id	sid	tid	token	lemma	pos
easat-6383	1	1	edelweiss	edelweiss	PROPN
easat-6383	1	2	applied	apply	VERB
easat-6383	1	3	science	science	NOUN
easat-6383	1	4	and	and	CCONJ
easat-6383	1	5	technology	technology	NOUN
easat-6383	1	6	issn	issn	PROPN
easat-6383	1	7	:	:	PUNCT
easat-6383	1	8	2576	2576	NUM
easat-6383	1	9	-	-	SYM
easat-6383	1	10	8484	8484	NUM
easat-6383	1	11	vol	vol	NOUN
easat-6383	1	12	.	.	PROPN
easat-6383	2	1	9	9	NUM
easat-6383	2	2	,	,	PUNCT
easat-6383	2	3	no	no	INTJ
easat-6383	2	4	.	.	NOUN
easat-6383	2	5	4	4	NUM
easat-6383	2	6	,	,	PUNCT
easat-6383	2	7	1795	1795	NUM
easat-6383	2	8	-	-	SYM
easat-6383	2	9	1807	1807	NUM
easat-6383	2	10	2025	2025	NUM
easat-6383	2	11	publisher	publisher	NOUN
easat-6383	2	12	:	:	PUNCT
easat-6383	2	13	learning	learn	VERB
easat-6383	2	14	gate	gate	NOUN
easat-6383	2	15	doi	doi	PROPN
easat-6383	2	16	:	:	PUNCT
easat-6383	2	17	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	2	18	©	©	PROPN
easat-6383	2	19	2025	2025	NUM
easat-6383	2	20	by	by	ADP
easat-6383	2	21	the	the	DET
easat-6383	2	22	authors	author	NOUN
easat-6383	2	23	;	;	PUNCT
easat-6383	2	24	licensee	licensee	PROPN
easat-6383	2	25	learning	learning	NOUN
easat-6383	2	26	gate	gate	NOUN
easat-6383	3	1	©	©	PROPN
easat-6383	3	2	2025	2025	NUM
easat-6383	3	3	by	by	ADP
easat-6383	3	4	the	the	DET
easat-6383	3	5	authors	author	NOUN
easat-6383	3	6	;	;	PUNCT
easat-6383	3	7	licensee	licensee	PROPN
easat-6383	3	8	learning	learning	NOUN
easat-6383	3	9	gate	gate	NOUN
easat-6383	3	10	history	history	NOUN
easat-6383	3	11	:	:	PUNCT
easat-6383	3	12	received	receive	VERB
easat-6383	3	13	:	:	PUNCT
easat-6383	3	14	10	10	NUM
easat-6383	3	15	february	february	NOUN
easat-6383	3	16	2025	2025	NUM
easat-6383	3	17	;	;	PUNCT
easat-6383	3	18	revised	revise	VERB
easat-6383	3	19	:	:	PUNCT
easat-6383	3	20	8	8	NUM
easat-6383	3	21	april	april	PROPN
easat-6383	3	22	2025	2025	NUM
easat-6383	3	23	;	;	PUNCT
easat-6383	3	24	accepted	accept	VERB
easat-6383	3	25	:	:	PUNCT
easat-6383	3	26	11	11	NUM
easat-6383	3	27	april	april	PROPN
easat-6383	3	28	2025	2025	NUM
easat-6383	3	29	;	;	PUNCT
easat-6383	3	30	published	publish	VERB
easat-6383	3	31	:	:	PUNCT
easat-6383	3	32	19	19	NUM
easat-6383	3	33	april	april	PROPN
easat-6383	3	34	2025	2025	NUM
easat-6383	3	35	*	*	PUNCT
easat-6383	3	36	correspondence	correspondence	NOUN
easat-6383	3	37	:	:	PUNCT
easat-6383	3	38	t.bhuvaneswari@mmu.edu.my	t.bhuvaneswari@mmu.edu.my	X
easat-6383	3	39	intelligent	intelligent	ADJ
easat-6383	3	40	inventory	inventory	NOUN
easat-6383	3	41	prediction	prediction	NOUN
easat-6383	3	42	:	:	PUNCT
easat-6383	3	43	a	a	DET
easat-6383	3	44	machine	machine	NOUN
easat-6383	3	45	learning	learn	VERB
easat-6383	3	46	framework	framework	NOUN
easat-6383	3	47	using	use	VERB
easat-6383	3	48	random	random	ADJ
easat-6383	3	49	forest	forest	NOUN
easat-6383	3	50	for	for	ADP
easat-6383	3	51	inventory	inventory	NOUN
easat-6383	3	52	forecasting	forecasting	NOUN
easat-6383	3	53	nagarajan	nagarajan	PROPN
easat-6383	3	54	deivanayagampillai1,2	deivanayagampillai1,2	PROPN
easat-6383	3	55	,	,	PUNCT
easat-6383	3	56	thangavel	thangavel	NOUN
easat-6383	3	57	bhuvaneswari3	bhuvaneswari3	NOUN
easat-6383	3	58	*	*	NOUN
easat-6383	3	59	,	,	PUNCT
easat-6383	3	60	yasothei	yasothei	NOUN
easat-6383	3	61	suppiah4	suppiah4	NOUN
easat-6383	4	1	1department	1department	NUM
easat-6383	4	2	of	of	ADP
easat-6383	4	3	mathematics	mathematic	NOUN
easat-6383	4	4	,	,	PUNCT
easat-6383	4	5	rajalakshmi	rajalakshmi	PROPN
easat-6383	4	6	institute	institute	PROPN
easat-6383	4	7	of	of	ADP
easat-6383	4	8	technology	technology	PROPN
easat-6383	4	9	,	,	PUNCT
easat-6383	4	10	chennai	chennai	PROPN
easat-6383	4	11	,	,	PUNCT
easat-6383	4	12	india	india	PROPN
easat-6383	4	13	;	;	PUNCT
easat-6383	4	14	dnrmsu2002@yahoo.com	dnrmsu2002@yahoo.com	X
easat-6383	4	15	(	(	PUNCT
easat-6383	4	16	n.d	n.d	PROPN
easat-6383	4	17	.	.	PROPN
easat-6383	4	18	)	)	PUNCT
easat-6383	4	19	.	.	PUNCT
easat-6383	5	1	2postdoctoral	2postdoctoral	NUM
easat-6383	5	2	researcher	researcher	NOUN
easat-6383	5	3	,	,	PUNCT
easat-6383	5	4	faculty	faculty	NOUN
easat-6383	5	5	of	of	ADP
easat-6383	5	6	engineering	engineering	NOUN
easat-6383	5	7	and	and	CCONJ
easat-6383	5	8	technology	technology	NOUN
easat-6383	5	9	,	,	PUNCT
easat-6383	5	10	multimedia	multimedia	NOUN
easat-6383	5	11	university	university	NOUN
easat-6383	5	12	,	,	PUNCT
easat-6383	5	13	jalan	jalan	PROPN
easat-6383	5	14	ayer	ayer	PROPN
easat-6383	5	15	keroh	keroh	PROPN
easat-6383	5	16	lama,75450	lama,75450	PROPN
easat-6383	5	17	melaka	melaka	PROPN
easat-6383	5	18	.	.	PUNCT
easat-6383	6	1	malaysia	malaysia	PROPN
easat-6383	6	2	.	.	PUNCT
easat-6383	7	1	3,4faculty	3,4faculty	NUM
easat-6383	7	2	of	of	ADP
easat-6383	7	3	engineering	engineering	NOUN
easat-6383	7	4	and	and	CCONJ
easat-6383	7	5	technology	technology	NOUN
easat-6383	7	6	,	,	PUNCT
easat-6383	7	7	multimedia	multimedia	NOUN
easat-6383	7	8	university	university	NOUN
easat-6383	7	9	,	,	PUNCT
easat-6383	7	10	jalan	jalan	PROPN
easat-6383	7	11	ayer	ayer	PROPN
easat-6383	7	12	keroh	keroh	PROPN
easat-6383	7	13	lama,75450	lama,75450	PROPN
easat-6383	7	14	melaka	melaka	PROPN
easat-6383	7	15	.	.	PUNCT
easat-6383	8	1	malaysia	malaysia	PROPN
easat-6383	8	2	;	;	PUNCT
easat-6383	8	3	t.bhuvaneswari@mmu.edu.my	t.bhuvaneswari@mmu.edu.my	X
easat-6383	8	4	(	(	PUNCT
easat-6383	8	5	t.b	t.b	PROPN
easat-6383	8	6	.	.	PROPN
easat-6383	8	7	)	)	PUNCT
easat-6383	8	8	.	.	PUNCT
easat-6383	9	1	yasothei.suppiah@mmu.edu.my	yasothei.suppiah@mmu.edu.my	PROPN
easat-6383	9	2	(	(	PUNCT
easat-6383	9	3	y.s	y.s	PROPN
easat-6383	9	4	.	.	PROPN
easat-6383	9	5	)	)	PUNCT
easat-6383	9	6	.	.	PUNCT
easat-6383	10	1	abstract	abstract	ADV
easat-6383	10	2	:	:	PUNCT
easat-6383	10	3	this	this	DET
easat-6383	10	4	study	study	NOUN
easat-6383	10	5	proposes	propose	VERB
easat-6383	10	6	a	a	DET
easat-6383	10	7	machine	machine	NOUN
easat-6383	10	8	learning	learning	NOUN
easat-6383	10	9	-	-	PUNCT
easat-6383	10	10	based	base	VERB
easat-6383	10	11	inventory	inventory	NOUN
easat-6383	10	12	forecasting	forecasting	NOUN
easat-6383	10	13	strategy	strategy	NOUN
easat-6383	10	14	using	use	VERB
easat-6383	10	15	random	random	ADJ
easat-6383	10	16	forest	forest	NOUN
easat-6383	10	17	classifiers	classifier	NOUN
easat-6383	10	18	to	to	PART
easat-6383	10	19	improve	improve	VERB
easat-6383	10	20	demand	demand	NOUN
easat-6383	10	21	prediction	prediction	NOUN
easat-6383	10	22	and	and	CCONJ
easat-6383	10	23	anomaly	anomaly	NOUN
easat-6383	10	24	detection	detection	NOUN
easat-6383	10	25	in	in	ADP
easat-6383	10	26	retail	retail	ADJ
easat-6383	10	27	sales	sale	NOUN
easat-6383	10	28	.	.	PUNCT
easat-6383	11	1	it	it	PRON
easat-6383	11	2	aims	aim	VERB
easat-6383	11	3	to	to	PART
easat-6383	11	4	address	address	VERB
easat-6383	11	5	the	the	DET
easat-6383	11	6	limitations	limitation	NOUN
easat-6383	11	7	of	of	ADP
easat-6383	11	8	traditional	traditional	ADJ
easat-6383	11	9	inventory	inventory	NOUN
easat-6383	11	10	management	management	NOUN
easat-6383	11	11	by	by	ADP
easat-6383	11	12	capturing	capture	VERB
easat-6383	11	13	nonlinear	nonlinear	ADJ
easat-6383	11	14	demand	demand	NOUN
easat-6383	11	15	dynamics	dynamic	NOUN
easat-6383	11	16	and	and	CCONJ
easat-6383	11	17	interdependencies	interdependency	NOUN
easat-6383	11	18	.	.	PUNCT
easat-6383	12	1	the	the	DET
easat-6383	12	2	model	model	NOUN
easat-6383	12	3	is	be	AUX
easat-6383	12	4	developed	develop	VERB
easat-6383	12	5	and	and	CCONJ
easat-6383	12	6	validated	validate	VERB
easat-6383	12	7	using	use	VERB
easat-6383	12	8	real	real	ADJ
easat-6383	12	9	-	-	PUNCT
easat-6383	12	10	world	world	NOUN
easat-6383	12	11	inventory	inventory	NOUN
easat-6383	12	12	data	datum	NOUN
easat-6383	12	13	,	,	PUNCT
easat-6383	12	14	with	with	ADP
easat-6383	12	15	the	the	DET
easat-6383	12	16	united	united	PROPN
easat-6383	12	17	kingdom	kingdom	PROPN
easat-6383	12	18	as	as	ADP
easat-6383	12	19	the	the	DET
easat-6383	12	20	primary	primary	ADJ
easat-6383	12	21	market	market	NOUN
easat-6383	12	22	.	.	PUNCT
easat-6383	13	1	data	datum	NOUN
easat-6383	13	2	preprocessing	preprocessing	NOUN
easat-6383	13	3	includes	include	VERB
easat-6383	13	4	handling	handle	VERB
easat-6383	13	5	135,080	135,080	NUM
easat-6383	13	6	missing	miss	VERB
easat-6383	13	7	customerid	customerid	VERB
easat-6383	13	8	fields	field	NOUN
easat-6383	13	9	,	,	PUNCT
easat-6383	13	10	1,454	1,454	NUM
easat-6383	13	11	missing	missing	ADJ
easat-6383	13	12	description	description	NOUN
easat-6383	13	13	fields	field	NOUN
easat-6383	13	14	,	,	PUNCT
easat-6383	13	15	and	and	CCONJ
easat-6383	13	16	correcting	correct	VERB
easat-6383	13	17	anomalies	anomaly	NOUN
easat-6383	13	18	in	in	ADP
easat-6383	13	19	quantity	quantity	NOUN
easat-6383	13	20	and	and	CCONJ
easat-6383	13	21	unit	unit	NOUN
easat-6383	13	22	price	price	NOUN
easat-6383	13	23	.	.	PUNCT
easat-6383	14	1	the	the	DET
easat-6383	14	2	random	random	ADJ
easat-6383	14	3	forest	forest	NOUN
easat-6383	14	4	classifier	classifier	NOUN
easat-6383	14	5	is	be	AUX
easat-6383	14	6	employed	employ	VERB
easat-6383	14	7	to	to	PART
easat-6383	14	8	identify	identify	VERB
easat-6383	14	9	complex	complex	ADJ
easat-6383	14	10	sales	sale	NOUN
easat-6383	14	11	patterns	pattern	NOUN
easat-6383	14	12	and	and	CCONJ
easat-6383	14	13	enhance	enhance	VERB
easat-6383	14	14	demand	demand	NOUN
easat-6383	14	15	forecasting	forecasting	NOUN
easat-6383	14	16	accuracy	accuracy	NOUN
easat-6383	14	17	.	.	PUNCT
easat-6383	15	1	experimental	experimental	ADJ
easat-6383	15	2	findings	finding	NOUN
easat-6383	15	3	demonstrate	demonstrate	VERB
easat-6383	15	4	a	a	DET
easat-6383	15	5	significant	significant	ADJ
easat-6383	15	6	improvement	improvement	NOUN
easat-6383	15	7	in	in	ADP
easat-6383	15	8	prediction	prediction	NOUN
easat-6383	15	9	accuracy	accuracy	NOUN
easat-6383	15	10	and	and	CCONJ
easat-6383	15	11	inventory	inventory	NOUN
easat-6383	15	12	optimization	optimization	NOUN
easat-6383	15	13	over	over	ADP
easat-6383	15	14	traditional	traditional	ADJ
easat-6383	15	15	methods	method	NOUN
easat-6383	15	16	.	.	PUNCT
easat-6383	16	1	the	the	DET
easat-6383	16	2	model	model	NOUN
easat-6383	16	3	effectively	effectively	ADV
easat-6383	16	4	captures	capture	VERB
easat-6383	16	5	regional	regional	ADJ
easat-6383	16	6	sales	sale	NOUN
easat-6383	16	7	variations	variation	NOUN
easat-6383	16	8	and	and	CCONJ
easat-6383	16	9	adapts	adapt	VERB
easat-6383	16	10	to	to	ADP
easat-6383	16	11	changing	change	VERB
easat-6383	16	12	demand	demand	NOUN
easat-6383	16	13	trends	trend	NOUN
easat-6383	16	14	,	,	PUNCT
easat-6383	16	15	enabling	enable	VERB
easat-6383	16	16	more	more	ADV
easat-6383	16	17	precise	precise	ADJ
easat-6383	16	18	inventory	inventory	NOUN
easat-6383	16	19	decisions	decision	NOUN
easat-6383	16	20	.	.	PUNCT
easat-6383	17	1	the	the	DET
easat-6383	17	2	proposed	propose	VERB
easat-6383	17	3	framework	framework	NOUN
easat-6383	17	4	contributes	contribute	VERB
easat-6383	17	5	to	to	ADP
easat-6383	17	6	the	the	DET
easat-6383	17	7	development	development	NOUN
easat-6383	17	8	of	of	ADP
easat-6383	17	9	intelligent	intelligent	ADJ
easat-6383	17	10	and	and	CCONJ
easat-6383	17	11	adaptive	adaptive	ADJ
easat-6383	17	12	inventory	inventory	NOUN
easat-6383	17	13	management	management	NOUN
easat-6383	17	14	systems	system	NOUN
easat-6383	17	15	,	,	PUNCT
easat-6383	17	16	allowing	allow	VERB
easat-6383	17	17	businesses	business	NOUN
easat-6383	17	18	to	to	PART
easat-6383	17	19	make	make	VERB
easat-6383	17	20	data	data	NOUN
easat-6383	17	21	-	-	PUNCT
easat-6383	17	22	driven	drive	VERB
easat-6383	17	23	decisions	decision	NOUN
easat-6383	17	24	,	,	PUNCT
easat-6383	17	25	optimize	optimize	VERB
easat-6383	17	26	stock	stock	NOUN
easat-6383	17	27	levels	level	NOUN
easat-6383	17	28	,	,	PUNCT
easat-6383	17	29	and	and	CCONJ
easat-6383	17	30	reduce	reduce	VERB
easat-6383	17	31	inventory	inventory	NOUN
easat-6383	17	32	risks	risk	NOUN
easat-6383	17	33	,	,	PUNCT
easat-6383	17	34	and	and	CCONJ
easat-6383	17	35	provides	provide	VERB
easat-6383	17	36	valuable	valuable	ADJ
easat-6383	17	37	insights	insight	NOUN
easat-6383	17	38	for	for	ADP
easat-6383	17	39	businesses	business	NOUN
easat-6383	17	40	aiming	aim	VERB
easat-6383	17	41	to	to	PART
easat-6383	17	42	enhance	enhance	VERB
easat-6383	17	43	inventory	inventory	NOUN
easat-6383	17	44	forecasting	forecasting	NOUN
easat-6383	17	45	.	.	PUNCT
easat-6383	18	1	it	it	PRON
easat-6383	18	2	highlights	highlight	VERB
easat-6383	18	3	the	the	DET
easat-6383	18	4	importance	importance	NOUN
easat-6383	18	5	of	of	ADP
easat-6383	18	6	machine	machine	NOUN
easat-6383	18	7	learning	learn	VERB
easat-6383	18	8	in	in	ADP
easat-6383	18	9	improving	improve	VERB
easat-6383	18	10	demand	demand	NOUN
easat-6383	18	11	prediction	prediction	NOUN
easat-6383	18	12	,	,	PUNCT
easat-6383	18	13	minimizing	minimize	VERB
easat-6383	18	14	errors	error	NOUN
easat-6383	18	15	,	,	PUNCT
easat-6383	18	16	and	and	CCONJ
easat-6383	18	17	adapting	adapt	VERB
easat-6383	18	18	to	to	ADP
easat-6383	18	19	evolving	evolve	VERB
easat-6383	18	20	market	market	NOUN
easat-6383	18	21	conditions	condition	NOUN
easat-6383	18	22	.	.	PUNCT
easat-6383	19	1	keywords	keyword	NOUN
easat-6383	19	2	:	:	PUNCT
easat-6383	19	3	anomaly	anomaly	NOUN
easat-6383	19	4	detection	detection	NOUN
easat-6383	19	5	,	,	PUNCT
easat-6383	19	6	inventory	inventory	NOUN
easat-6383	19	7	,	,	PUNCT
easat-6383	19	8	random	random	ADJ
easat-6383	19	9	forest	forest	NOUN
easat-6383	19	10	classifier	classifier	NOUN
easat-6383	19	11	,	,	PUNCT
easat-6383	19	12	sales	sale	NOUN
easat-6383	19	13	prediction	prediction	NOUN
easat-6383	19	14	.	.	PUNCT
easat-6383	20	1	1	1	X
easat-6383	20	2	.	.	X
easat-6383	20	3	introduction	introduction	NOUN
easat-6383	20	4	high	high	ADJ
easat-6383	20	5	accuracies	accuracy	NOUN
easat-6383	20	6	of	of	ADP
easat-6383	20	7	prediction	prediction	NOUN
easat-6383	20	8	have	have	AUX
easat-6383	20	9	been	be	AUX
easat-6383	20	10	achieved	achieve	VERB
easat-6383	20	11	with	with	ADP
easat-6383	20	12	an	an	DET
easat-6383	20	13	ensemble	ensemble	NOUN
easat-6383	20	14	of	of	ADP
easat-6383	20	15	trees	tree	NOUN
easat-6383	20	16	and	and	CCONJ
easat-6383	20	17	majority	majority	NOUN
easat-6383	20	18	vote	vote	NOUN
easat-6383	20	19	among	among	ADP
easat-6383	20	20	them	they	PRON
easat-6383	20	21	.	.	PUNCT
easat-6383	21	1	random	random	ADJ
easat-6383	21	2	vectors	vector	NOUN
easat-6383	21	3	are	be	AUX
easat-6383	21	4	normally	normally	ADV
easat-6383	21	5	utilized	utilize	VERB
easat-6383	21	6	to	to	PART
easat-6383	21	7	train	train	VERB
easat-6383	21	8	the	the	DET
easat-6383	21	9	ensemble	ensemble	NOUN
easat-6383	21	10	of	of	ADP
easat-6383	21	11	trees	tree	NOUN
easat-6383	21	12	and	and	CCONJ
easat-6383	21	13	direct	direct	VERB
easat-6383	21	14	the	the	DET
easat-6383	21	15	individual	individual	ADJ
easat-6383	21	16	tree	tree	NOUN
easat-6383	21	17	development	development	NOUN
easat-6383	21	18	within	within	ADP
easat-6383	21	19	the	the	DET
easat-6383	21	20	ensemble	ensemble	NOUN
easat-6383	21	21	.	.	PUNCT
easat-6383	22	1	in	in	ADP
easat-6383	22	2	the	the	DET
easat-6383	22	3	last	last	ADJ
easat-6383	22	4	few	few	ADJ
easat-6383	22	5	years	year	NOUN
easat-6383	22	6	,	,	PUNCT
easat-6383	22	7	many	many	ADJ
easat-6383	22	8	papers	paper	NOUN
easat-6383	22	9	addressed	address	VERB
easat-6383	22	10	the	the	DET
easat-6383	22	11	issue	issue	NOUN
easat-6383	22	12	of	of	ADP
easat-6383	22	13	finding	find	VERB
easat-6383	22	14	the	the	DET
easat-6383	22	15	best	good	ADJ
easat-6383	22	16	inventory	inventory	NOUN
easat-6383	22	17	management	management	NOUN
easat-6383	22	18	policies	policy	NOUN
easat-6383	22	19	.	.	PUNCT
easat-6383	23	1	most	most	ADJ
easat-6383	23	2	of	of	ADP
easat-6383	23	3	them	they	PRON
easat-6383	23	4	concerned	concerned	ADJ
easat-6383	23	5	finding	find	VERB
easat-6383	23	6	the	the	DET
easat-6383	23	7	optimal	optimal	ADJ
easat-6383	23	8	purchase	purchase	NOUN
easat-6383	23	9	lots	lot	NOUN
easat-6383	23	10	of	of	ADP
easat-6383	23	11	a	a	DET
easat-6383	23	12	particular	particular	ADJ
easat-6383	23	13	facility	facility	NOUN
easat-6383	23	14	facing	face	VERB
easat-6383	23	15	a	a	DET
easat-6383	23	16	known	know	VERB
easat-6383	23	17	demand	demand	NOUN
easat-6383	23	18	behaviour	behaviour	NOUN
easat-6383	24	1	[	[	X
easat-6383	24	2	1	1	NUM
easat-6383	24	3	]	]	PUNCT
easat-6383	24	4	.	.	PUNCT
easat-6383	25	1	deep	deep	ADJ
easat-6383	25	2	reinforcement	reinforcement	NOUN
easat-6383	25	3	learning	learning	NOUN
easat-6383	25	4	has	have	AUX
easat-6383	25	5	been	be	AUX
easat-6383	25	6	an	an	DET
easat-6383	25	7	adaptable	adaptable	ADJ
easat-6383	25	8	and	and	CCONJ
easat-6383	25	9	strong	strong	ADJ
easat-6383	25	10	method	method	NOUN
easat-6383	25	11	of	of	ADP
easat-6383	25	12	useful	useful	ADJ
easat-6383	25	13	inventory	inventory	NOUN
easat-6383	25	14	replenishment	replenishment	NOUN
easat-6383	25	15	policy	policy	NOUN
easat-6383	25	16	design	design	NOUN
easat-6383	25	17	they	they	PRON
easat-6383	25	18	demonstrate	demonstrate	VERB
easat-6383	25	19	that	that	SCONJ
easat-6383	25	20	the	the	DET
easat-6383	25	21	use	use	NOUN
easat-6383	25	22	of	of	ADP
easat-6383	25	23	transfer	transfer	NOUN
easat-6383	25	24	learning	learning	NOUN
easat-6383	25	25	of	of	ADP
easat-6383	25	26	learned	learn	VERB
easat-6383	25	27	heuristics	heuristic	NOUN
easat-6383	25	28	enhances	enhance	VERB
easat-6383	25	29	training	train	VERB
easat-6383	25	30	stability	stability	NOUN
easat-6383	25	31	.	.	PUNCT
easat-6383	26	1	this	this	DET
easat-6383	26	2	approach	approach	NOUN
easat-6383	26	3	not	not	PART
easat-6383	26	4	only	only	ADV
easat-6383	26	5	enhances	enhance	VERB
easat-6383	26	6	inventory	inventory	NOUN
easat-6383	26	7	cost	cost	NOUN
easat-6383	26	8	-	-	PUNCT
easat-6383	26	9	effectiveness	effectiveness	NOUN
easat-6383	26	10	and	and	CCONJ
easat-6383	26	11	computational	computational	ADJ
easat-6383	26	12	efficiency	efficiency	NOUN
easat-6383	26	13	but	but	CCONJ
easat-6383	26	14	also	also	ADV
easat-6383	26	15	training	train	VERB
easat-6383	26	16	stability	stability	NOUN
easat-6383	26	17	and	and	CCONJ
easat-6383	26	18	thus	thus	ADV
easat-6383	26	19	enhances	enhance	VERB
easat-6383	26	20	the	the	DET
easat-6383	26	21	confidence	confidence	NOUN
easat-6383	26	22	in	in	ADP
easat-6383	26	23	the	the	DET
easat-6383	26	24	inventory	inventory	NOUN
easat-6383	26	25	management	management	NOUN
easat-6383	26	26	policies	policy	NOUN
easat-6383	26	27	that	that	PRON
easat-6383	26	28	the	the	DET
easat-6383	26	29	reinforcement	reinforcement	NOUN
easat-6383	26	30	learning	learning	NOUN
easat-6383	26	31	algorithm	algorithm	NOUN
easat-6383	26	32	comes	come	VERB
easat-6383	26	33	up	up	ADP
easat-6383	26	34	with	with	ADP
easat-6383	26	35	de	de	PROPN
easat-6383	26	36	moor	moor	PROPN
easat-6383	26	37	,	,	PUNCT
easat-6383	26	38	et	et	PROPN
easat-6383	26	39	al	al	PROPN
easat-6383	26	40	.	.	PUNCT
easat-6383	27	1	[	[	X
easat-6383	27	2	2	2	NUM
easat-6383	27	3	]	]	PUNCT
easat-6383	27	4	.	.	PUNCT
easat-6383	28	1	a	a	DET
easat-6383	28	2	contribution	contribution	NOUN
easat-6383	28	3	to	to	ADP
easat-6383	28	4	a	a	DET
easat-6383	28	5	literature	literature	NOUN
easat-6383	28	6	that	that	PRON
easat-6383	28	7	has	have	AUX
easat-6383	28	8	classically	classically	ADV
easat-6383	28	9	been	be	AUX
easat-6383	28	10	disaggregated	disaggregate	VERB
easat-6383	28	11	,	,	PUNCT
easat-6383	28	12	though	though	SCONJ
easat-6383	28	13	it	it	PRON
easat-6383	28	14	has	have	AUX
easat-6383	28	15	been	be	AUX
easat-6383	28	16	considered	consider	VERB
easat-6383	28	17	important	important	ADJ
easat-6383	28	18	that	that	SCONJ
easat-6383	28	19	the	the	DET
easat-6383	28	20	forecasting	forecasting	NOUN
easat-6383	28	21	and	and	CCONJ
easat-6383	28	22	forecasting	forecasting	NOUN
easat-6383	28	23	constituencies	constituency	NOUN
easat-6383	28	24	be	be	AUX
easat-6383	28	25	consolidated	consolidate	VERB
easat-6383	28	26	to	to	PART
easat-6383	28	27	address	address	VERB
easat-6383	28	28	an	an	DET
easat-6383	28	29	aggregation	aggregation	NOUN
easat-6383	28	30	of	of	ADP
easat-6383	28	31	similar	similar	ADJ
easat-6383	28	32	issues	issue	NOUN
easat-6383	28	33	.	.	PUNCT
easat-6383	29	1	the	the	DET
easat-6383	29	2	end	end	NOUN
easat-6383	29	3	to	to	ADP
easat-6383	29	4	a	a	DET
easat-6383	29	5	call	call	NOUN
easat-6383	29	6	for	for	ADP
easat-6383	29	7	a	a	DET
easat-6383	29	8	research	research	NOUN
easat-6383	29	9	agenda	agenda	NOUN
easat-6383	29	10	underscores	underscore	VERB
easat-6383	29	11	the	the	DET
easat-6383	29	12	necessity	necessity	NOUN
easat-6383	29	13	to	to	PART
easat-6383	29	14	move	move	VERB
easat-6383	29	15	forward	forward	ADV
easat-6383	29	16	not	not	PART
easat-6383	29	17	only	only	ADV
easat-6383	29	18	in	in	ADP
easat-6383	29	19	theory	theory	NOUN
easat-6383	29	20	development	development	NOUN
easat-6383	29	21	and	and	CCONJ
easat-6383	29	22	empirical	empirical	ADJ
easat-6383	29	23	analysis	analysis	NOUN
easat-6383	29	24	but	but	CCONJ
easat-6383	29	25	to	to	PART
easat-6383	29	26	further	far	ADV
easat-6383	29	27	strengthen	strengthen	VERB
easat-6383	29	28	the	the	DET
easat-6383	29	29	knowledge	knowledge	NOUN
easat-6383	29	30	base	base	NOUN
easat-6383	29	31	within	within	ADP
easat-6383	29	32	this	this	DET
easat-6383	29	33	domain	domain	NOUN
easat-6383	29	34	[	[	X
easat-6383	29	35	3	3	NUM
easat-6383	29	36	]	]	PUNCT
easat-6383	29	37	.	.	PUNCT
easat-6383	30	1	an	an	DET
easat-6383	30	2	overarching	overarching	ADJ
easat-6383	30	3	https://orcid.org/0000-0003-1411-532x	https://orcid.org/0000-0003-1411-532x	PROPN
easat-6383	30	4	1796	1796	NUM
easat-6383	30	5	edelweiss	edelweiss	PROPN
easat-6383	30	6	applied	apply	VERB
easat-6383	30	7	science	science	NOUN
easat-6383	30	8	and	and	CCONJ
easat-6383	30	9	technology	technology	NOUN
easat-6383	30	10	issn	issn	PROPN
easat-6383	30	11	:	:	PUNCT
easat-6383	30	12	2576	2576	NUM
easat-6383	30	13	-	-	SYM
easat-6383	30	14	8484	8484	NUM
easat-6383	30	15	vol	vol	NOUN
easat-6383	30	16	.	.	PROPN
easat-6383	31	1	9	9	NUM
easat-6383	31	2	,	,	PUNCT
easat-6383	31	3	no	no	INTJ
easat-6383	31	4	.	.	NOUN
easat-6383	31	5	4	4	NUM
easat-6383	31	6	:	:	SYM
easat-6383	31	7	1795	1795	NUM
easat-6383	31	8	-	-	SYM
easat-6383	31	9	1807	1807	NUM
easat-6383	31	10	,	,	PUNCT
easat-6383	31	11	2025	2025	NUM
easat-6383	31	12	doi	doi	NOUN
easat-6383	31	13	:	:	PUNCT
easat-6383	31	14	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	31	15	©	©	PROPN
easat-6383	31	16	2025	2025	NUM
easat-6383	31	17	by	by	ADP
easat-6383	31	18	the	the	DET
easat-6383	31	19	authors	author	NOUN
easat-6383	31	20	;	;	PUNCT
easat-6383	31	21	licensee	licensee	PROPN
easat-6383	31	22	learning	learn	VERB
easat-6383	31	23	gate	gate	NOUN
easat-6383	31	24	framework	framework	NOUN
easat-6383	31	25	that	that	PRON
easat-6383	31	26	is	be	AUX
easat-6383	31	27	sufficiently	sufficiently	ADV
easat-6383	31	28	general	general	ADJ
easat-6383	31	29	to	to	PART
easat-6383	31	30	be	be	AUX
easat-6383	31	31	applicable	applicable	ADJ
easat-6383	31	32	within	within	ADP
easat-6383	31	33	every	every	DET
easat-6383	31	34	inventory	inventory	NOUN
easat-6383	31	35	model	model	NOUN
easat-6383	31	36	,	,	PUNCT
easat-6383	31	37	every	every	DET
easat-6383	31	38	demand	demand	NOUN
easat-6383	31	39	distribution	distribution	NOUN
easat-6383	31	40	,	,	PUNCT
easat-6383	31	41	and	and	CCONJ
easat-6383	31	42	every	every	DET
easat-6383	31	43	parameter	parameter	NOUN
easat-6383	31	44	estimator	estimator	NOUN
easat-6383	31	45	is	be	AUX
easat-6383	31	46	presented	present	VERB
easat-6383	31	47	.	.	PUNCT
easat-6383	32	1	inventory	inventory	NOUN
easat-6383	32	2	need	need	NOUN
easat-6383	32	3	is	be	AUX
easat-6383	32	4	highly	highly	ADV
easat-6383	32	5	dependent	dependent	ADJ
easat-6383	32	6	upon	upon	SCONJ
easat-6383	32	7	forecasts	forecast	NOUN
easat-6383	32	8	of	of	ADP
easat-6383	32	9	demand	demand	NOUN
easat-6383	32	10	,	,	PUNCT
easat-6383	32	11	but	but	CCONJ
easat-6383	32	12	it	it	PRON
easat-6383	32	13	has	have	AUX
easat-6383	32	14	classically	classically	ADV
easat-6383	32	15	been	be	AUX
easat-6383	32	16	assumed	assume	VERB
easat-6383	32	17	within	within	ADP
easat-6383	32	18	the	the	DET
easat-6383	32	19	literature	literature	NOUN
easat-6383	32	20	that	that	PRON
easat-6383	32	21	demand	demand	NOUN
easat-6383	32	22	distributions	distribution	NOUN
easat-6383	32	23	are	be	AUX
easat-6383	32	24	known	know	VERB
easat-6383	32	25	[	[	PUNCT
easat-6383	32	26	4	4	NUM
easat-6383	32	27	]	]	PUNCT
easat-6383	32	28	.	.	PUNCT
easat-6383	33	1	the	the	DET
easat-6383	33	2	suggested	suggest	VERB
easat-6383	33	3	policy	policy	NOUN
easat-6383	33	4	is	be	AUX
easat-6383	33	5	proven	prove	VERB
easat-6383	33	6	to	to	PART
easat-6383	33	7	be	be	AUX
easat-6383	33	8	less	less	ADV
easat-6383	33	9	costly	costly	ADJ
easat-6383	33	10	than	than	ADP
easat-6383	33	11	an	an	DET
easat-6383	33	12	identical	identical	ADJ
easat-6383	33	13	system	system	NOUN
easat-6383	33	14	where	where	SCONJ
easat-6383	33	15	the	the	DET
easat-6383	33	16	lost	lost	ADJ
easat-6383	33	17	demand	demand	NOUN
easat-6383	33	18	is	be	AUX
easat-6383	33	19	backordered	backordere	VERB
easat-6383	33	20	rather	rather	ADV
easat-6383	33	21	than	than	ADP
easat-6383	33	22	being	be	AUX
easat-6383	33	23	lost	lose	VERB
easat-6383	33	24	,	,	PUNCT
easat-6383	33	25	and	and	CCONJ
easat-6383	33	26	to	to	PART
easat-6383	33	27	be	be	AUX
easat-6383	33	28	asymptotically	asymptotically	ADV
easat-6383	33	29	optimal	optimal	ADJ
easat-6383	33	30	under	under	ADP
easat-6383	33	31	an	an	DET
easat-6383	33	32	infinite	infinite	ADJ
easat-6383	33	33	-	-	PUNCT
easat-6383	33	34	cost	cost	NOUN
easat-6383	33	35	lost	lose	VERB
easat-6383	33	36	sale	sale	NOUN
easat-6383	33	37	under	under	ADP
easat-6383	33	38	mild	mild	ADJ
easat-6383	33	39	distribution	distribution	NOUN
easat-6383	33	40	assumptions	assumption	NOUN
easat-6383	33	41	about	about	ADP
easat-6383	33	42	the	the	DET
easat-6383	33	43	demand	demand	NOUN
easat-6383	33	44	.	.	PUNCT
easat-6383	34	1	numerical	numerical	PROPN
easat-6383	34	2	results	result	NOUN
easat-6383	34	3	prove	prove	VERB
easat-6383	34	4	the	the	DET
easat-6383	34	5	performance	performance	NOUN
easat-6383	34	6	is	be	AUX
easat-6383	34	7	better	well	ADJ
easat-6383	34	8	than	than	ADP
easat-6383	34	9	under	under	ADP
easat-6383	34	10	prevailing	prevail	VERB
easat-6383	34	11	policies	policy	NOUN
easat-6383	34	12	[	[	X
easat-6383	34	13	5	5	NUM
easat-6383	34	14	]	]	PUNCT
easat-6383	34	15	.	.	PUNCT
easat-6383	35	1	the	the	DET
easat-6383	35	2	policy	policy	NOUN
easat-6383	35	3	has	have	AUX
easat-6383	35	4	been	be	AUX
easat-6383	35	5	designed	design	VERB
easat-6383	35	6	to	to	PART
easat-6383	35	7	blend	blend	VERB
easat-6383	35	8	promotional	promotional	ADJ
easat-6383	35	9	and	and	CCONJ
easat-6383	35	10	trend	trend	NOUN
easat-6383	35	11	information	information	NOUN
easat-6383	35	12	with	with	ADP
easat-6383	35	13	periodic	periodic	ADJ
easat-6383	35	14	ordering	ordering	NOUN
easat-6383	35	15	decisions	decision	NOUN
easat-6383	35	16	irrespective	irrespective	ADV
easat-6383	35	17	of	of	ADP
easat-6383	35	18	assumptions	assumption	NOUN
easat-6383	35	19	about	about	ADP
easat-6383	35	20	the	the	DET
easat-6383	35	21	demand	demand	NOUN
easat-6383	35	22	distribution	distribution	NOUN
easat-6383	35	23	in	in	ADP
easat-6383	35	24	an	an	DET
easat-6383	35	25	efficient	efficient	ADJ
easat-6383	35	26	manner	manner	NOUN
easat-6383	35	27	.	.	PUNCT
easat-6383	36	1	up	up	ADP
easat-6383	36	2	till	till	SCONJ
easat-6383	36	3	now	now	ADV
easat-6383	36	4	,	,	PUNCT
easat-6383	36	5	supervised	supervised	ADJ
easat-6383	36	6	learning	learning	NOUN
easat-6383	36	7	has	have	AUX
easat-6383	36	8	been	be	AUX
easat-6383	36	9	used	use	VERB
easat-6383	36	10	mainly	mainly	ADV
easat-6383	36	11	in	in	ADP
easat-6383	36	12	the	the	DET
easat-6383	36	13	application	application	NOUN
easat-6383	36	14	of	of	ADP
easat-6383	36	15	inventory	inventory	NOUN
easat-6383	36	16	control	control	NOUN
easat-6383	36	17	with	with	ADP
easat-6383	36	18	a	a	DET
easat-6383	36	19	crisp	crisp	ADJ
easat-6383	36	20	definition	definition	NOUN
easat-6383	36	21	of	of	ADP
easat-6383	36	22	the	the	DET
easat-6383	36	23	optimal	optimal	ADJ
easat-6383	36	24	policy	policy	NOUN
easat-6383	36	25	and	and	CCONJ
easat-6383	36	26	an	an	DET
easat-6383	36	27	easy	easy	ADJ
easat-6383	36	28	-	-	PUNCT
easat-6383	36	29	to	to	PART
easat-6383	36	30	-	-	PUNCT
easat-6383	36	31	apply	apply	VERB
easat-6383	36	32	decision	decision	NOUN
easat-6383	36	33	rule	rule	NOUN
easat-6383	36	34	such	such	ADJ
easat-6383	36	35	as	as	ADP
easat-6383	36	36	the	the	DET
easat-6383	36	37	problem	problem	NOUN
easat-6383	36	38	of	of	ADP
easat-6383	36	39	a	a	DET
easat-6383	36	40	newsvendor	newsvendor	NOUN
easat-6383	37	1	[	[	X
easat-6383	37	2	6	6	NUM
easat-6383	37	3	]	]	PUNCT
easat-6383	37	4	.	.	PUNCT
easat-6383	38	1	this	this	DET
easat-6383	38	2	paper	paper	NOUN
easat-6383	38	3	proposes	propose	VERB
easat-6383	38	4	a	a	DET
easat-6383	38	5	random	random	ADJ
easat-6383	38	6	forest	forest	NOUN
easat-6383	38	7	classifier	classifier	NOUN
easat-6383	38	8	(	(	PUNCT
easat-6383	38	9	rfc	rfc	NOUN
easat-6383	38	10	)	)	PUNCT
easat-6383	38	11	technique	technique	NOUN
easat-6383	38	12	with	with	ADP
easat-6383	38	13	an	an	DET
easat-6383	38	14	emphasis	emphasis	NOUN
easat-6383	38	15	on	on	ADP
easat-6383	38	16	feature	feature	NOUN
easat-6383	38	17	selection	selection	NOUN
easat-6383	38	18	for	for	ADP
easat-6383	38	19	diagnosing	diagnose	VERB
easat-6383	38	20	lymph	lymph	NOUN
easat-6383	38	21	disease	disease	NOUN
easat-6383	38	22	.	.	PUNCT
easat-6383	39	1	the	the	DET
easat-6383	39	2	dimensionality	dimensionality	NOUN
easat-6383	39	3	of	of	ADP
easat-6383	39	4	the	the	DET
easat-6383	39	5	lymph	lymph	NOUN
easat-6383	39	6	disease	disease	NOUN
easat-6383	39	7	set	set	VERB
easat-6383	39	8	of	of	ADP
easat-6383	39	9	features	feature	NOUN
easat-6383	39	10	is	be	AUX
easat-6383	39	11	reduced	reduce	VERB
easat-6383	39	12	at	at	ADP
easat-6383	39	13	the	the	DET
easat-6383	39	14	initial	initial	ADJ
easat-6383	39	15	stage	stage	NOUN
easat-6383	39	16	with	with	ADP
easat-6383	39	17	the	the	DET
easat-6383	39	18	use	use	NOUN
easat-6383	39	19	of	of	ADP
easat-6383	39	20	multiple	multiple	ADJ
easat-6383	39	21	feature	feature	NOUN
easat-6383	39	22	selection	selection	NOUN
easat-6383	39	23	methods	method	NOUN
easat-6383	39	24	.	.	PUNCT
easat-6383	40	1	the	the	DET
easat-6383	40	2	identified	identify	VERB
easat-6383	40	3	subset	subset	NOUN
easat-6383	40	4	of	of	ADP
easat-6383	40	5	features	feature	NOUN
easat-6383	40	6	at	at	ADP
easat-6383	40	7	the	the	DET
easat-6383	40	8	second	second	ADJ
easat-6383	40	9	stage	stage	NOUN
easat-6383	40	10	is	be	AUX
easat-6383	40	11	utilized	utilize	VERB
easat-6383	40	12	in	in	ADP
easat-6383	40	13	training	train	VERB
easat-6383	40	14	the	the	DET
easat-6383	40	15	rfc	rfc	NOUN
easat-6383	40	16	with	with	ADP
easat-6383	40	17	a	a	DET
easat-6383	40	18	view	view	NOUN
easat-6383	40	19	of	of	ADP
easat-6383	40	20	providing	provide	VERB
easat-6383	40	21	an	an	DET
easat-6383	40	22	adequate	adequate	ADJ
easat-6383	40	23	classification	classification	NOUN
easat-6383	40	24	.	.	PUNCT
easat-6383	41	1	experimental	experimental	ADJ
easat-6383	41	2	results	result	NOUN
easat-6383	41	3	reveal	reveal	VERB
easat-6383	41	4	that	that	SCONJ
easat-6383	41	5	the	the	DET
easat-6383	41	6	highest	high	ADJ
easat-6383	41	7	classification	classification	NOUN
easat-6383	41	8	of	of	ADP
easat-6383	41	9	92.2	92.2	NUM
easat-6383	41	10	%	%	NOUN
easat-6383	41	11	was	be	AUX
easat-6383	41	12	provided	provide	VERB
easat-6383	41	13	by	by	ADP
easat-6383	41	14	the	the	DET
easat-6383	41	15	ga	ga	PROPN
easat-6383	41	16	-	-	PUNCT
easat-6383	41	17	rfc	rfc	PROPN
easat-6383	41	18	model	model	NOUN
easat-6383	41	19	.	.	PUNCT
easat-6383	42	1	the	the	DET
easat-6383	42	2	ga	ga	PROPN
easat-6383	42	3	helped	help	VERB
easat-6383	42	4	diminish	diminish	VERB
easat-6383	42	5	the	the	DET
easat-6383	42	6	dimension	dimension	NOUN
easat-6383	42	7	of	of	ADP
easat-6383	42	8	the	the	DET
easat-6383	42	9	input	input	NOUN
easat-6383	42	10	space	space	NOUN
easat-6383	42	11	of	of	ADP
easat-6383	42	12	features	feature	NOUN
easat-6383	42	13	from	from	ADP
easat-6383	42	14	eighteen	eighteen	NUM
easat-6383	42	15	to	to	PART
easat-6383	42	16	six	six	NUM
easat-6383	42	17	features	feature	NOUN
easat-6383	42	18	with	with	ADP
easat-6383	42	19	a	a	DET
easat-6383	42	20	boost	boost	NOUN
easat-6383	42	21	in	in	ADP
easat-6383	42	22	efficiency	efficiency	NOUN
easat-6383	42	23	of	of	ADP
easat-6383	42	24	the	the	DET
easat-6383	42	25	classification	classification	NOUN
easat-6383	42	26	[	[	X
easat-6383	42	27	7	7	NUM
easat-6383	42	28	]	]	PUNCT
easat-6383	42	29	.	.	PUNCT
easat-6383	43	1	random	random	ADJ
easat-6383	43	2	forest	forest	NOUN
easat-6383	43	3	employs	employ	VERB
easat-6383	43	4	bagging	bagging	NOUN
easat-6383	43	5	,	,	PUNCT
easat-6383	43	6	also	also	ADV
easat-6383	43	7	termed	term	VERB
easat-6383	43	8	as	as	ADP
easat-6383	43	9	bootstrap	bootstrap	NOUN
easat-6383	43	10	aggregating	aggregating	NOUN
easat-6383	43	11	,	,	PUNCT
easat-6383	43	12	to	to	PART
easat-6383	43	13	build	build	VERB
easat-6383	43	14	a	a	DET
easat-6383	43	15	combination	combination	NOUN
easat-6383	43	16	of	of	ADP
easat-6383	43	17	cart	cart	NOUN
easat-6383	43	18	-	-	PUNCT
easat-6383	43	19	like	like	ADJ
easat-6383	43	20	classifiers	classifier	NOUN
easat-6383	43	21	.	.	PUNCT
easat-6383	44	1	random	random	ADJ
easat-6383	44	2	subset	subset	NOUN
easat-6383	44	3	selection	selection	NOUN
easat-6383	44	4	of	of	ADP
easat-6383	44	5	variables	variable	NOUN
easat-6383	44	6	at	at	ADP
easat-6383	44	7	each	each	DET
easat-6383	44	8	cart	cart	NOUN
easat-6383	44	9	node	node	NOUN
easat-6383	44	10	prevents	prevent	VERB
easat-6383	44	11	correlation	correlation	NOUN
easat-6383	44	12	among	among	ADP
easat-6383	44	13	classifiers	classifier	NOUN
easat-6383	44	14	.	.	PUNCT
easat-6383	45	1	the	the	DET
easat-6383	45	2	method	method	NOUN
easat-6383	45	3	resists	resist	VERB
easat-6383	45	4	noise	noise	NOUN
easat-6383	45	5	and	and	CCONJ
easat-6383	45	6	overtraining	overtraining	NOUN
easat-6383	45	7	since	since	SCONJ
easat-6383	45	8	resampling	resample	VERB
easat-6383	45	9	does	do	AUX
easat-6383	45	10	not	not	PART
easat-6383	45	11	occur	occur	VERB
easat-6383	45	12	based	base	VERB
easat-6383	45	13	on	on	ADP
easat-6383	45	14	weights	weight	NOUN
easat-6383	45	15	.	.	PUNCT
easat-6383	46	1	the	the	DET
easat-6383	46	2	method	method	NOUN
easat-6383	46	3	also	also	ADV
easat-6383	46	4	happens	happen	VERB
easat-6383	46	5	to	to	PART
easat-6383	46	6	be	be	AUX
easat-6383	46	7	computation	computation	NOUN
easat-6383	46	8	-	-	PUNCT
easat-6383	46	9	efficient	efficient	ADJ
easat-6383	46	10	relative	relative	NOUN
easat-6383	46	11	to	to	ADP
easat-6383	46	12	the	the	DET
easat-6383	46	13	application	application	NOUN
easat-6383	46	14	of	of	ADP
easat-6383	46	15	boosters	booster	NOUN
easat-6383	46	16	and	and	CCONJ
easat-6383	46	17	slightly	slightly	ADV
easat-6383	46	18	lighter	light	ADJ
easat-6383	46	19	relative	relative	ADJ
easat-6383	46	20	to	to	ADP
easat-6383	46	21	standard	standard	ADJ
easat-6383	46	22	bagging	bagging	NOUN
easat-6383	46	23	[	[	X
easat-6383	46	24	8	8	NUM
easat-6383	46	25	]	]	PUNCT
easat-6383	46	26	.	.	PUNCT
easat-6383	47	1	these	these	DET
easat-6383	47	2	tests	test	NOUN
easat-6383	47	3	were	be	AUX
easat-6383	47	4	carried	carry	VERB
easat-6383	47	5	out	out	ADP
easat-6383	47	6	with	with	ADP
easat-6383	47	7	a	a	DET
easat-6383	47	8	multisource	multisource	ADJ
easat-6383	47	9	geographic	geographic	ADJ
easat-6383	47	10	and	and	CCONJ
easat-6383	47	11	remote	remote	ADJ
easat-6383	47	12	sensing	sense	VERB
easat-6383	47	13	database	database	NOUN
easat-6383	47	14	.	.	PUNCT
easat-6383	48	1	the	the	DET
easat-6383	48	2	performance	performance	NOUN
easat-6383	48	3	of	of	ADP
easat-6383	48	4	random	random	ADJ
easat-6383	48	5	forest	forest	NOUN
easat-6383	48	6	has	have	AUX
easat-6383	48	7	been	be	AUX
easat-6383	48	8	compared	compare	VERB
easat-6383	48	9	and	and	CCONJ
easat-6383	48	10	contrasted	contrast	VERB
easat-6383	48	11	with	with	ADP
easat-6383	48	12	results	result	NOUN
easat-6383	48	13	that	that	PRON
easat-6383	48	14	utilize	utilize	VERB
easat-6383	48	15	bagging	bag	VERB
easat-6383	48	16	and	and	CCONJ
easat-6383	48	17	boosting	boost	VERB
easat-6383	48	18	methods	method	NOUN
easat-6383	48	19	[	[	X
easat-6383	48	20	9	9	NUM
easat-6383	48	21	]	]	PUNCT
easat-6383	48	22	.	.	PUNCT
easat-6383	49	1	random	random	ADJ
easat-6383	49	2	forests	forest	NOUN
easat-6383	49	3	possess	possess	VERB
easat-6383	49	4	a	a	DET
easat-6383	49	5	few	few	ADJ
easat-6383	49	6	advantages	advantage	NOUN
easat-6383	49	7	relative	relative	ADJ
easat-6383	49	8	to	to	ADP
easat-6383	49	9	the	the	DET
easat-6383	49	10	remaining	remain	VERB
easat-6383	49	11	image	image	NOUN
easat-6383	49	12	classification	classification	NOUN
easat-6383	49	13	methods	method	NOUN
easat-6383	49	14	.	.	PUNCT
easat-6383	50	1	this	this	DET
easat-6383	50	2	paper	paper	NOUN
easat-6383	50	3	will	will	AUX
easat-6383	50	4	detail	detail	VERB
easat-6383	50	5	the	the	DET
easat-6383	50	6	random	random	ADJ
easat-6383	50	7	forest	forest	NOUN
easat-6383	50	8	algorithm	algorithm	NOUN
easat-6383	50	9	and	and	CCONJ
easat-6383	50	10	how	how	SCONJ
easat-6383	50	11	it	it	PRON
easat-6383	50	12	operates	operate	VERB
easat-6383	50	13	with	with	ADP
easat-6383	50	14	strengths	strength	NOUN
easat-6383	50	15	and	and	CCONJ
easat-6383	50	16	limitations	limitation	NOUN
easat-6383	50	17	[	[	X
easat-6383	50	18	10	10	NUM
easat-6383	50	19	]	]	PUNCT
easat-6383	50	20	.	.	PUNCT
easat-6383	51	1	this	this	DET
easat-6383	51	2	study	study	NOUN
easat-6383	51	3	attempts	attempt	VERB
easat-6383	51	4	to	to	PART
easat-6383	51	5	quantify	quantify	VERB
easat-6383	51	6	the	the	DET
easat-6383	51	7	results	result	NOUN
easat-6383	51	8	demonstrate	demonstrate	VERB
easat-6383	51	9	that	that	SCONJ
easat-6383	51	10	random	random	ADJ
easat-6383	51	11	has	have	VERB
easat-6383	51	12	fewer	few	ADJ
easat-6383	51	13	parameters	parameter	NOUN
easat-6383	51	14	that	that	SCONJ
easat-6383	51	15	the	the	DET
easat-6383	51	16	users	user	NOUN
easat-6383	51	17	need	need	VERB
easat-6383	51	18	to	to	PART
easat-6383	51	19	set	set	VERB
easat-6383	51	20	compared	compare	VERB
easat-6383	51	21	with	with	ADP
easat-6383	51	22	svms	svms	NOUN
easat-6383	51	23	and	and	CCONJ
easat-6383	51	24	that	that	SCONJ
easat-6383	51	25	it	it	PRON
easat-6383	51	26	has	have	VERB
easat-6383	51	27	a	a	DET
easat-6383	51	28	simpler	simple	ADJ
easat-6383	51	29	setup	setup	NOUN
easat-6383	51	30	compared	compare	VERB
easat-6383	51	31	with	with	ADP
easat-6383	51	32	svms	svms	NOUN
easat-6383	51	33	[	[	X
easat-6383	51	34	11	11	NUM
easat-6383	51	35	]	]	PUNCT
easat-6383	51	36	.	.	PUNCT
easat-6383	52	1	a	a	DET
easat-6383	52	2	domain	domain	NOUN
easat-6383	52	3	-	-	PUNCT
easat-6383	52	4	based	base	VERB
easat-6383	52	5	random	random	ADJ
easat-6383	52	6	forest	forest	NOUN
easat-6383	52	7	of	of	ADP
easat-6383	52	8	decision	decision	NOUN
easat-6383	52	9	trees	tree	NOUN
easat-6383	52	10	approach	approach	NOUN
easat-6383	52	11	is	be	AUX
easat-6383	52	12	introduced	introduce	VERB
easat-6383	52	13	to	to	PART
easat-6383	52	14	predict	predict	VERB
easat-6383	52	15	the	the	DET
easat-6383	52	16	interaction	interaction	NOUN
easat-6383	52	17	of	of	ADP
easat-6383	52	18	proteins	protein	NOUN
easat-6383	52	19	.	.	PUNCT
easat-6383	53	1	the	the	DET
easat-6383	53	2	entire	entire	ADJ
easat-6383	53	3	set	set	NOUN
easat-6383	53	4	of	of	ADP
easat-6383	53	5	pairs	pair	NOUN
easat-6383	53	6	of	of	ADP
easat-6383	53	7	domains	domain	NOUN
easat-6383	53	8	are	be	AUX
easat-6383	53	9	considered	consider	VERB
easat-6383	53	10	,	,	PUNCT
easat-6383	53	11	and	and	CCONJ
easat-6383	53	12	the	the	DET
easat-6383	53	13	predictions	prediction	NOUN
easat-6383	53	14	are	be	AUX
easat-6383	53	15	made	make	VERB
easat-6383	53	16	based	base	VERB
easat-6383	53	17	on	on	ADP
easat-6383	53	18	the	the	DET
easat-6383	53	19	entire	entire	ADJ
easat-6383	53	20	set	set	NOUN
easat-6383	53	21	of	of	ADP
easat-6383	53	22	the	the	DET
easat-6383	53	23	protein	protein	NOUN
easat-6383	53	24	domains	domain	NOUN
easat-6383	53	25	.	.	PUNCT
easat-6383	54	1	better	well	ADJ
easat-6383	54	2	sensitivity	sensitivity	NOUN
easat-6383	54	3	(	(	PUNCT
easat-6383	54	4	79.78	79.78	NUM
easat-6383	54	5	%	%	NOUN
easat-6383	54	6	)	)	PUNCT
easat-6383	54	7	and	and	CCONJ
easat-6383	54	8	specificity	specificity	NOUN
easat-6383	54	9	(	(	PUNCT
easat-6383	54	10	64.38	64.38	NUM
easat-6383	54	11	%	%	NOUN
easat-6383	54	12	)	)	PUNCT
easat-6383	54	13	are	be	AUX
easat-6383	54	14	demonstrated	demonstrate	VERB
easat-6383	54	15	using	use	VERB
easat-6383	54	16	the	the	DET
easat-6383	54	17	saccharomyces	saccharomyce	NOUN
easat-6383	54	18	cerevisiae	cerevisiae	NOUN
easat-6383	54	19	[	[	X
easat-6383	54	20	12	12	NUM
easat-6383	54	21	]	]	PUNCT
easat-6383	54	22	.	.	PUNCT
easat-6383	55	1	the	the	DET
easat-6383	55	2	random	random	ADJ
easat-6383	55	3	forest	forest	NOUN
easat-6383	55	4	algorithm	algorithm	NOUN
easat-6383	55	5	has	have	AUX
easat-6383	55	6	been	be	AUX
easat-6383	55	7	adopted	adopt	VERB
easat-6383	55	8	as	as	ADP
easat-6383	55	9	the	the	DET
easat-6383	55	10	classifier	classifier	NOUN
easat-6383	55	11	due	due	ADP
easat-6383	55	12	to	to	ADP
easat-6383	55	13	the	the	DET
easat-6383	55	14	algorithmic	algorithmic	ADJ
easat-6383	55	15	efficiency	efficiency	NOUN
easat-6383	55	16	with	with	ADP
easat-6383	55	17	large	large	ADJ
easat-6383	55	18	datasets	dataset	NOUN
easat-6383	55	19	and	and	CCONJ
easat-6383	55	20	the	the	DET
easat-6383	55	21	availability	availability	NOUN
easat-6383	55	22	of	of	ADP
easat-6383	55	23	individual	individual	ADJ
easat-6383	55	24	feature	feature	NOUN
easat-6383	55	25	scores	score	NOUN
easat-6383	55	26	per	per	ADP
easat-6383	55	27	category	category	NOUN
easat-6383	55	28	.	.	PUNCT
easat-6383	56	1	the	the	DET
easat-6383	56	2	measurable	measurable	ADJ
easat-6383	56	3	outcomes	outcome	NOUN
easat-6383	56	4	highlight	highlight	VERB
easat-6383	56	5	the	the	DET
easat-6383	56	6	added	add	VERB
easat-6383	56	7	benefit	benefit	NOUN
easat-6383	56	8	through	through	ADP
easat-6383	56	9	the	the	DET
easat-6383	56	10	fusion	fusion	NOUN
easat-6383	56	11	of	of	ADP
easat-6383	56	12	the	the	DET
easat-6383	56	13	multispectral	multispectral	ADJ
easat-6383	56	14	imagery	imagery	NOUN
easat-6383	56	15	and	and	CCONJ
easat-6383	56	16	lidar	lidar	NOUN
easat-6383	56	17	imagery	imagery	NOUN
easat-6383	56	18	optically	optically	ADV
easat-6383	56	19	and	and	CCONJ
easat-6383	56	20	the	the	DET
easat-6383	56	21	importance	importance	NOUN
easat-6383	56	22	of	of	ADP
easat-6383	56	23	the	the	DET
easat-6383	56	24	employment	employment	NOUN
easat-6383	56	25	of	of	ADP
easat-6383	56	26	the	the	DET
easat-6383	56	27	full	full	ADJ
easat-6383	56	28	-	-	PUNCT
easat-6383	56	29	waveform	waveform	NOUN
easat-6383	56	30	lidar	lidar	NOUN
easat-6383	56	31	features	feature	NOUN
easat-6383	56	32	to	to	PART
easat-6383	56	33	capture	capture	VERB
easat-6383	56	34	the	the	DET
easat-6383	56	35	vegetated	vegetate	VERB
easat-6383	56	36	cover	cover	NOUN
easat-6383	56	37	and	and	CCONJ
easat-6383	56	38	the	the	DET
easat-6383	56	39	built	build	VERB
easat-6383	56	40	structures	structure	NOUN
easat-6383	56	41	[	[	X
easat-6383	56	42	13	13	NUM
easat-6383	56	43	]	]	PUNCT
easat-6383	56	44	.	.	PUNCT
easat-6383	57	1	this	this	DET
easat-6383	57	2	paper	paper	NOUN
easat-6383	57	3	introduces	introduce	VERB
easat-6383	57	4	new	new	ADJ
easat-6383	57	5	results	result	NOUN
easat-6383	57	6	of	of	ADP
easat-6383	57	7	the	the	DET
easat-6383	57	8	experiments	experiment	NOUN
easat-6383	57	9	show	show	VERB
easat-6383	57	10	that	that	SCONJ
easat-6383	57	11	the	the	DET
easat-6383	57	12	new	new	ADJ
easat-6383	57	13	random	random	ADJ
easat-6383	57	14	forest	forest	NOUN
easat-6383	57	15	classifier	classifier	NOUN
easat-6383	57	16	performs	perform	VERB
easat-6383	57	17	better	well	ADJ
easat-6383	57	18	than	than	ADP
easat-6383	57	19	the	the	DET
easat-6383	57	20	conventional	conventional	ADJ
easat-6383	57	21	random	random	ADJ
easat-6383	57	22	forest	forest	NOUN
easat-6383	57	23	algorithm	algorithm	NOUN
easat-6383	58	1	[	[	X
easat-6383	58	2	14	14	NUM
easat-6383	58	3	]	]	PUNCT
easat-6383	58	4	.	.	PUNCT
easat-6383	59	1	effective	effective	ADJ
easat-6383	59	2	inventory	inventory	NOUN
easat-6383	59	3	management	management	NOUN
easat-6383	59	4	rests	rest	VERB
easat-6383	59	5	with	with	ADP
easat-6383	59	6	correct	correct	ADJ
easat-6383	59	7	demand	demand	NOUN
easat-6383	59	8	prediction	prediction	NOUN
easat-6383	59	9	,	,	PUNCT
easat-6383	59	10	yet	yet	CCONJ
easat-6383	59	11	the	the	DET
easat-6383	59	12	standard	standard	ADJ
easat-6383	59	13	methods	method	NOUN
easat-6383	59	14	fall	fall	VERB
easat-6383	59	15	short	short	ADV
easat-6383	59	16	of	of	ADP
easat-6383	59	17	capturing	capture	VERB
easat-6383	59	18	the	the	DET
easat-6383	59	19	nonlinear	nonlinear	ADJ
easat-6383	59	20	patterns	pattern	NOUN
easat-6383	59	21	and	and	CCONJ
easat-6383	59	22	demand	demand	NOUN
easat-6383	59	23	interdependencies	interdependency	NOUN
easat-6383	59	24	.	.	PUNCT
easat-6383	60	1	these	these	DET
easat-6383	60	2	methods	method	NOUN
easat-6383	60	3	have	have	AUX
easat-6383	60	4	been	be	AUX
easat-6383	60	5	shown	show	VERB
easat-6383	60	6	to	to	PART
easat-6383	60	7	significantly	significantly	ADV
easat-6383	60	8	enhance	enhance	VERB
easat-6383	60	9	the	the	DET
easat-6383	60	10	accuracy	accuracy	NOUN
easat-6383	60	11	of	of	ADP
easat-6383	60	12	classification	classification	NOUN
easat-6383	60	13	.	.	PUNCT
easat-6383	61	1	among	among	ADP
easat-6383	61	2	the	the	DET
easat-6383	61	3	most	most	ADV
easat-6383	61	4	well	well	ADV
easat-6383	61	5	-	-	PUNCT
easat-6383	61	6	known	know	VERB
easat-6383	61	7	ensemble	ensemble	ADJ
easat-6383	61	8	methods	method	NOUN
easat-6383	61	9	are	be	AUX
easat-6383	61	10	bagging	bag	VERB
easat-6383	61	11	and	and	CCONJ
easat-6383	61	12	boosting	boost	VERB
easat-6383	61	13	[	[	NOUN
easat-6383	61	14	8	8	NUM
easat-6383	61	15	]	]	PUNCT
easat-6383	61	16	.	.	PUNCT
easat-6383	62	1	machine	machine	NOUN
easat-6383	62	2	learning	learn	VERB
easat-6383	62	3	algorithms	algorithm	NOUN
easat-6383	62	4	are	be	AUX
easat-6383	62	5	used	use	VERB
easat-6383	62	6	in	in	ADP
easat-6383	62	7	the	the	DET
easat-6383	62	8	business	business	NOUN
easat-6383	62	9	decision	decision	NOUN
easat-6383	62	10	-	-	PUNCT
easat-6383	62	11	making	make	VERB
easat-6383	62	12	process	process	NOUN
easat-6383	62	13	to	to	PART
easat-6383	62	14	forecast	forecast	VERB
easat-6383	62	15	backorders	backorder	NOUN
easat-6383	62	16	for	for	ADP
easat-6383	62	17	products	product	NOUN
easat-6383	62	18	while	while	SCONJ
easat-6383	62	19	providing	provide	VERB
easat-6383	62	20	flexibility	flexibility	NOUN
easat-6383	62	21	for	for	ADP
easat-6383	62	22	decision	decision	NOUN
easat-6383	62	23	makers	maker	NOUN
easat-6383	62	24	,	,	PUNCT
easat-6383	62	25	increasing	increase	VERB
easat-6383	62	26	process	process	NOUN
easat-6383	62	27	transparency	transparency	NOUN
easat-6383	62	28	,	,	PUNCT
easat-6383	62	29	and	and	CCONJ
easat-6383	62	30	keeping	keep	VERB
easat-6383	62	31	the	the	DET
easat-6383	62	32	precision	precision	NOUN
easat-6383	62	33	high	high	ADJ
easat-6383	62	34	.	.	PUNCT
easat-6383	63	1	a	a	DET
easat-6383	63	2	range	range	NOUN
easat-6383	63	3	approach	approach	NOUN
easat-6383	63	4	is	be	AUX
easat-6383	63	5	used	use	VERB
easat-6383	63	6	to	to	PART
easat-6383	63	7	specify	specify	VERB
easat-6383	63	8	different	different	ADJ
easat-6383	63	9	levels	level	NOUN
easat-6383	63	10	of	of	ADP
easat-6383	63	11	predictive	predictive	ADJ
easat-6383	63	12	features	feature	NOUN
easat-6383	63	13	in	in	ADP
easat-6383	63	14	order	order	NOUN
easat-6383	63	15	to	to	PART
easat-6383	63	16	cater	cater	VERB
easat-6383	63	17	to	to	ADP
easat-6383	63	18	the	the	DET
easat-6383	63	19	varying	vary	VERB
easat-6383	63	20	nature	nature	NOUN
easat-6383	63	21	of	of	ADP
easat-6383	63	22	real	real	ADJ
easat-6383	63	23	-	-	PUNCT
easat-6383	63	24	time	time	NOUN
easat-6383	63	25	data	datum	NOUN
easat-6383	63	26	,	,	PUNCT
easat-6383	63	27	which	which	PRON
easat-6383	63	28	can	can	AUX
easat-6383	63	29	be	be	AUX
easat-6383	63	30	influenced	influence	VERB
easat-6383	63	31	by	by	ADP
easat-6383	63	32	machine	machine	NOUN
easat-6383	63	33	or	or	CCONJ
easat-6383	63	34	user	user	NOUN
easat-6383	63	35	error	error	NOUN
easat-6383	63	36	.	.	PUNCT
easat-6383	64	1	the	the	DET
easat-6383	64	2	adjustable	adjustable	ADJ
easat-6383	64	3	range	range	NOUN
easat-6383	64	4	offers	offer	VERB
easat-6383	64	5	the	the	DET
easat-6383	64	6	required	require	VERB
easat-6383	64	7	flexibility	flexibility	NOUN
easat-6383	64	8	to	to	ADP
easat-6383	64	9	decision	decision	NOUN
easat-6383	64	10	managers	manager	NOUN
easat-6383	64	11	[	[	X
easat-6383	64	12	15	15	NUM
easat-6383	64	13	]	]	PUNCT
easat-6383	64	14	.	.	PUNCT
easat-6383	65	1	this	this	DET
easat-6383	65	2	study	study	NOUN
easat-6383	65	3	addressed	address	VERB
easat-6383	65	4	the	the	DET
easat-6383	65	5	backorder	backorder	NOUN
easat-6383	65	6	forecasting	forecasting	NOUN
easat-6383	65	7	problem	problem	NOUN
easat-6383	65	8	by	by	ADP
easat-6383	65	9	comparing	compare	VERB
easat-6383	65	10	various	various	ADJ
easat-6383	65	11	binary	binary	ADJ
easat-6383	65	12	classification	classification	NOUN
easat-6383	65	13	machine	machine	NOUN
easat-6383	65	14	learning	learn	VERB
easat-6383	65	15	algorithms	algorithm	NOUN
easat-6383	65	16	.	.	PUNCT
easat-6383	66	1	model	model	NOUN
easat-6383	66	2	calibration	calibration	NOUN
easat-6383	66	3	was	be	AUX
easat-6383	66	4	performed	perform	VERB
easat-6383	66	5	,	,	PUNCT
easat-6383	66	6	with	with	ADP
easat-6383	66	7	subsequent	subsequent	ADJ
easat-6383	66	8	post	post	ADJ
easat-6383	66	9	-	-	ADJ
easat-6383	66	10	hoc	hoc	ADJ
easat-6383	66	11	explain	explain	VERB
easat-6383	66	12	ability	ability	NOUN
easat-6383	66	13	by	by	ADP
easat-6383	66	14	the	the	DET
easat-6383	66	15	shap	shap	PROPN
easat-6383	66	16	model	model	NOUN
easat-6383	66	17	for	for	ADP
easat-6383	66	18	the	the	DET
easat-6383	66	19	choice	choice	NOUN
easat-6383	66	20	of	of	ADP
easat-6383	66	21	the	the	DET
easat-6383	66	22	most	most	ADV
easat-6383	66	23	significant	significant	ADJ
easat-6383	66	24	features	feature	NOUN
easat-6383	66	25	contributing	contribute	VERB
easat-6383	66	26	to	to	ADP
easat-6383	66	27	material	material	ADJ
easat-6383	66	28	backorders	backorder	NOUN
easat-6383	66	29	[	[	X
easat-6383	66	30	16	16	NUM
easat-6383	66	31	]	]	PUNCT
easat-6383	66	32	.	.	PUNCT
easat-6383	67	1	in	in	ADP
easat-6383	67	2	this	this	DET
easat-6383	67	3	work	work	NOUN
easat-6383	67	4	,	,	PUNCT
easat-6383	67	5	we	we	PRON
easat-6383	67	6	present	present	VERB
easat-6383	67	7	a	a	DET
easat-6383	67	8	backorder	backorder	NOUN
easat-6383	67	9	forecasting	forecasting	NOUN
easat-6383	67	10	model	model	NOUN
easat-6383	67	11	using	use	VERB
easat-6383	67	12	a	a	DET
easat-6383	67	13	deep	deep	ADJ
easat-6383	67	14	neural	neural	ADJ
easat-6383	67	15	network	network	NOUN
easat-6383	67	16	that	that	PRON
easat-6383	67	17	effectively	effectively	ADV
easat-6383	67	18	balances	balance	NOUN
easat-6383	67	19	between	between	ADP
easat-6383	67	20	backorders	backorder	NOUN
easat-6383	67	21	and	and	CCONJ
easat-6383	67	22	orders	order	NOUN
easat-6383	67	23	fulfilled	fulfil	VERB
easat-6383	67	24	.	.	PUNCT
easat-6383	68	1	1797	1797	NUM
easat-6383	68	2	edelweiss	edelweiss	PROPN
easat-6383	68	3	applied	apply	VERB
easat-6383	68	4	science	science	NOUN
easat-6383	68	5	and	and	CCONJ
easat-6383	68	6	technology	technology	NOUN
easat-6383	68	7	issn	issn	PROPN
easat-6383	68	8	:	:	PUNCT
easat-6383	68	9	2576	2576	NUM
easat-6383	68	10	-	-	SYM
easat-6383	68	11	8484	8484	NUM
easat-6383	68	12	vol	vol	NOUN
easat-6383	68	13	.	.	PROPN
easat-6383	69	1	9	9	NUM
easat-6383	69	2	,	,	PUNCT
easat-6383	69	3	no	no	INTJ
easat-6383	69	4	.	.	NOUN
easat-6383	69	5	4	4	NUM
easat-6383	69	6	:	:	SYM
easat-6383	69	7	1795	1795	NUM
easat-6383	69	8	-	-	SYM
easat-6383	69	9	1807	1807	NUM
easat-6383	69	10	,	,	PUNCT
easat-6383	69	11	2025	2025	NUM
easat-6383	69	12	doi	doi	NOUN
easat-6383	69	13	:	:	PUNCT
easat-6383	69	14	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	69	15	©	©	PROPN
easat-6383	69	16	2025	2025	NUM
easat-6383	69	17	by	by	ADP
easat-6383	69	18	the	the	DET
easat-6383	69	19	authors	author	NOUN
easat-6383	69	20	;	;	PUNCT
easat-6383	69	21	licensee	licensee	PROPN
easat-6383	69	22	learning	learning	NOUN
easat-6383	69	23	gate	gate	VERB
easat-6383	69	24	various	various	ADJ
easat-6383	69	25	balancing	balancing	NOUN
easat-6383	69	26	methods	method	NOUN
easat-6383	69	27	the	the	DET
easat-6383	69	28	balanced	balanced	ADJ
easat-6383	69	29	data	datum	NOUN
easat-6383	69	30	are	be	AUX
easat-6383	69	31	then	then	ADV
easat-6383	69	32	used	use	VERB
easat-6383	69	33	in	in	ADP
easat-6383	69	34	the	the	DET
easat-6383	69	35	fully	fully	ADV
easat-6383	69	36	connected	connect	VERB
easat-6383	69	37	deep	deep	ADJ
easat-6383	69	38	neural	neural	ADJ
easat-6383	69	39	network	network	NOUN
easat-6383	69	40	presented	present	VERB
easat-6383	69	41	for	for	ADP
easat-6383	69	42	the	the	DET
easat-6383	69	43	development	development	NOUN
easat-6383	69	44	of	of	ADP
easat-6383	69	45	the	the	DET
easat-6383	69	46	predictive	predictive	ADJ
easat-6383	69	47	model	model	NOUN
easat-6383	69	48	[	[	X
easat-6383	69	49	17	17	NUM
easat-6383	69	50	]	]	PUNCT
easat-6383	69	51	.	.	PUNCT
easat-6383	70	1	in	in	ADP
easat-6383	70	2	this	this	DET
easat-6383	70	3	paper	paper	NOUN
easat-6383	70	4	,	,	PUNCT
easat-6383	70	5	a	a	DET
easat-6383	70	6	new	new	ADJ
easat-6383	70	7	explanatory	explanatory	ADJ
easat-6383	70	8	predictive	predictive	ADJ
easat-6383	70	9	model	model	NOUN
easat-6383	70	10	using	use	VERB
easat-6383	70	11	convolutional	convolutional	ADJ
easat-6383	70	12	neural	neural	ADJ
easat-6383	70	13	networks	network	NOUN
easat-6383	70	14	(	(	PUNCT
easat-6383	70	15	cnn	cnn	PROPN
easat-6383	70	16	)	)	PUNCT
easat-6383	70	17	for	for	ADP
easat-6383	70	18	predicting	predict	VERB
easat-6383	70	19	backorders	backorder	NOUN
easat-6383	70	20	in	in	ADP
easat-6383	70	21	inventory	inventory	NOUN
easat-6383	70	22	management	management	NOUN
easat-6383	70	23	is	be	AUX
easat-6383	70	24	proposed	propose	VERB
easat-6383	70	25	backorders	backorder	NOUN
easat-6383	71	1	[	[	X
easat-6383	71	2	18	18	NUM
easat-6383	71	3	]	]	PUNCT
easat-6383	71	4	.	.	PUNCT
easat-6383	72	1	in	in	ADP
easat-6383	72	2	this	this	DET
easat-6383	72	3	paper	paper	NOUN
easat-6383	72	4	,	,	PUNCT
easat-6383	72	5	several	several	ADJ
easat-6383	72	6	deep	deep	ADJ
easat-6383	72	7	learning	learning	NOUN
easat-6383	72	8	(	(	PUNCT
easat-6383	72	9	dl	dl	NOUN
easat-6383	72	10	)	)	PUNCT
easat-6383	72	11	methodologies	methodology	NOUN
easat-6383	72	12	are	be	AUX
easat-6383	72	13	presented	present	VERB
easat-6383	72	14	to	to	PART
easat-6383	72	15	leverage	leverage	VERB
easat-6383	72	16	the	the	DET
easat-6383	72	17	advantages	advantage	NOUN
easat-6383	72	18	of	of	ADP
easat-6383	72	19	dl	dl	PROPN
easat-6383	72	20	in	in	ADP
easat-6383	72	21	predicting	predict	VERB
easat-6383	72	22	likely	likely	ADJ
easat-6383	72	23	delays	delay	NOUN
easat-6383	72	24	in	in	ADP
easat-6383	72	25	the	the	DET
easat-6383	72	26	supply	supply	NOUN
easat-6383	72	27	of	of	ADP
easat-6383	72	28	products	product	NOUN
easat-6383	72	29	in	in	ADP
easat-6383	72	30	intricate	intricate	ADJ
easat-6383	72	31	supply	supply	NOUN
easat-6383	72	32	chains	chain	NOUN
easat-6383	72	33	[	[	X
easat-6383	72	34	19	19	NUM
easat-6383	72	35	]	]	PUNCT
easat-6383	72	36	.	.	PUNCT
easat-6383	73	1	there	there	PRON
easat-6383	73	2	is	be	VERB
easat-6383	73	3	a	a	DET
easat-6383	73	4	proposed	propose	VERB
easat-6383	73	5	machine	machine	NOUN
easat-6383	73	6	learning	learn	VERB
easat-6383	73	7	algorithm	algorithm	NOUN
easat-6383	73	8	with	with	ADP
easat-6383	73	9	an	an	DET
easat-6383	73	10	under	under	ADV
easat-6383	73	11	-	-	PUNCT
easat-6383	73	12	sampling	sample	VERB
easat-6383	73	13	process	process	NOUN
easat-6383	73	14	[	[	X
easat-6383	73	15	20	20	NUM
easat-6383	73	16	]	]	PUNCT
easat-6383	73	17	.	.	PUNCT
easat-6383	74	1	in	in	ADP
easat-6383	74	2	the	the	DET
easat-6383	74	3	current	current	ADJ
easat-6383	74	4	study	study	NOUN
easat-6383	74	5	,	,	PUNCT
easat-6383	74	6	various	various	ADJ
easat-6383	74	7	demand	demand	NOUN
easat-6383	74	8	forecasting	forecasting	NOUN
easat-6383	74	9	models	model	NOUN
easat-6383	74	10	were	be	AUX
easat-6383	74	11	applied	apply	VERB
easat-6383	74	12	to	to	PART
easat-6383	74	13	predict	predict	VERB
easat-6383	74	14	demand	demand	NOUN
easat-6383	74	15	for	for	ADP
easat-6383	74	16	grocery	grocery	NOUN
easat-6383	74	17	products	product	NOUN
easat-6383	74	18	using	use	VERB
easat-6383	74	19	the	the	DET
easat-6383	74	20	application	application	NOUN
easat-6383	74	21	of	of	ADP
easat-6383	74	22	machine	machine	NOUN
easat-6383	74	23	learning	learn	VERB
easat-6383	74	24	algorithms	algorithm	NOUN
easat-6383	74	25	[	[	X
easat-6383	74	26	21	21	NUM
easat-6383	74	27	]	]	PUNCT
easat-6383	74	28	.	.	PUNCT
easat-6383	75	1	this	this	DET
easat-6383	75	2	paper	paper	NOUN
easat-6383	75	3	analysed	analyse	VERB
easat-6383	75	4	machine	machine	NOUN
easat-6383	75	5	learning	learn	VERB
easat-6383	75	6	algorithm	algorithm	NOUN
easat-6383	75	7	of	of	ADP
easat-6383	75	8	inventory	inventory	NOUN
easat-6383	75	9	[	[	X
easat-6383	75	10	22	22	NUM
easat-6383	75	11	]	]	PUNCT
easat-6383	75	12	.	.	PUNCT
easat-6383	76	1	the	the	DET
easat-6383	76	2	performance	performance	NOUN
easat-6383	76	3	of	of	ADP
easat-6383	76	4	the	the	DET
easat-6383	76	5	aforementioned	aforementione	VERB
easat-6383	76	6	models	model	NOUN
easat-6383	76	7	is	be	AUX
easat-6383	76	8	ultimately	ultimately	ADV
easat-6383	76	9	compared	compare	VERB
easat-6383	76	10	and	and	CCONJ
easat-6383	76	11	analysed	analyse	VERB
easat-6383	76	12	[	[	X
easat-6383	76	13	23	23	NUM
easat-6383	76	14	]	]	PUNCT
easat-6383	76	15	.	.	PUNCT
easat-6383	77	1	this	this	DET
easat-6383	77	2	paper	paper	NOUN
easat-6383	77	3	assumes	assume	VERB
easat-6383	77	4	that	that	SCONJ
easat-6383	77	5	the	the	DET
easat-6383	77	6	distributions	distribution	NOUN
easat-6383	77	7	of	of	ADP
easat-6383	77	8	both	both	DET
easat-6383	77	9	demand	demand	NOUN
easat-6383	77	10	and	and	CCONJ
easat-6383	77	11	supply	supply	NOUN
easat-6383	77	12	are	be	AUX
easat-6383	77	13	unknown	unknown	ADJ
easat-6383	77	14	.	.	PUNCT
easat-6383	78	1	a	a	DET
easat-6383	78	2	computationally	computationally	ADV
easat-6383	78	3	efficient	efficient	ADJ
easat-6383	78	4	online	online	ADJ
easat-6383	78	5	learning	learn	VERB
easat-6383	78	6	algorithm	algorithm	NOUN
easat-6383	78	7	is	be	AUX
easat-6383	78	8	developed	develop	VERB
easat-6383	78	9	to	to	PART
easat-6383	78	10	address	address	VERB
easat-6383	78	11	this	this	DET
easat-6383	78	12	uncertainty	uncertainty	NOUN
easat-6383	78	13	[	[	X
easat-6383	78	14	24	24	NUM
easat-6383	78	15	]	]	PUNCT
easat-6383	78	16	.	.	PUNCT
easat-6383	79	1	they	they	PRON
easat-6383	79	2	examine	examine	VERB
easat-6383	79	3	stochastic	stochastic	ADJ
easat-6383	79	4	periodic	periodic	ADJ
easat-6383	79	5	-	-	PUNCT
easat-6383	79	6	review	review	NOUN
easat-6383	79	7	inventory	inventory	NOUN
easat-6383	79	8	systems	system	NOUN
easat-6383	79	9	with	with	ADP
easat-6383	79	10	lost	lose	VERB
easat-6383	79	11	sales	sale	NOUN
easat-6383	79	12	in	in	ADP
easat-6383	79	13	which	which	PRON
easat-6383	79	14	the	the	DET
easat-6383	79	15	decision	decision	NOUN
easat-6383	79	16	maker	maker	NOUN
easat-6383	79	17	does	do	AUX
easat-6383	79	18	not	not	PART
easat-6383	79	19	know	know	VERB
easat-6383	79	20	the	the	DET
easat-6383	79	21	actual	actual	ADJ
easat-6383	79	22	distribution	distribution	NOUN
easat-6383	79	23	of	of	ADP
easat-6383	79	24	the	the	DET
easat-6383	79	25	demand	demand	NOUN
easat-6383	79	26	and	and	CCONJ
easat-6383	79	27	bases	basis	NOUN
easat-6383	79	28	decisions	decision	NOUN
easat-6383	79	29	on	on	ADP
easat-6383	79	30	only	only	ADV
easat-6383	79	31	past	past	ADJ
easat-6383	79	32	sales	sale	NOUN
easat-6383	79	33	history	history	NOUN
easat-6383	79	34	[	[	X
easat-6383	79	35	25	25	NUM
easat-6383	79	36	]	]	PUNCT
easat-6383	79	37	.	.	PUNCT
easat-6383	80	1	a	a	DET
easat-6383	80	2	classical	classical	ADJ
easat-6383	80	3	inventory	inventory	NOUN
easat-6383	80	4	control	control	NOUN
easat-6383	80	5	problem	problem	NOUN
easat-6383	80	6	is	be	AUX
easat-6383	80	7	resolved	resolve	VERB
easat-6383	80	8	here	here	ADV
easat-6383	80	9	:	:	PUNCT
easat-6383	80	10	the	the	DET
easat-6383	80	11	multiproduct	multiproduct	ADJ
easat-6383	80	12	periodic	periodic	ADJ
easat-6383	80	13	-	-	PUNCT
easat-6383	80	14	review	review	NOUN
easat-6383	80	15	lost	lose	VERB
easat-6383	80	16	-	-	PUNCT
easat-6383	80	17	sales	sale	NOUN
easat-6383	80	18	inventory	inventory	NOUN
easat-6383	80	19	model	model	NOUN
easat-6383	80	20	with	with	ADP
easat-6383	80	21	warehouse	warehouse	NOUN
easat-6383	80	22	capacity	capacity	NOUN
easat-6383	80	23	constraint	constraint	NOUN
easat-6383	80	24	.	.	PUNCT
easat-6383	81	1	this	this	DET
easat-6383	81	2	deeply	deeply	ADV
easat-6383	81	3	researched	research	VERB
easat-6383	81	4	problem	problem	NOUN
easat-6383	81	5	is	be	AUX
easat-6383	81	6	approached	approach	VERB
easat-6383	81	7	from	from	ADP
easat-6383	81	8	the	the	DET
easat-6383	81	9	perspective	perspective	NOUN
easat-6383	81	10	of	of	ADP
easat-6383	81	11	learning	learn	VERB
easat-6383	81	12	the	the	DET
easat-6383	81	13	demand	demand	NOUN
easat-6383	81	14	for	for	ADP
easat-6383	81	15	censored	censored	ADJ
easat-6383	81	16	data	datum	NOUN
easat-6383	82	1	[	[	X
easat-6383	82	2	26	26	NUM
easat-6383	82	3	]	]	PUNCT
easat-6383	82	4	.	.	PUNCT
easat-6383	83	1	both	both	CCONJ
easat-6383	83	2	the	the	DET
easat-6383	83	3	lost	lose	VERB
easat-6383	83	4	-	-	PUNCT
easat-6383	83	5	sales	sale	NOUN
easat-6383	83	6	model	model	NOUN
easat-6383	83	7	with	with	ADP
easat-6383	83	8	zero	zero	NUM
easat-6383	83	9	lead	lead	PROPN
easat-6383	83	10	times	time	NOUN
easat-6383	83	11	and	and	CCONJ
easat-6383	83	12	the	the	DET
easat-6383	83	13	multiproduct	multiproduct	ADJ
easat-6383	83	14	backlogging	backlogge	VERB
easat-6383	83	15	model	model	NOUN
easat-6383	83	16	with	with	ADP
easat-6383	83	17	positive	positive	ADJ
easat-6383	83	18	lead	lead	NOUN
easat-6383	83	19	times	time	NOUN
easat-6383	83	20	are	be	AUX
easat-6383	83	21	discussed	discuss	VERB
easat-6383	83	22	in	in	ADP
easat-6383	83	23	this	this	DET
easat-6383	83	24	paper	paper	NOUN
easat-6383	83	25	under	under	ADP
easat-6383	83	26	unknown	unknown	ADJ
easat-6383	83	27	cyclic	cyclic	ADJ
easat-6383	83	28	demands	demand	NOUN
easat-6383	83	29	,	,	PUNCT
easat-6383	83	30	fixed	fix	VERB
easat-6383	83	31	joint	joint	ADJ
easat-6383	83	32	-	-	PUNCT
easat-6383	83	33	order	order	NOUN
easat-6383	83	34	cost	cost	NOUN
easat-6383	83	35	,	,	PUNCT
easat-6383	83	36	and	and	CCONJ
easat-6383	83	37	order	order	NOUN
easat-6383	83	38	constraints	constraint	NOUN
easat-6383	83	39	[	[	X
easat-6383	83	40	27	27	NUM
easat-6383	83	41	]	]	PUNCT
easat-6383	83	42	.	.	PUNCT
easat-6383	84	1	a	a	DET
easat-6383	84	2	traditional	traditional	ADJ
easat-6383	84	3	periodic	periodic	ADJ
easat-6383	84	4	-	-	PUNCT
easat-6383	84	5	review	review	NOUN
easat-6383	84	6	lost	lose	VERB
easat-6383	84	7	-	-	PUNCT
easat-6383	84	8	sales	sale	NOUN
easat-6383	84	9	inventory	inventory	NOUN
easat-6383	84	10	model	model	NOUN
easat-6383	84	11	with	with	ADP
easat-6383	84	12	lead	lead	ADJ
easat-6383	84	13	times	time	NOUN
easat-6383	84	14	is	be	AUX
easat-6383	84	15	investigated	investigate	VERB
easat-6383	84	16	in	in	ADP
easat-6383	84	17	this	this	DET
easat-6383	84	18	paper	paper	NOUN
easat-6383	84	19	that	that	PRON
easat-6383	84	20	is	be	AUX
easat-6383	84	21	not	not	PART
easat-6383	84	22	only	only	ADV
easat-6383	84	23	complex	complex	ADJ
easat-6383	84	24	to	to	PART
easat-6383	84	25	optimize	optimize	VERB
easat-6383	84	26	but	but	CCONJ
easat-6383	84	27	also	also	ADV
easat-6383	84	28	widely	widely	ADV
easat-6383	84	29	applied	apply	VERB
easat-6383	84	30	in	in	ADP
easat-6383	84	31	numerous	numerous	ADJ
easat-6383	84	32	practical	practical	ADJ
easat-6383	84	33	applications	application	NOUN
easat-6383	84	34	where	where	SCONJ
easat-6383	84	35	efficient	efficient	ADJ
easat-6383	84	36	inventory	inventory	NOUN
easat-6383	84	37	management	management	NOUN
easat-6383	84	38	is	be	AUX
easat-6383	84	39	necessary	necessary	ADJ
easat-6383	84	40	despite	despite	SCONJ
easat-6383	84	41	stochastic	stochastic	ADJ
easat-6383	84	42	demands	demand	NOUN
easat-6383	84	43	and	and	CCONJ
easat-6383	84	44	supplies	supply	NOUN
easat-6383	84	45	.	.	PUNCT
easat-6383	85	1	the	the	DET
easat-6383	85	2	complexity	complexity	NOUN
easat-6383	85	3	is	be	AUX
easat-6383	85	4	caused	cause	VERB
easat-6383	85	5	by	by	ADP
easat-6383	85	6	the	the	DET
easat-6383	85	7	interaction	interaction	NOUN
easat-6383	85	8	between	between	ADP
easat-6383	85	9	lost	lose	VERB
easat-6383	85	10	sales	sale	NOUN
easat-6383	85	11	,	,	PUNCT
easat-6383	85	12	replenishments	replenishment	NOUN
easat-6383	85	13	,	,	PUNCT
easat-6383	85	14	and	and	CCONJ
easat-6383	85	15	lead	lead	VERB
easat-6383	85	16	times	time	NOUN
easat-6383	85	17	that	that	PRON
easat-6383	85	18	makes	make	VERB
easat-6383	85	19	traditional	traditional	ADJ
easat-6383	85	20	optimization	optimization	NOUN
easat-6383	85	21	inefficient	inefficient	ADJ
easat-6383	85	22	.	.	PUNCT
easat-6383	86	1	in	in	ADP
easat-6383	86	2	this	this	DET
easat-6383	86	3	study	study	NOUN
easat-6383	86	4	,	,	PUNCT
easat-6383	86	5	contributions	contribution	NOUN
easat-6383	86	6	are	be	AUX
easat-6383	86	7	made	make	VERB
easat-6383	86	8	to	to	PART
easat-6383	86	9	develop	develop	VERB
easat-6383	86	10	more	more	ADV
easat-6383	86	11	efficient	efficient	ADJ
easat-6383	86	12	inventory	inventory	NOUN
easat-6383	86	13	management	management	NOUN
easat-6383	86	14	policies	policy	NOUN
easat-6383	86	15	[	[	X
easat-6383	86	16	28	28	NUM
easat-6383	86	17	]	]	PUNCT
easat-6383	86	18	.	.	PUNCT
easat-6383	87	1	inventory	inventory	NOUN
easat-6383	87	2	planning	planning	NOUN
easat-6383	87	3	forms	form	VERB
easat-6383	87	4	the	the	DET
easat-6383	87	5	basis	basis	NOUN
easat-6383	87	6	for	for	ADP
easat-6383	87	7	precise	precise	ADJ
easat-6383	87	8	demand	demand	NOUN
easat-6383	87	9	forecasting	forecasting	NOUN
easat-6383	87	10	,	,	PUNCT
easat-6383	87	11	yet	yet	CCONJ
easat-6383	87	12	the	the	DET
easat-6383	87	13	traditional	traditional	ADJ
easat-6383	87	14	approaches	approach	NOUN
easat-6383	87	15	are	be	AUX
easat-6383	87	16	unable	unable	ADJ
easat-6383	87	17	to	to	PART
easat-6383	87	18	capture	capture	VERB
easat-6383	87	19	the	the	DET
easat-6383	87	20	demand	demand	NOUN
easat-6383	87	21	relationships	relationship	NOUN
easat-6383	87	22	as	as	ADV
easat-6383	87	23	well	well	ADV
easat-6383	87	24	as	as	ADP
easat-6383	87	25	the	the	DET
easat-6383	87	26	nonlinear	nonlinear	ADJ
easat-6383	87	27	behavior	behavior	NOUN
easat-6383	87	28	of	of	ADP
easat-6383	87	29	the	the	DET
easat-6383	87	30	demand	demand	NOUN
easat-6383	87	31	.	.	PUNCT
easat-6383	88	1	the	the	DET
easat-6383	88	2	paper	paper	NOUN
easat-6383	88	3	introduces	introduce	VERB
easat-6383	88	4	a	a	DET
easat-6383	88	5	machine	machine	NOUN
easat-6383	88	6	learning	learn	VERB
easat-6383	88	7	inventory	inventory	NOUN
easat-6383	88	8	forecasting	forecasting	NOUN
easat-6383	88	9	framework	framework	NOUN
easat-6383	88	10	with	with	ADP
easat-6383	88	11	the	the	DET
easat-6383	88	12	use	use	NOUN
easat-6383	88	13	of	of	ADP
easat-6383	88	14	prediction	prediction	NOUN
easat-6383	88	15	for	for	ADP
easat-6383	88	16	the	the	DET
easat-6383	88	17	sales	sale	NOUN
easat-6383	88	18	and	and	CCONJ
easat-6383	88	19	anomaly	anomaly	NOUN
easat-6383	88	20	detection	detection	NOUN
easat-6383	88	21	in	in	ADP
easat-6383	88	22	retail	retail	ADJ
easat-6383	88	23	transaction	transaction	NOUN
easat-6383	88	24	of	of	ADP
easat-6383	88	25	random	random	ADJ
easat-6383	88	26	forest	forest	NOUN
easat-6383	88	27	classifier	classifier	NOUN
easat-6383	88	28	networks	network	NOUN
easat-6383	88	29	which	which	PRON
easat-6383	88	30	learn	learn	VERB
easat-6383	88	31	complex	complex	ADJ
easat-6383	88	32	patterns	pattern	NOUN
easat-6383	88	33	of	of	ADP
easat-6383	88	34	the	the	DET
easat-6383	88	35	past	past	NOUN
easat-6383	88	36	.	.	PUNCT
easat-6383	89	1	our	our	PRON
easat-6383	89	2	proposed	propose	VERB
easat-6383	89	3	system	system	NOUN
easat-6383	89	4	is	be	AUX
easat-6383	89	5	developed	develop	VERB
easat-6383	89	6	with	with	ADP
easat-6383	89	7	real	real	ADJ
easat-6383	89	8	inventory	inventory	NOUN
easat-6383	89	9	data	data	NOUN
easat-6383	89	10	sets	set	NOUN
easat-6383	89	11	and	and	CCONJ
easat-6383	89	12	attains	attain	NOUN
easat-6383	89	13	higher	high	ADJ
easat-6383	89	14	predictive	predictive	ADJ
easat-6383	89	15	accuracies	accuracy	NOUN
easat-6383	89	16	with	with	ADP
easat-6383	89	17	the	the	DET
easat-6383	89	18	use	use	NOUN
easat-6383	89	19	of	of	ADP
easat-6383	89	20	machine	machine	NOUN
easat-6383	89	21	learning	learn	VERB
easat-6383	89	22	techniques	technique	NOUN
easat-6383	89	23	.	.	PUNCT
easat-6383	90	1	2	2	X
easat-6383	90	2	.	.	X
easat-6383	90	3	random	random	ADJ
easat-6383	90	4	forest	forest	NOUN
easat-6383	90	5	classifier	classifier	NOUN
easat-6383	90	6	2.1	2.1	NUM
easat-6383	90	7	.	.	PUNCT
easat-6383	91	1	bagging	bagging	NOUN
easat-6383	91	2	(	(	PUNCT
easat-6383	91	3	bootstrap	bootstrap	NOUN
easat-6383	91	4	aggregating	aggregating	NOUN
easat-6383	91	5	)	)	PUNCT
easat-6383	91	6	random	random	ADJ
easat-6383	91	7	forest	forest	NOUN
easat-6383	91	8	is	be	AUX
easat-6383	91	9	based	base	VERB
easat-6383	91	10	on	on	ADP
easat-6383	91	11	the	the	DET
easat-6383	91	12	bagging	bagging	NOUN
easat-6383	91	13	technique	technique	NOUN
easat-6383	91	14	,	,	PUNCT
easat-6383	91	15	which	which	PRON
easat-6383	91	16	involves	involve	VERB
easat-6383	91	17	training	train	VERB
easat-6383	91	18	multiple	multiple	ADJ
easat-6383	91	19	decision	decision	NOUN
easat-6383	91	20	trees	tree	NOUN
easat-6383	91	21	on	on	ADP
easat-6383	91	22	randomly	randomly	ADV
easat-6383	91	23	sampled	sample	VERB
easat-6383	91	24	subsets	subset	NOUN
easat-6383	91	25	of	of	ADP
easat-6383	91	26	the	the	DET
easat-6383	91	27	training	training	NOUN
easat-6383	91	28	data	datum	NOUN
easat-6383	91	29	.	.	PUNCT
easat-6383	92	1	𝐷	𝐷	NOUN
easat-6383	92	2	=	=	SYM
easat-6383	92	3	{	{	PUNCT
easat-6383	92	4	(	(	PUNCT
easat-6383	92	5	𝑥𝑖	𝑥𝑖	PROPN
easat-6383	92	6	,	,	PUNCT
easat-6383	92	7	𝑦𝑖)}𝑖=1	𝑦𝑖)}𝑖=1	ADJ
easat-6383	92	8	𝑁	𝑁	PROPN
easat-6383	92	9	be	be	VERB
easat-6383	92	10	the	the	DET
easat-6383	92	11	training	training	NOUN
easat-6383	92	12	dataset	dataset	VERB
easat-6383	92	13	with	with	ADP
easat-6383	92	14	n	n	ADP
easat-6383	92	15	samples	sample	NOUN
easat-6383	92	16	.	.	PUNCT
easat-6383	93	1	𝜃𝑡	𝜃𝑡	ADV
easat-6383	93	2	be	be	AUX
easat-6383	93	3	the	the	DET
easat-6383	93	4	random	random	ADJ
easat-6383	93	5	variable	variable	NOUN
easat-6383	93	6	representing	represent	VERB
easat-6383	93	7	a	a	DET
easat-6383	93	8	specific	specific	ADJ
easat-6383	93	9	bootstrap	bootstrap	NOUN
easat-6383	93	10	sample	sample	NOUN
easat-6383	93	11	for	for	ADP
easat-6383	93	12	the	the	DET
easat-6383	93	13	t	t	NOUN
easat-6383	93	14	th	th	X
easat-6383	93	15	decision	decision	NOUN
easat-6383	93	16	tree	tree	NOUN
easat-6383	93	17	ℎ𝑡(𝑥	ℎ𝑡(𝑥	PUNCT
easat-6383	93	18	;	;	PUNCT
easat-6383	93	19	𝜃𝑡	𝜃𝑡	CCONJ
easat-6383	93	20	)	)	PUNCT
easat-6383	93	21	be	be	VERB
easat-6383	93	22	the	the	DET
easat-6383	93	23	prediction	prediction	NOUN
easat-6383	93	24	function	function	NOUN
easat-6383	93	25	trained	train	VERB
easat-6383	93	26	on	on	ADP
easat-6383	93	27	𝜃𝑡	𝜃𝑡	ADP
easat-6383	93	28	each	each	DET
easat-6383	93	29	tree	tree	NOUN
easat-6383	93	30	is	be	AUX
easat-6383	93	31	trained	train	VERB
easat-6383	93	32	on	on	ADP
easat-6383	93	33	a	a	DET
easat-6383	93	34	bootstrap	bootstrap	NOUN
easat-6383	93	35	sample	sample	NOUN
easat-6383	93	36	dt	dt	AUX
easat-6383	93	37	drawn	draw	VERB
easat-6383	93	38	randomly	randomly	ADV
easat-6383	93	39	with	with	ADP
easat-6383	93	40	replacement	replacement	NOUN
easat-6383	93	41	from	from	ADP
easat-6383	93	42	d	d	PROPN
easat-6383	93	43	,	,	PUNCT
easat-6383	93	44	meaning	mean	VERB
easat-6383	93	45	some	some	DET
easat-6383	93	46	instances	instance	NOUN
easat-6383	93	47	may	may	AUX
easat-6383	93	48	appear	appear	VERB
easat-6383	93	49	multiple	multiple	ADJ
easat-6383	93	50	times	time	NOUN
easat-6383	93	51	while	while	SCONJ
easat-6383	93	52	others	other	NOUN
easat-6383	93	53	may	may	AUX
easat-6383	93	54	be	be	AUX
easat-6383	93	55	excluded	exclude	VERB
easat-6383	93	56	.	.	PUNCT
easat-6383	94	1	2.2	2.2	NUM
easat-6383	94	2	.	.	PUNCT
easat-6383	95	1	decision	decision	NOUN
easat-6383	95	2	tree	tree	NOUN
easat-6383	95	3	model	model	NOUN
easat-6383	95	4	each	each	DET
easat-6383	95	5	decision	decision	NOUN
easat-6383	95	6	tree	tree	NOUN
easat-6383	95	7	ℎ𝑡(𝑥	ℎ𝑡(𝑥	PUNCT
easat-6383	95	8	)	)	PUNCT
easat-6383	95	9	splits	split	VERB
easat-6383	95	10	the	the	DET
easat-6383	95	11	data	datum	NOUN
easat-6383	95	12	based	base	VERB
easat-6383	95	13	on	on	ADP
easat-6383	95	14	a	a	DET
easat-6383	95	15	criterion	criterion	NOUN
easat-6383	95	16	such	such	ADJ
easat-6383	95	17	as	as	ADP
easat-6383	95	18	gini	gini	PROPN
easat-6383	95	19	impurity	impurity	NOUN
easat-6383	95	20	or	or	CCONJ
easat-6383	95	21	entropy	entropy	NOUN
easat-6383	95	22	or	or	CCONJ
easat-6383	95	23	a	a	DET
easat-6383	95	24	node	node	NOUN
easat-6383	95	25	containing	contain	VERB
easat-6383	95	26	mmm	mmm	NOUN
easat-6383	95	27	samples	sample	NOUN
easat-6383	95	28	,	,	PUNCT
easat-6383	95	29	the	the	DET
easat-6383	95	30	gini	gini	PROPN
easat-6383	95	31	impurity	impurity	NOUN
easat-6383	95	32	is	be	AUX
easat-6383	95	33	defined	define	VERB
easat-6383	95	34	as	as	ADP
easat-6383	95	35	:	:	PUNCT
easat-6383	95	36	𝐺	𝐺	NOUN
easat-6383	95	37	=	=	NOUN
easat-6383	95	38	1	1	NUM
easat-6383	95	39	−	−	PROPN
easat-6383	95	40	∑𝐶	∑𝐶	PROPN
easat-6383	95	41	𝑗=1	𝑗=1	PROPN
easat-6383	95	42	𝑝𝑗	𝑝𝑗	PROPN
easat-6383	95	43	2	2	NUM
easat-6383	95	44	where	where	SCONJ
easat-6383	95	45	:	:	PUNCT
easat-6383	95	46	c	c	NOUN
easat-6383	95	47	is	be	AUX
easat-6383	95	48	the	the	DET
easat-6383	95	49	number	number	NOUN
easat-6383	95	50	of	of	ADP
easat-6383	95	51	classes	class	NOUN
easat-6383	95	52	,	,	PUNCT
easat-6383	95	53	pj	pj	PROPN
easat-6383	95	54	is	be	AUX
easat-6383	95	55	the	the	DET
easat-6383	95	56	proportion	proportion	NOUN
easat-6383	95	57	of	of	ADP
easat-6383	95	58	samples	sample	NOUN
easat-6383	95	59	belonging	belong	VERB
easat-6383	95	60	to	to	ADP
easat-6383	95	61	class	class	NOUN
easat-6383	95	62	j.	j.	PROPN
easat-6383	95	63	a	a	DET
easat-6383	95	64	split	split	NOUN
easat-6383	95	65	is	be	AUX
easat-6383	95	66	chosen	choose	VERB
easat-6383	95	67	that	that	PRON
easat-6383	95	68	minimizes	minimize	VERB
easat-6383	95	69	the	the	DET
easat-6383	95	70	weighted	weighted	ADJ
easat-6383	95	71	gini	gini	PROPN
easat-6383	95	72	impurity	impurity	NOUN
easat-6383	95	73	.	.	PUNCT
easat-6383	96	1	1798	1798	NUM
easat-6383	96	2	edelweiss	edelweiss	PROPN
easat-6383	96	3	applied	apply	VERB
easat-6383	96	4	science	science	NOUN
easat-6383	96	5	and	and	CCONJ
easat-6383	96	6	technology	technology	NOUN
easat-6383	96	7	issn	issn	PROPN
easat-6383	96	8	:	:	PUNCT
easat-6383	96	9	2576	2576	NUM
easat-6383	96	10	-	-	SYM
easat-6383	96	11	8484	8484	NUM
easat-6383	96	12	vol	vol	NOUN
easat-6383	96	13	.	.	PROPN
easat-6383	97	1	9	9	NUM
easat-6383	97	2	,	,	PUNCT
easat-6383	97	3	no	no	INTJ
easat-6383	97	4	.	.	NOUN
easat-6383	97	5	4	4	NUM
easat-6383	97	6	:	:	SYM
easat-6383	97	7	1795	1795	NUM
easat-6383	97	8	-	-	SYM
easat-6383	97	9	1807	1807	NUM
easat-6383	97	10	,	,	PUNCT
easat-6383	97	11	2025	2025	NUM
easat-6383	97	12	doi	doi	NOUN
easat-6383	97	13	:	:	PUNCT
easat-6383	97	14	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	97	15	©	©	PROPN
easat-6383	97	16	2025	2025	NUM
easat-6383	97	17	by	by	ADP
easat-6383	97	18	the	the	DET
easat-6383	97	19	authors	author	NOUN
easat-6383	97	20	;	;	PUNCT
easat-6383	97	21	licensee	licensee	PROPN
easat-6383	97	22	learning	learning	NOUN
easat-6383	97	23	gate	gate	NOUN
easat-6383	97	24	2.3	2.3	NUM
easat-6383	97	25	.	.	PUNCT
easat-6383	98	1	entropy	entropy	PROPN
easat-6383	98	2	(	(	PUNCT
easat-6383	98	3	information	information	NOUN
easat-6383	98	4	gain	gain	NOUN
easat-6383	98	5	)	)	PUNCT
easat-6383	98	6	entropy	entropy	NOUN
easat-6383	98	7	measures	measure	NOUN
easat-6383	98	8	the	the	DET
easat-6383	98	9	uncertainty	uncertainty	NOUN
easat-6383	98	10	of	of	ADP
easat-6383	98	11	a	a	DET
easat-6383	98	12	node	node	NOUN
easat-6383	98	13	:	:	PUNCT
easat-6383	98	14	𝐻	𝐻	PROPN
easat-6383	98	15	=	=	SYM
easat-6383	98	16	−	−	PROPN
easat-6383	98	17	∑𝐶	∑𝐶	PROPN
easat-6383	98	18	𝑗=1	𝑗=1	PROPN
easat-6383	98	19	𝑃𝑗𝑙𝑜𝑔2𝑃𝑗	𝑃𝑗𝑙𝑜𝑔2𝑃𝑗	VERB
easat-6383	98	20	the	the	DET
easat-6383	98	21	information	information	NOUN
easat-6383	98	22	gain	gain	VERB
easat-6383	98	23	from	from	ADP
easat-6383	98	24	splitting	split	VERB
easat-6383	98	25	on	on	ADP
easat-6383	98	26	feature	feature	NOUN
easat-6383	98	27	x	x	VERB
easat-6383	98	28	is	be	AUX
easat-6383	98	29	𝐼𝐺(𝑥	𝐼𝐺(𝑥	NOUN
easat-6383	98	30	)	)	PUNCT
easat-6383	98	31	=	=	SYM
easat-6383	99	1	𝐻𝑝𝑎𝑟𝑒𝑛𝑡	𝐻𝑝𝑎𝑟𝑒𝑛𝑡	PROPN
easat-6383	99	2	−	−	PROPN
easat-6383	99	3	∑𝑘	∑𝑘	PROPN
easat-6383	99	4	𝑁𝑘	𝑁𝑘	PROPN
easat-6383	99	5	𝑁	𝑁	PROPN
easat-6383	99	6	𝐻𝑐ℎ𝑖𝑙𝑑𝑘	𝐻𝑐ℎ𝑖𝑙𝑑𝑘	PROPN
easat-6383	99	7	where	where	SCONJ
easat-6383	99	8	:	:	PUNCT
easat-6383	99	9	𝑁𝑘	𝑁𝑘	PROPN
easat-6383	99	10	is	be	AUX
easat-6383	99	11	the	the	DET
easat-6383	99	12	number	number	NOUN
easat-6383	99	13	of	of	ADP
easat-6383	99	14	samples	sample	NOUN
easat-6383	99	15	in	in	ADP
easat-6383	99	16	child	child	NOUN
easat-6383	99	17	node	node	PROPN
easat-6383	99	18	k	k	PROPN
easat-6383	99	19	,	,	PUNCT
easat-6383	99	20	𝐻𝑐ℎ𝑖𝑙𝑑𝑘	𝐻𝑐ℎ𝑖𝑙𝑑𝑘	PROPN
easat-6383	99	21	is	be	AUX
easat-6383	99	22	the	the	DET
easat-6383	99	23	entropy	entropy	NOUN
easat-6383	99	24	of	of	ADP
easat-6383	99	25	the	the	DET
easat-6383	99	26	child	child	NOUN
easat-6383	99	27	node	node	NOUN
easat-6383	99	28	.	.	PUNCT
easat-6383	100	1	the	the	DET
easat-6383	100	2	split	split	NOUN
easat-6383	100	3	with	with	ADP
easat-6383	100	4	the	the	DET
easat-6383	100	5	highest	high	ADJ
easat-6383	100	6	information	information	NOUN
easat-6383	100	7	gain	gain	NOUN
easat-6383	100	8	is	be	AUX
easat-6383	100	9	selected	select	VERB
easat-6383	100	10	.	.	PUNCT
easat-6383	101	1	𝐻𝑝𝑎𝑟𝑒𝑛𝑡	𝐻𝑝𝑎𝑟𝑒𝑛𝑡	PROPN
easat-6383	101	2	represents	represent	VERB
easat-6383	101	3	the	the	DET
easat-6383	101	4	entropy	entropy	NOUN
easat-6383	101	5	of	of	ADP
easat-6383	101	6	the	the	DET
easat-6383	101	7	parent	parent	NOUN
easat-6383	101	8	node	node	NOUN
easat-6383	101	9	before	before	SCONJ
easat-6383	101	10	the	the	DET
easat-6383	101	11	dataset	dataset	NOUN
easat-6383	101	12	is	be	AUX
easat-6383	101	13	split	split	VERB
easat-6383	101	14	based	base	VERB
easat-6383	101	15	on	on	ADP
easat-6383	101	16	a	a	DET
easat-6383	101	17	given	give	VERB
easat-6383	101	18	feature	feature	NOUN
easat-6383	101	19	x.	x.	NOUN
easat-6383	101	20	2.4	2.4	NUM
easat-6383	101	21	.	.	PUNCT
easat-6383	102	1	random	random	ADJ
easat-6383	102	2	feature	feature	NOUN
easat-6383	102	3	selection	selection	NOUN
easat-6383	102	4	each	each	DET
easat-6383	102	5	tree	tree	NOUN
easat-6383	102	6	randomly	randomly	ADV
easat-6383	102	7	selects	select	VERB
easat-6383	102	8	a	a	DET
easat-6383	102	9	subset	subset	NOUN
easat-6383	102	10	of	of	ADP
easat-6383	102	11	features	feature	NOUN
easat-6383	102	12	at	at	ADP
easat-6383	102	13	each	each	DET
easat-6383	102	14	node	node	NOUN
easat-6383	102	15	to	to	PART
easat-6383	102	16	split	split	VERB
easat-6383	102	17	the	the	DET
easat-6383	102	18	data	datum	NOUN
easat-6383	102	19	.	.	PUNCT
easat-6383	103	1	if	if	SCONJ
easat-6383	103	2	there	there	PRON
easat-6383	103	3	are	be	VERB
easat-6383	103	4	mmm	mmm	INTJ
easat-6383	103	5	total	total	ADJ
easat-6383	103	6	features	feature	NOUN
easat-6383	103	7	,	,	PUNCT
easat-6383	103	8	the	the	DET
easat-6383	103	9	subset	subset	NOUN
easat-6383	103	10	size	size	NOUN
easat-6383	103	11	is	be	AUX
easat-6383	103	12	typically	typically	ADV
easat-6383	103	13	:	:	PUNCT
easat-6383	103	14	𝑚	𝑚	X
easat-6383	103	15	=	=	PUNCT
easat-6383	103	16	𝑙𝑜𝑔2𝑀	𝑙𝑜𝑔2𝑀	NOUN
easat-6383	103	17	where	where	SCONJ
easat-6383	103	18	mmm	mmm	ADV
easat-6383	103	19	is	be	AUX
easat-6383	103	20	the	the	DET
easat-6383	103	21	number	number	NOUN
easat-6383	103	22	of	of	ADP
easat-6383	103	23	randomly	randomly	ADV
easat-6383	103	24	chosen	choose	VERB
easat-6383	103	25	features	feature	NOUN
easat-6383	103	26	.	.	PUNCT
easat-6383	104	1	this	this	PRON
easat-6383	104	2	reduces	reduce	VERB
easat-6383	104	3	correlation	correlation	NOUN
easat-6383	104	4	among	among	ADP
easat-6383	104	5	trees	tree	NOUN
easat-6383	104	6	and	and	CCONJ
easat-6383	104	7	enhances	enhance	VERB
easat-6383	104	8	model	model	NOUN
easat-6383	104	9	generalization	generalization	NOUN
easat-6383	104	10	.	.	PUNCT
easat-6383	105	1	2.5	2.5	NUM
easat-6383	105	2	.	.	PUNCT
easat-6383	106	1	majority	majority	NOUN
easat-6383	106	2	voting	vote	VERB
easat-6383	106	3	for	for	ADP
easat-6383	106	4	classification	classification	NOUN
easat-6383	106	5	each	each	DET
easat-6383	106	6	decision	decision	NOUN
easat-6383	106	7	tree	tree	NOUN
easat-6383	106	8	in	in	ADP
easat-6383	106	9	the	the	DET
easat-6383	106	10	forest	forest	NOUN
easat-6383	106	11	makes	make	VERB
easat-6383	106	12	an	an	DET
easat-6383	106	13	independent	independent	ADJ
easat-6383	106	14	prediction	prediction	NOUN
easat-6383	106	15	,	,	PUNCT
easat-6383	106	16	and	and	CCONJ
easat-6383	106	17	the	the	DET
easat-6383	106	18	final	final	ADJ
easat-6383	106	19	classification	classification	NOUN
easat-6383	106	20	is	be	AUX
easat-6383	106	21	determined	determine	VERB
easat-6383	106	22	using	use	VERB
easat-6383	106	23	majority	majority	NOUN
easat-6383	106	24	voting	voting	NOUN
easat-6383	106	25	.	.	PUNCT
easat-6383	107	1	for	for	ADP
easat-6383	107	2	an	an	DET
easat-6383	107	3	input	input	NOUN
easat-6383	107	4	sample	sample	NOUN
easat-6383	107	5	x	x	NOUN
easat-6383	107	6	,	,	PUNCT
easat-6383	107	7	let	let	VERB
easat-6383	107	8	the	the	DET
easat-6383	107	9	predictions	prediction	NOUN
easat-6383	107	10	from	from	ADP
easat-6383	107	11	t	t	PROPN
easat-6383	107	12	trees	tree	NOUN
easat-6383	107	13	be	be	VERB
easat-6383	107	14	:	:	PUNCT
easat-6383	107	15	ℎ1(𝑥	ℎ1(𝑥	NOUN
easat-6383	107	16	)	)	PUNCT
easat-6383	107	17	,	,	PUNCT
easat-6383	107	18	ℎ2(𝑥	ℎ2(𝑥	NOUN
easat-6383	107	19	)	)	PUNCT
easat-6383	107	20	,	,	PUNCT
easat-6383	107	21	…	…	PUNCT
easat-6383	107	22	,	,	PUNCT
easat-6383	107	23	ℎ𝑇(𝑥	ℎ𝑇(𝑥	PROPN
easat-6383	107	24	)	)	PUNCT
easat-6383	107	25	the	the	DET
easat-6383	107	26	final	final	ADJ
easat-6383	107	27	prediction	prediction	NOUN
easat-6383	107	28	h(x	h(x	PROPN
easat-6383	107	29	)	)	PUNCT
easat-6383	107	30	is	be	AUX
easat-6383	107	31	given	give	VERB
easat-6383	107	32	by	by	ADP
easat-6383	107	33	𝐻(𝑥	𝐻(𝑥	X
easat-6383	107	34	)	)	PUNCT
easat-6383	107	35	=	=	PUNCT
easat-6383	107	36	𝑎𝑟𝑔𝑚𝑎𝑥	𝑎𝑟𝑔𝑚𝑎𝑥	NOUN
easat-6383	107	37	∑𝑇	∑𝑇	PROPN
easat-6383	107	38	𝑡=1	𝑡=1	PROPN
easat-6383	107	39	1	1	NUM
easat-6383	107	40	.	.	NUM
easat-6383	107	41	ℎ𝑡(𝑥	ℎ𝑡(𝑥	NUM
easat-6383	107	42	)	)	PUNCT
easat-6383	108	1	where	where	SCONJ
easat-6383	108	2	:	:	PUNCT
easat-6383	108	3	1	1	NUM
easat-6383	108	4	(	(	PUNCT
easat-6383	108	5	.	.	PUNCT
easat-6383	108	6	)	)	PUNCT
easat-6383	108	7	is	be	AUX
easat-6383	108	8	the	the	DET
easat-6383	108	9	indicator	indicator	NOUN
easat-6383	108	10	function	function	NOUN
easat-6383	108	11	,	,	PUNCT
easat-6383	108	12	which	which	PRON
easat-6383	108	13	is	be	AUX
easat-6383	108	14	1	1	NUM
easat-6383	108	15	if	if	SCONJ
easat-6383	108	16	ℎ𝑡(𝑥)=y	ℎ𝑡(𝑥)=y	PROPN
easat-6383	108	17	and	and	CCONJ
easat-6383	108	18	0	0	NUM
easat-6383	108	19	otherwise	otherwise	ADV
easat-6383	108	20	.	.	PUNCT
easat-6383	109	1	the	the	DET
easat-6383	109	2	class	class	NOUN
easat-6383	109	3	“	"	PUNCT
easat-6383	109	4	y	y	PROPN
easat-6383	109	5	”	"	PUNCT
easat-6383	109	6	with	with	ADP
easat-6383	109	7	the	the	DET
easat-6383	109	8	most	most	ADJ
easat-6383	109	9	votes	vote	NOUN
easat-6383	109	10	is	be	AUX
easat-6383	109	11	selected	select	VERB
easat-6383	109	12	.	.	PUNCT
easat-6383	110	1	2.6	2.6	NUM
easat-6383	110	2	.	.	PUNCT
easat-6383	111	1	probability	probability	NOUN
easat-6383	111	2	estimation	estimation	NOUN
easat-6383	111	3	random	random	ADJ
easat-6383	111	4	forest	forest	NOUN
easat-6383	111	5	can	can	AUX
easat-6383	111	6	estimate	estimate	VERB
easat-6383	111	7	class	class	NOUN
easat-6383	111	8	probabilities	probability	NOUN
easat-6383	111	9	by	by	ADP
easat-6383	111	10	averaging	average	VERB
easat-6383	111	11	the	the	DET
easat-6383	111	12	probabilities	probability	NOUN
easat-6383	111	13	predicted	predict	VERB
easat-6383	111	14	by	by	ADP
easat-6383	111	15	all	all	DET
easat-6383	111	16	trees	tree	NOUN
easat-6383	111	17	𝑝	𝑝	NOUN
easat-6383	111	18	(	(	PUNCT
easat-6383	111	19	𝑦	𝑦	NOUN
easat-6383	111	20	𝑥	𝑥	NOUN
easat-6383	111	21	)	)	PUNCT
easat-6383	111	22	=	=	SYM
easat-6383	111	23	1	1	NUM
easat-6383	111	24	𝑇	𝑇	PROPN
easat-6383	111	25	∑𝑇	∑𝑇	PROPN
easat-6383	111	26	𝑡=1	𝑡=1	PROPN
easat-6383	111	27	𝑃𝑡	𝑃𝑡	PROPN
easat-6383	111	28	(	(	PUNCT
easat-6383	111	29	𝑦	𝑦	NOUN
easat-6383	111	30	𝑥	𝑥	NOUN
easat-6383	111	31	)	)	PUNCT
easat-6383	111	32	where	where	SCONJ
easat-6383	111	33	𝑃𝑡	𝑃𝑡	PROPN
easat-6383	111	34	(	(	PUNCT
easat-6383	111	35	𝑦	𝑦	NOUN
easat-6383	111	36	𝑥	𝑥	NOUN
easat-6383	111	37	)	)	PUNCT
easat-6383	111	38	is	be	AUX
easat-6383	111	39	the	the	DET
easat-6383	111	40	probability	probability	NOUN
easat-6383	111	41	assigned	assign	VERB
easat-6383	111	42	to	to	ADP
easat-6383	111	43	class	class	NOUN
easat-6383	111	44	y	y	PROPN
easat-6383	111	45	by	by	ADP
easat-6383	111	46	tree	tree	NOUN
easat-6383	111	47	t.	t.	PROPN
easat-6383	111	48	2.7	2.7	NUM
easat-6383	111	49	.	.	PUNCT
easat-6383	112	1	expected	expect	VERB
easat-6383	112	2	error	error	NOUN
easat-6383	112	3	reduction	reduction	NOUN
easat-6383	112	4	the	the	DET
easat-6383	112	5	generalization	generalization	NOUN
easat-6383	112	6	error	error	NOUN
easat-6383	112	7	of	of	ADP
easat-6383	112	8	a	a	DET
easat-6383	112	9	random	random	ADJ
easat-6383	112	10	forest	forest	NOUN
easat-6383	112	11	can	can	AUX
easat-6383	112	12	be	be	AUX
easat-6383	112	13	approximated	approximate	VERB
easat-6383	112	14	as	as	ADP
easat-6383	112	15	:	:	PUNCT
easat-6383	112	16	𝐸	𝐸	ADJ
easat-6383	112	17	=	=	PUNCT
easat-6383	112	18	𝜌.	𝜌.	NOUN
easat-6383	112	19	𝐸𝑇	𝐸𝑇	NOUN
easat-6383	113	1	+	+	CCONJ
easat-6383	113	2	(	(	PUNCT
easat-6383	113	3	1	1	NUM
easat-6383	113	4	−	−	NOUN
easat-6383	113	5	𝜌	𝜌	NOUN
easat-6383	113	6	)	)	PUNCT
easat-6383	113	7	.	.	PUNCT
easat-6383	114	1	𝐸𝐵	𝐸𝐵	VERB
easat-6383	114	2	where	where	SCONJ
easat-6383	114	3	:	:	PUNCT
easat-6383	114	4	𝐸𝑇	𝐸𝑇	NOUN
easat-6383	114	5	is	be	AUX
easat-6383	114	6	the	the	DET
easat-6383	114	7	error	error	NOUN
easat-6383	114	8	of	of	ADP
easat-6383	114	9	an	an	DET
easat-6383	114	10	individual	individual	ADJ
easat-6383	114	11	tree	tree	NOUN
easat-6383	114	12	.	.	PUNCT
easat-6383	115	1	𝐸𝐵	𝐸𝐵	PROPN
easat-6383	115	2	is	be	AUX
easat-6383	115	3	the	the	DET
easat-6383	115	4	error	error	NOUN
easat-6383	115	5	from	from	ADP
easat-6383	115	6	bagging	bag	VERB
easat-6383	115	7	.	.	PUNCT
easat-6383	116	1	𝜌	𝜌	X
easat-6383	116	2	is	be	AUX
easat-6383	116	3	the	the	DET
easat-6383	116	4	correlation	correlation	NOUN
easat-6383	116	5	between	between	ADP
easat-6383	116	6	trees	tree	NOUN
easat-6383	116	7	.	.	PUNCT
easat-6383	117	1	since	since	SCONJ
easat-6383	117	2	bagging	bagging	NOUN
easat-6383	117	3	reduces	reduce	VERB
easat-6383	117	4	variance	variance	NOUN
easat-6383	117	5	,	,	PUNCT
easat-6383	117	6	and	and	CCONJ
easat-6383	117	7	random	random	ADJ
easat-6383	117	8	feature	feature	NOUN
easat-6383	117	9	selection	selection	NOUN
easat-6383	117	10	reduces	reduce	VERB
easat-6383	117	11	correlation	correlation	NOUN
easat-6383	117	12	𝜌	𝜌	ADP
easat-6383	117	13	,	,	PUNCT
easat-6383	117	14	random	random	ADJ
easat-6383	117	15	forest	forest	NOUN
easat-6383	117	16	achieves	achieve	VERB
easat-6383	117	17	lower	low	ADJ
easat-6383	117	18	overall	overall	ADJ
easat-6383	117	19	error	error	NOUN
easat-6383	117	20	than	than	ADP
easat-6383	117	21	individual	individual	ADJ
easat-6383	117	22	decision	decision	NOUN
easat-6383	117	23	trees	tree	NOUN
easat-6383	117	24	.	.	PUNCT
easat-6383	118	1	1799	1799	NUM
easat-6383	118	2	edelweiss	edelweiss	PROPN
easat-6383	118	3	applied	apply	VERB
easat-6383	118	4	science	science	NOUN
easat-6383	118	5	and	and	CCONJ
easat-6383	118	6	technology	technology	NOUN
easat-6383	118	7	issn	issn	PROPN
easat-6383	118	8	:	:	PUNCT
easat-6383	118	9	2576	2576	NUM
easat-6383	118	10	-	-	SYM
easat-6383	118	11	8484	8484	NUM
easat-6383	118	12	vol	vol	NOUN
easat-6383	118	13	.	.	PROPN
easat-6383	119	1	9	9	NUM
easat-6383	119	2	,	,	PUNCT
easat-6383	119	3	no	no	INTJ
easat-6383	119	4	.	.	NOUN
easat-6383	119	5	4	4	NUM
easat-6383	119	6	:	:	SYM
easat-6383	119	7	1795	1795	NUM
easat-6383	119	8	-	-	SYM
easat-6383	119	9	1807	1807	NUM
easat-6383	119	10	,	,	PUNCT
easat-6383	119	11	2025	2025	NUM
easat-6383	119	12	doi	doi	NOUN
easat-6383	119	13	:	:	PUNCT
easat-6383	119	14	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	119	15	©	©	PROPN
easat-6383	119	16	2025	2025	NUM
easat-6383	119	17	by	by	ADP
easat-6383	119	18	the	the	DET
easat-6383	119	19	authors	author	NOUN
easat-6383	119	20	;	;	PUNCT
easat-6383	119	21	licensee	licensee	PROPN
easat-6383	119	22	learning	learning	NOUN
easat-6383	119	23	gate	gate	NOUN
easat-6383	119	24	3	3	NUM
easat-6383	119	25	.	.	PUNCT
easat-6383	120	1	database	database	NOUN
easat-6383	120	2	information	information	NOUN
easat-6383	120	3	the	the	DET
easat-6383	120	4	online	online	ADJ
easat-6383	120	5	retail	retail	ADJ
easat-6383	120	6	data	datum	NOUN
easat-6383	120	7	set	set	VERB
easat-6383	120	8	in	in	ADP
easat-6383	120	9	the	the	DET
easat-6383	120	10	uci	uci	PROPN
easat-6383	120	11	machine	machine	NOUN
easat-6383	120	12	learning	learn	VERB
easat-6383	120	13	repository	repository	NOUN
easat-6383	120	14	is	be	AUX
easat-6383	120	15	a	a	DET
easat-6383	120	16	large	large	ADJ
easat-6383	120	17	transaction	transaction	NOUN
easat-6383	120	18	database	database	NOUN
easat-6383	120	19	containing	contain	VERB
easat-6383	120	20	sales	sale	NOUN
easat-6383	120	21	data	datum	NOUN
easat-6383	120	22	from	from	ADP
easat-6383	120	23	an	an	DET
easat-6383	120	24	online	online	ADJ
easat-6383	120	25	store	store	NOUN
easat-6383	120	26	operating	operate	VERB
easat-6383	120	27	in	in	ADP
easat-6383	120	28	the	the	DET
easat-6383	120	29	uk	uk	PROPN
easat-6383	120	30	during	during	ADP
easat-6383	120	31	the	the	DET
easat-6383	120	32	period	period	NOUN
easat-6383	120	33	1st	1st	PROPN
easat-6383	120	34	december	december	PROPN
easat-6383	120	35	2010	2010	NUM
easat-6383	120	36	to	to	ADP
easat-6383	120	37	9th	9th	ADJ
easat-6383	120	38	december	december	PROPN
easat-6383	120	39	2011	2011	NUM
easat-6383	120	40	.	.	PUNCT
easat-6383	121	1	the	the	DET
easat-6383	121	2	database	database	NOUN
easat-6383	121	3	contains	contain	VERB
easat-6383	121	4	541,909	541,909	NUM
easat-6383	121	5	instances	instance	NOUN
easat-6383	121	6	and	and	CCONJ
easat-6383	121	7	contains	contain	VERB
easat-6383	121	8	vital	vital	ADJ
easat-6383	121	9	attributes	attribute	NOUN
easat-6383	121	10	such	such	ADJ
easat-6383	121	11	as	as	ADP
easat-6383	121	12	invoiceno	invoiceno	NOUN
easat-6383	121	13	,	,	PUNCT
easat-6383	121	14	stockcode	stockcode	NOUN
easat-6383	121	15	,	,	PUNCT
easat-6383	121	16	description	description	NOUN
easat-6383	121	17	,	,	PUNCT
easat-6383	121	18	quantity	quantity	NOUN
easat-6383	121	19	,	,	PUNCT
easat-6383	121	20	invoicedate	invoicedate	NOUN
easat-6383	121	21	,	,	PUNCT
easat-6383	121	22	unitprice	unitprice	NOUN
easat-6383	121	23	,	,	PUNCT
easat-6383	121	24	customerid	customerid	VERB
easat-6383	121	25	,	,	PUNCT
easat-6383	121	26	and	and	CCONJ
easat-6383	121	27	country	country	NOUN
easat-6383	121	28	.	.	PUNCT
easat-6383	122	1	with	with	ADP
easat-6383	122	2	a	a	DET
easat-6383	122	3	22.6	22.6	NUM
easat-6383	122	4	mb	mb	NOUN
easat-6383	122	5	excel	excel	NOUN
easat-6383	122	6	file	file	NOUN
easat-6383	122	7	size	size	NOUN
easat-6383	122	8	,	,	PUNCT
easat-6383	122	9	it	it	PRON
easat-6383	122	10	provides	provide	VERB
easat-6383	122	11	a	a	DET
easat-6383	122	12	large	large	ADJ
easat-6383	122	13	source	source	NOUN
easat-6383	122	14	of	of	ADP
easat-6383	122	15	data	datum	NOUN
easat-6383	122	16	to	to	PART
easat-6383	122	17	study	study	VERB
easat-6383	122	18	the	the	DET
easat-6383	122	19	buying	buying	NOUN
easat-6383	122	20	behavior	behavior	NOUN
easat-6383	122	21	of	of	ADP
easat-6383	122	22	customers	customer	NOUN
easat-6383	122	23	,	,	PUNCT
easat-6383	122	24	product	product	NOUN
easat-6383	122	25	demand	demand	NOUN
easat-6383	122	26	,	,	PUNCT
easat-6383	122	27	and	and	CCONJ
easat-6383	122	28	selling	sell	VERB
easat-6383	122	29	trends	trend	NOUN
easat-6383	122	30	.	.	PUNCT
easat-6383	123	1	the	the	DET
easat-6383	123	2	dataset	dataset	NOUN
easat-6383	123	3	exhibits	exhibit	VERB
easat-6383	123	4	characteristics	characteristic	NOUN
easat-6383	123	5	typical	typical	ADJ
easat-6383	123	6	of	of	ADP
easat-6383	123	7	real	real	ADJ
easat-6383	123	8	-	-	PUNCT
easat-6383	123	9	world	world	NOUN
easat-6383	123	10	transactional	transactional	ADJ
easat-6383	123	11	data	datum	NOUN
easat-6383	123	12	,	,	PUNCT
easat-6383	123	13	including	include	VERB
easat-6383	123	14	missing	miss	VERB
easat-6383	123	15	values	value	NOUN
easat-6383	123	16	(	(	PUNCT
easat-6383	123	17	especially	especially	ADV
easat-6383	123	18	in	in	ADP
easat-6383	123	19	the	the	DET
easat-6383	123	20	customerid	customerid	VERB
easat-6383	123	21	and	and	CCONJ
easat-6383	123	22	description	description	NOUN
easat-6383	123	23	fields	field	NOUN
easat-6383	123	24	)	)	PUNCT
easat-6383	123	25	and	and	CCONJ
easat-6383	123	26	potential	potential	ADJ
easat-6383	123	27	data	datum	NOUN
easat-6383	123	28	anomalies	anomaly	NOUN
easat-6383	123	29	such	such	ADJ
easat-6383	123	30	as	as	ADP
easat-6383	123	31	duplicate	duplicate	ADJ
easat-6383	123	32	or	or	CCONJ
easat-6383	123	33	canceled	cancel	VERB
easat-6383	123	34	transactions	transaction	NOUN
easat-6383	123	35	,	,	PUNCT
easat-6383	123	36	which	which	PRON
easat-6383	123	37	can	can	AUX
easat-6383	123	38	be	be	AUX
easat-6383	123	39	identified	identify	VERB
easat-6383	123	40	through	through	ADP
easat-6383	123	41	negative	negative	ADJ
easat-6383	123	42	quantity	quantity	NOUN
easat-6383	123	43	values	value	NOUN
easat-6383	123	44	.	.	PUNCT
easat-6383	124	1	researchers	researcher	NOUN
easat-6383	124	2	and	and	CCONJ
easat-6383	124	3	data	datum	NOUN
easat-6383	124	4	analysts	analyst	NOUN
easat-6383	124	5	can	can	AUX
easat-6383	124	6	leverage	leverage	VERB
easat-6383	124	7	this	this	DET
easat-6383	124	8	dataset	dataset	NOUN
easat-6383	124	9	for	for	ADP
easat-6383	124	10	various	various	ADJ
easat-6383	124	11	applications	application	NOUN
easat-6383	124	12	,	,	PUNCT
easat-6383	124	13	including	include	VERB
easat-6383	124	14	market	market	NOUN
easat-6383	124	15	basket	basket	NOUN
easat-6383	124	16	analysis	analysis	NOUN
easat-6383	124	17	,	,	PUNCT
easat-6383	124	18	customer	customer	NOUN
easat-6383	124	19	segmentation	segmentation	NOUN
easat-6383	124	20	,	,	PUNCT
easat-6383	124	21	sales	sale	NOUN
easat-6383	124	22	forecasting	forecasting	NOUN
easat-6383	124	23	,	,	PUNCT
easat-6383	124	24	anomaly	anomaly	NOUN
easat-6383	124	25	detection	detection	NOUN
easat-6383	124	26	,	,	PUNCT
easat-6383	124	27	customer	customer	NOUN
easat-6383	124	28	lifetime	lifetime	NOUN
easat-6383	124	29	value	value	NOUN
easat-6383	124	30	estimation	estimation	NOUN
easat-6383	124	31	,	,	PUNCT
easat-6383	124	32	and	and	CCONJ
easat-6383	124	33	product	product	NOUN
easat-6383	124	34	recommendation	recommendation	NOUN
easat-6383	124	35	systems	system	NOUN
easat-6383	124	36	.	.	PUNCT
easat-6383	125	1	given	give	VERB
easat-6383	125	2	its	its	PRON
easat-6383	125	3	detailed	detailed	ADJ
easat-6383	125	4	transactional	transactional	ADJ
easat-6383	125	5	nature	nature	NOUN
easat-6383	125	6	,	,	PUNCT
easat-6383	125	7	the	the	DET
easat-6383	125	8	dataset	dataset	NOUN
easat-6383	125	9	is	be	AUX
easat-6383	125	10	particularly	particularly	ADV
easat-6383	125	11	useful	useful	ADJ
easat-6383	125	12	for	for	ADP
easat-6383	125	13	understanding	understand	VERB
easat-6383	125	14	consumer	consumer	NOUN
easat-6383	125	15	purchasing	purchasing	NOUN
easat-6383	125	16	patterns	pattern	NOUN
easat-6383	125	17	and	and	CCONJ
easat-6383	125	18	optimizing	optimize	VERB
easat-6383	125	19	retail	retail	ADJ
easat-6383	125	20	strategies	strategy	NOUN
easat-6383	125	21	through	through	ADP
easat-6383	125	22	machine	machine	NOUN
easat-6383	125	23	learning	learning	NOUN
easat-6383	125	24	and	and	CCONJ
easat-6383	125	25	data	datum	NOUN
easat-6383	125	26	mining	mining	NOUN
easat-6383	125	27	techniques	technique	NOUN
easat-6383	125	28	.	.	PUNCT
easat-6383	126	1	there	there	PRON
easat-6383	126	2	is	be	VERB
easat-6383	126	3	transactional	transactional	ADJ
easat-6383	126	4	data	datum	NOUN
easat-6383	126	5	regarding	regard	VERB
easat-6383	126	6	inventory	inventory	NOUN
easat-6383	126	7	management	management	NOUN
easat-6383	126	8	with	with	ADP
easat-6383	126	9	the	the	DET
easat-6383	126	10	notable	notable	ADJ
easat-6383	126	11	attributes	attribute	NOUN
easat-6383	126	12	that	that	PRON
easat-6383	126	13	help	help	VERB
easat-6383	126	14	in	in	ADP
easat-6383	126	15	analyzing	analyze	VERB
easat-6383	126	16	customer	customer	NOUN
easat-6383	126	17	behavior	behavior	NOUN
easat-6383	126	18	and	and	CCONJ
easat-6383	126	19	sale	sale	NOUN
easat-6383	126	20	patterns	pattern	NOUN
easat-6383	126	21	.	.	PUNCT
easat-6383	127	1	an	an	DET
easat-6383	127	2	invoice	invoice	NOUN
easat-6383	127	3	no	no	ADV
easat-6383	127	4	uniquely	uniquely	ADV
easat-6383	127	5	identifies	identify	VERB
easat-6383	127	6	each	each	DET
easat-6383	127	7	transaction	transaction	NOUN
easat-6383	127	8	with	with	ADP
easat-6383	127	9	the	the	DET
easat-6383	127	10	transaction	transaction	NOUN
easat-6383	127	11	prefix	prefix	NOUN
easat-6383	127	12	starting	start	VERB
easat-6383	127	13	with	with	ADP
easat-6383	127	14	a	a	DET
easat-6383	127	15	'	'	PUNCT
easat-6383	127	16	c	c	AUX
easat-6383	127	17	'	'	PUNCT
easat-6383	127	18	indicating	indicate	VERB
easat-6383	127	19	cancellation	cancellation	NOUN
easat-6383	127	20	orders	order	NOUN
easat-6383	127	21	.	.	PUNCT
easat-6383	128	1	the	the	DET
easat-6383	128	2	stock	stock	NOUN
easat-6383	128	3	code	code	PROPN
easat-6383	128	4	and	and	CCONJ
easat-6383	128	5	description	description	NOUN
easat-6383	128	6	identify	identify	VERB
easat-6383	128	7	the	the	DET
easat-6383	128	8	specific	specific	ADJ
easat-6383	128	9	item	item	NOUN
easat-6383	128	10	transacted	transact	VERB
easat-6383	128	11	with	with	ADP
easat-6383	128	12	the	the	DET
easat-6383	128	13	quantity	quantity	NOUN
easat-6383	128	14	field	field	NOUN
easat-6383	128	15	indicating	indicate	VERB
easat-6383	128	16	the	the	DET
easat-6383	128	17	unit	unit	NOUN
easat-6383	128	18	count	count	NOUN
easat-6383	128	19	purchased	purchase	VERB
easat-6383	128	20	per	per	ADP
easat-6383	128	21	transaction	transaction	NOUN
easat-6383	128	22	and	and	CCONJ
easat-6383	128	23	the	the	DET
easat-6383	128	24	date	date	NOUN
easat-6383	128	25	and	and	CCONJ
easat-6383	128	26	time	time	NOUN
easat-6383	128	27	of	of	ADP
easat-6383	128	28	purchase	purchase	NOUN
easat-6383	128	29	with	with	ADP
easat-6383	128	30	the	the	DET
easat-6383	128	31	invoicedate	invoicedate	NOUN
easat-6383	128	32	field	field	NOUN
easat-6383	128	33	.	.	PUNCT
easat-6383	129	1	the	the	DET
easat-6383	129	2	unit	unit	NOUN
easat-6383	129	3	price	price	NOUN
easat-6383	129	4	field	field	NOUN
easat-6383	129	5	indicates	indicate	VERB
easat-6383	129	6	the	the	DET
easat-6383	129	7	price	price	NOUN
easat-6383	129	8	per	per	ADP
easat-6383	129	9	unit	unit	NOUN
easat-6383	129	10	in	in	ADP
easat-6383	129	11	pounds	pound	NOUN
easat-6383	129	12	(	(	PUNCT
easat-6383	129	13	£	£	NOUN
easat-6383	129	14	)	)	PUNCT
easat-6383	129	15	and	and	CCONJ
easat-6383	129	16	will	will	AUX
easat-6383	129	17	help	help	VERB
easat-6383	129	18	in	in	ADP
easat-6383	129	19	the	the	DET
easat-6383	129	20	analysis	analysis	NOUN
easat-6383	129	21	of	of	ADP
easat-6383	129	22	the	the	DET
easat-6383	129	23	revenue	revenue	NOUN
easat-6383	129	24	.	.	PUNCT
easat-6383	130	1	the	the	DET
easat-6383	130	2	customer	customer	NOUN
easat-6383	130	3	has	have	VERB
easat-6383	130	4	a	a	DET
easat-6383	130	5	unique	unique	ADJ
easat-6383	130	6	identification	identification	NOUN
easat-6383	130	7	with	with	ADP
easat-6383	130	8	the	the	DET
easat-6383	130	9	field	field	NOUN
easat-6383	130	10	of	of	ADP
easat-6383	130	11	customerid	customerid	VERB
easat-6383	130	12	and	and	CCONJ
easat-6383	130	13	will	will	AUX
easat-6383	130	14	help	help	VERB
easat-6383	130	15	in	in	ADP
easat-6383	130	16	customer	customer	NOUN
easat-6383	130	17	-	-	PUNCT
easat-6383	130	18	centric	centric	NOUN
easat-6383	130	19	analysis	analysis	NOUN
easat-6383	130	20	.	.	PUNCT
easat-6383	131	1	the	the	DET
easat-6383	131	2	field	field	NOUN
easat-6383	131	3	of	of	ADP
easat-6383	131	4	country	country	NOUN
easat-6383	131	5	indicates	indicate	VERB
easat-6383	131	6	the	the	DET
easat-6383	131	7	geographical	geographical	ADJ
easat-6383	131	8	area	area	NOUN
easat-6383	131	9	of	of	ADP
easat-6383	131	10	the	the	DET
easat-6383	131	11	customer	customer	NOUN
easat-6383	131	12	and	and	CCONJ
easat-6383	131	13	will	will	AUX
easat-6383	131	14	help	help	VERB
easat-6383	131	15	in	in	ADP
easat-6383	131	16	analyzing	analyze	VERB
easat-6383	131	17	the	the	DET
easat-6383	131	18	sale	sale	NOUN
easat-6383	131	19	of	of	ADP
easat-6383	131	20	the	the	DET
easat-6383	131	21	respective	respective	ADJ
easat-6383	131	22	area	area	NOUN
easat-6383	131	23	.	.	PUNCT
easat-6383	132	1	the	the	DET
easat-6383	132	2	combination	combination	NOUN
easat-6383	132	3	of	of	ADP
easat-6383	132	4	the	the	DET
easat-6383	132	5	attributes	attribute	NOUN
easat-6383	132	6	will	will	AUX
easat-6383	132	7	help	help	VERB
easat-6383	132	8	in	in	ADP
easat-6383	132	9	a	a	DET
easat-6383	132	10	detailed	detailed	ADJ
easat-6383	132	11	analysis	analysis	NOUN
easat-6383	132	12	of	of	ADP
easat-6383	132	13	inventory	inventory	NOUN
easat-6383	132	14	patterns	pattern	NOUN
easat-6383	132	15	,	,	PUNCT
easat-6383	132	16	customer	customer	NOUN
easat-6383	132	17	behavior	behavior	NOUN
easat-6383	132	18	,	,	PUNCT
easat-6383	132	19	and	and	CCONJ
easat-6383	132	20	demand	demand	VERB
easat-6383	132	21	analysis	analysis	NOUN
easat-6383	132	22	.	.	PUNCT
easat-6383	133	1	table	table	NOUN
easat-6383	133	2	1	1	NUM
easat-6383	133	3	.	.	PUNCT
easat-6383	134	1	retail	retail	ADJ
easat-6383	134	2	description	description	NOUN
easat-6383	134	3	quantity	quantity	NOUN
easat-6383	134	4	invoicedate	invoicedate	VERB
easat-6383	134	5	unitprice	unitprice	NOUN
easat-6383	134	6	customerid	customerid	VERB
easat-6383	134	7	count	count	NOUN
easat-6383	135	1	541909.000000	541909.000000	NUM
easat-6383	135	2	541909	541909	NUM
easat-6383	135	3	541909.000000	541909.000000	NUM
easat-6383	136	1	406829.000000	406829.000000	NUM
easat-6383	136	2	mean	mean	VERB
easat-6383	136	3	9.552250	9.552250	NUM
easat-6383	136	4	2011	2011	NUM
easat-6383	136	5	-	-	SYM
easat-6383	136	6	07	07	NUM
easat-6383	136	7	-	-	PUNCT
easat-6383	136	8	04	04	NUM
easat-6383	136	9	13:34:57.156386048	13:34:57.156386048	NUM
easat-6383	136	10	4.611114	4.611114	NUM
easat-6383	136	11	15287.690570	15287.690570	NUM
easat-6383	136	12	min	min	NOUN
easat-6383	136	13	.	.	PROPN
easat-6383	136	14	-80995.000000	-80995.000000	NUM
easat-6383	136	15	2010	2010	NUM
easat-6383	136	16	-	-	SYM
easat-6383	136	17	12	12	NUM
easat-6383	136	18	-	-	SYM
easat-6383	136	19	01	01	NUM
easat-6383	136	20	08:26:00	08:26:00	NUM
easat-6383	136	21	-11062.060000	-11062.060000	NUM
easat-6383	137	1	12346.000000	12346.000000	NUM
easat-6383	137	2	25	25	NUM
easat-6383	137	3	%	%	NOUN
easat-6383	137	4	1.000000	1.000000	NUM
easat-6383	137	5	2011	2011	NUM
easat-6383	137	6	-	-	SYM
easat-6383	137	7	03	03	NUM
easat-6383	137	8	-	-	PUNCT
easat-6383	137	9	28	28	NUM
easat-6383	137	10	11:34:00	11:34:00	NUM
easat-6383	137	11	1.250000	1.250000	NUM
easat-6383	137	12	13953.000000	13953.000000	NUM
easat-6383	137	13	50	50	NUM
easat-6383	137	14	%	%	NOUN
easat-6383	137	15	3.000000	3.000000	NUM
easat-6383	137	16	2011	2011	NUM
easat-6383	137	17	-	-	SYM
easat-6383	137	18	07	07	NUM
easat-6383	137	19	-	-	SYM
easat-6383	137	20	19	19	NUM
easat-6383	137	21	17:17:00	17:17:00	NUM
easat-6383	137	22	2.080000	2.080000	NUM
easat-6383	137	23	15152.000000	15152.000000	NUM
easat-6383	137	24	75	75	NUM
easat-6383	137	25	%	%	NOUN
easat-6383	137	26	10.000000	10.000000	NUM
easat-6383	137	27	2011	2011	NUM
easat-6383	137	28	-	-	SYM
easat-6383	137	29	10	10	NUM
easat-6383	137	30	-	-	SYM
easat-6383	137	31	19	19	NUM
easat-6383	137	32	11:27:00	11:27:00	NUM
easat-6383	137	33	4.130000	4.130000	NUM
easat-6383	137	34	16791.000000	16791.000000	NUM
easat-6383	137	35	max	max	PROPN
easat-6383	137	36	.	.	PUNCT
easat-6383	138	1	80995.000000	80995.000000	NUM
easat-6383	138	2	2011	2011	NUM
easat-6383	138	3	-	-	SYM
easat-6383	138	4	12	12	NUM
easat-6383	138	5	-	-	SYM
easat-6383	138	6	09	09	NUM
easat-6383	138	7	12:50:00	12:50:00	NUM
easat-6383	138	8	38970.000000	38970.000000	NUM
easat-6383	138	9	18287.000000	18287.000000	NUM
easat-6383	138	10	in	in	ADP
easat-6383	138	11	table	table	NOUN
easat-6383	138	12	1	1	NUM
easat-6383	138	13	,	,	PUNCT
easat-6383	138	14	the	the	DET
easat-6383	138	15	dataset	dataset	NOUN
easat-6383	138	16	comprises	comprise	VERB
easat-6383	138	17	541,909	541,909	NUM
easat-6383	138	18	transactions	transaction	NOUN
easat-6383	138	19	with	with	ADP
easat-6383	138	20	eight	eight	NUM
easat-6383	138	21	attributes	attribute	NOUN
easat-6383	138	22	related	relate	VERB
easat-6383	138	23	to	to	ADP
easat-6383	138	24	inventory	inventory	NOUN
easat-6383	138	25	management	management	NOUN
easat-6383	138	26	,	,	PUNCT
easat-6383	138	27	offering	offer	VERB
easat-6383	138	28	valuable	valuable	ADJ
easat-6383	138	29	insights	insight	NOUN
easat-6383	138	30	into	into	ADP
easat-6383	138	31	sales	sale	NOUN
easat-6383	138	32	patterns	pattern	NOUN
easat-6383	138	33	and	and	CCONJ
easat-6383	138	34	customer	customer	NOUN
easat-6383	138	35	behavior	behavior	NOUN
easat-6383	138	36	.	.	PUNCT
easat-6383	139	1	however	however	ADV
easat-6383	139	2	,	,	PUNCT
easat-6383	139	3	a	a	DET
easat-6383	139	4	preliminary	preliminary	ADJ
easat-6383	139	5	analysis	analysis	NOUN
easat-6383	139	6	reveals	reveal	VERB
easat-6383	139	7	certain	certain	ADJ
easat-6383	139	8	data	datum	NOUN
easat-6383	139	9	quality	quality	NOUN
easat-6383	139	10	issues	issue	NOUN
easat-6383	139	11	that	that	PRON
easat-6383	139	12	need	need	VERB
easat-6383	139	13	to	to	PART
easat-6383	139	14	be	be	AUX
easat-6383	139	15	addressed	address	VERB
easat-6383	139	16	.	.	PUNCT
easat-6383	140	1	the	the	DET
easat-6383	140	2	description	description	NOUN
easat-6383	140	3	column	column	NOUN
easat-6383	140	4	has	have	VERB
easat-6383	140	5	1,454	1,454	NUM
easat-6383	140	6	missing	missing	ADJ
easat-6383	140	7	values	value	NOUN
easat-6383	140	8	,	,	PUNCT
easat-6383	140	9	which	which	PRON
easat-6383	140	10	may	may	AUX
easat-6383	140	11	indicate	indicate	VERB
easat-6383	140	12	incomplete	incomplete	ADJ
easat-6383	140	13	product	product	NOUN
easat-6383	140	14	details	detail	NOUN
easat-6383	140	15	,	,	PUNCT
easat-6383	140	16	while	while	SCONJ
easat-6383	140	17	the	the	DET
easat-6383	140	18	customerid	customerid	VERB
easat-6383	140	19	column	column	NOUN
easat-6383	140	20	has	have	VERB
easat-6383	140	21	135,080	135,080	NUM
easat-6383	140	22	missing	miss	VERB
easat-6383	140	23	entries	entry	NOUN
easat-6383	140	24	,	,	PUNCT
easat-6383	140	25	suggesting	suggest	VERB
easat-6383	140	26	that	that	SCONJ
easat-6383	140	27	some	some	DET
easat-6383	140	28	transactions	transaction	NOUN
easat-6383	140	29	are	be	AUX
easat-6383	140	30	not	not	PART
easat-6383	140	31	linked	link	VERB
easat-6383	140	32	to	to	ADP
easat-6383	140	33	registered	registered	ADJ
easat-6383	140	34	customers	customer	NOUN
easat-6383	140	35	,	,	PUNCT
easat-6383	140	36	possibly	possibly	ADV
easat-6383	140	37	due	due	ADP
easat-6383	140	38	to	to	ADP
easat-6383	140	39	guest	guest	NOUN
easat-6383	140	40	checkouts	checkout	NOUN
easat-6383	140	41	or	or	CCONJ
easat-6383	140	42	incomplete	incomplete	ADJ
easat-6383	140	43	records	record	NOUN
easat-6383	140	44	.	.	PUNCT
easat-6383	141	1	the	the	DET
easat-6383	141	2	data	datum	NOUN
easat-6383	141	3	types	type	NOUN
easat-6383	141	4	are	be	AUX
easat-6383	141	5	mostly	mostly	ADV
easat-6383	141	6	appropriate	appropriate	ADJ
easat-6383	141	7	,	,	PUNCT
easat-6383	141	8	with	with	SCONJ
easat-6383	141	9	invoiceno	invoiceno	NOUN
easat-6383	141	10	,	,	PUNCT
easat-6383	141	11	stockcode	stockcode	ADJ
easat-6383	141	12	,	,	PUNCT
easat-6383	141	13	and	and	CCONJ
easat-6383	141	14	country	country	NOUN
easat-6383	141	15	stored	store	VERB
easat-6383	141	16	as	as	ADP
easat-6383	141	17	categorical	categorical	ADJ
easat-6383	141	18	variables	variable	NOUN
easat-6383	141	19	,	,	PUNCT
easat-6383	141	20	while	while	SCONJ
easat-6383	141	21	invoicedate	invoicedate	NOUN
easat-6383	141	22	is	be	AUX
easat-6383	141	23	correctly	correctly	ADV
easat-6383	141	24	formatted	format	VERB
easat-6383	141	25	as	as	ADP
easat-6383	141	26	a	a	DET
easat-6383	141	27	datetime	datetime	ADJ
easat-6383	141	28	type	type	NOUN
easat-6383	141	29	,	,	PUNCT
easat-6383	141	30	allowing	allow	VERB
easat-6383	141	31	for	for	ADP
easat-6383	141	32	time	time	NOUN
easat-6383	141	33	-	-	PUNCT
easat-6383	141	34	based	base	VERB
easat-6383	141	35	analysis	analysis	NOUN
easat-6383	141	36	.	.	PUNCT
easat-6383	142	1	the	the	DET
easat-6383	142	2	quantity	quantity	NOUN
easat-6383	142	3	is	be	AUX
easat-6383	142	4	represented	represent	VERB
easat-6383	142	5	as	as	ADP
easat-6383	142	6	an	an	DET
easat-6383	142	7	integer	integer	NOUN
easat-6383	142	8	,	,	PUNCT
easat-6383	142	9	indicating	indicate	VERB
easat-6383	142	10	whole	whole	ADJ
easat-6383	142	11	units	unit	NOUN
easat-6383	142	12	of	of	ADP
easat-6383	142	13	products	product	NOUN
easat-6383	142	14	,	,	PUNCT
easat-6383	142	15	while	while	SCONJ
easat-6383	142	16	unitprice	unitprice	NOUN
easat-6383	142	17	and	and	CCONJ
easat-6383	142	18	customerid	customerid	VERB
easat-6383	142	19	are	be	AUX
easat-6383	142	20	stored	store	VERB
easat-6383	142	21	as	as	ADP
easat-6383	142	22	float	float	NOUN
easat-6383	142	23	values	value	NOUN
easat-6383	142	24	,	,	PUNCT
easat-6383	142	25	though	though	SCONJ
easat-6383	142	26	customerid	customerid	VERB
easat-6383	142	27	might	might	AUX
easat-6383	142	28	require	require	VERB
easat-6383	142	29	conversion	conversion	NOUN
easat-6383	142	30	to	to	ADP
easat-6383	142	31	an	an	DET
easat-6383	142	32	integer	integer	NOUN
easat-6383	142	33	.	.	PUNCT
easat-6383	143	1	potential	potential	ADJ
easat-6383	143	2	issues	issue	NOUN
easat-6383	143	3	include	include	VERB
easat-6383	143	4	invoices	invoice	NOUN
easat-6383	143	5	starting	start	VERB
easat-6383	143	6	with	with	ADP
easat-6383	143	7	‘	'	PUNCT
easat-6383	143	8	c	c	X
easat-6383	143	9	’	'	PUNCT
easat-6383	143	10	,	,	PUNCT
easat-6383	143	11	which	which	PRON
easat-6383	143	12	denote	denote	VERB
easat-6383	143	13	cancellations	cancellation	NOUN
easat-6383	143	14	that	that	PRON
easat-6383	143	15	should	should	AUX
easat-6383	143	16	be	be	AUX
easat-6383	143	17	excluded	exclude	VERB
easat-6383	143	18	when	when	SCONJ
easat-6383	143	19	analyzing	analyze	VERB
easat-6383	143	20	sales	sale	NOUN
easat-6383	143	21	trends	trend	NOUN
easat-6383	143	22	,	,	PUNCT
easat-6383	143	23	as	as	ADV
easat-6383	143	24	well	well	ADV
easat-6383	143	25	as	as	ADP
easat-6383	143	26	negative	negative	ADJ
easat-6383	143	27	or	or	CCONJ
easat-6383	143	28	zero	zero	NUM
easat-6383	143	29	values	value	NOUN
easat-6383	143	30	in	in	ADP
easat-6383	143	31	quantity	quantity	NOUN
easat-6383	143	32	and	and	CCONJ
easat-6383	143	33	unitprice	unitprice	NOUN
easat-6383	143	34	,	,	PUNCT
easat-6383	143	35	which	which	PRON
easat-6383	143	36	may	may	AUX
easat-6383	143	37	reflect	reflect	VERB
easat-6383	143	38	returns	return	NOUN
easat-6383	143	39	,	,	PUNCT
easat-6383	143	40	refunds	refund	NOUN
easat-6383	143	41	,	,	PUNCT
easat-6383	143	42	or	or	CCONJ
easat-6383	143	43	data	datum	NOUN
easat-6383	143	44	entry	entry	NOUN
easat-6383	143	45	errors	error	NOUN
easat-6383	143	46	.	.	PUNCT
easat-6383	144	1	given	give	VERB
easat-6383	144	2	these	these	DET
easat-6383	144	3	aspects	aspect	NOUN
easat-6383	144	4	,	,	PUNCT
easat-6383	144	5	data	datum	NOUN
easat-6383	144	6	cleaning	cleaning	NOUN
easat-6383	144	7	is	be	AUX
easat-6383	144	8	essential	essential	ADJ
easat-6383	144	9	to	to	PART
easat-6383	144	10	manage	manage	VERB
easat-6383	144	11	missing	missing	ADJ
easat-6383	144	12	values	value	NOUN
easat-6383	144	13	,	,	PUNCT
easat-6383	144	14	remove	remove	VERB
easat-6383	144	15	anomalies	anomaly	NOUN
easat-6383	144	16	,	,	PUNCT
easat-6383	144	17	and	and	CCONJ
easat-6383	144	18	refine	refine	VERB
easat-6383	144	19	the	the	DET
easat-6383	144	20	dataset	dataset	NOUN
easat-6383	144	21	before	before	ADP
easat-6383	144	22	applying	apply	VERB
easat-6383	144	23	predictive	predictive	ADJ
easat-6383	144	24	models	model	NOUN
easat-6383	144	25	or	or	CCONJ
easat-6383	144	26	conducting	conduct	VERB
easat-6383	144	27	inventory	inventory	NOUN
easat-6383	144	28	forecasting	forecasting	NOUN
easat-6383	144	29	to	to	PART
easat-6383	144	30	ensure	ensure	VERB
easat-6383	144	31	accurate	accurate	ADJ
easat-6383	144	32	and	and	CCONJ
easat-6383	144	33	meaningful	meaningful	ADJ
easat-6383	144	34	analysis	analysis	NOUN
easat-6383	144	35	.	.	PUNCT
easat-6383	145	1	1800	1800	NUM
easat-6383	145	2	edelweiss	edelweiss	PROPN
easat-6383	145	3	applied	apply	VERB
easat-6383	145	4	science	science	NOUN
easat-6383	145	5	and	and	CCONJ
easat-6383	145	6	technology	technology	NOUN
easat-6383	145	7	issn	issn	PROPN
easat-6383	145	8	:	:	PUNCT
easat-6383	145	9	2576	2576	NUM
easat-6383	145	10	-	-	SYM
easat-6383	145	11	8484	8484	NUM
easat-6383	145	12	vol	vol	NOUN
easat-6383	145	13	.	.	PROPN
easat-6383	146	1	9	9	NUM
easat-6383	146	2	,	,	PUNCT
easat-6383	146	3	no	no	INTJ
easat-6383	146	4	.	.	NOUN
easat-6383	146	5	4	4	NUM
easat-6383	146	6	:	:	SYM
easat-6383	146	7	1795	1795	NUM
easat-6383	146	8	-	-	SYM
easat-6383	146	9	1807	1807	NUM
easat-6383	146	10	,	,	PUNCT
easat-6383	146	11	2025	2025	NUM
easat-6383	146	12	doi	doi	NOUN
easat-6383	146	13	:	:	PUNCT
easat-6383	146	14	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	146	15	©	©	PROPN
easat-6383	146	16	2025	2025	NUM
easat-6383	146	17	by	by	ADP
easat-6383	146	18	the	the	DET
easat-6383	146	19	authors	author	NOUN
easat-6383	146	20	;	;	PUNCT
easat-6383	146	21	licensee	licensee	PROPN
easat-6383	146	22	learning	learn	VERB
easat-6383	146	23	gate	gate	NOUN
easat-6383	146	24	table	table	NOUN
easat-6383	146	25	2	2	NUM
easat-6383	146	26	.	.	PUNCT
easat-6383	146	27	null	null	ADJ
easat-6383	146	28	retail	retail	ADJ
easat-6383	146	29	details	detail	NOUN
easat-6383	146	30	invoiceno	invoiceno	VERB
easat-6383	146	31	0	0	NUM
easat-6383	146	32	stockcode	stockcode	NOUN
easat-6383	146	33	0	0	NUM
easat-6383	146	34	description	description	NOUN
easat-6383	146	35	1454	1454	NUM
easat-6383	146	36	quantity	quantity	NOUN
easat-6383	146	37	0	0	NUM
easat-6383	146	38	invoicedate	invoicedate	NOUN
easat-6383	146	39	0	0	NUM
easat-6383	146	40	unitprice	unitprice	NOUN
easat-6383	146	41	0	0	NUM
easat-6383	146	42	customerid	customerid	VERB
easat-6383	146	43	135080	135080	NUM
easat-6383	146	44	country	country	NOUN
easat-6383	146	45	0	0	NUM
easat-6383	146	46	in	in	ADP
easat-6383	146	47	table	table	NOUN
easat-6383	146	48	2	2	NUM
easat-6383	146	49	,	,	PUNCT
easat-6383	146	50	the	the	DET
easat-6383	146	51	description	description	NOUN
easat-6383	146	52	and	and	CCONJ
easat-6383	146	53	customerid	customerid	VERB
easat-6383	146	54	.	.	PUNCT
easat-6383	147	1	the	the	DET
easat-6383	147	2	description	description	NOUN
easat-6383	147	3	field	field	NOUN
easat-6383	147	4	has	have	VERB
easat-6383	147	5	1,454	1,454	NUM
easat-6383	147	6	missing	missing	ADJ
easat-6383	147	7	values	value	NOUN
easat-6383	147	8	that	that	PRON
easat-6383	147	9	might	might	AUX
easat-6383	147	10	be	be	AUX
easat-6383	147	11	indicative	indicative	ADJ
easat-6383	147	12	of	of	ADP
easat-6383	147	13	incomplete	incomplete	ADJ
easat-6383	147	14	product	product	NOUN
easat-6383	147	15	details	detail	NOUN
easat-6383	147	16	and	and	CCONJ
easat-6383	147	17	errors	error	NOUN
easat-6383	147	18	during	during	ADP
easat-6383	147	19	the	the	DET
easat-6383	147	20	data	data	NOUN
easat-6383	147	21	entry	entry	NOUN
easat-6383	147	22	process	process	NOUN
easat-6383	147	23	.	.	PUNCT
easat-6383	148	1	even	even	ADV
easat-6383	148	2	more	more	ADV
easat-6383	148	3	critical	critical	ADJ
easat-6383	148	4	,	,	PUNCT
easat-6383	148	5	the	the	DET
easat-6383	148	6	field	field	NOUN
easat-6383	148	7	of	of	ADP
easat-6383	148	8	customerid	customerid	PROPN
easat-6383	148	9	has	have	VERB
easat-6383	148	10	135,080	135,080	NUM
easat-6383	148	11	missing	missing	ADJ
easat-6383	148	12	values	value	NOUN
easat-6383	148	13	that	that	PRON
easat-6383	148	14	imply	imply	VERB
easat-6383	148	15	that	that	SCONJ
easat-6383	148	16	a	a	DET
easat-6383	148	17	large	large	ADJ
easat-6383	148	18	chunk	chunk	NOUN
easat-6383	148	19	of	of	ADP
easat-6383	148	20	the	the	DET
easat-6383	148	21	transaction	transaction	NOUN
easat-6383	148	22	does	do	AUX
easat-6383	148	23	not	not	PART
easat-6383	148	24	relate	relate	VERB
easat-6383	148	25	to	to	ADP
easat-6383	148	26	registered	register	VERB
easat-6383	148	27	customers	customer	NOUN
easat-6383	148	28	.	.	PUNCT
easat-6383	149	1	this	this	PRON
easat-6383	149	2	might	might	AUX
easat-6383	149	3	be	be	AUX
easat-6383	149	4	the	the	DET
easat-6383	149	5	result	result	NOUN
easat-6383	149	6	of	of	ADP
easat-6383	149	7	guest	guest	NOUN
easat-6383	149	8	purchases	purchase	NOUN
easat-6383	149	9	and	and	CCONJ
easat-6383	149	10	incomplete	incomplete	ADJ
easat-6383	149	11	customer	customer	NOUN
easat-6383	149	12	data	datum	NOUN
easat-6383	149	13	that	that	PRON
easat-6383	149	14	might	might	AUX
easat-6383	149	15	influence	influence	VERB
easat-6383	149	16	customer	customer	NOUN
easat-6383	149	17	segmentation	segmentation	NOUN
easat-6383	149	18	and	and	CCONJ
easat-6383	149	19	repeated	repeat	VERB
easat-6383	149	20	purchase	purchase	NOUN
easat-6383	149	21	analysis	analysis	NOUN
easat-6383	149	22	.	.	PUNCT
easat-6383	150	1	other	other	ADJ
easat-6383	150	2	fields	field	NOUN
easat-6383	150	3	such	such	ADJ
easat-6383	150	4	as	as	ADP
easat-6383	150	5	invoiceno	invoiceno	NOUN
easat-6383	150	6	,	,	PUNCT
easat-6383	150	7	stockcode	stockcode	ADJ
easat-6383	150	8	,	,	PUNCT
easat-6383	150	9	quantity	quantity	NOUN
easat-6383	150	10	,	,	PUNCT
easat-6383	150	11	invoicedate	invoicedate	NOUN
easat-6383	150	12	,	,	PUNCT
easat-6383	150	13	unitprice	unitprice	NOUN
easat-6383	150	14	,	,	PUNCT
easat-6383	150	15	and	and	CCONJ
easat-6383	150	16	country	country	NOUN
easat-6383	150	17	are	be	AUX
easat-6383	150	18	filled	fill	VERB
easat-6383	150	19	with	with	ADP
easat-6383	150	20	no	no	DET
easat-6383	150	21	missing	miss	VERB
easat-6383	150	22	values	value	NOUN
easat-6383	150	23	.	.	PUNCT
easat-6383	151	1	considering	consider	VERB
easat-6383	151	2	such	such	ADJ
easat-6383	151	3	missing	missing	ADJ
easat-6383	151	4	values	value	NOUN
easat-6383	151	5	,	,	PUNCT
easat-6383	151	6	suitable	suitable	ADJ
easat-6383	151	7	preprocessed	preprocesse	VERB
easat-6383	151	8	techniques	technique	NOUN
easat-6383	151	9	such	such	ADJ
easat-6383	151	10	as	as	ADP
easat-6383	151	11	imputation	imputation	NOUN
easat-6383	151	12	and	and	CCONJ
easat-6383	151	13	exclusion	exclusion	NOUN
easat-6383	151	14	need	need	VERB
easat-6383	151	15	to	to	PART
easat-6383	151	16	be	be	AUX
easat-6383	151	17	applied	apply	VERB
easat-6383	151	18	before	before	ADP
easat-6383	151	19	further	further	ADJ
easat-6383	151	20	analysis	analysis	NOUN
easat-6383	151	21	to	to	PART
easat-6383	151	22	support	support	VERB
easat-6383	151	23	the	the	DET
easat-6383	151	24	integrity	integrity	NOUN
easat-6383	151	25	and	and	CCONJ
easat-6383	151	26	consistency	consistency	NOUN
easat-6383	151	27	of	of	ADP
easat-6383	151	28	the	the	DET
easat-6383	151	29	data	datum	NOUN
easat-6383	151	30	.	.	PUNCT
easat-6383	152	1	there	there	PRON
easat-6383	152	2	are	be	VERB
easat-6383	152	3	22,190	22,190	NUM
easat-6383	152	4	transactions	transaction	NOUN
easat-6383	152	5	with	with	ADP
easat-6383	152	6	3,684	3,684	NUM
easat-6383	152	7	unique	unique	ADJ
easat-6383	152	8	goods	good	NOUN
easat-6383	152	9	purchased	purchase	VERB
easat-6383	152	10	by	by	ADP
easat-6383	152	11	4,372	4,372	NUM
easat-6383	152	12	individual	individual	ADJ
easat-6383	152	13	buyers	buyer	NOUN
easat-6383	152	14	in	in	ADP
easat-6383	152	15	37	37	NUM
easat-6383	152	16	countries	country	NOUN
easat-6383	152	17	.	.	PUNCT
easat-6383	153	1	the	the	DET
easat-6383	153	2	heterogeneity	heterogeneity	NOUN
easat-6383	153	3	of	of	ADP
easat-6383	153	4	the	the	DET
easat-6383	153	5	database	database	NOUN
easat-6383	153	6	emphasizes	emphasize	VERB
easat-6383	153	7	the	the	DET
easat-6383	153	8	scope	scope	NOUN
easat-6383	153	9	of	of	ADP
easat-6383	153	10	analyzing	analyze	VERB
easat-6383	153	11	worldwide	worldwide	ADJ
easat-6383	153	12	purchase	purchase	NOUN
easat-6383	153	13	behavior	behavior	NOUN
easat-6383	153	14	,	,	PUNCT
easat-6383	153	15	customer	customer	NOUN
easat-6383	153	16	preferences	preference	NOUN
easat-6383	153	17	and	and	CCONJ
easat-6383	153	18	tastes	taste	NOUN
easat-6383	153	19	,	,	PUNCT
easat-6383	153	20	and	and	CCONJ
easat-6383	153	21	inventory	inventory	NOUN
easat-6383	153	22	patterns	pattern	NOUN
easat-6383	153	23	.	.	PUNCT
easat-6383	154	1	the	the	DET
easat-6383	154	2	numerous	numerous	ADJ
easat-6383	154	3	counts	count	NOUN
easat-6383	154	4	of	of	ADP
easat-6383	154	5	unique	unique	ADJ
easat-6383	154	6	goods	good	NOUN
easat-6383	154	7	signifies	signify	VERB
easat-6383	154	8	a	a	DET
easat-6383	154	9	diversified	diversified	ADJ
easat-6383	154	10	inventory	inventory	NOUN
easat-6383	154	11	that	that	PRON
easat-6383	154	12	may	may	AUX
easat-6383	154	13	call	call	VERB
easat-6383	154	14	for	for	ADP
easat-6383	154	15	good	good	ADJ
easat-6383	154	16	inventory	inventory	NOUN
easat-6383	154	17	management	management	NOUN
easat-6383	154	18	and	and	CCONJ
easat-6383	154	19	demand	demand	NOUN
easat-6383	154	20	forecasting	forecasting	NOUN
easat-6383	154	21	techniques	technique	NOUN
easat-6383	154	22	.	.	PUNCT
easat-6383	155	1	the	the	DET
easat-6383	155	2	geographic	geographic	ADJ
easat-6383	155	3	coverage	coverage	NOUN
easat-6383	155	4	of	of	ADP
easat-6383	155	5	the	the	DET
easat-6383	155	6	database	database	NOUN
easat-6383	155	7	in	in	ADP
easat-6383	155	8	multiple	multiple	ADJ
easat-6383	155	9	countries	country	NOUN
easat-6383	155	10	also	also	ADV
easat-6383	155	11	poses	pose	VERB
easat-6383	155	12	an	an	DET
easat-6383	155	13	opportunity	opportunity	NOUN
easat-6383	155	14	to	to	PART
easat-6383	155	15	investigate	investigate	VERB
easat-6383	155	16	cross	cross	ADJ
easat-6383	155	17	-	-	ADJ
easat-6383	155	18	country	country	ADJ
easat-6383	155	19	variation	variation	NOUN
easat-6383	155	20	of	of	ADP
easat-6383	155	21	purchase	purchase	NOUN
easat-6383	155	22	behavior	behavior	NOUN
easat-6383	155	23	.	.	PUNCT
easat-6383	156	1	the	the	DET
easat-6383	156	2	identification	identification	NOUN
easat-6383	156	3	of	of	ADP
easat-6383	156	4	such	such	ADJ
easat-6383	156	5	vital	vital	ADJ
easat-6383	156	6	metrics	metric	NOUN
easat-6383	156	7	will	will	AUX
easat-6383	156	8	optimize	optimize	VERB
easat-6383	156	9	inventory	inventory	NOUN
easat-6383	156	10	levels	level	NOUN
easat-6383	156	11	,	,	PUNCT
easat-6383	156	12	refine	refine	VERB
easat-6383	156	13	customer	customer	NOUN
easat-6383	156	14	segmentation	segmentation	NOUN
easat-6383	156	15	,	,	PUNCT
easat-6383	156	16	and	and	CCONJ
easat-6383	156	17	maximize	maximize	VERB
easat-6383	156	18	selling	selling	NOUN
easat-6383	156	19	strategies	strategy	NOUN
easat-6383	156	20	toward	toward	ADP
easat-6383	156	21	making	make	VERB
easat-6383	156	22	good	good	ADJ
easat-6383	156	23	business	business	NOUN
easat-6383	156	24	decisions	decision	NOUN
easat-6383	156	25	.	.	PUNCT
easat-6383	157	1	table	table	NOUN
easat-6383	157	2	3	3	NUM
easat-6383	157	3	.	.	NOUN
easat-6383	157	4	retails	retail	VERB
easat-6383	157	5	country	country	NOUN
easat-6383	157	6	data	data	PROPN
easat-6383	157	7	united	united	PROPN
easat-6383	157	8	kingdom	kingdom	PROPN
easat-6383	157	9	356728	356728	NUM
easat-6383	157	10	germany	germany	PROPN
easat-6383	157	11	9480	9480	NUM
easat-6383	157	12	france	france	PROPN
easat-6383	157	13	8475	8475	NUM
easat-6383	157	14	eire	eire	NOUN
easat-6383	157	15	7475	7475	NUM
easat-6383	157	16	spain	spain	PROPN
easat-6383	157	17	2528	2528	NUM
easat-6383	157	18	netherlands	netherlands	PROPN
easat-6383	157	19	2371	2371	NUM
easat-6383	157	20	in	in	ADP
easat-6383	157	21	table	table	NOUN
easat-6383	157	22	3	3	NUM
easat-6383	157	23	the	the	DET
easat-6383	157	24	database	database	NOUN
easat-6383	157	25	has	have	VERB
easat-6383	157	26	37	37	NUM
easat-6383	157	27	countries	country	NOUN
easat-6383	157	28	'	'	PART
easat-6383	157	29	transactions	transaction	NOUN
easat-6383	157	30	with	with	ADP
easat-6383	157	31	most	most	ADJ
easat-6383	157	32	of	of	ADP
easat-6383	157	33	them	they	PRON
easat-6383	157	34	belonging	belong	VERB
easat-6383	157	35	to	to	ADP
easat-6383	157	36	the	the	DET
easat-6383	157	37	united	united	ADJ
easat-6383	157	38	kingdom	kingdom	NOUN
easat-6383	157	39	with	with	ADP
easat-6383	157	40	356,728	356,728	NUM
easat-6383	157	41	transactions	transaction	NOUN
easat-6383	157	42	making	make	VERB
easat-6383	157	43	it	it	PRON
easat-6383	157	44	the	the	DET
easat-6383	157	45	top	top	ADJ
easat-6383	157	46	market	market	NOUN
easat-6383	157	47	.	.	PUNCT
easat-6383	158	1	other	other	ADJ
easat-6383	158	2	countries	country	NOUN
easat-6383	158	3	that	that	PRON
easat-6383	158	4	follow	follow	VERB
easat-6383	158	5	include	include	VERB
easat-6383	158	6	9,480	9,480	NUM
easat-6383	158	7	in	in	ADP
easat-6383	158	8	germany	germany	PROPN
easat-6383	158	9	,	,	PUNCT
easat-6383	158	10	8,475	8,475	NUM
easat-6383	158	11	of	of	ADP
easat-6383	158	12	france	france	PROPN
easat-6383	158	13	,	,	PUNCT
easat-6383	158	14	and	and	CCONJ
easat-6383	158	15	7,475	7,475	NUM
easat-6383	158	16	of	of	ADP
easat-6383	158	17	eire(ireland	eire(ireland	PROPN
easat-6383	158	18	)	)	PUNCT
easat-6383	158	19	showing	show	VERB
easat-6383	158	20	good	good	ADJ
easat-6383	158	21	sales	sale	NOUN
easat-6383	158	22	within	within	ADP
easat-6383	158	23	the	the	DET
easat-6383	158	24	continent	continent	NOUN
easat-6383	158	25	of	of	ADP
easat-6383	158	26	europe	europe	PROPN
easat-6383	158	27	.	.	PUNCT
easat-6383	159	1	other	other	ADJ
easat-6383	159	2	countries	country	NOUN
easat-6383	159	3	that	that	PRON
easat-6383	159	4	also	also	ADV
easat-6383	159	5	play	play	VERB
easat-6383	159	6	a	a	DET
easat-6383	159	7	large	large	ADJ
easat-6383	159	8	role	role	NOUN
easat-6383	159	9	include	include	VERB
easat-6383	159	10	2,528	2,528	NUM
easat-6383	159	11	in	in	ADP
easat-6383	159	12	spain	spain	PROPN
easat-6383	159	13	,	,	PUNCT
easat-6383	159	14	2,371	2,371	NUM
easat-6383	159	15	in	in	ADP
easat-6383	159	16	the	the	DET
easat-6383	159	17	netherlands	netherlands	PROPN
easat-6383	159	18	,	,	PUNCT
easat-6383	159	19	2,069	2,069	NUM
easat-6383	159	20	in	in	ADP
easat-6383	159	21	belgium	belgium	NOUN
easat-6383	159	22	,	,	PUNCT
easat-6383	159	23	and	and	CCONJ
easat-6383	159	24	1,877	1,877	NUM
easat-6383	159	25	in	in	ADP
easat-6383	159	26	switzerland	switzerland	PROPN
easat-6383	159	27	.	.	PUNCT
easat-6383	160	1	out	out	ADP
easat-6383	160	2	of	of	ADP
easat-6383	160	3	europe	europe	PROPN
easat-6383	160	4	,	,	PUNCT
easat-6383	160	5	1,258	1,258	NUM
easat-6383	160	6	from	from	ADP
easat-6383	160	7	australia	australia	PROPN
easat-6383	160	8	,	,	PUNCT
easat-6383	160	9	1,086	1,086	NUM
easat-6383	160	10	from	from	ADP
easat-6383	160	11	norway	norway	PROPN
easat-6383	160	12	,	,	PUNCT
easat-6383	160	13	358	358	NUM
easat-6383	160	14	from	from	ADP
easat-6383	160	15	japan	japan	PROPN
easat-6383	160	16	,	,	PUNCT
easat-6383	160	17	and	and	CCONJ
easat-6383	160	18	291	291	NUM
easat-6383	160	19	from	from	ADP
easat-6383	160	20	the	the	DET
easat-6383	160	21	usa	usa	PROPN
easat-6383	160	22	also	also	ADV
easat-6383	160	23	play	play	VERB
easat-6383	160	24	a	a	DET
easat-6383	160	25	large	large	ADJ
easat-6383	160	26	role	role	NOUN
easat-6383	160	27	in	in	ADP
easat-6383	160	28	the	the	DET
easat-6383	160	29	database	database	NOUN
easat-6383	160	30	.	.	PUNCT
easat-6383	161	1	also	also	ADV
easat-6383	161	2	,	,	PUNCT
easat-6383	161	3	241	241	NUM
easat-6383	161	4	of	of	ADP
easat-6383	161	5	the	the	DET
easat-6383	161	6	transactions	transaction	NOUN
easat-6383	161	7	are	be	AUX
easat-6383	161	8	labeled	label	VERB
easat-6383	161	9	as	as	ADP
easat-6383	161	10	"	"	PUNCT
easat-6383	161	11	unspecified	unspecified	ADJ
easat-6383	161	12	,	,	PUNCT
easat-6383	161	13	"	"	PUNCT
easat-6383	161	14	and	and	CCONJ
easat-6383	161	15	it	it	PRON
easat-6383	161	16	might	might	AUX
easat-6383	161	17	be	be	AUX
easat-6383	161	18	that	that	SCONJ
easat-6383	161	19	they	they	PRON
easat-6383	161	20	need	need	VERB
easat-6383	161	21	further	further	ADJ
easat-6383	161	22	analysis	analysis	NOUN
easat-6383	161	23	to	to	PART
easat-6383	161	24	identify	identify	VERB
easat-6383	161	25	the	the	DET
easat-6383	161	26	source	source	NOUN
easat-6383	161	27	of	of	ADP
easat-6383	161	28	the	the	DET
easat-6383	161	29	transactions	transaction	NOUN
easat-6383	161	30	.	.	PUNCT
easat-6383	162	1	the	the	DET
easat-6383	162	2	occurrence	occurrence	NOUN
easat-6383	162	3	of	of	ADP
easat-6383	162	4	countries	country	NOUN
easat-6383	162	5	with	with	ADP
easat-6383	162	6	lower	low	ADJ
easat-6383	162	7	transaction	transaction	NOUN
easat-6383	162	8	figures	figure	NOUN
easat-6383	162	9	,	,	PUNCT
easat-6383	162	10	including	include	VERB
easat-6383	162	11	saudi	saudi	PROPN
easat-6383	162	12	arabia	arabia	PROPN
easat-6383	162	13	(	(	PUNCT
easat-6383	162	14	10	10	NUM
easat-6383	162	15	)	)	PUNCT
easat-6383	162	16	and	and	CCONJ
easat-6383	162	17	bahrain	bahrain	NOUN
easat-6383	162	18	(	(	PUNCT
easat-6383	162	19	17	17	NUM
easat-6383	162	20	)	)	PUNCT
easat-6383	162	21	,	,	PUNCT
easat-6383	162	22	indicates	indicate	VERB
easat-6383	162	23	minimal	minimal	ADJ
easat-6383	162	24	penetration	penetration	NOUN
easat-6383	162	25	within	within	ADP
easat-6383	162	26	the	the	DET
easat-6383	162	27	respective	respective	ADJ
easat-6383	162	28	countries	country	NOUN
easat-6383	162	29	.	.	PUNCT
easat-6383	163	1	the	the	DET
easat-6383	163	2	figures	figure	NOUN
easat-6383	163	3	overall	overall	ADV
easat-6383	163	4	imply	imply	VERB
easat-6383	163	5	a	a	DET
easat-6383	163	6	geographically	geographically	ADV
easat-6383	163	7	dispersed	disperse	VERB
easat-6383	163	8	customer	customer	NOUN
easat-6383	163	9	base	base	NOUN
easat-6383	163	10	and	and	CCONJ
easat-6383	163	11	the	the	DET
easat-6383	163	12	need	need	NOUN
easat-6383	163	13	for	for	ADP
easat-6383	163	14	localized	localized	ADJ
easat-6383	163	15	sales	sale	NOUN
easat-6383	163	16	analysis	analysis	NOUN
easat-6383	163	17	and	and	CCONJ
easat-6383	163	18	customized	customize	VERB
easat-6383	163	19	inventory	inventory	NOUN
easat-6383	163	20	management	management	NOUN
easat-6383	163	21	strategies	strategy	NOUN
easat-6383	163	22	.	.	PUNCT
easat-6383	164	1	the	the	DET
easat-6383	164	2	set	set	NOUN
easat-6383	164	3	of	of	ADP
easat-6383	164	4	checks	check	NOUN
easat-6383	164	5	has	have	AUX
easat-6383	164	6	passed	pass	VERB
easat-6383	164	7	,	,	PUNCT
easat-6383	164	8	the	the	DET
easat-6383	164	9	database	database	NOUN
easat-6383	164	10	is	be	AUX
easat-6383	164	11	now	now	ADV
easat-6383	164	12	set	set	VERB
easat-6383	164	13	for	for	ADP
easat-6383	164	14	further	further	ADJ
easat-6383	164	15	analysis	analysis	NOUN
easat-6383	164	16	such	such	ADJ
easat-6383	164	17	that	that	DET
easat-6383	164	18	demand	demand	NOUN
easat-6383	164	19	prediction	prediction	NOUN
easat-6383	164	20	,	,	PUNCT
easat-6383	164	21	customer	customer	NOUN
easat-6383	164	22	segregation	segregation	NOUN
easat-6383	164	23	,	,	PUNCT
easat-6383	164	24	and	and	CCONJ
easat-6383	164	25	inventory	inventory	NOUN
easat-6383	164	26	optimization	optimization	NOUN
easat-6383	164	27	will	will	AUX
easat-6383	164	28	be	be	AUX
easat-6383	164	29	feasible	feasible	ADJ
easat-6383	164	30	.	.	PUNCT
easat-6383	165	1	1801	1801	NUM
easat-6383	165	2	edelweiss	edelweiss	PROPN
easat-6383	165	3	applied	apply	VERB
easat-6383	165	4	science	science	NOUN
easat-6383	165	5	and	and	CCONJ
easat-6383	165	6	technology	technology	NOUN
easat-6383	165	7	issn	issn	PROPN
easat-6383	165	8	:	:	PUNCT
easat-6383	165	9	2576	2576	NUM
easat-6383	165	10	-	-	SYM
easat-6383	165	11	8484	8484	NUM
easat-6383	165	12	vol	vol	NOUN
easat-6383	165	13	.	.	PROPN
easat-6383	166	1	9	9	NUM
easat-6383	166	2	,	,	PUNCT
easat-6383	166	3	no	no	INTJ
easat-6383	166	4	.	.	NOUN
easat-6383	166	5	4	4	NUM
easat-6383	166	6	:	:	SYM
easat-6383	166	7	1795	1795	NUM
easat-6383	166	8	-	-	SYM
easat-6383	166	9	1807	1807	NUM
easat-6383	166	10	,	,	PUNCT
easat-6383	166	11	2025	2025	NUM
easat-6383	166	12	doi	doi	NOUN
easat-6383	166	13	:	:	PUNCT
easat-6383	166	14	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	166	15	©	©	PROPN
easat-6383	166	16	2025	2025	NUM
easat-6383	166	17	by	by	ADP
easat-6383	166	18	the	the	DET
easat-6383	166	19	authors	author	NOUN
easat-6383	166	20	;	;	PUNCT
easat-6383	166	21	licensee	licensee	PROPN
easat-6383	166	22	learning	learning	NOUN
easat-6383	166	23	gate	gate	NOUN
easat-6383	166	24	in	in	ADP
easat-6383	166	25	fig	fig	NOUN
easat-6383	166	26	1	1	NUM
easat-6383	166	27	,	,	PUNCT
easat-6383	166	28	the	the	DET
easat-6383	166	29	dataset	dataset	NOUN
easat-6383	166	30	provides	provide	VERB
easat-6383	166	31	a	a	DET
easat-6383	166	32	comprehensive	comprehensive	ADJ
easat-6383	166	33	view	view	NOUN
easat-6383	166	34	of	of	ADP
easat-6383	166	35	inventory	inventory	NOUN
easat-6383	166	36	transactions	transaction	NOUN
easat-6383	166	37	across	across	ADP
easat-6383	166	38	37	37	NUM
easat-6383	166	39	countries	country	NOUN
easat-6383	166	40	,	,	PUNCT
easat-6383	166	41	with	with	ADP
easat-6383	166	42	the	the	DET
easat-6383	166	43	united	united	PROPN
easat-6383	166	44	kingdom	kingdom	PROPN
easat-6383	166	45	being	be	AUX
easat-6383	166	46	the	the	DET
easat-6383	166	47	dominant	dominant	ADJ
easat-6383	166	48	market	market	NOUN
easat-6383	166	49	.	.	PUNCT
easat-6383	167	1	the	the	DET
easat-6383	167	2	presence	presence	NOUN
easat-6383	167	3	of	of	ADP
easat-6383	167	4	22,190	22,190	NUM
easat-6383	167	5	transactions	transaction	NOUN
easat-6383	167	6	,	,	PUNCT
easat-6383	167	7	3,684	3,684	NUM
easat-6383	167	8	unique	unique	ADJ
easat-6383	167	9	products	product	NOUN
easat-6383	167	10	,	,	PUNCT
easat-6383	167	11	and	and	CCONJ
easat-6383	167	12	4,372	4,372	NUM
easat-6383	167	13	distinct	distinct	ADJ
easat-6383	167	14	bar	bar	NOUN
easat-6383	167	15	charts	chart	NOUN
easat-6383	167	16	visualizes	visualize	VERB
easat-6383	167	17	the	the	DET
easat-6383	167	18	top	top	ADJ
easat-6383	167	19	10	10	NUM
easat-6383	167	20	countries	country	NOUN
easat-6383	167	21	with	with	ADP
easat-6383	167	22	the	the	DET
easat-6383	167	23	highest	high	ADJ
easat-6383	167	24	number	number	NOUN
easat-6383	167	25	of	of	ADP
easat-6383	167	26	transactions	transaction	NOUN
easat-6383	167	27	in	in	ADP
easat-6383	167	28	the	the	DET
easat-6383	167	29	dataset	dataset	NOUN
easat-6383	167	30	.	.	PUNCT
easat-6383	168	1	the	the	DET
easat-6383	168	2	united	united	PROPN
easat-6383	168	3	kingdom	kingdom	PROPN
easat-6383	168	4	overwhelmingly	overwhelmingly	ADV
easat-6383	168	5	dominates	dominate	VERB
easat-6383	168	6	the	the	DET
easat-6383	168	7	transaction	transaction	NOUN
easat-6383	168	8	count	count	NOUN
easat-6383	168	9	,	,	PUNCT
easat-6383	168	10	far	far	ADV
easat-6383	168	11	surpassing	surpass	VERB
easat-6383	168	12	all	all	DET
easat-6383	168	13	other	other	ADJ
easat-6383	168	14	countries	country	NOUN
easat-6383	168	15	.	.	PUNCT
easat-6383	169	1	germany	germany	PROPN
easat-6383	169	2	,	,	PUNCT
easat-6383	169	3	france	france	PROPN
easat-6383	169	4	,	,	PUNCT
easat-6383	169	5	and	and	CCONJ
easat-6383	169	6	eire	eire	PROPN
easat-6383	169	7	(	(	PUNCT
easat-6383	169	8	ireland	ireland	NOUN
easat-6383	169	9	)	)	PUNCT
easat-6383	169	10	follow	follow	VERB
easat-6383	169	11	,	,	PUNCT
easat-6383	169	12	but	but	CCONJ
easat-6383	169	13	their	their	PRON
easat-6383	169	14	transaction	transaction	NOUN
easat-6383	169	15	volumes	volume	NOUN
easat-6383	169	16	are	be	AUX
easat-6383	169	17	significantly	significantly	ADV
easat-6383	169	18	lower	low	ADJ
easat-6383	169	19	.	.	PUNCT
easat-6383	170	1	this	this	PRON
easat-6383	170	2	suggests	suggest	VERB
easat-6383	170	3	that	that	SCONJ
easat-6383	170	4	the	the	DET
easat-6383	170	5	dataset	dataset	NOUN
easat-6383	170	6	is	be	AUX
easat-6383	170	7	primarily	primarily	ADV
easat-6383	170	8	influenced	influence	VERB
easat-6383	170	9	by	by	ADP
easat-6383	170	10	uk	uk	PROPN
easat-6383	170	11	-	-	PUNCT
easat-6383	170	12	based	base	VERB
easat-6383	170	13	transactions	transaction	NOUN
easat-6383	170	14	,	,	PUNCT
easat-6383	170	15	making	make	VERB
easat-6383	170	16	it	it	PRON
easat-6383	170	17	the	the	DET
easat-6383	170	18	focal	focal	ADJ
easat-6383	170	19	point	point	NOUN
easat-6383	170	20	for	for	ADP
easat-6383	170	21	sales	sale	NOUN
easat-6383	170	22	and	and	CCONJ
easat-6383	170	23	inventory	inventory	NOUN
easat-6383	170	24	analysis	analysis	NOUN
easat-6383	170	25	.	.	PUNCT
easat-6383	171	1	the	the	DET
easat-6383	171	2	skewed	skewed	ADJ
easat-6383	171	3	distribution	distribution	NOUN
easat-6383	171	4	may	may	AUX
easat-6383	171	5	indicate	indicate	VERB
easat-6383	171	6	a	a	DET
easat-6383	171	7	uk	uk	ADJ
easat-6383	171	8	-	-	ADJ
easat-6383	171	9	centric	centric	ADJ
easat-6383	171	10	business	business	NOUN
easat-6383	171	11	operation	operation	NOUN
easat-6383	171	12	,	,	PUNCT
easat-6383	171	13	requiring	require	VERB
easat-6383	171	14	tailored	tailor	VERB
easat-6383	171	15	strategies	strategy	NOUN
easat-6383	171	16	for	for	ADP
easat-6383	171	17	international	international	ADJ
easat-6383	171	18	expansion	expansion	NOUN
easat-6383	171	19	.	.	PUNCT
easat-6383	172	1	figure	figure	NOUN
easat-6383	172	2	1	1	NUM
easat-6383	172	3	.	.	PUNCT
easat-6383	173	1	country	country	NOUN
easat-6383	173	2	with	with	ADP
easat-6383	173	3	most	most	ADJ
easat-6383	173	4	number	number	NOUN
easat-6383	173	5	of	of	ADP
easat-6383	173	6	transaction	transaction	NOUN
easat-6383	173	7	in	in	ADP
easat-6383	173	8	figure	figure	NOUN
easat-6383	173	9	2	2	NUM
easat-6383	173	10	,	,	PUNCT
easat-6383	173	11	the	the	DET
easat-6383	173	12	monthly	monthly	ADJ
easat-6383	173	13	patterns	pattern	NOUN
easat-6383	173	14	of	of	ADP
easat-6383	173	15	2011	2011	NUM
easat-6383	173	16	and	and	CCONJ
easat-6383	173	17	2010	2010	NUM
easat-6383	173	18	sales	sale	NOUN
easat-6383	173	19	during	during	ADP
easat-6383	173	20	the	the	DET
easat-6383	173	21	period	period	NOUN
easat-6383	173	22	of	of	ADP
easat-6383	173	23	the	the	DET
easat-6383	173	24	time	time	NOUN
easat-6383	173	25	are	be	AUX
easat-6383	173	26	reflected	reflect	VERB
easat-6383	173	27	in	in	ADP
easat-6383	173	28	the	the	DET
easat-6383	173	29	line	line	NOUN
easat-6383	173	30	graph	graph	NOUN
easat-6383	173	31	.	.	PUNCT
easat-6383	174	1	the	the	DET
easat-6383	174	2	constant	constant	ADJ
easat-6383	174	3	growth	growth	NOUN
easat-6383	174	4	of	of	ADP
easat-6383	174	5	the	the	DET
easat-6383	174	6	sales	sale	NOUN
easat-6383	174	7	during	during	ADP
easat-6383	174	8	2011	2011	NUM
easat-6383	174	9	with	with	ADP
easat-6383	174	10	a	a	DET
easat-6383	174	11	sudden	sudden	ADJ
easat-6383	174	12	jump	jump	NOUN
easat-6383	174	13	during	during	ADP
easat-6383	174	14	november	november	PROPN
easat-6383	174	15	may	may	AUX
easat-6383	174	16	be	be	AUX
easat-6383	174	17	attributed	attribute	VERB
easat-6383	174	18	to	to	ADP
easat-6383	174	19	holiday	holiday	NOUN
easat-6383	174	20	and	and	CCONJ
easat-6383	174	21	seasonal	seasonal	ADJ
easat-6383	174	22	demand	demand	NOUN
easat-6383	174	23	.	.	PUNCT
easat-6383	175	1	the	the	DET
easat-6383	175	2	sudden	sudden	ADJ
easat-6383	175	3	fall	fall	NOUN
easat-6383	175	4	during	during	ADP
easat-6383	175	5	december	december	PROPN
easat-6383	175	6	may	may	AUX
easat-6383	175	7	be	be	AUX
easat-6383	175	8	attributed	attribute	VERB
easat-6383	175	9	to	to	ADP
easat-6383	175	10	lower	low	ADJ
easat-6383	175	11	holiday	holiday	NOUN
easat-6383	175	12	aftermath	aftermath	NOUN
easat-6383	175	13	sales	sale	NOUN
easat-6383	175	14	or	or	CCONJ
easat-6383	175	15	lost	lose	VERB
easat-6383	175	16	data	datum	NOUN
easat-6383	175	17	towards	towards	ADP
easat-6383	175	18	the	the	DET
easat-6383	175	19	latter	latter	ADJ
easat-6383	175	20	half	half	NOUN
easat-6383	175	21	of	of	ADP
easat-6383	175	22	the	the	DET
easat-6383	175	23	month	month	NOUN
easat-6383	175	24	.	.	PUNCT
easat-6383	176	1	the	the	DET
easat-6383	176	2	overall	overall	ADJ
easat-6383	176	3	direction	direction	NOUN
easat-6383	176	4	of	of	ADP
easat-6383	176	5	the	the	DET
easat-6383	176	6	line	line	NOUN
easat-6383	176	7	reflects	reflect	VERB
easat-6383	176	8	a	a	DET
easat-6383	176	9	strong	strong	ADJ
easat-6383	176	10	growth	growth	NOUN
easat-6383	176	11	of	of	ADP
easat-6383	176	12	the	the	DET
easat-6383	176	13	sales	sale	NOUN
easat-6383	176	14	during	during	ADP
easat-6383	176	15	the	the	DET
easat-6383	176	16	year	year	NOUN
easat-6383	176	17	with	with	ADP
easat-6383	176	18	clear	clear	ADJ
easat-6383	176	19	seasonality	seasonality	NOUN
easat-6383	176	20	affecting	affect	VERB
easat-6383	176	21	the	the	DET
easat-6383	176	22	patterns	pattern	NOUN
easat-6383	176	23	of	of	ADP
easat-6383	176	24	the	the	DET
easat-6383	176	25	revenue	revenue	NOUN
easat-6383	176	26	.	.	PUNCT
easat-6383	177	1	1802	1802	NUM
easat-6383	177	2	edelweiss	edelweiss	PROPN
easat-6383	177	3	applied	apply	VERB
easat-6383	177	4	science	science	NOUN
easat-6383	177	5	and	and	CCONJ
easat-6383	177	6	technology	technology	NOUN
easat-6383	177	7	issn	issn	PROPN
easat-6383	177	8	:	:	PUNCT
easat-6383	177	9	2576	2576	NUM
easat-6383	177	10	-	-	SYM
easat-6383	177	11	8484	8484	NUM
easat-6383	177	12	vol	vol	NOUN
easat-6383	177	13	.	.	PROPN
easat-6383	178	1	9	9	NUM
easat-6383	178	2	,	,	PUNCT
easat-6383	178	3	no	no	INTJ
easat-6383	178	4	.	.	NOUN
easat-6383	178	5	4	4	NUM
easat-6383	178	6	:	:	SYM
easat-6383	178	7	1795	1795	NUM
easat-6383	178	8	-	-	SYM
easat-6383	178	9	1807	1807	NUM
easat-6383	178	10	,	,	PUNCT
easat-6383	178	11	2025	2025	NUM
easat-6383	178	12	doi	doi	NOUN
easat-6383	178	13	:	:	PUNCT
easat-6383	178	14	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	178	15	©	©	PROPN
easat-6383	178	16	2025	2025	NUM
easat-6383	178	17	by	by	ADP
easat-6383	178	18	the	the	DET
easat-6383	178	19	authors	author	NOUN
easat-6383	178	20	;	;	PUNCT
easat-6383	178	21	licensee	licensee	PROPN
easat-6383	178	22	learning	learn	VERB
easat-6383	178	23	gate	gate	NOUN
easat-6383	178	24	figure	figure	NOUN
easat-6383	178	25	2	2	NUM
easat-6383	178	26	.	.	PUNCT
easat-6383	178	27	monthly	monthly	ADJ
easat-6383	178	28	sales	sale	NOUN
easat-6383	178	29	over	over	ADP
easat-6383	178	30	time	time	NOUN
easat-6383	178	31	in	in	ADP
easat-6383	178	32	table	table	NOUN
easat-6383	178	33	4	4	NUM
easat-6383	178	34	the	the	DET
easat-6383	178	35	precision	precision	NOUN
easat-6383	178	36	,	,	PUNCT
easat-6383	178	37	recall	recall	NOUN
easat-6383	178	38	,	,	PUNCT
easat-6383	178	39	and	and	CCONJ
easat-6383	178	40	the	the	DET
easat-6383	178	41	f1	f1	NOUN
easat-6383	178	42	-	-	PUNCT
easat-6383	178	43	score	score	NOUN
easat-6383	178	44	are	be	AUX
easat-6383	178	45	1.00	1.00	NUM
easat-6383	178	46	each	each	PRON
easat-6383	178	47	,	,	PUNCT
easat-6383	178	48	indicating	indicate	VERB
easat-6383	178	49	that	that	SCONJ
easat-6383	178	50	the	the	DET
easat-6383	178	51	model	model	NOUN
easat-6383	178	52	accurately	accurately	ADV
easat-6383	178	53	classifies	classify	VERB
easat-6383	178	54	with	with	ADP
easat-6383	178	55	no	no	DET
easat-6383	178	56	errors	error	NOUN
easat-6383	178	57	whatsoever	whatsoever	ADV
easat-6383	178	58	.	.	PUNCT
easat-6383	179	1	accuracy	accuracy	NOUN
easat-6383	179	2	:	:	PUNCT
easat-6383	179	3	100	100	NUM
easat-6383	179	4	%	%	NOUN
easat-6383	179	5	(	(	PUNCT
easat-6383	179	6	1.00	1.00	NUM
easat-6383	179	7	)	)	PUNCT
easat-6383	179	8	on	on	ADP
easat-6383	179	9	80	80	NUM
easat-6383	179	10	,	,	PUNCT
easat-6383	179	11	321	321	NUM
easat-6383	179	12	samples	sample	NOUN
easat-6383	179	13	.	.	PUNCT
easat-6383	180	1	macro	macro	ADJ
easat-6383	180	2	average	average	PROPN
easat-6383	180	3	&	&	CCONJ
easat-6383	180	4	weighted	weight	VERB
easat-6383	180	5	average	average	ADJ
easat-6383	180	6	:	:	PUNCT
easat-6383	180	7	they	they	PRON
easat-6383	180	8	are	be	AUX
easat-6383	180	9	1.00	1.00	NUM
easat-6383	180	10	each	each	PRON
easat-6383	180	11	,	,	PUNCT
easat-6383	180	12	which	which	PRON
easat-6383	180	13	signifies	signify	VERB
easat-6383	180	14	that	that	SCONJ
easat-6383	180	15	the	the	DET
easat-6383	180	16	classes	class	NOUN
easat-6383	180	17	performed	perform	VERB
easat-6383	180	18	equally	equally	ADV
easat-6383	180	19	and	and	CCONJ
easat-6383	180	20	consistently	consistently	ADV
easat-6383	180	21	throughout	throughout	ADV
easat-6383	180	22	.	.	PUNCT
easat-6383	181	1	this	this	PRON
easat-6383	181	2	means	mean	VERB
easat-6383	181	3	that	that	SCONJ
easat-6383	181	4	the	the	DET
easat-6383	181	5	model	model	NOUN
easat-6383	181	6	has	have	AUX
easat-6383	181	7	either	either	CCONJ
easat-6383	181	8	been	be	AUX
easat-6383	181	9	highly	highly	ADV
easat-6383	181	10	trained	train	VERB
easat-6383	181	11	or	or	CCONJ
easat-6383	181	12	possibly	possibly	ADV
easat-6383	181	13	overfit	overfit	VERB
easat-6383	181	14	if	if	SCONJ
easat-6383	181	15	real	real	ADJ
easat-6383	181	16	-	-	PUNCT
easat-6383	181	17	world	world	NOUN
easat-6383	181	18	data	datum	NOUN
easat-6383	181	19	will	will	AUX
easat-6383	181	20	be	be	AUX
easat-6383	181	21	different	different	ADJ
easat-6383	181	22	.	.	PUNCT
easat-6383	182	1	this	this	PRON
easat-6383	182	2	is	be	AUX
easat-6383	182	3	the	the	DET
easat-6383	182	4	ideal	ideal	ADJ
easat-6383	182	5	situation	situation	NOUN
easat-6383	182	6	if	if	SCONJ
easat-6383	182	7	this	this	PRON
easat-6383	182	8	is	be	AUX
easat-6383	182	9	an	an	DET
easat-6383	182	10	experiment	experiment	NOUN
easat-6383	182	11	;	;	PUNCT
easat-6383	182	12	otherwise	otherwise	ADV
easat-6383	182	13	testing	test	VERB
easat-6383	182	14	against	against	ADP
easat-6383	182	15	unseen	unseen	ADJ
easat-6383	182	16	or	or	CCONJ
easat-6383	182	17	varied	varied	ADJ
easat-6383	182	18	data	datum	NOUN
easat-6383	182	19	will	will	AUX
easat-6383	182	20	be	be	AUX
easat-6383	182	21	valuable	valuable	ADJ
easat-6383	182	22	in	in	ADP
easat-6383	182	23	verifying	verify	VERB
easat-6383	182	24	its	its	PRON
easat-6383	182	25	strength	strength	NOUN
easat-6383	182	26	.	.	PUNCT
easat-6383	183	1	table	table	NOUN
easat-6383	183	2	4	4	NUM
easat-6383	183	3	.	.	PUNCT
easat-6383	183	4	classification	classification	NOUN
easat-6383	183	5	report	report	NOUN
easat-6383	183	6	precision	precision	NOUN
easat-6383	183	7	recall	recall	NOUN
easat-6383	183	8	f1	f1	NOUN
easat-6383	183	9	-	-	PUNCT
easat-6383	183	10	score	score	NOUN
easat-6383	183	11	support	support	NOUN
easat-6383	183	12	0	0	NUM
easat-6383	183	13	1	1	NUM
easat-6383	183	14	1	1	NUM
easat-6383	183	15	1	1	NUM
easat-6383	183	16	78635	78635	NUM
easat-6383	183	17	1	1	NUM
easat-6383	183	18	1	1	NUM
easat-6383	183	19	1	1	NUM
easat-6383	183	20	1	1	NUM
easat-6383	183	21	1686	1686	NUM
easat-6383	183	22	accuracy	accuracy	NOUN
easat-6383	183	23	1	1	NUM
easat-6383	183	24	80321	80321	NUM
easat-6383	183	25	maco	maco	PROPN
easat-6383	183	26	average	average	ADJ
easat-6383	183	27	1	1	NUM
easat-6383	183	28	1	1	NUM
easat-6383	183	29	1	1	NUM
easat-6383	183	30	80321	80321	NUM
easat-6383	183	31	weighted	weight	VERB
easat-6383	183	32	average	average	ADJ
easat-6383	183	33	1	1	NUM
easat-6383	183	34	1	1	NUM
easat-6383	183	35	1	1	NUM
easat-6383	183	36	80321	80321	NUM
easat-6383	183	37	4	4	NUM
easat-6383	183	38	.	.	PUNCT
easat-6383	184	1	application	application	NOUN
easat-6383	184	2	i	i	PRON
easat-6383	184	3	prediction	prediction	VERB
easat-6383	184	4	for	for	ADP
easat-6383	184	5	the	the	DET
easat-6383	184	6	next	next	ADJ
easat-6383	184	7	30	30	NUM
easat-6383	184	8	days	day	NOUN
easat-6383	184	9	'	'	PART
easat-6383	184	10	sales	sale	NOUN
easat-6383	184	11	4.1	4.1	NUM
easat-6383	184	12	.	.	PUNCT
easat-6383	185	1	algorithm	algorithm	NOUN
easat-6383	185	2	loads	load	VERB
easat-6383	185	3	the	the	DET
easat-6383	185	4	online	online	ADJ
easat-6383	185	5	retail	retail	ADJ
easat-6383	185	6	dataset	dataset	NOUN
easat-6383	185	7	.	.	PUNCT
easat-6383	186	1	converts	convert	NOUN
easat-6383	186	2	invoicedate	invoicedate	VERB
easat-6383	186	3	to	to	ADP
easat-6383	186	4	a	a	DET
easat-6383	186	5	datetime	datetime	ADJ
easat-6383	186	6	format	format	NOUN
easat-6383	186	7	.	.	PUNCT
easat-6383	187	1	aggregates	aggregate	VERB
easat-6383	187	2	daily	daily	ADJ
easat-6383	187	3	sales	sale	NOUN
easat-6383	187	4	revenue	revenue	NOUN
easat-6383	187	5	.	.	PUNCT
easat-6383	188	1	fits	fit	VERB
easat-6383	188	2	an	an	DET
easat-6383	188	3	arima	arima	NOUN
easat-6383	188	4	(	(	PUNCT
easat-6383	188	5	5,1,0	5,1,0	NUM
easat-6383	188	6	)	)	PUNCT
easat-6383	188	7	model	model	NOUN
easat-6383	188	8	to	to	ADP
easat-6383	188	9	the	the	DET
easat-6383	188	10	sales	sale	NOUN
easat-6383	188	11	data	datum	NOUN
easat-6383	188	12	.	.	PUNCT
easat-6383	189	1	forecasts	forecast	VERB
easat-6383	189	2	the	the	DET
easat-6383	189	3	next	next	ADJ
easat-6383	189	4	30	30	NUM
easat-6383	189	5	days	day	NOUN
easat-6383	189	6	of	of	ADP
easat-6383	189	7	sales	sale	NOUN
easat-6383	189	8	.	.	PUNCT
easat-6383	190	1	plots	plot	VERB
easat-6383	190	2	both	both	CCONJ
easat-6383	190	3	the	the	DET
easat-6383	190	4	historical	historical	ADJ
easat-6383	190	5	sales	sale	NOUN
easat-6383	190	6	and	and	CCONJ
easat-6383	190	7	forecasted	forecast	VERB
easat-6383	190	8	sales	sale	NOUN
easat-6383	190	9	.	.	PUNCT
easat-6383	191	1	1803	1803	NUM
easat-6383	191	2	edelweiss	edelweiss	PROPN
easat-6383	191	3	applied	apply	VERB
easat-6383	191	4	science	science	NOUN
easat-6383	191	5	and	and	CCONJ
easat-6383	191	6	technology	technology	NOUN
easat-6383	191	7	issn	issn	PROPN
easat-6383	191	8	:	:	PUNCT
easat-6383	191	9	2576	2576	NUM
easat-6383	191	10	-	-	SYM
easat-6383	191	11	8484	8484	NUM
easat-6383	191	12	vol	vol	NOUN
easat-6383	191	13	.	.	PROPN
easat-6383	192	1	9	9	NUM
easat-6383	192	2	,	,	PUNCT
easat-6383	192	3	no	no	INTJ
easat-6383	192	4	.	.	NOUN
easat-6383	192	5	4	4	NUM
easat-6383	192	6	:	:	SYM
easat-6383	192	7	1795	1795	NUM
easat-6383	192	8	-	-	SYM
easat-6383	192	9	1807	1807	NUM
easat-6383	192	10	,	,	PUNCT
easat-6383	192	11	2025	2025	NUM
easat-6383	192	12	doi	doi	NOUN
easat-6383	192	13	:	:	PUNCT
easat-6383	192	14	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	192	15	©	©	PROPN
easat-6383	192	16	2025	2025	NUM
easat-6383	192	17	by	by	ADP
easat-6383	192	18	the	the	DET
easat-6383	192	19	authors	author	NOUN
easat-6383	192	20	;	;	PUNCT
easat-6383	192	21	licensee	licensee	PROPN
easat-6383	192	22	learning	learn	VERB
easat-6383	192	23	gate	gate	PROPN
easat-6383	192	24	figure	figure	NOUN
easat-6383	192	25	3	3	NUM
easat-6383	192	26	.	.	PUNCT
easat-6383	193	1	daily	daily	ADJ
easat-6383	193	2	sales	sale	NOUN
easat-6383	193	3	over	over	ADP
easat-6383	193	4	time	time	NOUN
easat-6383	193	5	in	in	ADP
easat-6383	193	6	figure	figure	NOUN
easat-6383	193	7	3	3	NUM
easat-6383	193	8	this	this	DET
easat-6383	193	9	dataset	dataset	NOUN
easat-6383	193	10	is	be	AUX
easat-6383	193	11	valuable	valuable	ADJ
easat-6383	193	12	for	for	ADP
easat-6383	193	13	various	various	ADJ
easat-6383	193	14	analytical	analytical	ADJ
easat-6383	193	15	applications	application	NOUN
easat-6383	193	16	in	in	ADP
easat-6383	193	17	retail	retail	ADJ
easat-6383	193	18	and	and	CCONJ
easat-6383	193	19	e	e	NOUN
easat-6383	193	20	-	-	NOUN
easat-6383	193	21	commerce	commerce	NOUN
easat-6383	193	22	.	.	PUNCT
easat-6383	194	1	market	market	NOUN
easat-6383	194	2	basket	basket	NOUN
easat-6383	194	3	analysis	analysis	NOUN
easat-6383	194	4	helps	helps	AUX
easat-6383	194	5	identify	identify	VERB
easat-6383	194	6	frequently	frequently	ADV
easat-6383	194	7	bought	buy	VERB
easat-6383	194	8	-	-	PUNCT
easat-6383	194	9	together	together	ADP
easat-6383	194	10	items	item	NOUN
easat-6383	194	11	using	use	VERB
easat-6383	194	12	association	association	NOUN
easat-6383	194	13	rule	rule	NOUN
easat-6383	194	14	mining	mining	NOUN
easat-6383	194	15	techniques	technique	NOUN
easat-6383	194	16	like	like	ADP
easat-6383	194	17	the	the	DET
easat-6383	194	18	apriori	apriori	ADJ
easat-6383	194	19	algorithm	algorithm	NOUN
easat-6383	194	20	,	,	PUNCT
easat-6383	194	21	enabling	enable	VERB
easat-6383	194	22	businesses	business	NOUN
easat-6383	194	23	to	to	PART
easat-6383	194	24	optimize	optimize	VERB
easat-6383	194	25	cross	cross	ADJ
easat-6383	194	26	-	-	ADJ
easat-6383	194	27	selling	selling	ADJ
easat-6383	194	28	strategies	strategy	NOUN
easat-6383	194	29	.	.	PUNCT
easat-6383	195	1	the	the	DET
easat-6383	195	2	time	time	NOUN
easat-6383	195	3	series	series	PROPN
easat-6383	195	4	plot	plot	NOUN
easat-6383	195	5	of	of	ADP
easat-6383	195	6	daily	daily	ADJ
easat-6383	195	7	sales	sale	NOUN
easat-6383	195	8	revenue	revenue	NOUN
easat-6383	195	9	from	from	ADP
easat-6383	195	10	the	the	DET
easat-6383	195	11	online	online	ADJ
easat-6383	195	12	retail	retail	ADJ
easat-6383	195	13	dataset	dataset	NOUN
easat-6383	195	14	reveals	reveal	VERB
easat-6383	195	15	significant	significant	ADJ
easat-6383	195	16	fluctuations	fluctuation	NOUN
easat-6383	195	17	in	in	ADP
easat-6383	195	18	revenue	revenue	NOUN
easat-6383	195	19	over	over	ADP
easat-6383	195	20	time	time	NOUN
easat-6383	195	21	,	,	PUNCT
easat-6383	195	22	indicating	indicate	VERB
easat-6383	195	23	variability	variability	NOUN
easat-6383	195	24	in	in	ADP
easat-6383	195	25	customer	customer	NOUN
easat-6383	195	26	purchases	purchase	NOUN
easat-6383	195	27	.	.	PUNCT
easat-6383	196	1	several	several	ADJ
easat-6383	196	2	sharp	sharp	ADJ
easat-6383	196	3	peaks	peak	NOUN
easat-6383	196	4	suggest	suggest	VERB
easat-6383	196	5	high	high	ADJ
easat-6383	196	6	sales	sale	NOUN
easat-6383	196	7	days	day	NOUN
easat-6383	196	8	,	,	PUNCT
easat-6383	196	9	possibly	possibly	ADV
easat-6383	196	10	due	due	ADP
easat-6383	196	11	to	to	ADP
easat-6383	196	12	promotions	promotion	NOUN
easat-6383	196	13	,	,	PUNCT
easat-6383	196	14	seasonal	seasonal	ADJ
easat-6383	196	15	demand	demand	NOUN
easat-6383	196	16	,	,	PUNCT
easat-6383	196	17	or	or	CCONJ
easat-6383	196	18	bulk	bulk	ADJ
easat-6383	196	19	purchases	purchase	NOUN
easat-6383	196	20	by	by	ADP
easat-6383	196	21	certain	certain	ADJ
easat-6383	196	22	customers	customer	NOUN
easat-6383	196	23	.	.	PUNCT
easat-6383	197	1	despite	despite	SCONJ
easat-6383	197	2	these	these	DET
easat-6383	197	3	fluctuations	fluctuation	NOUN
easat-6383	197	4	,	,	PUNCT
easat-6383	197	5	an	an	DET
easat-6383	197	6	overall	overall	ADJ
easat-6383	197	7	upward	upward	ADJ
easat-6383	197	8	trend	trend	NOUN
easat-6383	197	9	is	be	AUX
easat-6383	197	10	noticeable	noticeable	ADJ
easat-6383	197	11	toward	toward	ADP
easat-6383	197	12	the	the	DET
easat-6383	197	13	end	end	NOUN
easat-6383	197	14	of	of	ADP
easat-6383	197	15	the	the	DET
easat-6383	197	16	dataset	dataset	NOUN
easat-6383	197	17	,	,	PUNCT
easat-6383	197	18	which	which	PRON
easat-6383	197	19	could	could	AUX
easat-6383	197	20	indicate	indicate	VERB
easat-6383	197	21	growing	grow	VERB
easat-6383	197	22	customer	customer	NOUN
easat-6383	197	23	engagement	engagement	NOUN
easat-6383	197	24	,	,	PUNCT
easat-6383	197	25	an	an	DET
easat-6383	197	26	expanding	expand	VERB
easat-6383	197	27	product	product	NOUN
easat-6383	197	28	range	range	NOUN
easat-6383	197	29	,	,	PUNCT
easat-6383	197	30	or	or	CCONJ
easat-6383	197	31	increased	increase	VERB
easat-6383	197	32	market	market	NOUN
easat-6383	197	33	reach	reach	NOUN
easat-6383	197	34	.	.	PUNCT
easat-6383	198	1	understanding	understand	VERB
easat-6383	198	2	these	these	DET
easat-6383	198	3	trends	trend	NOUN
easat-6383	198	4	can	can	AUX
easat-6383	198	5	help	help	VERB
easat-6383	198	6	businesses	business	NOUN
easat-6383	198	7	optimize	optimize	VERB
easat-6383	198	8	inventory	inventory	NOUN
easat-6383	198	9	,	,	PUNCT
easat-6383	198	10	forecast	forecast	NOUN
easat-6383	198	11	demand	demand	NOUN
easat-6383	198	12	,	,	PUNCT
easat-6383	198	13	and	and	CCONJ
easat-6383	198	14	implement	implement	VERB
easat-6383	198	15	targeted	target	VERB
easat-6383	198	16	marketing	marketing	NOUN
easat-6383	198	17	strategies	strategy	NOUN
easat-6383	198	18	to	to	PART
easat-6383	198	19	enhance	enhance	VERB
easat-6383	198	20	revenue	revenue	NOUN
easat-6383	198	21	.	.	PUNCT
easat-6383	199	1	in	in	ADP
easat-6383	199	2	fig	fig	NOUN
easat-6383	199	3	4	4	NUM
easat-6383	199	4	this	this	DET
easat-6383	199	5	set	set	NOUN
easat-6383	199	6	of	of	ADP
easat-6383	199	7	data	datum	NOUN
easat-6383	199	8	has	have	VERB
easat-6383	199	9	multiple	multiple	ADJ
easat-6383	199	10	analytical	analytical	ADJ
easat-6383	199	11	applications	application	NOUN
easat-6383	199	12	within	within	ADP
easat-6383	199	13	the	the	DET
easat-6383	199	14	area	area	NOUN
easat-6383	199	15	of	of	ADP
easat-6383	199	16	business	business	NOUN
easat-6383	199	17	and	and	CCONJ
easat-6383	199	18	commerce	commerce	PROPN
easat-6383	199	19	.	.	PUNCT
easat-6383	200	1	market	market	NOUN
easat-6383	200	2	basket	basket	NOUN
easat-6383	200	3	analysis	analysis	NOUN
easat-6383	200	4	helps	help	VERB
easat-6383	200	5	in	in	ADP
easat-6383	200	6	the	the	DET
easat-6383	200	7	identification	identification	NOUN
easat-6383	200	8	of	of	ADP
easat-6383	200	9	the	the	DET
easat-6383	200	10	often	often	ADV
easat-6383	200	11	purchased	purchase	VERB
easat-6383	200	12	-	-	PUNCT
easat-6383	200	13	together	together	ADP
easat-6383	200	14	item	item	NOUN
easat-6383	200	15	pairs	pair	NOUN
easat-6383	200	16	based	base	VERB
easat-6383	200	17	on	on	ADP
easat-6383	200	18	the	the	DET
easat-6383	200	19	rules	rule	NOUN
easat-6383	200	20	supplied	supply	VERB
easat-6383	200	21	the	the	DET
easat-6383	200	22	supplied	supply	VERB
easat-6383	200	23	time	time	NOUN
easat-6383	200	24	series	series	PROPN
easat-6383	200	25	plot	plot	NOUN
easat-6383	200	26	plots	plot	VERB
easat-6383	200	27	the	the	DET
easat-6383	200	28	observed	observe	VERB
easat-6383	200	29	sale	sale	NOUN
easat-6383	200	30	revenue	revenue	NOUN
easat-6383	200	31	against	against	ADP
easat-6383	200	32	a	a	DET
easat-6383	200	33	30	30	NUM
easat-6383	200	34	-	-	PUNCT
easat-6383	200	35	day	day	NOUN
easat-6383	200	36	prediction	prediction	NOUN
easat-6383	200	37	.	.	PUNCT
easat-6383	201	1	the	the	DET
easat-6383	201	2	blue	blue	ADJ
easat-6383	201	3	plot	plot	NOUN
easat-6383	201	4	of	of	ADP
easat-6383	201	5	the	the	DET
easat-6383	201	6	sale	sale	NOUN
easat-6383	201	7	figures	figure	NOUN
easat-6383	201	8	has	have	VERB
easat-6383	201	9	a	a	DET
easat-6383	201	10	lot	lot	NOUN
easat-6383	201	11	of	of	ADP
easat-6383	201	12	variation	variation	NOUN
easat-6383	201	13	with	with	ADP
easat-6383	201	14	multiple	multiple	ADJ
easat-6383	201	15	maxima	maxima	NOUN
easat-6383	201	16	and	and	CCONJ
easat-6383	201	17	indicates	indicate	VERB
easat-6383	201	18	the	the	DET
easat-6383	201	19	variation	variation	NOUN
easat-6383	201	20	of	of	ADP
easat-6383	201	21	the	the	DET
easat-6383	201	22	sale	sale	NOUN
easat-6383	201	23	activities	activity	NOUN
easat-6383	201	24	with	with	ADP
easat-6383	201	25	the	the	DET
easat-6383	201	26	passage	passage	NOUN
easat-6383	201	27	of	of	ADP
easat-6383	201	28	time	time	NOUN
easat-6383	201	29	.	.	PUNCT
easat-6383	202	1	the	the	DET
easat-6383	202	2	red	red	PROPN
easat-6383	202	3	dashed	dash	VERB
easat-6383	202	4	line	line	NOUN
easat-6383	202	5	indicates	indicate	VERB
easat-6383	202	6	the	the	DET
easat-6383	202	7	predicted	predict	VERB
easat-6383	202	8	sale	sale	NOUN
easat-6383	202	9	and	and	CCONJ
easat-6383	202	10	displays	display	VERB
easat-6383	202	11	a	a	DET
easat-6383	202	12	reasonably	reasonably	ADV
easat-6383	202	13	stable	stable	ADJ
easat-6383	202	14	trend	trend	NOUN
easat-6383	202	15	with	with	ADP
easat-6383	202	16	small	small	ADJ
easat-6383	202	17	variances	variance	NOUN
easat-6383	202	18	.	.	PUNCT
easat-6383	203	1	the	the	DET
easat-6383	203	2	prediction	prediction	NOUN
easat-6383	203	3	follows	follow	VERB
easat-6383	203	4	the	the	DET
easat-6383	203	5	patterns	pattern	NOUN
easat-6383	203	6	of	of	ADP
easat-6383	203	7	the	the	DET
easat-6383	203	8	previous	previous	ADJ
easat-6383	203	9	few	few	ADJ
easat-6383	203	10	days	day	NOUN
easat-6383	203	11	and	and	CCONJ
easat-6383	203	12	captures	capture	VERB
easat-6383	203	13	the	the	DET
easat-6383	203	14	underlying	underlie	VERB
easat-6383	203	15	behavior	behavior	NOUN
easat-6383	203	16	of	of	ADP
easat-6383	203	17	the	the	DET
easat-6383	203	18	data	datum	NOUN
easat-6383	203	19	.	.	PUNCT
easat-6383	204	1	this	this	DET
easat-6383	204	2	prediction	prediction	NOUN
easat-6383	204	3	will	will	AUX
easat-6383	204	4	be	be	AUX
easat-6383	204	5	useful	useful	ADJ
easat-6383	204	6	in	in	ADP
easat-6383	204	7	inventory	inventory	NOUN
easat-6383	204	8	planning	planning	NOUN
easat-6383	204	9	,	,	PUNCT
easat-6383	204	10	demand	demand	NOUN
easat-6383	204	11	prediction	prediction	NOUN
easat-6383	204	12	,	,	PUNCT
easat-6383	204	13	and	and	CCONJ
easat-6383	204	14	strategic	strategic	ADJ
easat-6383	204	15	business	business	NOUN
easat-6383	204	16	decision	decision	NOUN
easat-6383	204	17	-	-	PUNCT
easat-6383	204	18	making	making	NOUN
easat-6383	204	19	to	to	PART
easat-6383	204	20	maximize	maximize	VERB
easat-6383	204	21	business	business	NOUN
easat-6383	204	22	activities	activity	NOUN
easat-6383	204	23	.	.	PUNCT
easat-6383	205	1	1804	1804	NUM
easat-6383	205	2	edelweiss	edelweiss	PROPN
easat-6383	205	3	applied	apply	VERB
easat-6383	205	4	science	science	NOUN
easat-6383	205	5	and	and	CCONJ
easat-6383	205	6	technology	technology	NOUN
easat-6383	205	7	issn	issn	PROPN
easat-6383	205	8	:	:	PUNCT
easat-6383	205	9	2576	2576	NUM
easat-6383	205	10	-	-	SYM
easat-6383	205	11	8484	8484	NUM
easat-6383	205	12	vol	vol	NOUN
easat-6383	205	13	.	.	PROPN
easat-6383	206	1	9	9	NUM
easat-6383	206	2	,	,	PUNCT
easat-6383	206	3	no	no	INTJ
easat-6383	206	4	.	.	NOUN
easat-6383	206	5	4	4	NUM
easat-6383	206	6	:	:	SYM
easat-6383	206	7	1795	1795	NUM
easat-6383	206	8	-	-	SYM
easat-6383	206	9	1807	1807	NUM
easat-6383	206	10	,	,	PUNCT
easat-6383	206	11	2025	2025	NUM
easat-6383	206	12	doi	doi	NOUN
easat-6383	206	13	:	:	PUNCT
easat-6383	206	14	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	206	15	©	©	PROPN
easat-6383	206	16	2025	2025	NUM
easat-6383	206	17	by	by	ADP
easat-6383	206	18	the	the	DET
easat-6383	206	19	authors	author	NOUN
easat-6383	206	20	;	;	PUNCT
easat-6383	207	1	licensee	licensee	PROPN
easat-6383	207	2	learning	learn	VERB
easat-6383	207	3	gate	gate	NOUN
easat-6383	207	4	figure	figure	NOUN
easat-6383	207	5	4	4	NUM
easat-6383	207	6	.	.	PUNCT
easat-6383	208	1	sales	sale	NOUN
easat-6383	208	2	forecast	forecast	NOUN
easat-6383	208	3	for	for	ADP
easat-6383	208	4	the	the	DET
easat-6383	208	5	next	next	ADJ
easat-6383	208	6	30	30	NUM
easat-6383	208	7	days	day	NOUN
easat-6383	208	8	5	5	NUM
easat-6383	208	9	.	.	PUNCT
easat-6383	208	10	application	application	PROPN
easat-6383	208	11	ii	ii	PROPN
easat-6383	208	12	anomaly	anomaly	NOUN
easat-6383	208	13	detection	detection	NOUN
easat-6383	208	14	in	in	ADP
easat-6383	208	15	retail	retail	ADJ
easat-6383	208	16	transactions	transaction	NOUN
easat-6383	208	17	figure	figure	VERB
easat-6383	208	18	5	5	NUM
easat-6383	208	19	.	.	PUNCT
easat-6383	208	20	anomaly	anomaly	NOUN
easat-6383	208	21	detection	detection	NOUN
easat-6383	208	22	in	in	ADP
easat-6383	208	23	a	a	DET
easat-6383	208	24	retail	retail	ADJ
easat-6383	208	25	transaction	transaction	NOUN
easat-6383	208	26	in	in	ADP
easat-6383	208	27	fig	fig	NOUN
easat-6383	208	28	5	5	NUM
easat-6383	208	29	the	the	DET
easat-6383	208	30	scatter	scatter	NOUN
easat-6383	208	31	plot	plot	NOUN
easat-6383	208	32	illustrates	illustrate	VERB
easat-6383	208	33	anomaly	anomaly	NOUN
easat-6383	208	34	detection	detection	NOUN
easat-6383	208	35	in	in	ADP
easat-6383	208	36	retail	retail	ADJ
easat-6383	208	37	transactions	transaction	NOUN
easat-6383	208	38	,	,	PUNCT
easat-6383	208	39	where	where	SCONJ
easat-6383	208	40	normal	normal	ADJ
easat-6383	208	41	transactions	transaction	NOUN
easat-6383	208	42	are	be	AUX
easat-6383	208	43	depicted	depict	VERB
easat-6383	208	44	in	in	ADP
easat-6383	208	45	blue	blue	ADJ
easat-6383	208	46	,	,	PUNCT
easat-6383	208	47	and	and	CCONJ
easat-6383	208	48	anomalies	anomaly	NOUN
easat-6383	208	49	are	be	AUX
easat-6383	208	50	marked	mark	VERB
easat-6383	208	51	in	in	ADP
easat-6383	208	52	red	red	PROPN
easat-6383	208	53	.	.	PUNCT
easat-6383	209	1	the	the	DET
easat-6383	209	2	x	x	NOUN
easat-6383	209	3	-	-	NOUN
easat-6383	209	4	axis	axis	NOUN
easat-6383	209	5	represents	represent	VERB
easat-6383	209	6	the	the	DET
easat-6383	209	7	number	number	NOUN
easat-6383	209	8	of	of	ADP
easat-6383	209	9	transactions	transaction	NOUN
easat-6383	209	10	,	,	PUNCT
easat-6383	209	11	while	while	SCONJ
easat-6383	209	12	the	the	DET
easat-6383	209	13	y	y	NOUN
easat-6383	209	14	-	-	PUNCT
easat-6383	209	15	axis	axis	NOUN
easat-6383	209	16	shows	show	VERB
easat-6383	209	17	the	the	DET
easat-6383	209	18	total	total	ADJ
easat-6383	209	19	transaction	transaction	NOUN
easat-6383	209	20	amount	amount	NOUN
easat-6383	209	21	.	.	PUNCT
easat-6383	210	1	most	most	ADJ
easat-6383	210	2	transactions	transaction	NOUN
easat-6383	210	3	are	be	AUX
easat-6383	210	4	concentrated	concentrate	VERB
easat-6383	210	5	around	around	ADP
easat-6383	210	6	zero	zero	NUM
easat-6383	210	7	,	,	PUNCT
easat-6383	210	8	indicating	indicate	VERB
easat-6383	210	9	a	a	DET
easat-6383	210	10	high	high	ADJ
easat-6383	210	11	volume	volume	NOUN
easat-6383	210	12	of	of	ADP
easat-6383	210	13	small	small	ADJ
easat-6383	210	14	or	or	CCONJ
easat-6383	210	15	balanced	balanced	ADJ
easat-6383	210	16	transactions	transaction	NOUN
easat-6383	210	17	.	.	PUNCT
easat-6383	211	1	however	however	ADV
easat-6383	211	2	,	,	PUNCT
easat-6383	211	3	several	several	ADJ
easat-6383	211	4	extreme	extreme	ADJ
easat-6383	211	5	outliers	outlier	NOUN
easat-6383	211	6	are	be	AUX
easat-6383	211	7	noticeable	noticeable	ADJ
easat-6383	211	8	,	,	PUNCT
easat-6383	211	9	with	with	ADP
easat-6383	211	10	some	some	DET
easat-6383	211	11	transactions	transaction	NOUN
easat-6383	211	12	exhibiting	exhibit	VERB
easat-6383	211	13	significantly	significantly	ADV
easat-6383	211	14	high	high	ADJ
easat-6383	211	15	or	or	CCONJ
easat-6383	211	16	low	low	ADJ
easat-6383	211	17	amounts	amount	NOUN
easat-6383	211	18	.	.	PUNCT
easat-6383	212	1	these	these	DET
easat-6383	212	2	anomalies	anomaly	NOUN
easat-6383	212	3	could	could	AUX
easat-6383	212	4	indicate	indicate	VERB
easat-6383	212	5	fraudulent	fraudulent	ADJ
easat-6383	212	6	activities	activity	NOUN
easat-6383	212	7	,	,	PUNCT
easat-6383	212	8	unusual	unusual	ADJ
easat-6383	212	9	purchasing	purchasing	NOUN
easat-6383	212	10	behavior	behavior	NOUN
easat-6383	212	11	,	,	PUNCT
easat-6383	212	12	or	or	CCONJ
easat-6383	212	13	data	datum	NOUN
easat-6383	212	14	entry	entry	NOUN
easat-6383	212	15	errors	error	NOUN
easat-6383	212	16	.	.	PUNCT
easat-6383	213	1	identifying	identify	VERB
easat-6383	213	2	such	such	ADJ
easat-6383	213	3	irregularities	irregularity	NOUN
easat-6383	213	4	is	be	AUX
easat-6383	213	5	crucial	crucial	ADJ
easat-6383	213	6	for	for	ADP
easat-6383	213	7	fraud	fraud	NOUN
easat-6383	213	8	detection	detection	NOUN
easat-6383	213	9	,	,	PUNCT
easat-6383	213	10	financial	financial	ADJ
easat-6383	213	11	risk	risk	NOUN
easat-6383	213	12	assessment	assessment	NOUN
easat-6383	213	13	,	,	PUNCT
easat-6383	213	14	and	and	CCONJ
easat-6383	213	15	ensuring	ensure	VERB
easat-6383	213	16	the	the	DET
easat-6383	213	17	integrity	integrity	NOUN
easat-6383	213	18	of	of	ADP
easat-6383	213	19	retail	retail	ADJ
easat-6383	213	20	transaction	transaction	NOUN
easat-6383	213	21	data	datum	NOUN
easat-6383	213	22	.	.	PUNCT
easat-6383	214	1	table	table	NOUN
easat-6383	214	2	5	5	NUM
easat-6383	214	3	shows	show	VERB
easat-6383	214	4	that	that	SCONJ
easat-6383	214	5	the	the	DET
easat-6383	214	6	detected	detect	VERB
easat-6383	214	7	anomalies	anomaly	NOUN
easat-6383	214	8	in	in	ADP
easat-6383	214	9	the	the	DET
easat-6383	214	10	retail	retail	ADJ
easat-6383	214	11	transactions	transaction	NOUN
easat-6383	214	12	exhibit	exhibit	VERB
easat-6383	214	13	abnormal	abnormal	ADJ
easat-6383	214	14	patterns	pattern	NOUN
easat-6383	214	15	of	of	ADP
easat-6383	214	16	purchase	purchase	NOUN
easat-6383	214	17	that	that	PRON
easat-6383	214	18	deviate	deviate	VERB
easat-6383	214	19	widely	widely	ADV
easat-6383	214	20	from	from	ADP
easat-6383	214	21	typical	typical	ADJ
easat-6383	214	22	transactions	transaction	NOUN
easat-6383	214	23	.	.	PUNCT
easat-6383	215	1	they	they	PRON
easat-6383	215	2	comprise	comprise	VERB
easat-6383	215	3	large	large	ADJ
easat-6383	215	4	-	-	PUNCT
easat-6383	215	5	quantity	quantity	NOUN
easat-6383	215	6	orders	order	NOUN
easat-6383	215	7	such	such	ADJ
easat-6383	215	8	as	as	ADP
easat-6383	215	9	an	an	DET
easat-6383	215	10	80,995	80,995	NUM
easat-6383	215	11	-	-	PUNCT
easat-6383	215	12	unit	unit	NOUN
easat-6383	215	13	purchase	purchase	NOUN
easat-6383	215	14	of	of	ADP
easat-6383	215	15	"	"	PUNCT
easat-6383	215	16	paper	paper	NOUN
easat-6383	215	17	craft	craft	NOUN
easat-6383	215	18	,	,	PUNCT
easat-6383	215	19	little	little	ADJ
easat-6383	215	20	birdie	birdie	X
easat-6383	215	21	"	"	PUNCT
easat-6383	215	22	with	with	ADP
easat-6383	215	23	a	a	DET
easat-6383	215	24	transaction	transaction	NOUN
easat-6383	215	25	value	value	NOUN
easat-6383	215	26	of	of	ADP
easat-6383	215	27	168,469.60	168,469.60	NUM
easat-6383	215	28	and	and	CCONJ
easat-6383	215	29	the	the	DET
easat-6383	215	30	1805	1805	NUM
easat-6383	215	31	edelweiss	edelweiss	PROPN
easat-6383	215	32	applied	apply	VERB
easat-6383	215	33	science	science	NOUN
easat-6383	215	34	and	and	CCONJ
easat-6383	215	35	technology	technology	NOUN
easat-6383	215	36	issn	issn	PROPN
easat-6383	215	37	:	:	PUNCT
easat-6383	215	38	2576	2576	NUM
easat-6383	215	39	-	-	SYM
easat-6383	215	40	8484	8484	NUM
easat-6383	215	41	vol	vol	NOUN
easat-6383	215	42	.	.	PROPN
easat-6383	216	1	9	9	NUM
easat-6383	216	2	,	,	PUNCT
easat-6383	216	3	no	no	INTJ
easat-6383	216	4	.	.	NOUN
easat-6383	216	5	4	4	NUM
easat-6383	216	6	:	:	SYM
easat-6383	216	7	1795	1795	NUM
easat-6383	216	8	-	-	SYM
easat-6383	216	9	1807	1807	NUM
easat-6383	216	10	,	,	PUNCT
easat-6383	216	11	2025	2025	NUM
easat-6383	216	12	doi	doi	NOUN
easat-6383	216	13	:	:	PUNCT
easat-6383	216	14	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	216	15	©	©	PROPN
easat-6383	216	16	2025	2025	NUM
easat-6383	216	17	by	by	ADP
easat-6383	216	18	the	the	DET
easat-6383	216	19	authors	author	NOUN
easat-6383	216	20	;	;	PUNCT
easat-6383	217	1	licensee	licensee	PROPN
easat-6383	217	2	learning	learn	VERB
easat-6383	217	3	gate	gate	NOUN
easat-6383	217	4	occurrence	occurrence	NOUN
easat-6383	217	5	of	of	ADP
easat-6383	217	6	a	a	DET
easat-6383	217	7	negative	negative	ADJ
easat-6383	217	8	unit	unit	NOUN
easat-6383	217	9	quantity	quantity	NOUN
easat-6383	217	10	such	such	ADJ
easat-6383	217	11	as	as	ADP
easat-6383	217	12	a	a	DET
easat-6383	217	13	manual	manual	ADJ
easat-6383	217	14	transaction	transaction	NOUN
easat-6383	217	15	with	with	ADP
easat-6383	217	16	the	the	DET
easat-6383	217	17	unit	unit	NOUN
easat-6383	217	18	quantity	quantity	NOUN
easat-6383	217	19	of	of	ADP
easat-6383	217	20	-1	-1	PUNCT
easat-6383	217	21	.	.	PUNCT
easat-6383	218	1	they	they	PRON
easat-6383	218	2	may	may	AUX
easat-6383	218	3	be	be	AUX
easat-6383	218	4	indicative	indicative	ADJ
easat-6383	218	5	of	of	ADP
easat-6383	218	6	errors	error	NOUN
easat-6383	218	7	in	in	ADP
easat-6383	218	8	entering	enter	VERB
easat-6383	218	9	the	the	DET
easat-6383	218	10	data	datum	NOUN
easat-6383	218	11	,	,	PUNCT
easat-6383	218	12	attempts	attempt	NOUN
easat-6383	218	13	at	at	ADP
easat-6383	218	14	fraud	fraud	NOUN
easat-6383	218	15	,	,	PUNCT
easat-6383	218	16	bulk	bulk	ADJ
easat-6383	218	17	purchase	purchase	NOUN
easat-6383	218	18	orders	order	NOUN
easat-6383	218	19	placed	place	VERB
easat-6383	218	20	by	by	ADP
easat-6383	218	21	wholesalers	wholesaler	NOUN
easat-6383	218	22	,	,	PUNCT
easat-6383	218	23	and	and	CCONJ
easat-6383	218	24	abnormal	abnormal	ADJ
easat-6383	218	25	returns	return	NOUN
easat-6383	218	26	.	.	PUNCT
easat-6383	219	1	the	the	DET
easat-6383	219	2	occurrence	occurrence	NOUN
easat-6383	219	3	of	of	ADP
easat-6383	219	4	abnormally	abnormally	ADV
easat-6383	219	5	large	large	ADJ
easat-6383	219	6	unit	unit	NOUN
easat-6383	219	7	prices	price	NOUN
easat-6383	219	8	and	and	CCONJ
easat-6383	219	9	transaction	transaction	NOUN
easat-6383	219	10	values	value	NOUN
easat-6383	219	11	also	also	ADV
easat-6383	219	12	signifies	signify	VERB
easat-6383	219	13	the	the	DET
easat-6383	219	14	possibility	possibility	NOUN
easat-6383	219	15	of	of	ADP
easat-6383	219	16	price	price	NOUN
easat-6383	219	17	errors	error	NOUN
easat-6383	219	18	and	and	CCONJ
easat-6383	219	19	price	price	NOUN
easat-6383	219	20	manipulation	manipulation	NOUN
easat-6383	219	21	.	.	PUNCT
easat-6383	220	1	the	the	DET
easat-6383	220	2	detection	detection	NOUN
easat-6383	220	3	and	and	CCONJ
easat-6383	220	4	analysis	analysis	NOUN
easat-6383	220	5	of	of	ADP
easat-6383	220	6	the	the	DET
easat-6383	220	7	anomalies	anomaly	NOUN
easat-6383	220	8	identify	identify	VERB
easat-6383	220	9	the	the	DET
easat-6383	220	10	fraud	fraud	NOUN
easat-6383	220	11	ensure	ensure	VERB
easat-6383	220	12	the	the	DET
easat-6383	220	13	correctness	correctness	NOUN
easat-6383	220	14	of	of	ADP
easat-6383	220	15	the	the	DET
easat-6383	220	16	data	datum	NOUN
easat-6383	220	17	and	and	CCONJ
easat-6383	220	18	optimize	optimize	VERB
easat-6383	220	19	the	the	DET
easat-6383	220	20	inventory	inventory	NOUN
easat-6383	220	21	management	management	NOUN
easat-6383	220	22	.	.	PUNCT
easat-6383	221	1	table	table	NOUN
easat-6383	221	2	5	5	NUM
easat-6383	221	3	.	.	PUNCT
easat-6383	221	4	detected	detect	VERB
easat-6383	221	5	anomalies	anomaly	NOUN
easat-6383	221	6	invoiceno	invoiceno	VERB
easat-6383	221	7	stockcode	stockcode	ADJ
easat-6383	221	8	description	description	NOUN
easat-6383	221	9	quantity	quantity	NOUN
easat-6383	221	10	unitprice	unitprice	PROPN
easat-6383	221	11	totalamount	totalamount	NOUN
easat-6383	221	12	customerid	customerid	VERB
easat-6383	221	13	65	65	NUM
easat-6383	221	14	536374	536374	NUM
easat-6383	221	15	21258	21258	NUM
easat-6383	221	16	victorian	victorian	ADJ
easat-6383	221	17	sewing	sewing	NOUN
easat-6383	221	18	box	box	NOUN
easat-6383	221	19	large	large	ADJ
easat-6383	221	20	32	32	NUM
easat-6383	221	21	10.95	10.95	NUM
easat-6383	221	22	350.40	350.40	NUM
easat-6383	221	23	15100.0	15100.0	NUM
easat-6383	221	24	178	178	NUM
easat-6383	221	25	536387	536387	NUM
easat-6383	221	26	79321	79321	NUM
easat-6383	221	27	chilli	chilli	NOUN
easat-6383	221	28	lights	light	NOUN
easat-6383	221	29	192	192	NUM
easat-6383	221	30	3.82	3.82	NUM
easat-6383	221	31	733.44	733.44	NUM
easat-6383	221	32	16029.0	16029.0	NUM
easat-6383	221	33	179	179	NUM
easat-6383	221	34	536387	536387	NUM
easat-6383	221	35	22780	22780	NUM
easat-6383	221	36	light	light	NOUN
easat-6383	221	37	garland	garland	NOUN
easat-6383	221	38	butterflies	butterfly	NOUN
easat-6383	221	39	pink	pink	ADJ
easat-6383	221	40	192	192	NUM
easat-6383	221	41	3.37	3.37	NUM
easat-6383	221	42	647.04	647.04	NUM
easat-6383	221	43	16029.0	16029.0	NUM
easat-6383	221	44	180	180	NUM
easat-6383	221	45	536387	536387	NUM
easat-6383	221	46	22779	22779	NUM
easat-6383	221	47	wooden	wooden	ADJ
easat-6383	221	48	owls	owl	NOUN
easat-6383	221	49	light	light	ADJ
easat-6383	221	50	garland	garland	NOUN
easat-6383	222	1	192	192	NUM
easat-6383	222	2	3.37	3.37	NUM
easat-6383	222	3	647.04	647.04	NUM
easat-6383	222	4	16029.0	16029.0	NUM
easat-6383	222	5	181	181	NUM
easat-6383	222	6	536387	536387	NUM
easat-6383	222	7	22466	22466	NUM
easat-6383	222	8	fairy	fairy	NOUN
easat-6383	222	9	tale	tale	NOUN
easat-6383	222	10	cottage	cottage	NOUN
easat-6383	222	11	nightlight	nightlight	NOUN
easat-6383	222	12	432	432	NUM
easat-6383	222	13	1.45	1.45	NUM
easat-6383	222	14	626.40	626.40	NUM
easat-6383	222	15	16029.0	16029.0	NUM
easat-6383	222	16	540421	540421	NUM
easat-6383	222	17	581483	581483	NUM
easat-6383	222	18	23843	23843	NUM
easat-6383	222	19	paper	paper	NOUN
easat-6383	222	20	craft	craft	NOUN
easat-6383	222	21	,	,	PUNCT
easat-6383	222	22	little	little	ADJ
easat-6383	222	23	birdie	birdie	VERB
easat-6383	222	24	80995	80995	NUM
easat-6383	222	25	2.08	2.08	NUM
easat-6383	222	26	168469.60	168469.60	NUM
easat-6383	222	27	16446.0	16446.0	NUM
easat-6383	222	28	540425	540425	NUM
easat-6383	222	29	581485	581485	NUM
easat-6383	222	30	20749	20749	NUM
easat-6383	222	31	assorted	assorted	ADJ
easat-6383	222	32	colour	colour	NOUN
easat-6383	222	33	mini	mini	ADJ
easat-6383	222	34	cases	case	NOUN
easat-6383	222	35	84	84	NUM
easat-6383	222	36	6.35	6.35	NUM
easat-6383	222	37	533.40	533.40	NUM
easat-6383	222	38	17389.0	17389.0	NUM
easat-6383	222	39	540442	540442	NUM
easat-6383	222	40	581487	581487	NUM
easat-6383	222	41	21137	21137	NUM
easat-6383	222	42	black	black	ADJ
easat-6383	222	43	record	record	NOUN
easat-6383	222	44	cover	cover	NOUN
easat-6383	222	45	frame	frame	NOUN
easat-6383	222	46	120	120	NUM
easat-6383	222	47	3.39	3.39	NUM
easat-6383	222	48	406.80	406.80	NUM
easat-6383	222	49	15694.0	15694.0	NUM
easat-6383	222	50	541541	541541	NUM
easat-6383	222	51	c581499	c581499	PROPN
easat-6383	222	52	m	m	PROPN
easat-6383	222	53	manual	manual	NOUN
easat-6383	222	54	-1	-1	ADP
easat-6383	222	55	224.69	224.69	NUM
easat-6383	222	56	-224.69	-224.69	NOUN
easat-6383	222	57	15498.0	15498.0	NUM
easat-6383	222	58	541702	541702	NUM
easat-6383	222	59	581566	581566	NUM
easat-6383	222	60	23404	23404	NUM
easat-6383	222	61	home	home	NOUN
easat-6383	222	62	sweet	sweet	ADJ
easat-6383	222	63	home	home	NOUN
easat-6383	222	64	blackboard	blackboard	NOUN
easat-6383	222	65	144	144	NUM
easat-6383	222	66	3.26	3.26	NUM
easat-6383	222	67	469.44	469.44	NUM
easat-6383	222	68	18102.0	18102.0	NUM
easat-6383	222	69	6	6	NUM
easat-6383	222	70	.	.	PUNCT
easat-6383	222	71	conclusion	conclusion	NOUN
easat-6383	222	72	in	in	ADP
easat-6383	222	73	summary	summary	NOUN
easat-6383	222	74	,	,	PUNCT
easat-6383	222	75	the	the	DET
easat-6383	222	76	dataset	dataset	NOUN
easat-6383	222	77	captures	capture	VERB
easat-6383	222	78	a	a	DET
easat-6383	222	79	complete	complete	ADJ
easat-6383	222	80	picture	picture	NOUN
easat-6383	222	81	of	of	ADP
easat-6383	222	82	inventory	inventory	NOUN
easat-6383	222	83	transactions	transaction	NOUN
easat-6383	222	84	in	in	ADP
easat-6383	222	85	37	37	NUM
easat-6383	222	86	countries	country	NOUN
easat-6383	222	87	with	with	ADP
easat-6383	222	88	the	the	DET
easat-6383	222	89	leading	lead	VERB
easat-6383	222	90	market	market	NOUN
easat-6383	222	91	in	in	ADP
easat-6383	222	92	the	the	DET
easat-6383	222	93	united	united	ADJ
easat-6383	222	94	kingdom	kingdom	PROPN
easat-6383	222	95	.	.	PUNCT
easat-6383	223	1	the	the	DET
easat-6383	223	2	22,190	22,190	NUM
easat-6383	223	3	transactions	transaction	NOUN
easat-6383	223	4	,	,	PUNCT
easat-6383	223	5	3,684	3,684	NUM
easat-6383	223	6	distinct	distinct	ADJ
easat-6383	223	7	products	product	NOUN
easat-6383	223	8	,	,	PUNCT
easat-6383	223	9	and	and	CCONJ
easat-6383	223	10	4,372	4,372	NUM
easat-6383	223	11	individual	individual	ADJ
easat-6383	223	12	customers	customer	NOUN
easat-6383	223	13	demonstrate	demonstrate	VERB
easat-6383	223	14	the	the	DET
easat-6383	223	15	promise	promise	NOUN
easat-6383	223	16	of	of	ADP
easat-6383	223	17	the	the	DET
easat-6383	223	18	dataset	dataset	NOUN
easat-6383	223	19	in	in	ADP
easat-6383	223	20	providing	provide	VERB
easat-6383	223	21	meaningful	meaningful	ADJ
easat-6383	223	22	analysis	analysis	NOUN
easat-6383	223	23	of	of	ADP
easat-6383	223	24	demand	demand	NOUN
easat-6383	223	25	prediction	prediction	NOUN
easat-6383	223	26	,	,	PUNCT
easat-6383	223	27	inventory	inventory	NOUN
easat-6383	223	28	optimization	optimization	NOUN
easat-6383	223	29	,	,	PUNCT
easat-6383	223	30	and	and	CCONJ
easat-6383	223	31	customer	customer	NOUN
easat-6383	223	32	behavior	behavior	NOUN
easat-6383	223	33	analysis	analysis	NOUN
easat-6383	223	34	.	.	PUNCT
easat-6383	224	1	the	the	DET
easat-6383	224	2	135,080	135,080	NUM
easat-6383	224	3	and	and	CCONJ
easat-6383	224	4	1,454	1,454	NUM
easat-6383	224	5	missing	miss	VERB
easat-6383	224	6	values	value	NOUN
easat-6383	224	7	in	in	ADP
easat-6383	224	8	the	the	DET
easat-6383	224	9	customerid	customerid	VERB
easat-6383	224	10	and	and	CCONJ
easat-6383	224	11	description	description	NOUN
easat-6383	224	12	columns	column	NOUN
easat-6383	224	13	need	need	VERB
easat-6383	224	14	careful	careful	ADJ
easat-6383	224	15	treatment	treatment	NOUN
easat-6383	224	16	to	to	PART
easat-6383	224	17	preserve	preserve	VERB
easat-6383	224	18	the	the	DET
easat-6383	224	19	integrity	integrity	NOUN
easat-6383	224	20	of	of	ADP
easat-6383	224	21	the	the	DET
easat-6383	224	22	data	datum	NOUN
easat-6383	224	23	.	.	PUNCT
easat-6383	225	1	the	the	DET
easat-6383	225	2	anomalies	anomaly	NOUN
easat-6383	225	3	of	of	ADP
easat-6383	225	4	the	the	DET
easat-6383	225	5	quantity	quantity	NOUN
easat-6383	225	6	and	and	CCONJ
easat-6383	225	7	unit	unit	NOUN
easat-6383	225	8	price	price	NOUN
easat-6383	225	9	also	also	ADV
easat-6383	225	10	need	need	VERB
easat-6383	225	11	closer	close	ADJ
easat-6383	225	12	attention	attention	NOUN
easat-6383	225	13	to	to	ADP
easat-6383	225	14	correct	correct	ADJ
easat-6383	225	15	errors	error	NOUN
easat-6383	225	16	and	and	CCONJ
easat-6383	225	17	cancel	cancel	VERB
easat-6383	225	18	orders	order	NOUN
easat-6383	225	19	.	.	PUNCT
easat-6383	226	1	the	the	DET
easat-6383	226	2	geographic	geographic	ADJ
easat-6383	226	3	dispersion	dispersion	NOUN
easat-6383	226	4	of	of	ADP
easat-6383	226	5	the	the	DET
easat-6383	226	6	transactions	transaction	NOUN
easat-6383	226	7	opens	open	VERB
easat-6383	226	8	the	the	DET
easat-6383	226	9	door	door	NOUN
easat-6383	226	10	to	to	ADP
easat-6383	226	11	examining	examine	VERB
easat-6383	226	12	the	the	DET
easat-6383	226	13	sale	sale	NOUN
easat-6383	226	14	patterns	pattern	NOUN
easat-6383	226	15	of	of	ADP
easat-6383	226	16	the	the	DET
easat-6383	226	17	different	different	ADJ
easat-6383	226	18	geographic	geographic	ADJ
easat-6383	226	19	areas	area	NOUN
easat-6383	226	20	and	and	CCONJ
easat-6383	226	21	the	the	DET
easat-6383	226	22	formulation	formulation	NOUN
easat-6383	226	23	of	of	ADP
easat-6383	226	24	inventory	inventory	NOUN
easat-6383	226	25	management	management	NOUN
easat-6383	226	26	strategies	strategy	NOUN
easat-6383	226	27	per	per	ADP
easat-6383	226	28	area	area	NOUN
easat-6383	226	29	.	.	PUNCT
easat-6383	227	1	this	this	DET
easat-6383	227	2	dataset	dataset	NOUN
easat-6383	227	3	has	have	VERB
easat-6383	227	4	the	the	DET
easat-6383	227	5	promise	promise	NOUN
easat-6383	227	6	of	of	ADP
easat-6383	227	7	making	make	VERB
easat-6383	227	8	a	a	DET
easat-6383	227	9	major	major	ADJ
easat-6383	227	10	contribution	contribution	NOUN
easat-6383	227	11	toward	toward	ADP
easat-6383	227	12	the	the	DET
easat-6383	227	13	enhancement	enhancement	NOUN
easat-6383	227	14	of	of	ADP
easat-6383	227	15	prediction	prediction	NOUN
easat-6383	227	16	analytics	analytic	NOUN
easat-6383	227	17	in	in	ADP
easat-6383	227	18	inventory	inventory	NOUN
easat-6383	227	19	management	management	NOUN
easat-6383	227	20	and	and	CCONJ
easat-6383	227	21	decision	decision	NOUN
easat-6383	227	22	-	-	PUNCT
easat-6383	227	23	making	making	NOUN
easat-6383	227	24	with	with	ADP
easat-6383	227	25	the	the	DET
easat-6383	227	26	use	use	NOUN
easat-6383	227	27	of	of	ADP
easat-6383	227	28	the	the	DET
easat-6383	227	29	correct	correct	ADJ
easat-6383	227	30	preprocessed	preprocesse	VERB
easat-6383	227	31	and	and	CCONJ
easat-6383	227	32	modeled	model	VERB
easat-6383	227	33	techniques	technique	NOUN
easat-6383	227	34	.	.	PUNCT
easat-6383	228	1	this	this	DET
easat-6383	228	2	set	set	NOUN
easat-6383	228	3	of	of	ADP
easat-6383	228	4	data	datum	NOUN
easat-6383	228	5	has	have	VERB
easat-6383	228	6	numerous	numerous	ADJ
easat-6383	228	7	analytical	analytical	ADJ
easat-6383	228	8	use	use	NOUN
easat-6383	228	9	cases	case	NOUN
easat-6383	228	10	in	in	ADP
easat-6383	228	11	the	the	DET
easat-6383	228	12	field	field	NOUN
easat-6383	228	13	of	of	ADP
easat-6383	228	14	commerce	commerce	NOUN
easat-6383	228	15	and	and	CCONJ
easat-6383	228	16	retailing	retailing	NOUN
easat-6383	228	17	.	.	PUNCT
easat-6383	229	1	market	market	NOUN
easat-6383	229	2	basket	basket	NOUN
easat-6383	229	3	analysis	analysis	NOUN
easat-6383	229	4	identifies	identify	VERB
easat-6383	229	5	often	often	ADV
easat-6383	229	6	-	-	PUNCT
easat-6383	229	7	purchased	purchase	VERB
easat-6383	229	8	-	-	PUNCT
easat-6383	229	9	together	together	ADP
easat-6383	229	10	goods	good	NOUN
easat-6383	229	11	with	with	ADP
easat-6383	229	12	association	association	NOUN
easat-6383	229	13	rule	rule	NOUN
easat-6383	229	14	mining	mining	NOUN
easat-6383	229	15	methods	method	NOUN
easat-6383	229	16	such	such	ADJ
easat-6383	229	17	as	as	ADP
easat-6383	229	18	the	the	DET
easat-6383	229	19	apriori	apriori	ADJ
easat-6383	229	20	algorithm	algorithm	NOUN
easat-6383	229	21	,	,	PUNCT
easat-6383	229	22	allowing	allow	VERB
easat-6383	229	23	companies	company	NOUN
easat-6383	229	24	to	to	PART
easat-6383	229	25	maximize	maximize	VERB
easat-6383	229	26	cross	cross	ADJ
easat-6383	229	27	-	-	ADJ
easat-6383	229	28	selling	selling	ADJ
easat-6383	229	29	efforts	effort	NOUN
easat-6383	229	30	.	.	PUNCT
easat-6383	230	1	customer	customer	NOUN
easat-6383	230	2	segmentation	segmentation	NOUN
easat-6383	230	3	involves	involve	VERB
easat-6383	230	4	the	the	DET
easat-6383	230	5	use	use	NOUN
easat-6383	230	6	of	of	ADP
easat-6383	230	7	techniques	technique	NOUN
easat-6383	230	8	such	such	ADJ
easat-6383	230	9	as	as	ADP
easat-6383	230	10	k	k	NOUN
easat-6383	230	11	-	-	PUNCT
easat-6383	230	12	means	mean	NOUN
easat-6383	230	13	or	or	CCONJ
easat-6383	230	14	dbscan	dbscan	VERB
easat-6383	230	15	to	to	PART
easat-6383	230	16	categorize	categorize	VERB
easat-6383	230	17	buyers	buyer	NOUN
easat-6383	230	18	based	base	VERB
easat-6383	230	19	on	on	ADP
easat-6383	230	20	purchase	purchase	NOUN
easat-6383	230	21	behavior	behavior	NOUN
easat-6383	230	22	and	and	CCONJ
easat-6383	230	23	allow	allow	VERB
easat-6383	230	24	them	they	PRON
easat-6383	230	25	to	to	PART
easat-6383	230	26	target	target	VERB
easat-6383	230	27	marketing	marketing	NOUN
easat-6383	230	28	efforts	effort	NOUN
easat-6383	230	29	.	.	PUNCT
easat-6383	231	1	sales	sale	NOUN
easat-6383	231	2	forecasting	forecasting	NOUN
easat-6383	231	3	employs	employ	VERB
easat-6383	231	4	the	the	DET
easat-6383	231	5	use	use	NOUN
easat-6383	231	6	of	of	ADP
easat-6383	231	7	time	time	NOUN
easat-6383	231	8	-	-	PUNCT
easat-6383	231	9	series	series	NOUN
easat-6383	231	10	models	model	NOUN
easat-6383	231	11	such	such	ADJ
easat-6383	231	12	as	as	ADP
easat-6383	231	13	arima	arima	NOUN
easat-6383	231	14	and	and	CCONJ
easat-6383	231	15	prophet	prophet	NOUN
easat-6383	231	16	to	to	PART
easat-6383	231	17	estimate	estimate	VERB
easat-6383	231	18	future	future	ADJ
easat-6383	231	19	sales	sale	NOUN
easat-6383	231	20	patterns	pattern	NOUN
easat-6383	231	21	and	and	CCONJ
easat-6383	231	22	aid	aid	VERB
easat-6383	231	23	inventory	inventory	NOUN
easat-6383	231	24	management	management	NOUN
easat-6383	231	25	and	and	CCONJ
easat-6383	231	26	demand	demand	NOUN
easat-6383	231	27	planning	planning	NOUN
easat-6383	231	28	efforts	effort	NOUN
easat-6383	231	29	.	.	PUNCT
easat-6383	232	1	anomaly	anomaly	PROPN
easat-6383	232	2	detection	detection	NOUN
easat-6383	232	3	aids	aid	NOUN
easat-6383	232	4	in	in	ADP
easat-6383	232	5	the	the	DET
easat-6383	232	6	detection	detection	NOUN
easat-6383	232	7	of	of	ADP
easat-6383	232	8	fraudulent	fraudulent	ADJ
easat-6383	232	9	transactions	transaction	NOUN
easat-6383	232	10	and	and	CCONJ
easat-6383	232	11	abnormal	abnormal	ADJ
easat-6383	232	12	purchase	purchase	NOUN
easat-6383	232	13	behavior	behavior	NOUN
easat-6383	232	14	,	,	PUNCT
easat-6383	232	15	making	make	VERB
easat-6383	232	16	fraud	fraud	NOUN
easat-6383	232	17	detection	detection	NOUN
easat-6383	232	18	and	and	CCONJ
easat-6383	232	19	prevention	prevention	NOUN
easat-6383	232	20	efforts	effort	NOUN
easat-6383	232	21	better	well	ADV
easat-6383	232	22	.	.	PUNCT
easat-6383	233	1	lastly	lastly	ADV
easat-6383	233	2	,	,	PUNCT
easat-6383	233	3	the	the	DET
easat-6383	233	4	use	use	NOUN
easat-6383	233	5	of	of	ADP
easat-6383	233	6	customer	customer	NOUN
easat-6383	233	7	lifetime	lifetime	NOUN
easat-6383	233	8	value	value	NOUN
easat-6383	233	9	(	(	PUNCT
easat-6383	233	10	clv	clv	PROPN
easat-6383	233	11	)	)	PUNCT
easat-6383	233	12	estimation	estimation	NOUN
easat-6383	233	13	allows	allow	VERB
easat-6383	233	14	companies	company	NOUN
easat-6383	233	15	to	to	PART
easat-6383	233	16	estimate	estimate	VERB
easat-6383	233	17	future	future	ADJ
easat-6383	233	18	customer	customer	NOUN
easat-6383	233	19	value	value	NOUN
easat-6383	233	20	and	and	CCONJ
easat-6383	233	21	inform	inform	VERB
easat-6383	233	22	better	well	ADJ
easat-6383	233	23	customer	customer	NOUN
easat-6383	233	24	retention	retention	NOUN
easat-6383	233	25	and	and	CCONJ
easat-6383	233	26	targeting	target	VERB
easat-6383	233	27	of	of	ADP
easat-6383	233	28	marketing	marketing	NOUN
easat-6383	233	29	efforts	effort	NOUN
easat-6383	233	30	.	.	PUNCT
easat-6383	234	1	these	these	DET
easat-6383	234	2	analytical	analytical	ADJ
easat-6383	234	3	techniques	technique	NOUN
easat-6383	234	4	aid	aid	NOUN
easat-6383	234	5	in	in	ADP
easat-6383	234	6	making	make	VERB
easat-6383	234	7	better	well	ADJ
easat-6383	234	8	business	business	NOUN
easat-6383	234	9	decisions	decision	NOUN
easat-6383	234	10	,	,	PUNCT
easat-6383	234	11	boost	boost	VERB
easat-6383	234	12	sales	sale	NOUN
easat-6383	234	13	,	,	PUNCT
easat-6383	234	14	and	and	CCONJ
easat-6383	234	15	enhance	enhance	VERB
easat-6383	234	16	business	business	NOUN
easat-6383	234	17	performance	performance	NOUN
easat-6383	234	18	overall	overall	ADJ
easat-6383	234	19	.	.	PUNCT
easat-6383	235	1	1806	1806	NUM
easat-6383	235	2	edelweiss	edelweiss	PROPN
easat-6383	235	3	applied	apply	VERB
easat-6383	235	4	science	science	NOUN
easat-6383	235	5	and	and	CCONJ
easat-6383	235	6	technology	technology	NOUN
easat-6383	235	7	issn	issn	PROPN
easat-6383	235	8	:	:	PUNCT
easat-6383	235	9	2576	2576	NUM
easat-6383	235	10	-	-	SYM
easat-6383	235	11	8484	8484	NUM
easat-6383	235	12	vol	vol	NOUN
easat-6383	235	13	.	.	PROPN
easat-6383	236	1	9	9	NUM
easat-6383	236	2	,	,	PUNCT
easat-6383	236	3	no	no	INTJ
easat-6383	236	4	.	.	NOUN
easat-6383	236	5	4	4	NUM
easat-6383	236	6	:	:	SYM
easat-6383	236	7	1795	1795	NUM
easat-6383	236	8	-	-	SYM
easat-6383	236	9	1807	1807	NUM
easat-6383	236	10	,	,	PUNCT
easat-6383	236	11	2025	2025	NUM
easat-6383	236	12	doi	doi	NOUN
easat-6383	236	13	:	:	PUNCT
easat-6383	236	14	10.55214/25768484.v9i4.6383	10.55214/25768484.v9i4.6383	NUM
easat-6383	236	15	©	©	PROPN
easat-6383	236	16	2025	2025	NUM
easat-6383	236	17	by	by	ADP
easat-6383	236	18	the	the	DET
easat-6383	236	19	authors	author	NOUN
easat-6383	236	20	;	;	PUNCT
easat-6383	236	21	licensee	licensee	PROPN
easat-6383	236	22	learning	learn	VERB
easat-6383	236	23	gate	gate	NOUN
easat-6383	236	24	transparency	transparency	NOUN
easat-6383	236	25	:	:	PUNCT
easat-6383	236	26	the	the	DET
easat-6383	236	27	authors	author	NOUN
easat-6383	236	28	confirm	confirm	VERB
easat-6383	236	29	that	that	SCONJ
easat-6383	236	30	the	the	DET
easat-6383	236	31	manuscript	manuscript	NOUN
easat-6383	236	32	is	be	AUX
easat-6383	236	33	an	an	DET
easat-6383	236	34	honest	honest	ADJ
easat-6383	236	35	,	,	PUNCT
easat-6383	236	36	accurate	accurate	ADJ
easat-6383	236	37	,	,	PUNCT
easat-6383	236	38	and	and	CCONJ
easat-6383	236	39	transparent	transparent	ADJ
easat-6383	236	40	account	account	NOUN
easat-6383	236	41	of	of	ADP
easat-6383	236	42	the	the	DET
easat-6383	236	43	study	study	NOUN
easat-6383	236	44	;	;	PUNCT
easat-6383	236	45	that	that	SCONJ
easat-6383	236	46	no	no	DET
easat-6383	236	47	vital	vital	ADJ
easat-6383	236	48	features	feature	NOUN
easat-6383	236	49	of	of	ADP
easat-6383	236	50	the	the	DET
easat-6383	236	51	study	study	NOUN
easat-6383	236	52	have	have	AUX
easat-6383	236	53	been	be	AUX
easat-6383	236	54	omitted	omit	VERB
easat-6383	236	55	;	;	PUNCT
easat-6383	236	56	and	and	CCONJ
easat-6383	236	57	that	that	SCONJ
easat-6383	236	58	any	any	DET
easat-6383	236	59	discrepancies	discrepancy	NOUN
easat-6383	236	60	from	from	ADP
easat-6383	236	61	the	the	DET
easat-6383	236	62	study	study	NOUN
easat-6383	236	63	as	as	SCONJ
easat-6383	236	64	planned	plan	VERB
easat-6383	236	65	have	have	AUX
easat-6383	236	66	been	be	AUX
easat-6383	236	67	explained	explain	VERB
easat-6383	236	68	.	.	PUNCT
easat-6383	237	1	this	this	DET
easat-6383	237	2	study	study	NOUN
easat-6383	237	3	followed	follow	VERB
easat-6383	237	4	all	all	DET
easat-6383	237	5	ethical	ethical	ADJ
easat-6383	237	6	practices	practice	NOUN
easat-6383	237	7	during	during	ADP
easat-6383	237	8	writing	writing	NOUN
easat-6383	237	9	.	.	PUNCT
easat-6383	238	1	copyright	copyright	NOUN
easat-6383	238	2	:	:	PUNCT
easat-6383	238	3	©	©	PROPN
easat-6383	238	4	2025	2025	NUM
easat-6383	238	5	by	by	ADP
easat-6383	238	6	the	the	DET
easat-6383	238	7	authors	author	NOUN
easat-6383	238	8	.	.	PUNCT
easat-6383	239	1	this	this	DET
easat-6383	239	2	open	open	ADJ
easat-6383	239	3	-	-	PUNCT
easat-6383	239	4	access	access	NOUN
easat-6383	239	5	article	article	NOUN
easat-6383	239	6	is	be	AUX
easat-6383	239	7	distributed	distribute	VERB
easat-6383	239	8	under	under	ADP
easat-6383	239	9	the	the	DET
easat-6383	239	10	terms	term	NOUN
easat-6383	239	11	and	and	CCONJ
easat-6383	239	12	conditions	condition	NOUN
easat-6383	239	13	of	of	ADP
easat-6383	239	14	the	the	DET
easat-6383	239	15	creative	creative	ADJ
easat-6383	239	16	commons	common	NOUN
easat-6383	239	17	attribution	attribution	NOUN
easat-6383	239	18	(	(	PUNCT
easat-6383	239	19	cc	cc	NOUN
easat-6383	239	20	by	by	ADP
easat-6383	239	21	)	)	PUNCT
easat-6383	239	22	license	license	NOUN
easat-6383	239	23	(	(	PUNCT
easat-6383	239	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-6383	239	25	)	)	PUNCT
easat-6383	239	26	.	.	PUNCT
easat-6383	240	1	reference	reference	NOUN
easat-6383	240	2	[	[	X
easat-6383	240	3	1	1	NUM
easat-6383	240	4	]	]	PUNCT
easat-6383	240	5	a.	a.	NOUN
easat-6383	240	6	j.	j.	PROPN
easat-6383	240	7	clark	clark	PROPN
easat-6383	240	8	and	and	CCONJ
easat-6383	240	9	h.	h.	PROPN
easat-6383	240	10	scarf	scarf	PROPN
easat-6383	240	11	,	,	PUNCT
easat-6383	240	12	"	"	PUNCT
easat-6383	240	13	optimal	optimal	ADJ
easat-6383	240	14	policies	policy	NOUN
easat-6383	240	15	for	for	ADP
easat-6383	240	16	a	a	DET
easat-6383	240	17	multi	multi	ADJ
easat-6383	240	18	-	-	ADJ
easat-6383	240	19	echelon	echelon	ADJ
easat-6383	240	20	inventory	inventory	NOUN
easat-6383	240	21	problem	problem	NOUN
easat-6383	240	22	,	,	PUNCT
easat-6383	240	23	"	"	PUNCT
easat-6383	240	24	management	management	NOUN
easat-6383	240	25	science	science	NOUN
easat-6383	240	26	,	,	PUNCT
easat-6383	240	27	vol	vol	NOUN
easat-6383	240	28	.	.	PROPN
easat-6383	240	29	6	6	NUM
easat-6383	240	30	,	,	PUNCT
easat-6383	240	31	no	no	INTJ
easat-6383	240	32	.	.	NOUN
easat-6383	240	33	4	4	NUM
easat-6383	240	34	,	,	PUNCT
easat-6383	240	35	pp	pp	ADJ
easat-6383	240	36	.	.	PUNCT
easat-6383	241	1	475	475	NUM
easat-6383	241	2	-	-	SYM
easat-6383	241	3	490	490	NUM
easat-6383	241	4	,	,	PUNCT
easat-6383	241	5	1960	1960	NUM
easat-6383	241	6	.	.	PUNCT
easat-6383	242	1	https://doi.org/10.1287/mnsc.1040.026	https://doi.org/10.1287/mnsc.1040.026	PROPN
easat-6383	242	2	[	[	X
easat-6383	242	3	2	2	NUM
easat-6383	242	4	]	]	X
easat-6383	242	5	b.	b.	PROPN
easat-6383	242	6	j.	j.	PROPN
easat-6383	242	7	de	de	PROPN
easat-6383	242	8	moor	moor	PROPN
easat-6383	242	9	,	,	PUNCT
easat-6383	242	10	j.	j.	PROPN
easat-6383	242	11	gijsbrechts	gijsbrechts	PROPN
easat-6383	242	12	,	,	PUNCT
easat-6383	242	13	and	and	CCONJ
easat-6383	242	14	r.	r.	PROPN
easat-6383	242	15	n.	n.	PROPN
easat-6383	242	16	boute	boute	PROPN
easat-6383	242	17	,	,	PUNCT
easat-6383	242	18	"	"	PUNCT
easat-6383	242	19	reward	reward	NOUN
easat-6383	242	20	shaping	shaping	NOUN
easat-6383	242	21	to	to	PART
easat-6383	242	22	improve	improve	VERB
easat-6383	242	23	the	the	DET
easat-6383	242	24	performance	performance	NOUN
easat-6383	242	25	of	of	ADP
easat-6383	242	26	deep	deep	ADJ
easat-6383	242	27	reinforcement	reinforcement	NOUN
easat-6383	242	28	learning	learning	NOUN
easat-6383	242	29	in	in	ADP
easat-6383	242	30	perishable	perishable	ADJ
easat-6383	242	31	inventory	inventory	NOUN
easat-6383	242	32	management	management	NOUN
easat-6383	242	33	,	,	PUNCT
easat-6383	242	34	"	"	PUNCT
easat-6383	242	35	european	european	ADJ
easat-6383	242	36	journal	journal	PROPN
easat-6383	242	37	of	of	ADP
easat-6383	242	38	operational	operational	ADJ
easat-6383	242	39	research	research	NOUN
easat-6383	242	40	,	,	PUNCT
easat-6383	242	41	vol	vol	NOUN
easat-6383	242	42	.	.	PROPN
easat-6383	242	43	301	301	NUM
easat-6383	242	44	,	,	PUNCT
easat-6383	242	45	no	no	INTJ
easat-6383	242	46	.	.	NOUN
easat-6383	242	47	2	2	NUM
easat-6383	242	48	,	,	PUNCT
easat-6383	242	49	pp	pp	ADJ
easat-6383	242	50	.	.	PUNCT
easat-6383	243	1	535	535	NUM
easat-6383	243	2	-	-	SYM
easat-6383	243	3	545	545	NUM
easat-6383	243	4	,	,	PUNCT
easat-6383	243	5	2022	2022	NUM
easat-6383	243	6	.	.	PUNCT
easat-6383	244	1	https://doi.org/10.1016/j.ejor.2021.10.045	https://doi.org/10.1016/j.ejor.2021.10.045	PROPN
easat-6383	244	2	[	[	SYM
easat-6383	244	3	3	3	NUM
easat-6383	244	4	]	]	PUNCT
easat-6383	244	5	t.	t.	PROPN
easat-6383	244	6	e.	e.	PROPN
easat-6383	244	7	goltsos	goltsos	PROPN
easat-6383	244	8	,	,	PUNCT
easat-6383	244	9	a.	a.	NOUN
easat-6383	244	10	a.	a.	NOUN
easat-6383	244	11	syntetos	syntetos	PROPN
easat-6383	244	12	,	,	PUNCT
easat-6383	244	13	c.	c.	PROPN
easat-6383	244	14	h.	h.	PROPN
easat-6383	244	15	glock	glock	PROPN
easat-6383	244	16	,	,	PUNCT
easat-6383	244	17	and	and	CCONJ
easat-6383	244	18	g.	g.	PROPN
easat-6383	244	19	ioannou	ioannou	PROPN
easat-6383	244	20	,	,	PUNCT
easat-6383	244	21	"	"	PUNCT
easat-6383	244	22	inventory	inventory	NOUN
easat-6383	244	23	–	–	PUNCT
easat-6383	244	24	forecasting	forecasting	NOUN
easat-6383	244	25	:	:	PUNCT
easat-6383	244	26	mind	mind	VERB
easat-6383	244	27	the	the	DET
easat-6383	244	28	gap	gap	NOUN
easat-6383	244	29	,	,	PUNCT
easat-6383	244	30	"	"	PUNCT
easat-6383	244	31	european	european	ADJ
easat-6383	244	32	journal	journal	PROPN
easat-6383	244	33	of	of	ADP
easat-6383	244	34	operational	operational	ADJ
easat-6383	244	35	research	research	NOUN
easat-6383	244	36	,	,	PUNCT
easat-6383	244	37	vol	vol	NOUN
easat-6383	244	38	.	.	PROPN
easat-6383	245	1	299	299	NUM
easat-6383	245	2	,	,	PUNCT
easat-6383	245	3	no	no	INTJ
easat-6383	245	4	.	.	NOUN
easat-6383	245	5	2	2	NUM
easat-6383	245	6	,	,	PUNCT
easat-6383	245	7	pp	pp	ADJ
easat-6383	245	8	.	.	PUNCT
easat-6383	246	1	397	397	NUM
easat-6383	246	2	-	-	SYM
easat-6383	246	3	419	419	NUM
easat-6383	246	4	,	,	PUNCT
easat-6383	246	5	2022	2022	NUM
easat-6383	246	6	.	.	PUNCT
easat-6383	247	1	https://doi.org/10.1016/j.ejor.2021.07.040	https://doi.org/10.1016/j.ejor.2021.07.040	NOUN
easat-6383	247	2	[	[	X
easat-6383	247	3	4	4	NUM
easat-6383	247	4	]	]	PUNCT
easat-6383	247	5	d.	d.	NOUN
easat-6383	247	6	prak	prak	PROPN
easat-6383	247	7	and	and	CCONJ
easat-6383	247	8	r.	r.	PROPN
easat-6383	247	9	teunter	teunter	NOUN
easat-6383	247	10	,	,	PUNCT
easat-6383	247	11	"	"	PUNCT
easat-6383	247	12	a	a	DET
easat-6383	247	13	general	general	ADJ
easat-6383	247	14	method	method	NOUN
easat-6383	247	15	for	for	ADP
easat-6383	247	16	addressing	address	VERB
easat-6383	247	17	forecasting	forecasting	NOUN
easat-6383	247	18	uncertainty	uncertainty	NOUN
easat-6383	247	19	in	in	ADP
easat-6383	247	20	inventory	inventory	NOUN
easat-6383	247	21	models	model	NOUN
easat-6383	247	22	,	,	PUNCT
easat-6383	247	23	"	"	PUNCT
easat-6383	247	24	international	international	ADJ
easat-6383	247	25	journal	journal	NOUN
easat-6383	247	26	of	of	ADP
easat-6383	247	27	forecasting	forecasting	NOUN
easat-6383	247	28	,	,	PUNCT
easat-6383	247	29	vol	vol	NOUN
easat-6383	247	30	.	.	PROPN
easat-6383	247	31	35	35	NUM
easat-6383	247	32	,	,	PUNCT
easat-6383	247	33	no	no	INTJ
easat-6383	247	34	.	.	NOUN
easat-6383	247	35	1	1	NUM
easat-6383	247	36	,	,	PUNCT
easat-6383	247	37	pp	pp	ADJ
easat-6383	247	38	.	.	PUNCT
easat-6383	248	1	224	224	NUM
easat-6383	248	2	-	-	SYM
easat-6383	248	3	238	238	NUM
easat-6383	248	4	,	,	PUNCT
easat-6383	248	5	2019	2019	NUM
easat-6383	248	6	.	.	PUNCT
easat-6383	249	1	https://doi.org/10.1016/j.ijforecast.2017.11.004	https://doi.org/10.1016/j.ijforecast.2017.11.004	VERB
easat-6383	249	2	[	[	PUNCT
easat-6383	249	3	5	5	NUM
easat-6383	249	4	]	]	PUNCT
easat-6383	249	5	w.	w.	PROPN
easat-6383	249	6	van	van	PROPN
easat-6383	249	7	jaarsveld	jaarsveld	PROPN
easat-6383	249	8	and	and	CCONJ
easat-6383	249	9	j.	j.	PROPN
easat-6383	249	10	arts	arts	PROPN
easat-6383	249	11	,	,	PUNCT
easat-6383	249	12	"	"	PUNCT
easat-6383	249	13	projected	project	VERB
easat-6383	249	14	inventory	inventory	NOUN
easat-6383	249	15	-	-	PUNCT
easat-6383	249	16	level	level	NOUN
easat-6383	249	17	policies	policy	NOUN
easat-6383	249	18	for	for	ADP
easat-6383	249	19	lost	lose	VERB
easat-6383	249	20	sales	sale	NOUN
easat-6383	249	21	inventory	inventory	NOUN
easat-6383	249	22	systems	system	NOUN
easat-6383	249	23	:	:	PUNCT
easat-6383	249	24	asymptotic	asymptotic	ADJ
easat-6383	249	25	optimality	optimality	NOUN
easat-6383	249	26	in	in	ADP
easat-6383	249	27	two	two	NUM
easat-6383	249	28	regimes	regime	NOUN
easat-6383	249	29	,	,	PUNCT
easat-6383	249	30	"	"	PUNCT
easat-6383	249	31	operations	operation	NOUN
easat-6383	249	32	research	research	NOUN
easat-6383	249	33	,	,	PUNCT
easat-6383	249	34	vol	vol	NOUN
easat-6383	249	35	.	.	PROPN
easat-6383	250	1	72	72	NUM
easat-6383	250	2	,	,	PUNCT
easat-6383	250	3	no	no	INTJ
easat-6383	250	4	.	.	NOUN
easat-6383	250	5	5	5	NUM
easat-6383	250	6	,	,	PUNCT
easat-6383	250	7	pp	pp	ADJ
easat-6383	250	8	.	.	PUNCT
easat-6383	251	1	1790	1790	NUM
easat-6383	251	2	-	-	SYM
easat-6383	251	3	1805	1805	NUM
easat-6383	251	4	,	,	PUNCT
easat-6383	251	5	2024	2024	NUM
easat-6383	251	6	.	.	PUNCT
easat-6383	252	1	https://doi.org/10.1287/opre.2021.0032	https://doi.org/10.1287/opre.2021.0032	NOUN
easat-6383	253	1	[	[	X
easat-6383	253	2	6	6	NUM
easat-6383	253	3	]	]	PUNCT
easat-6383	253	4	j.	j.	PROPN
easat-6383	253	5	f.	f.	PROPN
easat-6383	253	6	van	van	PROPN
easat-6383	253	7	der	der	PROPN
easat-6383	253	8	haar	haar	PROPN
easat-6383	253	9	,	,	PUNCT
easat-6383	253	10	a.	a.	NOUN
easat-6383	253	11	p.	p.	NOUN
easat-6383	253	12	wellens	wellen	NOUN
easat-6383	253	13	,	,	PUNCT
easat-6383	253	14	r.	r.	PROPN
easat-6383	253	15	n.	n.	PROPN
easat-6383	253	16	boute	boute	PROPN
easat-6383	253	17	,	,	PUNCT
easat-6383	253	18	and	and	CCONJ
easat-6383	253	19	r.	r.	PROPN
easat-6383	253	20	j.	j.	PROPN
easat-6383	253	21	basten	basten	PROPN
easat-6383	253	22	,	,	PUNCT
easat-6383	253	23	"	"	PUNCT
easat-6383	253	24	supervised	supervise	VERB
easat-6383	253	25	learning	learn	VERB
easat-6383	253	26	for	for	ADP
easat-6383	253	27	integrated	integrate	VERB
easat-6383	253	28	forecasting	forecasting	NOUN
easat-6383	253	29	and	and	CCONJ
easat-6383	253	30	inventory	inventory	NOUN
easat-6383	253	31	control	control	NOUN
easat-6383	253	32	,	,	PUNCT
easat-6383	253	33	"	"	PUNCT
easat-6383	253	34	european	european	ADJ
easat-6383	253	35	journal	journal	PROPN
easat-6383	253	36	of	of	ADP
easat-6383	253	37	operational	operational	ADJ
easat-6383	253	38	research	research	NOUN
easat-6383	253	39	,	,	PUNCT
easat-6383	253	40	vol	vol	NOUN
easat-6383	253	41	.	.	PROPN
easat-6383	254	1	319	319	NUM
easat-6383	254	2	,	,	PUNCT
easat-6383	254	3	no	no	INTJ
easat-6383	254	4	.	.	NOUN
easat-6383	254	5	2	2	NUM
easat-6383	254	6	,	,	PUNCT
easat-6383	254	7	pp	pp	ADJ
easat-6383	254	8	.	.	PUNCT
easat-6383	255	1	573	573	NUM
easat-6383	255	2	-	-	SYM
easat-6383	255	3	586	586	NUM
easat-6383	255	4	,	,	PUNCT
easat-6383	255	5	2024	2024	NUM
easat-6383	255	6	.	.	PUNCT
easat-6383	256	1	https://doi.org/10.1016/j.ejor.2024.07.004	https://doi.org/10.1016/j.ejor.2024.07.004	PUNCT
easat-6383	256	2	[	[	X
easat-6383	256	3	7	7	NUM
easat-6383	256	4	]	]	PUNCT
easat-6383	256	5	a.	a.	NOUN
easat-6383	256	6	t.	t.	PROPN
easat-6383	256	7	azar	azar	PROPN
easat-6383	256	8	,	,	PUNCT
easat-6383	256	9	h.	h.	PROPN
easat-6383	256	10	i.	i.	PROPN
easat-6383	256	11	elshazly	elshazly	PROPN
easat-6383	256	12	,	,	PUNCT
easat-6383	256	13	a.	a.	PROPN
easat-6383	256	14	e.	e.	PROPN
easat-6383	256	15	hassanien	hassanien	PROPN
easat-6383	256	16	,	,	PUNCT
easat-6383	256	17	and	and	CCONJ
easat-6383	256	18	a.	a.	NOUN
easat-6383	256	19	m.	m.	NOUN
easat-6383	256	20	elkorany	elkorany	ADV
easat-6383	256	21	,	,	PUNCT
easat-6383	256	22	"	"	PUNCT
easat-6383	256	23	a	a	DET
easat-6383	256	24	random	random	ADJ
easat-6383	256	25	forest	forest	NOUN
easat-6383	256	26	classifier	classifier	NOUN
easat-6383	256	27	for	for	ADP
easat-6383	256	28	lymph	lymph	NOUN
easat-6383	256	29	diseases	disease	NOUN
easat-6383	256	30	,	,	PUNCT
easat-6383	256	31	"	"	PUNCT
easat-6383	256	32	computer	computer	NOUN
easat-6383	256	33	methods	method	NOUN
easat-6383	256	34	and	and	CCONJ
easat-6383	256	35	programs	program	NOUN
easat-6383	256	36	in	in	ADP
easat-6383	256	37	biomedicine	biomedicine	NOUN
easat-6383	256	38	,	,	PUNCT
easat-6383	256	39	vol	vol	NOUN
easat-6383	256	40	.	.	PROPN
easat-6383	256	41	113	113	NUM
easat-6383	256	42	,	,	PUNCT
easat-6383	256	43	no	no	INTJ
easat-6383	256	44	.	.	NOUN
easat-6383	256	45	2	2	NUM
easat-6383	256	46	,	,	PUNCT
easat-6383	256	47	pp	pp	ADJ
easat-6383	256	48	.	.	PUNCT
easat-6383	257	1	465	465	NUM
easat-6383	257	2	-	-	SYM
easat-6383	257	3	473	473	NUM
easat-6383	257	4	,	,	PUNCT
easat-6383	257	5	2014	2014	NUM
easat-6383	257	6	.	.	PUNCT
easat-6383	258	1	https://doi.org/10.1016/j.cmpb.2013.11.004	https://doi.org/10.1016/j.cmpb.2013.11.004	NOUN
easat-6383	258	2	[	[	X
easat-6383	258	3	8	8	NUM
easat-6383	258	4	]	]	PUNCT
easat-6383	258	5	p.	p.	NOUN
easat-6383	258	6	o.	o.	PROPN
easat-6383	258	7	gislason	gislason	PROPN
easat-6383	258	8	,	,	PUNCT
easat-6383	258	9	j.	j.	PROPN
easat-6383	258	10	a.	a.	PROPN
easat-6383	258	11	benediktsson	benediktsson	PROPN
easat-6383	258	12	,	,	PUNCT
easat-6383	258	13	and	and	CCONJ
easat-6383	258	14	j.	j.	PROPN
easat-6383	258	15	r.	r.	PROPN
easat-6383	258	16	sveinsson	sveinsson	PROPN
easat-6383	258	17	,	,	PUNCT
easat-6383	258	18	"	"	PUNCT
easat-6383	258	19	random	random	ADJ
easat-6383	258	20	forests	forest	NOUN
easat-6383	258	21	for	for	ADP
easat-6383	258	22	land	land	NOUN
easat-6383	258	23	cover	cover	NOUN
easat-6383	258	24	classification	classification	NOUN
easat-6383	258	25	,	,	PUNCT
easat-6383	258	26	"	"	PUNCT
easat-6383	258	27	pattern	pattern	NOUN
easat-6383	258	28	recognition	recognition	NOUN
easat-6383	258	29	letters	letter	NOUN
easat-6383	258	30	,	,	PUNCT
easat-6383	258	31	vol	vol	NOUN
easat-6383	258	32	.	.	PROPN
easat-6383	259	1	27	27	NUM
easat-6383	259	2	,	,	PUNCT
easat-6383	259	3	no	no	INTJ
easat-6383	259	4	.	.	NOUN
easat-6383	259	5	4	4	NUM
easat-6383	259	6	,	,	PUNCT
easat-6383	259	7	pp	pp	ADJ
easat-6383	259	8	.	.	PUNCT
easat-6383	260	1	294	294	NUM
easat-6383	260	2	-	-	SYM
easat-6383	260	3	300	300	NUM
easat-6383	260	4	,	,	PUNCT
easat-6383	260	5	2006	2006	NUM
easat-6383	260	6	.	.	PUNCT
easat-6383	261	1	https://doi.org/10.1016/j.patrec.2005.08.011	https://doi.org/10.1016/j.patrec.2005.08.011	NOUN
easat-6383	261	2	[	[	X
easat-6383	261	3	9	9	NUM
easat-6383	261	4	]	]	PUNCT
easat-6383	261	5	p.	p.	NOUN
easat-6383	261	6	o.	o.	PROPN
easat-6383	261	7	gislason	gislason	PROPN
easat-6383	261	8	,	,	PUNCT
easat-6383	261	9	j.	j.	PROPN
easat-6383	261	10	a.	a.	PROPN
easat-6383	261	11	benediktsson	benediktsson	PROPN
easat-6383	261	12	,	,	PUNCT
easat-6383	261	13	and	and	CCONJ
easat-6383	261	14	j.	j.	PROPN
easat-6383	261	15	r.	r.	PROPN
easat-6383	261	16	sveinsson	sveinsson	PROPN
easat-6383	261	17	,	,	PUNCT
easat-6383	261	18	"	"	PUNCT
easat-6383	261	19	random	random	ADJ
easat-6383	261	20	forest	forest	NOUN
easat-6383	261	21	classification	classification	NOUN
easat-6383	261	22	of	of	ADP
easat-6383	261	23	multisource	multisource	ADJ
easat-6383	261	24	remote	remote	ADJ
easat-6383	261	25	sensing	sensing	NOUN
easat-6383	261	26	and	and	CCONJ
easat-6383	261	27	geographic	geographic	ADJ
easat-6383	261	28	data	datum	NOUN
easat-6383	261	29	,	,	PUNCT
easat-6383	261	30	"	"	PUNCT
easat-6383	261	31	presented	present	VERB
easat-6383	261	32	at	at	ADP
easat-6383	261	33	the	the	DET
easat-6383	261	34	igarss	igarss	NOUN
easat-6383	261	35	2004	2004	NUM
easat-6383	261	36	.	.	PUNCT
easat-6383	262	1	2004	2004	NUM
easat-6383	262	2	ieee	ieee	PROPN
easat-6383	262	3	international	international	PROPN
easat-6383	262	4	geoscience	geoscience	PROPN
easat-6383	262	5	and	and	CCONJ
easat-6383	262	6	remote	remote	ADJ
easat-6383	262	7	sensing	sense	VERB
easat-6383	262	8	symposium	symposium	NOUN
easat-6383	262	9	,	,	PUNCT
easat-6383	262	10	ieee	ieee	NOUN
easat-6383	262	11	,	,	PUNCT
easat-6383	262	12	2004	2004	NUM
easat-6383	262	13	.	.	PUNCT
easat-6383	263	1	[	[	X
easat-6383	263	2	10	10	NUM
easat-6383	263	3	]	]	X
easat-6383	263	4	n.	n.	NOUN
easat-6383	263	5	horning	horning	NOUN
easat-6383	263	6	,	,	PUNCT
easat-6383	263	7	"	"	PUNCT
easat-6383	263	8	random	random	ADJ
easat-6383	263	9	forests	forest	NOUN
easat-6383	263	10	:	:	PUNCT
easat-6383	263	11	an	an	DET
easat-6383	263	12	algorithm	algorithm	NOUN
easat-6383	263	13	for	for	ADP
easat-6383	263	14	image	image	NOUN
easat-6383	263	15	classification	classification	NOUN
easat-6383	263	16	and	and	CCONJ
easat-6383	263	17	generation	generation	NOUN
easat-6383	263	18	of	of	ADP
easat-6383	263	19	continuous	continuous	ADJ
easat-6383	263	20	fields	field	NOUN
easat-6383	263	21	data	datum	NOUN
easat-6383	263	22	sets	set	NOUN
easat-6383	263	23	,	,	PUNCT
easat-6383	263	24	"	"	PUNCT
easat-6383	263	25	in	in	ADP
easat-6383	263	26	proceedings	proceeding	NOUN
easat-6383	263	27	of	of	ADP
easat-6383	263	28	the	the	DET
easat-6383	263	29	international	international	ADJ
easat-6383	263	30	conference	conference	NOUN
easat-6383	263	31	on	on	ADP
easat-6383	263	32	geoinformatics	geoinformatic	NOUN
easat-6383	263	33	for	for	ADP
easat-6383	263	34	spatial	spatial	ADJ
easat-6383	263	35	infrastructure	infrastructure	NOUN
easat-6383	263	36	development	development	NOUN
easat-6383	263	37	in	in	ADP
easat-6383	263	38	earth	earth	NOUN
easat-6383	263	39	and	and	CCONJ
easat-6383	263	40	allied	ally	VERB
easat-6383	263	41	sciences	science	NOUN
easat-6383	263	42	,	,	PUNCT
easat-6383	263	43	osaka	osaka	PROPN
easat-6383	263	44	,	,	PUNCT
easat-6383	263	45	japan	japan	PROPN
easat-6383	263	46	,	,	PUNCT
easat-6383	263	47	2010	2010	NUM
easat-6383	263	48	,	,	PUNCT
easat-6383	263	49	vol	vol	NOUN
easat-6383	263	50	.	.	PROPN
easat-6383	263	51	911	911	NUM
easat-6383	263	52	,	,	PUNCT
easat-6383	263	53	pp	pp	ADJ
easat-6383	263	54	.	.	PUNCT
easat-6383	264	1	1	1	NUM
easat-6383	264	2	-	-	SYM
easat-6383	264	3	6	6	NUM
easat-6383	264	4	.	.	PUNCT
easat-6383	265	1	[	[	X
easat-6383	265	2	11	11	NUM
easat-6383	265	3	]	]	PUNCT
easat-6383	265	4	m.	m.	NOUN
easat-6383	265	5	pal	pal	NOUN
easat-6383	265	6	,	,	PUNCT
easat-6383	265	7	"	"	PUNCT
easat-6383	265	8	random	random	ADJ
easat-6383	265	9	forest	forest	NOUN
easat-6383	265	10	classifier	classifier	NOUN
easat-6383	265	11	for	for	ADP
easat-6383	265	12	remote	remote	ADJ
easat-6383	265	13	sensing	sense	VERB
easat-6383	265	14	classification	classification	NOUN
easat-6383	265	15	,	,	PUNCT
easat-6383	265	16	"	"	PUNCT
easat-6383	265	17	international	international	ADJ
easat-6383	265	18	journal	journal	NOUN
easat-6383	265	19	of	of	ADP
easat-6383	265	20	remote	remote	ADJ
easat-6383	265	21	sensing	sensing	NOUN
easat-6383	265	22	,	,	PUNCT
easat-6383	265	23	vol	vol	NOUN
easat-6383	265	24	.	.	PROPN
easat-6383	265	25	26	26	NUM
easat-6383	265	26	,	,	PUNCT
easat-6383	265	27	no	no	INTJ
easat-6383	265	28	.	.	NOUN
easat-6383	265	29	1	1	NUM
easat-6383	265	30	,	,	PUNCT
easat-6383	265	31	pp	pp	ADJ
easat-6383	265	32	.	.	PUNCT
easat-6383	266	1	217	217	NUM
easat-6383	266	2	-	-	SYM
easat-6383	266	3	222	222	NUM
easat-6383	266	4	,	,	PUNCT
easat-6383	266	5	2005	2005	NUM
easat-6383	266	6	.	.	PUNCT
easat-6383	267	1	https://doi.org/10.1080/01431160412331269698	https://doi.org/10.1080/01431160412331269698	X
easat-6383	268	1	[	[	X
easat-6383	268	2	12	12	NUM
easat-6383	268	3	]	]	PUNCT
easat-6383	268	4	x.-w	x.-w	PROPN
easat-6383	268	5	.	.	PUNCT
easat-6383	269	1	chen	chen	PROPN
easat-6383	269	2	and	and	CCONJ
easat-6383	269	3	m.	m.	PROPN
easat-6383	269	4	liu	liu	PROPN
easat-6383	269	5	,	,	PUNCT
easat-6383	269	6	"	"	PUNCT
easat-6383	269	7	prediction	prediction	NOUN
easat-6383	269	8	of	of	ADP
easat-6383	269	9	protein	protein	NOUN
easat-6383	269	10	–	–	PUNCT
easat-6383	269	11	protein	protein	NOUN
easat-6383	269	12	interactions	interaction	NOUN
easat-6383	269	13	using	use	VERB
easat-6383	269	14	random	random	ADJ
easat-6383	269	15	decision	decision	NOUN
easat-6383	269	16	forest	forest	NOUN
easat-6383	269	17	framework	framework	NOUN
easat-6383	269	18	,	,	PUNCT
easat-6383	269	19	"	"	PUNCT
easat-6383	269	20	bioinformatics	bioinformatics	NOUN
easat-6383	269	21	,	,	PUNCT
easat-6383	269	22	vol	vol	NOUN
easat-6383	269	23	.	.	PROPN
easat-6383	269	24	21	21	NUM
easat-6383	269	25	,	,	PUNCT
easat-6383	269	26	no	no	INTJ
easat-6383	269	27	.	.	NOUN
easat-6383	269	28	24	24	NUM
easat-6383	269	29	,	,	PUNCT
easat-6383	269	30	pp	pp	ADJ
easat-6383	269	31	.	.	PUNCT
easat-6383	270	1	4394	4394	NUM
easat-6383	270	2	-	-	SYM
easat-6383	270	3	4400	4400	NUM
easat-6383	270	4	,	,	PUNCT
easat-6383	270	5	2005	2005	NUM
easat-6383	270	6	.	.	PUNCT
easat-6383	270	7	https://doi.org/10.1093/bioinformatics/bti721	https://doi.org/10.1093/bioinformatics/bti721	PRON
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easat-6383	270	9	13	13	NUM
easat-6383	270	10	]	]	PUNCT
easat-6383	270	11	l.	l.	PROPN
easat-6383	270	12	guo	guo	PROPN
easat-6383	270	13	,	,	PUNCT
easat-6383	270	14	n.	n.	NOUN
easat-6383	270	15	chehata	chehata	PROPN
easat-6383	270	16	,	,	PUNCT
easat-6383	270	17	c.	c.	NOUN
easat-6383	270	18	mallet	mallet	NOUN
easat-6383	270	19	,	,	PUNCT
easat-6383	270	20	and	and	CCONJ
easat-6383	270	21	s.	s.	PROPN
easat-6383	270	22	boukir	boukir	PROPN
easat-6383	270	23	,	,	PUNCT
easat-6383	270	24	"	"	PUNCT
easat-6383	270	25	relevance	relevance	NOUN
easat-6383	270	26	of	of	ADP
easat-6383	270	27	airborne	airborne	ADJ
easat-6383	270	28	lidar	lidar	NOUN
easat-6383	270	29	and	and	CCONJ
easat-6383	270	30	multispectral	multispectral	ADJ
easat-6383	270	31	image	image	NOUN
easat-6383	270	32	data	datum	NOUN
easat-6383	270	33	for	for	ADP
easat-6383	270	34	urban	urban	ADJ
easat-6383	270	35	scene	scene	NOUN
easat-6383	270	36	classification	classification	NOUN
easat-6383	270	37	using	use	VERB
easat-6383	270	38	random	random	ADJ
easat-6383	270	39	forests	forest	NOUN
easat-6383	270	40	,	,	PUNCT
easat-6383	270	41	"	"	PUNCT
easat-6383	270	42	isprs	isprs	NOUN
easat-6383	270	43	journal	journal	NOUN
easat-6383	270	44	of	of	ADP
easat-6383	270	45	photogrammetry	photogrammetry	NOUN
easat-6383	270	46	and	and	CCONJ
easat-6383	270	47	remote	remote	ADJ
easat-6383	270	48	sensing	sensing	NOUN
easat-6383	270	49	,	,	PUNCT
easat-6383	270	50	vol	vol	NOUN
easat-6383	270	51	.	.	PROPN
easat-6383	271	1	66	66	NUM
easat-6383	271	2	,	,	PUNCT
easat-6383	271	3	no	no	INTJ
easat-6383	271	4	.	.	NOUN
easat-6383	271	5	1	1	NUM
easat-6383	271	6	,	,	PUNCT
easat-6383	271	7	pp	pp	ADJ
easat-6383	271	8	.	.	PUNCT
easat-6383	272	1	56	56	NUM
easat-6383	272	2	-	-	SYM
easat-6383	272	3	66	66	NUM
easat-6383	272	4	,	,	PUNCT
easat-6383	272	5	2011	2011	NUM
easat-6383	272	6	.	.	PUNCT
easat-6383	273	1	https://doi.org/10.1016/j.isprsjprs.2010.08.007	https://doi.org/10.1016/j.isprsjprs.2010.08.007	PROPN
easat-6383	274	1	[	[	X
easat-6383	274	2	14	14	NUM
easat-6383	274	3	]	]	X
easat-6383	274	4	a.	a.	NOUN
easat-6383	274	5	chaudhary	chaudhary	PROPN
easat-6383	274	6	,	,	PUNCT
easat-6383	274	7	s.	s.	PROPN
easat-6383	274	8	kolhe	kolhe	PROPN
easat-6383	274	9	,	,	PUNCT
easat-6383	274	10	and	and	CCONJ
easat-6383	274	11	r.	r.	PROPN
easat-6383	274	12	kamal	kamal	PROPN
easat-6383	274	13	,	,	PUNCT
easat-6383	274	14	"	"	PUNCT
easat-6383	274	15	an	an	DET
easat-6383	274	16	improved	improve	VERB
easat-6383	274	17	random	random	ADJ
easat-6383	274	18	forest	forest	NOUN
easat-6383	274	19	classifier	classifier	NOUN
easat-6383	274	20	for	for	ADP
easat-6383	274	21	multi	multi	ADJ
easat-6383	274	22	-	-	ADJ
easat-6383	274	23	class	class	ADJ
easat-6383	274	24	classification	classification	NOUN
easat-6383	274	25	,	,	PUNCT
easat-6383	274	26	"	"	PUNCT
easat-6383	274	27	information	information	NOUN
easat-6383	274	28	processing	processing	NOUN
easat-6383	274	29	in	in	ADP
easat-6383	274	30	agriculture	agriculture	NOUN
easat-6383	274	31	,	,	PUNCT
easat-6383	274	32	vol	vol	NOUN
easat-6383	274	33	.	.	PROPN
easat-6383	275	1	3	3	NUM
easat-6383	275	2	,	,	PUNCT
easat-6383	275	3	no	no	INTJ
easat-6383	275	4	.	.	NOUN
easat-6383	275	5	4	4	NUM
easat-6383	275	6	,	,	PUNCT
easat-6383	275	7	pp	pp	ADJ
easat-6383	275	8	.	.	PUNCT
easat-6383	276	1	215	215	NUM
easat-6383	276	2	-	-	SYM
easat-6383	276	3	222	222	NUM
easat-6383	276	4	,	,	PUNCT
easat-6383	276	5	2016	2016	NUM
easat-6383	276	6	.	.	PUNCT
easat-6383	277	1	https://doi.org/10.1016/j.inpa.2016.08.002	https://doi.org/10.1016/j.inpa.2016.08.002	PROPN
easat-6383	278	1	[	[	X
easat-6383	278	2	15	15	NUM
easat-6383	278	3	]	]	X
easat-6383	278	4	s.	s.	PROPN
easat-6383	278	5	islam	islam	PROPN
easat-6383	278	6	and	and	CCONJ
easat-6383	278	7	s.	s.	PROPN
easat-6383	278	8	h.	h.	PROPN
easat-6383	278	9	amin	amin	PROPN
easat-6383	278	10	,	,	PUNCT
easat-6383	278	11	"	"	PUNCT
easat-6383	278	12	prediction	prediction	NOUN
easat-6383	278	13	of	of	ADP
easat-6383	278	14	probable	probable	ADJ
easat-6383	278	15	backorder	backorder	NOUN
easat-6383	278	16	scenarios	scenario	NOUN
easat-6383	278	17	in	in	ADP
easat-6383	278	18	the	the	DET
easat-6383	278	19	supply	supply	NOUN
easat-6383	278	20	chain	chain	NOUN
easat-6383	278	21	using	use	VERB
easat-6383	278	22	distributed	distribute	VERB
easat-6383	278	23	random	random	ADJ
easat-6383	278	24	forest	forest	NOUN
easat-6383	278	25	and	and	CCONJ
easat-6383	278	26	gradient	gradient	NOUN
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easat-6383	278	28	machine	machine	NOUN
easat-6383	278	29	learning	learn	VERB
easat-6383	278	30	techniques	technique	NOUN
easat-6383	278	31	,	,	PUNCT
easat-6383	278	32	"	"	PUNCT
easat-6383	278	33	journal	journal	NOUN
easat-6383	278	34	of	of	ADP
easat-6383	278	35	big	big	ADJ
easat-6383	278	36	data	datum	NOUN
easat-6383	278	37	,	,	PUNCT
easat-6383	278	38	vol	vol	NOUN
easat-6383	278	39	.	.	PROPN
easat-6383	278	40	7	7	NUM
easat-6383	278	41	,	,	PUNCT
easat-6383	278	42	no	no	INTJ
easat-6383	278	43	.	.	NOUN
easat-6383	278	44	1	1	NUM
easat-6383	278	45	,	,	PUNCT
easat-6383	278	46	p.	p.	NOUN
easat-6383	278	47	65	65	NUM
easat-6383	278	48	,	,	PUNCT
easat-6383	278	49	2020	2020	NUM
easat-6383	278	50	.	.	PUNCT
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easat-6383	280	1	[	[	X
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easat-6383	280	44	,	,	PUNCT
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easat-6383	281	1	https://doi.org/10.3390/s21237926	https://doi.org/10.3390/s21237926	NUM
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easat-6383	282	41	,	,	PUNCT
easat-6383	282	42	pp	pp	ADJ
easat-6383	282	43	.	.	PUNCT
easat-6383	283	1	302	302	NUM
easat-6383	283	2	-	-	SYM
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easat-6383	285	16	product	product	NOUN
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easat-6383	285	18	prediction	prediction	NOUN
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easat-6383	285	28	"	"	PUNCT
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easat-6383	285	31	,	,	PUNCT
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easat-6383	285	39	,	,	PUNCT
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easat-6383	285	41	.	.	PUNCT
easat-6383	286	1	2107	2107	NUM
easat-6383	286	2	-	-	SYM
easat-6383	286	3	2122	2122	NUM
easat-6383	286	4	,	,	PUNCT
easat-6383	286	5	2022	2022	NUM
easat-6383	286	6	.	.	PUNCT
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easat-6383	288	1	https://doi.org/10.1080/00207543.2021.1901153	https://doi.org/10.1080/00207543.2021.1901153	PROPN
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easat-6383	288	3	1807	1807	NUM
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easat-6383	289	1	9	9	NUM
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easat-6383	289	6	:	:	SYM
easat-6383	289	7	1795	1795	NUM
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easat-6383	289	9	1807	1807	NUM
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easat-6383	290	30	a	a	DET
easat-6383	290	31	complex	complex	ADJ
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easat-6383	290	33	chain	chain	NOUN
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easat-6383	290	47	,	,	PUNCT
easat-6383	290	48	2024	2024	NUM
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easat-6383	291	9	z.	z.	PROPN
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easat-6383	291	13	a	a	DET
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easat-6383	292	1	58982	58982	NUM
easat-6383	292	2	-	-	SYM
easat-6383	292	3	58994	58994	NUM
easat-6383	292	4	,	,	PUNCT
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easat-6383	293	32	,	,	PUNCT
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easat-6383	293	34	presented	present	VERB
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easat-6383	293	38	collective	collective	ADJ
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