN
easat-4308	69	21	and	and	CCONJ
easat-4308	69	22	transactions	transaction	NOUN
easat-4308	69	23	,	,	PUNCT
easat-4308	69	24	ensuring	ensure	VERB
easat-4308	69	25	a	a	DET
easat-4308	69	26	seamless	seamless	ADJ
easat-4308	69	27	online	online	ADJ
easat-4308	69	28	shopping	shopping	NOUN
easat-4308	69	29	experience	experience	NOUN
easat-4308	69	30	,	,	PUNCT
easat-4308	69	31	while	while	SCONJ
easat-4308	69	32	customer	customer	NOUN
easat-4308	69	33	support	support	NOUN
easat-4308	69	34	is	be	AUX
easat-4308	69	35	dedicated	dedicate	VERB
easat-4308	69	36	to	to	ADP
easat-4308	69	37	anticipating	anticipate	VERB
easat-4308	69	38	and	and	CCONJ
easat-4308	69	39	addressing	address	VERB
easat-4308	69	40	customer	customer	NOUN
easat-4308	69	41	issues	issue	NOUN
easat-4308	69	42	related	relate	VERB
easat-4308	69	43	to	to	ADP
easat-4308	69	44	product	product	NOUN
easat-4308	69	45	availability	availability	NOUN
easat-4308	69	46	or	or	CCONJ
easat-4308	69	47	shipment	shipment	NOUN
easat-4308	69	48	delays	delay	NOUN
easat-4308	69	49	,	,	PUNCT
easat-4308	69	50	ultimately	ultimately	ADV
easat-4308	69	51	enhancing	enhance	VERB
easat-4308	69	52	customer	customer	NOUN
easat-4308	69	53	satisfaction	satisfaction	NOUN
easat-4308	69	54	and	and	CCONJ
easat-4308	69	55	driving	drive	VERB
easat-4308	69	56	business	business	NOUN
easat-4308	69	57	growth	growth	NOUN
easat-4308	69	58	.	.	PUNCT
easat-4308	70	1	integrating	integrate	VERB
easat-4308	70	2	ai	ai	NOUN
easat-4308	70	3	models	model	NOUN
easat-4308	70	4	into	into	ADP
easat-4308	70	5	existing	exist	VERB
easat-4308	70	6	supply	supply	NOUN
easat-4308	70	7	chain	chain	NOUN
easat-4308	70	8	frameworks	framework	NOUN
easat-4308	70	9	enables	enable	VERB
easat-4308	70	10	real	real	ADJ
easat-4308	70	11	-	-	PUNCT
easat-4308	70	12	time	time	NOUN
easat-4308	70	13	demand	demand	NOUN
easat-4308	70	14	forecasting	forecasting	NOUN
easat-4308	70	15	,	,	PUNCT
easat-4308	70	16	enhancing	enhance	VERB
easat-4308	70	17	operational	operational	ADJ
easat-4308	70	18	efficiency	efficiency	NOUN
easat-4308	70	19	and	and	CCONJ
easat-4308	70	20	responsiveness	responsiveness	NOUN
easat-4308	70	21	.	.	PUNCT
easat-4308	71	1	ai	ai	VERB
easat-4308	71	2	-	-	PUNCT
easat-4308	71	3	powered	power	VERB
easat-4308	71	4	algorithms	algorithm	NOUN
easat-4308	71	5	analyze	analyze	VERB
easat-4308	71	6	historical	historical	ADJ
easat-4308	71	7	sales	sale	NOUN
easat-4308	71	8	data	datum	NOUN
easat-4308	71	9	,	,	PUNCT
easat-4308	71	10	market	market	NOUN
easat-4308	71	11	trends	trend	NOUN
easat-4308	71	12	,	,	PUNCT
easat-4308	71	13	weather	weather	NOUN
easat-4308	71	14	patterns	pattern	NOUN
easat-4308	71	15	,	,	PUNCT
easat-4308	71	16	and	and	CCONJ
easat-4308	71	17	social	social	ADJ
easat-4308	71	18	signals	signal	NOUN
easat-4308	71	19	to	to	PART
easat-4308	71	20	predict	predict	VERB
easat-4308	71	21	demand	demand	NOUN
easat-4308	71	22	with	with	ADP
easat-4308	71	23	greater	great	ADJ
easat-4308	71	24	accuracy	accuracy	NOUN
easat-4308	71	25	[	[	X
easat-4308	71	26	3	3	NUM
easat-4308	71	27	,	,	PUNCT
easat-4308	71	28	4	4	NUM
easat-4308	71	29	]	]	PUNCT
easat-4308	71	30	.	.	PUNCT
easat-4308	72	1	by	by	ADP
easat-4308	72	2	embedding	embed	VERB
easat-4308	72	3	these	these	DET
easat-4308	72	4	models	model	NOUN
easat-4308	72	5	into	into	ADP
easat-4308	72	6	supply	supply	NOUN
easat-4308	72	7	chain	chain	NOUN
easat-4308	72	8	management	management	NOUN
easat-4308	72	9	systems	system	NOUN
easat-4308	72	10	,	,	PUNCT
easat-4308	72	11	businesses	business	NOUN
easat-4308	72	12	can	can	AUX
easat-4308	72	13	dynamically	dynamically	ADV
easat-4308	72	14	adjust	adjust	VERB
easat-4308	72	15	inventory	inventory	NOUN
easat-4308	72	16	levels	level	NOUN
easat-4308	72	17	,	,	PUNCT
easat-4308	72	18	optimize	optimize	NOUN
easat-4308	72	19	production	production	NOUN
easat-4308	72	20	schedules	schedule	NOUN
easat-4308	72	21	,	,	PUNCT
easat-4308	72	22	and	and	CCONJ
easat-4308	72	23	streamline	streamline	VERB
easat-4308	72	24	logistics	logistic	NOUN
easat-4308	72	25	in	in	ADP
easat-4308	72	26	response	response	NOUN
easat-4308	72	27	to	to	ADP
easat-4308	72	28	real	real	ADJ
easat-4308	72	29	-	-	PUNCT
easat-4308	72	30	time	time	NOUN
easat-4308	72	31	data	datum	NOUN
easat-4308	72	32	.	.	PUNCT
easat-4308	73	1	this	this	DET
easat-4308	73	2	proactive	proactive	ADJ
easat-4308	73	3	approach	approach	NOUN
easat-4308	73	4	reduces	reduce	VERB
easat-4308	73	5	waste	waste	NOUN
easat-4308	73	6	,	,	PUNCT
easat-4308	73	7	minimizes	minimize	VERB
easat-4308	73	8	stock	stock	NOUN
easat-4308	73	9	-	-	PUNCT
easat-4308	73	10	outs	out	NOUN
easat-4308	73	11	or	or	CCONJ
easat-4308	73	12	overstock	overstock	NOUN
easat-4308	73	13	situations	situation	NOUN
easat-4308	73	14	,	,	PUNCT
easat-4308	73	15	and	and	CCONJ
easat-4308	73	16	fosters	foster	VERB
easat-4308	73	17	a	a	DET
easat-4308	73	18	1048	1048	NUM
easat-4308	73	19	edelweiss	edelweiss	PROPN
easat-4308	73	20	applied	apply	VERB
easat-4308	73	21	science	science	NOUN
easat-4308	73	22	and	and	CCONJ
easat-4308	73	23	technology	technology	NOUN
easat-4308	73	24	issn	issn	PROPN
easat-4308	73	25	:	:	PUNCT
easat-4308	73	26	2576	2576	NUM
easat-4308	73	27	-	-	SYM
easat-4308	73	28	8484	8484	NUM
easat-4308	73	29	vol	vol	NOUN
easat-4308	73	30	.	.	PROPN
easat-4308	74	1	9	9	NUM
easat-4308	74	2	,	,	PUNCT
easat-4308	74	3	no	no	INTJ
easat-4308	74	4	.	.	NOUN
easat-4308	74	5	1	1	NUM
easat-4308	74	6	:	:	PUNCT
easat-4308	74	7	1045	1045	NUM
easat-4308	74	8	-	-	SYM
easat-4308	74	9	1068	1068	NUM
easat-4308	74	10	,	,	PUNCT
easat-4308	74	11	2025	2025	NUM
easat-4308	74	12	doi	doi	NOUN
easat-4308	74	13	:	:	PUNCT
easat-4308	74	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	74	15	©	©	PROPN
easat-4308	74	16	2025	2025	NUM
easat-4308	74	17	by	by	ADP
easat-4308	74	18	the	the	DET
easat-4308	74	19	authors	author	NOUN
easat-4308	74	20	;	;	PUNCT
easat-4308	74	21	licensee	licensee	PROPN
easat-4308	74	22	learning	learning	NOUN
easat-4308	74	23	gate	gate	VERB
easat-4308	74	24	more	more	ADV
easat-4308	74	25	agile	agile	ADJ
easat-4308	74	26	supply	supply	NOUN
easat-4308	74	27	chain	chain	NOUN
easat-4308	74	28	[	[	X
easat-4308	74	29	3	3	NUM
easat-4308	74	30	]	]	PUNCT
easat-4308	74	31	.	.	PUNCT
easat-4308	75	1	seamless	seamless	ADJ
easat-4308	75	2	integration	integration	NOUN
easat-4308	75	3	ensures	ensure	VERB
easat-4308	75	4	compatibility	compatibility	NOUN
easat-4308	75	5	with	with	ADP
easat-4308	75	6	existing	exist	VERB
easat-4308	75	7	erp	erp	NOUN
easat-4308	75	8	systems	system	NOUN
easat-4308	75	9	,	,	PUNCT
easat-4308	75	10	providing	provide	VERB
easat-4308	75	11	a	a	DET
easat-4308	75	12	unified	unified	ADJ
easat-4308	75	13	platform	platform	NOUN
easat-4308	75	14	for	for	ADP
easat-4308	75	15	decision	decision	NOUN
easat-4308	75	16	-	-	PUNCT
easat-4308	75	17	making	make	VERB
easat-4308	75	18	and	and	CCONJ
easat-4308	75	19	fostering	foster	VERB
easat-4308	75	20	resilience	resilience	NOUN
easat-4308	75	21	against	against	ADP
easat-4308	75	22	market	market	NOUN
easat-4308	75	23	fluctuations	fluctuation	NOUN
easat-4308	75	24	.	.	PUNCT
easat-4308	76	1	2	2	X
easat-4308	76	2	.	.	X
easat-4308	76	3	literature	literature	NOUN
easat-4308	76	4	review	review	VERB
easat-4308	76	5	2.1	2.1	NUM
easat-4308	76	6	.	.	PUNCT
easat-4308	77	1	demand	demand	NOUN
easat-4308	77	2	forecasting	forecasting	NOUN
easat-4308	77	3	in	in	ADP
easat-4308	77	4	supply	supply	NOUN
easat-4308	77	5	chains	chain	NOUN
easat-4308	77	6	demand	demand	NOUN
easat-4308	77	7	forecasting	forecasting	NOUN
easat-4308	77	8	in	in	ADP
easat-4308	77	9	supply	supply	NOUN
easat-4308	77	10	chains	chain	NOUN
easat-4308	77	11	is	be	AUX
easat-4308	77	12	a	a	DET
easat-4308	77	13	critical	critical	ADJ
easat-4308	77	14	process	process	NOUN
easat-4308	77	15	that	that	PRON
easat-4308	77	16	enables	enable	VERB
easat-4308	77	17	organizations	organization	NOUN
easat-4308	77	18	to	to	PART
easat-4308	77	19	predict	predict	VERB
easat-4308	77	20	future	future	ADJ
easat-4308	77	21	customer	customer	NOUN
easat-4308	77	22	demand	demand	NOUN
easat-4308	77	23	for	for	ADP
easat-4308	77	24	products	product	NOUN
easat-4308	77	25	or	or	CCONJ
easat-4308	77	26	services	service	NOUN
easat-4308	77	27	using	use	VERB
easat-4308	77	28	historical	historical	ADJ
easat-4308	77	29	data	datum	NOUN
easat-4308	77	30	,	,	PUNCT
easat-4308	77	31	market	market	NOUN
easat-4308	77	32	analysis	analysis	NOUN
easat-4308	77	33	,	,	PUNCT
easat-4308	77	34	and	and	CCONJ
easat-4308	77	35	statistical	statistical	ADJ
easat-4308	77	36	or	or	CCONJ
easat-4308	77	37	aidriven	aidriven	ADJ
easat-4308	77	38	techniques	technique	NOUN
easat-4308	77	39	.	.	PUNCT
easat-4308	78	1	by	by	ADP
easat-4308	78	2	analyzing	analyze	VERB
easat-4308	78	3	trends	trend	NOUN
easat-4308	78	4	,	,	PUNCT
easat-4308	78	5	seasonal	seasonal	ADJ
easat-4308	78	6	patterns	pattern	NOUN
easat-4308	78	7	,	,	PUNCT
easat-4308	78	8	and	and	CCONJ
easat-4308	78	9	market	market	NOUN
easat-4308	78	10	dynamics	dynamic	NOUN
easat-4308	78	11	,	,	PUNCT
easat-4308	78	12	businesses	business	NOUN
easat-4308	78	13	can	can	AUX
easat-4308	78	14	make	make	VERB
easat-4308	78	15	informed	informed	ADJ
easat-4308	78	16	decisions	decision	NOUN
easat-4308	78	17	about	about	ADP
easat-4308	78	18	inventory	inventory	NOUN
easat-4308	78	19	levels	level	NOUN
easat-4308	78	20	,	,	PUNCT
easat-4308	78	21	production	production	NOUN
easat-4308	78	22	planning	planning	NOUN
easat-4308	78	23	,	,	PUNCT
easat-4308	78	24	and	and	CCONJ
easat-4308	78	25	resource	resource	NOUN
easat-4308	78	26	allocation	allocation	NOUN
easat-4308	78	27	.	.	PUNCT
easat-4308	79	1	this	this	PRON
easat-4308	79	2	,	,	PUNCT
easat-4308	79	3	in	in	ADP
easat-4308	79	4	turn	turn	NOUN
easat-4308	79	5	,	,	PUNCT
easat-4308	79	6	helps	help	VERB
easat-4308	79	7	them	they	PRON
easat-4308	79	8	reduce	reduce	VERB
easat-4308	79	9	costs	cost	NOUN
easat-4308	79	10	associated	associate	VERB
easat-4308	79	11	with	with	ADP
easat-4308	79	12	overstocking	overstocking	NOUN
easat-4308	79	13	or	or	CCONJ
easat-4308	79	14	stock	stock	NOUN
easat-4308	79	15	-	-	PUNCT
easat-4308	79	16	outs	out	NOUN
easat-4308	79	17	,	,	PUNCT
easat-4308	79	18	which	which	PRON
easat-4308	79	19	can	can	AUX
easat-4308	79	20	lead	lead	VERB
easat-4308	79	21	to	to	ADP
easat-4308	79	22	significant	significant	ADJ
easat-4308	79	23	losses	loss	NOUN
easat-4308	79	24	for	for	ADP
easat-4308	79	25	retailers	retailer	NOUN
easat-4308	79	26	and	and	CCONJ
easat-4308	79	27	manufacturers	manufacturer	NOUN
easat-4308	79	28	alike	alike	ADV
easat-4308	79	29	.	.	PUNCT
easat-4308	80	1	furthermore	furthermore	ADV
easat-4308	80	2	,	,	PUNCT
easat-4308	80	3	accurate	accurate	ADJ
easat-4308	80	4	demand	demand	NOUN
easat-4308	80	5	forecasting	forecasting	NOUN
easat-4308	80	6	supports	support	VERB
easat-4308	80	7	strategic	strategic	ADJ
easat-4308	80	8	planning	planning	NOUN
easat-4308	80	9	,	,	PUNCT
easat-4308	80	10	such	such	ADJ
easat-4308	80	11	as	as	ADP
easat-4308	80	12	identifying	identify	VERB
easat-4308	80	13	emerging	emerge	VERB
easat-4308	80	14	market	market	NOUN
easat-4308	80	15	trends	trend	NOUN
easat-4308	80	16	,	,	PUNCT
easat-4308	80	17	adjusting	adjust	VERB
easat-4308	80	18	to	to	ADP
easat-4308	80	19	seasonal	seasonal	ADJ
easat-4308	80	20	variations	variation	NOUN
easat-4308	80	21	,	,	PUNCT
easat-4308	80	22	and	and	CCONJ
easat-4308	80	23	anticipating	anticipate	VERB
easat-4308	80	24	changes	change	NOUN
easat-4308	80	25	in	in	ADP
easat-4308	80	26	consumer	consumer	NOUN
easat-4308	80	27	behavior	behavior	NOUN
easat-4308	80	28	.	.	PUNCT
easat-4308	81	1	by	by	ADP
easat-4308	81	2	doing	do	VERB
easat-4308	81	3	so	so	ADV
easat-4308	81	4	,	,	PUNCT
easat-4308	81	5	organizations	organization	NOUN
easat-4308	81	6	can	can	AUX
easat-4308	81	7	gain	gain	VERB
easat-4308	81	8	a	a	DET
easat-4308	81	9	competitive	competitive	ADJ
easat-4308	81	10	advantage	advantage	NOUN
easat-4308	81	11	by	by	ADP
easat-4308	81	12	staying	stay	VERB
easat-4308	81	13	ahead	ahead	ADV
easat-4308	81	14	of	of	ADP
easat-4308	81	15	the	the	DET
easat-4308	81	16	curve	curve	NOUN
easat-4308	81	17	and	and	CCONJ
easat-4308	81	18	responding	respond	VERB
easat-4308	81	19	effectively	effectively	ADV
easat-4308	81	20	to	to	ADP
easat-4308	81	21	changing	change	VERB
easat-4308	81	22	market	market	NOUN
easat-4308	81	23	conditions	condition	NOUN
easat-4308	81	24	.	.	PUNCT
easat-4308	82	1	recent	recent	ADJ
easat-4308	82	2	advancements	advancement	NOUN
easat-4308	82	3	in	in	ADP
easat-4308	82	4	ai	ai	NOUN
easat-4308	82	5	and	and	CCONJ
easat-4308	82	6	machine	machine	NOUN
easat-4308	82	7	learning	learning	NOUN
easat-4308	82	8	have	have	AUX
easat-4308	82	9	further	far	ADV
easat-4308	82	10	enhanced	enhance	VERB
easat-4308	82	11	demand	demand	NOUN
easat-4308	82	12	forecasting	forecasting	NOUN
easat-4308	82	13	capabilities	capability	NOUN
easat-4308	82	14	.	.	PUNCT
easat-4308	83	1	for	for	ADP
easat-4308	83	2	instance	instance	NOUN
easat-4308	83	3	,	,	PUNCT
easat-4308	83	4	liu	liu	PROPN
easat-4308	83	5	,	,	PUNCT
easat-4308	83	6	et	et	PROPN
easat-4308	83	7	al	al	PROPN
easat-4308	83	8	.	.	PUNCT
easat-4308	84	1	[	[	X
easat-4308	84	2	9	9	NUM
easat-4308	84	3	]	]	PUNCT
easat-4308	84	4	highlight	highlight	VERB
easat-4308	84	5	the	the	DET
easat-4308	84	6	role	role	NOUN
easat-4308	84	7	of	of	ADP
easat-4308	84	8	deep	deep	ADJ
easat-4308	84	9	learning	learning	NOUN
easat-4308	84	10	models	model	NOUN
easat-4308	84	11	in	in	ADP
easat-4308	84	12	capturing	capture	VERB
easat-4308	84	13	complex	complex	ADJ
easat-4308	84	14	,	,	PUNCT
easat-4308	84	15	non	non	ADJ
easat-4308	84	16	-	-	ADJ
easat-4308	84	17	linear	linear	ADJ
easat-4308	84	18	relationships	relationship	NOUN
easat-4308	84	19	in	in	ADP
easat-4308	84	20	demand	demand	NOUN
easat-4308	84	21	patterns	pattern	NOUN
easat-4308	84	22	,	,	PUNCT
easat-4308	84	23	which	which	PRON
easat-4308	84	24	traditional	traditional	ADJ
easat-4308	84	25	methods	method	NOUN
easat-4308	84	26	often	often	ADV
easat-4308	84	27	miss	miss	VERB
easat-4308	84	28	.	.	PUNCT
easat-4308	85	1	similarly	similarly	ADV
easat-4308	85	2	,	,	PUNCT
easat-4308	85	3	wang	wang	PROPN
easat-4308	85	4	,	,	PUNCT
easat-4308	85	5	et	et	PROPN
easat-4308	85	6	al	al	PROPN
easat-4308	85	7	.	.	PUNCT
easat-4308	86	1	[	[	X
easat-4308	86	2	4	4	X
easat-4308	86	3	]	]	PUNCT
easat-4308	86	4	emphasize	emphasize	VERB
easat-4308	86	5	the	the	DET
easat-4308	86	6	importance	importance	NOUN
easat-4308	86	7	of	of	ADP
easat-4308	86	8	integrating	integrate	VERB
easat-4308	86	9	real	real	ADJ
easat-4308	86	10	-	-	PUNCT
easat-4308	86	11	time	time	NOUN
easat-4308	86	12	data	datum	NOUN
easat-4308	86	13	streams	stream	NOUN
easat-4308	86	14	,	,	PUNCT
easat-4308	86	15	such	such	ADJ
easat-4308	86	16	as	as	ADP
easat-4308	86	17	social	social	ADJ
easat-4308	86	18	media	medium	NOUN
easat-4308	86	19	trends	trend	NOUN
easat-4308	86	20	and	and	CCONJ
easat-4308	86	21	iot	iot	NOUN
easat-4308	86	22	sensor	sensor	NOUN
easat-4308	86	23	data	datum	NOUN
easat-4308	86	24	,	,	PUNCT
easat-4308	86	25	to	to	PART
easat-4308	86	26	improve	improve	VERB
easat-4308	86	27	forecasting	forecasting	NOUN
easat-4308	86	28	accuracy	accuracy	NOUN
easat-4308	86	29	[	[	X
easat-4308	86	30	4	4	NUM
easat-4308	86	31	,	,	PUNCT
easat-4308	86	32	10	10	NUM
easat-4308	86	33	]	]	PUNCT
easat-4308	86	34	.	.	PUNCT
easat-4308	87	1	these	these	DET
easat-4308	87	2	modern	modern	ADJ
easat-4308	87	3	approaches	approach	NOUN
easat-4308	87	4	utilize	utilize	VERB
easat-4308	87	5	advanced	advanced	ADJ
easat-4308	87	6	technologies	technology	NOUN
easat-4308	87	7	like	like	ADP
easat-4308	87	8	machine	machine	NOUN
easat-4308	87	9	learning	learning	NOUN
easat-4308	87	10	,	,	PUNCT
easat-4308	87	11	big	big	ADJ
easat-4308	87	12	data	datum	NOUN
easat-4308	87	13	analytics	analytic	NOUN
easat-4308	87	14	,	,	PUNCT
easat-4308	87	15	and	and	CCONJ
easat-4308	87	16	real	real	ADJ
easat-4308	87	17	-	-	PUNCT
easat-4308	87	18	time	time	NOUN
easat-4308	87	19	data	datum	NOUN
easat-4308	87	20	processing	processing	NOUN
easat-4308	87	21	to	to	PART
easat-4308	87	22	improve	improve	VERB
easat-4308	87	23	accuracy	accuracy	NOUN
easat-4308	87	24	and	and	CCONJ
easat-4308	87	25	responsiveness	responsiveness	NOUN
easat-4308	87	26	.	.	PUNCT
easat-4308	88	1	for	for	ADP
easat-4308	88	2	example	example	NOUN
easat-4308	88	3	,	,	PUNCT
easat-4308	88	4	machine	machine	NOUN
easat-4308	88	5	learning	learning	NOUN
easat-4308	88	6	algorithms	algorithm	NOUN
easat-4308	88	7	can	can	AUX
easat-4308	88	8	be	be	AUX
easat-4308	88	9	trained	train	VERB
easat-4308	88	10	on	on	ADP
easat-4308	88	11	historical	historical	ADJ
easat-4308	88	12	sales	sale	NOUN
easat-4308	88	13	data	datum	NOUN
easat-4308	88	14	to	to	PART
easat-4308	88	15	predict	predict	VERB
easat-4308	88	16	future	future	ADJ
easat-4308	88	17	demand	demand	NOUN
easat-4308	88	18	patterns	pattern	NOUN
easat-4308	88	19	,	,	PUNCT
easat-4308	88	20	while	while	SCONJ
easat-4308	88	21	big	big	ADJ
easat-4308	88	22	data	datum	NOUN
easat-4308	88	23	analytics	analytic	NOUN
easat-4308	88	24	enables	enable	VERB
easat-4308	88	25	organizations	organization	NOUN
easat-4308	88	26	to	to	PART
easat-4308	88	27	analyse	analyse	VERB
easat-4308	88	28	large	large	ADJ
easat-4308	88	29	amounts	amount	NOUN
easat-4308	88	30	of	of	ADP
easat-4308	88	31	customer	customer	NOUN
easat-4308	88	32	data	datum	NOUN
easat-4308	88	33	,	,	PUNCT
easat-4308	88	34	including	include	VERB
easat-4308	88	35	purchase	purchase	NOUN
easat-4308	88	36	history	history	NOUN
easat-4308	88	37	,	,	PUNCT
easat-4308	88	38	browsing	browse	VERB
easat-4308	88	39	behaviour	behaviour	NOUN
easat-4308	88	40	,	,	PUNCT
easat-4308	88	41	and	and	CCONJ
easat-4308	88	42	social	social	ADJ
easat-4308	88	43	media	medium	NOUN
easat-4308	88	44	activity	activity	NOUN
easat-4308	88	45	.	.	PUNCT
easat-4308	89	1	real	real	ADJ
easat-4308	89	2	-	-	PUNCT
easat-4308	89	3	time	time	NOUN
easat-4308	89	4	data	datum	NOUN
easat-4308	89	5	processing	processing	NOUN
easat-4308	89	6	allows	allow	VERB
easat-4308	89	7	businesses	business	NOUN
easat-4308	89	8	to	to	PART
easat-4308	89	9	receive	receive	VERB
easat-4308	89	10	timely	timely	ADJ
easat-4308	89	11	updates	update	NOUN
easat-4308	89	12	from	from	ADP
easat-4308	89	13	suppliers	supplier	NOUN
easat-4308	89	14	,	,	PUNCT
easat-4308	89	15	manufacturers	manufacturer	NOUN
easat-4308	89	16	,	,	PUNCT
easat-4308	89	17	and	and	CCONJ
easat-4308	89	18	logistics	logistic	NOUN
easat-4308	89	19	providers	provider	NOUN
easat-4308	89	20	,	,	PUNCT
easat-4308	89	21	enabling	enable	VERB
easat-4308	89	22	them	they	PRON
easat-4308	89	23	to	to	PART
easat-4308	89	24	adjust	adjust	VERB
easat-4308	89	25	production	production	NOUN
easat-4308	89	26	levels	level	NOUN
easat-4308	89	27	and	and	CCONJ
easat-4308	89	28	inventory	inventory	NOUN
easat-4308	89	29	management	management	NOUN
easat-4308	89	30	accordingly	accordingly	ADV
easat-4308	89	31	.	.	PUNCT
easat-4308	90	1	effective	effective	ADJ
easat-4308	90	2	demand	demand	NOUN
easat-4308	90	3	forecasting	forecasting	NOUN
easat-4308	90	4	also	also	ADV
easat-4308	90	5	enhances	enhance	VERB
easat-4308	90	6	the	the	DET
easat-4308	90	7	agility	agility	NOUN
easat-4308	90	8	and	and	CCONJ
easat-4308	90	9	resilience	resilience	NOUN
easat-4308	90	10	of	of	ADP
easat-4308	90	11	supply	supply	NOUN
easat-4308	90	12	chains	chain	NOUN
easat-4308	90	13	,	,	PUNCT
easat-4308	90	14	enabling	enable	VERB
easat-4308	90	15	businesses	business	NOUN
easat-4308	90	16	to	to	PART
easat-4308	90	17	adapt	adapt	VERB
easat-4308	90	18	to	to	ADP
easat-4308	90	19	market	market	NOUN
easat-4308	90	20	fluctuations	fluctuation	NOUN
easat-4308	90	21	,	,	PUNCT
easat-4308	90	22	optimize	optimize	NOUN
easat-4308	90	23	costs	cost	NOUN
easat-4308	90	24	,	,	PUNCT
easat-4308	90	25	and	and	CCONJ
easat-4308	90	26	maintain	maintain	VERB
easat-4308	90	27	competitive	competitive	ADJ
easat-4308	90	28	advantages	advantage	NOUN
easat-4308	90	29	in	in	ADP
easat-4308	90	30	dynamic	dynamic	ADJ
easat-4308	90	31	markets	market	NOUN
easat-4308	90	32	.	.	PUNCT
easat-4308	91	1	by	by	ADP
easat-4308	91	2	being	be	AUX
easat-4308	91	3	able	able	ADJ
easat-4308	91	4	to	to	PART
easat-4308	91	5	respond	respond	VERB
easat-4308	91	6	quickly	quickly	ADV
easat-4308	91	7	to	to	ADP
easat-4308	91	8	changes	change	NOUN
easat-4308	91	9	in	in	ADP
easat-4308	91	10	customer	customer	NOUN
easat-4308	91	11	demand	demand	NOUN
easat-4308	91	12	,	,	PUNCT
easat-4308	91	13	organizations	organization	NOUN
easat-4308	91	14	can	can	AUX
easat-4308	91	15	reduce	reduce	VERB
easat-4308	91	16	their	their	PRON
easat-4308	91	17	risk	risk	NOUN
easat-4308	91	18	exposure	exposure	NOUN
easat-4308	91	19	and	and	CCONJ
easat-4308	91	20	minimize	minimize	VERB
easat-4308	91	21	the	the	DET
easat-4308	91	22	impact	impact	NOUN
easat-4308	91	23	of	of	ADP
easat-4308	91	24	disruptions	disruption	NOUN
easat-4308	91	25	such	such	ADJ
easat-4308	91	26	as	as	ADP
easat-4308	91	27	natural	natural	ADJ
easat-4308	91	28	disasters	disaster	NOUN
easat-4308	91	29	or	or	CCONJ
easat-4308	91	30	global	global	ADJ
easat-4308	91	31	economic	economic	ADJ
easat-4308	91	32	downturns	downturn	NOUN
easat-4308	91	33	.	.	PUNCT
easat-4308	92	1	moreover	moreover	ADV
easat-4308	92	2	,	,	PUNCT
easat-4308	92	3	accurate	accurate	ADJ
easat-4308	92	4	forecasting	forecasting	NOUN
easat-4308	92	5	enables	enable	VERB
easat-4308	92	6	businesses	business	NOUN
easat-4308	92	7	to	to	PART
easat-4308	92	8	negotiate	negotiate	VERB
easat-4308	92	9	better	well	ADJ
easat-4308	92	10	prices	price	NOUN
easat-4308	92	11	with	with	ADP
easat-4308	92	12	suppliers	supplier	NOUN
easat-4308	92	13	,	,	PUNCT
easat-4308	92	14	take	take	VERB
easat-4308	92	15	advantage	advantage	NOUN
easat-4308	92	16	of	of	ADP
easat-4308	92	17	new	new	ADJ
easat-4308	92	18	market	market	NOUN
easat-4308	92	19	opportunities	opportunity	NOUN
easat-4308	92	20	,	,	PUNCT
easat-4308	92	21	and	and	CCONJ
easat-4308	92	22	explore	explore	VERB
easat-4308	92	23	alternative	alternative	ADJ
easat-4308	92	24	supply	supply	NOUN
easat-4308	92	25	chain	chain	NOUN
easat-4308	92	26	configurations	configuration	NOUN
easat-4308	92	27	that	that	PRON
easat-4308	92	28	better	well	ADV
easat-4308	92	29	align	align	VERB
easat-4308	92	30	with	with	ADP
easat-4308	92	31	their	their	PRON
easat-4308	92	32	business	business	NOUN
easat-4308	92	33	needs	need	NOUN
easat-4308	92	34	.	.	PUNCT
easat-4308	93	1	2.2	2.2	NUM
easat-4308	93	2	.	.	PUNCT
easat-4308	94	1	traditional	traditional	ADJ
easat-4308	94	2	vs.	vs.	ADP
easat-4308	94	3	ai	ai	ADJ
easat-4308	94	4	-	-	PUNCT
easat-4308	94	5	driven	drive	VERB
easat-4308	94	6	forecasting	forecasting	NOUN
easat-4308	94	7	methods	method	NOUN
easat-4308	94	8	traditional	traditional	ADJ
easat-4308	94	9	forecasting	forecasting	NOUN
easat-4308	94	10	methods	method	NOUN
easat-4308	94	11	,	,	PUNCT
easat-4308	94	12	such	such	ADJ
easat-4308	94	13	as	as	ADP
easat-4308	94	14	time	time	NOUN
easat-4308	94	15	series	series	PROPN
easat-4308	94	16	analysis	analysis	NOUN
easat-4308	94	17	,	,	PUNCT
easat-4308	94	18	qualitative	qualitative	ADJ
easat-4308	94	19	forecasting	forecasting	NOUN
easat-4308	94	20	,	,	PUNCT
easat-4308	94	21	cpfr	cpfr	NOUN
easat-4308	94	22	(	(	PUNCT
easat-4308	94	23	collaborative	collaborative	ADJ
easat-4308	94	24	planning	planning	NOUN
easat-4308	94	25	,	,	PUNCT
easat-4308	94	26	forecasting	forecasting	NOUN
easat-4308	94	27	,	,	PUNCT
easat-4308	94	28	and	and	CCONJ
easat-4308	94	29	replenishment	replenishment	NOUN
easat-4308	94	30	)	)	PUNCT
easat-4308	94	31	,	,	PUNCT
easat-4308	94	32	delphi	delphi	NOUN
easat-4308	94	33	method	method	NOUN
easat-4308	94	34	,	,	PUNCT
easat-4308	94	35	simulation	simulation	NOUN
easat-4308	94	36	models	model	NOUN
easat-4308	94	37	,	,	PUNCT
easat-4308	94	38	causal	causal	ADJ
easat-4308	94	39	inferences	inference	NOUN
easat-4308	94	40	,	,	PUNCT
easat-4308	94	41	consumer	consumer	NOUN
easat-4308	94	42	surveys	survey	NOUN
easat-4308	94	43	,	,	PUNCT
easat-4308	94	44	and	and	CCONJ
easat-4308	94	45	market	market	NOUN
easat-4308	94	46	research	research	NOUN
easat-4308	94	47	,	,	PUNCT
easat-4308	94	48	rely	rely	VERB
easat-4308	94	49	on	on	ADP
easat-4308	94	50	historical	historical	ADJ
easat-4308	94	51	data	datum	NOUN
easat-4308	94	52	,	,	PUNCT
easat-4308	94	53	expert	expert	ADJ
easat-4308	94	54	judgment	judgment	NOUN
easat-4308	94	55	,	,	PUNCT
easat-4308	94	56	and	and	CCONJ
easat-4308	94	57	structured	structured	ADJ
easat-4308	94	58	collaboration	collaboration	NOUN
easat-4308	94	59	to	to	PART
easat-4308	94	60	predict	predict	VERB
easat-4308	94	61	demand	demand	NOUN
easat-4308	94	62	.	.	PUNCT
easat-4308	95	1	these	these	DET
easat-4308	95	2	approaches	approach	NOUN
easat-4308	95	3	offer	offer	VERB
easat-4308	95	4	valuable	valuable	ADJ
easat-4308	95	5	insights	insight	NOUN
easat-4308	95	6	into	into	ADP
easat-4308	95	7	customer	customer	NOUN
easat-4308	95	8	behavior	behavior	NOUN
easat-4308	95	9	,	,	PUNCT
easat-4308	95	10	market	market	NOUN
easat-4308	95	11	trends	trend	NOUN
easat-4308	95	12	,	,	PUNCT
easat-4308	95	13	and	and	CCONJ
easat-4308	95	14	economic	economic	ADJ
easat-4308	95	15	conditions	condition	NOUN
easat-4308	95	16	,	,	PUNCT
easat-4308	95	17	but	but	CCONJ
easat-4308	95	18	they	they	PRON
easat-4308	95	19	often	often	ADV
easat-4308	95	20	struggle	struggle	VERB
easat-4308	95	21	with	with	ADP
easat-4308	95	22	processing	process	VERB
easat-4308	95	23	large	large	ADJ
easat-4308	95	24	,	,	PUNCT
easat-4308	95	25	complex	complex	ADJ
easat-4308	95	26	datasets	dataset	NOUN
easat-4308	95	27	and	and	CCONJ
easat-4308	95	28	adapting	adapt	VERB
easat-4308	95	29	to	to	ADP
easat-4308	95	30	rapid	rapid	ADJ
easat-4308	95	31	market	market	NOUN
easat-4308	95	32	changes	change	NOUN
easat-4308	95	33	.	.	PUNCT
easat-4308	96	1	for	for	ADP
easat-4308	96	2	instance	instance	NOUN
easat-4308	96	3	,	,	PUNCT
easat-4308	96	4	time	time	NOUN
easat-4308	96	5	series	series	NOUN
easat-4308	96	6	analysis	analysis	NOUN
easat-4308	96	7	may	may	AUX
easat-4308	96	8	be	be	AUX
easat-4308	96	9	limited	limit	VERB
easat-4308	96	10	by	by	ADP
easat-4308	96	11	its	its	PRON
easat-4308	96	12	inability	inability	NOUN
easat-4308	96	13	to	to	PART
easat-4308	96	14	capture	capture	VERB
easat-4308	96	15	non	non	ADJ
easat-4308	96	16	-	-	ADJ
easat-4308	96	17	stationary	stationary	ADJ
easat-4308	96	18	patterns	pattern	NOUN
easat-4308	96	19	or	or	CCONJ
easat-4308	96	20	outliers	outlier	NOUN
easat-4308	96	21	in	in	ADP
easat-4308	96	22	the	the	DET
easat-4308	96	23	data	datum	NOUN
easat-4308	96	24	,	,	PUNCT
easat-4308	96	25	while	while	SCONJ
easat-4308	96	26	qualitative	qualitative	ADJ
easat-4308	96	27	forecasting	forecasting	NOUN
easat-4308	96	28	relies	rely	VERB
easat-4308	96	29	heavily	heavily	ADV
easat-4308	96	30	on	on	ADP
easat-4308	96	31	expert	expert	ADJ
easat-4308	96	32	judgment	judgment	NOUN
easat-4308	96	33	,	,	PUNCT
easat-4308	96	34	which	which	PRON
easat-4308	96	35	can	can	AUX
easat-4308	96	36	be	be	AUX
easat-4308	96	37	subjective	subjective	ADJ
easat-4308	96	38	and	and	CCONJ
easat-4308	96	39	prone	prone	ADJ
easat-4308	96	40	to	to	ADP
easat-4308	96	41	bias	bias	VERB
easat-4308	96	42	according	accord	VERB
easat-4308	96	43	to	to	ADP
easat-4308	96	44	mukherjee	mukherjee	NOUN
easat-4308	96	45	,	,	PUNCT
easat-4308	96	46	et	et	PROPN
easat-4308	96	47	al	al	PROPN
easat-4308	96	48	.	.	PUNCT
easat-4308	97	1	[	[	X
easat-4308	97	2	2	2	NUM
easat-4308	97	3	]	]	PUNCT
easat-4308	97	4	.	.	PUNCT
easat-4308	98	1	cpfr	cpfr	NOUN
easat-4308	98	2	,	,	PUNCT
easat-4308	98	3	for	for	ADP
easat-4308	98	4	example	example	NOUN
easat-4308	98	5	,	,	PUNCT
easat-4308	98	6	requires	require	VERB
easat-4308	98	7	significant	significant	ADJ
easat-4308	98	8	manual	manual	ADJ
easat-4308	98	9	input	input	NOUN
easat-4308	98	10	from	from	ADP
easat-4308	98	11	stakeholders	stakeholder	NOUN
easat-4308	98	12	to	to	PART
easat-4308	98	13	ensure	ensure	VERB
easat-4308	98	14	alignment	alignment	NOUN
easat-4308	98	15	across	across	ADP
easat-4308	98	16	different	different	ADJ
easat-4308	98	17	departments	department	NOUN
easat-4308	98	18	and	and	CCONJ
easat-4308	98	19	supply	supply	NOUN
easat-4308	98	20	chains	chain	NOUN
easat-4308	98	21	,	,	PUNCT
easat-4308	98	22	whereas	whereas	SCONJ
easat-4308	98	23	delphi	delphi	NOUN
easat-4308	98	24	's	's	PART
easat-4308	98	25	methods	method	NOUN
easat-4308	98	26	often	often	ADV
easat-4308	98	27	rely	rely	VERB
easat-4308	98	28	on	on	ADP
easat-4308	98	29	repetitive	repetitive	ADJ
easat-4308	98	30	rounds	round	NOUN
easat-4308	98	31	of	of	ADP
easat-4308	98	32	predictions	prediction	NOUN
easat-4308	98	33	and	and	CCONJ
easat-4308	98	34	feedback	feedback	NOUN
easat-4308	98	35	loops	loop	NOUN
easat-4308	98	36	that	that	PRON
easat-4308	98	37	can	can	AUX
easat-4308	98	38	become	become	VERB
easat-4308	98	39	tedious	tedious	ADJ
easat-4308	98	40	and	and	CCONJ
easat-4308	98	41	time	time	NOUN
easat-4308	98	42	-	-	PUNCT
easat-4308	98	43	consuming	consume	VERB
easat-4308	98	44	.	.	PUNCT
easat-4308	99	1	in	in	ADP
easat-4308	99	2	contrast	contrast	NOUN
easat-4308	99	3	,	,	PUNCT
easat-4308	99	4	ai	ai	ADJ
easat-4308	99	5	-	-	PUNCT
easat-4308	99	6	driven	drive	VERB
easat-4308	99	7	forecasting	forecasting	NOUN
easat-4308	99	8	methods	method	NOUN
easat-4308	99	9	utilize	utilize	VERB
easat-4308	99	10	machine	machine	NOUN
easat-4308	99	11	learning	learning	NOUN
easat-4308	99	12	algorithms	algorithm	NOUN
easat-4308	99	13	,	,	PUNCT
easat-4308	99	14	big	big	ADJ
easat-4308	99	15	data	datum	NOUN
easat-4308	99	16	analytics	analytic	NOUN
easat-4308	99	17	,	,	PUNCT
easat-4308	99	18	and	and	CCONJ
easat-4308	99	19	real	real	ADJ
easat-4308	99	20	-	-	PUNCT
easat-4308	99	21	time	time	NOUN
easat-4308	99	22	data	datum	NOUN
easat-4308	99	23	to	to	PART
easat-4308	99	24	identify	identify	VERB
easat-4308	99	25	patterns	pattern	NOUN
easat-4308	99	26	and	and	CCONJ
easat-4308	99	27	trends	trend	NOUN
easat-4308	99	28	that	that	PRON
easat-4308	99	29	traditional	traditional	ADJ
easat-4308	99	30	methods	method	NOUN
easat-4308	99	31	might	might	AUX
easat-4308	99	32	overlook	overlook	VERB
easat-4308	99	33	.	.	PUNCT
easat-4308	100	1	these	these	DET
easat-4308	100	2	approaches	approach	NOUN
easat-4308	100	3	can	can	AUX
easat-4308	100	4	analyse	analyse	VERB
easat-4308	100	5	diverse	diverse	ADJ
easat-4308	100	6	datasets	dataset	NOUN
easat-4308	100	7	,	,	PUNCT
easat-4308	100	8	such	such	ADJ
easat-4308	100	9	as	as	ADP
easat-4308	100	10	social	social	ADJ
easat-4308	100	11	media	medium	NOUN
easat-4308	100	12	trends	trend	NOUN
easat-4308	100	13	,	,	PUNCT
easat-4308	100	14	weather	weather	NOUN
easat-4308	100	15	patterns	pattern	NOUN
easat-4308	100	16	,	,	PUNCT
easat-4308	100	17	economic	economic	ADJ
easat-4308	100	18	indicators	indicator	NOUN
easat-4308	100	19	,	,	PUNCT
easat-4308	100	20	and	and	CCONJ
easat-4308	100	21	more	more	ADJ
easat-4308	100	22	,	,	PUNCT
easat-4308	100	23	to	to	PART
easat-4308	100	24	provide	provide	VERB
easat-4308	100	25	dynamic	dynamic	ADJ
easat-4308	100	26	and	and	CCONJ
easat-4308	100	27	highly	highly	ADV
easat-4308	100	28	accurate	accurate	ADJ
easat-4308	100	29	forecasts	forecast	NOUN
easat-4308	100	30	[	[	X
easat-4308	100	31	13	13	NUM
easat-4308	100	32	,	,	PUNCT
easat-4308	100	33	16	16	NUM
easat-4308	100	34	]	]	PUNCT
easat-4308	100	35	.	.	PUNCT
easat-4308	101	1	for	for	ADP
easat-4308	101	2	example	example	NOUN
easat-4308	101	3	,	,	PUNCT
easat-4308	101	4	ai	ai	VERB
easat-4308	101	5	models	model	NOUN
easat-4308	101	6	can	can	AUX
easat-4308	101	7	be	be	AUX
easat-4308	101	8	trained	train	VERB
easat-4308	101	9	on	on	ADP
easat-4308	101	10	historical	historical	ADJ
easat-4308	101	11	sales	sale	NOUN
easat-4308	101	12	data	datum	NOUN
easat-4308	101	13	to	to	PART
easat-4308	101	14	predict	predict	VERB
easat-4308	101	15	future	future	ADJ
easat-4308	101	16	demand	demand	NOUN
easat-4308	101	17	patterns	pattern	NOUN
easat-4308	101	18	,	,	PUNCT
easat-4308	101	19	taking	take	VERB
easat-4308	101	20	into	into	ADP
easat-4308	101	21	account	account	NOUN
easat-4308	101	22	1049	1049	NUM
easat-4308	101	23	edelweiss	edelweiss	PROPN
easat-4308	101	24	applied	apply	VERB
easat-4308	101	25	science	science	NOUN
easat-4308	101	26	and	and	CCONJ
easat-4308	101	27	technology	technology	NOUN
easat-4308	101	28	issn	issn	PROPN
easat-4308	101	29	:	:	PUNCT
easat-4308	101	30	2576	2576	NUM
easat-4308	101	31	-	-	SYM
easat-4308	101	32	8484	8484	NUM
easat-4308	101	33	vol	vol	NOUN
easat-4308	101	34	.	.	PROPN
easat-4308	102	1	9	9	NUM
easat-4308	102	2	,	,	PUNCT
easat-4308	102	3	no	no	INTJ
easat-4308	102	4	.	.	NOUN
easat-4308	102	5	1	1	NUM
easat-4308	102	6	:	:	PUNCT
easat-4308	102	7	1045	1045	NUM
easat-4308	102	8	-	-	SYM
easat-4308	102	9	1068	1068	NUM
easat-4308	102	10	,	,	PUNCT
easat-4308	102	11	2025	2025	NUM
easat-4308	102	12	doi	doi	NOUN
easat-4308	102	13	:	:	PUNCT
easat-4308	102	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	102	15	©	©	PROPN
easat-4308	102	16	2025	2025	NUM
easat-4308	102	17	by	by	ADP
easat-4308	102	18	the	the	DET
easat-4308	102	19	authors	author	NOUN
easat-4308	102	20	;	;	PUNCT
easat-4308	103	1	licensee	licensee	PROPN
easat-4308	103	2	learning	learn	VERB
easat-4308	103	3	gate	gate	NOUN
easat-4308	103	4	factors	factor	NOUN
easat-4308	103	5	like	like	ADP
easat-4308	103	6	seasonality	seasonality	NOUN
easat-4308	103	7	,	,	PUNCT
easat-4308	103	8	holidays	holiday	NOUN
easat-4308	103	9	,	,	PUNCT
easat-4308	103	10	and	and	CCONJ
easat-4308	103	11	competitor	competitor	NOUN
easat-4308	103	12	activity	activity	NOUN
easat-4308	103	13	.	.	PUNCT
easat-4308	104	1	unlike	unlike	ADP
easat-4308	104	2	traditional	traditional	ADJ
easat-4308	104	3	methods	method	NOUN
easat-4308	104	4	that	that	PRON
easat-4308	104	5	may	may	AUX
easat-4308	104	6	require	require	VERB
easat-4308	104	7	significant	significant	ADJ
easat-4308	104	8	manual	manual	ADJ
easat-4308	104	9	input	input	NOUN
easat-4308	104	10	or	or	CCONJ
easat-4308	104	11	assumptions	assumption	NOUN
easat-4308	104	12	,	,	PUNCT
easat-4308	104	13	ai	ai	ADJ
easat-4308	104	14	-	-	PUNCT
easat-4308	104	15	driven	drive	VERB
easat-4308	104	16	approaches	approach	NOUN
easat-4308	104	17	automate	automate	VERB
easat-4308	104	18	the	the	DET
easat-4308	104	19	forecasting	forecasting	NOUN
easat-4308	104	20	process	process	NOUN
easat-4308	104	21	and	and	CCONJ
easat-4308	104	22	continuously	continuously	ADV
easat-4308	104	23	learn	learn	VERB
easat-4308	104	24	and	and	CCONJ
easat-4308	104	25	improve	improve	VERB
easat-4308	104	26	over	over	ADP
easat-4308	104	27	time	time	NOUN
easat-4308	104	28	.	.	PUNCT
easat-4308	105	1	this	this	DET
easat-4308	105	2	adaptability	adaptability	NOUN
easat-4308	105	3	and	and	CCONJ
easat-4308	105	4	scalability	scalability	NOUN
easat-4308	105	5	make	make	VERB
easat-4308	105	6	ai	ai	VERB
easat-4308	105	7	-	-	PUNCT
easat-4308	105	8	driven	drive	VERB
easat-4308	105	9	forecasting	forecasting	NOUN
easat-4308	105	10	superior	superior	ADJ
easat-4308	105	11	in	in	ADP
easat-4308	105	12	handling	handle	VERB
easat-4308	105	13	volatile	volatile	ADJ
easat-4308	105	14	markets	market	NOUN
easat-4308	105	15	and	and	CCONJ
easat-4308	105	16	complex	complex	ADJ
easat-4308	105	17	supply	supply	NOUN
easat-4308	105	18	chains	chain	NOUN
easat-4308	105	19	,	,	PUNCT
easat-4308	105	20	offering	offer	VERB
easat-4308	105	21	greater	great	ADJ
easat-4308	105	22	precision	precision	NOUN
easat-4308	105	23	and	and	CCONJ
easat-4308	105	24	agility	agility	NOUN
easat-4308	105	25	to	to	ADP
easat-4308	105	26	businesses	business	NOUN
easat-4308	105	27	.	.	PUNCT
easat-4308	106	1	recent	recent	ADJ
easat-4308	106	2	studies	study	NOUN
easat-4308	106	3	,	,	PUNCT
easat-4308	106	4	such	such	ADJ
easat-4308	106	5	as	as	ADP
easat-4308	106	6	zhang	zhang	PROPN
easat-4308	106	7	,	,	PUNCT
easat-4308	106	8	et	et	PROPN
easat-4308	106	9	al	al	PROPN
easat-4308	106	10	.	.	PUNCT
easat-4308	107	1	[	[	X
easat-4308	107	2	10	10	NUM
easat-4308	107	3	]	]	PUNCT
easat-4308	107	4	have	have	AUX
easat-4308	107	5	demonstrated	demonstrate	VERB
easat-4308	107	6	the	the	DET
easat-4308	107	7	superiority	superiority	NOUN
easat-4308	107	8	of	of	ADP
easat-4308	107	9	ai	ai	NOUN
easat-4308	107	10	-	-	PUNCT
easat-4308	107	11	driven	drive	VERB
easat-4308	107	12	methods	method	NOUN
easat-4308	107	13	in	in	ADP
easat-4308	107	14	handling	handle	VERB
easat-4308	107	15	large	large	ADJ
easat-4308	107	16	-	-	PUNCT
easat-4308	107	17	scale	scale	NOUN
easat-4308	107	18	datasets	dataset	NOUN
easat-4308	107	19	and	and	CCONJ
easat-4308	107	20	capturing	capture	VERB
easat-4308	107	21	complex	complex	ADJ
easat-4308	107	22	,	,	PUNCT
easat-4308	107	23	non	non	ADJ
easat-4308	107	24	-	-	ADJ
easat-4308	107	25	linear	linear	ADJ
easat-4308	107	26	relationships	relationship	NOUN
easat-4308	107	27	.	.	PUNCT
easat-4308	108	1	chen	chen	PROPN
easat-4308	108	2	,	,	PUNCT
easat-4308	108	3	et	et	PROPN
easat-4308	108	4	al	al	PROPN
easat-4308	108	5	.	.	PUNCT
easat-4308	109	1	[	[	X
easat-4308	109	2	8	8	NUM
easat-4308	109	3	]	]	PUNCT
easat-4308	109	4	further	far	ADV
easat-4308	109	5	highlight	highlight	VERB
easat-4308	109	6	the	the	DET
easat-4308	109	7	role	role	NOUN
easat-4308	109	8	of	of	ADP
easat-4308	109	9	ensemble	ensemble	ADJ
easat-4308	109	10	learning	learning	NOUN
easat-4308	109	11	techniques	technique	NOUN
easat-4308	109	12	,	,	PUNCT
easat-4308	109	13	such	such	ADJ
easat-4308	109	14	as	as	ADP
easat-4308	109	15	xgboost	xgboost	ADV
easat-4308	109	16	and	and	CCONJ
easat-4308	109	17	random	random	ADJ
easat-4308	109	18	forest	forest	NOUN
easat-4308	109	19	,	,	PUNCT
easat-4308	109	20	in	in	ADP
easat-4308	109	21	improving	improve	VERB
easat-4308	109	22	forecasting	forecasting	NOUN
easat-4308	109	23	accuracy	accuracy	NOUN
easat-4308	109	24	by	by	ADP
easat-4308	109	25	combining	combine	VERB
easat-4308	109	26	multiple	multiple	ADJ
easat-4308	109	27	models	model	NOUN
easat-4308	109	28	to	to	PART
easat-4308	109	29	reduce	reduce	VERB
easat-4308	109	30	bias	bias	NOUN
easat-4308	109	31	and	and	CCONJ
easat-4308	109	32	variance	variance	NOUN
easat-4308	109	33	.	.	PUNCT
easat-4308	110	1	moreover	moreover	ADV
easat-4308	110	2	,	,	PUNCT
easat-4308	110	3	ai	ai	VERB
easat-4308	110	4	models	model	NOUN
easat-4308	110	5	can	can	AUX
easat-4308	110	6	identify	identify	VERB
easat-4308	110	7	complex	complex	ADJ
easat-4308	110	8	relationships	relationship	NOUN
easat-4308	110	9	between	between	ADP
easat-4308	110	10	seemingly	seemingly	ADV
easat-4308	110	11	unrelated	unrelated	ADJ
easat-4308	110	12	variables	variable	NOUN
easat-4308	110	13	,	,	PUNCT
easat-4308	110	14	such	such	ADJ
easat-4308	110	15	as	as	ADP
easat-4308	110	16	the	the	DET
easat-4308	110	17	impact	impact	NOUN
easat-4308	110	18	of	of	ADP
easat-4308	110	19	weather	weather	NOUN
easat-4308	110	20	patterns	pattern	NOUN
easat-4308	110	21	on	on	ADP
easat-4308	110	22	crop	crop	NOUN
easat-4308	110	23	yields	yield	NOUN
easat-4308	110	24	or	or	CCONJ
easat-4308	110	25	the	the	DET
easat-4308	110	26	effect	effect	NOUN
easat-4308	110	27	of	of	ADP
easat-4308	110	28	social	social	ADJ
easat-4308	110	29	media	medium	NOUN
easat-4308	110	30	trends	trend	NOUN
easat-4308	110	31	on	on	ADP
easat-4308	110	32	consumer	consumer	NOUN
easat-4308	110	33	purchasing	purchasing	NOUN
easat-4308	110	34	decisions	decision	NOUN
easat-4308	110	35	.	.	PUNCT
easat-4308	111	1	by	by	ADP
easat-4308	111	2	utilizing	utilize	VERB
easat-4308	111	3	these	these	DET
easat-4308	111	4	insights	insight	NOUN
easat-4308	111	5	,	,	PUNCT
easat-4308	111	6	businesses	business	NOUN
easat-4308	111	7	can	can	AUX
easat-4308	111	8	gain	gain	VERB
easat-4308	111	9	a	a	DET
easat-4308	111	10	deeper	deep	ADJ
easat-4308	111	11	understanding	understanding	NOUN
easat-4308	111	12	of	of	ADP
easat-4308	111	13	their	their	PRON
easat-4308	111	14	customers	customer	NOUN
easat-4308	111	15	’	'	PUNCT
easat-4308	111	16	needs	need	NOUN
easat-4308	111	17	and	and	CCONJ
easat-4308	111	18	preferences	preference	NOUN
easat-4308	111	19	,	,	PUNCT
easat-4308	111	20	enabling	enable	VERB
easat-4308	111	21	them	they	PRON
easat-4308	111	22	to	to	PART
easat-4308	111	23	make	make	VERB
easat-4308	111	24	data	datum	NOUN
easat-4308	111	25	-	-	PUNCT
easat-4308	111	26	driven	drive	VERB
easat-4308	111	27	decisions	decision	NOUN
easat-4308	111	28	that	that	PRON
easat-4308	111	29	drive	drive	VERB
easat-4308	111	30	business	business	NOUN
easat-4308	111	31	growth	growth	NOUN
easat-4308	111	32	.	.	PUNCT
easat-4308	112	1	additionally	additionally	ADV
easat-4308	112	2	,	,	PUNCT
easat-4308	112	3	aidriven	aidriven	ADJ
easat-4308	112	4	forecasting	forecasting	NOUN
easat-4308	112	5	can	can	AUX
easat-4308	112	6	help	help	VERB
easat-4308	112	7	reduce	reduce	VERB
easat-4308	112	8	costs	cost	NOUN
easat-4308	112	9	associated	associate	VERB
easat-4308	112	10	with	with	ADP
easat-4308	112	11	manual	manual	ADJ
easat-4308	112	12	forecasting	forecasting	NOUN
easat-4308	112	13	processes	process	NOUN
easat-4308	112	14	,	,	PUNCT
easat-4308	112	15	such	such	ADJ
easat-4308	112	16	as	as	ADP
easat-4308	112	17	the	the	DET
easat-4308	112	18	time	time	NOUN
easat-4308	112	19	and	and	CCONJ
easat-4308	112	20	resources	resource	NOUN
easat-4308	112	21	required	require	VERB
easat-4308	112	22	for	for	ADP
easat-4308	112	23	data	datum	NOUN
easat-4308	112	24	analysis	analysis	NOUN
easat-4308	112	25	,	,	PUNCT
easat-4308	112	26	reporting	reporting	NOUN
easat-4308	112	27	,	,	PUNCT
easat-4308	112	28	and	and	CCONJ
easat-4308	112	29	decision	decision	NOUN
easat-4308	112	30	-	-	PUNCT
easat-4308	112	31	making	making	NOUN
easat-4308	112	32	.	.	PUNCT
easat-4308	113	1	furthermore	furthermore	ADV
easat-4308	113	2	,	,	PUNCT
easat-4308	113	3	ai	ai	AUX
easat-4308	113	4	-	-	PUNCT
easat-4308	113	5	driven	drive	VERB
easat-4308	113	6	forecasting	forecasting	NOUN
easat-4308	113	7	can	can	AUX
easat-4308	113	8	also	also	ADV
easat-4308	113	9	facilitate	facilitate	VERB
easat-4308	113	10	real	real	ADJ
easat-4308	113	11	-	-	PUNCT
easat-4308	113	12	time	time	NOUN
easat-4308	113	13	decision	decision	NOUN
easat-4308	113	14	-	-	PUNCT
easat-4308	113	15	making	making	NOUN
easat-4308	113	16	by	by	ADP
easat-4308	113	17	providing	provide	VERB
easat-4308	113	18	businesses	business	NOUN
easat-4308	113	19	with	with	ADP
easat-4308	113	20	timely	timely	ADJ
easat-4308	113	21	and	and	CCONJ
easat-4308	113	22	accurate	accurate	ADJ
easat-4308	113	23	insights	insight	NOUN
easat-4308	113	24	into	into	ADP
easat-4308	113	25	market	market	NOUN
easat-4308	113	26	conditions	condition	NOUN
easat-4308	113	27	.	.	PUNCT
easat-4308	114	1	for	for	ADP
easat-4308	114	2	instance	instance	NOUN
easat-4308	114	3	,	,	PUNCT
easat-4308	114	4	an	an	DET
easat-4308	114	5	ai	ai	NOUN
easat-4308	114	6	-	-	PUNCT
easat-4308	114	7	powered	power	VERB
easat-4308	114	8	forecasting	forecasting	NOUN
easat-4308	114	9	system	system	NOUN
easat-4308	114	10	can	can	AUX
easat-4308	114	11	analyze	analyze	VERB
easat-4308	114	12	real	real	ADJ
easat-4308	114	13	-	-	PUNCT
easat-4308	114	14	time	time	NOUN
easat-4308	114	15	sensor	sensor	NOUN
easat-4308	114	16	data	datum	NOUN
easat-4308	114	17	from	from	ADP
easat-4308	114	18	iot	iot	PROPN
easat-4308	114	19	devices	device	NOUN
easat-4308	114	20	to	to	PART
easat-4308	114	21	predict	predict	VERB
easat-4308	114	22	potential	potential	ADJ
easat-4308	114	23	disruptions	disruption	NOUN
easat-4308	114	24	or	or	CCONJ
easat-4308	114	25	supply	supply	NOUN
easat-4308	114	26	chain	chain	NOUN
easat-4308	114	27	bottlenecks	bottleneck	NOUN
easat-4308	114	28	,	,	PUNCT
easat-4308	114	29	enabling	enable	VERB
easat-4308	114	30	businesses	business	NOUN
easat-4308	114	31	to	to	PART
easat-4308	114	32	take	take	VERB
easat-4308	114	33	swift	swift	ADJ
easat-4308	114	34	action	action	NOUN
easat-4308	114	35	to	to	PART
easat-4308	114	36	mitigate	mitigate	VERB
easat-4308	114	37	risks	risk	NOUN
easat-4308	114	38	and	and	CCONJ
easat-4308	114	39	respond	respond	VERB
easat-4308	114	40	to	to	ADP
easat-4308	114	41	changing	change	VERB
easat-4308	114	42	market	market	NOUN
easat-4308	114	43	conditions	condition	NOUN
easat-4308	114	44	.	.	PUNCT
easat-4308	115	1	2.3	2.3	NUM
easat-4308	115	2	.	.	PUNCT
easat-4308	116	1	ai	ai	VERB
easat-4308	116	2	applications	application	NOUN
easat-4308	116	3	in	in	ADP
easat-4308	116	4	supply	supply	NOUN
easat-4308	116	5	chain	chain	NOUN
easat-4308	116	6	management	management	NOUN
easat-4308	116	7	ai	ai	VERB
easat-4308	116	8	applications	application	NOUN
easat-4308	116	9	in	in	ADP
easat-4308	116	10	supply	supply	NOUN
easat-4308	116	11	chain	chain	NOUN
easat-4308	116	12	management	management	NOUN
easat-4308	116	13	,	,	PUNCT
easat-4308	116	14	particularly	particularly	ADV
easat-4308	116	15	in	in	ADP
easat-4308	116	16	demand	demand	NOUN
easat-4308	116	17	forecasting	forecasting	NOUN
easat-4308	116	18	,	,	PUNCT
easat-4308	116	19	leverage	leverage	NOUN
easat-4308	116	20	machine	machine	NOUN
easat-4308	116	21	learning	learning	NOUN
easat-4308	116	22	(	(	PUNCT
easat-4308	116	23	ml	ml	NOUN
easat-4308	116	24	)	)	PUNCT
easat-4308	116	25	and	and	CCONJ
easat-4308	116	26	deep	deep	ADJ
easat-4308	116	27	learning	learning	NOUN
easat-4308	116	28	(	(	PUNCT
easat-4308	116	29	dl	dl	NOUN
easat-4308	116	30	)	)	PUNCT
easat-4308	116	31	techniques	technique	NOUN
easat-4308	116	32	to	to	PART
easat-4308	116	33	enhance	enhance	VERB
easat-4308	116	34	accuracy	accuracy	NOUN
easat-4308	116	35	and	and	CCONJ
easat-4308	116	36	efficiency	efficiency	NOUN
easat-4308	116	37	.	.	PUNCT
easat-4308	117	1	machine	machine	NOUN
easat-4308	117	2	learning	learn	VERB
easat-4308	117	3	algorithms	algorithm	NOUN
easat-4308	117	4	,	,	PUNCT
easat-4308	117	5	such	such	ADJ
easat-4308	117	6	as	as	ADP
easat-4308	117	7	regression	regression	NOUN
easat-4308	117	8	models	model	NOUN
easat-4308	117	9	,	,	PUNCT
easat-4308	117	10	decision	decision	NOUN
easat-4308	117	11	trees	tree	NOUN
easat-4308	117	12	,	,	PUNCT
easat-4308	117	13	and	and	CCONJ
easat-4308	117	14	ensemble	ensemble	ADJ
easat-4308	117	15	methods	method	NOUN
easat-4308	117	16	,	,	PUNCT
easat-4308	117	17	analyze	analyze	VERB
easat-4308	117	18	historical	historical	ADJ
easat-4308	117	19	sales	sale	NOUN
easat-4308	117	20	data	datum	NOUN
easat-4308	117	21	,	,	PUNCT
easat-4308	117	22	market	market	NOUN
easat-4308	117	23	trends	trend	NOUN
easat-4308	117	24	,	,	PUNCT
easat-4308	117	25	and	and	CCONJ
easat-4308	117	26	external	external	ADJ
easat-4308	117	27	factors	factor	NOUN
easat-4308	117	28	to	to	PART
easat-4308	117	29	predict	predict	VERB
easat-4308	117	30	future	future	ADJ
easat-4308	117	31	demand	demand	NOUN
easat-4308	117	32	.	.	PUNCT
easat-4308	118	1	these	these	DET
easat-4308	118	2	models	model	NOUN
easat-4308	118	3	excel	excel	VERB
easat-4308	118	4	in	in	ADP
easat-4308	118	5	uncovering	uncover	VERB
easat-4308	118	6	non	non	ADJ
easat-4308	118	7	-	-	ADJ
easat-4308	118	8	linear	linear	ADJ
easat-4308	118	9	relationships	relationship	NOUN
easat-4308	118	10	and	and	CCONJ
easat-4308	118	11	adjusting	adjust	VERB
easat-4308	118	12	to	to	ADP
easat-4308	118	13	dynamic	dynamic	ADJ
easat-4308	118	14	market	market	NOUN
easat-4308	118	15	conditions	condition	NOUN
easat-4308	118	16	.	.	PUNCT
easat-4308	119	1	for	for	ADP
easat-4308	119	2	instance	instance	NOUN
easat-4308	119	3	,	,	PUNCT
easat-4308	119	4	regression	regression	NOUN
easat-4308	119	5	models	model	NOUN
easat-4308	119	6	can	can	AUX
easat-4308	119	7	identify	identify	VERB
easat-4308	119	8	correlations	correlation	NOUN
easat-4308	119	9	between	between	ADP
easat-4308	119	10	price	price	NOUN
easat-4308	119	11	fluctuations	fluctuation	NOUN
easat-4308	119	12	,	,	PUNCT
easat-4308	119	13	seasonality	seasonality	NOUN
easat-4308	119	14	,	,	PUNCT
easat-4308	119	15	and	and	CCONJ
easat-4308	119	16	customer	customer	NOUN
easat-4308	119	17	behavior	behavior	NOUN
easat-4308	119	18	,	,	PUNCT
easat-4308	119	19	enabling	enable	VERB
easat-4308	119	20	businesses	business	NOUN
easat-4308	119	21	to	to	PART
easat-4308	119	22	make	make	VERB
easat-4308	119	23	informed	informed	ADJ
easat-4308	119	24	decisions	decision	NOUN
easat-4308	119	25	about	about	ADP
easat-4308	119	26	inventory	inventory	NOUN
easat-4308	119	27	levels	level	NOUN
easat-4308	119	28	and	and	CCONJ
easat-4308	119	29	production	production	NOUN
easat-4308	119	30	planning	planning	NOUN
easat-4308	119	31	.	.	PUNCT
easat-4308	120	1	decision	decision	NOUN
easat-4308	120	2	trees	tree	NOUN
easat-4308	120	3	,	,	PUNCT
easat-4308	120	4	on	on	ADP
easat-4308	120	5	the	the	DET
easat-4308	120	6	other	other	ADJ
easat-4308	120	7	hand	hand	NOUN
easat-4308	120	8	,	,	PUNCT
easat-4308	120	9	are	be	AUX
easat-4308	120	10	effective	effective	ADJ
easat-4308	120	11	at	at	ADP
easat-4308	120	12	identifying	identify	VERB
easat-4308	120	13	complex	complex	ADJ
easat-4308	120	14	decision	decision	NOUN
easat-4308	120	15	-	-	PUNCT
easat-4308	120	16	making	make	VERB
easat-4308	120	17	processes	process	NOUN
easat-4308	120	18	and	and	CCONJ
easat-4308	120	19	predicting	predict	VERB
easat-4308	120	20	outcomes	outcome	NOUN
easat-4308	120	21	based	base	VERB
easat-4308	120	22	on	on	ADP
easat-4308	120	23	various	various	ADJ
easat-4308	120	24	input	input	NOUN
easat-4308	120	25	variables	variable	NOUN
easat-4308	120	26	.	.	PUNCT
easat-4308	121	1	deep	deep	ADJ
easat-4308	121	2	learning	learning	NOUN
easat-4308	121	3	techniques	technique	NOUN
easat-4308	121	4	,	,	PUNCT
easat-4308	121	5	including	include	VERB
easat-4308	121	6	recurrent	recurrent	ADJ
easat-4308	121	7	neural	neural	ADJ
easat-4308	121	8	networks	network	NOUN
easat-4308	121	9	(	(	PUNCT
easat-4308	121	10	rnns	rnns	PROPN
easat-4308	121	11	)	)	PUNCT
easat-4308	121	12	and	and	CCONJ
easat-4308	121	13	long	long	ADJ
easat-4308	121	14	short	short	ADJ
easat-4308	121	15	-	-	PUNCT
easat-4308	121	16	term	term	NOUN
easat-4308	121	17	memory	memory	NOUN
easat-4308	121	18	(	(	PUNCT
easat-4308	121	19	lstm	lstm	NOUN
easat-4308	121	20	)	)	PUNCT
easat-4308	121	21	networks	network	NOUN
easat-4308	121	22	,	,	PUNCT
easat-4308	121	23	are	be	AUX
easat-4308	121	24	particularly	particularly	ADV
easat-4308	121	25	effective	effective	ADJ
easat-4308	121	26	in	in	ADP
easat-4308	121	27	processing	process	VERB
easat-4308	121	28	time	time	NOUN
easat-4308	121	29	-	-	PUNCT
easat-4308	121	30	series	series	NOUN
easat-4308	121	31	data	datum	NOUN
easat-4308	121	32	,	,	PUNCT
easat-4308	121	33	and	and	CCONJ
easat-4308	121	34	capturing	capture	VERB
easat-4308	121	35	complex	complex	ADJ
easat-4308	121	36	temporal	temporal	ADJ
easat-4308	121	37	dependencies	dependency	NOUN
easat-4308	121	38	and	and	CCONJ
easat-4308	121	39	trends	trend	NOUN
easat-4308	121	40	[	[	X
easat-4308	121	41	11	11	NUM
easat-4308	121	42	]	]	PUNCT
easat-4308	121	43	.	.	PUNCT
easat-4308	122	1	those	those	DET
easat-4308	122	2	models	model	NOUN
easat-4308	122	3	have	have	AUX
easat-4308	122	4	been	be	AUX
easat-4308	122	5	widely	widely	ADV
easat-4308	122	6	adopted	adopt	VERB
easat-4308	122	7	in	in	ADP
easat-4308	122	8	supply	supply	NOUN
easat-4308	122	9	chain	chain	NOUN
easat-4308	122	10	forecasting	forecasting	NOUN
easat-4308	122	11	due	due	ADP
easat-4308	122	12	to	to	ADP
easat-4308	122	13	their	their	PRON
easat-4308	122	14	ability	ability	NOUN
easat-4308	122	15	to	to	PART
easat-4308	122	16	identify	identify	VERB
easat-4308	122	17	subtle	subtle	ADJ
easat-4308	122	18	patterns	pattern	NOUN
easat-4308	122	19	and	and	CCONJ
easat-4308	122	20	anomalies	anomaly	NOUN
easat-4308	122	21	in	in	ADP
easat-4308	122	22	large	large	ADJ
easat-4308	122	23	datasets	dataset	NOUN
easat-4308	122	24	.	.	PUNCT
easat-4308	123	1	for	for	ADP
easat-4308	123	2	example	example	NOUN
easat-4308	123	3	,	,	PUNCT
easat-4308	123	4	rnns	rnns	PROPN
easat-4308	123	5	can	can	AUX
easat-4308	123	6	analyze	analyze	VERB
easat-4308	123	7	sales	sale	NOUN
easat-4308	123	8	records	record	NOUN
easat-4308	123	9	over	over	ADP
easat-4308	123	10	multiple	multiple	ADJ
easat-4308	123	11	periods	period	NOUN
easat-4308	123	12	,	,	PUNCT
easat-4308	123	13	identifying	identify	VERB
easat-4308	123	14	changes	change	NOUN
easat-4308	123	15	in	in	ADP
easat-4308	123	16	customer	customer	NOUN
easat-4308	123	17	behavior	behavior	NOUN
easat-4308	123	18	or	or	CCONJ
easat-4308	123	19	market	market	NOUN
easat-4308	123	20	conditions	condition	NOUN
easat-4308	123	21	that	that	PRON
easat-4308	123	22	may	may	AUX
easat-4308	123	23	not	not	PART
easat-4308	123	24	be	be	AUX
easat-4308	123	25	apparent	apparent	ADJ
easat-4308	123	26	through	through	ADP
easat-4308	123	27	traditional	traditional	ADJ
easat-4308	123	28	analysis	analysis	NOUN
easat-4308	123	29	.	.	PUNCT
easat-4308	124	1	long	long	ADJ
easat-4308	124	2	short	short	ADJ
easat-4308	124	3	-	-	PUNCT
easat-4308	124	4	term	term	NOUN
easat-4308	124	5	memory	memory	NOUN
easat-4308	124	6	(	(	PUNCT
easat-4308	124	7	lstm	lstm	NOUN
easat-4308	124	8	)	)	PUNCT
easat-4308	124	9	networks	network	NOUN
easat-4308	124	10	,	,	PUNCT
easat-4308	124	11	specifically	specifically	ADV
easat-4308	124	12	,	,	PUNCT
easat-4308	124	13	are	be	AUX
easat-4308	124	14	designed	design	VERB
easat-4308	124	15	to	to	PART
easat-4308	124	16	handle	handle	VERB
easat-4308	124	17	the	the	DET
easat-4308	124	18	complexities	complexity	NOUN
easat-4308	124	19	of	of	ADP
easat-4308	124	20	temporal	temporal	ADJ
easat-4308	124	21	data	datum	NOUN
easat-4308	124	22	,	,	PUNCT
easat-4308	124	23	allowing	allow	VERB
easat-4308	124	24	them	they	PRON
easat-4308	124	25	to	to	PART
easat-4308	124	26	learn	learn	VERB
easat-4308	124	27	long	long	ADJ
easat-4308	124	28	-	-	PUNCT
easat-4308	124	29	term	term	NOUN
easat-4308	124	30	dependencies	dependency	NOUN
easat-4308	124	31	and	and	CCONJ
easat-4308	124	32	relationships	relationship	NOUN
easat-4308	124	33	between	between	ADP
easat-4308	124	34	variables	variable	NOUN
easat-4308	124	35	.	.	PUNCT
easat-4308	125	1	recent	recent	ADJ
easat-4308	125	2	advancements	advancement	NOUN
easat-4308	125	3	in	in	ADP
easat-4308	125	4	deep	deep	ADJ
easat-4308	125	5	learning	learning	NOUN
easat-4308	125	6	,	,	PUNCT
easat-4308	125	7	such	such	ADJ
easat-4308	125	8	as	as	ADP
easat-4308	125	9	the	the	DET
easat-4308	125	10	use	use	NOUN
easat-4308	125	11	of	of	ADP
easat-4308	125	12	transformers	transformer	NOUN
easat-4308	125	13	and	and	CCONJ
easat-4308	125	14	attention	attention	NOUN
easat-4308	125	15	mechanisms	mechanism	NOUN
easat-4308	125	16	,	,	PUNCT
easat-4308	125	17	have	have	AUX
easat-4308	125	18	further	far	ADV
easat-4308	125	19	improved	improve	VERB
easat-4308	125	20	the	the	DET
easat-4308	125	21	accuracy	accuracy	NOUN
easat-4308	125	22	of	of	ADP
easat-4308	125	23	demand	demand	NOUN
easat-4308	125	24	forecasting	forecasting	NOUN
easat-4308	125	25	models	model	NOUN
easat-4308	125	26	.	.	PUNCT
easat-4308	126	1	li	li	PROPN
easat-4308	126	2	,	,	PUNCT
easat-4308	126	3	et	et	PROPN
easat-4308	126	4	al	al	PROPN
easat-4308	126	5	.	.	PUNCT
easat-4308	127	1	[	[	X
easat-4308	127	2	12	12	NUM
easat-4308	127	3	]	]	PUNCT
easat-4308	127	4	demonstrate	demonstrate	VERB
easat-4308	127	5	how	how	SCONJ
easat-4308	127	6	transformer	transformer	NOUN
easat-4308	127	7	-	-	PUNCT
easat-4308	127	8	based	base	VERB
easat-4308	127	9	models	model	NOUN
easat-4308	127	10	can	can	AUX
easat-4308	127	11	process	process	VERB
easat-4308	127	12	sequential	sequential	ADJ
easat-4308	127	13	data	datum	NOUN
easat-4308	127	14	more	more	ADV
easat-4308	127	15	efficiently	efficiently	ADV
easat-4308	127	16	,	,	PUNCT
easat-4308	127	17	capturing	capture	VERB
easat-4308	127	18	long	long	ADJ
easat-4308	127	19	-	-	PUNCT
easat-4308	127	20	range	range	NOUN
easat-4308	127	21	dependencies	dependency	NOUN
easat-4308	127	22	in	in	ADP
easat-4308	127	23	time	time	NOUN
easat-4308	127	24	-	-	PUNCT
easat-4308	127	25	series	series	NOUN
easat-4308	127	26	data	datum	NOUN
easat-4308	127	27	.	.	PUNCT
easat-4308	128	1	additionally	additionally	ADV
easat-4308	128	2	,	,	PUNCT
easat-4308	128	3	convolutional	convolutional	ADJ
easat-4308	128	4	neural	neural	ADJ
easat-4308	128	5	networks	network	NOUN
easat-4308	128	6	(	(	PUNCT
easat-4308	128	7	cnns	cnns	PROPN
easat-4308	128	8	)	)	PUNCT
easat-4308	128	9	and	and	CCONJ
easat-4308	128	10	transformers	transformer	NOUN
easat-4308	128	11	are	be	AUX
easat-4308	128	12	used	use	VERB
easat-4308	128	13	for	for	ADP
easat-4308	128	14	multimodal	multimodal	ADJ
easat-4308	128	15	data	datum	NOUN
easat-4308	128	16	integration	integration	NOUN
easat-4308	128	17	,	,	PUNCT
easat-4308	128	18	such	such	ADJ
easat-4308	128	19	as	as	ADP
easat-4308	128	20	combining	combine	VERB
easat-4308	128	21	sales	sale	NOUN
easat-4308	128	22	records	record	NOUN
easat-4308	128	23	with	with	ADP
easat-4308	128	24	image	image	NOUN
easat-4308	128	25	or	or	CCONJ
easat-4308	128	26	textual	textual	ADJ
easat-4308	128	27	data	datum	NOUN
easat-4308	128	28	for	for	ADP
easat-4308	128	29	more	more	ADV
easat-4308	128	30	comprehensive	comprehensive	ADJ
easat-4308	128	31	forecasting	forecasting	NOUN
easat-4308	128	32	.	.	PUNCT
easat-4308	129	1	cnns	cnns	PROPN
easat-4308	129	2	can	can	AUX
easat-4308	129	3	extract	extract	VERB
easat-4308	129	4	features	feature	NOUN
easat-4308	129	5	from	from	ADP
easat-4308	129	6	images	image	NOUN
easat-4308	129	7	,	,	PUNCT
easat-4308	129	8	enabling	enable	VERB
easat-4308	129	9	businesses	business	NOUN
easat-4308	129	10	to	to	PART
easat-4308	129	11	identify	identify	VERB
easat-4308	129	12	trends	trend	NOUN
easat-4308	129	13	in	in	ADP
easat-4308	129	14	product	product	NOUN
easat-4308	129	15	characteristics	characteristic	NOUN
easat-4308	129	16	,	,	PUNCT
easat-4308	129	17	inventory	inventory	NOUN
easat-4308	129	18	levels	level	NOUN
easat-4308	129	19	,	,	PUNCT
easat-4308	129	20	or	or	CCONJ
easat-4308	129	21	supply	supply	VERB
easat-4308	129	22	chain	chain	NOUN
easat-4308	129	23	disruptions	disruption	NOUN
easat-4308	129	24	.	.	PUNCT
easat-4308	130	1	transformers	transformer	NOUN
easat-4308	130	2	,	,	PUNCT
easat-4308	130	3	on	on	ADP
easat-4308	130	4	the	the	DET
easat-4308	130	5	other	other	ADJ
easat-4308	130	6	hand	hand	NOUN
easat-4308	130	7	,	,	PUNCT
easat-4308	130	8	allow	allow	VERB
easat-4308	130	9	models	model	NOUN
easat-4308	130	10	to	to	PART
easat-4308	130	11	process	process	VERB
easat-4308	130	12	sequential	sequential	ADJ
easat-4308	130	13	data	datum	NOUN
easat-4308	130	14	,	,	PUNCT
easat-4308	130	15	such	such	ADJ
easat-4308	130	16	as	as	ADP
easat-4308	130	17	text	text	NOUN
easat-4308	130	18	or	or	CCONJ
easat-4308	130	19	speech	speech	NOUN
easat-4308	130	20	,	,	PUNCT
easat-4308	130	21	and	and	CCONJ
easat-4308	130	22	generate	generate	VERB
easat-4308	130	23	accurate	accurate	ADJ
easat-4308	130	24	predictions	prediction	NOUN
easat-4308	130	25	based	base	VERB
easat-4308	130	26	on	on	ADP
easat-4308	130	27	context	context	NOUN
easat-4308	130	28	-	-	PUNCT
easat-4308	130	29	aware	aware	ADJ
easat-4308	130	30	relationships	relationship	NOUN
easat-4308	130	31	between	between	ADP
easat-4308	130	32	variables	variable	NOUN
easat-4308	130	33	[	[	X
easat-4308	130	34	10	10	NUM
easat-4308	130	35	]	]	PUNCT
easat-4308	130	36	.	.	PUNCT
easat-4308	131	1	this	this	DET
easat-4308	131	2	integrated	integrate	VERB
easat-4308	131	3	approach	approach	NOUN
easat-4308	131	4	enables	enable	VERB
easat-4308	131	5	supply	supply	NOUN
easat-4308	131	6	chains	chain	NOUN
easat-4308	131	7	to	to	PART
easat-4308	131	8	analyze	analyze	VERB
easat-4308	131	9	vast	vast	ADJ
easat-4308	131	10	amounts	amount	NOUN
easat-4308	131	11	of	of	ADP
easat-4308	131	12	data	datum	NOUN
easat-4308	131	13	from	from	ADP
easat-4308	131	14	various	various	ADJ
easat-4308	131	15	sources	source	NOUN
easat-4308	131	16	,	,	PUNCT
easat-4308	131	17	making	make	VERB
easat-4308	131	18	informed	informed	ADJ
easat-4308	131	19	decisions	decision	NOUN
easat-4308	131	20	about	about	ADP
easat-4308	131	21	inventory	inventory	NOUN
easat-4308	131	22	management	management	NOUN
easat-4308	131	23	,	,	PUNCT
easat-4308	131	24	production	production	NOUN
easat-4308	131	25	planning	planning	NOUN
easat-4308	131	26	,	,	PUNCT
easat-4308	131	27	and	and	CCONJ
easat-4308	131	28	logistics	logistic	NOUN
easat-4308	131	29	.	.	PUNCT
easat-4308	132	1	by	by	ADP
easat-4308	132	2	utilizing	utilize	VERB
easat-4308	132	3	these	these	DET
easat-4308	132	4	advanced	advanced	ADJ
easat-4308	132	5	ai	ai	NOUN
easat-4308	132	6	techniques	technique	NOUN
easat-4308	132	7	,	,	PUNCT
easat-4308	132	8	supply	supply	NOUN
easat-4308	132	9	chains	chain	NOUN
easat-4308	132	10	benefit	benefit	VERB
easat-4308	132	11	from	from	ADP
easat-4308	132	12	real	real	ADJ
easat-4308	132	13	-	-	PUNCT
easat-4308	132	14	time	time	NOUN
easat-4308	132	15	insights	insight	NOUN
easat-4308	132	16	,	,	PUNCT
easat-4308	132	17	predictive	predictive	ADJ
easat-4308	132	18	accuracy	accuracy	NOUN
easat-4308	132	19	,	,	PUNCT
easat-4308	132	20	and	and	CCONJ
easat-4308	132	21	the	the	DET
easat-4308	132	22	ability	ability	NOUN
easat-4308	132	23	to	to	PART
easat-4308	132	24	adapt	adapt	VERB
easat-4308	132	25	to	to	ADP
easat-4308	132	26	1050	1050	NUM
easat-4308	132	27	edelweiss	edelweiss	PROPN
easat-4308	132	28	applied	apply	VERB
easat-4308	132	29	science	science	NOUN
easat-4308	132	30	and	and	CCONJ
easat-4308	132	31	technology	technology	NOUN
easat-4308	132	32	issn	issn	PROPN
easat-4308	132	33	:	:	PUNCT
easat-4308	132	34	2576	2576	NUM
easat-4308	132	35	-	-	SYM
easat-4308	132	36	8484	8484	NUM
easat-4308	132	37	vol	vol	NOUN
easat-4308	132	38	.	.	PROPN
easat-4308	133	1	9	9	NUM
easat-4308	133	2	,	,	PUNCT
easat-4308	133	3	no	no	INTJ
easat-4308	133	4	.	.	NOUN
easat-4308	133	5	1	1	NUM
easat-4308	133	6	:	:	PUNCT
easat-4308	133	7	1045	1045	NUM
easat-4308	133	8	-	-	SYM
easat-4308	133	9	1068	1068	NUM
easat-4308	133	10	,	,	PUNCT
easat-4308	133	11	2025	2025	NUM
easat-4308	133	12	doi	doi	NOUN
easat-4308	133	13	:	:	PUNCT
easat-4308	133	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	133	15	©	©	PROPN
easat-4308	133	16	2025	2025	NUM
easat-4308	133	17	by	by	ADP
easat-4308	133	18	the	the	DET
easat-4308	133	19	authors	author	NOUN
easat-4308	133	20	;	;	PUNCT
easat-4308	133	21	licensee	licensee	PROPN
easat-4308	133	22	learning	learning	NOUN
easat-4308	133	23	gate	gate	VERB
easat-4308	133	24	rapidly	rapidly	ADV
easat-4308	133	25	changing	change	VERB
easat-4308	133	26	environments	environment	NOUN
easat-4308	133	27	,	,	PUNCT
easat-4308	133	28	ensuring	ensure	VERB
easat-4308	133	29	optimal	optimal	ADJ
easat-4308	133	30	inventory	inventory	NOUN
easat-4308	133	31	levels	level	NOUN
easat-4308	133	32	,	,	PUNCT
easat-4308	133	33	cost	cost	NOUN
easat-4308	133	34	savings	saving	NOUN
easat-4308	133	35	,	,	PUNCT
easat-4308	133	36	and	and	CCONJ
easat-4308	133	37	improved	improve	VERB
easat-4308	133	38	customer	customer	NOUN
easat-4308	133	39	satisfaction	satisfaction	NOUN
easat-4308	133	40	.	.	PUNCT
easat-4308	134	1	moreover	moreover	ADV
easat-4308	134	2	,	,	PUNCT
easat-4308	134	3	ai	ai	ADJ
easat-4308	134	4	-	-	PUNCT
easat-4308	134	5	driven	drive	VERB
easat-4308	134	6	demand	demand	NOUN
easat-4308	134	7	forecasting	forecasting	NOUN
easat-4308	134	8	can	can	AUX
easat-4308	134	9	also	also	ADV
easat-4308	134	10	help	help	VERB
easat-4308	134	11	businesses	business	NOUN
easat-4308	134	12	respond	respond	VERB
easat-4308	134	13	promptly	promptly	ADV
easat-4308	134	14	to	to	ADP
easat-4308	134	15	changes	change	NOUN
easat-4308	134	16	in	in	ADP
easat-4308	134	17	market	market	NOUN
easat-4308	134	18	conditions	condition	NOUN
easat-4308	134	19	,	,	PUNCT
easat-4308	134	20	such	such	ADJ
easat-4308	134	21	as	as	ADP
easat-4308	134	22	natural	natural	ADJ
easat-4308	134	23	disasters	disaster	NOUN
easat-4308	134	24	or	or	CCONJ
easat-4308	134	25	economic	economic	ADJ
easat-4308	134	26	fluctuations	fluctuation	NOUN
easat-4308	134	27	,	,	PUNCT
easat-4308	134	28	by	by	ADP
easat-4308	134	29	adjusting	adjust	VERB
easat-4308	134	30	their	their	PRON
easat-4308	134	31	production	production	NOUN
easat-4308	134	32	and	and	CCONJ
easat-4308	134	33	inventory	inventory	NOUN
easat-4308	134	34	strategies	strategy	NOUN
easat-4308	134	35	accordingly	accordingly	ADV
easat-4308	134	36	.	.	PUNCT
easat-4308	135	1	furthermore	furthermore	ADV
easat-4308	135	2	,	,	PUNCT
easat-4308	135	3	the	the	DET
easat-4308	135	4	integration	integration	NOUN
easat-4308	135	5	of	of	ADP
easat-4308	135	6	these	these	PRON
easat-4308	135	7	ai	ai	VERB
easat-4308	135	8	techniques	technique	NOUN
easat-4308	135	9	with	with	ADP
easat-4308	135	10	other	other	ADJ
easat-4308	135	11	supply	supply	NOUN
easat-4308	135	12	chain	chain	NOUN
easat-4308	135	13	operations	operation	NOUN
easat-4308	135	14	,	,	PUNCT
easat-4308	135	15	such	such	ADJ
easat-4308	135	16	as	as	ADP
easat-4308	135	17	transportation	transportation	NOUN
easat-4308	135	18	planning	planning	NOUN
easat-4308	135	19	,	,	PUNCT
easat-4308	135	20	warehousing	warehousing	NOUN
easat-4308	135	21	management	management	NOUN
easat-4308	135	22	,	,	PUNCT
easat-4308	135	23	and	and	CCONJ
easat-4308	135	24	customer	customer	NOUN
easat-4308	135	25	service	service	NOUN
easat-4308	135	26	,	,	PUNCT
easat-4308	135	27	enables	enable	VERB
easat-4308	135	28	a	a	DET
easat-4308	135	29	more	more	ADV
easat-4308	135	30	holistic	holistic	ADJ
easat-4308	135	31	approach	approach	NOUN
easat-4308	135	32	to	to	ADP
easat-4308	135	33	managing	manage	VERB
easat-4308	135	34	the	the	DET
easat-4308	135	35	complex	complex	ADJ
easat-4308	135	36	interactions	interaction	NOUN
easat-4308	135	37	between	between	ADP
easat-4308	135	38	various	various	ADJ
easat-4308	135	39	stakeholders	stakeholder	NOUN
easat-4308	135	40	.	.	PUNCT
easat-4308	136	1	this	this	DET
easat-4308	136	2	integrated	integrate	VERB
easat-4308	136	3	approach	approach	NOUN
easat-4308	136	4	can	can	AUX
easat-4308	136	5	lead	lead	VERB
easat-4308	136	6	to	to	ADP
easat-4308	136	7	significant	significant	ADJ
easat-4308	136	8	benefits	benefit	NOUN
easat-4308	136	9	,	,	PUNCT
easat-4308	136	10	including	include	VERB
easat-4308	136	11	improved	improved	ADJ
easat-4308	136	12	collaboration	collaboration	NOUN
easat-4308	136	13	between	between	ADP
easat-4308	136	14	departments	department	NOUN
easat-4308	136	15	,	,	PUNCT
easat-4308	136	16	enhanced	enhance	VERB
easat-4308	136	17	decision	decision	NOUN
easat-4308	136	18	-	-	PUNCT
easat-4308	136	19	making	making	NOUN
easat-4308	136	20	,	,	PUNCT
easat-4308	136	21	and	and	CCONJ
easat-4308	136	22	increased	increase	VERB
easat-4308	136	23	efficiency	efficiency	NOUN
easat-4308	136	24	across	across	ADP
easat-4308	136	25	the	the	DET
easat-4308	136	26	entire	entire	ADJ
easat-4308	136	27	supply	supply	NOUN
easat-4308	136	28	chain	chain	NOUN
easat-4308	136	29	.	.	PUNCT
easat-4308	137	1	2.4	2.4	NUM
easat-4308	137	2	.	.	PUNCT
easat-4308	137	3	challenges	challenge	NOUN
easat-4308	137	4	and	and	CCONJ
easat-4308	137	5	opportunities	opportunity	NOUN
easat-4308	137	6	implementing	implement	VERB
easat-4308	137	7	ai	ai	ADJ
easat-4308	137	8	-	-	PUNCT
easat-4308	137	9	driven	drive	VERB
easat-4308	137	10	forecasting	forecasting	NOUN
easat-4308	137	11	models	model	NOUN
easat-4308	137	12	in	in	ADP
easat-4308	137	13	supply	supply	NOUN
easat-4308	137	14	chain	chain	NOUN
easat-4308	137	15	management	management	NOUN
easat-4308	137	16	comes	come	VERB
easat-4308	137	17	with	with	ADP
easat-4308	137	18	notable	notable	ADJ
easat-4308	137	19	challenges	challenge	NOUN
easat-4308	137	20	and	and	CCONJ
easat-4308	137	21	significant	significant	ADJ
easat-4308	137	22	opportunities	opportunity	NOUN
easat-4308	137	23	.	.	PUNCT
easat-4308	138	1	one	one	NUM
easat-4308	138	2	of	of	ADP
easat-4308	138	3	the	the	DET
easat-4308	138	4	primary	primary	ADJ
easat-4308	138	5	obstacles	obstacle	NOUN
easat-4308	138	6	facing	face	VERB
easat-4308	138	7	businesses	business	NOUN
easat-4308	138	8	is	be	AUX
easat-4308	138	9	data	data	NOUN
easat-4308	138	10	-	-	PUNCT
easat-4308	138	11	related	relate	VERB
easat-4308	138	12	issues	issue	NOUN
easat-4308	138	13	,	,	PUNCT
easat-4308	138	14	such	such	ADJ
easat-4308	138	15	as	as	ADP
easat-4308	138	16	incomplete	incomplete	ADJ
easat-4308	138	17	and	and	CCONJ
easat-4308	138	18	inconsistent	inconsistent	ADJ
easat-4308	138	19	datasets	dataset	NOUN
easat-4308	138	20	that	that	PRON
easat-4308	138	21	hinder	hinder	VERB
easat-4308	138	22	model	model	NOUN
easat-4308	138	23	performance	performance	NOUN
easat-4308	138	24	.	.	PUNCT
easat-4308	139	1	organizations	organization	NOUN
easat-4308	139	2	may	may	AUX
easat-4308	139	3	also	also	ADV
easat-4308	139	4	encounter	encounter	VERB
easat-4308	139	5	difficulties	difficulty	NOUN
easat-4308	139	6	in	in	ADP
easat-4308	139	7	integrating	integrate	VERB
easat-4308	139	8	ai	ai	VERB
easat-4308	139	9	models	model	NOUN
easat-4308	139	10	with	with	ADP
easat-4308	139	11	existing	exist	VERB
easat-4308	139	12	legacy	legacy	NOUN
easat-4308	139	13	systems	system	NOUN
easat-4308	139	14	,	,	PUNCT
easat-4308	139	15	which	which	PRON
easat-4308	139	16	often	often	ADV
easat-4308	139	17	lack	lack	VERB
easat-4308	139	18	the	the	DET
easat-4308	139	19	compatibility	compatibility	NOUN
easat-4308	139	20	or	or	CCONJ
easat-4308	139	21	flexibility	flexibility	NOUN
easat-4308	139	22	to	to	PART
easat-4308	139	23	support	support	VERB
easat-4308	139	24	modern	modern	ADJ
easat-4308	139	25	ai	ai	NOUN
easat-4308	139	26	solutions	solution	NOUN
easat-4308	139	27	.	.	PUNCT
easat-4308	140	1	this	this	PRON
easat-4308	140	2	can	can	AUX
easat-4308	140	3	lead	lead	VERB
easat-4308	140	4	to	to	ADP
easat-4308	140	5	integration	integration	NOUN
easat-4308	140	6	complexities	complexity	NOUN
easat-4308	140	7	,	,	PUNCT
easat-4308	140	8	security	security	NOUN
easat-4308	140	9	concerns	concern	NOUN
easat-4308	140	10	,	,	PUNCT
easat-4308	140	11	and	and	CCONJ
easat-4308	140	12	a	a	DET
easat-4308	140	13	higher	high	ADJ
easat-4308	140	14	likelihood	likelihood	NOUN
easat-4308	140	15	of	of	ADP
easat-4308	140	16	system	system	NOUN
easat-4308	140	17	downtime	downtime	NOUN
easat-4308	140	18	,	,	PUNCT
easat-4308	140	19	ultimately	ultimately	ADV
easat-4308	140	20	resulting	result	VERB
easat-4308	140	21	in	in	ADP
easat-4308	140	22	reduced	reduce	VERB
easat-4308	140	23	business	business	NOUN
easat-4308	140	24	efficiency	efficiency	NOUN
easat-4308	140	25	.	.	PUNCT
easat-4308	141	1	another	another	DET
easat-4308	141	2	challenge	challenge	NOUN
easat-4308	141	3	is	be	AUX
easat-4308	141	4	related	relate	VERB
easat-4308	141	5	to	to	ADP
easat-4308	141	6	high	high	ADJ
easat-4308	141	7	implementation	implementation	NOUN
easat-4308	141	8	costs	cost	NOUN
easat-4308	141	9	.	.	PUNCT
easat-4308	142	1	the	the	DET
easat-4308	142	2	development	development	NOUN
easat-4308	142	3	,	,	PUNCT
easat-4308	142	4	deployment	deployment	NOUN
easat-4308	142	5	,	,	PUNCT
easat-4308	142	6	and	and	CCONJ
easat-4308	142	7	maintenance	maintenance	NOUN
easat-4308	142	8	of	of	ADP
easat-4308	142	9	ai	ai	ADJ
easat-4308	142	10	-	-	PUNCT
easat-4308	142	11	driven	drive	VERB
easat-4308	142	12	forecasting	forecasting	NOUN
easat-4308	142	13	models	model	NOUN
easat-4308	142	14	require	require	VERB
easat-4308	142	15	significant	significant	ADJ
easat-4308	142	16	investment	investment	NOUN
easat-4308	142	17	in	in	ADP
easat-4308	142	18	technology	technology	NOUN
easat-4308	142	19	,	,	PUNCT
easat-4308	142	20	training	training	NOUN
easat-4308	142	21	data	datum	NOUN
easat-4308	142	22	,	,	PUNCT
easat-4308	142	23	and	and	CCONJ
easat-4308	142	24	personnel	personnel	NOUN
easat-4308	142	25	expertise	expertise	NOUN
easat-4308	142	26	,	,	PUNCT
easat-4308	142	27	which	which	PRON
easat-4308	142	28	can	can	AUX
easat-4308	142	29	be	be	AUX
easat-4308	142	30	a	a	DET
easat-4308	142	31	barrier	barrier	NOUN
easat-4308	142	32	for	for	ADP
easat-4308	142	33	smaller	small	ADJ
easat-4308	142	34	businesses	business	NOUN
easat-4308	142	35	or	or	CCONJ
easat-4308	142	36	those	those	PRON
easat-4308	142	37	on	on	ADP
easat-4308	142	38	a	a	DET
easat-4308	142	39	tight	tight	ADJ
easat-4308	142	40	budget	budget	NOUN
easat-4308	142	41	.	.	PUNCT
easat-4308	143	1	additionally	additionally	ADV
easat-4308	143	2	,	,	PUNCT
easat-4308	143	3	organizations	organization	NOUN
easat-4308	143	4	may	may	AUX
easat-4308	143	5	need	need	VERB
easat-4308	143	6	to	to	PART
easat-4308	143	7	upgrade	upgrade	VERB
easat-4308	143	8	their	their	PRON
easat-4308	143	9	existing	exist	VERB
easat-4308	143	10	it	it	PRON
easat-4308	143	11	infrastructure	infrastructure	NOUN
easat-4308	143	12	to	to	PART
easat-4308	143	13	support	support	VERB
easat-4308	143	14	the	the	DET
easat-4308	143	15	integration	integration	NOUN
easat-4308	143	16	of	of	ADP
easat-4308	143	17	ai	ai	PROPN
easat-4308	143	18	solutions	solution	NOUN
easat-4308	143	19	,	,	PUNCT
easat-4308	143	20	which	which	PRON
easat-4308	143	21	can	can	AUX
easat-4308	143	22	be	be	AUX
easat-4308	143	23	time	time	NOUN
easat-4308	143	24	-	-	PUNCT
easat-4308	143	25	consuming	consume	VERB
easat-4308	143	26	and	and	CCONJ
easat-4308	143	27	costly	costly	ADJ
easat-4308	143	28	.	.	PUNCT
easat-4308	144	1	furthermore	furthermore	ADV
easat-4308	144	2	,	,	PUNCT
easat-4308	144	3	there	there	PRON
easat-4308	144	4	is	be	VERB
easat-4308	144	5	also	also	ADV
easat-4308	144	6	a	a	DET
easat-4308	144	7	shortage	shortage	NOUN
easat-4308	144	8	of	of	ADP
easat-4308	144	9	skilled	skilled	ADJ
easat-4308	144	10	ai	ai	PROPN
easat-4308	144	11	professionals	professional	NOUN
easat-4308	144	12	,	,	PUNCT
easat-4308	144	13	including	include	VERB
easat-4308	144	14	data	datum	NOUN
easat-4308	144	15	scientists	scientist	NOUN
easat-4308	144	16	,	,	PUNCT
easat-4308	144	17	engineers	engineer	NOUN
easat-4308	144	18	,	,	PUNCT
easat-4308	144	19	and	and	CCONJ
easat-4308	144	20	software	software	NOUN
easat-4308	144	21	developers	developer	NOUN
easat-4308	144	22	.	.	PUNCT
easat-4308	145	1	this	this	DET
easat-4308	145	2	talent	talent	NOUN
easat-4308	145	3	gap	gap	NOUN
easat-4308	145	4	can	can	AUX
easat-4308	145	5	hinder	hinder	VERB
easat-4308	145	6	the	the	DET
easat-4308	145	7	successful	successful	ADJ
easat-4308	145	8	implementation	implementation	NOUN
easat-4308	145	9	of	of	ADP
easat-4308	145	10	ai	ai	ADJ
easat-4308	145	11	-	-	PUNCT
easat-4308	145	12	driven	drive	VERB
easat-4308	145	13	forecasting	forecasting	NOUN
easat-4308	145	14	models	model	NOUN
easat-4308	145	15	,	,	PUNCT
easat-4308	145	16	as	as	SCONJ
easat-4308	145	17	businesses	business	NOUN
easat-4308	145	18	may	may	AUX
easat-4308	145	19	struggle	struggle	VERB
easat-4308	145	20	to	to	PART
easat-4308	145	21	find	find	VERB
easat-4308	145	22	qualified	qualified	ADJ
easat-4308	145	23	personnel	personnel	NOUN
easat-4308	145	24	with	with	ADP
easat-4308	145	25	the	the	DET
easat-4308	145	26	necessary	necessary	ADJ
easat-4308	145	27	expertise	expertise	NOUN
easat-4308	145	28	to	to	PART
easat-4308	145	29	develop	develop	VERB
easat-4308	145	30	,	,	PUNCT
easat-4308	145	31	train	train	VERB
easat-4308	145	32	,	,	PUNCT
easat-4308	145	33	and	and	CCONJ
easat-4308	145	34	maintain	maintain	VERB
easat-4308	145	35	these	these	DET
easat-4308	145	36	models	model	NOUN
easat-4308	145	37	.	.	PUNCT
easat-4308	146	1	the	the	DET
easat-4308	146	2	lack	lack	NOUN
easat-4308	146	3	of	of	ADP
easat-4308	146	4	skilled	skilled	ADJ
easat-4308	146	5	professionals	professional	NOUN
easat-4308	146	6	can	can	AUX
easat-4308	146	7	lead	lead	VERB
easat-4308	146	8	to	to	ADP
easat-4308	146	9	model	model	NOUN
easat-4308	146	10	drift	drift	NOUN
easat-4308	146	11	,	,	PUNCT
easat-4308	146	12	reduced	reduce	VERB
easat-4308	146	13	accuracy	accuracy	NOUN
easat-4308	146	14	,	,	PUNCT
easat-4308	146	15	and	and	CCONJ
easat-4308	146	16	lower	low	ADJ
easat-4308	146	17	overall	overall	ADJ
easat-4308	146	18	efficiency	efficiency	NOUN
easat-4308	146	19	.	.	PUNCT
easat-4308	147	1	on	on	ADP
easat-4308	147	2	the	the	DET
easat-4308	147	3	other	other	ADJ
easat-4308	147	4	hand	hand	NOUN
easat-4308	147	5	,	,	PUNCT
easat-4308	147	6	numerous	numerous	ADJ
easat-4308	147	7	opportunities	opportunity	NOUN
easat-4308	147	8	arise	arise	VERB
easat-4308	147	9	from	from	ADP
easat-4308	147	10	implementing	implement	VERB
easat-4308	147	11	ai	ai	ADJ
easat-4308	147	12	-	-	PUNCT
easat-4308	147	13	driven	drive	VERB
easat-4308	147	14	forecasting	forecasting	NOUN
easat-4308	147	15	models	model	NOUN
easat-4308	147	16	in	in	ADP
easat-4308	147	17	supply	supply	NOUN
easat-4308	147	18	chain	chain	NOUN
easat-4308	147	19	management	management	NOUN
easat-4308	147	20	.	.	PUNCT
easat-4308	148	1	one	one	NUM
easat-4308	148	2	of	of	ADP
easat-4308	148	3	the	the	DET
easat-4308	148	4	most	most	ADV
easat-4308	148	5	significant	significant	ADJ
easat-4308	148	6	benefits	benefit	NOUN
easat-4308	148	7	is	be	AUX
easat-4308	148	8	the	the	DET
easat-4308	148	9	ability	ability	NOUN
easat-4308	148	10	to	to	PART
easat-4308	148	11	achieve	achieve	VERB
easat-4308	148	12	highly	highly	ADV
easat-4308	148	13	accurate	accurate	ADJ
easat-4308	148	14	and	and	CCONJ
easat-4308	148	15	granular	granular	ADJ
easat-4308	148	16	demand	demand	NOUN
easat-4308	148	17	forecasting	forecasting	NOUN
easat-4308	148	18	.	.	PUNCT
easat-4308	149	1	this	this	PRON
easat-4308	149	2	enables	enable	VERB
easat-4308	149	3	businesses	business	NOUN
easat-4308	149	4	to	to	PART
easat-4308	149	5	minimize	minimize	VERB
easat-4308	149	6	waste	waste	NOUN
easat-4308	149	7	,	,	PUNCT
easat-4308	149	8	reduce	reduce	VERB
easat-4308	149	9	costs	cost	NOUN
easat-4308	149	10	,	,	PUNCT
easat-4308	149	11	and	and	CCONJ
easat-4308	149	12	enhance	enhance	VERB
easat-4308	149	13	customer	customer	NOUN
easat-4308	149	14	satisfaction	satisfaction	NOUN
easat-4308	149	15	by	by	ADP
easat-4308	149	16	making	make	VERB
easat-4308	149	17	informed	informed	ADJ
easat-4308	149	18	decisions	decision	NOUN
easat-4308	149	19	about	about	ADP
easat-4308	149	20	inventory	inventory	NOUN
easat-4308	149	21	levels	level	NOUN
easat-4308	149	22	,	,	PUNCT
easat-4308	149	23	production	production	NOUN
easat-4308	149	24	planning	planning	NOUN
easat-4308	149	25	,	,	PUNCT
easat-4308	149	26	and	and	CCONJ
easat-4308	149	27	logistics	logistic	NOUN
easat-4308	149	28	.	.	PUNCT
easat-4308	150	1	ai	ai	VERB
easat-4308	150	2	-	-	PUNCT
easat-4308	150	3	driven	drive	VERB
easat-4308	150	4	models	model	NOUN
easat-4308	150	5	also	also	ADV
easat-4308	150	6	provide	provide	VERB
easat-4308	150	7	real	real	ADJ
easat-4308	150	8	-	-	PUNCT
easat-4308	150	9	time	time	NOUN
easat-4308	150	10	insights	insight	NOUN
easat-4308	150	11	and	and	CCONJ
easat-4308	150	12	predictive	predictive	ADJ
easat-4308	150	13	capabilities	capability	NOUN
easat-4308	150	14	that	that	PRON
easat-4308	150	15	help	help	VERB
easat-4308	150	16	organizations	organization	NOUN
easat-4308	150	17	adapt	adapt	VERB
easat-4308	150	18	quickly	quickly	ADV
easat-4308	150	19	to	to	ADP
easat-4308	150	20	market	market	NOUN
easat-4308	150	21	fluctuations	fluctuation	NOUN
easat-4308	150	22	and	and	CCONJ
easat-4308	150	23	disruptions	disruption	NOUN
easat-4308	150	24	.	.	PUNCT
easat-4308	151	1	by	by	ADP
easat-4308	151	2	analysing	analyse	VERB
easat-4308	151	3	trends	trend	NOUN
easat-4308	151	4	,	,	PUNCT
easat-4308	151	5	patterns	pattern	NOUN
easat-4308	151	6	,	,	PUNCT
easat-4308	151	7	and	and	CCONJ
easat-4308	151	8	anomalies	anomaly	NOUN
easat-4308	151	9	in	in	ADP
easat-4308	151	10	their	their	PRON
easat-4308	151	11	data	datum	NOUN
easat-4308	151	12	,	,	PUNCT
easat-4308	151	13	businesses	business	NOUN
easat-4308	151	14	can	can	AUX
easat-4308	151	15	identify	identify	VERB
easat-4308	151	16	growth	growth	NOUN
easat-4308	151	17	opportunities	opportunity	NOUN
easat-4308	151	18	,	,	PUNCT
easat-4308	151	19	mitigate	mitigate	VERB
easat-4308	151	20	risks	risk	NOUN
easat-4308	151	21	,	,	PUNCT
easat-4308	151	22	and	and	CCONJ
easat-4308	151	23	capitalize	capitalize	VERB
easat-4308	151	24	on	on	ADP
easat-4308	151	25	new	new	ADJ
easat-4308	151	26	market	market	NOUN
easat-4308	151	27	opportunities	opportunity	NOUN
easat-4308	151	28	.	.	PUNCT
easat-4308	152	1	this	this	PRON
easat-4308	152	2	enables	enable	VERB
easat-4308	152	3	companies	company	NOUN
easat-4308	152	4	to	to	PART
easat-4308	152	5	stay	stay	VERB
easat-4308	152	6	ahead	ahead	ADV
easat-4308	152	7	of	of	ADP
easat-4308	152	8	the	the	DET
easat-4308	152	9	competition	competition	NOUN
easat-4308	152	10	and	and	CCONJ
easat-4308	152	11	respond	respond	VERB
easat-4308	152	12	effectively	effectively	ADV
easat-4308	152	13	to	to	ADP
easat-4308	152	14	changing	change	VERB
easat-4308	152	15	market	market	NOUN
easat-4308	152	16	conditions	condition	NOUN
easat-4308	152	17	.	.	PUNCT
easat-4308	153	1	advances	advance	NOUN
easat-4308	153	2	in	in	ADP
easat-4308	153	3	technology	technology	NOUN
easat-4308	153	4	are	be	AUX
easat-4308	153	5	also	also	ADV
easat-4308	153	6	lowering	lower	VERB
easat-4308	153	7	entry	entry	NOUN
easat-4308	153	8	barriers	barrier	NOUN
easat-4308	153	9	,	,	PUNCT
easat-4308	153	10	making	make	VERB
easat-4308	153	11	ai	ai	VERB
easat-4308	153	12	-	-	PUNCT
easat-4308	153	13	driven	drive	VERB
easat-4308	153	14	forecasting	forecasting	NOUN
easat-4308	153	15	models	model	NOUN
easat-4308	153	16	more	more	ADV
easat-4308	153	17	accessible	accessible	ADJ
easat-4308	153	18	even	even	ADV
easat-4308	153	19	to	to	ADP
easat-4308	153	20	smaller	small	ADJ
easat-4308	153	21	businesses	business	NOUN
easat-4308	153	22	.	.	PUNCT
easat-4308	154	1	cloud	cloud	NOUN
easat-4308	154	2	-	-	PUNCT
easat-4308	154	3	based	base	VERB
easat-4308	154	4	ai	ai	NOUN
easat-4308	154	5	platforms	platform	NOUN
easat-4308	154	6	and	and	CCONJ
easat-4308	154	7	pre	pre	ADJ
easat-4308	154	8	-	-	ADJ
easat-4308	154	9	trained	train	VERB
easat-4308	154	10	models	model	NOUN
easat-4308	154	11	have	have	AUX
easat-4308	154	12	made	make	VERB
easat-4308	154	13	it	it	PRON
easat-4308	154	14	possible	possible	ADJ
easat-4308	154	15	for	for	SCONJ
easat-4308	154	16	organizations	organization	NOUN
easat-4308	154	17	to	to	PART
easat-4308	154	18	deploy	deploy	VERB
easat-4308	154	19	ai	ai	ADJ
easat-4308	154	20	solutions	solution	NOUN
easat-4308	154	21	without	without	ADP
easat-4308	154	22	requiring	require	VERB
easat-4308	154	23	extensive	extensive	ADJ
easat-4308	154	24	technical	technical	ADJ
easat-4308	154	25	expertise	expertise	NOUN
easat-4308	154	26	or	or	CCONJ
easat-4308	154	27	significant	significant	ADJ
easat-4308	154	28	upfront	upfront	ADJ
easat-4308	154	29	investments	investment	NOUN
easat-4308	154	30	.	.	PUNCT
easat-4308	155	1	by	by	ADP
easat-4308	155	2	overcoming	overcome	VERB
easat-4308	155	3	implementation	implementation	NOUN
easat-4308	155	4	hurdles	hurdle	NOUN
easat-4308	155	5	,	,	PUNCT
easat-4308	155	6	companies	company	NOUN
easat-4308	155	7	can	can	AUX
easat-4308	155	8	leverage	leverage	VERB
easat-4308	155	9	ai	ai	VERB
easat-4308	155	10	to	to	PART
easat-4308	155	11	achieve	achieve	VERB
easat-4308	155	12	competitive	competitive	ADJ
easat-4308	155	13	advantages	advantage	NOUN
easat-4308	155	14	and	and	CCONJ
easat-4308	155	15	build	build	VERB
easat-4308	155	16	smarter	smart	ADJ
easat-4308	155	17	,	,	PUNCT
easat-4308	155	18	more	more	ADV
easat-4308	155	19	resilient	resilient	ADJ
easat-4308	155	20	supply	supply	NOUN
easat-4308	155	21	chains	chain	NOUN
easat-4308	155	22	.	.	PUNCT
easat-4308	156	1	this	this	PRON
easat-4308	156	2	is	be	AUX
easat-4308	156	3	particularly	particularly	ADV
easat-4308	156	4	important	important	ADJ
easat-4308	156	5	in	in	ADP
easat-4308	156	6	today	today	NOUN
easat-4308	156	7	's	's	PART
easat-4308	156	8	fast	fast	ADV
easat-4308	156	9	-	-	PUNCT
easat-4308	156	10	paced	paced	ADJ
easat-4308	156	11	,	,	PUNCT
easat-4308	156	12	globalized	globalized	ADJ
easat-4308	156	13	economy	economy	NOUN
easat-4308	156	14	,	,	PUNCT
easat-4308	156	15	where	where	SCONJ
easat-4308	156	16	businesses	business	NOUN
easat-4308	156	17	must	must	AUX
easat-4308	156	18	be	be	AUX
easat-4308	156	19	able	able	ADJ
easat-4308	156	20	to	to	PART
easat-4308	156	21	adapt	adapt	VERB
easat-4308	156	22	quickly	quickly	ADV
easat-4308	156	23	to	to	ADP
easat-4308	156	24	changing	change	VERB
easat-4308	156	25	market	market	NOUN
easat-4308	156	26	conditions	condition	NOUN
easat-4308	156	27	and	and	CCONJ
easat-4308	156	28	customer	customer	NOUN
easat-4308	156	29	demands	demand	NOUN
easat-4308	156	30	.	.	PUNCT
easat-4308	157	1	moreover	moreover	ADV
easat-4308	157	2	,	,	PUNCT
easat-4308	157	3	the	the	DET
easat-4308	157	4	use	use	NOUN
easat-4308	157	5	of	of	ADP
easat-4308	157	6	ai	ai	ADJ
easat-4308	157	7	-	-	PUNCT
easat-4308	157	8	driven	drive	VERB
easat-4308	157	9	forecasting	forecasting	NOUN
easat-4308	157	10	models	model	NOUN
easat-4308	157	11	can	can	AUX
easat-4308	157	12	also	also	ADV
easat-4308	157	13	help	help	VERB
easat-4308	157	14	organizations	organization	NOUN
easat-4308	157	15	build	build	VERB
easat-4308	157	16	stronger	strong	ADJ
easat-4308	157	17	relationships	relationship	NOUN
easat-4308	157	18	with	with	ADP
easat-4308	157	19	their	their	PRON
easat-4308	157	20	customers	customer	NOUN
easat-4308	157	21	by	by	ADP
easat-4308	157	22	providing	provide	VERB
easat-4308	157	23	them	they	PRON
easat-4308	157	24	with	with	ADP
easat-4308	157	25	accurate	accurate	ADJ
easat-4308	157	26	and	and	CCONJ
easat-4308	157	27	timely	timely	ADJ
easat-4308	157	28	insights	insight	NOUN
easat-4308	157	29	about	about	ADP
easat-4308	157	30	demand	demand	NOUN
easat-4308	157	31	patterns	pattern	NOUN
easat-4308	157	32	and	and	CCONJ
easat-4308	157	33	trends	trend	NOUN
easat-4308	157	34	.	.	PUNCT
easat-4308	158	1	this	this	PRON
easat-4308	158	2	can	can	AUX
easat-4308	158	3	lead	lead	VERB
easat-4308	158	4	to	to	ADP
easat-4308	158	5	increased	increase	VERB
easat-4308	158	6	customer	customer	NOUN
easat-4308	158	7	satisfaction	satisfaction	NOUN
easat-4308	158	8	,	,	PUNCT
easat-4308	158	9	loyalty	loyalty	NOUN
easat-4308	158	10	,	,	PUNCT
easat-4308	158	11	and	and	CCONJ
easat-4308	158	12	retention	retention	NOUN
easat-4308	158	13	,	,	PUNCT
easat-4308	158	14	ultimately	ultimately	ADV
easat-4308	158	15	driving	drive	VERB
easat-4308	158	16	business	business	NOUN
easat-4308	158	17	growth	growth	NOUN
easat-4308	158	18	and	and	CCONJ
easat-4308	158	19	profitability	profitability	NOUN
easat-4308	158	20	.	.	PUNCT
easat-4308	159	1	1051	1051	NUM
easat-4308	159	2	edelweiss	edelweiss	PROPN
easat-4308	159	3	applied	apply	VERB
easat-4308	159	4	science	science	NOUN
easat-4308	159	5	and	and	CCONJ
easat-4308	159	6	technology	technology	NOUN
easat-4308	159	7	issn	issn	PROPN
easat-4308	159	8	:	:	PUNCT
easat-4308	159	9	2576	2576	NUM
easat-4308	159	10	-	-	SYM
easat-4308	159	11	8484	8484	NUM
easat-4308	159	12	vol	vol	NOUN
easat-4308	159	13	.	.	PROPN
easat-4308	160	1	9	9	NUM
easat-4308	160	2	,	,	PUNCT
easat-4308	160	3	no	no	INTJ
easat-4308	160	4	.	.	NOUN
easat-4308	160	5	1	1	NUM
easat-4308	160	6	:	:	PUNCT
easat-4308	160	7	1045	1045	NUM
easat-4308	160	8	-	-	SYM
easat-4308	160	9	1068	1068	NUM
easat-4308	160	10	,	,	PUNCT
easat-4308	160	11	2025	2025	NUM
easat-4308	160	12	doi	doi	NOUN
easat-4308	160	13	:	:	PUNCT
easat-4308	160	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	160	15	©	©	PROPN
easat-4308	160	16	2025	2025	NUM
easat-4308	160	17	by	by	ADP
easat-4308	160	18	the	the	DET
easat-4308	160	19	authors	author	NOUN
easat-4308	160	20	;	;	PUNCT
easat-4308	160	21	licensee	licensee	PROPN
easat-4308	160	22	learning	learning	NOUN
easat-4308	160	23	gate	gate	NOUN
easat-4308	160	24	3	3	PROPN
easat-4308	160	25	.	.	PUNCT
easat-4308	160	26	data	datum	NOUN
easat-4308	160	27	collection	collection	NOUN
easat-4308	160	28	and	and	CCONJ
easat-4308	160	29	preprocessing	preprocesse	VERB
easat-4308	160	30	3.1	3.1	NUM
easat-4308	160	31	.	.	PUNCT
easat-4308	161	1	data	datum	NOUN
easat-4308	161	2	sources	source	NOUN
easat-4308	161	3	the	the	DET
easat-4308	161	4	dataset	dataset	NOUN
easat-4308	161	5	used	use	VERB
easat-4308	161	6	in	in	ADP
easat-4308	161	7	demand	demand	NOUN
easat-4308	161	8	forecasting	forecasting	NOUN
easat-4308	161	9	for	for	ADP
easat-4308	161	10	this	this	DET
easat-4308	161	11	logistics	logistic	NOUN
easat-4308	161	12	supply	supply	NOUN
easat-4308	161	13	chain	chain	NOUN
easat-4308	161	14	company	company	NOUN
easat-4308	161	15	was	be	AUX
easat-4308	161	16	obtained	obtain	VERB
easat-4308	161	17	from	from	ADP
easat-4308	161	18	a	a	DET
easat-4308	161	19	customer	customer	NOUN
easat-4308	161	20	relationship	relationship	NOUN
easat-4308	161	21	management	management	NOUN
easat-4308	161	22	(	(	PUNCT
easat-4308	161	23	crm	crm	NOUN
easat-4308	161	24	)	)	PUNCT
easat-4308	161	25	system	system	NOUN
easat-4308	161	26	,	,	PUNCT
easat-4308	161	27	which	which	PRON
easat-4308	161	28	provides	provide	VERB
easat-4308	161	29	valuable	valuable	ADJ
easat-4308	161	30	insights	insight	NOUN
easat-4308	161	31	into	into	ADP
easat-4308	161	32	customer	customer	NOUN
easat-4308	161	33	behaviour	behaviour	NOUN
easat-4308	161	34	,	,	PUNCT
easat-4308	161	35	preferences	preference	NOUN
easat-4308	161	36	,	,	PUNCT
easat-4308	161	37	and	and	CCONJ
easat-4308	161	38	purchasing	purchasing	NOUN
easat-4308	161	39	habits	habit	NOUN
easat-4308	161	40	.	.	PUNCT
easat-4308	162	1	the	the	DET
easat-4308	162	2	crm	crm	NOUN
easat-4308	162	3	system	system	NOUN
easat-4308	162	4	collects	collect	VERB
easat-4308	162	5	sales	sale	NOUN
easat-4308	162	6	data	datum	NOUN
easat-4308	162	7	on	on	ADP
easat-4308	162	8	various	various	ADJ
easat-4308	162	9	products	product	NOUN
easat-4308	162	10	,	,	PUNCT
easat-4308	162	11	including	include	VERB
easat-4308	162	12	product_id	product_id	PROPN
easat-4308	162	13	,	,	PUNCT
easat-4308	162	14	category	category	NOUN
easat-4308	162	15	,	,	PUNCT
easat-4308	162	16	price	price	NOUN
easat-4308	162	17	,	,	PUNCT
easat-4308	162	18	promotion	promotion	NOUN
easat-4308	162	19	,	,	PUNCT
easat-4308	162	20	discount	discount	NOUN
easat-4308	162	21	,	,	PUNCT
easat-4308	162	22	shelf_life	shelf_life	PROPN
easat-4308	162	23	,	,	PUNCT
easat-4308	162	24	inventory_level	inventory_level	PROPN
easat-4308	162	25	,	,	PUNCT
easat-4308	162	26	units_sold	units_sold	PROPN
easat-4308	162	27	,	,	PUNCT
easat-4308	162	28	stockouts	stockout	NOUN
easat-4308	162	29	,	,	PUNCT
easat-4308	162	30	lead_time	lead_time	NOUN
easat-4308	162	31	,	,	PUNCT
easat-4308	162	32	supplier_reliability	supplier_reliability	NOUN
easat-4308	162	33	,	,	PUNCT
easat-4308	162	34	month	month	NOUN
easat-4308	162	35	,	,	PUNCT
easat-4308	162	36	holiday	holiday	NOUN
easat-4308	162	37	,	,	PUNCT
easat-4308	162	38	temperature	temperature	NOUN
easat-4308	162	39	,	,	PUNCT
easat-4308	162	40	rainfall	rainfall	NOUN
easat-4308	162	41	,	,	PUNCT
easat-4308	162	42	gdp	gdp	NOUN
easat-4308	162	43	,	,	PUNCT
easat-4308	162	44	inflation_rate	inflation_rate	PROPN
easat-4308	162	45	,	,	PUNCT
easat-4308	162	46	unemployment_rate	unemployment_rate	NOUN
easat-4308	162	47	,	,	PUNCT
easat-4308	162	48	customer_age_group	customer_age_group	NOUN
easat-4308	162	49	,	,	PUNCT
easat-4308	162	50	customer_income	customer_income	PROPN
easat-4308	162	51	,	,	PUNCT
easat-4308	162	52	customer_location	customer_location	NOUN
easat-4308	162	53	,	,	PUNCT
easat-4308	162	54	and	and	CCONJ
easat-4308	162	55	lag_sales_1	lag_sales_1	NOUN
easat-4308	162	56	.	.	PUNCT
easat-4308	163	1	these	these	DET
easat-4308	163	2	features	feature	NOUN
easat-4308	163	3	provide	provide	VERB
easat-4308	163	4	a	a	DET
easat-4308	163	5	comprehensive	comprehensive	ADJ
easat-4308	163	6	understanding	understanding	NOUN
easat-4308	163	7	of	of	ADP
easat-4308	163	8	customer	customer	NOUN
easat-4308	163	9	demand	demand	NOUN
easat-4308	163	10	patterns	pattern	NOUN
easat-4308	163	11	,	,	PUNCT
easat-4308	163	12	helping	help	VERB
easat-4308	163	13	to	to	PART
easat-4308	163	14	forecast	forecast	VERB
easat-4308	163	15	future	future	ADJ
easat-4308	163	16	sales	sale	NOUN
easat-4308	163	17	.	.	PUNCT
easat-4308	164	1	in	in	ADP
easat-4308	164	2	addition	addition	NOUN
easat-4308	164	3	to	to	ADP
easat-4308	164	4	the	the	DET
easat-4308	164	5	crm	crm	NOUN
easat-4308	164	6	system	system	NOUN
easat-4308	164	7	data	data	PROPN
easat-4308	164	8	,	,	PUNCT
easat-4308	164	9	a	a	DET
easat-4308	164	10	survey	survey	NOUN
easat-4308	164	11	was	be	AUX
easat-4308	164	12	also	also	ADV
easat-4308	164	13	conducted	conduct	VERB
easat-4308	164	14	among	among	ADP
easat-4308	164	15	customers	customer	NOUN
easat-4308	164	16	to	to	PART
easat-4308	164	17	gather	gather	VERB
easat-4308	164	18	additional	additional	ADJ
easat-4308	164	19	information	information	NOUN
easat-4308	164	20	about	about	ADP
easat-4308	164	21	their	their	PRON
easat-4308	164	22	purchasing	purchasing	NOUN
easat-4308	164	23	habits	habit	NOUN
easat-4308	164	24	and	and	CCONJ
easat-4308	164	25	preferences	preference	NOUN
easat-4308	164	26	.	.	PUNCT
easat-4308	165	1	the	the	DET
easat-4308	165	2	survey	survey	NOUN
easat-4308	165	3	collected	collect	VERB
easat-4308	165	4	data	datum	NOUN
easat-4308	165	5	on	on	ADP
easat-4308	165	6	customer	customer	NOUN
easat-4308	165	7	demographics	demographic	NOUN
easat-4308	165	8	,	,	PUNCT
easat-4308	165	9	such	such	ADJ
easat-4308	165	10	as	as	ADP
easat-4308	165	11	age	age	NOUN
easat-4308	165	12	,	,	PUNCT
easat-4308	165	13	location	location	NOUN
easat-4308	165	14	,	,	PUNCT
easat-4308	165	15	and	and	CCONJ
easat-4308	165	16	income	income	NOUN
easat-4308	165	17	level	level	NOUN
easat-4308	165	18	,	,	PUNCT
easat-4308	165	19	as	as	ADV
easat-4308	165	20	well	well	ADV
easat-4308	165	21	as	as	ADP
easat-4308	165	22	their	their	PRON
easat-4308	165	23	shopping	shopping	NOUN
easat-4308	165	24	behaviour	behaviour	NOUN
easat-4308	165	25	,	,	PUNCT
easat-4308	165	26	including	include	VERB
easat-4308	165	27	frequency	frequency	NOUN
easat-4308	165	28	of	of	ADP
easat-4308	165	29	purchase	purchase	NOUN
easat-4308	165	30	,	,	PUNCT
easat-4308	165	31	product	product	NOUN
easat-4308	165	32	usage	usage	NOUN
easat-4308	165	33	,	,	PUNCT
easat-4308	165	34	and	and	CCONJ
easat-4308	165	35	return	return	VERB
easat-4308	165	36	rates	rate	NOUN
easat-4308	165	37	.	.	PUNCT
easat-4308	166	1	this	this	DET
easat-4308	166	2	supplementary	supplementary	ADJ
easat-4308	166	3	data	datum	NOUN
easat-4308	166	4	helps	help	VERB
easat-4308	166	5	to	to	PART
easat-4308	166	6	identify	identify	VERB
easat-4308	166	7	patterns	pattern	NOUN
easat-4308	166	8	in	in	ADP
easat-4308	166	9	customer	customer	NOUN
easat-4308	166	10	behaviour	behaviour	NOUN
easat-4308	166	11	that	that	PRON
easat-4308	166	12	can	can	AUX
easat-4308	166	13	be	be	AUX
easat-4308	166	14	used	use	VERB
easat-4308	166	15	to	to	PART
easat-4308	166	16	inform	inform	VERB
easat-4308	166	17	demand	demand	NOUN
easat-4308	166	18	forecasting	forecasting	NOUN
easat-4308	166	19	models	model	NOUN
easat-4308	166	20	.	.	PUNCT
easat-4308	167	1	furthermore	furthermore	ADV
easat-4308	167	2	,	,	PUNCT
easat-4308	167	3	the	the	DET
easat-4308	167	4	company	company	NOUN
easat-4308	167	5	also	also	ADV
easat-4308	167	6	collects	collect	VERB
easat-4308	167	7	sales	sale	NOUN
easat-4308	167	8	data	datum	NOUN
easat-4308	167	9	from	from	ADP
easat-4308	167	10	external	external	ADJ
easat-4308	167	11	sources	source	NOUN
easat-4308	167	12	,	,	PUNCT
easat-4308	167	13	including	include	VERB
easat-4308	167	14	trade	trade	NOUN
easat-4308	167	15	associations	association	NOUN
easat-4308	167	16	,	,	PUNCT
easat-4308	167	17	industry	industry	NOUN
easat-4308	167	18	reports	report	NOUN
easat-4308	167	19	,	,	PUNCT
easat-4308	167	20	and	and	CCONJ
easat-4308	167	21	market	market	NOUN
easat-4308	167	22	research	research	NOUN
easat-4308	167	23	studies	study	NOUN
easat-4308	167	24	.	.	PUNCT
easat-4308	168	1	these	these	DET
easat-4308	168	2	data	datum	NOUN
easat-4308	168	3	provide	provide	VERB
easat-4308	168	4	insights	insight	NOUN
easat-4308	168	5	into	into	ADP
easat-4308	168	6	industry	industry	NOUN
easat-4308	168	7	trends	trend	NOUN
easat-4308	168	8	,	,	PUNCT
easat-4308	168	9	competitor	competitor	NOUN
easat-4308	168	10	activity	activity	NOUN
easat-4308	168	11	,	,	PUNCT
easat-4308	168	12	and	and	CCONJ
easat-4308	168	13	market	market	NOUN
easat-4308	168	14	conditions	condition	NOUN
easat-4308	168	15	,	,	PUNCT
easat-4308	168	16	which	which	PRON
easat-4308	168	17	can	can	AUX
easat-4308	168	18	be	be	AUX
easat-4308	168	19	used	use	VERB
easat-4308	168	20	to	to	PART
easat-4308	168	21	adjust	adjust	VERB
easat-4308	168	22	forecasts	forecast	NOUN
easat-4308	168	23	accordingly	accordingly	ADV
easat-4308	168	24	.	.	PUNCT
easat-4308	169	1	the	the	DET
easat-4308	169	2	collected	collect	VERB
easat-4308	169	3	data	datum	NOUN
easat-4308	169	4	is	be	AUX
easat-4308	169	5	anonymized	anonymize	VERB
easat-4308	169	6	and	and	CCONJ
easat-4308	169	7	aggregated	aggregate	VERB
easat-4308	169	8	to	to	PART
easat-4308	169	9	ensure	ensure	VERB
easat-4308	169	10	that	that	SCONJ
easat-4308	169	11	customer	customer	NOUN
easat-4308	169	12	-	-	PUNCT
easat-4308	169	13	specific	specific	ADJ
easat-4308	169	14	information	information	NOUN
easat-4308	169	15	remains	remain	VERB
easat-4308	169	16	confidential	confidential	ADJ
easat-4308	169	17	.	.	PUNCT
easat-4308	170	1	the	the	DET
easat-4308	170	2	dataset	dataset	NOUN
easat-4308	170	3	was	be	AUX
easat-4308	170	4	cleansed	cleanse	VERB
easat-4308	170	5	and	and	CCONJ
easat-4308	170	6	pre	pre	VERB
easat-4308	170	7	-	-	VERB
easat-4308	170	8	processed	processed	ADJ
easat-4308	170	9	to	to	PART
easat-4308	170	10	extract	extract	VERB
easat-4308	170	11	relevant	relevant	ADJ
easat-4308	170	12	features	feature	NOUN
easat-4308	170	13	for	for	ADP
easat-4308	170	14	demand	demand	NOUN
easat-4308	170	15	forecasting	forecasting	NOUN
easat-4308	170	16	.	.	PUNCT
easat-4308	171	1	this	this	PRON
easat-4308	171	2	involved	involve	VERB
easat-4308	171	3	handling	handle	VERB
easat-4308	171	4	missing	miss	VERB
easat-4308	171	5	values	value	NOUN
easat-4308	171	6	using	use	VERB
easat-4308	171	7	imputation	imputation	NOUN
easat-4308	171	8	techniques	technique	NOUN
easat-4308	171	9	,	,	PUNCT
easat-4308	171	10	such	such	ADJ
easat-4308	171	11	as	as	ADP
easat-4308	171	12	mean	mean	NOUN
easat-4308	171	13	or	or	CCONJ
easat-4308	171	14	median	median	ADJ
easat-4308	171	15	imputation	imputation	NOUN
easat-4308	171	16	of	of	ADP
easat-4308	171	17	numerical	numerical	ADJ
easat-4308	171	18	variables	variable	NOUN
easat-4308	171	19	,	,	PUNCT
easat-4308	171	20	and	and	CCONJ
easat-4308	171	21	encoding	encode	VERB
easat-4308	171	22	categorical	categorical	ADJ
easat-4308	171	23	variables	variable	NOUN
easat-4308	171	24	using	use	VERB
easat-4308	171	25	one	one	NUM
easat-4308	171	26	-	-	PUNCT
easat-4308	171	27	hot	hot	ADJ
easat-4308	171	28	encoding	encoding	NOUN
easat-4308	171	29	.	.	PUNCT
easat-4308	172	1	feature	feature	NOUN
easat-4308	172	2	scaling	scale	VERB
easat-4308	172	3	techniques	technique	NOUN
easat-4308	172	4	,	,	PUNCT
easat-4308	172	5	including	include	VERB
easat-4308	172	6	standardization	standardization	NOUN
easat-4308	172	7	and	and	CCONJ
easat-4308	172	8	normalization	normalization	NOUN
easat-4308	172	9	,	,	PUNCT
easat-4308	172	10	were	be	AUX
easat-4308	172	11	also	also	ADV
easat-4308	172	12	applied	apply	VERB
easat-4308	172	13	to	to	PART
easat-4308	172	14	ensure	ensure	VERB
easat-4308	172	15	that	that	SCONJ
easat-4308	172	16	numerical	numerical	ADJ
easat-4308	172	17	variables	variable	NOUN
easat-4308	172	18	are	be	AUX
easat-4308	172	19	on	on	ADP
easat-4308	172	20	a	a	DET
easat-4308	172	21	common	common	ADJ
easat-4308	172	22	scale	scale	NOUN
easat-4308	172	23	.	.	PUNCT
easat-4308	173	1	3.2	3.2	NUM
easat-4308	173	2	.	.	PUNCT
easat-4308	173	3	data	datum	NOUN
easat-4308	173	4	preprocessing	preprocesse	VERB
easat-4308	173	5	the	the	DET
easat-4308	173	6	analysis	analysis	NOUN
easat-4308	173	7	of	of	ADP
easat-4308	173	8	large	large	ADJ
easat-4308	173	9	datasets	dataset	NOUN
easat-4308	173	10	often	often	ADV
easat-4308	173	11	requires	require	VERB
easat-4308	173	12	the	the	DET
easat-4308	173	13	application	application	NOUN
easat-4308	173	14	of	of	ADP
easat-4308	173	15	various	various	ADJ
easat-4308	173	16	statistical	statistical	ADJ
easat-4308	173	17	techniques	technique	NOUN
easat-4308	173	18	to	to	PART
easat-4308	173	19	extract	extract	VERB
easat-4308	173	20	meaningful	meaningful	ADJ
easat-4308	173	21	insights	insight	NOUN
easat-4308	173	22	.	.	PUNCT
easat-4308	174	1	one	one	NUM
easat-4308	174	2	such	such	ADJ
easat-4308	174	3	technique	technique	NOUN
easat-4308	174	4	involves	involve	VERB
easat-4308	174	5	the	the	DET
easat-4308	174	6	transformation	transformation	NOUN
easat-4308	174	7	of	of	ADP
easat-4308	174	8	non	non	ADJ
easat-4308	174	9	-	-	ADJ
easat-4308	174	10	numerical	numerical	ADJ
easat-4308	174	11	categorical	categorical	ADJ
easat-4308	174	12	features	feature	NOUN
easat-4308	174	13	into	into	ADP
easat-4308	174	14	numerical	numerical	ADJ
easat-4308	174	15	features	feature	NOUN
easat-4308	174	16	using	use	VERB
easat-4308	174	17	machine	machine	NOUN
easat-4308	174	18	learning	learning	NOUN
easat-4308	174	19	algorithms	algorithm	NOUN
easat-4308	174	20	.	.	PUNCT
easat-4308	175	1	specifically	specifically	ADV
easat-4308	175	2	,	,	PUNCT
easat-4308	175	3	we	we	PRON
easat-4308	175	4	employed	employ	VERB
easat-4308	175	5	scikit	scikit	NOUN
easat-4308	175	6	-	-	PUNCT
easat-4308	175	7	learn	learn	NOUN
easat-4308	175	8	's	's	PART
easat-4308	175	9	onehotencoder	onehotencoder	NOUN
easat-4308	175	10	,	,	PUNCT
easat-4308	175	11	which	which	PRON
easat-4308	175	12	enables	enable	VERB
easat-4308	175	13	the	the	DET
easat-4308	175	14	conversion	conversion	NOUN
easat-4308	175	15	of	of	ADP
easat-4308	175	16	categorical	categorical	ADJ
easat-4308	175	17	variables	variable	NOUN
easat-4308	175	18	into	into	ADP
easat-4308	175	19	binary	binary	ADJ
easat-4308	175	20	vectors	vector	NOUN
easat-4308	175	21	that	that	PRON
easat-4308	175	22	can	can	AUX
easat-4308	175	23	be	be	AUX
easat-4308	175	24	processed	process	VERB
easat-4308	175	25	by	by	ADP
easat-4308	175	26	standard	standard	ADJ
easat-4308	175	27	regression	regression	NOUN
easat-4308	175	28	and	and	CCONJ
easat-4308	175	29	classification	classification	NOUN
easat-4308	175	30	models	model	NOUN
easat-4308	175	31	.	.	PUNCT
easat-4308	176	1	this	this	DET
easat-4308	176	2	encoding	encoding	NOUN
easat-4308	176	3	method	method	NOUN
easat-4308	176	4	allows	allow	VERB
easat-4308	176	5	us	we	PRON
easat-4308	176	6	to	to	PART
easat-4308	176	7	capture	capture	VERB
easat-4308	176	8	the	the	DET
easat-4308	176	9	underlying	underlie	VERB
easat-4308	176	10	patterns	pattern	NOUN
easat-4308	176	11	and	and	CCONJ
easat-4308	176	12	relationships	relationship	NOUN
easat-4308	176	13	between	between	ADP
easat-4308	176	14	these	these	DET
easat-4308	176	15	variables	variable	NOUN
easat-4308	176	16	and	and	CCONJ
easat-4308	176	17	incorporate	incorporate	VERB
easat-4308	176	18	them	they	PRON
easat-4308	176	19	into	into	ADP
easat-4308	176	20	our	our	PRON
easat-4308	176	21	analysis	analysis	NOUN
easat-4308	176	22	.	.	PUNCT
easat-4308	177	1	to	to	PART
easat-4308	177	2	further	far	ADV
easat-4308	177	3	enhance	enhance	VERB
easat-4308	177	4	the	the	DET
easat-4308	177	5	quality	quality	NOUN
easat-4308	177	6	of	of	ADP
easat-4308	177	7	our	our	PRON
easat-4308	177	8	analysis	analysis	NOUN
easat-4308	177	9	,	,	PUNCT
easat-4308	177	10	we	we	PRON
easat-4308	177	11	also	also	ADV
easat-4308	177	12	implemented	implement	VERB
easat-4308	177	13	a	a	DET
easat-4308	177	14	strategy	strategy	NOUN
easat-4308	177	15	for	for	ADP
easat-4308	177	16	handling	handle	VERB
easat-4308	177	17	missing	miss	VERB
easat-4308	177	18	values	value	NOUN
easat-4308	177	19	and	and	CCONJ
easat-4308	177	20	data	datum	NOUN
easat-4308	177	21	normalization	normalization	NOUN
easat-4308	177	22	.	.	PUNCT
easat-4308	178	1	by	by	ADP
easat-4308	178	2	replacing	replace	VERB
easat-4308	178	3	missing	miss	VERB
easat-4308	178	4	values	value	NOUN
easat-4308	178	5	with	with	ADP
easat-4308	178	6	the	the	DET
easat-4308	178	7	mean	mean	NOUN
easat-4308	178	8	of	of	ADP
easat-4308	178	9	their	their	PRON
easat-4308	178	10	respective	respective	ADJ
easat-4308	178	11	columns	column	NOUN
easat-4308	178	12	,	,	PUNCT
easat-4308	178	13	we	we	PRON
easat-4308	178	14	ensured	ensure	VERB
easat-4308	178	15	that	that	SCONJ
easat-4308	178	16	our	our	PRON
easat-4308	178	17	dataset	dataset	NOUN
easat-4308	178	18	was	be	AUX
easat-4308	178	19	well	well	ADV
easat-4308	178	20	-	-	PUNCT
easat-4308	178	21	maintained	maintain	VERB
easat-4308	178	22	and	and	CCONJ
easat-4308	178	23	free	free	ADJ
easat-4308	178	24	from	from	ADP
easat-4308	178	25	errors	error	NOUN
easat-4308	178	26	.	.	PUNCT
easat-4308	179	1	additionally	additionally	ADV
easat-4308	179	2	,	,	PUNCT
easat-4308	179	3	we	we	PRON
easat-4308	179	4	utilized	utilize	VERB
easat-4308	179	5	the	the	DET
easat-4308	179	6	minmaxscaler	minmaxscaler	NOUN
easat-4308	179	7	to	to	PART
easat-4308	179	8	normalize	normalize	VERB
easat-4308	179	9	the	the	DET
easat-4308	179	10	features	feature	NOUN
easat-4308	179	11	,	,	PUNCT
easat-4308	179	12	which	which	PRON
easat-4308	179	13	helped	help	VERB
easat-4308	179	14	to	to	PART
easat-4308	179	15	prevent	prevent	VERB
easat-4308	179	16	features	feature	NOUN
easat-4308	179	17	with	with	ADP
easat-4308	179	18	large	large	ADJ
easat-4308	179	19	ranges	range	NOUN
easat-4308	179	20	from	from	ADP
easat-4308	179	21	dominating	dominate	VERB
easat-4308	179	22	our	our	PRON
easat-4308	179	23	analysis	analysis	NOUN
easat-4308	179	24	.	.	PUNCT
easat-4308	180	1	furthermore	furthermore	ADV
easat-4308	180	2	,	,	PUNCT
easat-4308	180	3	we	we	PRON
easat-4308	180	4	employed	employ	VERB
easat-4308	180	5	principal	principal	ADJ
easat-4308	180	6	component	component	NOUN
easat-4308	180	7	analysis	analysis	NOUN
easat-4308	180	8	(	(	PUNCT
easat-4308	180	9	pca	pca	NOUN
easat-4308	180	10	)	)	PUNCT
easat-4308	180	11	as	as	ADP
easat-4308	180	12	a	a	DET
easat-4308	180	13	dimensionality	dimensionality	NOUN
easat-4308	180	14	reduction	reduction	NOUN
easat-4308	180	15	technique	technique	NOUN
easat-4308	180	16	,	,	PUNCT
easat-4308	180	17	which	which	PRON
easat-4308	180	18	enabled	enable	VERB
easat-4308	180	19	us	we	PRON
easat-4308	180	20	to	to	PART
easat-4308	180	21	visualize	visualize	VERB
easat-4308	180	22	and	and	CCONJ
easat-4308	180	23	analyze	analyze	VERB
easat-4308	180	24	relationships	relationship	NOUN
easat-4308	180	25	between	between	ADP
easat-4308	180	26	variables	variable	NOUN
easat-4308	180	27	more	more	ADV
easat-4308	180	28	effectively	effectively	ADV
easat-4308	180	29	.	.	PUNCT
easat-4308	181	1	by	by	ADP
easat-4308	181	2	applying	apply	VERB
easat-4308	181	3	these	these	DET
easat-4308	181	4	techniques	technique	NOUN
easat-4308	181	5	,	,	PUNCT
easat-4308	181	6	we	we	PRON
easat-4308	181	7	were	be	AUX
easat-4308	181	8	able	able	ADJ
easat-4308	181	9	to	to	PART
easat-4308	181	10	extract	extract	VERB
easat-4308	181	11	valuable	valuable	ADJ
easat-4308	181	12	insights	insight	NOUN
easat-4308	181	13	from	from	ADP
easat-4308	181	14	our	our	PRON
easat-4308	181	15	dataset	dataset	NOUN
easat-4308	181	16	and	and	CCONJ
easat-4308	181	17	provide	provide	VERB
easat-4308	181	18	a	a	DET
easat-4308	181	19	more	more	ADV
easat-4308	181	20	comprehensive	comprehensive	ADJ
easat-4308	181	21	understanding	understanding	NOUN
easat-4308	181	22	of	of	ADP
easat-4308	181	23	the	the	DET
easat-4308	181	24	underlying	underlie	VERB
easat-4308	181	25	patterns	pattern	NOUN
easat-4308	181	26	and	and	CCONJ
easat-4308	181	27	structures	structure	NOUN
easat-4308	181	28	.	.	PUNCT
easat-4308	182	1	1052	1052	NUM
easat-4308	182	2	edelweiss	edelweiss	PROPN
easat-4308	182	3	applied	apply	VERB
easat-4308	182	4	science	science	NOUN
easat-4308	182	5	and	and	CCONJ
easat-4308	182	6	technology	technology	NOUN
easat-4308	182	7	issn	issn	PROPN
easat-4308	182	8	:	:	PUNCT
easat-4308	182	9	2576	2576	NUM
easat-4308	182	10	-	-	SYM
easat-4308	182	11	8484	8484	NUM
easat-4308	182	12	vol	vol	NOUN
easat-4308	182	13	.	.	PROPN
easat-4308	183	1	9	9	NUM
easat-4308	183	2	,	,	PUNCT
easat-4308	183	3	no	no	INTJ
easat-4308	183	4	.	.	NOUN
easat-4308	183	5	1	1	NUM
easat-4308	183	6	:	:	PUNCT
easat-4308	183	7	1045	1045	NUM
easat-4308	183	8	-	-	SYM
easat-4308	183	9	1068	1068	NUM
easat-4308	183	10	,	,	PUNCT
easat-4308	183	11	2025	2025	NUM
easat-4308	183	12	doi	doi	NOUN
easat-4308	183	13	:	:	PUNCT
easat-4308	183	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	183	15	©	©	PROPN
easat-4308	183	16	2025	2025	NUM
easat-4308	183	17	by	by	ADP
easat-4308	183	18	the	the	DET
easat-4308	183	19	authors	author	NOUN
easat-4308	183	20	;	;	PUNCT
easat-4308	183	21	licensee	licensee	PROPN
easat-4308	183	22	learning	learn	VERB
easat-4308	183	23	gate	gate	NOUN
easat-4308	183	24	figure	figure	NOUN
easat-4308	183	25	1	1	NUM
easat-4308	183	26	.	.	PUNCT
easat-4308	184	1	this	this	DET
easat-4308	184	2	graph	graph	NOUN
easat-4308	184	3	provides	provide	VERB
easat-4308	184	4	a	a	DET
easat-4308	184	5	visual	visual	ADJ
easat-4308	184	6	representation	representation	NOUN
easat-4308	184	7	of	of	ADP
easat-4308	184	8	how	how	SCONJ
easat-4308	184	9	much	much	ADJ
easat-4308	184	10	of	of	ADP
easat-4308	184	11	the	the	DET
easat-4308	184	12	original	original	ADJ
easat-4308	184	13	data	datum	NOUN
easat-4308	184	14	has	have	AUX
easat-4308	184	15	been	be	AUX
easat-4308	184	16	reduced	reduce	VERB
easat-4308	184	17	through	through	ADP
easat-4308	184	18	pca	pca	PROPN
easat-4308	184	19	.	.	PUNCT
easat-4308	185	1	the	the	DET
easat-4308	185	2	plot	plot	NOUN
easat-4308	185	3	represents	represent	VERB
easat-4308	185	4	the	the	DET
easat-4308	185	5	cumulative	cumulative	ADJ
easat-4308	185	6	explained	explain	VERB
easat-4308	185	7	variance	variance	NOUN
easat-4308	185	8	ratios	ratio	NOUN
easat-4308	185	9	for	for	ADP
easat-4308	185	10	each	each	DET
easat-4308	185	11	component	component	NOUN
easat-4308	185	12	.	.	PUNCT
easat-4308	186	1	the	the	DET
easat-4308	186	2	line	line	NOUN
easat-4308	186	3	in	in	ADP
easat-4308	186	4	the	the	DET
easat-4308	186	5	plot	plot	NOUN
easat-4308	186	6	serves	serve	VERB
easat-4308	186	7	as	as	ADP
easat-4308	186	8	an	an	DET
easat-4308	186	9	estimate	estimate	NOUN
easat-4308	186	10	of	of	ADP
easat-4308	186	11	the	the	DET
easat-4308	186	12	overall	overall	ADJ
easat-4308	186	13	reduction	reduction	NOUN
easat-4308	186	14	in	in	ADP
easat-4308	186	15	dimensionality	dimensionality	NOUN
easat-4308	186	16	achieved	achieve	VERB
easat-4308	186	17	by	by	ADP
easat-4308	186	18	pca	pca	PROPN
easat-4308	186	19	.	.	PROPN
easat-4308	187	1	3.3	3.3	NUM
easat-4308	187	2	.	.	PUNCT
easat-4308	188	1	exploratory	exploratory	ADJ
easat-4308	188	2	data	datum	NOUN
easat-4308	188	3	analysis	analysis	VERB
easat-4308	188	4	the	the	DET
easat-4308	188	5	analysis	analysis	NOUN
easat-4308	188	6	of	of	ADP
easat-4308	188	7	the	the	DET
easat-4308	188	8	dataset	dataset	NOUN
easat-4308	188	9	reveals	reveal	VERB
easat-4308	188	10	that	that	SCONJ
easat-4308	188	11	most	most	ADJ
easat-4308	188	12	of	of	ADP
easat-4308	188	13	its	its	PRON
easat-4308	188	14	feature	feature	NOUN
easat-4308	188	15	variables	variable	NOUN
easat-4308	188	16	exhibit	exhibit	VERB
easat-4308	188	17	a	a	DET
easat-4308	188	18	strong	strong	ADJ
easat-4308	188	19	positive	positive	ADJ
easat-4308	188	20	correlation	correlation	NOUN
easat-4308	188	21	with	with	ADP
easat-4308	188	22	target	target	NOUN
easat-4308	188	23	sales	sale	NOUN
easat-4308	188	24	.	.	PUNCT
easat-4308	189	1	a	a	DET
easat-4308	189	2	positive	positive	ADJ
easat-4308	189	3	correlation	correlation	NOUN
easat-4308	189	4	implies	imply	VERB
easat-4308	189	5	that	that	SCONJ
easat-4308	189	6	an	an	DET
easat-4308	189	7	increase	increase	NOUN
easat-4308	189	8	in	in	ADP
easat-4308	189	9	target	target	NOUN
easat-4308	189	10	sales	sale	NOUN
easat-4308	189	11	is	be	AUX
easat-4308	189	12	likely	likely	ADJ
easat-4308	189	13	to	to	PART
easat-4308	189	14	be	be	AUX
easat-4308	189	15	accompanied	accompany	VERB
easat-4308	189	16	by	by	ADP
easat-4308	189	17	similar	similar	ADJ
easat-4308	189	18	increases	increase	NOUN
easat-4308	189	19	in	in	ADP
easat-4308	189	20	various	various	ADJ
easat-4308	189	21	target	target	NOUN
easat-4308	189	22	features	feature	NOUN
easat-4308	189	23	,	,	PUNCT
easat-4308	189	24	as	as	ADV
easat-4308	189	25	well	well	ADV
easat-4308	189	26	as	as	ADP
easat-4308	189	27	decreases	decrease	NOUN
easat-4308	189	28	in	in	ADP
easat-4308	189	29	corresponding	correspond	VERB
easat-4308	189	30	negative	negative	ADJ
easat-4308	189	31	features	feature	NOUN
easat-4308	189	32	.	.	PUNCT
easat-4308	190	1	for	for	ADP
easat-4308	190	2	instance	instance	NOUN
easat-4308	190	3	,	,	PUNCT
easat-4308	190	4	a	a	DET
easat-4308	190	5	1	1	NUM
easat-4308	190	6	%	%	NOUN
easat-4308	190	7	increase	increase	NOUN
easat-4308	190	8	in	in	ADP
easat-4308	190	9	target	target	NOUN
easat-4308	190	10	sales	sale	NOUN
easat-4308	190	11	is	be	AUX
easat-4308	190	12	associated	associate	VERB
easat-4308	190	13	with	with	ADP
easat-4308	190	14	a	a	DET
easat-4308	190	15	0.0713	0.0713	NUM
easat-4308	190	16	%	%	NOUN
easat-4308	190	17	rise	rise	NOUN
easat-4308	190	18	in	in	ADP
easat-4308	190	19	unemployment	unemployment	NOUN
easat-4308	190	20	rate	rate	NOUN
easat-4308	190	21	,	,	PUNCT
easat-4308	190	22	a	a	DET
easat-4308	190	23	0.0473	0.0473	NUM
easat-4308	190	24	%	%	NOUN
easat-4308	190	25	boost	boost	NOUN
easat-4308	190	26	in	in	ADP
easat-4308	190	27	promotion	promotion	NOUN
easat-4308	190	28	levels	level	NOUN
easat-4308	190	29	,	,	PUNCT
easat-4308	190	30	and	and	CCONJ
easat-4308	190	31	a	a	DET
easat-4308	190	32	0.0314	0.0314	NUM
easat-4308	190	33	%	%	NOUN
easat-4308	190	34	surge	surge	NOUN
easat-4308	190	35	in	in	ADP
easat-4308	190	36	rainfall	rainfall	NOUN
easat-4308	190	37	.	.	PUNCT
easat-4308	191	1	conversely	conversely	ADV
easat-4308	191	2	,	,	PUNCT
easat-4308	191	3	only	only	ADV
easat-4308	191	4	a	a	DET
easat-4308	191	5	few	few	ADJ
easat-4308	191	6	numerical	numerical	ADJ
easat-4308	191	7	feature	feature	NOUN
easat-4308	191	8	variables	variable	NOUN
easat-4308	191	9	display	display	VERB
easat-4308	191	10	a	a	DET
easat-4308	191	11	negative	negative	ADJ
easat-4308	191	12	correlation	correlation	NOUN
easat-4308	191	13	with	with	ADP
easat-4308	191	14	target	target	NOUN
easat-4308	191	15	sales	sale	NOUN
easat-4308	191	16	,	,	PUNCT
easat-4308	191	17	including	include	VERB
easat-4308	191	18	gdp	gdp	NOUN
easat-4308	191	19	(	(	PUNCT
easat-4308	191	20	-0.0306	-0.0306	NOUN
easat-4308	191	21	)	)	PUNCT
easat-4308	191	22	,	,	PUNCT
easat-4308	191	23	units	unit	NOUN
easat-4308	191	24	sold	sell	VERB
easat-4308	191	25	(	(	PUNCT
easat-4308	191	26	-0.0251	-0.0251	PROPN
easat-4308	191	27	)	)	PUNCT
easat-4308	191	28	,	,	PUNCT
easat-4308	191	29	month	month	NOUN
easat-4308	191	30	(	(	PUNCT
easat-4308	191	31	-0.0214	-0.0214	NUM
easat-4308	191	32	)	)	PUNCT
easat-4308	191	33	,	,	PUNCT
easat-4308	191	34	lag_sales_1	lag_sales_1	NOUN
easat-4308	191	35	(	(	PUNCT
easat-4308	191	36	-0.0202	-0.0202	NOUN
easat-4308	191	37	)	)	PUNCT
easat-4308	191	38	,	,	PUNCT
easat-4308	191	39	price	price	NOUN
easat-4308	191	40	(	(	PUNCT
easat-4308	191	41	-0.0192	-0.0192	NOUN
easat-4308	191	42	)	)	PUNCT
easat-4308	191	43	,	,	PUNCT
easat-4308	191	44	temperature	temperature	NOUN
easat-4308	191	45	(	(	PUNCT
easat-4308	191	46	0.0127	0.0127	NUM
easat-4308	191	47	)	)	PUNCT
easat-4308	191	48	,	,	PUNCT
easat-4308	191	49	and	and	CCONJ
easat-4308	191	50	inflation_rate	inflation_rate	PROPN
easat-4308	191	51	(	(	PUNCT
easat-4308	191	52	-0.0059	-0.0059	NOUN
easat-4308	191	53	)	)	PUNCT
easat-4308	191	54	.	.	PUNCT
easat-4308	192	1	these	these	DET
easat-4308	192	2	negative	negative	ADJ
easat-4308	192	3	correlations	correlation	NOUN
easat-4308	192	4	suggest	suggest	VERB
easat-4308	192	5	that	that	SCONJ
easat-4308	192	6	target	target	NOUN
easat-4308	192	7	sales	sale	NOUN
easat-4308	192	8	may	may	AUX
easat-4308	192	9	be	be	AUX
easat-4308	192	10	influenced	influence	VERB
easat-4308	192	11	by	by	ADP
easat-4308	192	12	factors	factor	NOUN
easat-4308	192	13	such	such	ADJ
easat-4308	192	14	as	as	ADP
easat-4308	192	15	economic	economic	ADJ
easat-4308	192	16	indicators	indicator	NOUN
easat-4308	192	17	,	,	PUNCT
easat-4308	192	18	consumer	consumer	NOUN
easat-4308	192	19	behavior	behavior	NOUN
easat-4308	192	20	,	,	PUNCT
easat-4308	192	21	or	or	CCONJ
easat-4308	192	22	external	external	ADJ
easat-4308	192	23	events	event	NOUN
easat-4308	192	24	,	,	PUNCT
easat-4308	192	25	which	which	PRON
easat-4308	192	26	warrants	warrant	VERB
easat-4308	192	27	further	further	ADJ
easat-4308	192	28	investigation	investigation	NOUN
easat-4308	192	29	to	to	PART
easat-4308	192	30	determine	determine	VERB
easat-4308	192	31	the	the	DET
easat-4308	192	32	underlying	underlie	VERB
easat-4308	192	33	causes	cause	NOUN
easat-4308	192	34	of	of	ADP
easat-4308	192	35	these	these	DET
easat-4308	192	36	relationships	relationship	NOUN
easat-4308	192	37	.	.	PUNCT
easat-4308	193	1	furthermore	furthermore	ADV
easat-4308	193	2	,	,	PUNCT
easat-4308	193	3	a	a	DET
easat-4308	193	4	closer	close	ADJ
easat-4308	193	5	examination	examination	NOUN
easat-4308	193	6	of	of	ADP
easat-4308	193	7	the	the	DET
easat-4308	193	8	correlation	correlation	NOUN
easat-4308	193	9	statistics(table	statistics(table	ADJ
easat-4308	193	10	1	1	NUM
easat-4308	193	11	)	)	PUNCT
easat-4308	193	12	reveals	reveal	VERB
easat-4308	193	13	some	some	DET
easat-4308	193	14	interesting	interesting	ADJ
easat-4308	193	15	patterns	pattern	NOUN
easat-4308	193	16	in	in	ADP
easat-4308	193	17	the	the	DET
easat-4308	193	18	data	datum	NOUN
easat-4308	193	19	.	.	PUNCT
easat-4308	194	1	for	for	ADP
easat-4308	194	2	instance	instance	NOUN
easat-4308	194	3	,	,	PUNCT
easat-4308	194	4	target_sales	target_sales	PROPN
easat-4308	194	5	and	and	CCONJ
easat-4308	194	6	promotion	promotion	NOUN
easat-4308	194	7	levels	level	NOUN
easat-4308	194	8	have	have	VERB
easat-4308	194	9	a	a	DET
easat-4308	194	10	strong	strong	ADJ
easat-4308	194	11	positive	positive	ADJ
easat-4308	194	12	correlation	correlation	NOUN
easat-4308	194	13	(	(	PUNCT
easat-4308	194	14	0.0473	0.0473	NUM
easat-4308	194	15	)	)	PUNCT
easat-4308	194	16	,	,	PUNCT
easat-4308	194	17	indicating	indicate	VERB
easat-4308	194	18	that	that	SCONJ
easat-4308	194	19	increased	increase	VERB
easat-4308	194	20	investment	investment	NOUN
easat-4308	194	21	in	in	ADP
easat-4308	194	22	marketing	marketing	NOUN
easat-4308	194	23	efforts	effort	NOUN
easat-4308	194	24	is	be	AUX
easat-4308	194	25	likely	likely	ADJ
easat-4308	194	26	to	to	PART
easat-4308	194	27	lead	lead	VERB
easat-4308	194	28	to	to	ADP
easat-4308	194	29	improved	improved	ADJ
easat-4308	194	30	sales	sale	NOUN
easat-4308	194	31	.	.	PUNCT
easat-4308	195	1	similarly	similarly	ADV
easat-4308	195	2	,	,	PUNCT
easat-4308	195	3	rainfall	rainfall	NOUN
easat-4308	195	4	and	and	CCONJ
easat-4308	195	5	units	unit	NOUN
easat-4308	195	6	sold	sell	VERB
easat-4308	195	7	exhibit	exhibit	VERB
easat-4308	195	8	a	a	DET
easat-4308	195	9	positive	positive	ADJ
easat-4308	195	10	correlation	correlation	NOUN
easat-4308	195	11	(	(	PUNCT
easat-4308	195	12	0.0314	0.0314	NUM
easat-4308	195	13	)	)	PUNCT
easat-4308	195	14	,	,	PUNCT
easat-4308	195	15	suggesting	suggest	VERB
easat-4308	195	16	that	that	SCONJ
easat-4308	195	17	favorable	favorable	ADJ
easat-4308	195	18	weather	weather	NOUN
easat-4308	195	19	conditions	condition	NOUN
easat-4308	195	20	may	may	AUX
easat-4308	195	21	contribute	contribute	VERB
easat-4308	195	22	to	to	ADP
easat-4308	195	23	higher	high	ADJ
easat-4308	195	24	sales	sale	NOUN
easat-4308	195	25	volumes	volume	NOUN
easat-4308	195	26	.	.	PUNCT
easat-4308	196	1	in	in	ADP
easat-4308	196	2	contrast	contrast	NOUN
easat-4308	196	3	,	,	PUNCT
easat-4308	196	4	there	there	PRON
easat-4308	196	5	are	be	VERB
easat-4308	196	6	only	only	ADV
easat-4308	196	7	two	two	NUM
easat-4308	196	8	negative	negative	ADJ
easat-4308	196	9	correlations	correlation	NOUN
easat-4308	196	10	:	:	PUNCT
easat-4308	196	11	unemployment_rate	unemployment_rate	ADJ
easat-4308	196	12	(	(	PUNCT
easat-4308	196	13	-0.0713	-0.0713	NOUN
easat-4308	196	14	)	)	PUNCT
easat-4308	196	15	and	and	CCONJ
easat-4308	196	16	supplier_reliability	supplier_reliability	NOUN
easat-4308	196	17	(	(	PUNCT
easat-4308	196	18	-0.0049	-0.0049	PROPN
easat-4308	196	19	)	)	PUNCT
easat-4308	196	20	.	.	PUNCT
easat-4308	197	1	these	these	DET
easat-4308	197	2	findings	finding	NOUN
easat-4308	197	3	highlight	highlight	VERB
easat-4308	197	4	the	the	DET
easat-4308	197	5	complex	complex	ADJ
easat-4308	197	6	interplay	interplay	NOUN
easat-4308	197	7	between	between	ADP
easat-4308	197	8	various	various	ADJ
easat-4308	197	9	factors	factor	NOUN
easat-4308	197	10	influencing	influence	VERB
easat-4308	197	11	target	target	NOUN
easat-4308	197	12	sales	sale	NOUN
easat-4308	197	13	and	and	CCONJ
easat-4308	197	14	provide	provide	VERB
easat-4308	197	15	a	a	DET
easat-4308	197	16	solid	solid	ADJ
easat-4308	197	17	foundation	foundation	NOUN
easat-4308	197	18	for	for	ADP
easat-4308	197	19	further	further	ADJ
easat-4308	197	20	analysis	analysis	NOUN
easat-4308	197	21	,	,	PUNCT
easat-4308	197	22	including	include	VERB
easat-4308	197	23	the	the	DET
easat-4308	197	24	exploration	exploration	NOUN
easat-4308	197	25	of	of	ADP
easat-4308	197	26	potential	potential	ADJ
easat-4308	197	27	causal	causal	ADJ
easat-4308	197	28	relationships	relationship	NOUN
easat-4308	197	29	and	and	CCONJ
easat-4308	197	30	the	the	DET
easat-4308	197	31	identification	identification	NOUN
easat-4308	197	32	of	of	ADP
easat-4308	197	33	key	key	ADJ
easat-4308	197	34	drivers	driver	NOUN
easat-4308	197	35	of	of	ADP
easat-4308	197	36	sales	sale	NOUN
easat-4308	197	37	growth	growth	NOUN
easat-4308	197	38	.	.	PUNCT
easat-4308	198	1	1053	1053	NUM
easat-4308	198	2	edelweiss	edelweiss	PROPN
easat-4308	198	3	applied	apply	VERB
easat-4308	198	4	science	science	NOUN
easat-4308	198	5	and	and	CCONJ
easat-4308	198	6	technology	technology	NOUN
easat-4308	198	7	issn	issn	PROPN
easat-4308	198	8	:	:	PUNCT
easat-4308	198	9	2576	2576	NUM
easat-4308	198	10	-	-	SYM
easat-4308	198	11	8484	8484	NUM
easat-4308	198	12	vol	vol	NOUN
easat-4308	198	13	.	.	PROPN
easat-4308	199	1	9	9	NUM
easat-4308	199	2	,	,	PUNCT
easat-4308	199	3	no	no	INTJ
easat-4308	199	4	.	.	NOUN
easat-4308	199	5	1	1	NUM
easat-4308	199	6	:	:	PUNCT
easat-4308	199	7	1045	1045	NUM
easat-4308	199	8	-	-	SYM
easat-4308	199	9	1068	1068	NUM
easat-4308	199	10	,	,	PUNCT
easat-4308	199	11	2025	2025	NUM
easat-4308	199	12	doi	doi	NOUN
easat-4308	199	13	:	:	PUNCT
easat-4308	199	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	199	15	©	©	PROPN
easat-4308	199	16	2025	2025	NUM
easat-4308	199	17	by	by	ADP
easat-4308	199	18	the	the	DET
easat-4308	199	19	authors	author	NOUN
easat-4308	199	20	;	;	PUNCT
easat-4308	199	21	licensee	licensee	PROPN
easat-4308	199	22	learning	learn	VERB
easat-4308	199	23	gate	gate	NOUN
easat-4308	199	24	table	table	NOUN
easat-4308	199	25	1	1	NUM
easat-4308	199	26	.	.	PUNCT
easat-4308	200	1	a	a	DET
easat-4308	200	2	summary	summary	NOUN
easat-4308	200	3	of	of	ADP
easat-4308	200	4	the	the	DET
easat-4308	200	5	correlation	correlation	NOUN
easat-4308	200	6	statistics	statistic	NOUN
easat-4308	200	7	of	of	ADP
easat-4308	200	8	numerical	numerical	ADJ
easat-4308	200	9	features	feature	NOUN
easat-4308	200	10	and	and	CCONJ
easat-4308	200	11	target	target	VERB
easat-4308	200	12	sales	sale	NOUN
easat-4308	200	13	.	.	PUNCT
easat-4308	201	1	target_sales	target_sale	NOUN
easat-4308	201	2	1.000000	1.000000	NUM
easat-4308	201	3	unemployment_rate	unemployment_rate	ADJ
easat-4308	201	4	0.071305	0.071305	NUM
easat-4308	201	5	promotion	promotion	NOUN
easat-4308	201	6	0.047292	0.047292	NUM
easat-4308	201	7	rainfall	rainfall	NOUN
easat-4308	201	8	0.031369	0.031369	NUM
easat-4308	201	9	gdp	gdp	NOUN
easat-4308	201	10	0.030639	0.030639	NUM
easat-4308	201	11	units_sold	units_sold	PROPN
easat-4308	201	12	0.025077	0.025077	NUM
easat-4308	201	13	month	month	NOUN
easat-4308	201	14	0.021427	0.021427	NUM
easat-4308	201	15	lag_sales_1	lag_sales_1	NOUN
easat-4308	201	16	0.020256	0.020256	NUM
easat-4308	201	17	price	price	NOUN
easat-4308	201	18	0.019214	0.019214	NUM
easat-4308	201	19	temperature	temperature	NOUN
easat-4308	201	20	0.012635	0.012635	NUM
easat-4308	201	21	inventory_level	inventory_level	PROPN
easat-4308	201	22	0.011947	0.011947	NUM
easat-4308	201	23	inflation_rate	inflation_rate	NOUN
easat-4308	201	24	0.005971	0.005971	NUM
easat-4308	201	25	holiday	holiday	NOUN
easat-4308	201	26	0.004877	0.004877	NUM
easat-4308	201	27	supplier_reliability	supplier_reliability	NOUN
easat-4308	201	28	-0.004898	-0.004898	VERB
easat-4308	201	29	discount	discount	NOUN
easat-4308	201	30	-0.005901	-0.005901	NOUN
easat-4308	202	1	customer_income	customer_income	PROPN
easat-4308	202	2	-0.011782	-0.011782	PUNCT
easat-4308	203	1	rolling_avg_3_months	rolling_avg_3_month	NOUN
easat-4308	203	2	-0.014938	-0.014938	ADJ
easat-4308	203	3	lead_time	lead_time	PROPN
easat-4308	203	4	-0.015034	-0.015034	NOUN
easat-4308	203	5	stockouts	stockouts	PROPN
easat-4308	203	6	-0.025665	-0.025665	NOUN
easat-4308	203	7	name	name	NOUN
easat-4308	203	8	:	:	PUNCT
easat-4308	203	9	target_sales	target_sale	NOUN
easat-4308	203	10	,	,	PUNCT
easat-4308	203	11	dtype	dtype	NOUN
easat-4308	203	12	:	:	PUNCT
easat-4308	203	13	float64	float64	PROPN
easat-4308	203	14	.	.	PUNCT
easat-4308	204	1	the	the	DET
easat-4308	204	2	correlation	correlation	NOUN
easat-4308	204	3	matrix	matrix	NOUN
easat-4308	204	4	(	(	PUNCT
easat-4308	204	5	figure	figure	NOUN
easat-4308	204	6	2	2	NUM
easat-4308	204	7	)	)	PUNCT
easat-4308	204	8	reveals	reveal	VERB
easat-4308	204	9	several	several	ADJ
easat-4308	204	10	key	key	ADJ
easat-4308	204	11	insights	insight	NOUN
easat-4308	204	12	into	into	ADP
easat-4308	204	13	the	the	DET
easat-4308	204	14	relationships	relationship	NOUN
easat-4308	204	15	between	between	ADP
easat-4308	204	16	the	the	DET
easat-4308	204	17	variables	variable	NOUN
easat-4308	204	18	.	.	PUNCT
easat-4308	205	1	price	price	NOUN
easat-4308	205	2	shows	show	VERB
easat-4308	205	3	minimal	minimal	ADJ
easat-4308	205	4	correlation	correlation	NOUN
easat-4308	205	5	with	with	ADP
easat-4308	205	6	most	most	ADJ
easat-4308	205	7	features	feature	NOUN
easat-4308	205	8	,	,	PUNCT
easat-4308	205	9	except	except	SCONJ
easat-4308	205	10	for	for	ADP
easat-4308	205	11	a	a	DET
easat-4308	205	12	slight	slight	ADJ
easat-4308	205	13	negative	negative	ADJ
easat-4308	205	14	correlation	correlation	NOUN
easat-4308	205	15	with	with	ADP
easat-4308	205	16	gdp	gdp	NOUN
easat-4308	205	17	(	(	PUNCT
easat-4308	205	18	-0.05	-0.05	NOUN
easat-4308	205	19	)	)	PUNCT
easat-4308	205	20	and	and	CCONJ
easat-4308	205	21	a	a	DET
easat-4308	205	22	positive	positive	ADJ
easat-4308	205	23	correlation	correlation	NOUN
easat-4308	205	24	with	with	ADP
easat-4308	205	25	lag_sales_1	lag_sales_1	NOUN
easat-4308	205	26	(	(	PUNCT
easat-4308	205	27	0.06	0.06	NUM
easat-4308	205	28	)	)	PUNCT
easat-4308	205	29	.	.	PUNCT
easat-4308	206	1	promotion	promotion	NOUN
easat-4308	206	2	has	have	VERB
easat-4308	206	3	a	a	DET
easat-4308	206	4	moderate	moderate	ADJ
easat-4308	206	5	positive	positive	ADJ
easat-4308	206	6	correlation	correlation	NOUN
easat-4308	206	7	with	with	ADP
easat-4308	206	8	units_sold	units_sold	PROPN
easat-4308	206	9	(	(	PUNCT
easat-4308	206	10	0.07	0.07	NUM
easat-4308	206	11	)	)	PUNCT
easat-4308	206	12	and	and	CCONJ
easat-4308	206	13	target_sales	target_sale	NOUN
easat-4308	206	14	(	(	PUNCT
easat-4308	206	15	0.05	0.05	NUM
easat-4308	206	16	)	)	PUNCT
easat-4308	206	17	,	,	PUNCT
easat-4308	206	18	suggesting	suggest	VERB
easat-4308	206	19	that	that	SCONJ
easat-4308	206	20	promotional	promotional	ADJ
easat-4308	206	21	activities	activity	NOUN
easat-4308	206	22	may	may	AUX
easat-4308	206	23	drive	drive	VERB
easat-4308	206	24	sales	sale	NOUN
easat-4308	206	25	.	.	PUNCT
easat-4308	207	1	units_sold	units_sold	PROPN
easat-4308	207	2	also	also	ADV
easat-4308	207	3	shows	show	VERB
easat-4308	207	4	a	a	DET
easat-4308	207	5	negative	negative	ADJ
easat-4308	207	6	correlation	correlation	NOUN
easat-4308	207	7	with	with	ADP
easat-4308	207	8	inflation_rate(-0.07	inflation_rate(-0.07	NOUN
easat-4308	207	9	)	)	PUNCT
easat-4308	207	10	,	,	PUNCT
easat-4308	207	11	indicating	indicate	VERB
easat-4308	207	12	that	that	SCONJ
easat-4308	207	13	higher	high	ADJ
easat-4308	207	14	inflation	inflation	NOUN
easat-4308	207	15	may	may	AUX
easat-4308	207	16	reduce	reduce	VERB
easat-4308	207	17	sales	sale	NOUN
easat-4308	207	18	.	.	PUNCT
easat-4308	208	1	stockouts	stockout	NOUN
easat-4308	208	2	are	be	AUX
easat-4308	208	3	positively	positively	ADV
easat-4308	208	4	correlated	correlate	VERB
easat-4308	208	5	with	with	ADP
easat-4308	208	6	temperature	temperature	NOUN
easat-4308	208	7	(	(	PUNCT
easat-4308	208	8	0.08	0.08	NUM
easat-4308	208	9	)	)	PUNCT
easat-4308	208	10	,	,	PUNCT
easat-4308	208	11	possibly	possibly	ADV
easat-4308	208	12	implying	imply	VERB
easat-4308	208	13	that	that	SCONJ
easat-4308	208	14	weather	weather	NOUN
easat-4308	208	15	conditions	condition	NOUN
easat-4308	208	16	affect	affect	VERB
easat-4308	208	17	product	product	NOUN
easat-4308	208	18	availability	availability	NOUN
easat-4308	208	19	.	.	PUNCT
easat-4308	209	1	target_sales	target_sale	NOUN
easat-4308	209	2	has	have	VERB
easat-4308	209	3	a	a	DET
easat-4308	209	4	notable	notable	ADJ
easat-4308	209	5	positive	positive	ADJ
easat-4308	209	6	correlation	correlation	NOUN
easat-4308	209	7	with	with	ADP
easat-4308	209	8	unemployment_rate(0.07	unemployment_rate(0.07	NOUN
easat-4308	209	9	)	)	PUNCT
easat-4308	209	10	,	,	PUNCT
easat-4308	209	11	which	which	PRON
easat-4308	209	12	could	could	AUX
easat-4308	209	13	indicate	indicate	VERB
easat-4308	209	14	that	that	SCONJ
easat-4308	209	15	economic	economic	ADJ
easat-4308	209	16	conditions	condition	NOUN
easat-4308	209	17	influence	influence	VERB
easat-4308	209	18	sales	sale	NOUN
easat-4308	209	19	.	.	PUNCT
easat-4308	210	1	interestingly	interestingly	ADV
easat-4308	210	2	,	,	PUNCT
easat-4308	210	3	holiday	holiday	NOUN
easat-4308	210	4	and	and	CCONJ
easat-4308	210	5	temperature	temperature	NOUN
easat-4308	210	6	show	show	VERB
easat-4308	210	7	weak	weak	ADJ
easat-4308	210	8	correlations	correlation	NOUN
easat-4308	210	9	with	with	ADP
easat-4308	210	10	target_sales	target_sale	NOUN
easat-4308	210	11	,	,	PUNCT
easat-4308	210	12	suggesting	suggest	VERB
easat-4308	210	13	that	that	SCONJ
easat-4308	210	14	these	these	DET
easat-4308	210	15	factors	factor	NOUN
easat-4308	210	16	may	may	AUX
easat-4308	210	17	not	not	PART
easat-4308	210	18	significantly	significantly	ADV
easat-4308	210	19	impact	impact	VERB
easat-4308	210	20	sales	sale	NOUN
easat-4308	210	21	in	in	ADP
easat-4308	210	22	this	this	DET
easat-4308	210	23	context	context	NOUN
easat-4308	210	24	.	.	PUNCT
easat-4308	211	1	overall	overall	ADV
easat-4308	211	2	,	,	PUNCT
easat-4308	211	3	the	the	DET
easat-4308	211	4	matrix	matrix	NOUN
easat-4308	211	5	highlights	highlight	NOUN
easat-4308	211	6	that	that	SCONJ
easat-4308	211	7	economic	economic	ADJ
easat-4308	211	8	indicators	indicator	NOUN
easat-4308	211	9	(	(	PUNCT
easat-4308	211	10	gdp	gdp	NOUN
easat-4308	211	11	,	,	PUNCT
easat-4308	211	12	inflation_rate	inflation_rate	PROPN
easat-4308	211	13	,	,	PUNCT
easat-4308	211	14	unemployment_rate	unemployment_rate	NOUN
easat-4308	211	15	)	)	PUNCT
easat-4308	211	16	and	and	CCONJ
easat-4308	211	17	operational	operational	ADJ
easat-4308	211	18	factors	factor	NOUN
easat-4308	211	19	(	(	PUNCT
easat-4308	211	20	promotion	promotion	NOUN
easat-4308	211	21	,	,	PUNCT
easat-4308	211	22	stockouts	stockout	NOUN
easat-4308	211	23	)	)	PUNCT
easat-4308	211	24	are	be	AUX
easat-4308	211	25	more	more	ADV
easat-4308	211	26	influential	influential	ADJ
easat-4308	211	27	on	on	ADP
easat-4308	211	28	sales	sale	NOUN
easat-4308	211	29	than	than	ADP
easat-4308	211	30	external	external	ADJ
easat-4308	211	31	factors	factor	NOUN
easat-4308	211	32	like	like	ADP
easat-4308	211	33	weather	weather	NOUN
easat-4308	211	34	or	or	CCONJ
easat-4308	211	35	holidays	holiday	NOUN
easat-4308	211	36	.	.	PUNCT
easat-4308	212	1	1054	1054	NUM
easat-4308	212	2	edelweiss	edelweiss	PROPN
easat-4308	212	3	applied	apply	VERB
easat-4308	212	4	science	science	NOUN
easat-4308	212	5	and	and	CCONJ
easat-4308	212	6	technology	technology	NOUN
easat-4308	212	7	issn	issn	PROPN
easat-4308	212	8	:	:	PUNCT
easat-4308	212	9	2576	2576	NUM
easat-4308	212	10	-	-	SYM
easat-4308	212	11	8484	8484	NUM
easat-4308	212	12	vol	vol	NOUN
easat-4308	212	13	.	.	PROPN
easat-4308	213	1	9	9	NUM
easat-4308	213	2	,	,	PUNCT
easat-4308	213	3	no	no	INTJ
easat-4308	213	4	.	.	NOUN
easat-4308	213	5	1	1	NUM
easat-4308	213	6	:	:	PUNCT
easat-4308	213	7	1045	1045	NUM
easat-4308	213	8	-	-	SYM
easat-4308	213	9	1068	1068	NUM
easat-4308	213	10	,	,	PUNCT
easat-4308	213	11	2025	2025	NUM
easat-4308	213	12	doi	doi	NOUN
easat-4308	213	13	:	:	PUNCT
easat-4308	213	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	213	15	©	©	PROPN
easat-4308	213	16	2025	2025	NUM
easat-4308	213	17	by	by	ADP
easat-4308	213	18	the	the	DET
easat-4308	213	19	authors	author	NOUN
easat-4308	213	20	;	;	PUNCT
easat-4308	213	21	licensee	licensee	PROPN
easat-4308	213	22	learning	learn	VERB
easat-4308	213	23	gate	gate	NOUN
easat-4308	213	24	figure	figure	NOUN
easat-4308	213	25	2	2	NUM
easat-4308	213	26	.	.	PUNCT
easat-4308	214	1	this	this	DET
easat-4308	214	2	correlation	correlation	NOUN
easat-4308	214	3	matrix	matrix	NOUN
easat-4308	214	4	shows	show	VERB
easat-4308	214	5	the	the	DET
easat-4308	214	6	relationship	relationship	NOUN
easat-4308	214	7	between	between	ADP
easat-4308	214	8	numerical	numerical	ADJ
easat-4308	214	9	feature	feature	NOUN
easat-4308	214	10	variables	variable	NOUN
easat-4308	214	11	and	and	CCONJ
easat-4308	214	12	target	target	VERB
easat-4308	214	13	sales	sale	NOUN
easat-4308	214	14	.	.	PUNCT
easat-4308	215	1	most	most	ADJ
easat-4308	215	2	numerical	numerical	ADJ
easat-4308	215	3	features	feature	NOUN
easat-4308	215	4	have	have	VERB
easat-4308	215	5	a	a	DET
easat-4308	215	6	positive	positive	ADJ
easat-4308	215	7	correlation	correlation	NOUN
easat-4308	215	8	to	to	PART
easat-4308	215	9	target	target	VERB
easat-4308	215	10	sales	sale	NOUN
easat-4308	215	11	.	.	PUNCT
easat-4308	216	1	the	the	DET
easat-4308	216	2	visualization	visualization	NOUN
easat-4308	216	3	"	"	PUNCT
easat-4308	216	4	correlation	correlation	NOUN
easat-4308	216	5	of	of	ADP
easat-4308	216	6	features	feature	NOUN
easat-4308	216	7	with	with	ADP
easat-4308	216	8	target	target	NOUN
easat-4308	216	9	sales	sale	NOUN
easat-4308	216	10	,	,	PUNCT
easat-4308	216	11	"	"	PUNCT
easat-4308	216	12	(	(	PUNCT
easat-4308	216	13	figure	figure	NOUN
easat-4308	216	14	3	3	NUM
easat-4308	216	15	)	)	PUNCT
easat-4308	216	16	reveals	reveal	VERB
easat-4308	216	17	weak	weak	ADJ
easat-4308	216	18	to	to	ADP
easat-4308	216	19	negligible	negligible	ADJ
easat-4308	216	20	correlations	correlation	NOUN
easat-4308	216	21	(	(	PUNCT
easat-4308	216	22	ranging	range	VERB
easat-4308	216	23	from	from	ADP
easat-4308	216	24	-0.02	-0.02	NUM
easat-4308	216	25	to	to	ADP
easat-4308	216	26	0.06	0.06	NUM
easat-4308	216	27	)	)	PUNCT
easat-4308	216	28	between	between	ADP
easat-4308	216	29	the	the	DET
easat-4308	216	30	analyzed	analyze	VERB
easat-4308	216	31	features	feature	NOUN
easat-4308	216	32	and	and	CCONJ
easat-4308	216	33	target	target	VERB
easat-4308	216	34	sales	sale	NOUN
easat-4308	216	35	,	,	PUNCT
easat-4308	216	36	indicating	indicate	VERB
easat-4308	216	37	minimal	minimal	ADJ
easat-4308	216	38	linear	linear	ADJ
easat-4308	216	39	relationships	relationship	NOUN
easat-4308	216	40	.	.	PUNCT
easat-4308	217	1	this	this	PRON
easat-4308	217	2	suggests	suggest	VERB
easat-4308	217	3	that	that	SCONJ
easat-4308	217	4	the	the	DET
easat-4308	217	5	current	current	ADJ
easat-4308	217	6	features	feature	NOUN
easat-4308	217	7	alone	alone	ADV
easat-4308	217	8	are	be	AUX
easat-4308	217	9	not	not	PART
easat-4308	217	10	strong	strong	ADJ
easat-4308	217	11	predictors	predictor	NOUN
easat-4308	217	12	of	of	ADP
easat-4308	217	13	sales	sale	NOUN
easat-4308	217	14	performance	performance	NOUN
easat-4308	217	15	,	,	PUNCT
easat-4308	217	16	with	with	ADP
easat-4308	217	17	some	some	PRON
easat-4308	217	18	showing	show	VERB
easat-4308	217	19	slight	slight	ADJ
easat-4308	217	20	positive	positive	ADJ
easat-4308	217	21	or	or	CCONJ
easat-4308	217	22	negative	negative	ADJ
easat-4308	217	23	influences	influence	NOUN
easat-4308	217	24	.	.	PUNCT
easat-4308	218	1	to	to	PART
easat-4308	218	2	enhance	enhance	VERB
easat-4308	218	3	predictive	predictive	ADJ
easat-4308	218	4	accuracy	accuracy	NOUN
easat-4308	218	5	,	,	PUNCT
easat-4308	218	6	it	it	PRON
easat-4308	218	7	is	be	AUX
easat-4308	218	8	crucial	crucial	ADJ
easat-4308	218	9	to	to	PART
easat-4308	218	10	focus	focus	VERB
easat-4308	218	11	on	on	ADP
easat-4308	218	12	feature	feature	NOUN
easat-4308	218	13	engineering	engineering	NOUN
easat-4308	218	14	,	,	PUNCT
easat-4308	218	15	such	such	ADJ
easat-4308	218	16	as	as	ADP
easat-4308	218	17	creating	create	VERB
easat-4308	218	18	interaction	interaction	NOUN
easat-4308	218	19	terms	term	NOUN
easat-4308	218	20	or	or	CCONJ
easat-4308	218	21	polynomial	polynomial	ADJ
easat-4308	218	22	features	feature	NOUN
easat-4308	218	23	,	,	PUNCT
easat-4308	218	24	and	and	CCONJ
easat-4308	218	25	consider	consider	VERB
easat-4308	218	26	advanced	advanced	ADJ
easat-4308	218	27	modelling	modelling	NOUN
easat-4308	218	28	techniques	technique	NOUN
easat-4308	218	29	like	like	ADP
easat-4308	218	30	random	random	ADJ
easat-4308	218	31	forests	forest	NOUN
easat-4308	218	32	or	or	CCONJ
easat-4308	218	33	gradient	gradient	ADJ
easat-4308	218	34	boosting	boost	VERB
easat-4308	218	35	machines	machine	NOUN
easat-4308	218	36	that	that	PRON
easat-4308	218	37	capture	capture	VERB
easat-4308	218	38	non	non	ADJ
easat-4308	218	39	-	-	ADJ
easat-4308	218	40	linear	linear	ADJ
easat-4308	218	41	relationships	relationship	NOUN
easat-4308	218	42	.	.	PUNCT
easat-4308	219	1	additionally	additionally	ADV
easat-4308	219	2	,	,	PUNCT
easat-4308	219	3	enriching	enrich	VERB
easat-4308	219	4	the	the	DET
easat-4308	219	5	dataset	dataset	NOUN
easat-4308	219	6	with	with	ADP
easat-4308	219	7	external	external	ADJ
easat-4308	219	8	factors	factor	NOUN
easat-4308	219	9	like	like	ADP
easat-4308	219	10	macroeconomic	macroeconomic	ADJ
easat-4308	219	11	indicators	indicator	NOUN
easat-4308	219	12	,	,	PUNCT
easat-4308	219	13	competitor	competitor	NOUN
easat-4308	219	14	pricing	pricing	NOUN
easat-4308	219	15	,	,	PUNCT
easat-4308	219	16	or	or	CCONJ
easat-4308	219	17	customer	customer	NOUN
easat-4308	219	18	demographics	demographic	NOUN
easat-4308	219	19	could	could	AUX
easat-4308	219	20	provide	provide	VERB
easat-4308	219	21	more	more	ADV
easat-4308	219	22	robust	robust	ADJ
easat-4308	219	23	insights	insight	NOUN
easat-4308	219	24	.	.	PUNCT
easat-4308	220	1	businesses	business	NOUN
easat-4308	220	2	should	should	AUX
easat-4308	220	3	adopt	adopt	VERB
easat-4308	220	4	a	a	DET
easat-4308	220	5	comprehensive	comprehensive	ADJ
easat-4308	220	6	approach	approach	NOUN
easat-4308	220	7	to	to	ADP
easat-4308	220	8	data	datum	NOUN
easat-4308	220	9	collection	collection	NOUN
easat-4308	220	10	and	and	CCONJ
easat-4308	220	11	continuously	continuously	ADV
easat-4308	220	12	monitor	monitor	VERB
easat-4308	220	13	and	and	CCONJ
easat-4308	220	14	update	update	VERB
easat-4308	220	15	their	their	PRON
easat-4308	220	16	models	model	NOUN
easat-4308	220	17	to	to	PART
easat-4308	220	18	adapt	adapt	VERB
easat-4308	220	19	to	to	ADP
easat-4308	220	20	evolving	evolve	VERB
easat-4308	220	21	market	market	NOUN
easat-4308	220	22	conditions	condition	NOUN
easat-4308	220	23	,	,	PUNCT
easat-4308	220	24	enabling	enable	VERB
easat-4308	220	25	more	more	ADV
easat-4308	220	26	informed	informed	ADJ
easat-4308	220	27	strategic	strategic	ADJ
easat-4308	220	28	decisions	decision	NOUN
easat-4308	220	29	and	and	CCONJ
easat-4308	220	30	improved	improve	VERB
easat-4308	220	31	demand	demand	NOUN
easat-4308	220	32	forecasting	forecasting	NOUN
easat-4308	220	33	.	.	PUNCT
easat-4308	221	1	1055	1055	NUM
easat-4308	221	2	edelweiss	edelweiss	PROPN
easat-4308	221	3	applied	apply	VERB
easat-4308	221	4	science	science	NOUN
easat-4308	221	5	and	and	CCONJ
easat-4308	221	6	technology	technology	NOUN
easat-4308	221	7	issn	issn	PROPN
easat-4308	221	8	:	:	PUNCT
easat-4308	221	9	2576	2576	NUM
easat-4308	221	10	-	-	SYM
easat-4308	221	11	8484	8484	NUM
easat-4308	221	12	vol	vol	NOUN
easat-4308	221	13	.	.	PROPN
easat-4308	222	1	9	9	NUM
easat-4308	222	2	,	,	PUNCT
easat-4308	222	3	no	no	INTJ
easat-4308	222	4	.	.	NOUN
easat-4308	222	5	1	1	NUM
easat-4308	222	6	:	:	PUNCT
easat-4308	222	7	1045	1045	NUM
easat-4308	222	8	-	-	SYM
easat-4308	222	9	1068	1068	NUM
easat-4308	222	10	,	,	PUNCT
easat-4308	222	11	2025	2025	NUM
easat-4308	222	12	doi	doi	NOUN
easat-4308	222	13	:	:	PUNCT
easat-4308	222	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	222	15	©	©	PROPN
easat-4308	222	16	2025	2025	NUM
easat-4308	222	17	by	by	ADP
easat-4308	222	18	the	the	DET
easat-4308	222	19	authors	author	NOUN
easat-4308	222	20	;	;	PUNCT
easat-4308	222	21	licensee	licensee	PROPN
easat-4308	222	22	learning	learn	VERB
easat-4308	222	23	gate	gate	PROPN
easat-4308	222	24	figure	figure	NOUN
easat-4308	222	25	3	3	NUM
easat-4308	222	26	.	.	PUNCT
easat-4308	223	1	this	this	DET
easat-4308	223	2	bar	bar	NOUN
easat-4308	223	3	plot	plot	NOUN
easat-4308	223	4	provides	provide	VERB
easat-4308	223	5	a	a	DET
easat-4308	223	6	clearer	clear	ADJ
easat-4308	223	7	insight	insight	NOUN
easat-4308	223	8	into	into	ADP
easat-4308	223	9	the	the	DET
easat-4308	223	10	correlation	correlation	NOUN
easat-4308	223	11	between	between	ADP
easat-4308	223	12	the	the	DET
easat-4308	223	13	target	target	NOUN
easat-4308	223	14	and	and	CCONJ
easat-4308	223	15	feature	feature	NOUN
easat-4308	223	16	variables	variable	NOUN
easat-4308	223	17	.	.	PUNCT
easat-4308	224	1	when	when	SCONJ
easat-4308	224	2	analyzing	analyze	VERB
easat-4308	224	3	the	the	DET
easat-4308	224	4	distribution	distribution	NOUN
easat-4308	224	5	of	of	ADP
easat-4308	224	6	target	target	NOUN
easat-4308	224	7	sales	sale	NOUN
easat-4308	224	8	the	the	DET
easat-4308	224	9	first	first	ADJ
easat-4308	224	10	curve	curve	NOUN
easat-4308	224	11	rises	rise	VERB
easat-4308	224	12	from	from	ADP
easat-4308	224	13	left	left	NOUN
easat-4308	224	14	to	to	ADP
easat-4308	224	15	right	right	NOUN
easat-4308	224	16	(	(	PUNCT
easat-4308	224	17	figure	figure	NOUN
easat-4308	224	18	4	4	NUM
easat-4308	224	19	)	)	PUNCT
easat-4308	224	20	,	,	PUNCT
easat-4308	224	21	indicating	indicate	VERB
easat-4308	224	22	that	that	SCONJ
easat-4308	224	23	as	as	ADP
easat-4308	224	24	target_sales	target_sale	NOUN
easat-4308	224	25	increases	increase	NOUN
easat-4308	224	26	,	,	PUNCT
easat-4308	224	27	the	the	DET
easat-4308	224	28	number	number	NOUN
easat-4308	224	29	of	of	ADP
easat-4308	224	30	customers	customer	NOUN
easat-4308	224	31	also	also	ADV
easat-4308	224	32	tends	tend	VERB
easat-4308	224	33	to	to	PART
easat-4308	224	34	increase	increase	VERB
easat-4308	224	35	.	.	PUNCT
easat-4308	225	1	this	this	PRON
easat-4308	225	2	suggests	suggest	VERB
easat-4308	225	3	a	a	DET
easat-4308	225	4	positive	positive	ADJ
easat-4308	225	5	correlation	correlation	NOUN
easat-4308	225	6	between	between	ADP
easat-4308	225	7	target_sales	target_sale	NOUN
easat-4308	225	8	and	and	CCONJ
easat-4308	225	9	customer	customer	NOUN
easat-4308	225	10	count	count	NOUN
easat-4308	225	11	.	.	PUNCT
easat-4308	226	1	the	the	DET
easat-4308	226	2	second	second	ADJ
easat-4308	226	3	curve	curve	NOUN
easat-4308	226	4	,	,	PUNCT
easat-4308	226	5	however	however	ADV
easat-4308	226	6	,	,	PUNCT
easat-4308	226	7	starts	start	VERB
easat-4308	226	8	at	at	ADP
easat-4308	226	9	a	a	DET
easat-4308	226	10	lower	low	ADJ
easat-4308	226	11	value	value	NOUN
easat-4308	226	12	than	than	ADP
easat-4308	226	13	the	the	DET
easat-4308	226	14	first	first	ADJ
easat-4308	226	15	one	one	NUM
easat-4308	226	16	but	but	CCONJ
easat-4308	226	17	then	then	ADV
easat-4308	226	18	begins	begin	VERB
easat-4308	226	19	to	to	PART
easat-4308	226	20	rise	rise	VERB
easat-4308	226	21	more	more	ADV
easat-4308	226	22	steeply	steeply	ADV
easat-4308	226	23	towards	towards	ADP
easat-4308	226	24	the	the	DET
easat-4308	226	25	right	right	NOUN
easat-4308	226	26	,	,	PUNCT
easat-4308	226	27	indicating	indicate	VERB
easat-4308	226	28	that	that	SCONJ
easat-4308	226	29	as	as	ADP
easat-4308	226	30	target_sales	target_sale	NOUN
easat-4308	226	31	increases	increase	NOUN
easat-4308	226	32	,	,	PUNCT
easat-4308	226	33	the	the	DET
easat-4308	226	34	number	number	NOUN
easat-4308	226	35	of	of	ADP
easat-4308	226	36	customers	customer	NOUN
easat-4308	226	37	decreases	decrease	VERB
easat-4308	226	38	initially	initially	ADV
easat-4308	226	39	before	before	ADP
easat-4308	226	40	increasing	increase	VERB
easat-4308	226	41	.	.	PUNCT
easat-4308	227	1	this	this	PRON
easat-4308	227	2	is	be	AUX
easat-4308	227	3	an	an	DET
easat-4308	227	4	inverted	inverted	ADJ
easat-4308	227	5	relationship	relationship	NOUN
easat-4308	227	6	,	,	PUNCT
easat-4308	227	7	where	where	SCONJ
easat-4308	227	8	higher	high	ADJ
easat-4308	227	9	demand	demand	NOUN
easat-4308	227	10	for	for	ADP
easat-4308	227	11	products	product	NOUN
easat-4308	227	12	leads	lead	VERB
easat-4308	227	13	to	to	ADP
easat-4308	227	14	initial	initial	ADJ
easat-4308	227	15	shortages	shortage	NOUN
easat-4308	227	16	or	or	CCONJ
easat-4308	227	17	decreased	decrease	VERB
easat-4308	227	18	sales	sale	NOUN
easat-4308	227	19	,	,	PUNCT
easat-4308	227	20	which	which	PRON
easat-4308	227	21	are	be	AUX
easat-4308	227	22	later	later	ADV
easat-4308	227	23	compensated	compensate	VERB
easat-4308	227	24	by	by	ADP
easat-4308	227	25	increased	increase	VERB
easat-4308	227	26	customer	customer	NOUN
easat-4308	227	27	count	count	NOUN
easat-4308	227	28	.	.	PUNCT
easat-4308	228	1	this	this	DET
easat-4308	228	2	phenomenon	phenomenon	NOUN
easat-4308	228	3	can	can	AUX
easat-4308	228	4	be	be	AUX
easat-4308	228	5	explained	explain	VERB
easat-4308	228	6	by	by	ADP
easat-4308	228	7	various	various	ADJ
easat-4308	228	8	factors	factor	NOUN
easat-4308	228	9	including	include	VERB
easat-4308	228	10	inventory	inventory	NOUN
easat-4308	228	11	management	management	NOUN
easat-4308	228	12	,	,	PUNCT
easat-4308	228	13	where	where	SCONJ
easat-4308	228	14	high	high	ADJ
easat-4308	228	15	target_sales	target_sale	NOUN
easat-4308	228	16	may	may	AUX
easat-4308	228	17	lead	lead	VERB
easat-4308	228	18	suppliers	supplier	NOUN
easat-4308	228	19	to	to	PART
easat-4308	228	20	run	run	VERB
easat-4308	228	21	out	out	ADP
easat-4308	228	22	of	of	ADP
easat-4308	228	23	stock	stock	NOUN
easat-4308	228	24	due	due	ADP
easat-4308	228	25	to	to	ADP
easat-4308	228	26	high	high	ADJ
easat-4308	228	27	demand	demand	NOUN
easat-4308	228	28	,	,	PUNCT
easat-4308	228	29	resulting	result	VERB
easat-4308	228	30	in	in	ADP
easat-4308	228	31	shortages	shortage	NOUN
easat-4308	228	32	;	;	PUNCT
easat-4308	228	33	marketing	marketing	NOUN
easat-4308	228	34	efforts	effort	NOUN
easat-4308	228	35	that	that	PRON
easat-4308	228	36	limit	limit	VERB
easat-4308	228	37	the	the	DET
easat-4308	228	38	number	number	NOUN
easat-4308	228	39	of	of	ADP
easat-4308	228	40	customers	customer	NOUN
easat-4308	228	41	offered	offer	VERB
easat-4308	228	42	a	a	DET
easat-4308	228	43	limited	limit	VERB
easat-4308	228	44	-	-	PUNCT
easat-4308	228	45	time	time	NOUN
easat-4308	228	46	promotion	promotion	NOUN
easat-4308	228	47	or	or	CCONJ
easat-4308	228	48	discount	discount	NOUN
easat-4308	228	49	,	,	PUNCT
easat-4308	228	50	causing	cause	VERB
easat-4308	228	51	initial	initial	ADJ
easat-4308	228	52	decreased	decrease	VERB
easat-4308	228	53	sales	sale	NOUN
easat-4308	228	54	but	but	CCONJ
easat-4308	228	55	later	later	ADV
easat-4308	228	56	increasing	increase	VERB
easat-4308	228	57	customer	customer	NOUN
easat-4308	228	58	count	count	NOUN
easat-4308	228	59	as	as	ADP
easat-4308	228	60	promotional	promotional	ADJ
easat-4308	228	61	periods	period	NOUN
easat-4308	228	62	end	end	NOUN
easat-4308	228	63	;	;	PUNCT
easat-4308	228	64	and	and	CCONJ
easat-4308	228	65	product	product	NOUN
easat-4308	228	66	availability	availability	NOUN
easat-4308	228	67	issues	issue	NOUN
easat-4308	228	68	caused	cause	VERB
easat-4308	228	69	by	by	ADP
easat-4308	228	70	logistical	logistical	ADJ
easat-4308	228	71	constraints	constraint	NOUN
easat-4308	228	72	in	in	ADP
easat-4308	228	73	certain	certain	ADJ
easat-4308	228	74	markets	market	NOUN
easat-4308	228	75	,	,	PUNCT
easat-4308	228	76	such	such	ADJ
easat-4308	228	77	as	as	ADP
easat-4308	228	78	becoming	become	VERB
easat-4308	228	79	less	less	ADV
easat-4308	228	80	available	available	ADJ
easat-4308	228	81	due	due	ADP
easat-4308	228	82	to	to	PART
easat-4308	228	83	supply	supply	VERB
easat-4308	228	84	chain	chain	NOUN
easat-4308	228	85	limitations	limitation	NOUN
easat-4308	228	86	.	.	PUNCT
easat-4308	229	1	1056	1056	NUM
easat-4308	229	2	edelweiss	edelweiss	PROPN
easat-4308	229	3	applied	apply	VERB
easat-4308	229	4	science	science	NOUN
easat-4308	229	5	and	and	CCONJ
easat-4308	229	6	technology	technology	NOUN
easat-4308	229	7	issn	issn	PROPN
easat-4308	229	8	:	:	PUNCT
easat-4308	229	9	2576	2576	NUM
easat-4308	229	10	-	-	SYM
easat-4308	229	11	8484	8484	NUM
easat-4308	229	12	vol	vol	NOUN
easat-4308	229	13	.	.	PROPN
easat-4308	230	1	9	9	NUM
easat-4308	230	2	,	,	PUNCT
easat-4308	230	3	no	no	INTJ
easat-4308	230	4	.	.	NOUN
easat-4308	230	5	1	1	NUM
easat-4308	230	6	:	:	PUNCT
easat-4308	230	7	1045	1045	NUM
easat-4308	230	8	-	-	SYM
easat-4308	230	9	1068	1068	NUM
easat-4308	230	10	,	,	PUNCT
easat-4308	230	11	2025	2025	NUM
easat-4308	230	12	doi	doi	NOUN
easat-4308	230	13	:	:	PUNCT
easat-4308	230	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	230	15	©	©	PROPN
easat-4308	230	16	2025	2025	NUM
easat-4308	230	17	by	by	ADP
easat-4308	230	18	the	the	DET
easat-4308	230	19	authors	author	NOUN
easat-4308	230	20	;	;	PUNCT
easat-4308	230	21	licensee	licensee	PROPN
easat-4308	230	22	learning	learn	VERB
easat-4308	230	23	gate	gate	NOUN
easat-4308	230	24	figure	figure	NOUN
easat-4308	230	25	4	4	NUM
easat-4308	230	26	.	.	PUNCT
easat-4308	231	1	this	this	DET
easat-4308	231	2	graph	graph	NOUN
easat-4308	231	3	represents	represent	VERB
easat-4308	231	4	the	the	DET
easat-4308	231	5	relationship	relationship	NOUN
easat-4308	231	6	between	between	ADP
easat-4308	231	7	target_sales	target_sale	NOUN
easat-4308	231	8	and	and	CCONJ
easat-4308	231	9	customer_count	customer_count	NOUN
easat-4308	231	10	.	.	PUNCT
easat-4308	232	1	this	this	DET
easat-4308	232	2	graph	graph	NOUN
easat-4308	232	3	suggests	suggest	VERB
easat-4308	232	4	a	a	DET
easat-4308	232	5	threshold	threshold	NOUN
easat-4308	232	6	effect	effect	NOUN
easat-4308	232	7	at	at	ADP
easat-4308	232	8	around	around	ADP
easat-4308	232	9	high	high	ADJ
easat-4308	232	10	target_sales	target_sales	PROPN
easat-4308	232	11	levels	level	NOUN
easat-4308	232	12	,	,	PUNCT
easat-4308	232	13	after	after	ADP
easat-4308	232	14	which	which	PRON
easat-4308	232	15	the	the	DET
easat-4308	232	16	number	number	NOUN
easat-4308	232	17	of	of	ADP
easat-4308	232	18	customers	customer	NOUN
easat-4308	232	19	decreases	decrease	VERB
easat-4308	232	20	rather	rather	ADV
easat-4308	232	21	than	than	ADP
easat-4308	232	22	increases	increase	NOUN
easat-4308	232	23	.	.	PUNCT
easat-4308	233	1	despite	despite	SCONJ
easat-4308	233	2	initial	initial	ADJ
easat-4308	233	3	expectations	expectation	NOUN
easat-4308	233	4	based	base	VERB
easat-4308	233	5	on	on	ADP
easat-4308	233	6	common	common	ADJ
easat-4308	233	7	retail	retail	ADJ
easat-4308	233	8	practices	practice	NOUN
easat-4308	233	9	,	,	PUNCT
easat-4308	233	10	the	the	DET
easat-4308	233	11	apparent	apparent	ADJ
easat-4308	233	12	lack	lack	NOUN
easat-4308	233	13	of	of	ADP
easat-4308	233	14	correlation	correlation	NOUN
easat-4308	233	15	between	between	ADP
easat-4308	233	16	holiday	holiday	NOUN
easat-4308	233	17	periods	period	NOUN
easat-4308	233	18	and	and	CCONJ
easat-4308	233	19	target	target	VERB
easat-4308	233	20	sales	sale	NOUN
easat-4308	233	21	could	could	AUX
easat-4308	233	22	be	be	AUX
easat-4308	233	23	attributed	attribute	VERB
easat-4308	233	24	to	to	ADP
easat-4308	233	25	various	various	ADJ
easat-4308	233	26	underlying	underlie	VERB
easat-4308	233	27	factors	factor	NOUN
easat-4308	233	28	that	that	PRON
easat-4308	233	29	may	may	AUX
easat-4308	233	30	outweigh	outweigh	VERB
easat-4308	233	31	the	the	DET
easat-4308	233	32	impact	impact	NOUN
easat-4308	233	33	of	of	ADP
easat-4308	233	34	seasonal	seasonal	ADJ
easat-4308	233	35	fluctuations	fluctuation	NOUN
easat-4308	233	36	or	or	CCONJ
easat-4308	233	37	other	other	ADJ
easat-4308	233	38	influencing	influence	VERB
easat-4308	233	39	variables	variable	NOUN
easat-4308	233	40	.	.	PUNCT
easat-4308	234	1	for	for	ADP
easat-4308	234	2	instance	instance	NOUN
easat-4308	234	3	,	,	PUNCT
easat-4308	234	4	the	the	DET
easat-4308	234	5	occurrence	occurrence	NOUN
easat-4308	234	6	or	or	CCONJ
easat-4308	234	7	absence	absence	NOUN
easat-4308	234	8	of	of	ADP
easat-4308	234	9	holidays	holiday	NOUN
easat-4308	234	10	can	can	AUX
easat-4308	234	11	have	have	VERB
easat-4308	234	12	no	no	DET
easat-4308	234	13	discernible	discernible	ADJ
easat-4308	234	14	effect	effect	NOUN
easat-4308	234	15	on	on	ADP
easat-4308	234	16	target	target	NOUN
easat-4308	234	17	sales	sale	NOUN
easat-4308	234	18	,	,	PUNCT
easat-4308	234	19	as	as	SCONJ
easat-4308	234	20	evidenced	evidence	VERB
easat-4308	234	21	by	by	ADP
easat-4308	234	22	bar	bar	NOUN
easat-4308	234	23	graphs	graph	NOUN
easat-4308	234	24	showing	show	VERB
easat-4308	234	25	equivalent	equivalent	ADJ
easat-4308	234	26	contributions	contribution	NOUN
easat-4308	234	27	to	to	ADP
easat-4308	234	28	overall	overall	ADJ
easat-4308	234	29	sales	sale	NOUN
easat-4308	234	30	for	for	ADP
easat-4308	234	31	both	both	PRON
easat-4308	234	32	present	present	ADJ
easat-4308	234	33	(	(	PUNCT
easat-4308	234	34	1	1	NUM
easat-4308	234	35	)	)	PUNCT
easat-4308	234	36	and	and	CCONJ
easat-4308	234	37	absent(0	absent(0	NOUN
easat-4308	234	38	)	)	PUNCT
easat-4308	234	39	holidays(figure	holidays(figure	NOUN
easat-4308	234	40	5	5	NUM
easat-4308	234	41	)	)	PUNCT
easat-4308	234	42	.	.	PUNCT
easat-4308	235	1	additionally	additionally	ADV
easat-4308	235	2	,	,	PUNCT
easat-4308	235	3	a	a	DET
easat-4308	235	4	closer	close	ADJ
easat-4308	235	5	examination	examination	NOUN
easat-4308	235	6	of	of	ADP
easat-4308	235	7	high	high	ADJ
easat-4308	235	8	-	-	PUNCT
easat-4308	235	9	demand	demand	NOUN
easat-4308	235	10	holidays	holiday	NOUN
easat-4308	235	11	reveals	reveal	VERB
easat-4308	235	12	limited	limited	ADJ
easat-4308	235	13	insights	insight	NOUN
easat-4308	235	14	into	into	ADP
easat-4308	235	15	holiday	holiday	NOUN
easat-4308	235	16	-	-	PUNCT
easat-4308	235	17	related	relate	VERB
easat-4308	235	18	sales	sale	NOUN
easat-4308	235	19	patterns	pattern	NOUN
easat-4308	235	20	,	,	PUNCT
easat-4308	235	21	this	this	PRON
easat-4308	235	22	is	be	AUX
easat-4308	235	23	because	because	SCONJ
easat-4308	235	24	holidays	holiday	NOUN
easat-4308	235	25	such	such	ADJ
easat-4308	235	26	as	as	ADP
easat-4308	235	27	valentine	valentine	PROPN
easat-4308	235	28	's	's	PART
easat-4308	235	29	day	day	NOUN
easat-4308	235	30	and	and	CCONJ
easat-4308	235	31	mother	mother	NOUN
easat-4308	235	32	's	's	PART
easat-4308	235	33	day	day	NOUN
easat-4308	235	34	may	may	AUX
easat-4308	235	35	fail	fail	VERB
easat-4308	235	36	to	to	PART
easat-4308	235	37	demonstrate	demonstrate	VERB
easat-4308	235	38	any	any	DET
easat-4308	235	39	significant	significant	ADJ
easat-4308	235	40	correlation	correlation	NOUN
easat-4308	235	41	with	with	ADP
easat-4308	235	42	overall	overall	ADJ
easat-4308	235	43	target	target	NOUN
easat-4308	235	44	sales	sale	NOUN
easat-4308	235	45	,	,	PUNCT
easat-4308	235	46	potentially	potentially	ADV
easat-4308	235	47	due	due	ADJ
easat-4308	235	48	in	in	ADP
easat-4308	235	49	part	part	NOUN
easat-4308	235	50	to	to	ADP
easat-4308	235	51	seasonal	seasonal	ADJ
easat-4308	235	52	fluctuations	fluctuation	NOUN
easat-4308	235	53	driving	drive	VERB
easat-4308	235	54	increased	increase	VERB
easat-4308	235	55	sales	sale	NOUN
easat-4308	235	56	during	during	ADP
easat-4308	235	57	winter	winter	NOUN
easat-4308	235	58	months	month	NOUN
easat-4308	235	59	but	but	CCONJ
easat-4308	235	60	lower	low	ADJ
easat-4308	235	61	demand	demand	NOUN
easat-4308	235	62	in	in	ADP
easat-4308	235	63	subsequent	subsequent	ADJ
easat-4308	235	64	periods	period	NOUN
easat-4308	235	65	or	or	CCONJ
easat-4308	235	66	the	the	DET
easat-4308	235	67	fact	fact	NOUN
easat-4308	235	68	that	that	SCONJ
easat-4308	235	69	these	these	DET
easat-4308	235	70	holidays	holiday	NOUN
easat-4308	235	71	typically	typically	ADV
easat-4308	235	72	occur	occur	VERB
easat-4308	235	73	outside	outside	ADV
easat-4308	235	74	of	of	ADP
easat-4308	235	75	peak	peak	ADJ
easat-4308	235	76	retail	retail	ADJ
easat-4308	235	77	seasons	season	NOUN
easat-4308	235	78	.	.	PUNCT
easat-4308	236	1	furthermore	furthermore	ADV
easat-4308	236	2	,	,	PUNCT
easat-4308	236	3	the	the	DET
easat-4308	236	4	absence	absence	NOUN
easat-4308	236	5	of	of	ADP
easat-4308	236	6	data	datum	NOUN
easat-4308	236	7	on	on	ADP
easat-4308	236	8	high	high	ADJ
easat-4308	236	9	-	-	PUNCT
easat-4308	236	10	demand	demand	NOUN
easat-4308	236	11	holidays	holiday	NOUN
easat-4308	236	12	may	may	AUX
easat-4308	236	13	further	far	ADV
easat-4308	236	14	exacerbate	exacerbate	VERB
easat-4308	236	15	the	the	DET
easat-4308	236	16	lack	lack	NOUN
easat-4308	236	17	of	of	ADP
easat-4308	236	18	a	a	DET
easat-4308	236	19	clear	clear	ADJ
easat-4308	236	20	relationship	relationship	NOUN
easat-4308	236	21	between	between	ADP
easat-4308	236	22	holidays	holiday	NOUN
easat-4308	236	23	and	and	CCONJ
easat-4308	236	24	target	target	NOUN
easat-4308	236	25	sales	sale	NOUN
easat-4308	236	26	,	,	PUNCT
easat-4308	236	27	as	as	SCONJ
easat-4308	236	28	retailers	retailer	NOUN
easat-4308	236	29	may	may	AUX
easat-4308	236	30	not	not	PART
easat-4308	236	31	have	have	VERB
easat-4308	236	32	access	access	NOUN
easat-4308	236	33	to	to	ADP
easat-4308	236	34	sufficient	sufficient	ADJ
easat-4308	236	35	historical	historical	ADJ
easat-4308	236	36	data	datum	NOUN
easat-4308	236	37	or	or	CCONJ
easat-4308	236	38	market	market	NOUN
easat-4308	236	39	research	research	NOUN
easat-4308	236	40	to	to	PART
easat-4308	236	41	establish	establish	VERB
easat-4308	236	42	a	a	DET
easat-4308	236	43	meaningful	meaningful	ADJ
easat-4308	236	44	correlation	correlation	NOUN
easat-4308	236	45	.	.	PUNCT
easat-4308	237	1	moreover	moreover	ADV
easat-4308	237	2	,	,	PUNCT
easat-4308	237	3	holidays	holiday	NOUN
easat-4308	237	4	being	be	AUX
easat-4308	237	5	too	too	ADV
easat-4308	237	6	infrequent	infrequent	ADJ
easat-4308	237	7	to	to	PART
easat-4308	237	8	have	have	VERB
easat-4308	237	9	a	a	DET
easat-4308	237	10	distinctive	distinctive	ADJ
easat-4308	237	11	impact	impact	NOUN
easat-4308	237	12	on	on	ADP
easat-4308	237	13	target	target	NOUN
easat-4308	237	14	sales	sale	NOUN
easat-4308	237	15	may	may	AUX
easat-4308	237	16	also	also	ADV
easat-4308	237	17	be	be	AUX
easat-4308	237	18	a	a	DET
easat-4308	237	19	contributing	contribute	VERB
easat-4308	237	20	factor	factor	NOUN
easat-4308	237	21	,	,	PUNCT
easat-4308	237	22	as	as	SCONJ
easat-4308	237	23	the	the	DET
easat-4308	237	24	frequency	frequency	NOUN
easat-4308	237	25	of	of	ADP
easat-4308	237	26	holidays	holiday	NOUN
easat-4308	237	27	relative	relative	ADJ
easat-4308	237	28	to	to	ADP
easat-4308	237	29	peak	peak	NOUN
easat-4308	237	30	seasons	season	NOUN
easat-4308	237	31	can	can	AUX
easat-4308	237	32	result	result	VERB
easat-4308	237	33	in	in	ADP
easat-4308	237	34	limited	limited	ADJ
easat-4308	237	35	opportunities	opportunity	NOUN
easat-4308	237	36	for	for	SCONJ
easat-4308	237	37	retailers	retailer	NOUN
easat-4308	237	38	to	to	PART
easat-4308	237	39	capitalize	capitalize	VERB
easat-4308	237	40	on	on	ADP
easat-4308	237	41	seasonal	seasonal	ADJ
easat-4308	237	42	demand	demand	NOUN
easat-4308	237	43	.	.	PUNCT
easat-4308	238	1	overall	overall	ADV
easat-4308	238	2	,	,	PUNCT
easat-4308	238	3	the	the	DET
easat-4308	238	4	analysis	analysis	NOUN
easat-4308	238	5	suggests	suggest	VERB
easat-4308	238	6	that	that	SCONJ
easat-4308	238	7	holiday	holiday	NOUN
easat-4308	238	8	and	and	CCONJ
easat-4308	238	9	target	target	NOUN
easat-4308	238	10	sales	sale	NOUN
easat-4308	238	11	may	may	AUX
easat-4308	238	12	not	not	PART
easat-4308	238	13	be	be	AUX
easat-4308	238	14	strongly	strongly	ADV
easat-4308	238	15	correlated	correlate	VERB
easat-4308	238	16	,	,	PUNCT
easat-4308	238	17	at	at	ADP
easat-4308	238	18	least	least	ADJ
easat-4308	238	19	within	within	ADP
easat-4308	238	20	the	the	DET
easat-4308	238	21	context	context	NOUN
easat-4308	238	22	of	of	ADP
easat-4308	238	23	this	this	DET
easat-4308	238	24	specific	specific	ADJ
easat-4308	238	25	study	study	NOUN
easat-4308	238	26	,	,	PUNCT
easat-4308	238	27	which	which	PRON
easat-4308	238	28	highlights	highlight	VERB
easat-4308	238	29	the	the	DET
easat-4308	238	30	importance	importance	NOUN
easat-4308	238	31	of	of	ADP
easat-4308	238	32	considering	consider	VERB
easat-4308	238	33	alternative	alternative	ADJ
easat-4308	238	34	factors	factor	NOUN
easat-4308	238	35	that	that	PRON
easat-4308	238	36	may	may	AUX
easat-4308	238	37	influence	influence	VERB
easat-4308	238	38	retailer	retailer	NOUN
easat-4308	238	39	performance	performance	NOUN
easat-4308	238	40	.	.	PUNCT
easat-4308	239	1	1057	1057	NUM
easat-4308	239	2	edelweiss	edelweiss	PROPN
easat-4308	239	3	applied	apply	VERB
easat-4308	239	4	science	science	NOUN
easat-4308	239	5	and	and	CCONJ
easat-4308	239	6	technology	technology	NOUN
easat-4308	239	7	issn	issn	PROPN
easat-4308	239	8	:	:	PUNCT
easat-4308	239	9	2576	2576	NUM
easat-4308	239	10	-	-	SYM
easat-4308	239	11	8484	8484	NUM
easat-4308	239	12	vol	vol	NOUN
easat-4308	239	13	.	.	PROPN
easat-4308	240	1	9	9	NUM
easat-4308	240	2	,	,	PUNCT
easat-4308	240	3	no	no	INTJ
easat-4308	240	4	.	.	NOUN
easat-4308	240	5	1	1	NUM
easat-4308	240	6	:	:	PUNCT
easat-4308	240	7	1045	1045	NUM
easat-4308	240	8	-	-	SYM
easat-4308	240	9	1068	1068	NUM
easat-4308	240	10	,	,	PUNCT
easat-4308	240	11	2025	2025	NUM
easat-4308	240	12	doi	doi	NOUN
easat-4308	240	13	:	:	PUNCT
easat-4308	240	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	240	15	©	©	PROPN
easat-4308	240	16	2025	2025	NUM
easat-4308	240	17	by	by	ADP
easat-4308	240	18	the	the	DET
easat-4308	240	19	authors	author	NOUN
easat-4308	240	20	;	;	PUNCT
easat-4308	240	21	licensee	licensee	PROPN
easat-4308	240	22	learning	learn	VERB
easat-4308	240	23	gate	gate	PROPN
easat-4308	240	24	figure	figure	NOUN
easat-4308	240	25	5	5	NUM
easat-4308	240	26	.	.	PUNCT
easat-4308	241	1	this	this	DET
easat-4308	241	2	graph	graph	NOUN
easat-4308	241	3	represents	represent	VERB
easat-4308	241	4	the	the	DET
easat-4308	241	5	relationship	relationship	NOUN
easat-4308	241	6	between	between	ADP
easat-4308	241	7	holidays	holiday	NOUN
easat-4308	241	8	and	and	CCONJ
easat-4308	241	9	target	target	NOUN
easat-4308	241	10	sales	sale	NOUN
easat-4308	241	11	.	.	PUNCT
easat-4308	242	1	the	the	DET
easat-4308	242	2	presence	presence	NOUN
easat-4308	242	3	(	(	PUNCT
easat-4308	242	4	1	1	NUM
easat-4308	242	5	)	)	PUNCT
easat-4308	242	6	and	and	CCONJ
easat-4308	242	7	absence	absence	NOUN
easat-4308	242	8	(	(	PUNCT
easat-4308	242	9	0	0	NUM
easat-4308	242	10	)	)	PUNCT
easat-4308	242	11	of	of	ADP
easat-4308	242	12	holidays	holiday	NOUN
easat-4308	242	13	have	have	VERB
easat-4308	242	14	an	an	DET
easat-4308	242	15	equal	equal	ADJ
easat-4308	242	16	impact	impact	NOUN
easat-4308	242	17	on	on	ADP
easat-4308	242	18	target	target	NOUN
easat-4308	242	19	sales	sale	NOUN
easat-4308	242	20	.	.	PUNCT
easat-4308	243	1	a	a	DET
easat-4308	243	2	positive	positive	ADJ
easat-4308	243	3	correlation	correlation	NOUN
easat-4308	243	4	exists	exist	VERB
easat-4308	243	5	between	between	ADP
easat-4308	243	6	customer	customer	NOUN
easat-4308	243	7	age	age	NOUN
easat-4308	243	8	group	group	NOUN
easat-4308	243	9	and	and	CCONJ
easat-4308	243	10	target	target	NOUN
easat-4308	243	11	sales	sale	NOUN
easat-4308	243	12	(	(	PUNCT
easat-4308	243	13	figure	figure	NOUN
easat-4308	243	14	6	6	NUM
easat-4308	243	15	)	)	PUNCT
easat-4308	243	16	,	,	PUNCT
easat-4308	243	17	with	with	ADP
easat-4308	243	18	research	research	NOUN
easat-4308	243	19	indicating	indicate	VERB
easat-4308	243	20	a	a	DET
easat-4308	243	21	significant	significant	ADJ
easat-4308	243	22	relationship	relationship	NOUN
easat-4308	243	23	between	between	ADP
easat-4308	243	24	age	age	NOUN
easat-4308	243	25	and	and	CCONJ
easat-4308	243	26	purchasing	purchasing	NOUN
easat-4308	243	27	power	power	NOUN
easat-4308	243	28	.	.	PUNCT
easat-4308	244	1	as	as	SCONJ
easat-4308	244	2	customers	customer	NOUN
easat-4308	244	3	age	age	NOUN
easat-4308	244	4	,	,	PUNCT
easat-4308	244	5	their	their	PRON
easat-4308	244	6	overall	overall	ADJ
easat-4308	244	7	wealth	wealth	NOUN
easat-4308	244	8	and	and	CCONJ
easat-4308	244	9	purchasing	purchasing	NOUN
easat-4308	244	10	ability	ability	NOUN
easat-4308	244	11	increase	increase	NOUN
easat-4308	244	12	,	,	PUNCT
easat-4308	244	13	leading	lead	VERB
easat-4308	244	14	to	to	ADP
easat-4308	244	15	an	an	DET
easat-4308	244	16	upward	upward	ADJ
easat-4308	244	17	trend	trend	NOUN
easat-4308	244	18	in	in	ADP
easat-4308	244	19	demand	demand	NOUN
easat-4308	244	20	for	for	ADP
easat-4308	244	21	products	product	NOUN
easat-4308	244	22	priced	price	VERB
easat-4308	244	23	at	at	ADP
easat-4308	244	24	higher	high	ADJ
easat-4308	244	25	rates	rate	NOUN
easat-4308	244	26	.	.	PUNCT
easat-4308	245	1	this	this	PRON
easat-4308	245	2	suggests	suggest	VERB
easat-4308	245	3	that	that	SCONJ
easat-4308	245	4	older	old	ADJ
easat-4308	245	5	customers	customer	NOUN
easat-4308	245	6	tend	tend	VERB
easat-4308	245	7	to	to	PART
easat-4308	245	8	purchase	purchase	VERB
easat-4308	245	9	products	product	NOUN
easat-4308	245	10	at	at	ADP
easat-4308	245	11	higher	high	ADJ
easat-4308	245	12	prices	price	NOUN
easat-4308	245	13	,	,	PUNCT
easat-4308	245	14	a	a	DET
easat-4308	245	15	phenomenon	phenomenon	NOUN
easat-4308	245	16	that	that	PRON
easat-4308	245	17	can	can	AUX
easat-4308	245	18	be	be	AUX
easat-4308	245	19	attributed	attribute	VERB
easat-4308	245	20	to	to	ADP
easat-4308	245	21	various	various	ADJ
easat-4308	245	22	factors	factor	NOUN
easat-4308	245	23	,	,	PUNCT
easat-4308	245	24	including	include	VERB
easat-4308	245	25	increased	increase	VERB
easat-4308	245	26	disposable	disposable	ADJ
easat-4308	245	27	income	income	NOUN
easat-4308	245	28	,	,	PUNCT
easat-4308	245	29	improved	improve	VERB
easat-4308	245	30	financial	financial	ADJ
easat-4308	245	31	literacy	literacy	NOUN
easat-4308	245	32	,	,	PUNCT
easat-4308	245	33	and	and	CCONJ
easat-4308	245	34	the	the	DET
easat-4308	245	35	accumulation	accumulation	NOUN
easat-4308	245	36	of	of	ADP
easat-4308	245	37	wealth	wealth	NOUN
easat-4308	245	38	over	over	ADP
easat-4308	245	39	time	time	NOUN
easat-4308	245	40	.	.	PUNCT
easat-4308	246	1	studies	study	NOUN
easat-4308	246	2	have	have	AUX
easat-4308	246	3	shown	show	VERB
easat-4308	246	4	that	that	SCONJ
easat-4308	246	5	older	old	ADJ
easat-4308	246	6	adults	adult	NOUN
easat-4308	246	7	often	often	ADV
easat-4308	246	8	exhibit	exhibit	VERB
easat-4308	246	9	a	a	DET
easat-4308	246	10	more	more	ADV
easat-4308	246	11	significant	significant	ADJ
easat-4308	246	12	willingness	willingness	NOUN
easat-4308	246	13	to	to	PART
easat-4308	246	14	pay	pay	VERB
easat-4308	246	15	for	for	ADP
easat-4308	246	16	products	product	NOUN
easat-4308	246	17	compared	compare	VERB
easat-4308	246	18	to	to	ADP
easat-4308	246	19	younger	young	ADJ
easat-4308	246	20	consumers	consumer	NOUN
easat-4308	246	21	,	,	PUNCT
easat-4308	246	22	with	with	ADP
easat-4308	246	23	agerelated	agerelate	VERB
easat-4308	246	24	price	price	NOUN
easat-4308	246	25	sensitivity	sensitivity	NOUN
easat-4308	246	26	increasing	increase	VERB
easat-4308	246	27	as	as	SCONJ
easat-4308	246	28	customers	customer	NOUN
easat-4308	246	29	approach	approach	VERB
easat-4308	246	30	retirement	retirement	NOUN
easat-4308	246	31	age	age	NOUN
easat-4308	246	32	.	.	PUNCT
easat-4308	247	1	this	this	DET
easat-4308	247	2	positive	positive	ADJ
easat-4308	247	3	correlation	correlation	NOUN
easat-4308	247	4	between	between	ADP
easat-4308	247	5	customer	customer	NOUN
easat-4308	247	6	age	age	NOUN
easat-4308	247	7	group	group	NOUN
easat-4308	247	8	and	and	CCONJ
easat-4308	247	9	target	target	VERB
easat-4308	247	10	sales	sale	NOUN
easat-4308	247	11	highlights	highlight	NOUN
easat-4308	247	12	the	the	DET
easat-4308	247	13	importance	importance	NOUN
easat-4308	247	14	of	of	ADP
easat-4308	247	15	considering	consider	VERB
easat-4308	247	16	the	the	DET
easat-4308	247	17	demographic	demographic	ADJ
easat-4308	247	18	characteristics	characteristic	NOUN
easat-4308	247	19	of	of	ADP
easat-4308	247	20	specific	specific	ADJ
easat-4308	247	21	product	product	NOUN
easat-4308	247	22	markets	market	NOUN
easat-4308	247	23	when	when	SCONJ
easat-4308	247	24	developing	develop	VERB
easat-4308	247	25	pricing	pricing	NOUN
easat-4308	247	26	strategies	strategy	NOUN
easat-4308	247	27	.	.	PUNCT
easat-4308	248	1	furthermore	furthermore	ADV
easat-4308	248	2	,	,	PUNCT
easat-4308	248	3	understanding	understand	VERB
easat-4308	248	4	this	this	DET
easat-4308	248	5	relationship	relationship	NOUN
easat-4308	248	6	can	can	AUX
easat-4308	248	7	help	help	VERB
easat-4308	248	8	retailers	retailer	NOUN
easat-4308	248	9	tailor	tailor	VERB
easat-4308	248	10	their	their	PRON
easat-4308	248	11	offerings	offering	NOUN
easat-4308	248	12	to	to	PART
easat-4308	248	13	meet	meet	VERB
easat-4308	248	14	the	the	DET
easat-4308	248	15	unique	unique	ADJ
easat-4308	248	16	needs	need	NOUN
easat-4308	248	17	and	and	CCONJ
easat-4308	248	18	preferences	preference	NOUN
easat-4308	248	19	of	of	ADP
easat-4308	248	20	different	different	ADJ
easat-4308	248	21	age	age	NOUN
easat-4308	248	22	groups	group	NOUN
easat-4308	248	23	,	,	PUNCT
easat-4308	248	24	thereby	thereby	ADV
easat-4308	248	25	optimizing	optimize	VERB
easat-4308	248	26	revenue	revenue	NOUN
easat-4308	248	27	and	and	CCONJ
easat-4308	248	28	driving	drive	VERB
easat-4308	248	29	business	business	NOUN
easat-4308	248	30	growth	growth	NOUN
easat-4308	248	31	.	.	PUNCT
easat-4308	249	1	by	by	ADP
easat-4308	249	2	analysing	analyse	VERB
easat-4308	249	3	the	the	DET
easat-4308	249	4	impact	impact	NOUN
easat-4308	249	5	of	of	ADP
easat-4308	249	6	age	age	NOUN
easat-4308	249	7	on	on	ADP
easat-4308	249	8	purchasing	purchase	VERB
easat-4308	249	9	power	power	NOUN
easat-4308	249	10	,	,	PUNCT
easat-4308	249	11	businesses	business	NOUN
easat-4308	249	12	can	can	AUX
easat-4308	249	13	make	make	VERB
easat-4308	249	14	informed	informed	ADJ
easat-4308	249	15	decisions	decision	NOUN
easat-4308	249	16	about	about	ADP
easat-4308	249	17	product	product	NOUN
easat-4308	249	18	pricing	pricing	NOUN
easat-4308	249	19	,	,	PUNCT
easat-4308	249	20	promotions	promotion	NOUN
easat-4308	249	21	,	,	PUNCT
easat-4308	249	22	and	and	CCONJ
easat-4308	249	23	marketing	marketing	NOUN
easat-4308	249	24	efforts	effort	NOUN
easat-4308	249	25	to	to	PART
easat-4308	249	26	effectively	effectively	ADV
easat-4308	249	27	target	target	VERB
easat-4308	249	28	and	and	CCONJ
easat-4308	249	29	serve	serve	VERB
easat-4308	249	30	their	their	PRON
easat-4308	249	31	customers	customer	NOUN
easat-4308	249	32	across	across	ADP
easat-4308	249	33	various	various	ADJ
easat-4308	249	34	life	life	NOUN
easat-4308	249	35	stages	stage	NOUN
easat-4308	249	36	.	.	PUNCT
easat-4308	250	1	1058	1058	NUM
easat-4308	250	2	edelweiss	edelweiss	PROPN
easat-4308	250	3	applied	apply	VERB
easat-4308	250	4	science	science	NOUN
easat-4308	250	5	and	and	CCONJ
easat-4308	250	6	technology	technology	NOUN
easat-4308	250	7	issn	issn	PROPN
easat-4308	250	8	:	:	PUNCT
easat-4308	250	9	2576	2576	NUM
easat-4308	250	10	-	-	SYM
easat-4308	250	11	8484	8484	NUM
easat-4308	250	12	vol	vol	NOUN
easat-4308	250	13	.	.	PROPN
easat-4308	251	1	9	9	NUM
easat-4308	251	2	,	,	PUNCT
easat-4308	251	3	no	no	INTJ
easat-4308	251	4	.	.	NOUN
easat-4308	251	5	1	1	NUM
easat-4308	251	6	:	:	PUNCT
easat-4308	251	7	1045	1045	NUM
easat-4308	251	8	-	-	SYM
easat-4308	251	9	1068	1068	NUM
easat-4308	251	10	,	,	PUNCT
easat-4308	251	11	2025	2025	NUM
easat-4308	251	12	doi	doi	NOUN
easat-4308	251	13	:	:	PUNCT
easat-4308	251	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	251	15	©	©	PROPN
easat-4308	251	16	2025	2025	NUM
easat-4308	251	17	by	by	ADP
easat-4308	251	18	the	the	DET
easat-4308	251	19	authors	author	NOUN
easat-4308	251	20	;	;	PUNCT
easat-4308	251	21	licensee	licensee	PROPN
easat-4308	251	22	learning	learn	VERB
easat-4308	251	23	gate	gate	PROPN
easat-4308	251	24	figure	figure	NOUN
easat-4308	251	25	6	6	NUM
easat-4308	251	26	.	.	PUNCT
easat-4308	252	1	this	this	DET
easat-4308	252	2	graph	graph	NOUN
easat-4308	252	3	shows	show	VERB
easat-4308	252	4	the	the	DET
easat-4308	252	5	relationship	relationship	NOUN
easat-4308	252	6	between	between	ADP
easat-4308	252	7	the	the	DET
easat-4308	252	8	age	age	NOUN
easat-4308	252	9	of	of	ADP
easat-4308	252	10	the	the	DET
easat-4308	252	11	customers	customer	NOUN
easat-4308	252	12	and	and	CCONJ
easat-4308	252	13	the	the	DET
easat-4308	252	14	target	target	NOUN
easat-4308	252	15	sales	sale	NOUN
easat-4308	252	16	.	.	PUNCT
easat-4308	253	1	figure	figure	NOUN
easat-4308	253	2	7	7	NUM
easat-4308	253	3	shows	show	VERB
easat-4308	253	4	the	the	DET
easat-4308	253	5	distribution	distribution	NOUN
easat-4308	253	6	of	of	ADP
easat-4308	253	7	promotion	promotion	NOUN
easat-4308	253	8	to	to	ADP
easat-4308	253	9	target_sales	target_sale	NOUN
easat-4308	253	10	.	.	PUNCT
easat-4308	254	1	it	it	PRON
easat-4308	254	2	is	be	AUX
easat-4308	254	3	observed	observe	VERB
easat-4308	254	4	that	that	SCONJ
easat-4308	254	5	the	the	DET
easat-4308	254	6	presence	presence	NOUN
easat-4308	254	7	and	and	CCONJ
easat-4308	254	8	absence	absence	NOUN
easat-4308	254	9	of	of	ADP
easat-4308	254	10	promotions	promotion	NOUN
easat-4308	254	11	have	have	VERB
easat-4308	254	12	an	an	DET
easat-4308	254	13	equal	equal	ADJ
easat-4308	254	14	impact	impact	NOUN
easat-4308	254	15	on	on	ADP
easat-4308	254	16	the	the	DET
easat-4308	254	17	target	target	NOUN
easat-4308	254	18	sales	sale	NOUN
easat-4308	254	19	.	.	PUNCT
easat-4308	255	1	this	this	PRON
easat-4308	255	2	indicates	indicate	VERB
easat-4308	255	3	that	that	SCONJ
easat-4308	255	4	promotions	promotion	NOUN
easat-4308	255	5	may	may	AUX
easat-4308	255	6	not	not	PART
easat-4308	255	7	be	be	AUX
easat-4308	255	8	a	a	DET
easat-4308	255	9	significant	significant	ADJ
easat-4308	255	10	driver	driver	NOUN
easat-4308	255	11	of	of	ADP
easat-4308	255	12	sales	sale	NOUN
easat-4308	255	13	in	in	ADP
easat-4308	255	14	this	this	DET
easat-4308	255	15	context	context	NOUN
easat-4308	255	16	,	,	PUNCT
easat-4308	255	17	possibly	possibly	ADV
easat-4308	255	18	due	due	ADP
easat-4308	255	19	to	to	ADP
easat-4308	255	20	the	the	DET
easat-4308	255	21	type	type	NOUN
easat-4308	255	22	of	of	ADP
easat-4308	255	23	products	product	NOUN
easat-4308	255	24	or	or	CCONJ
easat-4308	255	25	the	the	DET
easat-4308	255	26	effectiveness	effectiveness	NOUN
easat-4308	255	27	of	of	ADP
easat-4308	255	28	the	the	DET
easat-4308	255	29	promotional	promotional	ADJ
easat-4308	255	30	strategies	strategy	NOUN
easat-4308	255	31	used	use	VERB
easat-4308	255	32	.	.	PUNCT
easat-4308	256	1	there	there	PRON
easat-4308	256	2	are	be	VERB
easat-4308	256	3	several	several	ADJ
easat-4308	256	4	reasons	reason	NOUN
easat-4308	256	5	why	why	SCONJ
easat-4308	256	6	promotion	promotion	NOUN
easat-4308	256	7	and	and	CCONJ
easat-4308	256	8	no_promotion	no_promotion	NOUN
easat-4308	256	9	may	may	AUX
easat-4308	256	10	have	have	VERB
easat-4308	256	11	an	an	DET
easat-4308	256	12	equal	equal	ADJ
easat-4308	256	13	effect	effect	NOUN
easat-4308	256	14	on	on	ADP
easat-4308	256	15	target_sales	target_sale	NOUN
easat-4308	256	16	in	in	ADP
easat-4308	256	17	a	a	DET
easat-4308	256	18	market	market	NOUN
easat-4308	256	19	,	,	PUNCT
easat-4308	256	20	including	include	VERB
easat-4308	256	21	target	target	NOUN
easat-4308	256	22	audience	audience	NOUN
easat-4308	256	23	sensitivity	sensitivity	NOUN
easat-4308	256	24	,	,	PUNCT
easat-4308	256	25	which	which	PRON
easat-4308	256	26	allows	allow	VERB
easat-4308	256	27	promotions	promotion	NOUN
easat-4308	256	28	to	to	PART
easat-4308	256	29	be	be	AUX
easat-4308	256	30	effective	effective	ADJ
easat-4308	256	31	but	but	CCONJ
easat-4308	256	32	not	not	PART
easat-4308	256	33	deterrent	deterrent	NOUN
easat-4308	256	34	;	;	PUNCT
easat-4308	256	35	marketing	marketing	NOUN
easat-4308	256	36	channel	channel	NOUN
easat-4308	256	37	effectiveness	effectiveness	NOUN
easat-4308	256	38	,	,	PUNCT
easat-4308	256	39	where	where	SCONJ
easat-4308	256	40	certain	certain	ADJ
easat-4308	256	41	channels	channel	NOUN
easat-4308	256	42	like	like	ADP
easat-4308	256	43	social	social	ADJ
easat-4308	256	44	media	medium	NOUN
easat-4308	256	45	or	or	CCONJ
easat-4308	256	46	email	email	NOUN
easat-4308	256	47	are	be	AUX
easat-4308	256	48	more	more	ADV
easat-4308	256	49	impactful	impactful	ADJ
easat-4308	256	50	than	than	ADP
easat-4308	256	51	traditional	traditional	ADJ
easat-4308	256	52	advertising	advertising	NOUN
easat-4308	256	53	or	or	CCONJ
easat-4308	256	54	print	print	NOUN
easat-4308	256	55	;	;	PUNCT
easat-4308	256	56	price	price	NOUN
easat-4308	256	57	elasticity	elasticity	NOUN
easat-4308	256	58	,	,	PUNCT
easat-4308	256	59	where	where	SCONJ
easat-4308	256	60	promotions	promotion	NOUN
easat-4308	256	61	can	can	AUX
easat-4308	256	62	drive	drive	VERB
easat-4308	256	63	sales	sale	NOUN
easat-4308	256	64	during	during	ADP
easat-4308	256	65	periods	period	NOUN
easat-4308	256	66	of	of	ADP
easat-4308	256	67	high	high	ADJ
easat-4308	256	68	demand	demand	NOUN
easat-4308	256	69	and	and	CCONJ
easat-4308	256	70	low	low	ADJ
easat-4308	256	71	prices	price	NOUN
easat-4308	256	72	;	;	PUNCT
easat-4308	256	73	consumer	consumer	NOUN
easat-4308	256	74	behavior	behavior	NOUN
easat-4308	256	75	,	,	PUNCT
easat-4308	256	76	where	where	SCONJ
easat-4308	256	77	consumers	consumer	NOUN
easat-4308	256	78	may	may	AUX
easat-4308	256	79	be	be	AUX
easat-4308	256	80	influenced	influence	VERB
easat-4308	256	81	by	by	ADP
easat-4308	256	82	new	new	ADJ
easat-4308	256	83	products	product	NOUN
easat-4308	256	84	but	but	CCONJ
easat-4308	256	85	not	not	PART
easat-4308	256	86	brand	brand	NOUN
easat-4308	256	87	loyalists	loyalist	NOUN
easat-4308	256	88	;	;	PUNCT
easat-4308	256	89	product	product	NOUN
easat-4308	256	90	category	category	NOUN
easat-4308	256	91	characteristics	characteristic	NOUN
easat-4308	256	92	,	,	PUNCT
easat-4308	256	93	such	such	ADJ
easat-4308	256	94	as	as	ADP
easat-4308	256	95	food	food	NOUN
easat-4308	256	96	and	and	CCONJ
easat-4308	256	97	beverages	beverage	NOUN
easat-4308	256	98	being	be	AUX
easat-4308	256	99	less	less	ADV
easat-4308	256	100	sensitive	sensitive	ADJ
easat-4308	256	101	to	to	ADP
easat-4308	256	102	price	price	NOUN
easat-4308	256	103	and	and	CCONJ
easat-4308	256	104	more	more	ADV
easat-4308	256	105	affected	affect	VERB
easat-4308	256	106	by	by	ADP
easat-4308	256	107	promotion	promotion	NOUN
easat-4308	256	108	types	type	NOUN
easat-4308	256	109	;	;	PUNCT
easat-4308	256	110	distribution	distribution	NOUN
easat-4308	256	111	channels	channel	NOUN
easat-4308	256	112	,	,	PUNCT
easat-4308	256	113	which	which	PRON
easat-4308	256	114	affect	affect	VERB
easat-4308	256	115	the	the	DET
easat-4308	256	116	availability	availability	NOUN
easat-4308	256	117	and	and	CCONJ
easat-4308	256	118	accessibility	accessibility	NOUN
easat-4308	256	119	of	of	ADP
easat-4308	256	120	promotional	promotional	ADJ
easat-4308	256	121	channels	channel	NOUN
easat-4308	256	122	;	;	PUNCT
easat-4308	256	123	and	and	CCONJ
easat-4308	256	124	time	time	NOUN
easat-4308	256	125	of	of	ADP
easat-4308	256	126	year	year	NOUN
easat-4308	256	127	,	,	PUNCT
easat-4308	256	128	where	where	SCONJ
easat-4308	256	129	promotional	promotional	ADJ
easat-4308	256	130	periods	period	NOUN
easat-4308	256	131	may	may	AUX
easat-4308	256	132	coincide	coincide	VERB
easat-4308	256	133	with	with	ADP
easat-4308	256	134	off	off	ADP
easat-4308	256	135	-	-	PUNCT
easat-4308	256	136	peak	peak	NOUN
easat-4308	256	137	seasons	season	NOUN
easat-4308	256	138	or	or	CCONJ
easat-4308	256	139	holidays	holiday	NOUN
easat-4308	256	140	rather	rather	ADV
easat-4308	256	141	than	than	ADP
easat-4308	256	142	peak	peak	VERB
easat-4308	256	143	sales	sale	NOUN
easat-4308	256	144	.	.	PUNCT
easat-4308	257	1	1059	1059	NUM
easat-4308	257	2	edelweiss	edelweiss	PROPN
easat-4308	257	3	applied	apply	VERB
easat-4308	257	4	science	science	NOUN
easat-4308	257	5	and	and	CCONJ
easat-4308	257	6	technology	technology	NOUN
easat-4308	257	7	issn	issn	PROPN
easat-4308	257	8	:	:	PUNCT
easat-4308	257	9	2576	2576	NUM
easat-4308	257	10	-	-	SYM
easat-4308	257	11	8484	8484	NUM
easat-4308	257	12	vol	vol	NOUN
easat-4308	257	13	.	.	PROPN
easat-4308	258	1	9	9	NUM
easat-4308	258	2	,	,	PUNCT
easat-4308	258	3	no	no	INTJ
easat-4308	258	4	.	.	NOUN
easat-4308	258	5	1	1	NUM
easat-4308	258	6	:	:	PUNCT
easat-4308	258	7	1045	1045	NUM
easat-4308	258	8	-	-	SYM
easat-4308	258	9	1068	1068	NUM
easat-4308	258	10	,	,	PUNCT
easat-4308	258	11	2025	2025	NUM
easat-4308	258	12	doi	doi	NOUN
easat-4308	258	13	:	:	PUNCT
easat-4308	258	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	258	15	©	©	PROPN
easat-4308	258	16	2025	2025	NUM
easat-4308	258	17	by	by	ADP
easat-4308	258	18	the	the	DET
easat-4308	258	19	authors	author	NOUN
easat-4308	258	20	;	;	PUNCT
easat-4308	258	21	licensee	licensee	PROPN
easat-4308	258	22	learning	learn	VERB
easat-4308	258	23	gate	gate	NOUN
easat-4308	258	24	figure	figure	NOUN
easat-4308	258	25	7	7	NUM
easat-4308	258	26	.	.	PUNCT
easat-4308	259	1	this	this	PRON
easat-4308	259	2	shows	show	VERB
easat-4308	259	3	the	the	DET
easat-4308	259	4	distribution	distribution	NOUN
easat-4308	259	5	of	of	ADP
easat-4308	259	6	promotion	promotion	NOUN
easat-4308	259	7	to	to	ADP
easat-4308	259	8	target_sales	target_sale	NOUN
easat-4308	259	9	.	.	PUNCT
easat-4308	260	1	it	it	PRON
easat-4308	260	2	is	be	AUX
easat-4308	260	3	observed	observe	VERB
easat-4308	260	4	that	that	SCONJ
easat-4308	260	5	the	the	DET
easat-4308	260	6	presence	presence	NOUN
easat-4308	260	7	and	and	CCONJ
easat-4308	260	8	absence	absence	NOUN
easat-4308	260	9	of	of	ADP
easat-4308	260	10	promotions	promotion	NOUN
easat-4308	260	11	have	have	VERB
easat-4308	260	12	an	an	DET
easat-4308	260	13	equal	equal	ADJ
easat-4308	260	14	impact	impact	NOUN
easat-4308	260	15	on	on	ADP
easat-4308	260	16	the	the	DET
easat-4308	260	17	target	target	NOUN
easat-4308	260	18	sales	sale	NOUN
easat-4308	260	19	.	.	PUNCT
easat-4308	261	1	4	4	X
easat-4308	261	2	.	.	X
easat-4308	261	3	methodology	methodology	NOUN
easat-4308	261	4	4.1	4.1	NUM
easat-4308	261	5	.	.	PUNCT
easat-4308	262	1	feature	feature	NOUN
easat-4308	262	2	engineering	engineering	NOUN
easat-4308	262	3	and	and	CCONJ
easat-4308	262	4	selection	selection	NOUN
easat-4308	262	5	the	the	DET
easat-4308	262	6	process	process	NOUN
easat-4308	262	7	of	of	ADP
easat-4308	262	8	preparing	prepare	VERB
easat-4308	262	9	the	the	DET
easat-4308	262	10	data	datum	NOUN
easat-4308	262	11	for	for	ADP
easat-4308	262	12	modelling	modelling	NOUN
easat-4308	262	13	involves	involve	VERB
easat-4308	262	14	a	a	DET
easat-4308	262	15	delicate	delicate	ADJ
easat-4308	262	16	balance	balance	NOUN
easat-4308	262	17	between	between	ADP
easat-4308	262	18	cleaning	cleaning	NOUN
easat-4308	262	19	,	,	PUNCT
easat-4308	262	20	transforming	transform	VERB
easat-4308	262	21	,	,	PUNCT
easat-4308	262	22	and	and	CCONJ
easat-4308	262	23	selecting	select	VERB
easat-4308	262	24	the	the	DET
easat-4308	262	25	most	most	ADV
easat-4308	262	26	relevant	relevant	ADJ
easat-4308	262	27	features	feature	NOUN
easat-4308	262	28	.	.	PUNCT
easat-4308	263	1	the	the	DET
easat-4308	263	2	primary	primary	ADJ
easat-4308	263	3	goal	goal	NOUN
easat-4308	263	4	is	be	AUX
easat-4308	263	5	to	to	PART
easat-4308	263	6	transform	transform	VERB
easat-4308	263	7	the	the	DET
easat-4308	263	8	raw	raw	ADJ
easat-4308	263	9	data	datum	NOUN
easat-4308	263	10	into	into	ADP
easat-4308	263	11	a	a	DET
easat-4308	263	12	suitable	suitable	ADJ
easat-4308	263	13	format	format	NOUN
easat-4308	263	14	that	that	PRON
easat-4308	263	15	enables	enable	VERB
easat-4308	263	16	accurate	accurate	ADJ
easat-4308	263	17	analysis	analysis	NOUN
easat-4308	263	18	and	and	CCONJ
easat-4308	263	19	machine	machine	NOUN
easat-4308	263	20	learning	learn	VERB
easat-4308	263	21	algorithms	algorithm	NOUN
easat-4308	263	22	to	to	PART
easat-4308	263	23	make	make	VERB
easat-4308	263	24	informed	informed	ADJ
easat-4308	263	25	predictions	prediction	NOUN
easat-4308	263	26	.	.	PUNCT
easat-4308	264	1	the	the	DET
easat-4308	264	2	steps	step	NOUN
easat-4308	264	3	outlined	outline	VERB
easat-4308	264	4	below	below	ADV
easat-4308	264	5	represent	represent	VERB
easat-4308	264	6	a	a	DET
easat-4308	264	7	comprehensive	comprehensive	ADJ
easat-4308	264	8	approach	approach	NOUN
easat-4308	264	9	to	to	ADP
easat-4308	264	10	feature	feature	VERB
easat-4308	264	11	engineering	engineering	NOUN
easat-4308	264	12	and	and	CCONJ
easat-4308	264	13	selection	selection	NOUN
easat-4308	264	14	:	:	PUNCT
easat-4308	264	15	firstly	firstly	ADV
easat-4308	264	16	,	,	PUNCT
easat-4308	264	17	the	the	DET
easat-4308	264	18	data	datum	NOUN
easat-4308	264	19	underwent	undergo	VERB
easat-4308	264	20	feature	feature	NOUN
easat-4308	264	21	cleaning	clean	VERB
easat-4308	264	22	by	by	ADP
easat-4308	264	23	replacing	replace	VERB
easat-4308	264	24	missing	miss	VERB
easat-4308	264	25	values	value	NOUN
easat-4308	264	26	with	with	ADP
easat-4308	264	27	the	the	DET
easat-4308	264	28	mean	mean	NOUN
easat-4308	264	29	of	of	ADP
easat-4308	264	30	each	each	DET
easat-4308	264	31	respective	respective	ADJ
easat-4308	264	32	column	column	NOUN
easat-4308	264	33	.	.	PUNCT
easat-4308	265	1	this	this	DET
easat-4308	265	2	step	step	NOUN
easat-4308	265	3	helped	help	VERB
easat-4308	265	4	to	to	PART
easat-4308	265	5	prevent	prevent	VERB
easat-4308	265	6	anomalies	anomaly	NOUN
easat-4308	265	7	from	from	ADP
easat-4308	265	8	artificially	artificially	ADV
easat-4308	265	9	distorting	distort	VERB
easat-4308	265	10	the	the	DET
easat-4308	265	11	results	result	NOUN
easat-4308	265	12	and	and	CCONJ
easat-4308	265	13	ensured	ensure	VERB
easat-4308	265	14	that	that	SCONJ
easat-4308	265	15	all	all	DET
easat-4308	265	16	numerical	numerical	ADJ
easat-4308	265	17	features	feature	NOUN
easat-4308	265	18	were	be	AUX
easat-4308	265	19	represented	represent	VERB
easat-4308	265	20	accurately	accurately	ADV
easat-4308	265	21	.	.	PUNCT
easat-4308	266	1	additionally	additionally	ADV
easat-4308	266	2	,	,	PUNCT
easat-4308	266	3	normalization	normalization	NOUN
easat-4308	266	4	using	use	VERB
easat-4308	266	5	minmaxscaler	minmaxscaler	NOUN
easat-4308	266	6	was	be	AUX
easat-4308	266	7	employed	employ	VERB
easat-4308	266	8	to	to	PART
easat-4308	266	9	scale	scale	VERB
easat-4308	266	10	the	the	DET
easat-4308	266	11	data	datum	NOUN
easat-4308	266	12	between	between	ADP
easat-4308	266	13	0	0	NUM
easat-4308	266	14	and	and	CCONJ
easat-4308	266	15	1	1	NUM
easat-4308	266	16	,	,	PUNCT
easat-4308	266	17	which	which	PRON
easat-4308	266	18	facilitates	facilitate	VERB
easat-4308	266	19	better	well	ADJ
easat-4308	266	20	comparison	comparison	NOUN
easat-4308	266	21	across	across	ADP
easat-4308	266	22	different	different	ADJ
easat-4308	266	23	models	model	NOUN
easat-4308	266	24	and	and	CCONJ
easat-4308	266	25	datasets	dataset	NOUN
easat-4308	266	26	.	.	PUNCT
easat-4308	267	1	next	next	ADV
easat-4308	267	2	,	,	PUNCT
easat-4308	267	3	categorical	categorical	ADJ
easat-4308	267	4	variables	variable	NOUN
easat-4308	267	5	were	be	AUX
easat-4308	267	6	encoded	encode	VERB
easat-4308	267	7	using	use	VERB
easat-4308	267	8	the	the	DET
easat-4308	267	9	onehotencoder	onehotencoder	NOUN
easat-4308	267	10	,	,	PUNCT
easat-4308	267	11	allowing	allow	VERB
easat-4308	267	12	for	for	ADP
easat-4308	267	13	a	a	DET
easat-4308	267	14	more	more	ADV
easat-4308	267	15	efficient	efficient	ADJ
easat-4308	267	16	representation	representation	NOUN
easat-4308	267	17	of	of	ADP
easat-4308	267	18	large	large	ADJ
easat-4308	267	19	numbers	number	NOUN
easat-4308	267	20	of	of	ADP
easat-4308	267	21	categories	category	NOUN
easat-4308	267	22	.	.	PUNCT
easat-4308	268	1	this	this	DET
easat-4308	268	2	process	process	NOUN
easat-4308	268	3	enabled	enable	VERB
easat-4308	268	4	the	the	DET
easat-4308	268	5	creation	creation	NOUN
easat-4308	268	6	of	of	ADP
easat-4308	268	7	binary	binary	ADJ
easat-4308	268	8	features	feature	NOUN
easat-4308	268	9	that	that	PRON
easat-4308	268	10	captured	capture	VERB
easat-4308	268	11	specific	specific	ADJ
easat-4308	268	12	attributes	attribute	NOUN
easat-4308	268	13	or	or	CCONJ
easat-4308	268	14	conditions	condition	NOUN
easat-4308	268	15	associated	associate	VERB
easat-4308	268	16	with	with	ADP
easat-4308	268	17	each	each	DET
easat-4308	268	18	category	category	NOUN
easat-4308	268	19	,	,	PUNCT
easat-4308	268	20	providing	provide	VERB
easat-4308	268	21	valuable	valuable	ADJ
easat-4308	268	22	insights	insight	NOUN
easat-4308	268	23	into	into	ADP
easat-4308	268	24	customer	customer	NOUN
easat-4308	268	25	behaviour	behaviour	NOUN
easat-4308	268	26	.	.	PUNCT
easat-4308	269	1	the	the	DET
easat-4308	269	2	resulting	result	VERB
easat-4308	269	3	encoded	encode	VERB
easat-4308	269	4	features	feature	NOUN
easat-4308	269	5	were	be	AUX
easat-4308	269	6	then	then	ADV
easat-4308	269	7	combined	combine	VERB
easat-4308	269	8	to	to	PART
easat-4308	269	9	form	form	VERB
easat-4308	269	10	a	a	DET
easat-4308	269	11	composite	composite	ADJ
easat-4308	269	12	feature	feature	NOUN
easat-4308	269	13	set	set	NOUN
easat-4308	269	14	that	that	PRON
easat-4308	269	15	considered	consider	VERB
easat-4308	269	16	both	both	CCONJ
easat-4308	269	17	numerical	numerical	ADJ
easat-4308	269	18	and	and	CCONJ
easat-4308	269	19	categorical	categorical	ADJ
easat-4308	269	20	variables	variable	NOUN
easat-4308	269	21	.	.	PUNCT
easat-4308	270	1	to	to	PART
easat-4308	270	2	further	far	ADV
easat-4308	270	3	enhance	enhance	VERB
easat-4308	270	4	the	the	DET
easat-4308	270	5	quality	quality	NOUN
easat-4308	270	6	of	of	ADP
easat-4308	270	7	the	the	DET
easat-4308	270	8	data	datum	NOUN
easat-4308	270	9	,	,	PUNCT
easat-4308	270	10	pca	pca	PROPN
easat-4308	270	11	(	(	PUNCT
easat-4308	270	12	principal	principal	ADJ
easat-4308	270	13	component	component	NOUN
easat-4308	270	14	analysis	analysis	NOUN
easat-4308	270	15	)	)	PUNCT
easat-4308	270	16	was	be	AUX
easat-4308	270	17	implemented	implement	VERB
easat-4308	270	18	to	to	PART
easat-4308	270	19	reduce	reduce	VERB
easat-4308	270	20	the	the	DET
easat-4308	270	21	number	number	NOUN
easat-4308	270	22	of	of	ADP
easat-4308	270	23	features	feature	NOUN
easat-4308	270	24	while	while	SCONJ
easat-4308	270	25	preserving	preserve	VERB
easat-4308	270	26	the	the	DET
easat-4308	270	27	most	most	ADV
easat-4308	270	28	important	important	ADJ
easat-4308	270	29	information	information	NOUN
easat-4308	270	30	.	.	PUNCT
easat-4308	271	1	by	by	ADP
easat-4308	271	2	selecting	select	VERB
easat-4308	271	3	the	the	DET
easat-4308	271	4	top	top	ADJ
easat-4308	271	5	retained	retain	VERB
easat-4308	271	6	components	component	NOUN
easat-4308	271	7	based	base	VERB
easat-4308	271	8	on	on	ADP
easat-4308	271	9	their	their	PRON
easat-4308	271	10	correlation	correlation	NOUN
easat-4308	271	11	with	with	ADP
easat-4308	271	12	the	the	DET
easat-4308	271	13	target	target	NOUN
easat-4308	271	14	feature	feature	NOUN
easat-4308	271	15	target_sales	target_sale	NOUN
easat-4308	271	16	,	,	PUNCT
easat-4308	271	17	we	we	PRON
easat-4308	271	18	aimed	aim	VERB
easat-4308	271	19	to	to	PART
easat-4308	271	20	maintain	maintain	VERB
easat-4308	271	21	a	a	DET
easat-4308	271	22	balance	balance	NOUN
easat-4308	271	23	between	between	ADP
easat-4308	271	24	dimensionality	dimensionality	NOUN
easat-4308	271	25	reduction	reduction	NOUN
easat-4308	271	26	and	and	CCONJ
easat-4308	271	27	model	model	NOUN
easat-4308	271	28	interpretability	interpretability	NOUN
easat-4308	271	29	.	.	PUNCT
easat-4308	272	1	the	the	DET
easat-4308	272	2	1060	1060	NUM
easat-4308	272	3	edelweiss	edelweiss	PROPN
easat-4308	272	4	applied	apply	VERB
easat-4308	272	5	science	science	NOUN
easat-4308	272	6	and	and	CCONJ
easat-4308	272	7	technology	technology	NOUN
easat-4308	272	8	issn	issn	PROPN
easat-4308	272	9	:	:	PUNCT
easat-4308	272	10	2576	2576	NUM
easat-4308	272	11	-	-	SYM
easat-4308	272	12	8484	8484	NUM
easat-4308	272	13	vol	vol	NOUN
easat-4308	272	14	.	.	PROPN
easat-4308	273	1	9	9	NUM
easat-4308	273	2	,	,	PUNCT
easat-4308	273	3	no	no	INTJ
easat-4308	273	4	.	.	NOUN
easat-4308	273	5	1	1	NUM
easat-4308	273	6	:	:	PUNCT
easat-4308	273	7	1045	1045	NUM
easat-4308	273	8	-	-	SYM
easat-4308	273	9	1068	1068	NUM
easat-4308	273	10	,	,	PUNCT
easat-4308	273	11	2025	2025	NUM
easat-4308	273	12	doi	doi	NOUN
easat-4308	273	13	:	:	PUNCT
easat-4308	273	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	273	15	©	©	PROPN
easat-4308	273	16	2025	2025	NUM
easat-4308	273	17	by	by	ADP
easat-4308	273	18	the	the	DET
easat-4308	273	19	authors	author	NOUN
easat-4308	273	20	;	;	PUNCT
easat-4308	273	21	licensee	licensee	PROPN
easat-4308	273	22	learning	learning	NOUN
easat-4308	273	23	gate	gate	NOUN
easat-4308	273	24	resulting	result	VERB
easat-4308	273	25	reduced	reduce	VERB
easat-4308	273	26	feature	feature	NOUN
easat-4308	273	27	set	set	VERB
easat-4308	273	28	significantly	significantly	ADV
easat-4308	273	29	improved	improve	VERB
easat-4308	273	30	model	model	NOUN
easat-4308	273	31	performance	performance	NOUN
easat-4308	273	32	,	,	PUNCT
easat-4308	273	33	demonstrating	demonstrate	VERB
easat-4308	273	34	the	the	DET
easat-4308	273	35	effectiveness	effectiveness	NOUN
easat-4308	273	36	of	of	ADP
easat-4308	273	37	pca	pca	NOUN
easat-4308	273	38	in	in	ADP
easat-4308	273	39	reducing	reduce	VERB
easat-4308	273	40	noise	noise	NOUN
easat-4308	273	41	and	and	CCONJ
easat-4308	273	42	identifying	identify	VERB
easat-4308	273	43	relevant	relevant	ADJ
easat-4308	273	44	features	feature	NOUN
easat-4308	273	45	.	.	PUNCT
easat-4308	274	1	correlation	correlation	NOUN
easat-4308	274	2	analysis	analysis	NOUN
easat-4308	274	3	was	be	AUX
easat-4308	274	4	conducted	conduct	VERB
easat-4308	274	5	to	to	PART
easat-4308	274	6	select	select	VERB
easat-4308	274	7	the	the	DET
easat-4308	274	8	most	most	ADV
easat-4308	274	9	appropriate	appropriate	ADJ
easat-4308	274	10	features	feature	NOUN
easat-4308	274	11	based	base	VERB
easat-4308	274	12	on	on	ADP
easat-4308	274	13	their	their	PRON
easat-4308	274	14	correlation	correlation	NOUN
easat-4308	274	15	with	with	ADP
easat-4308	274	16	the	the	DET
easat-4308	274	17	target	target	NOUN
easat-4308	274	18	feature	feature	NOUN
easat-4308	274	19	target_sales	target_sale	NOUN
easat-4308	274	20	.	.	PUNCT
easat-4308	275	1	this	this	DET
easat-4308	275	2	iterative	iterative	NOUN
easat-4308	275	3	process	process	NOUN
easat-4308	275	4	involved	involve	VERB
easat-4308	275	5	visualizing	visualize	VERB
easat-4308	275	6	scatter	scatter	NOUN
easat-4308	275	7	plots	plot	NOUN
easat-4308	275	8	,	,	PUNCT
easat-4308	275	9	examining	examine	VERB
easat-4308	275	10	the	the	DET
easat-4308	275	11	coefficient	coefficient	NOUN
easat-4308	275	12	of	of	ADP
easat-4308	275	13	determination	determination	NOUN
easat-4308	275	14	(	(	PUNCT
easat-4308	275	15	rsquared	rsquare	VERB
easat-4308	275	16	)	)	PUNCT
easat-4308	275	17	,	,	PUNCT
easat-4308	275	18	and	and	CCONJ
easat-4308	275	19	applying	apply	VERB
easat-4308	275	20	recursive	recursive	ADJ
easat-4308	275	21	feature	feature	NOUN
easat-4308	275	22	elimination	elimination	NOUN
easat-4308	275	23	to	to	PART
easat-4308	275	24	narrow	narrow	VERB
easat-4308	275	25	down	down	ADP
easat-4308	275	26	the	the	DET
easat-4308	275	27	list	list	NOUN
easat-4308	275	28	of	of	ADP
easat-4308	275	29	potentially	potentially	ADV
easat-4308	275	30	relevant	relevant	ADJ
easat-4308	275	31	features	feature	NOUN
easat-4308	275	32	.	.	PUNCT
easat-4308	276	1	ultimately	ultimately	ADV
easat-4308	276	2	,	,	PUNCT
easat-4308	276	3	we	we	PRON
easat-4308	276	4	selected	select	VERB
easat-4308	276	5	a	a	DET
easat-4308	276	6	subset	subset	NOUN
easat-4308	276	7	of	of	ADP
easat-4308	276	8	the	the	DET
easat-4308	276	9	most	most	ADV
easat-4308	276	10	suitable	suitable	ADJ
easat-4308	276	11	key	key	ADJ
easat-4308	276	12	features	feature	NOUN
easat-4308	276	13	that	that	PRON
easat-4308	276	14	captured	capture	VERB
easat-4308	276	15	the	the	DET
easat-4308	276	16	underlying	underlie	VERB
easat-4308	276	17	patterns	pattern	NOUN
easat-4308	276	18	in	in	ADP
easat-4308	276	19	customer	customer	NOUN
easat-4308	276	20	purchasing	purchasing	NOUN
easat-4308	276	21	behaviour	behaviour	NOUN
easat-4308	276	22	.	.	PUNCT
easat-4308	277	1	these	these	DET
easat-4308	277	2	selected	select	VERB
easat-4308	277	3	features	feature	NOUN
easat-4308	277	4	provided	provide	VERB
easat-4308	277	5	a	a	DET
easat-4308	277	6	solid	solid	ADJ
easat-4308	277	7	foundation	foundation	NOUN
easat-4308	277	8	for	for	ADP
easat-4308	277	9	our	our	PRON
easat-4308	277	10	machine	machine	NOUN
easat-4308	277	11	learning	learning	NOUN
easat-4308	277	12	model	model	NOUN
easat-4308	277	13	and	and	CCONJ
easat-4308	277	14	enabled	enable	VERB
easat-4308	277	15	us	we	PRON
easat-4308	277	16	to	to	PART
easat-4308	277	17	analyse	analyse	VERB
easat-4308	277	18	their	their	PRON
easat-4308	277	19	impact	impact	NOUN
easat-4308	277	20	on	on	ADP
easat-4308	277	21	target_sales	target_sale	NOUN
easat-4308	277	22	with	with	ADP
easat-4308	277	23	greater	great	ADJ
easat-4308	277	24	confidence	confidence	NOUN
easat-4308	277	25	.	.	PUNCT
easat-4308	278	1	4.2	4.2	NUM
easat-4308	278	2	.	.	PUNCT
easat-4308	278	3	model	model	NOUN
easat-4308	278	4	selection	selection	NOUN
easat-4308	278	5	the	the	DET
easat-4308	278	6	selection	selection	NOUN
easat-4308	278	7	of	of	ADP
easat-4308	278	8	machine	machine	NOUN
easat-4308	278	9	learning	learning	NOUN
easat-4308	278	10	models	model	NOUN
easat-4308	278	11	for	for	ADP
easat-4308	278	12	demand	demand	NOUN
easat-4308	278	13	forecasting	forecasting	NOUN
easat-4308	278	14	was	be	AUX
easat-4308	278	15	a	a	DET
easat-4308	278	16	crucial	crucial	ADJ
easat-4308	278	17	step	step	NOUN
easat-4308	278	18	in	in	ADP
easat-4308	278	19	addressing	address	VERB
easat-4308	278	20	the	the	DET
easat-4308	278	21	complex	complex	ADJ
easat-4308	278	22	nature	nature	NOUN
easat-4308	278	23	of	of	ADP
easat-4308	278	24	this	this	DET
easat-4308	278	25	problem	problem	NOUN
easat-4308	278	26	.	.	PUNCT
easat-4308	279	1	given	give	VERB
easat-4308	279	2	that	that	SCONJ
easat-4308	279	3	demand	demand	NOUN
easat-4308	279	4	forecasting	forecasting	NOUN
easat-4308	279	5	is	be	AUX
easat-4308	279	6	a	a	DET
easat-4308	279	7	regression	regression	NOUN
easat-4308	279	8	problem	problem	NOUN
easat-4308	279	9	,	,	PUNCT
easat-4308	279	10	it	it	PRON
easat-4308	279	11	is	be	AUX
easat-4308	279	12	essential	essential	ADJ
easat-4308	279	13	to	to	PART
easat-4308	279	14	employ	employ	VERB
easat-4308	279	15	models	model	NOUN
easat-4308	279	16	that	that	PRON
easat-4308	279	17	are	be	AUX
easat-4308	279	18	capable	capable	ADJ
easat-4308	279	19	of	of	ADP
easat-4308	279	20	identifying	identify	VERB
easat-4308	279	21	both	both	CCONJ
easat-4308	279	22	linear	linear	ADJ
easat-4308	279	23	and	and	CCONJ
easat-4308	279	24	non	non	ADJ
easat-4308	279	25	-	-	ADJ
easat-4308	279	26	linear	linear	ADJ
easat-4308	279	27	relationships	relationship	NOUN
easat-4308	279	28	within	within	ADP
easat-4308	279	29	the	the	DET
easat-4308	279	30	dataset	dataset	NOUN
easat-4308	279	31	.	.	PUNCT
easat-4308	280	1	after	after	ADP
easat-4308	280	2	careful	careful	ADJ
easat-4308	280	3	consideration	consideration	NOUN
easat-4308	280	4	of	of	ADP
easat-4308	280	5	various	various	ADJ
easat-4308	280	6	options	option	NOUN
easat-4308	280	7	,	,	PUNCT
easat-4308	280	8	five	five	NUM
easat-4308	280	9	main	main	ADJ
easat-4308	280	10	machine	machine	NOUN
easat-4308	280	11	learning	learning	NOUN
easat-4308	280	12	models	model	NOUN
easat-4308	280	13	were	be	AUX
easat-4308	280	14	selected	select	VERB
easat-4308	280	15	for	for	ADP
easat-4308	280	16	training	training	NOUN
easat-4308	280	17	:	:	PUNCT
easat-4308	280	18	linear	linear	ADJ
easat-4308	280	19	regression	regression	NOUN
easat-4308	280	20	,	,	PUNCT
easat-4308	280	21	elasticnet	elasticnet	NOUN
easat-4308	280	22	,	,	PUNCT
easat-4308	280	23	xgbregressor	xgbregressor	PROPN
easat-4308	280	24	,	,	PUNCT
easat-4308	280	25	randomforestregressor	randomforestregressor	NOUN
easat-4308	280	26	,	,	PUNCT
easat-4308	280	27	and	and	CCONJ
easat-4308	280	28	mlpregressor	mlpregressor	NOUN
easat-4308	280	29	.	.	PUNCT
easat-4308	281	1	linear	linear	PROPN
easat-4308	281	2	regression	regression	NOUN
easat-4308	281	3	was	be	AUX
easat-4308	281	4	initially	initially	ADV
easat-4308	281	5	considered	consider	VERB
easat-4308	281	6	due	due	ADP
easat-4308	281	7	to	to	ADP
easat-4308	281	8	its	its	PRON
easat-4308	281	9	simplicity	simplicity	NOUN
easat-4308	281	10	and	and	CCONJ
easat-4308	281	11	widespread	widespread	ADJ
easat-4308	281	12	use	use	NOUN
easat-4308	281	13	in	in	ADP
easat-4308	281	14	demand	demand	NOUN
easat-4308	281	15	forecasting	forecasting	NOUN
easat-4308	281	16	applications	application	NOUN
easat-4308	281	17	.	.	PUNCT
easat-4308	282	1	it	it	PRON
easat-4308	282	2	is	be	AUX
easat-4308	282	3	a	a	DET
easat-4308	282	4	widely	widely	ADV
easat-4308	282	5	accepted	accept	VERB
easat-4308	282	6	method	method	NOUN
easat-4308	282	7	that	that	PRON
easat-4308	282	8	can	can	AUX
easat-4308	282	9	effectively	effectively	ADV
easat-4308	282	10	predict	predict	VERB
easat-4308	282	11	continuous	continuous	ADJ
easat-4308	282	12	data	datum	NOUN
easat-4308	282	13	,	,	PUNCT
easat-4308	282	14	making	make	VERB
easat-4308	282	15	it	it	PRON
easat-4308	282	16	an	an	DET
easat-4308	282	17	excellent	excellent	ADJ
easat-4308	282	18	choice	choice	NOUN
easat-4308	282	19	for	for	ADP
easat-4308	282	20	this	this	DET
easat-4308	282	21	problem	problem	NOUN
easat-4308	282	22	.	.	PUNCT
easat-4308	283	1	however	however	ADV
easat-4308	283	2	,	,	PUNCT
easat-4308	283	3	we	we	PRON
easat-4308	283	4	recognized	recognize	VERB
easat-4308	283	5	the	the	DET
easat-4308	283	6	limitations	limitation	NOUN
easat-4308	283	7	of	of	ADP
easat-4308	283	8	linear	linear	PROPN
easat-4308	283	9	regression	regression	NOUN
easat-4308	283	10	,	,	PUNCT
easat-4308	283	11	particularly	particularly	ADV
easat-4308	283	12	when	when	SCONJ
easat-4308	283	13	dealing	deal	VERB
easat-4308	283	14	with	with	ADP
easat-4308	283	15	non	non	ADJ
easat-4308	283	16	-	-	ADJ
easat-4308	283	17	linear	linear	ADJ
easat-4308	283	18	relationships	relationship	NOUN
easat-4308	283	19	within	within	ADP
easat-4308	283	20	the	the	DET
easat-4308	283	21	dataset	dataset	NOUN
easat-4308	283	22	,	,	PUNCT
easat-4308	283	23	which	which	PRON
easat-4308	283	24	may	may	AUX
easat-4308	283	25	not	not	PART
easat-4308	283	26	accurately	accurately	ADV
easat-4308	283	27	capture	capture	VERB
easat-4308	283	28	the	the	DET
easat-4308	283	29	underlying	underlie	VERB
easat-4308	283	30	patterns	pattern	NOUN
easat-4308	283	31	driving	drive	VERB
easat-4308	283	32	customer	customer	NOUN
easat-4308	283	33	behavior	behavior	NOUN
easat-4308	283	34	.	.	PUNCT
easat-4308	284	1	in	in	ADP
easat-4308	284	2	contrast	contrast	NOUN
easat-4308	284	3	,	,	PUNCT
easat-4308	284	4	elasticnet	elasticnet	NOUN
easat-4308	284	5	introduced	introduce	VERB
easat-4308	284	6	a	a	DET
easat-4308	284	7	penalty	penalty	NOUN
easat-4308	284	8	term	term	NOUN
easat-4308	284	9	to	to	ADP
easat-4308	284	10	the	the	DET
easat-4308	284	11	loss	loss	NOUN
easat-4308	284	12	function	function	NOUN
easat-4308	284	13	,	,	PUNCT
easat-4308	284	14	which	which	PRON
easat-4308	284	15	enabled	enable	VERB
easat-4308	284	16	it	it	PRON
easat-4308	284	17	to	to	PART
easat-4308	284	18	simultaneously	simultaneously	ADV
easat-4308	284	19	reduce	reduce	VERB
easat-4308	284	20	overfitting	overfitting	NOUN
easat-4308	284	21	and	and	CCONJ
easat-4308	284	22	improve	improve	VERB
easat-4308	284	23	generalization	generalization	NOUN
easat-4308	284	24	performance	performance	NOUN
easat-4308	284	25	.	.	PUNCT
easat-4308	285	1	this	this	DET
easat-4308	285	2	feature	feature	NOUN
easat-4308	285	3	selection	selection	NOUN
easat-4308	285	4	approach	approach	NOUN
easat-4308	285	5	facilitated	facilitate	VERB
easat-4308	285	6	the	the	DET
easat-4308	285	7	identification	identification	NOUN
easat-4308	285	8	of	of	ADP
easat-4308	285	9	relevant	relevant	ADJ
easat-4308	285	10	features	feature	NOUN
easat-4308	285	11	while	while	SCONJ
easat-4308	285	12	minimizing	minimize	VERB
easat-4308	285	13	the	the	DET
easat-4308	285	14	risk	risk	NOUN
easat-4308	285	15	of	of	ADP
easat-4308	285	16	over	over	ADP
easat-4308	285	17	-	-	PUNCT
easat-4308	285	18	optimism	optimism	NOUN
easat-4308	285	19	.	.	PUNCT
easat-4308	286	1	despite	despite	SCONJ
easat-4308	286	2	some	some	DET
easat-4308	286	3	initial	initial	ADJ
easat-4308	286	4	concerns	concern	NOUN
easat-4308	286	5	about	about	ADP
easat-4308	286	6	its	its	PRON
easat-4308	286	7	suitability	suitability	NOUN
easat-4308	286	8	for	for	ADP
easat-4308	286	9	demand	demand	NOUN
easat-4308	286	10	forecasting	forecasting	NOUN
easat-4308	286	11	,	,	PUNCT
easat-4308	286	12	elastic	elastic	ADJ
easat-4308	286	13	net	net	NOUN
easat-4308	286	14	proved	prove	VERB
easat-4308	286	15	effective	effective	ADJ
easat-4308	286	16	in	in	ADP
easat-4308	286	17	reducing	reduce	VERB
easat-4308	286	18	noise	noise	NOUN
easat-4308	286	19	and	and	CCONJ
easat-4308	286	20	improving	improve	VERB
easat-4308	286	21	model	model	NOUN
easat-4308	286	22	interpretability	interpretability	NOUN
easat-4308	286	23	.	.	PUNCT
easat-4308	287	1	xgb	xgb	PROPN
easat-4308	287	2	regressor	regressor	PROPN
easat-4308	287	3	,	,	PUNCT
easat-4308	287	4	a	a	DET
easat-4308	287	5	variant	variant	NOUN
easat-4308	287	6	of	of	ADP
easat-4308	287	7	gradient	gradient	ADJ
easat-4308	287	8	boosting	boost	VERB
easat-4308	287	9	regressors	regressor	NOUN
easat-4308	287	10	,	,	PUNCT
easat-4308	287	11	was	be	AUX
easat-4308	287	12	selected	select	VERB
easat-4308	287	13	due	due	ADP
easat-4308	287	14	to	to	ADP
easat-4308	287	15	its	its	PRON
easat-4308	287	16	ability	ability	NOUN
easat-4308	287	17	to	to	PART
easat-4308	287	18	handle	handle	VERB
easat-4308	287	19	large	large	ADJ
easat-4308	287	20	datasets	dataset	NOUN
easat-4308	287	21	and	and	CCONJ
easat-4308	287	22	non	non	ADJ
easat-4308	287	23	-	-	ADJ
easat-4308	287	24	linear	linear	ADJ
easat-4308	287	25	relationships	relationship	NOUN
easat-4308	287	26	.	.	PUNCT
easat-4308	288	1	its	its	PRON
easat-4308	288	2	strong	strong	ADJ
easat-4308	288	3	predictive	predictive	ADJ
easat-4308	288	4	performance	performance	NOUN
easat-4308	288	5	and	and	CCONJ
easat-4308	288	6	robust	robust	ADJ
easat-4308	288	7	handling	handling	NOUN
easat-4308	288	8	of	of	ADP
easat-4308	288	9	outliers	outlier	NOUN
easat-4308	288	10	made	make	VERB
easat-4308	288	11	it	it	PRON
easat-4308	288	12	an	an	DET
easat-4308	288	13	attractive	attractive	ADJ
easat-4308	288	14	option	option	NOUN
easat-4308	288	15	for	for	ADP
easat-4308	288	16	this	this	DET
easat-4308	288	17	problem	problem	NOUN
easat-4308	288	18	.	.	PUNCT
easat-4308	289	1	xgb	xgb	PROPN
easat-4308	289	2	regressor	regressor	NOUN
easat-4308	289	3	demonstrated	demonstrate	VERB
easat-4308	289	4	excellent	excellent	ADJ
easat-4308	289	5	results	result	NOUN
easat-4308	289	6	in	in	ADP
easat-4308	289	7	our	our	PRON
easat-4308	289	8	experiments	experiment	NOUN
easat-4308	289	9	,	,	PUNCT
easat-4308	289	10	outperforming	outperform	VERB
easat-4308	289	11	other	other	ADJ
easat-4308	289	12	models	model	NOUN
easat-4308	289	13	in	in	ADP
easat-4308	289	14	terms	term	NOUN
easat-4308	289	15	of	of	ADP
easat-4308	289	16	accuracy	accuracy	NOUN
easat-4308	289	17	and	and	CCONJ
easat-4308	289	18	mean	mean	VERB
easat-4308	289	19	squared	square	VERB
easat-4308	289	20	error	error	NOUN
easat-4308	289	21	.	.	PUNCT
easat-4308	290	1	random	random	ADJ
easat-4308	290	2	forest	forest	NOUN
easat-4308	290	3	regressor	regressor	NOUN
easat-4308	290	4	,	,	PUNCT
easat-4308	290	5	a	a	DET
easat-4308	290	6	popular	popular	ADJ
easat-4308	290	7	ensemble	ensemble	ADJ
easat-4308	290	8	learning	learning	NOUN
easat-4308	290	9	method	method	NOUN
easat-4308	290	10	,	,	PUNCT
easat-4308	290	11	was	be	AUX
easat-4308	290	12	chosen	choose	VERB
easat-4308	290	13	due	due	ADP
easat-4308	290	14	to	to	ADP
easat-4308	290	15	its	its	PRON
easat-4308	290	16	capacity	capacity	NOUN
easat-4308	290	17	to	to	PART
easat-4308	290	18	capture	capture	VERB
easat-4308	290	19	complex	complex	ADJ
easat-4308	290	20	interactions	interaction	NOUN
easat-4308	290	21	between	between	ADP
easat-4308	290	22	features	feature	NOUN
easat-4308	290	23	and	and	CCONJ
easat-4308	290	24	non	non	ADJ
easat-4308	290	25	-	-	ADJ
easat-4308	290	26	linear	linear	ADJ
easat-4308	290	27	relationships	relationship	NOUN
easat-4308	290	28	within	within	ADP
easat-4308	290	29	the	the	DET
easat-4308	290	30	dataset	dataset	NOUN
easat-4308	290	31	.	.	PUNCT
easat-4308	291	1	its	its	PRON
easat-4308	291	2	ability	ability	NOUN
easat-4308	291	3	to	to	PART
easat-4308	291	4	handle	handle	VERB
easat-4308	291	5	high	high	ADJ
easat-4308	291	6	-	-	PUNCT
easat-4308	291	7	dimensional	dimensional	ADJ
easat-4308	291	8	data	datum	NOUN
easat-4308	291	9	and	and	CCONJ
easat-4308	291	10	multiple	multiple	ADJ
easat-4308	291	11	feature	feature	NOUN
easat-4308	291	12	types	type	NOUN
easat-4308	291	13	made	make	VERB
easat-4308	291	14	it	it	PRON
easat-4308	291	15	an	an	DET
easat-4308	291	16	ideal	ideal	ADJ
easat-4308	291	17	choice	choice	NOUN
easat-4308	291	18	for	for	ADP
easat-4308	291	19	demand	demand	NOUN
easat-4308	291	20	forecasting	forecasting	NOUN
easat-4308	291	21	.	.	PUNCT
easat-4308	292	1	we	we	PRON
easat-4308	292	2	observed	observe	VERB
easat-4308	292	3	that	that	SCONJ
easat-4308	292	4	random	random	ADJ
easat-4308	292	5	forest	forest	NOUN
easat-4308	292	6	regressor	regressor	NOUN
easat-4308	292	7	was	be	AUX
easat-4308	292	8	particularly	particularly	ADV
easat-4308	292	9	effective	effective	ADJ
easat-4308	292	10	in	in	ADP
easat-4308	292	11	identifying	identify	VERB
easat-4308	292	12	key	key	ADJ
easat-4308	292	13	patterns	pattern	NOUN
easat-4308	292	14	and	and	CCONJ
easat-4308	292	15	relationships	relationship	NOUN
easat-4308	292	16	that	that	PRON
easat-4308	292	17	contributed	contribute	VERB
easat-4308	292	18	to	to	ADP
easat-4308	292	19	customer	customer	NOUN
easat-4308	292	20	purchasing	purchasing	NOUN
easat-4308	292	21	behavior	behavior	NOUN
easat-4308	292	22	.	.	PUNCT
easat-4308	293	1	finally	finally	ADV
easat-4308	293	2	,	,	PUNCT
easat-4308	293	3	mlp	mlp	PROPN
easat-4308	293	4	regressor	regressor	NOUN
easat-4308	293	5	(	(	PUNCT
easat-4308	293	6	multilayer	multilayer	PROPN
easat-4308	293	7	perceptron	perceptron	PROPN
easat-4308	293	8	regressor	regressor	PROPN
easat-4308	293	9	)	)	PUNCT
easat-4308	293	10	was	be	AUX
easat-4308	293	11	selected	select	VERB
easat-4308	293	12	as	as	ADP
easat-4308	293	13	a	a	DET
easat-4308	293	14	more	more	ADV
easat-4308	293	15	complex	complex	ADJ
easat-4308	293	16	alternative	alternative	NOUN
easat-4308	293	17	due	due	ADP
easat-4308	293	18	to	to	ADP
easat-4308	293	19	its	its	PRON
easat-4308	293	20	ability	ability	NOUN
easat-4308	293	21	to	to	PART
easat-4308	293	22	learn	learn	VERB
easat-4308	293	23	non	non	ADJ
easat-4308	293	24	-	-	ADJ
easat-4308	293	25	linear	linear	ADJ
easat-4308	293	26	relationships	relationship	NOUN
easat-4308	293	27	between	between	ADP
easat-4308	293	28	features	feature	NOUN
easat-4308	293	29	and	and	CCONJ
easat-4308	293	30	target	target	NOUN
easat-4308	293	31	variables	variable	NOUN
easat-4308	293	32	.	.	PUNCT
easat-4308	294	1	its	its	PRON
easat-4308	294	2	use	use	NOUN
easat-4308	294	3	of	of	ADP
easat-4308	294	4	multiple	multiple	ADJ
easat-4308	294	5	hidden	hide	VERB
easat-4308	294	6	layers	layer	NOUN
easat-4308	294	7	and	and	CCONJ
easat-4308	294	8	feedback	feedback	NOUN
easat-4308	294	9	connections	connection	NOUN
easat-4308	294	10	enabled	enable	VERB
easat-4308	294	11	it	it	PRON
easat-4308	294	12	to	to	PART
easat-4308	294	13	capture	capture	VERB
easat-4308	294	14	subtle	subtle	ADJ
easat-4308	294	15	patterns	pattern	NOUN
easat-4308	294	16	and	and	CCONJ
easat-4308	294	17	interactions	interaction	NOUN
easat-4308	294	18	within	within	ADP
easat-4308	294	19	the	the	DET
easat-4308	294	20	dataset	dataset	NOUN
easat-4308	294	21	,	,	PUNCT
easat-4308	294	22	which	which	PRON
easat-4308	294	23	were	be	AUX
easat-4308	294	24	found	find	VERB
easat-4308	294	25	to	to	PART
easat-4308	294	26	be	be	AUX
easat-4308	294	27	crucial	crucial	ADJ
easat-4308	294	28	in	in	ADP
easat-4308	294	29	predicting	predict	VERB
easat-4308	294	30	demand	demand	NOUN
easat-4308	294	31	.	.	PUNCT
easat-4308	295	1	after	after	ADP
easat-4308	295	2	thoroughly	thoroughly	ADV
easat-4308	295	3	evaluating	evaluate	VERB
easat-4308	295	4	each	each	DET
easat-4308	295	5	model	model	NOUN
easat-4308	295	6	's	's	PART
easat-4308	295	7	strengths	strength	NOUN
easat-4308	295	8	and	and	CCONJ
easat-4308	295	9	weaknesses	weakness	NOUN
easat-4308	295	10	,	,	PUNCT
easat-4308	295	11	we	we	PRON
easat-4308	295	12	conducted	conduct	VERB
easat-4308	295	13	extensive	extensive	ADJ
easat-4308	295	14	experimentation	experimentation	NOUN
easat-4308	295	15	to	to	PART
easat-4308	295	16	determine	determine	VERB
easat-4308	295	17	their	their	PRON
easat-4308	295	18	performance	performance	NOUN
easat-4308	295	19	on	on	ADP
easat-4308	295	20	our	our	PRON
easat-4308	295	21	specific	specific	ADJ
easat-4308	295	22	dataset	dataset	NOUN
easat-4308	295	23	.	.	PUNCT
easat-4308	296	1	our	our	PRON
easat-4308	296	2	results	result	NOUN
easat-4308	296	3	demonstrated	demonstrate	VERB
easat-4308	296	4	that	that	SCONJ
easat-4308	296	5	all	all	DET
easat-4308	296	6	five	five	NUM
easat-4308	296	7	models	model	NOUN
easat-4308	296	8	exhibited	exhibit	VERB
easat-4308	296	9	excellent	excellent	ADJ
easat-4308	296	10	predictive	predictive	ADJ
easat-4308	296	11	power	power	NOUN
easat-4308	296	12	,	,	PUNCT
easat-4308	296	13	outperforming	outperform	VERB
easat-4308	296	14	other	other	ADJ
easat-4308	296	15	approaches	approach	NOUN
easat-4308	296	16	in	in	ADP
easat-4308	296	17	terms	term	NOUN
easat-4308	296	18	of	of	ADP
easat-4308	296	19	accuracy	accuracy	NOUN
easat-4308	296	20	and	and	CCONJ
easat-4308	296	21	mean	mean	VERB
easat-4308	296	22	squared	square	VERB
easat-4308	296	23	error	error	NOUN
easat-4308	296	24	.	.	PUNCT
easat-4308	297	1	by	by	ADP
easat-4308	297	2	selecting	select	VERB
easat-4308	297	3	the	the	DET
easat-4308	297	4	most	most	ADV
easat-4308	297	5	suitable	suitable	ADJ
easat-4308	297	6	model	model	NOUN
easat-4308	297	7	for	for	ADP
easat-4308	297	8	each	each	DET
easat-4308	297	9	stage	stage	NOUN
easat-4308	297	10	of	of	ADP
easat-4308	297	11	the	the	DET
easat-4308	297	12	demand	demand	NOUN
easat-4308	297	13	forecasting	forecasting	NOUN
easat-4308	297	14	process	process	NOUN
easat-4308	297	15	,	,	PUNCT
easat-4308	297	16	we	we	PRON
easat-4308	297	17	ensured	ensure	VERB
easat-4308	297	18	a	a	DET
easat-4308	297	19	comprehensive	comprehensive	ADJ
easat-4308	297	20	approach	approach	NOUN
easat-4308	297	21	to	to	ADP
easat-4308	297	22	building	build	VERB
easat-4308	297	23	robust	robust	ADJ
easat-4308	297	24	demand	demand	NOUN
easat-4308	297	25	prediction	prediction	NOUN
easat-4308	297	26	models	model	NOUN
easat-4308	297	27	.	.	PUNCT
easat-4308	298	1	4.3	4.3	NUM
easat-4308	298	2	.	.	PUNCT
easat-4308	298	3	model	model	PROPN
easat-4308	298	4	development	development	NOUN
easat-4308	298	5	and	and	CCONJ
easat-4308	298	6	evaluation	evaluation	NOUN
easat-4308	298	7	the	the	DET
easat-4308	298	8	development	development	NOUN
easat-4308	298	9	and	and	CCONJ
easat-4308	298	10	evaluation	evaluation	NOUN
easat-4308	298	11	phase	phase	NOUN
easat-4308	298	12	of	of	ADP
easat-4308	298	13	this	this	DET
easat-4308	298	14	research	research	NOUN
easat-4308	298	15	involved	involve	VERB
easat-4308	298	16	deploying	deploy	VERB
easat-4308	298	17	trained	train	VERB
easat-4308	298	18	machine	machine	NOUN
easat-4308	298	19	-	-	PUNCT
easat-4308	298	20	learning	learn	VERB
easat-4308	298	21	models	model	NOUN
easat-4308	298	22	to	to	PART
easat-4308	298	23	predict	predict	VERB
easat-4308	298	24	target	target	NOUN
easat-4308	298	25	sales	sale	NOUN
easat-4308	298	26	,	,	PUNCT
easat-4308	298	27	while	while	SCONJ
easat-4308	298	28	also	also	ADV
easat-4308	298	29	ensuring	ensure	VERB
easat-4308	298	30	the	the	DET
easat-4308	298	31	accuracy	accuracy	NOUN
easat-4308	298	32	of	of	ADP
easat-4308	298	33	these	these	DET
easat-4308	298	34	predictions	prediction	NOUN
easat-4308	298	35	through	through	ADP
easat-4308	298	36	a	a	DET
easat-4308	298	37	rigorous	rigorous	ADJ
easat-4308	298	38	testing	testing	NOUN
easat-4308	298	39	process	process	NOUN
easat-4308	298	40	.	.	PUNCT
easat-4308	299	1	to	to	PART
easat-4308	299	2	achieve	achieve	VERB
easat-4308	299	3	this	this	DET
easat-4308	299	4	goal	goal	NOUN
easat-4308	299	5	,	,	PUNCT
easat-4308	299	6	we	we	PRON
easat-4308	299	7	utilized	utilize	VERB
easat-4308	299	8	a	a	DET
easat-4308	299	9	robust	robust	ADJ
easat-4308	299	10	approach	approach	NOUN
easat-4308	299	11	that	that	SCONJ
easat-4308	299	12	leveraged	leveraged	ADJ
easat-4308	299	13	data	datum	NOUN
easat-4308	299	14	from	from	ADP
easat-4308	299	15	both	both	DET
easat-4308	299	16	1061	1061	NUM
easat-4308	299	17	edelweiss	edelweiss	PROPN
easat-4308	299	18	applied	apply	VERB
easat-4308	299	19	science	science	NOUN
easat-4308	299	20	and	and	CCONJ
easat-4308	299	21	technology	technology	NOUN
easat-4308	299	22	issn	issn	PROPN
easat-4308	299	23	:	:	PUNCT
easat-4308	299	24	2576	2576	NUM
easat-4308	299	25	-	-	SYM
easat-4308	299	26	8484	8484	NUM
easat-4308	299	27	vol	vol	NOUN
easat-4308	299	28	.	.	PROPN
easat-4308	300	1	9	9	NUM
easat-4308	300	2	,	,	PUNCT
easat-4308	300	3	no	no	INTJ
easat-4308	300	4	.	.	NOUN
easat-4308	300	5	1	1	NUM
easat-4308	300	6	:	:	PUNCT
easat-4308	300	7	1045	1045	NUM
easat-4308	300	8	-	-	SYM
easat-4308	300	9	1068	1068	NUM
easat-4308	300	10	,	,	PUNCT
easat-4308	300	11	2025	2025	NUM
easat-4308	300	12	doi	doi	NOUN
easat-4308	300	13	:	:	PUNCT
easat-4308	300	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	300	15	©	©	PROPN
easat-4308	300	16	2025	2025	NUM
easat-4308	300	17	by	by	ADP
easat-4308	300	18	the	the	DET
easat-4308	300	19	authors	author	NOUN
easat-4308	300	20	;	;	PUNCT
easat-4308	300	21	licensee	licensee	PROPN
easat-4308	300	22	learning	learn	VERB
easat-4308	300	23	gate	gate	NOUN
easat-4308	300	24	training	training	NOUN
easat-4308	300	25	and	and	CCONJ
easat-4308	300	26	testing	testing	NOUN
easat-4308	300	27	datasets	dataset	NOUN
easat-4308	300	28	,	,	PUNCT
easat-4308	300	29	thereby	thereby	ADV
easat-4308	300	30	enhancing	enhance	VERB
easat-4308	300	31	the	the	DET
easat-4308	300	32	reliability	reliability	NOUN
easat-4308	300	33	and	and	CCONJ
easat-4308	300	34	generalizability	generalizability	NOUN
easat-4308	300	35	of	of	ADP
easat-4308	300	36	our	our	PRON
easat-4308	300	37	findings	finding	NOUN
easat-4308	300	38	.	.	PUNCT
easat-4308	301	1	by	by	ADP
easat-4308	301	2	retaining	retain	VERB
easat-4308	301	3	95	95	NUM
easat-4308	301	4	%	%	NOUN
easat-4308	301	5	of	of	ADP
easat-4308	301	6	the	the	DET
easat-4308	301	7	variance	variance	NOUN
easat-4308	301	8	of	of	ADP
easat-4308	301	9	the	the	DET
easat-4308	301	10	entire	entire	ADJ
easat-4308	301	11	dataset	dataset	NOUN
easat-4308	301	12	using	use	VERB
easat-4308	301	13	principal	principal	ADJ
easat-4308	301	14	component	component	NOUN
easat-4308	301	15	analysis	analysis	NOUN
easat-4308	301	16	(	(	PUNCT
easat-4308	301	17	pca	pca	NOUN
easat-4308	301	18	)	)	PUNCT
easat-4308	301	19	,	,	PUNCT
easat-4308	301	20	we	we	PRON
easat-4308	301	21	successfully	successfully	ADV
easat-4308	301	22	reduced	reduce	VERB
easat-4308	301	23	the	the	DET
easat-4308	301	24	dimensionality	dimensionality	NOUN
easat-4308	301	25	of	of	ADP
easat-4308	301	26	the	the	DET
easat-4308	301	27	data	datum	NOUN
easat-4308	301	28	while	while	SCONJ
easat-4308	301	29	maintaining	maintain	VERB
easat-4308	301	30	its	its	PRON
easat-4308	301	31	complexity	complexity	NOUN
easat-4308	301	32	.	.	PUNCT
easat-4308	302	1	this	this	DET
easat-4308	302	2	critical	critical	ADJ
easat-4308	302	3	step	step	NOUN
easat-4308	302	4	was	be	AUX
easat-4308	302	5	instrumental	instrumental	ADJ
easat-4308	302	6	in	in	ADP
easat-4308	302	7	preserving	preserve	VERB
easat-4308	302	8	the	the	DET
easat-4308	302	9	relationships	relationship	NOUN
easat-4308	302	10	and	and	CCONJ
easat-4308	302	11	patterns	pattern	NOUN
easat-4308	302	12	inherent	inherent	ADJ
easat-4308	302	13	within	within	ADP
easat-4308	302	14	the	the	DET
easat-4308	302	15	dataset	dataset	NOUN
easat-4308	302	16	,	,	PUNCT
easat-4308	302	17	allowing	allow	VERB
easat-4308	302	18	us	we	PRON
easat-4308	302	19	to	to	PART
easat-4308	302	20	extract	extract	VERB
easat-4308	302	21	meaningful	meaningful	ADJ
easat-4308	302	22	insights	insight	NOUN
easat-4308	302	23	from	from	ADP
easat-4308	302	24	the	the	DET
easat-4308	302	25	raw	raw	ADJ
easat-4308	302	26	data	datum	NOUN
easat-4308	302	27	.	.	PUNCT
easat-4308	303	1	as	as	ADP
easat-4308	303	2	a	a	DET
easat-4308	303	3	result	result	NOUN
easat-4308	303	4	,	,	PUNCT
easat-4308	303	5	our	our	PRON
easat-4308	303	6	models	model	NOUN
easat-4308	303	7	demonstrated	demonstrate	VERB
easat-4308	303	8	a	a	DET
easat-4308	303	9	remarkable	remarkable	ADJ
easat-4308	303	10	capacity	capacity	NOUN
easat-4308	303	11	for	for	ADP
easat-4308	303	12	handling	handle	VERB
easat-4308	303	13	non	non	ADJ
easat-4308	303	14	-	-	ADJ
easat-4308	303	15	linear	linear	ADJ
easat-4308	303	16	interactions	interaction	NOUN
easat-4308	303	17	and	and	CCONJ
easat-4308	303	18	capturing	capture	VERB
easat-4308	303	19	subtle	subtle	ADJ
easat-4308	303	20	nuances	nuance	NOUN
easat-4308	303	21	in	in	ADP
easat-4308	303	22	customer	customer	NOUN
easat-4308	303	23	behavior	behavior	NOUN
easat-4308	303	24	.	.	PUNCT
easat-4308	304	1	the	the	DET
easat-4308	304	2	choice	choice	NOUN
easat-4308	304	3	of	of	ADP
easat-4308	304	4	evaluation	evaluation	NOUN
easat-4308	304	5	metrics	metric	NOUN
easat-4308	304	6	–	–	PUNCT
easat-4308	304	7	root	root	NOUN
easat-4308	304	8	mean	mean	VERB
easat-4308	304	9	squared	square	VERB
easat-4308	304	10	error	error	NOUN
easat-4308	304	11	(	(	PUNCT
easat-4308	304	12	rmse	rmse	NOUN
easat-4308	304	13	)	)	PUNCT
easat-4308	304	14	,	,	PUNCT
easat-4308	304	15	mean	mean	VERB
easat-4308	304	16	absolute	absolute	ADJ
easat-4308	304	17	error	error	NOUN
easat-4308	304	18	(	(	PUNCT
easat-4308	304	19	mae	mae	PROPN
easat-4308	304	20	)	)	PUNCT
easat-4308	304	21	,	,	PUNCT
easat-4308	304	22	and	and	CCONJ
easat-4308	304	23	r	r	X
easat-4308	304	24	-	-	PUNCT
easat-4308	304	25	squared	squared	ADJ
easat-4308	304	26	–	–	PUNCT
easat-4308	304	27	was	be	AUX
easat-4308	304	28	deliberate	deliberate	ADJ
easat-4308	304	29	,	,	PUNCT
easat-4308	304	30	as	as	SCONJ
easat-4308	304	31	these	these	DET
easat-4308	304	32	metrics	metric	NOUN
easat-4308	304	33	enabled	enable	VERB
easat-4308	304	34	us	we	PRON
easat-4308	304	35	to	to	PART
easat-4308	304	36	assess	assess	VERB
easat-4308	304	37	the	the	DET
easat-4308	304	38	performance	performance	NOUN
easat-4308	304	39	of	of	ADP
easat-4308	304	40	our	our	PRON
easat-4308	304	41	predictive	predictive	ADJ
easat-4308	304	42	models	model	NOUN
easat-4308	304	43	with	with	ADP
easat-4308	304	44	a	a	DET
easat-4308	304	45	nuanced	nuanced	ADJ
easat-4308	304	46	understanding	understanding	NOUN
easat-4308	304	47	.	.	PUNCT
easat-4308	305	1	rmse	rmse	PROPN
easat-4308	305	2	,	,	PUNCT
easat-4308	305	3	a	a	DET
easat-4308	305	4	commonly	commonly	ADV
easat-4308	305	5	used	use	VERB
easat-4308	305	6	metric	metric	NOUN
easat-4308	305	7	for	for	ADP
easat-4308	305	8	evaluating	evaluate	VERB
easat-4308	305	9	regression	regression	NOUN
easat-4308	305	10	models	model	NOUN
easat-4308	305	11	,	,	PUNCT
easat-4308	305	12	provided	provide	VERB
easat-4308	305	13	insight	insight	NOUN
easat-4308	305	14	into	into	ADP
easat-4308	305	15	the	the	DET
easat-4308	305	16	magnitude	magnitude	NOUN
easat-4308	305	17	of	of	ADP
easat-4308	305	18	errors	error	NOUN
easat-4308	305	19	between	between	ADP
easat-4308	305	20	predicted	predict	VERB
easat-4308	305	21	and	and	CCONJ
easat-4308	305	22	actual	actual	ADJ
easat-4308	305	23	values	value	NOUN
easat-4308	305	24	.	.	PUNCT
easat-4308	306	1	mae	mae	PROPN
easat-4308	306	2	offered	offer	VERB
easat-4308	306	3	an	an	DET
easat-4308	306	4	alternative	alternative	ADJ
easat-4308	306	5	perspective	perspective	NOUN
easat-4308	306	6	by	by	ADP
easat-4308	306	7	focusing	focus	VERB
easat-4308	306	8	on	on	ADP
easat-4308	306	9	the	the	DET
easat-4308	306	10	average	average	ADJ
easat-4308	306	11	absolute	absolute	ADJ
easat-4308	306	12	differences	difference	NOUN
easat-4308	306	13	between	between	ADP
easat-4308	306	14	predicted	predict	VERB
easat-4308	306	15	and	and	CCONJ
easat-4308	306	16	actual	actual	ADJ
easat-4308	306	17	values	value	NOUN
easat-4308	306	18	,	,	PUNCT
easat-4308	306	19	allowing	allow	VERB
easat-4308	306	20	us	we	PRON
easat-4308	306	21	to	to	PART
easat-4308	306	22	evaluate	evaluate	VERB
easat-4308	306	23	model	model	NOUN
easat-4308	306	24	performance	performance	NOUN
easat-4308	306	25	from	from	ADP
easat-4308	306	26	multiple	multiple	ADJ
easat-4308	306	27	angles	angle	NOUN
easat-4308	306	28	.	.	PUNCT
easat-4308	307	1	finally	finally	ADV
easat-4308	307	2	,	,	PUNCT
easat-4308	307	3	rsquared	rsquare	VERB
easat-4308	307	4	(	(	PUNCT
easat-4308	307	5	r²	r²	PROPN
easat-4308	307	6	)	)	PUNCT
easat-4308	307	7	,	,	PUNCT
easat-4308	307	8	a	a	DET
easat-4308	307	9	measure	measure	NOUN
easat-4308	307	10	of	of	ADP
easat-4308	307	11	goodness	goodness	NOUN
easat-4308	307	12	-	-	PUNCT
easat-4308	307	13	of	of	ADP
easat-4308	307	14	-	-	PUNCT
easat-4308	307	15	fit	fit	NOUN
easat-4308	307	16	,	,	PUNCT
easat-4308	307	17	served	serve	VERB
easat-4308	307	18	as	as	ADP
easat-4308	307	19	a	a	DET
easat-4308	307	20	robust	robust	ADJ
easat-4308	307	21	indicator	indicator	NOUN
easat-4308	307	22	of	of	ADP
easat-4308	307	23	model	model	NOUN
easat-4308	307	24	fit	fit	PROPN
easat-4308	307	25	,	,	PUNCT
easat-4308	307	26	enabling	enable	VERB
easat-4308	307	27	us	we	PRON
easat-4308	307	28	to	to	PART
easat-4308	307	29	determine	determine	VERB
easat-4308	307	30	whether	whether	SCONJ
easat-4308	307	31	our	our	PRON
easat-4308	307	32	models	model	NOUN
easat-4308	307	33	accurately	accurately	ADV
easat-4308	307	34	captured	capture	VERB
easat-4308	307	35	underlying	underlie	VERB
easat-4308	307	36	relationships	relationship	NOUN
easat-4308	307	37	within	within	ADP
easat-4308	307	38	the	the	DET
easat-4308	307	39	dataset	dataset	NOUN
easat-4308	307	40	.	.	PUNCT
easat-4308	308	1	to	to	PART
easat-4308	308	2	further	far	ADV
easat-4308	308	3	enhance	enhance	VERB
easat-4308	308	4	the	the	DET
easat-4308	308	5	evaluation	evaluation	NOUN
easat-4308	308	6	process	process	NOUN
easat-4308	308	7	,	,	PUNCT
easat-4308	308	8	we	we	PRON
easat-4308	308	9	employed	employ	VERB
easat-4308	308	10	techniques	technique	NOUN
easat-4308	308	11	such	such	ADJ
easat-4308	308	12	as	as	ADP
easat-4308	308	13	cross	cross	ADJ
easat-4308	308	14	-	-	ADJ
easat-4308	308	15	validation	validation	ADJ
easat-4308	308	16	and	and	CCONJ
easat-4308	308	17	grid	grid	NOUN
easat-4308	308	18	search	search	NOUN
easat-4308	308	19	optimization	optimization	NOUN
easat-4308	308	20	.	.	PUNCT
easat-4308	309	1	cross	cross	ADJ
easat-4308	309	2	-	-	ADJ
easat-4308	309	3	validation	validation	NOUN
easat-4308	309	4	allowed	allow	VERB
easat-4308	309	5	us	we	PRON
easat-4308	309	6	to	to	PART
easat-4308	309	7	assess	assess	VERB
easat-4308	309	8	the	the	DET
easat-4308	309	9	robustness	robustness	NOUN
easat-4308	309	10	of	of	ADP
easat-4308	309	11	our	our	PRON
easat-4308	309	12	models	model	NOUN
easat-4308	309	13	by	by	ADP
easat-4308	309	14	training	training	NOUN
easat-4308	309	15	and	and	CCONJ
easat-4308	309	16	testing	test	VERB
easat-4308	309	17	them	they	PRON
easat-4308	309	18	on	on	ADP
easat-4308	309	19	separate	separate	ADJ
easat-4308	309	20	subsets	subset	NOUN
easat-4308	309	21	of	of	ADP
easat-4308	309	22	data	datum	NOUN
easat-4308	309	23	,	,	PUNCT
easat-4308	309	24	thereby	thereby	ADV
easat-4308	309	25	reducing	reduce	VERB
easat-4308	309	26	the	the	DET
easat-4308	309	27	impact	impact	NOUN
easat-4308	309	28	of	of	ADP
easat-4308	309	29	overfitting	overfitte	VERB
easat-4308	309	30	.	.	PUNCT
easat-4308	310	1	grid	grid	NOUN
easat-4308	310	2	search	search	NOUN
easat-4308	310	3	optimization	optimization	NOUN
easat-4308	310	4	enabled	enable	VERB
easat-4308	310	5	us	we	PRON
easat-4308	310	6	to	to	PART
easat-4308	310	7	identify	identify	VERB
easat-4308	310	8	optimal	optimal	ADJ
easat-4308	310	9	hyperparameters	hyperparameter	NOUN
easat-4308	310	10	for	for	ADP
easat-4308	310	11	each	each	DET
easat-4308	310	12	model	model	NOUN
easat-4308	310	13	,	,	PUNCT
easat-4308	310	14	ensuring	ensure	VERB
easat-4308	310	15	that	that	SCONJ
easat-4308	310	16	they	they	PRON
easat-4308	310	17	were	be	AUX
easat-4308	310	18	tailored	tailor	VERB
easat-4308	310	19	to	to	PART
easat-4308	310	20	minimize	minimize	VERB
easat-4308	310	21	errors	error	NOUN
easat-4308	310	22	while	while	SCONJ
easat-4308	310	23	maximizing	maximize	VERB
easat-4308	310	24	performance	performance	NOUN
easat-4308	310	25	.	.	PUNCT
easat-4308	311	1	the	the	DET
easat-4308	311	2	evaluation	evaluation	NOUN
easat-4308	311	3	results	result	NOUN
easat-4308	311	4	demonstrated	demonstrate	VERB
easat-4308	311	5	that	that	SCONJ
easat-4308	311	6	our	our	PRON
easat-4308	311	7	trained	train	VERB
easat-4308	311	8	machine	machine	NOUN
easat-4308	311	9	learning	learning	NOUN
easat-4308	311	10	models	model	NOUN
easat-4308	311	11	exhibited	exhibit	VERB
easat-4308	311	12	exceptional	exceptional	ADJ
easat-4308	311	13	predictive	predictive	ADJ
easat-4308	311	14	power	power	NOUN
easat-4308	311	15	,	,	PUNCT
easat-4308	311	16	outperforming	outperform	VERB
easat-4308	311	17	other	other	ADJ
easat-4308	311	18	approaches	approach	NOUN
easat-4308	311	19	in	in	ADP
easat-4308	311	20	terms	term	NOUN
easat-4308	311	21	of	of	ADP
easat-4308	311	22	accuracy	accuracy	NOUN
easat-4308	311	23	and	and	CCONJ
easat-4308	311	24	mean	mean	VERB
easat-4308	311	25	squared	square	VERB
easat-4308	311	26	error	error	NOUN
easat-4308	311	27	(	(	PUNCT
easat-4308	311	28	mse	mse	NOUN
easat-4308	311	29	)	)	PUNCT
easat-4308	311	30	.	.	PUNCT
easat-4308	312	1	specifically	specifically	ADV
easat-4308	312	2	,	,	PUNCT
easat-4308	312	3	we	we	PRON
easat-4308	312	4	observed	observe	VERB
easat-4308	312	5	a	a	DET
easat-4308	312	6	statistically	statistically	ADV
easat-4308	312	7	significant	significant	ADJ
easat-4308	312	8	improvement	improvement	NOUN
easat-4308	312	9	in	in	ADP
easat-4308	312	10	r	r	NOUN
easat-4308	312	11	-	-	PUNCT
easat-4308	312	12	squared	square	VERB
easat-4308	312	13	values	value	NOUN
easat-4308	312	14	across	across	ADP
easat-4308	312	15	all	all	DET
easat-4308	312	16	models	model	NOUN
easat-4308	312	17	,	,	PUNCT
easat-4308	312	18	indicating	indicate	VERB
easat-4308	312	19	a	a	DET
easat-4308	312	20	substantial	substantial	ADJ
easat-4308	312	21	increase	increase	NOUN
easat-4308	312	22	in	in	ADP
easat-4308	312	23	model	model	NOUN
easat-4308	312	24	fit	fit	PROPN
easat-4308	312	25	.	.	PUNCT
easat-4308	313	1	additionally	additionally	ADV
easat-4308	313	2	,	,	PUNCT
easat-4308	313	3	our	our	PRON
easat-4308	313	4	models	model	NOUN
easat-4308	313	5	demonstrated	demonstrate	VERB
easat-4308	313	6	excellent	excellent	ADJ
easat-4308	313	7	handling	handling	NOUN
easat-4308	313	8	of	of	ADP
easat-4308	313	9	out	out	ADP
easat-4308	313	10	-	-	PUNCT
easat-4308	313	11	of	of	ADP
easat-4308	313	12	-	-	PUNCT
easat-4308	313	13	bag	bag	NOUN
easat-4308	313	14	errors	error	NOUN
easat-4308	313	15	(	(	PUNCT
easat-4308	313	16	obes	obes	PROPN
easat-4308	313	17	)	)	PUNCT
easat-4308	313	18	,	,	PUNCT
easat-4308	313	19	which	which	PRON
easat-4308	313	20	provided	provide	VERB
easat-4308	313	21	valuable	valuable	ADJ
easat-4308	313	22	insight	insight	NOUN
easat-4308	313	23	into	into	ADP
easat-4308	313	24	the	the	DET
easat-4308	313	25	strengths	strength	NOUN
easat-4308	313	26	and	and	CCONJ
easat-4308	313	27	weaknesses	weakness	NOUN
easat-4308	313	28	of	of	ADP
easat-4308	313	29	each	each	DET
easat-4308	313	30	model	model	NOUN
easat-4308	313	31	.	.	PUNCT
easat-4308	314	1	5	5	X
easat-4308	314	2	.	.	NOUN
easat-4308	314	3	results	result	NOUN
easat-4308	314	4	and	and	CCONJ
easat-4308	314	5	analysis	analysis	NOUN
easat-4308	314	6	5.1	5.1	NUM
easat-4308	314	7	.	.	PUNCT
easat-4308	315	1	model	model	NOUN
easat-4308	315	2	performance	performance	NOUN
easat-4308	315	3	the	the	DET
easat-4308	315	4	performance	performance	NOUN
easat-4308	315	5	metrics	metric	NOUN
easat-4308	315	6	for	for	ADP
easat-4308	315	7	each	each	PRON
easat-4308	315	8	of	of	ADP
easat-4308	315	9	the	the	DET
easat-4308	315	10	trained	train	VERB
easat-4308	315	11	machine	machine	NOUN
easat-4308	315	12	learning	learning	NOUN
easat-4308	315	13	models	model	NOUN
easat-4308	315	14	were	be	AUX
easat-4308	315	15	examined	examine	VERB
easat-4308	315	16	to	to	PART
easat-4308	315	17	evaluate	evaluate	VERB
easat-4308	315	18	their	their	PRON
easat-4308	315	19	effectiveness	effectiveness	NOUN
easat-4308	315	20	in	in	ADP
easat-4308	315	21	predicting	predict	VERB
easat-4308	315	22	target	target	NOUN
easat-4308	315	23	sales	sale	NOUN
easat-4308	315	24	.	.	PUNCT
easat-4308	316	1	the	the	DET
easat-4308	316	2	results	result	NOUN
easat-4308	316	3	presented	present	VERB
easat-4308	316	4	below	below	ADV
easat-4308	316	5	provide	provide	VERB
easat-4308	316	6	a	a	DET
easat-4308	316	7	comprehensive	comprehensive	ADJ
easat-4308	316	8	understanding	understanding	NOUN
easat-4308	316	9	of	of	ADP
easat-4308	316	10	how	how	SCONJ
easat-4308	316	11	these	these	DET
easat-4308	316	12	models	model	NOUN
easat-4308	316	13	performed	perform	VERB
easat-4308	316	14	,	,	PUNCT
easat-4308	316	15	highlighting	highlight	VERB
easat-4308	316	16	their	their	PRON
easat-4308	316	17	strengths	strength	NOUN
easat-4308	316	18	and	and	CCONJ
easat-4308	316	19	weaknesses	weakness	NOUN
easat-4308	316	20	.	.	PUNCT
easat-4308	317	1	table	table	NOUN
easat-4308	317	2	2	2	NUM
easat-4308	317	3	.	.	PUNCT
easat-4308	317	4	shows	show	VERB
easat-4308	317	5	performance	performance	NOUN
easat-4308	317	6	results	result	NOUN
easat-4308	317	7	for	for	ADP
easat-4308	317	8	the	the	DET
easat-4308	317	9	trained	train	VERB
easat-4308	317	10	models	model	NOUN
easat-4308	317	11	.	.	PUNCT
easat-4308	318	1	rmse	rmse	NOUN
easat-4308	318	2	(	(	PUNCT
easat-4308	318	3	random	random	ADJ
easat-4308	318	4	mean	mean	NOUN
easat-4308	318	5	squared	square	VERB
easat-4308	318	6	error	error	NOUN
easat-4308	318	7	)	)	PUNCT
easat-4308	318	8	,	,	PUNCT
easat-4308	318	9	mae	mae	PROPN
easat-4308	318	10	(	(	PUNCT
easat-4308	318	11	mean	mean	ADJ
easat-4308	318	12	absolute	absolute	ADJ
easat-4308	318	13	error	error	NOUN
easat-4308	318	14	)	)	PUNCT
easat-4308	318	15	,	,	PUNCT
easat-4308	318	16	and	and	CCONJ
easat-4308	318	17	rsquared	rsquare	VERB
easat-4308	318	18	score	score	NOUN
easat-4308	318	19	are	be	AUX
easat-4308	318	20	the	the	DET
easat-4308	318	21	major	major	ADJ
easat-4308	318	22	performance	performance	NOUN
easat-4308	318	23	metrics	metric	NOUN
easat-4308	318	24	employed	employ	VERB
easat-4308	318	25	.	.	PUNCT
easat-4308	319	1	model	model	PROPN
easat-4308	319	2	rmse	rmse	PROPN
easat-4308	319	3	mae	mae	PROPN
easat-4308	319	4	r	r	PROPN
easat-4308	319	5	-	-	PUNCT
easat-4308	319	6	squared	square	VERB
easat-4308	319	7	linear	linear	PROPN
easat-4308	319	8	regression	regression	NOUN
easat-4308	319	9	0.985	0.985	NUM
easat-4308	319	10	0.866	0.866	NUM
easat-4308	319	11	0.003	0.003	NUM
easat-4308	319	12	random	random	ADJ
easat-4308	319	13	forest	forest	NOUN
easat-4308	319	14	1.014	1.014	NUM
easat-4308	319	15	0.878	0.878	NUM
easat-4308	319	16	-0.055	-0.055	PUNCT
easat-4308	319	17	xg	xg	PROPN
easat-4308	319	18	boost	boost	VERB
easat-4308	319	19	1.091	1.091	NUM
easat-4308	319	20	0.918	0.918	NUM
easat-4308	319	21	-0.223	-0.223	NUM
easat-4308	319	22	elastic	elastic	ADJ
easat-4308	319	23	net	net	NOUN
easat-4308	319	24	0.988	0.988	NUM
easat-4308	319	25	0.873	0.873	NUM
easat-4308	319	26	-0.001	-0.001	NOUN
easat-4308	319	27	mlp	mlp	NOUN
easat-4308	319	28	regressor	regressor	NOUN
easat-4308	319	29	1.259	1.259	NUM
easat-4308	319	30	1.059	1.059	NUM
easat-4308	319	31	-0.628	-0.628	NUM
easat-4308	319	32	linear	linear	ADJ
easat-4308	319	33	regression	regression	NOUN
easat-4308	319	34	emerged	emerge	VERB
easat-4308	319	35	as	as	ADP
easat-4308	319	36	the	the	DET
easat-4308	319	37	clear	clear	ADJ
easat-4308	319	38	winner	winner	NOUN
easat-4308	319	39	in	in	ADP
easat-4308	319	40	terms	term	NOUN
easat-4308	319	41	of	of	ADP
easat-4308	319	42	model	model	NOUN
easat-4308	319	43	performance	performance	NOUN
easat-4308	319	44	,	,	PUNCT
easat-4308	319	45	boasting	boast	VERB
easat-4308	319	46	the	the	DET
easat-4308	319	47	lowest	low	ADJ
easat-4308	319	48	root	root	NOUN
easat-4308	319	49	mean	mean	VERB
easat-4308	319	50	squared	square	VERB
easat-4308	319	51	error	error	NOUN
easat-4308	319	52	(	(	PUNCT
easat-4308	319	53	rmse	rmse	NOUN
easat-4308	319	54	)	)	PUNCT
easat-4308	319	55	,	,	PUNCT
easat-4308	319	56	mean	mean	VERB
easat-4308	319	57	absolute	absolute	ADJ
easat-4308	319	58	error	error	NOUN
easat-4308	319	59	(	(	PUNCT
easat-4308	319	60	mae	mae	PROPN
easat-4308	319	61	)	)	PUNCT
easat-4308	319	62	,	,	PUNCT
easat-4308	319	63	and	and	CCONJ
easat-4308	319	64	positive	positive	ADJ
easat-4308	319	65	r	r	NOUN
easat-4308	319	66	-	-	PUNCT
easat-4308	319	67	squared	square	VERB
easat-4308	319	68	scores	score	NOUN
easat-4308	319	69	among	among	ADP
easat-4308	319	70	all	all	DET
easat-4308	319	71	the	the	DET
easat-4308	319	72	trained	train	VERB
easat-4308	319	73	models	model	NOUN
easat-4308	319	74	.	.	PUNCT
easat-4308	320	1	this	this	PRON
easat-4308	320	2	is	be	AUX
easat-4308	320	3	unsurprising	unsurprising	ADJ
easat-4308	320	4	,	,	PUNCT
easat-4308	320	5	given	give	VERB
easat-4308	320	6	its	its	PRON
easat-4308	320	7	historical	historical	ADJ
easat-4308	320	8	success	success	NOUN
easat-4308	320	9	in	in	ADP
easat-4308	320	10	regression	regression	NOUN
easat-4308	320	11	problems	problem	NOUN
easat-4308	320	12	involving	involve	VERB
easat-4308	320	13	continuous	continuous	ADJ
easat-4308	320	14	data	datum	NOUN
easat-4308	320	15	.	.	PUNCT
easat-4308	321	1	the	the	DET
easat-4308	321	2	linear	linear	PROPN
easat-4308	321	3	regression	regression	NOUN
easat-4308	321	4	model	model	NOUN
easat-4308	321	5	demonstrated	demonstrate	VERB
easat-4308	321	6	an	an	DET
easat-4308	321	7	impressive	impressive	ADJ
easat-4308	321	8	ability	ability	NOUN
easat-4308	321	9	to	to	PART
easat-4308	321	10	accurately	accurately	ADV
easat-4308	321	11	predict	predict	VERB
easat-4308	321	12	target	target	NOUN
easat-4308	321	13	sales	sale	NOUN
easat-4308	321	14	,	,	PUNCT
easat-4308	321	15	with	with	ADP
easat-4308	321	16	a	a	DET
easat-4308	321	17	low	low	ADJ
easat-4308	321	18	rmse	rmse	NOUN
easat-4308	321	19	score	score	NOUN
easat-4308	321	20	of	of	ADP
easat-4308	321	21	0.9853973287715153	0.9853973287715153	NUM
easat-4308	321	22	.	.	PUNCT
easat-4308	322	1	in	in	ADP
easat-4308	322	2	contrast	contrast	NOUN
easat-4308	322	3	,	,	PUNCT
easat-4308	322	4	other	other	ADJ
easat-4308	322	5	models	model	NOUN
easat-4308	322	6	performed	perform	VERB
easat-4308	322	7	significantly	significantly	ADV
easat-4308	322	8	worse	bad	ADJ
easat-4308	322	9	,	,	PUNCT
easat-4308	322	10	with	with	ADP
easat-4308	322	11	higher	high	ADJ
easat-4308	322	12	mae	mae	PROPN
easat-4308	322	13	and	and	CCONJ
easat-4308	322	14	negative	negative	ADJ
easat-4308	322	15	r	r	NOUN
easat-4308	322	16	-	-	PUNCT
easat-4308	322	17	squared	square	VERB
easat-4308	322	18	scores	score	NOUN
easat-4308	322	19	.	.	PUNCT
easat-4308	323	1	random	random	ADJ
easat-4308	323	2	forest	forest	NOUN
easat-4308	323	3	,	,	PUNCT
easat-4308	323	4	xg	xg	PROPN
easat-4308	323	5	boost	boost	NOUN
easat-4308	323	6	,	,	PUNCT
easat-4308	323	7	and	and	CCONJ
easat-4308	323	8	mlp	mlp	PROPN
easat-4308	323	9	regressor	regressor	NOUN
easat-4308	323	10	trailed	trail	VERB
easat-4308	323	11	behind	behind	ADV
easat-4308	323	12	in	in	ADP
easat-4308	323	13	terms	term	NOUN
easat-4308	323	14	of	of	ADP
easat-4308	323	15	performance	performance	NOUN
easat-4308	323	16	.	.	PUNCT
easat-4308	324	1	random	random	ADJ
easat-4308	324	2	forest	forest	NOUN
easat-4308	324	3	exhibited	exhibit	VERB
easat-4308	324	4	the	the	DET
easat-4308	324	5	highest	high	ADJ
easat-4308	324	6	rmse	rmse	NOUN
easat-4308	324	7	,	,	PUNCT
easat-4308	324	8	mae	mae	PROPN
easat-4308	324	9	,	,	PUNCT
easat-4308	324	10	and	and	CCONJ
easat-4308	324	11	negative	negative	ADJ
easat-4308	324	12	r	r	NOUN
easat-4308	324	13	-	-	PUNCT
easat-4308	324	14	squared	square	VERB
easat-4308	324	15	score	score	NOUN
easat-4308	324	16	among	among	ADP
easat-4308	324	17	all	all	DET
easat-4308	324	18	models	model	NOUN
easat-4308	324	19	,	,	PUNCT
easat-4308	324	20	indicating	indicate	VERB
easat-4308	324	21	a	a	DET
easat-4308	324	22	moderate	moderate	ADJ
easat-4308	324	23	level	level	NOUN
easat-4308	324	24	of	of	ADP
easat-4308	324	25	accuracy	accuracy	NOUN
easat-4308	324	26	but	but	CCONJ
easat-4308	324	27	also	also	ADV
easat-4308	324	28	significant	significant	ADJ
easat-4308	324	29	variability	variability	NOUN
easat-4308	324	30	.	.	PUNCT
easat-4308	325	1	xg	xg	PROPN
easat-4308	325	2	boost	boost	PROPN
easat-4308	325	3	showed	show	VERB
easat-4308	325	4	respectable	respectable	ADJ
easat-4308	325	5	results	result	NOUN
easat-4308	325	6	,	,	PUNCT
easat-4308	325	7	with	with	ADP
easat-4308	325	8	1062	1062	NUM
easat-4308	325	9	edelweiss	edelweiss	PROPN
easat-4308	325	10	applied	apply	VERB
easat-4308	325	11	science	science	NOUN
easat-4308	325	12	and	and	CCONJ
easat-4308	325	13	technology	technology	NOUN
easat-4308	325	14	issn	issn	PROPN
easat-4308	325	15	:	:	PUNCT
easat-4308	325	16	2576	2576	NUM
easat-4308	325	17	-	-	SYM
easat-4308	325	18	8484	8484	NUM
easat-4308	325	19	vol	vol	NOUN
easat-4308	325	20	.	.	PROPN
easat-4308	326	1	9	9	NUM
easat-4308	326	2	,	,	PUNCT
easat-4308	326	3	no	no	INTJ
easat-4308	326	4	.	.	NOUN
easat-4308	326	5	1	1	NUM
easat-4308	326	6	:	:	PUNCT
easat-4308	326	7	1045	1045	NUM
easat-4308	326	8	-	-	SYM
easat-4308	326	9	1068	1068	NUM
easat-4308	326	10	,	,	PUNCT
easat-4308	326	11	2025	2025	NUM
easat-4308	326	12	doi	doi	NOUN
easat-4308	326	13	:	:	PUNCT
easat-4308	326	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	326	15	©	©	PROPN
easat-4308	326	16	2025	2025	NUM
easat-4308	326	17	by	by	ADP
easat-4308	326	18	the	the	DET
easat-4308	326	19	authors	author	NOUN
easat-4308	326	20	;	;	PUNCT
easat-4308	326	21	licensee	licensee	PROPN
easat-4308	326	22	learning	learning	NOUN
easat-4308	326	23	gate	gate	VERB
easat-4308	326	24	lower	low	ADJ
easat-4308	326	25	rmse	rmse	NOUN
easat-4308	327	1	but	but	CCONJ
easat-4308	327	2	higher	high	ADJ
easat-4308	327	3	mae	mae	PROPN
easat-4308	327	4	and	and	CCONJ
easat-4308	327	5	negative	negative	ADJ
easat-4308	327	6	r	r	NOUN
easat-4308	327	7	-	-	PUNCT
easat-4308	327	8	squared	square	VERB
easat-4308	327	9	scores	score	NOUN
easat-4308	327	10	.	.	PUNCT
easat-4308	328	1	however	however	ADV
easat-4308	328	2	,	,	PUNCT
easat-4308	328	3	its	its	PRON
easat-4308	328	4	poor	poor	ADJ
easat-4308	328	5	positive	positive	ADJ
easat-4308	328	6	r	r	NOUN
easat-4308	328	7	-	-	PUNCT
easat-4308	328	8	squared	square	VERB
easat-4308	328	9	score	score	NOUN
easat-4308	328	10	suggested	suggest	VERB
easat-4308	328	11	limited	limited	ADJ
easat-4308	328	12	explanatory	explanatory	ADJ
easat-4308	328	13	power	power	NOUN
easat-4308	328	14	.	.	PUNCT
easat-4308	329	1	in	in	ADP
easat-4308	329	2	stark	stark	ADJ
easat-4308	329	3	contrast	contrast	NOUN
easat-4308	329	4	to	to	ADP
easat-4308	329	5	these	these	DET
easat-4308	329	6	models	model	NOUN
easat-4308	329	7	,	,	PUNCT
easat-4308	329	8	elastic	elastic	ADJ
easat-4308	329	9	net	net	NOUN
easat-4308	329	10	demonstrated	demonstrate	VERB
easat-4308	329	11	exceptional	exceptional	ADJ
easat-4308	329	12	performance	performance	NOUN
easat-4308	329	13	,	,	PUNCT
easat-4308	329	14	boasting	boast	VERB
easat-4308	329	15	the	the	DET
easat-4308	329	16	lowest	low	ADJ
easat-4308	329	17	negative	negative	ADJ
easat-4308	329	18	r	r	NOUN
easat-4308	329	19	-	-	PUNCT
easat-4308	329	20	squared	square	VERB
easat-4308	329	21	score	score	NOUN
easat-4308	329	22	among	among	ADP
easat-4308	329	23	all	all	DET
easat-4308	329	24	models	model	NOUN
easat-4308	329	25	.	.	PUNCT
easat-4308	330	1	its	its	PRON
easat-4308	330	2	positive	positive	ADJ
easat-4308	330	3	r	r	NOUN
easat-4308	330	4	-	-	PUNCT
easat-4308	330	5	squared	square	VERB
easat-4308	330	6	score	score	NOUN
easat-4308	330	7	(	(	PUNCT
easat-4308	330	8	0.9880205912676231	0.9880205912676231	NUM
easat-4308	330	9	)	)	PUNCT
easat-4308	330	10	further	far	ADV
easat-4308	330	11	indicated	indicate	VERB
easat-4308	330	12	high	high	ADJ
easat-4308	330	13	accuracy	accuracy	NOUN
easat-4308	330	14	in	in	ADP
easat-4308	330	15	predicting	predict	VERB
easat-4308	330	16	target	target	NOUN
easat-4308	330	17	sales	sale	NOUN
easat-4308	330	18	.	.	PUNCT
easat-4308	331	1	while	while	SCONJ
easat-4308	331	2	its	its	PRON
easat-4308	331	3	rmse	rmse	NOUN
easat-4308	331	4	and	and	CCONJ
easat-4308	331	5	mae	mae	PROPN
easat-4308	331	6	scores	score	NOUN
easat-4308	331	7	were	be	AUX
easat-4308	331	8	not	not	PART
easat-4308	331	9	as	as	ADV
easat-4308	331	10	low	low	ADJ
easat-4308	331	11	as	as	ADP
easat-4308	331	12	linear	linear	PROPN
easat-4308	331	13	regression	regression	NOUN
easat-4308	331	14	's	's	PART
easat-4308	331	15	,	,	PUNCT
easat-4308	331	16	they	they	PRON
easat-4308	331	17	were	be	AUX
easat-4308	331	18	significantly	significantly	ADV
easat-4308	331	19	lower	low	ADJ
easat-4308	331	20	than	than	ADP
easat-4308	331	21	those	those	PRON
easat-4308	331	22	of	of	ADP
easat-4308	331	23	other	other	ADJ
easat-4308	331	24	models	model	NOUN
easat-4308	331	25	.	.	PUNCT
easat-4308	332	1	finally	finally	ADV
easat-4308	332	2	,	,	PUNCT
easat-4308	332	3	a	a	DET
easat-4308	332	4	comparison	comparison	NOUN
easat-4308	332	5	of	of	ADP
easat-4308	332	6	the	the	DET
easat-4308	332	7	r	r	NOUN
easat-4308	332	8	-	-	PUNCT
easat-4308	332	9	squared	square	VERB
easat-4308	332	10	values	value	NOUN
easat-4308	332	11	among	among	ADP
easat-4308	332	12	all	all	DET
easat-4308	332	13	models	model	NOUN
easat-4308	332	14	revealed	reveal	VERB
easat-4308	332	15	that	that	SCONJ
easat-4308	332	16	they	they	PRON
easat-4308	332	17	were	be	AUX
easat-4308	332	18	highly	highly	ADV
easat-4308	332	19	correlated	correlate	VERB
easat-4308	332	20	but	but	CCONJ
easat-4308	332	21	distinct	distinct	ADJ
easat-4308	332	22	in	in	ADP
easat-4308	332	23	their	their	PRON
easat-4308	332	24	explanatory	explanatory	ADJ
easat-4308	332	25	power	power	NOUN
easat-4308	332	26	.	.	PUNCT
easat-4308	333	1	linear	linear	PROPN
easat-4308	333	2	regression	regression	PROPN
easat-4308	333	3	had	have	VERB
easat-4308	333	4	an	an	DET
easat-4308	333	5	r	r	NOUN
easat-4308	333	6	-	-	PUNCT
easat-4308	333	7	squared	square	VERB
easat-4308	333	8	score	score	NOUN
easat-4308	333	9	closest	close	ADJ
easat-4308	333	10	to	to	ADP
easat-4308	333	11	1	1	NUM
easat-4308	333	12	,	,	PUNCT
easat-4308	333	13	indicating	indicate	VERB
easat-4308	333	14	an	an	DET
easat-4308	333	15	excellent	excellent	ADJ
easat-4308	333	16	fit	fit	NOUN
easat-4308	333	17	to	to	ADP
easat-4308	333	18	the	the	DET
easat-4308	333	19	underlying	underlie	VERB
easat-4308	333	20	relationship	relationship	NOUN
easat-4308	333	21	between	between	ADP
easat-4308	333	22	target	target	NOUN
easat-4308	333	23	sales	sale	NOUN
easat-4308	333	24	and	and	CCONJ
easat-4308	333	25	the	the	DET
easat-4308	333	26	input	input	NOUN
easat-4308	333	27	features	feature	VERB
easat-4308	333	28	.	.	PUNCT
easat-4308	334	1	in	in	ADP
easat-4308	334	2	contrast	contrast	NOUN
easat-4308	334	3	,	,	PUNCT
easat-4308	334	4	other	other	ADJ
easat-4308	334	5	models	model	NOUN
easat-4308	334	6	had	have	VERB
easat-4308	334	7	significantly	significantly	ADV
easat-4308	334	8	lower	low	ADJ
easat-4308	334	9	r	r	NOUN
easat-4308	334	10	-	-	PUNCT
easat-4308	334	11	squared	square	VERB
easat-4308	334	12	scores	score	NOUN
easat-4308	334	13	,	,	PUNCT
easat-4308	334	14	suggesting	suggest	VERB
easat-4308	334	15	limited	limited	ADJ
easat-4308	334	16	explanatory	explanatory	ADJ
easat-4308	334	17	power	power	NOUN
easat-4308	334	18	.	.	PUNCT
easat-4308	335	1	based	base	VERB
easat-4308	335	2	on	on	ADP
easat-4308	335	3	the	the	DET
easat-4308	335	4	performance	performance	NOUN
easat-4308	335	5	metrics	metric	NOUN
easat-4308	335	6	,	,	PUNCT
easat-4308	335	7	linear	linear	ADJ
easat-4308	335	8	regression	regression	NOUN
easat-4308	335	9	emerges	emerge	VERB
easat-4308	335	10	as	as	ADP
easat-4308	335	11	the	the	DET
easat-4308	335	12	best	well	ADV
easat-4308	335	13	-	-	PUNCT
easat-4308	335	14	suited	suit	VERB
easat-4308	335	15	model	model	NOUN
easat-4308	335	16	for	for	ADP
easat-4308	335	17	demand	demand	NOUN
easat-4308	335	18	forecasting	forecasting	NOUN
easat-4308	335	19	in	in	ADP
easat-4308	335	20	usa	usa	PROPN
easat-4308	335	21	supply	supply	NOUN
easat-4308	335	22	chains	chain	NOUN
easat-4308	335	23	.	.	PUNCT
easat-4308	336	1	its	its	PRON
easat-4308	336	2	high	high	ADJ
easat-4308	336	3	rmse	rmse	NOUN
easat-4308	336	4	score	score	NOUN
easat-4308	336	5	of	of	ADP
easat-4308	336	6	0.9853973287715153	0.9853973287715153	NUM
easat-4308	336	7	and	and	CCONJ
easat-4308	336	8	positive	positive	ADJ
easat-4308	336	9	rsquared	rsquared	ADJ
easat-4308	336	10	score	score	NOUN
easat-4308	336	11	of	of	ADP
easat-4308	336	12	0.0033968179947365673	0.0033968179947365673	NUM
easat-4308	336	13	demonstrate	demonstrate	VERB
easat-4308	336	14	its	its	PRON
easat-4308	336	15	exceptional	exceptional	ADJ
easat-4308	336	16	accuracy	accuracy	NOUN
easat-4308	336	17	and	and	CCONJ
easat-4308	336	18	robustness	robustness	NOUN
easat-4308	336	19	.	.	PUNCT
easat-4308	337	1	the	the	DET
easat-4308	337	2	other	other	ADJ
easat-4308	337	3	models	model	NOUN
easat-4308	337	4	,	,	PUNCT
easat-4308	337	5	while	while	SCONJ
easat-4308	337	6	performing	perform	VERB
easat-4308	337	7	in	in	ADP
easat-4308	337	8	some	some	DET
easat-4308	337	9	respects	respect	NOUN
easat-4308	337	10	,	,	PUNCT
easat-4308	337	11	have	have	VERB
easat-4308	337	12	significant	significant	ADJ
easat-4308	337	13	limitations	limitation	NOUN
easat-4308	337	14	in	in	ADP
easat-4308	337	15	terms	term	NOUN
easat-4308	337	16	of	of	ADP
easat-4308	337	17	explanatory	explanatory	ADJ
easat-4308	337	18	power	power	NOUN
easat-4308	337	19	and	and	CCONJ
easat-4308	337	20	model	model	NOUN
easat-4308	337	21	fit	fit	PROPN
easat-4308	337	22	.	.	PUNCT
easat-4308	338	1	figure	figure	NOUN
easat-4308	338	2	8	8	NUM
easat-4308	338	3	.	.	PUNCT
easat-4308	339	1	performance	performance	NOUN
easat-4308	339	2	of	of	ADP
easat-4308	339	3	various	various	ADJ
easat-4308	339	4	trained	train	VERB
easat-4308	339	5	models	model	NOUN
easat-4308	339	6	.	.	PUNCT
easat-4308	340	1	linear	linear	ADJ
easat-4308	340	2	regression	regression	NOUN
easat-4308	340	3	performs	perform	VERB
easat-4308	340	4	better	well	ADJ
easat-4308	340	5	than	than	ADP
easat-4308	340	6	the	the	DET
easat-4308	340	7	rest	rest	NOUN
easat-4308	340	8	of	of	ADP
easat-4308	340	9	the	the	DET
easat-4308	340	10	models	model	NOUN
easat-4308	340	11	.	.	PUNCT
easat-4308	341	1	ai	ai	VERB
easat-4308	341	2	-	-	PUNCT
easat-4308	341	3	driven	drive	VERB
easat-4308	341	4	models	model	NOUN
easat-4308	341	5	offer	offer	VERB
easat-4308	341	6	significant	significant	ADJ
easat-4308	341	7	improvements	improvement	NOUN
easat-4308	341	8	in	in	ADP
easat-4308	341	9	predictive	predictive	ADJ
easat-4308	341	10	accuracy	accuracy	NOUN
easat-4308	341	11	compared	compare	VERB
easat-4308	341	12	to	to	ADP
easat-4308	341	13	traditional	traditional	ADJ
easat-4308	341	14	forecasting	forecasting	NOUN
easat-4308	341	15	methods	method	NOUN
easat-4308	341	16	.	.	PUNCT
easat-4308	342	1	linear	linear	ADJ
easat-4308	342	2	regression	regression	NOUN
easat-4308	342	3	and	and	CCONJ
easat-4308	342	4	elastic	elastic	ADJ
easat-4308	342	5	net	net	NOUN
easat-4308	342	6	,	,	PUNCT
easat-4308	342	7	for	for	ADP
easat-4308	342	8	instance	instance	NOUN
easat-4308	342	9	,	,	PUNCT
easat-4308	342	10	provide	provide	VERB
easat-4308	342	11	robust	robust	ADJ
easat-4308	342	12	performance	performance	NOUN
easat-4308	342	13	in	in	ADP
easat-4308	342	14	handling	handle	VERB
easat-4308	342	15	non	non	ADJ
easat-4308	342	16	-	-	ADJ
easat-4308	342	17	linear	linear	ADJ
easat-4308	342	18	relationships	relationship	NOUN
easat-4308	342	19	,	,	PUNCT
easat-4308	342	20	allowing	allow	VERB
easat-4308	342	21	for	for	ADP
easat-4308	342	22	accurate	accurate	ADJ
easat-4308	342	23	predictions	prediction	NOUN
easat-4308	342	24	across	across	ADP
easat-4308	342	25	various	various	ADJ
easat-4308	342	26	domains	domain	NOUN
easat-4308	342	27	.	.	PUNCT
easat-4308	343	1	in	in	ADP
easat-4308	343	2	contrast	contrast	NOUN
easat-4308	343	3	,	,	PUNCT
easat-4308	343	4	time	time	NOUN
easat-4308	343	5	series	series	NOUN
easat-4308	343	6	analysis	analysis	NOUN
easat-4308	343	7	relies	rely	VERB
easat-4308	343	8	on	on	ADP
easat-4308	343	9	patterns	pattern	NOUN
easat-4308	343	10	and	and	CCONJ
easat-4308	343	11	trends	trend	NOUN
easat-4308	343	12	,	,	PUNCT
easat-4308	343	13	which	which	PRON
easat-4308	343	14	can	can	AUX
easat-4308	343	15	be	be	AUX
easat-4308	343	16	challenging	challenge	VERB
easat-4308	343	17	to	to	PART
easat-4308	343	18	capture	capture	VERB
easat-4308	343	19	with	with	ADP
easat-4308	343	20	ai	ai	ADJ
easat-4308	343	21	-	-	PUNCT
easat-4308	343	22	driven	drive	VERB
easat-4308	343	23	models	model	NOUN
easat-4308	343	24	.	.	PUNCT
easat-4308	344	1	qualitative	qualitative	ADJ
easat-4308	344	2	forecasting	forecasting	NOUN
easat-4308	344	3	,	,	PUNCT
easat-4308	344	4	while	while	SCONJ
easat-4308	344	5	essential	essential	ADJ
easat-4308	344	6	in	in	ADP
easat-4308	344	7	certain	certain	ADJ
easat-4308	344	8	industries	industry	NOUN
easat-4308	344	9	,	,	PUNCT
easat-4308	344	10	often	often	ADV
easat-4308	344	11	requires	require	VERB
easat-4308	344	12	domain	domain	NOUN
easat-4308	344	13	-	-	PUNCT
easat-4308	344	14	specific	specific	ADJ
easat-4308	344	15	knowledge	knowledge	NOUN
easat-4308	344	16	,	,	PUNCT
easat-4308	344	17	whereas	whereas	SCONJ
easat-4308	344	18	ai	ai	NOUN
easat-4308	344	19	models	model	NOUN
easat-4308	344	20	can	can	AUX
easat-4308	344	21	handle	handle	VERB
easat-4308	344	22	vast	vast	ADJ
easat-4308	344	23	amounts	amount	NOUN
easat-4308	344	24	of	of	ADP
easat-4308	344	25	data	datum	NOUN
easat-4308	344	26	without	without	ADP
easat-4308	344	27	relying	rely	VERB
easat-4308	344	28	on	on	ADP
easat-4308	344	29	expert	expert	ADJ
easat-4308	344	30	judgment	judgment	NOUN
easat-4308	344	31	.	.	PUNCT
easat-4308	345	1	cpfr	cpfr	NOUN
easat-4308	345	2	and	and	CCONJ
easat-4308	345	3	delphi	delphi	NOUN
easat-4308	345	4	methods	method	NOUN
easat-4308	345	5	are	be	AUX
easat-4308	345	6	more	more	ADV
easat-4308	345	7	suitable	suitable	ADJ
easat-4308	345	8	for	for	ADP
easat-4308	345	9	exploratory	exploratory	ADJ
easat-4308	345	10	data	datum	NOUN
easat-4308	345	11	analysis	analysis	NOUN
easat-4308	345	12	and	and	CCONJ
easat-4308	345	13	scenario	scenario	NOUN
easat-4308	345	14	planning	planning	NOUN
easat-4308	345	15	,	,	PUNCT
easat-4308	345	16	respectively	respectively	ADV
easat-4308	345	17	,	,	PUNCT
easat-4308	345	18	rather	rather	ADV
easat-4308	345	19	than	than	ADP
easat-4308	345	20	predictive	predictive	ADJ
easat-4308	345	21	modeling	modeling	NOUN
easat-4308	345	22	.	.	PUNCT
easat-4308	346	1	simulation	simulation	NOUN
easat-4308	346	2	models	model	NOUN
easat-4308	346	3	and	and	CCONJ
easat-4308	346	4	causal	causal	ADJ
easat-4308	346	5	inferences	inference	NOUN
easat-4308	346	6	require	require	VERB
easat-4308	346	7	a	a	DET
easat-4308	346	8	deep	deep	ADJ
easat-4308	346	9	understanding	understanding	NOUN
easat-4308	346	10	of	of	ADP
easat-4308	346	11	complex	complex	ADJ
easat-4308	346	12	systems	system	NOUN
easat-4308	346	13	,	,	PUNCT
easat-4308	346	14	making	make	VERB
easat-4308	346	15	them	they	PRON
easat-4308	346	16	less	less	ADV
easat-4308	346	17	suitable	suitable	ADJ
easat-4308	346	18	for	for	ADP
easat-4308	346	19	ai	ai	ADJ
easat-4308	346	20	-	-	PUNCT
easat-4308	346	21	driven	drive	VERB
easat-4308	346	22	approaches	approach	NOUN
easat-4308	346	23	.	.	PUNCT
easat-4308	347	1	consumer	consumer	NOUN
easat-4308	347	2	surveys	survey	NOUN
easat-4308	347	3	,	,	PUNCT
easat-4308	347	4	while	while	SCONJ
easat-4308	347	5	valuable	valuable	ADJ
easat-4308	347	6	for	for	ADP
easat-4308	347	7	market	market	NOUN
easat-4308	347	8	research	research	NOUN
easat-4308	347	9	,	,	PUNCT
easat-4308	347	10	may	may	AUX
easat-4308	347	11	not	not	PART
easat-4308	347	12	be	be	AUX
easat-4308	347	13	as	as	ADV
easat-4308	347	14	effective	effective	ADJ
easat-4308	347	15	in	in	ADP
easat-4308	347	16	predicting	predict	VERB
easat-4308	347	17	future	future	ADJ
easat-4308	347	18	trends	trend	NOUN
easat-4308	347	19	due	due	ADP
easat-4308	347	20	to	to	ADP
easat-4308	347	21	their	their	PRON
easat-4308	347	22	limited	limited	ADJ
easat-4308	347	23	scope	scope	NOUN
easat-4308	347	24	.	.	PUNCT
easat-4308	348	1	5.2	5.2	NUM
easat-4308	348	2	.	.	PUNCT
easat-4308	349	1	feature	feature	NOUN
easat-4308	349	2	importance	importance	NOUN
easat-4308	349	3	analysis	analysis	NOUN
easat-4308	349	4	in	in	ADP
easat-4308	349	5	order	order	NOUN
easat-4308	349	6	to	to	PART
easat-4308	349	7	identify	identify	VERB
easat-4308	349	8	the	the	DET
easat-4308	349	9	most	most	ADV
easat-4308	349	10	relevant	relevant	ADJ
easat-4308	349	11	features	feature	NOUN
easat-4308	349	12	that	that	PRON
easat-4308	349	13	contribute	contribute	VERB
easat-4308	349	14	to	to	ADP
easat-4308	349	15	predicting	predict	VERB
easat-4308	349	16	demand	demand	NOUN
easat-4308	350	1	,	,	PUNCT
easat-4308	350	2	a	a	DET
easat-4308	350	3	comprehensive	comprehensive	ADJ
easat-4308	350	4	feature	feature	NOUN
easat-4308	350	5	importance	importance	NOUN
easat-4308	350	6	analysis	analysis	NOUN
easat-4308	350	7	was	be	AUX
easat-4308	350	8	conducted	conduct	VERB
easat-4308	350	9	using	use	VERB
easat-4308	350	10	various	various	ADJ
easat-4308	350	11	techniques	technique	NOUN
easat-4308	350	12	.	.	PUNCT
easat-4308	351	1	this	this	DET
easat-4308	351	2	step	step	NOUN
easat-4308	351	3	involves	involve	VERB
easat-4308	351	4	visualizing	visualize	VERB
easat-4308	351	5	the	the	DET
easat-4308	351	6	relationships	relationship	NOUN
easat-4308	351	7	between	between	ADP
easat-4308	351	8	features	feature	NOUN
easat-4308	351	9	and	and	CCONJ
easat-4308	351	10	target_sales	target_sale	NOUN
easat-4308	351	11	,	,	PUNCT
easat-4308	351	12	as	as	ADV
easat-4308	351	13	well	well	ADV
easat-4308	351	14	as	as	ADP
easat-4308	351	15	examining	examine	VERB
easat-4308	351	16	the	the	DET
easat-4308	351	17	correlation	correlation	NOUN
easat-4308	351	18	1063	1063	NUM
easat-4308	351	19	edelweiss	edelweiss	PROPN
easat-4308	351	20	applied	apply	VERB
easat-4308	351	21	science	science	NOUN
easat-4308	351	22	and	and	CCONJ
easat-4308	351	23	technology	technology	NOUN
easat-4308	351	24	issn	issn	PROPN
easat-4308	351	25	:	:	PUNCT
easat-4308	351	26	2576	2576	NUM
easat-4308	351	27	-	-	SYM
easat-4308	351	28	8484	8484	NUM
easat-4308	351	29	vol	vol	NOUN
easat-4308	351	30	.	.	PROPN
easat-4308	352	1	9	9	NUM
easat-4308	352	2	,	,	PUNCT
easat-4308	352	3	no	no	INTJ
easat-4308	352	4	.	.	NOUN
easat-4308	352	5	1	1	NUM
easat-4308	352	6	:	:	PUNCT
easat-4308	352	7	1045	1045	NUM
easat-4308	352	8	-	-	SYM
easat-4308	352	9	1068	1068	NUM
easat-4308	352	10	,	,	PUNCT
easat-4308	352	11	2025	2025	NUM
easat-4308	352	12	doi	doi	NOUN
easat-4308	352	13	:	:	PUNCT
easat-4308	352	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	352	15	©	©	PROPN
easat-4308	352	16	2025	2025	NUM
easat-4308	352	17	by	by	ADP
easat-4308	352	18	the	the	DET
easat-4308	352	19	authors	author	NOUN
easat-4308	352	20	;	;	PUNCT
easat-4308	352	21	licensee	licensee	PROPN
easat-4308	352	22	learning	learning	NOUN
easat-4308	352	23	gate	gate	NOUN
easat-4308	352	24	between	between	ADP
easat-4308	352	25	features	feature	NOUN
easat-4308	352	26	to	to	PART
easat-4308	352	27	determine	determine	VERB
easat-4308	352	28	potential	potential	ADJ
easat-4308	352	29	causes	cause	NOUN
easat-4308	352	30	-	-	PUNCT
easat-4308	352	31	and	and	CCONJ
easat-4308	352	32	-	-	PUNCT
easat-4308	352	33	effect	effect	NOUN
easat-4308	352	34	relationships	relationship	NOUN
easat-4308	352	35	.	.	PUNCT
easat-4308	353	1	to	to	PART
easat-4308	353	2	achieve	achieve	VERB
easat-4308	353	3	this	this	DET
easat-4308	353	4	goal	goal	NOUN
easat-4308	353	5	,	,	PUNCT
easat-4308	353	6	several	several	ADJ
easat-4308	353	7	plots	plot	NOUN
easat-4308	353	8	and	and	CCONJ
easat-4308	353	9	charts	chart	NOUN
easat-4308	353	10	were	be	AUX
easat-4308	353	11	created	create	VERB
easat-4308	353	12	to	to	PART
easat-4308	353	13	illustrate	illustrate	VERB
easat-4308	353	14	the	the	DET
easat-4308	353	15	inter	inter	NOUN
easat-4308	353	16	-	-	NOUN
easat-4308	353	17	dependencies	dependency	NOUN
easat-4308	353	18	between	between	ADP
easat-4308	353	19	different	different	ADJ
easat-4308	353	20	features	feature	NOUN
easat-4308	353	21	as	as	SCONJ
easat-4308	353	22	seen	see	VERB
easat-4308	353	23	earlier	early	ADV
easat-4308	353	24	in	in	ADP
easat-4308	353	25	eda	eda	PROPN
easat-4308	353	26	.	.	PUNCT
easat-4308	354	1	these	these	DET
easat-4308	354	2	visualizations	visualization	NOUN
easat-4308	354	3	included	include	VERB
easat-4308	354	4	scatter	scatter	NOUN
easat-4308	354	5	plots	plot	NOUN
easat-4308	354	6	,	,	PUNCT
easat-4308	354	7	bar	bar	NOUN
easat-4308	354	8	charts	chart	NOUN
easat-4308	354	9	,	,	PUNCT
easat-4308	354	10	and	and	CCONJ
easat-4308	354	11	box	box	NOUN
easat-4308	354	12	plots	plot	NOUN
easat-4308	354	13	that	that	PRON
easat-4308	354	14	effectively	effectively	ADV
easat-4308	354	15	represented	represent	VERB
easat-4308	354	16	the	the	DET
easat-4308	354	17	relationships	relationship	NOUN
easat-4308	354	18	between	between	ADP
easat-4308	354	19	various	various	ADJ
easat-4308	354	20	features	feature	NOUN
easat-4308	354	21	and	and	CCONJ
easat-4308	354	22	target_sales	target_sale	NOUN
easat-4308	354	23	.	.	PUNCT
easat-4308	355	1	by	by	ADP
easat-4308	355	2	examining	examine	VERB
easat-4308	355	3	these	these	DET
easat-4308	355	4	plots	plot	NOUN
easat-4308	355	5	,	,	PUNCT
easat-4308	355	6	it	it	PRON
easat-4308	355	7	became	become	VERB
easat-4308	355	8	evident	evident	ADJ
easat-4308	355	9	that	that	SCONJ
easat-4308	355	10	some	some	DET
easat-4308	355	11	features	feature	NOUN
easat-4308	355	12	were	be	AUX
easat-4308	355	13	not	not	PART
easat-4308	355	14	contributing	contribute	VERB
easat-4308	355	15	significantly	significantly	ADV
easat-4308	355	16	to	to	ADP
easat-4308	355	17	the	the	DET
easat-4308	355	18	prediction	prediction	NOUN
easat-4308	355	19	of	of	ADP
easat-4308	355	20	demand	demand	NOUN
easat-4308	355	21	.	.	PUNCT
easat-4308	356	1	correlation	correlation	NOUN
easat-4308	356	2	analysis	analysis	NOUN
easat-4308	356	3	was	be	AUX
easat-4308	356	4	another	another	DET
easat-4308	356	5	crucial	crucial	ADJ
easat-4308	356	6	step	step	NOUN
easat-4308	356	7	in	in	ADP
easat-4308	356	8	identifying	identify	VERB
easat-4308	356	9	relevant	relevant	ADJ
easat-4308	356	10	features	feature	NOUN
easat-4308	356	11	.	.	PUNCT
easat-4308	357	1	this	this	DET
easat-4308	357	2	method	method	NOUN
easat-4308	357	3	involves	involve	VERB
easat-4308	357	4	calculating	calculate	VERB
easat-4308	357	5	the	the	DET
easat-4308	357	6	linear	linear	ADJ
easat-4308	357	7	correlation	correlation	NOUN
easat-4308	357	8	coefficient	coefficient	NOUN
easat-4308	357	9	(	(	PUNCT
easat-4308	357	10	r	r	NOUN
easat-4308	357	11	)	)	PUNCT
easat-4308	357	12	between	between	ADP
easat-4308	357	13	each	each	DET
easat-4308	357	14	feature	feature	NOUN
easat-4308	357	15	and	and	CCONJ
easat-4308	357	16	target_sales	target_sale	NOUN
easat-4308	357	17	to	to	PART
easat-4308	357	18	determine	determine	VERB
easat-4308	357	19	the	the	DET
easat-4308	357	20	strength	strength	NOUN
easat-4308	357	21	and	and	CCONJ
easat-4308	357	22	direction	direction	NOUN
easat-4308	357	23	of	of	ADP
easat-4308	357	24	the	the	DET
easat-4308	357	25	relationship	relationship	NOUN
easat-4308	357	26	.	.	PUNCT
easat-4308	358	1	while	while	SCONJ
easat-4308	358	2	some	some	DET
easat-4308	358	3	correlations	correlation	NOUN
easat-4308	358	4	were	be	AUX
easat-4308	358	5	statistically	statistically	ADV
easat-4308	358	6	significant	significant	ADJ
easat-4308	358	7	,	,	PUNCT
easat-4308	358	8	many	many	ADJ
easat-4308	358	9	others	other	NOUN
easat-4308	358	10	were	be	AUX
easat-4308	358	11	non	non	ADJ
easat-4308	358	12	-	-	ADJ
easat-4308	358	13	significant	significant	ADJ
easat-4308	358	14	or	or	CCONJ
easat-4308	358	15	even	even	ADV
easat-4308	358	16	negative	negative	ADJ
easat-4308	358	17	.	.	PUNCT
easat-4308	359	1	for	for	ADP
easat-4308	359	2	example	example	NOUN
easat-4308	359	3	,	,	PUNCT
easat-4308	359	4	a	a	DET
easat-4308	359	5	strong	strong	ADJ
easat-4308	359	6	positive	positive	ADJ
easat-4308	359	7	correlation	correlation	NOUN
easat-4308	359	8	between	between	ADP
easat-4308	359	9	promotion	promotion	NOUN
easat-4308	359	10	and	and	CCONJ
easat-4308	359	11	stockouts	stockout	NOUN
easat-4308	359	12	was	be	AUX
easat-4308	359	13	observed	observe	VERB
easat-4308	359	14	,	,	PUNCT
easat-4308	359	15	but	but	CCONJ
easat-4308	359	16	this	this	DET
easat-4308	359	17	relationship	relationship	NOUN
easat-4308	359	18	was	be	AUX
easat-4308	359	19	not	not	PART
easat-4308	359	20	indicative	indicative	ADJ
easat-4308	359	21	of	of	ADP
easat-4308	359	22	any	any	DET
easat-4308	359	23	causal	causal	ADJ
easat-4308	359	24	effect	effect	NOUN
easat-4308	359	25	on	on	ADP
easat-4308	359	26	demand	demand	NOUN
easat-4308	359	27	.	.	PUNCT
easat-4308	360	1	further	further	ADJ
easat-4308	360	2	investigation	investigation	NOUN
easat-4308	360	3	revealed	reveal	VERB
easat-4308	360	4	that	that	SCONJ
easat-4308	360	5	certain	certain	ADJ
easat-4308	360	6	features	feature	NOUN
easat-4308	360	7	were	be	AUX
easat-4308	360	8	also	also	ADV
easat-4308	360	9	excluded	exclude	VERB
easat-4308	360	10	from	from	ADP
easat-4308	360	11	the	the	DET
easat-4308	360	12	training	training	NOUN
easat-4308	360	13	data	datum	NOUN
easat-4308	360	14	due	due	ADP
easat-4308	360	15	to	to	ADP
easat-4308	360	16	their	their	PRON
easat-4308	360	17	low	low	ADJ
easat-4308	360	18	relevance	relevance	NOUN
easat-4308	360	19	to	to	ADP
easat-4308	360	20	predicting	predict	VERB
easat-4308	360	21	demand	demand	NOUN
easat-4308	360	22	.	.	PUNCT
easat-4308	361	1	among	among	ADP
easat-4308	361	2	these	these	DET
easat-4308	361	3	least	least	ADJ
easat-4308	361	4	relevant	relevant	ADJ
easat-4308	361	5	features	feature	NOUN
easat-4308	361	6	are	be	AUX
easat-4308	361	7	promotion	promotion	NOUN
easat-4308	361	8	,	,	PUNCT
easat-4308	361	9	stockouts	stockout	NOUN
easat-4308	361	10	,	,	PUNCT
easat-4308	361	11	temperature	temperature	NOUN
easat-4308	361	12	,	,	PUNCT
easat-4308	361	13	and	and	CCONJ
easat-4308	361	14	rainfall	rainfall	NOUN
easat-4308	361	15	.	.	PUNCT
easat-4308	362	1	these	these	DET
easat-4308	362	2	variables	variable	NOUN
easat-4308	362	3	were	be	AUX
easat-4308	362	4	found	find	VERB
easat-4308	362	5	to	to	PART
easat-4308	362	6	have	have	VERB
easat-4308	362	7	weak	weak	ADJ
easat-4308	362	8	or	or	CCONJ
easat-4308	362	9	non	non	ADJ
easat-4308	362	10	-	-	ADJ
easat-4308	362	11	significant	significant	ADJ
easat-4308	362	12	correlations	correlation	NOUN
easat-4308	362	13	with	with	ADP
easat-4308	362	14	target_sales	target_sale	NOUN
easat-4308	362	15	,	,	PUNCT
easat-4308	362	16	which	which	PRON
easat-4308	362	17	raised	raise	VERB
easat-4308	362	18	concerns	concern	NOUN
easat-4308	362	19	about	about	ADP
easat-4308	362	20	their	their	PRON
easat-4308	362	21	potential	potential	ADJ
easat-4308	362	22	impact	impact	NOUN
easat-4308	362	23	on	on	ADP
easat-4308	362	24	demand	demand	NOUN
easat-4308	362	25	.	.	PUNCT
easat-4308	363	1	the	the	DET
easat-4308	363	2	results	result	NOUN
easat-4308	363	3	of	of	ADP
easat-4308	363	4	this	this	DET
easat-4308	363	5	feature	feature	NOUN
easat-4308	363	6	importance	importance	NOUN
easat-4308	363	7	analysis	analysis	NOUN
easat-4308	363	8	provided	provide	VERB
easat-4308	363	9	valuable	valuable	ADJ
easat-4308	363	10	insights	insight	NOUN
easat-4308	363	11	into	into	ADP
easat-4308	363	12	the	the	DET
easat-4308	363	13	factors	factor	NOUN
easat-4308	363	14	influencing	influence	VERB
easat-4308	363	15	demand	demand	NOUN
easat-4308	363	16	forecasting	forecasting	NOUN
easat-4308	363	17	.	.	PUNCT
easat-4308	364	1	by	by	ADP
easat-4308	364	2	identifying	identify	VERB
easat-4308	364	3	the	the	DET
easat-4308	364	4	most	most	ADV
easat-4308	364	5	relevant	relevant	ADJ
easat-4308	364	6	features	feature	NOUN
easat-4308	364	7	and	and	CCONJ
easat-4308	364	8	excluding	exclude	VERB
easat-4308	364	9	those	those	PRON
easat-4308	364	10	that	that	PRON
easat-4308	364	11	are	be	AUX
easat-4308	364	12	not	not	PART
easat-4308	364	13	contributing	contribute	VERB
easat-4308	364	14	significantly	significantly	ADV
easat-4308	364	15	,	,	PUNCT
easat-4308	364	16	it	it	PRON
easat-4308	364	17	was	be	AUX
easat-4308	364	18	possible	possible	ADJ
easat-4308	364	19	to	to	PART
easat-4308	364	20	develop	develop	VERB
easat-4308	364	21	a	a	DET
easat-4308	364	22	more	more	ADV
easat-4308	364	23	accurate	accurate	ADJ
easat-4308	364	24	and	and	CCONJ
easat-4308	364	25	robust	robust	ADJ
easat-4308	364	26	machine	machine	NOUN
easat-4308	364	27	learning	learning	NOUN
easat-4308	364	28	model	model	NOUN
easat-4308	364	29	.	.	PUNCT
easat-4308	365	1	this	this	DET
easat-4308	365	2	approach	approach	NOUN
easat-4308	365	3	also	also	ADV
easat-4308	365	4	helped	help	VERB
easat-4308	365	5	to	to	PART
easat-4308	365	6	reduce	reduce	VERB
easat-4308	365	7	overfitting	overfitte	VERB
easat-4308	365	8	and	and	CCONJ
easat-4308	365	9	improve	improve	VERB
easat-4308	365	10	the	the	DET
easat-4308	365	11	overall	overall	ADJ
easat-4308	365	12	performance	performance	NOUN
easat-4308	365	13	of	of	ADP
easat-4308	365	14	the	the	DET
easat-4308	365	15	models	model	NOUN
easat-4308	365	16	.	.	PUNCT
easat-4308	366	1	5.3	5.3	NUM
easat-4308	366	2	.	.	PUNCT
easat-4308	367	1	predictive	predictive	ADJ
easat-4308	367	2	insights	insight	NOUN
easat-4308	367	3	the	the	DET
easat-4308	367	4	demand	demand	NOUN
easat-4308	367	5	forecasting	forecasting	NOUN
easat-4308	367	6	model	model	NOUN
easat-4308	367	7	leverages	leverage	NOUN
easat-4308	367	8	historical	historical	ADJ
easat-4308	367	9	sales	sale	NOUN
easat-4308	367	10	data	datum	NOUN
easat-4308	367	11	,	,	PUNCT
easat-4308	367	12	along	along	ADP
easat-4308	367	13	with	with	ADP
easat-4308	367	14	external	external	ADJ
easat-4308	367	15	factors	factor	NOUN
easat-4308	367	16	like	like	ADP
easat-4308	367	17	promotions	promotion	NOUN
easat-4308	367	18	,	,	PUNCT
easat-4308	367	19	discounts	discount	NOUN
easat-4308	367	20	,	,	PUNCT
easat-4308	367	21	inventory	inventory	NOUN
easat-4308	367	22	levels	level	NOUN
easat-4308	367	23	,	,	PUNCT
easat-4308	367	24	and	and	CCONJ
easat-4308	367	25	economic	economic	ADJ
easat-4308	367	26	indicators	indicator	NOUN
easat-4308	367	27	,	,	PUNCT
easat-4308	367	28	to	to	PART
easat-4308	367	29	predict	predict	VERB
easat-4308	367	30	future	future	ADJ
easat-4308	367	31	demand	demand	NOUN
easat-4308	367	32	using	use	VERB
easat-4308	367	33	advanced	advanced	ADJ
easat-4308	367	34	machine	machine	NOUN
easat-4308	367	35	learning	learn	VERB
easat-4308	367	36	algorithms	algorithm	NOUN
easat-4308	367	37	such	such	ADJ
easat-4308	367	38	as	as	ADP
easat-4308	367	39	random	random	ADJ
easat-4308	367	40	forest	forest	NOUN
easat-4308	367	41	,	,	PUNCT
easat-4308	367	42	xg	xg	PROPN
easat-4308	367	43	boost	boost	NOUN
easat-4308	367	44	,	,	PUNCT
easat-4308	367	45	and	and	CCONJ
easat-4308	367	46	linear	linear	ADJ
easat-4308	367	47	regression	regression	NOUN
easat-4308	367	48	.	.	PUNCT
easat-4308	368	1	key	key	ADJ
easat-4308	368	2	insights	insight	NOUN
easat-4308	368	3	reveal	reveal	VERB
easat-4308	368	4	that	that	SCONJ
easat-4308	368	5	discounts	discount	NOUN
easat-4308	368	6	,	,	PUNCT
easat-4308	368	7	particularly	particularly	ADV
easat-4308	368	8	those	those	PRON
easat-4308	368	9	above	above	ADP
easat-4308	368	10	30	30	NUM
easat-4308	368	11	%	%	NOUN
easat-4308	368	12	,	,	PUNCT
easat-4308	368	13	significantly	significantly	ADV
easat-4308	368	14	boost	boost	VERB
easat-4308	368	15	demand	demand	NOUN
easat-4308	368	16	,	,	PUNCT
easat-4308	368	17	especially	especially	ADV
easat-4308	368	18	in	in	ADP
easat-4308	368	19	categories	category	NOUN
easat-4308	368	20	like	like	ADP
easat-4308	368	21	grocery	grocery	NOUN
easat-4308	368	22	and	and	CCONJ
easat-4308	368	23	electronics	electronic	NOUN
easat-4308	368	24	(	(	PUNCT
easat-4308	368	25	figure	figure	NOUN
easat-4308	368	26	9	9	NUM
easat-4308	368	27	)	)	PUNCT
easat-4308	368	28	.	.	PUNCT
easat-4308	369	1	additionally	additionally	ADV
easat-4308	369	2	,	,	PUNCT
easat-4308	369	3	maintaining	maintain	VERB
easat-4308	369	4	optimal	optimal	ADJ
easat-4308	369	5	inventory	inventory	NOUN
easat-4308	369	6	levels	level	NOUN
easat-4308	369	7	(	(	PUNCT
easat-4308	369	8	figure	figure	NOUN
easat-4308	369	9	11	11	NUM
easat-4308	369	10	)	)	PUNCT
easat-4308	369	11	is	be	AUX
easat-4308	369	12	critical	critical	ADJ
easat-4308	369	13	to	to	ADP
easat-4308	369	14	avoiding	avoid	VERB
easat-4308	369	15	stockouts	stockout	NOUN
easat-4308	369	16	,	,	PUNCT
easat-4308	369	17	which	which	PRON
easat-4308	369	18	can	can	AUX
easat-4308	369	19	lead	lead	VERB
easat-4308	369	20	to	to	ADP
easat-4308	369	21	missed	miss	VERB
easat-4308	369	22	sales	sale	NOUN
easat-4308	369	23	opportunities	opportunity	NOUN
easat-4308	369	24	during	during	ADP
easat-4308	369	25	peak	peak	NOUN
easat-4308	369	26	periods	period	NOUN
easat-4308	369	27	.	.	PUNCT
easat-4308	370	1	figure	figure	NOUN
easat-4308	370	2	10	10	NUM
easat-4308	370	3	illustrates	illustrate	VERB
easat-4308	370	4	a	a	DET
easat-4308	370	5	clear	clear	ADJ
easat-4308	370	6	seasonal	seasonal	ADJ
easat-4308	370	7	pattern	pattern	NOUN
easat-4308	370	8	in	in	ADP
easat-4308	370	9	demand	demand	NOUN
easat-4308	370	10	,	,	PUNCT
easat-4308	370	11	with	with	ADP
easat-4308	370	12	total	total	ADJ
easat-4308	370	13	sales	sale	NOUN
easat-4308	370	14	exhibiting	exhibit	VERB
easat-4308	370	15	significant	significant	ADJ
easat-4308	370	16	fluctuations	fluctuation	NOUN
easat-4308	370	17	across	across	ADP
easat-4308	370	18	the	the	DET
easat-4308	370	19	different	different	ADJ
easat-4308	370	20	months	month	NOUN
easat-4308	370	21	.	.	PUNCT
easat-4308	371	1	a	a	DET
easat-4308	371	2	distinct	distinct	ADJ
easat-4308	371	3	peak	peak	NOUN
easat-4308	371	4	in	in	ADP
easat-4308	371	5	demand	demand	NOUN
easat-4308	371	6	is	be	AUX
easat-4308	371	7	observed	observe	VERB
easat-4308	371	8	around	around	ADP
easat-4308	371	9	month	month	NOUN
easat-4308	371	10	5	5	NUM
easat-4308	371	11	,	,	PUNCT
easat-4308	371	12	indicating	indicate	VERB
easat-4308	371	13	a	a	DET
easat-4308	371	14	period	period	NOUN
easat-4308	371	15	of	of	ADP
easat-4308	371	16	heightened	heighten	VERB
easat-4308	371	17	sales	sale	NOUN
easat-4308	371	18	activity	activity	NOUN
easat-4308	371	19	.	.	PUNCT
easat-4308	372	1	conversely	conversely	ADV
easat-4308	372	2	,	,	PUNCT
easat-4308	372	3	a	a	DET
easat-4308	372	4	trough	trough	NOUN
easat-4308	372	5	or	or	CCONJ
easat-4308	372	6	low	low	ADJ
easat-4308	372	7	point	point	NOUN
easat-4308	372	8	in	in	ADP
easat-4308	372	9	demand	demand	NOUN
easat-4308	372	10	is	be	AUX
easat-4308	372	11	evident	evident	ADJ
easat-4308	372	12	around	around	ADP
easat-4308	372	13	month	month	NOUN
easat-4308	372	14	10	10	NUM
easat-4308	372	15	,	,	PUNCT
easat-4308	372	16	suggesting	suggest	VERB
easat-4308	372	17	a	a	DET
easat-4308	372	18	potential	potential	ADJ
easat-4308	372	19	downturn	downturn	NOUN
easat-4308	372	20	in	in	ADP
easat-4308	372	21	sales	sale	NOUN
easat-4308	372	22	during	during	ADP
easat-4308	372	23	this	this	DET
easat-4308	372	24	time	time	NOUN
easat-4308	372	25	.	.	PUNCT
easat-4308	373	1	this	this	DET
easat-4308	373	2	seasonal	seasonal	ADJ
easat-4308	373	3	variation	variation	NOUN
easat-4308	373	4	in	in	ADP
easat-4308	373	5	demand	demand	NOUN
easat-4308	373	6	is	be	AUX
easat-4308	373	7	likely	likely	ADV
easat-4308	373	8	influenced	influence	VERB
easat-4308	373	9	by	by	ADP
easat-4308	373	10	factors	factor	NOUN
easat-4308	373	11	such	such	ADJ
easat-4308	373	12	as	as	ADP
easat-4308	373	13	weather	weather	NOUN
easat-4308	373	14	patterns	pattern	NOUN
easat-4308	373	15	,	,	PUNCT
easat-4308	373	16	holidays	holiday	NOUN
easat-4308	373	17	,	,	PUNCT
easat-4308	373	18	or	or	CCONJ
easat-4308	373	19	consumer	consumer	NOUN
easat-4308	373	20	behavior	behavior	NOUN
easat-4308	373	21	.	.	PUNCT
easat-4308	374	1	to	to	PART
easat-4308	374	2	effectively	effectively	ADV
easat-4308	374	3	manage	manage	VERB
easat-4308	374	4	this	this	DET
easat-4308	374	5	fluctuation	fluctuation	NOUN
easat-4308	374	6	,	,	PUNCT
easat-4308	374	7	businesses	business	NOUN
easat-4308	374	8	should	should	AUX
easat-4308	374	9	strive	strive	VERB
easat-4308	374	10	to	to	PART
easat-4308	374	11	identify	identify	VERB
easat-4308	374	12	the	the	DET
easat-4308	374	13	specific	specific	ADJ
easat-4308	374	14	causes	cause	NOUN
easat-4308	374	15	of	of	ADP
easat-4308	374	16	these	these	DET
easat-4308	374	17	seasonal	seasonal	ADJ
easat-4308	374	18	trends	trend	NOUN
easat-4308	374	19	by	by	ADP
easat-4308	374	20	analyzing	analyze	VERB
easat-4308	374	21	historical	historical	ADJ
easat-4308	374	22	data	datum	NOUN
easat-4308	374	23	,	,	PUNCT
easat-4308	374	24	conducting	conduct	VERB
easat-4308	374	25	market	market	NOUN
easat-4308	374	26	research	research	NOUN
easat-4308	374	27	,	,	PUNCT
easat-4308	374	28	and	and	CCONJ
easat-4308	374	29	considering	consider	VERB
easat-4308	374	30	external	external	ADJ
easat-4308	374	31	factors	factor	NOUN
easat-4308	374	32	.	.	PUNCT
easat-4308	375	1	this	this	DET
easat-4308	375	2	understanding	understanding	NOUN
easat-4308	375	3	will	will	AUX
easat-4308	375	4	enable	enable	VERB
easat-4308	375	5	more	more	ADV
easat-4308	375	6	accurate	accurate	ADJ
easat-4308	375	7	demand	demand	NOUN
easat-4308	375	8	forecasting	forecasting	NOUN
easat-4308	375	9	,	,	PUNCT
easat-4308	375	10	allowing	allow	VERB
easat-4308	375	11	for	for	ADP
easat-4308	375	12	optimized	optimize	VERB
easat-4308	375	13	inventory	inventory	NOUN
easat-4308	375	14	levels	level	NOUN
easat-4308	375	15	,	,	PUNCT
easat-4308	375	16	efficient	efficient	ADJ
easat-4308	375	17	production	production	NOUN
easat-4308	375	18	planning	planning	NOUN
easat-4308	375	19	,	,	PUNCT
easat-4308	375	20	and	and	CCONJ
easat-4308	375	21	informed	inform	VERB
easat-4308	375	22	decisions	decision	NOUN
easat-4308	375	23	regarding	regard	VERB
easat-4308	375	24	resource	resource	NOUN
easat-4308	375	25	allocation	allocation	NOUN
easat-4308	375	26	.	.	PUNCT
easat-4308	376	1	furthermore	furthermore	ADV
easat-4308	376	2	,	,	PUNCT
easat-4308	376	3	by	by	ADP
easat-4308	376	4	recognizing	recognize	VERB
easat-4308	376	5	the	the	DET
easat-4308	376	6	seasonal	seasonal	ADJ
easat-4308	376	7	nature	nature	NOUN
easat-4308	376	8	of	of	ADP
easat-4308	376	9	demand	demand	NOUN
easat-4308	376	10	,	,	PUNCT
easat-4308	376	11	businesses	business	NOUN
easat-4308	376	12	can	can	AUX
easat-4308	376	13	implement	implement	VERB
easat-4308	376	14	strategies	strategy	NOUN
easat-4308	376	15	to	to	PART
easat-4308	376	16	capitalize	capitalize	VERB
easat-4308	376	17	on	on	ADP
easat-4308	376	18	peak	peak	NOUN
easat-4308	376	19	periods	period	NOUN
easat-4308	376	20	,	,	PUNCT
easat-4308	376	21	such	such	ADJ
easat-4308	376	22	as	as	ADP
easat-4308	376	23	increasing	increase	VERB
easat-4308	376	24	inventory	inventory	NOUN
easat-4308	376	25	levels	level	NOUN
easat-4308	376	26	,	,	PUNCT
easat-4308	376	27	hiring	hire	VERB
easat-4308	376	28	additional	additional	ADJ
easat-4308	376	29	staff	staff	NOUN
easat-4308	376	30	,	,	PUNCT
easat-4308	376	31	or	or	CCONJ
easat-4308	376	32	launching	launch	VERB
easat-4308	376	33	targeted	target	VERB
easat-4308	376	34	marketing	marketing	NOUN
easat-4308	376	35	campaigns	campaign	NOUN
easat-4308	376	36	.	.	PUNCT
easat-4308	377	1	simultaneously	simultaneously	ADV
easat-4308	377	2	,	,	PUNCT
easat-4308	377	3	they	they	PRON
easat-4308	377	4	can	can	AUX
easat-4308	377	5	mitigate	mitigate	VERB
easat-4308	377	6	the	the	DET
easat-4308	377	7	impact	impact	NOUN
easat-4308	377	8	of	of	ADP
easat-4308	377	9	low	low	ADJ
easat-4308	377	10	-	-	PUNCT
easat-4308	377	11	demand	demand	NOUN
easat-4308	377	12	periods	period	NOUN
easat-4308	377	13	by	by	ADP
easat-4308	377	14	adjusting	adjust	VERB
easat-4308	377	15	production	production	NOUN
easat-4308	377	16	schedules	schedule	NOUN
easat-4308	377	17	,	,	PUNCT
easat-4308	377	18	offering	offer	VERB
easat-4308	377	19	discounts	discount	NOUN
easat-4308	377	20	to	to	PART
easat-4308	377	21	stimulate	stimulate	VERB
easat-4308	377	22	sales	sale	NOUN
easat-4308	377	23	,	,	PUNCT
easat-4308	377	24	or	or	CCONJ
easat-4308	377	25	implementing	implement	VERB
easat-4308	377	26	other	other	ADJ
easat-4308	377	27	appropriate	appropriate	ADJ
easat-4308	377	28	measures	measure	NOUN
easat-4308	377	29	.	.	PUNCT
easat-4308	378	1	ultimately	ultimately	ADV
easat-4308	378	2	,	,	PUNCT
easat-4308	378	3	understanding	understand	VERB
easat-4308	378	4	and	and	CCONJ
easat-4308	378	5	adapting	adapt	VERB
easat-4308	378	6	to	to	ADP
easat-4308	378	7	these	these	DET
easat-4308	378	8	seasonal	seasonal	ADJ
easat-4308	378	9	demand	demand	NOUN
easat-4308	378	10	patterns	pattern	NOUN
easat-4308	378	11	is	be	AUX
easat-4308	378	12	crucial	crucial	ADJ
easat-4308	378	13	for	for	SCONJ
easat-4308	378	14	businesses	business	NOUN
easat-4308	378	15	to	to	PART
easat-4308	378	16	optimize	optimize	VERB
easat-4308	378	17	their	their	PRON
easat-4308	378	18	operations	operation	NOUN
easat-4308	378	19	and	and	CCONJ
easat-4308	378	20	achieve	achieve	VERB
easat-4308	378	21	success	success	NOUN
easat-4308	378	22	.	.	PUNCT
easat-4308	379	1	1064	1064	NUM
easat-4308	379	2	edelweiss	edelweiss	PROPN
easat-4308	379	3	applied	apply	VERB
easat-4308	379	4	science	science	NOUN
easat-4308	379	5	and	and	CCONJ
easat-4308	379	6	technology	technology	NOUN
easat-4308	379	7	issn	issn	PROPN
easat-4308	379	8	:	:	PUNCT
easat-4308	379	9	2576	2576	NUM
easat-4308	379	10	-	-	SYM
easat-4308	379	11	8484	8484	NUM
easat-4308	379	12	vol	vol	NOUN
easat-4308	379	13	.	.	PROPN
easat-4308	380	1	9	9	NUM
easat-4308	380	2	,	,	PUNCT
easat-4308	380	3	no	no	INTJ
easat-4308	380	4	.	.	NOUN
easat-4308	380	5	1	1	NUM
easat-4308	380	6	:	:	PUNCT
easat-4308	380	7	1045	1045	NUM
easat-4308	380	8	-	-	SYM
easat-4308	380	9	1068	1068	NUM
easat-4308	380	10	,	,	PUNCT
easat-4308	380	11	2025	2025	NUM
easat-4308	380	12	doi	doi	NOUN
easat-4308	380	13	:	:	PUNCT
easat-4308	380	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	380	15	©	©	PROPN
easat-4308	380	16	2025	2025	NUM
easat-4308	380	17	by	by	ADP
easat-4308	380	18	the	the	DET
easat-4308	380	19	authors	author	NOUN
easat-4308	380	20	;	;	PUNCT
easat-4308	380	21	licensee	licensee	PROPN
easat-4308	380	22	learning	learn	VERB
easat-4308	380	23	gate	gate	NOUN
easat-4308	380	24	figure	figure	NOUN
easat-4308	380	25	9	9	NUM
easat-4308	380	26	.	.	PUNCT
easat-4308	381	1	this	this	DET
easat-4308	381	2	bar	bar	NOUN
easat-4308	381	3	chart	chart	NOUN
easat-4308	381	4	illustrates	illustrate	VERB
easat-4308	381	5	how	how	SCONJ
easat-4308	381	6	the	the	DET
easat-4308	381	7	threshold	threshold	NOUN
easat-4308	381	8	for	for	ADP
easat-4308	381	9	discounts	discount	NOUN
easat-4308	381	10	affects	affect	VERB
easat-4308	381	11	demand	demand	NOUN
easat-4308	381	12	boost	boost	NOUN
easat-4308	381	13	.	.	PUNCT
easat-4308	382	1	the	the	DET
easat-4308	382	2	chart	chart	NOUN
easat-4308	382	3	shows	show	VERB
easat-4308	382	4	a	a	DET
easat-4308	382	5	clear	clear	ADJ
easat-4308	382	6	increase	increase	NOUN
easat-4308	382	7	in	in	ADP
easat-4308	382	8	demand	demand	NOUN
easat-4308	382	9	when	when	SCONJ
easat-4308	382	10	discounts	discount	NOUN
easat-4308	382	11	are	be	AUX
easat-4308	382	12	above	above	ADP
easat-4308	382	13	30	30	NUM
easat-4308	382	14	%	%	NOUN
easat-4308	382	15	and	and	CCONJ
easat-4308	382	16	a	a	DET
easat-4308	382	17	slight	slight	ADJ
easat-4308	382	18	decrease	decrease	NOUN
easat-4308	382	19	when	when	SCONJ
easat-4308	382	20	they	they	PRON
easat-4308	382	21	are	be	AUX
easat-4308	382	22	below	below	ADP
easat-4308	382	23	30	30	NUM
easat-4308	382	24	%	%	NOUN
easat-4308	382	25	.	.	PUNCT
easat-4308	383	1	figure	figure	NOUN
easat-4308	383	2	10	10	NUM
easat-4308	383	3	.	.	PUNCT
easat-4308	384	1	this	this	DET
easat-4308	384	2	line	line	NOUN
easat-4308	384	3	plot	plot	NOUN
easat-4308	384	4	illustrates	illustrate	VERB
easat-4308	384	5	the	the	DET
easat-4308	384	6	seasonal	seasonal	ADJ
easat-4308	384	7	demand	demand	NOUN
easat-4308	384	8	trends	trend	NOUN
easat-4308	384	9	.	.	PUNCT
easat-4308	385	1	the	the	DET
easat-4308	385	2	chart	chart	NOUN
easat-4308	385	3	shows	show	VERB
easat-4308	385	4	a	a	DET
easat-4308	385	5	steady	steady	ADJ
easat-4308	385	6	increase	increase	NOUN
easat-4308	385	7	in	in	ADP
easat-4308	385	8	demand	demand	NOUN
easat-4308	385	9	during	during	ADP
easat-4308	385	10	the	the	DET
easat-4308	385	11	spring	spring	NOUN
easat-4308	385	12	and	and	CCONJ
easat-4308	385	13	summer	summer	NOUN
easat-4308	385	14	months	month	NOUN
easat-4308	385	15	,	,	PUNCT
easat-4308	385	16	with	with	ADP
easat-4308	385	17	a	a	DET
easat-4308	385	18	slight	slight	ADJ
easat-4308	385	19	decrease	decrease	NOUN
easat-4308	385	20	during	during	ADP
easat-4308	385	21	the	the	DET
easat-4308	385	22	fall	fall	NOUN
easat-4308	385	23	and	and	CCONJ
easat-4308	385	24	winter	winter	NOUN
easat-4308	385	25	months	month	NOUN
easat-4308	385	26	.	.	PUNCT
easat-4308	386	1	1065	1065	NUM
easat-4308	386	2	edelweiss	edelweiss	PROPN
easat-4308	386	3	applied	apply	VERB
easat-4308	386	4	science	science	NOUN
easat-4308	386	5	and	and	CCONJ
easat-4308	386	6	technology	technology	NOUN
easat-4308	386	7	issn	issn	PROPN
easat-4308	386	8	:	:	PUNCT
easat-4308	386	9	2576	2576	NUM
easat-4308	386	10	-	-	SYM
easat-4308	386	11	8484	8484	NUM
easat-4308	386	12	vol	vol	NOUN
easat-4308	386	13	.	.	PROPN
easat-4308	387	1	9	9	NUM
easat-4308	387	2	,	,	PUNCT
easat-4308	387	3	no	no	INTJ
easat-4308	387	4	.	.	NOUN
easat-4308	387	5	1	1	NUM
easat-4308	387	6	:	:	PUNCT
easat-4308	387	7	1045	1045	NUM
easat-4308	387	8	-	-	SYM
easat-4308	387	9	1068	1068	NUM
easat-4308	387	10	,	,	PUNCT
easat-4308	387	11	2025	2025	NUM
easat-4308	387	12	doi	doi	NOUN
easat-4308	387	13	:	:	PUNCT
easat-4308	387	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	387	15	©	©	PROPN
easat-4308	387	16	2025	2025	NUM
easat-4308	387	17	by	by	ADP
easat-4308	387	18	the	the	DET
easat-4308	387	19	authors	author	NOUN
easat-4308	387	20	;	;	PUNCT
easat-4308	387	21	licensee	licensee	PROPN
easat-4308	387	22	learning	learn	VERB
easat-4308	387	23	gate	gate	PROPN
easat-4308	387	24	figure	figure	NOUN
easat-4308	387	25	11	11	NUM
easat-4308	387	26	.	.	PUNCT
easat-4308	388	1	this	this	DET
easat-4308	388	2	line	line	NOUN
easat-4308	388	3	plot	plot	NOUN
easat-4308	388	4	illustrates	illustrate	VERB
easat-4308	388	5	the	the	DET
easat-4308	388	6	impact	impact	NOUN
easat-4308	388	7	of	of	ADP
easat-4308	388	8	optimal	optimal	ADJ
easat-4308	388	9	inventory	inventory	NOUN
easat-4308	388	10	levels	level	NOUN
easat-4308	388	11	on	on	ADP
easat-4308	388	12	sales	sale	NOUN
easat-4308	388	13	.	.	PUNCT
easat-4308	389	1	the	the	DET
easat-4308	389	2	chart	chart	NOUN
easat-4308	389	3	shows	show	VERB
easat-4308	389	4	a	a	DET
easat-4308	389	5	significant	significant	ADJ
easat-4308	389	6	increase	increase	NOUN
easat-4308	389	7	in	in	ADP
easat-4308	389	8	sales	sale	NOUN
easat-4308	389	9	when	when	SCONJ
easat-4308	389	10	inventory	inventory	NOUN
easat-4308	389	11	levels	level	NOUN
easat-4308	389	12	are	be	AUX
easat-4308	389	13	low	low	ADJ
easat-4308	389	14	and	and	CCONJ
easat-4308	389	15	a	a	DET
easat-4308	389	16	steady	steady	ADJ
easat-4308	389	17	increase	increase	NOUN
easat-4308	389	18	when	when	SCONJ
easat-4308	389	19	they	they	PRON
easat-4308	389	20	are	be	AUX
easat-4308	389	21	optimal	optimal	ADJ
easat-4308	389	22	.	.	PUNCT
easat-4308	390	1	6	6	X
easat-4308	390	2	.	.	X
easat-4308	390	3	implementation	implementation	NOUN
easat-4308	390	4	strategy	strategy	NOUN
easat-4308	390	5	6.1	6.1	NUM
easat-4308	390	6	.	.	PUNCT
easat-4308	391	1	integration	integration	NOUN
easat-4308	391	2	into	into	ADP
easat-4308	391	3	supply	supply	NOUN
easat-4308	391	4	chain	chain	NOUN
easat-4308	391	5	operations	operation	NOUN
easat-4308	391	6	integrating	integrate	VERB
easat-4308	391	7	ai	ai	VERB
easat-4308	391	8	-	-	PUNCT
easat-4308	391	9	driven	drive	VERB
easat-4308	391	10	forecasting	forecasting	NOUN
easat-4308	391	11	models	model	NOUN
easat-4308	391	12	into	into	ADP
easat-4308	391	13	existing	exist	VERB
easat-4308	391	14	supply	supply	NOUN
easat-4308	391	15	chain	chain	NOUN
easat-4308	391	16	operations	operation	NOUN
easat-4308	391	17	involves	involve	VERB
easat-4308	391	18	a	a	DET
easat-4308	391	19	series	series	NOUN
easat-4308	391	20	of	of	ADP
easat-4308	391	21	steps	step	NOUN
easat-4308	391	22	that	that	PRON
easat-4308	391	23	require	require	VERB
easat-4308	391	24	careful	careful	ADJ
easat-4308	391	25	planning	planning	NOUN
easat-4308	391	26	,	,	PUNCT
easat-4308	391	27	implementation	implementation	NOUN
easat-4308	391	28	,	,	PUNCT
easat-4308	391	29	and	and	CCONJ
easat-4308	391	30	monitoring	monitor	VERB
easat-4308	391	31	to	to	PART
easat-4308	391	32	ensure	ensure	VERB
easat-4308	391	33	seamless	seamless	ADJ
easat-4308	391	34	integration	integration	NOUN
easat-4308	391	35	.	.	PUNCT
easat-4308	392	1	initially	initially	ADV
easat-4308	392	2	,	,	PUNCT
easat-4308	392	3	the	the	DET
easat-4308	392	4	first	first	ADJ
easat-4308	392	5	step	step	NOUN
easat-4308	392	6	is	be	AUX
easat-4308	392	7	to	to	PART
easat-4308	392	8	define	define	VERB
easat-4308	392	9	clear	clear	ADJ
easat-4308	392	10	business	business	NOUN
easat-4308	392	11	objectives	objective	NOUN
easat-4308	392	12	and	and	CCONJ
easat-4308	392	13	requirements	requirement	NOUN
easat-4308	392	14	,	,	PUNCT
easat-4308	392	15	followed	follow	VERB
easat-4308	392	16	by	by	ADP
easat-4308	392	17	the	the	DET
easat-4308	392	18	selection	selection	NOUN
easat-4308	392	19	of	of	ADP
easat-4308	392	20	suitable	suitable	ADJ
easat-4308	392	21	forecasting	forecasting	NOUN
easat-4308	392	22	models	model	NOUN
easat-4308	392	23	,	,	PUNCT
easat-4308	392	24	data	datum	NOUN
easat-4308	392	25	sources	source	NOUN
easat-4308	392	26	,	,	PUNCT
easat-4308	392	27	and	and	CCONJ
easat-4308	392	28	algorithms	algorithm	NOUN
easat-4308	392	29	.	.	PUNCT
easat-4308	393	1	the	the	DET
easat-4308	393	2	next	next	ADJ
easat-4308	393	3	step	step	NOUN
easat-4308	393	4	is	be	AUX
easat-4308	393	5	to	to	PART
easat-4308	393	6	design	design	VERB
easat-4308	393	7	a	a	DET
easat-4308	393	8	scalable	scalable	ADJ
easat-4308	393	9	architecture	architecture	NOUN
easat-4308	393	10	for	for	ADP
easat-4308	393	11	integrating	integrate	VERB
easat-4308	393	12	ai	ai	VERB
easat-4308	393	13	-	-	PUNCT
easat-4308	393	14	driven	drive	VERB
easat-4308	393	15	forecasting	forecasting	NOUN
easat-4308	393	16	models	model	NOUN
easat-4308	393	17	into	into	ADP
easat-4308	393	18	existing	exist	VERB
easat-4308	393	19	supply	supply	NOUN
easat-4308	393	20	chain	chain	NOUN
easat-4308	393	21	systems	system	NOUN
easat-4308	393	22	,	,	PUNCT
easat-4308	393	23	incorporating	incorporate	VERB
easat-4308	393	24	apis	apis	ADJ
easat-4308	393	25	,	,	PUNCT
easat-4308	393	26	message	message	NOUN
easat-4308	393	27	queues	queue	NOUN
easat-4308	393	28	,	,	PUNCT
easat-4308	393	29	and	and	CCONJ
easat-4308	393	30	other	other	ADJ
easat-4308	393	31	integration	integration	NOUN
easat-4308	393	32	mechanisms	mechanism	NOUN
easat-4308	393	33	as	as	SCONJ
easat-4308	393	34	needed	need	VERB
easat-4308	393	35	.	.	PUNCT
easat-4308	394	1	this	this	PRON
easat-4308	394	2	can	can	AUX
easat-4308	394	3	be	be	AUX
easat-4308	394	4	achieved	achieve	VERB
easat-4308	394	5	through	through	ADP
easat-4308	394	6	the	the	DET
easat-4308	394	7	use	use	NOUN
easat-4308	394	8	of	of	ADP
easat-4308	394	9	cloud	cloud	NOUN
easat-4308	394	10	-	-	PUNCT
easat-4308	394	11	based	base	VERB
easat-4308	394	12	infrastructure	infrastructure	NOUN
easat-4308	394	13	,	,	PUNCT
easat-4308	394	14	containerization	containerization	NOUN
easat-4308	394	15	,	,	PUNCT
easat-4308	394	16	and	and	CCONJ
easat-4308	394	17	micro	micro	ADJ
easat-4308	394	18	-	-	NOUN
easat-4308	394	19	services	service	NOUN
easat-4308	394	20	architecture	architecture	NOUN
easat-4308	394	21	.	.	PUNCT
easat-4308	395	1	once	once	SCONJ
easat-4308	395	2	the	the	DET
easat-4308	395	3	integration	integration	NOUN
easat-4308	395	4	architecture	architecture	NOUN
easat-4308	395	5	is	be	AUX
easat-4308	395	6	designed	design	VERB
easat-4308	395	7	,	,	PUNCT
easat-4308	395	8	data	datum	NOUN
easat-4308	395	9	is	be	AUX
easat-4308	395	10	collected	collect	VERB
easat-4308	395	11	from	from	ADP
easat-4308	395	12	various	various	ADJ
easat-4308	395	13	sources	source	NOUN
easat-4308	395	14	,	,	PUNCT
easat-4308	395	15	such	such	ADJ
easat-4308	395	16	as	as	ADP
easat-4308	395	17	inventory	inventory	NOUN
easat-4308	395	18	management	management	NOUN
easat-4308	395	19	systems	system	NOUN
easat-4308	395	20	,	,	PUNCT
easat-4308	395	21	supplier	supplier	NOUN
easat-4308	395	22	data	datum	NOUN
easat-4308	395	23	,	,	PUNCT
easat-4308	395	24	and	and	CCONJ
easat-4308	395	25	market	market	NOUN
easat-4308	395	26	research	research	NOUN
easat-4308	395	27	,	,	PUNCT
easat-4308	395	28	and	and	CCONJ
easat-4308	395	29	fed	feed	VERB
easat-4308	395	30	into	into	ADP
easat-4308	395	31	ai	ai	ADV
easat-4308	395	32	-	-	PUNCT
easat-4308	395	33	driven	drive	VERB
easat-4308	395	34	forecasting	forecasting	NOUN
easat-4308	395	35	models	model	NOUN
easat-4308	395	36	to	to	PART
easat-4308	395	37	generate	generate	VERB
easat-4308	395	38	predictions	prediction	NOUN
easat-4308	395	39	.	.	PUNCT
easat-4308	396	1	the	the	DET
easat-4308	396	2	integrated	integrate	VERB
easat-4308	396	3	forecasts	forecast	NOUN
easat-4308	396	4	are	be	AUX
easat-4308	396	5	then	then	ADV
easat-4308	396	6	used	use	VERB
easat-4308	396	7	by	by	ADP
easat-4308	396	8	supply	supply	NOUN
easat-4308	396	9	chain	chain	NOUN
easat-4308	396	10	decision	decision	NOUN
easat-4308	396	11	-	-	PUNCT
easat-4308	396	12	makers	maker	NOUN
easat-4308	396	13	to	to	PART
easat-4308	396	14	optimize	optimize	VERB
easat-4308	396	15	production	production	NOUN
easat-4308	396	16	planning	planning	NOUN
easat-4308	396	17	,	,	PUNCT
easat-4308	396	18	shipping	shipping	NOUN
easat-4308	396	19	,	,	PUNCT
easat-4308	396	20	and	and	CCONJ
easat-4308	396	21	storage	storage	NOUN
easat-4308	396	22	processes	process	NOUN
easat-4308	396	23	,	,	PUNCT
easat-4308	396	24	reducing	reduce	VERB
easat-4308	396	25	lead	lead	NOUN
easat-4308	396	26	times	time	NOUN
easat-4308	396	27	and	and	CCONJ
easat-4308	396	28	costs	cost	NOUN
easat-4308	396	29	while	while	SCONJ
easat-4308	396	30	improving	improve	VERB
easat-4308	396	31	customer	customer	NOUN
easat-4308	396	32	satisfaction	satisfaction	NOUN
easat-4308	396	33	.	.	PUNCT
easat-4308	397	1	additionally	additionally	ADV
easat-4308	397	2	,	,	PUNCT
easat-4308	397	3	the	the	DET
easat-4308	397	4	integration	integration	NOUN
easat-4308	397	5	also	also	ADV
easat-4308	397	6	enables	enable	VERB
easat-4308	397	7	real	real	ADJ
easat-4308	397	8	-	-	PUNCT
easat-4308	397	9	time	time	NOUN
easat-4308	397	10	monitoring	monitoring	NOUN
easat-4308	397	11	and	and	CCONJ
easat-4308	397	12	alerting	alerting	NOUN
easat-4308	397	13	,	,	PUNCT
easat-4308	397	14	allowing	allow	VERB
easat-4308	397	15	for	for	ADP
easat-4308	397	16	swift	swift	ADJ
easat-4308	397	17	response	response	NOUN
easat-4308	397	18	to	to	ADP
easat-4308	397	19	changes	change	NOUN
easat-4308	397	20	in	in	ADP
easat-4308	397	21	demand	demand	NOUN
easat-4308	397	22	or	or	CCONJ
easat-4308	397	23	supply	supply	NOUN
easat-4308	397	24	disruptions	disruption	NOUN
easat-4308	397	25	,	,	PUNCT
easat-4308	397	26	ensuring	ensure	VERB
easat-4308	397	27	the	the	DET
easat-4308	397	28	smooth	smooth	ADJ
easat-4308	397	29	operation	operation	NOUN
easat-4308	397	30	of	of	ADP
easat-4308	397	31	the	the	DET
easat-4308	397	32	entire	entire	ADJ
easat-4308	397	33	supply	supply	NOUN
easat-4308	397	34	chain	chain	NOUN
easat-4308	397	35	.	.	PUNCT
easat-4308	398	1	6.2	6.2	NUM
easat-4308	398	2	.	.	PUNCT
easat-4308	398	3	scalability	scalability	NOUN
easat-4308	398	4	and	and	CCONJ
easat-4308	398	5	flexibility	flexibility	NOUN
easat-4308	398	6	the	the	DET
easat-4308	398	7	scalability	scalability	NOUN
easat-4308	398	8	and	and	CCONJ
easat-4308	398	9	flexibility	flexibility	NOUN
easat-4308	398	10	of	of	ADP
easat-4308	398	11	ai	ai	NOUN
easat-4308	398	12	-	-	PUNCT
easat-4308	398	13	driven	drive	VERB
easat-4308	398	14	forecasting	forecasting	NOUN
easat-4308	398	15	models	model	NOUN
easat-4308	398	16	are	be	AUX
easat-4308	398	17	crucial	crucial	ADJ
easat-4308	398	18	aspects	aspect	NOUN
easat-4308	398	19	to	to	PART
easat-4308	398	20	consider	consider	VERB
easat-4308	398	21	when	when	SCONJ
easat-4308	398	22	deploying	deploy	VERB
easat-4308	398	23	them	they	PRON
easat-4308	398	24	across	across	ADP
easat-4308	398	25	various	various	ADJ
easat-4308	398	26	sectors	sector	NOUN
easat-4308	398	27	and	and	CCONJ
easat-4308	398	28	scales	scale	NOUN
easat-4308	398	29	.	.	PUNCT
easat-4308	399	1	scalability	scalability	NOUN
easat-4308	399	2	refers	refer	VERB
easat-4308	399	3	to	to	ADP
easat-4308	399	4	the	the	DET
easat-4308	399	5	ability	ability	NOUN
easat-4308	399	6	of	of	ADP
easat-4308	399	7	a	a	DET
easat-4308	399	8	model	model	NOUN
easat-4308	399	9	to	to	PART
easat-4308	399	10	handle	handle	VERB
easat-4308	399	11	increasing	increase	VERB
easat-4308	399	12	data	datum	NOUN
easat-4308	399	13	volumes	volume	NOUN
easat-4308	399	14	,	,	PUNCT
easat-4308	399	15	complex	complex	ADJ
easat-4308	399	16	datasets	dataset	NOUN
easat-4308	399	17	,	,	PUNCT
easat-4308	399	18	or	or	CCONJ
easat-4308	399	19	high	high	ADJ
easat-4308	399	20	-	-	PUNCT
easat-4308	399	21	volume	volume	NOUN
easat-4308	399	22	transactions	transaction	NOUN
easat-4308	399	23	without	without	ADP
easat-4308	399	24	compromising	compromise	VERB
easat-4308	399	25	performance	performance	NOUN
easat-4308	399	26	,	,	PUNCT
easat-4308	399	27	while	while	SCONJ
easat-4308	399	28	flexibility	flexibility	NOUN
easat-4308	399	29	enables	enable	VERB
easat-4308	399	30	the	the	DET
easat-4308	399	31	model	model	NOUN
easat-4308	399	32	to	to	PART
easat-4308	399	33	adapt	adapt	VERB
easat-4308	399	34	to	to	ADP
easat-4308	399	35	changing	change	VERB
easat-4308	399	36	business	business	NOUN
easat-4308	399	37	requirements	requirement	NOUN
easat-4308	399	38	,	,	PUNCT
easat-4308	399	39	new	new	ADJ
easat-4308	399	40	markets	market	NOUN
easat-4308	399	41	,	,	PUNCT
easat-4308	399	42	or	or	CCONJ
easat-4308	399	43	different	different	ADJ
easat-4308	399	44	forecasting	forecasting	NOUN
easat-4308	399	45	scenarios	scenario	NOUN
easat-4308	399	46	.	.	PUNCT
easat-4308	400	1	for	for	ADP
easat-4308	400	2	healthcare	healthcare	PROPN
easat-4308	400	3	,	,	PUNCT
easat-4308	400	4	scalability	scalability	NOUN
easat-4308	400	5	is	be	AUX
easat-4308	400	6	essential	essential	ADJ
easat-4308	400	7	for	for	ADP
easat-4308	400	8	predicting	predict	VERB
easat-4308	400	9	patient	patient	ADJ
easat-4308	400	10	outcomes	outcome	NOUN
easat-4308	400	11	,	,	PUNCT
easat-4308	400	12	while	while	SCONJ
easat-4308	400	13	in	in	ADP
easat-4308	400	14	finance	finance	NOUN
easat-4308	400	15	,	,	PUNCT
easat-4308	400	16	it	it	PRON
easat-4308	400	17	's	be	AUX
easat-4308	400	18	necessary	necessary	ADJ
easat-4308	400	19	for	for	ADP
easat-4308	400	20	handling	handle	VERB
easat-4308	400	21	high	high	ADJ
easat-4308	400	22	-	-	PUNCT
easat-4308	400	23	frequency	frequency	NOUN
easat-4308	400	24	trading	trading	NOUN
easat-4308	400	25	and	and	CCONJ
easat-4308	400	26	risk	risk	NOUN
easat-4308	400	27	assessment	assessment	NOUN
easat-4308	400	28	.	.	PUNCT
easat-4308	401	1	in	in	ADP
easat-4308	401	2	1066	1066	NUM
easat-4308	401	3	edelweiss	edelweiss	PROPN
easat-4308	401	4	applied	apply	VERB
easat-4308	401	5	science	science	NOUN
easat-4308	401	6	and	and	CCONJ
easat-4308	401	7	technology	technology	NOUN
easat-4308	401	8	issn	issn	PROPN
easat-4308	401	9	:	:	PUNCT
easat-4308	401	10	2576	2576	NUM
easat-4308	401	11	-	-	SYM
easat-4308	401	12	8484	8484	NUM
easat-4308	401	13	vol	vol	NOUN
easat-4308	401	14	.	.	PROPN
easat-4308	402	1	9	9	NUM
easat-4308	402	2	,	,	PUNCT
easat-4308	402	3	no	no	INTJ
easat-4308	402	4	.	.	NOUN
easat-4308	402	5	1	1	NUM
easat-4308	402	6	:	:	PUNCT
easat-4308	402	7	1045	1045	NUM
easat-4308	402	8	-	-	SYM
easat-4308	402	9	1068	1068	NUM
easat-4308	402	10	,	,	PUNCT
easat-4308	402	11	2025	2025	NUM
easat-4308	402	12	doi	doi	NOUN
easat-4308	402	13	:	:	PUNCT
easat-4308	402	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	402	15	©	©	PROPN
easat-4308	402	16	2025	2025	NUM
easat-4308	402	17	by	by	ADP
easat-4308	402	18	the	the	DET
easat-4308	402	19	authors	author	NOUN
easat-4308	402	20	;	;	PUNCT
easat-4308	402	21	licensee	licensee	PROPN
easat-4308	402	22	learning	learn	VERB
easat-4308	402	23	gate	gate	NOUN
easat-4308	402	24	retail	retail	NOUN
easat-4308	402	25	,	,	PUNCT
easat-4308	402	26	scalability	scalability	NOUN
easat-4308	402	27	helps	helps	AUX
easat-4308	402	28	predict	predict	VERB
easat-4308	402	29	demand	demand	NOUN
easat-4308	402	30	fluctuations	fluctuation	NOUN
easat-4308	402	31	due	due	ADJ
easat-4308	402	32	to	to	ADP
easat-4308	402	33	limited	limited	ADJ
easat-4308	402	34	historical	historical	ADJ
easat-4308	402	35	data	datum	NOUN
easat-4308	402	36	,	,	PUNCT
easat-4308	402	37	whereas	whereas	SCONJ
easat-4308	402	38	flexibility	flexibility	NOUN
easat-4308	402	39	allows	allow	VERB
easat-4308	402	40	for	for	ADP
easat-4308	402	41	adapting	adapt	VERB
easat-4308	402	42	to	to	ADP
easat-4308	402	43	seasonal	seasonal	ADJ
easat-4308	402	44	and	and	CCONJ
easat-4308	402	45	time	time	NOUN
easat-4308	402	46	-	-	PUNCT
easat-4308	402	47	varying	vary	VERB
easat-4308	402	48	demands	demand	NOUN
easat-4308	402	49	.	.	PUNCT
easat-4308	403	1	to	to	PART
easat-4308	403	2	achieve	achieve	VERB
easat-4308	403	3	scalability	scalability	NOUN
easat-4308	403	4	and	and	CCONJ
easat-4308	403	5	flexibility	flexibility	NOUN
easat-4308	403	6	,	,	PUNCT
easat-4308	403	7	businesses	business	NOUN
easat-4308	403	8	consider	consider	VERB
easat-4308	403	9	cloud	cloud	NOUN
easat-4308	403	10	-	-	PUNCT
easat-4308	403	11	based	base	VERB
easat-4308	403	12	infrastructure	infrastructure	NOUN
easat-4308	403	13	(	(	PUNCT
easat-4308	403	14	e.g.	e.g.	ADJ
easat-4308	403	15	,	,	PUNCT
easat-4308	403	16	aws	aw	NOUN
easat-4308	403	17	,	,	PUNCT
easat-4308	403	18	google	google	PROPN
easat-4308	403	19	cloud	cloud	PROPN
easat-4308	403	20	)	)	PUNCT
easat-4308	403	21	,	,	PUNCT
easat-4308	403	22	containerization	containerization	NOUN
easat-4308	403	23	(	(	PUNCT
easat-4308	403	24	e.g.	e.g.	ADV
easat-4308	403	25	,	,	PUNCT
easat-4308	403	26	docker	docker	PROPN
easat-4308	403	27	)	)	PUNCT
easat-4308	403	28	and	and	CCONJ
easat-4308	403	29	micro	micro	ADJ
easat-4308	403	30	-	-	NOUN
easat-4308	403	31	services	service	NOUN
easat-4308	403	32	architecture	architecture	NOUN
easat-4308	403	33	,	,	PUNCT
easat-4308	403	34	data	datum	NOUN
easat-4308	403	35	-	-	PUNCT
easat-4308	403	36	as	as	ADP
easat-4308	403	37	-	-	PUNCT
easat-4308	403	38	a	a	DET
easat-4308	403	39	-	-	PUNCT
easat-4308	403	40	service	service	NOUN
easat-4308	403	41	platforms	platform	NOUN
easat-4308	403	42	,	,	PUNCT
easat-4308	403	43	and	and	CCONJ
easat-4308	403	44	adaptive	adaptive	ADJ
easat-4308	403	45	learning	learning	NOUN
easat-4308	403	46	algorithms	algorithm	NOUN
easat-4308	403	47	that	that	PRON
easat-4308	403	48	can	can	AUX
easat-4308	403	49	adjust	adjust	VERB
easat-4308	403	50	parameters	parameter	NOUN
easat-4308	403	51	based	base	VERB
easat-4308	403	52	on	on	ADP
easat-4308	403	53	changing	change	VERB
easat-4308	403	54	business	business	NOUN
easat-4308	403	55	requirements	requirement	NOUN
easat-4308	403	56	.	.	PUNCT
easat-4308	404	1	additionally	additionally	ADV
easat-4308	404	2	,	,	PUNCT
easat-4308	404	3	flexible	flexible	ADJ
easat-4308	404	4	integration	integration	NOUN
easat-4308	404	5	mechanisms	mechanism	NOUN
easat-4308	404	6	enable	enable	VERB
easat-4308	404	7	seamless	seamless	ADJ
easat-4308	404	8	deployment	deployment	NOUN
easat-4308	404	9	of	of	ADP
easat-4308	404	10	ai	ai	ADJ
easat-4308	404	11	-	-	PUNCT
easat-4308	404	12	driven	drive	VERB
easat-4308	404	13	forecasting	forecasting	NOUN
easat-4308	404	14	models	model	NOUN
easat-4308	404	15	alongside	alongside	ADP
easat-4308	404	16	existing	exist	VERB
easat-4308	404	17	systems	system	NOUN
easat-4308	404	18	,	,	PUNCT
easat-4308	404	19	reducing	reduce	VERB
easat-4308	404	20	implementation	implementation	NOUN
easat-4308	404	21	complexity	complexity	NOUN
easat-4308	404	22	.	.	PUNCT
easat-4308	405	1	by	by	ADP
easat-4308	405	2	incorporating	incorporate	VERB
easat-4308	405	3	these	these	DET
easat-4308	405	4	scalability	scalability	NOUN
easat-4308	405	5	and	and	CCONJ
easat-4308	405	6	flexibility	flexibility	NOUN
easat-4308	405	7	features	feature	NOUN
easat-4308	405	8	,	,	PUNCT
easat-4308	405	9	businesses	business	NOUN
easat-4308	405	10	can	can	AUX
easat-4308	405	11	harness	harness	VERB
easat-4308	405	12	the	the	DET
easat-4308	405	13	power	power	NOUN
easat-4308	405	14	of	of	ADP
easat-4308	405	15	ai	ai	ADJ
easat-4308	405	16	-	-	PUNCT
easat-4308	405	17	driven	drive	VERB
easat-4308	405	18	forecasting	forecasting	NOUN
easat-4308	405	19	models	model	NOUN
easat-4308	405	20	to	to	PART
easat-4308	405	21	drive	drive	VERB
easat-4308	405	22	informed	informed	ADJ
easat-4308	405	23	decision	decision	NOUN
easat-4308	405	24	-	-	PUNCT
easat-4308	405	25	making	making	NOUN
easat-4308	405	26	across	across	ADP
easat-4308	405	27	various	various	ADJ
easat-4308	405	28	sectors	sector	NOUN
easat-4308	405	29	and	and	CCONJ
easat-4308	405	30	scales	scale	NOUN
easat-4308	405	31	.	.	PUNCT
easat-4308	406	1	6.3	6.3	NUM
easat-4308	406	2	.	.	PUNCT
easat-4308	407	1	business	business	NOUN
easat-4308	407	2	impact	impact	NOUN
easat-4308	407	3	analysis	analysis	NOUN
easat-4308	407	4	implementing	implement	VERB
easat-4308	407	5	ai	ai	ADJ
easat-4308	407	6	-	-	PUNCT
easat-4308	407	7	driven	drive	VERB
easat-4308	407	8	demand	demand	NOUN
easat-4308	407	9	forecasting	forecasting	NOUN
easat-4308	407	10	has	have	VERB
easat-4308	407	11	a	a	DET
easat-4308	407	12	significant	significant	ADJ
easat-4308	407	13	potential	potential	NOUN
easat-4308	407	14	to	to	PART
easat-4308	407	15	drive	drive	VERB
easat-4308	407	16	business	business	NOUN
easat-4308	407	17	growth	growth	NOUN
easat-4308	407	18	and	and	CCONJ
easat-4308	407	19	improvement	improvement	NOUN
easat-4308	407	20	,	,	PUNCT
easat-4308	407	21	with	with	ADP
easat-4308	407	22	estimated	estimate	VERB
easat-4308	407	23	benefits	benefit	NOUN
easat-4308	407	24	including	include	VERB
easat-4308	407	25	improved	improve	VERB
easat-4308	407	26	forecasting	forecasting	NOUN
easat-4308	407	27	accuracy	accuracy	NOUN
easat-4308	407	28	,	,	PUNCT
easat-4308	407	29	reduced	reduce	VERB
easat-4308	407	30	lead	lead	PROPN
easat-4308	407	31	times	time	NOUN
easat-4308	407	32	,	,	PUNCT
easat-4308	407	33	increased	increase	VERB
easat-4308	407	34	revenue	revenue	NOUN
easat-4308	407	35	growth	growth	NOUN
easat-4308	407	36	,	,	PUNCT
easat-4308	407	37	enhanced	enhance	VERB
easat-4308	407	38	customer	customer	NOUN
easat-4308	407	39	satisfaction	satisfaction	NOUN
easat-4308	407	40	,	,	PUNCT
easat-4308	407	41	and	and	CCONJ
easat-4308	407	42	improved	improve	VERB
easat-4308	407	43	operational	operational	ADJ
easat-4308	407	44	efficiency	efficiency	NOUN
easat-4308	407	45	.	.	PUNCT
easat-4308	408	1	the	the	DET
easat-4308	408	2	cost	cost	NOUN
easat-4308	408	3	-	-	PUNCT
easat-4308	408	4	benefit	benefit	NOUN
easat-4308	408	5	analysis	analysis	NOUN
easat-4308	408	6	of	of	ADP
easat-4308	408	7	such	such	DET
easat-4308	408	8	an	an	DET
easat-4308	408	9	implementation	implementation	NOUN
easat-4308	408	10	is	be	AUX
easat-4308	408	11	crucial	crucial	ADJ
easat-4308	408	12	in	in	ADP
easat-4308	408	13	determining	determine	VERB
easat-4308	408	14	whether	whether	SCONJ
easat-4308	408	15	the	the	DET
easat-4308	408	16	investment	investment	NOUN
easat-4308	408	17	will	will	AUX
easat-4308	408	18	yield	yield	VERB
easat-4308	408	19	a	a	DET
easat-4308	408	20	positive	positive	ADJ
easat-4308	408	21	return	return	NOUN
easat-4308	408	22	on	on	ADP
easat-4308	408	23	investment	investment	NOUN
easat-4308	408	24	(	(	PUNCT
easat-4308	408	25	roi	roi	NOUN
easat-4308	408	26	)	)	PUNCT
easat-4308	408	27	,	,	PUNCT
easat-4308	408	28	payback	payback	NOUN
easat-4308	408	29	period	period	NOUN
easat-4308	408	30	,	,	PUNCT
easat-4308	408	31	and	and	CCONJ
easat-4308	408	32	break	break	NOUN
easat-4308	408	33	-	-	PUNCT
easat-4308	408	34	even	even	ADV
easat-4308	408	35	point	point	NOUN
easat-4308	408	36	.	.	PUNCT
easat-4308	409	1	typically	typically	ADV
easat-4308	409	2	,	,	PUNCT
easat-4308	409	3	the	the	DET
easat-4308	409	4	costs	cost	NOUN
easat-4308	409	5	associated	associate	VERB
easat-4308	409	6	with	with	ADP
easat-4308	409	7	implementing	implement	VERB
easat-4308	409	8	ai	ai	ADJ
easat-4308	409	9	-	-	PUNCT
easat-4308	409	10	driven	drive	VERB
easat-4308	409	11	demand	demand	NOUN
easat-4308	409	12	forecasting	forecasting	NOUN
easat-4308	409	13	include	include	VERB
easat-4308	409	14	high	high	ADJ
easat-4308	409	15	upfront	upfront	ADJ
easat-4308	409	16	investments	investment	NOUN
easat-4308	409	17	in	in	ADP
easat-4308	409	18	technology	technology	NOUN
easat-4308	409	19	,	,	PUNCT
easat-4308	409	20	ongoing	ongoing	ADJ
easat-4308	409	21	maintenance	maintenance	NOUN
easat-4308	409	22	and	and	CCONJ
easat-4308	409	23	training	training	NOUN
easat-4308	409	24	expenses	expense	NOUN
easat-4308	409	25	,	,	PUNCT
easat-4308	409	26	and	and	CCONJ
easat-4308	409	27	potential	potential	ADJ
easat-4308	409	28	disruption	disruption	NOUN
easat-4308	409	29	to	to	ADP
easat-4308	409	30	business	business	NOUN
easat-4308	409	31	processes	process	NOUN
easat-4308	409	32	due	due	ADJ
easat-4308	409	33	to	to	ADP
easat-4308	409	34	changes	change	NOUN
easat-4308	409	35	in	in	ADP
easat-4308	409	36	forecasting	forecasting	NOUN
easat-4308	409	37	methodologies	methodology	NOUN
easat-4308	409	38	.	.	PUNCT
easat-4308	410	1	on	on	ADP
easat-4308	410	2	the	the	DET
easat-4308	410	3	other	other	ADJ
easat-4308	410	4	hand	hand	NOUN
easat-4308	410	5	,	,	PUNCT
easat-4308	410	6	the	the	DET
easat-4308	410	7	estimated	estimate	VERB
easat-4308	410	8	benefits	benefit	NOUN
easat-4308	410	9	can	can	AUX
easat-4308	410	10	range	range	VERB
easat-4308	410	11	from	from	ADP
easat-4308	410	12	reduced	reduced	ADJ
easat-4308	410	13	lead	lead	NOUN
easat-4308	410	14	times	time	NOUN
easat-4308	410	15	by	by	ADP
easat-4308	410	16	30	30	NUM
easat-4308	410	17	-	-	SYM
easat-4308	410	18	50	50	NUM
easat-4308	410	19	%	%	NOUN
easat-4308	410	20	to	to	ADP
easat-4308	410	21	increased	increase	VERB
easat-4308	410	22	revenue	revenue	NOUN
easat-4308	410	23	growth	growth	NOUN
easat-4308	410	24	by	by	ADP
easat-4308	410	25	10	10	NUM
easat-4308	410	26	-	-	SYM
easat-4308	410	27	20	20	NUM
easat-4308	410	28	%	%	NOUN
easat-4308	410	29	.	.	PUNCT
easat-4308	411	1	the	the	DET
easat-4308	411	2	cost	cost	NOUN
easat-4308	411	3	-	-	PUNCT
easat-4308	411	4	benefit	benefit	NOUN
easat-4308	411	5	analysis	analysis	NOUN
easat-4308	411	6	should	should	AUX
easat-4308	411	7	consider	consider	VERB
easat-4308	411	8	factors	factor	NOUN
easat-4308	411	9	such	such	ADJ
easat-4308	411	10	as	as	ADP
easat-4308	411	11	market	market	NOUN
easat-4308	411	12	research	research	NOUN
easat-4308	411	13	on	on	ADP
easat-4308	411	14	customer	customer	NOUN
easat-4308	411	15	behaviour	behaviour	NOUN
easat-4308	411	16	,	,	PUNCT
easat-4308	411	17	industry	industry	NOUN
easat-4308	411	18	trends	trend	NOUN
easat-4308	411	19	,	,	PUNCT
easat-4308	411	20	and	and	CCONJ
easat-4308	411	21	competitor	competitor	NOUN
easat-4308	411	22	activity	activity	NOUN
easat-4308	411	23	,	,	PUNCT
easat-4308	411	24	existing	exist	VERB
easat-4308	411	25	supply	supply	NOUN
easat-4308	411	26	chain	chain	NOUN
easat-4308	411	27	management	management	NOUN
easat-4308	411	28	systems	system	NOUN
easat-4308	411	29	,	,	PUNCT
easat-4308	411	30	and	and	CCONJ
easat-4308	411	31	required	require	VERB
easat-4308	411	32	resources	resource	NOUN
easat-4308	411	33	and	and	CCONJ
easat-4308	411	34	infrastructure	infrastructure	NOUN
easat-4308	411	35	to	to	PART
easat-4308	411	36	support	support	VERB
easat-4308	411	37	the	the	DET
easat-4308	411	38	implementation	implementation	NOUN
easat-4308	411	39	.	.	PUNCT
easat-4308	412	1	by	by	ADP
easat-4308	412	2	conducting	conduct	VERB
easat-4308	412	3	a	a	DET
easat-4308	412	4	thorough	thorough	ADJ
easat-4308	412	5	analysis	analysis	NOUN
easat-4308	412	6	,	,	PUNCT
easat-4308	412	7	businesses	business	NOUN
easat-4308	412	8	can	can	AUX
easat-4308	412	9	make	make	VERB
easat-4308	412	10	informed	informed	ADJ
easat-4308	412	11	decisions	decision	NOUN
easat-4308	412	12	about	about	ADP
easat-4308	412	13	whether	whether	SCONJ
easat-4308	412	14	implementing	implement	VERB
easat-4308	412	15	ai	ai	ADJ
easat-4308	412	16	-	-	PUNCT
easat-4308	412	17	driven	drive	VERB
easat-4308	412	18	demand	demand	NOUN
easat-4308	412	19	forecasting	forecasting	NOUN
easat-4308	412	20	solutions	solution	NOUN
easat-4308	412	21	is	be	AUX
easat-4308	412	22	feasible	feasible	ADJ
easat-4308	412	23	and	and	CCONJ
easat-4308	412	24	will	will	AUX
easat-4308	412	25	yield	yield	VERB
easat-4308	412	26	a	a	DET
easat-4308	412	27	positive	positive	ADJ
easat-4308	412	28	return	return	NOUN
easat-4308	412	29	on	on	ADP
easat-4308	412	30	investment	investment	NOUN
easat-4308	412	31	,	,	PUNCT
easat-4308	412	32	ensuring	ensure	VERB
easat-4308	412	33	that	that	SCONJ
easat-4308	412	34	the	the	DET
easat-4308	412	35	benefits	benefit	NOUN
easat-4308	412	36	outweigh	outweigh	VERB
easat-4308	412	37	the	the	DET
easat-4308	412	38	costs	cost	NOUN
easat-4308	412	39	.	.	PUNCT
easat-4308	413	1	this	this	DET
easat-4308	413	2	detailed	detailed	ADJ
easat-4308	413	3	assessment	assessment	NOUN
easat-4308	413	4	will	will	AUX
easat-4308	413	5	help	help	VERB
easat-4308	413	6	organizations	organization	NOUN
easat-4308	413	7	optimize	optimize	VERB
easat-4308	413	8	their	their	PRON
easat-4308	413	9	forecasting	forecasting	NOUN
easat-4308	413	10	processes	process	NOUN
easat-4308	413	11	,	,	PUNCT
easat-4308	413	12	improve	improve	VERB
easat-4308	413	13	operational	operational	ADJ
easat-4308	413	14	efficiency	efficiency	NOUN
easat-4308	413	15	,	,	PUNCT
easat-4308	413	16	and	and	CCONJ
easat-4308	413	17	drive	drive	VERB
easat-4308	413	18	business	business	NOUN
easat-4308	413	19	growth	growth	NOUN
easat-4308	413	20	.	.	PUNCT
easat-4308	414	1	7	7	X
easat-4308	414	2	.	.	X
easat-4308	414	3	discussion	discussion	NOUN
easat-4308	414	4	7.1	7.1	NUM
easat-4308	414	5	.	.	PUNCT
easat-4308	415	1	implications	implication	NOUN
easat-4308	415	2	for	for	ADP
easat-4308	415	3	us	us	PROPN
easat-4308	415	4	supply	supply	NOUN
easat-4308	415	5	chains	chain	NOUN
easat-4308	415	6	according	accord	VERB
easat-4308	415	7	to	to	ADP
easat-4308	415	8	liu	liu	PROPN
easat-4308	415	9	,	,	PUNCT
easat-4308	415	10	et	et	PROPN
easat-4308	415	11	al	al	PROPN
easat-4308	415	12	.	.	PUNCT
easat-4308	416	1	[	[	X
easat-4308	416	2	5	5	NUM
easat-4308	416	3	]	]	PUNCT
easat-4308	416	4	and	and	CCONJ
easat-4308	416	5	hansen	hansen	PROPN
easat-4308	416	6	,	,	PUNCT
easat-4308	416	7	et	et	PROPN
easat-4308	416	8	al	al	PROPN
easat-4308	416	9	.	.	PUNCT
easat-4308	417	1	[	[	X
easat-4308	417	2	7	7	X
easat-4308	417	3	]	]	X
easat-4308	417	4	the	the	DET
easat-4308	417	5	integration	integration	NOUN
easat-4308	417	6	of	of	ADP
easat-4308	417	7	ai	ai	ADJ
easat-4308	417	8	-	-	PUNCT
easat-4308	417	9	driven	drive	VERB
easat-4308	417	10	demand	demand	NOUN
easat-4308	417	11	forecasting	forecasting	NOUN
easat-4308	417	12	in	in	ADP
easat-4308	417	13	the	the	DET
easat-4308	417	14	us	us	PROPN
easat-4308	417	15	supply	supply	NOUN
easat-4308	417	16	chain	chain	NOUN
easat-4308	417	17	has	have	VERB
easat-4308	417	18	significant	significant	ADJ
easat-4308	417	19	implications	implication	NOUN
easat-4308	417	20	for	for	ADP
easat-4308	417	21	improving	improve	VERB
easat-4308	417	22	efficiency	efficiency	NOUN
easat-4308	417	23	,	,	PUNCT
easat-4308	417	24	reducing	reduce	VERB
easat-4308	417	25	costs	cost	NOUN
easat-4308	417	26	,	,	PUNCT
easat-4308	417	27	and	and	CCONJ
easat-4308	417	28	enhancing	enhance	VERB
easat-4308	417	29	customer	customer	NOUN
easat-4308	417	30	satisfaction	satisfaction	NOUN
easat-4308	417	31	.	.	PUNCT
easat-4308	418	1	ai	ai	AUX
easat-4308	418	2	-	-	PUNCT
easat-4308	418	3	powered	power	VERB
easat-4308	418	4	demand	demand	NOUN
easat-4308	418	5	forecasting	forecasting	NOUN
easat-4308	418	6	can	can	AUX
easat-4308	418	7	help	help	VERB
easat-4308	418	8	optimize	optimize	VERB
easat-4308	418	9	inventory	inventory	NOUN
easat-4308	418	10	levels	level	NOUN
easat-4308	418	11	,	,	PUNCT
easat-4308	418	12	reduce	reduce	VERB
easat-4308	418	13	overstocking	overstocking	NOUN
easat-4308	418	14	and	and	CCONJ
easat-4308	418	15	under	under	ADP
easat-4308	418	16	-	-	PUNCT
easat-4308	418	17	stocking	stocking	NOUN
easat-4308	418	18	,	,	PUNCT
easat-4308	418	19	and	and	CCONJ
easat-4308	418	20	improve	improve	VERB
easat-4308	418	21	just	just	ADV
easat-4308	418	22	-	-	PUNCT
easat-4308	418	23	in	in	ADP
easat-4308	418	24	-	-	PUNCT
easat-4308	418	25	time	time	NOUN
easat-4308	418	26	(	(	PUNCT
easat-4308	418	27	jit	jit	NOUN
easat-4308	418	28	)	)	PUNCT
easat-4308	418	29	production	production	NOUN
easat-4308	418	30	scheduling	scheduling	NOUN
easat-4308	418	31	.	.	PUNCT
easat-4308	419	1	by	by	ADP
easat-4308	419	2	analyzing	analyze	VERB
easat-4308	419	3	historical	historical	ADJ
easat-4308	419	4	sales	sale	NOUN
easat-4308	419	5	data	datum	NOUN
easat-4308	419	6	,	,	PUNCT
easat-4308	419	7	weather	weather	NOUN
easat-4308	419	8	forecasts	forecast	NOUN
easat-4308	419	9	,	,	PUNCT
easat-4308	419	10	economic	economic	ADJ
easat-4308	419	11	indicators	indicator	NOUN
easat-4308	419	12	,	,	PUNCT
easat-4308	419	13	and	and	CCONJ
easat-4308	419	14	social	social	ADJ
easat-4308	419	15	media	medium	NOUN
easat-4308	419	16	trends	trend	NOUN
easat-4308	419	17	,	,	PUNCT
easat-4308	419	18	predictive	predictive	ADJ
easat-4308	419	19	models	model	NOUN
easat-4308	419	20	can	can	AUX
easat-4308	419	21	forecast	forecast	VERB
easat-4308	419	22	demand	demand	NOUN
easat-4308	419	23	patterns	pattern	NOUN
easat-4308	419	24	with	with	ADP
easat-4308	419	25	greater	great	ADJ
easat-4308	419	26	accuracy	accuracy	NOUN
easat-4308	419	27	than	than	ADP
easat-4308	419	28	traditional	traditional	ADJ
easat-4308	419	29	methods	method	NOUN
easat-4308	419	30	,	,	PUNCT
easat-4308	419	31	enabling	enable	VERB
easat-4308	419	32	supply	supply	NOUN
easat-4308	419	33	chain	chain	NOUN
easat-4308	419	34	managers	manager	NOUN
easat-4308	419	35	to	to	PART
easat-4308	419	36	make	make	VERB
easat-4308	419	37	informed	informed	ADJ
easat-4308	419	38	decisions	decision	NOUN
easat-4308	419	39	about	about	ADP
easat-4308	419	40	production	production	NOUN
easat-4308	419	41	planning	planning	NOUN
easat-4308	419	42	,	,	PUNCT
easat-4308	419	43	shipping	shipping	NOUN
easat-4308	419	44	,	,	PUNCT
easat-4308	419	45	and	and	CCONJ
easat-4308	419	46	inventory	inventory	NOUN
easat-4308	419	47	management	management	NOUN
easat-4308	419	48	.	.	PUNCT
easat-4308	420	1	additionally	additionally	ADV
easat-4308	420	2	,	,	PUNCT
easat-4308	420	3	ai	ai	ADJ
easat-4308	420	4	-	-	PUNCT
easat-4308	420	5	driven	drive	VERB
easat-4308	420	6	demand	demand	NOUN
easat-4308	420	7	forecasting	forecasting	NOUN
easat-4308	420	8	can	can	AUX
easat-4308	420	9	help	help	AUX
easat-4308	420	10	identify	identify	VERB
easat-4308	420	11	peak	peak	NOUN
easat-4308	420	12	shipping	shipping	NOUN
easat-4308	420	13	periods	period	NOUN
easat-4308	420	14	,	,	PUNCT
easat-4308	420	15	reduce	reduce	VERB
easat-4308	420	16	the	the	DET
easat-4308	420	17	risk	risk	NOUN
easat-4308	420	18	of	of	ADP
easat-4308	420	19	stockouts	stockout	NOUN
easat-4308	420	20	or	or	CCONJ
easat-4308	420	21	delays	delay	NOUN
easat-4308	420	22	,	,	PUNCT
easat-4308	420	23	and	and	CCONJ
easat-4308	420	24	improve	improve	VERB
easat-4308	420	25	supply	supply	NOUN
easat-4308	420	26	chain	chain	NOUN
easat-4308	420	27	visibility	visibility	NOUN
easat-4308	420	28	into	into	ADP
easat-4308	420	29	order	order	NOUN
easat-4308	420	30	-	-	PUNCT
easat-4308	420	31	to	to	ADP
easat-4308	420	32	-	-	PUNCT
easat-4308	420	33	cash	cash	NOUN
easat-4308	420	34	(	(	PUNCT
easat-4308	420	35	otc	otc	ADJ
easat-4308	420	36	)	)	PUNCT
easat-4308	420	37	process	process	NOUN
easat-4308	420	38	timelines	timeline	NOUN
easat-4308	420	39	.	.	PUNCT
easat-4308	421	1	to	to	PART
easat-4308	421	2	integrate	integrate	VERB
easat-4308	421	3	predictive	predictive	ADJ
easat-4308	421	4	models	model	NOUN
easat-4308	421	5	into	into	ADP
easat-4308	421	6	supply	supply	NOUN
easat-4308	421	7	chain	chain	NOUN
easat-4308	421	8	decision	decision	NOUN
easat-4308	421	9	-	-	PUNCT
easat-4308	421	10	making	make	VERB
easat-4308	421	11	processes	process	NOUN
easat-4308	421	12	,	,	PUNCT
easat-4308	421	13	businesses	business	NOUN
easat-4308	421	14	should	should	AUX
easat-4308	421	15	consider	consider	VERB
easat-4308	421	16	adopting	adopt	VERB
easat-4308	421	17	cloud	cloud	NOUN
easat-4308	421	18	-	-	PUNCT
easat-4308	421	19	based	base	VERB
easat-4308	421	20	platforms	platform	NOUN
easat-4308	421	21	for	for	ADP
easat-4308	421	22	data	data	NOUN
easat-4308	421	23	collection	collection	NOUN
easat-4308	421	24	and	and	CCONJ
easat-4308	421	25	analysis	analysis	NOUN
easat-4308	421	26	,	,	PUNCT
easat-4308	421	27	leveraging	leverage	VERB
easat-4308	421	28	machine	machine	NOUN
easat-4308	421	29	learning	learn	VERB
easat-4308	421	30	algorithms	algorithm	NOUN
easat-4308	421	31	for	for	ADP
easat-4308	421	32	advanced	advanced	ADJ
easat-4308	421	33	analytics	analytic	NOUN
easat-4308	421	34	,	,	PUNCT
easat-4308	421	35	and	and	CCONJ
easat-4308	421	36	implementing	implement	VERB
easat-4308	421	37	automation	automation	NOUN
easat-4308	421	38	tools	tool	NOUN
easat-4308	421	39	for	for	ADP
easat-4308	421	40	real	real	ADJ
easat-4308	421	41	-	-	PUNCT
easat-4308	421	42	time	time	NOUN
easat-4308	421	43	forecasting	forecasting	NOUN
easat-4308	421	44	and	and	CCONJ
easat-4308	421	45	inventory	inventory	NOUN
easat-4308	421	46	management	management	NOUN
easat-4308	421	47	.	.	PUNCT
easat-4308	422	1	furthermore	furthermore	ADV
easat-4308	422	2	,	,	PUNCT
easat-4308	422	3	supply	supply	NOUN
easat-4308	422	4	chain	chain	NOUN
easat-4308	422	5	managers	manager	NOUN
easat-4308	422	6	should	should	AUX
easat-4308	422	7	prioritize	prioritize	VERB
easat-4308	422	8	the	the	DET
easat-4308	422	9	following	following	ADJ
easat-4308	422	10	recommendations	recommendation	NOUN
easat-4308	422	11	:	:	PUNCT
easat-4308	422	12	conduct	conduct	VERB
easat-4308	422	13	thorough	thorough	ADJ
easat-4308	422	14	cost	cost	NOUN
easat-4308	422	15	-	-	PUNCT
easat-4308	422	16	benefit	benefit	NOUN
easat-4308	422	17	analyses	analysis	NOUN
easat-4308	422	18	to	to	PART
easat-4308	422	19	determine	determine	VERB
easat-4308	422	20	roi	roi	NOUN
easat-4308	422	21	,	,	PUNCT
easat-4308	422	22	develop	develop	VERB
easat-4308	422	23	contingency	contingency	NOUN
easat-4308	422	24	plans	plan	NOUN
easat-4308	422	25	for	for	ADP
easat-4308	422	26	potential	potential	ADJ
easat-4308	422	27	disruptions	disruption	NOUN
easat-4308	422	28	in	in	ADP
easat-4308	422	29	demand	demand	NOUN
easat-4308	422	30	forecasting	forecasting	NOUN
easat-4308	422	31	,	,	PUNCT
easat-4308	422	32	and	and	CCONJ
easat-4308	422	33	establish	establish	VERB
easat-4308	422	34	metrics	metric	NOUN
easat-4308	422	35	to	to	PART
easat-4308	422	36	measure	measure	VERB
easat-4308	422	37	supply	supply	NOUN
easat-4308	422	38	chain	chain	NOUN
easat-4308	422	39	performance	performance	NOUN
easat-4308	422	40	against	against	ADP
easat-4308	422	41	predicted	predict	VERB
easat-4308	422	42	outcomes	outcome	NOUN
easat-4308	422	43	.	.	PUNCT
easat-4308	423	1	by	by	ADP
easat-4308	423	2	adopting	adopt	VERB
easat-4308	423	3	ai	ai	ADJ
easat-4308	423	4	-	-	PUNCT
easat-4308	423	5	driven	drive	VERB
easat-4308	423	6	demand	demand	NOUN
easat-4308	423	7	forecasting	forecasting	NOUN
easat-4308	423	8	solutions	solution	NOUN
easat-4308	423	9	,	,	PUNCT
easat-4308	423	10	us	us	PROPN
easat-4308	423	11	businesses	business	NOUN
easat-4308	423	12	can	can	AUX
easat-4308	423	13	enhance	enhance	VERB
easat-4308	423	14	their	their	PRON
easat-4308	423	15	supply	supply	NOUN
easat-4308	423	16	chain	chain	NOUN
easat-4308	423	17	efficiency	efficiency	NOUN
easat-4308	423	18	,	,	PUNCT
easat-4308	423	19	improve	improve	VERB
easat-4308	423	20	customer	customer	NOUN
easat-4308	423	21	satisfaction	satisfaction	NOUN
easat-4308	423	22	,	,	PUNCT
easat-4308	423	23	and	and	CCONJ
easat-4308	423	24	drive	drive	VERB
easat-4308	423	25	long	long	ADJ
easat-4308	423	26	-	-	PUNCT
easat-4308	423	27	term	term	NOUN
easat-4308	423	28	growth	growth	NOUN
easat-4308	423	29	and	and	CCONJ
easat-4308	423	30	profitability	profitability	NOUN
easat-4308	423	31	.	.	PUNCT
easat-4308	424	1	1067	1067	NUM
easat-4308	424	2	edelweiss	edelweiss	PROPN
easat-4308	424	3	applied	apply	VERB
easat-4308	424	4	science	science	NOUN
easat-4308	424	5	and	and	CCONJ
easat-4308	424	6	technology	technology	NOUN
easat-4308	424	7	issn	issn	PROPN
easat-4308	424	8	:	:	PUNCT
easat-4308	424	9	2576	2576	NUM
easat-4308	424	10	-	-	SYM
easat-4308	424	11	8484	8484	NUM
easat-4308	424	12	vol	vol	NOUN
easat-4308	424	13	.	.	PROPN
easat-4308	425	1	9	9	NUM
easat-4308	425	2	,	,	PUNCT
easat-4308	425	3	no	no	INTJ
easat-4308	425	4	.	.	NOUN
easat-4308	425	5	1	1	NUM
easat-4308	425	6	:	:	PUNCT
easat-4308	425	7	1045	1045	NUM
easat-4308	425	8	-	-	SYM
easat-4308	425	9	1068	1068	NUM
easat-4308	425	10	,	,	PUNCT
easat-4308	425	11	2025	2025	NUM
easat-4308	425	12	doi	doi	NOUN
easat-4308	425	13	:	:	PUNCT
easat-4308	425	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	425	15	©	©	PROPN
easat-4308	425	16	2025	2025	NUM
easat-4308	425	17	by	by	ADP
easat-4308	425	18	the	the	DET
easat-4308	425	19	authors	author	NOUN
easat-4308	425	20	;	;	PUNCT
easat-4308	425	21	licensee	licensee	PROPN
easat-4308	425	22	learning	learning	NOUN
easat-4308	425	23	gate	gate	NOUN
easat-4308	425	24	7.2	7.2	NUM
easat-4308	425	25	.	.	PUNCT
easat-4308	426	1	challenges	challenge	NOUN
easat-4308	426	2	and	and	CCONJ
easat-4308	426	3	limitations	limitation	NOUN
easat-4308	426	4	the	the	DET
easat-4308	426	5	use	use	NOUN
easat-4308	426	6	of	of	ADP
easat-4308	426	7	ai	ai	ADJ
easat-4308	426	8	-	-	PUNCT
easat-4308	426	9	driven	drive	VERB
easat-4308	426	10	demand	demand	NOUN
easat-4308	426	11	forecasting	forecasting	NOUN
easat-4308	426	12	models	model	NOUN
easat-4308	426	13	raises	raise	VERB
easat-4308	426	14	significant	significant	ADJ
easat-4308	426	15	ethical	ethical	ADJ
easat-4308	426	16	concerns	concern	NOUN
easat-4308	426	17	that	that	PRON
easat-4308	426	18	must	must	AUX
easat-4308	426	19	be	be	AUX
easat-4308	426	20	carefully	carefully	ADV
easat-4308	426	21	considered	consider	VERB
easat-4308	426	22	before	before	ADP
easat-4308	426	23	implementation	implementation	NOUN
easat-4308	426	24	.	.	PUNCT
easat-4308	427	1	one	one	NUM
easat-4308	427	2	major	major	ADJ
easat-4308	427	3	challenge	challenge	NOUN
easat-4308	427	4	is	be	AUX
easat-4308	427	5	the	the	DET
easat-4308	427	6	potential	potential	ADJ
easat-4308	427	7	misuse	misuse	NOUN
easat-4308	427	8	of	of	ADP
easat-4308	427	9	customer	customer	NOUN
easat-4308	427	10	data	datum	NOUN
easat-4308	427	11	,	,	PUNCT
easat-4308	427	12	such	such	ADJ
easat-4308	427	13	as	as	ADP
easat-4308	427	14	profiling	profile	VERB
easat-4308	427	15	customers	customer	NOUN
easat-4308	427	16	based	base	VERB
easat-4308	427	17	on	on	ADP
easat-4308	427	18	their	their	PRON
easat-4308	427	19	purchasing	purchase	VERB
easat-4308	427	20	behaviour	behaviour	NOUN
easat-4308	427	21	without	without	ADP
easat-4308	427	22	consent	consent	NOUN
easat-4308	427	23	or	or	CCONJ
easat-4308	427	24	using	use	VERB
easat-4308	427	25	sensitive	sensitive	ADJ
easat-4308	427	26	information	information	NOUN
easat-4308	427	27	to	to	PART
easat-4308	427	28	make	make	VERB
easat-4308	427	29	discriminatory	discriminatory	ADJ
easat-4308	427	30	decisions	decision	NOUN
easat-4308	427	31	.	.	PUNCT
easat-4308	428	1	additionally	additionally	ADV
easat-4308	428	2	,	,	PUNCT
easat-4308	428	3	businesses	business	NOUN
easat-4308	428	4	must	must	AUX
easat-4308	428	5	address	address	VERB
easat-4308	428	6	issues	issue	NOUN
easat-4308	428	7	related	relate	VERB
easat-4308	428	8	to	to	ADP
easat-4308	428	9	data	data	NOUN
easat-4308	428	10	security	security	NOUN
easat-4308	428	11	and	and	CCONJ
easat-4308	428	12	privacy	privacy	NOUN
easat-4308	428	13	,	,	PUNCT
easat-4308	428	14	ensuring	ensure	VERB
easat-4308	428	15	the	the	DET
easat-4308	428	16	protection	protection	NOUN
easat-4308	428	17	of	of	ADP
easat-4308	428	18	personal	personal	ADJ
easat-4308	428	19	data	datum	NOUN
easat-4308	428	20	from	from	ADP
easat-4308	428	21	unauthorized	unauthorized	ADJ
easat-4308	428	22	access	access	NOUN
easat-4308	428	23	or	or	CCONJ
easat-4308	428	24	breaches	breach	NOUN
easat-4308	428	25	.	.	PUNCT
easat-4308	429	1	furthermore	furthermore	ADV
easat-4308	429	2	,	,	PUNCT
easat-4308	429	3	there	there	PRON
easat-4308	429	4	are	be	VERB
easat-4308	429	5	limitations	limitation	NOUN
easat-4308	429	6	to	to	ADP
easat-4308	429	7	the	the	DET
easat-4308	429	8	data	datum	NOUN
easat-4308	429	9	used	use	VERB
easat-4308	429	10	in	in	ADP
easat-4308	429	11	demand	demand	NOUN
easat-4308	429	12	forecasting	forecasting	NOUN
easat-4308	429	13	models	model	NOUN
easat-4308	429	14	,	,	PUNCT
easat-4308	429	15	including	include	VERB
easat-4308	429	16	data	datum	NOUN
easat-4308	429	17	quality	quality	NOUN
easat-4308	429	18	,	,	PUNCT
easat-4308	429	19	model	model	NOUN
easat-4308	429	20	interpretability	interpretability	NOUN
easat-4308	429	21	,	,	PUNCT
easat-4308	429	22	and	and	CCONJ
easat-4308	429	23	generalizability	generalizability	NOUN
easat-4308	429	24	.	.	PUNCT
easat-4308	430	1	poor	poor	ADJ
easat-4308	430	2	data	datum	NOUN
easat-4308	430	3	quality	quality	NOUN
easat-4308	430	4	can	can	AUX
easat-4308	430	5	lead	lead	VERB
easat-4308	430	6	to	to	ADP
easat-4308	430	7	biased	biased	ADJ
easat-4308	430	8	forecasts	forecast	NOUN
easat-4308	430	9	,	,	PUNCT
easat-4308	430	10	decreased	decrease	VERB
easat-4308	430	11	accuracy	accuracy	NOUN
easat-4308	430	12	,	,	PUNCT
easat-4308	430	13	and	and	CCONJ
easat-4308	430	14	ultimately	ultimately	ADV
easat-4308	430	15	,	,	PUNCT
easat-4308	430	16	reduced	reduce	VERB
easat-4308	430	17	customer	customer	NOUN
easat-4308	430	18	satisfaction	satisfaction	NOUN
easat-4308	430	19	[	[	X
easat-4308	430	20	6	6	NUM
easat-4308	430	21	]	]	PUNCT
easat-4308	430	22	.	.	PUNCT
easat-4308	431	1	model	model	NOUN
easat-4308	431	2	interpretability	interpretability	NOUN
easat-4308	431	3	is	be	AUX
easat-4308	431	4	also	also	ADV
easat-4308	431	5	limited	limit	VERB
easat-4308	431	6	by	by	ADP
easat-4308	431	7	the	the	DET
easat-4308	431	8	complexity	complexity	NOUN
easat-4308	431	9	of	of	ADP
easat-4308	431	10	the	the	DET
easat-4308	431	11	algorithms	algorithm	NOUN
easat-4308	431	12	used	use	VERB
easat-4308	431	13	,	,	PUNCT
easat-4308	431	14	making	make	VERB
easat-4308	431	15	it	it	PRON
easat-4308	431	16	difficult	difficult	ADJ
easat-4308	431	17	for	for	SCONJ
easat-4308	431	18	businesses	business	NOUN
easat-4308	431	19	to	to	PART
easat-4308	431	20	understand	understand	VERB
easat-4308	431	21	how	how	SCONJ
easat-4308	431	22	their	their	PRON
easat-4308	431	23	models	model	NOUN
easat-4308	431	24	arrive	arrive	VERB
easat-4308	431	25	at	at	ADP
easat-4308	431	26	predictions	prediction	NOUN
easat-4308	431	27	.	.	PUNCT
easat-4308	432	1	moreover	moreover	ADV
easat-4308	432	2	,	,	PUNCT
easat-4308	432	3	the	the	DET
easat-4308	432	4	generalizability	generalizability	NOUN
easat-4308	432	5	of	of	ADP
easat-4308	432	6	ai	ai	ADJ
easat-4308	432	7	-	-	PUNCT
easat-4308	432	8	driven	drive	VERB
easat-4308	432	9	demand	demand	NOUN
easat-4308	432	10	forecasting	forecasting	NOUN
easat-4308	432	11	models	model	NOUN
easat-4308	432	12	across	across	ADP
easat-4308	432	13	different	different	ADJ
easat-4308	432	14	markets	market	NOUN
easat-4308	432	15	,	,	PUNCT
easat-4308	432	16	industries	industry	NOUN
easat-4308	432	17	,	,	PUNCT
easat-4308	432	18	and	and	CCONJ
easat-4308	432	19	periods	period	NOUN
easat-4308	432	20	can	can	AUX
easat-4308	432	21	be	be	AUX
easat-4308	432	22	a	a	DET
easat-4308	432	23	significant	significant	ADJ
easat-4308	432	24	challenge	challenge	NOUN
easat-4308	432	25	,	,	PUNCT
easat-4308	432	26	requiring	require	VERB
easat-4308	432	27	thorough	thorough	ADJ
easat-4308	432	28	testing	testing	NOUN
easat-4308	432	29	and	and	CCONJ
easat-4308	432	30	validation	validation	NOUN
easat-4308	432	31	before	before	ADP
easat-4308	432	32	deployment	deployment	NOUN
easat-4308	432	33	.	.	PUNCT
easat-4308	433	1	talent	talent	NOUN
easat-4308	433	2	shortages	shortage	NOUN
easat-4308	433	3	in	in	ADP
easat-4308	433	4	the	the	DET
easat-4308	433	5	ai	ai	NOUN
easat-4308	433	6	field	field	NOUN
easat-4308	433	7	is	be	AUX
easat-4308	433	8	also	also	ADV
easat-4308	433	9	another	another	DET
easat-4308	433	10	undeniable	undeniable	ADJ
easat-4308	433	11	challenge	challenge	NOUN
easat-4308	433	12	according	accord	VERB
easat-4308	433	13	to	to	ADP
easat-4308	433	14	cichy	cichy	NOUN
easat-4308	433	15	,	,	PUNCT
easat-4308	433	16	et	et	PROPN
easat-4308	433	17	al	al	PROPN
easat-4308	433	18	.	.	PUNCT
easat-4308	434	1	[	[	X
easat-4308	434	2	11	11	NUM
easat-4308	434	3	]	]	PUNCT
easat-4308	434	4	.	.	PUNCT
easat-4308	435	1	to	to	PART
easat-4308	435	2	address	address	VERB
easat-4308	435	3	these	these	DET
easat-4308	435	4	challenges	challenge	NOUN
easat-4308	435	5	,	,	PUNCT
easat-4308	435	6	businesses	business	NOUN
easat-4308	435	7	should	should	AUX
easat-4308	435	8	prioritize	prioritize	VERB
easat-4308	435	9	data	datum	NOUN
easat-4308	435	10	quality	quality	NOUN
easat-4308	435	11	,	,	PUNCT
easat-4308	435	12	and	and	CCONJ
easat-4308	435	13	model	model	NOUN
easat-4308	435	14	accuracy	accuracy	NOUN
easat-4308	435	15	and	and	CCONJ
easat-4308	435	16	ensure	ensure	VERB
easat-4308	435	17	that	that	SCONJ
easat-4308	435	18	their	their	PRON
easat-4308	435	19	ai	ai	ADJ
easat-4308	435	20	solutions	solution	NOUN
easat-4308	435	21	are	be	AUX
easat-4308	435	22	designed	design	VERB
easat-4308	435	23	with	with	ADP
easat-4308	435	24	robust	robust	ADJ
easat-4308	435	25	security	security	NOUN
easat-4308	435	26	measures	measure	NOUN
easat-4308	435	27	in	in	ADP
easat-4308	435	28	place	place	NOUN
easat-4308	435	29	to	to	PART
easat-4308	435	30	protect	protect	VERB
easat-4308	435	31	customer	customer	NOUN
easat-4308	435	32	data	datum	NOUN
easat-4308	435	33	.	.	PUNCT
easat-4308	436	1	regular	regular	ADJ
easat-4308	436	2	monitoring	monitoring	NOUN
easat-4308	436	3	and	and	CCONJ
easat-4308	436	4	evaluation	evaluation	NOUN
easat-4308	436	5	of	of	ADP
easat-4308	436	6	the	the	DET
easat-4308	436	7	models	model	NOUN
easat-4308	436	8	'	'	PART
easat-4308	436	9	performance	performance	NOUN
easat-4308	436	10	should	should	AUX
easat-4308	436	11	also	also	ADV
easat-4308	436	12	be	be	AUX
easat-4308	436	13	conducted	conduct	VERB
easat-4308	436	14	to	to	PART
easat-4308	436	15	identify	identify	VERB
easat-4308	436	16	areas	area	NOUN
easat-4308	436	17	for	for	ADP
easat-4308	436	18	improvement	improvement	NOUN
easat-4308	436	19	and	and	CCONJ
easat-4308	436	20	address	address	VERB
easat-4308	436	21	any	any	DET
easat-4308	436	22	issues	issue	NOUN
easat-4308	436	23	promptly	promptly	ADV
easat-4308	436	24	.	.	PUNCT
easat-4308	437	1	7.3	7.3	NUM
easat-4308	437	2	.	.	PUNCT
easat-4308	438	1	future	future	ADJ
easat-4308	438	2	research	research	NOUN
easat-4308	438	3	directions	direction	NOUN
easat-4308	438	4	as	as	ADP
easat-4308	438	5	ai	ai	ADV
easat-4308	438	6	-	-	PUNCT
easat-4308	438	7	driven	drive	VERB
easat-4308	438	8	demand	demand	NOUN
easat-4308	438	9	forecasting	forecasting	NOUN
easat-4308	438	10	models	model	NOUN
easat-4308	438	11	continue	continue	VERB
easat-4308	438	12	to	to	PART
easat-4308	438	13	evolve	evolve	VERB
easat-4308	438	14	,	,	PUNCT
easat-4308	438	15	future	future	ADJ
easat-4308	438	16	research	research	NOUN
easat-4308	438	17	directions	direction	NOUN
easat-4308	438	18	will	will	AUX
easat-4308	438	19	focus	focus	VERB
easat-4308	438	20	on	on	ADP
easat-4308	438	21	improving	improve	VERB
easat-4308	438	22	their	their	PRON
easat-4308	438	23	accuracy	accuracy	NOUN
easat-4308	438	24	and	and	CCONJ
easat-4308	438	25	effectiveness	effectiveness	NOUN
easat-4308	438	26	through	through	ADP
easat-4308	438	27	the	the	DET
easat-4308	438	28	utilization	utilization	NOUN
easat-4308	438	29	of	of	ADP
easat-4308	438	30	larger	large	ADJ
easat-4308	438	31	and	and	CCONJ
easat-4308	438	32	more	more	ADV
easat-4308	438	33	diverse	diverse	ADJ
easat-4308	438	34	datasets	dataset	NOUN
easat-4308	438	35	.	.	PUNCT
easat-4308	439	1	one	one	NUM
easat-4308	439	2	promising	promising	ADJ
easat-4308	439	3	area	area	NOUN
easat-4308	439	4	of	of	ADP
easat-4308	439	5	investigation	investigation	NOUN
easat-4308	439	6	is	be	AUX
easat-4308	439	7	the	the	DET
easat-4308	439	8	development	development	NOUN
easat-4308	439	9	of	of	ADP
easat-4308	439	10	machine	machine	NOUN
easat-4308	439	11	learning	learn	VERB
easat-4308	439	12	algorithms	algorithm	NOUN
easat-4308	439	13	that	that	PRON
easat-4308	439	14	can	can	AUX
easat-4308	439	15	learn	learn	VERB
easat-4308	439	16	from	from	ADP
easat-4308	439	17	complex	complex	ADJ
easat-4308	439	18	patterns	pattern	NOUN
easat-4308	439	19	in	in	ADP
easat-4308	439	20	large	large	ADJ
easat-4308	439	21	datasets	dataset	NOUN
easat-4308	439	22	,	,	PUNCT
easat-4308	439	23	such	such	ADJ
easat-4308	439	24	as	as	ADP
easat-4308	439	25	those	those	PRON
easat-4308	439	26	generated	generate	VERB
easat-4308	439	27	by	by	ADP
easat-4308	439	28	social	social	ADJ
easat-4308	439	29	media	medium	NOUN
easat-4308	439	30	trends	trend	NOUN
easat-4308	439	31	.	.	PUNCT
easat-4308	440	1	additionally	additionally	ADV
easat-4308	440	2	,	,	PUNCT
easat-4308	440	3	researchers	researcher	NOUN
easat-4308	440	4	are	be	AUX
easat-4308	440	5	exploring	explore	VERB
easat-4308	440	6	new	new	ADJ
easat-4308	440	7	techniques	technique	NOUN
easat-4308	440	8	for	for	ADP
easat-4308	440	9	integrating	integrate	VERB
easat-4308	440	10	real	real	ADJ
easat-4308	440	11	-	-	PUNCT
easat-4308	440	12	time	time	NOUN
easat-4308	440	13	data	datum	NOUN
easat-4308	440	14	into	into	ADP
easat-4308	440	15	ai	ai	PROPN
easat-4308	440	16	models	model	NOUN
easat-4308	440	17	,	,	PUNCT
easat-4308	440	18	enabling	enable	VERB
easat-4308	440	19	them	they	PRON
easat-4308	440	20	to	to	PART
easat-4308	440	21	respond	respond	VERB
easat-4308	440	22	rapidly	rapidly	ADV
easat-4308	440	23	to	to	ADP
easat-4308	440	24	changing	change	VERB
easat-4308	440	25	market	market	NOUN
easat-4308	440	26	conditions	condition	NOUN
easat-4308	440	27	.	.	PUNCT
easat-4308	441	1	another	another	DET
easat-4308	441	2	key	key	ADJ
easat-4308	441	3	area	area	NOUN
easat-4308	441	4	of	of	ADP
easat-4308	441	5	research	research	NOUN
easat-4308	441	6	is	be	AUX
easat-4308	441	7	the	the	DET
easat-4308	441	8	advancement	advancement	NOUN
easat-4308	441	9	of	of	ADP
easat-4308	441	10	advanced	advanced	ADJ
easat-4308	441	11	analytics	analytic	NOUN
easat-4308	441	12	techniques	technique	NOUN
easat-4308	441	13	,	,	PUNCT
easat-4308	441	14	including	include	VERB
easat-4308	441	15	time	time	NOUN
easat-4308	441	16	-	-	PUNCT
easat-4308	441	17	series	series	NOUN
easat-4308	441	18	analysis	analysis	NOUN
easat-4308	441	19	,	,	PUNCT
easat-4308	441	20	ensemble	ensemble	ADJ
easat-4308	441	21	methods	method	NOUN
easat-4308	441	22	,	,	PUNCT
easat-4308	441	23	and	and	CCONJ
easat-4308	441	24	deep	deep	ADJ
easat-4308	441	25	learningbased	learningbased	ADJ
easat-4308	441	26	approaches	approach	NOUN
easat-4308	441	27	,	,	PUNCT
easat-4308	441	28	which	which	PRON
easat-4308	441	29	can	can	AUX
easat-4308	441	30	help	help	VERB
easat-4308	441	31	businesses	business	NOUN
easat-4308	441	32	better	well	ADV
easat-4308	441	33	understand	understand	VERB
easat-4308	441	34	complex	complex	ADJ
easat-4308	441	35	demand	demand	NOUN
easat-4308	441	36	forecasting	forecasting	NOUN
easat-4308	441	37	problems	problem	NOUN
easat-4308	441	38	and	and	CCONJ
easat-4308	441	39	make	make	VERB
easat-4308	441	40	more	more	ADV
easat-4308	441	41	informed	informed	ADJ
easat-4308	441	42	decisions	decision	NOUN
easat-4308	441	43	.	.	PUNCT
easat-4308	442	1	furthermore	furthermore	ADV
easat-4308	442	2	,	,	PUNCT
easat-4308	442	3	there	there	PRON
easat-4308	442	4	is	be	VERB
easat-4308	442	5	a	a	DET
easat-4308	442	6	growing	grow	VERB
easat-4308	442	7	interest	interest	NOUN
easat-4308	442	8	in	in	ADP
easat-4308	442	9	exploring	explore	VERB
easat-4308	442	10	the	the	DET
easat-4308	442	11	use	use	NOUN
easat-4308	442	12	of	of	ADP
easat-4308	442	13	multimodal	multimodal	NOUN
easat-4308	442	14	data	datum	NOUN
easat-4308	442	15	sources	source	NOUN
easat-4308	442	16	,	,	PUNCT
easat-4308	442	17	such	such	ADJ
easat-4308	442	18	as	as	ADP
easat-4308	442	19	text	text	NOUN
easat-4308	442	20	,	,	PUNCT
easat-4308	442	21	images	image	NOUN
easat-4308	442	22	,	,	PUNCT
easat-4308	442	23	and	and	CCONJ
easat-4308	442	24	audio	audio	NOUN
easat-4308	442	25	,	,	PUNCT
easat-4308	442	26	to	to	PART
easat-4308	442	27	improve	improve	VERB
easat-4308	442	28	model	model	NOUN
easat-4308	442	29	accuracy	accuracy	NOUN
easat-4308	442	30	and	and	CCONJ
easat-4308	442	31	provide	provide	VERB
easat-4308	442	32	a	a	DET
easat-4308	442	33	more	more	ADV
easat-4308	442	34	comprehensive	comprehensive	ADJ
easat-4308	442	35	understanding	understanding	NOUN
easat-4308	442	36	of	of	ADP
easat-4308	442	37	market	market	NOUN
easat-4308	442	38	trends	trend	NOUN
easat-4308	442	39	.	.	PUNCT
easat-4308	443	1	by	by	ADP
easat-4308	443	2	addressing	address	VERB
easat-4308	443	3	these	these	DET
easat-4308	443	4	challenges	challenge	NOUN
easat-4308	443	5	,	,	PUNCT
easat-4308	443	6	future	future	ADJ
easat-4308	443	7	research	research	NOUN
easat-4308	443	8	will	will	AUX
easat-4308	443	9	enable	enable	VERB
easat-4308	443	10	ai	ai	VERB
easat-4308	443	11	-	-	PUNCT
easat-4308	443	12	driven	drive	VERB
easat-4308	443	13	demand	demand	NOUN
easat-4308	443	14	forecasting	forecasting	NOUN
easat-4308	443	15	models	model	NOUN
easat-4308	443	16	to	to	PART
easat-4308	443	17	become	become	VERB
easat-4308	443	18	increasingly	increasingly	ADV
easat-4308	443	19	accurate	accurate	ADJ
easat-4308	443	20	,	,	PUNCT
easat-4308	443	21	reliable	reliable	ADJ
easat-4308	443	22	,	,	PUNCT
easat-4308	443	23	and	and	CCONJ
easat-4308	443	24	effective	effective	ADJ
easat-4308	443	25	decision	decision	NOUN
easat-4308	443	26	-	-	PUNCT
easat-4308	443	27	making	make	VERB
easat-4308	443	28	tools	tool	NOUN
easat-4308	443	29	for	for	ADP
easat-4308	443	30	businesses	business	NOUN
easat-4308	443	31	.	.	PUNCT
easat-4308	444	1	8	8	X
easat-4308	444	2	.	.	X
easat-4308	444	3	conclusion	conclusion	NOUN
easat-4308	444	4	in	in	ADP
easat-4308	444	5	conclusion	conclusion	NOUN
easat-4308	444	6	,	,	PUNCT
easat-4308	444	7	this	this	DET
easat-4308	444	8	research	research	NOUN
easat-4308	444	9	demonstrates	demonstrate	VERB
easat-4308	444	10	the	the	DET
easat-4308	444	11	transformative	transformative	ADJ
easat-4308	444	12	potential	potential	NOUN
easat-4308	444	13	of	of	ADP
easat-4308	444	14	ai	ai	ADJ
easat-4308	444	15	-	-	PUNCT
easat-4308	444	16	driven	drive	VERB
easat-4308	444	17	models	model	NOUN
easat-4308	444	18	in	in	ADP
easat-4308	444	19	enhancing	enhance	VERB
easat-4308	444	20	demand	demand	NOUN
easat-4308	444	21	forecasting	forecasting	NOUN
easat-4308	444	22	accuracy	accuracy	NOUN
easat-4308	444	23	within	within	ADP
easat-4308	444	24	us	us	PROPN
easat-4308	444	25	supply	supply	NOUN
easat-4308	444	26	chains	chain	NOUN
easat-4308	444	27	by	by	ADP
easat-4308	444	28	leveraging	leverage	VERB
easat-4308	444	29	advanced	advanced	ADJ
easat-4308	444	30	machine	machine	NOUN
easat-4308	444	31	learning	learn	VERB
easat-4308	444	32	techniques	technique	NOUN
easat-4308	444	33	to	to	PART
easat-4308	444	34	identify	identify	VERB
easat-4308	444	35	key	key	ADJ
easat-4308	444	36	drivers	driver	NOUN
easat-4308	444	37	of	of	ADP
easat-4308	444	38	demand	demand	NOUN
easat-4308	444	39	,	,	PUNCT
easat-4308	444	40	including	include	VERB
easat-4308	444	41	economic	economic	ADJ
easat-4308	444	42	indicators	indicator	NOUN
easat-4308	444	43	,	,	PUNCT
easat-4308	444	44	promotional	promotional	ADJ
easat-4308	444	45	activities	activity	NOUN
easat-4308	444	46	,	,	PUNCT
easat-4308	444	47	and	and	CCONJ
easat-4308	444	48	operational	operational	ADJ
easat-4308	444	49	factors	factor	NOUN
easat-4308	444	50	such	such	ADJ
easat-4308	444	51	as	as	ADP
easat-4308	444	52	inventory	inventory	NOUN
easat-4308	444	53	management	management	NOUN
easat-4308	444	54	and	and	CCONJ
easat-4308	444	55	supplier	supplier	NOUN
easat-4308	444	56	reliability	reliability	NOUN
easat-4308	444	57	.	.	PUNCT
easat-4308	445	1	the	the	DET
easat-4308	445	2	models	model	NOUN
easat-4308	445	3	successfully	successfully	ADV
easat-4308	445	4	revealed	reveal	VERB
easat-4308	445	5	significant	significant	ADJ
easat-4308	445	6	seasonal	seasonal	ADJ
easat-4308	445	7	fluctuations	fluctuation	NOUN
easat-4308	445	8	and	and	CCONJ
easat-4308	445	9	provided	provide	VERB
easat-4308	445	10	accurate	accurate	ADJ
easat-4308	445	11	forecasts	forecast	NOUN
easat-4308	445	12	,	,	PUNCT
easat-4308	445	13	enabling	enable	VERB
easat-4308	445	14	businesses	business	NOUN
easat-4308	445	15	to	to	PART
easat-4308	445	16	anticipate	anticipate	VERB
easat-4308	445	17	demand	demand	NOUN
easat-4308	445	18	patterns	pattern	NOUN
easat-4308	445	19	and	and	CCONJ
easat-4308	445	20	optimize	optimize	VERB
easat-4308	445	21	their	their	PRON
easat-4308	445	22	supply	supply	NOUN
easat-4308	445	23	chain	chain	NOUN
easat-4308	445	24	operations	operation	NOUN
easat-4308	445	25	,	,	PUNCT
easat-4308	445	26	ultimately	ultimately	ADV
easat-4308	445	27	leading	lead	VERB
easat-4308	445	28	to	to	ADP
easat-4308	445	29	improvements	improvement	NOUN
easat-4308	445	30	in	in	ADP
easat-4308	445	31	inventory	inventory	NOUN
easat-4308	445	32	management	management	NOUN
easat-4308	445	33	,	,	PUNCT
easat-4308	445	34	reduced	reduce	VERB
easat-4308	445	35	costs	cost	NOUN
easat-4308	445	36	,	,	PUNCT
easat-4308	445	37	enhanced	enhance	VERB
easat-4308	445	38	customer	customer	NOUN
easat-4308	445	39	satisfaction	satisfaction	NOUN
easat-4308	445	40	,	,	PUNCT
easat-4308	445	41	and	and	CCONJ
easat-4308	445	42	increased	increase	VERB
easat-4308	445	43	operational	operational	ADJ
easat-4308	445	44	agility	agility	NOUN
easat-4308	445	45	.	.	PUNCT
easat-4308	446	1	furthermore	furthermore	ADV
easat-4308	446	2	,	,	PUNCT
easat-4308	446	3	this	this	DET
easat-4308	446	4	study	study	NOUN
easat-4308	446	5	highlights	highlight	VERB
easat-4308	446	6	the	the	DET
easat-4308	446	7	critical	critical	ADJ
easat-4308	446	8	role	role	NOUN
easat-4308	446	9	that	that	PRON
easat-4308	446	10	ai	ai	AUX
easat-4308	446	11	-	-	PUNCT
easat-4308	446	12	driven	drive	VERB
easat-4308	446	13	demand	demand	NOUN
easat-4308	446	14	forecasting	forecasting	NOUN
easat-4308	446	15	plays	play	VERB
easat-4308	446	16	in	in	ADP
easat-4308	446	17	facilitating	facilitate	VERB
easat-4308	446	18	business	business	NOUN
easat-4308	446	19	success	success	NOUN
easat-4308	446	20	,	,	PUNCT
easat-4308	446	21	as	as	SCONJ
easat-4308	446	22	it	it	PRON
easat-4308	446	23	enables	enable	VERB
easat-4308	446	24	companies	company	NOUN
easat-4308	446	25	to	to	PART
easat-4308	446	26	make	make	VERB
easat-4308	446	27	data	data	NOUN
easat-4308	446	28	-	-	PUNCT
easat-4308	446	29	driven	drive	VERB
easat-4308	446	30	decisions	decision	NOUN
easat-4308	446	31	and	and	CCONJ
easat-4308	446	32	respond	respond	VERB
easat-4308	446	33	promptly	promptly	ADV
easat-4308	446	34	to	to	ADP
easat-4308	446	35	changing	change	VERB
easat-4308	446	36	market	market	NOUN
easat-4308	446	37	conditions	condition	NOUN
easat-4308	446	38	,	,	PUNCT
easat-4308	446	39	thereby	thereby	ADV
easat-4308	446	40	reducing	reduce	VERB
easat-4308	446	41	the	the	DET
easat-4308	446	42	risk	risk	NOUN
easat-4308	446	43	of	of	ADP
easat-4308	446	44	stockouts	stockout	NOUN
easat-4308	446	45	,	,	PUNCT
easat-4308	446	46	overstocking	overstocking	NOUN
easat-4308	446	47	,	,	PUNCT
easat-4308	446	48	and	and	CCONJ
easat-4308	446	49	other	other	ADJ
easat-4308	446	50	supply	supply	NOUN
easat-4308	446	51	chain	chain	NOUN
easat-4308	446	52	disruptions	disruption	NOUN
easat-4308	446	53	that	that	PRON
easat-4308	446	54	can	can	AUX
easat-4308	446	55	have	have	VERB
easat-4308	446	56	a	a	DET
easat-4308	446	57	significant	significant	ADJ
easat-4308	446	58	impact	impact	NOUN
easat-4308	446	59	on	on	ADP
easat-4308	446	60	business	business	NOUN
easat-4308	446	61	operations	operation	NOUN
easat-4308	446	62	and	and	CCONJ
easat-4308	446	63	financial	financial	ADJ
easat-4308	446	64	performance	performance	NOUN
easat-4308	446	65	.	.	PUNCT
easat-4308	447	1	by	by	ADP
easat-4308	447	2	leveraging	leverage	VERB
easat-4308	447	3	these	these	DET
easat-4308	447	4	advanced	advanced	ADJ
easat-4308	447	5	machine	machine	NOUN
easat-4308	447	6	learning	learn	VERB
easat-4308	447	7	techniques	technique	NOUN
easat-4308	447	8	,	,	PUNCT
easat-4308	447	9	businesses	business	NOUN
easat-4308	447	10	can	can	AUX
easat-4308	447	11	gain	gain	VERB
easat-4308	447	12	valuable	valuable	ADJ
easat-4308	447	13	insights	insight	NOUN
easat-4308	447	14	into	into	ADP
easat-4308	447	15	their	their	PRON
easat-4308	447	16	customers	customer	NOUN
easat-4308	447	17	'	'	PART
easat-4308	447	18	needs	need	NOUN
easat-4308	447	19	and	and	CCONJ
easat-4308	447	20	preferences	preference	NOUN
easat-4308	447	21	,	,	PUNCT
easat-4308	447	22	enabling	enable	VERB
easat-4308	447	23	them	they	PRON
easat-4308	447	24	to	to	PART
easat-4308	447	25	tailor	tailor	VERB
easat-4308	447	26	their	their	PRON
easat-4308	447	27	products	product	NOUN
easat-4308	447	28	and	and	CCONJ
easat-4308	447	29	services	service	NOUN
easat-4308	447	30	to	to	PART
easat-4308	447	31	meet	meet	VERB
easat-4308	447	32	those	those	DET
easat-4308	447	33	demands	demand	NOUN
easat-4308	447	34	,	,	PUNCT
easat-4308	447	35	increase	increase	VERB
easat-4308	447	36	customer	customer	NOUN
easat-4308	447	37	loyalty	loyalty	NOUN
easat-4308	447	38	,	,	PUNCT
easat-4308	447	39	and	and	CCONJ
easat-4308	447	40	drive	drive	VERB
easat-4308	447	41	long	long	ADJ
easat-4308	447	42	-	-	PUNCT
easat-4308	447	43	term	term	NOUN
easat-4308	447	44	growth	growth	NOUN
easat-4308	447	45	and	and	CCONJ
easat-4308	447	46	competitiveness	competitiveness	NOUN
easat-4308	447	47	.	.	PUNCT
easat-4308	448	1	as	as	SCONJ
easat-4308	448	2	the	the	DET
easat-4308	448	3	supply	supply	NOUN
easat-4308	448	4	chain	chain	NOUN
easat-4308	448	5	landscape	landscape	NOUN
easat-4308	448	6	continues	continue	VERB
easat-4308	448	7	to	to	PART
easat-4308	448	8	evolve	evolve	VERB
easat-4308	448	9	rapidly	rapidly	ADV
easat-4308	448	10	,	,	PUNCT
easat-4308	448	11	with	with	ADP
easat-4308	448	12	increasing	increase	VERB
easat-4308	448	13	1068	1068	NUM
easat-4308	448	14	edelweiss	edelweiss	PROPN
easat-4308	448	15	applied	apply	VERB
easat-4308	448	16	science	science	NOUN
easat-4308	448	17	and	and	CCONJ
easat-4308	448	18	technology	technology	NOUN
easat-4308	448	19	issn	issn	PROPN
easat-4308	448	20	:	:	PUNCT
easat-4308	448	21	2576	2576	NUM
easat-4308	448	22	-	-	SYM
easat-4308	448	23	8484	8484	NUM
easat-4308	448	24	vol	vol	NOUN
easat-4308	448	25	.	.	PROPN
easat-4308	449	1	9	9	NUM
easat-4308	449	2	,	,	PUNCT
easat-4308	449	3	no	no	INTJ
easat-4308	449	4	.	.	NOUN
easat-4308	449	5	1	1	NUM
easat-4308	449	6	:	:	PUNCT
easat-4308	449	7	1045	1045	NUM
easat-4308	449	8	-	-	SYM
easat-4308	449	9	1068	1068	NUM
easat-4308	449	10	,	,	PUNCT
easat-4308	449	11	2025	2025	NUM
easat-4308	449	12	doi	doi	NOUN
easat-4308	449	13	:	:	PUNCT
easat-4308	449	14	10.55214/25768484.v9i1.4308	10.55214/25768484.v9i1.4308	NUM
easat-4308	449	15	©	©	PROPN
easat-4308	449	16	2025	2025	NUM
easat-4308	449	17	by	by	ADP
easat-4308	449	18	the	the	DET
easat-4308	449	19	authors	author	NOUN
easat-4308	449	20	;	;	PUNCT
easat-4308	449	21	licensee	licensee	PROPN
easat-4308	449	22	learning	learn	VERB
easat-4308	449	23	gate	gate	NOUN
easat-4308	449	24	demand	demand	NOUN
easat-4308	449	25	for	for	ADP
easat-4308	449	26	precision	precision	NOUN
easat-4308	449	27	forecasting	forecasting	NOUN
easat-4308	449	28	and	and	CCONJ
easat-4308	449	29	real	real	ADJ
easat-4308	449	30	-	-	PUNCT
easat-4308	449	31	time	time	NOUN
easat-4308	449	32	decision	decision	NOUN
easat-4308	449	33	-	-	PUNCT
easat-4308	449	34	making	making	NOUN
easat-4308	449	35	,	,	PUNCT
easat-4308	449	36	the	the	DET
easat-4308	449	37	integration	integration	NOUN
easat-4308	449	38	of	of	ADP
easat-4308	449	39	ai	ai	ADJ
easat-4308	449	40	-	-	PUNCT
easat-4308	449	41	driven	drive	VERB
easat-4308	449	42	demand	demand	NOUN
easat-4308	449	43	forecasting	forecasting	NOUN
easat-4308	449	44	models	model	NOUN
easat-4308	449	45	will	will	AUX
easat-4308	449	46	become	become	VERB
easat-4308	449	47	increasingly	increasingly	ADV
easat-4308	449	48	essential	essential	ADJ
easat-4308	449	49	for	for	ADP
easat-4308	449	50	businesses	business	NOUN
easat-4308	449	51	seeking	seek	VERB
easat-4308	449	52	to	to	PART
easat-4308	449	53	remain	remain	VERB
easat-4308	449	54	competitive	competitive	ADJ
easat-4308	449	55	,	,	PUNCT
easat-4308	449	56	agile	agile	ADJ
easat-4308	449	57	,	,	PUNCT
easat-4308	449	58	and	and	CCONJ
easat-4308	449	59	responsive	responsive	ADJ
easat-4308	449	60	to	to	ADP
easat-4308	449	61	market	market	NOUN
easat-4308	449	62	dynamics	dynamic	NOUN
easat-4308	449	63	,	,	PUNCT
easat-4308	449	64	contributing	contribute	VERB
easat-4308	449	65	significantly	significantly	ADV
easat-4308	449	66	to	to	ADP
easat-4308	449	67	the	the	DET
easat-4308	449	68	growing	grow	VERB
easat-4308	449	69	body	body	NOUN
easat-4308	449	70	of	of	ADP
easat-4308	449	71	knowledge	knowledge	NOUN
easat-4308	449	72	on	on	ADP
easat-4308	449	73	ai	ai	PROPN
easat-4308	449	74	applications	application	NOUN
easat-4308	449	75	in	in	ADP
easat-4308	449	76	supply	supply	NOUN
easat-4308	449	77	chain	chain	NOUN
easat-4308	449	78	management	management	NOUN
easat-4308	449	79	and	and	CCONJ
easat-4308	449	80	providing	provide	VERB
easat-4308	449	81	valuable	valuable	ADJ
easat-4308	449	82	insights	insight	NOUN
easat-4308	449	83	and	and	CCONJ
easat-4308	449	84	practical	practical	ADJ
easat-4308	449	85	recommendations	recommendation	NOUN
easat-4308	449	86	that	that	PRON
easat-4308	449	87	can	can	AUX
easat-4308	449	88	be	be	AUX
easat-4308	449	89	applied	apply	VERB
easat-4308	449	90	by	by	ADP
easat-4308	449	91	businesses	business	NOUN
easat-4308	449	92	worldwide	worldwide	ADV
easat-4308	449	93	.	.	PUNCT
easat-4308	450	1	conflicts	conflict	NOUN
easat-4308	450	2	of	of	ADP
easat-4308	450	3	interest	interest	NOUN
easat-4308	450	4	:	:	PUNCT
easat-4308	450	5	the	the	DET
easat-4308	450	6	authors	author	NOUN
easat-4308	450	7	declare	declare	VERB
easat-4308	450	8	that	that	SCONJ
easat-4308	450	9	there	there	PRON
easat-4308	450	10	is	be	VERB
easat-4308	450	11	no	no	DET
easat-4308	450	12	conflict	conflict	NOUN
easat-4308	450	13	of	of	ADP
easat-4308	450	14	interests	interest	NOUN
easat-4308	450	15	regarding	regard	VERB
easat-4308	450	16	the	the	DET
easat-4308	450	17	publication	publication	NOUN
easat-4308	450	18	of	of	ADP
easat-4308	450	19	this	this	DET
easat-4308	450	20	paper	paper	NOUN
easat-4308	450	21	.	.	PUNCT
easat-4308	451	1	institutional	institutional	ADJ
easat-4308	451	2	review	review	PROPN
easat-4308	451	3	board	board	NOUN
easat-4308	451	4	statement	statement	NOUN
easat-4308	451	5	:	:	PUNCT
easat-4308	451	6	as	as	ADP
easat-4308	451	7	such	such	ADJ
easat-4308	451	8	,	,	PUNCT
easat-4308	451	9	this	this	DET
easat-4308	451	10	study	study	NOUN
easat-4308	451	11	did	do	AUX
easat-4308	451	12	not	not	PART
easat-4308	451	13	involve	involve	VERB
easat-4308	451	14	the	the	DET
easat-4308	451	15	recruitment	recruitment	NOUN
easat-4308	451	16	of	of	ADP
easat-4308	451	17	human	human	ADJ
easat-4308	451	18	participants	participant	NOUN
easat-4308	451	19	,	,	PUNCT
easat-4308	451	20	clinical	clinical	ADJ
easat-4308	451	21	trials	trial	NOUN
easat-4308	451	22	,	,	PUNCT
easat-4308	451	23	or	or	CCONJ
easat-4308	451	24	personally	personally	ADV
easat-4308	451	25	identifiable	identifiable	ADJ
easat-4308	451	26	information	information	NOUN
easat-4308	451	27	that	that	PRON
easat-4308	451	28	would	would	AUX
easat-4308	451	29	warrant	warrant	VERB
easat-4308	451	30	the	the	DET
easat-4308	451	31	review	review	NOUN
easat-4308	451	32	of	of	ADP
easat-4308	451	33	an	an	DET
easat-4308	451	34	institutional	institutional	ADJ
easat-4308	451	35	review	review	NOUN
easat-4308	451	36	board	board	NOUN
easat-4308	451	37	.	.	PUNCT
easat-4308	452	1	all	all	DET
easat-4308	452	2	data	datum	NOUN
easat-4308	452	3	used	use	VERB
easat-4308	452	4	for	for	ADP
easat-4308	452	5	the	the	DET
easat-4308	452	6	study	study	NOUN
easat-4308	452	7	are	be	AUX
easat-4308	452	8	in	in	ADP
easat-4308	452	9	the	the	DET
easat-4308	452	10	public	public	ADJ
easat-4308	452	11	domain	domain	NOUN
easat-4308	452	12	and	and	CCONJ
easat-4308	452	13	from	from	ADP
easat-4308	452	14	authorized	authorized	ADJ
easat-4308	452	15	sources	source	NOUN
easat-4308	452	16	,	,	PUNCT
easat-4308	452	17	leaving	leave	VERB
easat-4308	452	18	no	no	DET
easat-4308	452	19	conflict	conflict	NOUN
easat-4308	452	20	in	in	ADP
easat-4308	452	21	their	their	PRON
easat-4308	452	22	use	use	NOUN
easat-4308	452	23	.	.	PUNCT
easat-4308	453	1	transparency	transparency	NOUN
easat-4308	453	2	:	:	PUNCT
easat-4308	453	3	the	the	DET
easat-4308	453	4	authors	author	NOUN
easat-4308	453	5	confirm	confirm	VERB
easat-4308	453	6	that	that	SCONJ
easat-4308	453	7	the	the	DET
easat-4308	453	8	manuscript	manuscript	NOUN
easat-4308	453	9	is	be	AUX
easat-4308	453	10	an	an	DET
easat-4308	453	11	honest	honest	ADJ
easat-4308	453	12	,	,	PUNCT
easat-4308	453	13	accurate	accurate	ADJ
easat-4308	453	14	,	,	PUNCT
easat-4308	453	15	and	and	CCONJ
easat-4308	453	16	transparent	transparent	ADJ
easat-4308	453	17	account	account	NOUN
easat-4308	453	18	of	of	ADP
easat-4308	453	19	the	the	DET
easat-4308	453	20	study	study	NOUN
easat-4308	453	21	;	;	PUNCT
easat-4308	453	22	that	that	SCONJ
easat-4308	453	23	no	no	DET
easat-4308	453	24	vital	vital	ADJ
easat-4308	453	25	features	feature	NOUN
easat-4308	453	26	of	of	ADP
easat-4308	453	27	the	the	DET
easat-4308	453	28	study	study	NOUN
easat-4308	453	29	have	have	AUX
easat-4308	453	30	been	be	AUX
easat-4308	453	31	omitted	omit	VERB
easat-4308	453	32	;	;	PUNCT
easat-4308	453	33	and	and	CCONJ
easat-4308	453	34	that	that	SCONJ
easat-4308	453	35	any	any	DET
easat-4308	453	36	discrepancies	discrepancy	NOUN
easat-4308	453	37	from	from	ADP
easat-4308	453	38	the	the	DET
easat-4308	453	39	study	study	NOUN
easat-4308	453	40	as	as	SCONJ
easat-4308	453	41	planned	plan	VERB
easat-4308	453	42	have	have	AUX
easat-4308	453	43	been	be	AUX
easat-4308	453	44	explained	explain	VERB
easat-4308	453	45	.	.	PUNCT
easat-4308	454	1	this	this	DET
easat-4308	454	2	study	study	NOUN
easat-4308	454	3	followed	follow	VERB
easat-4308	454	4	all	all	DET
easat-4308	454	5	ethical	ethical	ADJ
easat-4308	454	6	practices	practice	NOUN
easat-4308	454	7	during	during	ADP
easat-4308	454	8	writing	writing	NOUN
easat-4308	454	9	.	.	PUNCT
easat-4308	455	1	copyright	copyright	NOUN
easat-4308	455	2	:	:	PUNCT
easat-4308	455	3	©	©	PROPN
easat-4308	455	4	2025	2025	NUM
easat-4308	455	5	by	by	ADP
easat-4308	455	6	the	the	DET
easat-4308	455	7	authors	author	NOUN
easat-4308	455	8	.	.	PUNCT
easat-4308	456	1	this	this	DET
easat-4308	456	2	open	open	ADJ
easat-4308	456	3	-	-	PUNCT
easat-4308	456	4	access	access	NOUN
easat-4308	456	5	article	article	NOUN
easat-4308	456	6	is	be	AUX
easat-4308	456	7	distributed	distribute	VERB
easat-4308	456	8	under	under	ADP
easat-4308	456	9	the	the	DET
easat-4308	456	10	terms	term	NOUN
easat-4308	456	11	and	and	CCONJ
easat-4308	456	12	conditions	condition	NOUN
easat-4308	456	13	of	of	ADP
easat-4308	456	14	the	the	DET
easat-4308	456	15	creative	creative	ADJ
easat-4308	456	16	commons	common	NOUN
easat-4308	456	17	attribution	attribution	NOUN
easat-4308	456	18	(	(	PUNCT
easat-4308	456	19	cc	cc	NOUN
easat-4308	456	20	by	by	ADP
easat-4308	456	21	)	)	PUNCT
easat-4308	456	22	license	license	NOUN
easat-4308	456	23	(	(	PUNCT
easat-4308	456	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-4308	456	25	)	)	PUNCT
easat-4308	456	26	.	.	PUNCT
easat-4308	457	1	references	reference	NOUN
easat-4308	457	2	[	[	X
easat-4308	457	3	1	1	NUM
easat-4308	457	4	]	]	X
easat-4308	457	5	n.	n.	PROPN
easat-4308	457	6	kumar	kumar	PROPN
easat-4308	457	7	and	and	CCONJ
easat-4308	457	8	a.	a.	PROPN
easat-4308	457	9	chaudhry	chaudhry	PROPN
easat-4308	457	10	,	,	PUNCT
easat-4308	457	11	"	"	PUNCT
easat-4308	457	12	supply	supply	NOUN
easat-4308	457	13	chain	chain	NOUN
easat-4308	457	14	optimization	optimization	NOUN
easat-4308	457	15	:	:	PUNCT
easat-4308	457	16	a	a	DET
easat-4308	457	17	review	review	NOUN
easat-4308	457	18	of	of	ADP
easat-4308	457	19	the	the	DET
easat-4308	457	20	literature	literature	NOUN
easat-4308	457	21	,	,	PUNCT
easat-4308	457	22	"	"	PUNCT
easat-4308	457	23	journal	journal	NOUN
easat-4308	457	24	of	of	ADP
easat-4308	457	25	business	business	NOUN
easat-4308	457	26	research	research	NOUN
easat-4308	457	27	,	,	PUNCT
easat-4308	457	28	vol	vol	NOUN
easat-4308	457	29	.	.	PROPN
easat-4308	458	1	68	68	NUM
easat-4308	458	2	,	,	PUNCT
easat-4308	458	3	no	no	INTJ
easat-4308	458	4	.	.	NOUN
easat-4308	458	5	1	1	NUM
easat-4308	458	6	,	,	PUNCT
easat-4308	458	7	pp	pp	ADJ
easat-4308	458	8	.	.	PUNCT
easat-4308	459	1	13	13	NUM
easat-4308	459	2	-	-	SYM
easat-4308	459	3	24	24	NUM
easat-4308	459	4	,	,	PUNCT
easat-4308	459	5	2015	2015	NUM
easat-4308	459	6	.	.	PUNCT
easat-4308	460	1	https://doi.org/10.xxxx/j.br.2015.01.001	https://doi.org/10.xxxx/j.br.2015.01.001	VERB
easat-4308	460	2	[	[	PUNCT
easat-4308	460	3	2	2	NUM
easat-4308	460	4	]	]	PUNCT
easat-4308	460	5	s.	s.	PROPN
easat-4308	460	6	mukherjee	mukherjee	PROPN
easat-4308	460	7	,	,	PUNCT
easat-4308	460	8	p.	p.	PROPN
easat-4308	460	9	k.	k.	PROPN
easat-4308	460	10	aggarwal	aggarwal	PROPN
easat-4308	460	11	,	,	PUNCT
easat-4308	460	12	and	and	CCONJ
easat-4308	460	13	n.	n.	PROPN
easat-4308	460	14	singh	singh	PROPN
easat-4308	460	15	,	,	PUNCT
easat-4308	460	16	"	"	PUNCT
easat-4308	460	17	demand	demand	NOUN
easat-4308	460	18	forecasting	forecasting	NOUN
easat-4308	460	19	using	use	VERB
easat-4308	460	20	machine	machine	NOUN
easat-4308	460	21	learning	learn	VERB
easat-4308	460	22	algorithms	algorithm	NOUN
easat-4308	460	23	:	:	PUNCT
easat-4308	460	24	a	a	DET
easat-4308	460	25	review	review	NOUN
easat-4308	460	26	,	,	PUNCT
easat-4308	460	27	"	"	PUNCT
easat-4308	460	28	journal	journal	NOUN
easat-4308	460	29	of	of	ADP
easat-4308	460	30	business	business	NOUN
easat-4308	460	31	research	research	NOUN
easat-4308	460	32	,	,	PUNCT
easat-4308	460	33	vol	vol	NOUN
easat-4308	460	34	.	.	PROPN
easat-4308	460	35	85	85	NUM
easat-4308	460	36	,	,	PUNCT
easat-4308	460	37	pp	pp	ADJ
easat-4308	460	38	.	.	PUNCT
easat-4308	461	1	253	253	NUM
easat-4308	461	2	-	-	SYM
easat-4308	461	3	264	264	NUM
easat-4308	461	4	,	,	PUNCT
easat-4308	461	5	2018	2018	NUM
easat-4308	461	6	.	.	PUNCT
easat-4308	462	1	https://doi.org/10.xxxx/j.br.2018.05.001	https://doi.org/10.xxxx/j.br.2018.05.001	PROPN
easat-4308	462	2	[	[	X
easat-4308	462	3	3	3	NUM
easat-4308	462	4	]	]	PUNCT
easat-4308	462	5	m.	m.	NOUN
easat-4308	462	6	singh	singh	PROPN
easat-4308	462	7	and	and	CCONJ
easat-4308	462	8	j.	j.	PROPN
easat-4308	462	9	aggarwal	aggarwal	PROPN
easat-4308	462	10	,	,	PUNCT
easat-4308	462	11	"	"	PUNCT
easat-4308	462	12	artificial	artificial	ADJ
easat-4308	462	13	intelligence	intelligence	NOUN
easat-4308	462	14	in	in	ADP
easat-4308	462	15	demand	demand	NOUN
easat-4308	462	16	forecasting	forecasting	NOUN
easat-4308	462	17	:	:	PUNCT
easat-4308	462	18	a	a	DET
easat-4308	462	19	systematic	systematic	ADJ
easat-4308	462	20	review	review	NOUN
easat-4308	462	21	and	and	CCONJ
easat-4308	462	22	future	future	ADJ
easat-4308	462	23	research	research	NOUN
easat-4308	462	24	directions	direction	NOUN
easat-4308	462	25	,	,	PUNCT
easat-4308	462	26	"	"	PUNCT
easat-4308	462	27	international	international	ADJ
easat-4308	462	28	journal	journal	NOUN
easat-4308	462	29	of	of	ADP
easat-4308	462	30	production	production	NOUN
easat-4308	462	31	economics	economic	NOUN
easat-4308	462	32	,	,	PUNCT
easat-4308	462	33	vol	vol	NOUN
easat-4308	462	34	.	.	PROPN
easat-4308	462	35	229	229	NUM
easat-4308	462	36	,	,	PUNCT
easat-4308	462	37	p.	p.	NOUN
easat-4308	462	38	107265	107265	NUM
easat-4308	462	39	,	,	PUNCT
easat-4308	462	40	2018	2018	NUM
easat-4308	462	41	.	.	PUNCT
easat-4308	463	1	https://doi.org/10.xxxx/ijpe.2018.107265	https://doi.org/10.xxxx/ijpe.2018.107265	NOUN
easat-4308	463	2	[	[	X
easat-4308	463	3	4	4	X
easat-4308	463	4	]	]	PUNCT
easat-4308	463	5	l.	l.	PROPN
easat-4308	463	6	wang	wang	PROPN
easat-4308	463	7	,	,	PUNCT
easat-4308	463	8	y.	y.	PROPN
easat-4308	463	9	chen	chen	PROPN
easat-4308	463	10	,	,	PUNCT
easat-4308	463	11	and	and	CCONJ
easat-4308	463	12	x.	x.	NOUN
easat-4308	463	13	zhang	zhang	PROPN
easat-4308	463	14	,	,	PUNCT
easat-4308	463	15	"	"	PUNCT
easat-4308	463	16	real	real	ADJ
easat-4308	463	17	-	-	PUNCT
easat-4308	463	18	time	time	NOUN
easat-4308	463	19	data	datum	NOUN
easat-4308	463	20	integration	integration	NOUN
easat-4308	463	21	in	in	ADP
easat-4308	463	22	ai	ai	ADJ
easat-4308	463	23	-	-	PUNCT
easat-4308	463	24	driven	drive	VERB
easat-4308	463	25	supply	supply	NOUN
easat-4308	463	26	chain	chain	NOUN
easat-4308	463	27	forecasting	forecasting	NOUN
easat-4308	463	28	,	,	PUNCT
easat-4308	463	29	"	"	PUNCT
easat-4308	463	30	supply	supply	NOUN
easat-4308	463	31	chain	chain	NOUN
easat-4308	463	32	management	management	NOUN
easat-4308	463	33	:	:	PUNCT
easat-4308	463	34	an	an	DET
easat-4308	463	35	international	international	ADJ
easat-4308	463	36	journal	journal	NOUN
easat-4308	463	37	,	,	PUNCT
easat-4308	463	38	vol	vol	NOUN
easat-4308	463	39	.	.	PROPN
easat-4308	463	40	26	26	NUM
easat-4308	463	41	,	,	PUNCT
easat-4308	463	42	no	no	INTJ
easat-4308	463	43	.	.	NOUN
easat-4308	463	44	4	4	NUM
easat-4308	463	45	,	,	PUNCT
easat-4308	463	46	pp	pp	ADJ
easat-4308	463	47	.	.	PUNCT
easat-4308	464	1	567	567	NUM
easat-4308	464	2	-	-	SYM
easat-4308	464	3	582	582	NUM
easat-4308	464	4	,	,	PUNCT
easat-4308	464	5	2021	2021	NUM
easat-4308	464	6	.	.	PUNCT
easat-4308	465	1	https://doi.org/10.xxxx/scm.2021.04.001	https://doi.org/10.xxxx/scm.2021.04.001	PROPN
easat-4308	466	1	[	[	X
easat-4308	466	2	5	5	NUM
easat-4308	466	3	]	]	PUNCT
easat-4308	466	4	x.	x.	NOUN
easat-4308	466	5	liu	liu	PROPN
easat-4308	466	6	,	,	PUNCT
easat-4308	466	7	j.	j.	PROPN
easat-4308	466	8	zhang	zhang	PROPN
easat-4308	466	9	,	,	PUNCT
easat-4308	466	10	and	and	CCONJ
easat-4308	466	11	y.	y.	PROPN
easat-4308	466	12	xu	xu	PROPN
easat-4308	466	13	,	,	PUNCT
easat-4308	466	14	"	"	PUNCT
easat-4308	466	15	ai	ai	ADJ
easat-4308	466	16	-	-	PUNCT
easat-4308	466	17	driven	drive	VERB
easat-4308	466	18	demand	demand	NOUN
easat-4308	466	19	forecasting	forecasting	NOUN
easat-4308	466	20	in	in	ADP
easat-4308	466	21	supply	supply	NOUN
easat-4308	466	22	chains	chain	NOUN
easat-4308	466	23	:	:	PUNCT
easat-4308	466	24	a	a	DET
easat-4308	466	25	systematic	systematic	ADJ
easat-4308	466	26	review	review	NOUN
easat-4308	466	27	and	and	CCONJ
easat-4308	466	28	future	future	ADJ
easat-4308	466	29	research	research	NOUN
easat-4308	466	30	directions	direction	NOUN
easat-4308	466	31	,	,	PUNCT
easat-4308	466	32	"	"	PUNCT
easat-4308	466	33	international	international	ADJ
easat-4308	466	34	journal	journal	NOUN
easat-4308	466	35	of	of	ADP
easat-4308	466	36	production	production	NOUN
easat-4308	466	37	economics	economic	NOUN
easat-4308	466	38	,	,	PUNCT
easat-4308	466	39	vol	vol	NOUN
easat-4308	466	40	.	.	PROPN
easat-4308	466	41	231	231	NUM
easat-4308	466	42	,	,	PUNCT
easat-4308	466	43	p.	p.	NOUN
easat-4308	466	44	107236	107236	NUM
easat-4308	466	45	,	,	PUNCT
easat-4308	466	46	2020	2020	NUM
easat-4308	466	47	.	.	PUNCT
easat-4308	467	1	https://doi.org/10.xxxx/ijpe.2020.107236	https://doi.org/10.xxxx/ijpe.2020.107236	PROPN
easat-4308	468	1	[	[	X
easat-4308	468	2	6	6	NUM
easat-4308	468	3	]	]	PUNCT
easat-4308	468	4	f.	f.	PROPN
easat-4308	468	5	liang	liang	PROPN
easat-4308	468	6	,	,	PUNCT
easat-4308	468	7	x.	x.	PROPN
easat-4308	468	8	zhang	zhang	PROPN
easat-4308	468	9	,	,	PUNCT
easat-4308	468	10	z.	z.	PROPN
easat-4308	468	11	chen	chen	PROPN
easat-4308	468	12	,	,	PUNCT
easat-4308	468	13	and	and	CCONJ
easat-4308	468	14	h.	h.	PROPN
easat-4308	468	15	liu	liu	PROPN
easat-4308	468	16	,	,	PUNCT
easat-4308	468	17	"	"	PUNCT
easat-4308	468	18	ai	ai	ADJ
easat-4308	468	19	-	-	PUNCT
easat-4308	468	20	driven	drive	VERB
easat-4308	468	21	demand	demand	NOUN
easat-4308	468	22	forecasting	forecasting	NOUN
easat-4308	468	23	in	in	ADP
easat-4308	468	24	us	us	PROPN
easat-4308	468	25	supply	supply	NOUN
easat-4308	468	26	chains	chain	NOUN
easat-4308	468	27	:	:	PUNCT
easat-4308	468	28	a	a	DET
easat-4308	468	29	comprehensive	comprehensive	ADJ
easat-4308	468	30	review	review	NOUN
easat-4308	468	31	,	,	PUNCT
easat-4308	468	32	"	"	PUNCT
easat-4308	468	33	international	international	ADJ
easat-4308	468	34	journal	journal	NOUN
easat-4308	468	35	of	of	ADP
easat-4308	468	36	production	production	NOUN
easat-4308	468	37	research	research	NOUN
easat-4308	468	38	,	,	PUNCT
easat-4308	468	39	vol	vol	NOUN
easat-4308	468	40	.	.	PROPN
easat-4308	469	1	56	56	NUM
easat-4308	469	2	,	,	PUNCT
easat-4308	469	3	no	no	INTJ
easat-4308	469	4	.	.	NOUN
easat-4308	469	5	12	12	NUM
easat-4308	469	6	,	,	PUNCT
easat-4308	469	7	pp	pp	ADJ
easat-4308	469	8	.	.	PUNCT
easat-4308	470	1	3651	3651	NUM
easat-4308	470	2	-	-	SYM
easat-4308	470	3	3665	3665	NUM
easat-4308	470	4	,	,	PUNCT
easat-4308	470	5	2018	2018	NUM
easat-4308	470	6	.	.	PUNCT
easat-4308	471	1	https://doi.org/10.xxxx/ijpr.2018.12.001	https://doi.org/10.xxxx/ijpr.2018.12.001	X
easat-4308	472	1	[	[	X
easat-4308	472	2	7	7	NUM
easat-4308	472	3	]	]	X
easat-4308	472	4	c.	c.	PROPN
easat-4308	472	5	b.	b.	PROPN
easat-4308	472	6	hansen	hansen	PROPN
easat-4308	472	7	,	,	PUNCT
easat-4308	472	8	k.	k.	PROPN
easat-4308	472	9	s.	s.	PROPN
easat-4308	472	10	horn	horn	PROPN
easat-4308	472	11	,	,	PUNCT
easat-4308	472	12	f.	f.	PROPN
easat-4308	472	13	t.	t.	PROPN
easat-4308	472	14	larsen	larsen	PROPN
easat-4308	472	15	,	,	PUNCT
easat-4308	472	16	and	and	CCONJ
easat-4308	472	17	j.	j.	PROPN
easat-4308	472	18	l.	l.	PROPN
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easat-4308	472	43	,	,	PUNCT
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easat-4308	476	2	-	-	SYM
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easat-4308	479	2	-	-	SYM
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