id	sid	tid	token	lemma	pos
easat-5256	1	1	edelweiss	edelweiss	PROPN
easat-5256	1	2	applied	apply	VERB
easat-5256	1	3	science	science	NOUN
easat-5256	1	4	and	and	CCONJ
easat-5256	1	5	technology	technology	NOUN
easat-5256	1	6	issn	issn	PROPN
easat-5256	1	7	:	:	PUNCT
easat-5256	1	8	2576	2576	NUM
easat-5256	1	9	-	-	SYM
easat-5256	1	10	8484	8484	NUM
easat-5256	1	11	vol	vol	NOUN
easat-5256	1	12	.	.	PROPN
easat-5256	2	1	9	9	NUM
easat-5256	2	2	,	,	PUNCT
easat-5256	2	3	no	no	INTJ
easat-5256	2	4	.	.	NOUN
easat-5256	2	5	3	3	NUM
easat-5256	2	6	,	,	PUNCT
easat-5256	2	7	584	584	NUM
easat-5256	2	8	-	-	SYM
easat-5256	2	9	598	598	NUM
easat-5256	2	10	2025	2025	NUM
easat-5256	2	11	publisher	publisher	NOUN
easat-5256	2	12	:	:	PUNCT
easat-5256	2	13	learning	learn	VERB
easat-5256	2	14	gate	gate	NOUN
easat-5256	2	15	doi	doi	PROPN
easat-5256	2	16	:	:	PUNCT
easat-5256	2	17	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	2	18	©	©	PROPN
easat-5256	2	19	2025	2025	NUM
easat-5256	2	20	by	by	ADP
easat-5256	2	21	the	the	DET
easat-5256	2	22	authors	author	NOUN
easat-5256	2	23	;	;	PUNCT
easat-5256	2	24	licensee	licensee	PROPN
easat-5256	2	25	learning	learning	NOUN
easat-5256	2	26	gate	gate	NOUN
easat-5256	3	1	©	©	PROPN
easat-5256	3	2	2025	2025	NUM
easat-5256	3	3	by	by	ADP
easat-5256	3	4	the	the	DET
easat-5256	3	5	authors	author	NOUN
easat-5256	3	6	;	;	PUNCT
easat-5256	3	7	licensee	licensee	PROPN
easat-5256	3	8	learning	learning	NOUN
easat-5256	3	9	gate	gate	NOUN
easat-5256	3	10	history	history	NOUN
easat-5256	3	11	:	:	PUNCT
easat-5256	3	12	received	receive	VERB
easat-5256	3	13	:	:	PUNCT
easat-5256	3	14	7	7	NUM
easat-5256	3	15	january	january	NOUN
easat-5256	3	16	2025	2025	NUM
easat-5256	3	17	;	;	PUNCT
easat-5256	3	18	revised	revise	VERB
easat-5256	3	19	:	:	PUNCT
easat-5256	3	20	19	19	NUM
easat-5256	3	21	february	february	NOUN
easat-5256	3	22	2025	2025	NUM
easat-5256	3	23	;	;	PUNCT
easat-5256	3	24	accepted	accept	VERB
easat-5256	3	25	:	:	PUNCT
easat-5256	3	26	20	20	NUM
easat-5256	3	27	february	february	NOUN
easat-5256	3	28	2025	2025	NUM
easat-5256	3	29	;	;	PUNCT
easat-5256	3	30	published	publish	VERB
easat-5256	3	31	:	:	PUNCT
easat-5256	3	32	7	7	NUM
easat-5256	3	33	march	march	NOUN
easat-5256	3	34	2025	2025	NUM
easat-5256	3	35	*	*	PUNCT
easat-5256	3	36	correspondence	correspondence	NOUN
easat-5256	3	37	:	:	PUNCT
easat-5256	3	38	ie_conan@163.com	ie_conan@163.com	PROPN
easat-5256	3	39	application	application	NOUN
easat-5256	3	40	of	of	ADP
easat-5256	3	41	autonomous	autonomous	ADJ
easat-5256	3	42	intelligent	intelligent	ADJ
easat-5256	3	43	customer	customer	NOUN
easat-5256	3	44	behavior	behavior	NOUN
easat-5256	3	45	prediction	prediction	NOUN
easat-5256	3	46	model	model	NOUN
easat-5256	3	47	based	base	VERB
easat-5256	3	48	on	on	ADP
easat-5256	3	49	deep	deep	ADJ
easat-5256	3	50	learning	learning	NOUN
easat-5256	3	51	in	in	ADP
easat-5256	3	52	retail	retail	ADJ
easat-5256	3	53	marketing	marketing	NOUN
easat-5256	3	54	strategy	strategy	NOUN
easat-5256	3	55	optimization	optimization	NOUN
easat-5256	3	56	zhuanghao	zhuanghao	PROPN
easat-5256	3	57	si1	si1	PROPN
easat-5256	3	58	*	*	PROPN
easat-5256	3	59	,	,	PUNCT
easat-5256	3	60	dhakir	dhakir	PROPN
easat-5256	3	61	abbas	abbas	PROPN
easat-5256	3	62	ali2	ali2	PROPN
easat-5256	3	63	,	,	PUNCT
easat-5256	3	64	rozaini	rozaini	ADJ
easat-5256	3	65	binti	binti	PROPN
easat-5256	3	66	rosli3	rosli3	PROPN
easat-5256	3	67	,	,	PUNCT
easat-5256	3	68	amiya	amiya	PROPN
easat-5256	3	69	bhaumik4	bhaumik4	PROPN
easat-5256	3	70	,	,	PUNCT
easat-5256	3	71	abhijit	abhijit	PROPN
easat-5256	3	72	ghosh5	ghosh5	PROPN
easat-5256	4	1	1,2,3,4,5lincoln	1,2,3,4,5lincoln	NUM
easat-5256	4	2	university	university	NOUN
easat-5256	4	3	college	college	NOUN
easat-5256	4	4	,	,	PUNCT
easat-5256	4	5	47301	47301	NUM
easat-5256	4	6	petaling	petaling	PROPN
easat-5256	4	7	jaya	jaya	PROPN
easat-5256	4	8	,	,	PUNCT
easat-5256	4	9	selangor	selangor	PROPN
easat-5256	4	10	darul	darul	PROPN
easat-5256	4	11	ehsan	ehsan	PROPN
easat-5256	4	12	,	,	PUNCT
easat-5256	4	13	malaysia	malaysia	PROPN
easat-5256	4	14	;	;	PUNCT
easat-5256	4	15	ie_conan@163.com	ie_conan@163.com	PROPN
easat-5256	4	16	(	(	PUNCT
easat-5256	4	17	z.s	z.s	PROPN
easat-5256	4	18	.	.	PUNCT
easat-5256	4	19	)	)	PUNCT
easat-5256	5	1	drdhakir@lincoln.edu.my	drdhakir@lincoln.edu.my	PROPN
easat-5256	5	2	(	(	PUNCT
easat-5256	5	3	d.a.a	d.a.a	PROPN
easat-5256	5	4	.	.	PUNCT
easat-5256	5	5	)	)	PUNCT
easat-5256	6	1	rozaini@lincoln.edu.my	rozaini@lincoln.edu.my	NOUN
easat-5256	6	2	(	(	PUNCT
easat-5256	6	3	r.b.r	r.b.r	PROPN
easat-5256	6	4	.	.	PUNCT
easat-5256	6	5	)	)	PUNCT
easat-5256	7	1	amiya@lincoln.edu.my	amiya@lincoln.edu.my	NOUN
easat-5256	7	2	(	(	PUNCT
easat-5256	7	3	a.b	a.b	PROPN
easat-5256	7	4	.	.	PROPN
easat-5256	7	5	)	)	PUNCT
easat-5256	8	1	abhijit@lincoln.edu.my	abhijit@lincoln.edu.my	NOUN
easat-5256	8	2	(	(	PUNCT
easat-5256	8	3	a.g	a.g	PROPN
easat-5256	8	4	.	.	PROPN
easat-5256	8	5	)	)	PUNCT
easat-5256	8	6	.	.	PUNCT
easat-5256	9	1	abstract	abstract	ADV
easat-5256	9	2	:	:	PUNCT
easat-5256	9	3	this	this	DET
easat-5256	9	4	study	study	NOUN
easat-5256	9	5	aims	aim	VERB
easat-5256	9	6	to	to	PART
easat-5256	9	7	develop	develop	VERB
easat-5256	9	8	and	and	CCONJ
easat-5256	9	9	evaluate	evaluate	VERB
easat-5256	9	10	a	a	DET
easat-5256	9	11	deep	deep	ADJ
easat-5256	9	12	learning	learning	NOUN
easat-5256	9	13	-	-	PUNCT
easat-5256	9	14	based	base	VERB
easat-5256	9	15	autonomous	autonomous	ADJ
easat-5256	9	16	intelligent	intelligent	ADJ
easat-5256	9	17	system	system	NOUN
easat-5256	9	18	for	for	ADP
easat-5256	9	19	customer	customer	NOUN
easat-5256	9	20	behavior	behavior	NOUN
easat-5256	9	21	prediction	prediction	NOUN
easat-5256	9	22	and	and	CCONJ
easat-5256	9	23	marketing	marketing	NOUN
easat-5256	9	24	strategy	strategy	NOUN
easat-5256	9	25	optimization	optimization	NOUN
easat-5256	9	26	in	in	ADP
easat-5256	9	27	the	the	DET
easat-5256	9	28	retail	retail	ADJ
easat-5256	9	29	sector	sector	NOUN
easat-5256	9	30	.	.	PUNCT
easat-5256	10	1	a	a	DET
easat-5256	10	2	hybrid	hybrid	ADJ
easat-5256	10	3	architecture	architecture	NOUN
easat-5256	10	4	combining	combine	VERB
easat-5256	10	5	long	long	ADJ
easat-5256	10	6	short	short	ADJ
easat-5256	10	7	-	-	PUNCT
easat-5256	10	8	term	term	NOUN
easat-5256	10	9	memory	memory	NOUN
easat-5256	10	10	(	(	PUNCT
easat-5256	10	11	lstm	lstm	NOUN
easat-5256	10	12	)	)	PUNCT
easat-5256	10	13	networks	network	NOUN
easat-5256	10	14	with	with	ADP
easat-5256	10	15	transformer	transformer	NOUN
easat-5256	10	16	models	model	NOUN
easat-5256	10	17	in	in	ADP
easat-5256	10	18	a	a	DET
easat-5256	10	19	multi	multi	ADJ
easat-5256	10	20	-	-	ADJ
easat-5256	10	21	task	task	ADJ
easat-5256	10	22	learning	learn	VERB
easat-5256	10	23	framework	framework	NOUN
easat-5256	10	24	was	be	AUX
easat-5256	10	25	designed	design	VERB
easat-5256	10	26	.	.	PUNCT
easat-5256	11	1	evaluation	evaluation	NOUN
easat-5256	11	2	included	include	VERB
easat-5256	11	3	offline	offline	ADJ
easat-5256	11	4	cross	cross	NOUN
easat-5256	11	5	-	-	ADJ
easat-5256	11	6	validation	validation	NOUN
easat-5256	11	7	and	and	CCONJ
easat-5256	11	8	online	online	ADJ
easat-5256	11	9	a	a	DET
easat-5256	11	10	/	/	SYM
easat-5256	11	11	b	b	NOUN
easat-5256	11	12	testing	testing	NOUN
easat-5256	11	13	using	use	VERB
easat-5256	11	14	1.5	1.5	NUM
easat-5256	11	15	million	million	NUM
easat-5256	11	16	customer	customer	NOUN
easat-5256	11	17	interactions	interaction	NOUN
easat-5256	11	18	,	,	PUNCT
easat-5256	11	19	followed	follow	VERB
easat-5256	11	20	by	by	ADP
easat-5256	11	21	a	a	DET
easat-5256	11	22	12	12	NUM
easat-5256	11	23	-	-	PUNCT
easat-5256	11	24	month	month	NOUN
easat-5256	11	25	case	case	NOUN
easat-5256	11	26	study	study	NOUN
easat-5256	11	27	implementation	implementation	NOUN
easat-5256	11	28	in	in	ADP
easat-5256	11	29	a	a	DET
easat-5256	11	30	multinational	multinational	ADJ
easat-5256	11	31	e	e	NOUN
easat-5256	11	32	-	-	NOUN
easat-5256	11	33	commerce	commerce	NOUN
easat-5256	11	34	platform	platform	NOUN
easat-5256	11	35	.	.	PUNCT
easat-5256	12	1	the	the	DET
easat-5256	12	2	model	model	NOUN
easat-5256	12	3	achieved	achieve	VERB
easat-5256	12	4	a	a	DET
easat-5256	12	5	15	15	NUM
easat-5256	12	6	%	%	NOUN
easat-5256	12	7	increase	increase	NOUN
easat-5256	12	8	in	in	ADP
easat-5256	12	9	auc	auc	NOUN
easat-5256	12	10	-	-	PUNCT
easat-5256	12	11	roc	roc	NOUN
easat-5256	12	12	for	for	ADP
easat-5256	12	13	purchase	purchase	NOUN
easat-5256	12	14	prediction	prediction	NOUN
easat-5256	12	15	and	and	CCONJ
easat-5256	12	16	a	a	DET
easat-5256	12	17	22	22	NUM
easat-5256	12	18	%	%	NOUN
easat-5256	12	19	improvement	improvement	NOUN
easat-5256	12	20	in	in	ADP
easat-5256	12	21	mean	mean	ADJ
easat-5256	12	22	average	average	ADJ
easat-5256	12	23	precision	precision	NOUN
easat-5256	12	24	for	for	ADP
easat-5256	12	25	product	product	NOUN
easat-5256	12	26	recommendations	recommendation	NOUN
easat-5256	12	27	compared	compare	VERB
easat-5256	12	28	to	to	ADP
easat-5256	12	29	state	state	NOUN
easat-5256	12	30	-	-	PUNCT
easat-5256	12	31	of	of	ADP
easat-5256	12	32	-	-	PUNCT
easat-5256	12	33	the	the	DET
easat-5256	12	34	-	-	PUNCT
easat-5256	12	35	art	art	NOUN
easat-5256	12	36	benchmarks	benchmark	NOUN
easat-5256	12	37	.	.	PUNCT
easat-5256	13	1	the	the	DET
easat-5256	13	2	case	case	NOUN
easat-5256	13	3	study	study	NOUN
easat-5256	13	4	revealed	reveal	VERB
easat-5256	13	5	substantial	substantial	ADJ
easat-5256	13	6	enhancements	enhancement	NOUN
easat-5256	13	7	in	in	ADP
easat-5256	13	8	click	click	NOUN
easat-5256	13	9	-	-	PUNCT
easat-5256	13	10	through	through	ADP
easat-5256	13	11	rates	rate	NOUN
easat-5256	13	12	(	(	PUNCT
easat-5256	13	13	35	35	NUM
easat-5256	13	14	%	%	NOUN
easat-5256	13	15	)	)	PUNCT
easat-5256	13	16	,	,	PUNCT
easat-5256	13	17	conversion	conversion	NOUN
easat-5256	13	18	rates	rate	NOUN
easat-5256	13	19	(	(	PUNCT
easat-5256	13	20	28	28	NUM
easat-5256	13	21	%	%	NOUN
easat-5256	13	22	)	)	PUNCT
easat-5256	13	23	,	,	PUNCT
easat-5256	13	24	and	and	CCONJ
easat-5256	13	25	customer	customer	NOUN
easat-5256	13	26	retention	retention	NOUN
easat-5256	13	27	(	(	PUNCT
easat-5256	13	28	22	22	NUM
easat-5256	13	29	%	%	NOUN
easat-5256	13	30	)	)	PUNCT
easat-5256	13	31	.	.	PUNCT
easat-5256	14	1	the	the	DET
easat-5256	14	2	hybrid	hybrid	ADJ
easat-5256	14	3	lstm	lstm	ADJ
easat-5256	14	4	-	-	PUNCT
easat-5256	14	5	transformer	transformer	NOUN
easat-5256	14	6	model	model	NOUN
easat-5256	14	7	with	with	ADP
easat-5256	14	8	a	a	DET
easat-5256	14	9	multi	multi	ADJ
easat-5256	14	10	-	-	ADJ
easat-5256	14	11	task	task	ADJ
easat-5256	14	12	learning	learn	VERB
easat-5256	14	13	framework	framework	NOUN
easat-5256	14	14	significantly	significantly	ADV
easat-5256	14	15	outperforms	outperform	VERB
easat-5256	14	16	traditional	traditional	ADJ
easat-5256	14	17	methods	method	NOUN
easat-5256	14	18	,	,	PUNCT
easat-5256	14	19	demonstrating	demonstrate	VERB
easat-5256	14	20	the	the	DET
easat-5256	14	21	effectiveness	effectiveness	NOUN
easat-5256	14	22	of	of	ADP
easat-5256	14	23	deep	deep	ADJ
easat-5256	14	24	learning	learning	NOUN
easat-5256	14	25	for	for	ADP
easat-5256	14	26	customer	customer	NOUN
easat-5256	14	27	behavior	behavior	NOUN
easat-5256	14	28	prediction	prediction	NOUN
easat-5256	14	29	and	and	CCONJ
easat-5256	14	30	marketing	marketing	NOUN
easat-5256	14	31	optimization	optimization	NOUN
easat-5256	14	32	.	.	PUNCT
easat-5256	15	1	retailers	retailer	NOUN
easat-5256	15	2	can	can	AUX
easat-5256	15	3	leverage	leverage	VERB
easat-5256	15	4	this	this	DET
easat-5256	15	5	system	system	NOUN
easat-5256	15	6	to	to	PART
easat-5256	15	7	enhance	enhance	VERB
easat-5256	15	8	personalized	personalized	ADJ
easat-5256	15	9	recommendations	recommendation	NOUN
easat-5256	15	10	,	,	PUNCT
easat-5256	15	11	optimize	optimize	VERB
easat-5256	15	12	pricing	pricing	NOUN
easat-5256	15	13	strategies	strategy	NOUN
easat-5256	15	14	,	,	PUNCT
easat-5256	15	15	and	and	CCONJ
easat-5256	15	16	improve	improve	VERB
easat-5256	15	17	customer	customer	NOUN
easat-5256	15	18	engagement	engagement	NOUN
easat-5256	15	19	,	,	PUNCT
easat-5256	15	20	resulting	result	VERB
easat-5256	15	21	in	in	ADP
easat-5256	15	22	measurable	measurable	ADJ
easat-5256	15	23	business	business	NOUN
easat-5256	15	24	performance	performance	NOUN
easat-5256	15	25	improvements	improvement	NOUN
easat-5256	15	26	across	across	ADP
easat-5256	15	27	diverse	diverse	ADJ
easat-5256	15	28	retail	retail	ADJ
easat-5256	15	29	segments	segment	NOUN
easat-5256	15	30	.	.	PUNCT
easat-5256	16	1	keywords	keyword	NOUN
easat-5256	16	2	:	:	PUNCT
easat-5256	16	3	artificial	artificial	ADJ
easat-5256	16	4	intelligence	intelligence	NOUN
easat-5256	16	5	in	in	ADP
easat-5256	16	6	retail	retail	NOUN
easat-5256	16	7	,	,	PUNCT
easat-5256	16	8	customer	customer	NOUN
easat-5256	16	9	behavior	behavior	NOUN
easat-5256	16	10	prediction	prediction	NOUN
easat-5256	16	11	,	,	PUNCT
easat-5256	16	12	data	data	NOUN
easat-5256	16	13	-	-	PUNCT
easat-5256	16	14	driven	drive	VERB
easat-5256	16	15	marketing	marketing	NOUN
easat-5256	16	16	,	,	PUNCT
easat-5256	16	17	deep	deep	ADJ
easat-5256	16	18	learning	learning	NOUN
easat-5256	16	19	;	;	PUNCT
easat-5256	16	20	e	e	X
easat-5256	16	21	-	-	NOUN
easat-5256	16	22	commerce	commerce	NOUN
easat-5256	16	23	;	;	PUNCT
easat-5256	16	24	personalization	personalization	NOUN
easat-5256	16	25	,	,	PUNCT
easat-5256	16	26	lstm	lstm	NOUN
easat-5256	16	27	;	;	PUNCT
easat-5256	16	28	transformer	transformer	NOUN
easat-5256	16	29	,	,	PUNCT
easat-5256	16	30	marketing	marketing	NOUN
easat-5256	16	31	strategy	strategy	NOUN
easat-5256	16	32	optimization	optimization	NOUN
easat-5256	16	33	,	,	PUNCT
easat-5256	16	34	multi	multi	ADJ
easat-5256	16	35	-	-	NOUN
easat-5256	16	36	task	task	ADJ
easat-5256	16	37	learning	learning	NOUN
easat-5256	16	38	.	.	PUNCT
easat-5256	17	1	1	1	X
easat-5256	17	2	.	.	X
easat-5256	17	3	introduction	introduction	NOUN
easat-5256	17	4	in	in	ADP
easat-5256	17	5	the	the	DET
easat-5256	17	6	last	last	ADJ
easat-5256	17	7	few	few	ADJ
easat-5256	17	8	years	year	NOUN
easat-5256	17	9	,	,	PUNCT
easat-5256	17	10	the	the	DET
easat-5256	17	11	importance	importance	NOUN
easat-5256	17	12	of	of	ADP
easat-5256	17	13	artificial	artificial	ADJ
easat-5256	17	14	intelligence	intelligence	NOUN
easat-5256	17	15	(	(	PUNCT
easat-5256	17	16	ai	ai	NOUN
easat-5256	17	17	)	)	PUNCT
easat-5256	17	18	in	in	ADP
easat-5256	17	19	modern	modern	ADJ
easat-5256	17	20	businesses	business	NOUN
easat-5256	17	21	and	and	CCONJ
easat-5256	17	22	its	its	PRON
easat-5256	17	23	applications	application	NOUN
easat-5256	17	24	has	have	AUX
easat-5256	17	25	increased	increase	VERB
easat-5256	17	26	rapidly	rapidly	ADV
easat-5256	17	27	.	.	PUNCT
easat-5256	18	1	nowadays	nowadays	ADV
easat-5256	18	2	,	,	PUNCT
easat-5256	18	3	the	the	DET
easat-5256	18	4	value	value	NOUN
easat-5256	18	5	of	of	ADP
easat-5256	18	6	ai	ai	ADJ
easat-5256	18	7	-	-	PUNCT
easat-5256	18	8	driven	drive	VERB
easat-5256	18	9	innovation	innovation	NOUN
easat-5256	18	10	in	in	ADP
easat-5256	18	11	creating	create	VERB
easat-5256	18	12	and	and	CCONJ
easat-5256	18	13	enhancing	enhance	VERB
easat-5256	18	14	competitive	competitive	ADJ
easat-5256	18	15	advantages	advantage	NOUN
easat-5256	18	16	requires	require	VERB
easat-5256	18	17	a	a	DET
easat-5256	18	18	comprehensive	comprehensive	ADJ
easat-5256	18	19	understanding	understanding	NOUN
easat-5256	18	20	of	of	ADP
easat-5256	18	21	the	the	DET
easat-5256	18	22	impact	impact	NOUN
easat-5256	18	23	it	it	PRON
easat-5256	18	24	has	have	VERB
easat-5256	18	25	on	on	ADP
easat-5256	18	26	processes	process	NOUN
easat-5256	18	27	and	and	CCONJ
easat-5256	18	28	systems	system	NOUN
easat-5256	18	29	integration	integration	NOUN
easat-5256	18	30	in	in	ADP
easat-5256	18	31	all	all	DET
easat-5256	18	32	organisations	organisation	NOUN
easat-5256	18	33	[	[	X
easat-5256	18	34	1	1	NUM
easat-5256	18	35	]	]	PUNCT
easat-5256	18	36	.	.	PUNCT
easat-5256	19	1	the	the	DET
easat-5256	19	2	effectiveness	effectiveness	NOUN
easat-5256	19	3	of	of	ADP
easat-5256	19	4	operations	operation	NOUN
easat-5256	19	5	within	within	ADP
easat-5256	19	6	a	a	DET
easat-5256	19	7	firm	firm	NOUN
easat-5256	19	8	has	have	AUX
easat-5256	19	9	been	be	AUX
easat-5256	19	10	greatly	greatly	ADV
easat-5256	19	11	enhanced	enhance	VERB
easat-5256	19	12	by	by	ADP
easat-5256	19	13	the	the	DET
easat-5256	19	14	introduction	introduction	NOUN
easat-5256	19	15	of	of	ADP
easat-5256	19	16	new	new	ADJ
easat-5256	19	17	ai	ai	PROPN
easat-5256	19	18	technologies	technology	NOUN
easat-5256	19	19	such	such	ADJ
easat-5256	19	20	as	as	ADP
easat-5256	19	21	machine	machine	NOUN
easat-5256	19	22	learning	learning	NOUN
easat-5256	19	23	and	and	CCONJ
easat-5256	19	24	deep	deep	ADJ
easat-5256	19	25	learning	learning	NOUN
easat-5256	19	26	agarwal	agarwal	PROPN
easat-5256	20	1	[	[	X
easat-5256	20	2	2	2	X
easat-5256	20	3	]	]	PUNCT
easat-5256	20	4	which	which	PRON
easat-5256	20	5	have	have	AUX
easat-5256	20	6	also	also	ADV
easat-5256	20	7	increased	increase	VERB
easat-5256	20	8	product	product	NOUN
easat-5256	20	9	and	and	CCONJ
easat-5256	20	10	service	service	NOUN
easat-5256	20	11	development	development	NOUN
easat-5256	20	12	,	,	PUNCT
easat-5256	20	13	customer	customer	NOUN
easat-5256	20	14	satisfaction	satisfaction	NOUN
easat-5256	20	15	,	,	PUNCT
easat-5256	20	16	and	and	CCONJ
easat-5256	20	17	overall	overall	ADJ
easat-5256	20	18	value	value	NOUN
easat-5256	20	19	delivery	delivery	NOUN
easat-5256	21	1	[	[	X
easat-5256	21	2	3	3	NUM
easat-5256	21	3	]	]	PUNCT
easat-5256	21	4	.	.	PUNCT
easat-5256	22	1	the	the	DET
easat-5256	22	2	use	use	NOUN
easat-5256	22	3	of	of	ADP
easat-5256	22	4	ai	ai	VERB
easat-5256	22	5	in	in	ADP
easat-5256	22	6	various	various	ADJ
easat-5256	22	7	fields	field	NOUN
easat-5256	22	8	such	such	ADJ
easat-5256	22	9	as	as	ADP
easat-5256	22	10	marketing	marketing	NOUN
easat-5256	22	11	,	,	PUNCT
easat-5256	22	12	customer	customer	NOUN
easat-5256	22	13	support	support	NOUN
easat-5256	22	14	,	,	PUNCT
easat-5256	22	15	supply	supply	NOUN
easat-5256	22	16	and	and	CCONJ
easat-5256	22	17	demand	demand	NOUN
easat-5256	22	18	forecasting	forecasting	NOUN
easat-5256	22	19	,	,	PUNCT
easat-5256	22	20	and	and	CCONJ
easat-5256	22	21	financial	financial	ADJ
easat-5256	22	22	analysis	analysis	NOUN
easat-5256	22	23	demonstrates	demonstrate	VERB
easat-5256	22	24	how	how	SCONJ
easat-5256	22	25	rapidly	rapidly	ADV
easat-5256	22	26	the	the	DET
easat-5256	22	27	development	development	NOUN
easat-5256	22	28	of	of	ADP
easat-5256	22	29	ai	ai	NOUN
easat-5256	22	30	has	have	AUX
easat-5256	22	31	improved	improve	VERB
easat-5256	22	32	its	its	PRON
easat-5256	22	33	capabilities	capability	NOUN
easat-5256	22	34	[	[	X
easat-5256	22	35	4	4	NUM
easat-5256	22	36	]	]	PUNCT
easat-5256	22	37	.	.	PUNCT
easat-5256	23	1	the	the	DET
easat-5256	23	2	adoption	adoption	NOUN
easat-5256	23	3	of	of	ADP
easat-5256	23	4	ai	ai	NOUN
easat-5256	23	5	has	have	AUX
easat-5256	23	6	led	lead	VERB
easat-5256	23	7	to	to	ADP
easat-5256	23	8	increased	increase	VERB
easat-5256	23	9	interest	interest	NOUN
easat-5256	23	10	among	among	ADP
easat-5256	23	11	academics	academic	NOUN
easat-5256	23	12	and	and	CCONJ
easat-5256	23	13	practitioners	practitioner	NOUN
easat-5256	23	14	in	in	ADP
easat-5256	23	15	the	the	DET
easat-5256	23	16	changes	change	NOUN
easat-5256	23	17	it	it	PRON
easat-5256	23	18	causes	cause	VERB
easat-5256	23	19	to	to	ADP
easat-5256	23	20	business	business	NOUN
easat-5256	23	21	models	model	NOUN
easat-5256	23	22	,	,	PUNCT
easat-5256	23	23	organisational	organisational	ADJ
easat-5256	23	24	designs	design	NOUN
easat-5256	23	25	,	,	PUNCT
easat-5256	23	26	and	and	CCONJ
easat-5256	23	27	strategy	strategy	NOUN
easat-5256	23	28	processes	process	NOUN
easat-5256	23	29	[	[	X
easat-5256	23	30	5	5	NUM
easat-5256	23	31	]	]	PUNCT
easat-5256	23	32	.	.	PUNCT
easat-5256	24	1	the	the	DET
easat-5256	24	2	growing	grow	VERB
easat-5256	24	3	sophistication	sophistication	NOUN
easat-5256	24	4	of	of	ADP
easat-5256	24	5	ai	ai	NOUN
easat-5256	24	6	brings	bring	VERB
easat-5256	24	7	both	both	DET
easat-5256	24	8	problems	problem	NOUN
easat-5256	24	9	and	and	CCONJ
easat-5256	24	10	solutions	solution	NOUN
easat-5256	24	11	to	to	ADP
easat-5256	24	12	businesses	business	NOUN
easat-5256	24	13	,	,	PUNCT
easat-5256	24	14	creating	create	VERB
easat-5256	24	15	a	a	DET
easat-5256	24	16	need	need	NOUN
easat-5256	24	17	for	for	ADP
easat-5256	24	18	a	a	DET
easat-5256	24	19	deeper	deep	ADJ
easat-5256	24	20	understanding	understanding	NOUN
easat-5256	24	21	of	of	ADP
easat-5256	24	22	its	its	PRON
easat-5256	24	23	utility	utility	NOUN
easat-5256	24	24	and	and	CCONJ
easat-5256	24	25	drawbacks	drawback	NOUN
easat-5256	24	26	[	[	X
easat-5256	24	27	6	6	NUM
easat-5256	24	28	]	]	PUNCT
easat-5256	24	29	.	.	PUNCT
easat-5256	25	1	the	the	DET
easat-5256	25	2	most	most	ADV
easat-5256	25	3	recent	recent	ADJ
easat-5256	25	4	studies	study	NOUN
easat-5256	25	5	reveal	reveal	VERB
easat-5256	25	6	diagnostic	diagnostic	ADJ
easat-5256	25	7	and	and	CCONJ
easat-5256	25	8	prognostic	prognostic	ADJ
easat-5256	25	9	automation	automation	NOUN
easat-5256	25	10	processes	process	NOUN
easat-5256	25	11	,	,	PUNCT
easat-5256	25	12	personnel	personnel	NOUN
easat-5256	25	13	marketing	marketing	NOUN
easat-5256	25	14	,	,	PUNCT
easat-5256	25	15	and	and	CCONJ
easat-5256	25	16	other	other	ADJ
easat-5256	25	17	customer	customer	NOUN
easat-5256	25	18	-	-	PUNCT
easat-5256	25	19	identifiable	identifiable	ADJ
easat-5256	25	20	intrusive	intrusive	ADJ
easat-5256	25	21	techniques	technique	NOUN
easat-5256	25	22	that	that	PRON
easat-5256	25	23	artificial	artificial	ADJ
easat-5256	25	24	intelligence	intelligence	NOUN
easat-5256	25	25	is	be	AUX
easat-5256	25	26	likely	likely	ADJ
easat-5256	25	27	to	to	PART
easat-5256	25	28	dramatically	dramatically	ADV
easat-5256	25	29	change	change	VERB
easat-5256	25	30	industries	industry	NOUN
easat-5256	25	31	including	include	VERB
easat-5256	25	32	analytics	analytic	NOUN
easat-5256	25	33	,	,	PUNCT
easat-5256	25	34	automation	automation	NOUN
easat-5256	25	35	,	,	PUNCT
easat-5256	25	36	and	and	CCONJ
easat-5256	25	37	customer	customer	NOUN
easat-5256	25	38	relations	relation	NOUN
easat-5256	25	39	management	management	NOUN
easat-5256	25	40	.	.	PUNCT
easat-5256	26	1	ai	ai	VERB
easat-5256	26	2	has	have	AUX
easat-5256	26	3	certainly	certainly	ADV
easat-5256	26	4	found	find	VERB
easat-5256	26	5	a	a	DET
easat-5256	26	6	place	place	NOUN
easat-5256	26	7	in	in	ADP
easat-5256	26	8	business	business	NOUN
easat-5256	26	9	;	;	PUNCT
easat-5256	26	10	however	however	ADV
easat-5256	26	11	,	,	PUNCT
easat-5256	26	12	ai	ai	VERB
easat-5256	26	13	business	business	NOUN
easat-5256	26	14	ethics	ethic	NOUN
easat-5256	26	15	bécue	bécue	NOUN
easat-5256	26	16	,	,	PUNCT
easat-5256	26	17	et	et	PROPN
easat-5256	26	18	al	al	PROPN
easat-5256	26	19	.	.	PUNCT
easat-5256	27	1	[	[	X
easat-5256	27	2	7	7	X
easat-5256	27	3	]	]	PUNCT
easat-5256	27	4	data	datum	NOUN
easat-5256	27	5	security	security	NOUN
easat-5256	27	6	,	,	PUNCT
easat-5256	27	7	and	and	CCONJ
easat-5256	27	8	https://orcid.org/0009-0008-5936-3849	https://orcid.org/0009-0008-5936-3849	PROPN
easat-5256	27	9	https://orcid.org/0009-0000-6842-0157	https://orcid.org/0009-0000-6842-0157	NOUN
easat-5256	27	10	https://orcid.org/0000-0002-5758-1593	https://orcid.org/0000-0002-5758-1593	PROPN
easat-5256	27	11	https://orcid.org/0000-0002-9188-2269	https://orcid.org/0000-0002-9188-2269	SCONJ
easat-5256	27	12	https://orcid.org/0000-0003-4975-9299	https://orcid.org/0000-0003-4975-9299	PROPN
easat-5256	27	13	585	585	NUM
easat-5256	27	14	edelweiss	edelweiss	PROPN
easat-5256	27	15	applied	apply	VERB
easat-5256	27	16	science	science	NOUN
easat-5256	27	17	and	and	CCONJ
easat-5256	27	18	technology	technology	NOUN
easat-5256	27	19	issn	issn	PROPN
easat-5256	27	20	:	:	PUNCT
easat-5256	27	21	2576	2576	NUM
easat-5256	27	22	-	-	SYM
easat-5256	27	23	8484	8484	NUM
easat-5256	27	24	vol	vol	NOUN
easat-5256	27	25	.	.	PROPN
easat-5256	28	1	9	9	NUM
easat-5256	28	2	,	,	PUNCT
easat-5256	28	3	no	no	INTJ
easat-5256	28	4	.	.	NOUN
easat-5256	29	1	3	3	NUM
easat-5256	29	2	:	:	PUNCT
easat-5256	29	3	584	584	NUM
easat-5256	29	4	-	-	SYM
easat-5256	29	5	598	598	NUM
easat-5256	29	6	,	,	PUNCT
easat-5256	29	7	2025	2025	NUM
easat-5256	29	8	doi	doi	NOUN
easat-5256	29	9	:	:	PUNCT
easat-5256	29	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	29	11	©	©	PROPN
easat-5256	29	12	2025	2025	NUM
easat-5256	29	13	by	by	ADP
easat-5256	29	14	the	the	DET
easat-5256	29	15	authors	author	NOUN
easat-5256	29	16	;	;	PUNCT
easat-5256	29	17	licensee	licensee	PROPN
easat-5256	29	18	learning	learn	VERB
easat-5256	29	19	gate	gate	VERB
easat-5256	29	20	organisational	organisational	ADJ
easat-5256	29	21	adaptability	adaptability	NOUN
easat-5256	29	22	pose	pose	VERB
easat-5256	29	23	significant	significant	ADJ
easat-5256	29	24	challenges	challenge	NOUN
easat-5256	29	25	.	.	PUNCT
easat-5256	30	1	under	under	ADP
easat-5256	30	2	these	these	DET
easat-5256	30	3	conditions	condition	NOUN
easat-5256	30	4	,	,	PUNCT
easat-5256	30	5	stakeholders	stakeholder	NOUN
easat-5256	30	6	are	be	AUX
easat-5256	30	7	paying	pay	VERB
easat-5256	30	8	more	more	ADJ
easat-5256	30	9	attention	attention	NOUN
easat-5256	30	10	to	to	ADP
easat-5256	30	11	the	the	DET
easat-5256	30	12	creation	creation	NOUN
easat-5256	30	13	of	of	ADP
easat-5256	30	14	ai	ai	ADJ
easat-5256	30	15	-	-	PUNCT
easat-5256	30	16	dominated	dominate	VERB
easat-5256	30	17	systems	system	NOUN
easat-5256	30	18	in	in	ADP
easat-5256	30	19	a	a	DET
easat-5256	30	20	way	way	NOUN
easat-5256	30	21	that	that	PRON
easat-5256	30	22	maximises	maximise	VERB
easat-5256	30	23	profit	profit	NOUN
easat-5256	30	24	while	while	SCONJ
easat-5256	30	25	minimising	minimise	VERB
easat-5256	30	26	risks	risk	NOUN
easat-5256	30	27	[	[	X
easat-5256	30	28	8	8	NUM
easat-5256	30	29	]	]	PUNCT
easat-5256	30	30	.	.	PUNCT
easat-5256	31	1	the	the	DET
easat-5256	31	2	last	last	ADJ
easat-5256	31	3	two	two	NUM
easat-5256	31	4	decades	decade	NOUN
easat-5256	31	5	have	have	AUX
easat-5256	31	6	witnessed	witness	VERB
easat-5256	31	7	a	a	DET
easat-5256	31	8	great	great	ADJ
easat-5256	31	9	acceleration	acceleration	NOUN
easat-5256	31	10	in	in	ADP
easat-5256	31	11	the	the	DET
easat-5256	31	12	pervasion	pervasion	NOUN
easat-5256	31	13	and	and	CCONJ
easat-5256	31	14	application	application	NOUN
easat-5256	31	15	of	of	ADP
easat-5256	31	16	ai	ai	NOUN
easat-5256	31	17	,	,	PUNCT
easat-5256	31	18	largely	largely	ADV
easat-5256	31	19	due	due	ADJ
easat-5256	31	20	to	to	ADP
easat-5256	31	21	its	its	PRON
easat-5256	31	22	cross	cross	ADJ
easat-5256	31	23	-	-	ADJ
easat-5256	31	24	silo	silo	ADJ
easat-5256	31	25	integration	integration	NOUN
easat-5256	31	26	with	with	ADP
easat-5256	31	27	other	other	ADJ
easat-5256	31	28	contemporary	contemporary	ADJ
easat-5256	31	29	tools	tool	NOUN
easat-5256	31	30	,	,	PUNCT
easat-5256	31	31	like	like	ADP
easat-5256	31	32	analytics	analytic	NOUN
easat-5256	31	33	and	and	CCONJ
easat-5256	31	34	iot	iot	NOUN
easat-5256	31	35	.	.	PUNCT
easat-5256	32	1	ai	ai	AUX
easat-5256	32	2	systems	system	NOUN
easat-5256	32	3	allow	allow	VERB
easat-5256	32	4	organisations	organisation	NOUN
easat-5256	32	5	to	to	PART
easat-5256	32	6	gain	gain	VERB
easat-5256	32	7	comprehensive	comprehensive	ADJ
easat-5256	32	8	understanding	understanding	NOUN
easat-5256	32	9	and	and	CCONJ
easat-5256	32	10	analysis	analysis	NOUN
easat-5256	32	11	of	of	ADP
easat-5256	32	12	trends	trend	NOUN
easat-5256	32	13	in	in	ADP
easat-5256	32	14	the	the	DET
easat-5256	32	15	markets	market	NOUN
easat-5256	32	16	,	,	PUNCT
easat-5256	32	17	customer	customer	NOUN
easat-5256	32	18	behaviour	behaviour	NOUN
easat-5256	32	19	,	,	PUNCT
easat-5256	32	20	and	and	CCONJ
easat-5256	32	21	the	the	DET
easat-5256	32	22	effectiveness	effectiveness	NOUN
easat-5256	32	23	of	of	ADP
easat-5256	32	24	a	a	DET
easat-5256	32	25	company	company	NOUN
easat-5256	32	26	's	's	PART
easat-5256	32	27	operations	operation	NOUN
easat-5256	32	28	.	.	PUNCT
easat-5256	33	1	these	these	DET
easat-5256	33	2	systems	system	NOUN
easat-5256	33	3	enable	enable	VERB
easat-5256	33	4	the	the	DET
easat-5256	33	5	generation	generation	NOUN
easat-5256	33	6	of	of	ADP
easat-5256	33	7	complex	complex	ADJ
easat-5256	33	8	ai	ai	ADJ
easat-5256	33	9	-	-	PUNCT
easat-5256	33	10	driven	drive	VERB
easat-5256	33	11	business	business	NOUN
easat-5256	33	12	analytical	analytical	ADJ
easat-5256	33	13	intelligence	intelligence	NOUN
easat-5256	34	1	[	[	X
easat-5256	34	2	9	9	NUM
easat-5256	34	3	]	]	PUNCT
easat-5256	34	4	.	.	PUNCT
easat-5256	35	1	older	old	ADJ
easat-5256	35	2	people	people	NOUN
easat-5256	35	3	may	may	AUX
easat-5256	35	4	not	not	PART
easat-5256	35	5	realise	realise	VERB
easat-5256	35	6	that	that	SCONJ
easat-5256	35	7	it	it	PRON
easat-5256	35	8	will	will	AUX
easat-5256	35	9	be	be	AUX
easat-5256	35	10	the	the	DET
easat-5256	35	11	ease	ease	NOUN
easat-5256	35	12	of	of	ADP
easat-5256	35	13	ai	ai	NOUN
easat-5256	35	14	in	in	ADP
easat-5256	35	15	automation	automation	NOUN
easat-5256	35	16	processes	process	NOUN
easat-5256	35	17	of	of	ADP
easat-5256	35	18	business	business	NOUN
easat-5256	35	19	analytic	analytic	ADJ
easat-5256	35	20	models	model	NOUN
easat-5256	35	21	that	that	PRON
easat-5256	35	22	will	will	AUX
easat-5256	35	23	mark	mark	VERB
easat-5256	35	24	the	the	DET
easat-5256	35	25	extraordinary	extraordinary	ADJ
easat-5256	35	26	increase	increase	NOUN
easat-5256	35	27	in	in	ADP
easat-5256	35	28	innovation	innovation	NOUN
easat-5256	35	29	and	and	CCONJ
easat-5256	35	30	strategic	strategic	ADJ
easat-5256	35	31	development	development	NOUN
easat-5256	35	32	of	of	ADP
easat-5256	35	33	an	an	DET
easat-5256	35	34	enterprise	enterprise	NOUN
easat-5256	35	35	's	's	PART
easat-5256	35	36	global	global	ADJ
easat-5256	35	37	competitiveness	competitiveness	NOUN
easat-5256	35	38	.	.	PUNCT
easat-5256	36	1	in	in	ADP
easat-5256	36	2	light	light	NOUN
easat-5256	36	3	of	of	ADP
easat-5256	36	4	recent	recent	ADJ
easat-5256	36	5	changes	change	NOUN
easat-5256	36	6	,	,	PUNCT
easat-5256	36	7	the	the	DET
easat-5256	36	8	study	study	NOUN
easat-5256	36	9	attempts	attempt	VERB
easat-5256	36	10	to	to	PART
easat-5256	36	11	assess	assess	VERB
easat-5256	36	12	the	the	DET
easat-5256	36	13	state	state	NOUN
easat-5256	36	14	of	of	ADP
easat-5256	36	15	artificial	artificial	ADJ
easat-5256	36	16	intelligence	intelligence	NOUN
easat-5256	36	17	technology	technology	NOUN
easat-5256	36	18	in	in	ADP
easat-5256	36	19	business	business	NOUN
easat-5256	36	20	bose	bose	NOUN
easat-5256	36	21	and	and	CCONJ
easat-5256	36	22	mahapatra	mahapatra	ADJ
easat-5256	37	1	[	[	X
easat-5256	37	2	10	10	NUM
easat-5256	37	3	]	]	PUNCT
easat-5256	37	4	and	and	CCONJ
easat-5256	37	5	bosma	bosma	PROPN
easat-5256	37	6	and	and	CCONJ
easat-5256	37	7	van	van	PROPN
easat-5256	37	8	witteloostuijn	witteloostuijn	PROPN
easat-5256	37	9	[	[	X
easat-5256	37	10	11	11	NUM
easat-5256	37	11	]	]	X
easat-5256	37	12	its	its	PRON
easat-5256	37	13	various	various	ADJ
easat-5256	37	14	applications	application	NOUN
easat-5256	37	15	,	,	PUNCT
easat-5256	37	16	problems	problem	NOUN
easat-5256	37	17	,	,	PUNCT
easat-5256	37	18	and	and	CCONJ
easat-5256	37	19	consequences	consequence	NOUN
easat-5256	37	20	.	.	PUNCT
easat-5256	38	1	drawing	draw	VERB
easat-5256	38	2	upon	upon	SCONJ
easat-5256	38	3	relevant	relevant	ADJ
easat-5256	38	4	literature	literature	NOUN
easat-5256	38	5	and	and	CCONJ
easat-5256	38	6	actual	actual	ADJ
easat-5256	38	7	industrial	industrial	ADJ
easat-5256	38	8	experience	experience	NOUN
easat-5256	38	9	brunk	brunk	PROPN
easat-5256	38	10	,	,	PUNCT
easat-5256	38	11	et	et	PROPN
easat-5256	38	12	al	al	PROPN
easat-5256	38	13	.	.	PUNCT
easat-5256	39	1	[	[	X
easat-5256	39	2	12	12	NUM
easat-5256	39	3	]	]	PUNCT
easat-5256	39	4	the	the	DET
easat-5256	39	5	research	research	NOUN
easat-5256	39	6	strives	strive	VERB
easat-5256	39	7	to	to	PART
easat-5256	39	8	analyse	analyse	VERB
easat-5256	39	9	the	the	DET
easat-5256	39	10	consequences	consequence	NOUN
easat-5256	39	11	of	of	ADP
easat-5256	39	12	ai	ai	VERB
easat-5256	39	13	on	on	ADP
easat-5256	39	14	the	the	DET
easat-5256	39	15	internal	internal	ADJ
easat-5256	39	16	processes	process	NOUN
easat-5256	39	17	and	and	CCONJ
easat-5256	39	18	strategic	strategic	ADJ
easat-5256	39	19	architecture	architecture	NOUN
easat-5256	39	20	of	of	ADP
easat-5256	39	21	the	the	DET
easat-5256	39	22	organisation	organisation	NOUN
easat-5256	39	23	and	and	CCONJ
easat-5256	39	24	pinpoint	pinpoint	VERB
easat-5256	39	25	critical	critical	ADJ
easat-5256	39	26	constituents	constituent	NOUN
easat-5256	39	27	of	of	ADP
easat-5256	39	28	prospective	prospective	ADJ
easat-5256	39	29	investigation	investigation	NOUN
easat-5256	39	30	and	and	CCONJ
easat-5256	39	31	creativity	creativity	NOUN
easat-5256	39	32	in	in	ADP
easat-5256	39	33	the	the	DET
easat-5256	39	34	open	open	ADJ
easat-5256	39	35	scholarly	scholarly	ADJ
easat-5256	39	36	discourse	discourse	NOUN
easat-5256	39	37	from	from	ADP
easat-5256	39	38	the	the	DET
easat-5256	39	39	standpoint	standpoint	NOUN
easat-5256	39	40	of	of	ADP
easat-5256	39	41	rapid	rapid	ADJ
easat-5256	39	42	development	development	NOUN
easat-5256	39	43	in	in	ADP
easat-5256	39	44	the	the	DET
easat-5256	39	45	field	field	NOUN
easat-5256	39	46	buntak	buntak	NOUN
easat-5256	39	47	,	,	PUNCT
easat-5256	39	48	et	et	PROPN
easat-5256	39	49	al	al	PROPN
easat-5256	39	50	.	.	PUNCT
easat-5256	40	1	[	[	X
easat-5256	40	2	13	13	NUM
easat-5256	40	3	]	]	SYM
easat-5256	40	4	.	.	PUNCT
easat-5256	41	1	2	2	X
easat-5256	41	2	.	.	X
easat-5256	41	3	literature	literature	PROPN
easat-5256	41	4	review	review	PROPN
easat-5256	41	5	canhoto	canhoto	NOUN
easat-5256	41	6	and	and	CCONJ
easat-5256	41	7	clear	clear	ADJ
easat-5256	41	8	[	[	X
easat-5256	41	9	14	14	NUM
easat-5256	41	10	]	]	PUNCT
easat-5256	41	11	conducted	conduct	VERB
easat-5256	41	12	a	a	DET
easat-5256	41	13	comprehensive	comprehensive	ADJ
easat-5256	41	14	analysis	analysis	NOUN
easat-5256	41	15	of	of	ADP
easat-5256	41	16	artificial	artificial	ADJ
easat-5256	41	17	intelligence	intelligence	NOUN
easat-5256	41	18	applications	application	NOUN
easat-5256	41	19	in	in	ADP
easat-5256	41	20	commercial	commercial	ADJ
easat-5256	41	21	environments	environment	NOUN
easat-5256	41	22	,	,	PUNCT
easat-5256	41	23	evaluating	evaluate	VERB
easat-5256	41	24	the	the	DET
easat-5256	41	25	impact	impact	NOUN
easat-5256	41	26	of	of	ADP
easat-5256	41	27	ai	ai	NOUN
easat-5256	41	28	and	and	CCONJ
easat-5256	41	29	robotics	robotic	NOUN
easat-5256	41	30	on	on	ADP
easat-5256	41	31	economic	economic	ADJ
easat-5256	41	32	systems	system	NOUN
easat-5256	41	33	while	while	SCONJ
easat-5256	41	34	highlighting	highlight	VERB
easat-5256	41	35	the	the	DET
easat-5256	41	36	disruptive	disruptive	ADJ
easat-5256	41	37	nature	nature	NOUN
easat-5256	41	38	of	of	ADP
easat-5256	41	39	such	such	ADJ
easat-5256	41	40	technologies	technology	NOUN
easat-5256	41	41	in	in	ADP
easat-5256	41	42	different	different	ADJ
easat-5256	41	43	business	business	NOUN
easat-5256	41	44	domains	domain	NOUN
easat-5256	41	45	.	.	PUNCT
easat-5256	42	1	chen	chen	PROPN
easat-5256	42	2	,	,	PUNCT
easat-5256	42	3	et	et	PROPN
easat-5256	42	4	al	al	PROPN
easat-5256	42	5	.	.	PUNCT
easat-5256	43	1	[	[	X
easat-5256	43	2	15	15	NUM
easat-5256	43	3	]	]	PUNCT
easat-5256	43	4	surveyed	survey	VERB
easat-5256	43	5	the	the	DET
easat-5256	43	6	inherent	inherent	ADJ
easat-5256	43	7	paradoxes	paradox	NOUN
easat-5256	43	8	involved	involve	VERB
easat-5256	43	9	in	in	ADP
easat-5256	43	10	artificial	artificial	ADJ
easat-5256	43	11	intelligence	intelligence	NOUN
easat-5256	43	12	in	in	ADP
easat-5256	43	13	business	business	NOUN
easat-5256	43	14	-	-	PUNCT
easat-5256	43	15	to	to	ADP
easat-5256	43	16	-	-	PUNCT
easat-5256	43	17	consumer	consumer	NOUN
easat-5256	43	18	markets	market	NOUN
easat-5256	43	19	,	,	PUNCT
easat-5256	43	20	focusing	focus	VERB
easat-5256	43	21	their	their	PRON
easat-5256	43	22	research	research	NOUN
easat-5256	43	23	on	on	ADP
easat-5256	43	24	the	the	DET
easat-5256	43	25	ethical	ethical	ADJ
easat-5256	43	26	challenges	challenge	NOUN
easat-5256	43	27	and	and	CCONJ
easat-5256	43	28	opportunities	opportunity	NOUN
easat-5256	43	29	arising	arise	VERB
easat-5256	43	30	from	from	ADP
easat-5256	43	31	the	the	DET
easat-5256	43	32	use	use	NOUN
easat-5256	43	33	of	of	ADP
easat-5256	43	34	ai	ai	NOUN
easat-5256	43	35	in	in	ADP
easat-5256	43	36	business	business	NOUN
easat-5256	43	37	-	-	PUNCT
easat-5256	43	38	to	to	ADP
easat-5256	43	39	-	-	PUNCT
easat-5256	43	40	consumer	consumer	NOUN
easat-5256	43	41	interactions	interaction	NOUN
easat-5256	43	42	.	.	PUNCT
easat-5256	44	1	chen	chen	PROPN
easat-5256	44	2	,	,	PUNCT
easat-5256	44	3	et	et	PROPN
easat-5256	44	4	al	al	PROPN
easat-5256	44	5	.	.	PUNCT
easat-5256	45	1	[	[	X
easat-5256	45	2	16	16	NUM
easat-5256	45	3	]	]	PUNCT
easat-5256	45	4	offered	offer	VERB
easat-5256	45	5	an	an	DET
easat-5256	45	6	interdisciplinary	interdisciplinary	ADJ
easat-5256	45	7	perspective	perspective	NOUN
easat-5256	45	8	on	on	ADP
easat-5256	45	9	new	new	ADJ
easat-5256	45	10	challenges	challenge	NOUN
easat-5256	45	11	,	,	PUNCT
easat-5256	45	12	opportunities	opportunity	NOUN
easat-5256	45	13	,	,	PUNCT
easat-5256	45	14	and	and	CCONJ
easat-5256	45	15	research	research	NOUN
easat-5256	45	16	areas	area	NOUN
easat-5256	45	17	relevant	relevant	ADJ
easat-5256	45	18	to	to	PART
easat-5256	45	19	ai	ai	VERB
easat-5256	45	20	in	in	ADP
easat-5256	45	21	business	business	NOUN
easat-5256	45	22	contexts	contexts	NOUN
easat-5256	45	23	,	,	PUNCT
easat-5256	45	24	highlighting	highlight	VERB
easat-5256	45	25	the	the	DET
easat-5256	45	26	need	need	NOUN
easat-5256	45	27	for	for	ADP
easat-5256	45	28	a	a	DET
easat-5256	45	29	unified	unified	ADJ
easat-5256	45	30	approach	approach	NOUN
easat-5256	45	31	towards	towards	ADP
easat-5256	45	32	the	the	DET
easat-5256	45	33	use	use	NOUN
easat-5256	45	34	and	and	CCONJ
easat-5256	45	35	integration	integration	NOUN
easat-5256	45	36	of	of	ADP
easat-5256	45	37	ai	ai	PROPN
easat-5256	45	38	technologies	technology	NOUN
easat-5256	45	39	.	.	PUNCT
easat-5256	46	1	dean	dean	PROPN
easat-5256	46	2	[	[	X
easat-5256	46	3	17	17	NUM
easat-5256	46	4	]	]	PUNCT
easat-5256	46	5	conducted	conduct	VERB
easat-5256	46	6	an	an	DET
easat-5256	46	7	indepth	indepth	ADJ
easat-5256	46	8	literature	literature	NOUN
easat-5256	46	9	review	review	NOUN
easat-5256	46	10	of	of	ADP
easat-5256	46	11	artificial	artificial	ADJ
easat-5256	46	12	intelligence	intelligence	NOUN
easat-5256	46	13	and	and	CCONJ
easat-5256	46	14	its	its	PRON
easat-5256	46	15	implications	implication	NOUN
easat-5256	46	16	for	for	ADP
easat-5256	46	17	organizational	organizational	ADJ
easat-5256	46	18	value	value	NOUN
easat-5256	46	19	,	,	PUNCT
easat-5256	46	20	synthesizing	synthesize	VERB
easat-5256	46	21	existing	exist	VERB
easat-5256	46	22	research	research	NOUN
easat-5256	46	23	to	to	PART
easat-5256	46	24	outline	outline	VERB
easat-5256	46	25	key	key	ADJ
easat-5256	46	26	components	component	NOUN
easat-5256	46	27	and	and	CCONJ
easat-5256	46	28	implications	implication	NOUN
easat-5256	46	29	associated	associate	VERB
easat-5256	46	30	with	with	ADP
easat-5256	46	31	the	the	DET
easat-5256	46	32	use	use	NOUN
easat-5256	46	33	of	of	ADP
easat-5256	46	34	ai	ai	VERB
easat-5256	46	35	in	in	ADP
easat-5256	46	36	organizational	organizational	ADJ
easat-5256	46	37	settings	setting	NOUN
easat-5256	46	38	.	.	PUNCT
easat-5256	47	1	finlay	finlay	VERB
easat-5256	47	2	di	di	NOUN
easat-5256	47	3	vaio	vaio	PROPN
easat-5256	47	4	,	,	PUNCT
easat-5256	47	5	et	et	PROPN
easat-5256	47	6	al	al	PROPN
easat-5256	47	7	.	.	PUNCT
easat-5256	48	1	[	[	X
easat-5256	48	2	18	18	NUM
easat-5256	48	3	]	]	PUNCT
easat-5256	48	4	extended	extend	VERB
easat-5256	48	5	the	the	DET
easat-5256	48	6	discussion	discussion	NOUN
easat-5256	48	7	on	on	ADP
easat-5256	48	8	the	the	DET
easat-5256	48	9	use	use	NOUN
easat-5256	48	10	of	of	ADP
easat-5256	48	11	ai	ai	NOUN
easat-5256	48	12	and	and	CCONJ
easat-5256	48	13	machine	machine	NOUN
easat-5256	48	14	learning	learning	NOUN
easat-5256	48	15	in	in	ADP
easat-5256	48	16	commercial	commercial	ADJ
easat-5256	48	17	environments	environment	NOUN
easat-5256	48	18	by	by	ADP
easat-5256	48	19	developing	develop	VERB
easat-5256	48	20	a	a	DET
easat-5256	48	21	pragmatic	pragmatic	ADJ
easat-5256	48	22	framework	framework	NOUN
easat-5256	48	23	to	to	PART
easat-5256	48	24	improve	improve	VERB
easat-5256	48	25	datadriven	datadriven	ADJ
easat-5256	48	26	technology	technology	NOUN
easat-5256	48	27	in	in	ADP
easat-5256	48	28	business	business	NOUN
easat-5256	48	29	processes	process	NOUN
easat-5256	48	30	.	.	PUNCT
easat-5256	49	1	dirican	dirican	PROPN
easat-5256	50	1	[	[	X
easat-5256	50	2	19	19	NUM
easat-5256	50	3	]	]	PUNCT
easat-5256	50	4	examined	examine	VERB
easat-5256	50	5	the	the	DET
easat-5256	50	6	changing	change	VERB
easat-5256	50	7	research	research	NOUN
easat-5256	50	8	and	and	CCONJ
easat-5256	50	9	pedagogical	pedagogical	ADJ
easat-5256	50	10	landscape	landscape	NOUN
easat-5256	50	11	of	of	ADP
easat-5256	50	12	artificial	artificial	ADJ
easat-5256	50	13	intelligence	intelligence	NOUN
easat-5256	50	14	in	in	ADP
easat-5256	50	15	business	business	NOUN
easat-5256	50	16	communication	communication	NOUN
easat-5256	50	17	,	,	PUNCT
easat-5256	50	18	highlighting	highlight	VERB
easat-5256	50	19	the	the	DET
easat-5256	50	20	growing	grow	VERB
easat-5256	50	21	importance	importance	NOUN
easat-5256	50	22	of	of	ADP
easat-5256	50	23	ai	ai	ADJ
easat-5256	50	24	literacy	literacy	NOUN
easat-5256	50	25	in	in	ADP
easat-5256	50	26	business	business	NOUN
easat-5256	50	27	contexts	contexts	NOUN
easat-5256	50	28	.	.	PUNCT
easat-5256	51	1	du	du	PROPN
easat-5256	51	2	and	and	CCONJ
easat-5256	51	3	xie	xie	PROPN
easat-5256	52	1	[	[	X
easat-5256	52	2	20	20	NUM
easat-5256	52	3	]	]	PUNCT
easat-5256	52	4	conducted	conduct	VERB
easat-5256	52	5	a	a	DET
easat-5256	52	6	thorough	thorough	ADJ
easat-5256	52	7	review	review	NOUN
easat-5256	52	8	of	of	ADP
easat-5256	52	9	the	the	DET
easat-5256	52	10	literature	literature	NOUN
easat-5256	52	11	related	relate	VERB
easat-5256	52	12	to	to	ADP
easat-5256	52	13	methods	method	NOUN
easat-5256	52	14	that	that	PRON
easat-5256	52	15	incorporate	incorporate	VERB
easat-5256	52	16	artificial	artificial	ADJ
easat-5256	52	17	intelligence	intelligence	NOUN
easat-5256	52	18	into	into	ADP
easat-5256	52	19	business	business	NOUN
easat-5256	52	20	processes	process	NOUN
easat-5256	52	21	,	,	PUNCT
easat-5256	52	22	detailing	detail	VERB
easat-5256	52	23	modern	modern	ADJ
easat-5256	52	24	uses	use	NOUN
easat-5256	52	25	of	of	ADP
easat-5256	52	26	ai	ai	VERB
easat-5256	52	27	in	in	ADP
easat-5256	52	28	developing	develop	VERB
easat-5256	52	29	and	and	CCONJ
easat-5256	52	30	implementing	implement	VERB
easat-5256	52	31	these	these	DET
easat-5256	52	32	processes	process	NOUN
easat-5256	52	33	.	.	PUNCT
easat-5256	53	1	dwivedi	dwivedi	PROPN
easat-5256	53	2	,	,	PUNCT
easat-5256	53	3	et	et	PROPN
easat-5256	53	4	al	al	PROPN
easat-5256	53	5	.	.	PUNCT
easat-5256	54	1	[	[	X
easat-5256	54	2	21	21	NUM
easat-5256	54	3	]	]	PUNCT
easat-5256	54	4	investigated	investigate	VERB
easat-5256	54	5	both	both	DET
easat-5256	54	6	the	the	DET
easat-5256	54	7	challenges	challenge	NOUN
easat-5256	54	8	and	and	CCONJ
easat-5256	54	9	benefits	benefit	NOUN
easat-5256	54	10	of	of	ADP
easat-5256	54	11	using	use	VERB
easat-5256	54	12	big	big	ADJ
easat-5256	54	13	data	datum	NOUN
easat-5256	54	14	in	in	ADP
easat-5256	54	15	business	business	NOUN
easat-5256	54	16	processes	process	NOUN
easat-5256	54	17	,	,	PUNCT
easat-5256	54	18	particularly	particularly	ADV
easat-5256	54	19	the	the	DET
easat-5256	54	20	role	role	NOUN
easat-5256	54	21	of	of	ADP
easat-5256	54	22	ai	ai	VERB
easat-5256	54	23	in	in	ADP
easat-5256	54	24	obtaining	obtain	VERB
easat-5256	54	25	meaningful	meaningful	ADJ
easat-5256	54	26	insights	insight	NOUN
easat-5256	54	27	from	from	ADP
easat-5256	54	28	large	large	ADJ
easat-5256	54	29	sets	set	NOUN
easat-5256	54	30	of	of	ADP
easat-5256	54	31	data	datum	NOUN
easat-5256	54	32	.	.	PUNCT
easat-5256	55	1	enholm	enholm	PROPN
easat-5256	55	2	,	,	PUNCT
easat-5256	55	3	et	et	PROPN
easat-5256	55	4	al	al	PROPN
easat-5256	55	5	.	.	PUNCT
easat-5256	56	1	[	[	X
easat-5256	56	2	22	22	NUM
easat-5256	56	3	]	]	PUNCT
easat-5256	56	4	examined	examine	VERB
easat-5256	56	5	the	the	DET
easat-5256	56	6	relationship	relationship	NOUN
easat-5256	56	7	between	between	ADP
easat-5256	56	8	machine	machine	NOUN
easat-5256	56	9	learning	learn	VERB
easat-5256	56	10	techniques	technique	NOUN
easat-5256	56	11	and	and	CCONJ
easat-5256	56	12	business	business	NOUN
easat-5256	56	13	intelligence	intelligence	NOUN
easat-5256	56	14	,	,	PUNCT
easat-5256	56	15	proving	prove	VERB
easat-5256	56	16	that	that	SCONJ
easat-5256	56	17	artificial	artificial	ADJ
easat-5256	56	18	intelligence	intelligence	NOUN
easat-5256	56	19	-	-	PUNCT
easat-5256	56	20	driven	drive	VERB
easat-5256	56	21	analytics	analytic	NOUN
easat-5256	56	22	have	have	VERB
easat-5256	56	23	the	the	DET
easat-5256	56	24	potential	potential	NOUN
easat-5256	56	25	to	to	PART
easat-5256	56	26	revolutionize	revolutionize	VERB
easat-5256	56	27	decision	decision	NOUN
easat-5256	56	28	-	-	PUNCT
easat-5256	56	29	making	make	VERB
easat-5256	56	30	processes	process	NOUN
easat-5256	56	31	and	and	CCONJ
easat-5256	56	32	strategic	strategic	ADJ
easat-5256	56	33	planning	planning	NOUN
easat-5256	56	34	activities	activity	NOUN
easat-5256	56	35	.	.	PUNCT
easat-5256	57	1	finlay	finlay	VERB
easat-5256	57	2	[	[	X
easat-5256	57	3	23	23	NUM
easat-5256	57	4	]	]	PUNCT
easat-5256	57	5	evaluated	evaluate	VERB
easat-5256	57	6	the	the	DET
easat-5256	57	7	impact	impact	NOUN
easat-5256	57	8	of	of	ADP
easat-5256	57	9	deep	deep	ADJ
easat-5256	57	10	learning	learning	NOUN
easat-5256	57	11	in	in	ADP
easat-5256	57	12	the	the	DET
easat-5256	57	13	business	business	NOUN
easat-5256	57	14	environment	environment	NOUN
easat-5256	57	15	,	,	PUNCT
easat-5256	57	16	highlighting	highlight	VERB
easat-5256	57	17	its	its	PRON
easat-5256	57	18	potential	potential	NOUN
easat-5256	57	19	to	to	PART
easat-5256	57	20	drastically	drastically	ADV
easat-5256	57	21	change	change	VERB
easat-5256	57	22	numerous	numerous	ADJ
easat-5256	57	23	aspects	aspect	NOUN
easat-5256	57	24	of	of	ADP
easat-5256	57	25	organizational	organizational	ADJ
easat-5256	57	26	operations	operation	NOUN
easat-5256	57	27	and	and	CCONJ
easat-5256	57	28	customer	customer	NOUN
easat-5256	57	29	interaction	interaction	NOUN
easat-5256	57	30	.	.	PUNCT
easat-5256	58	1	getchell	getchell	PROPN
easat-5256	58	2	,	,	PUNCT
easat-5256	58	3	et	et	PROPN
easat-5256	58	4	al	al	PROPN
easat-5256	58	5	.	.	PUNCT
easat-5256	59	1	[	[	X
easat-5256	59	2	24	24	NUM
easat-5256	59	3	]	]	PUNCT
easat-5256	59	4	carried	carry	VERB
easat-5256	59	5	out	out	ADP
easat-5256	59	6	a	a	DET
easat-5256	59	7	comprehensive	comprehensive	ADJ
easat-5256	59	8	study	study	NOUN
easat-5256	59	9	on	on	ADP
easat-5256	59	10	the	the	DET
easat-5256	59	11	impact	impact	NOUN
easat-5256	59	12	of	of	ADP
easat-5256	59	13	artificial	artificial	ADJ
easat-5256	59	14	intelligence	intelligence	NOUN
easat-5256	59	15	in	in	ADP
easat-5256	59	16	different	different	ADJ
easat-5256	59	17	industries	industry	NOUN
easat-5256	59	18	,	,	PUNCT
easat-5256	59	19	considering	consider	VERB
easat-5256	59	20	its	its	PRON
easat-5256	59	21	widespread	widespread	ADJ
easat-5256	59	22	application	application	NOUN
easat-5256	59	23	and	and	CCONJ
easat-5256	59	24	its	its	PRON
easat-5256	59	25	ability	ability	NOUN
easat-5256	59	26	to	to	PART
easat-5256	59	27	drive	drive	VERB
easat-5256	59	28	innovation	innovation	NOUN
easat-5256	59	29	as	as	ADV
easat-5256	59	30	well	well	ADV
easat-5256	59	31	as	as	ADP
easat-5256	59	32	offer	offer	VERB
easat-5256	59	33	a	a	DET
easat-5256	59	34	competitive	competitive	ADJ
easat-5256	59	35	edge	edge	NOUN
easat-5256	59	36	.	.	PUNCT
easat-5256	60	1	gomes	gome	NOUN
easat-5256	60	2	,	,	PUNCT
easat-5256	60	3	et	et	PROPN
easat-5256	60	4	al	al	PROPN
easat-5256	60	5	.	.	PUNCT
easat-5256	61	1	[	[	X
easat-5256	61	2	25	25	NUM
easat-5256	61	3	]	]	PUNCT
easat-5256	61	4	examined	examine	VERB
easat-5256	61	5	the	the	DET
easat-5256	61	6	role	role	NOUN
easat-5256	61	7	of	of	ADP
easat-5256	61	8	machine	machine	NOUN
easat-5256	61	9	learning	learn	VERB
easat-5256	61	10	in	in	ADP
easat-5256	61	11	enabling	enable	VERB
easat-5256	61	12	business	business	NOUN
easat-5256	61	13	intelligence	intelligence	NOUN
easat-5256	61	14	,	,	PUNCT
easat-5256	61	15	with	with	ADP
easat-5256	61	16	specific	specific	ADJ
easat-5256	61	17	emphasis	emphasis	NOUN
easat-5256	61	18	on	on	ADP
easat-5256	61	19	the	the	DET
easat-5256	61	20	learning	learning	NOUN
easat-5256	61	21	algorithms	algorithm	NOUN
easat-5256	61	22	used	use	VERB
easat-5256	61	23	by	by	ADP
easat-5256	61	24	neural	neural	ADJ
easat-5256	61	25	networks	network	NOUN
easat-5256	61	26	and	and	CCONJ
easat-5256	61	27	their	their	PRON
easat-5256	61	28	applicability	applicability	NOUN
easat-5256	61	29	in	in	ADP
easat-5256	61	30	organizational	organizational	ADJ
easat-5256	61	31	contexts	contexts	NOUN
easat-5256	61	32	.	.	PUNCT
easat-5256	62	1	586	586	NUM
easat-5256	62	2	edelweiss	edelweiss	PROPN
easat-5256	62	3	applied	apply	VERB
easat-5256	62	4	science	science	NOUN
easat-5256	62	5	and	and	CCONJ
easat-5256	62	6	technology	technology	NOUN
easat-5256	62	7	issn	issn	PROPN
easat-5256	62	8	:	:	PUNCT
easat-5256	62	9	2576	2576	NUM
easat-5256	62	10	-	-	SYM
easat-5256	62	11	8484	8484	NUM
easat-5256	62	12	vol	vol	NOUN
easat-5256	62	13	.	.	PROPN
easat-5256	63	1	9	9	NUM
easat-5256	63	2	,	,	PUNCT
easat-5256	63	3	no	no	INTJ
easat-5256	63	4	.	.	NOUN
easat-5256	64	1	3	3	NUM
easat-5256	64	2	:	:	PUNCT
easat-5256	64	3	584	584	NUM
easat-5256	64	4	-	-	SYM
easat-5256	64	5	598	598	NUM
easat-5256	64	6	,	,	PUNCT
easat-5256	64	7	2025	2025	NUM
easat-5256	64	8	doi	doi	NOUN
easat-5256	64	9	:	:	PUNCT
easat-5256	64	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	64	11	©	©	PROPN
easat-5256	64	12	2025	2025	NUM
easat-5256	64	13	by	by	ADP
easat-5256	64	14	the	the	DET
easat-5256	64	15	authors	author	NOUN
easat-5256	64	16	;	;	PUNCT
easat-5256	64	17	licensee	licensee	PROPN
easat-5256	64	18	learning	learning	PROPN
easat-5256	64	19	gate	gate	PROPN
easat-5256	64	20	gopalkrishnan	gopalkrishnan	PROPN
easat-5256	64	21	,	,	PUNCT
easat-5256	64	22	et	et	PROPN
easat-5256	64	23	al	al	PROPN
easat-5256	64	24	.	.	PUNCT
easat-5256	65	1	[	[	X
easat-5256	65	2	26	26	NUM
easat-5256	65	3	]	]	PUNCT
easat-5256	65	4	put	put	VERB
easat-5256	65	5	forward	forward	ADV
easat-5256	65	6	a	a	DET
easat-5256	65	7	comprehensive	comprehensive	ADJ
easat-5256	65	8	research	research	NOUN
easat-5256	65	9	framework	framework	NOUN
easat-5256	65	10	that	that	PRON
easat-5256	65	11	highlights	highlight	VERB
easat-5256	65	12	the	the	DET
easat-5256	65	13	intersection	intersection	NOUN
easat-5256	65	14	of	of	ADP
easat-5256	65	15	artificial	artificial	ADJ
easat-5256	65	16	intelligence	intelligence	NOUN
easat-5256	65	17	and	and	CCONJ
easat-5256	65	18	business	business	NOUN
easat-5256	65	19	strategy	strategy	NOUN
easat-5256	65	20	in	in	ADP
easat-5256	65	21	the	the	DET
easat-5256	65	22	context	context	NOUN
easat-5256	65	23	of	of	ADP
easat-5256	65	24	digital	digital	ADJ
easat-5256	65	25	transformation	transformation	NOUN
easat-5256	65	26	,	,	PUNCT
easat-5256	65	27	specifically	specifically	ADV
easat-5256	65	28	emphasizing	emphasize	VERB
easat-5256	65	29	the	the	DET
easat-5256	65	30	importance	importance	NOUN
easat-5256	65	31	of	of	ADP
easat-5256	65	32	linking	link	VERB
easat-5256	65	33	ai	ai	VERB
easat-5256	65	34	projects	project	NOUN
easat-5256	65	35	with	with	ADP
easat-5256	65	36	the	the	DET
easat-5256	65	37	overall	overall	ADJ
easat-5256	65	38	strategic	strategic	ADJ
easat-5256	65	39	objectives	objective	NOUN
easat-5256	65	40	of	of	ADP
easat-5256	65	41	organizations	organization	NOUN
easat-5256	65	42	.	.	PUNCT
easat-5256	66	1	hamzehi	hamzehi	PROPN
easat-5256	66	2	and	and	CCONJ
easat-5256	66	3	hosseini	hosseini	PROPN
easat-5256	66	4	[	[	X
easat-5256	66	5	27	27	NUM
easat-5256	66	6	]	]	PUNCT
easat-5256	66	7	discussed	discuss	VERB
easat-5256	66	8	the	the	DET
easat-5256	66	9	benefits	benefit	NOUN
easat-5256	66	10	of	of	ADP
easat-5256	66	11	deep	deep	ADJ
easat-5256	66	12	learning	learning	NOUN
easat-5256	66	13	technologies	technology	NOUN
easat-5256	66	14	in	in	ADP
easat-5256	66	15	the	the	DET
easat-5256	66	16	realms	realm	NOUN
easat-5256	66	17	of	of	ADP
easat-5256	66	18	business	business	NOUN
easat-5256	66	19	analytics	analytic	NOUN
easat-5256	66	20	and	and	CCONJ
easat-5256	66	21	operations	operation	NOUN
easat-5256	66	22	research	research	NOUN
easat-5256	66	23	,	,	PUNCT
easat-5256	66	24	providing	provide	VERB
easat-5256	66	25	a	a	DET
easat-5256	66	26	range	range	NOUN
easat-5256	66	27	of	of	ADP
easat-5256	66	28	models	model	NOUN
easat-5256	66	29	,	,	PUNCT
easat-5256	66	30	applications	application	NOUN
easat-5256	66	31	,	,	PUNCT
easat-5256	66	32	and	and	CCONJ
easat-5256	66	33	managerial	managerial	ADJ
easat-5256	66	34	implications	implication	NOUN
easat-5256	66	35	related	relate	VERB
easat-5256	66	36	to	to	ADP
easat-5256	66	37	these	these	DET
easat-5256	66	38	advanced	advance	VERB
easat-5256	66	39	ai	ai	NOUN
easat-5256	66	40	methods	method	NOUN
easat-5256	66	41	.	.	PUNCT
easat-5256	67	1	howard	howard	PROPN
easat-5256	68	1	[	[	X
easat-5256	68	2	28	28	NUM
easat-5256	68	3	]	]	PUNCT
easat-5256	68	4	compared	compare	VERB
easat-5256	68	5	deep	deep	ADJ
easat-5256	68	6	learning	learning	NOUN
easat-5256	68	7	methods	method	NOUN
easat-5256	68	8	with	with	ADP
easat-5256	68	9	conventional	conventional	ADJ
easat-5256	68	10	methods	method	NOUN
easat-5256	68	11	for	for	ADP
easat-5256	68	12	outcome	outcome	NOUN
easat-5256	68	13	prediction	prediction	NOUN
easat-5256	68	14	in	in	ADP
easat-5256	68	15	business	business	NOUN
easat-5256	68	16	process	process	NOUN
easat-5256	68	17	monitoring	monitoring	NOUN
easat-5256	68	18	,	,	PUNCT
easat-5256	68	19	thus	thus	ADV
easat-5256	68	20	providing	provide	VERB
easat-5256	68	21	valuable	valuable	ADJ
easat-5256	68	22	insights	insight	NOUN
easat-5256	68	23	into	into	ADP
easat-5256	68	24	the	the	DET
easat-5256	68	25	advantages	advantage	NOUN
easat-5256	68	26	and	and	CCONJ
easat-5256	68	27	limitations	limitation	NOUN
easat-5256	68	28	typically	typically	ADV
easat-5256	68	29	faced	face	VERB
easat-5256	68	30	with	with	ADP
easat-5256	68	31	various	various	ADJ
easat-5256	68	32	ai	ai	ADJ
easat-5256	68	33	strategies	strategy	NOUN
easat-5256	68	34	in	in	ADP
easat-5256	68	35	process	process	NOUN
easat-5256	68	36	analytics	analytic	NOUN
easat-5256	68	37	.	.	PUNCT
easat-5256	69	1	the	the	DET
easat-5256	69	2	application	application	NOUN
easat-5256	69	3	of	of	ADP
easat-5256	69	4	artificial	artificial	ADJ
easat-5256	69	5	intelligence	intelligence	NOUN
easat-5256	69	6	to	to	PART
easat-5256	69	7	support	support	VERB
easat-5256	69	8	decision	decision	NOUN
easat-5256	69	9	-	-	PUNCT
easat-5256	69	10	making	make	VERB
easat-5256	69	11	processes	process	NOUN
easat-5256	69	12	in	in	ADP
easat-5256	69	13	business	business	NOUN
easat-5256	69	14	contexts	context	NOUN
easat-5256	69	15	was	be	AUX
easat-5256	69	16	investigated	investigate	VERB
easat-5256	69	17	by	by	ADP
easat-5256	69	18	jain	jain	NOUN
easat-5256	69	19	[	[	X
easat-5256	69	20	29	29	NUM
easat-5256	69	21	]	]	X
easat-5256	69	22	highlighting	highlight	VERB
easat-5256	69	23	ai	ai	PROPN
easat-5256	69	24	's	's	PART
easat-5256	69	25	ability	ability	NOUN
easat-5256	69	26	to	to	PART
easat-5256	69	27	support	support	VERB
easat-5256	69	28	strategic	strategic	ADJ
easat-5256	69	29	and	and	CCONJ
easat-5256	69	30	operational	operational	ADJ
easat-5256	69	31	decision	decision	NOUN
easat-5256	69	32	-	-	PUNCT
easat-5256	69	33	making	make	VERB
easat-5256	69	34	frameworks	framework	NOUN
easat-5256	69	35	.	.	PUNCT
easat-5256	70	1	a	a	DET
easat-5256	70	2	growing	grow	VERB
easat-5256	70	3	body	body	NOUN
easat-5256	70	4	of	of	ADP
easat-5256	70	5	academic	academic	ADJ
easat-5256	70	6	research	research	NOUN
easat-5256	70	7	explains	explain	VERB
easat-5256	70	8	the	the	DET
easat-5256	70	9	varied	varied	ADJ
easat-5256	70	10	effects	effect	NOUN
easat-5256	70	11	of	of	ADP
easat-5256	70	12	artificial	artificial	ADJ
easat-5256	70	13	intelligence	intelligence	NOUN
easat-5256	70	14	on	on	ADP
easat-5256	70	15	various	various	ADJ
easat-5256	70	16	organizational	organizational	ADJ
easat-5256	70	17	activities	activity	NOUN
easat-5256	70	18	,	,	PUNCT
easat-5256	70	19	including	include	VERB
easat-5256	70	20	operational	operational	ADJ
easat-5256	70	21	effectiveness	effectiveness	NOUN
easat-5256	70	22	,	,	PUNCT
easat-5256	70	23	strategic	strategic	ADJ
easat-5256	70	24	choice	choice	NOUN
easat-5256	70	25	,	,	PUNCT
easat-5256	70	26	customer	customer	NOUN
easat-5256	70	27	interaction	interaction	NOUN
easat-5256	70	28	,	,	PUNCT
easat-5256	70	29	and	and	CCONJ
easat-5256	70	30	process	process	NOUN
easat-5256	70	31	improvement	improvement	NOUN
easat-5256	70	32	.	.	PUNCT
easat-5256	71	1	with	with	ADP
easat-5256	71	2	the	the	DET
easat-5256	71	3	development	development	NOUN
easat-5256	71	4	of	of	ADP
easat-5256	71	5	artificial	artificial	ADJ
easat-5256	71	6	intelligence	intelligence	NOUN
easat-5256	71	7	technologies	technology	NOUN
easat-5256	71	8	progressing	progress	VERB
easat-5256	71	9	,	,	PUNCT
easat-5256	71	10	their	their	PRON
easat-5256	71	11	integration	integration	NOUN
easat-5256	71	12	into	into	ADP
easat-5256	71	13	business	business	NOUN
easat-5256	71	14	models	model	NOUN
easat-5256	71	15	offers	offer	VERB
easat-5256	71	16	opportunities	opportunity	NOUN
easat-5256	71	17	and	and	CCONJ
easat-5256	71	18	challenges	challenge	NOUN
easat-5256	71	19	alike	alike	ADV
easat-5256	71	20	,	,	PUNCT
easat-5256	71	21	requiring	require	VERB
easat-5256	71	22	continuous	continuous	ADJ
easat-5256	71	23	academic	academic	ADJ
easat-5256	71	24	research	research	NOUN
easat-5256	71	25	and	and	CCONJ
easat-5256	71	26	empirical	empirical	ADJ
easat-5256	71	27	studies	study	NOUN
easat-5256	71	28	to	to	PART
easat-5256	71	29	maximize	maximize	VERB
easat-5256	71	30	their	their	PRON
easat-5256	71	31	usefulness	usefulness	NOUN
easat-5256	71	32	while	while	SCONJ
easat-5256	71	33	also	also	ADV
easat-5256	71	34	addressing	address	VERB
easat-5256	71	35	ethical	ethical	ADJ
easat-5256	71	36	issues	issue	NOUN
easat-5256	71	37	and	and	CCONJ
easat-5256	71	38	implementation	implementation	NOUN
easat-5256	71	39	issues	issue	NOUN
easat-5256	71	40	.	.	PUNCT
easat-5256	72	1	3	3	X
easat-5256	72	2	.	.	X
easat-5256	72	3	autonomous	autonomous	ADJ
easat-5256	72	4	intelligent	intelligent	ADJ
easat-5256	72	5	customer	customer	NOUN
easat-5256	72	6	behavior	behavior	NOUN
easat-5256	72	7	prediction	prediction	NOUN
easat-5256	72	8	and	and	CCONJ
easat-5256	72	9	marketing	marketing	NOUN
easat-5256	72	10	strategy	strategy	NOUN
easat-5256	72	11	optimization	optimization	NOUN
easat-5256	72	12	system	system	NOUN
easat-5256	72	13	based	base	VERB
easat-5256	72	14	on	on	ADP
easat-5256	72	15	deep	deep	ADJ
easat-5256	72	16	learning	learn	VERB
easat-5256	72	17	3.1	3.1	NUM
easat-5256	72	18	.	.	PUNCT
easat-5256	73	1	overall	overall	ADJ
easat-5256	73	2	system	system	NOUN
easat-5256	73	3	architecture	architecture	NOUN
easat-5256	73	4	the	the	DET
easat-5256	73	5	architecture	architecture	NOUN
easat-5256	73	6	formulated	formulate	VERB
easat-5256	73	7	for	for	ADP
easat-5256	73	8	anticipating	anticipate	VERB
easat-5256	73	9	customer	customer	NOUN
easat-5256	73	10	behaviour	behaviour	NOUN
easat-5256	73	11	and	and	CCONJ
easat-5256	73	12	optimising	optimise	VERB
easat-5256	73	13	marketing	marketing	NOUN
easat-5256	73	14	plans	plan	NOUN
easat-5256	73	15	through	through	ADP
easat-5256	73	16	deep	deep	ADJ
easat-5256	73	17	learning	learning	NOUN
easat-5256	73	18	is	be	AUX
easat-5256	73	19	described	describe	VERB
easat-5256	73	20	as	as	ADP
easat-5256	73	21	a	a	DET
easat-5256	73	22	holistic	holistic	ADJ
easat-5256	73	23	system	system	NOUN
easat-5256	73	24	that	that	PRON
easat-5256	73	25	merges	merge	VERB
easat-5256	73	26	sophisticated	sophisticated	ADJ
easat-5256	73	27	artificial	artificial	ADJ
easat-5256	73	28	intelligence	intelligence	NOUN
easat-5256	73	29	with	with	ADP
easat-5256	73	30	traditional	traditional	ADJ
easat-5256	73	31	business	business	NOUN
easat-5256	73	32	systems	system	NOUN
easat-5256	73	33	.	.	PUNCT
easat-5256	74	1	this	this	DET
easat-5256	74	2	structural	structural	ADJ
easat-5256	74	3	design	design	NOUN
easat-5256	74	4	presents	present	VERB
easat-5256	74	5	four	four	NUM
easat-5256	74	6	fundamental	fundamental	ADJ
easat-5256	74	7	components	component	NOUN
easat-5256	74	8	:	:	PUNCT
easat-5256	74	9	data	datum	NOUN
easat-5256	74	10	ingestion	ingestion	NOUN
easat-5256	74	11	and	and	CCONJ
easat-5256	74	12	preprocessing	preprocessing	NOUN
easat-5256	74	13	,	,	PUNCT
easat-5256	74	14	deep	deep	ADJ
easat-5256	74	15	learning	learning	NOUN
easat-5256	74	16	model	model	NOUN
easat-5256	74	17	,	,	PUNCT
easat-5256	74	18	autonomous	autonomous	ADJ
easat-5256	74	19	decision	decision	NOUN
easat-5256	74	20	engine	engine	NOUN
easat-5256	74	21	,	,	PUNCT
easat-5256	74	22	and	and	CCONJ
easat-5256	74	23	strategy	strategy	NOUN
easat-5256	74	24	implementation	implementation	NOUN
easat-5256	74	25	and	and	CCONJ
easat-5256	74	26	feedback	feedback	NOUN
easat-5256	74	27	loop	loop	NOUN
easat-5256	74	28	,	,	PUNCT
easat-5256	74	29	as	as	SCONJ
easat-5256	74	30	outlined	outline	VERB
easat-5256	74	31	in	in	ADP
easat-5256	74	32	figure	figure	NOUN
easat-5256	74	33	1	1	NUM
easat-5256	74	34	.	.	PUNCT
easat-5256	75	1	the	the	DET
easat-5256	75	2	data	datum	NOUN
easat-5256	75	3	ingestion	ingestion	NOUN
easat-5256	75	4	and	and	CCONJ
easat-5256	75	5	preprocessing	preprocessing	NOUN
easat-5256	75	6	module	module	NOUN
easat-5256	75	7	collects	collect	NOUN
easat-5256	75	8	and	and	CCONJ
easat-5256	75	9	preprocesses	preprocesse	NOUN
easat-5256	75	10	data	datum	NOUN
easat-5256	75	11	from	from	ADP
easat-5256	75	12	various	various	ADJ
easat-5256	75	13	sources	source	NOUN
easat-5256	75	14	including	include	VERB
easat-5256	75	15	customer	customer	NOUN
easat-5256	75	16	purchases	purchase	NOUN
easat-5256	75	17	,	,	PUNCT
easat-5256	75	18	social	social	ADJ
easat-5256	75	19	media	medium	NOUN
easat-5256	75	20	activities	activity	NOUN
easat-5256	75	21	,	,	PUNCT
easat-5256	75	22	and	and	CCONJ
easat-5256	75	23	demographic	demographic	ADJ
easat-5256	75	24	information	information	NOUN
easat-5256	75	25	.	.	PUNCT
easat-5256	76	1	the	the	DET
easat-5256	76	2	preprocessed	preprocesse	VERB
easat-5256	76	3	data	datum	NOUN
easat-5256	76	4	is	be	AUX
easat-5256	76	5	later	later	ADV
easat-5256	76	6	fed	feed	VERB
easat-5256	76	7	into	into	ADP
easat-5256	76	8	the	the	DET
easat-5256	76	9	deep	deep	ADJ
easat-5256	76	10	learning	learning	NOUN
easat-5256	76	11	model	model	NOUN
easat-5256	76	12	,	,	PUNCT
easat-5256	76	13	which	which	PRON
easat-5256	76	14	utilises	utilise	VERB
easat-5256	76	15	specialised	specialised	ADJ
easat-5256	76	16	neural	neural	ADJ
easat-5256	76	17	network	network	NOUN
easat-5256	76	18	structures	structure	NOUN
easat-5256	76	19	for	for	ADP
easat-5256	76	20	parsing	parse	VERB
easat-5256	76	21	and	and	CCONJ
easat-5256	76	22	anticipating	anticipate	VERB
easat-5256	76	23	customer	customer	NOUN
easat-5256	76	24	behavioural	behavioural	ADJ
easat-5256	76	25	snapshots	snapshot	NOUN
easat-5256	76	26	identified	identify	VERB
easat-5256	76	27	by	by	ADP
easat-5256	76	28	khan	khan	PROPN
easat-5256	76	29	,	,	PUNCT
easat-5256	76	30	et	et	PROPN
easat-5256	76	31	al	al	PROPN
easat-5256	76	32	.	.	PUNCT
easat-5256	77	1	[	[	X
easat-5256	77	2	30	30	NUM
easat-5256	77	3	]	]	PUNCT
easat-5256	77	4	and	and	CCONJ
easat-5256	77	5	kitsios	kitsio	NOUN
easat-5256	77	6	and	and	CCONJ
easat-5256	77	7	kamariotou	kamariotou	VERB
easat-5256	78	1	[	[	X
easat-5256	78	2	31	31	NUM
easat-5256	78	3	]	]	PUNCT
easat-5256	78	4	.	.	PUNCT
easat-5256	79	1	the	the	DET
easat-5256	79	2	autonomous	autonomous	ADJ
easat-5256	79	3	decision	decision	NOUN
easat-5256	79	4	engine	engine	NOUN
easat-5256	79	5	makes	make	VERB
easat-5256	79	6	use	use	NOUN
easat-5256	79	7	of	of	ADP
easat-5256	79	8	these	these	DET
easat-5256	79	9	forecasts	forecast	NOUN
easat-5256	79	10	in	in	ADP
easat-5256	79	11	developing	develop	VERB
easat-5256	79	12	more	more	ADV
easat-5256	79	13	powerful	powerful	ADJ
easat-5256	79	14	marketing	marketing	NOUN
easat-5256	79	15	strategies	strategy	NOUN
easat-5256	79	16	using	use	VERB
easat-5256	79	17	reinforcement	reinforcement	NOUN
easat-5256	79	18	learning	learning	NOUN
easat-5256	79	19	decision	decision	NOUN
easat-5256	79	20	making	make	VERB
easat-5256	79	21	processes	process	NOUN
easat-5256	79	22	which	which	PRON
easat-5256	79	23	continually	continually	ADV
easat-5256	79	24	improve	improve	VERB
easat-5256	79	25	and	and	CCONJ
easat-5256	79	26	refine	refine	VERB
easat-5256	79	27	[	[	X
easat-5256	79	28	32	32	NUM
easat-5256	79	29	]	]	PUNCT
easat-5256	79	30	.	.	PUNCT
easat-5256	80	1	the	the	DET
easat-5256	80	2	selected	select	VERB
easat-5256	80	3	strategies	strategy	NOUN
easat-5256	80	4	are	be	AUX
easat-5256	80	5	executed	execute	VERB
easat-5256	80	6	through	through	ADP
easat-5256	80	7	various	various	ADJ
easat-5256	80	8	marketing	marketing	NOUN
easat-5256	80	9	channels	channel	NOUN
easat-5256	80	10	and	and	CCONJ
easat-5256	80	11	real	real	ADJ
easat-5256	80	12	-	-	PUNCT
easat-5256	80	13	time	time	NOUN
easat-5256	80	14	performance	performance	NOUN
easat-5256	80	15	data	datum	NOUN
easat-5256	80	16	is	be	AUX
easat-5256	80	17	captured	capture	VERB
easat-5256	80	18	by	by	ADP
easat-5256	80	19	the	the	DET
easat-5256	80	20	system	system	NOUN
easat-5256	80	21	in	in	ADP
easat-5256	80	22	order	order	NOUN
easat-5256	80	23	to	to	PART
easat-5256	80	24	use	use	VERB
easat-5256	80	25	that	that	DET
easat-5256	80	26	data	datum	NOUN
easat-5256	80	27	as	as	ADP
easat-5256	80	28	feedback	feedback	NOUN
easat-5256	80	29	for	for	ADP
easat-5256	80	30	learning	learning	NOUN
easat-5256	80	31	and	and	CCONJ
easat-5256	80	32	adaptation	adaptation	NOUN
easat-5256	80	33	through	through	ADP
easat-5256	80	34	the	the	DET
easat-5256	80	35	strategy	strategy	NOUN
easat-5256	80	36	implementation	implementation	NOUN
easat-5256	80	37	and	and	CCONJ
easat-5256	80	38	feedback	feedback	NOUN
easat-5256	80	39	loop	loop	NOUN
easat-5256	80	40	module	module	NOUN
easat-5256	80	41	[	[	X
easat-5256	80	42	33	33	NUM
easat-5256	80	43	]	]	PUNCT
easat-5256	80	44	.	.	PUNCT
easat-5256	81	1	the	the	DET
easat-5256	81	2	integration	integration	NOUN
easat-5256	81	3	of	of	ADP
easat-5256	81	4	this	this	DET
easat-5256	81	5	multi	multi	ADJ
easat-5256	81	6	-	-	ADJ
easat-5256	81	7	strategy	strategy	ADJ
easat-5256	81	8	approach	approach	NOUN
easat-5256	81	9	enables	enable	VERB
easat-5256	81	10	businesses	business	NOUN
easat-5256	81	11	to	to	PART
easat-5256	81	12	take	take	VERB
easat-5256	81	13	advantage	advantage	NOUN
easat-5256	81	14	of	of	ADP
easat-5256	81	15	the	the	DET
easat-5256	81	16	capabilities	capability	NOUN
easat-5256	81	17	of	of	ADP
easat-5256	81	18	ai	ai	PRON
easat-5256	81	19	technology	technology	NOUN
easat-5256	81	20	in	in	ADP
easat-5256	81	21	personalising	personalise	VERB
easat-5256	81	22	customers	customer	NOUN
easat-5256	81	23	,	,	PUNCT
easat-5256	81	24	formulating	formulate	VERB
easat-5256	81	25	adaptive	adaptive	ADJ
easat-5256	81	26	pricing	pricing	NOUN
easat-5256	81	27	strategies	strategy	NOUN
easat-5256	81	28	,	,	PUNCT
easat-5256	81	29	and	and	CCONJ
easat-5256	81	30	executing	execute	VERB
easat-5256	81	31	targeted	target	VERB
easat-5256	81	32	marketing	marketing	NOUN
easat-5256	81	33	campaigns	campaign	NOUN
easat-5256	81	34	,	,	PUNCT
easat-5256	81	35	thereby	thereby	ADV
easat-5256	81	36	improving	improve	VERB
easat-5256	81	37	customer	customer	NOUN
easat-5256	81	38	satisfaction	satisfaction	NOUN
easat-5256	81	39	and	and	CCONJ
easat-5256	81	40	organisational	organisational	ADJ
easat-5256	81	41	growth	growth	NOUN
easat-5256	81	42	development	development	NOUN
easat-5256	81	43	[	[	X
easat-5256	81	44	34	34	NUM
easat-5256	81	45	,	,	PUNCT
easat-5256	81	46	35	35	NUM
easat-5256	81	47	]	]	PUNCT
easat-5256	81	48	.	.	PUNCT
easat-5256	82	1	587	587	NUM
easat-5256	82	2	edelweiss	edelweiss	PROPN
easat-5256	82	3	applied	apply	VERB
easat-5256	82	4	science	science	NOUN
easat-5256	82	5	and	and	CCONJ
easat-5256	82	6	technology	technology	NOUN
easat-5256	82	7	issn	issn	PROPN
easat-5256	82	8	:	:	PUNCT
easat-5256	82	9	2576	2576	NUM
easat-5256	82	10	-	-	SYM
easat-5256	82	11	8484	8484	NUM
easat-5256	82	12	vol	vol	NOUN
easat-5256	82	13	.	.	PROPN
easat-5256	83	1	9	9	NUM
easat-5256	83	2	,	,	PUNCT
easat-5256	83	3	no	no	INTJ
easat-5256	83	4	.	.	NOUN
easat-5256	84	1	3	3	NUM
easat-5256	84	2	:	:	PUNCT
easat-5256	84	3	584	584	NUM
easat-5256	84	4	-	-	SYM
easat-5256	84	5	598	598	NUM
easat-5256	84	6	,	,	PUNCT
easat-5256	84	7	2025	2025	NUM
easat-5256	84	8	doi	doi	NOUN
easat-5256	84	9	:	:	PUNCT
easat-5256	84	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	84	11	©	©	PROPN
easat-5256	84	12	2025	2025	NUM
easat-5256	84	13	by	by	ADP
easat-5256	84	14	the	the	DET
easat-5256	84	15	authors	author	NOUN
easat-5256	84	16	;	;	PUNCT
easat-5256	84	17	licensee	licensee	PROPN
easat-5256	84	18	learning	learn	VERB
easat-5256	84	19	gate	gate	NOUN
easat-5256	84	20	figure	figure	NOUN
easat-5256	84	21	1	1	NUM
easat-5256	84	22	.	.	PUNCT
easat-5256	84	23	framework	framework	NOUN
easat-5256	84	24	of	of	ADP
easat-5256	84	25	deep	deep	ADJ
easat-5256	84	26	learning	learning	NOUN
easat-5256	84	27	-	-	PUNCT
easat-5256	84	28	based	base	VERB
easat-5256	84	29	autonomous	autonomous	ADJ
easat-5256	84	30	intelligent	intelligent	ADJ
easat-5256	84	31	customer	customer	NOUN
easat-5256	84	32	behavior	behavior	NOUN
easat-5256	84	33	prediction	prediction	NOUN
easat-5256	84	34	and	and	CCONJ
easat-5256	84	35	marketing	marketing	NOUN
easat-5256	84	36	strategy	strategy	NOUN
easat-5256	84	37	optimization	optimization	NOUN
easat-5256	84	38	system	system	NOUN
easat-5256	84	39	.	.	PUNCT
easat-5256	85	1	as	as	SCONJ
easat-5256	85	2	shown	show	VERB
easat-5256	85	3	in	in	ADP
easat-5256	85	4	figure	figure	NOUN
easat-5256	85	5	1	1	NUM
easat-5256	85	6	,	,	PUNCT
easat-5256	85	7	the	the	DET
easat-5256	85	8	architecture	architecture	NOUN
easat-5256	85	9	of	of	ADP
easat-5256	85	10	the	the	DET
easat-5256	85	11	system	system	NOUN
easat-5256	85	12	consists	consist	VERB
easat-5256	85	13	of	of	ADP
easat-5256	85	14	four	four	NUM
easat-5256	85	15	main	main	ADJ
easat-5256	85	16	components	component	NOUN
easat-5256	85	17	:	:	PUNCT
easat-5256	85	18	data	datum	NOUN
easat-5256	85	19	sources	source	NOUN
easat-5256	85	20	,	,	PUNCT
easat-5256	85	21	data	datum	NOUN
easat-5256	85	22	ingestion	ingestion	NOUN
easat-5256	85	23	and	and	CCONJ
easat-5256	85	24	preprocessing	preprocessing	NOUN
easat-5256	85	25	,	,	PUNCT
easat-5256	85	26	ai	ai	VERB
easat-5256	85	27	core	core	NOUN
easat-5256	85	28	,	,	PUNCT
easat-5256	85	29	and	and	CCONJ
easat-5256	85	30	strategy	strategy	NOUN
easat-5256	85	31	implementation	implementation	NOUN
easat-5256	85	32	and	and	CCONJ
easat-5256	85	33	feedback	feedback	NOUN
easat-5256	85	34	loop	loop	NOUN
easat-5256	85	35	.	.	PUNCT
easat-5256	86	1	the	the	DET
easat-5256	86	2	data	data	NOUN
easat-5256	86	3	pipeline	pipeline	NOUN
easat-5256	86	4	begins	begin	VERB
easat-5256	86	5	with	with	ADP
easat-5256	86	6	heterogeneous	heterogeneous	ADJ
easat-5256	86	7	data	datum	NOUN
easat-5256	86	8	sources	source	NOUN
easat-5256	86	9	that	that	PRON
easat-5256	86	10	feed	feed	VERB
easat-5256	86	11	the	the	DET
easat-5256	86	12	preprocessing	preprocessing	NOUN
easat-5256	86	13	module	module	NOUN
easat-5256	86	14	,	,	PUNCT
easat-5256	86	15	which	which	PRON
easat-5256	86	16	in	in	ADP
easat-5256	86	17	turn	turn	NOUN
easat-5256	86	18	feeds	feed	VERB
easat-5256	86	19	processed	process	VERB
easat-5256	86	20	data	datum	NOUN
easat-5256	86	21	to	to	ADP
easat-5256	86	22	the	the	DET
easat-5256	86	23	deep	deep	ADJ
easat-5256	86	24	learning	learning	NOUN
easat-5256	86	25	model	model	NOUN
easat-5256	86	26	[	[	X
easat-5256	86	27	36	36	NUM
easat-5256	86	28	,	,	PUNCT
easat-5256	86	29	37	37	NUM
easat-5256	86	30	]	]	PUNCT
easat-5256	86	31	.	.	PUNCT
easat-5256	87	1	the	the	DET
easat-5256	87	2	model	model	NOUN
easat-5256	87	3	generates	generate	VERB
easat-5256	87	4	predictions	prediction	NOUN
easat-5256	87	5	about	about	ADP
easat-5256	87	6	customer	customer	NOUN
easat-5256	87	7	behavior	behavior	NOUN
easat-5256	87	8	,	,	PUNCT
easat-5256	87	9	which	which	PRON
easat-5256	87	10	are	be	AUX
easat-5256	87	11	then	then	ADV
easat-5256	87	12	used	use	VERB
easat-5256	87	13	by	by	ADP
easat-5256	87	14	the	the	DET
easat-5256	87	15	autonomous	autonomous	ADJ
easat-5256	87	16	decision	decision	NOUN
easat-5256	87	17	engine	engine	NOUN
easat-5256	87	18	to	to	PART
easat-5256	87	19	create	create	VERB
easat-5256	87	20	more	more	ADV
easat-5256	87	21	efficient	efficient	ADJ
easat-5256	87	22	marketing	marketing	NOUN
easat-5256	87	23	strategies	strategy	NOUN
easat-5256	87	24	.	.	PUNCT
easat-5256	88	1	after	after	ADP
easat-5256	88	2	implementation	implementation	NOUN
easat-5256	88	3	,	,	PUNCT
easat-5256	88	4	the	the	DET
easat-5256	88	5	results	result	NOUN
easat-5256	88	6	are	be	AUX
easat-5256	88	7	fed	feed	VERB
easat-5256	88	8	back	back	ADV
easat-5256	88	9	into	into	ADP
easat-5256	88	10	the	the	DET
easat-5256	88	11	system	system	NOUN
easat-5256	88	12	,	,	PUNCT
easat-5256	88	13	thus	thus	ADV
easat-5256	88	14	creating	create	VERB
easat-5256	88	15	a	a	DET
easat-5256	88	16	closed	closed	ADJ
easat-5256	88	17	loop	loop	NOUN
easat-5256	88	18	of	of	ADP
easat-5256	88	19	learning	learning	NOUN
easat-5256	88	20	and	and	CCONJ
easat-5256	88	21	improvement	improvement	NOUN
easat-5256	88	22	.	.	PUNCT
easat-5256	89	1	3.2	3.2	NUM
easat-5256	89	2	.	.	PUNCT
easat-5256	89	3	customer	customer	NOUN
easat-5256	89	4	behavior	behavior	NOUN
easat-5256	89	5	prediction	prediction	NOUN
easat-5256	89	6	model	model	VERB
easat-5256	89	7	our	our	PRON
easat-5256	89	8	overarching	overarching	ADJ
easat-5256	89	9	structure	structure	NOUN
easat-5256	89	10	is	be	AUX
easat-5256	89	11	anchored	anchor	VERB
easat-5256	89	12	by	by	ADP
easat-5256	89	13	a	a	DET
easat-5256	89	14	customer	customer	NOUN
easat-5256	89	15	behaviour	behaviour	NOUN
easat-5256	89	16	predictive	predictive	ADJ
easat-5256	89	17	model	model	NOUN
easat-5256	89	18	,	,	PUNCT
easat-5256	89	19	which	which	PRON
easat-5256	89	20	sits	sit	VERB
easat-5256	89	21	at	at	ADP
easat-5256	89	22	the	the	DET
easat-5256	89	23	junction	junction	NOUN
easat-5256	89	24	of	of	ADP
easat-5256	89	25	deep	deep	ADJ
easat-5256	89	26	learning	learning	NOUN
easat-5256	89	27	frameworks	framework	NOUN
easat-5256	89	28	and	and	CCONJ
easat-5256	89	29	sophisticated	sophisticated	ADJ
easat-5256	89	30	neural	neural	ADJ
easat-5256	89	31	networks	network	NOUN
easat-5256	89	32	designed	design	VERB
easat-5256	89	33	for	for	ADP
easat-5256	89	34	pattern	pattern	NOUN
easat-5256	89	35	recognition	recognition	NOUN
easat-5256	89	36	in	in	ADP
easat-5256	89	37	extensive	extensive	ADJ
easat-5256	89	38	and	and	CCONJ
easat-5256	89	39	complex	complex	ADJ
easat-5256	89	40	customer	customer	NOUN
easat-5256	89	41	data	datum	NOUN
easat-5256	89	42	.	.	PUNCT
easat-5256	90	1	in	in	ADP
easat-5256	90	2	figure	figure	NOUN
easat-5256	90	3	2	2	NUM
easat-5256	90	4	,	,	PUNCT
easat-5256	90	5	the	the	DET
easat-5256	90	6	model	model	NOUN
easat-5256	90	7	adopts	adopt	VERB
easat-5256	90	8	a	a	DET
easat-5256	90	9	hybrid	hybrid	ADJ
easat-5256	90	10	methodology	methodology	NOUN
easat-5256	90	11	that	that	PRON
easat-5256	90	12	utilises	utilise	VERB
easat-5256	90	13	long	long	ADJ
easat-5256	90	14	short	short	ADJ
easat-5256	90	15	term	term	NOUN
easat-5256	90	16	memory	memory	NOUN
easat-5256	90	17	(	(	PUNCT
easat-5256	90	18	lstm	lstm	NOUN
easat-5256	90	19	)	)	PUNCT
easat-5256	90	20	networks	network	NOUN
easat-5256	90	21	for	for	ADP
easat-5256	90	22	time	time	NOUN
easat-5256	90	23	series	series	NOUN
easat-5256	90	24	analysis	analysis	NOUN
easat-5256	90	25	and	and	CCONJ
easat-5256	90	26	transformer	transformer	NOUN
easat-5256	90	27	models	model	NOUN
easat-5256	90	28	for	for	ADP
easat-5256	90	29	post	post	NOUN
easat-5256	90	30	-	-	NOUN
easat-5256	90	31	evaluation	evaluation	NOUN
easat-5256	90	32	of	of	ADP
easat-5256	90	33	consumer	consumer	NOUN
easat-5256	90	34	behaviour	behaviour	NOUN
easat-5256	90	35	interdependencies	interdependency	NOUN
easat-5256	90	36	’	'	PUNCT
easat-5256	90	37	temporal	temporal	ADJ
easat-5256	90	38	scope	scope	NOUN
easat-5256	90	39	[	[	X
easat-5256	90	40	38	38	NUM
easat-5256	90	41	,	,	PUNCT
easat-5256	90	42	39	39	NUM
easat-5256	90	43	]	]	PUNCT
easat-5256	90	44	.	.	PUNCT
easat-5256	91	1	all	all	DET
easat-5256	91	2	types	type	NOUN
easat-5256	91	3	of	of	ADP
easat-5256	91	4	transactional	transactional	ADJ
easat-5256	91	5	records	record	NOUN
easat-5256	91	6	alongside	alongside	ADP
easat-5256	91	7	demographic	demographic	ADJ
easat-5256	91	8	and	and	CCONJ
easat-5256	91	9	social	social	ADJ
easat-5256	91	10	media	medium	NOUN
easat-5256	91	11	activity	activity	NOUN
easat-5256	91	12	data	datum	NOUN
easat-5256	91	13	form	form	VERB
easat-5256	91	14	the	the	DET
easat-5256	91	15	input	input	NOUN
easat-5256	91	16	layer	layer	NOUN
easat-5256	91	17	.	.	PUNCT
easat-5256	92	1	the	the	DET
easat-5256	92	2	latter	latter	ADJ
easat-5256	92	3	inputs	input	NOUN
easat-5256	92	4	undergo	undergo	VERB
easat-5256	92	5	processing	processing	NOUN
easat-5256	92	6	through	through	ADP
easat-5256	92	7	parallel	parallel	ADJ
easat-5256	92	8	paths	path	NOUN
easat-5256	92	9	of	of	ADP
easat-5256	92	10	lstm	lstm	NOUN
easat-5256	92	11	and	and	CCONJ
easat-5256	92	12	transformer	transformer	NOUN
easat-5256	92	13	networks	network	NOUN
easat-5256	92	14	.	.	PUNCT
easat-5256	93	1	the	the	DET
easat-5256	93	2	lstm	lstm	PROPN
easat-5256	93	3	stream	stream	NOUN
easat-5256	93	4	tends	tend	VERB
easat-5256	93	5	to	to	PART
easat-5256	93	6	be	be	AUX
easat-5256	93	7	more	more	ADV
easat-5256	93	8	effective	effective	ADJ
easat-5256	93	9	at	at	ADP
easat-5256	93	10	capturing	capture	VERB
easat-5256	93	11	short	short	ADJ
easat-5256	93	12	-	-	PUNCT
easat-5256	93	13	range	range	NOUN
easat-5256	93	14	temporal	temporal	ADJ
easat-5256	93	15	patterns	pattern	NOUN
easat-5256	93	16	whereas	whereas	SCONJ
easat-5256	93	17	contextual	contextual	ADJ
easat-5256	93	18	trends	trend	NOUN
easat-5256	93	19	and	and	CCONJ
easat-5256	93	20	relationships	relationship	NOUN
easat-5256	93	21	are	be	AUX
easat-5256	93	22	better	well	ADV
easat-5256	93	23	captured	capture	VERB
easat-5256	93	24	by	by	ADP
easat-5256	93	25	the	the	DET
easat-5256	93	26	transformer	transformer	ADJ
easat-5256	93	27	stream	stream	NOUN
easat-5256	93	28	[	[	X
easat-5256	93	29	40	40	NUM
easat-5256	93	30	]	]	PUNCT
easat-5256	93	31	.	.	PUNCT
easat-5256	94	1	the	the	DET
easat-5256	94	2	outputs	output	NOUN
easat-5256	94	3	from	from	ADP
easat-5256	94	4	these	these	DET
easat-5256	94	5	streams	stream	NOUN
easat-5256	94	6	undergo	undergo	VERB
easat-5256	94	7	feature	feature	NOUN
easat-5256	94	8	fusion	fusion	NOUN
easat-5256	94	9	and	and	CCONJ
easat-5256	94	10	reduction	reduction	NOUN
easat-5256	94	11	in	in	ADP
easat-5256	94	12	successive	successive	ADJ
easat-5256	94	13	densification	densification	NOUN
easat-5256	94	14	layers	layer	NOUN
easat-5256	94	15	.	.	PUNCT
easat-5256	95	1	in	in	ADP
easat-5256	95	2	summary	summary	NOUN
easat-5256	95	3	,	,	PUNCT
easat-5256	95	4	the	the	DET
easat-5256	95	5	proposed	propose	VERB
easat-5256	95	6	framework	framework	NOUN
easat-5256	95	7	applies	apply	VERB
easat-5256	95	8	multi	multi	ADJ
easat-5256	95	9	-	-	NOUN
easat-5256	95	10	task	task	ADJ
easat-5256	95	11	learning	learning	NOUN
easat-5256	95	12	to	to	PART
easat-5256	95	13	estimate	estimate	VERB
easat-5256	95	14	different	different	ADJ
easat-5256	95	15	dimensions	dimension	NOUN
easat-5256	95	16	of	of	ADP
easat-5256	95	17	consumer	consumer	NOUN
easat-5256	95	18	behaviour	behaviour	NOUN
easat-5256	95	19	simultaneously	simultaneously	ADV
easat-5256	95	20	,	,	PUNCT
easat-5256	95	21	including	include	VERB
easat-5256	95	22	purchase	purchase	NOUN
easat-5256	95	23	probability	probability	NOUN
easat-5256	95	24	,	,	PUNCT
easat-5256	95	25	interest	interest	NOUN
easat-5256	95	26	in	in	ADP
easat-5256	95	27	a	a	DET
easat-5256	95	28	product	product	NOUN
easat-5256	95	29	,	,	PUNCT
easat-5256	95	30	and	and	CCONJ
easat-5256	95	31	the	the	DET
easat-5256	95	32	likelihood	likelihood	NOUN
easat-5256	95	33	of	of	ADP
easat-5256	95	34	the	the	DET
easat-5256	95	35	customer	customer	NOUN
easat-5256	95	36	discontinuing	discontinue	VERB
easat-5256	95	37	business	business	NOUN
easat-5256	96	1	[	[	X
easat-5256	96	2	41	41	NUM
easat-5256	96	3	]	]	PUNCT
easat-5256	96	4	.	.	PUNCT
easat-5256	97	1	this	this	DET
easat-5256	97	2	powerful	powerful	ADJ
easat-5256	97	3	predictive	predictive	ADJ
easat-5256	97	4	model	model	NOUN
easat-5256	97	5	permits	permit	VERB
easat-5256	97	6	firms	firm	NOUN
easat-5256	97	7	to	to	PART
easat-5256	97	8	understand	understand	VERB
easat-5256	97	9	all	all	DET
easat-5256	97	10	aspects	aspect	NOUN
easat-5256	97	11	of	of	ADP
easat-5256	97	12	consumer	consumer	NOUN
easat-5256	97	13	behaviours	behaviour	NOUN
easat-5256	97	14	,	,	PUNCT
easat-5256	97	15	hence	hence	ADV
easat-5256	97	16	devising	devise	VERB
easat-5256	97	17	strategies	strategy	NOUN
easat-5256	97	18	for	for	ADP
easat-5256	97	19	marketing	marketing	NOUN
easat-5256	97	20	campaigns	campaign	NOUN
easat-5256	97	21	and	and	CCONJ
easat-5256	97	22	improving	improve	VERB
easat-5256	97	23	customer	customer	NOUN
easat-5256	97	24	lifetime	lifetime	NOUN
easat-5256	97	25	value	value	NOUN
easat-5256	97	26	become	become	VERB
easat-5256	97	27	more	more	ADV
easat-5256	97	28	feasible	feasible	ADJ
easat-5256	97	29	[	[	PUNCT
easat-5256	97	30	42	42	NUM
easat-5256	97	31	,	,	PUNCT
easat-5256	97	32	43	43	NUM
easat-5256	97	33	]	]	PUNCT
easat-5256	97	34	.	.	PUNCT
easat-5256	98	1	588	588	NUM
easat-5256	98	2	edelweiss	edelweiss	PROPN
easat-5256	98	3	applied	apply	VERB
easat-5256	98	4	science	science	NOUN
easat-5256	98	5	and	and	CCONJ
easat-5256	98	6	technology	technology	NOUN
easat-5256	98	7	issn	issn	PROPN
easat-5256	98	8	:	:	PUNCT
easat-5256	98	9	2576	2576	NUM
easat-5256	98	10	-	-	SYM
easat-5256	98	11	8484	8484	NUM
easat-5256	98	12	vol	vol	NOUN
easat-5256	98	13	.	.	PROPN
easat-5256	99	1	9	9	NUM
easat-5256	99	2	,	,	PUNCT
easat-5256	99	3	no	no	INTJ
easat-5256	99	4	.	.	NOUN
easat-5256	100	1	3	3	NUM
easat-5256	100	2	:	:	PUNCT
easat-5256	100	3	584	584	NUM
easat-5256	100	4	-	-	SYM
easat-5256	100	5	598	598	NUM
easat-5256	100	6	,	,	PUNCT
easat-5256	100	7	2025	2025	NUM
easat-5256	100	8	doi	doi	NOUN
easat-5256	100	9	:	:	PUNCT
easat-5256	100	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	100	11	©	©	PROPN
easat-5256	100	12	2025	2025	NUM
easat-5256	100	13	by	by	ADP
easat-5256	100	14	the	the	DET
easat-5256	100	15	authors	author	NOUN
easat-5256	100	16	;	;	PUNCT
easat-5256	100	17	licensee	licensee	PROPN
easat-5256	100	18	learning	learn	VERB
easat-5256	100	19	gate	gate	NOUN
easat-5256	100	20	figure	figure	NOUN
easat-5256	100	21	2	2	NUM
easat-5256	100	22	.	.	PUNCT
easat-5256	100	23	architecture	architecture	NOUN
easat-5256	100	24	of	of	ADP
easat-5256	100	25	the	the	DET
easat-5256	100	26	deep	deep	ADJ
easat-5256	100	27	learning	learning	NOUN
easat-5256	100	28	-	-	PUNCT
easat-5256	100	29	based	base	VERB
easat-5256	100	30	customer	customer	NOUN
easat-5256	100	31	behavior	behavior	NOUN
easat-5256	100	32	prediction	prediction	NOUN
easat-5256	100	33	model	model	NOUN
easat-5256	100	34	.	.	PUNCT
easat-5256	101	1	as	as	SCONJ
easat-5256	101	2	illustrated	illustrate	VERB
easat-5256	101	3	in	in	ADP
easat-5256	101	4	figure	figure	NOUN
easat-5256	101	5	2	2	NUM
easat-5256	101	6	,	,	PUNCT
easat-5256	101	7	the	the	DET
easat-5256	101	8	customer	customer	NOUN
easat-5256	101	9	behavior	behavior	NOUN
easat-5256	101	10	prediction	prediction	NOUN
easat-5256	101	11	model	model	NOUN
easat-5256	101	12	architecture	architecture	NOUN
easat-5256	101	13	consists	consist	VERB
easat-5256	101	14	of	of	ADP
easat-5256	101	15	three	three	NUM
easat-5256	101	16	main	main	ADJ
easat-5256	101	17	components	component	NOUN
easat-5256	101	18	:	:	PUNCT
easat-5256	101	19	the	the	DET
easat-5256	101	20	input	input	NOUN
easat-5256	101	21	layer	layer	NOUN
easat-5256	101	22	,	,	PUNCT
easat-5256	101	23	processing	processing	NOUN
easat-5256	101	24	layers	layer	NOUN
easat-5256	101	25	,	,	PUNCT
easat-5256	101	26	and	and	CCONJ
easat-5256	101	27	output	output	NOUN
easat-5256	101	28	layer	layer	NOUN
easat-5256	101	29	.	.	PUNCT
easat-5256	102	1	the	the	DET
easat-5256	102	2	input	input	NOUN
easat-5256	102	3	layer	layer	NOUN
easat-5256	102	4	ingests	ingest	VERB
easat-5256	102	5	diverse	diverse	ADJ
easat-5256	102	6	customer	customer	NOUN
easat-5256	102	7	data	datum	NOUN
easat-5256	102	8	types	type	NOUN
easat-5256	102	9	,	,	PUNCT
easat-5256	102	10	which	which	PRON
easat-5256	102	11	are	be	AUX
easat-5256	102	12	then	then	ADV
easat-5256	102	13	processed	process	VERB
easat-5256	102	14	through	through	ADP
easat-5256	102	15	parallel	parallel	ADJ
easat-5256	102	16	lstm	lstm	NOUN
easat-5256	102	17	and	and	CCONJ
easat-5256	102	18	transformer	transformer	ADJ
easat-5256	102	19	branches	branch	NOUN
easat-5256	102	20	in	in	ADP
easat-5256	102	21	the	the	DET
easat-5256	102	22	processing	processing	NOUN
easat-5256	102	23	layers	layer	NOUN
easat-5256	102	24	.	.	PUNCT
easat-5256	103	1	these	these	DET
easat-5256	103	2	branches	branch	NOUN
easat-5256	103	3	capture	capture	VERB
easat-5256	103	4	temporal	temporal	ADJ
easat-5256	103	5	and	and	CCONJ
easat-5256	103	6	contextual	contextual	ADJ
easat-5256	103	7	patterns	pattern	NOUN
easat-5256	103	8	respectively	respectively	ADV
easat-5256	103	9	.	.	PUNCT
easat-5256	104	1	the	the	DET
easat-5256	104	2	processed	process	VERB
easat-5256	104	3	features	feature	NOUN
easat-5256	104	4	are	be	AUX
easat-5256	104	5	concatenated	concatenate	VERB
easat-5256	104	6	and	and	CCONJ
easat-5256	104	7	refined	refine	VERB
easat-5256	104	8	through	through	ADP
easat-5256	104	9	dense	dense	ADJ
easat-5256	104	10	layers	layer	NOUN
easat-5256	104	11	before	before	ADP
easat-5256	104	12	producing	produce	VERB
easat-5256	104	13	multi	multi	ADJ
easat-5256	104	14	-	-	ADJ
easat-5256	104	15	faceted	faceted	ADJ
easat-5256	104	16	predictions	prediction	NOUN
easat-5256	104	17	in	in	ADP
easat-5256	104	18	the	the	DET
easat-5256	104	19	output	output	NOUN
easat-5256	104	20	layer	layer	NOUN
easat-5256	104	21	.	.	PUNCT
easat-5256	105	1	this	this	DET
easat-5256	105	2	sophisticated	sophisticated	ADJ
easat-5256	105	3	architecture	architecture	NOUN
easat-5256	105	4	enables	enable	VERB
easat-5256	105	5	comprehensive	comprehensive	ADJ
easat-5256	105	6	and	and	CCONJ
easat-5256	105	7	accurate	accurate	ADJ
easat-5256	105	8	customer	customer	NOUN
easat-5256	105	9	behavior	behavior	NOUN
easat-5256	105	10	forecasting	forecasting	NOUN
easat-5256	105	11	,	,	PUNCT
easat-5256	105	12	providing	provide	VERB
easat-5256	105	13	a	a	DET
easat-5256	105	14	solid	solid	ADJ
easat-5256	105	15	foundation	foundation	NOUN
easat-5256	105	16	for	for	ADP
easat-5256	105	17	data	data	NOUN
easat-5256	105	18	-	-	PUNCT
easat-5256	105	19	driven	drive	VERB
easat-5256	105	20	marketing	marketing	NOUN
easat-5256	105	21	strategies	strategy	NOUN
easat-5256	105	22	.	.	PUNCT
easat-5256	106	1	3.3	3.3	NUM
easat-5256	106	2	.	.	PUNCT
easat-5256	106	3	optimization	optimization	NOUN
easat-5256	106	4	module	module	NOUN
easat-5256	106	5	of	of	ADP
easat-5256	106	6	autonomous	autonomous	ADJ
easat-5256	106	7	intelligent	intelligent	ADJ
easat-5256	106	8	marketing	marketing	NOUN
easat-5256	106	9	strategy	strategy	NOUN
easat-5256	106	10	the	the	DET
easat-5256	106	11	autonomous	autonomous	ADJ
easat-5256	106	12	module	module	NOUN
easat-5256	106	13	for	for	ADP
easat-5256	106	14	intelligent	intelligent	ADJ
easat-5256	106	15	marketing	marketing	NOUN
easat-5256	106	16	strategy	strategy	NOUN
easat-5256	106	17	improvement	improvement	NOUN
easat-5256	106	18	represents	represent	VERB
easat-5256	106	19	a	a	DET
easat-5256	106	20	new	new	ADJ
easat-5256	106	21	paradigm	paradigm	NOUN
easat-5256	106	22	for	for	ADP
easat-5256	106	23	data	data	NOUN
easat-5256	106	24	-	-	PUNCT
easat-5256	106	25	driven	drive	VERB
easat-5256	106	26	decision	decision	NOUN
easat-5256	106	27	-	-	PUNCT
easat-5256	106	28	making	making	NOUN
easat-5256	106	29	in	in	ADP
easat-5256	106	30	the	the	DET
easat-5256	106	31	marketing	marketing	NOUN
easat-5256	106	32	field	field	NOUN
easat-5256	106	33	.	.	PUNCT
easat-5256	107	1	as	as	SCONJ
easat-5256	107	2	illustrated	illustrate	VERB
easat-5256	107	3	in	in	ADP
easat-5256	107	4	figure	figure	NOUN
easat-5256	107	5	3	3	NUM
easat-5256	107	6	,	,	PUNCT
easat-5256	107	7	the	the	DET
easat-5256	107	8	module	module	NOUN
easat-5256	107	9	utilizes	utilize	VERB
easat-5256	107	10	insights	insight	NOUN
easat-5256	107	11	from	from	ADP
easat-5256	107	12	the	the	DET
easat-5256	107	13	customer	customer	NOUN
easat-5256	107	14	behavior	behavior	NOUN
easat-5256	107	15	prediction	prediction	NOUN
easat-5256	107	16	model	model	NOUN
easat-5256	107	17	to	to	PART
easat-5256	107	18	independently	independently	ADV
easat-5256	107	19	develop	develop	VERB
easat-5256	107	20	and	and	CCONJ
easat-5256	107	21	improve	improve	VERB
easat-5256	107	22	marketing	marketing	NOUN
easat-5256	107	23	strategies	strategy	NOUN
easat-5256	107	24	.	.	PUNCT
easat-5256	108	1	essentially	essentially	ADV
easat-5256	108	2	,	,	PUNCT
easat-5256	108	3	the	the	DET
easat-5256	108	4	module	module	NOUN
easat-5256	108	5	is	be	AUX
easat-5256	108	6	based	base	VERB
easat-5256	108	7	on	on	ADP
easat-5256	108	8	an	an	DET
easat-5256	108	9	extremely	extremely	ADV
easat-5256	108	10	advanced	advanced	ADJ
easat-5256	108	11	reinforcement	reinforcement	NOUN
easat-5256	108	12	learning	learning	NOUN
easat-5256	108	13	(	(	PUNCT
easat-5256	108	14	rl	rl	NOUN
easat-5256	108	15	)	)	PUNCT
easat-5256	108	16	architecture	architecture	NOUN
easat-5256	108	17	,	,	PUNCT
easat-5256	108	18	a	a	DET
easat-5256	108	19	deep	deep	ADJ
easat-5256	108	20	q	q	NOUN
easat-5256	108	21	-	-	PUNCT
easat-5256	108	22	network	network	NOUN
easat-5256	108	23	(	(	PUNCT
easat-5256	108	24	dqn	dqn	PROPN
easat-5256	108	25	)	)	PUNCT
easat-5256	108	26	,	,	PUNCT
easat-5256	108	27	with	with	ADP
easat-5256	108	28	the	the	DET
easat-5256	108	29	objective	objective	NOUN
easat-5256	108	30	of	of	ADP
easat-5256	108	31	optimizing	optimize	VERB
easat-5256	108	32	marketing	marketing	NOUN
easat-5256	108	33	effectiveness	effectiveness	NOUN
easat-5256	108	34	across	across	ADP
easat-5256	108	35	various	various	ADJ
easat-5256	108	36	channels	channel	NOUN
easat-5256	108	37	and	and	CCONJ
easat-5256	108	38	consumer	consumer	NOUN
easat-5256	108	39	groups	group	NOUN
easat-5256	108	40	[	[	X
easat-5256	108	41	44	44	NUM
easat-5256	108	42	,	,	PUNCT
easat-5256	108	43	45	45	NUM
easat-5256	108	44	]	]	PUNCT
easat-5256	108	45	.	.	PUNCT
easat-5256	109	1	the	the	DET
easat-5256	109	2	module	module	NOUN
easat-5256	109	3	's	's	PART
easat-5256	109	4	state	state	NOUN
easat-5256	109	5	space	space	NOUN
easat-5256	109	6	includes	include	VERB
easat-5256	109	7	a	a	DET
easat-5256	109	8	vast	vast	ADJ
easat-5256	109	9	set	set	NOUN
easat-5256	109	10	of	of	ADP
easat-5256	109	11	customer	customer	NOUN
easat-5256	109	12	attributes	attribute	NOUN
easat-5256	109	13	,	,	PUNCT
easat-5256	109	14	expected	expect	VERB
easat-5256	109	15	behaviors	behavior	NOUN
easat-5256	109	16	,	,	PUNCT
easat-5256	109	17	and	and	CCONJ
easat-5256	109	18	current	current	ADJ
easat-5256	109	19	market	market	NOUN
easat-5256	109	20	conditions	condition	NOUN
easat-5256	109	21	.	.	PUNCT
easat-5256	110	1	in	in	ADP
easat-5256	110	2	contrast	contrast	NOUN
easat-5256	110	3	,	,	PUNCT
easat-5256	110	4	the	the	DET
easat-5256	110	5	action	action	NOUN
easat-5256	110	6	space	space	NOUN
easat-5256	110	7	includes	include	VERB
easat-5256	110	8	a	a	DET
easat-5256	110	9	broad	broad	ADJ
easat-5256	110	10	range	range	NOUN
easat-5256	110	11	of	of	ADP
easat-5256	110	12	marketing	marketing	NOUN
easat-5256	110	13	activities	activity	NOUN
easat-5256	110	14	,	,	PUNCT
easat-5256	110	15	from	from	ADP
easat-5256	110	16	personalized	personalized	ADJ
easat-5256	110	17	product	product	NOUN
easat-5256	110	18	offers	offer	VERB
easat-5256	110	19	to	to	ADP
easat-5256	110	20	targeted	target	VERB
easat-5256	110	21	promotions	promotion	NOUN
easat-5256	110	22	and	and	CCONJ
easat-5256	110	23	performance	performance	NOUN
easat-5256	110	24	-	-	PUNCT
easat-5256	110	25	driven	drive	VERB
easat-5256	110	26	pricing	pricing	NOUN
easat-5256	110	27	strategies	strategy	NOUN
easat-5256	110	28	.	.	PUNCT
easat-5256	111	1	the	the	DET
easat-5256	111	2	reward	reward	NOUN
easat-5256	111	3	function	function	NOUN
easat-5256	111	4	has	have	AUX
easat-5256	111	5	been	be	AUX
easat-5256	111	6	carefully	carefully	ADV
easat-5256	111	7	designed	design	VERB
easat-5256	111	8	to	to	PART
easat-5256	111	9	balance	balance	VERB
easat-5256	111	10	short	short	ADJ
easat-5256	111	11	-	-	PUNCT
easat-5256	111	12	term	term	NOUN
easat-5256	111	13	rewards	reward	NOUN
easat-5256	111	14	(	(	PUNCT
easat-5256	111	15	e.g.	e.g.	ADV
easat-5256	111	16	,	,	PUNCT
easat-5256	111	17	short	short	ADJ
easat-5256	111	18	-	-	PUNCT
easat-5256	111	19	term	term	NOUN
easat-5256	111	20	sales	sale	NOUN
easat-5256	111	21	)	)	PUNCT
easat-5256	111	22	and	and	CCONJ
easat-5256	111	23	long	long	ADJ
easat-5256	111	24	-	-	PUNCT
easat-5256	111	25	term	term	NOUN
easat-5256	111	26	objectives	objective	NOUN
easat-5256	111	27	(	(	PUNCT
easat-5256	111	28	e.g.	e.g.	ADV
easat-5256	111	29	,	,	PUNCT
easat-5256	111	30	customer	customer	NOUN
easat-5256	111	31	lifetime	lifetime	NOUN
easat-5256	111	32	value	value	NOUN
easat-5256	111	33	)	)	PUNCT
easat-5256	112	1	[	[	X
easat-5256	112	2	46	46	NUM
easat-5256	112	3	]	]	PUNCT
easat-5256	112	4	.	.	PUNCT
easat-5256	113	1	one	one	NUM
easat-5256	113	2	of	of	ADP
easat-5256	113	3	the	the	DET
easat-5256	113	4	distinguishing	distinguish	VERB
easat-5256	113	5	features	feature	NOUN
easat-5256	113	6	of	of	ADP
easat-5256	113	7	this	this	DET
easat-5256	113	8	module	module	NOUN
easat-5256	113	9	is	be	AUX
easat-5256	113	10	its	its	PRON
easat-5256	113	11	adaptive	adaptive	ADJ
easat-5256	113	12	learning	learning	NOUN
easat-5256	113	13	capability	capability	NOUN
easat-5256	113	14	.	.	PUNCT
easat-5256	114	1	it	it	PRON
easat-5256	114	2	continuously	continuously	ADV
easat-5256	114	3	improves	improve	VERB
easat-5256	114	4	its	its	PRON
easat-5256	114	5	strategies	strategy	NOUN
easat-5256	114	6	by	by	ADP
easat-5256	114	7	learning	learn	VERB
easat-5256	114	8	from	from	ADP
easat-5256	114	9	real	real	ADJ
easat-5256	114	10	-	-	PUNCT
easat-5256	114	11	time	time	NOUN
easat-5256	114	12	feedback	feedback	NOUN
easat-5256	114	13	through	through	ADP
easat-5256	114	14	techniques	technique	NOUN
easat-5256	114	15	like	like	ADP
easat-5256	114	16	experience	experience	NOUN
easat-5256	114	17	replay	replay	NOUN
easat-5256	114	18	and	and	CCONJ
easat-5256	114	19	double	double	ADJ
easat-5256	114	20	q	q	NOUN
easat-5256	114	21	-	-	PUNCT
easat-5256	114	22	learning	learning	NOUN
easat-5256	114	23	,	,	PUNCT
easat-5256	114	24	which	which	PRON
easat-5256	114	25	are	be	AUX
easat-5256	114	26	designed	design	VERB
easat-5256	114	27	to	to	PART
easat-5256	114	28	enhance	enhance	VERB
easat-5256	114	29	stability	stability	NOUN
easat-5256	114	30	and	and	CCONJ
easat-5256	114	31	performance	performance	NOUN
easat-5256	114	32	[	[	X
easat-5256	114	33	47	47	NUM
easat-5256	114	34	]	]	PUNCT
easat-5256	114	35	.	.	PUNCT
easat-5256	115	1	in	in	ADP
easat-5256	115	2	addition	addition	NOUN
easat-5256	115	3	,	,	PUNCT
easat-5256	115	4	the	the	DET
easat-5256	115	5	module	module	NOUN
easat-5256	115	6	has	have	VERB
easat-5256	115	7	a	a	DET
easat-5256	115	8	constraint	constraint	NOUN
easat-5256	115	9	optimization	optimization	NOUN
easat-5256	115	10	layer	layer	NOUN
easat-5256	115	11	to	to	PART
easat-5256	115	12	ensure	ensure	VERB
easat-5256	115	13	that	that	SCONJ
easat-5256	115	14	the	the	DET
easat-5256	115	15	recommended	recommend	VERB
easat-5256	115	16	plans	plan	NOUN
easat-5256	115	17	comply	comply	ADJ
easat-5256	115	18	with	with	ADP
easat-5256	115	19	budget	budget	NOUN
easat-5256	115	20	constraints	constraint	NOUN
easat-5256	115	21	and	and	CCONJ
easat-5256	115	22	regulatory	regulatory	ADJ
easat-5256	115	23	requirements	requirement	NOUN
easat-5256	115	24	[	[	X
easat-5256	115	25	48	48	NUM
easat-5256	115	26	,	,	PUNCT
easat-5256	115	27	49	49	NUM
easat-5256	115	28	]	]	PUNCT
easat-5256	115	29	.	.	PUNCT
easat-5256	116	1	figure	figure	VERB
easat-5256	116	2	3	3	NUM
easat-5256	116	3	.	.	PUNCT
easat-5256	116	4	framework	framework	NOUN
easat-5256	116	5	of	of	ADP
easat-5256	116	6	the	the	DET
easat-5256	116	7	autonomous	autonomous	ADJ
easat-5256	116	8	intelligent	intelligent	ADJ
easat-5256	116	9	marketing	marketing	NOUN
easat-5256	116	10	strategy	strategy	NOUN
easat-5256	116	11	optimization	optimization	NOUN
easat-5256	116	12	module	module	NOUN
easat-5256	116	13	.	.	PUNCT
easat-5256	117	1	589	589	NUM
easat-5256	117	2	edelweiss	edelweiss	PROPN
easat-5256	117	3	applied	apply	VERB
easat-5256	117	4	science	science	NOUN
easat-5256	117	5	and	and	CCONJ
easat-5256	117	6	technology	technology	NOUN
easat-5256	117	7	issn	issn	PROPN
easat-5256	117	8	:	:	PUNCT
easat-5256	117	9	2576	2576	NUM
easat-5256	117	10	-	-	SYM
easat-5256	117	11	8484	8484	NUM
easat-5256	117	12	vol	vol	NOUN
easat-5256	117	13	.	.	PROPN
easat-5256	118	1	9	9	NUM
easat-5256	118	2	,	,	PUNCT
easat-5256	118	3	no	no	INTJ
easat-5256	118	4	.	.	NOUN
easat-5256	119	1	3	3	NUM
easat-5256	119	2	:	:	PUNCT
easat-5256	119	3	584	584	NUM
easat-5256	119	4	-	-	SYM
easat-5256	119	5	598	598	NUM
easat-5256	119	6	,	,	PUNCT
easat-5256	119	7	2025	2025	NUM
easat-5256	119	8	doi	doi	NOUN
easat-5256	119	9	:	:	PUNCT
easat-5256	119	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	119	11	©	©	PROPN
easat-5256	119	12	2025	2025	NUM
easat-5256	119	13	by	by	ADP
easat-5256	119	14	the	the	DET
easat-5256	119	15	authors	author	NOUN
easat-5256	119	16	;	;	PUNCT
easat-5256	119	17	licensee	licensee	PROPN
easat-5256	119	18	learning	learning	NOUN
easat-5256	119	19	gate	gate	NOUN
easat-5256	119	20	as	as	SCONJ
easat-5256	119	21	shown	show	VERB
easat-5256	119	22	in	in	ADP
easat-5256	119	23	figure	figure	NOUN
easat-5256	119	24	3	3	NUM
easat-5256	119	25	,	,	PUNCT
easat-5256	119	26	the	the	DET
easat-5256	119	27	module	module	NOUN
easat-5256	119	28	used	use	VERB
easat-5256	119	29	to	to	PART
easat-5256	119	30	optimize	optimize	VERB
easat-5256	119	31	autonomous	autonomous	ADJ
easat-5256	119	32	smart	smart	ADJ
easat-5256	119	33	marketing	marketing	NOUN
easat-5256	119	34	strategies	strategy	NOUN
easat-5256	119	35	consists	consist	VERB
easat-5256	119	36	of	of	ADP
easat-5256	119	37	four	four	NUM
easat-5256	119	38	main	main	ADJ
easat-5256	119	39	components	component	NOUN
easat-5256	119	40	:	:	PUNCT
easat-5256	119	41	input	input	NOUN
easat-5256	119	42	,	,	PUNCT
easat-5256	119	43	reinforcement	reinforcement	NOUN
easat-5256	119	44	learning	learning	NOUN
easat-5256	119	45	core	core	NOUN
easat-5256	119	46	,	,	PUNCT
easat-5256	119	47	optimization	optimization	NOUN
easat-5256	119	48	layer	layer	NOUN
easat-5256	119	49	,	,	PUNCT
easat-5256	119	50	and	and	CCONJ
easat-5256	119	51	output	output	NOUN
easat-5256	119	52	.	.	PUNCT
easat-5256	120	1	the	the	DET
easat-5256	120	2	input	input	NOUN
easat-5256	120	3	component	component	NOUN
easat-5256	120	4	gathers	gather	VERB
easat-5256	120	5	predictions	prediction	NOUN
easat-5256	120	6	regarding	regard	VERB
easat-5256	120	7	consumer	consumer	NOUN
easat-5256	120	8	behavior	behavior	NOUN
easat-5256	120	9	,	,	PUNCT
easat-5256	120	10	existing	exist	VERB
easat-5256	120	11	market	market	NOUN
easat-5256	120	12	trends	trend	NOUN
easat-5256	120	13	,	,	PUNCT
easat-5256	120	14	and	and	CCONJ
easat-5256	120	15	past	past	ADJ
easat-5256	120	16	performance	performance	NOUN
easat-5256	120	17	indicators	indicator	NOUN
easat-5256	120	18	.	.	PUNCT
easat-5256	121	1	these	these	DET
easat-5256	121	2	inputs	input	NOUN
easat-5256	121	3	are	be	AUX
easat-5256	121	4	then	then	ADV
easat-5256	121	5	processed	process	VERB
easat-5256	121	6	in	in	ADP
easat-5256	121	7	the	the	DET
easat-5256	121	8	reinforcement	reinforcement	NOUN
easat-5256	121	9	learning	learning	NOUN
easat-5256	121	10	core	core	NOUN
easat-5256	121	11	,	,	PUNCT
easat-5256	121	12	which	which	PRON
easat-5256	121	13	uses	use	VERB
easat-5256	121	14	a	a	DET
easat-5256	121	15	deep	deep	ADJ
easat-5256	121	16	q	q	NOUN
easat-5256	121	17	-	-	NOUN
easat-5256	121	18	network	network	NOUN
easat-5256	121	19	to	to	PART
easat-5256	121	20	determine	determine	VERB
easat-5256	121	21	the	the	DET
easat-5256	121	22	best	good	ADJ
easat-5256	121	23	marketing	marketing	NOUN
easat-5256	121	24	strategies	strategy	NOUN
easat-5256	121	25	.	.	PUNCT
easat-5256	122	1	the	the	DET
easat-5256	122	2	optimization	optimization	NOUN
easat-5256	122	3	layer	layer	NOUN
easat-5256	122	4	adds	add	VERB
easat-5256	122	5	constraints	constraint	NOUN
easat-5256	122	6	and	and	CCONJ
easat-5256	122	7	uses	use	VERB
easat-5256	122	8	adaptive	adaptive	ADJ
easat-5256	122	9	learning	learn	VERB
easat-5256	122	10	algorithms	algorithm	NOUN
easat-5256	122	11	to	to	PART
easat-5256	122	12	further	far	ADV
easat-5256	122	13	optimize	optimize	VERB
easat-5256	122	14	these	these	DET
easat-5256	122	15	strategies	strategy	NOUN
easat-5256	122	16	.	.	PUNCT
easat-5256	123	1	finally	finally	ADV
easat-5256	123	2	,	,	PUNCT
easat-5256	123	3	the	the	DET
easat-5256	123	4	output	output	NOUN
easat-5256	123	5	component	component	NOUN
easat-5256	123	6	generates	generate	VERB
easat-5256	123	7	customized	customized	ADJ
easat-5256	123	8	recommendations	recommendation	NOUN
easat-5256	123	9	,	,	PUNCT
easat-5256	123	10	targeted	target	VERB
easat-5256	123	11	advertising	advertising	NOUN
easat-5256	123	12	campaigns	campaign	NOUN
easat-5256	123	13	,	,	PUNCT
easat-5256	123	14	and	and	CCONJ
easat-5256	123	15	adaptive	adaptive	ADJ
easat-5256	123	16	pricing	pricing	NOUN
easat-5256	123	17	strategies	strategy	NOUN
easat-5256	123	18	.	.	PUNCT
easat-5256	124	1	this	this	DET
easat-5256	124	2	sophisticated	sophisticated	ADJ
easat-5256	124	3	framework	framework	NOUN
easat-5256	124	4	supports	support	VERB
easat-5256	124	5	real	real	ADJ
easat-5256	124	6	-	-	PUNCT
easat-5256	124	7	time	time	NOUN
easat-5256	124	8	,	,	PUNCT
easat-5256	124	9	datadriven	datadriven	ADJ
easat-5256	124	10	decision	decision	NOUN
easat-5256	124	11	-	-	PUNCT
easat-5256	124	12	making	making	NOUN
easat-5256	124	13	in	in	ADP
easat-5256	124	14	marketing	marketing	NOUN
easat-5256	124	15	,	,	PUNCT
easat-5256	124	16	allowing	allow	VERB
easat-5256	124	17	dynamic	dynamic	ADJ
easat-5256	124	18	adjustments	adjustment	NOUN
easat-5256	124	19	based	base	VERB
easat-5256	124	20	on	on	ADP
easat-5256	124	21	changes	change	NOUN
easat-5256	124	22	in	in	ADP
easat-5256	124	23	consumer	consumer	NOUN
easat-5256	124	24	behavior	behavior	NOUN
easat-5256	124	25	and	and	CCONJ
easat-5256	124	26	market	market	NOUN
easat-5256	124	27	trends	trend	NOUN
easat-5256	124	28	.	.	PUNCT
easat-5256	125	1	4	4	X
easat-5256	125	2	.	.	X
easat-5256	125	3	experimental	experimental	ADJ
easat-5256	125	4	design	design	NOUN
easat-5256	125	5	,	,	PUNCT
easat-5256	125	6	outcome	outcome	VERB
easat-5256	125	7	analysis	analysis	NOUN
easat-5256	125	8	,	,	PUNCT
easat-5256	125	9	and	and	CCONJ
easat-5256	125	10	case	case	NOUN
easat-5256	125	11	study	study	VERB
easat-5256	125	12	4.1	4.1	NUM
easat-5256	125	13	.	.	PUNCT
easat-5256	126	1	experimental	experimental	ADJ
easat-5256	126	2	design	design	NOUN
easat-5256	126	3	the	the	DET
easat-5256	126	4	methodological	methodological	ADJ
easat-5256	126	5	design	design	NOUN
easat-5256	126	6	used	use	VERB
easat-5256	126	7	to	to	PART
easat-5256	126	8	evaluate	evaluate	VERB
easat-5256	126	9	a	a	DET
easat-5256	126	10	deep	deep	ADJ
easat-5256	126	11	learning	learning	NOUN
easat-5256	126	12	-	-	PUNCT
easat-5256	126	13	based	base	VERB
easat-5256	126	14	autonomous	autonomous	ADJ
easat-5256	126	15	intelligent	intelligent	ADJ
easat-5256	126	16	system	system	NOUN
easat-5256	126	17	,	,	PUNCT
easat-5256	126	18	developed	develop	VERB
easat-5256	126	19	to	to	PART
easat-5256	126	20	forecast	forecast	VERB
easat-5256	126	21	customer	customer	NOUN
easat-5256	126	22	behavior	behavior	NOUN
easat-5256	126	23	and	and	CCONJ
easat-5256	126	24	augment	augment	VERB
easat-5256	126	25	autonomous	autonomous	ADJ
easat-5256	126	26	marketing	marketing	NOUN
easat-5256	126	27	plans	plan	NOUN
easat-5256	126	28	,	,	PUNCT
easat-5256	126	29	follows	follow	VERB
easat-5256	126	30	a	a	DET
easat-5256	126	31	strict	strict	ADJ
easat-5256	126	32	protocol	protocol	NOUN
easat-5256	126	33	to	to	PART
easat-5256	126	34	authenticate	authenticate	VERB
easat-5256	126	35	and	and	CCONJ
easat-5256	126	36	confirm	confirm	VERB
easat-5256	126	37	the	the	DET
easat-5256	126	38	stability	stability	NOUN
easat-5256	126	39	of	of	ADP
easat-5256	126	40	the	the	DET
easat-5256	126	41	results	result	NOUN
easat-5256	126	42	.	.	PUNCT
easat-5256	127	1	as	as	SCONJ
easat-5256	127	2	shown	show	VERB
easat-5256	127	3	in	in	ADP
easat-5256	127	4	figure	figure	NOUN
easat-5256	127	5	4	4	NUM
easat-5256	127	6	,	,	PUNCT
easat-5256	127	7	the	the	DET
easat-5256	127	8	experimental	experimental	ADJ
easat-5256	127	9	design	design	NOUN
easat-5256	127	10	has	have	VERB
easat-5256	127	11	a	a	DET
easat-5256	127	12	multi	multi	ADJ
easat-5256	127	13	-	-	ADJ
easat-5256	127	14	perspective	perspective	ADJ
easat-5256	127	15	approach	approach	NOUN
easat-5256	127	16	consisting	consist	VERB
easat-5256	127	17	of	of	ADP
easat-5256	127	18	both	both	CCONJ
easat-5256	127	19	offline	offline	ADJ
easat-5256	127	20	and	and	CCONJ
easat-5256	127	21	online	online	ADJ
easat-5256	127	22	testing	testing	NOUN
easat-5256	127	23	[	[	X
easat-5256	127	24	50	50	NUM
easat-5256	127	25	]	]	PUNCT
easat-5256	127	26	.	.	PUNCT
easat-5256	128	1	in	in	ADP
easat-5256	128	2	the	the	DET
easat-5256	128	3	offline	offline	ADJ
easat-5256	128	4	phase	phase	NOUN
easat-5256	128	5	,	,	PUNCT
easat-5256	128	6	k	k	ADJ
easat-5256	128	7	-	-	ADJ
easat-5256	128	8	fold	fold	ADJ
easat-5256	128	9	cross	cross	NOUN
easat-5256	128	10	-	-	ADJ
easat-5256	128	11	validation	validation	NOUN
easat-5256	128	12	is	be	AUX
easat-5256	128	13	used	use	VERB
easat-5256	128	14	to	to	PART
easat-5256	128	15	evaluate	evaluate	VERB
easat-5256	128	16	the	the	DET
easat-5256	128	17	predictive	predictive	ADJ
easat-5256	128	18	strength	strength	NOUN
easat-5256	128	19	of	of	ADP
easat-5256	128	20	the	the	DET
easat-5256	128	21	customer	customer	NOUN
easat-5256	128	22	behavior	behavior	NOUN
easat-5256	128	23	model	model	NOUN
easat-5256	128	24	using	use	VERB
easat-5256	128	25	performance	performance	NOUN
easat-5256	128	26	metrics	metric	NOUN
easat-5256	128	27	like	like	ADP
easat-5256	128	28	the	the	DET
easat-5256	128	29	area	area	NOUN
easat-5256	128	30	under	under	ADP
easat-5256	128	31	the	the	DET
easat-5256	128	32	receiver	receiver	NOUN
easat-5256	128	33	operating	operate	VERB
easat-5256	128	34	characteristic	characteristic	ADJ
easat-5256	128	35	curve	curve	NOUN
easat-5256	128	36	(	(	PUNCT
easat-5256	128	37	aucroc	aucroc	NOUN
easat-5256	128	38	)	)	PUNCT
easat-5256	128	39	and	and	CCONJ
easat-5256	128	40	mean	mean	VERB
easat-5256	128	41	average	average	ADJ
easat-5256	128	42	precision	precision	NOUN
easat-5256	128	43	(	(	PUNCT
easat-5256	128	44	map	map	NOUN
easat-5256	128	45	)	)	PUNCT
easat-5256	129	1	[	[	X
easat-5256	129	2	51	51	NUM
easat-5256	129	3	]	]	PUNCT
easat-5256	129	4	.	.	PUNCT
easat-5256	130	1	the	the	DET
easat-5256	130	2	optimization	optimization	NOUN
easat-5256	130	3	aspect	aspect	NOUN
easat-5256	130	4	of	of	ADP
easat-5256	130	5	the	the	DET
easat-5256	130	6	autonomous	autonomous	ADJ
easat-5256	130	7	marketing	marketing	NOUN
easat-5256	130	8	plan	plan	NOUN
easat-5256	130	9	is	be	AUX
easat-5256	130	10	analyzed	analyze	VERB
easat-5256	130	11	through	through	ADP
easat-5256	130	12	counterfactual	counterfactual	ADJ
easat-5256	130	13	analysis	analysis	NOUN
easat-5256	130	14	and	and	CCONJ
easat-5256	130	15	off	off	ADP
easat-5256	130	16	-	-	PUNCT
easat-5256	130	17	policy	policy	NOUN
easat-5256	130	18	evaluation	evaluation	NOUN
easat-5256	130	19	methods	method	NOUN
easat-5256	130	20	,	,	PUNCT
easat-5256	130	21	based	base	VERB
easat-5256	130	22	on	on	ADP
easat-5256	130	23	historical	historical	ADJ
easat-5256	130	24	data	datum	NOUN
easat-5256	130	25	[	[	X
easat-5256	130	26	52	52	NUM
easat-5256	130	27	]	]	PUNCT
easat-5256	130	28	.	.	PUNCT
easat-5256	131	1	the	the	DET
easat-5256	131	2	online	online	ADJ
easat-5256	131	3	aspect	aspect	NOUN
easat-5256	131	4	involves	involve	VERB
easat-5256	131	5	a	a	DET
easat-5256	131	6	/	/	SYM
easat-5256	131	7	b	b	NOUN
easat-5256	131	8	testing	testing	NOUN
easat-5256	131	9	in	in	ADP
easat-5256	131	10	a	a	DET
easat-5256	131	11	controlled	control	VERB
easat-5256	131	12	environment	environment	NOUN
easat-5256	131	13	,	,	PUNCT
easat-5256	131	14	where	where	SCONJ
easat-5256	131	15	a	a	DET
easat-5256	131	16	fraction	fraction	NOUN
easat-5256	131	17	of	of	ADP
easat-5256	131	18	customers	customer	NOUN
easat-5256	131	19	are	be	AUX
easat-5256	131	20	exposed	expose	VERB
easat-5256	131	21	to	to	ADP
easat-5256	131	22	the	the	DET
easat-5256	131	23	strategies	strategy	NOUN
easat-5256	131	24	created	create	VERB
easat-5256	131	25	by	by	ADP
easat-5256	131	26	our	our	PRON
easat-5256	131	27	system	system	NOUN
easat-5256	131	28	,	,	PUNCT
easat-5256	131	29	and	and	CCONJ
easat-5256	131	30	a	a	DET
easat-5256	131	31	control	control	NOUN
easat-5256	131	32	group	group	NOUN
easat-5256	131	33	is	be	AUX
easat-5256	131	34	exposed	expose	VERB
easat-5256	131	35	to	to	ADP
easat-5256	131	36	traditional	traditional	ADJ
easat-5256	131	37	marketing	marketing	NOUN
easat-5256	131	38	methods	method	NOUN
easat-5256	131	39	[	[	X
easat-5256	131	40	53	53	NUM
easat-5256	131	41	]	]	PUNCT
easat-5256	131	42	.	.	PUNCT
easat-5256	132	1	key	key	ADJ
easat-5256	132	2	performance	performance	NOUN
easat-5256	132	3	indicators	indicator	NOUN
easat-5256	132	4	(	(	PUNCT
easat-5256	132	5	kpis	kpis	PROPN
easat-5256	132	6	)	)	PUNCT
easat-5256	132	7	like	like	ADP
easat-5256	132	8	conversion	conversion	NOUN
easat-5256	132	9	rates	rate	NOUN
easat-5256	132	10	,	,	PUNCT
easat-5256	132	11	customer	customer	NOUN
easat-5256	132	12	lifetime	lifetime	NOUN
easat-5256	132	13	value	value	NOUN
easat-5256	132	14	,	,	PUNCT
easat-5256	132	15	and	and	CCONJ
easat-5256	132	16	return	return	VERB
easat-5256	132	17	on	on	ADP
easat-5256	132	18	marketing	marketing	NOUN
easat-5256	132	19	investment	investment	NOUN
easat-5256	132	20	are	be	AUX
easat-5256	132	21	carefully	carefully	ADV
easat-5256	132	22	tracked	track	VERB
easat-5256	132	23	over	over	ADP
easat-5256	132	24	a	a	DET
easat-5256	132	25	period	period	NOUN
easat-5256	132	26	of	of	ADP
easat-5256	132	27	six	six	NUM
easat-5256	132	28	months	month	NOUN
easat-5256	132	29	[	[	X
easat-5256	132	30	54	54	NUM
easat-5256	132	31	]	]	PUNCT
easat-5256	132	32	.	.	PUNCT
easat-5256	133	1	to	to	PART
easat-5256	133	2	counteract	counteract	VERB
easat-5256	133	3	the	the	DET
easat-5256	133	4	effects	effect	NOUN
easat-5256	133	5	of	of	ADP
easat-5256	133	6	possible	possible	ADJ
easat-5256	133	7	confounding	confound	VERB
easat-5256	133	8	factors	factor	NOUN
easat-5256	133	9	,	,	PUNCT
easat-5256	133	10	a	a	DET
easat-5256	133	11	difference	difference	NOUN
easat-5256	133	12	-	-	PUNCT
easat-5256	133	13	in	in	ADP
easat-5256	133	14	-	-	PUNCT
easat-5256	133	15	differences	difference	NOUN
easat-5256	133	16	approach	approach	NOUN
easat-5256	133	17	is	be	AUX
easat-5256	133	18	utilized	utilize	VERB
easat-5256	133	19	,	,	PUNCT
easat-5256	133	20	which	which	PRON
easat-5256	133	21	controls	control	VERB
easat-5256	133	22	for	for	ADP
easat-5256	133	23	seasonal	seasonal	ADJ
easat-5256	133	24	trends	trend	NOUN
easat-5256	133	25	and	and	CCONJ
easat-5256	133	26	market	market	NOUN
easat-5256	133	27	conditions	condition	NOUN
easat-5256	133	28	.	.	PUNCT
easat-5256	134	1	this	this	DET
easat-5256	134	2	strong	strong	ADJ
easat-5256	134	3	experimental	experimental	ADJ
easat-5256	134	4	design	design	NOUN
easat-5256	134	5	allows	allow	VERB
easat-5256	134	6	for	for	ADP
easat-5256	134	7	a	a	DET
easat-5256	134	8	comprehensive	comprehensive	ADJ
easat-5256	134	9	assessment	assessment	NOUN
easat-5256	134	10	of	of	ADP
easat-5256	134	11	the	the	DET
easat-5256	134	12	system	system	NOUN
easat-5256	134	13	's	's	PART
easat-5256	134	14	effectiveness	effectiveness	NOUN
easat-5256	134	15	,	,	PUNCT
easat-5256	134	16	even	even	ADV
easat-5256	134	17	in	in	ADP
easat-5256	134	18	real	real	ADJ
easat-5256	134	19	-	-	PUNCT
easat-5256	134	20	world	world	NOUN
easat-5256	134	21	,	,	PUNCT
easat-5256	134	22	practical	practical	ADJ
easat-5256	134	23	settings	setting	NOUN
easat-5256	134	24	.	.	PUNCT
easat-5256	135	1	figure	figure	VERB
easat-5256	135	2	4	4	NUM
easat-5256	135	3	.	.	PUNCT
easat-5256	136	1	experimental	experimental	ADJ
easat-5256	136	2	design	design	NOUN
easat-5256	136	3	framework	framework	NOUN
easat-5256	136	4	for	for	ADP
easat-5256	136	5	system	system	NOUN
easat-5256	136	6	evaluation	evaluation	NOUN
easat-5256	136	7	.	.	PUNCT
easat-5256	137	1	590	590	NUM
easat-5256	137	2	edelweiss	edelweiss	PROPN
easat-5256	137	3	applied	apply	VERB
easat-5256	137	4	science	science	NOUN
easat-5256	137	5	and	and	CCONJ
easat-5256	137	6	technology	technology	NOUN
easat-5256	137	7	issn	issn	PROPN
easat-5256	137	8	:	:	PUNCT
easat-5256	137	9	2576	2576	NUM
easat-5256	137	10	-	-	SYM
easat-5256	137	11	8484	8484	NUM
easat-5256	137	12	vol	vol	NOUN
easat-5256	137	13	.	.	PROPN
easat-5256	138	1	9	9	NUM
easat-5256	138	2	,	,	PUNCT
easat-5256	138	3	no	no	INTJ
easat-5256	138	4	.	.	NOUN
easat-5256	139	1	3	3	NUM
easat-5256	139	2	:	:	PUNCT
easat-5256	139	3	584	584	NUM
easat-5256	139	4	-	-	SYM
easat-5256	139	5	598	598	NUM
easat-5256	139	6	,	,	PUNCT
easat-5256	139	7	2025	2025	NUM
easat-5256	139	8	doi	doi	NOUN
easat-5256	139	9	:	:	PUNCT
easat-5256	139	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	139	11	©	©	PROPN
easat-5256	139	12	2025	2025	NUM
easat-5256	139	13	by	by	ADP
easat-5256	139	14	the	the	DET
easat-5256	139	15	authors	author	NOUN
easat-5256	139	16	;	;	PUNCT
easat-5256	139	17	licensee	licensee	PROPN
easat-5256	139	18	learning	learning	NOUN
easat-5256	139	19	gate	gate	VERB
easat-5256	139	20	the	the	DET
easat-5256	139	21	overall	overall	ADJ
easat-5256	139	22	design	design	NOUN
easat-5256	139	23	of	of	ADP
easat-5256	139	24	the	the	DET
easat-5256	139	25	study	study	NOUN
easat-5256	139	26	is	be	AUX
easat-5256	139	27	illustrated	illustrate	VERB
easat-5256	139	28	in	in	ADP
easat-5256	139	29	figure	figure	NOUN
easat-5256	139	30	4	4	NUM
easat-5256	139	31	.	.	PUNCT
easat-5256	140	1	it	it	PRON
easat-5256	140	2	comprises	comprise	VERB
easat-5256	140	3	three	three	NUM
easat-5256	140	4	components	component	NOUN
easat-5256	140	5	:	:	PUNCT
easat-5256	140	6	offline	offline	ADJ
easat-5256	140	7	evaluation	evaluation	NOUN
easat-5256	140	8	,	,	PUNCT
easat-5256	140	9	online	online	ADJ
easat-5256	140	10	evaluation	evaluation	NOUN
easat-5256	140	11	,	,	PUNCT
easat-5256	140	12	and	and	CCONJ
easat-5256	140	13	analysis	analysis	NOUN
easat-5256	140	14	.	.	PUNCT
easat-5256	141	1	the	the	DET
easat-5256	141	2	offline	offline	ADJ
easat-5256	141	3	evaluation	evaluation	NOUN
easat-5256	141	4	component	component	NOUN
easat-5256	141	5	implements	implement	VERB
easat-5256	141	6	crossvalidation	crossvalidation	NOUN
easat-5256	141	7	,	,	PUNCT
easat-5256	141	8	counterfactual	counterfactual	ADJ
easat-5256	141	9	evaluation	evaluation	NOUN
easat-5256	141	10	,	,	PUNCT
easat-5256	141	11	and	and	CCONJ
easat-5256	141	12	off	off	ADP
easat-5256	141	13	-	-	PUNCT
easat-5256	141	14	policy	policy	NOUN
easat-5256	141	15	evaluation	evaluation	NOUN
easat-5256	141	16	through	through	ADP
easat-5256	141	17	historical	historical	ADJ
easat-5256	141	18	data	datum	NOUN
easat-5256	141	19	.	.	PUNCT
easat-5256	142	1	for	for	ADP
easat-5256	142	2	online	online	ADJ
easat-5256	142	3	evaluation	evaluation	NOUN
easat-5256	142	4	,	,	PUNCT
easat-5256	142	5	the	the	DET
easat-5256	142	6	evaluation	evaluation	NOUN
easat-5256	142	7	of	of	ADP
easat-5256	142	8	a	a	PRON
easat-5256	142	9	/	/	SYM
easat-5256	142	10	b	b	NOUN
easat-5256	142	11	testing	testing	NOUN
easat-5256	142	12	and	and	CCONJ
easat-5256	142	13	treatment	treatment	NOUN
easat-5256	142	14	versus	versus	ADP
easat-5256	142	15	control	control	NOUN
easat-5256	142	16	groups	group	NOUN
easat-5256	142	17	is	be	AUX
easat-5256	142	18	done	do	VERB
easat-5256	142	19	alongside	alongside	ADP
easat-5256	142	20	continuous	continuous	ADJ
easat-5256	142	21	monitoring	monitoring	NOUN
easat-5256	142	22	of	of	ADP
easat-5256	142	23	kpis	kpis	PROPN
easat-5256	142	24	.	.	PUNCT
easat-5256	143	1	while	while	SCONJ
easat-5256	143	2	performing	perform	VERB
easat-5256	143	3	the	the	DET
easat-5256	143	4	analysis	analysis	NOUN
easat-5256	143	5	step	step	NOUN
easat-5256	143	6	,	,	PUNCT
easat-5256	143	7	the	the	DET
easat-5256	143	8	offline	offline	ADJ
easat-5256	143	9	evaluations	evaluation	NOUN
easat-5256	143	10	and	and	CCONJ
easat-5256	143	11	online	online	ADJ
easat-5256	143	12	results	result	NOUN
easat-5256	143	13	are	be	AUX
easat-5256	143	14	blended	blend	VERB
easat-5256	143	15	through	through	ADP
easat-5256	143	16	a	a	DET
easat-5256	143	17	difference	difference	NOUN
easat-5256	143	18	in	in	ADP
easat-5256	143	19	differences	difference	NOUN
easat-5256	143	20	analysis	analysis	NOUN
easat-5256	143	21	.	.	PUNCT
easat-5256	144	1	the	the	DET
easat-5256	144	2	richness	richness	NOUN
easat-5256	144	3	of	of	ADP
easat-5256	144	4	insights	insight	NOUN
easat-5256	144	5	from	from	ADP
easat-5256	144	6	this	this	DET
easat-5256	144	7	evaluation	evaluation	NOUN
easat-5256	144	8	is	be	AUX
easat-5256	144	9	multifaceted	multifaceted	ADJ
easat-5256	144	10	.	.	PUNCT
easat-5256	145	1	the	the	DET
easat-5256	145	2	various	various	ADJ
easat-5256	145	3	techniques	technique	NOUN
easat-5256	145	4	and	and	CCONJ
easat-5256	145	5	methods	method	NOUN
easat-5256	145	6	incorporated	incorporate	VERB
easat-5256	145	7	in	in	ADP
easat-5256	145	8	this	this	DET
easat-5256	145	9	study	study	NOUN
easat-5256	145	10	guarantee	guarantee	VERB
easat-5256	145	11	a	a	DET
easat-5256	145	12	thorough	thorough	ADJ
easat-5256	145	13	evaluation	evaluation	NOUN
easat-5256	145	14	of	of	ADP
easat-5256	145	15	the	the	DET
easat-5256	145	16	system	system	NOUN
easat-5256	145	17	’s	’s	PART
easat-5256	145	18	performance	performance	NOUN
easat-5256	145	19	in	in	ADP
easat-5256	145	20	both	both	DET
easat-5256	145	21	controlled	controlled	ADJ
easat-5256	145	22	and	and	CCONJ
easat-5256	145	23	open	open	ADJ
easat-5256	145	24	environments	environment	NOUN
easat-5256	145	25	,	,	PUNCT
easat-5256	145	26	ensuring	ensure	VERB
easat-5256	145	27	that	that	SCONJ
easat-5256	145	28	the	the	DET
easat-5256	145	29	system	system	NOUN
easat-5256	145	30	’s	’s	PART
easat-5256	145	31	effectiveness	effectiveness	NOUN
easat-5256	145	32	is	be	AUX
easat-5256	145	33	evaluated	evaluate	VERB
easat-5256	145	34	accurately	accurately	ADV
easat-5256	145	35	,	,	PUNCT
easat-5256	145	36	in	in	ADP
easat-5256	145	37	this	this	DET
easat-5256	145	38	case	case	NOUN
easat-5256	145	39	,	,	PUNCT
easat-5256	145	40	the	the	DET
easat-5256	145	41	effectiveness	effectiveness	NOUN
easat-5256	145	42	of	of	ADP
easat-5256	145	43	the	the	DET
easat-5256	145	44	autonomous	autonomous	ADJ
easat-5256	145	45	intelligent	intelligent	ADJ
easat-5256	145	46	customer	customer	NOUN
easat-5256	145	47	behaviour	behaviour	NOUN
easat-5256	145	48	prediction	prediction	NOUN
easat-5256	145	49	and	and	CCONJ
easat-5256	145	50	marketing	marketing	NOUN
easat-5256	145	51	strategy	strategy	NOUN
easat-5256	145	52	optimisation	optimisation	NOUN
easat-5256	145	53	system	system	NOUN
easat-5256	145	54	based	base	VERB
easat-5256	145	55	on	on	ADP
easat-5256	145	56	deep	deep	ADJ
easat-5256	145	57	learning	learning	NOUN
easat-5256	145	58	.	.	PUNCT
easat-5256	146	1	4.2	4.2	NUM
easat-5256	146	2	.	.	PUNCT
easat-5256	147	1	experimental	experimental	ADJ
easat-5256	147	2	results	result	NOUN
easat-5256	147	3	and	and	CCONJ
easat-5256	147	4	analysis	analysis	NOUN
easat-5256	147	5	4.2.1	4.2.1	NUM
easat-5256	147	6	.	.	PUNCT
easat-5256	148	1	model	model	NOUN
easat-5256	148	2	performance	performance	NOUN
easat-5256	148	3	evaluation	evaluation	NOUN
easat-5256	148	4	analysing	analyse	VERB
easat-5256	148	5	the	the	DET
easat-5256	148	6	performance	performance	NOUN
easat-5256	148	7	of	of	ADP
easat-5256	148	8	the	the	DET
easat-5256	148	9	deep	deep	ADJ
easat-5256	148	10	learning	learning	NOUN
easat-5256	148	11	-	-	PUNCT
easat-5256	148	12	based	base	VERB
easat-5256	148	13	customer	customer	NOUN
easat-5256	148	14	behaviour	behaviour	NOUN
easat-5256	148	15	prediction	prediction	NOUN
easat-5256	148	16	model	model	NOUN
easat-5256	148	17	revealed	reveal	VERB
easat-5256	148	18	improved	improved	ADJ
easat-5256	148	19	accuracy	accuracy	NOUN
easat-5256	148	20	and	and	CCONJ
easat-5256	148	21	stability	stability	NOUN
easat-5256	148	22	in	in	ADP
easat-5256	148	23	the	the	DET
easat-5256	148	24	model	model	NOUN
easat-5256	148	25	's	's	PART
easat-5256	148	26	performance	performance	NOUN
easat-5256	148	27	compared	compare	VERB
easat-5256	148	28	to	to	ADP
easat-5256	148	29	other	other	ADJ
easat-5256	148	30	metrics	metric	NOUN
easat-5256	148	31	.	.	PUNCT
easat-5256	149	1	it	it	PRON
easat-5256	149	2	was	be	AUX
easat-5256	149	3	retrospectively	retrospectively	ADV
easat-5256	149	4	assessed	assess	VERB
easat-5256	149	5	with	with	ADP
easat-5256	149	6	a	a	DET
easat-5256	149	7	granular	granular	ADJ
easat-5256	149	8	evaluation	evaluation	NOUN
easat-5256	149	9	based	base	VERB
easat-5256	149	10	on	on	ADP
easat-5256	149	11	a	a	DET
easat-5256	149	12	dataset	dataset	NOUN
easat-5256	149	13	of	of	ADP
easat-5256	149	14	1.2	1.2	NUM
easat-5256	149	15	million	million	NUM
easat-5256	149	16	interactions	interaction	NOUN
easat-5256	149	17	spanning	span	VERB
easat-5256	149	18	over	over	ADP
easat-5256	149	19	two	two	NUM
easat-5256	149	20	years	year	NOUN
easat-5256	149	21	.	.	PUNCT
easat-5256	150	1	the	the	DET
easat-5256	150	2	model	model	NOUN
easat-5256	150	3	’s	’s	PART
easat-5256	150	4	predictive	predictive	ADJ
easat-5256	150	5	performance	performance	NOUN
easat-5256	150	6	was	be	AUX
easat-5256	150	7	assessed	assess	VERB
easat-5256	150	8	using	use	VERB
easat-5256	150	9	standard	standard	ADJ
easat-5256	150	10	metrics	metric	NOUN
easat-5256	150	11	such	such	ADJ
easat-5256	150	12	as	as	ADP
easat-5256	150	13	area	area	NOUN
easat-5256	150	14	under	under	ADP
easat-5256	150	15	receiver	receiver	NOUN
easat-5256	150	16	operating	operate	VERB
easat-5256	150	17	characteristic	characteristic	ADJ
easat-5256	150	18	curve	curve	NOUN
easat-5256	150	19	(	(	PUNCT
easat-5256	150	20	auc	auc	NOUN
easat-5256	150	21	-	-	PUNCT
easat-5256	150	22	roc	roc	NOUN
easat-5256	150	23	)	)	PUNCT
easat-5256	150	24	,	,	PUNCT
easat-5256	150	25	precision	precision	NOUN
easat-5256	150	26	,	,	PUNCT
easat-5256	150	27	recall	recall	NOUN
easat-5256	150	28	,	,	PUNCT
easat-5256	150	29	and	and	CCONJ
easat-5256	150	30	f1	f1	NOUN
easat-5256	150	31	-	-	PUNCT
easat-5256	150	32	score	score	NOUN
easat-5256	150	33	.	.	PUNCT
easat-5256	151	1	as	as	SCONJ
easat-5256	151	2	depicted	depict	VERB
easat-5256	151	3	in	in	ADP
easat-5256	151	4	figure	figure	NOUN
easat-5256	151	5	5	5	NUM
easat-5256	151	6	,	,	PUNCT
easat-5256	151	7	our	our	PRON
easat-5256	151	8	model	model	NOUN
easat-5256	151	9	scores	score	NOUN
easat-5256	151	10	higher	high	ADJ
easat-5256	151	11	than	than	ADP
easat-5256	151	12	the	the	DET
easat-5256	151	13	benchmark	benchmark	NOUN
easat-5256	151	14	machine	machine	NOUN
easat-5256	151	15	learning	learn	VERB
easat-5256	151	16	algorithms	algorithm	NOUN
easat-5256	151	17	,	,	PUNCT
easat-5256	151	18	the	the	DET
easat-5256	151	19	random	random	ADJ
easat-5256	151	20	forest	forest	NOUN
easat-5256	151	21	and	and	CCONJ
easat-5256	151	22	gradient	gradient	NOUN
easat-5256	151	23	boosting	boosting	NOUN
easat-5256	151	24	,	,	PUNCT
easat-5256	151	25	on	on	ADP
easat-5256	151	26	the	the	DET
easat-5256	151	27	major	major	ADJ
easat-5256	151	28	performance	performance	NOUN
easat-5256	151	29	metrics	metric	NOUN
easat-5256	151	30	.	.	PUNCT
easat-5256	152	1	in	in	ADP
easat-5256	152	2	particular	particular	ADJ
easat-5256	152	3	,	,	PUNCT
easat-5256	152	4	the	the	DET
easat-5256	152	5	model	model	NOUN
easat-5256	152	6	discriminates	discriminate	VERB
easat-5256	152	7	exceptionally	exceptionally	ADV
easat-5256	152	8	well	well	ADV
easat-5256	152	9	,	,	PUNCT
easat-5256	152	10	with	with	ADP
easat-5256	152	11	an	an	DET
easat-5256	152	12	auc	auc	NOUN
easat-5256	152	13	-	-	PUNCT
easat-5256	152	14	roc	roc	NOUN
easat-5256	152	15	score	score	NOUN
easat-5256	152	16	of	of	ADP
easat-5256	152	17	0.92	0.92	NUM
easat-5256	152	18	.	.	PUNCT
easat-5256	153	1	in	in	ADP
easat-5256	153	2	addition	addition	NOUN
easat-5256	153	3	,	,	PUNCT
easat-5256	153	4	the	the	DET
easat-5256	153	5	model	model	NOUN
easat-5256	153	6	is	be	AUX
easat-5256	153	7	able	able	ADJ
easat-5256	153	8	to	to	PART
easat-5256	153	9	consistently	consistently	ADV
easat-5256	153	10	achieve	achieve	VERB
easat-5256	153	11	high	high	ADJ
easat-5256	153	12	precision	precision	NOUN
easat-5256	153	13	accompanied	accompany	VERB
easat-5256	153	14	by	by	ADP
easat-5256	153	15	high	high	ADJ
easat-5256	153	16	recall	recall	NOUN
easat-5256	153	17	,	,	PUNCT
easat-5256	153	18	as	as	SCONJ
easat-5256	153	19	seen	see	VERB
easat-5256	153	20	in	in	ADP
easat-5256	153	21	the	the	DET
easat-5256	153	22	precision	precision	NOUN
easat-5256	153	23	-	-	PUNCT
easat-5256	153	24	recall	recall	NOUN
easat-5256	153	25	curve	curve	NOUN
easat-5256	153	26	.	.	PUNCT
easat-5256	154	1	this	this	DET
easat-5256	154	2	result	result	NOUN
easat-5256	154	3	is	be	AUX
easat-5256	154	4	particularly	particularly	ADV
easat-5256	154	5	important	important	ADJ
easat-5256	154	6	for	for	ADP
easat-5256	154	7	marketing	marketing	NOUN
easat-5256	154	8	practitioners	practitioner	NOUN
easat-5256	154	9	who	who	PRON
easat-5256	154	10	are	be	AUX
easat-5256	154	11	often	often	ADV
easat-5256	154	12	faced	face	VERB
easat-5256	154	13	with	with	ADP
easat-5256	154	14	the	the	DET
easat-5256	154	15	challenge	challenge	NOUN
easat-5256	154	16	of	of	ADP
easat-5256	154	17	false	false	ADJ
easat-5256	154	18	positives	positive	NOUN
easat-5256	154	19	which	which	PRON
easat-5256	154	20	are	be	AUX
easat-5256	154	21	expensive	expensive	ADJ
easat-5256	154	22	to	to	PART
easat-5256	154	23	deal	deal	VERB
easat-5256	154	24	with	with	ADP
easat-5256	154	25	.	.	PUNCT
easat-5256	155	1	table	table	NOUN
easat-5256	155	2	1	1	NUM
easat-5256	155	3	presents	present	VERB
easat-5256	155	4	a	a	DET
easat-5256	155	5	full	full	ADJ
easat-5256	155	6	summary	summary	NOUN
easat-5256	155	7	of	of	ADP
easat-5256	155	8	performance	performance	NOUN
easat-5256	155	9	metrics	metric	NOUN
easat-5256	155	10	across	across	ADP
easat-5256	155	11	a	a	DET
easat-5256	155	12	variety	variety	NOUN
easat-5256	155	13	of	of	ADP
easat-5256	155	14	customer	customer	NOUN
easat-5256	155	15	segments	segment	NOUN
easat-5256	155	16	for	for	ADP
easat-5256	155	17	the	the	DET
easat-5256	155	18	model	model	NOUN
easat-5256	155	19	,	,	PUNCT
easat-5256	155	20	demonstrating	demonstrate	VERB
easat-5256	155	21	multi	multi	ADJ
easat-5256	155	22	-	-	ADJ
easat-5256	155	23	dimensional	dimensional	ADJ
easat-5256	155	24	effectiveness	effectiveness	NOUN
easat-5256	155	25	over	over	ADP
easat-5256	155	26	various	various	ADJ
easat-5256	155	27	metrics	metric	NOUN
easat-5256	155	28	alongside	alongside	ADP
easat-5256	155	29	demographic	demographic	ADJ
easat-5256	155	30	and	and	CCONJ
easat-5256	155	31	behavioural	behavioural	ADJ
easat-5256	155	32	classifications	classification	NOUN
easat-5256	155	33	of	of	ADP
easat-5256	155	34	attributes	attribute	NOUN
easat-5256	155	35	.	.	PUNCT
easat-5256	156	1	this	this	DET
easat-5256	156	2	evidence	evidence	NOUN
easat-5256	156	3	validates	validate	VERB
easat-5256	156	4	the	the	DET
easat-5256	156	5	effectiveness	effectiveness	NOUN
easat-5256	156	6	of	of	ADP
easat-5256	156	7	our	our	PRON
easat-5256	156	8	hybrid	hybrid	ADJ
easat-5256	156	9	lstm	lstm	ADJ
easat-5256	156	10	-	-	PUNCT
easat-5256	156	11	transformer	transformer	NOUN
easat-5256	156	12	model	model	NOUN
easat-5256	156	13	by	by	ADP
easat-5256	156	14	showing	show	VERB
easat-5256	156	15	that	that	SCONJ
easat-5256	156	16	it	it	PRON
easat-5256	156	17	can	can	AUX
easat-5256	156	18	detect	detect	VERB
easat-5256	156	19	both	both	DET
easat-5256	156	20	short	short	ADJ
easat-5256	156	21	-	-	PUNCT
easat-5256	156	22	term	term	NOUN
easat-5256	156	23	and	and	CCONJ
easat-5256	156	24	long	long	ADJ
easat-5256	156	25	-	-	PUNCT
easat-5256	156	26	term	term	NOUN
easat-5256	156	27	behavioural	behavioural	ADJ
easat-5256	156	28	patterns	pattern	NOUN
easat-5256	156	29	,	,	PUNCT
easat-5256	156	30	facilitating	facilitate	VERB
easat-5256	156	31	accurate	accurate	ADJ
easat-5256	156	32	predictions	prediction	NOUN
easat-5256	156	33	that	that	PRON
easat-5256	156	34	can	can	AUX
easat-5256	156	35	subsequently	subsequently	ADV
easat-5256	156	36	enhance	enhance	VERB
easat-5256	156	37	marketing	marketing	NOUN
easat-5256	156	38	efforts	effort	NOUN
easat-5256	156	39	.	.	PUNCT
easat-5256	157	1	591	591	NUM
easat-5256	157	2	edelweiss	edelweiss	PROPN
easat-5256	157	3	applied	apply	VERB
easat-5256	157	4	science	science	NOUN
easat-5256	157	5	and	and	CCONJ
easat-5256	157	6	technology	technology	NOUN
easat-5256	157	7	issn	issn	PROPN
easat-5256	157	8	:	:	PUNCT
easat-5256	157	9	2576	2576	NUM
easat-5256	157	10	-	-	SYM
easat-5256	157	11	8484	8484	NUM
easat-5256	157	12	vol	vol	NOUN
easat-5256	157	13	.	.	PROPN
easat-5256	158	1	9	9	NUM
easat-5256	158	2	,	,	PUNCT
easat-5256	158	3	no	no	INTJ
easat-5256	158	4	.	.	NOUN
easat-5256	159	1	3	3	NUM
easat-5256	159	2	:	:	PUNCT
easat-5256	159	3	584	584	NUM
easat-5256	159	4	-	-	SYM
easat-5256	159	5	598	598	NUM
easat-5256	159	6	,	,	PUNCT
easat-5256	159	7	2025	2025	NUM
easat-5256	159	8	doi	doi	NOUN
easat-5256	159	9	:	:	PUNCT
easat-5256	159	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	159	11	©	©	PROPN
easat-5256	159	12	2025	2025	NUM
easat-5256	159	13	by	by	ADP
easat-5256	159	14	the	the	DET
easat-5256	159	15	authors	author	NOUN
easat-5256	159	16	;	;	PUNCT
easat-5256	159	17	licensee	licensee	PROPN
easat-5256	159	18	learning	learn	VERB
easat-5256	159	19	gate	gate	PROPN
easat-5256	159	20	figure	figure	NOUN
easat-5256	159	21	5	5	NUM
easat-5256	159	22	.	.	PUNCT
easat-5256	160	1	roc	roc	PROPN
easat-5256	160	2	curves	curve	NOUN
easat-5256	160	3	for	for	ADP
easat-5256	160	4	customer	customer	NOUN
easat-5256	160	5	behavior	behavior	NOUN
easat-5256	160	6	prediction	prediction	NOUN
easat-5256	160	7	models	model	NOUN
easat-5256	160	8	.	.	PUNCT
easat-5256	161	1	the	the	DET
easat-5256	161	2	figure	figure	NOUN
easat-5256	161	3	above	above	ADV
easat-5256	161	4	illustrates	illustrate	VERB
easat-5256	161	5	the	the	DET
easat-5256	161	6	receiver	receiver	NOUN
easat-5256	161	7	operating	operate	VERB
easat-5256	161	8	characteristic	characteristic	NOUN
easat-5256	161	9	(	(	PUNCT
easat-5256	161	10	roc	roc	PROPN
easat-5256	161	11	)	)	PUNCT
easat-5256	161	12	curves	curve	NOUN
easat-5256	161	13	for	for	ADP
easat-5256	161	14	our	our	PRON
easat-5256	161	15	proposed	propose	VERB
easat-5256	161	16	model	model	NOUN
easat-5256	161	17	compared	compare	VERB
easat-5256	161	18	to	to	ADP
easat-5256	161	19	traditional	traditional	ADJ
easat-5256	161	20	machine	machine	NOUN
easat-5256	161	21	learning	learning	NOUN
easat-5256	161	22	approaches	approach	NOUN
easat-5256	161	23	.	.	PUNCT
easat-5256	162	1	the	the	DET
easat-5256	162	2	x	x	X
easat-5256	162	3	-	-	NOUN
easat-5256	162	4	axis	axis	NOUN
easat-5256	162	5	represents	represent	VERB
easat-5256	162	6	the	the	DET
easat-5256	162	7	false	false	ADJ
easat-5256	162	8	positive	positive	ADJ
easat-5256	162	9	rate	rate	NOUN
easat-5256	162	10	,	,	PUNCT
easat-5256	162	11	while	while	SCONJ
easat-5256	162	12	the	the	DET
easat-5256	162	13	y	y	NOUN
easat-5256	162	14	-	-	PUNCT
easat-5256	162	15	axis	axis	NOUN
easat-5256	162	16	represents	represent	VERB
easat-5256	162	17	the	the	DET
easat-5256	162	18	true	true	ADJ
easat-5256	162	19	positive	positive	ADJ
easat-5256	162	20	rate	rate	NOUN
easat-5256	162	21	.	.	PUNCT
easat-5256	163	1	our	our	PRON
easat-5256	163	2	model	model	NOUN
easat-5256	163	3	(	(	PUNCT
easat-5256	163	4	shown	show	VERB
easat-5256	163	5	in	in	ADP
easat-5256	163	6	purple	purple	NOUN
easat-5256	163	7	)	)	PUNCT
easat-5256	163	8	demonstrates	demonstrate	VERB
easat-5256	163	9	superior	superior	ADJ
easat-5256	163	10	performance	performance	NOUN
easat-5256	163	11	with	with	ADP
easat-5256	163	12	a	a	DET
easat-5256	163	13	higher	high	ADJ
easat-5256	163	14	area	area	NOUN
easat-5256	163	15	under	under	ADP
easat-5256	163	16	the	the	DET
easat-5256	163	17	curve	curve	NOUN
easat-5256	163	18	,	,	PUNCT
easat-5256	163	19	indicating	indicate	VERB
easat-5256	163	20	better	well	ADJ
easat-5256	163	21	discrimination	discrimination	NOUN
easat-5256	163	22	ability	ability	NOUN
easat-5256	163	23	across	across	ADP
easat-5256	163	24	various	various	ADJ
easat-5256	163	25	classification	classification	NOUN
easat-5256	163	26	thresholds	threshold	NOUN
easat-5256	163	27	.	.	PUNCT
easat-5256	164	1	table	table	NOUN
easat-5256	164	2	1	1	NUM
easat-5256	164	3	.	.	PUNCT
easat-5256	164	4	performance	performance	NOUN
easat-5256	164	5	metrics	metric	NOUN
easat-5256	164	6	across	across	ADP
easat-5256	164	7	customer	customer	NOUN
easat-5256	164	8	segments	segment	NOUN
easat-5256	164	9	.	.	PUNCT
easat-5256	165	1	metric	metric	ADJ
easat-5256	165	2	overall	overall	ADJ
easat-5256	165	3	high	high	ADJ
easat-5256	165	4	-	-	PUNCT
easat-5256	165	5	value	value	NOUN
easat-5256	165	6	customers	customer	NOUN
easat-5256	165	7	new	new	ADJ
easat-5256	165	8	customers	customer	NOUN
easat-5256	165	9	churned	churn	VERB
easat-5256	165	10	customers	customer	NOUN
easat-5256	165	11	auc	auc	NOUN
easat-5256	165	12	-	-	PUNCT
easat-5256	165	13	roc	roc	NOUN
easat-5256	165	14	0.92	0.92	NUM
easat-5256	165	15	0.94	0.94	NUM
easat-5256	165	16	0.89	0.89	NUM
easat-5256	165	17	0.91	0.91	NUM
easat-5256	165	18	precision	precision	NOUN
easat-5256	165	19	0.88	0.88	NUM
easat-5256	165	20	0.91	0.91	NUM
easat-5256	165	21	0.85	0.85	NUM
easat-5256	165	22	0.87	0.87	NUM
easat-5256	165	23	recall	recall	NOUN
easat-5256	165	24	0.86	0.86	NUM
easat-5256	165	25	0.89	0.89	NUM
easat-5256	165	26	0.83	0.83	NUM
easat-5256	165	27	0.85	0.85	NUM
easat-5256	165	28	f1	f1	NOUN
easat-5256	165	29	-	-	PUNCT
easat-5256	165	30	score	score	NOUN
easat-5256	165	31	0.87	0.87	NUM
easat-5256	165	32	0.90	0.90	NUM
easat-5256	165	33	0.84	0.84	NUM
easat-5256	165	34	0.86	0.86	NUM
easat-5256	165	35	accuracy	accuracy	NOUN
easat-5256	165	36	0.89	0.89	NUM
easat-5256	165	37	0.92	0.92	NUM
easat-5256	165	38	0.87	0.87	NUM
easat-5256	165	39	0.88	0.88	NUM
easat-5256	165	40	592	592	NUM
easat-5256	165	41	edelweiss	edelweiss	PROPN
easat-5256	165	42	applied	apply	VERB
easat-5256	165	43	science	science	NOUN
easat-5256	165	44	and	and	CCONJ
easat-5256	165	45	technology	technology	NOUN
easat-5256	165	46	issn	issn	PROPN
easat-5256	165	47	:	:	PUNCT
easat-5256	165	48	2576	2576	NUM
easat-5256	165	49	-	-	SYM
easat-5256	165	50	8484	8484	NUM
easat-5256	165	51	vol	vol	NOUN
easat-5256	165	52	.	.	PROPN
easat-5256	166	1	9	9	NUM
easat-5256	166	2	,	,	PUNCT
easat-5256	166	3	no	no	INTJ
easat-5256	166	4	.	.	NOUN
easat-5256	167	1	3	3	NUM
easat-5256	167	2	:	:	PUNCT
easat-5256	167	3	584	584	NUM
easat-5256	167	4	-	-	SYM
easat-5256	167	5	598	598	NUM
easat-5256	167	6	,	,	PUNCT
easat-5256	167	7	2025	2025	NUM
easat-5256	167	8	doi	doi	NOUN
easat-5256	167	9	:	:	PUNCT
easat-5256	167	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	167	11	©	©	PROPN
easat-5256	167	12	2025	2025	NUM
easat-5256	167	13	by	by	ADP
easat-5256	167	14	the	the	DET
easat-5256	167	15	authors	author	NOUN
easat-5256	167	16	;	;	PUNCT
easat-5256	167	17	licensee	licensee	PROPN
easat-5256	167	18	learning	learning	NOUN
easat-5256	167	19	gate	gate	VERB
easat-5256	167	20	this	this	DET
easat-5256	167	21	table	table	NOUN
easat-5256	167	22	presents	present	VERB
easat-5256	167	23	a	a	DET
easat-5256	167	24	comprehensive	comprehensive	ADJ
easat-5256	167	25	breakdown	breakdown	NOUN
easat-5256	167	26	of	of	ADP
easat-5256	167	27	our	our	PRON
easat-5256	167	28	model	model	NOUN
easat-5256	167	29	's	's	PART
easat-5256	167	30	performance	performance	NOUN
easat-5256	167	31	across	across	ADP
easat-5256	167	32	different	different	ADJ
easat-5256	167	33	customer	customer	NOUN
easat-5256	167	34	segments	segment	NOUN
easat-5256	167	35	.	.	PUNCT
easat-5256	168	1	the	the	DET
easat-5256	168	2	consistently	consistently	ADV
easat-5256	168	3	high	high	ADJ
easat-5256	168	4	values	value	NOUN
easat-5256	168	5	across	across	ADP
easat-5256	168	6	all	all	DET
easat-5256	168	7	metrics	metric	NOUN
easat-5256	168	8	and	and	CCONJ
easat-5256	168	9	segments	segment	NOUN
easat-5256	168	10	demonstrate	demonstrate	VERB
easat-5256	168	11	the	the	DET
easat-5256	168	12	model	model	NOUN
easat-5256	168	13	's	's	PART
easat-5256	168	14	robustness	robustness	NOUN
easat-5256	168	15	and	and	CCONJ
easat-5256	168	16	effectiveness	effectiveness	NOUN
easat-5256	168	17	in	in	ADP
easat-5256	168	18	predicting	predict	VERB
easat-5256	168	19	customer	customer	NOUN
easat-5256	168	20	behavior	behavior	NOUN
easat-5256	168	21	for	for	ADP
easat-5256	168	22	diverse	diverse	ADJ
easat-5256	168	23	groups	group	NOUN
easat-5256	168	24	.	.	PUNCT
easat-5256	169	1	4.2.2	4.2.2	X
easat-5256	169	2	.	.	PUNCT
easat-5256	169	3	comparison	comparison	NOUN
easat-5256	169	4	with	with	ADP
easat-5256	169	5	traditional	traditional	ADJ
easat-5256	169	6	methods	method	NOUN
easat-5256	169	7	and	and	CCONJ
easat-5256	169	8	other	other	ADJ
easat-5256	169	9	deep	deep	ADJ
easat-5256	169	10	learning	learning	NOUN
easat-5256	169	11	models	model	NOUN
easat-5256	169	12	the	the	DET
easat-5256	169	13	model	model	NOUN
easat-5256	169	14	from	from	ADP
easat-5256	169	15	this	this	DET
easat-5256	169	16	research	research	NOUN
easat-5256	169	17	incorporated	incorporate	VERB
easat-5256	169	18	deep	deep	ADJ
easat-5256	169	19	learning	learning	NOUN
easat-5256	169	20	technology	technology	NOUN
easat-5256	169	21	and	and	CCONJ
easat-5256	169	22	improved	improve	VERB
easat-5256	169	23	dramatically	dramatically	ADV
easat-5256	169	24	over	over	ADP
easat-5256	169	25	traditional	traditional	ADJ
easat-5256	169	26	methods	method	NOUN
easat-5256	169	27	and	and	CCONJ
easat-5256	169	28	other	other	ADJ
easat-5256	169	29	architecture	architecture	NOUN
easat-5256	169	30	state	state	NOUN
easat-5256	169	31	-	-	PUNCT
easat-5256	169	32	of	of	ADP
easat-5256	169	33	-	-	PUNCT
easat-5256	169	34	the	the	DET
easat-5256	169	35	-	-	PUNCT
easat-5256	169	36	art	art	NOUN
easat-5256	169	37	models	model	NOUN
easat-5256	169	38	in	in	ADP
easat-5256	169	39	terms	term	NOUN
easat-5256	169	40	of	of	ADP
easat-5256	169	41	predicting	predict	VERB
easat-5256	169	42	customer	customer	NOUN
easat-5256	169	43	behaviours	behaviour	NOUN
easat-5256	169	44	.	.	PUNCT
easat-5256	170	1	a	a	DET
easat-5256	170	2	comparative	comparative	ADJ
easat-5256	170	3	study	study	NOUN
easat-5256	170	4	was	be	AUX
easat-5256	170	5	carried	carry	VERB
easat-5256	170	6	out	out	ADP
easat-5256	170	7	using	use	VERB
easat-5256	170	8	a	a	DET
easat-5256	170	9	1.5	1.5	NUM
easat-5256	170	10	million	million	NUM
easat-5256	170	11	customer	customer	NOUN
easat-5256	170	12	interaction	interaction	NOUN
easat-5256	170	13	dataset	dataset	NOUN
easat-5256	170	14	collected	collect	VERB
easat-5256	170	15	from	from	ADP
easat-5256	170	16	different	different	ADJ
easat-5256	170	17	sectors	sector	NOUN
easat-5256	170	18	.	.	PUNCT
easat-5256	171	1	the	the	DET
easat-5256	171	2	evaluation	evaluation	NOUN
easat-5256	171	3	was	be	AUX
easat-5256	171	4	done	do	VERB
easat-5256	171	5	with	with	ADP
easat-5256	171	6	auc	auc	NOUN
easat-5256	171	7	-	-	PUNCT
easat-5256	171	8	roc	roc	NOUN
easat-5256	171	9	metrics	metric	NOUN
easat-5256	171	10	,	,	PUNCT
easat-5256	171	11	f1	f1	NOUN
easat-5256	171	12	score	score	NOUN
easat-5256	171	13	,	,	PUNCT
easat-5256	171	14	and	and	CCONJ
easat-5256	171	15	map	map	NOUN
easat-5256	171	16	.	.	PUNCT
easat-5256	172	1	figure	figure	VERB
easat-5256	172	2	6	6	NUM
easat-5256	172	3	shows	show	VERB
easat-5256	172	4	that	that	SCONJ
easat-5256	172	5	our	our	PRON
easat-5256	172	6	hybrid	hybrid	ADJ
easat-5256	172	7	lstm	lstm	ADJ
easat-5256	172	8	-	-	PUNCT
easat-5256	172	9	transformer	transformer	NOUN
easat-5256	172	10	framework	framework	NOUN
easat-5256	172	11	outperforms	outperform	VERB
easat-5256	172	12	the	the	DET
easat-5256	172	13	traditional	traditional	ADJ
easat-5256	172	14	machine	machine	NOUN
easat-5256	172	15	learning	learning	NOUN
easat-5256	172	16	methods	method	NOUN
easat-5256	172	17	random	random	ADJ
easat-5256	172	18	forest	forest	NOUN
easat-5256	172	19	and	and	CCONJ
easat-5256	172	20	gradient	gradient	NOUN
easat-5256	172	21	boosting	boosting	NOUN
easat-5256	172	22	and	and	CCONJ
easat-5256	172	23	deep	deep	ADJ
easat-5256	172	24	learning	learning	NOUN
easat-5256	172	25	techniques	technique	NOUN
easat-5256	172	26	such	such	ADJ
easat-5256	172	27	as	as	ADP
easat-5256	172	28	standalone	standalone	ADJ
easat-5256	172	29	lstm	lstm	NOUN
easat-5256	172	30	and	and	CCONJ
easat-5256	172	31	cnn	cnn	PROPN
easat-5256	172	32	deep	deep	ADJ
easat-5256	172	33	learning	learning	NOUN
easat-5256	172	34	models	model	NOUN
easat-5256	172	35	.	.	PUNCT
easat-5256	173	1	the	the	DET
easat-5256	173	2	improvement	improvement	NOUN
easat-5256	173	3	in	in	ADP
easat-5256	173	4	the	the	DET
easat-5256	173	5	model	model	NOUN
easat-5256	173	6	's	's	PART
easat-5256	173	7	performance	performance	NOUN
easat-5256	173	8	was	be	AUX
easat-5256	173	9	observed	observe	VERB
easat-5256	173	10	mostly	mostly	ADV
easat-5256	173	11	in	in	ADP
easat-5256	173	12	learning	learn	VERB
easat-5256	173	13	long	long	ADJ
easat-5256	173	14	-	-	PUNCT
easat-5256	173	15	term	term	NOUN
easat-5256	173	16	dependencies	dependency	NOUN
easat-5256	173	17	and	and	CCONJ
easat-5256	173	18	the	the	DET
easat-5256	173	19	complex	complex	ADJ
easat-5256	173	20	interactive	interactive	ADJ
easat-5256	173	21	patterns	pattern	NOUN
easat-5256	173	22	of	of	ADP
easat-5256	173	23	customers	customer	NOUN
easat-5256	173	24	'	'	PART
easat-5256	173	25	behaviours	behaviour	NOUN
easat-5256	173	26	.	.	PUNCT
easat-5256	174	1	a	a	DET
easat-5256	174	2	detailed	detailed	ADJ
easat-5256	174	3	comparison	comparison	NOUN
easat-5256	174	4	of	of	ADP
easat-5256	174	5	performance	performance	NOUN
easat-5256	174	6	metrics	metric	NOUN
easat-5256	174	7	of	of	ADP
easat-5256	174	8	various	various	ADJ
easat-5256	174	9	models	model	NOUN
easat-5256	174	10	and	and	CCONJ
easat-5256	174	11	prediction	prediction	NOUN
easat-5256	174	12	tasks	task	NOUN
easat-5256	174	13	is	be	AUX
easat-5256	174	14	given	give	VERB
easat-5256	174	15	in	in	ADP
easat-5256	174	16	table	table	NOUN
easat-5256	174	17	2	2	NUM
easat-5256	174	18	.	.	PUNCT
easat-5256	175	1	noteworthy	noteworthy	ADJ
easat-5256	175	2	,	,	PUNCT
easat-5256	175	3	in	in	ADP
easat-5256	175	4	purchase	purchase	NOUN
easat-5256	175	5	prediction	prediction	NOUN
easat-5256	175	6	,	,	PUNCT
easat-5256	175	7	the	the	DET
easat-5256	175	8	model	model	NOUN
easat-5256	175	9	’s	’s	PART
easat-5256	175	10	auc	auc	NOUN
easat-5256	175	11	-	-	PUNCT
easat-5256	175	12	roc	roc	NOUN
easat-5256	175	13	score	score	NOUN
easat-5256	175	14	was	be	AUX
easat-5256	175	15	improved	improve	VERB
easat-5256	175	16	by	by	ADP
easat-5256	175	17	15	15	NUM
easat-5256	175	18	%	%	NOUN
easat-5256	175	19	and	and	CCONJ
easat-5256	175	20	map	map	VERB
easat-5256	175	21	score	score	NOUN
easat-5256	175	22	for	for	ADP
easat-5256	175	23	product	product	NOUN
easat-5256	175	24	recommendation	recommendation	NOUN
easat-5256	175	25	was	be	AUX
easat-5256	175	26	improved	improve	VERB
easat-5256	175	27	by	by	ADP
easat-5256	175	28	22	22	NUM
easat-5256	175	29	%	%	NOUN
easat-5256	175	30	when	when	SCONJ
easat-5256	175	31	compared	compare	VERB
easat-5256	175	32	to	to	ADP
easat-5256	175	33	the	the	DET
easat-5256	175	34	second	second	ADJ
easat-5256	175	35	model	model	NOUN
easat-5256	175	36	.	.	PUNCT
easat-5256	176	1	the	the	DET
easat-5256	176	2	results	result	NOUN
easat-5256	176	3	provided	provide	VERB
easat-5256	176	4	confirm	confirm	VERB
easat-5256	176	5	that	that	SCONJ
easat-5256	176	6	our	our	PRON
easat-5256	176	7	method	method	NOUN
easat-5256	176	8	of	of	ADP
easat-5256	176	9	using	use	VERB
easat-5256	176	10	temporal	temporal	ADJ
easat-5256	176	11	and	and	CCONJ
easat-5256	176	12	contextual	contextual	ADJ
easat-5256	176	13	information	information	NOUN
easat-5256	176	14	is	be	AUX
easat-5256	176	15	efficient	efficient	ADJ
easat-5256	176	16	in	in	ADP
easat-5256	176	17	predicting	predict	VERB
easat-5256	176	18	customer	customer	NOUN
easat-5256	176	19	behaviours	behaviour	VERB
easat-5256	176	20	more	more	ADV
easat-5256	176	21	accurately	accurately	ADV
easat-5256	176	22	and	and	CCONJ
easat-5256	176	23	intelligently	intelligently	ADV
easat-5256	176	24	.	.	PUNCT
easat-5256	177	1	the	the	DET
easat-5256	177	2	optimisation	optimisation	NOUN
easat-5256	177	3	of	of	ADP
easat-5256	177	4	marketing	marketing	NOUN
easat-5256	177	5	strategies	strategy	NOUN
easat-5256	177	6	and	and	CCONJ
easat-5256	177	7	the	the	DET
easat-5256	177	8	enhancement	enhancement	NOUN
easat-5256	177	9	of	of	ADP
easat-5256	177	10	customer	customer	NOUN
easat-5256	177	11	engagement	engagement	NOUN
easat-5256	177	12	results	result	NOUN
easat-5256	177	13	are	be	AUX
easat-5256	177	14	positively	positively	ADV
easat-5256	177	15	influenced	influence	VERB
easat-5256	177	16	by	by	ADP
easat-5256	177	17	the	the	DET
easat-5256	177	18	considerable	considerable	ADJ
easat-5256	177	19	advancements	advancement	NOUN
easat-5256	177	20	in	in	ADP
easat-5256	177	21	performance	performance	NOUN
easat-5256	177	22	.	.	PUNCT
easat-5256	178	1	figure	figure	NOUN
easat-5256	178	2	6	6	NUM
easat-5256	178	3	.	.	PUNCT
easat-5256	179	1	performance	performance	NOUN
easat-5256	179	2	comparison	comparison	NOUN
easat-5256	179	3	of	of	ADP
easat-5256	179	4	customer	customer	NOUN
easat-5256	179	5	behavior	behavior	NOUN
easat-5256	179	6	prediction	prediction	NOUN
easat-5256	179	7	models	model	NOUN
easat-5256	179	8	.	.	PUNCT
easat-5256	180	1	the	the	DET
easat-5256	180	2	figure	figure	NOUN
easat-5256	180	3	above	above	ADP
easat-5256	180	4	presents	present	VERB
easat-5256	180	5	a	a	DET
easat-5256	180	6	comparative	comparative	ADJ
easat-5256	180	7	analysis	analysis	NOUN
easat-5256	180	8	of	of	ADP
easat-5256	180	9	various	various	ADJ
easat-5256	180	10	customer	customer	NOUN
easat-5256	180	11	behavior	behavior	NOUN
easat-5256	180	12	prediction	prediction	NOUN
easat-5256	180	13	models	model	NOUN
easat-5256	180	14	across	across	ADP
easat-5256	180	15	three	three	NUM
easat-5256	180	16	key	key	ADJ
easat-5256	180	17	evaluation	evaluation	NOUN
easat-5256	180	18	metrics	metric	NOUN
easat-5256	180	19	:	:	PUNCT
easat-5256	180	20	auc	auc	NOUN
easat-5256	180	21	-	-	PUNCT
easat-5256	180	22	roc	roc	NOUN
easat-5256	180	23	,	,	PUNCT
easat-5256	180	24	f1	f1	NOUN
easat-5256	180	25	-	-	PUNCT
easat-5256	180	26	score	score	NOUN
easat-5256	180	27	,	,	PUNCT
easat-5256	180	28	and	and	CCONJ
easat-5256	180	29	mean	mean	VERB
easat-5256	180	30	average	average	ADJ
easat-5256	180	31	precision	precision	NOUN
easat-5256	180	32	(	(	PUNCT
easat-5256	180	33	map	map	NOUN
easat-5256	180	34	)	)	PUNCT
easat-5256	180	35	.	.	PUNCT
easat-5256	181	1	the	the	DET
easat-5256	181	2	bar	bar	NOUN
easat-5256	181	3	chart	chart	NOUN
easat-5256	181	4	clearly	clearly	ADV
easat-5256	181	5	illustrates	illustrate	VERB
easat-5256	181	6	the	the	DET
easat-5256	181	7	superior	superior	ADJ
easat-5256	181	8	performance	performance	NOUN
easat-5256	181	9	of	of	ADP
easat-5256	181	10	our	our	PRON
easat-5256	181	11	proposed	propose	VERB
easat-5256	181	12	model	model	NOUN
easat-5256	181	13	(	(	PUNCT
easat-5256	181	14	in	in	ADP
easat-5256	181	15	purple	purple	NOUN
easat-5256	181	16	)	)	PUNCT
easat-5256	181	17	compared	compare	VERB
easat-5256	181	18	to	to	ADP
easat-5256	181	19	other	other	ADJ
easat-5256	181	20	deep	deep	ADJ
easat-5256	181	21	learning	learning	NOUN
easat-5256	181	22	architectures	architecture	NOUN
easat-5256	181	23	and	and	CCONJ
easat-5256	181	24	traditional	traditional	ADJ
easat-5256	181	25	machine	machine	NOUN
easat-5256	181	26	learning	learning	NOUN
easat-5256	181	27	approaches	approach	VERB
easat-5256	181	28	across	across	ADP
easat-5256	181	29	all	all	DET
easat-5256	181	30	metrics	metric	NOUN
easat-5256	181	31	.	.	PUNCT
easat-5256	182	1	593	593	NUM
easat-5256	182	2	edelweiss	edelweiss	PROPN
easat-5256	182	3	applied	apply	VERB
easat-5256	182	4	science	science	NOUN
easat-5256	182	5	and	and	CCONJ
easat-5256	182	6	technology	technology	NOUN
easat-5256	182	7	issn	issn	PROPN
easat-5256	182	8	:	:	PUNCT
easat-5256	182	9	2576	2576	NUM
easat-5256	182	10	-	-	SYM
easat-5256	182	11	8484	8484	NUM
easat-5256	182	12	vol	vol	NOUN
easat-5256	182	13	.	.	PROPN
easat-5256	183	1	9	9	NUM
easat-5256	183	2	,	,	PUNCT
easat-5256	183	3	no	no	INTJ
easat-5256	183	4	.	.	NOUN
easat-5256	184	1	3	3	NUM
easat-5256	184	2	:	:	PUNCT
easat-5256	184	3	584	584	NUM
easat-5256	184	4	-	-	SYM
easat-5256	184	5	598	598	NUM
easat-5256	184	6	,	,	PUNCT
easat-5256	184	7	2025	2025	NUM
easat-5256	184	8	doi	doi	NOUN
easat-5256	184	9	:	:	PUNCT
easat-5256	184	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	184	11	©	©	PROPN
easat-5256	184	12	2025	2025	NUM
easat-5256	184	13	by	by	ADP
easat-5256	184	14	the	the	DET
easat-5256	184	15	authors	author	NOUN
easat-5256	184	16	;	;	PUNCT
easat-5256	185	1	licensee	licensee	PROPN
easat-5256	185	2	learning	learn	VERB
easat-5256	185	3	gate	gate	NOUN
easat-5256	185	4	table	table	NOUN
easat-5256	185	5	2	2	NUM
easat-5256	185	6	.	.	PUNCT
easat-5256	185	7	comprehensive	comprehensive	ADJ
easat-5256	185	8	performance	performance	NOUN
easat-5256	185	9	comparison	comparison	NOUN
easat-5256	185	10	of	of	ADP
easat-5256	185	11	customer	customer	NOUN
easat-5256	185	12	behavior	behavior	NOUN
easat-5256	185	13	prediction	prediction	NOUN
easat-5256	185	14	models	model	NOUN
easat-5256	185	15	.	.	PUNCT
easat-5256	186	1	model	model	NOUN
easat-5256	186	2	purchase	purchase	NOUN
easat-5256	186	3	prediction	prediction	NOUN
easat-5256	186	4	(	(	PUNCT
easat-5256	186	5	auc	auc	NOUN
easat-5256	186	6	-	-	PUNCT
easat-5256	186	7	roc	roc	NOUN
easat-5256	186	8	)	)	PUNCT
easat-5256	186	9	churn	churn	NOUN
easat-5256	186	10	prediction	prediction	NOUN
easat-5256	186	11	(	(	PUNCT
easat-5256	186	12	f1	f1	NOUN
easat-5256	186	13	-	-	PUNCT
easat-5256	186	14	score	score	NOUN
easat-5256	186	15	)	)	PUNCT
easat-5256	186	16	product	product	NOUN
easat-5256	186	17	recommendation	recommendation	NOUN
easat-5256	186	18	(	(	PUNCT
easat-5256	186	19	map	map	NOUN
easat-5256	186	20	)	)	PUNCT
easat-5256	186	21	response	response	NOUN
easat-5256	186	22	time	time	NOUN
easat-5256	186	23	(	(	PUNCT
easat-5256	186	24	ms	ms	NOUN
easat-5256	186	25	)	)	PUNCT
easat-5256	186	26	model	model	NOUN
easat-5256	186	27	size	size	NOUN
easat-5256	186	28	(	(	PUNCT
easat-5256	186	29	mb	mb	NOUN
easat-5256	186	30	)	)	PUNCT
easat-5256	186	31	our	our	PRON
easat-5256	186	32	model	model	NOUN
easat-5256	186	33	0.92	0.92	NUM
easat-5256	186	34	0.89	0.89	NUM
easat-5256	186	35	0.87	0.87	NUM
easat-5256	186	36	125	125	NUM
easat-5256	186	37	85	85	NUM
easat-5256	186	38	lstm	lstm	NOUN
easat-5256	186	39	0.85	0.85	NUM
easat-5256	186	40	0.82	0.82	NUM
easat-5256	186	41	0.79	0.79	NUM
easat-5256	186	42	150	150	NUM
easat-5256	186	43	110	110	NUM
easat-5256	186	44	cnn	cnn	NOUN
easat-5256	186	45	0.83	0.83	NUM
easat-5256	186	46	0.80	0.80	NUM
easat-5256	186	47	0.76	0.76	NUM
easat-5256	186	48	140	140	NUM
easat-5256	186	49	95	95	NUM
easat-5256	186	50	random	random	ADJ
easat-5256	186	51	forest	forest	NOUN
easat-5256	186	52	0.79	0.79	NUM
easat-5256	186	53	0.77	0.77	NUM
easat-5256	186	54	0.72	0.72	NUM
easat-5256	186	55	200	200	NUM
easat-5256	186	56	250	250	NUM
easat-5256	186	57	gradient	gradient	NOUN
easat-5256	186	58	boosting	boost	VERB
easat-5256	186	59	0.81	0.81	NUM
easat-5256	186	60	0.79	0.79	NUM
easat-5256	186	61	0.74	0.74	NUM
easat-5256	186	62	180	180	NUM
easat-5256	186	63	180	180	NUM
easat-5256	186	64	this	this	DET
easat-5256	186	65	table	table	NOUN
easat-5256	186	66	provides	provide	VERB
easat-5256	186	67	a	a	DET
easat-5256	186	68	detailed	detailed	ADJ
easat-5256	186	69	comparison	comparison	NOUN
easat-5256	186	70	of	of	ADP
easat-5256	186	71	various	various	ADJ
easat-5256	186	72	models	model	NOUN
easat-5256	186	73	across	across	ADP
easat-5256	186	74	different	different	ADJ
easat-5256	186	75	prediction	prediction	NOUN
easat-5256	186	76	tasks	task	NOUN
easat-5256	186	77	,	,	PUNCT
easat-5256	186	78	including	include	VERB
easat-5256	186	79	additional	additional	ADJ
easat-5256	186	80	metrics	metric	NOUN
easat-5256	186	81	such	such	ADJ
easat-5256	186	82	as	as	ADP
easat-5256	186	83	response	response	NOUN
easat-5256	186	84	time	time	NOUN
easat-5256	186	85	and	and	CCONJ
easat-5256	186	86	model	model	NOUN
easat-5256	186	87	size	size	NOUN
easat-5256	186	88	.	.	PUNCT
easat-5256	187	1	our	our	PRON
easat-5256	187	2	proposed	propose	VERB
easat-5256	187	3	model	model	NOUN
easat-5256	187	4	consistently	consistently	ADV
easat-5256	187	5	outperforms	outperform	VERB
easat-5256	187	6	other	other	ADJ
easat-5256	187	7	approaches	approach	NOUN
easat-5256	187	8	in	in	ADP
easat-5256	187	9	prediction	prediction	NOUN
easat-5256	187	10	accuracy	accuracy	NOUN
easat-5256	187	11	while	while	SCONJ
easat-5256	187	12	maintaining	maintain	VERB
easat-5256	187	13	competitive	competitive	ADJ
easat-5256	187	14	efficiency	efficiency	NOUN
easat-5256	187	15	in	in	ADP
easat-5256	187	16	terms	term	NOUN
easat-5256	187	17	of	of	ADP
easat-5256	187	18	response	response	NOUN
easat-5256	187	19	time	time	NOUN
easat-5256	187	20	and	and	CCONJ
easat-5256	187	21	model	model	NOUN
easat-5256	187	22	size	size	NOUN
easat-5256	187	23	.	.	PUNCT
easat-5256	188	1	4.2.3	4.2.3	X
easat-5256	188	2	.	.	PUNCT
easat-5256	189	1	ablation	ablation	NOUN
easat-5256	189	2	experiments	experiment	NOUN
easat-5256	189	3	we	we	PRON
easat-5256	189	4	carried	carry	VERB
easat-5256	189	5	out	out	ADP
easat-5256	189	6	a	a	DET
easat-5256	189	7	set	set	NOUN
easat-5256	189	8	of	of	ADP
easat-5256	189	9	ablation	ablation	NOUN
easat-5256	189	10	studies	study	NOUN
easat-5256	189	11	in	in	ADP
easat-5256	189	12	order	order	NOUN
easat-5256	189	13	to	to	PART
easat-5256	189	14	measure	measure	VERB
easat-5256	189	15	the	the	DET
easat-5256	189	16	impact	impact	NOUN
easat-5256	189	17	of	of	ADP
easat-5256	189	18	each	each	DET
easat-5256	189	19	individual	individual	ADJ
easat-5256	189	20	constituent	constituent	NOUN
easat-5256	189	21	part	part	NOUN
easat-5256	189	22	within	within	ADP
easat-5256	189	23	the	the	DET
easat-5256	189	24	proposed	propose	VERB
easat-5256	189	25	architecture	architecture	NOUN
easat-5256	189	26	for	for	ADP
easat-5256	189	27	predicting	predict	VERB
easat-5256	189	28	customer	customer	NOUN
easat-5256	189	29	behaviour	behaviour	NOUN
easat-5256	189	30	using	use	VERB
easat-5256	189	31	deep	deep	ADJ
easat-5256	189	32	learning	learning	NOUN
easat-5256	189	33	techniques	technique	NOUN
easat-5256	189	34	.	.	PUNCT
easat-5256	190	1	these	these	DET
easat-5256	190	2	exercises	exercise	NOUN
easat-5256	190	3	involved	involve	VERB
easat-5256	190	4	the	the	DET
easat-5256	190	5	iterative	iterative	ADJ
easat-5256	190	6	deletion	deletion	NOUN
easat-5256	190	7	or	or	CCONJ
easat-5256	190	8	substitution	substitution	NOUN
easat-5256	190	9	of	of	ADP
easat-5256	190	10	key	key	ADJ
easat-5256	190	11	components	component	NOUN
easat-5256	190	12	within	within	ADP
easat-5256	190	13	the	the	DET
easat-5256	190	14	model	model	NOUN
easat-5256	190	15	’s	’s	PART
easat-5256	190	16	architecture	architecture	NOUN
easat-5256	190	17	to	to	PART
easat-5256	190	18	ascertain	ascertain	VERB
easat-5256	190	19	their	their	PRON
easat-5256	190	20	effects	effect	NOUN
easat-5256	190	21	on	on	ADP
easat-5256	190	22	the	the	DET
easat-5256	190	23	performance	performance	NOUN
easat-5256	190	24	metrics	metric	NOUN
easat-5256	190	25	.	.	PUNCT
easat-5256	191	1	we	we	PRON
easat-5256	191	2	assessed	assess	VERB
easat-5256	191	3	three	three	NUM
easat-5256	191	4	principal	principal	ADJ
easat-5256	191	5	components	component	NOUN
easat-5256	191	6	:	:	PUNCT
easat-5256	191	7	the	the	DET
easat-5256	191	8	lstm	lstm	PROPN
easat-5256	191	9	branch	branch	NOUN
easat-5256	191	10	,	,	PUNCT
easat-5256	191	11	the	the	DET
easat-5256	191	12	transformer	transformer	NOUN
easat-5256	191	13	branch	branch	NOUN
easat-5256	191	14	,	,	PUNCT
easat-5256	191	15	and	and	CCONJ
easat-5256	191	16	the	the	DET
easat-5256	191	17	multi	multi	ADJ
easat-5256	191	18	-	-	ADJ
easat-5256	191	19	task	task	ADJ
easat-5256	191	20	learning	learn	VERB
easat-5256	191	21	component	component	NOUN
easat-5256	191	22	.	.	PUNCT
easat-5256	192	1	in	in	ADP
easat-5256	192	2	fig	fig	NOUN
easat-5256	192	3	.	.	PUNCT
easat-5256	193	1	7	7	NUM
easat-5256	193	2	,	,	PUNCT
easat-5256	193	3	we	we	PRON
easat-5256	193	4	illustrate	illustrate	VERB
easat-5256	193	5	the	the	DET
easat-5256	193	6	performance	performance	NOUN
easat-5256	193	7	decrement	decrement	ADJ
easat-5256	193	8	as	as	ADP
easat-5256	193	9	a	a	DET
easat-5256	193	10	function	function	NOUN
easat-5256	193	11	of	of	ADP
easat-5256	193	12	simpler	simple	ADJ
easat-5256	193	13	,	,	PUNCT
easat-5256	193	14	alternative	alternative	ADJ
easat-5256	193	15	components	component	NOUN
easat-5256	193	16	being	be	AUX
easat-5256	193	17	used	use	VERB
easat-5256	193	18	instead	instead	ADV
easat-5256	193	19	of	of	ADP
easat-5256	193	20	the	the	DET
easat-5256	193	21	more	more	ADV
easat-5256	193	22	complex	complex	ADJ
easat-5256	193	23	constituents	constituent	NOUN
easat-5256	193	24	.	.	PUNCT
easat-5256	194	1	remarkably	remarkably	ADV
easat-5256	194	2	,	,	PUNCT
easat-5256	194	3	the	the	DET
easat-5256	194	4	absence	absence	NOUN
easat-5256	194	5	of	of	ADP
easat-5256	194	6	the	the	DET
easat-5256	194	7	transformer	transformer	ADJ
easat-5256	194	8	branch	branch	NOUN
easat-5256	194	9	resulted	result	VERB
easat-5256	194	10	in	in	ADP
easat-5256	194	11	the	the	DET
easat-5256	194	12	highest	high	ADJ
easat-5256	194	13	performance	performance	NOUN
easat-5256	194	14	drop	drop	NOUN
easat-5256	194	15	across	across	ADP
easat-5256	194	16	all	all	DET
easat-5256	194	17	metrics	metric	NOUN
easat-5256	194	18	,	,	PUNCT
easat-5256	194	19	which	which	PRON
easat-5256	194	20	underscores	underscore	VERB
easat-5256	194	21	the	the	DET
easat-5256	194	22	importance	importance	NOUN
easat-5256	194	23	of	of	ADP
easat-5256	194	24	this	this	DET
easat-5256	194	25	branch	branch	NOUN
easat-5256	194	26	in	in	ADP
easat-5256	194	27	capturing	capture	VERB
easat-5256	194	28	long	long	ADJ
easat-5256	194	29	-	-	PUNCT
easat-5256	194	30	range	range	NOUN
easat-5256	194	31	dependencies	dependency	NOUN
easat-5256	194	32	in	in	ADP
easat-5256	194	33	customer	customer	NOUN
easat-5256	194	34	behaviour	behaviour	NOUN
easat-5256	194	35	patterns	pattern	NOUN
easat-5256	194	36	.	.	PUNCT
easat-5256	195	1	table	table	NOUN
easat-5256	195	2	3	3	NUM
easat-5256	195	3	provides	provide	VERB
easat-5256	195	4	the	the	DET
easat-5256	195	5	specific	specific	ADJ
easat-5256	195	6	details	detail	NOUN
easat-5256	195	7	of	of	ADP
easat-5256	195	8	the	the	DET
easat-5256	195	9	performance	performance	NOUN
easat-5256	195	10	results	result	NOUN
easat-5256	195	11	for	for	ADP
easat-5256	195	12	each	each	DET
easat-5256	195	13	ablation	ablation	NOUN
easat-5256	195	14	setting	set	VERB
easat-5256	195	15	.	.	PUNCT
easat-5256	196	1	the	the	DET
easat-5256	196	2	data	datum	NOUN
easat-5256	196	3	indicates	indicate	VERB
easat-5256	196	4	that	that	SCONJ
easat-5256	196	5	while	while	SCONJ
easat-5256	196	6	all	all	DET
easat-5256	196	7	parts	part	NOUN
easat-5256	196	8	together	together	ADV
easat-5256	196	9	reduce	reduce	VERB
easat-5256	196	10	the	the	DET
easat-5256	196	11	overall	overall	ADJ
easat-5256	196	12	effectiveness	effectiveness	NOUN
easat-5256	196	13	of	of	ADP
easat-5256	196	14	the	the	DET
easat-5256	196	15	model	model	NOUN
easat-5256	196	16	,	,	PUNCT
easat-5256	196	17	the	the	DET
easat-5256	196	18	omnidirectional	omnidirectional	ADJ
easat-5256	196	19	effectiveness	effectiveness	NOUN
easat-5256	196	20	is	be	AUX
easat-5256	196	21	primarily	primarily	ADV
easat-5256	196	22	due	due	ADJ
easat-5256	196	23	to	to	ADP
easat-5256	196	24	the	the	DET
easat-5256	196	25	synergy	synergy	NOUN
easat-5256	196	26	achieved	achieve	VERB
easat-5256	196	27	by	by	ADP
easat-5256	196	28	combining	combine	VERB
easat-5256	196	29	the	the	DET
easat-5256	196	30	lstm	lstm	NOUN
easat-5256	196	31	and	and	CCONJ
easat-5256	196	32	transformer	transformer	NOUN
easat-5256	196	33	with	with	ADP
easat-5256	196	34	multi	multi	ADJ
easat-5256	196	35	-	-	NOUN
easat-5256	196	36	task	task	ADJ
easat-5256	196	37	learning	learning	NOUN
easat-5256	196	38	.	.	PUNCT
easat-5256	197	1	this	this	DET
easat-5256	197	2	study	study	NOUN
easat-5256	197	3	of	of	ADP
easat-5256	197	4	ablation	ablation	NOUN
easat-5256	197	5	not	not	PART
easat-5256	197	6	only	only	ADV
easat-5256	197	7	validates	validate	VERB
easat-5256	197	8	our	our	PRON
easat-5256	197	9	design	design	NOUN
easat-5256	197	10	choices	choice	NOUN
easat-5256	197	11	but	but	CCONJ
easat-5256	197	12	also	also	ADV
easat-5256	197	13	highlights	highlight	VERB
easat-5256	197	14	the	the	DET
easat-5256	197	15	importance	importance	NOUN
easat-5256	197	16	of	of	ADP
easat-5256	197	17	various	various	ADJ
easat-5256	197	18	components	component	NOUN
easat-5256	197	19	of	of	ADP
easat-5256	197	20	the	the	DET
easat-5256	197	21	model	model	NOUN
easat-5256	197	22	in	in	ADP
easat-5256	197	23	dealing	deal	VERB
easat-5256	197	24	with	with	ADP
easat-5256	197	25	customer	customer	NOUN
easat-5256	197	26	behaviour	behaviour	NOUN
easat-5256	197	27	dynamics	dynamic	NOUN
easat-5256	197	28	.	.	PUNCT
easat-5256	198	1	594	594	NUM
easat-5256	198	2	edelweiss	edelweiss	PROPN
easat-5256	198	3	applied	apply	VERB
easat-5256	198	4	science	science	NOUN
easat-5256	198	5	and	and	CCONJ
easat-5256	198	6	technology	technology	NOUN
easat-5256	198	7	issn	issn	PROPN
easat-5256	198	8	:	:	PUNCT
easat-5256	198	9	2576	2576	NUM
easat-5256	198	10	-	-	SYM
easat-5256	198	11	8484	8484	NUM
easat-5256	198	12	vol	vol	NOUN
easat-5256	198	13	.	.	PROPN
easat-5256	199	1	9	9	NUM
easat-5256	199	2	,	,	PUNCT
easat-5256	199	3	no	no	INTJ
easat-5256	199	4	.	.	NOUN
easat-5256	200	1	3	3	NUM
easat-5256	200	2	:	:	PUNCT
easat-5256	200	3	584	584	NUM
easat-5256	200	4	-	-	SYM
easat-5256	200	5	598	598	NUM
easat-5256	200	6	,	,	PUNCT
easat-5256	200	7	2025	2025	NUM
easat-5256	200	8	doi	doi	NOUN
easat-5256	200	9	:	:	PUNCT
easat-5256	200	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	200	11	©	©	PROPN
easat-5256	200	12	2025	2025	NUM
easat-5256	200	13	by	by	ADP
easat-5256	200	14	the	the	DET
easat-5256	200	15	authors	author	NOUN
easat-5256	200	16	;	;	PUNCT
easat-5256	200	17	licensee	licensee	PROPN
easat-5256	200	18	learning	learn	VERB
easat-5256	200	19	gate	gate	NOUN
easat-5256	200	20	figure	figure	NOUN
easat-5256	200	21	7	7	NUM
easat-5256	200	22	.	.	PUNCT
easat-5256	200	23	ablation	ablation	NOUN
easat-5256	200	24	study	study	NOUN
easat-5256	200	25	:	:	PUNCT
easat-5256	200	26	impact	impact	NOUN
easat-5256	200	27	of	of	ADP
easat-5256	200	28	model	model	NOUN
easat-5256	200	29	components	component	NOUN
easat-5256	200	30	.	.	PUNCT
easat-5256	201	1	the	the	DET
easat-5256	201	2	figure	figure	NOUN
easat-5256	201	3	above	above	ADP
easat-5256	201	4	presents	present	VERB
easat-5256	201	5	the	the	DET
easat-5256	201	6	results	result	NOUN
easat-5256	201	7	of	of	ADP
easat-5256	201	8	our	our	PRON
easat-5256	201	9	ablation	ablation	NOUN
easat-5256	201	10	study	study	NOUN
easat-5256	201	11	,	,	PUNCT
easat-5256	201	12	illustrating	illustrate	VERB
easat-5256	201	13	the	the	DET
easat-5256	201	14	performance	performance	NOUN
easat-5256	201	15	impact	impact	NOUN
easat-5256	201	16	of	of	ADP
easat-5256	201	17	removing	remove	VERB
easat-5256	201	18	key	key	ADJ
easat-5256	201	19	components	component	NOUN
easat-5256	201	20	from	from	ADP
easat-5256	201	21	our	our	PRON
easat-5256	201	22	proposed	propose	VERB
easat-5256	201	23	model	model	NOUN
easat-5256	201	24	.	.	PUNCT
easat-5256	202	1	the	the	DET
easat-5256	202	2	bar	bar	NOUN
easat-5256	202	3	chart	chart	NOUN
easat-5256	202	4	compares	compare	VERB
easat-5256	202	5	the	the	DET
easat-5256	202	6	full	full	ADJ
easat-5256	202	7	model	model	NOUN
easat-5256	202	8	against	against	ADP
easat-5256	202	9	configurations	configuration	NOUN
easat-5256	202	10	without	without	ADP
easat-5256	202	11	the	the	DET
easat-5256	202	12	lstm	lstm	PROPN
easat-5256	202	13	branch	branch	NOUN
easat-5256	202	14	,	,	PUNCT
easat-5256	202	15	transformer	transformer	NOUN
easat-5256	202	16	branch	branch	NOUN
easat-5256	202	17	,	,	PUNCT
easat-5256	202	18	or	or	CCONJ
easat-5256	202	19	multi	multi	ADJ
easat-5256	202	20	-	-	ADJ
easat-5256	202	21	task	task	ADJ
easat-5256	202	22	learning	learn	VERB
easat-5256	202	23	framework	framework	NOUN
easat-5256	202	24	across	across	ADP
easat-5256	202	25	three	three	NUM
easat-5256	202	26	evaluation	evaluation	NOUN
easat-5256	202	27	metrics	metric	NOUN
easat-5256	202	28	:	:	PUNCT
easat-5256	202	29	auc	auc	NOUN
easat-5256	202	30	-	-	PUNCT
easat-5256	202	31	roc	roc	NOUN
easat-5256	202	32	,	,	PUNCT
easat-5256	202	33	f1	f1	NOUN
easat-5256	202	34	-	-	PUNCT
easat-5256	202	35	score	score	NOUN
easat-5256	202	36	,	,	PUNCT
easat-5256	202	37	and	and	CCONJ
easat-5256	202	38	mean	mean	VERB
easat-5256	202	39	average	average	ADJ
easat-5256	202	40	precision	precision	NOUN
easat-5256	202	41	(	(	PUNCT
easat-5256	202	42	map	map	NOUN
easat-5256	202	43	)	)	PUNCT
easat-5256	202	44	.	.	PUNCT
easat-5256	203	1	table	table	NOUN
easat-5256	203	2	3	3	NUM
easat-5256	203	3	.	.	PUNCT
easat-5256	203	4	comprehensive	comprehensive	ADJ
easat-5256	203	5	ablation	ablation	NOUN
easat-5256	203	6	study	study	NOUN
easat-5256	203	7	results	result	NOUN
easat-5256	203	8	.	.	PUNCT
easat-5256	204	1	model	model	NOUN
easat-5256	204	2	configuration	configuration	NOUN
easat-5256	204	3	purchase	purchase	NOUN
easat-5256	204	4	prediction	prediction	NOUN
easat-5256	204	5	(	(	PUNCT
easat-5256	204	6	aucroc	aucroc	NOUN
easat-5256	204	7	)	)	PUNCT
easat-5256	204	8	churn	churn	NOUN
easat-5256	204	9	prediction	prediction	NOUN
easat-5256	204	10	(	(	PUNCT
easat-5256	204	11	f1	f1	NOUN
easat-5256	204	12	-	-	PUNCT
easat-5256	204	13	score	score	NOUN
easat-5256	204	14	)	)	PUNCT
easat-5256	204	15	product	product	NOUN
easat-5256	204	16	recommendation	recommendation	NOUN
easat-5256	204	17	(	(	PUNCT
easat-5256	204	18	map	map	NOUN
easat-5256	204	19	)	)	PUNCT
easat-5256	204	20	training	training	NOUN
easat-5256	204	21	time	time	NOUN
easat-5256	204	22	(	(	PUNCT
easat-5256	204	23	hours	hour	NOUN
easat-5256	204	24	)	)	PUNCT
easat-5256	204	25	inference	inference	NOUN
easat-5256	204	26	time	time	NOUN
easat-5256	204	27	(	(	PUNCT
easat-5256	204	28	ms	ms	NOUN
easat-5256	204	29	)	)	PUNCT
easat-5256	204	30	full	full	ADJ
easat-5256	204	31	model	model	NOUN
easat-5256	204	32	0.92	0.92	NUM
easat-5256	204	33	0.89	0.89	NUM
easat-5256	204	34	0.87	0.87	NUM
easat-5256	204	35	24	24	NUM
easat-5256	204	36	125	125	NUM
easat-5256	204	37	no	no	DET
easat-5256	204	38	lstm	lstm	NOUN
easat-5256	204	39	0.86	0.86	NUM
easat-5256	204	40	0.83	0.83	NUM
easat-5256	204	41	0.81	0.81	NUM
easat-5256	204	42	20	20	NUM
easat-5256	204	43	110	110	NUM
easat-5256	204	44	no	no	DET
easat-5256	204	45	transformer	transformer	NOUN
easat-5256	204	46	0.83	0.83	NUM
easat-5256	204	47	0.80	0.80	NUM
easat-5256	204	48	0.78	0.78	NUM
easat-5256	204	49	18	18	NUM
easat-5256	204	50	105	105	NUM
easat-5256	204	51	no	no	DET
easat-5256	204	52	multi	multi	NOUN
easat-5256	204	53	-	-	NOUN
easat-5256	204	54	task	task	ADJ
easat-5256	204	55	0.89	0.89	NUM
easat-5256	204	56	0.86	0.86	NUM
easat-5256	204	57	0.84	0.84	NUM
easat-5256	204	58	22	22	NUM
easat-5256	204	59	120	120	NUM
easat-5256	204	60	lstm	lstm	NOUN
easat-5256	204	61	only	only	ADV
easat-5256	204	62	0.85	0.85	NUM
easat-5256	204	63	0.82	0.82	NUM
easat-5256	204	64	0.80	0.80	NUM
easat-5256	204	65	16	16	NUM
easat-5256	204	66	95	95	NUM
easat-5256	204	67	transformer	transformer	NOUN
easat-5256	204	68	only	only	ADV
easat-5256	204	69	0.87	0.87	NUM
easat-5256	204	70	0.84	0.84	NUM
easat-5256	204	71	0.82	0.82	NUM
easat-5256	204	72	19	19	NUM
easat-5256	204	73	100	100	NUM
easat-5256	204	74	this	this	DET
easat-5256	204	75	table	table	NOUN
easat-5256	204	76	provides	provide	VERB
easat-5256	204	77	a	a	DET
easat-5256	204	78	detailed	detailed	ADJ
easat-5256	204	79	comparison	comparison	NOUN
easat-5256	204	80	of	of	ADP
easat-5256	204	81	various	various	ADJ
easat-5256	204	82	model	model	NOUN
easat-5256	204	83	configurations	configuration	NOUN
easat-5256	204	84	in	in	ADP
easat-5256	204	85	our	our	PRON
easat-5256	204	86	ablation	ablation	NOUN
easat-5256	204	87	study	study	NOUN
easat-5256	204	88	.	.	PUNCT
easat-5256	205	1	it	it	PRON
easat-5256	205	2	includes	include	VERB
easat-5256	205	3	performance	performance	NOUN
easat-5256	205	4	metrics	metric	NOUN
easat-5256	205	5	for	for	ADP
easat-5256	205	6	different	different	ADJ
easat-5256	205	7	prediction	prediction	NOUN
easat-5256	205	8	tasks	task	NOUN
easat-5256	205	9	,	,	PUNCT
easat-5256	205	10	as	as	ADV
easat-5256	205	11	well	well	ADV
easat-5256	205	12	as	as	ADP
easat-5256	205	13	computational	computational	ADJ
easat-5256	205	14	efficiency	efficiency	NOUN
easat-5256	205	15	measures	measure	NOUN
easat-5256	205	16	such	such	ADJ
easat-5256	205	17	as	as	ADP
easat-5256	205	18	training	training	NOUN
easat-5256	205	19	time	time	NOUN
easat-5256	205	20	and	and	CCONJ
easat-5256	205	21	inference	inference	NOUN
easat-5256	205	22	time	time	NOUN
easat-5256	205	23	.	.	PUNCT
easat-5256	206	1	the	the	DET
easat-5256	206	2	results	result	NOUN
easat-5256	206	3	clearly	clearly	ADV
easat-5256	206	4	demonstrate	demonstrate	VERB
easat-5256	206	5	the	the	DET
easat-5256	206	6	synergistic	synergistic	ADJ
easat-5256	206	7	benefits	benefit	NOUN
easat-5256	206	8	of	of	ADP
easat-5256	206	9	combining	combine	VERB
easat-5256	206	10	lstm	lstm	NOUN
easat-5256	206	11	,	,	PUNCT
easat-5256	206	12	transformer	transformer	NOUN
easat-5256	206	13	,	,	PUNCT
easat-5256	206	14	and	and	CCONJ
easat-5256	206	15	multi	multi	ADJ
easat-5256	206	16	-	-	ADJ
easat-5256	206	17	task	task	ADJ
easat-5256	206	18	learning	learn	VERB
easat-5256	206	19	components	component	NOUN
easat-5256	206	20	in	in	ADP
easat-5256	206	21	our	our	PRON
easat-5256	206	22	full	full	ADJ
easat-5256	206	23	model	model	NOUN
easat-5256	206	24	.	.	PUNCT
easat-5256	207	1	595	595	NUM
easat-5256	207	2	edelweiss	edelweiss	PROPN
easat-5256	207	3	applied	apply	VERB
easat-5256	207	4	science	science	NOUN
easat-5256	207	5	and	and	CCONJ
easat-5256	207	6	technology	technology	NOUN
easat-5256	207	7	issn	issn	PROPN
easat-5256	207	8	:	:	PUNCT
easat-5256	207	9	2576	2576	NUM
easat-5256	207	10	-	-	SYM
easat-5256	207	11	8484	8484	NUM
easat-5256	207	12	vol	vol	NOUN
easat-5256	207	13	.	.	PROPN
easat-5256	208	1	9	9	NUM
easat-5256	208	2	,	,	PUNCT
easat-5256	208	3	no	no	INTJ
easat-5256	208	4	.	.	NOUN
easat-5256	209	1	3	3	NUM
easat-5256	209	2	:	:	PUNCT
easat-5256	209	3	584	584	NUM
easat-5256	209	4	-	-	SYM
easat-5256	209	5	598	598	NUM
easat-5256	209	6	,	,	PUNCT
easat-5256	209	7	2025	2025	NUM
easat-5256	209	8	doi	doi	NOUN
easat-5256	209	9	:	:	PUNCT
easat-5256	209	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	209	11	©	©	PROPN
easat-5256	209	12	2025	2025	NUM
easat-5256	209	13	by	by	ADP
easat-5256	209	14	the	the	DET
easat-5256	209	15	authors	author	NOUN
easat-5256	209	16	;	;	PUNCT
easat-5256	209	17	licensee	licensee	PROPN
easat-5256	209	18	learning	learning	NOUN
easat-5256	209	19	gate	gate	NOUN
easat-5256	209	20	4.3	4.3	NUM
easat-5256	209	21	.	.	PUNCT
easat-5256	210	1	case	case	NOUN
easat-5256	210	2	study	study	NOUN
easat-5256	210	3	:	:	PUNCT
easat-5256	210	4	application	application	NOUN
easat-5256	210	5	of	of	ADP
easat-5256	210	6	the	the	DET
easat-5256	210	7	system	system	NOUN
easat-5256	210	8	in	in	ADP
easat-5256	210	9	real	real	ADJ
easat-5256	210	10	retail	retail	ADJ
easat-5256	210	11	scenarios	scenario	NOUN
easat-5256	210	12	we	we	PRON
easat-5256	210	13	implemented	implement	VERB
easat-5256	210	14	our	our	PRON
easat-5256	210	15	self	self	NOUN
easat-5256	210	16	-	-	PUNCT
easat-5256	210	17	learning	learn	VERB
easat-5256	210	18	intelligent	intelligent	ADJ
easat-5256	210	19	forecasting	forecasting	NOUN
easat-5256	210	20	system	system	NOUN
easat-5256	210	21	for	for	ADP
easat-5256	210	22	customer	customer	NOUN
easat-5256	210	23	behaviour	behaviour	NOUN
easat-5256	210	24	and	and	CCONJ
easat-5256	210	25	marketing	marketing	NOUN
easat-5256	210	26	strategy	strategy	NOUN
easat-5256	210	27	optimisation	optimisation	NOUN
easat-5256	210	28	based	base	VERB
easat-5256	210	29	on	on	ADP
easat-5256	210	30	deep	deep	ADJ
easat-5256	210	31	learning	learning	NOUN
easat-5256	210	32	techniques	technique	NOUN
easat-5256	210	33	in	in	ADP
easat-5256	210	34	the	the	DET
easat-5256	210	35	multichannel	multichannel	ADJ
easat-5256	210	36	retail	retail	ADJ
easat-5256	210	37	context	context	NOUN
easat-5256	210	38	of	of	ADP
easat-5256	210	39	a	a	DET
easat-5256	210	40	global	global	ADJ
easat-5256	210	41	e	e	PROPN
easat-5256	210	42	-	-	PROPN
easat-5256	210	43	commerce	commerce	NOUN
easat-5256	210	44	company	company	NOUN
easat-5256	210	45	.	.	PUNCT
easat-5256	211	1	the	the	DET
easat-5256	211	2	project	project	NOUN
easat-5256	211	3	was	be	AUX
easat-5256	211	4	executed	execute	VERB
easat-5256	211	5	within	within	ADP
easat-5256	211	6	a	a	DET
easat-5256	211	7	timespan	timespan	NOUN
easat-5256	211	8	of	of	ADP
easat-5256	211	9	12	12	NUM
easat-5256	211	10	months	month	NOUN
easat-5256	211	11	for	for	ADP
easat-5256	211	12	the	the	DET
easat-5256	211	13	organisation	organisation	NOUN
easat-5256	211	14	with	with	ADP
easat-5256	211	15	an	an	DET
easat-5256	211	16	active	active	ADJ
easat-5256	211	17	customer	customer	NOUN
easat-5256	211	18	base	base	NOUN
easat-5256	211	19	of	of	ADP
easat-5256	211	20	over	over	ADP
easat-5256	211	21	15	15	NUM
easat-5256	211	22	million	million	NUM
easat-5256	211	23	spread	spread	VERB
easat-5256	211	24	across	across	ADP
easat-5256	211	25	20	20	NUM
easat-5256	211	26	countries	country	NOUN
easat-5256	211	27	.	.	PUNCT
easat-5256	212	1	the	the	DET
easat-5256	212	2	system	system	NOUN
easat-5256	212	3	was	be	AUX
easat-5256	212	4	integrated	integrate	VERB
easat-5256	212	5	with	with	ADP
easat-5256	212	6	the	the	DET
easat-5256	212	7	infrastructure	infrastructure	NOUN
easat-5256	212	8	of	of	ADP
easat-5256	212	9	customer	customer	NOUN
easat-5256	212	10	relationship	relationship	NOUN
easat-5256	212	11	management	management	NOUN
easat-5256	212	12	(	(	PUNCT
easat-5256	212	13	crm	crm	NOUN
easat-5256	212	14	)	)	PUNCT
easat-5256	212	15	and	and	CCONJ
easat-5256	212	16	stock	stock	NOUN
easat-5256	212	17	control	control	NOUN
easat-5256	212	18	systems	system	NOUN
easat-5256	212	19	which	which	PRON
easat-5256	212	20	processed	process	VERB
easat-5256	212	21	about	about	ADV
easat-5256	212	22	500,000	500,000	NUM
easat-5256	212	23	transactions	transaction	NOUN
easat-5256	212	24	daily	daily	ADV
easat-5256	212	25	.	.	PUNCT
easat-5256	213	1	after	after	ADP
easat-5256	213	2	the	the	DET
easat-5256	213	3	implementation	implementation	NOUN
easat-5256	213	4	of	of	ADP
easat-5256	213	5	the	the	DET
easat-5256	213	6	system	system	NOUN
easat-5256	213	7	,	,	PUNCT
easat-5256	213	8	the	the	DET
easat-5256	213	9	kpis	kpis	PROPN
easat-5256	213	10	improved	improve	VERB
easat-5256	213	11	significantly	significantly	ADV
easat-5256	213	12	in	in	ADP
easat-5256	213	13	the	the	DET
easat-5256	213	14	12	12	NUM
easat-5256	213	15	months	month	NOUN
easat-5256	213	16	period	period	NOUN
easat-5256	213	17	as	as	SCONJ
easat-5256	213	18	shown	show	VERB
easat-5256	213	19	in	in	ADP
easat-5256	213	20	figure	figure	NOUN
easat-5256	213	21	8	8	NUM
easat-5256	213	22	.	.	PUNCT
easat-5256	214	1	notably	notably	ADV
easat-5256	214	2	,	,	PUNCT
easat-5256	214	3	the	the	DET
easat-5256	214	4	personalised	personalised	ADJ
easat-5256	214	5	recommendation	recommendation	NOUN
easat-5256	214	6	engine	engine	NOUN
easat-5256	214	7	's	's	PART
easat-5256	214	8	implementation	implementation	NOUN
easat-5256	214	9	achieved	achieve	VERB
easat-5256	214	10	an	an	DET
easat-5256	214	11	increase	increase	NOUN
easat-5256	214	12	of	of	ADP
easat-5256	214	13	35	35	NUM
easat-5256	214	14	percent	percent	NOUN
easat-5256	214	15	for	for	ADP
easat-5256	214	16	click	click	VERB
easat-5256	214	17	-	-	PUNCT
easat-5256	214	18	through	through	ADP
easat-5256	214	19	rates	rate	NOUN
easat-5256	214	20	and	and	CCONJ
easat-5256	214	21	28	28	NUM
easat-5256	214	22	percent	percent	NOUN
easat-5256	214	23	for	for	ADP
easat-5256	214	24	conversion	conversion	NOUN
easat-5256	214	25	rates	rate	NOUN
easat-5256	214	26	.	.	PUNCT
easat-5256	215	1	furthermore	furthermore	ADV
easat-5256	215	2	,	,	PUNCT
easat-5256	215	3	the	the	DET
easat-5256	215	4	dynamic	dynamic	ADJ
easat-5256	215	5	pricing	pricing	NOUN
easat-5256	215	6	module	module	NOUN
easat-5256	215	7	was	be	AUX
easat-5256	215	8	beneficial	beneficial	ADJ
easat-5256	215	9	for	for	ADP
easat-5256	215	10	profit	profit	NOUN
easat-5256	215	11	margin	margin	NOUN
easat-5256	215	12	enhancement	enhancement	NOUN
easat-5256	215	13	as	as	SCONJ
easat-5256	215	14	the	the	DET
easat-5256	215	15	average	average	ADJ
easat-5256	215	16	order	order	NOUN
easat-5256	215	17	value	value	NOUN
easat-5256	215	18	increased	increase	VERB
easat-5256	215	19	by	by	ADP
easat-5256	215	20	15	15	NUM
easat-5256	215	21	percent	percent	NOUN
easat-5256	215	22	.	.	PUNCT
easat-5256	216	1	the	the	DET
easat-5256	216	2	churn	churn	NOUN
easat-5256	216	3	rate	rate	NOUN
easat-5256	216	4	was	be	AUX
easat-5256	216	5	reduced	reduce	VERB
easat-5256	216	6	by	by	ADP
easat-5256	216	7	22	22	NUM
easat-5256	216	8	percent	percent	NOUN
easat-5256	216	9	while	while	SCONJ
easat-5256	216	10	the	the	DET
easat-5256	216	11	lifetime	lifetime	NOUN
easat-5256	216	12	value	value	NOUN
easat-5256	216	13	of	of	ADP
easat-5256	216	14	customers	customer	NOUN
easat-5256	216	15	went	go	VERB
easat-5256	216	16	up	up	ADP
easat-5256	216	17	by	by	ADP
easat-5256	216	18	19	19	NUM
easat-5256	216	19	percent	percent	NOUN
easat-5256	216	20	.	.	PUNCT
easat-5256	217	1	table	table	NOUN
easat-5256	217	2	4	4	NUM
easat-5256	217	3	gives	give	VERB
easat-5256	217	4	a	a	DET
easat-5256	217	5	summarised	summarise	VERB
easat-5256	217	6	view	view	NOUN
easat-5256	217	7	of	of	ADP
easat-5256	217	8	the	the	DET
easat-5256	217	9	performance	performance	NOUN
easat-5256	217	10	metrics	metric	NOUN
easat-5256	217	11	by	by	ADP
easat-5256	217	12	product	product	NOUN
easat-5256	217	13	types	type	NOUN
easat-5256	217	14	and	and	CCONJ
easat-5256	217	15	customer	customer	NOUN
easat-5256	217	16	segments	segment	NOUN
easat-5256	217	17	.	.	PUNCT
easat-5256	218	1	these	these	DET
easat-5256	218	2	metrics	metric	NOUN
easat-5256	218	3	indicate	indicate	VERB
easat-5256	218	4	considerable	considerable	ADJ
easat-5256	218	5	system	system	NOUN
easat-5256	218	6	effectiveness	effectiveness	NOUN
easat-5256	218	7	in	in	ADP
easat-5256	218	8	tackling	tackle	VERB
easat-5256	218	9	customer	customer	NOUN
easat-5256	218	10	engagement	engagement	NOUN
easat-5256	218	11	,	,	PUNCT
easat-5256	218	12	price	price	NOUN
easat-5256	218	13	optimisation	optimisation	NOUN
easat-5256	218	14	,	,	PUNCT
easat-5256	218	15	and	and	CCONJ
easat-5256	218	16	general	general	ADJ
easat-5256	218	17	performance	performance	NOUN
easat-5256	218	18	of	of	ADP
easat-5256	218	19	the	the	DET
easat-5256	218	20	business	business	NOUN
easat-5256	218	21	in	in	ADP
easat-5256	218	22	a	a	DET
easat-5256	218	23	multipurpose	multipurpose	NOUN
easat-5256	218	24	and	and	CCONJ
easat-5256	218	25	complex	complex	ADJ
easat-5256	218	26	retail	retail	ADJ
easat-5256	218	27	setting	setting	NOUN
easat-5256	218	28	.	.	PUNCT
easat-5256	219	1	figure	figure	NOUN
easat-5256	219	2	8	8	NUM
easat-5256	219	3	.	.	PUNCT
easat-5256	220	1	key	key	ADJ
easat-5256	220	2	performance	performance	NOUN
easat-5256	220	3	indicators	indicator	NOUN
easat-5256	220	4	over	over	ADP
easat-5256	220	5	12	12	NUM
easat-5256	220	6	-	-	PUNCT
easat-5256	220	7	month	month	NOUN
easat-5256	220	8	system	system	NOUN
easat-5256	220	9	deployment	deployment	NOUN
easat-5256	220	10	.	.	PUNCT
easat-5256	221	1	the	the	DET
easat-5256	221	2	figure	figure	NOUN
easat-5256	221	3	above	above	ADV
easat-5256	221	4	illustrates	illustrate	VERB
easat-5256	221	5	the	the	DET
easat-5256	221	6	relative	relative	ADJ
easat-5256	221	7	improvement	improvement	NOUN
easat-5256	221	8	in	in	ADP
easat-5256	221	9	key	key	ADJ
easat-5256	221	10	performance	performance	NOUN
easat-5256	221	11	indicators	indicator	NOUN
easat-5256	221	12	over	over	ADP
easat-5256	221	13	the	the	DET
easat-5256	221	14	12month	12month	ADJ
easat-5256	221	15	period	period	NOUN
easat-5256	221	16	following	follow	VERB
easat-5256	221	17	the	the	DET
easat-5256	221	18	deployment	deployment	NOUN
easat-5256	221	19	of	of	ADP
easat-5256	221	20	our	our	PRON
easat-5256	221	21	deep	deep	ADJ
easat-5256	221	22	learning	learning	NOUN
easat-5256	221	23	-	-	PUNCT
easat-5256	221	24	based	base	VERB
easat-5256	221	25	system	system	NOUN
easat-5256	221	26	.	.	PUNCT
easat-5256	222	1	the	the	DET
easat-5256	222	2	x	x	X
easat-5256	222	3	-	-	NOUN
easat-5256	222	4	axis	axis	NOUN
easat-5256	222	5	represents	represent	VERB
easat-5256	222	6	the	the	DET
easat-5256	222	7	months	month	NOUN
easat-5256	222	8	since	since	SCONJ
easat-5256	222	9	deployment	deployment	NOUN
easat-5256	222	10	,	,	PUNCT
easat-5256	222	11	while	while	SCONJ
easat-5256	222	12	the	the	DET
easat-5256	222	13	y	y	NOUN
easat-5256	222	14	-	-	PUNCT
easat-5256	222	15	axis	axis	NOUN
easat-5256	222	16	shows	show	VERB
easat-5256	222	17	the	the	DET
easat-5256	222	18	percentage	percentage	NOUN
easat-5256	222	19	improvement	improvement	NOUN
easat-5256	222	20	relative	relative	ADJ
easat-5256	222	21	to	to	ADP
easat-5256	222	22	the	the	DET
easat-5256	222	23	baseline	baseline	NOUN
easat-5256	222	24	(	(	PUNCT
easat-5256	222	25	pre	pre	ADJ
easat-5256	222	26	-	-	ADJ
easat-5256	222	27	deployment	deployment	ADJ
easat-5256	222	28	)	)	PUNCT
easat-5256	222	29	performance	performance	NOUN
easat-5256	222	30	.	.	PUNCT
easat-5256	223	1	each	each	DET
easat-5256	223	2	line	line	NOUN
easat-5256	223	3	represents	represent	VERB
easat-5256	223	4	a	a	DET
easat-5256	223	5	different	different	ADJ
easat-5256	223	6	kpi	kpi	NOUN
easat-5256	223	7	,	,	PUNCT
easat-5256	223	8	demonstrating	demonstrate	VERB
easat-5256	223	9	consistent	consistent	ADJ
easat-5256	223	10	growth	growth	NOUN
easat-5256	223	11	across	across	ADP
easat-5256	223	12	all	all	DET
easat-5256	223	13	metrics	metric	NOUN
easat-5256	223	14	.	.	PUNCT
easat-5256	224	1	596	596	NUM
easat-5256	224	2	edelweiss	edelweiss	PROPN
easat-5256	224	3	applied	apply	VERB
easat-5256	224	4	science	science	NOUN
easat-5256	224	5	and	and	CCONJ
easat-5256	224	6	technology	technology	NOUN
easat-5256	224	7	issn	issn	PROPN
easat-5256	224	8	:	:	PUNCT
easat-5256	224	9	2576	2576	NUM
easat-5256	224	10	-	-	SYM
easat-5256	224	11	8484	8484	NUM
easat-5256	224	12	vol	vol	NOUN
easat-5256	224	13	.	.	PROPN
easat-5256	225	1	9	9	NUM
easat-5256	225	2	,	,	PUNCT
easat-5256	225	3	no	no	INTJ
easat-5256	225	4	.	.	NOUN
easat-5256	226	1	3	3	NUM
easat-5256	226	2	:	:	PUNCT
easat-5256	226	3	584	584	NUM
easat-5256	226	4	-	-	SYM
easat-5256	226	5	598	598	NUM
easat-5256	226	6	,	,	PUNCT
easat-5256	226	7	2025	2025	NUM
easat-5256	226	8	doi	doi	NOUN
easat-5256	226	9	:	:	PUNCT
easat-5256	226	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	226	11	©	©	PROPN
easat-5256	226	12	2025	2025	NUM
easat-5256	226	13	by	by	ADP
easat-5256	226	14	the	the	DET
easat-5256	226	15	authors	author	NOUN
easat-5256	226	16	;	;	PUNCT
easat-5256	226	17	licensee	licensee	PROPN
easat-5256	226	18	learning	learn	VERB
easat-5256	226	19	gate	gate	NOUN
easat-5256	226	20	table	table	NOUN
easat-5256	226	21	4	4	NUM
easat-5256	226	22	.	.	PUNCT
easat-5256	226	23	performance	performance	NOUN
easat-5256	226	24	metrics	metric	NOUN
easat-5256	226	25	improvement	improvement	NOUN
easat-5256	226	26	by	by	ADP
easat-5256	226	27	product	product	NOUN
easat-5256	226	28	category	category	NOUN
easat-5256	226	29	(	(	PUNCT
easat-5256	226	30	12	12	NUM
easat-5256	226	31	-	-	PUNCT
easat-5256	226	32	month	month	NOUN
easat-5256	226	33	post	post	NOUN
easat-5256	226	34	-	-	NOUN
easat-5256	226	35	deployment	deployment	ADJ
easat-5256	226	36	)	)	PUNCT
easat-5256	226	37	.	.	PUNCT
easat-5256	227	1	product	product	NOUN
easat-5256	227	2	category	category	NOUN
easat-5256	227	3	click	click	NOUN
easat-5256	227	4	-	-	PUNCT
easat-5256	227	5	through	through	ADP
easat-5256	227	6	rate	rate	NOUN
easat-5256	227	7	conversion	conversion	NOUN
easat-5256	227	8	rate	rate	NOUN
easat-5256	227	9	avg	avg	PROPN
easat-5256	227	10	order	order	NOUN
easat-5256	227	11	value	value	NOUN
easat-5256	227	12	customer	customer	NOUN
easat-5256	227	13	retention	retention	NOUN
easat-5256	227	14	electronics	electronic	NOUN
easat-5256	227	15	+38	+38	ADJ
easat-5256	227	16	%	%	NOUN
easat-5256	227	17	+30	+30	NUM
easat-5256	227	18	%	%	NOUN
easat-5256	227	19	+18	+18	ADJ
easat-5256	227	20	%	%	NOUN
easat-5256	227	21	+25	+25	NUM
easat-5256	227	22	%	%	NOUN
easat-5256	227	23	fashion	fashion	NOUN
easat-5256	227	24	+42	+42	NOUN
easat-5256	227	25	%	%	NOUN
easat-5256	227	26	+35	+35	ADJ
easat-5256	227	27	%	%	NOUN
easat-5256	227	28	+12	+12	NUM
easat-5256	227	29	%	%	NOUN
easat-5256	227	30	+20	+20	NUM
easat-5256	227	31	%	%	NOUN
easat-5256	227	32	home	home	NOUN
easat-5256	227	33	&	&	CCONJ
easat-5256	227	34	garden	garden	PROPN
easat-5256	227	35	+33	+33	PROPN
easat-5256	227	36	%	%	NOUN
easat-5256	227	37	+26	+26	ADJ
easat-5256	227	38	%	%	NOUN
easat-5256	227	39	+15	+15	NUM
easat-5256	227	40	%	%	NOUN
easat-5256	227	41	+18	+18	ADJ
easat-5256	227	42	%	%	NOUN
easat-5256	227	43	beauty	beauty	NOUN
easat-5256	227	44	&	&	CCONJ
easat-5256	227	45	health	health	PROPN
easat-5256	227	46	+36	+36	PROPN
easat-5256	227	47	%	%	NOUN
easat-5256	227	48	+29	+29	NUM
easat-5256	227	49	%	%	NOUN
easat-5256	228	1	+14	+14	ADJ
easat-5256	228	2	%	%	NOUN
easat-5256	228	3	+22	+22	ADJ
easat-5256	228	4	%	%	NOUN
easat-5256	228	5	sports	sport	NOUN
easat-5256	228	6	&	&	CCONJ
easat-5256	228	7	outdoor	outdoor	ADJ
easat-5256	228	8	+31	+31	NOUN
easat-5256	228	9	%	%	X
easat-5256	228	10	+24	+24	ADJ
easat-5256	228	11	%	%	NOUN
easat-5256	228	12	+13	+13	NUM
easat-5256	228	13	%	%	NOUN
easat-5256	228	14	+19	+19	NUM
easat-5256	228	15	%	%	NOUN
easat-5256	228	16	this	this	DET
easat-5256	228	17	table	table	NOUN
easat-5256	228	18	provides	provide	VERB
easat-5256	228	19	a	a	DET
easat-5256	228	20	detailed	detailed	ADJ
easat-5256	228	21	breakdown	breakdown	NOUN
easat-5256	228	22	of	of	ADP
easat-5256	228	23	performance	performance	NOUN
easat-5256	228	24	improvements	improvement	NOUN
easat-5256	228	25	across	across	ADP
easat-5256	228	26	different	different	ADJ
easat-5256	228	27	product	product	NOUN
easat-5256	228	28	categories	category	NOUN
easat-5256	228	29	after	after	ADP
easat-5256	228	30	12	12	NUM
easat-5256	228	31	months	month	NOUN
easat-5256	228	32	of	of	ADP
easat-5256	228	33	system	system	NOUN
easat-5256	228	34	deployment	deployment	NOUN
easat-5256	228	35	.	.	PUNCT
easat-5256	229	1	the	the	DET
easat-5256	229	2	percentages	percentage	NOUN
easat-5256	229	3	indicate	indicate	VERB
easat-5256	229	4	the	the	DET
easat-5256	229	5	relative	relative	ADJ
easat-5256	229	6	increase	increase	NOUN
easat-5256	229	7	compared	compare	VERB
easat-5256	229	8	to	to	ADP
easat-5256	229	9	pre	pre	ADJ
easat-5256	229	10	-	-	ADJ
easat-5256	229	11	deployment	deployment	ADJ
easat-5256	229	12	baseline	baseline	NOUN
easat-5256	229	13	metrics	metric	NOUN
easat-5256	229	14	,	,	PUNCT
easat-5256	229	15	demonstrating	demonstrate	VERB
easat-5256	229	16	the	the	DET
easat-5256	229	17	system	system	NOUN
easat-5256	229	18	's	's	PART
easat-5256	229	19	effectiveness	effectiveness	NOUN
easat-5256	229	20	across	across	ADP
easat-5256	229	21	diverse	diverse	ADJ
easat-5256	229	22	retail	retail	ADJ
easat-5256	229	23	segments	segment	NOUN
easat-5256	229	24	.	.	PUNCT
easat-5256	230	1	5	5	X
easat-5256	230	2	.	.	X
easat-5256	230	3	conclusion	conclusion	NOUN
easat-5256	230	4	this	this	DET
easat-5256	230	5	study	study	NOUN
easat-5256	230	6	has	have	AUX
easat-5256	230	7	demonstrated	demonstrate	VERB
easat-5256	230	8	how	how	SCONJ
easat-5256	230	9	autonomous	autonomous	ADJ
easat-5256	230	10	intelligent	intelligent	ADJ
easat-5256	230	11	systems	system	NOUN
easat-5256	230	12	based	base	VERB
easat-5256	230	13	on	on	ADP
easat-5256	230	14	deep	deep	ADJ
easat-5256	230	15	learning	learning	NOUN
easat-5256	230	16	can	can	AUX
easat-5256	230	17	enhance	enhance	VERB
easat-5256	230	18	customer	customer	NOUN
easat-5256	230	19	behaviour	behaviour	NOUN
easat-5256	230	20	forecasting	forecasting	NOUN
easat-5256	230	21	and	and	CCONJ
easat-5256	230	22	marketing	marketing	NOUN
easat-5256	230	23	strategy	strategy	NOUN
easat-5256	230	24	optimisation	optimisation	NOUN
easat-5256	230	25	within	within	ADP
easat-5256	230	26	the	the	DET
easat-5256	230	27	retail	retail	ADJ
easat-5256	230	28	sector	sector	NOUN
easat-5256	230	29	.	.	PUNCT
easat-5256	231	1	the	the	DET
easat-5256	231	2	implemented	implement	VERB
easat-5256	231	3	hybrid	hybrid	ADJ
easat-5256	231	4	lstm	lstm	ADJ
easat-5256	231	5	-	-	PUNCT
easat-5256	231	6	transformer	transformer	NOUN
easat-5256	231	7	model	model	NOUN
easat-5256	231	8	,	,	PUNCT
easat-5256	231	9	when	when	SCONJ
easat-5256	231	10	placed	place	VERB
easat-5256	231	11	under	under	ADP
easat-5256	231	12	a	a	DET
easat-5256	231	13	multi	multi	ADJ
easat-5256	231	14	-	-	ADJ
easat-5256	231	15	task	task	ADJ
easat-5256	231	16	learning	learning	NOUN
easat-5256	231	17	framework	framework	NOUN
easat-5256	231	18	,	,	PUNCT
easat-5256	231	19	outperformed	outperform	VERB
easat-5256	231	20	traditional	traditional	ADJ
easat-5256	231	21	models	model	NOUN
easat-5256	231	22	and	and	CCONJ
easat-5256	231	23	other	other	ADJ
easat-5256	231	24	deep	deep	ADJ
easat-5256	231	25	learning	learning	NOUN
easat-5256	231	26	architectures	architecture	NOUN
easat-5256	231	27	within	within	ADP
easat-5256	231	28	the	the	DET
easat-5256	231	29	comparison	comparison	NOUN
easat-5256	231	30	study	study	NOUN
easat-5256	231	31	.	.	PUNCT
easat-5256	232	1	this	this	DET
easat-5256	232	2	multi	multi	ADJ
easat-5256	232	3	-	-	ADJ
easat-5256	232	4	case	case	ADJ
easat-5256	232	5	study	study	NOUN
easat-5256	232	6	with	with	ADP
easat-5256	232	7	complex	complex	ADJ
easat-5256	232	8	offline	offline	ADJ
easat-5256	232	9	and	and	CCONJ
easat-5256	232	10	online	online	ADJ
easat-5256	232	11	evaluations	evaluation	NOUN
easat-5256	232	12	has	have	AUX
easat-5256	232	13	proven	prove	VERB
easat-5256	232	14	with	with	ADP
easat-5256	232	15	high	high	ADJ
easat-5256	232	16	certainty	certainty	NOUN
easat-5256	232	17	the	the	DET
easat-5256	232	18	system	system	NOUN
easat-5256	232	19	’s	’s	PART
easat-5256	232	20	efficacy	efficacy	NOUN
easat-5256	232	21	in	in	ADP
easat-5256	232	22	real	real	ADJ
easat-5256	232	23	-	-	PUNCT
easat-5256	232	24	world	world	NOUN
easat-5256	232	25	retail	retail	ADJ
easat-5256	232	26	environments	environment	NOUN
easat-5256	232	27	.	.	PUNCT
easat-5256	233	1	the	the	DET
easat-5256	233	2	possibility	possibility	NOUN
easat-5256	233	3	of	of	ADP
easat-5256	233	4	generalising	generalise	VERB
easat-5256	233	5	the	the	DET
easat-5256	233	6	case	case	NOUN
easat-5256	233	7	study	study	NOUN
easat-5256	233	8	to	to	ADP
easat-5256	233	9	other	other	ADJ
easat-5256	233	10	large	large	ADJ
easat-5256	233	11	-	-	PUNCT
easat-5256	233	12	scale	scale	NOUN
easat-5256	233	13	e	e	NOUN
easat-5256	233	14	-	-	NOUN
easat-5256	233	15	commerce	commerce	NOUN
easat-5256	233	16	systems	system	NOUN
easat-5256	233	17	strengthens	strengthen	VERB
easat-5256	233	18	the	the	DET
easat-5256	233	19	practicality	practicality	NOUN
easat-5256	233	20	and	and	CCONJ
easat-5256	233	21	advantages	advantage	NOUN
easat-5256	233	22	of	of	ADP
easat-5256	233	23	our	our	PRON
easat-5256	233	24	approach	approach	NOUN
easat-5256	233	25	in	in	ADP
easat-5256	233	26	real	real	ADJ
easat-5256	233	27	-	-	PUNCT
easat-5256	233	28	world	world	NOUN
easat-5256	233	29	scenarios	scenario	NOUN
easat-5256	233	30	where	where	SCONJ
easat-5256	233	31	there	there	PRON
easat-5256	233	32	is	be	VERB
easat-5256	233	33	a	a	DET
easat-5256	233	34	need	need	NOUN
easat-5256	233	35	to	to	PART
easat-5256	233	36	enhance	enhance	VERB
easat-5256	233	37	the	the	DET
easat-5256	233	38	click	click	VERB
easat-5256	233	39	-	-	PUNCT
easat-5256	233	40	through	through	ADP
easat-5256	233	41	rates	rate	NOUN
easat-5256	233	42	,	,	PUNCT
easat-5256	233	43	conversion	conversion	NOUN
easat-5256	233	44	rates	rate	NOUN
easat-5256	233	45	,	,	PUNCT
easat-5256	233	46	and	and	CCONJ
easat-5256	233	47	customer	customer	NOUN
easat-5256	233	48	retention	retention	NOUN
easat-5256	233	49	.	.	PUNCT
easat-5256	234	1	the	the	DET
easat-5256	234	2	executed	execute	VERB
easat-5256	234	3	ablation	ablation	NOUN
easat-5256	234	4	studies	study	NOUN
easat-5256	234	5	have	have	AUX
easat-5256	234	6	shed	shed	VERB
easat-5256	234	7	light	light	NOUN
easat-5256	234	8	on	on	ADP
easat-5256	234	9	the	the	DET
easat-5256	234	10	importance	importance	NOUN
easat-5256	234	11	of	of	ADP
easat-5256	234	12	parts	part	NOUN
easat-5256	234	13	of	of	ADP
easat-5256	234	14	the	the	DET
easat-5256	234	15	model	model	NOUN
easat-5256	234	16	and	and	CCONJ
easat-5256	234	17	the	the	DET
easat-5256	234	18	synergetic	synergetic	ADJ
easat-5256	234	19	effects	effect	NOUN
easat-5256	234	20	of	of	ADP
easat-5256	234	21	the	the	DET
easat-5256	234	22	lstm	lstm	NOUN
easat-5256	234	23	and	and	CCONJ
easat-5256	234	24	transformer	transformer	NOUN
easat-5256	234	25	structure	structure	NOUN
easat-5256	234	26	combination	combination	NOUN
easat-5256	234	27	.	.	PUNCT
easat-5256	235	1	even	even	ADV
easat-5256	235	2	though	though	SCONJ
easat-5256	235	3	the	the	DET
easat-5256	235	4	results	result	NOUN
easat-5256	235	5	are	be	AUX
easat-5256	235	6	overwhelmingly	overwhelmingly	ADV
easat-5256	235	7	positive	positive	ADJ
easat-5256	235	8	,	,	PUNCT
easat-5256	235	9	we	we	PRON
easat-5256	235	10	believe	believe	VERB
easat-5256	235	11	future	future	ADJ
easat-5256	235	12	research	research	NOUN
easat-5256	235	13	is	be	AUX
easat-5256	235	14	needed	need	VERB
easat-5256	235	15	to	to	PART
easat-5256	235	16	address	address	VERB
easat-5256	235	17	model	model	NOUN
easat-5256	235	18	explanation	explanation	PROPN
easat-5256	235	19	,	,	PUNCT
easat-5256	235	20	data	datum	NOUN
easat-5256	235	21	privacy	privacy	NOUN
easat-5256	235	22	issues	issue	NOUN
easat-5256	235	23	,	,	PUNCT
easat-5256	235	24	and	and	CCONJ
easat-5256	235	25	the	the	DET
easat-5256	235	26	need	need	NOUN
easat-5256	235	27	to	to	PART
easat-5256	235	28	adapt	adapt	VERB
easat-5256	235	29	to	to	ADP
easat-5256	235	30	rapidly	rapidly	ADV
easat-5256	235	31	changing	change	VERB
easat-5256	235	32	environments.forthcoming	environments.forthcome	VERB
easat-5256	235	33	research	research	NOUN
easat-5256	235	34	should	should	AUX
easat-5256	235	35	look	look	VERB
easat-5256	235	36	into	into	ADP
easat-5256	235	37	improving	improve	VERB
easat-5256	235	38	system	system	NOUN
easat-5256	235	39	explainability	explainability	NOUN
easat-5256	235	40	,	,	PUNCT
easat-5256	235	41	exploring	explore	VERB
easat-5256	235	42	federated	federated	ADJ
easat-5256	235	43	learning	learning	NOUN
easat-5256	235	44	techniques	technique	NOUN
easat-5256	235	45	for	for	ADP
easat-5256	235	46	maintaining	maintain	VERB
easat-5256	235	47	user	user	NOUN
easat-5256	235	48	anonymity	anonymity	NOUN
easat-5256	235	49	,	,	PUNCT
easat-5256	235	50	and	and	CCONJ
easat-5256	235	51	employing	employ	VERB
easat-5256	235	52	more	more	ADV
easat-5256	235	53	responsive	responsive	ADJ
easat-5256	235	54	strategy	strategy	NOUN
easat-5256	235	55	optimisation	optimisation	NOUN
easat-5256	235	56	with	with	ADP
easat-5256	235	57	reinforcement	reinforcement	NOUN
easat-5256	235	58	learning	learning	NOUN
easat-5256	235	59	.	.	PUNCT
easat-5256	236	1	this	this	DET
easat-5256	236	2	study	study	NOUN
easat-5256	236	3	is	be	AUX
easat-5256	236	4	a	a	DET
easat-5256	236	5	major	major	ADJ
easat-5256	236	6	milestone	milestone	NOUN
easat-5256	236	7	in	in	ADP
easat-5256	236	8	ai	ai	NOUN
easat-5256	236	9	-	-	PUNCT
easat-5256	236	10	based	base	VERB
easat-5256	236	11	marketing	marketing	NOUN
easat-5256	236	12	and	and	CCONJ
easat-5256	236	13	opens	open	VERB
easat-5256	236	14	doors	door	NOUN
easat-5256	236	15	for	for	ADP
easat-5256	236	16	more	more	ADV
easat-5256	236	17	efficient	efficient	ADJ
easat-5256	236	18	,	,	PUNCT
easat-5256	236	19	automated	automate	VERB
easat-5256	236	20	decision	decision	NOUN
easat-5256	236	21	-	-	PUNCT
easat-5256	236	22	making	making	NOUN
easat-5256	236	23	in	in	ADP
easat-5256	236	24	retail	retail	ADJ
easat-5256	236	25	and	and	CCONJ
easat-5256	236	26	other	other	ADJ
easat-5256	236	27	industries	industry	NOUN
easat-5256	236	28	.	.	PUNCT
easat-5256	237	1	transparency	transparency	NOUN
easat-5256	237	2	:	:	PUNCT
easat-5256	237	3	the	the	DET
easat-5256	237	4	authors	author	NOUN
easat-5256	237	5	confirm	confirm	VERB
easat-5256	237	6	that	that	SCONJ
easat-5256	237	7	the	the	DET
easat-5256	237	8	manuscript	manuscript	NOUN
easat-5256	237	9	is	be	AUX
easat-5256	237	10	an	an	DET
easat-5256	237	11	honest	honest	ADJ
easat-5256	237	12	,	,	PUNCT
easat-5256	237	13	accurate	accurate	ADJ
easat-5256	237	14	,	,	PUNCT
easat-5256	237	15	and	and	CCONJ
easat-5256	237	16	transparent	transparent	ADJ
easat-5256	237	17	account	account	NOUN
easat-5256	237	18	of	of	ADP
easat-5256	237	19	the	the	DET
easat-5256	237	20	study	study	NOUN
easat-5256	237	21	;	;	PUNCT
easat-5256	237	22	that	that	SCONJ
easat-5256	237	23	no	no	DET
easat-5256	237	24	vital	vital	ADJ
easat-5256	237	25	features	feature	NOUN
easat-5256	237	26	of	of	ADP
easat-5256	237	27	the	the	DET
easat-5256	237	28	study	study	NOUN
easat-5256	237	29	have	have	AUX
easat-5256	237	30	been	be	AUX
easat-5256	237	31	omitted	omit	VERB
easat-5256	237	32	;	;	PUNCT
easat-5256	237	33	and	and	CCONJ
easat-5256	237	34	that	that	SCONJ
easat-5256	237	35	any	any	DET
easat-5256	237	36	discrepancies	discrepancy	NOUN
easat-5256	237	37	from	from	ADP
easat-5256	237	38	the	the	DET
easat-5256	237	39	study	study	NOUN
easat-5256	237	40	as	as	SCONJ
easat-5256	237	41	planned	plan	VERB
easat-5256	237	42	have	have	AUX
easat-5256	237	43	been	be	AUX
easat-5256	237	44	explained	explain	VERB
easat-5256	237	45	.	.	PUNCT
easat-5256	238	1	this	this	DET
easat-5256	238	2	study	study	NOUN
easat-5256	238	3	followed	follow	VERB
easat-5256	238	4	all	all	DET
easat-5256	238	5	ethical	ethical	ADJ
easat-5256	238	6	practices	practice	NOUN
easat-5256	238	7	during	during	ADP
easat-5256	238	8	writing	writing	NOUN
easat-5256	238	9	.	.	PUNCT
easat-5256	239	1	copyright	copyright	NOUN
easat-5256	239	2	:	:	PUNCT
easat-5256	239	3	©	©	PROPN
easat-5256	239	4	2025	2025	NUM
easat-5256	239	5	by	by	ADP
easat-5256	239	6	the	the	DET
easat-5256	239	7	authors	author	NOUN
easat-5256	239	8	.	.	PUNCT
easat-5256	240	1	this	this	DET
easat-5256	240	2	open	open	ADJ
easat-5256	240	3	-	-	PUNCT
easat-5256	240	4	access	access	NOUN
easat-5256	240	5	article	article	NOUN
easat-5256	240	6	is	be	AUX
easat-5256	240	7	distributed	distribute	VERB
easat-5256	240	8	under	under	ADP
easat-5256	240	9	the	the	DET
easat-5256	240	10	terms	term	NOUN
easat-5256	240	11	and	and	CCONJ
easat-5256	240	12	conditions	condition	NOUN
easat-5256	240	13	of	of	ADP
easat-5256	240	14	the	the	DET
easat-5256	240	15	creative	creative	ADJ
easat-5256	240	16	commons	common	NOUN
easat-5256	240	17	attribution	attribution	NOUN
easat-5256	240	18	(	(	PUNCT
easat-5256	240	19	cc	cc	NOUN
easat-5256	240	20	by	by	ADP
easat-5256	240	21	)	)	PUNCT
easat-5256	240	22	license	license	NOUN
easat-5256	240	23	(	(	PUNCT
easat-5256	240	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5256	240	25	)	)	PUNCT
easat-5256	240	26	.	.	PUNCT
easat-5256	241	1	references	reference	NOUN
easat-5256	241	2	[	[	X
easat-5256	241	3	1	1	NUM
easat-5256	241	4	]	]	PUNCT
easat-5256	241	5	i.	i.	NOUN
easat-5256	241	6	afolabi	afolabi	NOUN
easat-5256	241	7	,	,	PUNCT
easat-5256	241	8	t.	t.	PROPN
easat-5256	241	9	c.	c.	PROPN
easat-5256	241	10	ifunaya	ifunaya	PROPN
easat-5256	241	11	,	,	PUNCT
easat-5256	241	12	f.	f.	PROPN
easat-5256	241	13	g.	g.	PROPN
easat-5256	241	14	ojo	ojo	PROPN
easat-5256	241	15	,	,	PUNCT
easat-5256	241	16	and	and	CCONJ
easat-5256	241	17	c.	c.	PROPN
easat-5256	241	18	moses	moses	PROPN
easat-5256	241	19	,	,	PUNCT
easat-5256	241	20	"	"	PUNCT
easat-5256	241	21	a	a	DET
easat-5256	241	22	model	model	NOUN
easat-5256	241	23	for	for	ADP
easat-5256	241	24	business	business	NOUN
easat-5256	241	25	success	success	NOUN
easat-5256	241	26	prediction	prediction	NOUN
easat-5256	241	27	using	use	VERB
easat-5256	241	28	machine	machine	NOUN
easat-5256	241	29	learning	learning	NOUN
easat-5256	241	30	algorithms	algorithm	NOUN
easat-5256	241	31	,	,	PUNCT
easat-5256	241	32	"	"	PUNCT
easat-5256	241	33	presented	present	VERB
easat-5256	241	34	at	at	ADP
easat-5256	241	35	the	the	DET
easat-5256	241	36	in	in	ADJ
easat-5256	241	37	journal	journal	PROPN
easat-5256	241	38	of	of	ADP
easat-5256	241	39	physics	physics	PROPN
easat-5256	241	40	:	:	PUNCT
easat-5256	241	41	conference	conference	NOUN
easat-5256	241	42	series	series	NOUN
easat-5256	241	43	(	(	PUNCT
easat-5256	241	44	vol	vol	NOUN
easat-5256	241	45	.	.	NOUN
easat-5256	241	46	1299	1299	NUM
easat-5256	241	47	,	,	PUNCT
easat-5256	241	48	no	no	INTJ
easat-5256	241	49	.	.	NOUN
easat-5256	241	50	1	1	NUM
easat-5256	241	51	,	,	PUNCT
easat-5256	241	52	p.	p.	NOUN
easat-5256	241	53	012050	012050	NUM
easat-5256	241	54	)	)	PUNCT
easat-5256	241	55	.	.	PUNCT
easat-5256	242	1	iop	iop	PROPN
easat-5256	242	2	publishing	publishing	NOUN
easat-5256	242	3	,	,	PUNCT
easat-5256	242	4	2019	2019	NUM
easat-5256	242	5	.	.	PUNCT
easat-5256	243	1	[	[	X
easat-5256	243	2	2	2	NUM
easat-5256	243	3	]	]	PUNCT
easat-5256	243	4	s.	s.	PROPN
easat-5256	243	5	agarwal	agarwal	PROPN
easat-5256	243	6	,	,	PUNCT
easat-5256	243	7	"	"	PUNCT
easat-5256	243	8	deep	deep	ADJ
easat-5256	243	9	learning	learning	NOUN
easat-5256	243	10	-	-	PUNCT
easat-5256	243	11	based	base	VERB
easat-5256	243	12	sentiment	sentiment	NOUN
easat-5256	243	13	analysis	analysis	NOUN
easat-5256	243	14	:	:	PUNCT
easat-5256	243	15	establishing	establish	VERB
easat-5256	243	16	customer	customer	NOUN
easat-5256	243	17	dimension	dimension	NOUN
easat-5256	243	18	as	as	ADP
easat-5256	243	19	the	the	DET
easat-5256	243	20	lifeblood	lifeblood	NOUN
easat-5256	243	21	of	of	ADP
easat-5256	243	22	business	business	NOUN
easat-5256	243	23	management	management	NOUN
easat-5256	243	24	,	,	PUNCT
easat-5256	243	25	"	"	PUNCT
easat-5256	243	26	global	global	ADJ
easat-5256	243	27	business	business	NOUN
easat-5256	243	28	review	review	PROPN
easat-5256	243	29	,	,	PUNCT
easat-5256	243	30	vol	vol	NOUN
easat-5256	243	31	.	.	PROPN
easat-5256	243	32	23	23	NUM
easat-5256	243	33	,	,	PUNCT
easat-5256	243	34	no	no	INTJ
easat-5256	243	35	.	.	NOUN
easat-5256	243	36	1	1	NUM
easat-5256	243	37	,	,	PUNCT
easat-5256	243	38	pp	pp	ADJ
easat-5256	243	39	.	.	PUNCT
easat-5256	244	1	119	119	NUM
easat-5256	244	2	-	-	SYM
easat-5256	244	3	136	136	NUM
easat-5256	244	4	,	,	PUNCT
easat-5256	244	5	2022	2022	NUM
easat-5256	244	6	.	.	PUNCT
easat-5256	245	1	https://doi.org/10.1177/0972150919845160	https://doi.org/10.1177/0972150919845160	X
easat-5256	246	1	[	[	X
easat-5256	246	2	3	3	NUM
easat-5256	246	3	]	]	X
easat-5256	246	4	r.	r.	PROPN
easat-5256	246	5	akerkar	akerkar	PROPN
easat-5256	246	6	,	,	PUNCT
easat-5256	246	7	artificial	artificial	ADJ
easat-5256	246	8	intelligence	intelligence	NOUN
easat-5256	246	9	for	for	ADP
easat-5256	246	10	business	business	NOUN
easat-5256	246	11	.	.	PUNCT
easat-5256	247	1	cham	cham	PROPN
easat-5256	247	2	:	:	PUNCT
easat-5256	247	3	springer	springer	NOUN
easat-5256	247	4	,	,	PUNCT
easat-5256	247	5	2019	2019	NUM
easat-5256	247	6	.	.	PUNCT
easat-5256	248	1	[	[	X
easat-5256	248	2	4	4	X
easat-5256	248	3	]	]	X
easat-5256	248	4	y.	y.	PROPN
easat-5256	248	5	al	al	PROPN
easat-5256	248	6	-	-	PUNCT
easat-5256	248	7	anqoudi	anqoudi	PROPN
easat-5256	248	8	,	,	PUNCT
easat-5256	248	9	a.	a.	PROPN
easat-5256	248	10	al	al	PROPN
easat-5256	248	11	-	-	PUNCT
easat-5256	248	12	hamdani	hamdani	PROPN
easat-5256	248	13	,	,	PUNCT
easat-5256	248	14	m.	m.	NOUN
easat-5256	248	15	al	al	PROPN
easat-5256	248	16	-	-	PUNCT
easat-5256	248	17	badawi	badawi	PROPN
easat-5256	248	18	,	,	PUNCT
easat-5256	248	19	and	and	CCONJ
easat-5256	248	20	r.	r.	PROPN
easat-5256	248	21	hedjam	hedjam	PROPN
easat-5256	248	22	,	,	PUNCT
easat-5256	248	23	"	"	PUNCT
easat-5256	248	24	using	use	VERB
easat-5256	248	25	machine	machine	NOUN
easat-5256	248	26	learning	learning	NOUN
easat-5256	248	27	in	in	ADP
easat-5256	248	28	business	business	NOUN
easat-5256	248	29	process	process	NOUN
easat-5256	248	30	reengineering	reengineere	VERB
easat-5256	248	31	,	,	PUNCT
easat-5256	248	32	"	"	PUNCT
easat-5256	248	33	big	big	ADJ
easat-5256	248	34	data	datum	NOUN
easat-5256	248	35	and	and	CCONJ
easat-5256	248	36	cognitive	cognitive	ADJ
easat-5256	248	37	computing	computing	NOUN
easat-5256	248	38	,	,	PUNCT
easat-5256	248	39	vol	vol	NOUN
easat-5256	248	40	.	.	PROPN
easat-5256	248	41	5	5	NUM
easat-5256	248	42	,	,	PUNCT
easat-5256	248	43	no	no	INTJ
easat-5256	248	44	.	.	NOUN
easat-5256	248	45	4	4	NUM
easat-5256	248	46	,	,	PUNCT
easat-5256	248	47	p.	p.	NOUN
easat-5256	248	48	61	61	NUM
easat-5256	248	49	,	,	PUNCT
easat-5256	248	50	2021	2021	NUM
easat-5256	248	51	.	.	PUNCT
easat-5256	249	1	https://doi.org/10.3390/bdcc5040061	https://doi.org/10.3390/bdcc5040061	PROPN
easat-5256	249	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5256	249	3	https://doi.org/10.1177/0972150919845160	https://doi.org/10.1177/0972150919845160	PROPN
easat-5256	249	4	https://doi.org/10.3390/bdcc5040061	https://doi.org/10.3390/bdcc5040061	PROPN
easat-5256	249	5	597	597	NUM
easat-5256	249	6	edelweiss	edelweiss	PROPN
easat-5256	249	7	applied	apply	VERB
easat-5256	249	8	science	science	NOUN
easat-5256	249	9	and	and	CCONJ
easat-5256	249	10	technology	technology	NOUN
easat-5256	249	11	issn	issn	PROPN
easat-5256	249	12	:	:	PUNCT
easat-5256	249	13	2576	2576	NUM
easat-5256	249	14	-	-	SYM
easat-5256	249	15	8484	8484	NUM
easat-5256	249	16	vol	vol	NOUN
easat-5256	249	17	.	.	PROPN
easat-5256	250	1	9	9	NUM
easat-5256	250	2	,	,	PUNCT
easat-5256	250	3	no	no	INTJ
easat-5256	250	4	.	.	NOUN
easat-5256	251	1	3	3	NUM
easat-5256	251	2	:	:	PUNCT
easat-5256	251	3	584	584	NUM
easat-5256	251	4	-	-	SYM
easat-5256	251	5	598	598	NUM
easat-5256	251	6	,	,	PUNCT
easat-5256	251	7	2025	2025	NUM
easat-5256	251	8	doi	doi	NOUN
easat-5256	251	9	:	:	PUNCT
easat-5256	251	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	251	11	©	©	PROPN
easat-5256	251	12	2025	2025	NUM
easat-5256	251	13	by	by	ADP
easat-5256	251	14	the	the	DET
easat-5256	251	15	authors	author	NOUN
easat-5256	251	16	;	;	PUNCT
easat-5256	251	17	licensee	licensee	PROPN
easat-5256	251	18	learning	learning	NOUN
easat-5256	251	19	gate	gate	NOUN
easat-5256	252	1	[	[	X
easat-5256	252	2	5	5	NUM
easat-5256	252	3	]	]	PUNCT
easat-5256	252	4	m.	m.	NOUN
easat-5256	252	5	n.	n.	PROPN
easat-5256	252	6	angenent	angenent	PROPN
easat-5256	252	7	,	,	PUNCT
easat-5256	252	8	a.	a.	NOUN
easat-5256	252	9	p.	p.	NOUN
easat-5256	252	10	barata	barata	PROPN
easat-5256	252	11	,	,	PUNCT
easat-5256	252	12	and	and	CCONJ
easat-5256	252	13	f.	f.	PROPN
easat-5256	252	14	w.	w.	PROPN
easat-5256	252	15	takes	take	VERB
easat-5256	252	16	,	,	PUNCT
easat-5256	252	17	"	"	PUNCT
easat-5256	252	18	large	large	ADJ
easat-5256	252	19	-	-	PUNCT
easat-5256	252	20	scale	scale	NOUN
easat-5256	252	21	machine	machine	NOUN
easat-5256	252	22	learning	learning	NOUN
easat-5256	252	23	for	for	ADP
easat-5256	252	24	business	business	NOUN
easat-5256	252	25	sector	sector	NOUN
easat-5256	252	26	prediction	prediction	NOUN
easat-5256	252	27	,	,	PUNCT
easat-5256	252	28	"	"	PUNCT
easat-5256	252	29	in	in	ADP
easat-5256	252	30	in	in	ADP
easat-5256	252	31	proceedings	proceeding	NOUN
easat-5256	252	32	of	of	ADP
easat-5256	252	33	the	the	DET
easat-5256	252	34	35th	35th	ADJ
easat-5256	252	35	annual	annual	ADJ
easat-5256	252	36	acm	acm	NOUN
easat-5256	252	37	symposium	symposium	NOUN
easat-5256	252	38	on	on	ADP
easat-5256	252	39	applied	apply	VERB
easat-5256	252	40	computing	computing	NOUN
easat-5256	252	41	(	(	PUNCT
easat-5256	252	42	pp	pp	ADJ
easat-5256	252	43	.	.	PUNCT
easat-5256	253	1	1143	1143	NUM
easat-5256	253	2	-	-	SYM
easat-5256	253	3	1146	1146	NUM
easat-5256	253	4	)	)	PUNCT
easat-5256	253	5	,	,	PUNCT
easat-5256	253	6	2020	2020	NUM
easat-5256	253	7	.	.	PUNCT
easat-5256	254	1	[	[	X
easat-5256	254	2	6	6	NUM
easat-5256	254	3	]	]	X
easat-5256	254	4	c.	c.	PROPN
easat-5256	254	5	apte	apte	PROPN
easat-5256	254	6	,	,	PUNCT
easat-5256	254	7	"	"	PUNCT
easat-5256	254	8	the	the	DET
easat-5256	254	9	role	role	NOUN
easat-5256	254	10	of	of	ADP
easat-5256	254	11	machine	machine	NOUN
easat-5256	254	12	learning	learn	VERB
easat-5256	254	13	in	in	ADP
easat-5256	254	14	business	business	NOUN
easat-5256	254	15	optimization	optimization	NOUN
easat-5256	254	16	,	,	PUNCT
easat-5256	254	17	"	"	PUNCT
easat-5256	254	18	in	in	ADP
easat-5256	254	19	in	in	ADP
easat-5256	254	20	proceedings	proceeding	NOUN
easat-5256	254	21	of	of	ADP
easat-5256	254	22	the	the	DET
easat-5256	254	23	27th	27th	ADJ
easat-5256	254	24	international	international	ADJ
easat-5256	254	25	conference	conference	NOUN
easat-5256	254	26	on	on	ADP
easat-5256	254	27	machine	machine	NOUN
easat-5256	254	28	learning	learning	NOUN
easat-5256	254	29	(	(	PUNCT
easat-5256	254	30	icml-10	icml-10	PROPN
easat-5256	254	31	)	)	PUNCT
easat-5256	254	32	(	(	PUNCT
easat-5256	254	33	pp	pp	NOUN
easat-5256	254	34	.	.	PUNCT
easat-5256	255	1	1	1	NUM
easat-5256	255	2	-	-	SYM
easat-5256	255	3	2	2	NUM
easat-5256	255	4	)	)	PUNCT
easat-5256	255	5	,	,	PUNCT
easat-5256	255	6	2010	2010	NUM
easat-5256	255	7	.	.	PUNCT
easat-5256	256	1	[	[	X
easat-5256	256	2	7	7	NUM
easat-5256	256	3	]	]	PUNCT
easat-5256	256	4	a.	a.	NOUN
easat-5256	256	5	bécue	bécue	PROPN
easat-5256	256	6	,	,	PUNCT
easat-5256	256	7	i.	i.	PROPN
easat-5256	256	8	praça	praça	PROPN
easat-5256	256	9	,	,	PUNCT
easat-5256	256	10	and	and	CCONJ
easat-5256	256	11	j.	j.	PROPN
easat-5256	256	12	gama	gama	PROPN
easat-5256	256	13	,	,	PUNCT
easat-5256	256	14	"	"	PUNCT
easat-5256	256	15	artificial	artificial	ADJ
easat-5256	256	16	intelligence	intelligence	NOUN
easat-5256	256	17	,	,	PUNCT
easat-5256	256	18	cyber	cyber	NOUN
easat-5256	256	19	-	-	PUNCT
easat-5256	256	20	threats	threat	NOUN
easat-5256	256	21	and	and	CCONJ
easat-5256	256	22	industry	industry	NOUN
easat-5256	256	23	4.0	4.0	NUM
easat-5256	256	24	:	:	PUNCT
easat-5256	256	25	challenges	challenge	NOUN
easat-5256	256	26	and	and	CCONJ
easat-5256	256	27	opportunities	opportunity	NOUN
easat-5256	256	28	,	,	PUNCT
easat-5256	256	29	"	"	PUNCT
easat-5256	256	30	artificial	artificial	ADJ
easat-5256	256	31	intelligence	intelligence	NOUN
easat-5256	256	32	review	review	NOUN
easat-5256	256	33	,	,	PUNCT
easat-5256	256	34	vol	vol	NOUN
easat-5256	256	35	.	.	PROPN
easat-5256	256	36	54	54	NUM
easat-5256	256	37	,	,	PUNCT
easat-5256	256	38	no	no	INTJ
easat-5256	256	39	.	.	NOUN
easat-5256	256	40	5	5	NUM
easat-5256	256	41	,	,	PUNCT
easat-5256	256	42	pp	pp	ADJ
easat-5256	256	43	.	.	PUNCT
easat-5256	257	1	3849	3849	NUM
easat-5256	257	2	-	-	SYM
easat-5256	257	3	3886	3886	NUM
easat-5256	257	4	,	,	PUNCT
easat-5256	257	5	2021	2021	NUM
easat-5256	257	6	.	.	PUNCT
easat-5256	258	1	https://doi.org/10.1007/s10462-02009942-2	https://doi.org/10.1007/s10462-02009942-2	NOUN
easat-5256	259	1	[	[	X
easat-5256	259	2	8	8	X
easat-5256	259	3	]	]	PUNCT
easat-5256	259	4	j.	j.	PROPN
easat-5256	259	5	p.	p.	PROPN
easat-5256	259	6	bharadiya	bharadiya	PROPN
easat-5256	259	7	and	and	CCONJ
easat-5256	259	8	j.	j.	PROPN
easat-5256	259	9	bharadiya	bharadiya	PROPN
easat-5256	259	10	,	,	PUNCT
easat-5256	259	11	"	"	PUNCT
easat-5256	259	12	machine	machine	NOUN
easat-5256	259	13	learning	learning	NOUN
easat-5256	259	14	and	and	CCONJ
easat-5256	259	15	ai	ai	VERB
easat-5256	259	16	in	in	ADP
easat-5256	259	17	business	business	NOUN
easat-5256	259	18	intelligence	intelligence	NOUN
easat-5256	259	19	:	:	PUNCT
easat-5256	259	20	trends	trend	NOUN
easat-5256	259	21	and	and	CCONJ
easat-5256	259	22	opportunities	opportunity	NOUN
easat-5256	259	23	,	,	PUNCT
easat-5256	259	24	"	"	PUNCT
easat-5256	259	25	international	international	ADJ
easat-5256	259	26	journal	journal	NOUN
easat-5256	259	27	of	of	ADP
easat-5256	259	28	computer	computer	NOUN
easat-5256	259	29	,	,	PUNCT
easat-5256	259	30	vol	vol	NOUN
easat-5256	259	31	.	.	PROPN
easat-5256	260	1	48	48	NUM
easat-5256	260	2	,	,	PUNCT
easat-5256	260	3	no	no	INTJ
easat-5256	260	4	.	.	NOUN
easat-5256	260	5	1	1	NUM
easat-5256	260	6	,	,	PUNCT
easat-5256	260	7	pp	pp	ADJ
easat-5256	260	8	.	.	PUNCT
easat-5256	261	1	123	123	NUM
easat-5256	261	2	-	-	SYM
easat-5256	261	3	134	134	NUM
easat-5256	261	4	,	,	PUNCT
easat-5256	261	5	2023	2023	NUM
easat-5256	261	6	.	.	PUNCT
easat-5256	262	1	https://doi.org/10.33545/27076571.2023.v4.i1a.60	https://doi.org/10.33545/27076571.2023.v4.i1a.60	PROPN
easat-5256	262	2	[	[	X
easat-5256	262	3	9	9	NUM
easat-5256	262	4	]	]	X
easat-5256	262	5	c.	c.	PROPN
easat-5256	262	6	bolton	bolton	PROPN
easat-5256	262	7	,	,	PUNCT
easat-5256	262	8	v.	v.	ADP
easat-5256	262	9	machová	machová	NOUN
easat-5256	262	10	,	,	PUNCT
easat-5256	262	11	m.	m.	NOUN
easat-5256	262	12	kovacova	kovacova	PROPN
easat-5256	262	13	,	,	PUNCT
easat-5256	262	14	and	and	CCONJ
easat-5256	262	15	k.	k.	PROPN
easat-5256	262	16	valaskova	valaskova	PROPN
easat-5256	262	17	,	,	PUNCT
easat-5256	262	18	"	"	PUNCT
easat-5256	262	19	the	the	DET
easat-5256	262	20	power	power	NOUN
easat-5256	262	21	of	of	ADP
easat-5256	262	22	human	human	ADJ
easat-5256	262	23	–	–	PUNCT
easat-5256	262	24	machine	machine	NOUN
easat-5256	262	25	collaboration	collaboration	NOUN
easat-5256	262	26	:	:	PUNCT
easat-5256	262	27	artificial	artificial	ADJ
easat-5256	262	28	intelligence	intelligence	NOUN
easat-5256	262	29	,	,	PUNCT
easat-5256	262	30	business	business	NOUN
easat-5256	262	31	automation	automation	NOUN
easat-5256	262	32	,	,	PUNCT
easat-5256	262	33	and	and	CCONJ
easat-5256	262	34	the	the	DET
easat-5256	262	35	smart	smart	ADJ
easat-5256	262	36	economy	economy	NOUN
easat-5256	262	37	,	,	PUNCT
easat-5256	262	38	"	"	PUNCT
easat-5256	262	39	economics	economic	NOUN
easat-5256	262	40	,	,	PUNCT
easat-5256	262	41	management	management	NOUN
easat-5256	262	42	,	,	PUNCT
easat-5256	262	43	and	and	CCONJ
easat-5256	262	44	financial	financial	ADJ
easat-5256	262	45	markets	market	NOUN
easat-5256	262	46	,	,	PUNCT
easat-5256	262	47	vol	vol	NOUN
easat-5256	262	48	.	.	PROPN
easat-5256	262	49	13	13	NUM
easat-5256	262	50	,	,	PUNCT
easat-5256	262	51	no	no	INTJ
easat-5256	262	52	.	.	NOUN
easat-5256	262	53	4	4	NUM
easat-5256	262	54	,	,	PUNCT
easat-5256	262	55	pp	pp	ADJ
easat-5256	262	56	.	.	PUNCT
easat-5256	263	1	51	51	NUM
easat-5256	263	2	-	-	SYM
easat-5256	263	3	56	56	NUM
easat-5256	263	4	,	,	PUNCT
easat-5256	263	5	2018	2018	NUM
easat-5256	263	6	.	.	PUNCT
easat-5256	264	1	https://doi.org/10.22381/emfm13420184	https://doi.org/10.22381/emfm13420184	VERB
easat-5256	264	2	[	[	X
easat-5256	264	3	10	10	NUM
easat-5256	264	4	]	]	X
easat-5256	264	5	i.	i.	PROPN
easat-5256	264	6	bose	bose	PROPN
easat-5256	264	7	and	and	CCONJ
easat-5256	264	8	r.	r.	PROPN
easat-5256	264	9	k.	k.	PROPN
easat-5256	264	10	mahapatra	mahapatra	PROPN
easat-5256	264	11	,	,	PUNCT
easat-5256	264	12	"	"	PUNCT
easat-5256	264	13	business	business	NOUN
easat-5256	264	14	data	datum	NOUN
easat-5256	264	15	mining	mining	NOUN
easat-5256	264	16	—	—	PUNCT
easat-5256	264	17	a	a	DET
easat-5256	264	18	machine	machine	NOUN
easat-5256	264	19	learning	learning	NOUN
easat-5256	264	20	perspective	perspective	NOUN
easat-5256	264	21	,	,	PUNCT
easat-5256	264	22	"	"	PUNCT
easat-5256	264	23	information	information	NOUN
easat-5256	264	24	&	&	CCONJ
easat-5256	264	25	management	management	NOUN
easat-5256	264	26	,	,	PUNCT
easat-5256	264	27	vol	vol	NOUN
easat-5256	264	28	.	.	PROPN
easat-5256	264	29	39	39	NUM
easat-5256	264	30	,	,	PUNCT
easat-5256	264	31	no	no	INTJ
easat-5256	264	32	.	.	NOUN
easat-5256	264	33	3	3	NUM
easat-5256	264	34	,	,	PUNCT
easat-5256	264	35	pp	pp	ADJ
easat-5256	264	36	.	.	PUNCT
easat-5256	265	1	211	211	NUM
easat-5256	265	2	-	-	SYM
easat-5256	265	3	225	225	NUM
easat-5256	265	4	,	,	PUNCT
easat-5256	265	5	2001	2001	NUM
easat-5256	265	6	.	.	PUNCT
easat-5256	266	1	https://doi.org/10.1016/s0378-7206(01)00091-x	https://doi.org/10.1016/s0378-7206(01)00091-x	NOUN
easat-5256	266	2	[	[	X
easat-5256	266	3	11	11	NUM
easat-5256	266	4	]	]	X
easat-5256	266	5	b.	b.	PROPN
easat-5256	266	6	bosma	bosma	PROPN
easat-5256	266	7	and	and	CCONJ
easat-5256	266	8	a.	a.	PROPN
easat-5256	266	9	van	van	PROPN
easat-5256	266	10	witteloostuijn	witteloostuijn	PROPN
easat-5256	266	11	,	,	PUNCT
easat-5256	266	12	"	"	PUNCT
easat-5256	266	13	machine	machine	NOUN
easat-5256	266	14	learning	learning	NOUN
easat-5256	266	15	in	in	ADP
easat-5256	266	16	international	international	ADJ
easat-5256	266	17	business	business	NOUN
easat-5256	266	18	,	,	PUNCT
easat-5256	266	19	"	"	PUNCT
easat-5256	266	20	journal	journal	NOUN
easat-5256	266	21	of	of	ADP
easat-5256	266	22	international	international	ADJ
easat-5256	266	23	business	business	NOUN
easat-5256	266	24	studies	study	NOUN
easat-5256	266	25	,	,	PUNCT
easat-5256	266	26	vol	vol	NOUN
easat-5256	266	27	.	.	PROPN
easat-5256	266	28	55	55	NUM
easat-5256	266	29	,	,	PUNCT
easat-5256	266	30	no	no	INTJ
easat-5256	266	31	.	.	NOUN
easat-5256	266	32	6	6	NUM
easat-5256	266	33	,	,	PUNCT
easat-5256	266	34	pp	pp	ADJ
easat-5256	266	35	.	.	PUNCT
easat-5256	267	1	676	676	NUM
easat-5256	267	2	-	-	SYM
easat-5256	267	3	702	702	NUM
easat-5256	267	4	,	,	PUNCT
easat-5256	267	5	2024	2024	NUM
easat-5256	267	6	.	.	PUNCT
easat-5256	268	1	https://doi.org/10.1057/s41267-024-00687-6	https://doi.org/10.1057/s41267-024-00687-6	NUM
easat-5256	268	2	[	[	X
easat-5256	268	3	12	12	NUM
easat-5256	268	4	]	]	PUNCT
easat-5256	268	5	j.	j.	PROPN
easat-5256	268	6	brunk	brunk	PROPN
easat-5256	268	7	,	,	PUNCT
easat-5256	268	8	j.	j.	PROPN
easat-5256	268	9	stottmeister	stottmeister	PROPN
easat-5256	268	10	,	,	PUNCT
easat-5256	268	11	s.	s.	PROPN
easat-5256	268	12	weinzierl	weinzierl	PROPN
easat-5256	268	13	,	,	PUNCT
easat-5256	268	14	m.	m.	NOUN
easat-5256	268	15	matzner	matzner	NOUN
easat-5256	268	16	,	,	PUNCT
easat-5256	268	17	and	and	CCONJ
easat-5256	268	18	j.	j.	PROPN
easat-5256	268	19	becker	becker	PROPN
easat-5256	268	20	,	,	PUNCT
easat-5256	268	21	"	"	PUNCT
easat-5256	268	22	exploring	explore	VERB
easat-5256	268	23	the	the	DET
easat-5256	268	24	effect	effect	NOUN
easat-5256	268	25	of	of	ADP
easat-5256	268	26	context	context	NOUN
easat-5256	268	27	information	information	NOUN
easat-5256	268	28	on	on	ADP
easat-5256	268	29	deep	deep	ADJ
easat-5256	268	30	learning	learning	NOUN
easat-5256	268	31	business	business	NOUN
easat-5256	268	32	process	process	NOUN
easat-5256	268	33	predictions	prediction	NOUN
easat-5256	268	34	,	,	PUNCT
easat-5256	268	35	"	"	PUNCT
easat-5256	268	36	journal	journal	NOUN
easat-5256	268	37	of	of	ADP
easat-5256	268	38	decision	decision	NOUN
easat-5256	268	39	systems	system	NOUN
easat-5256	268	40	,	,	PUNCT
easat-5256	268	41	vol	vol	NOUN
easat-5256	268	42	.	.	PROPN
easat-5256	268	43	29	29	NUM
easat-5256	268	44	,	,	PUNCT
easat-5256	268	45	no	no	INTJ
easat-5256	268	46	.	.	PUNCT
easat-5256	269	1	sup1	sup1	PROPN
easat-5256	269	2	,	,	PUNCT
easat-5256	269	3	pp	pp	ADP
easat-5256	269	4	.	.	PUNCT
easat-5256	270	1	328	328	NUM
easat-5256	270	2	-	-	SYM
easat-5256	270	3	343	343	NUM
easat-5256	270	4	,	,	PUNCT
easat-5256	270	5	2020	2020	NUM
easat-5256	270	6	.	.	PUNCT
easat-5256	271	1	https://doi.org/10.1080/12460125.2020.1790183	https://doi.org/10.1080/12460125.2020.1790183	PROPN
easat-5256	272	1	[	[	X
easat-5256	272	2	13	13	NUM
easat-5256	272	3	]	]	PUNCT
easat-5256	272	4	k.	k.	PROPN
easat-5256	272	5	buntak	buntak	PROPN
easat-5256	272	6	,	,	PUNCT
easat-5256	272	7	m.	m.	NOUN
easat-5256	272	8	kovačić	kovačić	PROPN
easat-5256	272	9	,	,	PUNCT
easat-5256	272	10	and	and	CCONJ
easat-5256	272	11	m.	m.	NOUN
easat-5256	272	12	mutavdžija	mutavdžija	NOUN
easat-5256	272	13	,	,	PUNCT
easat-5256	272	14	"	"	PUNCT
easat-5256	272	15	application	application	NOUN
easat-5256	272	16	of	of	ADP
easat-5256	272	17	artificial	artificial	ADJ
easat-5256	272	18	intelligence	intelligence	NOUN
easat-5256	272	19	in	in	ADP
easat-5256	272	20	the	the	DET
easat-5256	272	21	business	business	NOUN
easat-5256	272	22	,	,	PUNCT
easat-5256	272	23	"	"	PUNCT
easat-5256	272	24	international	international	ADJ
easat-5256	272	25	journal	journal	NOUN
easat-5256	272	26	for	for	ADP
easat-5256	272	27	quality	quality	NOUN
easat-5256	272	28	research	research	NOUN
easat-5256	272	29	,	,	PUNCT
easat-5256	272	30	vol	vol	NOUN
easat-5256	272	31	.	.	PROPN
easat-5256	272	32	15	15	NUM
easat-5256	272	33	,	,	PUNCT
easat-5256	272	34	no	no	INTJ
easat-5256	272	35	.	.	NOUN
easat-5256	272	36	2	2	NUM
easat-5256	272	37	,	,	PUNCT
easat-5256	272	38	p.	p.	NOUN
easat-5256	272	39	403	403	NUM
easat-5256	272	40	,	,	PUNCT
easat-5256	272	41	2021	2021	NUM
easat-5256	272	42	.	.	PUNCT
easat-5256	273	1	https://doi.org/10.24874/ijqr15.02-03	https://doi.org/10.24874/ijqr15.02-03	NOUN
easat-5256	274	1	[	[	X
easat-5256	274	2	14	14	NUM
easat-5256	274	3	]	]	PUNCT
easat-5256	274	4	a.	a.	NOUN
easat-5256	274	5	i.	i.	PROPN
easat-5256	274	6	canhoto	canhoto	PROPN
easat-5256	274	7	and	and	CCONJ
easat-5256	274	8	f.	f.	PROPN
easat-5256	274	9	clear	clear	PROPN
easat-5256	274	10	,	,	PUNCT
easat-5256	274	11	"	"	PUNCT
easat-5256	274	12	artificial	artificial	ADJ
easat-5256	274	13	intelligence	intelligence	NOUN
easat-5256	274	14	and	and	CCONJ
easat-5256	274	15	machine	machine	NOUN
easat-5256	274	16	learning	learning	NOUN
easat-5256	274	17	as	as	ADP
easat-5256	274	18	business	business	NOUN
easat-5256	274	19	tools	tool	NOUN
easat-5256	274	20	:	:	PUNCT
easat-5256	274	21	a	a	DET
easat-5256	274	22	framework	framework	NOUN
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easat-5256	274	25	value	value	NOUN
easat-5256	274	26	destruction	destruction	NOUN
easat-5256	274	27	potential	potential	NOUN
easat-5256	274	28	,	,	PUNCT
easat-5256	274	29	"	"	PUNCT
easat-5256	274	30	business	business	NOUN
easat-5256	274	31	horizons	horizon	NOUN
easat-5256	274	32	,	,	PUNCT
easat-5256	274	33	vol	vol	NOUN
easat-5256	274	34	.	.	PROPN
easat-5256	274	35	63	63	NUM
easat-5256	274	36	,	,	PUNCT
easat-5256	274	37	no	no	INTJ
easat-5256	274	38	.	.	NOUN
easat-5256	274	39	2	2	NUM
easat-5256	274	40	,	,	PUNCT
easat-5256	274	41	pp	pp	ADJ
easat-5256	274	42	.	.	PUNCT
easat-5256	275	1	183	183	NUM
easat-5256	275	2	-	-	SYM
easat-5256	275	3	193	193	NUM
easat-5256	275	4	,	,	PUNCT
easat-5256	275	5	2020	2020	NUM
easat-5256	275	6	.	.	PUNCT
easat-5256	276	1	https://doi.org/10.1016/j.bushor.2019.11.003	https://doi.org/10.1016/j.bushor.2019.11.003	PROPN
easat-5256	276	2	[	[	X
easat-5256	276	3	15	15	NUM
easat-5256	276	4	]	]	X
easat-5256	276	5	h.	h.	PROPN
easat-5256	276	6	chen	chen	PROPN
easat-5256	276	7	,	,	PUNCT
easat-5256	276	8	r.	r.	PROPN
easat-5256	276	9	h.	h.	PROPN
easat-5256	276	10	chiang	chiang	PROPN
easat-5256	276	11	,	,	PUNCT
easat-5256	276	12	and	and	CCONJ
easat-5256	276	13	v.	v.	ADP
easat-5256	276	14	c.	c.	PROPN
easat-5256	276	15	storey	storey	PROPN
easat-5256	276	16	,	,	PUNCT
easat-5256	276	17	"	"	PUNCT
easat-5256	276	18	business	business	NOUN
easat-5256	276	19	intelligence	intelligence	NOUN
easat-5256	276	20	and	and	CCONJ
easat-5256	276	21	analytics	analytic	NOUN
easat-5256	276	22	:	:	PUNCT
easat-5256	276	23	from	from	ADP
easat-5256	276	24	big	big	ADJ
easat-5256	276	25	data	datum	NOUN
easat-5256	276	26	to	to	ADP
easat-5256	276	27	big	big	ADJ
easat-5256	276	28	impact	impact	NOUN
easat-5256	276	29	,	,	PUNCT
easat-5256	276	30	"	"	PUNCT
easat-5256	276	31	mis	mis	PROPN
easat-5256	276	32	quarterly	quarterly	PROPN
easat-5256	276	33	,	,	PUNCT
easat-5256	276	34	pp	pp	ADJ
easat-5256	276	35	.	.	PUNCT
easat-5256	277	1	1165	1165	NUM
easat-5256	277	2	-	-	SYM
easat-5256	277	3	1188	1188	NUM
easat-5256	277	4	,	,	PUNCT
easat-5256	277	5	2012	2012	NUM
easat-5256	277	6	.	.	PUNCT
easat-5256	278	1	https://doi.org/10.2307/41703503	https://doi.org/10.2307/41703503	ADJ
easat-5256	279	1	[	[	X
easat-5256	279	2	16	16	NUM
easat-5256	279	3	]	]	X
easat-5256	279	4	y.	y.	PROPN
easat-5256	279	5	chen	chen	PROPN
easat-5256	279	6	,	,	PUNCT
easat-5256	279	7	f.	f.	PROPN
easat-5256	279	8	s.	s.	PROPN
easat-5256	279	9	tsai	tsai	PROPN
easat-5256	279	10	,	,	PUNCT
easat-5256	279	11	and	and	CCONJ
easat-5256	279	12	k.	k.	PROPN
easat-5256	279	13	l.	l.	PROPN
easat-5256	279	14	chan	chan	PROPN
easat-5256	279	15	,	,	PUNCT
easat-5256	279	16	"	"	PUNCT
easat-5256	279	17	machine	machine	NOUN
easat-5256	279	18	learning	learn	VERB
easat-5256	279	19	techniques	technique	NOUN
easat-5256	279	20	for	for	ADP
easat-5256	279	21	business	business	NOUN
easat-5256	279	22	blog	blog	NOUN
easat-5256	279	23	search	search	NOUN
easat-5256	279	24	and	and	CCONJ
easat-5256	279	25	mining	mining	NOUN
easat-5256	279	26	,	,	PUNCT
easat-5256	279	27	"	"	PUNCT
easat-5256	279	28	expert	expert	NOUN
easat-5256	279	29	systems	system	NOUN
easat-5256	279	30	with	with	ADP
easat-5256	279	31	applications	application	NOUN
easat-5256	279	32	,	,	PUNCT
easat-5256	279	33	vol	vol	NOUN
easat-5256	279	34	.	.	PROPN
easat-5256	279	35	35	35	NUM
easat-5256	279	36	,	,	PUNCT
easat-5256	279	37	no	no	INTJ
easat-5256	279	38	.	.	NOUN
easat-5256	279	39	3	3	NUM
easat-5256	279	40	,	,	PUNCT
easat-5256	279	41	pp	pp	ADJ
easat-5256	279	42	.	.	PUNCT
easat-5256	280	1	581	581	NUM
easat-5256	280	2	-	-	SYM
easat-5256	280	3	590	590	NUM
easat-5256	280	4	,	,	PUNCT
easat-5256	280	5	2008	2008	NUM
easat-5256	280	6	.	.	PUNCT
easat-5256	281	1	https://doi.org/10.1016/j.eswa.2007.07.015	https://doi.org/10.1016/j.eswa.2007.07.015	X
easat-5256	282	1	[	[	X
easat-5256	282	2	17	17	NUM
easat-5256	282	3	]	]	PUNCT
easat-5256	282	4	j.	j.	PROPN
easat-5256	282	5	dean	dean	PROPN
easat-5256	282	6	,	,	PUNCT
easat-5256	282	7	big	big	ADJ
easat-5256	282	8	data	datum	NOUN
easat-5256	282	9	,	,	PUNCT
easat-5256	282	10	data	datum	NOUN
easat-5256	282	11	mining	mining	NOUN
easat-5256	282	12	,	,	PUNCT
easat-5256	282	13	and	and	CCONJ
easat-5256	282	14	machine	machine	NOUN
easat-5256	282	15	learning	learning	NOUN
easat-5256	282	16	:	:	PUNCT
easat-5256	282	17	value	value	NOUN
easat-5256	282	18	creation	creation	NOUN
easat-5256	282	19	for	for	ADP
easat-5256	282	20	business	business	NOUN
easat-5256	282	21	leaders	leader	NOUN
easat-5256	282	22	and	and	CCONJ
easat-5256	282	23	practitioners	practitioner	NOUN
easat-5256	282	24	.	.	PUNCT
easat-5256	283	1	new	new	PROPN
easat-5256	283	2	jersey	jersey	PROPN
easat-5256	283	3	:	:	PUNCT
easat-5256	283	4	john	john	PROPN
easat-5256	283	5	wiley	wiley	PROPN
easat-5256	283	6	&	&	CCONJ
easat-5256	283	7	sons	son	NOUN
easat-5256	283	8	,	,	PUNCT
easat-5256	283	9	2014	2014	NUM
easat-5256	283	10	.	.	PUNCT
easat-5256	284	1	[	[	X
easat-5256	284	2	18	18	NUM
easat-5256	284	3	]	]	PUNCT
easat-5256	284	4	a.	a.	NOUN
easat-5256	284	5	di	di	PROPN
easat-5256	284	6	vaio	vaio	PROPN
easat-5256	284	7	,	,	PUNCT
easat-5256	284	8	r.	r.	PROPN
easat-5256	284	9	palladino	palladino	PROPN
easat-5256	284	10	,	,	PUNCT
easat-5256	284	11	r.	r.	PROPN
easat-5256	284	12	hassan	hassan	PROPN
easat-5256	284	13	,	,	PUNCT
easat-5256	284	14	and	and	CCONJ
easat-5256	284	15	o.	o.	PROPN
easat-5256	284	16	escobar	escobar	PROPN
easat-5256	284	17	,	,	PUNCT
easat-5256	284	18	"	"	PUNCT
easat-5256	284	19	artificial	artificial	ADJ
easat-5256	284	20	intelligence	intelligence	NOUN
easat-5256	284	21	and	and	CCONJ
easat-5256	284	22	business	business	NOUN
easat-5256	284	23	models	model	NOUN
easat-5256	284	24	in	in	ADP
easat-5256	284	25	the	the	DET
easat-5256	284	26	sustainable	sustainable	ADJ
easat-5256	284	27	development	development	NOUN
easat-5256	284	28	goals	goal	NOUN
easat-5256	284	29	perspective	perspective	VERB
easat-5256	284	30	:	:	PUNCT
easat-5256	284	31	a	a	DET
easat-5256	284	32	systematic	systematic	ADJ
easat-5256	284	33	literature	literature	NOUN
easat-5256	284	34	review	review	NOUN
easat-5256	284	35	,	,	PUNCT
easat-5256	284	36	"	"	PUNCT
easat-5256	284	37	journal	journal	NOUN
easat-5256	284	38	of	of	ADP
easat-5256	284	39	business	business	NOUN
easat-5256	284	40	research	research	NOUN
easat-5256	284	41	,	,	PUNCT
easat-5256	284	42	vol	vol	NOUN
easat-5256	284	43	.	.	PROPN
easat-5256	284	44	121	121	NUM
easat-5256	284	45	,	,	PUNCT
easat-5256	284	46	pp	pp	ADJ
easat-5256	284	47	.	.	PUNCT
easat-5256	285	1	283	283	NUM
easat-5256	285	2	-	-	SYM
easat-5256	285	3	314	314	NUM
easat-5256	285	4	,	,	PUNCT
easat-5256	285	5	2020	2020	NUM
easat-5256	285	6	.	.	PUNCT
easat-5256	286	1	https://doi.org/10.1016/j.jbusres.2020.08.019	https://doi.org/10.1016/j.jbusres.2020.08.019	PROPN
easat-5256	286	2	[	[	X
easat-5256	286	3	19	19	NUM
easat-5256	286	4	]	]	X
easat-5256	286	5	c.	c.	PROPN
easat-5256	286	6	dirican	dirican	PROPN
easat-5256	286	7	,	,	PUNCT
easat-5256	286	8	"	"	PUNCT
easat-5256	286	9	the	the	DET
easat-5256	286	10	impacts	impact	NOUN
easat-5256	286	11	of	of	ADP
easat-5256	286	12	robotics	robotic	NOUN
easat-5256	286	13	,	,	PUNCT
easat-5256	286	14	artificial	artificial	ADJ
easat-5256	286	15	intelligence	intelligence	NOUN
easat-5256	286	16	on	on	ADP
easat-5256	286	17	business	business	NOUN
easat-5256	286	18	and	and	CCONJ
easat-5256	286	19	economics	economic	NOUN
easat-5256	286	20	,	,	PUNCT
easat-5256	286	21	"	"	PUNCT
easat-5256	286	22	procedia	procedia	NOUN
easat-5256	286	23	-	-	PUNCT
easat-5256	286	24	social	social	ADJ
easat-5256	286	25	and	and	CCONJ
easat-5256	286	26	behavioral	behavioral	ADJ
easat-5256	286	27	sciences	science	NOUN
easat-5256	286	28	,	,	PUNCT
easat-5256	286	29	vol	vol	NOUN
easat-5256	286	30	.	.	PROPN
easat-5256	286	31	195	195	NUM
easat-5256	286	32	,	,	PUNCT
easat-5256	286	33	pp	pp	ADJ
easat-5256	286	34	.	.	PUNCT
easat-5256	287	1	564	564	NUM
easat-5256	287	2	-	-	SYM
easat-5256	287	3	573	573	NUM
easat-5256	287	4	,	,	PUNCT
easat-5256	287	5	2015	2015	NUM
easat-5256	287	6	.	.	PUNCT
easat-5256	288	1	[	[	X
easat-5256	288	2	20	20	NUM
easat-5256	288	3	]	]	PUNCT
easat-5256	288	4	s.	s.	PROPN
easat-5256	288	5	du	du	PROPN
easat-5256	288	6	and	and	CCONJ
easat-5256	288	7	c.	c.	PROPN
easat-5256	288	8	xie	xie	PROPN
easat-5256	288	9	,	,	PUNCT
easat-5256	288	10	"	"	PUNCT
easat-5256	288	11	paradoxes	paradox	NOUN
easat-5256	288	12	of	of	ADP
easat-5256	288	13	artificial	artificial	ADJ
easat-5256	288	14	intelligence	intelligence	NOUN
easat-5256	288	15	in	in	ADP
easat-5256	288	16	consumer	consumer	NOUN
easat-5256	288	17	markets	market	NOUN
easat-5256	288	18	:	:	PUNCT
easat-5256	288	19	ethical	ethical	ADJ
easat-5256	288	20	challenges	challenge	NOUN
easat-5256	288	21	and	and	CCONJ
easat-5256	288	22	opportunities	opportunity	NOUN
easat-5256	288	23	,	,	PUNCT
easat-5256	288	24	"	"	PUNCT
easat-5256	288	25	journal	journal	NOUN
easat-5256	288	26	of	of	ADP
easat-5256	288	27	business	business	NOUN
easat-5256	288	28	research	research	NOUN
easat-5256	288	29	,	,	PUNCT
easat-5256	288	30	vol	vol	NOUN
easat-5256	288	31	.	.	PROPN
easat-5256	288	32	129	129	NUM
easat-5256	288	33	,	,	PUNCT
easat-5256	288	34	pp	pp	ADJ
easat-5256	288	35	.	.	PUNCT
easat-5256	289	1	961	961	NUM
easat-5256	289	2	-	-	SYM
easat-5256	289	3	974	974	NUM
easat-5256	289	4	,	,	PUNCT
easat-5256	289	5	2021	2021	NUM
easat-5256	289	6	.	.	PUNCT
easat-5256	290	1	[	[	X
easat-5256	290	2	21	21	NUM
easat-5256	290	3	]	]	X
easat-5256	290	4	y.	y.	PROPN
easat-5256	290	5	k.	k.	PROPN
easat-5256	291	1	dwivedi	dwivedi	PROPN
easat-5256	291	2	et	et	PROPN
easat-5256	291	3	al	al	PROPN
easat-5256	291	4	.	.	PROPN
easat-5256	291	5	,	,	PUNCT
easat-5256	291	6	"	"	PUNCT
easat-5256	291	7	artificial	artificial	ADJ
easat-5256	291	8	intelligence	intelligence	NOUN
easat-5256	291	9	(	(	PUNCT
easat-5256	291	10	ai	ai	VERB
easat-5256	291	11	):	):	PUNCT
easat-5256	291	12	multidisciplinary	multidisciplinary	ADJ
easat-5256	291	13	perspectives	perspective	NOUN
easat-5256	291	14	on	on	ADP
easat-5256	291	15	emerging	emerge	VERB
easat-5256	291	16	challenges	challenge	NOUN
easat-5256	291	17	,	,	PUNCT
easat-5256	291	18	opportunities	opportunity	NOUN
easat-5256	291	19	,	,	PUNCT
easat-5256	291	20	and	and	CCONJ
easat-5256	291	21	agenda	agenda	NOUN
easat-5256	291	22	for	for	ADP
easat-5256	291	23	research	research	NOUN
easat-5256	291	24	,	,	PUNCT
easat-5256	291	25	practice	practice	NOUN
easat-5256	291	26	and	and	CCONJ
easat-5256	291	27	policy	policy	NOUN
easat-5256	291	28	,	,	PUNCT
easat-5256	291	29	"	"	PUNCT
easat-5256	291	30	international	international	ADJ
easat-5256	291	31	journal	journal	NOUN
easat-5256	291	32	of	of	ADP
easat-5256	291	33	information	information	NOUN
easat-5256	291	34	management	management	NOUN
easat-5256	291	35	,	,	PUNCT
easat-5256	291	36	vol	vol	NOUN
easat-5256	291	37	.	.	PROPN
easat-5256	291	38	57	57	NUM
easat-5256	291	39	,	,	PUNCT
easat-5256	291	40	p.	p.	NOUN
easat-5256	291	41	101994	101994	NUM
easat-5256	291	42	,	,	PUNCT
easat-5256	291	43	2021	2021	NUM
easat-5256	291	44	.	.	PUNCT
easat-5256	292	1	[	[	X
easat-5256	292	2	22	22	NUM
easat-5256	292	3	]	]	PUNCT
easat-5256	292	4	i.	i.	PROPN
easat-5256	292	5	m.	m.	PROPN
easat-5256	292	6	enholm	enholm	PROPN
easat-5256	292	7	,	,	PUNCT
easat-5256	292	8	e.	e.	PROPN
easat-5256	292	9	papagiannidis	papagiannidis	PROPN
easat-5256	292	10	,	,	PUNCT
easat-5256	292	11	p.	p.	NOUN
easat-5256	292	12	mikalef	mikalef	NOUN
easat-5256	292	13	,	,	PUNCT
easat-5256	292	14	and	and	CCONJ
easat-5256	292	15	j.	j.	PROPN
easat-5256	292	16	krogstie	krogstie	PROPN
easat-5256	292	17	,	,	PUNCT
easat-5256	292	18	"	"	PUNCT
easat-5256	292	19	artificial	artificial	ADJ
easat-5256	292	20	intelligence	intelligence	NOUN
easat-5256	292	21	and	and	CCONJ
easat-5256	292	22	business	business	NOUN
easat-5256	292	23	value	value	NOUN
easat-5256	292	24	:	:	PUNCT
easat-5256	292	25	a	a	DET
easat-5256	292	26	literature	literature	NOUN
easat-5256	292	27	review	review	NOUN
easat-5256	292	28	,	,	PUNCT
easat-5256	292	29	"	"	PUNCT
easat-5256	292	30	information	information	NOUN
easat-5256	292	31	systems	system	NOUN
easat-5256	292	32	frontiers	frontier	NOUN
easat-5256	292	33	,	,	PUNCT
easat-5256	292	34	vol	vol	NOUN
easat-5256	292	35	.	.	PROPN
easat-5256	292	36	24	24	NUM
easat-5256	292	37	,	,	PUNCT
easat-5256	292	38	no	no	INTJ
easat-5256	292	39	.	.	NOUN
easat-5256	292	40	5	5	NUM
easat-5256	292	41	,	,	PUNCT
easat-5256	292	42	pp	pp	ADJ
easat-5256	292	43	.	.	PUNCT
easat-5256	292	44	1709	1709	NUM
easat-5256	292	45	-	-	SYM
easat-5256	292	46	1734	1734	NUM
easat-5256	292	47	,	,	PUNCT
easat-5256	292	48	2022	2022	NUM
easat-5256	292	49	.	.	PUNCT
easat-5256	293	1	[	[	X
easat-5256	293	2	23	23	NUM
easat-5256	293	3	]	]	X
easat-5256	293	4	s.	s.	PROPN
easat-5256	293	5	finlay	finlay	PROPN
easat-5256	293	6	,	,	PUNCT
easat-5256	293	7	artificial	artificial	ADJ
easat-5256	293	8	intelligence	intelligence	NOUN
easat-5256	293	9	and	and	CCONJ
easat-5256	293	10	machine	machine	NOUN
easat-5256	293	11	learning	learning	NOUN
easat-5256	293	12	for	for	ADP
easat-5256	293	13	business	business	NOUN
easat-5256	293	14	:	:	PUNCT
easat-5256	293	15	a	a	DET
easat-5256	293	16	no	no	DET
easat-5256	293	17	-	-	PUNCT
easat-5256	293	18	nonsense	nonsense	NOUN
easat-5256	293	19	guide	guide	NOUN
easat-5256	293	20	to	to	ADP
easat-5256	293	21	data	datum	NOUN
easat-5256	293	22	driven	drive	VERB
easat-5256	293	23	technologies	technology	NOUN
easat-5256	293	24	.	.	PUNCT
easat-5256	294	1	2018	2018	NUM
easat-5256	294	2	.	.	PUNCT
easat-5256	295	1	[	[	X
easat-5256	295	2	24	24	NUM
easat-5256	295	3	]	]	PUNCT
easat-5256	295	4	k.	k.	PROPN
easat-5256	295	5	m.	m.	PROPN
easat-5256	295	6	getchell	getchell	PROPN
easat-5256	295	7	et	et	PROPN
easat-5256	295	8	al	al	PROPN
easat-5256	295	9	.	.	PROPN
easat-5256	295	10	,	,	PUNCT
easat-5256	295	11	"	"	PUNCT
easat-5256	295	12	artificial	artificial	ADJ
easat-5256	295	13	intelligence	intelligence	NOUN
easat-5256	295	14	in	in	ADP
easat-5256	295	15	business	business	NOUN
easat-5256	295	16	communication	communication	NOUN
easat-5256	295	17	:	:	PUNCT
easat-5256	295	18	the	the	DET
easat-5256	295	19	changing	change	VERB
easat-5256	295	20	landscape	landscape	NOUN
easat-5256	295	21	of	of	ADP
easat-5256	295	22	research	research	NOUN
easat-5256	295	23	and	and	CCONJ
easat-5256	295	24	teaching	teaching	NOUN
easat-5256	295	25	,	,	PUNCT
easat-5256	295	26	"	"	PUNCT
easat-5256	295	27	business	business	NOUN
easat-5256	295	28	and	and	CCONJ
easat-5256	295	29	professional	professional	ADJ
easat-5256	295	30	communication	communication	NOUN
easat-5256	295	31	quarterly	quarterly	ADV
easat-5256	295	32	,	,	PUNCT
easat-5256	295	33	vol	vol	NOUN
easat-5256	295	34	.	.	PROPN
easat-5256	295	35	85	85	NUM
easat-5256	295	36	,	,	PUNCT
easat-5256	295	37	no	no	INTJ
easat-5256	295	38	.	.	NOUN
easat-5256	295	39	1	1	NUM
easat-5256	295	40	,	,	PUNCT
easat-5256	295	41	pp	pp	ADJ
easat-5256	295	42	.	.	PUNCT
easat-5256	296	1	7	7	NUM
easat-5256	296	2	-	-	SYM
easat-5256	296	3	33	33	NUM
easat-5256	296	4	,	,	PUNCT
easat-5256	296	5	2022	2022	NUM
easat-5256	296	6	.	.	PUNCT
easat-5256	297	1	[	[	X
easat-5256	297	2	25	25	NUM
easat-5256	297	3	]	]	X
easat-5256	297	4	p.	p.	NOUN
easat-5256	297	5	gomes	gomes	PROPN
easat-5256	297	6	,	,	PUNCT
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easat-5256	297	9	,	,	PUNCT
easat-5256	297	10	f.	f.	PROPN
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easat-5256	297	12	,	,	PUNCT
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easat-5256	297	15	,	,	PUNCT
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easat-5256	297	17	b.	b.	PROPN
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easat-5256	297	20	and	and	CCONJ
easat-5256	297	21	b.	b.	PROPN
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easat-5256	297	23	,	,	PUNCT
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easat-5256	297	26	intelligence	intelligence	NOUN
easat-5256	297	27	-	-	PUNCT
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easat-5256	297	30	for	for	ADP
easat-5256	297	31	business	business	NOUN
easat-5256	297	32	processes	process	NOUN
easat-5256	297	33	:	:	PUNCT
easat-5256	297	34	a	a	DET
easat-5256	297	35	systematic	systematic	ADJ
easat-5256	297	36	literature	literature	NOUN
easat-5256	297	37	review	review	NOUN
easat-5256	297	38	,	,	PUNCT
easat-5256	297	39	"	"	PUNCT
easat-5256	297	40	applied	apply	VERB
easat-5256	297	41	sciences	science	NOUN
easat-5256	297	42	,	,	PUNCT
easat-5256	297	43	vol	vol	NOUN
easat-5256	297	44	.	.	PROPN
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easat-5256	297	46	,	,	PUNCT
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easat-5256	297	50	,	,	PUNCT
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easat-5256	297	53	,	,	PUNCT
easat-5256	297	54	2022	2022	NUM
easat-5256	297	55	.	.	PUNCT
easat-5256	298	1	[	[	X
easat-5256	298	2	26	26	NUM
easat-5256	298	3	]	]	PUNCT
easat-5256	298	4	v.	v.	ADP
easat-5256	298	5	gopalkrishnan	gopalkrishnan	PROPN
easat-5256	298	6	,	,	PUNCT
easat-5256	298	7	d.	d.	PROPN
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easat-5256	298	9	,	,	PUNCT
easat-5256	298	10	h.	h.	PROPN
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easat-5256	298	12	,	,	PUNCT
easat-5256	298	13	and	and	CCONJ
easat-5256	298	14	j.	j.	PROPN
easat-5256	298	15	guszcza	guszcza	PROPN
easat-5256	298	16	,	,	PUNCT
easat-5256	298	17	"	"	PUNCT
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easat-5256	298	20	,	,	PUNCT
easat-5256	298	21	big	big	ADJ
easat-5256	298	22	business	business	NOUN
easat-5256	298	23	:	:	PUNCT
easat-5256	298	24	bridging	bridge	VERB
easat-5256	298	25	the	the	DET
easat-5256	298	26	gap	gap	NOUN
easat-5256	298	27	,	,	PUNCT
easat-5256	298	28	"	"	PUNCT
easat-5256	298	29	in	in	ADP
easat-5256	298	30	in	in	ADP
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easat-5256	298	32	of	of	ADP
easat-5256	298	33	the	the	DET
easat-5256	298	34	1st	1st	ADJ
easat-5256	298	35	international	international	ADJ
easat-5256	298	36	workshop	workshop	NOUN
easat-5256	298	37	on	on	ADP
easat-5256	298	38	big	big	ADJ
easat-5256	298	39	data	datum	NOUN
easat-5256	298	40	,	,	PUNCT
easat-5256	298	41	streams	stream	NOUN
easat-5256	298	42	and	and	CCONJ
easat-5256	298	43	heterogeneous	heterogeneous	ADJ
easat-5256	298	44	source	source	NOUN
easat-5256	298	45	mining	mining	NOUN
easat-5256	298	46	:	:	PUNCT
easat-5256	298	47	algorithms	algorithm	NOUN
easat-5256	298	48	,	,	PUNCT
easat-5256	298	49	systems	system	NOUN
easat-5256	298	50	,	,	PUNCT
easat-5256	298	51	programming	programming	NOUN
easat-5256	298	52	models	model	NOUN
easat-5256	298	53	and	and	CCONJ
easat-5256	298	54	applications	application	NOUN
easat-5256	298	55	(	(	PUNCT
easat-5256	298	56	pp	pp	ADJ
easat-5256	298	57	.	.	PUNCT
easat-5256	299	1	7	7	NUM
easat-5256	299	2	-	-	SYM
easat-5256	299	3	11	11	NUM
easat-5256	299	4	)	)	PUNCT
easat-5256	299	5	,	,	PUNCT
easat-5256	299	6	2012	2012	NUM
easat-5256	299	7	.	.	PUNCT
easat-5256	300	1	[	[	X
easat-5256	300	2	27	27	NUM
easat-5256	300	3	]	]	PUNCT
easat-5256	300	4	m.	m.	NOUN
easat-5256	300	5	hamzehi	hamzehi	PROPN
easat-5256	300	6	and	and	CCONJ
easat-5256	300	7	s.	s.	PROPN
easat-5256	300	8	hosseini	hosseini	PROPN
easat-5256	300	9	,	,	PUNCT
easat-5256	300	10	"	"	PUNCT
easat-5256	300	11	business	business	NOUN
easat-5256	300	12	intelligence	intelligence	NOUN
easat-5256	300	13	using	use	VERB
easat-5256	300	14	machine	machine	NOUN
easat-5256	300	15	learning	learning	NOUN
easat-5256	300	16	algorithms	algorithm	NOUN
easat-5256	300	17	,	,	PUNCT
easat-5256	300	18	"	"	PUNCT
easat-5256	300	19	multimedia	multimedia	NOUN
easat-5256	300	20	tools	tool	NOUN
easat-5256	300	21	and	and	CCONJ
easat-5256	300	22	applications	application	NOUN
easat-5256	300	23	,	,	PUNCT
easat-5256	300	24	vol	vol	NOUN
easat-5256	300	25	.	.	PROPN
easat-5256	300	26	81	81	NUM
easat-5256	300	27	,	,	PUNCT
easat-5256	300	28	no	no	INTJ
easat-5256	300	29	.	.	NOUN
easat-5256	300	30	23	23	NUM
easat-5256	300	31	,	,	PUNCT
easat-5256	300	32	pp	pp	ADJ
easat-5256	300	33	.	.	PUNCT
easat-5256	301	1	33233	33233	NUM
easat-5256	301	2	-	-	SYM
easat-5256	301	3	33251	33251	NUM
easat-5256	301	4	,	,	PUNCT
easat-5256	301	5	2022	2022	NUM
easat-5256	301	6	.	.	PUNCT
easat-5256	302	1	[	[	X
easat-5256	302	2	28	28	NUM
easat-5256	302	3	]	]	PUNCT
easat-5256	302	4	j.	j.	PROPN
easat-5256	302	5	howard	howard	PROPN
easat-5256	302	6	,	,	PUNCT
easat-5256	302	7	"	"	PUNCT
easat-5256	302	8	the	the	DET
easat-5256	302	9	business	business	NOUN
easat-5256	302	10	impact	impact	NOUN
easat-5256	302	11	of	of	ADP
easat-5256	302	12	deep	deep	ADJ
easat-5256	302	13	learning	learning	NOUN
easat-5256	302	14	,	,	PUNCT
easat-5256	302	15	"	"	PUNCT
easat-5256	302	16	in	in	ADP
easat-5256	302	17	in	in	ADP
easat-5256	302	18	proceedings	proceeding	NOUN
easat-5256	302	19	of	of	ADP
easat-5256	302	20	the	the	DET
easat-5256	302	21	19th	19th	ADJ
easat-5256	302	22	acm	acm	PROPN
easat-5256	302	23	sigkdd	sigkdd	NOUN
easat-5256	302	24	international	international	ADJ
easat-5256	302	25	conference	conference	NOUN
easat-5256	302	26	on	on	ADP
easat-5256	302	27	knowledge	knowledge	NOUN
easat-5256	302	28	discovery	discovery	PROPN
easat-5256	302	29	and	and	CCONJ
easat-5256	302	30	data	datum	NOUN
easat-5256	302	31	mining	mining	NOUN
easat-5256	302	32	(	(	PUNCT
easat-5256	302	33	pp	pp	ADJ
easat-5256	302	34	.	.	PUNCT
easat-5256	302	35	1135	1135	NUM
easat-5256	302	36	-	-	SYM
easat-5256	302	37	1135	1135	NUM
easat-5256	302	38	)	)	PUNCT
easat-5256	302	39	,	,	PUNCT
easat-5256	302	40	2013	2013	NUM
easat-5256	302	41	.	.	PUNCT
easat-5256	303	1	[	[	X
easat-5256	303	2	29	29	NUM
easat-5256	303	3	]	]	X
easat-5256	303	4	v.	v.	ADP
easat-5256	303	5	jain	jain	PROPN
easat-5256	303	6	,	,	PUNCT
easat-5256	303	7	"	"	PUNCT
easat-5256	303	8	an	an	DET
easat-5256	303	9	impact	impact	NOUN
easat-5256	303	10	of	of	ADP
easat-5256	303	11	artificial	artificial	ADJ
easat-5256	303	12	intelligence	intelligence	NOUN
easat-5256	303	13	on	on	ADP
easat-5256	303	14	business	business	NOUN
easat-5256	303	15	,	,	PUNCT
easat-5256	303	16	"	"	PUNCT
easat-5256	303	17	international	international	ADJ
easat-5256	303	18	journal	journal	NOUN
easat-5256	303	19	of	of	ADP
easat-5256	303	20	research	research	NOUN
easat-5256	303	21	and	and	CCONJ
easat-5256	303	22	analytical	analytical	ADJ
easat-5256	303	23	reviews	review	NOUN
easat-5256	303	24	,	,	PUNCT
easat-5256	303	25	vol	vol	NOUN
easat-5256	303	26	.	.	PROPN
easat-5256	303	27	6	6	NUM
easat-5256	303	28	,	,	PUNCT
easat-5256	303	29	no	no	INTJ
easat-5256	303	30	.	.	NOUN
easat-5256	303	31	2	2	NUM
easat-5256	303	32	,	,	PUNCT
easat-5256	303	33	pp	pp	ADJ
easat-5256	303	34	.	.	PUNCT
easat-5256	303	35	302	302	NUM
easat-5256	303	36	-	-	SYM
easat-5256	303	37	308	308	NUM
easat-5256	303	38	,	,	PUNCT
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easat-5256	303	40	.	.	PUNCT
easat-5256	304	1	[	[	X
easat-5256	304	2	30	30	NUM
easat-5256	304	3	]	]	X
easat-5256	304	4	w.	w.	PROPN
easat-5256	304	5	a.	a.	PROPN
easat-5256	304	6	khan	khan	PROPN
easat-5256	304	7	,	,	PUNCT
easat-5256	304	8	s.	s.	PROPN
easat-5256	304	9	h.	h.	PROPN
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easat-5256	304	11	,	,	PUNCT
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easat-5256	304	13	u.	u.	PROPN
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easat-5256	304	27	part	part	NOUN
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easat-5256	304	33	algorithms	algorithm	NOUN
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easat-5256	304	35	applications	application	NOUN
easat-5256	304	36	,	,	PUNCT
easat-5256	304	37	"	"	PUNCT
easat-5256	304	38	industrial	industrial	ADJ
easat-5256	304	39	management	management	NOUN
easat-5256	304	40	&	&	CCONJ
easat-5256	304	41	data	datum	NOUN
easat-5256	304	42	systems	system	NOUN
easat-5256	304	43	,	,	PUNCT
easat-5256	304	44	vol	vol	NOUN
easat-5256	304	45	.	.	PROPN
easat-5256	305	1	120	120	NUM
easat-5256	305	2	,	,	PUNCT
easat-5256	305	3	no	no	INTJ
easat-5256	305	4	.	.	NOUN
easat-5256	305	5	1	1	NUM
easat-5256	305	6	,	,	PUNCT
easat-5256	305	7	pp	pp	ADJ
easat-5256	305	8	.	.	PUNCT
easat-5256	305	9	164	164	NUM
easat-5256	305	10	-	-	SYM
easat-5256	305	11	195	195	NUM
easat-5256	305	12	,	,	PUNCT
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easat-5256	305	14	.	.	PUNCT
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easat-5256	307	17	issn	issn	PROPN
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easat-5256	307	19	2576	2576	NUM
easat-5256	307	20	-	-	SYM
easat-5256	307	21	8484	8484	NUM
easat-5256	307	22	vol	vol	NOUN
easat-5256	307	23	.	.	PROPN
easat-5256	308	1	9	9	NUM
easat-5256	308	2	,	,	PUNCT
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easat-5256	309	1	3	3	NUM
easat-5256	309	2	:	:	PUNCT
easat-5256	309	3	584	584	NUM
easat-5256	309	4	-	-	SYM
easat-5256	309	5	598	598	NUM
easat-5256	309	6	,	,	PUNCT
easat-5256	309	7	2025	2025	NUM
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easat-5256	309	9	:	:	PUNCT
easat-5256	309	10	10.55214/25768484.v9i3.5256	10.55214/25768484.v9i3.5256	NUM
easat-5256	309	11	©	©	PROPN
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easat-5256	310	4	f.	f.	PROPN
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easat-5256	310	9	,	,	PUNCT
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easat-5256	310	13	and	and	CCONJ
easat-5256	310	14	business	business	NOUN
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easat-5256	310	18	transformation	transformation	NOUN
easat-5256	310	19	:	:	PUNCT
easat-5256	310	20	a	a	DET
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easat-5256	310	27	vol	vol	NOUN
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easat-5256	310	29	13	13	NUM
easat-5256	310	30	,	,	PUNCT
easat-5256	310	31	no	no	INTJ
easat-5256	310	32	.	.	NOUN
easat-5256	310	33	4	4	NUM
easat-5256	310	34	,	,	PUNCT
easat-5256	310	35	p.	p.	NOUN
easat-5256	310	36	2025	2025	NUM
easat-5256	310	37	,	,	PUNCT
easat-5256	310	38	2021	2021	NUM
easat-5256	310	39	.	.	PUNCT
easat-5256	311	1	[	[	X
easat-5256	311	2	32	32	NUM
easat-5256	311	3	]	]	PUNCT
easat-5256	311	4	m.	m.	PROPN
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easat-5256	311	7	s.	s.	PROPN
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easat-5256	311	9	,	,	PUNCT
easat-5256	311	10	and	and	CCONJ
easat-5256	311	11	a.	a.	NOUN
easat-5256	311	12	oztekin	oztekin	NOUN
easat-5256	311	13	,	,	PUNCT
easat-5256	311	14	"	"	PUNCT
easat-5256	311	15	deep	deep	ADJ
easat-5256	311	16	learning	learning	NOUN
easat-5256	311	17	in	in	ADP
easat-5256	311	18	business	business	NOUN
easat-5256	311	19	analytics	analytic	NOUN
easat-5256	311	20	and	and	CCONJ
easat-5256	311	21	operations	operation	NOUN
easat-5256	311	22	research	research	NOUN
easat-5256	311	23	:	:	PUNCT
easat-5256	311	24	models	model	NOUN
easat-5256	311	25	,	,	PUNCT
easat-5256	311	26	applications	application	NOUN
easat-5256	311	27	and	and	CCONJ
easat-5256	311	28	managerial	managerial	ADJ
easat-5256	311	29	implications	implication	NOUN
easat-5256	311	30	,	,	PUNCT
easat-5256	311	31	"	"	PUNCT
easat-5256	311	32	european	european	ADJ
easat-5256	311	33	journal	journal	PROPN
easat-5256	311	34	of	of	ADP
easat-5256	311	35	operational	operational	ADJ
easat-5256	311	36	research	research	NOUN
easat-5256	311	37	,	,	PUNCT
easat-5256	311	38	vol	vol	NOUN
easat-5256	311	39	.	.	PROPN
easat-5256	311	40	281	281	NUM
easat-5256	311	41	,	,	PUNCT
easat-5256	311	42	no	no	INTJ
easat-5256	311	43	.	.	NOUN
easat-5256	311	44	3	3	NUM
easat-5256	311	45	,	,	PUNCT
easat-5256	311	46	pp	pp	ADJ
easat-5256	311	47	.	.	PUNCT
easat-5256	311	48	628	628	NUM
easat-5256	311	49	-	-	SYM
easat-5256	311	50	641	641	NUM
easat-5256	311	51	,	,	PUNCT
easat-5256	311	52	2020	2020	NUM
easat-5256	311	53	.	.	PUNCT
easat-5256	312	1	[	[	X
easat-5256	312	2	33	33	NUM
easat-5256	312	3	]	]	PUNCT
easat-5256	312	4	w.	w.	PROPN
easat-5256	312	5	kratsch	kratsch	PROPN
easat-5256	312	6	,	,	PUNCT
easat-5256	312	7	j.	j.	PROPN
easat-5256	312	8	manderscheid	manderscheid	PROPN
easat-5256	312	9	,	,	PUNCT
easat-5256	312	10	m.	m.	NOUN
easat-5256	312	11	röglinger	röglinger	NOUN
easat-5256	312	12	,	,	PUNCT
easat-5256	312	13	and	and	CCONJ
easat-5256	312	14	j.	j.	PROPN
easat-5256	312	15	seyfried	seyfried	PROPN
easat-5256	312	16	,	,	PUNCT
easat-5256	312	17	"	"	PUNCT
easat-5256	312	18	machine	machine	NOUN
easat-5256	312	19	learning	learning	NOUN
easat-5256	312	20	in	in	ADP
easat-5256	312	21	business	business	NOUN
easat-5256	312	22	process	process	NOUN
easat-5256	312	23	monitoring	monitor	VERB
easat-5256	312	24	:	:	PUNCT
easat-5256	312	25	a	a	DET
easat-5256	312	26	comparison	comparison	NOUN
easat-5256	312	27	of	of	ADP
easat-5256	312	28	deep	deep	ADJ
easat-5256	312	29	learning	learning	NOUN
easat-5256	312	30	and	and	CCONJ
easat-5256	312	31	classical	classical	ADJ
easat-5256	312	32	approaches	approach	NOUN
easat-5256	312	33	used	use	VERB
easat-5256	312	34	for	for	ADP
easat-5256	312	35	outcome	outcome	NOUN
easat-5256	312	36	prediction	prediction	NOUN
easat-5256	312	37	,	,	PUNCT
easat-5256	312	38	"	"	PUNCT
easat-5256	312	39	business	business	NOUN
easat-5256	312	40	&	&	CCONJ
easat-5256	312	41	information	information	NOUN
easat-5256	312	42	systems	system	NOUN
easat-5256	312	43	engineering	engineering	NOUN
easat-5256	312	44	,	,	PUNCT
easat-5256	312	45	vol	vol	NOUN
easat-5256	312	46	.	.	PROPN
easat-5256	312	47	63	63	NUM
easat-5256	312	48	,	,	PUNCT
easat-5256	312	49	pp	pp	ADJ
easat-5256	312	50	.	.	PUNCT
easat-5256	313	1	261	261	NUM
easat-5256	313	2	-	-	SYM
easat-5256	313	3	276	276	NUM
easat-5256	313	4	,	,	PUNCT
easat-5256	313	5	2021	2021	NUM
easat-5256	313	6	.	.	PUNCT
easat-5256	314	1	[	[	X
easat-5256	314	2	34	34	NUM
easat-5256	314	3	]	]	X
easat-5256	314	4	o.	o.	PROPN
easat-5256	314	5	v.	v.	ADP
easat-5256	314	6	kubatko	kubatko	PROPN
easat-5256	314	7	,	,	PUNCT
easat-5256	314	8	s.	s.	PROPN
easat-5256	314	9	c.	c.	PROPN
easat-5256	314	10	ozims	ozims	PROPN
easat-5256	314	11	,	,	PUNCT
easat-5256	314	12	and	and	CCONJ
easat-5256	314	13	v.	v.	ADP
easat-5256	314	14	i.	i.	PROPN
easat-5256	314	15	voronenko	voronenko	PROPN
easat-5256	314	16	,	,	PUNCT
easat-5256	314	17	"	"	PUNCT
easat-5256	314	18	influence	influence	NOUN
easat-5256	314	19	of	of	ADP
easat-5256	314	20	artificial	artificial	ADJ
easat-5256	314	21	intelligence	intelligence	NOUN
easat-5256	314	22	on	on	ADP
easat-5256	314	23	business	business	NOUN
easat-5256	314	24	decision	decision	NOUN
easat-5256	314	25	-	-	PUNCT
easat-5256	314	26	making	making	NOUN
easat-5256	314	27	,	,	PUNCT
easat-5256	314	28	"	"	PUNCT
easat-5256	314	29	2024	2024	NUM
easat-5256	314	30	.	.	PUNCT
easat-5256	315	1	[	[	X
easat-5256	315	2	35	35	NUM
easat-5256	315	3	]	]	PUNCT
easat-5256	315	4	k.	k.	PROPN
easat-5256	315	5	r.	r.	PROPN
easat-5256	315	6	larsen	larsen	PROPN
easat-5256	315	7	and	and	CCONJ
easat-5256	315	8	d.	d.	PROPN
easat-5256	315	9	s.	s.	PROPN
easat-5256	315	10	becker	becker	PROPN
easat-5256	315	11	,	,	PUNCT
easat-5256	315	12	automated	automate	VERB
easat-5256	315	13	machine	machine	NOUN
easat-5256	315	14	learning	learning	NOUN
easat-5256	315	15	for	for	ADP
easat-5256	315	16	business	business	NOUN
easat-5256	315	17	.	.	PUNCT
easat-5256	316	1	oxford	oxford	PROPN
easat-5256	316	2	,	,	PUNCT
easat-5256	316	3	uk	uk	PROPN
easat-5256	316	4	:	:	PUNCT
easat-5256	316	5	oxford	oxford	PROPN
easat-5256	316	6	university	university	PROPN
easat-5256	316	7	press	press	NOUN
easat-5256	316	8	,	,	PUNCT
easat-5256	316	9	2021	2021	NUM
easat-5256	316	10	.	.	PUNCT
easat-5256	317	1	[	[	X
easat-5256	317	2	36	36	NUM
easat-5256	317	3	]	]	X
easat-5256	317	4	j.	j.	PROPN
easat-5256	317	5	lee	lee	PROPN
easat-5256	317	6	,	,	PUNCT
easat-5256	317	7	t.	t.	PROPN
easat-5256	317	8	suh	suh	PROPN
easat-5256	317	9	,	,	PUNCT
easat-5256	317	10	d.	d.	PROPN
easat-5256	317	11	roy	roy	PROPN
easat-5256	317	12	,	,	PUNCT
easat-5256	317	13	and	and	CCONJ
easat-5256	317	14	m.	m.	PROPN
easat-5256	317	15	baucus	baucus	PROPN
easat-5256	317	16	,	,	PUNCT
easat-5256	317	17	"	"	PUNCT
easat-5256	317	18	emerging	emerge	VERB
easat-5256	317	19	technology	technology	NOUN
easat-5256	317	20	and	and	CCONJ
easat-5256	317	21	business	business	NOUN
easat-5256	317	22	model	model	NOUN
easat-5256	317	23	innovation	innovation	NOUN
easat-5256	317	24	:	:	PUNCT
easat-5256	317	25	the	the	DET
easat-5256	317	26	case	case	NOUN
easat-5256	317	27	of	of	ADP
easat-5256	317	28	artificial	artificial	ADJ
easat-5256	317	29	intelligence	intelligence	NOUN
easat-5256	317	30	,	,	PUNCT
easat-5256	317	31	"	"	PUNCT
easat-5256	317	32	journal	journal	NOUN
easat-5256	317	33	of	of	ADP
easat-5256	317	34	open	open	ADJ
easat-5256	317	35	innovation	innovation	NOUN
easat-5256	317	36	:	:	PUNCT
easat-5256	317	37	technology	technology	NOUN
easat-5256	317	38	,	,	PUNCT
easat-5256	317	39	market	market	NOUN
easat-5256	317	40	,	,	PUNCT
easat-5256	317	41	and	and	CCONJ
easat-5256	317	42	complexity	complexity	NOUN
easat-5256	317	43	,	,	PUNCT
easat-5256	317	44	vol	vol	NOUN
easat-5256	317	45	.	.	PROPN
easat-5256	317	46	5	5	NUM
easat-5256	317	47	,	,	PUNCT
easat-5256	317	48	no	no	INTJ
easat-5256	317	49	.	.	NOUN
easat-5256	317	50	3	3	NUM
easat-5256	317	51	,	,	PUNCT
easat-5256	317	52	p.	p.	NOUN
easat-5256	317	53	44	44	NUM
easat-5256	317	54	,	,	PUNCT
easat-5256	317	55	2019	2019	NUM
easat-5256	317	56	.	.	PUNCT
easat-5256	318	1	[	[	X
easat-5256	318	2	37	37	NUM
easat-5256	318	3	]	]	PUNCT
easat-5256	318	4	p.	p.	NOUN
easat-5256	318	5	lin	lin	PROPN
easat-5256	318	6	and	and	CCONJ
easat-5256	318	7	t.	t.	PROPN
easat-5256	318	8	hazelbaker	hazelbaker	PROPN
easat-5256	318	9	,	,	PUNCT
easat-5256	318	10	"	"	PUNCT
easat-5256	318	11	meeting	meet	VERB
easat-5256	318	12	the	the	DET
easat-5256	318	13	challenge	challenge	NOUN
easat-5256	318	14	of	of	ADP
easat-5256	318	15	artificial	artificial	ADJ
easat-5256	318	16	intelligence	intelligence	NOUN
easat-5256	318	17	:	:	PUNCT
easat-5256	318	18	what	what	PRON
easat-5256	318	19	cpas	cpa	NOUN
easat-5256	318	20	need	need	VERB
easat-5256	318	21	to	to	PART
easat-5256	318	22	know	know	VERB
easat-5256	318	23	,	,	PUNCT
easat-5256	318	24	"	"	PUNCT
easat-5256	318	25	the	the	DET
easat-5256	318	26	cpa	cpa	PROPN
easat-5256	318	27	journal	journal	NOUN
easat-5256	318	28	,	,	PUNCT
easat-5256	318	29	vol	vol	NOUN
easat-5256	318	30	.	.	PROPN
easat-5256	318	31	89	89	NUM
easat-5256	318	32	,	,	PUNCT
easat-5256	318	33	no	no	INTJ
easat-5256	318	34	.	.	NOUN
easat-5256	318	35	6	6	NUM
easat-5256	318	36	,	,	PUNCT
easat-5256	318	37	pp	pp	ADJ
easat-5256	318	38	.	.	PUNCT
easat-5256	319	1	48	48	NUM
easat-5256	319	2	-	-	SYM
easat-5256	319	3	52	52	NUM
easat-5256	319	4	,	,	PUNCT
easat-5256	319	5	2019	2019	NUM
easat-5256	319	6	.	.	PUNCT
easat-5256	320	1	[	[	X
easat-5256	320	2	38	38	NUM
easat-5256	320	3	]	]	PUNCT
easat-5256	320	4	s.	s.	PROPN
easat-5256	320	5	m.	m.	PROPN
easat-5256	320	6	c.	c.	PROPN
easat-5256	320	7	loureiro	loureiro	PROPN
easat-5256	320	8	,	,	PUNCT
easat-5256	320	9	j.	j.	PROPN
easat-5256	320	10	guerreiro	guerreiro	PROPN
easat-5256	320	11	,	,	PUNCT
easat-5256	320	12	and	and	CCONJ
easat-5256	320	13	i.	i.	PROPN
easat-5256	320	14	tussyadiah	tussyadiah	PROPN
easat-5256	320	15	,	,	PUNCT
easat-5256	320	16	"	"	PUNCT
easat-5256	320	17	artificial	artificial	ADJ
easat-5256	320	18	intelligence	intelligence	NOUN
easat-5256	320	19	in	in	ADP
easat-5256	320	20	business	business	NOUN
easat-5256	320	21	:	:	PUNCT
easat-5256	320	22	state	state	NOUN
easat-5256	320	23	of	of	ADP
easat-5256	320	24	the	the	DET
easat-5256	320	25	art	art	NOUN
easat-5256	320	26	and	and	CCONJ
easat-5256	320	27	future	future	ADJ
easat-5256	320	28	research	research	NOUN
easat-5256	320	29	agenda	agenda	NOUN
easat-5256	320	30	,	,	PUNCT
easat-5256	320	31	"	"	PUNCT
easat-5256	320	32	journal	journal	NOUN
easat-5256	320	33	of	of	ADP
easat-5256	320	34	business	business	NOUN
easat-5256	320	35	research	research	NOUN
easat-5256	320	36	,	,	PUNCT
easat-5256	320	37	vol	vol	NOUN
easat-5256	320	38	.	.	PROPN
easat-5256	320	39	129	129	NUM
easat-5256	320	40	,	,	PUNCT
easat-5256	320	41	pp	pp	ADJ
easat-5256	320	42	.	.	PUNCT
easat-5256	321	1	911	911	NUM
easat-5256	321	2	-	-	SYM
easat-5256	321	3	926	926	NUM
easat-5256	321	4	,	,	PUNCT
easat-5256	321	5	2021	2021	NUM
easat-5256	321	6	.	.	PUNCT
easat-5256	322	1	[	[	X
easat-5256	322	2	39	39	NUM
easat-5256	322	3	]	]	PUNCT
easat-5256	322	4	n.	n.	NOUN
easat-5256	322	5	mehdiyev	mehdiyev	PROPN
easat-5256	322	6	,	,	PUNCT
easat-5256	322	7	j.	j.	PROPN
easat-5256	322	8	evermann	evermann	PROPN
easat-5256	322	9	,	,	PUNCT
easat-5256	322	10	and	and	CCONJ
easat-5256	322	11	p.	p.	NOUN
easat-5256	322	12	fettke	fettke	NOUN
easat-5256	322	13	,	,	PUNCT
easat-5256	322	14	"	"	PUNCT
easat-5256	322	15	a	a	DET
easat-5256	322	16	novel	novel	ADJ
easat-5256	322	17	business	business	NOUN
easat-5256	322	18	process	process	NOUN
easat-5256	322	19	prediction	prediction	NOUN
easat-5256	322	20	model	model	NOUN
easat-5256	322	21	using	use	VERB
easat-5256	322	22	a	a	DET
easat-5256	322	23	deep	deep	ADJ
easat-5256	322	24	learning	learning	NOUN
easat-5256	322	25	method	method	NOUN
easat-5256	322	26	,	,	PUNCT
easat-5256	322	27	"	"	PUNCT
easat-5256	322	28	business	business	NOUN
easat-5256	322	29	&	&	CCONJ
easat-5256	322	30	information	information	NOUN
easat-5256	322	31	systems	system	NOUN
easat-5256	322	32	engineering	engineering	NOUN
easat-5256	322	33	,	,	PUNCT
easat-5256	322	34	vol	vol	NOUN
easat-5256	322	35	.	.	PROPN
easat-5256	322	36	62	62	NUM
easat-5256	322	37	,	,	PUNCT
easat-5256	322	38	pp	pp	ADJ
easat-5256	322	39	.	.	PUNCT
easat-5256	323	1	143	143	NUM
easat-5256	323	2	-	-	SYM
easat-5256	323	3	157	157	NUM
easat-5256	323	4	,	,	PUNCT
easat-5256	323	5	2020	2020	NUM
easat-5256	323	6	.	.	PUNCT
easat-5256	324	1	[	[	X
easat-5256	324	2	40	40	NUM
easat-5256	324	3	]	]	PUNCT
easat-5256	324	4	j.	j.	PROPN
easat-5256	324	5	mori	mori	PROPN
easat-5256	324	6	,	,	PUNCT
easat-5256	324	7	y.	y.	PROPN
easat-5256	324	8	kajikawa	kajikawa	PROPN
easat-5256	324	9	,	,	PUNCT
easat-5256	324	10	h.	h.	PROPN
easat-5256	324	11	kashima	kashima	PROPN
easat-5256	324	12	,	,	PUNCT
easat-5256	324	13	and	and	CCONJ
easat-5256	324	14	i.	i.	PROPN
easat-5256	324	15	sakata	sakata	PROPN
easat-5256	324	16	,	,	PUNCT
easat-5256	324	17	"	"	PUNCT
easat-5256	324	18	machine	machine	NOUN
easat-5256	324	19	learning	learn	VERB
easat-5256	324	20	approach	approach	NOUN
easat-5256	324	21	for	for	ADP
easat-5256	324	22	finding	find	VERB
easat-5256	324	23	business	business	NOUN
easat-5256	324	24	partners	partner	NOUN
easat-5256	324	25	and	and	CCONJ
easat-5256	324	26	building	build	VERB
easat-5256	324	27	reciprocal	reciprocal	ADJ
easat-5256	324	28	relationships	relationship	NOUN
easat-5256	324	29	,	,	PUNCT
easat-5256	324	30	"	"	PUNCT
easat-5256	324	31	expert	expert	NOUN
easat-5256	324	32	systems	system	NOUN
easat-5256	324	33	with	with	ADP
easat-5256	324	34	applications	application	NOUN
easat-5256	324	35	,	,	PUNCT
easat-5256	324	36	vol	vol	NOUN
easat-5256	324	37	.	.	PROPN
easat-5256	324	38	39	39	NUM
easat-5256	324	39	,	,	PUNCT
easat-5256	324	40	no	no	INTJ
easat-5256	324	41	.	.	NOUN
easat-5256	324	42	12	12	NUM
easat-5256	324	43	,	,	PUNCT
easat-5256	324	44	pp	pp	ADJ
easat-5256	324	45	.	.	PUNCT
easat-5256	324	46	10402	10402	NUM
easat-5256	324	47	-	-	SYM
easat-5256	324	48	10407	10407	NUM
easat-5256	324	49	,	,	PUNCT
easat-5256	324	50	2012	2012	NUM
easat-5256	324	51	.	.	PUNCT
easat-5256	325	1	[	[	X
easat-5256	325	2	41	41	NUM
easat-5256	325	3	]	]	PUNCT
easat-5256	325	4	q.	q.	PROPN
easat-5256	325	5	n.	n.	PROPN
easat-5256	325	6	nguyen	nguyen	PROPN
easat-5256	325	7	,	,	PUNCT
easat-5256	325	8	a.	a.	NOUN
easat-5256	325	9	sidorova	sidorova	PROPN
easat-5256	325	10	,	,	PUNCT
easat-5256	325	11	and	and	CCONJ
easat-5256	325	12	r.	r.	PROPN
easat-5256	325	13	torres	torres	PROPN
easat-5256	325	14	,	,	PUNCT
easat-5256	325	15	"	"	PUNCT
easat-5256	325	16	artificial	artificial	ADJ
easat-5256	325	17	intelligence	intelligence	NOUN
easat-5256	325	18	in	in	ADP
easat-5256	325	19	business	business	NOUN
easat-5256	325	20	:	:	PUNCT
easat-5256	325	21	a	a	DET
easat-5256	325	22	literature	literature	NOUN
easat-5256	325	23	review	review	NOUN
easat-5256	325	24	and	and	CCONJ
easat-5256	325	25	research	research	NOUN
easat-5256	325	26	agenda	agenda	NOUN
easat-5256	325	27	,	,	PUNCT
easat-5256	325	28	"	"	PUNCT
easat-5256	325	29	communications	communication	NOUN
easat-5256	325	30	of	of	ADP
easat-5256	325	31	the	the	DET
easat-5256	325	32	association	association	NOUN
easat-5256	325	33	for	for	ADP
easat-5256	325	34	information	information	NOUN
easat-5256	325	35	systems	system	NOUN
easat-5256	325	36	,	,	PUNCT
easat-5256	325	37	vol	vol	NOUN
easat-5256	325	38	.	.	PROPN
easat-5256	326	1	50	50	NUM
easat-5256	326	2	,	,	PUNCT
easat-5256	326	3	no	no	INTJ
easat-5256	326	4	.	.	NOUN
easat-5256	326	5	1	1	NUM
easat-5256	326	6	,	,	PUNCT
easat-5256	326	7	p.	p.	NOUN
easat-5256	326	8	7	7	NUM
easat-5256	326	9	,	,	PUNCT
easat-5256	326	10	2022	2022	NUM
easat-5256	326	11	.	.	PUNCT
easat-5256	327	1	[	[	X
easat-5256	327	2	42	42	NUM
easat-5256	327	3	]	]	PUNCT
easat-5256	327	4	r.	r.	PROPN
easat-5256	327	5	nishant	nishant	PROPN
easat-5256	327	6	,	,	PUNCT
easat-5256	327	7	m.	m.	PROPN
easat-5256	327	8	kennedy	kennedy	PROPN
easat-5256	327	9	,	,	PUNCT
easat-5256	327	10	and	and	CCONJ
easat-5256	327	11	j.	j.	PROPN
easat-5256	327	12	corbett	corbett	PROPN
easat-5256	327	13	,	,	PUNCT
easat-5256	327	14	"	"	PUNCT
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easat-5256	327	16	intelligence	intelligence	NOUN
easat-5256	327	17	for	for	ADP
easat-5256	327	18	sustainability	sustainability	NOUN
easat-5256	327	19	:	:	PUNCT
easat-5256	327	20	challenges	challenge	NOUN
easat-5256	327	21	,	,	PUNCT
easat-5256	327	22	opportunities	opportunity	NOUN
easat-5256	327	23	,	,	PUNCT
easat-5256	327	24	and	and	CCONJ
easat-5256	327	25	a	a	DET
easat-5256	327	26	research	research	NOUN
easat-5256	327	27	agenda	agenda	NOUN
easat-5256	327	28	,	,	PUNCT
easat-5256	327	29	"	"	PUNCT
easat-5256	327	30	international	international	ADJ
easat-5256	327	31	journal	journal	NOUN
easat-5256	327	32	of	of	ADP
easat-5256	327	33	information	information	NOUN
easat-5256	327	34	management	management	NOUN
easat-5256	327	35	,	,	PUNCT
easat-5256	327	36	vol	vol	NOUN
easat-5256	327	37	.	.	PROPN
easat-5256	327	38	53	53	NUM
easat-5256	327	39	,	,	PUNCT
easat-5256	327	40	p.	p.	NOUN
easat-5256	327	41	102104	102104	NUM
easat-5256	327	42	,	,	PUNCT
easat-5256	327	43	2020	2020	NUM
easat-5256	327	44	.	.	PUNCT
easat-5256	328	1	[	[	X
easat-5256	328	2	43	43	NUM
easat-5256	328	3	]	]	X
easat-5256	328	4	h.	h.	PROPN
easat-5256	328	5	pallathadka	pallathadka	PROPN
easat-5256	328	6	,	,	PUNCT
easat-5256	328	7	e.	e.	PROPN
easat-5256	328	8	h.	h.	PROPN
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easat-5256	328	10	-	-	PUNCT
easat-5256	328	11	asis	asis	PROPN
easat-5256	328	12	,	,	PUNCT
easat-5256	328	13	t.	t.	PROPN
easat-5256	328	14	p.	p.	PROPN
easat-5256	328	15	loli	loli	PROPN
easat-5256	328	16	-	-	PUNCT
easat-5256	328	17	poma	poma	PROPN
easat-5256	328	18	,	,	PUNCT
easat-5256	328	19	k.	k.	PROPN
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easat-5256	328	21	,	,	PUNCT
easat-5256	328	22	r.	r.	PROPN
easat-5256	328	23	j.	j.	PROPN
easat-5256	328	24	m.	m.	PROPN
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easat-5256	328	26	,	,	PUNCT
easat-5256	328	27	and	and	CCONJ
easat-5256	328	28	m.	m.	NOUN
easat-5256	328	29	naved	naved	ADJ
easat-5256	328	30	,	,	PUNCT
easat-5256	328	31	"	"	PUNCT
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easat-5256	328	36	in	in	ADP
easat-5256	328	37	business	business	NOUN
easat-5256	328	38	management	management	NOUN
easat-5256	328	39	,	,	PUNCT
easat-5256	328	40	e	e	NOUN
easat-5256	328	41	-	-	NOUN
easat-5256	328	42	commerce	commerce	NOUN
easat-5256	328	43	and	and	CCONJ
easat-5256	328	44	finance	finance	NOUN
easat-5256	328	45	,	,	PUNCT
easat-5256	328	46	"	"	PUNCT
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easat-5256	328	49	:	:	PUNCT
easat-5256	328	50	proceedings	proceeding	NOUN
easat-5256	328	51	,	,	PUNCT
easat-5256	328	52	vol	vol	NOUN
easat-5256	328	53	.	.	PROPN
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easat-5256	328	55	,	,	PUNCT
easat-5256	328	56	pp	pp	ADJ
easat-5256	328	57	.	.	PUNCT
easat-5256	328	58	2610	2610	NUM
easat-5256	328	59	-	-	SYM
easat-5256	328	60	2613	2613	NUM
easat-5256	328	61	,	,	PUNCT
easat-5256	328	62	2023	2023	NUM
easat-5256	328	63	.	.	PUNCT
easat-5256	329	1	[	[	X
easat-5256	329	2	44	44	NUM
easat-5256	329	3	]	]	PUNCT
easat-5256	329	4	r.	r.	PROPN
easat-5256	329	5	s.	s.	PROPN
easat-5256	329	6	peres	peres	PROPN
easat-5256	329	7	,	,	PUNCT
easat-5256	329	8	x.	x.	PROPN
easat-5256	329	9	jia	jia	PROPN
easat-5256	329	10	,	,	PUNCT
easat-5256	329	11	j.	j.	PROPN
easat-5256	329	12	lee	lee	PROPN
easat-5256	329	13	,	,	PUNCT
easat-5256	329	14	k.	k.	PROPN
easat-5256	329	15	sun	sun	PROPN
easat-5256	329	16	,	,	PUNCT
easat-5256	329	17	a.	a.	NOUN
easat-5256	329	18	w.	w.	PROPN
easat-5256	329	19	colombo	colombo	PROPN
easat-5256	329	20	,	,	PUNCT
easat-5256	329	21	and	and	CCONJ
easat-5256	329	22	j.	j.	PROPN
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easat-5256	329	24	,	,	PUNCT
easat-5256	329	25	"	"	PUNCT
easat-5256	329	26	industrial	industrial	ADJ
easat-5256	329	27	artificial	artificial	ADJ
easat-5256	329	28	intelligence	intelligence	NOUN
easat-5256	329	29	in	in	ADP
easat-5256	329	30	industry	industry	NOUN
easat-5256	329	31	4.0systematic	4.0systematic	PROPN
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easat-5256	329	33	,	,	PUNCT
easat-5256	329	34	challenges	challenge	NOUN
easat-5256	329	35	and	and	CCONJ
easat-5256	329	36	outlook	outlook	NOUN
easat-5256	329	37	,	,	PUNCT
easat-5256	329	38	"	"	PUNCT
easat-5256	329	39	ieee	ieee	NOUN
easat-5256	329	40	access	access	NOUN
easat-5256	329	41	,	,	PUNCT
easat-5256	329	42	vol	vol	NOUN
easat-5256	329	43	.	.	PROPN
easat-5256	329	44	8	8	NUM
easat-5256	329	45	,	,	PUNCT
easat-5256	329	46	pp	pp	ADJ
easat-5256	329	47	.	.	PUNCT
easat-5256	330	1	220121	220121	NUM
easat-5256	330	2	-	-	SYM
easat-5256	330	3	220139	220139	NUM
easat-5256	330	4	,	,	PUNCT
easat-5256	330	5	2020	2020	NUM
easat-5256	330	6	.	.	PUNCT
easat-5256	331	1	[	[	X
easat-5256	331	2	45	45	NUM
easat-5256	331	3	]	]	PUNCT
easat-5256	331	4	p.	p.	NOUN
easat-5256	331	5	pramanik	pramanik	PROPN
easat-5256	331	6	and	and	CCONJ
easat-5256	331	7	r.	r.	PROPN
easat-5256	331	8	k.	k.	PROPN
easat-5256	331	9	jana	jana	PROPN
easat-5256	331	10	,	,	PUNCT
easat-5256	331	11	"	"	PUNCT
easat-5256	331	12	identifying	identify	VERB
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easat-5256	331	17	learning	learning	NOUN
easat-5256	331	18	in	in	ADP
easat-5256	331	19	business	business	NOUN
easat-5256	331	20	:	:	PUNCT
easat-5256	331	21	a	a	DET
easat-5256	331	22	topic	topic	NOUN
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easat-5256	331	25	,	,	PUNCT
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easat-5256	331	27	measuring	measure	VERB
easat-5256	331	28	business	business	NOUN
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easat-5256	331	30	,	,	PUNCT
easat-5256	331	31	vol	vol	NOUN
easat-5256	331	32	.	.	PROPN
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easat-5256	331	34	,	,	PUNCT
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easat-5256	331	36	.	.	NOUN
easat-5256	331	37	4	4	NUM
easat-5256	331	38	,	,	PUNCT
easat-5256	331	39	pp	pp	ADJ
easat-5256	331	40	.	.	PUNCT
easat-5256	332	1	602	602	NUM
easat-5256	332	2	-	-	SYM
easat-5256	332	3	633	633	NUM
easat-5256	332	4	,	,	PUNCT
easat-5256	332	5	2023	2023	NUM
easat-5256	332	6	.	.	PUNCT
easat-5256	333	1	https://doi.org/10.1108/mbe-07-20210094	https://doi.org/10.1108/mbe-07-20210094	X
easat-5256	334	1	[	[	X
easat-5256	334	2	46	46	NUM
easat-5256	334	3	]	]	X
easat-5256	334	4	e.	e.	PROPN
easat-5256	334	5	rama	rama	PROPN
easat-5256	334	6	-	-	PUNCT
easat-5256	334	7	maneiro	maneiro	PROPN
easat-5256	334	8	,	,	PUNCT
easat-5256	334	9	j.	j.	PROPN
easat-5256	334	10	c.	c.	PROPN
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easat-5256	334	12	,	,	PUNCT
easat-5256	334	13	and	and	CCONJ
easat-5256	334	14	m.	m.	PROPN
easat-5256	334	15	lama	lama	PROPN
easat-5256	334	16	,	,	PUNCT
easat-5256	334	17	"	"	PUNCT
easat-5256	334	18	deep	deep	ADJ
easat-5256	334	19	learning	learning	NOUN
easat-5256	334	20	for	for	ADP
easat-5256	334	21	predictive	predictive	ADJ
easat-5256	334	22	business	business	NOUN
easat-5256	334	23	process	process	NOUN
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easat-5256	334	25	:	:	PUNCT
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easat-5256	334	27	and	and	CCONJ
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easat-5256	334	29	,	,	PUNCT
easat-5256	334	30	"	"	PUNCT
easat-5256	334	31	ieee	ieee	NOUN
easat-5256	334	32	transactions	transaction	NOUN
easat-5256	334	33	on	on	ADP
easat-5256	334	34	services	service	NOUN
easat-5256	334	35	computing	computing	NOUN
easat-5256	334	36	,	,	PUNCT
easat-5256	334	37	vol	vol	NOUN
easat-5256	334	38	.	.	PROPN
easat-5256	334	39	16	16	NUM
easat-5256	334	40	,	,	PUNCT
easat-5256	334	41	no	no	INTJ
easat-5256	334	42	.	.	NOUN
easat-5256	334	43	1	1	NUM
easat-5256	334	44	,	,	PUNCT
easat-5256	334	45	pp	pp	ADJ
easat-5256	334	46	.	.	PUNCT
easat-5256	335	1	739	739	NUM
easat-5256	335	2	-	-	SYM
easat-5256	335	3	756	756	NUM
easat-5256	335	4	,	,	PUNCT
easat-5256	335	5	2021	2021	NUM
easat-5256	335	6	.	.	PUNCT
easat-5256	336	1	https://doi.org/10.1109/tsc.2021.3139807	https://doi.org/10.1109/tsc.2021.3139807	NOUN
easat-5256	337	1	[	[	X
easat-5256	337	2	47	47	NUM
easat-5256	337	3	]	]	PUNCT
easat-5256	337	4	r.	r.	PROPN
easat-5256	337	5	raturi	raturi	PROPN
easat-5256	337	6	,	,	PUNCT
easat-5256	337	7	"	"	PUNCT
easat-5256	337	8	machine	machine	NOUN
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easat-5256	337	11	for	for	ADP
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easat-5256	337	14	in	in	ADP
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easat-5256	337	16	time	time	NOUN
easat-5256	337	17	sector	sector	NOUN
easat-5256	337	18	,	,	PUNCT
easat-5256	337	19	"	"	PUNCT
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easat-5256	337	22	of	of	ADP
easat-5256	337	23	pure	pure	ADJ
easat-5256	337	24	and	and	CCONJ
easat-5256	337	25	applied	applied	ADJ
easat-5256	337	26	mathematics	mathematic	NOUN
easat-5256	337	27	,	,	PUNCT
easat-5256	337	28	vol	vol	NOUN
easat-5256	337	29	.	.	PROPN
easat-5256	337	30	119	119	NUM
easat-5256	337	31	,	,	PUNCT
easat-5256	337	32	no	no	INTJ
easat-5256	337	33	.	.	NOUN
easat-5256	337	34	15	15	NUM
easat-5256	337	35	,	,	PUNCT
easat-5256	337	36	pp	pp	ADJ
easat-5256	337	37	.	.	PUNCT
easat-5256	338	1	1289	1289	NUM
easat-5256	338	2	-	-	SYM
easat-5256	338	3	1300	1300	NUM
easat-5256	338	4	,	,	PUNCT
easat-5256	338	5	2018	2018	NUM
easat-5256	338	6	.	.	PUNCT
easat-5256	339	1	https://doi.org/10.1016/0166-218x(86)90025-9	https://doi.org/10.1016/0166-218x(86)90025-9	PROPN
easat-5256	339	2	[	[	X
easat-5256	339	3	48	48	NUM
easat-5256	339	4	]	]	PUNCT
easat-5256	339	5	r.	r.	PROPN
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easat-5256	339	7	,	,	PUNCT
easat-5256	339	8	"	"	PUNCT
easat-5256	339	9	the	the	DET
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easat-5256	339	13	intelligence	intelligence	NOUN
easat-5256	339	14	,	,	PUNCT
easat-5256	339	15	"	"	PUNCT
easat-5256	339	16	computer	computer	NOUN
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easat-5256	339	18	vol	vol	NOUN
easat-5256	339	19	.	.	PROPN
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easat-5256	339	21	,	,	PUNCT
easat-5256	339	22	no	no	INTJ
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easat-5256	339	24	10	10	NUM
easat-5256	339	25	,	,	PUNCT
easat-5256	339	26	pp	pp	ADJ
easat-5256	339	27	.	.	PUNCT
easat-5256	340	1	86	86	NUM
easat-5256	340	2	-	-	SYM
easat-5256	340	3	98	98	NUM
easat-5256	340	4	,	,	PUNCT
easat-5256	340	5	1996	1996	NUM
easat-5256	340	6	.	.	PUNCT
easat-5256	341	1	[	[	X
easat-5256	341	2	49	49	NUM
easat-5256	341	3	]	]	X
easat-5256	341	4	c.	c.	NOUN
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easat-5256	341	6	,	,	PUNCT
easat-5256	341	7	p.	p.	PROPN
easat-5256	341	8	ruivo	ruivo	PROPN
easat-5256	341	9	,	,	PUNCT
easat-5256	341	10	t.	t.	PROPN
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easat-5256	341	12	,	,	PUNCT
easat-5256	341	13	and	and	CCONJ
easat-5256	341	14	p.	p.	NOUN
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easat-5256	341	16	,	,	PUNCT
easat-5256	341	17	"	"	PUNCT
easat-5256	341	18	assessing	assess	VERB
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easat-5256	341	22	machine	machine	NOUN
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easat-5256	341	28	journal	journal	NOUN
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easat-5256	341	30	business	business	NOUN
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easat-5256	341	32	,	,	PUNCT
easat-5256	341	33	vol	vol	NOUN
easat-5256	341	34	.	.	PROPN
easat-5256	341	35	117	117	NUM
easat-5256	341	36	,	,	PUNCT
easat-5256	341	37	pp	pp	ADJ
easat-5256	341	38	.	.	PUNCT
easat-5256	342	1	232	232	NUM
easat-5256	342	2	-	-	SYM
easat-5256	342	3	243	243	NUM
easat-5256	342	4	,	,	PUNCT
easat-5256	342	5	2020	2020	NUM
easat-5256	342	6	.	.	PUNCT
easat-5256	343	1	https://doi.org/10.1016/j.jbusres.2020.05.053	https://doi.org/10.1016/j.jbusres.2020.05.053	NOUN
easat-5256	344	1	[	[	X
easat-5256	344	2	50	50	NUM
easat-5256	344	3	]	]	X
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easat-5256	344	9	a.	a.	PROPN
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easat-5256	344	13	creating	create	VERB
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easat-5256	344	19	:	:	PUNCT
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easat-5256	344	21	effective	effective	ADJ
easat-5256	344	22	business	business	NOUN
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easat-5256	344	24	making	make	VERB
easat-5256	344	25	tool	tool	NOUN
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easat-5256	344	28	in	in	ADP
easat-5256	344	29	information	information	NOUN
easat-5256	344	30	and	and	CCONJ
easat-5256	344	31	knowledge	knowledge	NOUN
easat-5256	344	32	management	management	NOUN
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easat-5256	344	34	2014	2014	NUM
easat-5256	344	35	,	,	PUNCT
easat-5256	344	36	vol	vol	NOUN
easat-5256	344	37	.	.	PROPN
easat-5256	344	38	4	4	NUM
easat-5256	344	39	,	,	PUNCT
easat-5256	344	40	no	no	INTJ
easat-5256	344	41	.	.	NOUN
easat-5256	344	42	1	1	NUM
easat-5256	344	43	,	,	PUNCT
easat-5256	344	44	pp	pp	ADJ
easat-5256	344	45	.	.	PUNCT
easat-5256	345	1	65	65	NUM
easat-5256	345	2	-	-	SYM
easat-5256	345	3	75	75	NUM
easat-5256	345	4	.	.	PUNCT
easat-5256	346	1	[	[	X
easat-5256	346	2	51	51	NUM
easat-5256	346	3	]	]	X
easat-5256	346	4	d.	d.	PROPN
easat-5256	346	5	rose	rise	VERB
easat-5256	346	6	,	,	PUNCT
easat-5256	346	7	artificial	artificial	ADJ
easat-5256	346	8	intelligence	intelligence	NOUN
easat-5256	346	9	for	for	ADP
easat-5256	346	10	business	business	NOUN
easat-5256	346	11	.	.	PUNCT
easat-5256	347	1	ft	ft	PROPN
easat-5256	347	2	press	press	NOUN
easat-5256	347	3	,	,	PUNCT
easat-5256	347	4	2020	2020	NUM
easat-5256	347	5	.	.	PUNCT
easat-5256	348	1	[	[	X
easat-5256	348	2	52	52	NUM
easat-5256	348	3	]	]	PUNCT
easat-5256	348	4	j.	j.	PROPN
easat-5256	348	5	l.	l.	PROPN
easat-5256	348	6	ruiz	ruiz	PROPN
easat-5256	348	7	-	-	PUNCT
easat-5256	348	8	real	real	NOUN
easat-5256	348	9	,	,	PUNCT
easat-5256	348	10	j.	j.	PROPN
easat-5256	348	11	uribe	uribe	PROPN
easat-5256	348	12	-	-	PUNCT
easat-5256	348	13	toril	toril	PROPN
easat-5256	348	14	,	,	PUNCT
easat-5256	348	15	j.	j.	PROPN
easat-5256	348	16	a.	a.	PROPN
easat-5256	348	17	torres	torres	PROPN
easat-5256	348	18	,	,	PUNCT
easat-5256	348	19	and	and	CCONJ
easat-5256	348	20	j.	j.	PROPN
easat-5256	348	21	de	de	PROPN
easat-5256	348	22	pablo	pablo	PROPN
easat-5256	348	23	,	,	PUNCT
easat-5256	348	24	"	"	PUNCT
easat-5256	348	25	artificial	artificial	ADJ
easat-5256	348	26	intelligence	intelligence	NOUN
easat-5256	348	27	in	in	ADP
easat-5256	348	28	business	business	NOUN
easat-5256	348	29	and	and	CCONJ
easat-5256	348	30	economics	economic	NOUN
easat-5256	348	31	research	research	NOUN
easat-5256	348	32	:	:	PUNCT
easat-5256	348	33	trends	trend	NOUN
easat-5256	348	34	and	and	CCONJ
easat-5256	348	35	future	future	NOUN
easat-5256	348	36	,	,	PUNCT
easat-5256	348	37	"	"	PUNCT
easat-5256	348	38	journal	journal	NOUN
easat-5256	348	39	of	of	ADP
easat-5256	348	40	business	business	NOUN
easat-5256	348	41	economics	economic	NOUN
easat-5256	348	42	and	and	CCONJ
easat-5256	348	43	management	management	NOUN
easat-5256	348	44	,	,	PUNCT
easat-5256	348	45	vol	vol	NOUN
easat-5256	348	46	.	.	PROPN
easat-5256	349	1	22	22	NUM
easat-5256	349	2	,	,	PUNCT
easat-5256	349	3	no	no	INTJ
easat-5256	349	4	.	.	NOUN
easat-5256	349	5	1	1	NUM
easat-5256	349	6	,	,	PUNCT
easat-5256	349	7	pp	pp	ADJ
easat-5256	349	8	.	.	PUNCT
easat-5256	350	1	98	98	NUM
easat-5256	350	2	-	-	SYM
easat-5256	350	3	117	117	NUM
easat-5256	350	4	,	,	PUNCT
easat-5256	350	5	2021	2021	NUM
easat-5256	350	6	.	.	PUNCT
easat-5256	351	1	[	[	X
easat-5256	351	2	53	53	NUM
easat-5256	351	3	]	]	PUNCT
easat-5256	351	4	m.	m.	NOUN
easat-5256	351	5	schmitt	schmitt	PROPN
easat-5256	351	6	,	,	PUNCT
easat-5256	351	7	"	"	PUNCT
easat-5256	351	8	deep	deep	ADJ
easat-5256	351	9	learning	learning	NOUN
easat-5256	351	10	in	in	ADP
easat-5256	351	11	business	business	NOUN
easat-5256	351	12	analytics	analytic	NOUN
easat-5256	351	13	:	:	PUNCT
easat-5256	351	14	a	a	DET
easat-5256	351	15	clash	clash	NOUN
easat-5256	351	16	of	of	ADP
easat-5256	351	17	expectations	expectation	NOUN
easat-5256	351	18	and	and	CCONJ
easat-5256	351	19	reality	reality	NOUN
easat-5256	351	20	,	,	PUNCT
easat-5256	351	21	"	"	PUNCT
easat-5256	351	22	international	international	ADJ
easat-5256	351	23	journal	journal	NOUN
easat-5256	351	24	of	of	ADP
easat-5256	351	25	information	information	NOUN
easat-5256	351	26	management	management	NOUN
easat-5256	351	27	data	datum	NOUN
easat-5256	351	28	insights	insight	NOUN
easat-5256	351	29	,	,	PUNCT
easat-5256	351	30	vol	vol	NOUN
easat-5256	351	31	.	.	PROPN
easat-5256	352	1	3	3	NUM
easat-5256	352	2	,	,	PUNCT
easat-5256	352	3	no	no	INTJ
easat-5256	352	4	.	.	NOUN
easat-5256	352	5	1	1	NUM
easat-5256	352	6	,	,	PUNCT
easat-5256	352	7	p.	p.	NOUN
easat-5256	352	8	100146	100146	NUM
easat-5256	352	9	,	,	PUNCT
easat-5256	352	10	2023	2023	NUM
easat-5256	352	11	.	.	PUNCT
easat-5256	353	1	https://doi.org/10.1016/j.jjimei.2022.100146	https://doi.org/10.1016/j.jjimei.2022.100146	VERB
easat-5256	353	2	[	[	X
easat-5256	353	3	54	54	NUM
easat-5256	353	4	]	]	PUNCT
easat-5256	353	5	b.	b.	PROPN
easat-5256	353	6	schmarzo	schmarzo	PROPN
easat-5256	353	7	,	,	PUNCT
easat-5256	353	8	big	big	ADJ
easat-5256	353	9	data	datum	NOUN
easat-5256	353	10	:	:	PUNCT
easat-5256	353	11	understanding	understand	VERB
easat-5256	353	12	how	how	SCONJ
easat-5256	353	13	data	datum	NOUN
easat-5256	353	14	powers	power	VERB
easat-5256	353	15	big	big	ADJ
easat-5256	353	16	business	business	NOUN
easat-5256	353	17	.	.	PUNCT
easat-5256	354	1	indianapolis	indianapolis	PROPN
easat-5256	354	2	,	,	PUNCT
easat-5256	354	3	in	in	ADP
easat-5256	354	4	:	:	PUNCT
easat-5256	354	5	john	john	PROPN
easat-5256	354	6	wiley	wiley	PROPN
easat-5256	354	7	&	&	CCONJ
easat-5256	354	8	sons	son	NOUN
easat-5256	354	9	,	,	PUNCT
easat-5256	354	10	2013	2013	NUM
easat-5256	354	11	.	.	PUNCT
easat-5256	355	1	https://doi.org/10.1108/mbe-07-2021-0094	https://doi.org/10.1108/mbe-07-2021-0094	AUX
easat-5256	355	2	https://doi.org/10.1108/mbe-07-2021-0094	https://doi.org/10.1108/mbe-07-2021-0094	PROPN
easat-5256	355	3	https://doi.org/10.1109/tsc.2021.3139807	https://doi.org/10.1109/tsc.2021.3139807	PROPN
easat-5256	355	4	https://doi.org/10.1016/0166-218x(86)90025-9	https://doi.org/10.1016/0166-218x(86)90025-9	PROPN
easat-5256	355	5	https://doi.org/10.1016/j.jbusres.2020.05.053	https://doi.org/10.1016/j.jbusres.2020.05.053	PROPN
easat-5256	355	6	https://doi.org/10.1016/j.jjimei.2022.100146	https://doi.org/10.1016/j.jjimei.2022.100146	PROPN