id	sid	tid	token	lemma	pos
fbem-28637	1	1	frontiers	frontier	NOUN
fbem-28637	1	2	in	in	ADP
fbem-28637	1	3	business	business	NOUN
fbem-28637	1	4	,	,	PUNCT
fbem-28637	1	5	economics	economic	NOUN
fbem-28637	1	6	and	and	CCONJ
fbem-28637	1	7	management	management	NOUN
fbem-28637	1	8	issn	issn	PROPN
fbem-28637	1	9	:	:	PUNCT
fbem-28637	1	10	2766	2766	NUM
fbem-28637	1	11	-	-	PUNCT
fbem-28637	1	12	824x	824x	NUM
fbem-28637	1	13	|	|	ADJ
fbem-28637	1	14	vol	vol	NOUN
fbem-28637	1	15	.	.	PROPN
fbem-28637	1	16	17	17	NUM
fbem-28637	1	17	,	,	PUNCT
fbem-28637	1	18	no	no	INTJ
fbem-28637	1	19	.	.	NOUN
fbem-28637	1	20	3	3	NUM
fbem-28637	1	21	,	,	PUNCT
fbem-28637	1	22	2024	2024	NUM
fbem-28637	1	23	371	371	NUM
fbem-28637	1	24	the	the	DET
fbem-28637	1	25	potential	potential	NOUN
fbem-28637	1	26	of	of	ADP
fbem-28637	1	27	ai	ai	PRON
fbem-28637	1	28	technology	technology	NOUN
fbem-28637	1	29	in	in	ADP
fbem-28637	1	30	marketing	market	VERB
fbem-28637	1	31	-taking	-take	VERB
fbem-28637	1	32	amazon	amazon	NOUN
fbem-28637	1	33	as	as	ADP
fbem-28637	1	34	an	an	DET
fbem-28637	1	35	example	example	NOUN
fbem-28637	1	36	ruichen	ruichen	ADV
fbem-28637	1	37	he	he	PRON
fbem-28637	1	38	school	school	NOUN
fbem-28637	1	39	of	of	ADP
fbem-28637	1	40	business	business	PROPN
fbem-28637	1	41	administration	administration	PROPN
fbem-28637	1	42	,	,	PUNCT
fbem-28637	1	43	zhongnan	zhongnan	PROPN
fbem-28637	1	44	university	university	PROPN
fbem-28637	1	45	of	of	ADP
fbem-28637	1	46	economics	economic	NOUN
fbem-28637	1	47	and	and	CCONJ
fbem-28637	1	48	law	law	NOUN
fbem-28637	1	49	,	,	PUNCT
fbem-28637	1	50	hubei	hubei	PROPN
fbem-28637	1	51	,	,	PUNCT
fbem-28637	1	52	430073	430073	NUM
fbem-28637	1	53	,	,	PUNCT
fbem-28637	1	54	china	china	PROPN
fbem-28637	1	55	202121060567@stu.zuel.edu.cn	202121060567@stu.zuel.edu.cn	PROPN
fbem-28637	1	56	abstract	abstract	NOUN
fbem-28637	1	57	:	:	PUNCT
fbem-28637	1	58	with	with	ADP
fbem-28637	1	59	the	the	DET
fbem-28637	1	60	rapid	rapid	ADJ
fbem-28637	1	61	development	development	NOUN
fbem-28637	1	62	and	and	CCONJ
fbem-28637	1	63	increasing	increase	VERB
fbem-28637	1	64	popularity	popularity	NOUN
fbem-28637	1	65	of	of	ADP
fbem-28637	1	66	artificial	artificial	ADJ
fbem-28637	1	67	intelligence	intelligence	NOUN
fbem-28637	1	68	technology	technology	NOUN
fbem-28637	1	69	,	,	PUNCT
fbem-28637	1	70	its	its	PRON
fbem-28637	1	71	influence	influence	NOUN
fbem-28637	1	72	has	have	AUX
fbem-28637	1	73	penetrated	penetrate	VERB
fbem-28637	1	74	into	into	ADP
fbem-28637	1	75	every	every	DET
fbem-28637	1	76	corner	corner	NOUN
fbem-28637	1	77	of	of	ADP
fbem-28637	1	78	the	the	DET
fbem-28637	1	79	social	social	ADJ
fbem-28637	1	80	economy	economy	NOUN
fbem-28637	1	81	.	.	PUNCT
fbem-28637	2	1	the	the	DET
fbem-28637	2	2	marketing	marketing	NOUN
fbem-28637	2	3	field	field	NOUN
fbem-28637	2	4	has	have	AUX
fbem-28637	2	5	also	also	ADV
fbem-28637	2	6	ushered	usher	VERB
fbem-28637	2	7	in	in	ADP
fbem-28637	2	8	unprecedented	unprecedented	ADJ
fbem-28637	2	9	changes	change	NOUN
fbem-28637	2	10	.	.	PUNCT
fbem-28637	3	1	the	the	DET
fbem-28637	3	2	introduction	introduction	NOUN
fbem-28637	3	3	of	of	ADP
fbem-28637	3	4	ai	ai	PRON
fbem-28637	3	5	technology	technology	NOUN
fbem-28637	3	6	has	have	AUX
fbem-28637	3	7	not	not	PART
fbem-28637	3	8	only	only	ADV
fbem-28637	3	9	reshaped	reshape	VERB
fbem-28637	3	10	the	the	DET
fbem-28637	3	11	strategies	strategy	NOUN
fbem-28637	3	12	and	and	CCONJ
fbem-28637	3	13	execution	execution	NOUN
fbem-28637	3	14	methods	method	NOUN
fbem-28637	3	15	of	of	ADP
fbem-28637	3	16	traditional	traditional	ADJ
fbem-28637	3	17	marketing	marketing	NOUN
fbem-28637	3	18	,	,	PUNCT
fbem-28637	3	19	but	but	CCONJ
fbem-28637	3	20	also	also	ADV
fbem-28637	3	21	opened	open	VERB
fbem-28637	3	22	up	up	ADP
fbem-28637	3	23	new	new	ADJ
fbem-28637	3	24	paths	path	NOUN
fbem-28637	3	25	for	for	ADP
fbem-28637	3	26	the	the	DET
fbem-28637	3	27	future	future	ADJ
fbem-28637	3	28	development	development	NOUN
fbem-28637	3	29	of	of	ADP
fbem-28637	3	30	marketing	marketing	NOUN
fbem-28637	3	31	.	.	PUNCT
fbem-28637	4	1	this	this	DET
fbem-28637	4	2	paper	paper	NOUN
fbem-28637	4	3	conducts	conduct	VERB
fbem-28637	4	4	a	a	DET
fbem-28637	4	5	case	case	NOUN
fbem-28637	4	6	study	study	NOUN
fbem-28637	4	7	on	on	ADP
fbem-28637	4	8	amazon	amazon	NOUN
fbem-28637	4	9	to	to	PART
fbem-28637	4	10	explore	explore	VERB
fbem-28637	4	11	the	the	DET
fbem-28637	4	12	wide	wide	ADJ
fbem-28637	4	13	application	application	NOUN
fbem-28637	4	14	direction	direction	NOUN
fbem-28637	4	15	of	of	ADP
fbem-28637	4	16	ai	ai	PRON
fbem-28637	4	17	technology	technology	NOUN
fbem-28637	4	18	in	in	ADP
fbem-28637	4	19	the	the	DET
fbem-28637	4	20	field	field	NOUN
fbem-28637	4	21	of	of	ADP
fbem-28637	4	22	marketing	marketing	NOUN
fbem-28637	4	23	,	,	PUNCT
fbem-28637	4	24	especially	especially	ADV
fbem-28637	4	25	focusing	focus	VERB
fbem-28637	4	26	on	on	ADP
fbem-28637	4	27	how	how	SCONJ
fbem-28637	4	28	ai	ai	AUX
fbem-28637	4	29	learning	learn	VERB
fbem-28637	4	30	systems	system	NOUN
fbem-28637	4	31	play	play	VERB
fbem-28637	4	32	a	a	DET
fbem-28637	4	33	key	key	ADJ
fbem-28637	4	34	role	role	NOUN
fbem-28637	4	35	in	in	ADP
fbem-28637	4	36	various	various	ADJ
fbem-28637	4	37	core	core	NOUN
fbem-28637	4	38	processes	process	NOUN
fbem-28637	4	39	of	of	ADP
fbem-28637	4	40	marketing	marketing	NOUN
fbem-28637	4	41	,	,	PUNCT
fbem-28637	4	42	and	and	CCONJ
fbem-28637	4	43	the	the	DET
fbem-28637	4	44	emerging	emerge	VERB
fbem-28637	4	45	development	development	NOUN
fbem-28637	4	46	trends	trend	NOUN
fbem-28637	4	47	emerging	emerge	VERB
fbem-28637	4	48	in	in	ADP
fbem-28637	4	49	this	this	DET
fbem-28637	4	50	process	process	NOUN
fbem-28637	4	51	.	.	PUNCT
fbem-28637	5	1	through	through	ADP
fbem-28637	5	2	research	research	NOUN
fbem-28637	5	3	,	,	PUNCT
fbem-28637	5	4	it	it	PRON
fbem-28637	5	5	is	be	AUX
fbem-28637	5	6	found	find	VERB
fbem-28637	5	7	that	that	SCONJ
fbem-28637	5	8	ai	ai	VERB
fbem-28637	5	9	technology	technology	NOUN
fbem-28637	5	10	still	still	ADV
fbem-28637	5	11	has	have	VERB
fbem-28637	5	12	great	great	ADJ
fbem-28637	5	13	development	development	NOUN
fbem-28637	5	14	potential	potential	NOUN
fbem-28637	5	15	in	in	ADP
fbem-28637	5	16	marketing	marketing	NOUN
fbem-28637	5	17	in	in	ADP
fbem-28637	5	18	many	many	ADJ
fbem-28637	5	19	aspects	aspect	NOUN
fbem-28637	5	20	such	such	ADJ
fbem-28637	5	21	as	as	ADP
fbem-28637	5	22	market	market	NOUN
fbem-28637	5	23	and	and	CCONJ
fbem-28637	5	24	customers	customer	NOUN
fbem-28637	5	25	.	.	PUNCT
fbem-28637	6	1	at	at	ADP
fbem-28637	6	2	the	the	DET
fbem-28637	6	3	same	same	ADJ
fbem-28637	6	4	time	time	NOUN
fbem-28637	6	5	,	,	PUNCT
fbem-28637	6	6	the	the	DET
fbem-28637	6	7	challenges	challenge	NOUN
fbem-28637	6	8	that	that	PRON
fbem-28637	6	9	come	come	VERB
fbem-28637	6	10	with	with	ADP
fbem-28637	6	11	it	it	PRON
fbem-28637	6	12	can	can	AUX
fbem-28637	6	13	not	not	PART
fbem-28637	6	14	be	be	AUX
fbem-28637	6	15	ignored	ignore	VERB
fbem-28637	6	16	.	.	PUNCT
fbem-28637	7	1	it	it	PRON
fbem-28637	7	2	requires	require	VERB
fbem-28637	7	3	joint	joint	ADJ
fbem-28637	7	4	efforts	effort	NOUN
fbem-28637	7	5	from	from	ADP
fbem-28637	7	6	both	both	PRON
fbem-28637	7	7	inside	inside	ADP
fbem-28637	7	8	and	and	CCONJ
fbem-28637	7	9	outside	outside	ADP
fbem-28637	7	10	the	the	DET
fbem-28637	7	11	industry	industry	NOUN
fbem-28637	7	12	to	to	PART
fbem-28637	7	13	ensure	ensure	VERB
fbem-28637	7	14	that	that	SCONJ
fbem-28637	7	15	ai	ai	VERB
fbem-28637	7	16	technology	technology	NOUN
fbem-28637	7	17	can	can	AUX
fbem-28637	7	18	develop	develop	VERB
fbem-28637	7	19	healthily	healthily	ADV
fbem-28637	7	20	and	and	CCONJ
fbem-28637	7	21	sustainably	sustainably	ADV
fbem-28637	7	22	in	in	ADP
fbem-28637	7	23	the	the	DET
fbem-28637	7	24	field	field	NOUN
fbem-28637	7	25	of	of	ADP
fbem-28637	7	26	marketing	marketing	NOUN
fbem-28637	7	27	.	.	PUNCT
fbem-28637	8	1	from	from	ADP
fbem-28637	8	2	a	a	DET
fbem-28637	8	3	practical	practical	ADJ
fbem-28637	8	4	perspective	perspective	NOUN
fbem-28637	8	5	,	,	PUNCT
fbem-28637	8	6	this	this	DET
fbem-28637	8	7	study	study	NOUN
fbem-28637	8	8	helps	help	VERB
fbem-28637	8	9	companies	company	NOUN
fbem-28637	8	10	better	well	ADV
fbem-28637	8	11	understand	understand	VERB
fbem-28637	8	12	and	and	CCONJ
fbem-28637	8	13	apply	apply	VERB
fbem-28637	8	14	ai	ai	VERB
fbem-28637	8	15	technology	technology	NOUN
fbem-28637	8	16	to	to	PART
fbem-28637	8	17	improve	improve	VERB
fbem-28637	8	18	the	the	DET
fbem-28637	8	19	efficiency	efficiency	NOUN
fbem-28637	8	20	and	and	CCONJ
fbem-28637	8	21	effectiveness	effectiveness	NOUN
fbem-28637	8	22	of	of	ADP
fbem-28637	8	23	marketing	marketing	NOUN
fbem-28637	8	24	,	,	PUNCT
fbem-28637	8	25	so	so	SCONJ
fbem-28637	8	26	as	as	SCONJ
fbem-28637	8	27	to	to	PART
fbem-28637	8	28	formulate	formulate	VERB
fbem-28637	8	29	more	more	ADV
fbem-28637	8	30	scientific	scientific	ADJ
fbem-28637	8	31	and	and	CCONJ
fbem-28637	8	32	effective	effective	ADJ
fbem-28637	8	33	marketing	marketing	NOUN
fbem-28637	8	34	strategies	strategy	NOUN
fbem-28637	8	35	.	.	PUNCT
fbem-28637	9	1	from	from	ADP
fbem-28637	9	2	a	a	DET
fbem-28637	9	3	theoretical	theoretical	ADJ
fbem-28637	9	4	perspective	perspective	NOUN
fbem-28637	9	5	,	,	PUNCT
fbem-28637	9	6	this	this	DET
fbem-28637	9	7	study	study	NOUN
fbem-28637	9	8	helps	help	VERB
fbem-28637	9	9	enrich	enrich	VERB
fbem-28637	9	10	marketing	marketing	NOUN
fbem-28637	9	11	theory	theory	NOUN
fbem-28637	9	12	and	and	CCONJ
fbem-28637	9	13	promote	promote	VERB
fbem-28637	9	14	the	the	DET
fbem-28637	9	15	development	development	NOUN
fbem-28637	9	16	of	of	ADP
fbem-28637	9	17	marketing	marketing	NOUN
fbem-28637	9	18	disciplines	discipline	NOUN
fbem-28637	9	19	.	.	PUNCT
fbem-28637	10	1	the	the	DET
fbem-28637	10	2	introduction	introduction	NOUN
fbem-28637	10	3	of	of	ADP
fbem-28637	10	4	ai	ai	PRON
fbem-28637	10	5	technology	technology	NOUN
fbem-28637	10	6	provides	provide	VERB
fbem-28637	10	7	new	new	ADJ
fbem-28637	10	8	tools	tool	NOUN
fbem-28637	10	9	and	and	CCONJ
fbem-28637	10	10	methods	method	NOUN
fbem-28637	10	11	for	for	ADP
fbem-28637	10	12	marketing	marketing	NOUN
fbem-28637	10	13	,	,	PUNCT
fbem-28637	10	14	but	but	CCONJ
fbem-28637	10	15	also	also	ADV
fbem-28637	10	16	brings	bring	VERB
fbem-28637	10	17	new	new	ADJ
fbem-28637	10	18	challenges	challenge	NOUN
fbem-28637	10	19	and	and	CCONJ
fbem-28637	10	20	problems	problem	NOUN
fbem-28637	10	21	.	.	PUNCT
fbem-28637	11	1	in	in	ADP
fbem-28637	11	2	-	-	PUNCT
fbem-28637	11	3	depth	depth	NOUN
fbem-28637	11	4	research	research	NOUN
fbem-28637	11	5	on	on	ADP
fbem-28637	11	6	these	these	DET
fbem-28637	11	7	issues	issue	NOUN
fbem-28637	11	8	will	will	AUX
fbem-28637	11	9	help	help	VERB
fbem-28637	11	10	improve	improve	VERB
fbem-28637	11	11	the	the	DET
fbem-28637	11	12	marketing	marketing	NOUN
fbem-28637	11	13	theory	theory	NOUN
fbem-28637	11	14	system	system	NOUN
fbem-28637	11	15	and	and	CCONJ
fbem-28637	11	16	provide	provide	VERB
fbem-28637	11	17	theoretical	theoretical	ADJ
fbem-28637	11	18	support	support	NOUN
fbem-28637	11	19	for	for	ADP
fbem-28637	11	20	future	future	ADJ
fbem-28637	11	21	marketing	marketing	NOUN
fbem-28637	11	22	practices	practice	NOUN
fbem-28637	11	23	.	.	PUNCT
fbem-28637	12	1	keywords	keyword	NOUN
fbem-28637	12	2	:	:	PUNCT
fbem-28637	12	3	artificial	artificial	ADJ
fbem-28637	12	4	intelligence	intelligence	NOUN
fbem-28637	12	5	,	,	PUNCT
fbem-28637	12	6	marketing	marketing	NOUN
fbem-28637	12	7	,	,	PUNCT
fbem-28637	12	8	data	datum	NOUN
fbem-28637	12	9	analysis	analysis	NOUN
fbem-28637	12	10	,	,	PUNCT
fbem-28637	12	11	deep	deep	ADJ
fbem-28637	12	12	learning	learning	NOUN
fbem-28637	12	13	.	.	PUNCT
fbem-28637	13	1	1	1	X
fbem-28637	13	2	.	.	X
fbem-28637	13	3	introduction	introduction	NOUN
fbem-28637	13	4	1.1	1.1	NUM
fbem-28637	13	5	.	.	PUNCT
fbem-28637	14	1	background	background	NOUN
fbem-28637	14	2	artificial	artificial	ADJ
fbem-28637	14	3	intelligence	intelligence	NOUN
fbem-28637	14	4	is	be	AUX
fbem-28637	14	5	a	a	DET
fbem-28637	14	6	branch	branch	NOUN
fbem-28637	14	7	of	of	ADP
fbem-28637	14	8	computer	computer	NOUN
fbem-28637	14	9	science	science	NOUN
fbem-28637	14	10	that	that	PRON
fbem-28637	14	11	focuses	focus	VERB
fbem-28637	14	12	on	on	ADP
fbem-28637	14	13	how	how	SCONJ
fbem-28637	14	14	to	to	PART
fbem-28637	14	15	create	create	VERB
fbem-28637	14	16	intelligent	intelligent	ADJ
fbem-28637	14	17	machines	machine	NOUN
fbem-28637	14	18	that	that	PRON
fbem-28637	14	19	can	can	AUX
fbem-28637	14	20	mimic	mimic	VERB
fbem-28637	14	21	human	human	ADJ
fbem-28637	14	22	intelligent	intelligent	ADJ
fbem-28637	14	23	behavior	behavior	NOUN
fbem-28637	14	24	.	.	PUNCT
fbem-28637	15	1	from	from	ADP
fbem-28637	15	2	the	the	DET
fbem-28637	15	3	turing	ture	VERB
fbem-28637	15	4	test	test	NOUN
fbem-28637	15	5	in	in	ADP
fbem-28637	15	6	the	the	DET
fbem-28637	15	7	early	early	ADJ
fbem-28637	15	8	1950s	1950s	NUM
fbem-28637	15	9	,	,	PUNCT
fbem-28637	15	10	to	to	ADP
fbem-28637	15	11	the	the	DET
fbem-28637	15	12	expert	expert	ADJ
fbem-28637	15	13	system	system	NOUN
fbem-28637	15	14	in	in	ADP
fbem-28637	15	15	1980	1980	NUM
fbem-28637	15	16	,	,	PUNCT
fbem-28637	15	17	to	to	ADP
fbem-28637	15	18	deep	deep	ADJ
fbem-28637	15	19	learning	learning	NOUN
fbem-28637	15	20	and	and	CCONJ
fbem-28637	15	21	machine	machine	NOUN
fbem-28637	15	22	learning	learning	NOUN
fbem-28637	15	23	in	in	ADP
fbem-28637	15	24	the	the	DET
fbem-28637	15	25	21st	21st	ADJ
fbem-28637	15	26	century	century	NOUN
fbem-28637	15	27	,	,	PUNCT
fbem-28637	15	28	ai	ai	VERB
fbem-28637	15	29	technology	technology	NOUN
fbem-28637	15	30	has	have	AUX
fbem-28637	15	31	experienced	experience	VERB
fbem-28637	15	32	many	many	ADJ
fbem-28637	15	33	ups	up	NOUN
fbem-28637	15	34	and	and	CCONJ
fbem-28637	15	35	downs	down	NOUN
fbem-28637	15	36	and	and	CCONJ
fbem-28637	15	37	leaps	leap	NOUN
fbem-28637	15	38	.	.	PUNCT
fbem-28637	16	1	early	early	ADJ
fbem-28637	16	2	ai	ai	VERB
fbem-28637	16	3	research	research	NOUN
fbem-28637	16	4	focused	focus	VERB
fbem-28637	16	5	on	on	ADP
fbem-28637	16	6	rule	rule	NOUN
fbem-28637	16	7	-	-	PUNCT
fbem-28637	16	8	based	base	VERB
fbem-28637	16	9	systems	system	NOUN
fbem-28637	16	10	.	.	PUNCT
fbem-28637	17	1	later	later	ADV
fbem-28637	17	2	,	,	PUNCT
fbem-28637	17	3	with	with	ADP
fbem-28637	17	4	the	the	DET
fbem-28637	17	5	increase	increase	NOUN
fbem-28637	17	6	in	in	ADP
fbem-28637	17	7	computing	computing	NOUN
fbem-28637	17	8	power	power	NOUN
fbem-28637	17	9	,	,	PUNCT
fbem-28637	17	10	machine	machine	NOUN
fbem-28637	17	11	learning	learning	NOUN
fbem-28637	17	12	,	,	PUNCT
fbem-28637	17	13	especially	especially	ADV
fbem-28637	17	14	deep	deep	ADJ
fbem-28637	17	15	learning	learning	NOUN
fbem-28637	17	16	,	,	PUNCT
fbem-28637	17	17	began	begin	VERB
fbem-28637	17	18	to	to	PART
fbem-28637	17	19	emerge	emerge	VERB
fbem-28637	17	20	and	and	CCONJ
fbem-28637	17	21	brought	bring	VERB
fbem-28637	17	22	revolutionary	revolutionary	ADJ
fbem-28637	17	23	breakthroughs	breakthrough	NOUN
fbem-28637	17	24	to	to	ADP
fbem-28637	17	25	the	the	DET
fbem-28637	17	26	field	field	NOUN
fbem-28637	17	27	of	of	ADP
fbem-28637	17	28	ai	ai	NOUN
fbem-28637	17	29	.	.	PUNCT
fbem-28637	18	1	today	today	NOUN
fbem-28637	18	2	's	's	PART
fbem-28637	18	3	ai	ai	AUX
fbem-28637	18	4	no	no	ADV
fbem-28637	18	5	longer	long	ADV
fbem-28637	18	6	relies	rely	VERB
fbem-28637	18	7	entirely	entirely	ADV
fbem-28637	18	8	on	on	ADP
fbem-28637	18	9	hardcoded	hardcode	VERB
fbem-28637	18	10	rules	rule	NOUN
fbem-28637	18	11	,	,	PUNCT
fbem-28637	18	12	but	but	CCONJ
fbem-28637	18	13	acquires	acquire	VERB
fbem-28637	18	14	knowledge	knowledge	NOUN
fbem-28637	18	15	by	by	ADP
fbem-28637	18	16	learning	learn	VERB
fbem-28637	18	17	from	from	ADP
fbem-28637	18	18	large	large	ADJ
fbem-28637	18	19	amounts	amount	NOUN
fbem-28637	18	20	of	of	ADP
fbem-28637	18	21	data	datum	NOUN
fbem-28637	18	22	.	.	PUNCT
fbem-28637	19	1	the	the	DET
fbem-28637	19	2	current	current	ADJ
fbem-28637	19	3	mainstream	mainstream	NOUN
fbem-28637	19	4	ai	ai	NOUN
fbem-28637	19	5	technologies	technology	NOUN
fbem-28637	19	6	include	include	VERB
fbem-28637	19	7	:	:	PUNCT
fbem-28637	19	8	machine	machine	NOUN
fbem-28637	19	9	learning	learning	NOUN
fbem-28637	19	10	,	,	PUNCT
fbem-28637	19	11	deep	deep	ADJ
fbem-28637	19	12	learning	learning	NOUN
fbem-28637	19	13	,	,	PUNCT
fbem-28637	19	14	natural	natural	ADJ
fbem-28637	19	15	language	language	NOUN
fbem-28637	19	16	processing	processing	NOUN
fbem-28637	19	17	,	,	PUNCT
fbem-28637	19	18	computer	computer	NOUN
fbem-28637	19	19	vision	vision	NOUN
fbem-28637	19	20	,	,	PUNCT
fbem-28637	19	21	and	and	CCONJ
fbem-28637	19	22	reinforcement	reinforcement	NOUN
fbem-28637	19	23	learning	learning	NOUN
fbem-28637	19	24	.	.	PUNCT
fbem-28637	20	1	among	among	ADP
fbem-28637	20	2	them	they	PRON
fbem-28637	20	3	,	,	PUNCT
fbem-28637	20	4	machine	machine	NOUN
fbem-28637	20	5	learning	learning	NOUN
fbem-28637	20	6	is	be	AUX
fbem-28637	20	7	the	the	DET
fbem-28637	20	8	core	core	NOUN
fbem-28637	20	9	of	of	ADP
fbem-28637	20	10	ai	ai	NOUN
fbem-28637	20	11	,	,	PUNCT
fbem-28637	20	12	enabling	enable	VERB
fbem-28637	20	13	computers	computer	NOUN
fbem-28637	20	14	to	to	PART
fbem-28637	20	15	learn	learn	VERB
fbem-28637	20	16	without	without	ADP
fbem-28637	20	17	direct	direct	ADJ
fbem-28637	20	18	programming	programming	NOUN
fbem-28637	20	19	.	.	PUNCT
fbem-28637	21	1	deep	deep	ADJ
fbem-28637	21	2	learning	learning	NOUN
fbem-28637	21	3	,	,	PUNCT
fbem-28637	21	4	especially	especially	ADV
fbem-28637	21	5	neural	neural	ADJ
fbem-28637	21	6	network	network	NOUN
fbem-28637	21	7	models	model	NOUN
fbem-28637	21	8	,	,	PUNCT
fbem-28637	21	9	provides	provide	VERB
fbem-28637	21	10	a	a	DET
fbem-28637	21	11	high	high	ADJ
fbem-28637	21	12	degree	degree	NOUN
fbem-28637	21	13	of	of	ADP
fbem-28637	21	14	accuracy	accuracy	NOUN
fbem-28637	21	15	for	for	ADP
fbem-28637	21	16	image	image	NOUN
fbem-28637	21	17	and	and	CCONJ
fbem-28637	21	18	speech	speech	NOUN
fbem-28637	21	19	recognition	recognition	NOUN
fbem-28637	21	20	.	.	PUNCT
fbem-28637	22	1	in	in	ADP
fbem-28637	22	2	addition	addition	NOUN
fbem-28637	22	3	,	,	PUNCT
fbem-28637	22	4	natural	natural	ADJ
fbem-28637	22	5	language	language	NOUN
fbem-28637	22	6	processing	processing	NOUN
fbem-28637	22	7	technology	technology	NOUN
fbem-28637	22	8	can	can	AUX
fbem-28637	22	9	help	help	VERB
fbem-28637	22	10	machines	machine	NOUN
fbem-28637	22	11	understand	understand	VERB
fbem-28637	22	12	and	and	CCONJ
fbem-28637	22	13	generate	generate	VERB
fbem-28637	22	14	human	human	ADJ
fbem-28637	22	15	language	language	NOUN
fbem-28637	22	16	,	,	PUNCT
fbem-28637	22	17	which	which	PRON
fbem-28637	22	18	is	be	AUX
fbem-28637	22	19	suitable	suitable	ADJ
fbem-28637	22	20	for	for	ADP
fbem-28637	22	21	chatbots	chatbot	NOUN
fbem-28637	22	22	and	and	CCONJ
fbem-28637	22	23	translation	translation	NOUN
fbem-28637	22	24	systems	system	NOUN
fbem-28637	22	25	,	,	PUNCT
fbem-28637	22	26	computer	computer	NOUN
fbem-28637	22	27	vision	vision	NOUN
fbem-28637	22	28	technology	technology	NOUN
fbem-28637	22	29	enables	enable	VERB
fbem-28637	22	30	computers	computer	NOUN
fbem-28637	22	31	to	to	PART
fbem-28637	22	32	"	"	PUNCT
fbem-28637	22	33	see	see	VERB
fbem-28637	22	34	"	"	PUNCT
fbem-28637	22	35	and	and	CCONJ
fbem-28637	22	36	interpret	interpret	VERB
fbem-28637	22	37	the	the	DET
fbem-28637	22	38	outside	outside	ADJ
fbem-28637	22	39	world	world	NOUN
fbem-28637	22	40	,	,	PUNCT
fbem-28637	22	41	and	and	CCONJ
fbem-28637	22	42	is	be	AUX
fbem-28637	22	43	widely	widely	ADV
fbem-28637	22	44	used	use	VERB
fbem-28637	22	45	in	in	ADP
fbem-28637	22	46	image	image	NOUN
fbem-28637	22	47	recognition	recognition	NOUN
fbem-28637	22	48	and	and	CCONJ
fbem-28637	22	49	video	video	NOUN
fbem-28637	22	50	analysis	analysis	NOUN
fbem-28637	22	51	;	;	PUNCT
fbem-28637	22	52	reinforcement	reinforcement	NOUN
fbem-28637	22	53	learning	learning	NOUN
fbem-28637	22	54	is	be	AUX
fbem-28637	22	55	mainly	mainly	ADV
fbem-28637	22	56	used	use	VERB
fbem-28637	22	57	to	to	PART
fbem-28637	22	58	allow	allow	VERB
fbem-28637	22	59	machines	machine	NOUN
fbem-28637	22	60	to	to	PART
fbem-28637	22	61	learn	learn	VERB
fbem-28637	22	62	through	through	ADP
fbem-28637	22	63	interaction	interaction	NOUN
fbem-28637	22	64	with	with	ADP
fbem-28637	22	65	the	the	DET
fbem-28637	22	66	environment	environment	NOUN
fbem-28637	22	67	,	,	PUNCT
fbem-28637	22	68	and	and	CCONJ
fbem-28637	22	69	is	be	AUX
fbem-28637	22	70	suitable	suitable	ADJ
fbem-28637	22	71	for	for	ADP
fbem-28637	22	72	games	game	NOUN
fbem-28637	22	73	and	and	CCONJ
fbem-28637	22	74	certain	certain	ADJ
fbem-28637	22	75	control	control	NOUN
fbem-28637	22	76	systems	system	NOUN
fbem-28637	22	77	.	.	PUNCT
fbem-28637	23	1	based	base	VERB
fbem-28637	23	2	on	on	ADP
fbem-28637	23	3	the	the	DET
fbem-28637	23	4	analysis	analysis	NOUN
fbem-28637	23	5	of	of	ADP
fbem-28637	23	6	the	the	DET
fbem-28637	23	7	direction	direction	NOUN
fbem-28637	23	8	of	of	ADP
fbem-28637	23	9	ai	ai	PROPN
fbem-28637	23	10	technology	technology	NOUN
fbem-28637	23	11	,	,	PUNCT
fbem-28637	23	12	this	this	DET
fbem-28637	23	13	article	article	NOUN
fbem-28637	23	14	explores	explore	VERB
fbem-28637	23	15	its	its	PRON
fbem-28637	23	16	full	full	ADJ
fbem-28637	23	17	application	application	NOUN
fbem-28637	23	18	in	in	ADP
fbem-28637	23	19	marketing	marketing	NOUN
fbem-28637	23	20	.	.	PUNCT
fbem-28637	24	1	1.2	1.2	NUM
fbem-28637	24	2	.	.	PUNCT
fbem-28637	24	3	literature	literature	NOUN
fbem-28637	24	4	review	review	NOUN
fbem-28637	24	5	in	in	ADP
fbem-28637	24	6	the	the	DET
fbem-28637	24	7	study	study	NOUN
fbem-28637	24	8	of	of	ADP
fbem-28637	24	9	artificial	artificial	ADJ
fbem-28637	24	10	intelligence	intelligence	NOUN
fbem-28637	24	11	(	(	PUNCT
fbem-28637	24	12	ai	ai	NOUN
fbem-28637	24	13	)	)	PUNCT
fbem-28637	24	14	in	in	ADP
fbem-28637	24	15	marketing	marketing	NOUN
fbem-28637	24	16	,	,	PUNCT
fbem-28637	24	17	artificial	artificial	ADJ
fbem-28637	24	18	intelligence	intelligence	NOUN
fbem-28637	24	19	customer	customer	NOUN
fbem-28637	24	20	service	service	NOUN
fbem-28637	24	21	is	be	AUX
fbem-28637	24	22	based	base	VERB
fbem-28637	24	23	on	on	ADP
fbem-28637	24	24	the	the	DET
fbem-28637	24	25	development	development	NOUN
fbem-28637	24	26	of	of	ADP
fbem-28637	24	27	artificial	artificial	ADJ
fbem-28637	24	28	intelligence	intelligence	NOUN
fbem-28637	24	29	technology	technology	NOUN
fbem-28637	24	30	,	,	PUNCT
fbem-28637	24	31	which	which	PRON
fbem-28637	24	32	can	can	AUX
fbem-28637	24	33	effectively	effectively	ADV
fbem-28637	24	34	replace	replace	VERB
fbem-28637	24	35	manual	manual	ADJ
fbem-28637	24	36	phone	phone	NOUN
fbem-28637	24	37	calls	call	NOUN
fbem-28637	24	38	,	,	PUNCT
fbem-28637	24	39	further	far	ADV
fbem-28637	24	40	reducing	reduce	VERB
fbem-28637	24	41	labor	labor	NOUN
fbem-28637	24	42	costs	cost	NOUN
fbem-28637	24	43	[	[	X
fbem-28637	24	44	1	1	NUM
fbem-28637	24	45	]	]	PUNCT
fbem-28637	24	46	.	.	PUNCT
fbem-28637	25	1	the	the	DET
fbem-28637	25	2	continuous	continuous	ADJ
fbem-28637	25	3	development	development	NOUN
fbem-28637	25	4	of	of	ADP
fbem-28637	25	5	ai	ai	PRON
fbem-28637	25	6	algorithms	algorithm	NOUN
fbem-28637	25	7	and	and	CCONJ
fbem-28637	25	8	models	model	NOUN
fbem-28637	25	9	provides	provide	VERB
fbem-28637	25	10	more	more	ADV
fbem-28637	25	11	accurate	accurate	ADJ
fbem-28637	25	12	tools	tool	NOUN
fbem-28637	25	13	and	and	CCONJ
fbem-28637	25	14	methods	method	NOUN
fbem-28637	25	15	for	for	ADP
fbem-28637	25	16	analyzing	analyze	VERB
fbem-28637	25	17	and	and	CCONJ
fbem-28637	25	18	mining	mining	NOUN
fbem-28637	25	19	consumer	consumer	NOUN
fbem-28637	25	20	data	datum	NOUN
fbem-28637	25	21	,	,	PUNCT
fbem-28637	25	22	helping	help	VERB
fbem-28637	25	23	companies	company	NOUN
fbem-28637	25	24	to	to	PART
fbem-28637	25	25	better	well	ADV
fbem-28637	25	26	understand	understand	VERB
fbem-28637	25	27	consumers	consumer	NOUN
fbem-28637	25	28	,	,	PUNCT
fbem-28637	25	29	optimize	optimize	VERB
fbem-28637	25	30	marketing	marketing	NOUN
fbem-28637	25	31	strategies	strategy	NOUN
fbem-28637	25	32	,	,	PUNCT
fbem-28637	25	33	and	and	CCONJ
fbem-28637	25	34	enhance	enhance	VERB
fbem-28637	25	35	market	market	NOUN
fbem-28637	25	36	competitiveness	competitiveness	NOUN
fbem-28637	25	37	[	[	X
fbem-28637	25	38	2	2	NUM
fbem-28637	25	39	]	]	PUNCT
fbem-28637	25	40	.	.	PUNCT
fbem-28637	26	1	through	through	ADP
fbem-28637	26	2	data	data	NOUN
fbem-28637	26	3	analysis	analysis	NOUN
fbem-28637	26	4	,	,	PUNCT
fbem-28637	26	5	ai	ai	VERB
fbem-28637	26	6	can	can	AUX
fbem-28637	26	7	enable	enable	VERB
fbem-28637	26	8	companies	company	NOUN
fbem-28637	26	9	to	to	PART
fbem-28637	26	10	achieve	achieve	VERB
fbem-28637	26	11	low	low	ADJ
fbem-28637	26	12	-	-	PUNCT
fbem-28637	26	13	cost	cost	NOUN
fbem-28637	26	14	personalized	personalized	ADJ
fbem-28637	26	15	recommendations	recommendation	NOUN
fbem-28637	26	16	,	,	PUNCT
fbem-28637	26	17	precise	precise	ADJ
fbem-28637	26	18	advertising	advertising	NOUN
fbem-28637	26	19	and	and	CCONJ
fbem-28637	26	20	other	other	ADJ
fbem-28637	26	21	functions	function	NOUN
fbem-28637	26	22	to	to	PART
fbem-28637	26	23	achieve	achieve	VERB
fbem-28637	26	24	the	the	DET
fbem-28637	26	25	effect	effect	NOUN
fbem-28637	26	26	of	of	ADP
fbem-28637	26	27	improving	improve	VERB
fbem-28637	26	28	efficiency	efficiency	NOUN
fbem-28637	26	29	and	and	CCONJ
fbem-28637	26	30	return	return	VERB
fbem-28637	26	31	on	on	ADP
fbem-28637	26	32	investment	investment	NOUN
fbem-28637	27	1	[	[	X
fbem-28637	27	2	3	3	NUM
fbem-28637	27	3	]	]	PUNCT
fbem-28637	27	4	.	.	PUNCT
fbem-28637	28	1	artificial	artificial	ADJ
fbem-28637	28	2	intelligence	intelligence	NOUN
fbem-28637	28	3	can	can	AUX
fbem-28637	28	4	effectively	effectively	ADV
fbem-28637	28	5	contribute	contribute	VERB
fbem-28637	28	6	different	different	ADJ
fbem-28637	28	7	types	type	NOUN
fbem-28637	28	8	of	of	ADP
fbem-28637	28	9	market	market	NOUN
fbem-28637	28	10	knowledge	knowledge	NOUN
fbem-28637	28	11	:	:	PUNCT
fbem-28637	28	12	customer	customer	NOUN
fbem-28637	28	13	knowledge	knowledge	NOUN
fbem-28637	28	14	,	,	PUNCT
fbem-28637	28	15	user	user	NOUN
fbem-28637	28	16	knowledge	knowledge	NOUN
fbem-28637	28	17	,	,	PUNCT
fbem-28637	28	18	and	and	CCONJ
fbem-28637	28	19	external	external	ADJ
fbem-28637	28	20	market	market	NOUN
fbem-28637	28	21	knowledge	knowledge	NOUN
fbem-28637	28	22	[	[	X
fbem-28637	28	23	4	4	NUM
fbem-28637	28	24	]	]	PUNCT
fbem-28637	28	25	.	.	PUNCT
fbem-28637	29	1	it	it	PRON
fbem-28637	29	2	also	also	ADV
fbem-28637	29	3	helps	help	VERB
fbem-28637	29	4	to	to	PART
fbem-28637	29	5	increase	increase	VERB
fbem-28637	29	6	information	information	NOUN
fbem-28637	29	7	and	and	CCONJ
fbem-28637	29	8	data	datum	NOUN
fbem-28637	29	9	sources	source	NOUN
fbem-28637	29	10	,	,	PUNCT
fbem-28637	29	11	improve	improve	VERB
fbem-28637	29	12	the	the	DET
fbem-28637	29	13	data	data	NOUN
fbem-28637	29	14	management	management	NOUN
fbem-28637	29	15	capabilities	capability	NOUN
fbem-28637	29	16	of	of	ADP
fbem-28637	29	17	software	software	NOUN
fbem-28637	29	18	,	,	PUNCT
fbem-28637	29	19	and	and	CCONJ
fbem-28637	29	20	design	design	NOUN
fbem-28637	29	21	complex	complex	ADJ
fbem-28637	29	22	and	and	CCONJ
fbem-28637	29	23	advanced	advanced	ADJ
fbem-28637	29	24	algorithms	algorithm	NOUN
fbem-28637	29	25	[	[	X
fbem-28637	29	26	5	5	NUM
fbem-28637	29	27	]	]	PUNCT
fbem-28637	29	28	.	.	PUNCT
fbem-28637	30	1	the	the	DET
fbem-28637	30	2	improvement	improvement	NOUN
fbem-28637	30	3	of	of	ADP
fbem-28637	30	4	the	the	DET
fbem-28637	30	5	quality	quality	NOUN
fbem-28637	30	6	of	of	ADP
fbem-28637	30	7	algorithms	algorithm	NOUN
fbem-28637	30	8	driven	drive	VERB
fbem-28637	30	9	by	by	ADP
fbem-28637	30	10	artificial	artificial	ADJ
fbem-28637	30	11	intelligence	intelligence	NOUN
fbem-28637	30	12	further	further	ADJ
fbem-28637	30	13	simplifies	simplifie	NOUN
fbem-28637	30	14	customer	customer	NOUN
fbem-28637	30	15	purchase	purchase	NOUN
fbem-28637	30	16	decisions	decision	NOUN
fbem-28637	30	17	and	and	CCONJ
fbem-28637	30	18	reduces	reduce	VERB
fbem-28637	30	19	search	search	NOUN
fbem-28637	30	20	costs	cost	NOUN
fbem-28637	30	21	[	[	X
fbem-28637	30	22	6	6	NUM
fbem-28637	30	23	]	]	PUNCT
fbem-28637	30	24	.	.	PUNCT
fbem-28637	31	1	at	at	ADP
fbem-28637	31	2	present	present	ADJ
fbem-28637	31	3	,	,	PUNCT
fbem-28637	31	4	domestic	domestic	ADJ
fbem-28637	31	5	and	and	CCONJ
fbem-28637	31	6	foreign	foreign	ADJ
fbem-28637	31	7	scholars	scholar	NOUN
fbem-28637	31	8	focus	focus	VERB
fbem-28637	31	9	on	on	ADP
fbem-28637	31	10	reducing	reduce	VERB
fbem-28637	31	11	costs	cost	NOUN
fbem-28637	31	12	and	and	CCONJ
fbem-28637	31	13	increasing	increase	VERB
fbem-28637	31	14	efficiency	efficiency	NOUN
fbem-28637	31	15	,	,	PUNCT
fbem-28637	31	16	integrating	integrate	VERB
fbem-28637	31	17	channels	channel	NOUN
fbem-28637	31	18	,	,	PUNCT
fbem-28637	31	19	making	make	VERB
fbem-28637	31	20	dynamic	dynamic	ADJ
fbem-28637	31	21	decisions	decision	NOUN
fbem-28637	31	22	,	,	PUNCT
fbem-28637	31	23	maximizing	maximize	VERB
fbem-28637	31	24	the	the	DET
fbem-28637	31	25	potential	potential	NOUN
fbem-28637	31	26	of	of	ADP
fbem-28637	31	27	ai	ai	PROPN
fbem-28637	31	28	's	's	PART
fbem-28637	31	29	big	big	ADJ
fbem-28637	31	30	data	datum	NOUN
fbem-28637	31	31	algorithms	algorithm	NOUN
fbem-28637	31	32	,	,	PUNCT
fbem-28637	31	33	and	and	CCONJ
fbem-28637	31	34	replacing	replace	VERB
fbem-28637	31	35	the	the	DET
fbem-28637	31	36	links	link	NOUN
fbem-28637	31	37	in	in	ADP
fbem-28637	31	38	the	the	DET
fbem-28637	31	39	marketing	marketing	NOUN
fbem-28637	31	40	process	process	NOUN
fbem-28637	31	41	that	that	PRON
fbem-28637	31	42	require	require	VERB
fbem-28637	31	43	the	the	DET
fbem-28637	31	44	accumulation	accumulation	NOUN
fbem-28637	31	45	of	of	ADP
fbem-28637	31	46	human	human	ADJ
fbem-28637	31	47	costs	cost	NOUN
fbem-28637	31	48	.	.	PUNCT
fbem-28637	32	1	however	however	ADV
fbem-28637	32	2	,	,	PUNCT
fbem-28637	32	3	there	there	PRON
fbem-28637	32	4	are	be	VERB
fbem-28637	32	5	few	few	ADJ
fbem-28637	32	6	studies	study	NOUN
fbem-28637	32	7	that	that	PRON
fbem-28637	32	8	focus	focus	VERB
fbem-28637	32	9	on	on	ADP
fbem-28637	32	10	ai	ai	PROPN
fbem-28637	32	11	's	's	PART
fbem-28637	32	12	deep	deep	ADJ
fbem-28637	32	13	learning	learn	VERB
fbem-28637	32	14	capabilities	capability	NOUN
fbem-28637	32	15	and	and	CCONJ
fbem-28637	32	16	discuss	discuss	VERB
fbem-28637	32	17	its	its	PRON
fbem-28637	32	18	application	application	NOUN
fbem-28637	32	19	.	.	PUNCT
fbem-28637	33	1	based	base	VERB
fbem-28637	33	2	on	on	ADP
fbem-28637	33	3	the	the	DET
fbem-28637	33	4	ai	ai	PROPN
fbem-28637	33	5	algorithm	algorithm	NOUN
fbem-28637	33	6	,	,	PUNCT
fbem-28637	33	7	this	this	DET
fbem-28637	33	8	article	article	NOUN
fbem-28637	33	9	conducts	conduct	VERB
fbem-28637	33	10	a	a	DET
fbem-28637	33	11	targeted	target	VERB
fbem-28637	33	12	study	study	NOUN
fbem-28637	33	13	on	on	ADP
fbem-28637	33	14	the	the	DET
fbem-28637	33	15	application	application	NOUN
fbem-28637	33	16	of	of	ADP
fbem-28637	33	17	its	its	PRON
fbem-28637	33	18	learning	learning	NOUN
fbem-28637	33	19	ability	ability	NOUN
fbem-28637	33	20	in	in	ADP
fbem-28637	33	21	marketing	marketing	NOUN
fbem-28637	33	22	,	,	PUNCT
fbem-28637	33	23	and	and	CCONJ
fbem-28637	33	24	explains	explain	VERB
fbem-28637	33	25	the	the	DET
fbem-28637	33	26	new	new	ADJ
fbem-28637	33	27	application	application	NOUN
fbem-28637	33	28	directions	direction	NOUN
fbem-28637	33	29	of	of	ADP
fbem-28637	33	30	ai	ai	NOUN
fbem-28637	33	31	in	in	ADP
fbem-28637	33	32	marketing	marketing	NOUN
fbem-28637	33	33	from	from	ADP
fbem-28637	33	34	three	three	NUM
fbem-28637	33	35	372	372	NUM
fbem-28637	33	36	aspects	aspect	NOUN
fbem-28637	33	37	.	.	PUNCT
fbem-28637	34	1	2	2	X
fbem-28637	34	2	.	.	X
fbem-28637	34	3	amazon	amazon	NOUN
fbem-28637	34	4	—	—	PUNCT
fbem-28637	34	5	personalized	personalize	VERB
fbem-28637	34	6	recommendation	recommendation	NOUN
fbem-28637	34	7	system	system	NOUN
fbem-28637	34	8	as	as	ADP
fbem-28637	34	9	one	one	NUM
fbem-28637	34	10	of	of	ADP
fbem-28637	34	11	the	the	DET
fbem-28637	34	12	world	world	NOUN
fbem-28637	34	13	's	's	PART
fbem-28637	34	14	largest	large	ADJ
fbem-28637	34	15	e	e	NOUN
fbem-28637	34	16	-	-	ADJ
fbem-28637	34	17	commerce	commerce	NOUN
fbem-28637	34	18	platforms	platform	NOUN
fbem-28637	34	19	,	,	PUNCT
fbem-28637	34	20	amazon	amazon	PROPN
fbem-28637	34	21	's	's	PART
fbem-28637	34	22	personalized	personalize	VERB
fbem-28637	34	23	recommendation	recommendation	NOUN
fbem-28637	34	24	system	system	NOUN
fbem-28637	34	25	is	be	AUX
fbem-28637	34	26	widely	widely	ADV
fbem-28637	34	27	recognized	recognize	VERB
fbem-28637	34	28	as	as	ADP
fbem-28637	34	29	a	a	DET
fbem-28637	34	30	leader	leader	NOUN
fbem-28637	34	31	in	in	ADP
fbem-28637	34	32	the	the	DET
fbem-28637	34	33	industry	industry	NOUN
fbem-28637	34	34	.	.	PUNCT
fbem-28637	35	1	in	in	ADP
fbem-28637	35	2	the	the	DET
fbem-28637	35	3	process	process	NOUN
fbem-28637	35	4	of	of	ADP
fbem-28637	35	5	its	its	PRON
fbem-28637	35	6	construction	construction	NOUN
fbem-28637	35	7	,	,	PUNCT
fbem-28637	35	8	the	the	DET
fbem-28637	35	9	development	development	NOUN
fbem-28637	35	10	and	and	CCONJ
fbem-28637	35	11	application	application	NOUN
fbem-28637	35	12	of	of	ADP
fbem-28637	35	13	ai	ai	PRON
fbem-28637	35	14	technology	technology	NOUN
fbem-28637	35	15	have	have	AUX
fbem-28637	35	16	played	play	VERB
fbem-28637	35	17	an	an	DET
fbem-28637	35	18	indispensable	indispensable	ADJ
fbem-28637	35	19	role	role	NOUN
fbem-28637	35	20	.	.	PUNCT
fbem-28637	36	1	the	the	DET
fbem-28637	36	2	construction	construction	NOUN
fbem-28637	36	3	of	of	ADP
fbem-28637	36	4	the	the	DET
fbem-28637	36	5	system	system	NOUN
fbem-28637	36	6	is	be	AUX
fbem-28637	36	7	based	base	VERB
fbem-28637	36	8	on	on	ADP
fbem-28637	36	9	ai	ai	PROPN
fbem-28637	36	10	's	's	PART
fbem-28637	36	11	big	big	ADJ
fbem-28637	36	12	data	datum	NOUN
fbem-28637	36	13	analysis	analysis	NOUN
fbem-28637	36	14	technology	technology	NOUN
fbem-28637	36	15	and	and	CCONJ
fbem-28637	36	16	learning	learn	VERB
fbem-28637	36	17	system	system	NOUN
fbem-28637	36	18	.	.	PUNCT
fbem-28637	37	1	the	the	DET
fbem-28637	37	2	system	system	NOUN
fbem-28637	37	3	builds	build	VERB
fbem-28637	37	4	a	a	DET
fbem-28637	37	5	user	user	NOUN
fbem-28637	37	6	's	's	PART
fbem-28637	37	7	interest	interest	NOUN
fbem-28637	37	8	portrait	portrait	NOUN
fbem-28637	37	9	by	by	ADP
fbem-28637	37	10	analyzing	analyze	VERB
fbem-28637	37	11	multi	multi	ADJ
fbem-28637	37	12	-	-	ADJ
fbem-28637	37	13	dimensional	dimensional	ADJ
fbem-28637	37	14	data	datum	NOUN
fbem-28637	37	15	such	such	ADJ
fbem-28637	37	16	as	as	ADP
fbem-28637	37	17	user	user	NOUN
fbem-28637	37	18	purchase	purchase	NOUN
fbem-28637	37	19	history	history	NOUN
fbem-28637	37	20	,	,	PUNCT
fbem-28637	37	21	browsing	browse	VERB
fbem-28637	37	22	history	history	NOUN
fbem-28637	37	23	,	,	PUNCT
fbem-28637	37	24	search	search	NOUN
fbem-28637	37	25	behavior	behavior	NOUN
fbem-28637	37	26	,	,	PUNCT
fbem-28637	37	27	etc	etc	X
fbem-28637	37	28	.	.	X
fbem-28637	37	29	,	,	PUNCT
fbem-28637	37	30	which	which	PRON
fbem-28637	37	31	can	can	AUX
fbem-28637	37	32	provide	provide	VERB
fbem-28637	37	33	a	a	DET
fbem-28637	37	34	basis	basis	NOUN
fbem-28637	37	35	for	for	ADP
fbem-28637	37	36	subsequent	subsequent	ADJ
fbem-28637	37	37	promotion	promotion	NOUN
fbem-28637	37	38	to	to	ADP
fbem-28637	37	39	individual	individual	ADJ
fbem-28637	37	40	users	user	NOUN
fbem-28637	37	41	and	and	CCONJ
fbem-28637	37	42	the	the	DET
fbem-28637	37	43	placement	placement	NOUN
fbem-28637	37	44	of	of	ADP
fbem-28637	37	45	platform	platform	NOUN
fbem-28637	37	46	advertising	advertising	NOUN
fbem-28637	37	47	.	.	PUNCT
fbem-28637	38	1	on	on	ADP
fbem-28637	38	2	this	this	DET
fbem-28637	38	3	basis	basis	NOUN
fbem-28637	38	4	,	,	PUNCT
fbem-28637	38	5	the	the	DET
fbem-28637	38	6	system	system	NOUN
fbem-28637	38	7	adopts	adopt	VERB
fbem-28637	38	8	a	a	DET
fbem-28637	38	9	more	more	ADV
fbem-28637	38	10	advanced	advanced	ADJ
fbem-28637	38	11	ai	ai	NOUN
fbem-28637	38	12	learning	learn	VERB
fbem-28637	38	13	algorithm	algorithm	NOUN
fbem-28637	38	14	.	.	PUNCT
fbem-28637	39	1	by	by	ADP
fbem-28637	39	2	extracting	extract	VERB
fbem-28637	39	3	and	and	CCONJ
fbem-28637	39	4	learning	learn	VERB
fbem-28637	39	5	massive	massive	ADJ
fbem-28637	39	6	user	user	NOUN
fbem-28637	39	7	data	datum	NOUN
fbem-28637	39	8	,	,	PUNCT
fbem-28637	39	9	it	it	PRON
fbem-28637	39	10	can	can	AUX
fbem-28637	39	11	better	well	ADV
fbem-28637	39	12	understand	understand	VERB
fbem-28637	39	13	and	and	CCONJ
fbem-28637	39	14	infer	infer	VERB
fbem-28637	39	15	the	the	DET
fbem-28637	39	16	behavior	behavior	NOUN
fbem-28637	39	17	and	and	CCONJ
fbem-28637	39	18	preferences	preference	NOUN
fbem-28637	39	19	of	of	ADP
fbem-28637	39	20	different	different	ADJ
fbem-28637	39	21	types	type	NOUN
fbem-28637	39	22	of	of	ADP
fbem-28637	39	23	users	user	NOUN
fbem-28637	39	24	,	,	PUNCT
fbem-28637	39	25	giving	give	VERB
fbem-28637	39	26	the	the	DET
fbem-28637	39	27	system	system	NOUN
fbem-28637	39	28	a	a	DET
fbem-28637	39	29	wider	wide	ADJ
fbem-28637	39	30	range	range	NOUN
fbem-28637	39	31	of	of	ADP
fbem-28637	39	32	recommendations	recommendation	NOUN
fbem-28637	39	33	,	,	PUNCT
fbem-28637	39	34	such	such	ADJ
fbem-28637	39	35	as	as	ADP
fbem-28637	39	36	recommending	recommend	VERB
fbem-28637	39	37	related	related	ADJ
fbem-28637	39	38	products	product	NOUN
fbem-28637	39	39	,	,	PUNCT
fbem-28637	39	40	same	same	ADJ
fbem-28637	39	41	-	-	PUNCT
fbem-28637	39	42	brand	brand	NOUN
fbem-28637	39	43	products	product	NOUN
fbem-28637	39	44	,	,	PUNCT
fbem-28637	39	45	and	and	CCONJ
fbem-28637	39	46	similar	similar	ADJ
fbem-28637	39	47	products	product	NOUN
fbem-28637	39	48	.	.	PUNCT
fbem-28637	40	1	not	not	PART
fbem-28637	40	2	only	only	ADV
fbem-28637	40	3	that	that	PRON
fbem-28637	40	4	,	,	PUNCT
fbem-28637	40	5	amazon	amazon	PROPN
fbem-28637	40	6	's	's	PART
fbem-28637	40	7	personalized	personalize	VERB
fbem-28637	40	8	recommendation	recommendation	NOUN
fbem-28637	40	9	system	system	NOUN
fbem-28637	40	10	not	not	PART
fbem-28637	40	11	only	only	ADV
fbem-28637	40	12	takes	take	VERB
fbem-28637	40	13	into	into	ADP
fbem-28637	40	14	account	account	NOUN
fbem-28637	40	15	the	the	DET
fbem-28637	40	16	user	user	NOUN
fbem-28637	40	17	's	's	PART
fbem-28637	40	18	historical	historical	ADJ
fbem-28637	40	19	purchase	purchase	NOUN
fbem-28637	40	20	and	and	CCONJ
fbem-28637	40	21	behavior	behavior	NOUN
fbem-28637	40	22	data	datum	NOUN
fbem-28637	40	23	,	,	PUNCT
fbem-28637	40	24	but	but	CCONJ
fbem-28637	40	25	also	also	ADV
fbem-28637	40	26	makes	make	VERB
fbem-28637	40	27	full	full	ADJ
fbem-28637	40	28	use	use	NOUN
fbem-28637	40	29	of	of	ADP
fbem-28637	40	30	ai	ai	PROPN
fbem-28637	40	31	's	's	PART
fbem-28637	40	32	ability	ability	NOUN
fbem-28637	40	33	to	to	PART
fbem-28637	40	34	analyze	analyze	VERB
fbem-28637	40	35	and	and	CCONJ
fbem-28637	40	36	integrate	integrate	VERB
fbem-28637	40	37	real	real	ADJ
fbem-28637	40	38	-	-	PUNCT
fbem-28637	40	39	time	time	NOUN
fbem-28637	40	40	behavior	behavior	NOUN
fbem-28637	40	41	and	and	CCONJ
fbem-28637	40	42	contextual	contextual	ADJ
fbem-28637	40	43	information	information	NOUN
fbem-28637	40	44	.	.	PUNCT
fbem-28637	41	1	for	for	ADP
fbem-28637	41	2	example	example	NOUN
fbem-28637	41	3	,	,	PUNCT
fbem-28637	41	4	when	when	SCONJ
fbem-28637	41	5	a	a	DET
fbem-28637	41	6	user	user	NOUN
fbem-28637	41	7	is	be	AUX
fbem-28637	41	8	browsing	browse	VERB
fbem-28637	41	9	a	a	DET
fbem-28637	41	10	certain	certain	ADJ
fbem-28637	41	11	product	product	NOUN
fbem-28637	41	12	,	,	PUNCT
fbem-28637	41	13	the	the	DET
fbem-28637	41	14	system	system	NOUN
fbem-28637	41	15	will	will	AUX
fbem-28637	41	16	immediately	immediately	ADV
fbem-28637	41	17	recommend	recommend	VERB
fbem-28637	41	18	other	other	ADJ
fbem-28637	41	19	products	product	NOUN
fbem-28637	41	20	that	that	PRON
fbem-28637	41	21	the	the	DET
fbem-28637	41	22	user	user	NOUN
fbem-28637	41	23	may	may	AUX
fbem-28637	41	24	be	be	AUX
fbem-28637	41	25	interested	interested	ADJ
fbem-28637	41	26	in	in	ADP
fbem-28637	41	27	based	base	VERB
fbem-28637	41	28	on	on	ADP
fbem-28637	41	29	the	the	DET
fbem-28637	41	30	attributes	attribute	NOUN
fbem-28637	41	31	of	of	ADP
fbem-28637	41	32	the	the	DET
fbem-28637	41	33	product	product	NOUN
fbem-28637	41	34	and	and	CCONJ
fbem-28637	41	35	the	the	DET
fbem-28637	41	36	user	user	NOUN
fbem-28637	41	37	's	's	PART
fbem-28637	41	38	preferences	preference	NOUN
fbem-28637	41	39	.	.	PUNCT
fbem-28637	42	1	the	the	DET
fbem-28637	42	2	accuracy	accuracy	NOUN
fbem-28637	42	3	and	and	CCONJ
fbem-28637	42	4	effectiveness	effectiveness	NOUN
fbem-28637	42	5	of	of	ADP
fbem-28637	42	6	ai	ai	PRON
fbem-28637	42	7	big	big	ADJ
fbem-28637	42	8	data	datum	NOUN
fbem-28637	42	9	analysis	analysis	NOUN
fbem-28637	42	10	technology	technology	NOUN
fbem-28637	42	11	can	can	AUX
fbem-28637	42	12	ensure	ensure	VERB
fbem-28637	42	13	that	that	SCONJ
fbem-28637	42	14	the	the	DET
fbem-28637	42	15	general	general	ADJ
fbem-28637	42	16	methods	method	NOUN
fbem-28637	42	17	and	and	CCONJ
fbem-28637	42	18	processes	process	NOUN
fbem-28637	42	19	of	of	ADP
fbem-28637	42	20	e	e	NOUN
fbem-28637	42	21	-	-	NOUN
fbem-28637	42	22	commerce	commerce	NOUN
fbem-28637	42	23	marketing	marketing	NOUN
fbem-28637	42	24	meet	meet	NOUN
fbem-28637	42	25	user	user	NOUN
fbem-28637	42	26	expectations	expectation	NOUN
fbem-28637	42	27	.	.	PUNCT
fbem-28637	43	1	the	the	DET
fbem-28637	43	2	efficiency	efficiency	NOUN
fbem-28637	43	3	and	and	CCONJ
fbem-28637	43	4	real	real	ADJ
fbem-28637	43	5	-	-	PUNCT
fbem-28637	43	6	time	time	NOUN
fbem-28637	43	7	performance	performance	NOUN
fbem-28637	43	8	of	of	ADP
fbem-28637	43	9	ai	ai	AUX
fbem-28637	43	10	learning	learn	VERB
fbem-28637	43	11	algorithms	algorithm	NOUN
fbem-28637	43	12	can	can	AUX
fbem-28637	43	13	ensure	ensure	VERB
fbem-28637	43	14	user	user	NOUN
fbem-28637	43	15	satisfaction	satisfaction	NOUN
fbem-28637	43	16	in	in	ADP
fbem-28637	43	17	the	the	DET
fbem-28637	43	18	ecommerce	ecommerce	NOUN
fbem-28637	43	19	marketing	marketing	NOUN
fbem-28637	43	20	process	process	NOUN
fbem-28637	43	21	.	.	PUNCT
fbem-28637	44	1	the	the	DET
fbem-28637	44	2	two	two	NUM
fbem-28637	44	3	technologies	technology	NOUN
fbem-28637	44	4	complement	complement	VERB
fbem-28637	44	5	each	each	DET
fbem-28637	44	6	other	other	ADJ
fbem-28637	44	7	and	and	CCONJ
fbem-28637	44	8	enable	enable	VERB
fbem-28637	44	9	e	e	NOUN
fbem-28637	44	10	-	-	NOUN
fbem-28637	44	11	commerce	commerce	NOUN
fbem-28637	44	12	platforms	platform	NOUN
fbem-28637	44	13	to	to	PART
fbem-28637	44	14	maintain	maintain	VERB
fbem-28637	44	15	user	user	NOUN
fbem-28637	44	16	stickiness	stickiness	NOUN
fbem-28637	44	17	and	and	CCONJ
fbem-28637	44	18	improve	improve	VERB
fbem-28637	44	19	user	user	NOUN
fbem-28637	44	20	loyalty	loyalty	NOUN
fbem-28637	44	21	.	.	PUNCT
fbem-28637	45	1	3	3	X
fbem-28637	45	2	.	.	X
fbem-28637	45	3	the	the	DET
fbem-28637	45	4	use	use	NOUN
fbem-28637	45	5	of	of	ADP
fbem-28637	45	6	ai	ai	NOUN
fbem-28637	45	7	in	in	ADP
fbem-28637	45	8	marketing	market	VERB
fbem-28637	45	9	3.1	3.1	NUM
fbem-28637	45	10	.	.	PUNCT
fbem-28637	46	1	market	market	NOUN
fbem-28637	46	2	environment	environment	NOUN
fbem-28637	46	3	analysis	analysis	NOUN
fbem-28637	46	4	and	and	CCONJ
fbem-28637	46	5	forecast	forecast	NOUN
fbem-28637	46	6	first	first	ADV
fbem-28637	46	7	of	of	ADP
fbem-28637	46	8	all	all	PRON
fbem-28637	46	9	,	,	PUNCT
fbem-28637	46	10	ai	ai	VERB
fbem-28637	46	11	,	,	PUNCT
fbem-28637	46	12	with	with	ADP
fbem-28637	46	13	its	its	PRON
fbem-28637	46	14	excellent	excellent	ADJ
fbem-28637	46	15	algorithms	algorithm	NOUN
fbem-28637	46	16	and	and	CCONJ
fbem-28637	46	17	powerful	powerful	ADJ
fbem-28637	46	18	big	big	ADJ
fbem-28637	46	19	data	datum	NOUN
fbem-28637	46	20	technology	technology	NOUN
fbem-28637	46	21	,	,	PUNCT
fbem-28637	46	22	can	can	AUX
fbem-28637	46	23	transform	transform	VERB
fbem-28637	46	24	all	all	DET
fbem-28637	46	25	kinds	kind	NOUN
fbem-28637	46	26	of	of	ADP
fbem-28637	46	27	redundant	redundant	ADJ
fbem-28637	46	28	market	market	NOUN
fbem-28637	46	29	-	-	PUNCT
fbem-28637	46	30	related	relate	VERB
fbem-28637	46	31	information	information	NOUN
fbem-28637	46	32	into	into	ADP
fbem-28637	46	33	effective	effective	ADJ
fbem-28637	46	34	market	market	NOUN
fbem-28637	46	35	environment	environment	NOUN
fbem-28637	46	36	information	information	NOUN
fbem-28637	46	37	through	through	ADP
fbem-28637	46	38	intelligent	intelligent	ADJ
fbem-28637	46	39	learning	learning	NOUN
fbem-28637	46	40	systems	system	NOUN
fbem-28637	46	41	,	,	PUNCT
fbem-28637	46	42	data	data	VERB
fbem-28637	46	43	analysis	analysis	NOUN
fbem-28637	46	44	and	and	CCONJ
fbem-28637	46	45	induction	induction	NOUN
fbem-28637	46	46	.	.	PUNCT
fbem-28637	47	1	the	the	DET
fbem-28637	47	2	ai	ai	PROPN
fbem-28637	47	3	system	system	NOUN
fbem-28637	47	4	can	can	AUX
fbem-28637	47	5	automatically	automatically	ADV
fbem-28637	47	6	collect	collect	VERB
fbem-28637	47	7	a	a	DET
fbem-28637	47	8	large	large	ADJ
fbem-28637	47	9	amount	amount	NOUN
fbem-28637	47	10	of	of	ADP
fbem-28637	47	11	data	datum	NOUN
fbem-28637	47	12	from	from	ADP
fbem-28637	47	13	multiple	multiple	ADJ
fbem-28637	47	14	channels	channel	NOUN
fbem-28637	47	15	such	such	ADJ
fbem-28637	47	16	as	as	ADP
fbem-28637	47	17	the	the	DET
fbem-28637	47	18	internet	internet	NOUN
fbem-28637	47	19	,	,	PUNCT
fbem-28637	47	20	social	social	ADJ
fbem-28637	47	21	media	medium	NOUN
fbem-28637	47	22	,	,	PUNCT
fbem-28637	47	23	corporate	corporate	ADJ
fbem-28637	47	24	databases	database	NOUN
fbem-28637	47	25	,	,	PUNCT
fbem-28637	47	26	industry	industry	NOUN
fbem-28637	47	27	reports	report	NOUN
fbem-28637	47	28	,	,	PUNCT
fbem-28637	47	29	etc	etc	X
fbem-28637	47	30	.	.	X
fbem-28637	47	31	,	,	PUNCT
fbem-28637	47	32	and	and	CCONJ
fbem-28637	47	33	quickly	quickly	ADV
fbem-28637	47	34	clean	clean	VERB
fbem-28637	47	35	the	the	DET
fbem-28637	47	36	data	datum	NOUN
fbem-28637	47	37	on	on	ADP
fbem-28637	47	38	this	this	DET
fbem-28637	47	39	basis	basis	NOUN
fbem-28637	47	40	to	to	PART
fbem-28637	47	41	remove	remove	VERB
fbem-28637	47	42	duplicate	duplicate	NOUN
fbem-28637	47	43	,	,	PUNCT
fbem-28637	47	44	erroneous	erroneous	ADJ
fbem-28637	47	45	or	or	CCONJ
fbem-28637	47	46	invalid	invalid	ADJ
fbem-28637	47	47	information	information	NOUN
fbem-28637	47	48	,	,	PUNCT
fbem-28637	47	49	and	and	CCONJ
fbem-28637	47	50	integrate	integrate	VERB
fbem-28637	47	51	data	datum	NOUN
fbem-28637	47	52	from	from	ADP
fbem-28637	47	53	different	different	ADJ
fbem-28637	47	54	sources	source	NOUN
fbem-28637	47	55	into	into	ADP
fbem-28637	47	56	a	a	DET
fbem-28637	47	57	unified	unified	ADJ
fbem-28637	47	58	format	format	NOUN
fbem-28637	47	59	to	to	PART
fbem-28637	47	60	transform	transform	VERB
fbem-28637	47	61	it	it	PRON
fbem-28637	47	62	into	into	ADP
fbem-28637	47	63	effective	effective	ADJ
fbem-28637	47	64	information	information	NOUN
fbem-28637	47	65	with	with	ADP
fbem-28637	47	66	reference	reference	NOUN
fbem-28637	47	67	significance	significance	NOUN
fbem-28637	47	68	.	.	PUNCT
fbem-28637	48	1	this	this	DET
fbem-28637	48	2	secondary	secondary	ADJ
fbem-28637	48	3	transformation	transformation	NOUN
fbem-28637	48	4	of	of	ADP
fbem-28637	48	5	information	information	NOUN
fbem-28637	48	6	greatly	greatly	ADV
fbem-28637	48	7	enables	enable	VERB
fbem-28637	48	8	users	user	NOUN
fbem-28637	48	9	to	to	PART
fbem-28637	48	10	grasp	grasp	VERB
fbem-28637	48	11	the	the	DET
fbem-28637	48	12	overall	overall	ADJ
fbem-28637	48	13	situation	situation	NOUN
fbem-28637	48	14	of	of	ADP
fbem-28637	48	15	the	the	DET
fbem-28637	48	16	market	market	NOUN
fbem-28637	48	17	at	at	ADP
fbem-28637	48	18	the	the	DET
fbem-28637	48	19	first	first	ADJ
fbem-28637	48	20	time	time	NOUN
fbem-28637	48	21	.	.	PUNCT
fbem-28637	49	1	not	not	PART
fbem-28637	49	2	only	only	ADV
fbem-28637	49	3	that	that	PRON
fbem-28637	49	4	,	,	PUNCT
fbem-28637	49	5	the	the	DET
fbem-28637	49	6	dynamic	dynamic	ADJ
fbem-28637	49	7	and	and	CCONJ
fbem-28637	49	8	uncertain	uncertain	ADJ
fbem-28637	49	9	nature	nature	NOUN
fbem-28637	49	10	of	of	ADP
fbem-28637	49	11	the	the	DET
fbem-28637	49	12	market	market	NOUN
fbem-28637	49	13	environment	environment	NOUN
fbem-28637	49	14	greatly	greatly	ADV
fbem-28637	49	15	increases	increase	VERB
fbem-28637	49	16	the	the	DET
fbem-28637	49	17	importance	importance	NOUN
fbem-28637	49	18	of	of	ADP
fbem-28637	49	19	ai	ai	PROPN
fbem-28637	49	20	's	's	PART
fbem-28637	49	21	real	real	ADJ
fbem-28637	49	22	-	-	PUNCT
fbem-28637	49	23	time	time	NOUN
fbem-28637	49	24	transformation	transformation	NOUN
fbem-28637	49	25	capabilities	capability	NOUN
fbem-28637	49	26	.	.	PUNCT
fbem-28637	50	1	the	the	DET
fbem-28637	50	2	data	datum	NOUN
fbem-28637	50	3	generated	generate	VERB
fbem-28637	50	4	by	by	ADP
fbem-28637	50	5	ai	ai	INTJ
fbem-28637	50	6	can	can	AUX
fbem-28637	50	7	not	not	PART
fbem-28637	50	8	only	only	ADV
fbem-28637	50	9	trace	trace	VERB
fbem-28637	50	10	the	the	DET
fbem-28637	50	11	source	source	NOUN
fbem-28637	50	12	with	with	ADP
fbem-28637	50	13	relatively	relatively	ADV
fbem-28637	50	14	objective	objective	ADJ
fbem-28637	50	15	accuracy	accuracy	NOUN
fbem-28637	50	16	,	,	PUNCT
fbem-28637	50	17	but	but	CCONJ
fbem-28637	50	18	also	also	ADV
fbem-28637	50	19	its	its	PRON
fbem-28637	50	20	portrayal	portrayal	NOUN
fbem-28637	50	21	of	of	ADP
fbem-28637	50	22	the	the	DET
fbem-28637	50	23	dynamic	dynamic	ADJ
fbem-28637	50	24	market	market	NOUN
fbem-28637	50	25	environment	environment	NOUN
fbem-28637	50	26	is	be	AUX
fbem-28637	50	27	far	far	ADV
fbem-28637	50	28	better	well	ADJ
fbem-28637	50	29	and	and	CCONJ
fbem-28637	50	30	more	more	ADV
fbem-28637	50	31	timely	timely	ADJ
fbem-28637	50	32	than	than	ADP
fbem-28637	50	33	human	human	ADJ
fbem-28637	50	34	analysis	analysis	NOUN
fbem-28637	50	35	,	,	PUNCT
fbem-28637	50	36	which	which	PRON
fbem-28637	50	37	has	have	VERB
fbem-28637	50	38	great	great	ADJ
fbem-28637	50	39	practical	practical	ADJ
fbem-28637	50	40	significance	significance	NOUN
fbem-28637	50	41	for	for	ADP
fbem-28637	50	42	controlling	control	VERB
fbem-28637	50	43	the	the	DET
fbem-28637	50	44	market	market	NOUN
fbem-28637	50	45	environment	environment	NOUN
fbem-28637	50	46	.	.	PUNCT
fbem-28637	51	1	secondly	secondly	ADV
fbem-28637	51	2	,	,	PUNCT
fbem-28637	51	3	the	the	DET
fbem-28637	51	4	role	role	NOUN
fbem-28637	51	5	of	of	ADP
fbem-28637	51	6	ai	ai	PRON
fbem-28637	51	7	technology	technology	NOUN
fbem-28637	51	8	in	in	ADP
fbem-28637	51	9	market	market	NOUN
fbem-28637	51	10	forecasting	forecasting	NOUN
fbem-28637	51	11	can	can	AUX
fbem-28637	51	12	not	not	PART
fbem-28637	51	13	be	be	AUX
fbem-28637	51	14	ignored	ignore	VERB
fbem-28637	51	15	.	.	PUNCT
fbem-28637	52	1	using	use	VERB
fbem-28637	52	2	big	big	ADJ
fbem-28637	52	3	data	datum	NOUN
fbem-28637	52	4	analysis	analysis	NOUN
fbem-28637	52	5	and	and	CCONJ
fbem-28637	52	6	machine	machine	NOUN
fbem-28637	52	7	learning	learning	NOUN
fbem-28637	52	8	algorithms	algorithm	NOUN
fbem-28637	52	9	,	,	PUNCT
fbem-28637	52	10	ai	ai	AUX
fbem-28637	52	11	can	can	AUX
fbem-28637	52	12	analyze	analyze	VERB
fbem-28637	52	13	dynamic	dynamic	ADJ
fbem-28637	52	14	market	market	NOUN
fbem-28637	52	15	environment	environment	NOUN
fbem-28637	52	16	information	information	NOUN
fbem-28637	52	17	to	to	PART
fbem-28637	52	18	predict	predict	VERB
fbem-28637	52	19	market	market	NOUN
fbem-28637	52	20	trends	trend	NOUN
fbem-28637	52	21	and	and	CCONJ
fbem-28637	52	22	consumer	consumer	NOUN
fbem-28637	52	23	behavior	behavior	NOUN
fbem-28637	52	24	.	.	PUNCT
fbem-28637	53	1	ai	ai	AUX
fbem-28637	53	2	learning	learn	VERB
fbem-28637	53	3	is	be	AUX
fbem-28637	53	4	based	base	VERB
fbem-28637	53	5	on	on	ADP
fbem-28637	53	6	big	big	ADJ
fbem-28637	53	7	data	datum	NOUN
fbem-28637	53	8	retrieval	retrieval	NOUN
fbem-28637	53	9	and	and	CCONJ
fbem-28637	53	10	summary	summary	NOUN
fbem-28637	53	11	,	,	PUNCT
fbem-28637	53	12	and	and	CCONJ
fbem-28637	53	13	compared	compare	VERB
fbem-28637	53	14	to	to	ADP
fbem-28637	53	15	human	human	ADJ
fbem-28637	53	16	thinking	thinking	NOUN
fbem-28637	53	17	,	,	PUNCT
fbem-28637	53	18	ai	ai	VERB
fbem-28637	53	19	can	can	AUX
fbem-28637	53	20	not	not	PART
fbem-28637	53	21	only	only	ADV
fbem-28637	53	22	refer	refer	VERB
fbem-28637	53	23	to	to	ADP
fbem-28637	53	24	historical	historical	ADJ
fbem-28637	53	25	information	information	NOUN
fbem-28637	53	26	on	on	ADP
fbem-28637	53	27	market	market	NOUN
fbem-28637	53	28	dynamics	dynamic	NOUN
fbem-28637	53	29	,	,	PUNCT
fbem-28637	53	30	but	but	CCONJ
fbem-28637	53	31	also	also	ADV
fbem-28637	53	32	analyze	analyze	VERB
fbem-28637	53	33	more	more	ADV
fbem-28637	53	34	relevant	relevant	ADJ
fbem-28637	53	35	real	real	ADJ
fbem-28637	53	36	-	-	PUNCT
fbem-28637	53	37	time	time	NOUN
fbem-28637	53	38	data	datum	NOUN
fbem-28637	53	39	,	,	PUNCT
fbem-28637	53	40	such	such	ADJ
fbem-28637	53	41	as	as	ADP
fbem-28637	53	42	news	news	NOUN
fbem-28637	53	43	reports	report	NOUN
fbem-28637	53	44	,	,	PUNCT
fbem-28637	53	45	social	social	ADJ
fbem-28637	53	46	media	medium	NOUN
fbem-28637	53	47	comments	comment	NOUN
fbem-28637	53	48	,	,	PUNCT
fbem-28637	53	49	forum	forum	NOUN
fbem-28637	53	50	discussions	discussion	NOUN
fbem-28637	53	51	,	,	PUNCT
fbem-28637	53	52	etc	etc	X
fbem-28637	53	53	.	.	X
fbem-28637	54	1	ai	ai	AUX
fbem-28637	54	2	learning	learn	VERB
fbem-28637	54	3	can	can	AUX
fbem-28637	54	4	extract	extract	VERB
fbem-28637	54	5	market	market	NOUN
fbem-28637	54	6	sentiment	sentiment	NOUN
fbem-28637	54	7	,	,	PUNCT
fbem-28637	54	8	consumer	consumer	NOUN
fbem-28637	54	9	preferences	preference	NOUN
fbem-28637	54	10	,	,	PUNCT
fbem-28637	54	11	industry	industry	NOUN
fbem-28637	54	12	dynamics	dynamic	NOUN
fbem-28637	54	13	and	and	CCONJ
fbem-28637	54	14	other	other	ADJ
fbem-28637	54	15	information	information	NOUN
fbem-28637	54	16	by	by	ADP
fbem-28637	54	17	screening	screen	VERB
fbem-28637	54	18	a	a	DET
fbem-28637	54	19	large	large	ADJ
fbem-28637	54	20	amount	amount	NOUN
fbem-28637	54	21	of	of	ADP
fbem-28637	54	22	social	social	ADJ
fbem-28637	54	23	information	information	NOUN
fbem-28637	54	24	,	,	PUNCT
fbem-28637	54	25	and	and	CCONJ
fbem-28637	54	26	use	use	VERB
fbem-28637	54	27	this	this	PRON
fbem-28637	54	28	to	to	PART
fbem-28637	54	29	strengthen	strengthen	VERB
fbem-28637	54	30	the	the	DET
fbem-28637	54	31	summary	summary	NOUN
fbem-28637	54	32	process	process	NOUN
fbem-28637	54	33	to	to	PART
fbem-28637	54	34	support	support	VERB
fbem-28637	54	35	the	the	DET
fbem-28637	54	36	forecast	forecast	NOUN
fbem-28637	54	37	results	result	NOUN
fbem-28637	54	38	.	.	PUNCT
fbem-28637	55	1	at	at	ADP
fbem-28637	55	2	the	the	DET
fbem-28637	55	3	same	same	ADJ
fbem-28637	55	4	time	time	NOUN
fbem-28637	55	5	,	,	PUNCT
fbem-28637	55	6	ai	ai	VERB
fbem-28637	55	7	can	can	AUX
fbem-28637	55	8	filter	filter	VERB
fbem-28637	55	9	information	information	NOUN
fbem-28637	55	10	with	with	ADP
fbem-28637	55	11	high	high	ADJ
fbem-28637	55	12	intensity	intensity	NOUN
fbem-28637	55	13	and	and	CCONJ
fbem-28637	55	14	apply	apply	VERB
fbem-28637	55	15	forecast	forecast	NOUN
fbem-28637	55	16	models	model	NOUN
fbem-28637	55	17	,	,	PUNCT
fbem-28637	55	18	which	which	PRON
fbem-28637	55	19	greatly	greatly	ADV
fbem-28637	55	20	improves	improve	VERB
fbem-28637	55	21	the	the	DET
fbem-28637	55	22	reference	reference	NOUN
fbem-28637	55	23	value	value	NOUN
fbem-28637	55	24	of	of	ADP
fbem-28637	55	25	the	the	DET
fbem-28637	55	26	forecast	forecast	NOUN
fbem-28637	55	27	results	result	NOUN
fbem-28637	55	28	and	and	CCONJ
fbem-28637	55	29	facilitates	facilitate	VERB
fbem-28637	55	30	subsequent	subsequent	ADJ
fbem-28637	55	31	secondary	secondary	ADJ
fbem-28637	55	32	analysis	analysis	NOUN
fbem-28637	55	33	of	of	ADP
fbem-28637	55	34	market	market	NOUN
fbem-28637	55	35	trends	trend	NOUN
fbem-28637	55	36	.	.	PUNCT
fbem-28637	56	1	in	in	ADP
fbem-28637	56	2	general	general	ADJ
fbem-28637	56	3	,	,	PUNCT
fbem-28637	56	4	market	market	NOUN
fbem-28637	56	5	environment	environment	NOUN
fbem-28637	56	6	analysis	analysis	NOUN
fbem-28637	56	7	has	have	AUX
fbem-28637	56	8	always	always	ADV
fbem-28637	56	9	been	be	AUX
fbem-28637	56	10	a	a	DET
fbem-28637	56	11	problem	problem	NOUN
fbem-28637	56	12	with	with	ADP
fbem-28637	56	13	complex	complex	ADJ
fbem-28637	56	14	influencing	influence	VERB
fbem-28637	56	15	factors	factor	NOUN
fbem-28637	56	16	and	and	CCONJ
fbem-28637	56	17	many	many	ADJ
fbem-28637	56	18	aspects	aspect	NOUN
fbem-28637	56	19	.	.	PUNCT
fbem-28637	57	1	compared	compare	VERB
fbem-28637	57	2	with	with	ADP
fbem-28637	57	3	the	the	DET
fbem-28637	57	4	analysis	analysis	NOUN
fbem-28637	57	5	and	and	CCONJ
fbem-28637	57	6	summary	summary	NOUN
fbem-28637	57	7	of	of	ADP
fbem-28637	57	8	a	a	DET
fbem-28637	57	9	large	large	ADJ
fbem-28637	57	10	amount	amount	NOUN
fbem-28637	57	11	of	of	ADP
fbem-28637	57	12	information	information	NOUN
fbem-28637	57	13	,	,	PUNCT
fbem-28637	57	14	ai	ai	VERB
fbem-28637	57	15	's	's	PART
fbem-28637	57	16	biggest	big	ADJ
fbem-28637	57	17	advantage	advantage	NOUN
fbem-28637	57	18	over	over	ADP
fbem-28637	57	19	manpower	manpower	NOUN
fbem-28637	57	20	lies	lie	VERB
fbem-28637	57	21	in	in	ADP
fbem-28637	57	22	its	its	PRON
fbem-28637	57	23	fast	fast	ADJ
fbem-28637	57	24	information	information	NOUN
fbem-28637	57	25	processing	processing	NOUN
fbem-28637	57	26	speed	speed	NOUN
fbem-28637	57	27	and	and	CCONJ
fbem-28637	57	28	complete	complete	ADJ
fbem-28637	57	29	information	information	NOUN
fbem-28637	57	30	processing	processing	NOUN
fbem-28637	57	31	methods	method	NOUN
fbem-28637	57	32	.	.	PUNCT
fbem-28637	58	1	in	in	ADP
fbem-28637	58	2	the	the	DET
fbem-28637	58	3	analysis	analysis	NOUN
fbem-28637	58	4	of	of	ADP
fbem-28637	58	5	the	the	DET
fbem-28637	58	6	macro	macro	ADJ
fbem-28637	58	7	environment	environment	NOUN
fbem-28637	58	8	,	,	PUNCT
fbem-28637	58	9	ai	ai	AUX
fbem-28637	58	10	can	can	AUX
fbem-28637	58	11	screen	screen	VERB
fbem-28637	58	12	effective	effective	ADJ
fbem-28637	58	13	information	information	NOUN
fbem-28637	58	14	,	,	PUNCT
fbem-28637	58	15	find	find	VERB
fbem-28637	58	16	the	the	DET
fbem-28637	58	17	connection	connection	NOUN
fbem-28637	58	18	between	between	ADP
fbem-28637	58	19	different	different	ADJ
fbem-28637	58	20	aspects	aspect	NOUN
fbem-28637	58	21	and	and	CCONJ
fbem-28637	58	22	sources	source	NOUN
fbem-28637	58	23	of	of	ADP
fbem-28637	58	24	information	information	NOUN
fbem-28637	58	25	through	through	ADP
fbem-28637	58	26	financial	financial	ADJ
fbem-28637	58	27	statement	statement	NOUN
fbem-28637	58	28	analysis	analysis	NOUN
fbem-28637	58	29	,	,	PUNCT
fbem-28637	58	30	industry	industry	NOUN
fbem-28637	58	31	research	research	NOUN
fbem-28637	58	32	,	,	PUNCT
fbem-28637	58	33	competitor	competitor	NOUN
fbem-28637	58	34	analysis	analysis	NOUN
fbem-28637	58	35	and	and	CCONJ
fbem-28637	58	36	other	other	ADJ
fbem-28637	58	37	methods	method	NOUN
fbem-28637	58	38	,	,	PUNCT
fbem-28637	58	39	and	and	CCONJ
fbem-28637	58	40	evaluate	evaluate	VERB
fbem-28637	58	41	the	the	DET
fbem-28637	58	42	basic	basic	ADJ
fbem-28637	58	43	situation	situation	NOUN
fbem-28637	58	44	of	of	ADP
fbem-28637	58	45	the	the	DET
fbem-28637	58	46	market	market	NOUN
fbem-28637	58	47	.	.	PUNCT
fbem-28637	59	1	in	in	ADP
fbem-28637	59	2	further	further	ADJ
fbem-28637	59	3	technical	technical	ADJ
fbem-28637	59	4	analysis	analysis	NOUN
fbem-28637	59	5	,	,	PUNCT
fbem-28637	59	6	ai	ai	AUX
fbem-28637	59	7	can	can	AUX
fbem-28637	59	8	flexibly	flexibly	ADV
fbem-28637	59	9	use	use	VERB
fbem-28637	59	10	different	different	ADJ
fbem-28637	59	11	analysis	analysis	NOUN
fbem-28637	59	12	methods	method	NOUN
fbem-28637	59	13	and	and	CCONJ
fbem-28637	59	14	tools	tool	NOUN
fbem-28637	59	15	to	to	PART
fbem-28637	59	16	flexibly	flexibly	ADV
fbem-28637	59	17	record	record	VERB
fbem-28637	59	18	the	the	DET
fbem-28637	59	19	changes	change	NOUN
fbem-28637	59	20	in	in	ADP
fbem-28637	59	21	market	market	NOUN
fbem-28637	59	22	factors	factor	NOUN
fbem-28637	59	23	.	.	PUNCT
fbem-28637	60	1	in	in	ADP
fbem-28637	60	2	the	the	DET
fbem-28637	60	3	secondary	secondary	ADJ
fbem-28637	60	4	processing	processing	NOUN
fbem-28637	60	5	of	of	ADP
fbem-28637	60	6	the	the	DET
fbem-28637	60	7	analysis	analysis	NOUN
fbem-28637	60	8	results	result	NOUN
fbem-28637	60	9	,	,	PUNCT
fbem-28637	60	10	ai	ai	AUX
fbem-28637	60	11	can	can	AUX
fbem-28637	60	12	flexibly	flexibly	ADV
fbem-28637	60	13	apply	apply	VERB
fbem-28637	60	14	quantitative	quantitative	ADJ
fbem-28637	60	15	analysis	analysis	NOUN
fbem-28637	60	16	tools	tool	NOUN
fbem-28637	60	17	such	such	ADJ
fbem-28637	60	18	as	as	ADP
fbem-28637	60	19	regression	regression	NOUN
fbem-28637	60	20	analysis	analysis	NOUN
fbem-28637	60	21	,	,	PUNCT
fbem-28637	60	22	factor	factor	NOUN
fbem-28637	60	23	models	model	NOUN
fbem-28637	60	24	,	,	PUNCT
fbem-28637	60	25	and	and	CCONJ
fbem-28637	60	26	machine	machine	NOUN
fbem-28637	60	27	learning	learn	VERB
fbem-28637	60	28	algorithms	algorithm	NOUN
fbem-28637	60	29	to	to	PART
fbem-28637	60	30	model	model	VERB
fbem-28637	60	31	and	and	CCONJ
fbem-28637	60	32	analyze	analyze	VERB
fbem-28637	60	33	market	market	NOUN
fbem-28637	60	34	data	datum	NOUN
fbem-28637	60	35	and	and	CCONJ
fbem-28637	60	36	transform	transform	VERB
fbem-28637	60	37	them	they	PRON
fbem-28637	60	38	into	into	ADP
fbem-28637	60	39	more	more	ADV
fbem-28637	60	40	valuable	valuable	ADJ
fbem-28637	60	41	information	information	NOUN
fbem-28637	60	42	networks	network	NOUN
fbem-28637	60	43	.	.	PUNCT
fbem-28637	61	1	when	when	SCONJ
fbem-28637	61	2	processing	process	VERB
fbem-28637	61	3	real	real	ADJ
fbem-28637	61	4	-	-	PUNCT
fbem-28637	61	5	time	time	NOUN
fbem-28637	61	6	social	social	ADJ
fbem-28637	61	7	information	information	NOUN
fbem-28637	61	8	,	,	PUNCT
fbem-28637	61	9	ai	ai	VERB
fbem-28637	61	10	can	can	AUX
fbem-28637	61	11	also	also	ADV
fbem-28637	61	12	collect	collect	VERB
fbem-28637	61	13	and	and	CCONJ
fbem-28637	61	14	filter	filter	NOUN
fbem-28637	61	15	information	information	NOUN
fbem-28637	61	16	through	through	ADP
fbem-28637	61	17	news	news	NOUN
fbem-28637	61	18	aggregation	aggregation	NOUN
fbem-28637	61	19	websites	website	NOUN
fbem-28637	61	20	,	,	PUNCT
fbem-28637	61	21	social	social	ADJ
fbem-28637	61	22	media	medium	NOUN
fbem-28637	61	23	monitoring	monitoring	NOUN
fbem-28637	61	24	tools	tool	NOUN
fbem-28637	61	25	,	,	PUNCT
fbem-28637	61	26	etc	etc	X
fbem-28637	61	27	.	.	X
fbem-28637	61	28	to	to	PART
fbem-28637	61	29	understand	understand	VERB
fbem-28637	61	30	market	market	NOUN
fbem-28637	61	31	hotspots	hotspot	NOUN
fbem-28637	61	32	,	,	PUNCT
fbem-28637	61	33	events	event	NOUN
fbem-28637	61	34	and	and	CCONJ
fbem-28637	61	35	investor	investor	NOUN
fbem-28637	61	36	sentiment	sentiment	NOUN
fbem-28637	61	37	.	.	PUNCT
fbem-28637	62	1	when	when	SCONJ
fbem-28637	62	2	faced	face	VERB
fbem-28637	62	3	with	with	ADP
fbem-28637	62	4	massive	massive	ADJ
fbem-28637	62	5	data	datum	NOUN
fbem-28637	62	6	and	and	CCONJ
fbem-28637	62	7	dynamic	dynamic	ADJ
fbem-28637	62	8	information	information	NOUN
fbem-28637	62	9	that	that	PRON
fbem-28637	62	10	can	can	AUX
fbem-28637	62	11	not	not	PART
fbem-28637	62	12	be	be	AUX
fbem-28637	62	13	effectively	effectively	ADV
fbem-28637	62	14	quantified	quantify	VERB
fbem-28637	62	15	,	,	PUNCT
fbem-28637	62	16	ai	ai	VERB
fbem-28637	62	17	's	's	PART
fbem-28637	62	18	computing	compute	VERB
fbem-28637	62	19	power	power	NOUN
fbem-28637	62	20	and	and	CCONJ
fbem-28637	62	21	learning	learn	VERB
fbem-28637	62	22	system	system	NOUN
fbem-28637	62	23	are	be	AUX
fbem-28637	62	24	obviously	obviously	ADV
fbem-28637	62	25	more	more	ADV
fbem-28637	62	26	capable	capable	ADJ
fbem-28637	62	27	.	.	PUNCT
fbem-28637	63	1	3.2	3.2	NUM
fbem-28637	63	2	.	.	PUNCT
fbem-28637	63	3	personalized	personalize	VERB
fbem-28637	63	4	marketing	marketing	NOUN
fbem-28637	63	5	and	and	CCONJ
fbem-28637	63	6	user	user	NOUN
fbem-28637	63	7	portraits	portrait	NOUN
fbem-28637	63	8	personalized	personalized	ADJ
fbem-28637	63	9	marketing	marketing	NOUN
fbem-28637	63	10	is	be	AUX
fbem-28637	63	11	undoubtedly	undoubtedly	ADV
fbem-28637	63	12	the	the	DET
fbem-28637	63	13	future	future	ADJ
fbem-28637	63	14	trend	trend	NOUN
fbem-28637	63	15	of	of	ADP
fbem-28637	63	16	improving	improve	VERB
fbem-28637	63	17	marketing	marketing	NOUN
fbem-28637	63	18	processes	process	NOUN
fbem-28637	63	19	in	in	ADP
fbem-28637	63	20	marketing	marketing	NOUN
fbem-28637	63	21	.	.	PUNCT
fbem-28637	64	1	ai	ai	AUX
fbem-28637	64	2	learning	learn	VERB
fbem-28637	64	3	systems	system	NOUN
fbem-28637	64	4	and	and	CCONJ
fbem-28637	64	5	big	big	ADJ
fbem-28637	64	6	data	datum	NOUN
fbem-28637	64	7	technology	technology	NOUN
fbem-28637	64	8	can	can	AUX
fbem-28637	64	9	achieve	achieve	VERB
fbem-28637	64	10	customization	customization	NOUN
fbem-28637	64	11	of	of	ADP
fbem-28637	64	12	individual	individual	ADJ
fbem-28637	64	13	user	user	NOUN
fbem-28637	64	14	marketing	marketing	NOUN
fbem-28637	64	15	experience	experience	NOUN
fbem-28637	64	16	through	through	ADP
fbem-28637	64	17	continuous	continuous	ADJ
fbem-28637	64	18	learning	learning	NOUN
fbem-28637	64	19	and	and	CCONJ
fbem-28637	64	20	summarization	summarization	NOUN
fbem-28637	64	21	.	.	PUNCT
fbem-28637	65	1	in	in	ADP
fbem-28637	65	2	today	today	NOUN
fbem-28637	65	3	's	's	PART
fbem-28637	65	4	society	society	NOUN
fbem-28637	65	5	,	,	PUNCT
fbem-28637	65	6	the	the	DET
fbem-28637	65	7	role	role	NOUN
fbem-28637	65	8	of	of	ADP
fbem-28637	65	9	big	big	ADJ
fbem-28637	65	10	data	datum	NOUN
fbem-28637	65	11	technology	technology	NOUN
fbem-28637	65	12	in	in	ADP
fbem-28637	65	13	marketing	marketing	NOUN
fbem-28637	65	14	has	have	AUX
fbem-28637	65	15	been	be	AUX
fbem-28637	65	16	reflected	reflect	VERB
fbem-28637	65	17	.	.	PUNCT
fbem-28637	66	1	in	in	ADP
fbem-28637	66	2	ecommerce	ecommerce	NOUN
fbem-28637	66	3	marketing	marketing	NOUN
fbem-28637	66	4	,	,	PUNCT
fbem-28637	66	5	big	big	ADJ
fbem-28637	66	6	data	datum	NOUN
fbem-28637	66	7	technology	technology	NOUN
fbem-28637	66	8	can	can	AUX
fbem-28637	66	9	optimize	optimize	VERB
fbem-28637	66	10	marketing	marketing	NOUN
fbem-28637	66	11	processes	process	NOUN
fbem-28637	66	12	such	such	ADJ
fbem-28637	66	13	as	as	ADP
fbem-28637	66	14	targeted	target	VERB
fbem-28637	66	15	advertising	advertising	NOUN
fbem-28637	66	16	delivery	delivery	NOUN
fbem-28637	66	17	and	and	CCONJ
fbem-28637	66	18	similar	similar	ADJ
fbem-28637	66	19	product	product	NOUN
fbem-28637	66	20	recommendations	recommendation	NOUN
fbem-28637	66	21	through	through	ADP
fbem-28637	66	22	users	user	NOUN
fbem-28637	66	23	'	'	PART
fbem-28637	66	24	historical	historical	ADJ
fbem-28637	66	25	purchase	purchase	NOUN
fbem-28637	66	26	records	record	NOUN
fbem-28637	66	27	and	and	CCONJ
fbem-28637	66	28	browsing	browse	VERB
fbem-28637	66	29	information	information	NOUN
fbem-28637	66	30	on	on	ADP
fbem-28637	66	31	shopping	shopping	NOUN
fbem-28637	66	32	apps	app	NOUN
fbem-28637	66	33	,	,	PUNCT
fbem-28637	66	34	which	which	PRON
fbem-28637	66	35	can	can	AUX
fbem-28637	66	36	effectively	effectively	ADV
fbem-28637	66	37	increase	increase	VERB
fbem-28637	66	38	users	user	NOUN
fbem-28637	66	39	'	'	PART
fbem-28637	66	40	desire	desire	NOUN
fbem-28637	66	41	to	to	PART
fbem-28637	66	42	buy	buy	VERB
fbem-28637	66	43	and	and	CCONJ
fbem-28637	66	44	improve	improve	VERB
fbem-28637	66	45	their	their	PRON
fbem-28637	66	46	online	online	ADJ
fbem-28637	66	47	shopping	shopping	NOUN
fbem-28637	66	48	experience	experience	NOUN
fbem-28637	66	49	.	.	PUNCT
fbem-28637	67	1	however	however	ADV
fbem-28637	67	2	,	,	PUNCT
fbem-28637	67	3	due	due	ADP
fbem-28637	67	4	to	to	ADP
fbem-28637	67	5	the	the	DET
fbem-28637	67	6	inability	inability	NOUN
fbem-28637	67	7	to	to	PART
fbem-28637	67	8	perform	perform	VERB
fbem-28637	67	9	secondary	secondary	ADJ
fbem-28637	67	10	conversion	conversion	NOUN
fbem-28637	67	11	and	and	CCONJ
fbem-28637	67	12	contact	contact	NOUN
fbem-28637	67	13	on	on	ADP
fbem-28637	67	14	user	user	NOUN
fbem-28637	67	15	preference	preference	NOUN
fbem-28637	67	16	information	information	NOUN
fbem-28637	67	17	,	,	PUNCT
fbem-28637	67	18	there	there	PRON
fbem-28637	67	19	is	be	VERB
fbem-28637	67	20	still	still	ADV
fbem-28637	67	21	room	room	NOUN
fbem-28637	67	22	for	for	ADP
fbem-28637	67	23	improvement	improvement	NOUN
fbem-28637	67	24	in	in	ADP
fbem-28637	67	25	accuracy	accuracy	NOUN
fbem-28637	67	26	and	and	CCONJ
fbem-28637	67	27	timeliness	timeliness	NOUN
fbem-28637	67	28	.	.	PUNCT
fbem-28637	68	1	it	it	PRON
fbem-28637	68	2	can	can	AUX
fbem-28637	68	3	only	only	ADV
fbem-28637	68	4	play	play	VERB
fbem-28637	68	5	the	the	DET
fbem-28637	68	6	role	role	NOUN
fbem-28637	68	7	of	of	ADP
fbem-28637	68	8	information	information	NOUN
fbem-28637	68	9	screening	screen	VERB
fbem-28637	68	10	and	and	CCONJ
fbem-28637	68	11	can	can	AUX
fbem-28637	68	12	not	not	PART
fbem-28637	68	13	make	make	VERB
fbem-28637	68	14	further	further	ADJ
fbem-28637	68	15	personalized	personalized	ADJ
fbem-28637	68	16	recommendations	recommendation	NOUN
fbem-28637	68	17	.	.	PUNCT
fbem-28637	69	1	ai	ai	VERB
fbem-28637	69	2	's	's	PART
fbem-28637	69	3	learning	learn	VERB
fbem-28637	69	4	system	system	NOUN
fbem-28637	69	5	and	and	CCONJ
fbem-28637	69	6	data	datum	NOUN
fbem-28637	69	7	processing	processing	NOUN
fbem-28637	69	8	capabilities	capability	NOUN
fbem-28637	69	9	can	can	AUX
fbem-28637	69	10	effectively	effectively	ADV
fbem-28637	69	11	solve	solve	VERB
fbem-28637	69	12	such	such	ADJ
fbem-28637	69	13	problems	problem	NOUN
fbem-28637	69	14	.	.	PUNCT
fbem-28637	70	1	in	in	ADP
fbem-28637	70	2	data	data	NOUN
fbem-28637	70	3	processing	processing	NOUN
fbem-28637	70	4	,	,	PUNCT
fbem-28637	70	5	ai	ai	AUX
fbem-28637	70	6	technology	technology	NOUN
fbem-28637	70	7	can	can	AUX
fbem-28637	70	8	efficiently	efficiently	ADV
fbem-28637	70	9	collect	collect	VERB
fbem-28637	70	10	various	various	ADJ
fbem-28637	70	11	types	type	NOUN
fbem-28637	70	12	of	of	ADP
fbem-28637	70	13	user	user	NOUN
fbem-28637	70	14	data	datum	NOUN
fbem-28637	70	15	,	,	PUNCT
fbem-28637	70	16	including	include	VERB
fbem-28637	70	17	consumer	consumer	NOUN
fbem-28637	70	18	behavior	behavior	NOUN
fbem-28637	70	19	data	datum	NOUN
fbem-28637	70	20	,	,	PUNCT
fbem-28637	70	21	purchase	purchase	NOUN
fbem-28637	70	22	history	history	NOUN
fbem-28637	70	23	,	,	PUNCT
fbem-28637	70	24	social	social	ADJ
fbem-28637	70	25	media	medium	NOUN
fbem-28637	70	26	interaction	interaction	NOUN
fbem-28637	70	27	,	,	PUNCT
fbem-28637	70	28	etc	etc	X
fbem-28637	70	29	.	.	X
fbem-28637	71	1	these	these	DET
fbem-28637	71	2	data	datum	NOUN
fbem-28637	71	3	373	373	NUM
fbem-28637	71	4	form	form	NOUN
fbem-28637	71	5	the	the	DET
fbem-28637	71	6	basis	basis	NOUN
fbem-28637	71	7	of	of	ADP
fbem-28637	71	8	personalized	personalized	ADJ
fbem-28637	71	9	marketing	marketing	NOUN
fbem-28637	71	10	.	.	PUNCT
fbem-28637	72	1	at	at	ADP
fbem-28637	72	2	the	the	DET
fbem-28637	72	3	same	same	ADJ
fbem-28637	72	4	time	time	NOUN
fbem-28637	72	5	,	,	PUNCT
fbem-28637	72	6	through	through	ADP
fbem-28637	72	7	ai	ai	AUX
fbem-28637	72	8	learning	learn	VERB
fbem-28637	72	9	algorithms	algorithm	NOUN
fbem-28637	72	10	,	,	PUNCT
fbem-28637	72	11	ai	ai	VERB
fbem-28637	72	12	can	can	AUX
fbem-28637	72	13	deeply	deeply	ADV
fbem-28637	72	14	mine	mine	VERB
fbem-28637	72	15	and	and	CCONJ
fbem-28637	72	16	analyze	analyze	VERB
fbem-28637	72	17	the	the	DET
fbem-28637	72	18	collected	collect	VERB
fbem-28637	72	19	data	datum	NOUN
fbem-28637	72	20	,	,	PUNCT
fbem-28637	72	21	reveal	reveal	VERB
fbem-28637	72	22	consumer	consumer	NOUN
fbem-28637	72	23	needs	need	NOUN
fbem-28637	72	24	,	,	PUNCT
fbem-28637	72	25	preferences	preference	NOUN
fbem-28637	72	26	and	and	CCONJ
fbem-28637	72	27	purchase	purchase	NOUN
fbem-28637	72	28	patterns	pattern	NOUN
fbem-28637	72	29	,	,	PUNCT
fbem-28637	72	30	and	and	CCONJ
fbem-28637	72	31	provide	provide	VERB
fbem-28637	72	32	strong	strong	ADJ
fbem-28637	72	33	support	support	NOUN
fbem-28637	72	34	for	for	ADP
fbem-28637	72	35	precision	precision	NOUN
fbem-28637	72	36	marketing	marketing	NOUN
fbem-28637	72	37	.	.	PUNCT
fbem-28637	73	1	in	in	ADP
fbem-28637	73	2	terms	term	NOUN
fbem-28637	73	3	of	of	ADP
fbem-28637	73	4	marketing	marketing	NOUN
fbem-28637	73	5	process	process	NOUN
fbem-28637	73	6	improvement	improvement	NOUN
fbem-28637	73	7	,	,	PUNCT
fbem-28637	73	8	ai	ai	AUX
fbem-28637	73	9	technology	technology	NOUN
fbem-28637	73	10	can	can	AUX
fbem-28637	73	11	generate	generate	VERB
fbem-28637	73	12	personalized	personalized	ADJ
fbem-28637	73	13	emails	email	NOUN
fbem-28637	73	14	,	,	PUNCT
fbem-28637	73	15	social	social	ADJ
fbem-28637	73	16	media	medium	NOUN
fbem-28637	73	17	ads	ad	NOUN
fbem-28637	73	18	,	,	PUNCT
fbem-28637	73	19	promotional	promotional	ADJ
fbem-28637	73	20	videos	video	NOUN
fbem-28637	73	21	and	and	CCONJ
fbem-28637	73	22	other	other	ADJ
fbem-28637	73	23	content	content	NOUN
fbem-28637	73	24	based	base	VERB
fbem-28637	73	25	on	on	ADP
fbem-28637	73	26	data	datum	NOUN
fbem-28637	73	27	analysis	analysis	NOUN
fbem-28637	73	28	results	result	NOUN
fbem-28637	73	29	to	to	PART
fbem-28637	73	30	enhance	enhance	VERB
fbem-28637	73	31	interaction	interaction	NOUN
fbem-28637	73	32	and	and	CCONJ
fbem-28637	73	33	stickiness	stickiness	NOUN
fbem-28637	73	34	with	with	ADP
fbem-28637	73	35	consumers	consumer	NOUN
fbem-28637	73	36	.	.	PUNCT
fbem-28637	74	1	ai	ai	AUX
fbem-28637	74	2	can	can	AUX
fbem-28637	74	3	also	also	ADV
fbem-28637	74	4	automatically	automatically	ADV
fbem-28637	74	5	optimize	optimize	VERB
fbem-28637	74	6	advertising	advertising	NOUN
fbem-28637	74	7	strategies	strategy	NOUN
fbem-28637	74	8	,	,	PUNCT
fbem-28637	74	9	promotional	promotional	ADJ
fbem-28637	74	10	activities	activity	NOUN
fbem-28637	74	11	,	,	PUNCT
fbem-28637	74	12	etc	etc	X
fbem-28637	74	13	.	.	X
fbem-28637	74	14	,	,	PUNCT
fbem-28637	74	15	to	to	PART
fbem-28637	74	16	ensure	ensure	VERB
fbem-28637	74	17	that	that	SCONJ
fbem-28637	74	18	marketing	marketing	NOUN
fbem-28637	74	19	resources	resource	NOUN
fbem-28637	74	20	are	be	AUX
fbem-28637	74	21	maximized	maximize	VERB
fbem-28637	74	22	and	and	CCONJ
fbem-28637	74	23	marketing	marketing	NOUN
fbem-28637	74	24	effects	effect	NOUN
fbem-28637	74	25	are	be	AUX
fbem-28637	74	26	improved	improve	VERB
fbem-28637	74	27	.	.	PUNCT
fbem-28637	75	1	for	for	ADP
fbem-28637	75	2	users	user	NOUN
fbem-28637	75	3	with	with	ADP
fbem-28637	75	4	large	large	ADJ
fbem-28637	75	5	amounts	amount	NOUN
fbem-28637	75	6	of	of	ADP
fbem-28637	75	7	feedback	feedback	NOUN
fbem-28637	75	8	data	datum	NOUN
fbem-28637	75	9	,	,	PUNCT
fbem-28637	75	10	the	the	DET
fbem-28637	75	11	ai	ai	NOUN
fbem-28637	75	12	system	system	NOUN
fbem-28637	75	13	can	can	AUX
fbem-28637	75	14	analyze	analyze	VERB
fbem-28637	75	15	user	user	NOUN
fbem-28637	75	16	behavior	behavior	NOUN
fbem-28637	75	17	in	in	ADP
fbem-28637	75	18	real	real	ADJ
fbem-28637	75	19	time	time	NOUN
fbem-28637	75	20	,	,	PUNCT
fbem-28637	75	21	dynamically	dynamically	ADV
fbem-28637	75	22	adjust	adjust	VERB
fbem-28637	75	23	recommended	recommended	ADJ
fbem-28637	75	24	content	content	NOUN
fbem-28637	75	25	,	,	PUNCT
fbem-28637	75	26	and	and	CCONJ
fbem-28637	75	27	ensure	ensure	VERB
fbem-28637	75	28	that	that	SCONJ
fbem-28637	75	29	recommendations	recommendation	NOUN
fbem-28637	75	30	are	be	AUX
fbem-28637	75	31	always	always	ADV
fbem-28637	75	32	consistent	consistent	ADJ
fbem-28637	75	33	with	with	ADP
fbem-28637	75	34	user	user	NOUN
fbem-28637	75	35	interests	interest	NOUN
fbem-28637	75	36	.	.	PUNCT
fbem-28637	76	1	in	in	ADP
fbem-28637	76	2	short	short	ADJ
fbem-28637	76	3	,	,	PUNCT
fbem-28637	76	4	ai	ai	AUX
fbem-28637	76	5	can	can	AUX
fbem-28637	76	6	obtain	obtain	VERB
fbem-28637	76	7	information	information	NOUN
fbem-28637	76	8	from	from	ADP
fbem-28637	76	9	many	many	ADJ
fbem-28637	76	10	aspects	aspect	NOUN
fbem-28637	76	11	and	and	CCONJ
fbem-28637	76	12	make	make	VERB
fbem-28637	76	13	effective	effective	ADJ
fbem-28637	76	14	summaries	summary	NOUN
fbem-28637	76	15	,	,	PUNCT
fbem-28637	76	16	which	which	PRON
fbem-28637	76	17	not	not	PART
fbem-28637	76	18	only	only	ADV
fbem-28637	76	19	ensures	ensure	VERB
fbem-28637	76	20	the	the	DET
fbem-28637	76	21	accuracy	accuracy	NOUN
fbem-28637	76	22	of	of	ADP
fbem-28637	76	23	personalized	personalized	ADJ
fbem-28637	76	24	marketing	marketing	NOUN
fbem-28637	76	25	,	,	PUNCT
fbem-28637	76	26	but	but	CCONJ
fbem-28637	76	27	also	also	ADV
fbem-28637	76	28	greatly	greatly	ADV
fbem-28637	76	29	improves	improve	VERB
fbem-28637	76	30	the	the	DET
fbem-28637	76	31	marketing	marketing	NOUN
fbem-28637	76	32	success	success	NOUN
fbem-28637	76	33	rate	rate	NOUN
fbem-28637	76	34	.	.	PUNCT
fbem-28637	77	1	in	in	ADP
fbem-28637	77	2	marketing	marketing	NOUN
fbem-28637	77	3	,	,	PUNCT
fbem-28637	77	4	if	if	SCONJ
fbem-28637	77	5	the	the	DET
fbem-28637	77	6	user	user	NOUN
fbem-28637	77	7	portrait	portrait	NOUN
fbem-28637	77	8	can	can	AUX
fbem-28637	77	9	be	be	AUX
fbem-28637	77	10	accurately	accurately	ADV
fbem-28637	77	11	portrayed	portray	VERB
fbem-28637	77	12	,	,	PUNCT
fbem-28637	77	13	it	it	PRON
fbem-28637	77	14	can	can	AUX
fbem-28637	77	15	not	not	PART
fbem-28637	77	16	only	only	ADV
fbem-28637	77	17	greatly	greatly	ADV
fbem-28637	77	18	improve	improve	VERB
fbem-28637	77	19	the	the	DET
fbem-28637	77	20	success	success	NOUN
fbem-28637	77	21	rate	rate	NOUN
fbem-28637	77	22	of	of	ADP
fbem-28637	77	23	the	the	DET
fbem-28637	77	24	subsequent	subsequent	ADJ
fbem-28637	77	25	marketing	marketing	NOUN
fbem-28637	77	26	process	process	NOUN
fbem-28637	77	27	,	,	PUNCT
fbem-28637	77	28	but	but	CCONJ
fbem-28637	77	29	also	also	ADV
fbem-28637	77	30	effectively	effectively	ADV
fbem-28637	77	31	reduce	reduce	VERB
fbem-28637	77	32	the	the	DET
fbem-28637	77	33	information	information	NOUN
fbem-28637	77	34	load	load	NOUN
fbem-28637	77	35	.	.	PUNCT
fbem-28637	78	1	traditional	traditional	ADJ
fbem-28637	78	2	user	user	NOUN
fbem-28637	78	3	portrait	portrait	NOUN
fbem-28637	78	4	capture	capture	NOUN
fbem-28637	78	5	methods	method	NOUN
fbem-28637	78	6	usually	usually	ADV
fbem-28637	78	7	rely	rely	VERB
fbem-28637	78	8	on	on	ADP
fbem-28637	78	9	a	a	DET
fbem-28637	78	10	large	large	ADJ
fbem-28637	78	11	amount	amount	NOUN
fbem-28637	78	12	of	of	ADP
fbem-28637	78	13	user	user	NOUN
fbem-28637	78	14	historical	historical	ADJ
fbem-28637	78	15	data	datum	NOUN
fbem-28637	78	16	collection	collection	NOUN
fbem-28637	78	17	and	and	CCONJ
fbem-28637	78	18	application	application	NOUN
fbem-28637	78	19	models	model	NOUN
fbem-28637	78	20	,	,	PUNCT
fbem-28637	78	21	which	which	PRON
fbem-28637	78	22	may	may	AUX
fbem-28637	78	23	take	take	VERB
fbem-28637	78	24	a	a	DET
fbem-28637	78	25	lot	lot	NOUN
fbem-28637	78	26	of	of	ADP
fbem-28637	78	27	time	time	NOUN
fbem-28637	78	28	and	and	CCONJ
fbem-28637	78	29	be	be	AUX
fbem-28637	78	30	prone	prone	ADJ
fbem-28637	78	31	to	to	ADP
fbem-28637	78	32	system	system	NOUN
fbem-28637	78	33	errors	error	NOUN
fbem-28637	78	34	.	.	PUNCT
fbem-28637	79	1	due	due	ADP
fbem-28637	79	2	to	to	ADP
fbem-28637	79	3	the	the	DET
fbem-28637	79	4	complexity	complexity	NOUN
fbem-28637	79	5	and	and	CCONJ
fbem-28637	79	6	dynamic	dynamic	ADJ
fbem-28637	79	7	nature	nature	NOUN
fbem-28637	79	8	of	of	ADP
fbem-28637	79	9	information	information	NOUN
fbem-28637	79	10	in	in	ADP
fbem-28637	79	11	today	today	NOUN
fbem-28637	79	12	's	's	PART
fbem-28637	79	13	society	society	NOUN
fbem-28637	79	14	,	,	PUNCT
fbem-28637	79	15	the	the	DET
fbem-28637	79	16	results	result	NOUN
fbem-28637	79	17	obtained	obtain	VERB
fbem-28637	79	18	by	by	ADP
fbem-28637	79	19	relying	rely	VERB
fbem-28637	79	20	on	on	ADP
fbem-28637	79	21	fixed	fix	VERB
fbem-28637	79	22	data	datum	NOUN
fbem-28637	79	23	analysis	analysis	NOUN
fbem-28637	79	24	models	model	NOUN
fbem-28637	79	25	are	be	AUX
fbem-28637	79	26	often	often	ADV
fbem-28637	79	27	not	not	PART
fbem-28637	79	28	of	of	ADP
fbem-28637	79	29	reference	reference	NOUN
fbem-28637	79	30	value	value	NOUN
fbem-28637	79	31	.	.	PUNCT
fbem-28637	80	1	in	in	ADP
fbem-28637	80	2	contrast	contrast	NOUN
fbem-28637	80	3	,	,	PUNCT
fbem-28637	80	4	the	the	DET
fbem-28637	80	5	ai	ai	NOUN
fbem-28637	80	6	method	method	NOUN
fbem-28637	80	7	relies	rely	VERB
fbem-28637	80	8	on	on	ADP
fbem-28637	80	9	powerful	powerful	ADJ
fbem-28637	80	10	big	big	ADJ
fbem-28637	80	11	data	datum	NOUN
fbem-28637	80	12	algorithms	algorithm	NOUN
fbem-28637	80	13	and	and	CCONJ
fbem-28637	80	14	learning	learn	VERB
fbem-28637	80	15	summaries	summary	NOUN
fbem-28637	80	16	to	to	PART
fbem-28637	80	17	build	build	VERB
fbem-28637	80	18	portraits	portrait	NOUN
fbem-28637	80	19	instead	instead	ADV
fbem-28637	80	20	of	of	ADP
fbem-28637	80	21	mechanically	mechanically	ADV
fbem-28637	80	22	applying	apply	VERB
fbem-28637	80	23	models	model	NOUN
fbem-28637	80	24	.	.	PUNCT
fbem-28637	81	1	ai	ai	VERB
fbem-28637	81	2	algorithms	algorithm	NOUN
fbem-28637	81	3	can	can	AUX
fbem-28637	81	4	filter	filter	VERB
fbem-28637	81	5	a	a	DET
fbem-28637	81	6	large	large	ADJ
fbem-28637	81	7	amount	amount	NOUN
fbem-28637	81	8	of	of	ADP
fbem-28637	81	9	information	information	NOUN
fbem-28637	81	10	from	from	ADP
fbem-28637	81	11	multiple	multiple	ADJ
fbem-28637	81	12	information	information	NOUN
fbem-28637	81	13	sources	source	NOUN
fbem-28637	81	14	including	include	VERB
fbem-28637	81	15	social	social	ADJ
fbem-28637	81	16	media	medium	NOUN
fbem-28637	81	17	,	,	PUNCT
fbem-28637	81	18	website	website	NOUN
fbem-28637	81	19	interactions	interaction	NOUN
fbem-28637	81	20	and	and	CCONJ
fbem-28637	81	21	purchase	purchase	NOUN
fbem-28637	81	22	history	history	NOUN
fbem-28637	81	23	,	,	PUNCT
fbem-28637	81	24	including	include	VERB
fbem-28637	81	25	demographic	demographic	ADJ
fbem-28637	81	26	information	information	NOUN
fbem-28637	81	27	,	,	PUNCT
fbem-28637	81	28	preferences	preference	NOUN
fbem-28637	81	29	,	,	PUNCT
fbem-28637	81	30	behavior	behavior	NOUN
fbem-28637	81	31	patterns	pattern	NOUN
fbem-28637	81	32	and	and	CCONJ
fbem-28637	81	33	purchasing	purchasing	NOUN
fbem-28637	81	34	habits	habit	NOUN
fbem-28637	81	35	,	,	PUNCT
fbem-28637	81	36	and	and	CCONJ
fbem-28637	81	37	convert	convert	VERB
fbem-28637	81	38	these	these	DET
fbem-28637	81	39	data	datum	NOUN
fbem-28637	81	40	into	into	ADP
fbem-28637	81	41	data	data	NOUN
fbem-28637	81	42	-	-	PUNCT
fbem-28637	81	43	based	base	VERB
fbem-28637	81	44	content	content	NOUN
fbem-28637	81	45	.	.	PUNCT
fbem-28637	82	1	then	then	ADV
fbem-28637	82	2	,	,	PUNCT
fbem-28637	82	3	a	a	DET
fbem-28637	82	4	learning	learning	NOUN
fbem-28637	82	5	system	system	NOUN
fbem-28637	82	6	is	be	AUX
fbem-28637	82	7	used	use	VERB
fbem-28637	82	8	to	to	PART
fbem-28637	82	9	create	create	VERB
fbem-28637	82	10	user	user	NOUN
fbem-28637	82	11	portraits	portrait	NOUN
fbem-28637	82	12	.	.	PUNCT
fbem-28637	83	1	the	the	DET
fbem-28637	83	2	user	user	NOUN
fbem-28637	83	3	portraits	portrait	NOUN
fbem-28637	83	4	formed	form	VERB
fbem-28637	83	5	in	in	ADP
fbem-28637	83	6	this	this	DET
fbem-28637	83	7	way	way	NOUN
fbem-28637	83	8	are	be	AUX
fbem-28637	83	9	different	different	ADJ
fbem-28637	83	10	from	from	ADP
fbem-28637	83	11	big	big	ADJ
fbem-28637	83	12	data	datum	NOUN
fbem-28637	83	13	technology	technology	NOUN
fbem-28637	83	14	,	,	PUNCT
fbem-28637	83	15	which	which	PRON
fbem-28637	83	16	converts	convert	VERB
fbem-28637	83	17	all	all	DET
fbem-28637	83	18	information	information	NOUN
fbem-28637	83	19	into	into	ADP
fbem-28637	83	20	yes	yes	INTJ
fbem-28637	83	21	or	or	CCONJ
fbem-28637	83	22	no	no	DET
fbem-28637	83	23	screening	screening	NOUN
fbem-28637	83	24	and	and	CCONJ
fbem-28637	83	25	finally	finally	ADV
fbem-28637	83	26	becomes	become	VERB
fbem-28637	83	27	abstract	abstract	ADJ
fbem-28637	83	28	user	user	NOUN
fbem-28637	83	29	data	data	PROPN
fbem-28637	83	30	.	.	PUNCT
fbem-28637	84	1	the	the	DET
fbem-28637	84	2	user	user	NOUN
fbem-28637	84	3	portraits	portrait	NOUN
fbem-28637	84	4	generated	generate	VERB
fbem-28637	84	5	by	by	ADP
fbem-28637	84	6	ai	ai	INTJ
fbem-28637	84	7	are	be	AUX
fbem-28637	84	8	more	more	ADV
fbem-28637	84	9	derived	derive	VERB
fbem-28637	84	10	from	from	ADP
fbem-28637	84	11	the	the	DET
fbem-28637	84	12	study	study	NOUN
fbem-28637	84	13	and	and	CCONJ
fbem-28637	84	14	summary	summary	NOUN
fbem-28637	84	15	of	of	ADP
fbem-28637	84	16	past	past	ADJ
fbem-28637	84	17	cases	case	NOUN
fbem-28637	84	18	,	,	PUNCT
fbem-28637	84	19	and	and	CCONJ
fbem-28637	84	20	are	be	AUX
fbem-28637	84	21	often	often	ADV
fbem-28637	84	22	more	more	ADV
fbem-28637	84	23	able	able	ADJ
fbem-28637	84	24	to	to	PART
fbem-28637	84	25	reflect	reflect	VERB
fbem-28637	84	26	user	user	NOUN
fbem-28637	84	27	preferences	preference	NOUN
fbem-28637	84	28	.	.	PUNCT
fbem-28637	85	1	3.3	3.3	NUM
fbem-28637	85	2	.	.	PUNCT
fbem-28637	86	1	marketing	marketing	NOUN
fbem-28637	86	2	interactive	interactive	ADJ
fbem-28637	86	3	experience	experience	NOUN
fbem-28637	86	4	today	today	NOUN
fbem-28637	86	5	's	's	PART
fbem-28637	86	6	marketing	marketing	NOUN
fbem-28637	86	7	is	be	AUX
fbem-28637	86	8	no	no	ADV
fbem-28637	86	9	longer	long	ADV
fbem-28637	86	10	just	just	ADV
fbem-28637	86	11	about	about	ADP
fbem-28637	86	12	marketers	marketer	NOUN
fbem-28637	86	13	outputting	output	VERB
fbem-28637	86	14	information	information	NOUN
fbem-28637	86	15	to	to	ADP
fbem-28637	86	16	consumers	consumer	NOUN
fbem-28637	86	17	,	,	PUNCT
fbem-28637	86	18	but	but	CCONJ
fbem-28637	86	19	is	be	AUX
fbem-28637	86	20	more	more	ADV
fbem-28637	86	21	focused	focused	ADJ
fbem-28637	86	22	on	on	ADP
fbem-28637	86	23	the	the	DET
fbem-28637	86	24	interactive	interactive	ADJ
fbem-28637	86	25	experience	experience	NOUN
fbem-28637	86	26	with	with	ADP
fbem-28637	86	27	consumers	consumer	NOUN
fbem-28637	86	28	.	.	PUNCT
fbem-28637	87	1	intelligent	intelligent	ADJ
fbem-28637	87	2	customer	customer	NOUN
fbem-28637	87	3	service	service	NOUN
fbem-28637	87	4	is	be	AUX
fbem-28637	87	5	a	a	DET
fbem-28637	87	6	good	good	ADJ
fbem-28637	87	7	example	example	NOUN
fbem-28637	87	8	.	.	PUNCT
fbem-28637	88	1	in	in	ADP
fbem-28637	88	2	order	order	NOUN
fbem-28637	88	3	to	to	PART
fbem-28637	88	4	allow	allow	VERB
fbem-28637	88	5	users	user	NOUN
fbem-28637	88	6	to	to	PART
fbem-28637	88	7	have	have	VERB
fbem-28637	88	8	a	a	DET
fbem-28637	88	9	definite	definite	ADJ
fbem-28637	88	10	solution	solution	NOUN
fbem-28637	88	11	direction	direction	NOUN
fbem-28637	88	12	for	for	ADP
fbem-28637	88	13	various	various	ADJ
fbem-28637	88	14	problems	problem	NOUN
fbem-28637	88	15	encountered	encounter	VERB
fbem-28637	88	16	in	in	ADP
fbem-28637	88	17	experience	experience	NOUN
fbem-28637	88	18	marketing	marketing	NOUN
fbem-28637	88	19	,	,	PUNCT
fbem-28637	88	20	marketers	marketer	NOUN
fbem-28637	88	21	often	often	ADV
fbem-28637	88	22	set	set	VERB
fbem-28637	88	23	up	up	ADP
fbem-28637	88	24	a	a	DET
fbem-28637	88	25	dedicated	dedicated	ADJ
fbem-28637	88	26	site	site	NOUN
fbem-28637	88	27	to	to	PART
fbem-28637	88	28	solve	solve	VERB
fbem-28637	88	29	common	common	ADJ
fbem-28637	88	30	problems	problem	NOUN
fbem-28637	88	31	.	.	PUNCT
fbem-28637	89	1	traditional	traditional	ADJ
fbem-28637	89	2	customer	customer	NOUN
fbem-28637	89	3	service	service	NOUN
fbem-28637	89	4	methods	method	NOUN
fbem-28637	89	5	usually	usually	ADV
fbem-28637	89	6	have	have	VERB
fbem-28637	89	7	two	two	NUM
fbem-28637	89	8	directions	direction	NOUN
fbem-28637	89	9	.	.	PUNCT
fbem-28637	90	1	one	one	NUM
fbem-28637	90	2	part	part	NOUN
fbem-28637	90	3	is	be	AUX
fbem-28637	90	4	through	through	ADP
fbem-28637	90	5	mechanical	mechanical	ADJ
fbem-28637	90	6	database	database	NOUN
fbem-28637	90	7	summary	summary	NOUN
fbem-28637	90	8	,	,	PUNCT
fbem-28637	90	9	and	and	CCONJ
fbem-28637	90	10	consumers	consumer	NOUN
fbem-28637	90	11	can	can	AUX
fbem-28637	90	12	only	only	ADV
fbem-28637	90	13	ask	ask	VERB
fbem-28637	90	14	limited	limited	ADJ
fbem-28637	90	15	questions	question	NOUN
fbem-28637	90	16	and	and	CCONJ
fbem-28637	90	17	get	get	VERB
fbem-28637	90	18	pre	pre	ADJ
fbem-28637	90	19	-	-	ADJ
fbem-28637	90	20	set	set	ADJ
fbem-28637	90	21	replies	reply	NOUN
fbem-28637	90	22	.	.	PUNCT
fbem-28637	91	1	the	the	DET
fbem-28637	91	2	other	other	ADJ
fbem-28637	91	3	part	part	NOUN
fbem-28637	91	4	is	be	AUX
fbem-28637	91	5	still	still	ADV
fbem-28637	91	6	traditional	traditional	ADJ
fbem-28637	91	7	manual	manual	ADJ
fbem-28637	91	8	customer	customer	NOUN
fbem-28637	91	9	service	service	NOUN
fbem-28637	91	10	,	,	PUNCT
fbem-28637	91	11	using	use	VERB
fbem-28637	91	12	real	real	ADJ
fbem-28637	91	13	-	-	PUNCT
fbem-28637	91	14	time	time	NOUN
fbem-28637	91	15	manual	manual	NOUN
fbem-28637	91	16	to	to	PART
fbem-28637	91	17	solve	solve	VERB
fbem-28637	91	18	various	various	ADJ
fbem-28637	91	19	problems	problem	NOUN
fbem-28637	91	20	.	.	PUNCT
fbem-28637	92	1	both	both	DET
fbem-28637	92	2	directions	direction	NOUN
fbem-28637	92	3	have	have	VERB
fbem-28637	92	4	more	more	ADJ
fbem-28637	92	5	or	or	CCONJ
fbem-28637	92	6	less	less	ADJ
fbem-28637	92	7	some	some	DET
fbem-28637	92	8	shortcomings	shortcoming	NOUN
fbem-28637	92	9	.	.	PUNCT
fbem-28637	93	1	the	the	DET
fbem-28637	93	2	former	former	ADJ
fbem-28637	93	3	has	have	VERB
fbem-28637	93	4	limited	limit	VERB
fbem-28637	93	5	solution	solution	NOUN
fbem-28637	93	6	space	space	NOUN
fbem-28637	93	7	due	due	ADP
fbem-28637	93	8	to	to	ADP
fbem-28637	93	9	limited	limited	ADJ
fbem-28637	93	10	database	database	NOUN
fbem-28637	93	11	and	and	CCONJ
fbem-28637	93	12	can	can	AUX
fbem-28637	93	13	not	not	PART
fbem-28637	93	14	cover	cover	VERB
fbem-28637	93	15	more	more	ADV
fbem-28637	93	16	complex	complex	ADJ
fbem-28637	93	17	and	and	CCONJ
fbem-28637	93	18	detailed	detailed	ADJ
fbem-28637	93	19	scenarios	scenario	NOUN
fbem-28637	93	20	,	,	PUNCT
fbem-28637	93	21	and	and	CCONJ
fbem-28637	93	22	can	can	AUX
fbem-28637	93	23	not	not	PART
fbem-28637	93	24	demonstrate	demonstrate	VERB
fbem-28637	93	25	the	the	DET
fbem-28637	93	26	interactivity	interactivity	NOUN
fbem-28637	93	27	with	with	ADP
fbem-28637	93	28	consumers	consumer	NOUN
fbem-28637	93	29	.	.	PUNCT
fbem-28637	94	1	the	the	DET
fbem-28637	94	2	latter	latter	ADJ
fbem-28637	94	3	may	may	AUX
fbem-28637	94	4	not	not	PART
fbem-28637	94	5	be	be	AUX
fbem-28637	94	6	able	able	ADJ
fbem-28637	94	7	to	to	PART
fbem-28637	94	8	solve	solve	VERB
fbem-28637	94	9	problems	problem	NOUN
fbem-28637	94	10	in	in	ADP
fbem-28637	94	11	time	time	NOUN
fbem-28637	94	12	due	due	ADJ
fbem-28637	94	13	to	to	ADP
fbem-28637	94	14	limited	limit	VERB
fbem-28637	94	15	human	human	ADJ
fbem-28637	94	16	resources	resource	NOUN
fbem-28637	94	17	and	and	CCONJ
fbem-28637	94	18	thinking	think	VERB
fbem-28637	94	19	speed	speed	NOUN
fbem-28637	94	20	.	.	PUNCT
fbem-28637	95	1	with	with	ADP
fbem-28637	95	2	the	the	DET
fbem-28637	95	3	help	help	NOUN
fbem-28637	95	4	of	of	ADP
fbem-28637	95	5	ai	ai	VERB
fbem-28637	95	6	,	,	PUNCT
fbem-28637	95	7	through	through	ADP
fbem-28637	95	8	learning	learn	VERB
fbem-28637	95	9	systems	system	NOUN
fbem-28637	95	10	and	and	CCONJ
fbem-28637	95	11	natural	natural	ADJ
fbem-28637	95	12	language	language	NOUN
fbem-28637	95	13	processing	processing	NOUN
fbem-28637	95	14	and	and	CCONJ
fbem-28637	95	15	other	other	ADJ
fbem-28637	95	16	technologies	technology	NOUN
fbem-28637	95	17	,	,	PUNCT
fbem-28637	95	18	intelligent	intelligent	ADJ
fbem-28637	95	19	customer	customer	NOUN
fbem-28637	95	20	service	service	NOUN
fbem-28637	95	21	can	can	AUX
fbem-28637	95	22	achieve	achieve	VERB
fbem-28637	95	23	quick	quick	ADJ
fbem-28637	95	24	replies	reply	NOUN
fbem-28637	95	25	and	and	CCONJ
fbem-28637	95	26	more	more	ADJ
fbem-28637	95	27	complex	complex	ADJ
fbem-28637	95	28	problem	problem	NOUN
fbem-28637	95	29	answers	answer	NOUN
fbem-28637	95	30	,	,	PUNCT
fbem-28637	95	31	improving	improve	VERB
fbem-28637	95	32	the	the	DET
fbem-28637	95	33	efficiency	efficiency	NOUN
fbem-28637	95	34	of	of	ADP
fbem-28637	95	35	customer	customer	NOUN
fbem-28637	95	36	service	service	NOUN
fbem-28637	95	37	in	in	ADP
fbem-28637	95	38	solving	solve	VERB
fbem-28637	95	39	problems	problem	NOUN
fbem-28637	95	40	.	.	PUNCT
fbem-28637	96	1	in	in	ADP
fbem-28637	96	2	addition	addition	NOUN
fbem-28637	96	3	,	,	PUNCT
fbem-28637	96	4	ai	ai	VERB
fbem-28637	96	5	customer	customer	NOUN
fbem-28637	96	6	service	service	NOUN
fbem-28637	96	7	can	can	AUX
fbem-28637	96	8	also	also	ADV
fbem-28637	96	9	be	be	AUX
fbem-28637	96	10	applied	apply	VERB
fbem-28637	96	11	to	to	ADP
fbem-28637	96	12	other	other	ADJ
fbem-28637	96	13	aspects	aspect	NOUN
fbem-28637	96	14	of	of	ADP
fbem-28637	96	15	marketing	marketing	NOUN
fbem-28637	96	16	,	,	PUNCT
fbem-28637	96	17	such	such	ADJ
fbem-28637	96	18	as	as	ADP
fbem-28637	96	19	acting	act	VERB
fbem-28637	96	20	as	as	ADP
fbem-28637	96	21	a	a	DET
fbem-28637	96	22	purchase	purchase	NOUN
fbem-28637	96	23	guide	guide	NOUN
fbem-28637	96	24	,	,	PUNCT
fbem-28637	96	25	recommendation	recommendation	NOUN
fbem-28637	96	26	assistant	assistant	NOUN
fbem-28637	96	27	,	,	PUNCT
fbem-28637	96	28	etc	etc	X
fbem-28637	96	29	.	.	X
fbem-28637	96	30	,	,	PUNCT
fbem-28637	96	31	to	to	PART
fbem-28637	96	32	provide	provide	VERB
fbem-28637	96	33	users	user	NOUN
fbem-28637	96	34	with	with	ADP
fbem-28637	96	35	a	a	DET
fbem-28637	96	36	more	more	ADV
fbem-28637	96	37	situational	situational	ADJ
fbem-28637	96	38	and	and	CCONJ
fbem-28637	96	39	personalized	personalized	ADJ
fbem-28637	96	40	service	service	NOUN
fbem-28637	96	41	experience	experience	NOUN
fbem-28637	96	42	.	.	PUNCT
fbem-28637	97	1	ai	ai	AUX
fbem-28637	97	2	can	can	AUX
fbem-28637	97	3	provide	provide	VERB
fbem-28637	97	4	users	user	NOUN
fbem-28637	97	5	with	with	ADP
fbem-28637	97	6	personalized	personalized	ADJ
fbem-28637	97	7	suggestions	suggestion	NOUN
fbem-28637	97	8	and	and	CCONJ
fbem-28637	97	9	recommendations	recommendation	NOUN
fbem-28637	97	10	based	base	VERB
fbem-28637	97	11	on	on	ADP
fbem-28637	97	12	their	their	PRON
fbem-28637	97	13	historical	historical	ADJ
fbem-28637	97	14	records	record	NOUN
fbem-28637	97	15	and	and	CCONJ
fbem-28637	97	16	behaviors	behavior	NOUN
fbem-28637	97	17	.	.	PUNCT
fbem-28637	98	1	at	at	ADP
fbem-28637	98	2	the	the	DET
fbem-28637	98	3	same	same	ADJ
fbem-28637	98	4	time	time	NOUN
fbem-28637	98	5	,	,	PUNCT
fbem-28637	98	6	ai	ai	AUX
fbem-28637	98	7	can	can	AUX
fbem-28637	98	8	use	use	VERB
fbem-28637	98	9	big	big	ADJ
fbem-28637	98	10	data	datum	NOUN
fbem-28637	98	11	technology	technology	NOUN
fbem-28637	98	12	to	to	PART
fbem-28637	98	13	help	help	VERB
fbem-28637	98	14	consumers	consumer	NOUN
fbem-28637	98	15	screen	screen	VERB
fbem-28637	98	16	the	the	DET
fbem-28637	98	17	goods	good	NOUN
fbem-28637	98	18	and	and	CCONJ
fbem-28637	98	19	services	service	NOUN
fbem-28637	98	20	they	they	PRON
fbem-28637	98	21	want	want	VERB
fbem-28637	98	22	.	.	PUNCT
fbem-28637	99	1	ai	ai	VERB
fbem-28637	99	2	language	language	NOUN
fbem-28637	99	3	processing	processing	NOUN
fbem-28637	99	4	technology	technology	NOUN
fbem-28637	99	5	can	can	AUX
fbem-28637	99	6	also	also	ADV
fbem-28637	99	7	smoothly	smoothly	ADV
fbem-28637	99	8	communicate	communicate	VERB
fbem-28637	99	9	with	with	ADP
fbem-28637	99	10	users	user	NOUN
fbem-28637	99	11	and	and	CCONJ
fbem-28637	99	12	improve	improve	VERB
fbem-28637	99	13	user	user	NOUN
fbem-28637	99	14	experience	experience	NOUN
fbem-28637	99	15	.	.	PUNCT
fbem-28637	100	1	ai	ai	AUX
fbem-28637	100	2	can	can	AUX
fbem-28637	100	3	also	also	ADV
fbem-28637	100	4	continuously	continuously	ADV
fbem-28637	100	5	optimize	optimize	VERB
fbem-28637	100	6	service	service	NOUN
fbem-28637	100	7	quality	quality	NOUN
fbem-28637	100	8	through	through	ADP
fbem-28637	100	9	data	data	NOUN
fbem-28637	100	10	analysis	analysis	NOUN
fbem-28637	100	11	and	and	CCONJ
fbem-28637	100	12	machine	machine	NOUN
fbem-28637	100	13	learning	learning	NOUN
fbem-28637	100	14	.	.	PUNCT
fbem-28637	101	1	by	by	ADP
fbem-28637	101	2	analyzing	analyze	VERB
fbem-28637	101	3	user	user	NOUN
fbem-28637	101	4	feedback	feedback	NOUN
fbem-28637	101	5	and	and	CCONJ
fbem-28637	101	6	problem	problem	NOUN
fbem-28637	101	7	handling	handle	VERB
fbem-28637	101	8	data	datum	NOUN
fbem-28637	101	9	,	,	PUNCT
fbem-28637	101	10	the	the	DET
fbem-28637	101	11	learning	learning	NOUN
fbem-28637	101	12	system	system	NOUN
fbem-28637	101	13	can	can	AUX
fbem-28637	101	14	summarize	summarize	VERB
fbem-28637	101	15	and	and	CCONJ
fbem-28637	101	16	improve	improve	VERB
fbem-28637	101	17	solutions	solution	NOUN
fbem-28637	101	18	,	,	PUNCT
fbem-28637	101	19	making	make	VERB
fbem-28637	101	20	the	the	DET
fbem-28637	101	21	problemsolving	problemsolve	VERB
fbem-28637	101	22	ability	ability	NOUN
fbem-28637	101	23	of	of	ADP
fbem-28637	101	24	ai	ai	PRON
fbem-28637	101	25	intelligent	intelligent	ADJ
fbem-28637	101	26	customer	customer	NOUN
fbem-28637	101	27	service	service	NOUN
fbem-28637	101	28	more	more	ADV
fbem-28637	101	29	accurate	accurate	ADJ
fbem-28637	101	30	and	and	CCONJ
fbem-28637	101	31	comprehensive	comprehensive	ADJ
fbem-28637	101	32	.	.	PUNCT
fbem-28637	102	1	4	4	X
fbem-28637	102	2	.	.	X
fbem-28637	102	3	challenges	challenge	NOUN
fbem-28637	102	4	facing	face	VERB
fbem-28637	102	5	the	the	DET
fbem-28637	102	6	future	future	NOUN
fbem-28637	102	7	of	of	ADP
fbem-28637	102	8	ai	ai	ADJ
fbem-28637	102	9	4.1	4.1	NUM
fbem-28637	102	10	.	.	PUNCT
fbem-28637	103	1	data	datum	NOUN
fbem-28637	103	2	source	source	NOUN
fbem-28637	103	3	quality	quality	NOUN
fbem-28637	103	4	one	one	NUM
fbem-28637	103	5	of	of	ADP
fbem-28637	103	6	the	the	DET
fbem-28637	103	7	advantages	advantage	NOUN
fbem-28637	103	8	of	of	ADP
fbem-28637	103	9	ai	ai	VERB
fbem-28637	103	10	over	over	ADP
fbem-28637	103	11	traditional	traditional	ADJ
fbem-28637	103	12	big	big	ADJ
fbem-28637	103	13	data	datum	NOUN
fbem-28637	103	14	technology	technology	NOUN
fbem-28637	103	15	is	be	AUX
fbem-28637	103	16	that	that	SCONJ
fbem-28637	103	17	it	it	PRON
fbem-28637	103	18	can	can	AUX
fbem-28637	103	19	find	find	VERB
fbem-28637	103	20	hidden	hidden	ADJ
fbem-28637	103	21	connections	connection	NOUN
fbem-28637	103	22	between	between	ADP
fbem-28637	103	23	data	datum	NOUN
fbem-28637	103	24	from	from	ADP
fbem-28637	103	25	different	different	ADJ
fbem-28637	103	26	sources	source	NOUN
fbem-28637	103	27	through	through	ADP
fbem-28637	103	28	learning	learn	VERB
fbem-28637	103	29	systems	system	NOUN
fbem-28637	103	30	and	and	CCONJ
fbem-28637	103	31	convert	convert	VERB
fbem-28637	103	32	them	they	PRON
fbem-28637	103	33	into	into	ADP
fbem-28637	103	34	data	datum	NOUN
fbem-28637	103	35	results	result	NOUN
fbem-28637	103	36	with	with	ADP
fbem-28637	103	37	reference	reference	NOUN
fbem-28637	103	38	value	value	NOUN
fbem-28637	103	39	through	through	ADP
fbem-28637	103	40	multiparty	multiparty	NOUN
fbem-28637	103	41	summaries	summary	NOUN
fbem-28637	103	42	.	.	PUNCT
fbem-28637	104	1	in	in	ADP
fbem-28637	104	2	other	other	ADJ
fbem-28637	104	3	words	word	NOUN
fbem-28637	104	4	,	,	PUNCT
fbem-28637	104	5	the	the	DET
fbem-28637	104	6	key	key	NOUN
fbem-28637	104	7	to	to	ADP
fbem-28637	104	8	the	the	DET
fbem-28637	104	9	successful	successful	ADJ
fbem-28637	104	10	application	application	NOUN
fbem-28637	104	11	of	of	ADP
fbem-28637	104	12	ai	ai	PRON
fbem-28637	104	13	lies	lie	NOUN
fbem-28637	104	14	in	in	ADP
fbem-28637	104	15	a	a	DET
fbem-28637	104	16	large	large	ADJ
fbem-28637	104	17	and	and	CCONJ
fbem-28637	104	18	high	high	ADJ
fbem-28637	104	19	-	-	PUNCT
fbem-28637	104	20	quality	quality	NOUN
fbem-28637	104	21	data	datum	NOUN
fbem-28637	104	22	source	source	NOUN
fbem-28637	104	23	.	.	PUNCT
fbem-28637	105	1	however	however	ADV
fbem-28637	105	2	,	,	PUNCT
fbem-28637	105	3	in	in	ADP
fbem-28637	105	4	actual	actual	ADJ
fbem-28637	105	5	applications	application	NOUN
fbem-28637	105	6	,	,	PUNCT
fbem-28637	105	7	the	the	DET
fbem-28637	105	8	data	datum	NOUN
fbem-28637	105	9	that	that	PRON
fbem-28637	105	10	can	can	AUX
fbem-28637	105	11	be	be	AUX
fbem-28637	105	12	sent	send	VERB
fbem-28637	105	13	to	to	PART
fbem-28637	105	14	ai	ai	VERB
fbem-28637	105	15	for	for	ADP
fbem-28637	105	16	analysis	analysis	NOUN
fbem-28637	105	17	often	often	ADV
fbem-28637	105	18	has	have	VERB
fbem-28637	105	19	problems	problem	NOUN
fbem-28637	105	20	such	such	ADJ
fbem-28637	105	21	as	as	ADP
fbem-28637	105	22	incompleteness	incompleteness	NOUN
fbem-28637	105	23	,	,	PUNCT
fbem-28637	105	24	inaccuracy	inaccuracy	NOUN
fbem-28637	105	25	or	or	CCONJ
fbem-28637	105	26	redundancy	redundancy	NOUN
fbem-28637	105	27	.	.	PUNCT
fbem-28637	106	1	if	if	SCONJ
fbem-28637	106	2	the	the	DET
fbem-28637	106	3	quality	quality	NOUN
fbem-28637	106	4	of	of	ADP
fbem-28637	106	5	the	the	DET
fbem-28637	106	6	data	data	NOUN
fbem-28637	106	7	source	source	NOUN
fbem-28637	106	8	is	be	AUX
fbem-28637	106	9	too	too	ADV
fbem-28637	106	10	low	low	ADJ
fbem-28637	106	11	,	,	PUNCT
fbem-28637	106	12	the	the	DET
fbem-28637	106	13	computing	computing	NOUN
fbem-28637	106	14	power	power	NOUN
fbem-28637	106	15	and	and	CCONJ
fbem-28637	106	16	learning	learn	VERB
fbem-28637	106	17	system	system	NOUN
fbem-28637	106	18	of	of	ADP
fbem-28637	106	19	ai	ai	NOUN
fbem-28637	106	20	may	may	AUX
fbem-28637	106	21	not	not	PART
fbem-28637	106	22	be	be	AUX
fbem-28637	106	23	able	able	ADJ
fbem-28637	106	24	to	to	PART
fbem-28637	106	25	support	support	VERB
fbem-28637	106	26	it	it	PRON
fbem-28637	106	27	.	.	PUNCT
fbem-28637	107	1	at	at	ADP
fbem-28637	107	2	the	the	DET
fbem-28637	107	3	same	same	ADJ
fbem-28637	107	4	time	time	NOUN
fbem-28637	107	5	,	,	PUNCT
fbem-28637	107	6	ai	ai	VERB
fbem-28637	107	7	's	's	PART
fbem-28637	107	8	learning	learn	VERB
fbem-28637	107	9	summary	summary	NOUN
fbem-28637	107	10	is	be	AUX
fbem-28637	107	11	an	an	DET
fbem-28637	107	12	abstract	abstract	ADJ
fbem-28637	107	13	and	and	CCONJ
fbem-28637	107	14	complex	complex	ADJ
fbem-28637	107	15	process	process	NOUN
fbem-28637	107	16	.	.	PUNCT
fbem-28637	108	1	in	in	ADP
fbem-28637	108	2	addition	addition	NOUN
fbem-28637	108	3	to	to	ADP
fbem-28637	108	4	ensuring	ensure	VERB
fbem-28637	108	5	the	the	DET
fbem-28637	108	6	quality	quality	NOUN
fbem-28637	108	7	of	of	ADP
fbem-28637	108	8	the	the	DET
fbem-28637	108	9	data	datum	NOUN
fbem-28637	108	10	source	source	NOUN
fbem-28637	108	11	,	,	PUNCT
fbem-28637	108	12	it	it	PRON
fbem-28637	108	13	is	be	AUX
fbem-28637	108	14	often	often	ADV
fbem-28637	108	15	impossible	impossible	ADJ
fbem-28637	108	16	to	to	PART
fbem-28637	108	17	find	find	VERB
fbem-28637	108	18	an	an	DET
fbem-28637	108	19	entry	entry	NOUN
fbem-28637	108	20	point	point	NOUN
fbem-28637	108	21	in	in	ADP
fbem-28637	108	22	its	its	PRON
fbem-28637	108	23	learning	learning	NOUN
fbem-28637	108	24	process	process	NOUN
fbem-28637	108	25	to	to	PART
fbem-28637	108	26	help	help	VERB
fbem-28637	108	27	ai	ai	AUX
fbem-28637	108	28	get	get	VERB
fbem-28637	108	29	more	more	ADV
fbem-28637	108	30	accurate	accurate	ADJ
fbem-28637	108	31	results	result	NOUN
fbem-28637	108	32	.	.	PUNCT
fbem-28637	109	1	this	this	PRON
fbem-28637	109	2	requires	require	VERB
fbem-28637	109	3	the	the	DET
fbem-28637	109	4	applicable	applicable	ADJ
fbem-28637	109	5	party	party	NOUN
fbem-28637	109	6	to	to	PART
fbem-28637	109	7	invest	invest	VERB
fbem-28637	109	8	a	a	DET
fbem-28637	109	9	lot	lot	NOUN
fbem-28637	109	10	of	of	ADP
fbem-28637	109	11	resources	resource	NOUN
fbem-28637	109	12	in	in	ADP
fbem-28637	109	13	data	datum	NOUN
fbem-28637	109	14	cleaning	cleaning	NOUN
fbem-28637	109	15	and	and	CCONJ
fbem-28637	109	16	verification	verification	NOUN
fbem-28637	109	17	to	to	PART
fbem-28637	109	18	ensure	ensure	VERB
fbem-28637	109	19	the	the	DET
fbem-28637	109	20	effectiveness	effectiveness	NOUN
fbem-28637	109	21	of	of	ADP
fbem-28637	109	22	ai	ai	PROPN
fbem-28637	109	23	learning	learn	VERB
fbem-28637	109	24	.	.	PUNCT
fbem-28637	110	1	4.2	4.2	NUM
fbem-28637	110	2	.	.	PUNCT
fbem-28637	111	1	sentiment	sentiment	NOUN
fbem-28637	111	2	analysis	analysis	NOUN
fbem-28637	111	3	ai	ai	VERB
fbem-28637	111	4	's	's	PART
fbem-28637	111	5	emotional	emotional	ADJ
fbem-28637	111	6	analysis	analysis	NOUN
fbem-28637	111	7	capabilities	capability	NOUN
fbem-28637	111	8	need	need	VERB
fbem-28637	111	9	to	to	PART
fbem-28637	111	10	be	be	AUX
fbem-28637	111	11	improved	improve	VERB
fbem-28637	111	12	during	during	ADP
fbem-28637	111	13	operation	operation	NOUN
fbem-28637	111	14	.	.	PUNCT
fbem-28637	112	1	ai	ai	VERB
fbem-28637	112	2	's	's	PART
fbem-28637	112	3	emotional	emotional	ADJ
fbem-28637	112	4	analysis	analysis	NOUN
fbem-28637	112	5	comes	come	VERB
fbem-28637	112	6	from	from	ADP
fbem-28637	112	7	summarizing	summarize	VERB
fbem-28637	112	8	a	a	DET
fbem-28637	112	9	large	large	ADJ
fbem-28637	112	10	number	number	NOUN
fbem-28637	112	11	of	of	ADP
fbem-28637	112	12	cases	case	NOUN
fbem-28637	112	13	,	,	PUNCT
fbem-28637	112	14	and	and	CCONJ
fbem-28637	112	15	creativity	creativity	NOUN
fbem-28637	112	16	is	be	AUX
fbem-28637	112	17	an	an	DET
fbem-28637	112	18	important	important	ADJ
fbem-28637	112	19	part	part	NOUN
fbem-28637	112	20	of	of	ADP
fbem-28637	112	21	emotional	emotional	ADJ
fbem-28637	112	22	expression	expression	NOUN
fbem-28637	112	23	.	.	PUNCT
fbem-28637	113	1	it	it	PRON
fbem-28637	113	2	involves	involve	VERB
fbem-28637	113	3	the	the	DET
fbem-28637	113	4	use	use	NOUN
fbem-28637	113	5	of	of	ADP
fbem-28637	113	6	novelty	novelty	NOUN
fbem-28637	113	7	,	,	PUNCT
fbem-28637	113	8	uniqueness	uniqueness	NOUN
fbem-28637	113	9	and	and	CCONJ
fbem-28637	113	10	imagination	imagination	NOUN
fbem-28637	113	11	.	.	PUNCT
fbem-28637	114	1	however	however	ADV
fbem-28637	114	2	,	,	PUNCT
fbem-28637	114	3	ai	ai	VERB
fbem-28637	114	4	's	's	PART
fbem-28637	114	5	creativity	creativity	NOUN
fbem-28637	114	6	is	be	AUX
fbem-28637	114	7	still	still	ADV
fbem-28637	114	8	limited	limit	VERB
fbem-28637	114	9	by	by	ADP
fbem-28637	114	10	its	its	PRON
fbem-28637	114	11	training	training	NOUN
fbem-28637	114	12	data	datum	NOUN
fbem-28637	114	13	and	and	CCONJ
fbem-28637	114	14	algorithms	algorithm	NOUN
fbem-28637	114	15	.	.	PUNCT
fbem-28637	115	1	compared	compare	VERB
fbem-28637	115	2	with	with	ADP
fbem-28637	115	3	humans	human	NOUN
fbem-28637	115	4	,	,	PUNCT
fbem-28637	115	5	ai	ai	VERB
fbem-28637	115	6	is	be	AUX
fbem-28637	115	7	insufficient	insufficient	ADJ
fbem-28637	115	8	in	in	ADP
fbem-28637	115	9	creating	create	VERB
fbem-28637	115	10	truly	truly	ADV
fbem-28637	115	11	unique	unique	ADJ
fbem-28637	115	12	and	and	CCONJ
fbem-28637	115	13	emotionally	emotionally	ADV
fbem-28637	115	14	deep	deep	ADJ
fbem-28637	115	15	works	work	NOUN
fbem-28637	115	16	.	.	PUNCT
fbem-28637	116	1	in	in	ADP
fbem-28637	116	2	terms	term	NOUN
fbem-28637	116	3	of	of	ADP
fbem-28637	116	4	receiving	receive	VERB
fbem-28637	116	5	emotions	emotion	NOUN
fbem-28637	116	6	,	,	PUNCT
fbem-28637	116	7	ai	ai	VERB
fbem-28637	116	8	's	's	PART
fbem-28637	116	9	emotional	emotional	ADJ
fbem-28637	116	10	analysis	analysis	NOUN
fbem-28637	116	11	is	be	AUX
fbem-28637	116	12	mainly	mainly	ADV
fbem-28637	116	13	based	base	VERB
fbem-28637	116	14	on	on	ADP
fbem-28637	116	15	pattern	pattern	NOUN
fbem-28637	116	16	recognition	recognition	NOUN
fbem-28637	116	17	and	and	CCONJ
fbem-28637	116	18	semantic	semantic	ADJ
fbem-28637	116	19	analysis	analysis	NOUN
fbem-28637	116	20	.	.	PUNCT
fbem-28637	117	1	it	it	PRON
fbem-28637	117	2	can	can	AUX
fbem-28637	117	3	judge	judge	VERB
fbem-28637	117	4	emotional	emotional	ADJ
fbem-28637	117	5	tendencies	tendency	NOUN
fbem-28637	117	6	through	through	ADP
fbem-28637	117	7	vocabulary	vocabulary	ADJ
fbem-28637	117	8	,	,	PUNCT
fbem-28637	117	9	grammar	grammar	NOUN
fbem-28637	117	10	and	and	CCONJ
fbem-28637	117	11	context	context	NOUN
fbem-28637	117	12	,	,	PUNCT
fbem-28637	117	13	but	but	CCONJ
fbem-28637	117	14	can	can	AUX
fbem-28637	117	15	not	not	PART
fbem-28637	117	16	truly	truly	ADV
fbem-28637	117	17	understand	understand	VERB
fbem-28637	117	18	the	the	DET
fbem-28637	117	19	depth	depth	NOUN
fbem-28637	117	20	and	and	CCONJ
fbem-28637	117	21	complexity	complexity	NOUN
fbem-28637	117	22	of	of	ADP
fbem-28637	117	23	emotions	emotion	NOUN
fbem-28637	117	24	.	.	PUNCT
fbem-28637	118	1	this	this	PRON
fbem-28637	118	2	means	mean	VERB
fbem-28637	118	3	that	that	SCONJ
fbem-28637	118	4	when	when	SCONJ
fbem-28637	118	5	ai	ai	NOUN
fbem-28637	118	6	expresses	express	VERB
fbem-28637	118	7	complex	complex	ADJ
fbem-28637	118	8	or	or	CCONJ
fbem-28637	118	9	subtle	subtle	ADJ
fbem-28637	118	10	emotions	emotion	NOUN
fbem-28637	118	11	,	,	PUNCT
fbem-28637	118	12	it	it	PRON
fbem-28637	118	13	may	may	AUX
fbem-28637	118	14	misjudge	misjudge	VERB
fbem-28637	118	15	or	or	CCONJ
fbem-28637	118	16	fail	fail	VERB
fbem-28637	118	17	to	to	PART
fbem-28637	118	18	understand	understand	VERB
fbem-28637	118	19	its	its	PRON
fbem-28637	118	20	true	true	ADJ
fbem-28637	118	21	meaning	meaning	NOUN
fbem-28637	118	22	.	.	PUNCT
fbem-28637	119	1	in	in	ADP
fbem-28637	119	2	terms	term	NOUN
fbem-28637	119	3	of	of	ADP
fbem-28637	119	4	expressing	express	VERB
fbem-28637	119	5	emotions	emotion	NOUN
fbem-28637	119	6	,	,	PUNCT
fbem-28637	119	7	since	since	SCONJ
fbem-28637	119	8	human	human	ADJ
fbem-28637	119	9	emotions	emotion	NOUN
fbem-28637	119	10	are	be	AUX
fbem-28637	119	11	complex	complex	ADJ
fbem-28637	119	12	and	and	CCONJ
fbem-28637	119	13	subjective	subjective	ADJ
fbem-28637	119	14	,	,	PUNCT
fbem-28637	119	15	they	they	PRON
fbem-28637	119	16	involve	involve	VERB
fbem-28637	119	17	personal	personal	ADJ
fbem-28637	119	18	experiences	experience	NOUN
fbem-28637	119	19	,	,	PUNCT
fbem-28637	119	20	values	value	NOUN
fbem-28637	119	21	,	,	PUNCT
fbem-28637	119	22	cultural	cultural	ADJ
fbem-28637	119	23	background	background	NOUN
fbem-28637	119	24	and	and	CCONJ
fbem-28637	119	25	other	other	ADJ
fbem-28637	119	26	aspects	aspect	NOUN
fbem-28637	119	27	.	.	PUNCT
fbem-28637	120	1	although	although	SCONJ
fbem-28637	120	2	ai	ai	NOUN
fbem-28637	120	3	can	can	AUX
fbem-28637	120	4	simulate	simulate	VERB
fbem-28637	120	5	the	the	DET
fbem-28637	120	6	external	external	ADJ
fbem-28637	120	7	manifestations	manifestation	NOUN
fbem-28637	120	8	of	of	ADP
fbem-28637	120	9	certain	certain	ADJ
fbem-28637	120	10	emotions	emotion	NOUN
fbem-28637	120	11	,	,	PUNCT
fbem-28637	120	12	such	such	ADJ
fbem-28637	120	13	as	as	ADP
fbem-28637	120	14	color	color	NOUN
fbem-28637	120	15	,	,	PUNCT
fbem-28637	120	16	shape	shape	NOUN
fbem-28637	120	17	and	and	CCONJ
fbem-28637	120	18	composition	composition	NOUN
fbem-28637	120	19	,	,	PUNCT
fbem-28637	120	20	it	it	PRON
fbem-28637	120	21	has	have	VERB
fbem-28637	120	22	difficulties	difficulty	NOUN
fbem-28637	120	23	in	in	ADP
fbem-28637	120	24	understanding	understanding	NOUN
fbem-28637	120	25	and	and	CCONJ
fbem-28637	120	26	conveying	convey	VERB
fbem-28637	120	27	the	the	DET
fbem-28637	120	28	deep	deep	ADJ
fbem-28637	120	29	meaning	meaning	NOUN
fbem-28637	120	30	and	and	CCONJ
fbem-28637	120	31	individual	individual	ADJ
fbem-28637	120	32	differences	difference	NOUN
fbem-28637	120	33	behind	behind	ADP
fbem-28637	120	34	emotions	emotion	NOUN
fbem-28637	120	35	.	.	PUNCT
fbem-28637	121	1	the	the	DET
fbem-28637	121	2	reason	reason	NOUN
fbem-28637	121	3	is	be	AUX
fbem-28637	121	4	that	that	SCONJ
fbem-28637	121	5	ai	ai	VERB
fbem-28637	121	6	lacks	lack	VERB
fbem-28637	121	7	real	real	ADJ
fbem-28637	121	8	emotional	emotional	ADJ
fbem-28637	121	9	experience	experience	NOUN
fbem-28637	121	10	and	and	CCONJ
fbem-28637	121	11	subjective	subjective	ADJ
fbem-28637	121	12	374	374	NUM
fbem-28637	121	13	understanding	understanding	NOUN
fbem-28637	121	14	,	,	PUNCT
fbem-28637	121	15	and	and	CCONJ
fbem-28637	121	16	can	can	AUX
fbem-28637	121	17	not	not	PART
fbem-28637	121	18	perceive	perceive	VERB
fbem-28637	121	19	and	and	CCONJ
fbem-28637	121	20	express	express	VERB
fbem-28637	121	21	emotions	emotion	NOUN
fbem-28637	121	22	as	as	ADV
fbem-28637	121	23	deeply	deeply	ADV
fbem-28637	121	24	as	as	ADP
fbem-28637	121	25	humans	human	NOUN
fbem-28637	121	26	.	.	PUNCT
fbem-28637	122	1	5	5	X
fbem-28637	122	2	.	.	X
fbem-28637	122	3	conclusion	conclusion	NOUN
fbem-28637	122	4	this	this	DET
fbem-28637	122	5	paper	paper	NOUN
fbem-28637	122	6	mainly	mainly	ADV
fbem-28637	122	7	discusses	discuss	VERB
fbem-28637	122	8	the	the	DET
fbem-28637	122	9	application	application	NOUN
fbem-28637	122	10	of	of	ADP
fbem-28637	122	11	artificial	artificial	ADJ
fbem-28637	122	12	intelligence	intelligence	NOUN
fbem-28637	122	13	(	(	PUNCT
fbem-28637	122	14	ai	ai	NOUN
fbem-28637	122	15	)	)	PUNCT
fbem-28637	122	16	technology	technology	NOUN
fbem-28637	122	17	in	in	ADP
fbem-28637	122	18	marketing	marketing	NOUN
fbem-28637	122	19	and	and	CCONJ
fbem-28637	122	20	the	the	DET
fbem-28637	122	21	challenges	challenge	NOUN
fbem-28637	122	22	it	it	PRON
fbem-28637	122	23	faces	face	VERB
fbem-28637	122	24	in	in	ADP
fbem-28637	122	25	the	the	DET
fbem-28637	122	26	future	future	NOUN
fbem-28637	122	27	.	.	PUNCT
fbem-28637	123	1	this	this	DET
fbem-28637	123	2	paper	paper	NOUN
fbem-28637	123	3	first	first	ADV
fbem-28637	123	4	introduces	introduce	VERB
fbem-28637	123	5	the	the	DET
fbem-28637	123	6	research	research	NOUN
fbem-28637	123	7	background	background	NOUN
fbem-28637	123	8	of	of	ADP
fbem-28637	123	9	ai	ai	PROPN
fbem-28637	123	10	technology	technology	NOUN
fbem-28637	123	11	,	,	PUNCT
fbem-28637	123	12	including	include	VERB
fbem-28637	123	13	its	its	PRON
fbem-28637	123	14	development	development	NOUN
fbem-28637	123	15	history	history	NOUN
fbem-28637	123	16	,	,	PUNCT
fbem-28637	123	17	mainstream	mainstream	NOUN
fbem-28637	123	18	technical	technical	ADJ
fbem-28637	123	19	directions	direction	NOUN
fbem-28637	123	20	(	(	PUNCT
fbem-28637	123	21	such	such	ADJ
fbem-28637	123	22	as	as	ADP
fbem-28637	123	23	machine	machine	NOUN
fbem-28637	123	24	learning	learning	NOUN
fbem-28637	123	25	,	,	PUNCT
fbem-28637	123	26	deep	deep	ADJ
fbem-28637	123	27	learning	learning	NOUN
fbem-28637	123	28	,	,	PUNCT
fbem-28637	123	29	natural	natural	ADJ
fbem-28637	123	30	language	language	NOUN
fbem-28637	123	31	processing	processing	NOUN
fbem-28637	123	32	,	,	PUNCT
fbem-28637	123	33	etc	etc	X
fbem-28637	123	34	.	.	X
fbem-28637	123	35	)	)	PUNCT
fbem-28637	123	36	and	and	CCONJ
fbem-28637	123	37	the	the	DET
fbem-28637	123	38	current	current	ADJ
fbem-28637	123	39	status	status	NOUN
fbem-28637	123	40	of	of	ADP
fbem-28637	123	41	research	research	NOUN
fbem-28637	123	42	in	in	ADP
fbem-28637	123	43	marketing	marketing	NOUN
fbem-28637	123	44	.	.	PUNCT
fbem-28637	124	1	next	next	ADV
fbem-28637	124	2	,	,	PUNCT
fbem-28637	124	3	this	this	DET
fbem-28637	124	4	paper	paper	NOUN
fbem-28637	124	5	takes	take	VERB
fbem-28637	124	6	amazon	amazon	NOUN
fbem-28637	124	7	's	's	PART
fbem-28637	124	8	personalized	personalize	VERB
fbem-28637	124	9	recommendation	recommendation	NOUN
fbem-28637	124	10	system	system	NOUN
fbem-28637	124	11	as	as	ADP
fbem-28637	124	12	an	an	DET
fbem-28637	124	13	example	example	NOUN
fbem-28637	124	14	to	to	PART
fbem-28637	124	15	elaborate	elaborate	VERB
fbem-28637	124	16	on	on	ADP
fbem-28637	124	17	how	how	SCONJ
fbem-28637	124	18	ai	ai	AUX
fbem-28637	124	19	technology	technology	NOUN
fbem-28637	124	20	can	can	AUX
fbem-28637	124	21	achieve	achieve	VERB
fbem-28637	124	22	accurate	accurate	ADJ
fbem-28637	124	23	personalized	personalized	ADJ
fbem-28637	124	24	recommendations	recommendation	NOUN
fbem-28637	124	25	by	by	ADP
fbem-28637	124	26	analyzing	analyze	VERB
fbem-28637	124	27	user	user	NOUN
fbem-28637	124	28	data	data	PROPN
fbem-28637	124	29	,	,	PUNCT
fbem-28637	124	30	building	build	VERB
fbem-28637	124	31	user	user	NOUN
fbem-28637	124	32	interest	interest	NOUN
fbem-28637	124	33	portraits	portrait	NOUN
fbem-28637	124	34	,	,	PUNCT
fbem-28637	124	35	and	and	CCONJ
fbem-28637	124	36	using	use	VERB
fbem-28637	124	37	advanced	advanced	ADJ
fbem-28637	124	38	ai	ai	AUX
fbem-28637	124	39	learning	learn	VERB
fbem-28637	124	40	algorithms	algorithm	NOUN
fbem-28637	124	41	to	to	PART
fbem-28637	124	42	improve	improve	VERB
fbem-28637	124	43	user	user	NOUN
fbem-28637	124	44	stickiness	stickiness	NOUN
fbem-28637	124	45	and	and	CCONJ
fbem-28637	124	46	loyalty	loyalty	NOUN
fbem-28637	124	47	of	of	ADP
fbem-28637	124	48	e	e	NOUN
fbem-28637	124	49	-	-	NOUN
fbem-28637	124	50	commerce	commerce	NOUN
fbem-28637	124	51	platforms	platform	NOUN
fbem-28637	124	52	.	.	PUNCT
fbem-28637	125	1	when	when	SCONJ
fbem-28637	125	2	discussing	discuss	VERB
fbem-28637	125	3	the	the	DET
fbem-28637	125	4	specific	specific	ADJ
fbem-28637	125	5	application	application	NOUN
fbem-28637	125	6	of	of	ADP
fbem-28637	125	7	ai	ai	NOUN
fbem-28637	125	8	in	in	ADP
fbem-28637	125	9	marketing	marketing	NOUN
fbem-28637	125	10	,	,	PUNCT
fbem-28637	125	11	this	this	DET
fbem-28637	125	12	paper	paper	NOUN
fbem-28637	125	13	conducts	conduct	VERB
fbem-28637	125	14	an	an	DET
fbem-28637	125	15	indepth	indepth	ADJ
fbem-28637	125	16	analysis	analysis	NOUN
fbem-28637	125	17	from	from	ADP
fbem-28637	125	18	three	three	NUM
fbem-28637	125	19	aspects	aspect	NOUN
fbem-28637	125	20	:	:	PUNCT
fbem-28637	125	21	market	market	NOUN
fbem-28637	125	22	environment	environment	NOUN
fbem-28637	125	23	analysis	analysis	NOUN
fbem-28637	125	24	and	and	CCONJ
fbem-28637	125	25	prediction	prediction	NOUN
fbem-28637	125	26	,	,	PUNCT
fbem-28637	125	27	personalized	personalized	ADJ
fbem-28637	125	28	marketing	marketing	NOUN
fbem-28637	125	29	and	and	CCONJ
fbem-28637	125	30	user	user	NOUN
fbem-28637	125	31	portraits	portrait	NOUN
fbem-28637	125	32	,	,	PUNCT
fbem-28637	125	33	and	and	CCONJ
fbem-28637	125	34	marketing	marketing	NOUN
fbem-28637	125	35	interactive	interactive	ADJ
fbem-28637	125	36	experience	experience	NOUN
fbem-28637	125	37	.	.	PUNCT
fbem-28637	126	1	however	however	ADV
fbem-28637	126	2	,	,	PUNCT
fbem-28637	126	3	ai	ai	AUX
fbem-28637	126	4	also	also	ADV
fbem-28637	126	5	faces	face	VERB
fbem-28637	126	6	some	some	DET
fbem-28637	126	7	challenges	challenge	NOUN
fbem-28637	126	8	in	in	ADP
fbem-28637	126	9	future	future	ADJ
fbem-28637	126	10	marketing	marketing	NOUN
fbem-28637	126	11	,	,	PUNCT
fbem-28637	126	12	including	include	VERB
fbem-28637	126	13	data	datum	NOUN
fbem-28637	126	14	source	source	NOUN
fbem-28637	126	15	quality	quality	NOUN
fbem-28637	126	16	and	and	CCONJ
fbem-28637	126	17	sentiment	sentiment	NOUN
fbem-28637	126	18	analysis	analysis	NOUN
fbem-28637	126	19	.	.	PUNCT
fbem-28637	127	1	in	in	ADP
fbem-28637	127	2	summary	summary	NOUN
fbem-28637	127	3	,	,	PUNCT
fbem-28637	127	4	this	this	DET
fbem-28637	127	5	article	article	NOUN
fbem-28637	127	6	comprehensively	comprehensively	ADV
fbem-28637	127	7	and	and	CCONJ
fbem-28637	127	8	in	in	ADP
fbem-28637	127	9	-	-	PUNCT
fbem-28637	127	10	depth	depth	NOUN
fbem-28637	127	11	explores	explore	NOUN
fbem-28637	127	12	the	the	DET
fbem-28637	127	13	application	application	NOUN
fbem-28637	127	14	of	of	ADP
fbem-28637	127	15	ai	ai	PRON
fbem-28637	127	16	technology	technology	NOUN
fbem-28637	127	17	in	in	ADP
fbem-28637	127	18	marketing	marketing	NOUN
fbem-28637	127	19	and	and	CCONJ
fbem-28637	127	20	the	the	DET
fbem-28637	127	21	challenges	challenge	NOUN
fbem-28637	127	22	it	it	PRON
fbem-28637	127	23	faces	face	VERB
fbem-28637	127	24	in	in	ADP
fbem-28637	127	25	the	the	DET
fbem-28637	127	26	future	future	NOUN
fbem-28637	127	27	,	,	PUNCT
fbem-28637	127	28	providing	provide	VERB
fbem-28637	127	29	useful	useful	ADJ
fbem-28637	127	30	reference	reference	NOUN
fbem-28637	127	31	and	and	CCONJ
fbem-28637	127	32	inspiration	inspiration	NOUN
fbem-28637	127	33	for	for	ADP
fbem-28637	127	34	research	research	NOUN
fbem-28637	127	35	and	and	CCONJ
fbem-28637	127	36	practice	practice	NOUN
fbem-28637	127	37	in	in	ADP
fbem-28637	127	38	the	the	DET
fbem-28637	127	39	field	field	NOUN
fbem-28637	127	40	of	of	ADP
fbem-28637	127	41	marketing	marketing	NOUN
fbem-28637	127	42	.	.	PUNCT
fbem-28637	128	1	references	reference	NOUN
fbem-28637	128	2	[	[	X
fbem-28637	128	3	1	1	NUM
fbem-28637	128	4	]	]	X
fbem-28637	128	5	wang	wang	PROPN
fbem-28637	128	6	,	,	PUNCT
fbem-28637	128	7	h.	h.	PROPN
fbem-28637	128	8	(	(	PUNCT
fbem-28637	128	9	2023	2023	NUM
fbem-28637	128	10	)	)	PUNCT
fbem-28637	128	11	.	.	PUNCT
fbem-28637	129	1	application	application	NOUN
fbem-28637	129	2	of	of	ADP
fbem-28637	129	3	artificial	artificial	ADJ
fbem-28637	129	4	intelligence	intelligence	NOUN
fbem-28637	129	5	and	and	CCONJ
fbem-28637	129	6	big	big	ADJ
fbem-28637	129	7	data	datum	NOUN
fbem-28637	129	8	technology	technology	NOUN
fbem-28637	129	9	in	in	ADP
fbem-28637	129	10	digital	digital	ADJ
fbem-28637	129	11	marketing	marketing	NOUN
fbem-28637	129	12	.	.	PUNCT
fbem-28637	130	1	information	information	NOUN
fbem-28637	130	2	and	and	CCONJ
fbem-28637	130	3	computer	computer	NOUN
fbem-28637	130	4	(	(	PUNCT
fbem-28637	130	5	theoretical	theoretical	ADJ
fbem-28637	130	6	edition	edition	NOUN
fbem-28637	130	7	)	)	PUNCT
fbem-28637	130	8	,	,	PUNCT
fbem-28637	130	9	35(12	35(12	NUM
fbem-28637	130	10	)	)	PUNCT
fbem-28637	130	11	,	,	PUNCT
fbem-28637	130	12	29	29	NUM
fbem-28637	130	13	-	-	SYM
fbem-28637	130	14	31	31	NUM
fbem-28637	130	15	+	+	NOUN
fbem-28637	130	16	35	35	NUM
fbem-28637	130	17	.	.	PUNCT
fbem-28637	131	1	[	[	X
fbem-28637	131	2	2	2	NUM
fbem-28637	131	3	]	]	X
fbem-28637	131	4	zhu	zhu	PROPN
fbem-28637	131	5	,	,	PUNCT
fbem-28637	131	6	j.	j.	PROPN
fbem-28637	131	7	(	(	PUNCT
fbem-28637	131	8	2023	2023	NUM
fbem-28637	131	9	)	)	PUNCT
fbem-28637	131	10	.	.	PUNCT
fbem-28637	132	1	how	how	SCONJ
fbem-28637	132	2	to	to	PART
fbem-28637	132	3	improve	improve	VERB
fbem-28637	132	4	marketing	marketing	NOUN
fbem-28637	132	5	efficiency	efficiency	NOUN
fbem-28637	132	6	with	with	ADP
fbem-28637	132	7	the	the	DET
fbem-28637	132	8	help	help	NOUN
fbem-28637	132	9	of	of	ADP
fbem-28637	132	10	artificial	artificial	ADJ
fbem-28637	132	11	intelligence	intelligence	NOUN
fbem-28637	132	12	technology	technology	NOUN
fbem-28637	132	13	.	.	PUNCT
fbem-28637	133	1	international	international	ADJ
fbem-28637	133	2	public	public	ADJ
fbem-28637	133	3	relations	relation	NOUN
fbem-28637	133	4	,	,	PUNCT
fbem-28637	133	5	(	(	PUNCT
fbem-28637	133	6	15	15	NUM
fbem-28637	133	7	)	)	PUNCT
fbem-28637	133	8	,	,	PUNCT
fbem-28637	133	9	85	85	NUM
fbem-28637	133	10	-	-	SYM
fbem-28637	133	11	87	87	NUM
fbem-28637	133	12	.	.	PUNCT
fbem-28637	134	1	[	[	X
fbem-28637	134	2	3	3	NUM
fbem-28637	134	3	]	]	X
fbem-28637	134	4	wang	wang	PROPN
fbem-28637	134	5	,	,	PUNCT
fbem-28637	134	6	j.	j.	PROPN
fbem-28637	134	7	,	,	PUNCT
fbem-28637	134	8	&	&	CCONJ
fbem-28637	134	9	fan	fan	PROPN
fbem-28637	134	10	,	,	PUNCT
fbem-28637	134	11	y.	y.	PROPN
fbem-28637	134	12	(	(	PUNCT
fbem-28637	134	13	2024	2024	NUM
fbem-28637	134	14	)	)	PUNCT
fbem-28637	134	15	.	.	PUNCT
fbem-28637	135	1	application	application	NOUN
fbem-28637	135	2	of	of	ADP
fbem-28637	135	3	artificial	artificial	ADJ
fbem-28637	135	4	intelligence	intelligence	NOUN
fbem-28637	135	5	technology	technology	NOUN
fbem-28637	135	6	in	in	ADP
fbem-28637	135	7	e	e	NOUN
fbem-28637	135	8	-	-	NOUN
fbem-28637	135	9	commerce	commerce	NOUN
fbem-28637	135	10	marketing	marketing	NOUN
fbem-28637	135	11	.	.	PUNCT
fbem-28637	136	1	timehonored	timehonore	VERB
fbem-28637	136	2	brand	brand	NOUN
fbem-28637	136	3	marketing	marketing	NOUN
fbem-28637	136	4	,	,	PUNCT
fbem-28637	136	5	(	(	PUNCT
fbem-28637	136	6	10	10	NUM
fbem-28637	136	7	)	)	PUNCT
fbem-28637	136	8	,	,	PUNCT
fbem-28637	136	9	73	73	NUM
fbem-28637	136	10	-	-	SYM
fbem-28637	136	11	75	75	NUM
fbem-28637	136	12	.	.	PUNCT
fbem-28637	137	1	[	[	X
fbem-28637	137	2	4	4	NUM
fbem-28637	137	3	]	]	PUNCT
fbem-28637	137	4	paschen	paschen	NOUN
fbem-28637	137	5	,	,	PUNCT
fbem-28637	137	6	j.	j.	PROPN
fbem-28637	137	7	,	,	PUNCT
fbem-28637	137	8	kietzmann	kietzmann	PROPN
fbem-28637	137	9	,	,	PUNCT
fbem-28637	137	10	j.	j.	PROPN
fbem-28637	137	11	,	,	PUNCT
fbem-28637	137	12	&	&	CCONJ
fbem-28637	137	13	kietzmann	kietzmann	PROPN
fbem-28637	137	14	,	,	PUNCT
fbem-28637	137	15	t.c	t.c	PROPN
fbem-28637	137	16	.	.	PROPN
fbem-28637	137	17	(	(	PUNCT
fbem-28637	137	18	2019	2019	NUM
fbem-28637	137	19	)	)	PUNCT
fbem-28637	137	20	.	.	PUNCT
fbem-28637	138	1	artificial	artificial	ADJ
fbem-28637	138	2	intelligence	intelligence	NOUN
fbem-28637	138	3	(	(	PUNCT
fbem-28637	138	4	ai	ai	NOUN
fbem-28637	138	5	)	)	PUNCT
fbem-28637	138	6	and	and	CCONJ
fbem-28637	138	7	its	its	PRON
fbem-28637	138	8	implications	implication	NOUN
fbem-28637	138	9	for	for	ADP
fbem-28637	138	10	market	market	NOUN
fbem-28637	138	11	knowledge	knowledge	NOUN
fbem-28637	138	12	in	in	ADP
fbem-28637	138	13	b2b	b2b	NOUN
fbem-28637	138	14	marketing	marketing	NOUN
fbem-28637	138	15	.	.	PUNCT
fbem-28637	139	1	the	the	DET
fbem-28637	139	2	journal	journal	NOUN
fbem-28637	139	3	of	of	ADP
fbem-28637	139	4	business	business	PROPN
fbem-28637	139	5	&	&	CCONJ
fbem-28637	139	6	industrial	industrial	ADJ
fbem-28637	139	7	marketing	marketing	NOUN
fbem-28637	139	8	,	,	PUNCT
fbem-28637	139	9	34(7	34(7	NUM
fbem-28637	139	10	)	)	PUNCT
fbem-28637	139	11	,	,	PUNCT
fbem-28637	139	12	1410	1410	NUM
fbem-28637	139	13	-	-	SYM
fbem-28637	139	14	1419	1419	NUM
fbem-28637	139	15	.	.	PUNCT
fbem-28637	140	1	[	[	X
fbem-28637	140	2	5	5	NUM
fbem-28637	140	3	]	]	PUNCT
fbem-28637	140	4	abid	abid	PROPN
fbem-28637	140	5	,	,	PUNCT
fbem-28637	140	6	h.	h.	PROPN
fbem-28637	140	7	,	,	PUNCT
fbem-28637	140	8	et	et	PROPN
fbem-28637	140	9	al	al	PROPN
fbem-28637	140	10	.	.	PROPN
fbem-28637	140	11	(	(	PUNCT
fbem-28637	140	12	2022	2022	NUM
fbem-28637	140	13	)	)	PUNCT
fbem-28637	140	14	.	.	PUNCT
fbem-28637	141	1	artificial	artificial	ADJ
fbem-28637	141	2	intelligence	intelligence	NOUN
fbem-28637	141	3	(	(	PUNCT
fbem-28637	141	4	ai	ai	NOUN
fbem-28637	141	5	)	)	PUNCT
fbem-28637	141	6	applications	application	NOUN
fbem-28637	141	7	for	for	ADP
fbem-28637	141	8	marketing	marketing	NOUN
fbem-28637	141	9	:	:	PUNCT
fbem-28637	141	10	a	a	DET
fbem-28637	141	11	literature	literature	NOUN
fbem-28637	141	12	-	-	PUNCT
fbem-28637	141	13	based	base	VERB
fbem-28637	141	14	study	study	NOUN
fbem-28637	141	15	.	.	PUNCT
fbem-28637	142	1	international	international	ADJ
fbem-28637	142	2	journal	journal	NOUN
fbem-28637	142	3	of	of	ADP
fbem-28637	142	4	intelligent	intelligent	ADJ
fbem-28637	142	5	networks	network	NOUN
fbem-28637	142	6	,	,	PUNCT
fbem-28637	142	7	3	3	NUM
fbem-28637	142	8	,	,	PUNCT
fbem-28637	142	9	119	119	NUM
fbem-28637	142	10	-	-	SYM
fbem-28637	142	11	132	132	NUM
fbem-28637	142	12	.	.	PUNCT
fbem-28637	143	1	[	[	X
fbem-28637	143	2	6	6	NUM
fbem-28637	143	3	]	]	X
fbem-28637	143	4	kohli	kohli	PROPN
fbem-28637	143	5	,	,	PUNCT
fbem-28637	143	6	c.s	c.s	PROPN
fbem-28637	143	7	.	.	PROPN
fbem-28637	143	8	,	,	PUNCT
fbem-28637	143	9	ebrahimi	ebrahimi	PROPN
fbem-28637	143	10	,	,	PUNCT
fbem-28637	143	11	m.	m.	NOUN
fbem-28637	143	12	,	,	PUNCT
fbem-28637	143	13	&	&	CCONJ
fbem-28637	143	14	granitz	granitz	PROPN
fbem-28637	143	15	,	,	PUNCT
fbem-28637	143	16	n.	n.	NOUN
fbem-28637	143	17	(	(	PUNCT
fbem-28637	143	18	2023	2023	NUM
fbem-28637	143	19	)	)	PUNCT
fbem-28637	143	20	.	.	PUNCT
fbem-28637	144	1	death	death	NOUN
fbem-28637	144	2	bells	bell	VERB
fbem-28637	144	3	?	?	PUNCT
fbem-28637	145	1	branding	brand	VERB
fbem-28637	145	2	in	in	ADP
fbem-28637	145	3	the	the	DET
fbem-28637	145	4	age	age	NOUN
fbem-28637	145	5	of	of	ADP
fbem-28637	145	6	smartphones	smartphone	NOUN
fbem-28637	145	7	and	and	CCONJ
fbem-28637	145	8	ai	ai	VERB
fbem-28637	145	9	.	.	PROPN
fbem-28637	145	10	journal	journal	PROPN
fbem-28637	145	11	of	of	ADP
fbem-28637	145	12	business	business	NOUN
fbem-28637	145	13	strategy	strategy	NOUN
fbem-28637	145	14	,	,	PUNCT
fbem-28637	145	15	44(6	44(6	NOUN
fbem-28637	145	16	)	)	PUNCT
fbem-28637	145	17	,	,	PUNCT
fbem-28637	145	18	399	399	NUM
fbem-28637	145	19	-	-	SYM
fbem-28637	145	20	405	405	NUM
fbem-28637	145	21	.	.	PUNCT