id	sid	tid	token	lemma	pos
fbem-22248	1	1	frontiers	frontier	NOUN
fbem-22248	1	2	in	in	ADP
fbem-22248	1	3	business	business	NOUN
fbem-22248	1	4	,	,	PUNCT
fbem-22248	1	5	economics	economic	NOUN
fbem-22248	1	6	and	and	CCONJ
fbem-22248	1	7	management	management	NOUN
fbem-22248	1	8	issn	issn	PROPN
fbem-22248	1	9	:	:	PUNCT
fbem-22248	1	10	2766	2766	NUM
fbem-22248	1	11	-	-	PUNCT
fbem-22248	1	12	824x	824x	NUM
fbem-22248	1	13	|	|	ADJ
fbem-22248	1	14	vol	vol	NOUN
fbem-22248	1	15	.	.	PROPN
fbem-22248	1	16	15	15	NUM
fbem-22248	1	17	,	,	PUNCT
fbem-22248	1	18	no	no	INTJ
fbem-22248	1	19	.	.	NOUN
fbem-22248	1	20	2	2	NUM
fbem-22248	1	21	,	,	PUNCT
fbem-22248	1	22	2024	2024	NUM
fbem-22248	1	23	147	147	NUM
fbem-22248	1	24	prediction	prediction	NOUN
fbem-22248	1	25	model	model	NOUN
fbem-22248	1	26	of	of	ADP
fbem-22248	1	27	e	e	PROPN
fbem-22248	1	28	-	-	NOUN
fbem-22248	1	29	commerce	commerce	NOUN
fbem-22248	1	30	users	user	NOUN
fbem-22248	1	31	'	'	PART
fbem-22248	1	32	purchase	purchase	NOUN
fbem-22248	1	33	behavior	behavior	NOUN
fbem-22248	1	34	based	base	VERB
fbem-22248	1	35	on	on	ADP
fbem-22248	1	36	deep	deep	ADJ
fbem-22248	1	37	learning	learning	NOUN
fbem-22248	1	38	ziqi	ziqi	PROPN
fbem-22248	1	39	liu	liu	PROPN
fbem-22248	1	40	jinan	jinan	PROPN
fbem-22248	1	41	thomas	thomas	PROPN
fbem-22248	1	42	school	school	PROPN
fbem-22248	1	43	,	,	PUNCT
fbem-22248	1	44	jinan	jinan	PROPN
fbem-22248	1	45	,	,	PUNCT
fbem-22248	1	46	china	china	PROPN
fbem-22248	1	47	abstract	abstract	PROPN
fbem-22248	1	48	:	:	PUNCT
fbem-22248	1	49	this	this	DET
fbem-22248	1	50	study	study	NOUN
fbem-22248	1	51	mainly	mainly	ADV
fbem-22248	1	52	uses	use	VERB
fbem-22248	1	53	deep	deep	ADJ
fbem-22248	1	54	learning	learning	NOUN
fbem-22248	1	55	(	(	PUNCT
fbem-22248	1	56	dl	dl	NOUN
fbem-22248	1	57	)	)	PUNCT
fbem-22248	1	58	technology	technology	NOUN
fbem-22248	1	59	to	to	PART
fbem-22248	1	60	build	build	VERB
fbem-22248	1	61	a	a	DET
fbem-22248	1	62	prediction	prediction	NOUN
fbem-22248	1	63	model	model	NOUN
fbem-22248	1	64	of	of	ADP
fbem-22248	1	65	e	e	PROPN
fbem-22248	1	66	-	-	NOUN
fbem-22248	1	67	commerce	commerce	NOUN
fbem-22248	1	68	users	user	NOUN
fbem-22248	1	69	'	'	PART
fbem-22248	1	70	purchasing	purchasing	NOUN
fbem-22248	1	71	behavior	behavior	NOUN
fbem-22248	1	72	,	,	PUNCT
fbem-22248	1	73	and	and	CCONJ
fbem-22248	1	74	evaluates	evaluate	VERB
fbem-22248	1	75	its	its	PRON
fbem-22248	1	76	application	application	NOUN
fbem-22248	1	77	effect	effect	NOUN
fbem-22248	1	78	on	on	ADP
fbem-22248	1	79	actual	actual	ADJ
fbem-22248	1	80	e	e	NOUN
fbem-22248	1	81	-	-	NOUN
fbem-22248	1	82	commerce	commerce	NOUN
fbem-22248	1	83	data	datum	NOUN
fbem-22248	1	84	.	.	PUNCT
fbem-22248	2	1	methodologically	methodologically	ADV
fbem-22248	2	2	,	,	PUNCT
fbem-22248	2	3	recurrent	recurrent	ADJ
fbem-22248	2	4	neural	neural	ADJ
fbem-22248	2	5	network	network	NOUN
fbem-22248	2	6	(	(	PUNCT
fbem-22248	2	7	rnn	rnn	PROPN
fbem-22248	2	8	)	)	PUNCT
fbem-22248	2	9	is	be	AUX
fbem-22248	2	10	used	use	VERB
fbem-22248	2	11	to	to	PART
fbem-22248	2	12	capture	capture	VERB
fbem-22248	2	13	the	the	DET
fbem-22248	2	14	temporal	temporal	ADJ
fbem-22248	2	15	dependence	dependence	NOUN
fbem-22248	2	16	of	of	ADP
fbem-22248	2	17	user	user	NOUN
fbem-22248	2	18	behavior	behavior	NOUN
fbem-22248	2	19	,	,	PUNCT
fbem-22248	2	20	and	and	CCONJ
fbem-22248	2	21	the	the	DET
fbem-22248	2	22	performance	performance	NOUN
fbem-22248	2	23	of	of	ADP
fbem-22248	2	24	the	the	DET
fbem-22248	2	25	model	model	NOUN
fbem-22248	2	26	is	be	AUX
fbem-22248	2	27	improved	improve	VERB
fbem-22248	2	28	through	through	ADP
fbem-22248	2	29	detailed	detailed	ADJ
fbem-22248	2	30	data	datum	NOUN
fbem-22248	2	31	preprocessing	preprocessing	NOUN
fbem-22248	2	32	and	and	CCONJ
fbem-22248	2	33	feature	feature	NOUN
fbem-22248	2	34	engineering	engineering	NOUN
fbem-22248	2	35	.	.	PUNCT
fbem-22248	3	1	the	the	DET
fbem-22248	3	2	research	research	NOUN
fbem-22248	3	3	results	result	NOUN
fbem-22248	3	4	show	show	VERB
fbem-22248	3	5	that	that	SCONJ
fbem-22248	3	6	the	the	DET
fbem-22248	3	7	dl	dl	PROPN
fbem-22248	3	8	model	model	NOUN
fbem-22248	3	9	based	base	VERB
fbem-22248	3	10	on	on	ADP
fbem-22248	3	11	rnn	rnn	PROPN
fbem-22248	3	12	has	have	AUX
fbem-22248	3	13	achieved	achieve	VERB
fbem-22248	3	14	remarkable	remarkable	ADJ
fbem-22248	3	15	advantages	advantage	NOUN
fbem-22248	3	16	in	in	ADP
fbem-22248	3	17	predicting	predict	VERB
fbem-22248	3	18	the	the	DET
fbem-22248	3	19	purchase	purchase	NOUN
fbem-22248	3	20	behavior	behavior	NOUN
fbem-22248	3	21	of	of	ADP
fbem-22248	3	22	e	e	NOUN
fbem-22248	3	23	-	-	NOUN
fbem-22248	3	24	commerce	commerce	NOUN
fbem-22248	3	25	users	user	NOUN
fbem-22248	3	26	.	.	PUNCT
fbem-22248	4	1	compared	compare	VERB
fbem-22248	4	2	with	with	ADP
fbem-22248	4	3	other	other	ADJ
fbem-22248	4	4	methods	method	NOUN
fbem-22248	4	5	,	,	PUNCT
fbem-22248	4	6	rnn	rnn	NOUN
fbem-22248	4	7	model	model	NOUN
fbem-22248	4	8	can	can	AUX
fbem-22248	4	9	capture	capture	VERB
fbem-22248	4	10	the	the	DET
fbem-22248	4	11	temporal	temporal	ADJ
fbem-22248	4	12	dependence	dependence	NOUN
fbem-22248	4	13	of	of	ADP
fbem-22248	4	14	user	user	NOUN
fbem-22248	4	15	behavior	behavior	NOUN
fbem-22248	4	16	more	more	ADV
fbem-22248	4	17	accurately	accurately	ADV
fbem-22248	4	18	,	,	PUNCT
fbem-22248	4	19	thus	thus	ADV
fbem-22248	4	20	improving	improve	VERB
fbem-22248	4	21	the	the	DET
fbem-22248	4	22	prediction	prediction	NOUN
fbem-22248	4	23	accuracy	accuracy	NOUN
fbem-22248	4	24	.	.	PUNCT
fbem-22248	5	1	this	this	DET
fbem-22248	5	2	advantage	advantage	NOUN
fbem-22248	5	3	is	be	AUX
fbem-22248	5	4	especially	especially	ADV
fbem-22248	5	5	obvious	obvious	ADJ
fbem-22248	5	6	when	when	SCONJ
fbem-22248	5	7	dealing	deal	VERB
fbem-22248	5	8	with	with	ADP
fbem-22248	5	9	complex	complex	ADJ
fbem-22248	5	10	and	and	CCONJ
fbem-22248	5	11	dynamic	dynamic	ADJ
fbem-22248	5	12	user	user	NOUN
fbem-22248	5	13	behavior	behavior	NOUN
fbem-22248	5	14	data	datum	NOUN
fbem-22248	5	15	.	.	PUNCT
fbem-22248	6	1	it	it	PRON
fbem-22248	6	2	provides	provide	VERB
fbem-22248	6	3	new	new	ADJ
fbem-22248	6	4	ideas	idea	NOUN
fbem-22248	6	5	and	and	CCONJ
fbem-22248	6	6	methods	method	NOUN
fbem-22248	6	7	for	for	ADP
fbem-22248	6	8	accurate	accurate	ADJ
fbem-22248	6	9	marketing	marketing	NOUN
fbem-22248	6	10	and	and	CCONJ
fbem-22248	6	11	personalized	personalized	ADJ
fbem-22248	6	12	service	service	NOUN
fbem-22248	6	13	of	of	ADP
fbem-22248	6	14	e	e	PROPN
fbem-22248	6	15	-	-	NOUN
fbem-22248	6	16	commerce	commerce	NOUN
fbem-22248	6	17	industry	industry	NOUN
fbem-22248	6	18	.	.	PUNCT
fbem-22248	7	1	keywords	keyword	NOUN
fbem-22248	7	2	:	:	PUNCT
fbem-22248	7	3	e	e	X
fbem-22248	7	4	-	-	NOUN
fbem-22248	7	5	commerce	commerce	NOUN
fbem-22248	7	6	,	,	PUNCT
fbem-22248	7	7	user	user	NOUN
fbem-22248	7	8	purchase	purchase	NOUN
fbem-22248	7	9	behavior	behavior	NOUN
fbem-22248	7	10	,	,	PUNCT
fbem-22248	7	11	deep	deep	ADJ
fbem-22248	7	12	learning	learning	NOUN
fbem-22248	7	13	,	,	PUNCT
fbem-22248	7	14	recurrent	recurrent	ADJ
fbem-22248	7	15	neural	neural	ADJ
fbem-22248	7	16	network	network	NOUN
fbem-22248	7	17	,	,	PUNCT
fbem-22248	7	18	prediction	prediction	NOUN
fbem-22248	7	19	model	model	NOUN
fbem-22248	7	20	.	.	PUNCT
fbem-22248	8	1	1	1	X
fbem-22248	8	2	.	.	X
fbem-22248	8	3	introduction	introduction	NOUN
fbem-22248	8	4	with	with	ADP
fbem-22248	8	5	the	the	DET
fbem-22248	8	6	rapid	rapid	ADJ
fbem-22248	8	7	development	development	NOUN
fbem-22248	8	8	of	of	ADP
fbem-22248	8	9	internet	internet	NOUN
fbem-22248	8	10	technology	technology	NOUN
fbem-22248	8	11	,	,	PUNCT
fbem-22248	8	12	ecommerce	ecommerce	NOUN
fbem-22248	8	13	industry	industry	NOUN
fbem-22248	8	14	has	have	AUX
fbem-22248	8	15	gradually	gradually	ADV
fbem-22248	8	16	become	become	VERB
fbem-22248	8	17	an	an	DET
fbem-22248	8	18	important	important	ADJ
fbem-22248	8	19	part	part	NOUN
fbem-22248	8	20	of	of	ADP
fbem-22248	8	21	the	the	DET
fbem-22248	8	22	global	global	ADJ
fbem-22248	8	23	economy	economy	NOUN
fbem-22248	8	24	[	[	X
fbem-22248	8	25	1	1	NUM
fbem-22248	8	26	]	]	PUNCT
fbem-22248	8	27	.	.	PUNCT
fbem-22248	9	1	from	from	ADP
fbem-22248	9	2	the	the	DET
fbem-22248	9	3	initial	initial	ADJ
fbem-22248	9	4	books	book	NOUN
fbem-22248	9	5	and	and	CCONJ
fbem-22248	9	6	costumes	costume	NOUN
fbem-22248	9	7	to	to	ADP
fbem-22248	9	8	home	home	NOUN
fbem-22248	9	9	appliances	appliance	NOUN
fbem-22248	9	10	and	and	CCONJ
fbem-22248	9	11	fresh	fresh	ADJ
fbem-22248	9	12	food	food	NOUN
fbem-22248	9	13	,	,	PUNCT
fbem-22248	9	14	the	the	DET
fbem-22248	9	15	types	type	NOUN
fbem-22248	9	16	of	of	ADP
fbem-22248	9	17	goods	good	NOUN
fbem-22248	9	18	on	on	ADP
fbem-22248	9	19	the	the	DET
fbem-22248	9	20	e	e	PROPN
fbem-22248	9	21	-	-	NOUN
fbem-22248	9	22	commerce	commerce	NOUN
fbem-22248	9	23	platform	platform	NOUN
fbem-22248	9	24	are	be	AUX
fbem-22248	9	25	constantly	constantly	ADV
fbem-22248	9	26	enriched	enrich	VERB
fbem-22248	9	27	,	,	PUNCT
fbem-22248	9	28	and	and	CCONJ
fbem-22248	9	29	the	the	DET
fbem-22248	9	30	scale	scale	NOUN
fbem-22248	9	31	of	of	ADP
fbem-22248	9	32	users	user	NOUN
fbem-22248	9	33	is	be	AUX
fbem-22248	9	34	also	also	ADV
fbem-22248	9	35	constantly	constantly	ADV
fbem-22248	9	36	expanding	expand	VERB
fbem-22248	9	37	[	[	X
fbem-22248	9	38	2	2	NUM
fbem-22248	9	39	]	]	PUNCT
fbem-22248	9	40	.	.	PUNCT
fbem-22248	10	1	however	however	ADV
fbem-22248	10	2	,	,	PUNCT
fbem-22248	10	3	in	in	ADP
fbem-22248	10	4	the	the	DET
fbem-22248	10	5	fierce	fierce	ADJ
fbem-22248	10	6	market	market	NOUN
fbem-22248	10	7	competition	competition	NOUN
fbem-22248	10	8	,	,	PUNCT
fbem-22248	10	9	how	how	SCONJ
fbem-22248	10	10	to	to	PART
fbem-22248	10	11	accurately	accurately	ADV
fbem-22248	10	12	capture	capture	VERB
fbem-22248	10	13	user	user	NOUN
fbem-22248	10	14	needs	need	NOUN
fbem-22248	10	15	and	and	CCONJ
fbem-22248	10	16	predict	predict	VERB
fbem-22248	10	17	user	user	NOUN
fbem-22248	10	18	behavior	behavior	NOUN
fbem-22248	10	19	has	have	AUX
fbem-22248	10	20	become	become	VERB
fbem-22248	10	21	the	the	DET
fbem-22248	10	22	key	key	NOUN
fbem-22248	10	23	to	to	ADP
fbem-22248	10	24	the	the	DET
fbem-22248	10	25	sustainable	sustainable	ADJ
fbem-22248	10	26	development	development	NOUN
fbem-22248	10	27	of	of	ADP
fbem-22248	10	28	e	e	PROPN
fbem-22248	10	29	-	-	NOUN
fbem-22248	10	30	commerce	commerce	NOUN
fbem-22248	10	31	platforms	platform	NOUN
fbem-22248	10	32	.	.	PUNCT
fbem-22248	11	1	the	the	DET
fbem-22248	11	2	importance	importance	NOUN
fbem-22248	11	3	of	of	ADP
fbem-22248	11	4	user	user	NOUN
fbem-22248	11	5	's	's	PART
fbem-22248	11	6	purchase	purchase	NOUN
fbem-22248	11	7	behavior	behavior	NOUN
fbem-22248	11	8	prediction	prediction	NOUN
fbem-22248	11	9	is	be	AUX
fbem-22248	11	10	selfevident	selfevident	NOUN
fbem-22248	11	11	[	[	X
fbem-22248	11	12	3	3	NUM
fbem-22248	11	13	]	]	PUNCT
fbem-22248	11	14	.	.	PUNCT
fbem-22248	12	1	for	for	ADP
fbem-22248	12	2	the	the	DET
fbem-22248	12	3	e	e	PROPN
fbem-22248	12	4	-	-	NOUN
fbem-22248	12	5	commerce	commerce	NOUN
fbem-22248	12	6	platform	platform	NOUN
fbem-22248	12	7	,	,	PUNCT
fbem-22248	12	8	users	user	NOUN
fbem-22248	12	9	'	'	PART
fbem-22248	12	10	purchase	purchase	NOUN
fbem-22248	12	11	intention	intention	NOUN
fbem-22248	12	12	can	can	AUX
fbem-22248	12	13	be	be	AUX
fbem-22248	12	14	predicted	predict	VERB
fbem-22248	12	15	in	in	ADP
fbem-22248	12	16	advance	advance	NOUN
fbem-22248	12	17	,	,	PUNCT
fbem-22248	12	18	which	which	PRON
fbem-22248	12	19	can	can	AUX
fbem-22248	12	20	not	not	PART
fbem-22248	12	21	only	only	ADV
fbem-22248	12	22	optimize	optimize	VERB
fbem-22248	12	23	inventory	inventory	NOUN
fbem-22248	12	24	management	management	NOUN
fbem-22248	12	25	,	,	PUNCT
fbem-22248	12	26	improve	improve	VERB
fbem-22248	12	27	logistics	logistics	NOUN
fbem-22248	12	28	efficiency	efficiency	NOUN
fbem-22248	12	29	,	,	PUNCT
fbem-22248	12	30	but	but	CCONJ
fbem-22248	12	31	also	also	ADV
fbem-22248	12	32	provide	provide	VERB
fbem-22248	12	33	users	user	NOUN
fbem-22248	12	34	with	with	ADP
fbem-22248	12	35	a	a	DET
fbem-22248	12	36	more	more	ADV
fbem-22248	12	37	personalized	personalized	ADJ
fbem-22248	12	38	shopping	shopping	NOUN
fbem-22248	12	39	experience	experience	NOUN
fbem-22248	13	1	[	[	X
fbem-22248	13	2	4	4	NUM
fbem-22248	13	3	]	]	PUNCT
fbem-22248	13	4	.	.	PUNCT
fbem-22248	14	1	for	for	ADP
fbem-22248	14	2	example	example	NOUN
fbem-22248	14	3	,	,	PUNCT
fbem-22248	14	4	through	through	ADP
fbem-22248	14	5	forecasting	forecasting	NOUN
fbem-22248	14	6	,	,	PUNCT
fbem-22248	14	7	the	the	DET
fbem-22248	14	8	platform	platform	NOUN
fbem-22248	14	9	can	can	AUX
fbem-22248	14	10	recommend	recommend	VERB
fbem-22248	14	11	products	product	NOUN
fbem-22248	14	12	that	that	SCONJ
fbem-22248	14	13	users	user	NOUN
fbem-22248	14	14	may	may	AUX
fbem-22248	14	15	be	be	AUX
fbem-22248	14	16	interested	interested	ADJ
fbem-22248	14	17	in	in	ADP
fbem-22248	14	18	in	in	ADP
fbem-22248	14	19	advance	advance	NOUN
fbem-22248	14	20	,	,	PUNCT
fbem-22248	14	21	thus	thus	ADV
fbem-22248	14	22	improving	improve	VERB
fbem-22248	14	23	the	the	DET
fbem-22248	14	24	conversion	conversion	NOUN
fbem-22248	14	25	rate	rate	NOUN
fbem-22248	14	26	and	and	CCONJ
fbem-22248	14	27	user	user	NOUN
fbem-22248	14	28	satisfaction	satisfaction	NOUN
fbem-22248	14	29	[	[	X
fbem-22248	14	30	5	5	NUM
fbem-22248	14	31	]	]	PUNCT
fbem-22248	14	32	.	.	PUNCT
fbem-22248	15	1	in	in	ADP
fbem-22248	15	2	recent	recent	ADJ
fbem-22248	15	3	years	year	NOUN
fbem-22248	15	4	,	,	PUNCT
fbem-22248	15	5	dl	dl	PROPN
fbem-22248	15	6	technology	technology	NOUN
fbem-22248	15	7	has	have	AUX
fbem-22248	15	8	made	make	VERB
fbem-22248	15	9	remarkable	remarkable	ADJ
fbem-22248	15	10	achievements	achievement	NOUN
fbem-22248	15	11	in	in	ADP
fbem-22248	15	12	many	many	ADJ
fbem-22248	15	13	fields	field	NOUN
fbem-22248	15	14	.	.	PUNCT
fbem-22248	16	1	compared	compare	VERB
fbem-22248	16	2	with	with	ADP
fbem-22248	16	3	traditional	traditional	ADJ
fbem-22248	16	4	forecasting	forecasting	NOUN
fbem-22248	16	5	methods	method	NOUN
fbem-22248	16	6	,	,	PUNCT
fbem-22248	16	7	dl	dl	PROPN
fbem-22248	16	8	can	can	AUX
fbem-22248	16	9	better	well	ADV
fbem-22248	16	10	capture	capture	VERB
fbem-22248	16	11	complex	complex	ADJ
fbem-22248	16	12	patterns	pattern	NOUN
fbem-22248	16	13	and	and	CCONJ
fbem-22248	16	14	nonlinear	nonlinear	ADJ
fbem-22248	16	15	relationships	relationship	NOUN
fbem-22248	16	16	in	in	ADP
fbem-22248	16	17	data	datum	NOUN
fbem-22248	16	18	[	[	X
fbem-22248	16	19	6	6	NUM
fbem-22248	16	20	]	]	PUNCT
fbem-22248	16	21	.	.	PUNCT
fbem-22248	17	1	in	in	ADP
fbem-22248	17	2	the	the	DET
fbem-22248	17	3	prediction	prediction	NOUN
fbem-22248	17	4	of	of	ADP
fbem-22248	17	5	users	user	NOUN
fbem-22248	17	6	'	'	PART
fbem-22248	17	7	purchase	purchase	NOUN
fbem-22248	17	8	behavior	behavior	NOUN
fbem-22248	17	9	,	,	PUNCT
fbem-22248	17	10	dl	dl	PROPN
fbem-22248	17	11	can	can	AUX
fbem-22248	17	12	automatically	automatically	ADV
fbem-22248	17	13	learn	learn	VERB
fbem-22248	17	14	the	the	DET
fbem-22248	17	15	key	key	ADJ
fbem-22248	17	16	factors	factor	NOUN
fbem-22248	17	17	that	that	PRON
fbem-22248	17	18	affect	affect	VERB
fbem-22248	17	19	the	the	DET
fbem-22248	17	20	purchase	purchase	NOUN
fbem-22248	17	21	decision	decision	NOUN
fbem-22248	17	22	by	by	ADP
fbem-22248	17	23	using	use	VERB
fbem-22248	17	24	a	a	DET
fbem-22248	17	25	large	large	ADJ
fbem-22248	17	26	number	number	NOUN
fbem-22248	17	27	of	of	ADP
fbem-22248	17	28	user	user	NOUN
fbem-22248	17	29	behavior	behavior	NOUN
fbem-22248	17	30	data	datum	NOUN
fbem-22248	17	31	,	,	PUNCT
fbem-22248	17	32	so	so	SCONJ
fbem-22248	17	33	as	as	SCONJ
fbem-22248	17	34	to	to	PART
fbem-22248	17	35	predict	predict	VERB
fbem-22248	17	36	the	the	DET
fbem-22248	17	37	future	future	ADJ
fbem-22248	17	38	behavior	behavior	NOUN
fbem-22248	17	39	more	more	ADV
fbem-22248	17	40	accurately	accurately	ADV
fbem-22248	17	41	[	[	X
fbem-22248	17	42	7	7	NUM
fbem-22248	17	43	]	]	PUNCT
fbem-22248	17	44	.	.	PUNCT
fbem-22248	18	1	this	this	DET
fbem-22248	18	2	advantage	advantage	NOUN
fbem-22248	18	3	makes	make	VERB
fbem-22248	18	4	dl	dl	PROPN
fbem-22248	18	5	have	have	VERB
fbem-22248	18	6	a	a	DET
fbem-22248	18	7	broad	broad	ADJ
fbem-22248	18	8	application	application	NOUN
fbem-22248	18	9	prospect	prospect	NOUN
fbem-22248	18	10	in	in	ADP
fbem-22248	18	11	the	the	DET
fbem-22248	18	12	behavior	behavior	NOUN
fbem-22248	18	13	prediction	prediction	NOUN
fbem-22248	18	14	of	of	ADP
fbem-22248	18	15	ecommerce	ecommerce	NOUN
fbem-22248	18	16	users	user	NOUN
fbem-22248	18	17	.	.	PUNCT
fbem-22248	19	1	the	the	DET
fbem-22248	19	2	purpose	purpose	NOUN
fbem-22248	19	3	of	of	ADP
fbem-22248	19	4	this	this	DET
fbem-22248	19	5	study	study	NOUN
fbem-22248	19	6	is	be	AUX
fbem-22248	19	7	to	to	PART
fbem-22248	19	8	build	build	VERB
fbem-22248	19	9	a	a	DET
fbem-22248	19	10	prediction	prediction	NOUN
fbem-22248	19	11	model	model	NOUN
fbem-22248	19	12	of	of	ADP
fbem-22248	19	13	e	e	PROPN
fbem-22248	19	14	-	-	NOUN
fbem-22248	19	15	commerce	commerce	NOUN
fbem-22248	19	16	users	user	NOUN
fbem-22248	19	17	'	'	PART
fbem-22248	19	18	purchasing	purchase	VERB
fbem-22248	19	19	behavior	behavior	NOUN
fbem-22248	19	20	by	by	ADP
fbem-22248	19	21	using	use	VERB
fbem-22248	19	22	dl	dl	PROPN
fbem-22248	19	23	technology	technology	NOUN
fbem-22248	19	24	.	.	PUNCT
fbem-22248	20	1	to	to	ADP
fbem-22248	20	2	this	this	DET
fbem-22248	20	3	end	end	NOUN
fbem-22248	20	4	,	,	PUNCT
fbem-22248	20	5	the	the	DET
fbem-22248	20	6	article	article	NOUN
fbem-22248	20	7	will	will	AUX
fbem-22248	20	8	first	first	ADV
fbem-22248	20	9	collect	collect	VERB
fbem-22248	20	10	and	and	CCONJ
fbem-22248	20	11	sort	sort	VERB
fbem-22248	20	12	out	out	ADP
fbem-22248	20	13	a	a	DET
fbem-22248	20	14	large	large	ADJ
fbem-22248	20	15	number	number	NOUN
fbem-22248	20	16	of	of	ADP
fbem-22248	20	17	e	e	PROPN
fbem-22248	20	18	-	-	PROPN
fbem-22248	20	19	commerce	commerce	PROPN
fbem-22248	20	20	user	user	NOUN
fbem-22248	20	21	behavior	behavior	PROPN
fbem-22248	20	22	data	datum	NOUN
fbem-22248	20	23	,	,	PUNCT
fbem-22248	20	24	including	include	VERB
fbem-22248	20	25	browsing	browse	VERB
fbem-22248	20	26	records	record	NOUN
fbem-22248	20	27	,	,	PUNCT
fbem-22248	20	28	purchase	purchase	NOUN
fbem-22248	20	29	records	record	NOUN
fbem-22248	20	30	,	,	PUNCT
fbem-22248	20	31	search	search	NOUN
fbem-22248	20	32	records	record	NOUN
fbem-22248	20	33	and	and	CCONJ
fbem-22248	20	34	so	so	ADV
fbem-22248	20	35	on	on	ADV
fbem-22248	20	36	.	.	PUNCT
fbem-22248	21	1	then	then	ADV
fbem-22248	21	2	,	,	PUNCT
fbem-22248	21	3	the	the	DET
fbem-22248	21	4	appropriate	appropriate	ADJ
fbem-22248	21	5	dl	dl	NOUN
fbem-22248	21	6	model	model	NOUN
fbem-22248	21	7	will	will	AUX
fbem-22248	21	8	be	be	AUX
fbem-22248	21	9	selected	select	VERB
fbem-22248	21	10	,	,	PUNCT
fbem-22248	21	11	and	and	CCONJ
fbem-22248	21	12	the	the	DET
fbem-22248	21	13	model	model	NOUN
fbem-22248	21	14	will	will	AUX
fbem-22248	21	15	be	be	AUX
fbem-22248	21	16	trained	train	VERB
fbem-22248	21	17	and	and	CCONJ
fbem-22248	21	18	optimized	optimize	VERB
fbem-22248	21	19	.	.	PUNCT
fbem-22248	22	1	finally	finally	ADV
fbem-22248	22	2	,	,	PUNCT
fbem-22248	22	3	it	it	PRON
fbem-22248	22	4	is	be	AUX
fbem-22248	22	5	compared	compare	VERB
fbem-22248	22	6	with	with	ADP
fbem-22248	22	7	other	other	ADJ
fbem-22248	22	8	forecasting	forecasting	NOUN
fbem-22248	22	9	methods	method	NOUN
fbem-22248	22	10	to	to	PART
fbem-22248	22	11	highlight	highlight	VERB
fbem-22248	22	12	the	the	DET
fbem-22248	22	13	advantages	advantage	NOUN
fbem-22248	22	14	of	of	ADP
fbem-22248	22	15	the	the	DET
fbem-22248	22	16	proposed	propose	VERB
fbem-22248	22	17	method	method	NOUN
fbem-22248	22	18	.	.	PUNCT
fbem-22248	23	1	2	2	X
fbem-22248	23	2	.	.	X
fbem-22248	23	3	theoretical	theoretical	ADJ
fbem-22248	23	4	basis	basis	NOUN
fbem-22248	23	5	of	of	ADP
fbem-22248	23	6	e	e	NOUN
fbem-22248	23	7	-	-	NOUN
fbem-22248	23	8	commerce	commerce	NOUN
fbem-22248	23	9	users	user	NOUN
fbem-22248	23	10	'	'	PART
fbem-22248	23	11	purchase	purchase	NOUN
fbem-22248	23	12	behavior	behavior	NOUN
fbem-22248	23	13	2.1	2.1	NUM
fbem-22248	23	14	.	.	PUNCT
fbem-22248	24	1	overview	overview	NOUN
fbem-22248	24	2	of	of	ADP
fbem-22248	24	3	purchase	purchase	NOUN
fbem-22248	24	4	behavior	behavior	NOUN
fbem-22248	24	5	of	of	ADP
fbem-22248	24	6	ecommerce	ecommerce	NOUN
fbem-22248	24	7	users	user	NOUN
fbem-22248	24	8	the	the	DET
fbem-22248	24	9	purchase	purchase	NOUN
fbem-22248	24	10	behavior	behavior	NOUN
fbem-22248	24	11	of	of	ADP
fbem-22248	24	12	e	e	NOUN
fbem-22248	24	13	-	-	NOUN
fbem-22248	24	14	commerce	commerce	NOUN
fbem-22248	24	15	users	user	NOUN
fbem-22248	24	16	refers	refer	VERB
fbem-22248	24	17	to	to	ADP
fbem-22248	24	18	the	the	DET
fbem-22248	24	19	behavior	behavior	NOUN
fbem-22248	24	20	that	that	PRON
fbem-22248	24	21	users	user	NOUN
fbem-22248	24	22	finally	finally	ADV
fbem-22248	24	23	make	make	VERB
fbem-22248	24	24	purchase	purchase	NOUN
fbem-22248	24	25	decisions	decision	NOUN
fbem-22248	24	26	through	through	ADP
fbem-22248	24	27	browsing	browse	VERB
fbem-22248	24	28	,	,	PUNCT
fbem-22248	24	29	searching	searching	NOUN
fbem-22248	24	30	,	,	PUNCT
fbem-22248	24	31	comparing	compare	VERB
fbem-22248	24	32	and	and	CCONJ
fbem-22248	24	33	selecting	select	VERB
fbem-22248	24	34	on	on	ADP
fbem-22248	24	35	the	the	DET
fbem-22248	24	36	ecommerce	ecommerce	NOUN
fbem-22248	24	37	platform	platform	NOUN
fbem-22248	24	38	[	[	X
fbem-22248	24	39	8	8	NUM
fbem-22248	24	40	]	]	PUNCT
fbem-22248	24	41	.	.	PUNCT
fbem-22248	25	1	this	this	DET
fbem-22248	25	2	behavior	behavior	NOUN
fbem-22248	25	3	not	not	PART
fbem-22248	25	4	only	only	ADV
fbem-22248	25	5	involves	involve	VERB
fbem-22248	25	6	users	user	NOUN
fbem-22248	25	7	'	'	PART
fbem-22248	25	8	personal	personal	ADJ
fbem-22248	25	9	preferences	preference	NOUN
fbem-22248	25	10	,	,	PUNCT
fbem-22248	25	11	needs	need	NOUN
fbem-22248	25	12	and	and	CCONJ
fbem-22248	25	13	economic	economic	ADJ
fbem-22248	25	14	conditions	condition	NOUN
fbem-22248	25	15	,	,	PUNCT
fbem-22248	25	16	but	but	CCONJ
fbem-22248	25	17	also	also	ADV
fbem-22248	25	18	is	be	AUX
fbem-22248	25	19	influenced	influence	VERB
fbem-22248	25	20	by	by	ADP
fbem-22248	25	21	many	many	ADJ
fbem-22248	25	22	factors	factor	NOUN
fbem-22248	25	23	such	such	ADJ
fbem-22248	25	24	as	as	ADP
fbem-22248	25	25	platform	platform	NOUN
fbem-22248	25	26	recommendation	recommendation	NOUN
fbem-22248	25	27	,	,	PUNCT
fbem-22248	25	28	product	product	NOUN
fbem-22248	25	29	evaluation	evaluation	NOUN
fbem-22248	25	30	and	and	CCONJ
fbem-22248	25	31	promotion	promotion	NOUN
fbem-22248	25	32	activities	activity	NOUN
fbem-22248	25	33	.	.	PUNCT
fbem-22248	26	1	the	the	DET
fbem-22248	26	2	characteristics	characteristic	NOUN
fbem-22248	26	3	of	of	ADP
fbem-22248	26	4	e	e	NOUN
fbem-22248	26	5	-	-	NOUN
fbem-22248	26	6	commerce	commerce	NOUN
fbem-22248	26	7	users	user	NOUN
fbem-22248	26	8	'	'	PART
fbem-22248	26	9	purchase	purchase	NOUN
fbem-22248	26	10	behavior	behavior	NOUN
fbem-22248	26	11	mainly	mainly	ADV
fbem-22248	26	12	include	include	VERB
fbem-22248	26	13	the	the	DET
fbem-22248	26	14	following	following	ADJ
fbem-22248	26	15	points	point	NOUN
fbem-22248	26	16	:	:	PUNCT
fbem-22248	26	17	the	the	DET
fbem-22248	26	18	user	user	NOUN
fbem-22248	26	19	's	's	PART
fbem-22248	26	20	behavior	behavior	NOUN
fbem-22248	26	21	trajectory	trajectory	NOUN
fbem-22248	26	22	can	can	AUX
fbem-22248	26	23	be	be	AUX
fbem-22248	26	24	completely	completely	ADV
fbem-22248	26	25	recorded	record	VERB
fbem-22248	26	26	and	and	CCONJ
fbem-22248	26	27	analyzed	analyze	VERB
fbem-22248	26	28	;	;	PUNCT
fbem-22248	26	29	the	the	DET
fbem-22248	26	30	purchase	purchase	NOUN
fbem-22248	26	31	decision	decision	NOUN
fbem-22248	26	32	of	of	ADP
fbem-22248	26	33	users	user	NOUN
fbem-22248	26	34	is	be	AUX
fbem-22248	26	35	often	often	ADV
fbem-22248	26	36	influenced	influence	VERB
fbem-22248	26	37	by	by	ADP
fbem-22248	26	38	a	a	DET
fbem-22248	26	39	variety	variety	NOUN
fbem-22248	26	40	of	of	ADP
fbem-22248	26	41	information	information	NOUN
fbem-22248	26	42	;	;	PUNCT
fbem-22248	26	43	users	user	NOUN
fbem-22248	26	44	'	'	PART
fbem-22248	26	45	purchasing	purchase	VERB
fbem-22248	26	46	behavior	behavior	NOUN
fbem-22248	26	47	is	be	AUX
fbem-22248	26	48	time	time	NOUN
fbem-22248	26	49	-	-	PUNCT
fbem-22248	26	50	sensitive	sensitive	ADJ
fbem-22248	26	51	and	and	CCONJ
fbem-22248	26	52	dynamic	dynamic	ADJ
fbem-22248	26	53	,	,	PUNCT
fbem-22248	26	54	that	that	ADV
fbem-22248	26	55	is	is	ADV
fbem-22248	26	56	,	,	PUNCT
fbem-22248	26	57	it	it	PRON
fbem-22248	26	58	changes	change	VERB
fbem-22248	26	59	with	with	ADP
fbem-22248	26	60	the	the	DET
fbem-22248	26	61	passage	passage	NOUN
fbem-22248	26	62	of	of	ADP
fbem-22248	26	63	time	time	NOUN
fbem-22248	26	64	and	and	CCONJ
fbem-22248	26	65	changes	change	NOUN
fbem-22248	26	66	in	in	ADP
fbem-22248	26	67	the	the	DET
fbem-22248	26	68	market	market	NOUN
fbem-22248	26	69	.	.	PUNCT
fbem-22248	27	1	2.2	2.2	NUM
fbem-22248	27	2	.	.	PUNCT
fbem-22248	27	3	influencing	influence	VERB
fbem-22248	27	4	factors	factor	NOUN
fbem-22248	27	5	of	of	ADP
fbem-22248	27	6	e	e	NOUN
fbem-22248	27	7	-	-	NOUN
fbem-22248	27	8	commerce	commerce	NOUN
fbem-22248	27	9	users	user	NOUN
fbem-22248	27	10	'	'	PART
fbem-22248	27	11	purchase	purchase	NOUN
fbem-22248	27	12	behavior	behavior	NOUN
fbem-22248	27	13	there	there	PRON
fbem-22248	27	14	are	be	VERB
fbem-22248	27	15	many	many	ADJ
fbem-22248	27	16	factors	factor	NOUN
fbem-22248	27	17	that	that	PRON
fbem-22248	27	18	affect	affect	VERB
fbem-22248	27	19	the	the	DET
fbem-22248	27	20	purchase	purchase	NOUN
fbem-22248	27	21	behavior	behavior	NOUN
fbem-22248	27	22	of	of	ADP
fbem-22248	27	23	e	e	NOUN
fbem-22248	27	24	-	-	NOUN
fbem-22248	27	25	commerce	commerce	NOUN
fbem-22248	27	26	users	user	NOUN
fbem-22248	27	27	,	,	PUNCT
fbem-22248	27	28	among	among	ADP
fbem-22248	27	29	which	which	DET
fbem-22248	27	30	price	price	NOUN
fbem-22248	27	31	,	,	PUNCT
fbem-22248	27	32	quality	quality	NOUN
fbem-22248	27	33	and	and	CCONJ
fbem-22248	27	34	evaluation	evaluation	NOUN
fbem-22248	27	35	are	be	AUX
fbem-22248	27	36	the	the	DET
fbem-22248	27	37	most	most	ADV
fbem-22248	27	38	critical	critical	ADJ
fbem-22248	27	39	factors	factor	NOUN
fbem-22248	27	40	.	.	PUNCT
fbem-22248	28	1	price	price	NOUN
fbem-22248	28	2	is	be	AUX
fbem-22248	28	3	one	one	NUM
fbem-22248	28	4	of	of	ADP
fbem-22248	28	5	the	the	DET
fbem-22248	28	6	important	important	ADJ
fbem-22248	28	7	factors	factor	NOUN
fbem-22248	28	8	that	that	PRON
fbem-22248	28	9	affect	affect	VERB
fbem-22248	28	10	users	user	NOUN
fbem-22248	28	11	'	'	PART
fbem-22248	28	12	purchasing	purchasing	NOUN
fbem-22248	28	13	decisions	decision	NOUN
fbem-22248	28	14	,	,	PUNCT
fbem-22248	28	15	and	and	CCONJ
fbem-22248	28	16	users	user	NOUN
fbem-22248	28	17	often	often	ADV
fbem-22248	28	18	weigh	weigh	VERB
fbem-22248	28	19	the	the	DET
fbem-22248	28	20	price	price	NOUN
fbem-22248	28	21	against	against	ADP
fbem-22248	28	22	the	the	DET
fbem-22248	28	23	cost	cost	NOUN
fbem-22248	28	24	performance	performance	NOUN
fbem-22248	28	25	of	of	ADP
fbem-22248	28	26	goods	good	NOUN
fbem-22248	28	27	according	accord	VERB
fbem-22248	28	28	to	to	ADP
fbem-22248	28	29	their	their	PRON
fbem-22248	28	30	own	own	ADJ
fbem-22248	28	31	economic	economic	ADJ
fbem-22248	28	32	conditions	condition	NOUN
fbem-22248	28	33	and	and	CCONJ
fbem-22248	28	34	needs	need	NOUN
fbem-22248	28	35	.	.	PUNCT
fbem-22248	29	1	quality	quality	NOUN
fbem-22248	29	2	is	be	AUX
fbem-22248	29	3	another	another	DET
fbem-22248	29	4	important	important	ADJ
fbem-22248	29	5	factor	factor	NOUN
fbem-22248	29	6	for	for	SCONJ
fbem-22248	29	7	users	user	NOUN
fbem-22248	29	8	to	to	PART
fbem-22248	29	9	consider	consider	VERB
fbem-22248	29	10	.	.	PUNCT
fbem-22248	30	1	high	high	ADJ
fbem-22248	30	2	-	-	PUNCT
fbem-22248	30	3	quality	quality	NOUN
fbem-22248	30	4	goods	good	NOUN
fbem-22248	30	5	can	can	AUX
fbem-22248	30	6	win	win	VERB
fbem-22248	30	7	the	the	DET
fbem-22248	30	8	trust	trust	NOUN
fbem-22248	30	9	and	and	CCONJ
fbem-22248	30	10	loyalty	loyalty	NOUN
fbem-22248	30	11	of	of	ADP
fbem-22248	30	12	users	user	NOUN
fbem-22248	30	13	.	.	PUNCT
fbem-22248	31	1	in	in	ADP
fbem-22248	31	2	addition	addition	NOUN
fbem-22248	31	3	,	,	PUNCT
fbem-22248	31	4	users	user	NOUN
fbem-22248	31	5	'	'	PART
fbem-22248	31	6	purchasing	purchasing	NOUN
fbem-22248	31	7	decisions	decision	NOUN
fbem-22248	31	8	will	will	AUX
fbem-22248	31	9	be	be	AUX
fbem-22248	31	10	influenced	influence	VERB
fbem-22248	31	11	by	by	ADP
fbem-22248	31	12	other	other	ADJ
fbem-22248	31	13	users	user	NOUN
fbem-22248	31	14	'	'	PART
fbem-22248	31	15	evaluations	evaluation	NOUN
fbem-22248	31	16	,	,	PUNCT
fbem-22248	31	17	and	and	CCONJ
fbem-22248	31	18	positive	positive	ADJ
fbem-22248	31	19	evaluations	evaluation	NOUN
fbem-22248	31	20	can	can	AUX
fbem-22248	31	21	enhance	enhance	VERB
fbem-22248	31	22	users	user	NOUN
fbem-22248	31	23	'	'	PART
fbem-22248	31	24	purchasing	purchasing	NOUN
fbem-22248	31	25	willingness	willingness	NOUN
fbem-22248	31	26	and	and	CCONJ
fbem-22248	31	27	confidence	confidence	NOUN
fbem-22248	31	28	.	.	PUNCT
fbem-22248	32	1	in	in	ADP
fbem-22248	32	2	addition	addition	NOUN
fbem-22248	32	3	to	to	ADP
fbem-22248	32	4	the	the	DET
fbem-22248	32	5	above	above	ADJ
fbem-22248	32	6	factors	factor	NOUN
fbem-22248	32	7	,	,	PUNCT
fbem-22248	32	8	there	there	PRON
fbem-22248	32	9	are	be	VERB
fbem-22248	32	10	many	many	ADJ
fbem-22248	32	11	other	other	ADJ
fbem-22248	32	12	factors	factor	NOUN
fbem-22248	32	13	,	,	PUNCT
fbem-22248	32	14	such	such	ADJ
fbem-22248	32	15	as	as	ADP
fbem-22248	32	16	promotional	promotional	ADJ
fbem-22248	32	17	activities	activity	NOUN
fbem-22248	32	18	,	,	PUNCT
fbem-22248	32	19	brand	brand	NOUN
fbem-22248	32	20	awareness	awareness	NOUN
fbem-22248	32	21	,	,	PUNCT
fbem-22248	32	22	logistics	logistic	NOUN
fbem-22248	32	23	and	and	CCONJ
fbem-22248	32	24	distribution	distribution	NOUN
fbem-22248	32	25	,	,	PUNCT
fbem-22248	32	26	which	which	PRON
fbem-22248	32	27	will	will	AUX
fbem-22248	32	28	also	also	ADV
fbem-22248	32	29	affect	affect	VERB
fbem-22248	32	30	users	user	NOUN
fbem-22248	32	31	'	'	PART
fbem-22248	32	32	buying	buying	NOUN
fbem-22248	32	33	behavior	behavior	NOUN
fbem-22248	32	34	.	.	PUNCT
fbem-22248	33	1	these	these	DET
fbem-22248	33	2	factors	factor	NOUN
fbem-22248	33	3	interact	interact	VERB
fbem-22248	33	4	and	and	CCONJ
fbem-22248	33	5	influence	influence	VERB
fbem-22248	33	6	each	each	DET
fbem-22248	33	7	other	other	ADJ
fbem-22248	33	8	to	to	PART
fbem-22248	33	9	form	form	VERB
fbem-22248	33	10	a	a	DET
fbem-22248	33	11	complex	complex	ADJ
fbem-22248	33	12	network	network	NOUN
fbem-22248	33	13	of	of	ADP
fbem-22248	33	14	users	user	NOUN
fbem-22248	33	15	'	'	PART
fbem-22248	33	16	buying	buying	NOUN
fbem-22248	33	17	behavior	behavior	NOUN
fbem-22248	33	18	.	.	PUNCT
fbem-22248	34	1	148	148	NUM
fbem-22248	34	2	2.3	2.3	NUM
fbem-22248	34	3	.	.	PUNCT
fbem-22248	35	1	the	the	DET
fbem-22248	35	2	predicted	predict	VERB
fbem-22248	35	3	value	value	NOUN
fbem-22248	35	4	of	of	ADP
fbem-22248	35	5	e	e	NOUN
fbem-22248	35	6	-	-	NOUN
fbem-22248	35	7	commerce	commerce	NOUN
fbem-22248	35	8	users	user	NOUN
fbem-22248	35	9	'	'	PART
fbem-22248	35	10	purchase	purchase	NOUN
fbem-22248	35	11	behavior	behavior	NOUN
fbem-22248	35	12	accurately	accurately	ADV
fbem-22248	35	13	predicting	predict	VERB
fbem-22248	35	14	the	the	DET
fbem-22248	35	15	purchase	purchase	NOUN
fbem-22248	35	16	behavior	behavior	NOUN
fbem-22248	35	17	of	of	ADP
fbem-22248	35	18	ecommerce	ecommerce	NOUN
fbem-22248	35	19	users	user	NOUN
fbem-22248	35	20	is	be	AUX
fbem-22248	35	21	of	of	ADP
fbem-22248	35	22	great	great	ADJ
fbem-22248	35	23	significance	significance	NOUN
fbem-22248	35	24	for	for	ADP
fbem-22248	35	25	e	e	NOUN
fbem-22248	35	26	-	-	NOUN
fbem-22248	35	27	commerce	commerce	NOUN
fbem-22248	35	28	platforms	platform	NOUN
fbem-22248	35	29	.	.	PUNCT
fbem-22248	36	1	by	by	ADP
fbem-22248	36	2	predicting	predict	VERB
fbem-22248	36	3	the	the	DET
fbem-22248	36	4	purchase	purchase	NOUN
fbem-22248	36	5	intention	intention	NOUN
fbem-22248	36	6	and	and	CCONJ
fbem-22248	36	7	demand	demand	NOUN
fbem-22248	36	8	of	of	ADP
fbem-22248	36	9	users	user	NOUN
fbem-22248	36	10	,	,	PUNCT
fbem-22248	36	11	the	the	DET
fbem-22248	36	12	platform	platform	NOUN
fbem-22248	36	13	can	can	AUX
fbem-22248	36	14	carry	carry	VERB
fbem-22248	36	15	out	out	ADP
fbem-22248	36	16	inventory	inventory	NOUN
fbem-22248	36	17	management	management	NOUN
fbem-22248	36	18	and	and	CCONJ
fbem-22248	36	19	logistics	logistic	NOUN
fbem-22248	36	20	distribution	distribution	NOUN
fbem-22248	36	21	planning	planning	NOUN
fbem-22248	36	22	in	in	ADP
fbem-22248	36	23	advance	advance	NOUN
fbem-22248	36	24	,	,	PUNCT
fbem-22248	36	25	thus	thus	ADV
fbem-22248	36	26	improving	improve	VERB
fbem-22248	36	27	operational	operational	ADJ
fbem-22248	36	28	efficiency	efficiency	NOUN
fbem-22248	36	29	and	and	CCONJ
fbem-22248	36	30	reducing	reduce	VERB
fbem-22248	36	31	costs	cost	NOUN
fbem-22248	36	32	.	.	PUNCT
fbem-22248	37	1	at	at	ADP
fbem-22248	37	2	the	the	DET
fbem-22248	37	3	same	same	ADJ
fbem-22248	37	4	time	time	NOUN
fbem-22248	37	5	,	,	PUNCT
fbem-22248	37	6	the	the	DET
fbem-22248	37	7	forecast	forecast	NOUN
fbem-22248	37	8	results	result	NOUN
fbem-22248	37	9	can	can	AUX
fbem-22248	37	10	provide	provide	VERB
fbem-22248	37	11	strong	strong	ADJ
fbem-22248	37	12	support	support	NOUN
fbem-22248	37	13	for	for	ADP
fbem-22248	37	14	product	product	NOUN
fbem-22248	37	15	recommendation	recommendation	NOUN
fbem-22248	37	16	and	and	CCONJ
fbem-22248	37	17	personalized	personalized	ADJ
fbem-22248	37	18	service	service	NOUN
fbem-22248	37	19	of	of	ADP
fbem-22248	37	20	the	the	DET
fbem-22248	37	21	platform	platform	NOUN
fbem-22248	37	22	,	,	PUNCT
fbem-22248	37	23	and	and	CCONJ
fbem-22248	37	24	improve	improve	VERB
fbem-22248	37	25	user	user	NOUN
fbem-22248	37	26	experience	experience	NOUN
fbem-22248	37	27	and	and	CCONJ
fbem-22248	37	28	satisfaction	satisfaction	NOUN
fbem-22248	37	29	.	.	PUNCT
fbem-22248	38	1	through	through	ADP
fbem-22248	38	2	the	the	DET
fbem-22248	38	3	prediction	prediction	NOUN
fbem-22248	38	4	and	and	CCONJ
fbem-22248	38	5	analysis	analysis	NOUN
fbem-22248	38	6	of	of	ADP
fbem-22248	38	7	purchasing	purchase	VERB
fbem-22248	38	8	behavior	behavior	NOUN
fbem-22248	38	9	,	,	PUNCT
fbem-22248	38	10	the	the	DET
fbem-22248	38	11	platform	platform	NOUN
fbem-22248	38	12	can	can	AUX
fbem-22248	38	13	also	also	ADV
fbem-22248	38	14	better	well	ADV
fbem-22248	38	15	understand	understand	VERB
fbem-22248	38	16	the	the	DET
fbem-22248	38	17	market	market	NOUN
fbem-22248	38	18	dynamics	dynamic	NOUN
fbem-22248	38	19	and	and	CCONJ
fbem-22248	38	20	changes	change	NOUN
fbem-22248	38	21	in	in	ADP
fbem-22248	38	22	user	user	NOUN
fbem-22248	38	23	needs	need	NOUN
fbem-22248	38	24	,	,	PUNCT
fbem-22248	38	25	and	and	CCONJ
fbem-22248	38	26	provide	provide	VERB
fbem-22248	38	27	valuable	valuable	ADJ
fbem-22248	38	28	reference	reference	NOUN
fbem-22248	38	29	information	information	NOUN
fbem-22248	38	30	for	for	ADP
fbem-22248	38	31	future	future	ADJ
fbem-22248	38	32	strategic	strategic	ADJ
fbem-22248	38	33	planning	planning	NOUN
fbem-22248	38	34	and	and	CCONJ
fbem-22248	38	35	product	product	NOUN
fbem-22248	38	36	development	development	NOUN
fbem-22248	38	37	.	.	PUNCT
fbem-22248	39	1	3	3	X
fbem-22248	39	2	.	.	X
fbem-22248	39	3	dl	dl	NOUN
fbem-22248	39	4	-	-	PUNCT
fbem-22248	39	5	based	base	VERB
fbem-22248	39	6	forecasting	forecasting	NOUN
fbem-22248	39	7	model	model	NOUN
fbem-22248	39	8	construction	construction	NOUN
fbem-22248	39	9	before	before	ADP
fbem-22248	39	10	building	build	VERB
fbem-22248	39	11	a	a	DET
fbem-22248	39	12	prediction	prediction	NOUN
fbem-22248	39	13	model	model	NOUN
fbem-22248	39	14	based	base	VERB
fbem-22248	39	15	on	on	ADP
fbem-22248	39	16	dl	dl	PROPN
fbem-22248	39	17	,	,	PUNCT
fbem-22248	39	18	adequate	adequate	ADJ
fbem-22248	39	19	data	datum	NOUN
fbem-22248	39	20	preparation	preparation	NOUN
fbem-22248	39	21	and	and	CCONJ
fbem-22248	39	22	pretreatment	pretreatment	NOUN
fbem-22248	39	23	are	be	AUX
fbem-22248	39	24	crucial	crucial	ADJ
fbem-22248	39	25	steps	step	NOUN
fbem-22248	39	26	.	.	PUNCT
fbem-22248	40	1	this	this	DET
fbem-22248	40	2	process	process	NOUN
fbem-22248	40	3	mainly	mainly	ADV
fbem-22248	40	4	includes	include	VERB
fbem-22248	40	5	the	the	DET
fbem-22248	40	6	following	follow	VERB
fbem-22248	40	7	links	link	NOUN
fbem-22248	40	8	:	:	PUNCT
fbem-22248	40	9	data	datum	NOUN
fbem-22248	40	10	source	source	NOUN
fbem-22248	40	11	:	:	PUNCT
fbem-22248	40	12	this	this	DET
fbem-22248	40	13	study	study	NOUN
fbem-22248	40	14	collects	collect	VERB
fbem-22248	40	15	user	user	NOUN
fbem-22248	40	16	behavior	behavior	NOUN
fbem-22248	40	17	data	datum	NOUN
fbem-22248	40	18	from	from	ADP
fbem-22248	40	19	several	several	ADJ
fbem-22248	40	20	large	large	ADJ
fbem-22248	40	21	e	e	ADJ
fbem-22248	40	22	-	-	NOUN
fbem-22248	40	23	commerce	commerce	NOUN
fbem-22248	40	24	platforms	platform	NOUN
fbem-22248	40	25	,	,	PUNCT
fbem-22248	40	26	including	include	VERB
fbem-22248	40	27	browsing	browse	VERB
fbem-22248	40	28	records	record	NOUN
fbem-22248	40	29	,	,	PUNCT
fbem-22248	40	30	purchase	purchase	NOUN
fbem-22248	40	31	history	history	NOUN
fbem-22248	40	32	,	,	PUNCT
fbem-22248	40	33	search	search	NOUN
fbem-22248	40	34	queries	query	NOUN
fbem-22248	40	35	,	,	PUNCT
fbem-22248	40	36	etc	etc	X
fbem-22248	40	37	.	.	X
fbem-22248	41	1	these	these	DET
fbem-22248	41	2	data	datum	NOUN
fbem-22248	41	3	provide	provide	VERB
fbem-22248	41	4	us	we	PRON
fbem-22248	41	5	with	with	ADP
fbem-22248	41	6	a	a	DET
fbem-22248	41	7	wealth	wealth	NOUN
fbem-22248	41	8	of	of	ADP
fbem-22248	41	9	user	user	NOUN
fbem-22248	41	10	behavior	behavior	NOUN
fbem-22248	41	11	information	information	NOUN
fbem-22248	41	12	,	,	PUNCT
fbem-22248	41	13	which	which	PRON
fbem-22248	41	14	is	be	AUX
fbem-22248	41	15	the	the	DET
fbem-22248	41	16	basis	basis	NOUN
fbem-22248	41	17	of	of	ADP
fbem-22248	41	18	building	build	VERB
fbem-22248	41	19	a	a	DET
fbem-22248	41	20	prediction	prediction	NOUN
fbem-22248	41	21	model	model	NOUN
fbem-22248	41	22	.	.	PUNCT
fbem-22248	42	1	data	datum	NOUN
fbem-22248	42	2	cleaning	clean	VERB
fbem-22248	42	3	:	:	PUNCT
fbem-22248	42	4	there	there	PRON
fbem-22248	42	5	are	be	VERB
fbem-22248	42	6	often	often	ADV
fbem-22248	42	7	problems	problem	NOUN
fbem-22248	42	8	such	such	ADJ
fbem-22248	42	9	as	as	ADP
fbem-22248	42	10	missing	miss	VERB
fbem-22248	42	11	values	value	NOUN
fbem-22248	42	12	,	,	PUNCT
fbem-22248	42	13	abnormal	abnormal	ADJ
fbem-22248	42	14	values	value	NOUN
fbem-22248	42	15	or	or	CCONJ
fbem-22248	42	16	duplicate	duplicate	ADJ
fbem-22248	42	17	values	value	NOUN
fbem-22248	42	18	in	in	ADP
fbem-22248	42	19	the	the	DET
fbem-22248	42	20	original	original	ADJ
fbem-22248	42	21	data	datum	NOUN
fbem-22248	42	22	.	.	PUNCT
fbem-22248	43	1	removing	remove	VERB
fbem-22248	43	2	these	these	DET
fbem-22248	43	3	noise	noise	NOUN
fbem-22248	43	4	data	datum	NOUN
fbem-22248	43	5	by	by	ADP
fbem-22248	43	6	data	datum	NOUN
fbem-22248	43	7	cleaning	cleaning	NOUN
fbem-22248	43	8	can	can	AUX
fbem-22248	43	9	ensure	ensure	VERB
fbem-22248	43	10	the	the	DET
fbem-22248	43	11	accuracy	accuracy	NOUN
fbem-22248	43	12	and	and	CCONJ
fbem-22248	43	13	consistency	consistency	NOUN
fbem-22248	43	14	of	of	ADP
fbem-22248	43	15	the	the	DET
fbem-22248	43	16	data	datum	NOUN
fbem-22248	43	17	.	.	PUNCT
fbem-22248	44	1	for	for	ADP
fbem-22248	44	2	example	example	NOUN
fbem-22248	44	3	,	,	PUNCT
fbem-22248	44	4	for	for	ADP
fbem-22248	44	5	missing	miss	VERB
fbem-22248	44	6	values	value	NOUN
fbem-22248	44	7	,	,	PUNCT
fbem-22248	44	8	we	we	PRON
fbem-22248	44	9	choose	choose	VERB
fbem-22248	44	10	filling	fill	VERB
fbem-22248	44	11	methods	method	NOUN
fbem-22248	44	12	according	accord	VERB
fbem-22248	44	13	to	to	ADP
fbem-22248	44	14	the	the	DET
fbem-22248	44	15	data	datum	NOUN
fbem-22248	44	16	distribution	distribution	NOUN
fbem-22248	44	17	,	,	PUNCT
fbem-22248	44	18	such	such	ADJ
fbem-22248	44	19	as	as	ADP
fbem-22248	44	20	mean	mean	ADJ
fbem-22248	44	21	filling	filling	NOUN
fbem-22248	44	22	,	,	PUNCT
fbem-22248	44	23	median	median	ADJ
fbem-22248	44	24	filling	filling	NOUN
fbem-22248	44	25	or	or	CCONJ
fbem-22248	44	26	predictive	predictive	ADJ
fbem-22248	44	27	filling	filling	NOUN
fbem-22248	44	28	using	use	VERB
fbem-22248	44	29	machine	machine	NOUN
fbem-22248	44	30	learning	learning	NOUN
fbem-22248	44	31	algorithm	algorithm	NOUN
fbem-22248	44	32	.	.	PUNCT
fbem-22248	45	1	feature	feature	NOUN
fbem-22248	45	2	extraction	extraction	NOUN
fbem-22248	45	3	:	:	PUNCT
fbem-22248	45	4	feature	feature	NOUN
fbem-22248	45	5	extraction	extraction	NOUN
fbem-22248	45	6	is	be	AUX
fbem-22248	45	7	a	a	DET
fbem-22248	45	8	key	key	ADJ
fbem-22248	45	9	step	step	NOUN
fbem-22248	45	10	in	in	ADP
fbem-22248	45	11	the	the	DET
fbem-22248	45	12	pretreatment	pretreatment	NOUN
fbem-22248	45	13	process	process	NOUN
fbem-22248	45	14	.	.	PUNCT
fbem-22248	46	1	this	this	DET
fbem-22248	46	2	paper	paper	NOUN
fbem-22248	46	3	extracts	extract	NOUN
fbem-22248	46	4	meaningful	meaningful	ADJ
fbem-22248	46	5	features	feature	NOUN
fbem-22248	46	6	from	from	ADP
fbem-22248	46	7	the	the	DET
fbem-22248	46	8	original	original	ADJ
fbem-22248	46	9	data	datum	NOUN
fbem-22248	46	10	,	,	PUNCT
fbem-22248	46	11	such	such	ADJ
fbem-22248	46	12	as	as	ADP
fbem-22248	46	13	user	user	NOUN
fbem-22248	46	14	browsing	browse	VERB
fbem-22248	46	15	time	time	NOUN
fbem-22248	46	16	,	,	PUNCT
fbem-22248	46	17	purchase	purchase	NOUN
fbem-22248	46	18	frequency	frequency	NOUN
fbem-22248	46	19	,	,	PUNCT
fbem-22248	46	20	search	search	NOUN
fbem-22248	46	21	keywords	keyword	NOUN
fbem-22248	46	22	,	,	PUNCT
fbem-22248	46	23	etc	etc	X
fbem-22248	46	24	.	.	X
fbem-22248	47	1	these	these	DET
fbem-22248	47	2	features	feature	NOUN
fbem-22248	47	3	will	will	AUX
fbem-22248	47	4	be	be	AUX
fbem-22248	47	5	used	use	VERB
fbem-22248	47	6	as	as	ADP
fbem-22248	47	7	the	the	DET
fbem-22248	47	8	input	input	NOUN
fbem-22248	47	9	of	of	ADP
fbem-22248	47	10	the	the	DET
fbem-22248	47	11	model	model	NOUN
fbem-22248	47	12	.	.	PUNCT
fbem-22248	48	1	at	at	ADP
fbem-22248	48	2	the	the	DET
fbem-22248	48	3	same	same	ADJ
fbem-22248	48	4	time	time	NOUN
fbem-22248	48	5	,	,	PUNCT
fbem-22248	48	6	feature	feature	NOUN
fbem-22248	48	7	scaling	scaling	NOUN
fbem-22248	48	8	,	,	PUNCT
fbem-22248	48	9	such	such	ADJ
fbem-22248	48	10	as	as	ADP
fbem-22248	48	11	normalization	normalization	NOUN
fbem-22248	48	12	or	or	CCONJ
fbem-22248	48	13	standardization	standardization	NOUN
fbem-22248	48	14	,	,	PUNCT
fbem-22248	48	15	is	be	AUX
fbem-22248	48	16	also	also	ADV
fbem-22248	48	17	carried	carry	VERB
fbem-22248	48	18	out	out	ADP
fbem-22248	48	19	to	to	PART
fbem-22248	48	20	ensure	ensure	VERB
fbem-22248	48	21	that	that	SCONJ
fbem-22248	48	22	all	all	DET
fbem-22248	48	23	features	feature	NOUN
fbem-22248	48	24	are	be	AUX
fbem-22248	48	25	on	on	ADP
fbem-22248	48	26	the	the	DET
fbem-22248	48	27	same	same	ADJ
fbem-22248	48	28	scale	scale	NOUN
fbem-22248	48	29	and	and	CCONJ
fbem-22248	48	30	further	far	ADV
fbem-22248	48	31	improve	improve	VERB
fbem-22248	48	32	the	the	DET
fbem-22248	48	33	performance	performance	NOUN
fbem-22248	48	34	of	of	ADP
fbem-22248	48	35	the	the	DET
fbem-22248	48	36	model	model	NOUN
fbem-22248	48	37	.	.	PUNCT
fbem-22248	49	1	in	in	ADP
fbem-22248	49	2	this	this	DET
fbem-22248	49	3	paper	paper	NOUN
fbem-22248	49	4	,	,	PUNCT
fbem-22248	49	5	mapminmax	mapminmax	ADJ
fbem-22248	49	6	function	function	NOUN
fbem-22248	49	7	is	be	AUX
fbem-22248	49	8	used	use	VERB
fbem-22248	49	9	to	to	PART
fbem-22248	49	10	normalize	normalize	VERB
fbem-22248	49	11	the	the	DET
fbem-22248	49	12	data	datum	NOUN
fbem-22248	49	13	.	.	PUNCT
fbem-22248	50	1	the	the	DET
fbem-22248	50	2	expression	expression	NOUN
fbem-22248	50	3	of	of	ADP
fbem-22248	50	4	this	this	DET
fbem-22248	50	5	function	function	NOUN
fbem-22248	50	6	is	be	AUX
fbem-22248	50	7	as	as	SCONJ
fbem-22248	50	8	follows	follow	VERB
fbem-22248	50	9	:	:	PUNCT
fbem-22248	50	10			NOUN
fbem-22248	51	1			SYM
fbem-22248	51	2			NOUN
fbem-22248	51	3			SYM
fbem-22248	51	4			NOUN
fbem-22248	51	5			NUM
fbem-22248	51	6	minminmaxminminmax	minminmaxminminmax	ADJ
fbem-22248	51	7	yxxxxyyy	yxxxxyyy	ADJ
fbem-22248	51	8			NOUN
fbem-22248	51	9	(	(	PUNCT
fbem-22248	51	10	1	1	NUM
fbem-22248	51	11	)	)	PUNCT
fbem-22248	51	12	where	where	SCONJ
fbem-22248	51	13	maxy	maxy	PROPN
fbem-22248	51	14	and	and	CCONJ
fbem-22248	51	15	miny	miny	PROPN
fbem-22248	51	16	are	be	AUX
fbem-22248	51	17	set	set	VERB
fbem-22248	51	18	constants	constant	NOUN
fbem-22248	51	19	,	,	PUNCT
fbem-22248	51	20	which	which	PRON
fbem-22248	51	21	are	be	AUX
fbem-22248	51	22	1	1	NUM
fbem-22248	51	23	and	and	CCONJ
fbem-22248	51	24	-1	-1	ADV
fbem-22248	51	25	respectively	respectively	ADV
fbem-22248	51	26	.	.	PUNCT
fbem-22248	52	1	data	datum	NOUN
fbem-22248	52	2	division	division	NOUN
fbem-22248	52	3	:	:	PUNCT
fbem-22248	52	4	finally	finally	ADV
fbem-22248	52	5	,	,	PUNCT
fbem-22248	52	6	the	the	DET
fbem-22248	52	7	data	datum	NOUN
fbem-22248	52	8	set	set	VERB
fbem-22248	52	9	after	after	ADP
fbem-22248	52	10	cleaning	clean	VERB
fbem-22248	52	11	and	and	CCONJ
fbem-22248	52	12	feature	feature	NOUN
fbem-22248	52	13	extraction	extraction	NOUN
fbem-22248	52	14	is	be	AUX
fbem-22248	52	15	divided	divide	VERB
fbem-22248	52	16	into	into	ADP
fbem-22248	52	17	training	training	NOUN
fbem-22248	52	18	set	set	NOUN
fbem-22248	52	19	,	,	PUNCT
fbem-22248	52	20	verification	verification	NOUN
fbem-22248	52	21	set	set	NOUN
fbem-22248	52	22	and	and	CCONJ
fbem-22248	52	23	test	test	NOUN
fbem-22248	52	24	set	set	VERB
fbem-22248	52	25	.	.	PUNCT
fbem-22248	53	1	the	the	DET
fbem-22248	53	2	training	training	NOUN
fbem-22248	53	3	set	set	NOUN
fbem-22248	53	4	is	be	AUX
fbem-22248	53	5	used	use	VERB
fbem-22248	53	6	to	to	PART
fbem-22248	53	7	train	train	VERB
fbem-22248	53	8	the	the	DET
fbem-22248	53	9	model	model	NOUN
fbem-22248	53	10	,	,	PUNCT
fbem-22248	53	11	the	the	DET
fbem-22248	53	12	verification	verification	NOUN
fbem-22248	53	13	set	set	NOUN
fbem-22248	53	14	is	be	AUX
fbem-22248	53	15	used	use	VERB
fbem-22248	53	16	to	to	PART
fbem-22248	53	17	adjust	adjust	VERB
fbem-22248	53	18	the	the	DET
fbem-22248	53	19	model	model	NOUN
fbem-22248	53	20	parameters	parameter	NOUN
fbem-22248	53	21	and	and	CCONJ
fbem-22248	53	22	superparameters	superparameter	NOUN
fbem-22248	53	23	,	,	PUNCT
fbem-22248	53	24	and	and	CCONJ
fbem-22248	53	25	the	the	DET
fbem-22248	53	26	test	test	NOUN
fbem-22248	53	27	set	set	NOUN
fbem-22248	53	28	is	be	AUX
fbem-22248	53	29	used	use	VERB
fbem-22248	53	30	to	to	PART
fbem-22248	53	31	evaluate	evaluate	VERB
fbem-22248	53	32	the	the	DET
fbem-22248	53	33	performance	performance	NOUN
fbem-22248	53	34	of	of	ADP
fbem-22248	53	35	the	the	DET
fbem-22248	53	36	model	model	NOUN
fbem-22248	53	37	.	.	PUNCT
fbem-22248	54	1	considering	consider	VERB
fbem-22248	54	2	that	that	SCONJ
fbem-22248	54	3	users	user	NOUN
fbem-22248	54	4	'	'	PART
fbem-22248	54	5	purchasing	purchase	VERB
fbem-22248	54	6	behavior	behavior	NOUN
fbem-22248	54	7	is	be	AUX
fbem-22248	54	8	sequential	sequential	ADJ
fbem-22248	54	9	,	,	PUNCT
fbem-22248	54	10	that	that	ADV
fbem-22248	54	11	is	is	ADV
fbem-22248	54	12	,	,	PUNCT
fbem-22248	54	13	users	user	NOUN
fbem-22248	54	14	'	'	PART
fbem-22248	54	15	purchasing	purchasing	NOUN
fbem-22248	54	16	decisions	decision	NOUN
fbem-22248	54	17	are	be	AUX
fbem-22248	54	18	often	often	ADV
fbem-22248	54	19	influenced	influence	VERB
fbem-22248	54	20	by	by	ADP
fbem-22248	54	21	previous	previous	ADJ
fbem-22248	54	22	behaviors	behavior	NOUN
fbem-22248	54	23	,	,	PUNCT
fbem-22248	54	24	this	this	DET
fbem-22248	54	25	paper	paper	NOUN
fbem-22248	54	26	chooses	chooses	AUX
fbem-22248	54	27	rnn	rnn	VERB
fbem-22248	54	28	as	as	ADP
fbem-22248	54	29	the	the	DET
fbem-22248	54	30	prediction	prediction	NOUN
fbem-22248	54	31	model	model	NOUN
fbem-22248	54	32	of	of	ADP
fbem-22248	54	33	this	this	DET
fbem-22248	54	34	paper	paper	NOUN
fbem-22248	54	35	.	.	PUNCT
fbem-22248	55	1	rnn	rnn	PROPN
fbem-22248	55	2	can	can	AUX
fbem-22248	55	3	process	process	VERB
fbem-22248	55	4	the	the	DET
fbem-22248	55	5	sequence	sequence	NOUN
fbem-22248	55	6	data	datum	NOUN
fbem-22248	55	7	and	and	CCONJ
fbem-22248	55	8	capture	capture	VERB
fbem-22248	55	9	the	the	DET
fbem-22248	55	10	dependencies	dependency	NOUN
fbem-22248	55	11	in	in	ADP
fbem-22248	55	12	the	the	DET
fbem-22248	55	13	sequence	sequence	NOUN
fbem-22248	55	14	,	,	PUNCT
fbem-22248	55	15	which	which	PRON
fbem-22248	55	16	is	be	AUX
fbem-22248	55	17	suitable	suitable	ADJ
fbem-22248	55	18	for	for	ADP
fbem-22248	55	19	predicting	predict	VERB
fbem-22248	55	20	the	the	DET
fbem-22248	55	21	purchase	purchase	NOUN
fbem-22248	55	22	behavior	behavior	NOUN
fbem-22248	55	23	of	of	ADP
fbem-22248	55	24	users	user	NOUN
fbem-22248	55	25	.	.	PUNCT
fbem-22248	56	1	rnn	rnn	PROPN
fbem-22248	56	2	is	be	AUX
fbem-22248	56	3	a	a	DET
fbem-22248	56	4	special	special	ADJ
fbem-22248	56	5	neural	neural	ADJ
fbem-22248	56	6	network	network	NOUN
fbem-22248	56	7	structure	structure	NOUN
fbem-22248	56	8	,	,	PUNCT
fbem-22248	56	9	which	which	PRON
fbem-22248	56	10	processes	process	VERB
fbem-22248	56	11	sequence	sequence	NOUN
fbem-22248	56	12	data	datum	NOUN
fbem-22248	56	13	through	through	ADP
fbem-22248	56	14	cyclic	cyclic	ADJ
fbem-22248	56	15	units	unit	NOUN
fbem-22248	56	16	.	.	PUNCT
fbem-22248	57	1	in	in	ADP
fbem-22248	57	2	rnn	rnn	PROPN
fbem-22248	57	3	,	,	PUNCT
fbem-22248	57	4	the	the	DET
fbem-22248	57	5	output	output	NOUN
fbem-22248	57	6	of	of	ADP
fbem-22248	57	7	each	each	DET
fbem-22248	57	8	time	time	NOUN
fbem-22248	57	9	step	step	NOUN
fbem-22248	57	10	depends	depend	VERB
fbem-22248	57	11	not	not	PART
fbem-22248	57	12	only	only	ADV
fbem-22248	57	13	on	on	ADP
fbem-22248	57	14	the	the	DET
fbem-22248	57	15	current	current	ADJ
fbem-22248	57	16	input	input	NOUN
fbem-22248	57	17	but	but	CCONJ
fbem-22248	57	18	also	also	ADV
fbem-22248	57	19	on	on	ADP
fbem-22248	57	20	the	the	DET
fbem-22248	57	21	state	state	NOUN
fbem-22248	57	22	of	of	ADP
fbem-22248	57	23	the	the	DET
fbem-22248	57	24	previous	previous	ADJ
fbem-22248	57	25	time	time	NOUN
fbem-22248	57	26	step	step	NOUN
fbem-22248	57	27	.	.	PUNCT
fbem-22248	58	1	this	this	DET
fbem-22248	58	2	mechanism	mechanism	NOUN
fbem-22248	58	3	enables	enable	VERB
fbem-22248	58	4	rnn	rnn	VERB
fbem-22248	58	5	to	to	PART
fbem-22248	58	6	remember	remember	VERB
fbem-22248	58	7	historical	historical	ADJ
fbem-22248	58	8	information	information	NOUN
fbem-22248	58	9	and	and	CCONJ
fbem-22248	58	10	make	make	VERB
fbem-22248	58	11	predictions	prediction	NOUN
fbem-22248	58	12	accordingly	accordingly	ADV
fbem-22248	58	13	.	.	PUNCT
fbem-22248	59	1	the	the	DET
fbem-22248	59	2	implementation	implementation	NOUN
fbem-22248	59	3	steps	step	NOUN
fbem-22248	59	4	of	of	ADP
fbem-22248	59	5	the	the	DET
fbem-22248	59	6	prediction	prediction	NOUN
fbem-22248	59	7	model	model	NOUN
fbem-22248	59	8	based	base	VERB
fbem-22248	59	9	on	on	ADP
fbem-22248	59	10	rnn	rnn	NOUN
fbem-22248	59	11	are	be	AUX
fbem-22248	59	12	as	as	SCONJ
fbem-22248	59	13	follows	follow	VERB
fbem-22248	59	14	:	:	PUNCT
fbem-22248	59	15	determine	determine	VERB
fbem-22248	59	16	input	input	NOUN
fbem-22248	59	17	and	and	CCONJ
fbem-22248	59	18	output	output	NOUN
fbem-22248	59	19	:	:	PUNCT
fbem-22248	59	20	the	the	DET
fbem-22248	59	21	input	input	NOUN
fbem-22248	59	22	is	be	AUX
fbem-22248	59	23	the	the	DET
fbem-22248	59	24	characteristics	characteristic	NOUN
fbem-22248	59	25	of	of	ADP
fbem-22248	59	26	user	user	NOUN
fbem-22248	59	27	behavior	behavior	NOUN
fbem-22248	59	28	sequence	sequence	NOUN
fbem-22248	59	29	,	,	PUNCT
fbem-22248	59	30	and	and	CCONJ
fbem-22248	59	31	the	the	DET
fbem-22248	59	32	output	output	NOUN
fbem-22248	59	33	is	be	AUX
fbem-22248	59	34	the	the	DET
fbem-22248	59	35	prediction	prediction	NOUN
fbem-22248	59	36	result	result	NOUN
fbem-22248	59	37	of	of	ADP
fbem-22248	59	38	user	user	NOUN
fbem-22248	59	39	purchase	purchase	NOUN
fbem-22248	59	40	behavior	behavior	NOUN
fbem-22248	59	41	(	(	PUNCT
fbem-22248	59	42	such	such	ADJ
fbem-22248	59	43	as	as	ADP
fbem-22248	59	44	purchase	purchase	NOUN
fbem-22248	59	45	/	/	SYM
fbem-22248	59	46	nonpurchase	nonpurchase	NOUN
fbem-22248	59	47	)	)	PUNCT
fbem-22248	59	48	.	.	PUNCT
fbem-22248	60	1	design	design	NOUN
fbem-22248	60	2	rnn	rnn	NOUN
fbem-22248	60	3	structure	structure	NOUN
fbem-22248	60	4	:	:	PUNCT
fbem-22248	60	5	select	select	VERB
fbem-22248	60	6	appropriate	appropriate	ADJ
fbem-22248	60	7	rnn	rnn	NOUN
fbem-22248	60	8	units	unit	NOUN
fbem-22248	60	9	,	,	PUNCT
fbem-22248	60	10	and	and	CCONJ
fbem-22248	60	11	determine	determine	VERB
fbem-22248	60	12	the	the	DET
fbem-22248	60	13	number	number	NOUN
fbem-22248	60	14	of	of	ADP
fbem-22248	60	15	hidden	hidden	ADJ
fbem-22248	60	16	layers	layer	NOUN
fbem-22248	60	17	and	and	CCONJ
fbem-22248	60	18	units	unit	NOUN
fbem-22248	60	19	.	.	PUNCT
fbem-22248	61	1	the	the	DET
fbem-22248	61	2	setting	setting	NOUN
fbem-22248	61	3	of	of	ADP
fbem-22248	61	4	these	these	DET
fbem-22248	61	5	parameters	parameter	NOUN
fbem-22248	61	6	needs	need	VERB
fbem-22248	61	7	to	to	PART
fbem-22248	61	8	be	be	AUX
fbem-22248	61	9	adjusted	adjust	VERB
fbem-22248	61	10	according	accord	VERB
fbem-22248	61	11	to	to	ADP
fbem-22248	61	12	the	the	DET
fbem-22248	61	13	complexity	complexity	NOUN
fbem-22248	61	14	of	of	ADP
fbem-22248	61	15	the	the	DET
fbem-22248	61	16	problem	problem	NOUN
fbem-22248	61	17	and	and	CCONJ
fbem-22248	61	18	the	the	DET
fbem-22248	61	19	amount	amount	NOUN
fbem-22248	61	20	of	of	ADP
fbem-22248	61	21	data	datum	NOUN
fbem-22248	61	22	.	.	PUNCT
fbem-22248	62	1	the	the	DET
fbem-22248	62	2	output	output	NOUN
fbem-22248	62	3	threshold	threshold	NOUN
fbem-22248	62	4	of	of	ADP
fbem-22248	62	5	each	each	DET
fbem-22248	62	6	neuron	neuron	NOUN
fbem-22248	62	7	in	in	ADP
fbem-22248	62	8	the	the	DET
fbem-22248	62	9	hidden	hide	VERB
fbem-22248	62	10	layer	layer	NOUN
fbem-22248	62	11	is	be	AUX
fbem-22248	62	12	:	:	PUNCT
fbem-22248	62	13			NOUN
fbem-22248	62	14			NOUN
fbem-22248	63	1	qj	qj	PROPN
fbem-22248	63	2	j	j	PROPN
fbem-22248	63	3	,	,	PUNCT
fbem-22248	63	4	,	,	PUNCT
fbem-22248	63	5	2,1	2,1	NUM
fbem-22248	63	6	,	,	PUNCT
fbem-22248	63	7			NOUN
fbem-22248	63	8	(	(	PUNCT
fbem-22248	63	9	2	2	NUM
fbem-22248	63	10	)	)	PUNCT
fbem-22248	63	11	where	where	SCONJ
fbem-22248	63	12	r	r	NOUN
fbem-22248	63	13	the	the	DET
fbem-22248	63	14	threshold	threshold	NOUN
fbem-22248	63	15	of	of	ADP
fbem-22248	63	16	neurons	neuron	NOUN
fbem-22248	63	17	in	in	ADP
fbem-22248	63	18	the	the	DET
fbem-22248	63	19	output	output	NOUN
fbem-22248	63	20	is	be	AUX
fbem-22248	63	21	layer	layer	NOUN
fbem-22248	63	22	;	;	PUNCT
fbem-22248	63	23	n	n	PRON
fbem-22248	63	24	is	be	AUX
fbem-22248	63	25	the	the	DET
fbem-22248	63	26	number	number	NOUN
fbem-22248	63	27	of	of	ADP
fbem-22248	63	28	iterations	iteration	NOUN
fbem-22248	63	29	.	.	PUNCT
fbem-22248	64	1	in	in	ADP
fbem-22248	64	2	this	this	DET
fbem-22248	64	3	paper	paper	NOUN
fbem-22248	64	4	,	,	PUNCT
fbem-22248	64	5	the	the	DET
fbem-22248	64	6	structure	structure	NOUN
fbem-22248	64	7	of	of	ADP
fbem-22248	64	8	rnn	rnn	PROPN
fbem-22248	64	9	is	be	AUX
fbem-22248	64	10	shown	show	VERB
fbem-22248	64	11	in	in	ADP
fbem-22248	64	12	figure	figure	NOUN
fbem-22248	64	13	1	1	NUM
fbem-22248	64	14	.	.	PUNCT
fbem-22248	65	1	figure	figure	NOUN
fbem-22248	65	2	1	1	NUM
fbem-22248	65	3	.	.	PUNCT
fbem-22248	66	1	rnn	rnn	PROPN
fbem-22248	66	2	structure	structure	NOUN
fbem-22248	66	3	diagram	diagram	NOUN
fbem-22248	66	4	initialize	initialize	VERB
fbem-22248	66	5	weights	weight	NOUN
fbem-22248	66	6	and	and	CCONJ
fbem-22248	66	7	offsets	offset	NOUN
fbem-22248	66	8	:	:	PUNCT
fbem-22248	66	9	give	give	VERB
fbem-22248	66	10	initial	initial	ADJ
fbem-22248	66	11	values	value	NOUN
fbem-22248	66	12	to	to	ADP
fbem-22248	66	13	the	the	DET
fbem-22248	66	14	weights	weight	NOUN
fbem-22248	66	15	and	and	CCONJ
fbem-22248	66	16	offsets	offset	NOUN
fbem-22248	66	17	of	of	ADP
fbem-22248	66	18	the	the	DET
fbem-22248	66	19	rnn	rnn	NOUN
fbem-22248	66	20	model	model	NOUN
fbem-22248	66	21	.	.	PUNCT
fbem-22248	67	1	these	these	DET
fbem-22248	67	2	initial	initial	ADJ
fbem-22248	67	3	values	value	NOUN
fbem-22248	67	4	can	can	AUX
fbem-22248	67	5	be	be	AUX
fbem-22248	67	6	assigned	assign	VERB
fbem-22248	67	7	by	by	ADP
fbem-22248	67	8	random	random	ADJ
fbem-22248	67	9	initialization	initialization	NOUN
fbem-22248	67	10	or	or	CCONJ
fbem-22248	67	11	pre	pre	ADJ
fbem-22248	67	12	-	-	ADJ
fbem-22248	67	13	training	training	ADJ
fbem-22248	67	14	model	model	NOUN
fbem-22248	67	15	.	.	PUNCT
fbem-22248	68	1	connection	connection	NOUN
fbem-22248	68	2	layer	layer	NOUN
fbem-22248	68	3	and	and	CCONJ
fbem-22248	68	4	activation	activation	NOUN
fbem-22248	68	5	function	function	NOUN
fbem-22248	68	6	:	:	PUNCT
fbem-22248	68	7	add	add	VERB
fbem-22248	68	8	a	a	DET
fbem-22248	68	9	full	full	ADJ
fbem-22248	68	10	connection	connection	NOUN
fbem-22248	68	11	layer	layer	NOUN
fbem-22248	68	12	after	after	ADP
fbem-22248	68	13	the	the	DET
fbem-22248	68	14	output	output	NOUN
fbem-22248	68	15	layer	layer	NOUN
fbem-22248	68	16	of	of	ADP
fbem-22248	68	17	rnn	rnn	NOUN
fbem-22248	68	18	,	,	PUNCT
fbem-22248	68	19	and	and	CCONJ
fbem-22248	68	20	use	use	VERB
fbem-22248	68	21	softmax	softmax	NOUN
fbem-22248	68	22	function	function	NOUN
fbem-22248	68	23	to	to	PART
fbem-22248	68	24	convert	convert	VERB
fbem-22248	68	25	the	the	DET
fbem-22248	68	26	output	output	NOUN
fbem-22248	68	27	into	into	ADP
fbem-22248	68	28	prediction	prediction	NOUN
fbem-22248	68	29	probability	probability	NOUN
fbem-22248	68	30	.	.	PUNCT
fbem-22248	69	1	parameter	parameter	NOUN
fbem-22248	69	2	setting	setting	NOUN
fbem-22248	69	3	:	:	PUNCT
fbem-22248	69	4	in	in	ADP
fbem-22248	69	5	the	the	DET
fbem-22248	69	6	process	process	NOUN
fbem-22248	69	7	of	of	ADP
fbem-22248	69	8	model	model	NOUN
fbem-22248	69	9	construction	construction	NOUN
fbem-22248	69	10	,	,	PUNCT
fbem-22248	69	11	several	several	ADJ
fbem-22248	69	12	parameters	parameter	NOUN
fbem-22248	69	13	need	need	VERB
fbem-22248	69	14	to	to	PART
fbem-22248	69	15	be	be	AUX
fbem-22248	69	16	set	set	VERB
fbem-22248	69	17	,	,	PUNCT
fbem-22248	69	18	including	include	VERB
fbem-22248	69	19	learning	learn	VERB
fbem-22248	69	20	rate	rate	NOUN
fbem-22248	69	21	,	,	PUNCT
fbem-22248	69	22	batch	batch	NOUN
fbem-22248	69	23	size	size	NOUN
fbem-22248	69	24	,	,	PUNCT
fbem-22248	69	25	iteration	iteration	NOUN
fbem-22248	69	26	times	time	NOUN
fbem-22248	69	27	,	,	PUNCT
fbem-22248	69	28	etc	etc	X
fbem-22248	69	29	.	.	X
fbem-22248	70	1	the	the	DET
fbem-22248	70	2	setting	setting	NOUN
fbem-22248	70	3	of	of	ADP
fbem-22248	70	4	these	these	DET
fbem-22248	70	5	parameters	parameter	NOUN
fbem-22248	70	6	has	have	VERB
fbem-22248	70	7	an	an	DET
fbem-22248	70	8	important	important	ADJ
fbem-22248	70	9	influence	influence	NOUN
fbem-22248	70	10	on	on	ADP
fbem-22248	70	11	the	the	DET
fbem-22248	70	12	training	training	NOUN
fbem-22248	70	13	speed	speed	NOUN
fbem-22248	70	14	and	and	CCONJ
fbem-22248	70	15	performance	performance	NOUN
fbem-22248	70	16	of	of	ADP
fbem-22248	70	17	the	the	DET
fbem-22248	70	18	model	model	NOUN
fbem-22248	70	19	.	.	PUNCT
fbem-22248	71	1	in	in	ADP
fbem-22248	71	2	this	this	DET
fbem-22248	71	3	paper	paper	NOUN
fbem-22248	71	4	,	,	PUNCT
fbem-22248	71	5	these	these	DET
fbem-22248	71	6	parameters	parameter	NOUN
fbem-22248	71	7	are	be	AUX
fbem-22248	71	8	adjusted	adjust	VERB
fbem-22248	71	9	by	by	ADP
fbem-22248	71	10	experiments	experiment	NOUN
fbem-22248	71	11	and	and	CCONJ
fbem-22248	71	12	the	the	DET
fbem-22248	71	13	performance	performance	NOUN
fbem-22248	71	14	of	of	ADP
fbem-22248	71	15	the	the	DET
fbem-22248	71	16	verification	verification	NOUN
fbem-22248	71	17	set	set	VERB
fbem-22248	71	18	to	to	PART
fbem-22248	71	19	achieve	achieve	VERB
fbem-22248	71	20	the	the	DET
fbem-22248	71	21	best	good	ADJ
fbem-22248	71	22	training	training	NOUN
fbem-22248	71	23	effect	effect	NOUN
fbem-22248	71	24	.	.	PUNCT
fbem-22248	72	1	model	model	NOUN
fbem-22248	72	2	training	training	NOUN
fbem-22248	72	3	is	be	AUX
fbem-22248	72	4	the	the	DET
fbem-22248	72	5	core	core	NOUN
fbem-22248	72	6	link	link	NOUN
fbem-22248	72	7	in	in	ADP
fbem-22248	72	8	the	the	DET
fbem-22248	72	9	process	process	NOUN
fbem-22248	72	10	of	of	ADP
fbem-22248	72	11	dl	dl	PROPN
fbem-22248	72	12	model	model	NOUN
fbem-22248	72	13	construction	construction	NOUN
fbem-22248	72	14	.	.	PUNCT
fbem-22248	73	1	in	in	ADP
fbem-22248	73	2	this	this	DET
fbem-22248	73	3	paper	paper	NOUN
fbem-22248	73	4	,	,	PUNCT
fbem-22248	73	5	the	the	DET
fbem-22248	73	6	loss	loss	NOUN
fbem-22248	73	7	function	function	NOUN
fbem-22248	73	8	and	and	CCONJ
fbem-22248	73	9	optimization	optimization	NOUN
fbem-22248	73	10	algorithm	algorithm	NOUN
fbem-22248	73	11	are	be	AUX
fbem-22248	73	12	defined	define	VERB
fbem-22248	73	13	to	to	PART
fbem-22248	73	14	guide	guide	VERB
fbem-22248	73	15	the	the	DET
fbem-22248	73	16	training	training	NOUN
fbem-22248	73	17	process	process	NOUN
fbem-22248	73	18	of	of	ADP
fbem-22248	73	19	the	the	DET
fbem-22248	73	20	model	model	NOUN
fbem-22248	73	21	.	.	PUNCT
fbem-22248	74	1	(	(	PUNCT
fbem-22248	74	2	1	1	X
fbem-22248	74	3	)	)	PUNCT
fbem-22248	74	4	definition	definition	NOUN
fbem-22248	74	5	of	of	ADP
fbem-22248	74	6	loss	loss	NOUN
fbem-22248	74	7	function	function	NOUN
fbem-22248	74	8	:	:	PUNCT
fbem-22248	74	9	the	the	DET
fbem-22248	74	10	loss	loss	NOUN
fbem-22248	74	11	function	function	NOUN
fbem-22248	74	12	is	be	AUX
fbem-22248	74	13	used	use	VERB
fbem-22248	74	14	to	to	PART
fbem-22248	74	15	measure	measure	VERB
fbem-22248	74	16	the	the	DET
fbem-22248	74	17	difference	difference	NOUN
fbem-22248	74	18	between	between	ADP
fbem-22248	74	19	the	the	DET
fbem-22248	74	20	model	model	NOUN
fbem-22248	74	21	prediction	prediction	NOUN
fbem-22248	74	22	and	and	CCONJ
fbem-22248	74	23	the	the	DET
fbem-22248	74	24	actual	actual	ADJ
fbem-22248	74	25	value	value	NOUN
fbem-22248	74	26	.	.	PUNCT
fbem-22248	75	1	in	in	ADP
fbem-22248	75	2	this	this	DET
fbem-22248	75	3	study	study	NOUN
fbem-22248	75	4	,	,	PUNCT
fbem-22248	75	5	the	the	DET
fbem-22248	75	6	binary	binary	PROPN
fbem-22248	75	7	cross	cross	PROPN
fbem-22248	75	8	-	-	ADJ
fbem-22248	75	9	entropy	entropy	ADJ
fbem-22248	75	10	loss	loss	NOUN
fbem-22248	75	11	function	function	NOUN
fbem-22248	75	12	is	be	AUX
fbem-22248	75	13	chosen	choose	VERB
fbem-22248	75	14	as	as	ADP
fbem-22248	75	15	the	the	DET
fbem-22248	75	16	optimization	optimization	NOUN
fbem-22248	75	17	objective	objective	NOUN
fbem-22248	75	18	,	,	PUNCT
fbem-22248	75	19	because	because	SCONJ
fbem-22248	75	20	it	it	PRON
fbem-22248	75	21	is	be	AUX
fbem-22248	75	22	suitable	suitable	ADJ
fbem-22248	75	23	for	for	ADP
fbem-22248	75	24	the	the	DET
fbem-22248	75	25	binary	binary	ADJ
fbem-22248	75	26	classification	classification	NOUN
fbem-22248	75	27	problem	problem	NOUN
fbem-22248	75	28	(	(	PUNCT
fbem-22248	75	29	purchase	purchase	NOUN
fbem-22248	75	30	/	/	SYM
fbem-22248	75	31	non	non	NOUN
fbem-22248	75	32	-	-	NOUN
fbem-22248	75	33	purchase	purchase	NOUN
fbem-22248	75	34	)	)	PUNCT
fbem-22248	75	35	.	.	PUNCT
fbem-22248	76	1	(	(	PUNCT
fbem-22248	76	2	2	2	X
fbem-22248	76	3	)	)	PUNCT
fbem-22248	76	4	selection	selection	NOUN
fbem-22248	76	5	of	of	ADP
fbem-22248	76	6	optimization	optimization	NOUN
fbem-22248	76	7	algorithm	algorithm	NOUN
fbem-22248	76	8	:	:	PUNCT
fbem-22248	76	9	in	in	ADP
fbem-22248	76	10	order	order	NOUN
fbem-22248	76	11	to	to	PART
fbem-22248	76	12	minimize	minimize	VERB
fbem-22248	76	13	the	the	DET
fbem-22248	76	14	loss	loss	NOUN
fbem-22248	76	15	function	function	NOUN
fbem-22248	76	16	and	and	CCONJ
fbem-22248	76	17	update	update	VERB
fbem-22248	76	18	the	the	DET
fbem-22248	76	19	weight	weight	NOUN
fbem-22248	76	20	and	and	CCONJ
fbem-22248	76	21	bias	bias	NOUN
fbem-22248	76	22	of	of	ADP
fbem-22248	76	23	the	the	DET
fbem-22248	76	24	model	model	NOUN
fbem-22248	76	25	,	,	PUNCT
fbem-22248	76	26	this	this	DET
fbem-22248	76	27	paper	paper	NOUN
fbem-22248	76	28	chooses	choose	VERB
fbem-22248	76	29	an	an	DET
fbem-22248	76	30	appropriate	appropriate	ADJ
fbem-22248	76	31	optimization	optimization	NOUN
fbem-22248	76	32	algorithm	algorithm	NOUN
fbem-22248	76	33	.	.	PUNCT
fbem-22248	77	1	commonly	commonly	ADV
fbem-22248	77	2	used	use	VERB
fbem-22248	77	3	optimization	optimization	NOUN
fbem-22248	77	4	algorithms	algorithm	NOUN
fbem-22248	77	5	include	include	VERB
fbem-22248	77	6	random	random	ADJ
fbem-22248	77	7	gradient	gradient	ADJ
fbem-22248	77	8	descent	descent	NOUN
fbem-22248	77	9	,	,	PUNCT
fbem-22248	77	10	adam	adam	PROPN
fbem-22248	77	11	and	and	CCONJ
fbem-22248	77	12	so	so	ADV
fbem-22248	77	13	on	on	ADV
fbem-22248	77	14	.	.	PUNCT
fbem-22248	78	1	in	in	ADP
fbem-22248	78	2	this	this	DET
fbem-22248	78	3	study	study	NOUN
fbem-22248	78	4	,	,	PUNCT
fbem-22248	78	5	adam	adam	PROPN
fbem-22248	78	6	optimization	optimization	NOUN
fbem-22248	78	7	algorithm	algorithm	NOUN
fbem-22248	78	8	is	be	AUX
fbem-22248	78	9	chosen	choose	VERB
fbem-22248	78	10	,	,	PUNCT
fbem-22248	78	11	because	because	SCONJ
fbem-22248	78	12	it	it	PRON
fbem-22248	78	13	combines	combine	VERB
fbem-22248	78	14	the	the	DET
fbem-22248	78	15	idea	idea	NOUN
fbem-22248	78	16	of	of	ADP
fbem-22248	78	17	momentum	momentum	NOUN
fbem-22248	78	18	and	and	CCONJ
fbem-22248	78	19	rmsprop	rmsprop	NOUN
fbem-22248	78	20	,	,	PUNCT
fbem-22248	78	21	and	and	CCONJ
fbem-22248	78	22	can	can	AUX
fbem-22248	78	23	usually	usually	ADV
fbem-22248	78	24	converge	converge	VERB
fbem-22248	78	25	faster	fast	ADV
fbem-22248	78	26	and	and	CCONJ
fbem-22248	78	27	find	find	VERB
fbem-22248	78	28	a	a	DET
fbem-22248	78	29	better	well	ADJ
fbem-22248	78	30	solution	solution	NOUN
fbem-22248	78	31	.	.	PUNCT
fbem-22248	79	1	in	in	ADP
fbem-22248	79	2	addition	addition	NOUN
fbem-22248	79	3	,	,	PUNCT
fbem-22248	79	4	in	in	ADP
fbem-22248	79	5	order	order	NOUN
fbem-22248	79	6	to	to	PART
fbem-22248	79	7	improve	improve	VERB
fbem-22248	79	8	the	the	DET
fbem-22248	79	9	prediction	prediction	NOUN
fbem-22248	79	10	accuracy	accuracy	NOUN
fbem-22248	79	11	of	of	ADP
fbem-22248	79	12	149	149	NUM
fbem-22248	79	13	the	the	DET
fbem-22248	79	14	model	model	NOUN
fbem-22248	79	15	,	,	PUNCT
fbem-22248	79	16	a	a	DET
fbem-22248	79	17	series	series	NOUN
fbem-22248	79	18	of	of	ADP
fbem-22248	79	19	tuning	tune	VERB
fbem-22248	79	20	operations	operation	NOUN
fbem-22248	79	21	are	be	AUX
fbem-22248	79	22	carried	carry	VERB
fbem-22248	79	23	out	out	ADP
fbem-22248	79	24	in	in	ADP
fbem-22248	79	25	this	this	DET
fbem-22248	79	26	paper	paper	NOUN
fbem-22248	79	27	:	:	PUNCT
fbem-22248	79	28	the	the	DET
fbem-22248	79	29	training	training	NOUN
fbem-22248	79	30	speed	speed	NOUN
fbem-22248	79	31	and	and	CCONJ
fbem-22248	79	32	stability	stability	NOUN
fbem-22248	79	33	of	of	ADP
fbem-22248	79	34	the	the	DET
fbem-22248	79	35	model	model	NOUN
fbem-22248	79	36	are	be	AUX
fbem-22248	79	37	controlled	control	VERB
fbem-22248	79	38	by	by	ADP
fbem-22248	79	39	adjusting	adjust	VERB
fbem-22248	79	40	the	the	DET
fbem-22248	79	41	learning	learning	NOUN
fbem-22248	79	42	rate	rate	NOUN
fbem-22248	79	43	and	and	CCONJ
fbem-22248	79	44	batch	batch	NOUN
fbem-22248	79	45	size	size	NOUN
fbem-22248	79	46	;	;	PUNCT
fbem-22248	79	47	use	use	VERB
fbem-22248	79	48	early	early	ADJ
fbem-22248	79	49	stop	stop	NOUN
fbem-22248	79	50	technology	technology	NOUN
fbem-22248	79	51	to	to	PART
fbem-22248	79	52	prevent	prevent	VERB
fbem-22248	79	53	over	over	ADP
fbem-22248	79	54	-	-	PUNCT
fbem-22248	79	55	fitting	fitting	ADJ
fbem-22248	79	56	,	,	PUNCT
fbem-22248	79	57	that	that	ADV
fbem-22248	79	58	is	is	ADV
fbem-22248	79	59	,	,	PUNCT
fbem-22248	79	60	stop	stop	VERB
fbem-22248	79	61	training	training	NOUN
fbem-22248	79	62	in	in	ADP
fbem-22248	79	63	advance	advance	NOUN
fbem-22248	79	64	when	when	SCONJ
fbem-22248	79	65	the	the	DET
fbem-22248	79	66	performance	performance	NOUN
fbem-22248	79	67	of	of	ADP
fbem-22248	79	68	verification	verification	NOUN
fbem-22248	79	69	set	set	NOUN
fbem-22248	79	70	declines	decline	VERB
fbem-22248	79	71	.	.	PUNCT
fbem-22248	80	1	4	4	X
fbem-22248	80	2	.	.	PUNCT
fbem-22248	80	3	model	model	NOUN
fbem-22248	80	4	application	application	NOUN
fbem-22248	80	5	and	and	CCONJ
fbem-22248	80	6	effect	effect	NOUN
fbem-22248	80	7	evaluation	evaluation	NOUN
fbem-22248	80	8	in	in	ADP
fbem-22248	80	9	order	order	NOUN
fbem-22248	80	10	to	to	PART
fbem-22248	80	11	verify	verify	VERB
fbem-22248	80	12	the	the	DET
fbem-22248	80	13	practicability	practicability	NOUN
fbem-22248	80	14	and	and	CCONJ
fbem-22248	80	15	effectiveness	effectiveness	NOUN
fbem-22248	80	16	of	of	ADP
fbem-22248	80	17	the	the	DET
fbem-22248	80	18	model	model	NOUN
fbem-22248	80	19	,	,	PUNCT
fbem-22248	80	20	this	this	DET
fbem-22248	80	21	section	section	NOUN
fbem-22248	80	22	applies	apply	VERB
fbem-22248	80	23	the	the	DET
fbem-22248	80	24	trained	train	VERB
fbem-22248	80	25	rnn	rnn	NOUN
fbem-22248	80	26	model	model	NOUN
fbem-22248	80	27	to	to	ADP
fbem-22248	80	28	the	the	DET
fbem-22248	80	29	actual	actual	ADJ
fbem-22248	80	30	e	e	ADJ
fbem-22248	80	31	-	-	ADJ
fbem-22248	80	32	commerce	commerce	NOUN
fbem-22248	80	33	data	datum	NOUN
fbem-22248	80	34	.	.	PUNCT
fbem-22248	81	1	specifically	specifically	ADV
fbem-22248	81	2	,	,	PUNCT
fbem-22248	81	3	this	this	DET
fbem-22248	81	4	section	section	NOUN
fbem-22248	81	5	selects	select	VERB
fbem-22248	81	6	user	user	NOUN
fbem-22248	81	7	behavior	behavior	NOUN
fbem-22248	81	8	data	datum	NOUN
fbem-22248	81	9	in	in	ADP
fbem-22248	81	10	a	a	DET
fbem-22248	81	11	period	period	NOUN
fbem-22248	81	12	of	of	ADP
fbem-22248	81	13	time	time	NOUN
fbem-22248	81	14	as	as	ADP
fbem-22248	81	15	input	input	NOUN
fbem-22248	81	16	and	and	CCONJ
fbem-22248	81	17	predicts	predict	VERB
fbem-22248	81	18	their	their	PRON
fbem-22248	81	19	future	future	ADJ
fbem-22248	81	20	purchase	purchase	NOUN
fbem-22248	81	21	behavior	behavior	NOUN
fbem-22248	81	22	.	.	PUNCT
fbem-22248	82	1	by	by	ADP
fbem-22248	82	2	comparing	compare	VERB
fbem-22248	82	3	with	with	ADP
fbem-22248	82	4	the	the	DET
fbem-22248	82	5	actual	actual	ADJ
fbem-22248	82	6	purchase	purchase	NOUN
fbem-22248	82	7	records	record	NOUN
fbem-22248	82	8	,	,	PUNCT
fbem-22248	82	9	the	the	DET
fbem-22248	82	10	forecasting	forecasting	NOUN
fbem-22248	82	11	ability	ability	NOUN
fbem-22248	82	12	of	of	ADP
fbem-22248	82	13	the	the	DET
fbem-22248	82	14	model	model	NOUN
fbem-22248	82	15	can	can	AUX
fbem-22248	82	16	be	be	AUX
fbem-22248	82	17	evaluated	evaluate	VERB
fbem-22248	82	18	.	.	PUNCT
fbem-22248	83	1	the	the	DET
fbem-22248	83	2	evaluation	evaluation	NOUN
fbem-22248	83	3	indexes	index	NOUN
fbem-22248	83	4	include	include	VERB
fbem-22248	83	5	accuracy	accuracy	NOUN
fbem-22248	83	6	,	,	PUNCT
fbem-22248	83	7	recall	recall	NOUN
fbem-22248	83	8	and	and	CCONJ
fbem-22248	83	9	f1	f1	PROPN
fbem-22248	83	10	score	score	NOUN
fbem-22248	83	11	,	,	PUNCT
fbem-22248	83	12	and	and	CCONJ
fbem-22248	83	13	this	this	DET
fbem-22248	83	14	method	method	NOUN
fbem-22248	83	15	is	be	AUX
fbem-22248	83	16	compared	compare	VERB
fbem-22248	83	17	with	with	ADP
fbem-22248	83	18	other	other	ADJ
fbem-22248	83	19	prediction	prediction	NOUN
fbem-22248	83	20	methods	method	NOUN
fbem-22248	83	21	(	(	PUNCT
fbem-22248	83	22	logistic	logistic	ADJ
fbem-22248	83	23	regression	regression	NOUN
fbem-22248	83	24	,	,	PUNCT
fbem-22248	83	25	decision	decision	NOUN
fbem-22248	83	26	tree	tree	NOUN
fbem-22248	83	27	and	and	CCONJ
fbem-22248	83	28	association	association	NOUN
fbem-22248	83	29	rule	rule	NOUN
fbem-22248	83	30	mining	mining	NOUN
fbem-22248	83	31	)	)	PUNCT
fbem-22248	83	32	,	,	PUNCT
fbem-22248	83	33	and	and	CCONJ
fbem-22248	83	34	the	the	DET
fbem-22248	83	35	results	result	NOUN
fbem-22248	83	36	are	be	AUX
fbem-22248	83	37	shown	show	VERB
fbem-22248	83	38	in	in	ADP
fbem-22248	83	39	table	table	NOUN
fbem-22248	83	40	1	1	NUM
fbem-22248	83	41	.	.	PUNCT
fbem-22248	83	42	table	table	NOUN
fbem-22248	83	43	1	1	NUM
fbem-22248	83	44	.	.	PUNCT
fbem-22248	83	45	performance	performance	NOUN
fbem-22248	83	46	comparison	comparison	NOUN
fbem-22248	83	47	of	of	ADP
fbem-22248	83	48	prediction	prediction	NOUN
fbem-22248	83	49	methods	method	NOUN
fbem-22248	83	50	for	for	ADP
fbem-22248	83	51	purchase	purchase	NOUN
fbem-22248	83	52	behavior	behavior	NOUN
fbem-22248	83	53	of	of	ADP
fbem-22248	83	54	e	e	NOUN
fbem-22248	83	55	-	-	NOUN
fbem-22248	83	56	commerce	commerce	NOUN
fbem-22248	83	57	users	user	NOUN
fbem-22248	83	58	prediction	prediction	NOUN
fbem-22248	83	59	technique	technique	NOUN
fbem-22248	83	60	accuracy	accuracy	NOUN
fbem-22248	83	61	(	(	PUNCT
fbem-22248	83	62	%	%	INTJ
fbem-22248	83	63	)	)	PUNCT
fbem-22248	83	64	recall	recall	NOUN
fbem-22248	83	65	(	(	PUNCT
fbem-22248	83	66	%	%	NOUN
fbem-22248	83	67	)	)	PUNCT
fbem-22248	83	68	f1	f1	NOUN
fbem-22248	83	69	score	score	NOUN
fbem-22248	83	70	rnn	rnn	PROPN
fbem-22248	83	71	model	model	NOUN
fbem-22248	83	72	89.2	89.2	NUM
fbem-22248	83	73	87.5	87.5	NUM
fbem-22248	83	74	0.883	0.883	NUM
fbem-22248	83	75	logistic	logistic	ADJ
fbem-22248	83	76	regression	regression	NOUN
fbem-22248	83	77	76.3	76.3	NUM
fbem-22248	83	78	72.1	72.1	NUM
fbem-22248	83	79	0.742	0.742	NUM
fbem-22248	83	80	decision	decision	NOUN
fbem-22248	83	81	tree	tree	NOUN
fbem-22248	83	82	79.4	79.4	NUM
fbem-22248	83	83	75.0	75.0	NUM
fbem-22248	83	84	0.771	0.771	NUM
fbem-22248	83	85	association	association	NOUN
fbem-22248	83	86	rule	rule	NOUN
fbem-22248	83	87	mining	mine	VERB
fbem-22248	83	88	73.6	73.6	NUM
fbem-22248	83	89	69.8	69.8	NUM
fbem-22248	83	90	0.714	0.714	NUM
fbem-22248	83	91	remarks	remark	NOUN
fbem-22248	83	92	:	:	PUNCT
fbem-22248	83	93	accuracy	accuracy	NOUN
fbem-22248	83	94	:	:	PUNCT
fbem-22248	83	95	indicates	indicate	VERB
fbem-22248	83	96	the	the	DET
fbem-22248	83	97	proportion	proportion	NOUN
fbem-22248	83	98	of	of	ADP
fbem-22248	83	99	samples	sample	NOUN
fbem-22248	83	100	correctly	correctly	ADV
fbem-22248	83	101	predicted	predict	VERB
fbem-22248	83	102	by	by	ADP
fbem-22248	83	103	the	the	DET
fbem-22248	83	104	model	model	NOUN
fbem-22248	83	105	to	to	ADP
fbem-22248	83	106	the	the	DET
fbem-22248	83	107	total	total	ADJ
fbem-22248	83	108	samples	sample	NOUN
fbem-22248	83	109	.	.	PUNCT
fbem-22248	84	1	recall	recall	NOUN
fbem-22248	84	2	:	:	PUNCT
fbem-22248	84	3	indicates	indicate	VERB
fbem-22248	84	4	the	the	DET
fbem-22248	84	5	proportion	proportion	NOUN
fbem-22248	84	6	correctly	correctly	ADV
fbem-22248	84	7	predicted	predict	VERB
fbem-22248	84	8	by	by	ADP
fbem-22248	84	9	the	the	DET
fbem-22248	84	10	model	model	NOUN
fbem-22248	84	11	in	in	ADP
fbem-22248	84	12	real	real	ADJ
fbem-22248	84	13	cases	case	NOUN
fbem-22248	84	14	.	.	PUNCT
fbem-22248	85	1	f1	f1	NOUN
fbem-22248	85	2	score	score	NOUN
fbem-22248	85	3	:	:	PUNCT
fbem-22248	85	4	it	it	PRON
fbem-22248	85	5	is	be	AUX
fbem-22248	85	6	the	the	DET
fbem-22248	85	7	harmonic	harmonic	ADJ
fbem-22248	85	8	average	average	NOUN
fbem-22248	85	9	of	of	ADP
fbem-22248	85	10	accuracy	accuracy	NOUN
fbem-22248	85	11	and	and	CCONJ
fbem-22248	85	12	recall	recall	NOUN
fbem-22248	85	13	,	,	PUNCT
fbem-22248	85	14	which	which	PRON
fbem-22248	85	15	is	be	AUX
fbem-22248	85	16	used	use	VERB
fbem-22248	85	17	to	to	PART
fbem-22248	85	18	comprehensively	comprehensively	ADV
fbem-22248	85	19	evaluate	evaluate	VERB
fbem-22248	85	20	the	the	DET
fbem-22248	85	21	performance	performance	NOUN
fbem-22248	85	22	of	of	ADP
fbem-22248	85	23	the	the	DET
fbem-22248	85	24	model	model	NOUN
fbem-22248	85	25	.	.	PUNCT
fbem-22248	86	1	analysis	analysis	NOUN
fbem-22248	86	2	of	of	ADP
fbem-22248	86	3	experimental	experimental	ADJ
fbem-22248	86	4	results	result	NOUN
fbem-22248	86	5	:	:	PUNCT
fbem-22248	86	6	as	as	SCONJ
fbem-22248	86	7	can	can	AUX
fbem-22248	86	8	be	be	AUX
fbem-22248	86	9	seen	see	VERB
fbem-22248	86	10	from	from	ADP
fbem-22248	86	11	the	the	DET
fbem-22248	86	12	above	above	ADJ
fbem-22248	86	13	table	table	NOUN
fbem-22248	86	14	,	,	PUNCT
fbem-22248	86	15	the	the	DET
fbem-22248	86	16	dl	dl	PROPN
fbem-22248	86	17	model	model	NOUN
fbem-22248	86	18	based	base	VERB
fbem-22248	86	19	on	on	ADP
fbem-22248	86	20	rnn	rnn	PROPN
fbem-22248	86	21	shows	show	VERB
fbem-22248	86	22	excellent	excellent	ADJ
fbem-22248	86	23	performance	performance	NOUN
fbem-22248	86	24	in	in	ADP
fbem-22248	86	25	predicting	predict	VERB
fbem-22248	86	26	the	the	DET
fbem-22248	86	27	purchase	purchase	NOUN
fbem-22248	86	28	behavior	behavior	NOUN
fbem-22248	86	29	of	of	ADP
fbem-22248	86	30	ecommerce	ecommerce	NOUN
fbem-22248	86	31	users	user	NOUN
fbem-22248	86	32	.	.	PUNCT
fbem-22248	87	1	its	its	PRON
fbem-22248	87	2	accuracy	accuracy	NOUN
fbem-22248	87	3	rate	rate	NOUN
fbem-22248	87	4	reached	reach	VERB
fbem-22248	87	5	89.2	89.2	NUM
fbem-22248	87	6	%	%	NOUN
fbem-22248	87	7	,	,	PUNCT
fbem-22248	87	8	which	which	PRON
fbem-22248	87	9	means	mean	VERB
fbem-22248	87	10	that	that	SCONJ
fbem-22248	87	11	nearly	nearly	ADV
fbem-22248	87	12	90	90	NUM
fbem-22248	87	13	%	%	NOUN
fbem-22248	87	14	of	of	ADP
fbem-22248	87	15	the	the	DET
fbem-22248	87	16	purchase	purchase	NOUN
fbem-22248	87	17	behavior	behavior	NOUN
fbem-22248	87	18	was	be	AUX
fbem-22248	87	19	correctly	correctly	ADV
fbem-22248	87	20	predicted	predict	VERB
fbem-22248	87	21	by	by	ADP
fbem-22248	87	22	the	the	DET
fbem-22248	87	23	model	model	NOUN
fbem-22248	87	24	.	.	PUNCT
fbem-22248	88	1	at	at	ADP
fbem-22248	88	2	the	the	DET
fbem-22248	88	3	same	same	ADJ
fbem-22248	88	4	time	time	NOUN
fbem-22248	88	5	,	,	PUNCT
fbem-22248	88	6	its	its	PRON
fbem-22248	88	7	recall	recall	NOUN
fbem-22248	88	8	rate	rate	NOUN
fbem-22248	88	9	is	be	AUX
fbem-22248	88	10	as	as	ADV
fbem-22248	88	11	high	high	ADJ
fbem-22248	88	12	as	as	ADP
fbem-22248	88	13	87.5	87.5	NUM
fbem-22248	88	14	%	%	NOUN
fbem-22248	88	15	,	,	PUNCT
fbem-22248	88	16	which	which	PRON
fbem-22248	88	17	shows	show	VERB
fbem-22248	88	18	that	that	SCONJ
fbem-22248	88	19	the	the	DET
fbem-22248	88	20	model	model	NOUN
fbem-22248	88	21	can	can	AUX
fbem-22248	88	22	capture	capture	VERB
fbem-22248	88	23	most	most	ADJ
fbem-22248	88	24	real	real	ADJ
fbem-22248	88	25	buying	buying	NOUN
fbem-22248	88	26	behaviors	behavior	NOUN
fbem-22248	88	27	.	.	PUNCT
fbem-22248	89	1	combining	combine	VERB
fbem-22248	89	2	the	the	DET
fbem-22248	89	3	two	two	NUM
fbem-22248	89	4	methods	method	NOUN
fbem-22248	89	5	,	,	PUNCT
fbem-22248	89	6	the	the	DET
fbem-22248	89	7	f1	f1	ADJ
fbem-22248	89	8	score	score	NOUN
fbem-22248	89	9	of	of	ADP
fbem-22248	89	10	rnn	rnn	PROPN
fbem-22248	89	11	model	model	NOUN
fbem-22248	89	12	reached	reach	VERB
fbem-22248	89	13	0.883	0.883	NUM
fbem-22248	89	14	,	,	PUNCT
fbem-22248	89	15	which	which	PRON
fbem-22248	89	16	was	be	AUX
fbem-22248	89	17	significantly	significantly	ADV
fbem-22248	89	18	higher	high	ADJ
fbem-22248	89	19	than	than	ADP
fbem-22248	89	20	other	other	ADJ
fbem-22248	89	21	comparison	comparison	NOUN
fbem-22248	89	22	methods	method	NOUN
fbem-22248	89	23	.	.	PUNCT
fbem-22248	90	1	compared	compare	VERB
fbem-22248	90	2	with	with	ADP
fbem-22248	90	3	other	other	ADJ
fbem-22248	90	4	forecasting	forecasting	NOUN
fbem-22248	90	5	methods	method	NOUN
fbem-22248	90	6	,	,	PUNCT
fbem-22248	90	7	such	such	ADJ
fbem-22248	90	8	as	as	ADP
fbem-22248	90	9	logistic	logistic	ADJ
fbem-22248	90	10	regression	regression	NOUN
fbem-22248	90	11	,	,	PUNCT
fbem-22248	90	12	decision	decision	NOUN
fbem-22248	90	13	tree	tree	NOUN
fbem-22248	90	14	and	and	CCONJ
fbem-22248	90	15	association	association	NOUN
fbem-22248	90	16	rule	rule	NOUN
fbem-22248	90	17	mining	mining	NOUN
fbem-22248	90	18	,	,	PUNCT
fbem-22248	90	19	rnn	rnn	NOUN
fbem-22248	90	20	model	model	NOUN
fbem-22248	90	21	has	have	VERB
fbem-22248	90	22	obvious	obvious	ADJ
fbem-22248	90	23	advantages	advantage	NOUN
fbem-22248	90	24	in	in	ADP
fbem-22248	90	25	accuracy	accuracy	NOUN
fbem-22248	90	26	,	,	PUNCT
fbem-22248	90	27	recall	recall	NOUN
fbem-22248	90	28	and	and	CCONJ
fbem-22248	90	29	f1	f1	PROPN
fbem-22248	90	30	score	score	NOUN
fbem-22248	90	31	.	.	PUNCT
fbem-22248	91	1	this	this	PRON
fbem-22248	91	2	is	be	AUX
fbem-22248	91	3	mainly	mainly	ADV
fbem-22248	91	4	due	due	ADJ
fbem-22248	91	5	to	to	ADP
fbem-22248	91	6	the	the	DET
fbem-22248	91	7	fact	fact	NOUN
fbem-22248	91	8	that	that	SCONJ
fbem-22248	91	9	rnn	rnn	VERB
fbem-22248	91	10	model	model	NOUN
fbem-22248	91	11	can	can	AUX
fbem-22248	91	12	effectively	effectively	ADV
fbem-22248	91	13	capture	capture	VERB
fbem-22248	91	14	the	the	DET
fbem-22248	91	15	temporal	temporal	ADJ
fbem-22248	91	16	dependence	dependence	NOUN
fbem-22248	91	17	of	of	ADP
fbem-22248	91	18	user	user	NOUN
fbem-22248	91	19	behavior	behavior	NOUN
fbem-22248	91	20	,	,	PUNCT
fbem-22248	91	21	thus	thus	ADV
fbem-22248	91	22	showing	show	VERB
fbem-22248	91	23	higher	high	ADJ
fbem-22248	91	24	prediction	prediction	NOUN
fbem-22248	91	25	accuracy	accuracy	NOUN
fbem-22248	91	26	when	when	SCONJ
fbem-22248	91	27	dealing	deal	VERB
fbem-22248	91	28	with	with	ADP
fbem-22248	91	29	complex	complex	ADJ
fbem-22248	91	30	and	and	CCONJ
fbem-22248	91	31	dynamically	dynamically	ADV
fbem-22248	91	32	changing	change	VERB
fbem-22248	91	33	user	user	NOUN
fbem-22248	91	34	behavior	behavior	NOUN
fbem-22248	91	35	data	datum	NOUN
fbem-22248	91	36	.	.	PUNCT
fbem-22248	92	1	5	5	X
fbem-22248	92	2	.	.	X
fbem-22248	92	3	conclusions	conclusion	NOUN
fbem-22248	92	4	in	in	ADP
fbem-22248	92	5	this	this	DET
fbem-22248	92	6	study	study	NOUN
fbem-22248	92	7	,	,	PUNCT
fbem-22248	92	8	the	the	DET
fbem-22248	92	9	user	user	NOUN
fbem-22248	92	10	's	's	PART
fbem-22248	92	11	purchase	purchase	NOUN
fbem-22248	92	12	behavior	behavior	NOUN
fbem-22248	92	13	is	be	AUX
fbem-22248	92	14	deeply	deeply	ADV
fbem-22248	92	15	analyzed	analyze	VERB
fbem-22248	92	16	by	by	ADP
fbem-22248	92	17	constructing	construct	VERB
fbem-22248	92	18	a	a	DET
fbem-22248	92	19	prediction	prediction	NOUN
fbem-22248	92	20	model	model	NOUN
fbem-22248	92	21	based	base	VERB
fbem-22248	92	22	on	on	ADP
fbem-22248	92	23	dl	dl	PROPN
fbem-22248	92	24	.	.	PUNCT
fbem-22248	93	1	the	the	DET
fbem-22248	93	2	experimental	experimental	ADJ
fbem-22248	93	3	results	result	NOUN
fbem-22248	93	4	show	show	VERB
fbem-22248	93	5	that	that	SCONJ
fbem-22248	93	6	dl	dl	PROPN
fbem-22248	93	7	model	model	NOUN
fbem-22248	93	8	has	have	VERB
fbem-22248	93	9	significant	significant	ADJ
fbem-22248	93	10	advantages	advantage	NOUN
fbem-22248	93	11	in	in	ADP
fbem-22248	93	12	dealing	deal	VERB
fbem-22248	93	13	with	with	ADP
fbem-22248	93	14	complex	complex	ADJ
fbem-22248	93	15	user	user	NOUN
fbem-22248	93	16	behavior	behavior	NOUN
fbem-22248	93	17	data	datum	NOUN
fbem-22248	93	18	of	of	ADP
fbem-22248	93	19	ecommerce	ecommerce	PROPN
fbem-22248	93	20	,	,	PUNCT
fbem-22248	93	21	and	and	CCONJ
fbem-22248	93	22	can	can	AUX
fbem-22248	93	23	effectively	effectively	ADV
fbem-22248	93	24	capture	capture	VERB
fbem-22248	93	25	the	the	DET
fbem-22248	93	26	potential	potential	ADJ
fbem-22248	93	27	patterns	pattern	NOUN
fbem-22248	93	28	of	of	ADP
fbem-22248	93	29	user	user	NOUN
fbem-22248	93	30	behavior	behavior	NOUN
fbem-22248	93	31	.	.	PUNCT
fbem-22248	94	1	specifically	specifically	ADV
fbem-22248	94	2	,	,	PUNCT
fbem-22248	94	3	the	the	DET
fbem-22248	94	4	main	main	ADJ
fbem-22248	94	5	findings	finding	NOUN
fbem-22248	94	6	and	and	CCONJ
fbem-22248	94	7	achievements	achievement	NOUN
fbem-22248	94	8	of	of	ADP
fbem-22248	94	9	this	this	DET
fbem-22248	94	10	study	study	NOUN
fbem-22248	94	11	include	include	VERB
fbem-22248	94	12	:	:	PUNCT
fbem-22248	94	13	(	(	PUNCT
fbem-22248	94	14	1	1	X
fbem-22248	94	15	)	)	PUNCT
fbem-22248	94	16	dl	dl	PROPN
fbem-22248	94	17	model	model	PROPN
fbem-22248	94	18	,	,	PUNCT
fbem-22248	94	19	especially	especially	ADV
fbem-22248	94	20	rnn	rnn	NOUN
fbem-22248	94	21	,	,	PUNCT
fbem-22248	94	22	performs	perform	VERB
fbem-22248	94	23	well	well	ADV
fbem-22248	94	24	in	in	ADP
fbem-22248	94	25	predicting	predict	VERB
fbem-22248	94	26	the	the	DET
fbem-22248	94	27	purchase	purchase	NOUN
fbem-22248	94	28	behavior	behavior	NOUN
fbem-22248	94	29	of	of	ADP
fbem-22248	94	30	ecommerce	ecommerce	NOUN
fbem-22248	94	31	users	user	NOUN
fbem-22248	94	32	,	,	PUNCT
fbem-22248	94	33	and	and	CCONJ
fbem-22248	94	34	its	its	PRON
fbem-22248	94	35	prediction	prediction	NOUN
fbem-22248	94	36	accuracy	accuracy	NOUN
fbem-22248	94	37	is	be	AUX
fbem-22248	94	38	obviously	obviously	ADV
fbem-22248	94	39	higher	high	ADJ
fbem-22248	94	40	than	than	ADP
fbem-22248	94	41	that	that	PRON
fbem-22248	94	42	of	of	ADP
fbem-22248	94	43	traditional	traditional	ADJ
fbem-22248	94	44	prediction	prediction	NOUN
fbem-22248	94	45	methods	method	NOUN
fbem-22248	94	46	.	.	PUNCT
fbem-22248	95	1	(	(	PUNCT
fbem-22248	95	2	2	2	X
fbem-22248	95	3	)	)	PUNCT
fbem-22248	95	4	through	through	ADP
fbem-22248	95	5	detailed	detailed	ADJ
fbem-22248	95	6	data	datum	NOUN
fbem-22248	95	7	preprocessing	preprocessing	NOUN
fbem-22248	95	8	and	and	CCONJ
fbem-22248	95	9	feature	feature	NOUN
fbem-22248	95	10	engineering	engineering	NOUN
fbem-22248	95	11	,	,	PUNCT
fbem-22248	95	12	the	the	DET
fbem-22248	95	13	model	model	NOUN
fbem-22248	95	14	can	can	AUX
fbem-22248	95	15	more	more	ADV
fbem-22248	95	16	accurately	accurately	ADV
fbem-22248	95	17	understand	understand	VERB
fbem-22248	95	18	the	the	DET
fbem-22248	95	19	dynamics	dynamic	NOUN
fbem-22248	95	20	and	and	CCONJ
fbem-22248	95	21	timing	timing	NOUN
fbem-22248	95	22	of	of	ADP
fbem-22248	95	23	user	user	NOUN
fbem-22248	95	24	behavior	behavior	NOUN
fbem-22248	95	25	,	,	PUNCT
fbem-22248	95	26	thus	thus	ADV
fbem-22248	95	27	improving	improve	VERB
fbem-22248	95	28	the	the	DET
fbem-22248	95	29	accuracy	accuracy	NOUN
fbem-22248	95	30	of	of	ADP
fbem-22248	95	31	prediction	prediction	NOUN
fbem-22248	95	32	.	.	PUNCT
fbem-22248	96	1	(	(	PUNCT
fbem-22248	96	2	3	3	X
fbem-22248	96	3	)	)	PUNCT
fbem-22248	96	4	it	it	PRON
fbem-22248	96	5	is	be	AUX
fbem-22248	96	6	also	also	ADV
fbem-22248	96	7	found	find	VERB
fbem-22248	96	8	that	that	SCONJ
fbem-22248	96	9	users	user	NOUN
fbem-22248	96	10	'	'	PART
fbem-22248	96	11	buying	buying	NOUN
fbem-22248	96	12	behavior	behavior	NOUN
fbem-22248	96	13	is	be	AUX
fbem-22248	96	14	influenced	influence	VERB
fbem-22248	96	15	by	by	ADP
fbem-22248	96	16	many	many	ADJ
fbem-22248	96	17	factors	factor	NOUN
fbem-22248	96	18	,	,	PUNCT
fbem-22248	96	19	and	and	CCONJ
fbem-22248	96	20	dl	dl	PROPN
fbem-22248	96	21	model	model	NOUN
fbem-22248	96	22	can	can	AUX
fbem-22248	96	23	automatically	automatically	ADV
fbem-22248	96	24	learn	learn	VERB
fbem-22248	96	25	the	the	DET
fbem-22248	96	26	importance	importance	NOUN
fbem-22248	96	27	of	of	ADP
fbem-22248	96	28	these	these	DET
fbem-22248	96	29	factors	factor	NOUN
fbem-22248	96	30	without	without	ADP
fbem-22248	96	31	manual	manual	ADJ
fbem-22248	96	32	setting	setting	NOUN
fbem-22248	96	33	.	.	PUNCT
fbem-22248	97	1	although	although	SCONJ
fbem-22248	97	2	some	some	DET
fbem-22248	97	3	achievements	achievement	NOUN
fbem-22248	97	4	have	have	AUX
fbem-22248	97	5	been	be	AUX
fbem-22248	97	6	made	make	VERB
fbem-22248	97	7	in	in	ADP
fbem-22248	97	8	this	this	DET
fbem-22248	97	9	study	study	NOUN
fbem-22248	97	10	,	,	PUNCT
fbem-22248	97	11	there	there	PRON
fbem-22248	97	12	are	be	VERB
fbem-22248	97	13	still	still	ADV
fbem-22248	97	14	some	some	DET
fbem-22248	97	15	shortcomings	shortcoming	NOUN
fbem-22248	97	16	.	.	PUNCT
fbem-22248	98	1	in	in	ADP
fbem-22248	98	2	view	view	NOUN
fbem-22248	98	3	of	of	ADP
fbem-22248	98	4	these	these	DET
fbem-22248	98	5	shortcomings	shortcoming	NOUN
fbem-22248	98	6	,	,	PUNCT
fbem-22248	98	7	the	the	DET
fbem-22248	98	8	following	follow	VERB
fbem-22248	98	9	aspects	aspect	NOUN
fbem-22248	98	10	can	can	AUX
fbem-22248	98	11	be	be	AUX
fbem-22248	98	12	improved	improve	VERB
fbem-22248	98	13	in	in	ADP
fbem-22248	98	14	the	the	DET
fbem-22248	98	15	future	future	NOUN
fbem-22248	98	16	:	:	PUNCT
fbem-22248	98	17	(	(	PUNCT
fbem-22248	98	18	1	1	X
fbem-22248	98	19	)	)	PUNCT
fbem-22248	98	20	expanding	expand	VERB
fbem-22248	98	21	data	datum	NOUN
fbem-22248	98	22	sources	source	NOUN
fbem-22248	98	23	and	and	CCONJ
fbem-22248	98	24	increasing	increase	VERB
fbem-22248	98	25	the	the	DET
fbem-22248	98	26	generalization	generalization	NOUN
fbem-22248	98	27	ability	ability	NOUN
fbem-22248	98	28	of	of	ADP
fbem-22248	98	29	the	the	DET
fbem-22248	98	30	model	model	NOUN
fbem-22248	98	31	.	.	PUNCT
fbem-22248	99	1	(	(	PUNCT
fbem-22248	99	2	2	2	X
fbem-22248	99	3	)	)	PUNCT
fbem-22248	99	4	try	try	VERB
fbem-22248	99	5	to	to	PART
fbem-22248	99	6	combine	combine	VERB
fbem-22248	99	7	other	other	ADJ
fbem-22248	99	8	machine	machine	NOUN
fbem-22248	99	9	learning	learning	NOUN
fbem-22248	99	10	technologies	technology	NOUN
fbem-22248	99	11	,	,	PUNCT
fbem-22248	99	12	such	such	ADJ
fbem-22248	99	13	as	as	ADP
fbem-22248	99	14	ensemble	ensemble	ADJ
fbem-22248	99	15	learning	learning	NOUN
fbem-22248	99	16	,	,	PUNCT
fbem-22248	99	17	to	to	PART
fbem-22248	99	18	further	far	ADV
fbem-22248	99	19	improve	improve	VERB
fbem-22248	99	20	the	the	DET
fbem-22248	99	21	prediction	prediction	NOUN
fbem-22248	99	22	accuracy	accuracy	NOUN
fbem-22248	99	23	.	.	PUNCT
fbem-22248	100	1	looking	look	VERB
fbem-22248	100	2	forward	forward	ADV
fbem-22248	100	3	to	to	ADP
fbem-22248	100	4	the	the	DET
fbem-22248	100	5	future	future	NOUN
fbem-22248	100	6	,	,	PUNCT
fbem-22248	100	7	dl	dl	PROPN
fbem-22248	100	8	will	will	AUX
fbem-22248	100	9	be	be	AUX
fbem-22248	100	10	more	more	ADV
fbem-22248	100	11	widely	widely	ADV
fbem-22248	100	12	used	use	VERB
fbem-22248	100	13	in	in	ADP
fbem-22248	100	14	predicting	predict	VERB
fbem-22248	100	15	the	the	DET
fbem-22248	100	16	purchase	purchase	NOUN
fbem-22248	100	17	behavior	behavior	NOUN
fbem-22248	100	18	of	of	ADP
fbem-22248	100	19	e	e	NOUN
fbem-22248	100	20	-	-	NOUN
fbem-22248	100	21	commerce	commerce	NOUN
fbem-22248	100	22	users	user	NOUN
fbem-22248	100	23	.	.	PUNCT
fbem-22248	101	1	with	with	ADP
fbem-22248	101	2	the	the	DET
fbem-22248	101	3	continuous	continuous	ADJ
fbem-22248	101	4	progress	progress	NOUN
fbem-22248	101	5	of	of	ADP
fbem-22248	101	6	technology	technology	NOUN
fbem-22248	101	7	,	,	PUNCT
fbem-22248	101	8	more	more	ADV
fbem-22248	101	9	complex	complex	ADJ
fbem-22248	101	10	dl	dl	NOUN
fbem-22248	101	11	models	model	NOUN
fbem-22248	101	12	will	will	AUX
fbem-22248	101	13	be	be	AUX
fbem-22248	101	14	developed	develop	VERB
fbem-22248	101	15	to	to	PART
fbem-22248	101	16	better	well	ADV
fbem-22248	101	17	understand	understand	VERB
fbem-22248	101	18	and	and	CCONJ
fbem-22248	101	19	predict	predict	VERB
fbem-22248	101	20	user	user	NOUN
fbem-22248	101	21	behavior	behavior	PROPN
fbem-22248	101	22	.	.	PUNCT
fbem-22248	102	1	references	reference	NOUN
fbem-22248	102	2	[	[	X
fbem-22248	102	3	1	1	NUM
fbem-22248	102	4	]	]	PUNCT
fbem-22248	102	5	li	li	PROPN
fbem-22248	102	6	jin	jin	PROPN
fbem-22248	102	7	.	.	PUNCT
fbem-22248	103	1	research	research	NOUN
fbem-22248	103	2	on	on	ADP
fbem-22248	103	3	commodity	commodity	NOUN
fbem-22248	103	4	demand	demand	NOUN
fbem-22248	103	5	forecast	forecast	NOUN
fbem-22248	103	6	based	base	VERB
fbem-22248	103	7	on	on	ADP
fbem-22248	103	8	alibaba	alibaba	PROPN
fbem-22248	103	9	's	's	PART
fbem-22248	103	10	e	e	PROPN
fbem-22248	103	11	-	-	NOUN
fbem-22248	103	12	commerce	commerce	NOUN
fbem-22248	103	13	data	datum	NOUN
fbem-22248	104	1	[	[	X
fbem-22248	104	2	j	j	X
fbem-22248	104	3	]	]	X
fbem-22248	104	4	.	.	PUNCT
fbem-22248	105	1	journal	journal	PROPN
fbem-22248	105	2	of	of	ADP
fbem-22248	105	3	zhejiang	zhejiang	PROPN
fbem-22248	105	4	wanli	wanli	PROPN
fbem-22248	105	5	university	university	PROPN
fbem-22248	105	6	,	,	PUNCT
fbem-22248	105	7	2022	2022	NUM
fbem-22248	105	8	,	,	PUNCT
fbem-22248	105	9	35(2):85	35(2):85	NUM
fbem-22248	105	10	-	-	PUNCT
fbem-22248	105	11	91	91	NUM
fbem-22248	105	12	.	.	PUNCT
fbem-22248	106	1	[	[	X
fbem-22248	106	2	2	2	X
fbem-22248	106	3	]	]	X
fbem-22248	106	4	wang	wang	PROPN
fbem-22248	106	5	tan	tan	PROPN
fbem-22248	106	6	,	,	PUNCT
fbem-22248	106	7	zhou	zhou	PROPN
fbem-22248	106	8	qiyin	qiyin	PROPN
fbem-22248	106	9	,	,	PUNCT
fbem-22248	106	10	mao	mao	PROPN
fbem-22248	106	11	sha	sha	PROPN
fbem-22248	106	12	.	.	PUNCT
fbem-22248	107	1	construction	construction	NOUN
fbem-22248	107	2	and	and	CCONJ
fbem-22248	107	3	application	application	NOUN
fbem-22248	107	4	of	of	ADP
fbem-22248	107	5	the	the	DET
fbem-22248	107	6	prediction	prediction	NOUN
fbem-22248	107	7	model	model	NOUN
fbem-22248	107	8	of	of	ADP
fbem-22248	107	9	shopping	shopping	NOUN
fbem-22248	107	10	behavior	behavior	NOUN
fbem-22248	107	11	of	of	ADP
fbem-22248	107	12	users	user	NOUN
fbem-22248	107	13	of	of	ADP
fbem-22248	107	14	live	live	ADJ
fbem-22248	107	15	broadcast	broadcast	NOUN
fbem-22248	107	16	e	e	NOUN
fbem-22248	107	17	-	-	NOUN
fbem-22248	107	18	commerce	commerce	NOUN
fbem-22248	107	19	based	base	VERB
fbem-22248	107	20	on	on	ADP
fbem-22248	107	21	machine	machine	NOUN
fbem-22248	107	22	learning	learn	VERB
fbem-22248	107	23	algorithm	algorithm	NOUN
fbem-22248	108	1	[	[	X
fbem-22248	108	2	j	j	X
fbem-22248	108	3	]	]	X
fbem-22248	108	4	.	.	PUNCT
fbem-22248	109	1	journal	journal	PROPN
fbem-22248	109	2	of	of	ADP
fbem-22248	109	3	hubei	hubei	PROPN
fbem-22248	109	4	university	university	PROPN
fbem-22248	109	5	:	:	PUNCT
fbem-22248	109	6	natural	natural	ADJ
fbem-22248	109	7	science	science	NOUN
fbem-22248	109	8	edition	edition	NOUN
fbem-22248	109	9	,	,	PUNCT
fbem-22248	109	10	2023	2023	NUM
fbem-22248	109	11	,	,	PUNCT
fbem-22248	109	12	45(6):872	45(6):872	PROPN
fbem-22248	109	13	-	-	PUNCT
fbem-22248	109	14	878	878	NUM
fbem-22248	109	15	.	.	PUNCT
fbem-22248	110	1	[	[	X
fbem-22248	110	2	3	3	NUM
fbem-22248	110	3	]	]	X
fbem-22248	110	4	yuan	yuan	PROPN
fbem-22248	110	5	weihua	weihua	PROPN
fbem-22248	110	6	.	.	PUNCT
fbem-22248	111	1	analysis	analysis	NOUN
fbem-22248	111	2	of	of	ADP
fbem-22248	111	3	e	e	NOUN
fbem-22248	111	4	-	-	NOUN
fbem-22248	111	5	commerce	commerce	NOUN
fbem-22248	111	6	sales	sale	NOUN
fbem-22248	111	7	data	datum	NOUN
fbem-22248	111	8	based	base	VERB
fbem-22248	111	9	on	on	ADP
fbem-22248	111	10	tensorflow	tensorflow	NOUN
fbem-22248	111	11	deep	deep	ADJ
fbem-22248	111	12	learning	learning	NOUN
fbem-22248	111	13	framework	framework	NOUN
fbem-22248	111	14	[	[	X
fbem-22248	111	15	j	j	X
fbem-22248	111	16	]	]	X
fbem-22248	111	17	.	.	PUNCT
fbem-22248	112	1	computer	computer	NOUN
fbem-22248	112	2	programming	programming	NOUN
fbem-22248	112	3	skills	skill	NOUN
fbem-22248	112	4	and	and	CCONJ
fbem-22248	112	5	maintenance	maintenance	NOUN
fbem-22248	112	6	,	,	PUNCT
fbem-22248	112	7	2023(9):105	2023(9):105	NUM
fbem-22248	112	8	-	-	SYM
fbem-22248	112	9	107	107	NUM
fbem-22248	112	10	.	.	PUNCT
fbem-22248	113	1	[	[	X
fbem-22248	113	2	4	4	X
fbem-22248	113	3	]	]	X
fbem-22248	113	4	cui	cui	NOUN
fbem-22248	113	5	qing	qe	VERB
fbem-22248	113	6	'	'	PUNCT
fbem-22248	113	7	an	an	INTJ
fbem-22248	113	8	,	,	PUNCT
fbem-22248	113	9	wang	wang	PROPN
fbem-22248	113	10	yaru	yaru	PROPN
fbem-22248	113	11	.	.	PUNCT
fbem-22248	114	1	research	research	NOUN
fbem-22248	114	2	on	on	ADP
fbem-22248	114	3	the	the	DET
fbem-22248	114	4	decision	decision	NOUN
fbem-22248	114	5	-	-	PUNCT
fbem-22248	114	6	making	making	NOUN
fbem-22248	114	7	of	of	ADP
fbem-22248	114	8	social	social	ADJ
fbem-22248	114	9	e	e	NOUN
fbem-22248	114	10	-	-	NOUN
fbem-22248	114	11	commerce	commerce	NOUN
fbem-22248	114	12	users	user	NOUN
fbem-22248	114	13	'	'	PART
fbem-22248	114	14	consumption	consumption	NOUN
fbem-22248	114	15	intention	intention	NOUN
fbem-22248	114	16	and	and	CCONJ
fbem-22248	114	17	purchase	purchase	NOUN
fbem-22248	114	18	behavior	behavior	NOUN
fbem-22248	114	19	in	in	ADP
fbem-22248	114	20	multi	multi	ADJ
fbem-22248	114	21	-	-	ADJ
fbem-22248	114	22	dimensional	dimensional	ADJ
fbem-22248	114	23	context	context	NOUN
fbem-22248	114	24	-	-	PUNCT
fbem-22248	114	25	an	an	DET
fbem-22248	114	26	analysis	analysis	NOUN
fbem-22248	114	27	of	of	ADP
fbem-22248	114	28	"	"	PUNCT
fbem-22248	114	29	little	little	ADJ
fbem-22248	114	30	red	red	ADJ
fbem-22248	114	31	book	book	NOUN
fbem-22248	114	32	"	"	PUNCT
fbem-22248	114	33	users	user	NOUN
fbem-22248	114	34	as	as	ADP
fbem-22248	114	35	data	data	NOUN
fbem-22248	114	36	collection	collection	NOUN
fbem-22248	114	37	objects	object	NOUN
fbem-22248	114	38	[	[	X
fbem-22248	114	39	j	j	X
fbem-22248	114	40	]	]	X
fbem-22248	114	41	.	.	PUNCT
fbem-22248	115	1	price	price	NOUN
fbem-22248	115	2	theory	theory	NOUN
fbem-22248	115	3	and	and	CCONJ
fbem-22248	115	4	practice	practice	NOUN
fbem-22248	115	5	,	,	PUNCT
fbem-22248	115	6	2020(12):95	2020(12):95	NUM
fbem-22248	115	7	-	-	SYM
fbem-22248	115	8	98	98	NUM
fbem-22248	115	9	.	.	PUNCT
fbem-22248	116	1	[	[	X
fbem-22248	116	2	5	5	X
fbem-22248	116	3	]	]	PUNCT
fbem-22248	116	4	huang	huang	PROPN
fbem-22248	116	5	chen	chen	PROPN
fbem-22248	116	6	.	.	PUNCT
fbem-22248	117	1	analysis	analysis	NOUN
fbem-22248	117	2	of	of	ADP
fbem-22248	117	3	e	e	NOUN
fbem-22248	117	4	-	-	NOUN
fbem-22248	117	5	commerce	commerce	NOUN
fbem-22248	117	6	shopping	shopping	NOUN
fbem-22248	117	7	user	user	NOUN
fbem-22248	117	8	behavior	behavior	NOUN
fbem-22248	117	9	based	base	VERB
fbem-22248	117	10	on	on	ADP
fbem-22248	117	11	big	big	ADJ
fbem-22248	117	12	data	datum	NOUN
fbem-22248	118	1	[	[	X
fbem-22248	118	2	j	j	X
fbem-22248	118	3	]	]	X
fbem-22248	118	4	.	.	PUNCT
fbem-22248	119	1	science	science	NOUN
fbem-22248	119	2	and	and	CCONJ
fbem-22248	119	3	technology	technology	NOUN
fbem-22248	119	4	innovation	innovation	NOUN
fbem-22248	119	5	,	,	PUNCT
fbem-22248	119	6	2023(10):93	2023(10):93	NUM
fbem-22248	119	7	-	-	SYM
fbem-22248	119	8	96	96	NUM
fbem-22248	119	9	.	.	PUNCT
fbem-22248	120	1	[	[	X
fbem-22248	120	2	6	6	NUM
fbem-22248	120	3	]	]	X
fbem-22248	120	4	zhou	zhou	PROPN
fbem-22248	120	5	yue	yue	PROPN
fbem-22248	120	6	,	,	PUNCT
fbem-22248	120	7	zhou	zhou	PROPN
fbem-22248	120	8	jiu	jiu	PROPN
fbem-22248	120	9	.	.	PUNCT
fbem-22248	120	10	user	user	PROPN
fbem-22248	120	11	behavior	behavior	PROPN
fbem-22248	120	12	prediction	prediction	NOUN
fbem-22248	120	13	algorithm	algorithm	NOUN
fbem-22248	120	14	based	base	VERB
fbem-22248	120	15	on	on	ADP
fbem-22248	120	16	deep	deep	ADJ
fbem-22248	120	17	learning	learning	NOUN
fbem-22248	121	1	[	[	X
fbem-22248	121	2	j	j	X
fbem-22248	121	3	]	]	X
fbem-22248	121	4	.	.	PUNCT
fbem-22248	122	1	digital	digital	ADJ
fbem-22248	122	2	technology	technology	NOUN
fbem-22248	122	3	and	and	CCONJ
fbem-22248	122	4	application	application	NOUN
fbem-22248	122	5	,	,	PUNCT
fbem-22248	122	6	2023	2023	NUM
fbem-22248	122	7	,	,	PUNCT
fbem-22248	122	8	41(10):154	41(10):154	NOUN
fbem-22248	122	9	-	-	SYM
fbem-22248	122	10	156	156	NUM
fbem-22248	122	11	.	.	PUNCT
fbem-22248	123	1	[	[	X
fbem-22248	123	2	7	7	X
fbem-22248	123	3	]	]	PUNCT
fbem-22248	123	4	cui	cui	X
fbem-22248	123	5	teng	teng	PROPN
fbem-22248	123	6	.	.	PUNCT
fbem-22248	124	1	emotional	emotional	ADJ
fbem-22248	124	2	analysis	analysis	NOUN
fbem-22248	124	3	of	of	ADP
fbem-22248	124	4	e	e	NOUN
fbem-22248	124	5	-	-	NOUN
fbem-22248	124	6	commerce	commerce	NOUN
fbem-22248	124	7	users	user	NOUN
fbem-22248	124	8	'	'	PART
fbem-22248	124	9	comments	comment	NOUN
fbem-22248	124	10	based	base	VERB
fbem-22248	124	11	on	on	ADP
fbem-22248	124	12	deep	deep	ADJ
fbem-22248	124	13	learning	learning	NOUN
fbem-22248	124	14	[	[	X
fbem-22248	124	15	j	j	X
fbem-22248	124	16	]	]	X
fbem-22248	124	17	.	.	PUNCT
fbem-22248	125	1	computer	computer	NOUN
fbem-22248	125	2	knowledge	knowledge	NOUN
fbem-22248	125	3	and	and	CCONJ
fbem-22248	125	4	technology	technology	NOUN
fbem-22248	125	5	,	,	PUNCT
fbem-22248	125	6	2023(31):34	2023(31):34	NUM
fbem-22248	125	7	-	-	SYM
fbem-22248	125	8	37	37	NUM
fbem-22248	125	9	.	.	PUNCT
fbem-22248	126	1	[	[	X
fbem-22248	126	2	8	8	NUM
fbem-22248	126	3	]	]	X
fbem-22248	126	4	liu	liu	PROPN
fbem-22248	126	5	junyue	junyue	PROPN
fbem-22248	126	6	,	,	PUNCT
fbem-22248	126	7	ding	ding	NOUN
fbem-22248	126	8	yi	yi	PROPN
fbem-22248	126	9	,	,	PUNCT
fbem-22248	126	10	li	li	PROPN
fbem-22248	126	11	junfeng	junfeng	PROPN
fbem-22248	126	12	,	,	PUNCT
fbem-22248	126	13	et	et	PROPN
fbem-22248	126	14	al	al	PROPN
fbem-22248	126	15	.	.	PUNCT
fbem-22248	127	1	what	what	PRON
fbem-22248	127	2	determines	determine	VERB
fbem-22248	127	3	the	the	DET
fbem-22248	127	4	purchase	purchase	NOUN
fbem-22248	127	5	intention	intention	NOUN
fbem-22248	127	6	of	of	ADP
fbem-22248	127	7	social	social	ADJ
fbem-22248	127	8	e	e	NOUN
fbem-22248	127	9	-	-	NOUN
fbem-22248	127	10	commerce	commerce	NOUN
fbem-22248	127	11	users	user	NOUN
fbem-22248	127	12	?	?	PUNCT
fbem-22248	128	1	-empirical	-empirical	ADJ
fbem-22248	128	2	explanation	explanation	NOUN
fbem-22248	128	3	based	base	VERB
fbem-22248	128	4	on	on	ADP
fbem-22248	128	5	the	the	DET
fbem-22248	128	6	theory	theory	NOUN
fbem-22248	128	7	of	of	ADP
fbem-22248	128	8	"	"	PUNCT
fbem-22248	128	9	cognition	cognition	NOUN
fbem-22248	128	10	-	-	PUNCT
fbem-22248	128	11	emotionwillingness	emotionwillingness	NOUN
fbem-22248	128	12	to	to	PART
fbem-22248	128	13	act	act	VERB
fbem-22248	128	14	"	"	PUNCT
fbem-22248	129	1	[	[	X
fbem-22248	129	2	j	j	X
fbem-22248	129	3	]	]	X
fbem-22248	129	4	.	.	PUNCT
fbem-22248	130	1	journal	journal	PROPN
fbem-22248	130	2	of	of	ADP
fbem-22248	130	3	chongqing	chongqing	PROPN
fbem-22248	130	4	university	university	PROPN
fbem-22248	130	5	of	of	ADP
fbem-22248	130	6	technology	technology	NOUN
fbem-22248	130	7	:	:	PUNCT
fbem-22248	130	8	social	social	ADJ
fbem-22248	130	9	sciences	science	NOUN
fbem-22248	130	10	,	,	PUNCT
fbem-22248	130	11	2022	2022	NUM
fbem-22248	130	12	,	,	PUNCT
fbem-22248	130	13	36(8):90	36(8):90	NUM
fbem-22248	130	14	-	-	SYM
fbem-22248	130	15	99	99	NUM
fbem-22248	130	16	.	.	PUNCT