id	sid	tid	token	lemma	pos
ajst-17922	1	1	academic	academic	ADJ
ajst-17922	1	2	journal	journal	NOUN
ajst-17922	1	3	of	of	ADP
ajst-17922	1	4	science	science	NOUN
ajst-17922	1	5	and	and	CCONJ
ajst-17922	1	6	technology	technology	NOUN
ajst-17922	1	7	issn	issn	NOUN
ajst-17922	1	8	:	:	PUNCT
ajst-17922	1	9	2771	2771	NUM
ajst-17922	1	10	-	-	SYM
ajst-17922	1	11	3032	3032	NUM
ajst-17922	1	12	|	|	NOUN
ajst-17922	1	13	vol	vol	NOUN
ajst-17922	1	14	.	.	PROPN
ajst-17922	2	1	9	9	NUM
ajst-17922	2	2	,	,	PUNCT
ajst-17922	2	3	no	no	INTJ
ajst-17922	2	4	.	.	NOUN
ajst-17922	2	5	2	2	NUM
ajst-17922	2	6	,	,	PUNCT
ajst-17922	2	7	2024	2024	NUM
ajst-17922	2	8	215	215	NUM
ajst-17922	2	9	utilizing	utilize	VERB
ajst-17922	2	10	machine	machine	NOUN
ajst-17922	2	11	learning	learning	NOUN
ajst-17922	2	12	for	for	ADP
ajst-17922	2	13	precise	precise	ADJ
ajst-17922	2	14	audience	audience	NOUN
ajst-17922	2	15	targeting	target	VERB
ajst-17922	2	16	in	in	ADP
ajst-17922	2	17	data	datum	NOUN
ajst-17922	2	18	science	science	NOUN
ajst-17922	2	19	and	and	CCONJ
ajst-17922	2	20	targeted	target	VERB
ajst-17922	2	21	advertising	advertising	NOUN
ajst-17922	2	22	huan	huan	NOUN
ajst-17922	2	23	ji1	ji1	PROPN
ajst-17922	2	24	,	,	PUNCT
ajst-17922	2	25	*	*	ADJ
ajst-17922	2	26	,	,	PUNCT
ajst-17922	2	27	xiaonan	xiaonan	ADJ
ajst-17922	2	28	xu2	xu2	NOUN
ajst-17922	2	29	,	,	PUNCT
ajst-17922	2	30	guangze	guangze	NOUN
ajst-17922	2	31	su3	su3	ADJ
ajst-17922	2	32	,	,	PUNCT
ajst-17922	2	33	jiufan	jiufan	NOUN
ajst-17922	2	34	wang4	wang4	PROPN
ajst-17922	2	35	,	,	PUNCT
ajst-17922	3	1	yufu	yufu	ADJ
ajst-17922	3	2	wang5	wang5	X
ajst-17922	4	1	1engineering	1engineering	NUM
ajst-17922	4	2	management	management	NOUN
ajst-17922	4	3	,	,	PUNCT
ajst-17922	4	4	trine	trine	PROPN
ajst-17922	4	5	university	university	PROPN
ajst-17922	4	6	,	,	PUNCT
ajst-17922	4	7	phoenix	phoenix	PROPN
ajst-17922	4	8	,	,	PUNCT
ajst-17922	4	9	az	az	PROPN
ajst-17922	4	10	,	,	PUNCT
ajst-17922	4	11	usa	usa	PROPN
ajst-17922	4	12	2independent	2independent	NUM
ajst-17922	4	13	researcher	researcher	NOUN
ajst-17922	4	14	,	,	PUNCT
ajst-17922	4	15	northern	northern	PROPN
ajst-17922	4	16	arizona	arizona	PROPN
ajst-17922	4	17	university	university	PROPN
ajst-17922	4	18	,	,	PUNCT
ajst-17922	4	19	flagstaff	flagstaff	PROPN
ajst-17922	4	20	,	,	PUNCT
ajst-17922	4	21	usa	usa	PROPN
ajst-17922	4	22	3infomation	3infomation	NUM
ajst-17922	4	23	science	science	NOUN
ajst-17922	4	24	,	,	PUNCT
ajst-17922	4	25	trine	trine	PROPN
ajst-17922	4	26	university	university	PROPN
ajst-17922	4	27	,	,	PUNCT
ajst-17922	4	28	arizona	arizona	PROPN
ajst-17922	4	29	,	,	PUNCT
ajst-17922	4	30	usa	usa	PROPN
ajst-17922	4	31	4independent	4independent	PROPN
ajst-17922	4	32	researcher	researcher	NOUN
ajst-17922	4	33	,	,	PUNCT
ajst-17922	4	34	william	william	PROPN
ajst-17922	4	35	&	&	CCONJ
ajst-17922	4	36	mary	mary	PROPN
ajst-17922	4	37	,	,	PUNCT
ajst-17922	4	38	williamsburge	williamsburge	NOUN
ajst-17922	4	39	,	,	PUNCT
ajst-17922	4	40	va	va	PROPN
ajst-17922	4	41	,	,	PUNCT
ajst-17922	4	42	usa	usa	PROPN
ajst-17922	4	43	5computer	5computer	PROPN
ajst-17922	4	44	science	science	NOUN
ajst-17922	4	45	&	&	CCONJ
ajst-17922	4	46	engineering	engineering	PROPN
ajst-17922	4	47	,	,	PUNCT
ajst-17922	4	48	santa	santa	PROPN
ajst-17922	4	49	clara	clara	PROPN
ajst-17922	4	50	university	university	PROPN
ajst-17922	4	51	,	,	PUNCT
ajst-17922	4	52	santa	santa	PROPN
ajst-17922	4	53	clara	clara	PROPN
ajst-17922	4	54	,	,	PUNCT
ajst-17922	4	55	ca	ca	PROPN
ajst-17922	4	56	,	,	PUNCT
ajst-17922	4	57	usa	usa	PROPN
ajst-17922	4	58	*	*	PUNCT
ajst-17922	4	59	corresponding	correspond	VERB
ajst-17922	4	60	author	author	NOUN
ajst-17922	4	61	e	e	NOUN
ajst-17922	4	62	-	-	NOUN
ajst-17922	4	63	mail	mail	NOUN
ajst-17922	4	64	:	:	PUNCT
ajst-17922	4	65	95133hji23@my.trine.edu	95133hji23@my.trine.edu	NUM
ajst-17922	4	66	abstract	abstract	NOUN
ajst-17922	4	67	:	:	PUNCT
ajst-17922	4	68	in	in	ADP
ajst-17922	4	69	the	the	DET
ajst-17922	4	70	current	current	ADJ
ajst-17922	4	71	era	era	NOUN
ajst-17922	4	72	of	of	ADP
ajst-17922	4	73	technology	technology	NOUN
ajst-17922	4	74	,	,	PUNCT
ajst-17922	4	75	big	big	ADJ
ajst-17922	4	76	data	datum	NOUN
ajst-17922	4	77	has	have	AUX
ajst-17922	4	78	become	become	VERB
ajst-17922	4	79	increasingly	increasingly	ADV
ajst-17922	4	80	accurate	accurate	ADJ
ajst-17922	4	81	in	in	ADP
ajst-17922	4	82	understanding	understand	VERB
ajst-17922	4	83	individuals	individual	NOUN
ajst-17922	4	84	'	'	PART
ajst-17922	4	85	interests	interest	NOUN
ajst-17922	4	86	and	and	CCONJ
ajst-17922	4	87	needs	need	NOUN
ajst-17922	4	88	.	.	PUNCT
ajst-17922	5	1	personalized	personalize	VERB
ajst-17922	5	2	advertising	advertising	NOUN
ajst-17922	5	3	recommendations	recommendation	NOUN
ajst-17922	5	4	have	have	AUX
ajst-17922	5	5	become	become	VERB
ajst-17922	5	6	a	a	DET
ajst-17922	5	7	reality	reality	NOUN
ajst-17922	5	8	through	through	ADP
ajst-17922	5	9	the	the	DET
ajst-17922	5	10	use	use	NOUN
ajst-17922	5	11	of	of	ADP
ajst-17922	5	12	deep	deep	ADJ
ajst-17922	5	13	learning	learning	NOUN
ajst-17922	5	14	and	and	CCONJ
ajst-17922	5	15	intelligent	intelligent	ADJ
ajst-17922	5	16	algorithms	algorithm	NOUN
ajst-17922	5	17	.	.	PUNCT
ajst-17922	6	1	whether	whether	SCONJ
ajst-17922	6	2	it	it	PRON
ajst-17922	6	3	is	be	AUX
ajst-17922	6	4	a	a	DET
ajst-17922	6	5	shopping	shopping	NOUN
ajst-17922	6	6	app	app	NOUN
ajst-17922	6	7	suggesting	suggest	VERB
ajst-17922	6	8	your	your	PRON
ajst-17922	6	9	favorite	favorite	ADJ
ajst-17922	6	10	style	style	NOUN
ajst-17922	6	11	of	of	ADP
ajst-17922	6	12	clothes	clothe	NOUN
ajst-17922	6	13	or	or	CCONJ
ajst-17922	6	14	receiving	receive	VERB
ajst-17922	6	15	relevant	relevant	ADJ
ajst-17922	6	16	news	news	NOUN
ajst-17922	6	17	feeds	feed	NOUN
ajst-17922	6	18	after	after	ADP
ajst-17922	6	19	discussing	discuss	VERB
ajst-17922	6	20	hot	hot	ADJ
ajst-17922	6	21	pot	pot	NOUN
ajst-17922	6	22	with	with	ADP
ajst-17922	6	23	friends	friend	NOUN
ajst-17922	6	24	,	,	PUNCT
ajst-17922	6	25	these	these	PRON
ajst-17922	6	26	are	be	AUX
ajst-17922	6	27	not	not	PART
ajst-17922	6	28	coincidences	coincidence	NOUN
ajst-17922	6	29	but	but	CCONJ
ajst-17922	6	30	the	the	DET
ajst-17922	6	31	result	result	NOUN
ajst-17922	6	32	of	of	ADP
ajst-17922	6	33	machine	machine	NOUN
ajst-17922	6	34	learning	learning	NOUN
ajst-17922	6	35	.	.	PUNCT
ajst-17922	7	1	machine	machine	NOUN
ajst-17922	7	2	learning	learning	NOUN
ajst-17922	7	3	has	have	AUX
ajst-17922	7	4	revolutionized	revolutionize	VERB
ajst-17922	7	5	advertising	advertising	NOUN
ajst-17922	7	6	by	by	ADP
ajst-17922	7	7	providing	provide	VERB
ajst-17922	7	8	outstanding	outstanding	ADJ
ajst-17922	7	9	performance	performance	NOUN
ajst-17922	7	10	.	.	PUNCT
ajst-17922	8	1	it	it	PRON
ajst-17922	8	2	has	have	AUX
ajst-17922	8	3	replaced	replace	VERB
ajst-17922	8	4	the	the	DET
ajst-17922	8	5	traditional	traditional	ADJ
ajst-17922	8	6	approach	approach	NOUN
ajst-17922	8	7	that	that	PRON
ajst-17922	8	8	relied	rely	VERB
ajst-17922	8	9	on	on	ADP
ajst-17922	8	10	the	the	DET
ajst-17922	8	11	experience	experience	NOUN
ajst-17922	8	12	and	and	CCONJ
ajst-17922	8	13	intuition	intuition	NOUN
ajst-17922	8	14	of	of	ADP
ajst-17922	8	15	practitioners	practitioner	NOUN
ajst-17922	8	16	.	.	PUNCT
ajst-17922	9	1	powerful	powerful	ADJ
ajst-17922	9	2	data	datum	NOUN
ajst-17922	9	3	processing	processing	NOUN
ajst-17922	9	4	and	and	CCONJ
ajst-17922	9	5	analysis	analysis	NOUN
ajst-17922	9	6	capabilities	capability	NOUN
ajst-17922	9	7	are	be	AUX
ajst-17922	9	8	used	use	VERB
ajst-17922	9	9	to	to	PART
ajst-17922	9	10	extract	extract	VERB
ajst-17922	9	11	potential	potential	ADJ
ajst-17922	9	12	associations	association	NOUN
ajst-17922	9	13	and	and	CCONJ
ajst-17922	9	14	patterns	pattern	NOUN
ajst-17922	9	15	from	from	ADP
ajst-17922	9	16	massive	massive	ADJ
ajst-17922	9	17	amounts	amount	NOUN
ajst-17922	9	18	of	of	ADP
ajst-17922	9	19	data	datum	NOUN
ajst-17922	9	20	,	,	PUNCT
ajst-17922	9	21	providing	provide	VERB
ajst-17922	9	22	new	new	ADJ
ajst-17922	9	23	possibilities	possibility	NOUN
ajst-17922	9	24	for	for	ADP
ajst-17922	9	25	advertisers	advertiser	NOUN
ajst-17922	9	26	and	and	CCONJ
ajst-17922	9	27	marketers	marketer	NOUN
ajst-17922	9	28	.	.	PUNCT
ajst-17922	10	1	this	this	PRON
ajst-17922	10	2	includes	include	VERB
ajst-17922	10	3	applications	application	NOUN
ajst-17922	10	4	such	such	ADJ
ajst-17922	10	5	as	as	ADP
ajst-17922	10	6	idea	idea	NOUN
ajst-17922	10	7	generation	generation	NOUN
ajst-17922	10	8	,	,	PUNCT
ajst-17922	10	9	recommendation	recommendation	NOUN
ajst-17922	10	10	optimization	optimization	NOUN
ajst-17922	10	11	,	,	PUNCT
ajst-17922	10	12	and	and	CCONJ
ajst-17922	10	13	bid	bid	VERB
ajst-17922	10	14	strategy	strategy	NOUN
ajst-17922	10	15	optimization	optimization	NOUN
ajst-17922	10	16	,	,	PUNCT
ajst-17922	10	17	which	which	PRON
ajst-17922	10	18	have	have	AUX
ajst-17922	10	19	injected	inject	VERB
ajst-17922	10	20	new	new	ADJ
ajst-17922	10	21	vitality	vitality	NOUN
ajst-17922	10	22	into	into	ADP
ajst-17922	10	23	the	the	DET
ajst-17922	10	24	industry	industry	NOUN
ajst-17922	10	25	.	.	PUNCT
ajst-17922	11	1	the	the	DET
ajst-17922	11	2	use	use	NOUN
ajst-17922	11	3	of	of	ADP
ajst-17922	11	4	machine	machine	NOUN
ajst-17922	11	5	learning	learn	VERB
ajst-17922	11	6	in	in	ADP
ajst-17922	11	7	data	datum	NOUN
ajst-17922	11	8	science	science	NOUN
ajst-17922	11	9	and	and	CCONJ
ajst-17922	11	10	targeted	target	VERB
ajst-17922	11	11	advertising	advertising	NOUN
ajst-17922	11	12	has	have	AUX
ajst-17922	11	13	yielded	yield	VERB
ajst-17922	11	14	impressive	impressive	ADJ
ajst-17922	11	15	results	result	NOUN
ajst-17922	11	16	,	,	PUNCT
ajst-17922	11	17	offering	offer	VERB
ajst-17922	11	18	users	user	NOUN
ajst-17922	11	19	and	and	CCONJ
ajst-17922	11	20	advertisers	advertiser	NOUN
ajst-17922	11	21	more	more	ADV
ajst-17922	11	22	precise	precise	ADJ
ajst-17922	11	23	targeting	target	VERB
ajst-17922	11	24	and	and	CCONJ
ajst-17922	11	25	engaging	engage	VERB
ajst-17922	11	26	advertising	advertising	NOUN
ajst-17922	11	27	experiences	experience	NOUN
ajst-17922	11	28	.	.	PUNCT
ajst-17922	12	1	this	this	DET
ajst-17922	12	2	field	field	NOUN
ajst-17922	12	3	holds	hold	VERB
ajst-17922	12	4	great	great	ADJ
ajst-17922	12	5	promise	promise	NOUN
ajst-17922	12	6	and	and	CCONJ
ajst-17922	12	7	potential	potential	ADJ
ajst-17922	12	8	,	,	PUNCT
ajst-17922	12	9	and	and	CCONJ
ajst-17922	12	10	will	will	AUX
ajst-17922	12	11	undoubtedly	undoubtedly	ADV
ajst-17922	12	12	continue	continue	VERB
ajst-17922	12	13	to	to	PART
ajst-17922	12	14	shape	shape	VERB
ajst-17922	12	15	the	the	DET
ajst-17922	12	16	future	future	NOUN
ajst-17922	12	17	of	of	ADP
ajst-17922	12	18	the	the	DET
ajst-17922	12	19	advertising	advertising	NOUN
ajst-17922	12	20	industry	industry	NOUN
ajst-17922	12	21	.	.	PUNCT
ajst-17922	13	1	keywords	keyword	NOUN
ajst-17922	13	2	:	:	PUNCT
ajst-17922	13	3	personalized	personalized	ADJ
ajst-17922	13	4	advertising	advertising	NOUN
ajst-17922	13	5	;	;	PUNCT
ajst-17922	13	6	machine	machine	NOUN
ajst-17922	13	7	learning	learning	NOUN
ajst-17922	13	8	;	;	PUNCT
ajst-17922	13	9	data	datum	NOUN
ajst-17922	13	10	science	science	NOUN
ajst-17922	13	11	;	;	PUNCT
ajst-17922	13	12	targeted	target	VERB
ajst-17922	13	13	audience	audience	NOUN
ajst-17922	13	14	.	.	PUNCT
ajst-17922	14	1	1	1	X
ajst-17922	14	2	.	.	X
ajst-17922	14	3	introduction	introduction	NOUN
ajst-17922	14	4	in	in	ADP
ajst-17922	14	5	the	the	DET
ajst-17922	14	6	evolving	evolve	VERB
ajst-17922	14	7	landscape	landscape	NOUN
ajst-17922	14	8	of	of	ADP
ajst-17922	14	9	a	a	DET
ajst-17922	14	10	slowing	slow	VERB
ajst-17922	14	11	global	global	ADJ
ajst-17922	14	12	economy	economy	NOUN
ajst-17922	14	13	,	,	PUNCT
ajst-17922	14	14	advertisers	advertiser	NOUN
ajst-17922	14	15	are	be	AUX
ajst-17922	14	16	adjusting	adjust	VERB
ajst-17922	14	17	their	their	PRON
ajst-17922	14	18	strategies	strategy	NOUN
ajst-17922	14	19	to	to	PART
ajst-17922	14	20	align	align	VERB
ajst-17922	14	21	with	with	ADP
ajst-17922	14	22	the	the	DET
ajst-17922	14	23	changing	change	VERB
ajst-17922	14	24	market	market	NOUN
ajst-17922	14	25	dynamics	dynamic	NOUN
ajst-17922	14	26	.	.	PUNCT
ajst-17922	15	1	whether	whether	SCONJ
ajst-17922	15	2	it	it	PRON
ajst-17922	15	3	's	be	AUX
ajst-17922	15	4	brand	brand	NOUN
ajst-17922	15	5	advertising	advertising	NOUN
ajst-17922	15	6	or	or	CCONJ
ajst-17922	15	7	performance	performance	NOUN
ajst-17922	15	8	advertising	advertising	NOUN
ajst-17922	15	9	,	,	PUNCT
ajst-17922	15	10	advertisers	advertiser	NOUN
ajst-17922	15	11	are	be	AUX
ajst-17922	15	12	placing	place	VERB
ajst-17922	15	13	a	a	DET
ajst-17922	15	14	greater	great	ADJ
ajst-17922	15	15	emphasis	emphasis	NOUN
ajst-17922	15	16	on	on	ADP
ajst-17922	15	17	the	the	DET
ajst-17922	15	18	tangible	tangible	ADJ
ajst-17922	15	19	impact	impact	NOUN
ajst-17922	15	20	of	of	ADP
ajst-17922	15	21	their	their	PRON
ajst-17922	15	22	ad	ad	NOUN
ajst-17922	15	23	campaigns	campaign	NOUN
ajst-17922	15	24	,	,	PUNCT
ajst-17922	15	25	rather	rather	ADV
ajst-17922	15	26	than	than	ADP
ajst-17922	15	27	just	just	ADV
ajst-17922	15	28	aiming	aim	VERB
ajst-17922	15	29	for	for	ADP
ajst-17922	15	30	broad	broad	ADJ
ajst-17922	15	31	reach	reach	NOUN
ajst-17922	15	32	.	.	PUNCT
ajst-17922	16	1	roi	roi	NOUN
ajst-17922	16	2	(	(	PUNCT
ajst-17922	16	3	return	return	VERB
ajst-17922	16	4	on	on	ADP
ajst-17922	16	5	investment	investment	NOUN
ajst-17922	16	6	)	)	PUNCT
ajst-17922	16	7	has	have	AUX
ajst-17922	16	8	emerged	emerge	VERB
ajst-17922	16	9	as	as	ADP
ajst-17922	16	10	the	the	DET
ajst-17922	16	11	pivotal	pivotal	ADJ
ajst-17922	16	12	metric	metric	NOUN
ajst-17922	16	13	in	in	ADP
ajst-17922	16	14	maximizing	maximize	VERB
ajst-17922	16	15	the	the	DET
ajst-17922	16	16	value	value	NOUN
ajst-17922	16	17	of	of	ADP
ajst-17922	16	18	each	each	DET
ajst-17922	16	19	advertising	advertising	NOUN
ajst-17922	16	20	budget	budget	NOUN
ajst-17922	16	21	.	.	PUNCT
ajst-17922	17	1	for	for	ADP
ajst-17922	17	2	brand	brand	NOUN
ajst-17922	17	3	advertising	advertising	NOUN
ajst-17922	17	4	,	,	PUNCT
ajst-17922	17	5	especially	especially	ADV
ajst-17922	17	6	in	in	ADP
ajst-17922	17	7	economic	economic	ADJ
ajst-17922	17	8	downturns	downturn	NOUN
ajst-17922	17	9	,	,	PUNCT
ajst-17922	17	10	advertisers	advertiser	NOUN
ajst-17922	17	11	are	be	AUX
ajst-17922	17	12	shifting	shift	VERB
ajst-17922	17	13	their	their	PRON
ajst-17922	17	14	focus	focus	NOUN
ajst-17922	17	15	towards	towards	ADP
ajst-17922	17	16	the	the	DET
ajst-17922	17	17	long	long	ADJ
ajst-17922	17	18	-	-	PUNCT
ajst-17922	17	19	term	term	NOUN
ajst-17922	17	20	value	value	NOUN
ajst-17922	17	21	of	of	ADP
ajst-17922	17	22	their	their	PRON
ajst-17922	17	23	campaigns	campaign	NOUN
ajst-17922	17	24	.	.	PUNCT
ajst-17922	18	1	instead	instead	ADV
ajst-17922	18	2	of	of	ADP
ajst-17922	18	3	solely	solely	ADV
ajst-17922	18	4	increasing	increase	VERB
ajst-17922	18	5	brand	brand	NOUN
ajst-17922	18	6	awareness	awareness	NOUN
ajst-17922	18	7	,	,	PUNCT
ajst-17922	18	8	they	they	PRON
ajst-17922	18	9	are	be	AUX
ajst-17922	18	10	concentrating	concentrate	VERB
ajst-17922	18	11	on	on	ADP
ajst-17922	18	12	cultivating	cultivate	VERB
ajst-17922	18	13	deeper	deep	ADJ
ajst-17922	18	14	brand	brand	NOUN
ajst-17922	18	15	relationships	relationship	NOUN
ajst-17922	18	16	and	and	CCONJ
ajst-17922	18	17	enhancing	enhance	VERB
ajst-17922	18	18	brand	brand	NOUN
ajst-17922	18	19	value	value	NOUN
ajst-17922	18	20	.	.	PUNCT
ajst-17922	19	1	through	through	ADP
ajst-17922	19	2	ingeniously	ingeniously	ADV
ajst-17922	19	3	crafted	craft	VERB
ajst-17922	19	4	advertising	advertising	NOUN
ajst-17922	19	5	creativity	creativity	NOUN
ajst-17922	19	6	and	and	CCONJ
ajst-17922	19	7	more	more	ADV
ajst-17922	19	8	precise	precise	ADJ
ajst-17922	19	9	audience	audience	NOUN
ajst-17922	19	10	targeting	targeting	NOUN
ajst-17922	19	11	,	,	PUNCT
ajst-17922	19	12	brand	brand	NOUN
ajst-17922	19	13	advertising	advertising	NOUN
ajst-17922	19	14	can	can	AUX
ajst-17922	19	15	generate	generate	VERB
ajst-17922	19	16	substantial	substantial	ADJ
ajst-17922	19	17	brand	brand	NOUN
ajst-17922	19	18	benefits	benefit	NOUN
ajst-17922	19	19	within	within	ADP
ajst-17922	19	20	the	the	DET
ajst-17922	19	21	confines	confine	NOUN
ajst-17922	19	22	of	of	ADP
ajst-17922	19	23	an	an	DET
ajst-17922	19	24	effective	effective	ADJ
ajst-17922	19	25	advertising	advertising	NOUN
ajst-17922	19	26	budget	budget	NOUN
ajst-17922	19	27	,	,	PUNCT
ajst-17922	19	28	facilitating	facilitate	VERB
ajst-17922	19	29	more	more	ADV
ajst-17922	19	30	sustainable	sustainable	ADJ
ajst-17922	19	31	growth	growth	NOUN
ajst-17922	19	32	.	.	PUNCT
ajst-17922	20	1	in	in	ADP
ajst-17922	20	2	the	the	DET
ajst-17922	20	3	realm	realm	NOUN
ajst-17922	20	4	of	of	ADP
ajst-17922	20	5	performance	performance	NOUN
ajst-17922	20	6	advertising	advertising	NOUN
ajst-17922	20	7	,	,	PUNCT
ajst-17922	20	8	advertisers	advertiser	NOUN
ajst-17922	20	9	are	be	AUX
ajst-17922	20	10	now	now	ADV
ajst-17922	20	11	prioritizing	prioritize	VERB
ajst-17922	20	12	actual	actual	ADJ
ajst-17922	20	13	conversions	conversion	NOUN
ajst-17922	20	14	and	and	CCONJ
ajst-17922	20	15	business	business	NOUN
ajst-17922	20	16	value	value	NOUN
ajst-17922	20	17	in	in	ADP
ajst-17922	20	18	the	the	DET
ajst-17922	20	19	face	face	NOUN
ajst-17922	20	20	of	of	ADP
ajst-17922	20	21	fierce	fierce	NOUN
ajst-17922	20	22	competition[1	competition[1	PROPN
ajst-17922	20	23	]	]	PUNCT
ajst-17922	20	24	.	.	PUNCT
ajst-17922	21	1	click	click	VERB
ajst-17922	21	2	-	-	PUNCT
ajst-17922	21	3	through	through	ADP
ajst-17922	21	4	rates	rate	NOUN
ajst-17922	21	5	and	and	CCONJ
ajst-17922	21	6	exposure	exposure	NOUN
ajst-17922	21	7	are	be	AUX
ajst-17922	21	8	no	no	ADV
ajst-17922	21	9	longer	long	ADV
ajst-17922	21	10	the	the	DET
ajst-17922	21	11	sole	sole	ADJ
ajst-17922	21	12	concerns	concern	NOUN
ajst-17922	21	13	.	.	PUNCT
ajst-17922	22	1	practical	practical	ADJ
ajst-17922	22	2	results	result	NOUN
ajst-17922	22	3	and	and	CCONJ
ajst-17922	22	4	business	business	NOUN
ajst-17922	22	5	value	value	NOUN
ajst-17922	22	6	take	take	VERB
ajst-17922	22	7	center	center	NOUN
ajst-17922	22	8	stage	stage	NOUN
ajst-17922	22	9	as	as	SCONJ
ajst-17922	22	10	advertisers	advertiser	NOUN
ajst-17922	22	11	aim	aim	VERB
ajst-17922	22	12	to	to	PART
ajst-17922	22	13	ensure	ensure	VERB
ajst-17922	22	14	that	that	SCONJ
ajst-17922	22	15	their	their	PRON
ajst-17922	22	16	advertising	advertising	NOUN
ajst-17922	22	17	efforts	effort	NOUN
ajst-17922	22	18	yield	yield	VERB
ajst-17922	22	19	genuine	genuine	ADJ
ajst-17922	22	20	value	value	NOUN
ajst-17922	22	21	for	for	ADP
ajst-17922	22	22	their	their	PRON
ajst-17922	22	23	businesses	business	NOUN
ajst-17922	22	24	.	.	PUNCT
ajst-17922	23	1	in	in	ADP
ajst-17922	23	2	a	a	DET
ajst-17922	23	3	competitive	competitive	ADJ
ajst-17922	23	4	market	market	NOUN
ajst-17922	23	5	environment	environment	NOUN
ajst-17922	23	6	with	with	ADP
ajst-17922	23	7	budget	budget	NOUN
ajst-17922	23	8	constraints	constraint	NOUN
ajst-17922	23	9	,	,	PUNCT
ajst-17922	23	10	advertisers	advertiser	NOUN
ajst-17922	23	11	recognize	recognize	VERB
ajst-17922	23	12	that	that	SCONJ
ajst-17922	23	13	the	the	DET
ajst-17922	23	14	adoption	adoption	NOUN
ajst-17922	23	15	of	of	ADP
ajst-17922	23	16	personalized	personalized	ADJ
ajst-17922	23	17	and	and	CCONJ
ajst-17922	23	18	highly	highly	ADV
ajst-17922	23	19	targeted	target	VERB
ajst-17922	23	20	advertising	advertising	NOUN
ajst-17922	23	21	content	content	NOUN
ajst-17922	23	22	is	be	AUX
ajst-17922	23	23	crucial	crucial	ADJ
ajst-17922	23	24	to	to	PART
ajst-17922	23	25	reach	reach	VERB
ajst-17922	23	26	their	their	PRON
ajst-17922	23	27	intended	intend	VERB
ajst-17922	23	28	audience	audience	NOUN
ajst-17922	23	29	.	.	PUNCT
ajst-17922	24	1	by	by	ADP
ajst-17922	24	2	adjusting	adjust	VERB
ajst-17922	24	3	their	their	PRON
ajst-17922	24	4	strategies	strategy	NOUN
ajst-17922	24	5	,	,	PUNCT
ajst-17922	24	6	both	both	PRON
ajst-17922	24	7	brand	brand	NOUN
ajst-17922	24	8	advertising	advertising	NOUN
ajst-17922	24	9	and	and	CCONJ
ajst-17922	24	10	performance	performance	NOUN
ajst-17922	24	11	advertising	advertising	NOUN
ajst-17922	24	12	are	be	AUX
ajst-17922	24	13	becoming	become	VERB
ajst-17922	24	14	more	more	ADV
ajst-17922	24	15	accurate	accurate	ADJ
ajst-17922	24	16	and	and	CCONJ
ajst-17922	24	17	measurable	measurable	ADJ
ajst-17922	24	18	.	.	PUNCT
ajst-17922	25	1	this	this	DET
ajst-17922	25	2	approach	approach	NOUN
ajst-17922	25	3	ensures	ensure	VERB
ajst-17922	25	4	that	that	SCONJ
ajst-17922	25	5	each	each	DET
ajst-17922	25	6	ad	ad	NOUN
ajst-17922	25	7	delivery	delivery	NOUN
ajst-17922	25	8	is	be	AUX
ajst-17922	25	9	highly	highly	ADV
ajst-17922	25	10	targeted	targeted	ADJ
ajst-17922	25	11	and	and	CCONJ
ajst-17922	25	12	closely	closely	ADV
ajst-17922	25	13	aligned	aligned	ADJ
ajst-17922	25	14	with	with	ADP
ajst-17922	25	15	the	the	DET
ajst-17922	25	16	actual	actual	ADJ
ajst-17922	25	17	business	business	NOUN
ajst-17922	25	18	objectives[2	objectives[2	PROPN
ajst-17922	25	19	-	-	SYM
ajst-17922	25	20	4	4	NUM
ajst-17922	25	21	]	]	PUNCT
ajst-17922	25	22	.	.	PUNCT
ajst-17922	26	1	this	this	DET
ajst-17922	26	2	strategy	strategy	NOUN
ajst-17922	26	3	not	not	PART
ajst-17922	26	4	only	only	ADV
ajst-17922	26	5	enhances	enhance	VERB
ajst-17922	26	6	ad	ad	NOUN
ajst-17922	26	7	targeting	targeting	NOUN
ajst-17922	26	8	but	but	CCONJ
ajst-17922	26	9	also	also	ADV
ajst-17922	26	10	enables	enable	VERB
ajst-17922	26	11	advertisers	advertiser	NOUN
ajst-17922	26	12	to	to	PART
ajst-17922	26	13	achieve	achieve	VERB
ajst-17922	26	14	higher	high	ADJ
ajst-17922	26	15	roi	roi	NOUN
ajst-17922	26	16	even	even	ADV
ajst-17922	26	17	with	with	ADP
ajst-17922	26	18	limited	limited	ADJ
ajst-17922	26	19	budgets	budget	NOUN
ajst-17922	26	20	.	.	PUNCT
ajst-17922	27	1	personalization	personalization	NOUN
ajst-17922	27	2	has	have	AUX
ajst-17922	27	3	always	always	ADV
ajst-17922	27	4	been	be	AUX
ajst-17922	27	5	a	a	DET
ajst-17922	27	6	cornerstone	cornerstone	NOUN
ajst-17922	27	7	of	of	ADP
ajst-17922	27	8	marketing	marketing	NOUN
ajst-17922	27	9	,	,	PUNCT
ajst-17922	27	10	and	and	CCONJ
ajst-17922	27	11	in	in	ADP
ajst-17922	27	12	the	the	DET
ajst-17922	27	13	current	current	ADJ
ajst-17922	27	14	era	era	NOUN
ajst-17922	27	15	of	of	ADP
ajst-17922	27	16	technological	technological	ADJ
ajst-17922	27	17	advancement	advancement	NOUN
ajst-17922	27	18	,	,	PUNCT
ajst-17922	27	19	machine	machine	NOUN
ajst-17922	27	20	learning	learning	NOUN
ajst-17922	27	21	is	be	AUX
ajst-17922	27	22	taking	take	VERB
ajst-17922	27	23	personalized	personalized	ADJ
ajst-17922	27	24	advertising	advertising	NOUN
ajst-17922	27	25	to	to	ADP
ajst-17922	27	26	new	new	ADJ
ajst-17922	27	27	heights	height	NOUN
ajst-17922	27	28	.	.	PUNCT
ajst-17922	28	1	with	with	ADP
ajst-17922	28	2	machine	machine	NOUN
ajst-17922	28	3	learning	learning	NOUN
ajst-17922	28	4	,	,	PUNCT
ajst-17922	28	5	advertisers	advertiser	NOUN
ajst-17922	28	6	can	can	AUX
ajst-17922	28	7	create	create	VERB
ajst-17922	28	8	hyper	hyper	ADJ
ajst-17922	28	9	-	-	ADJ
ajst-17922	28	10	personalized	personalized	ADJ
ajst-17922	28	11	experiences	experience	NOUN
ajst-17922	28	12	that	that	PRON
ajst-17922	28	13	not	not	PART
ajst-17922	28	14	only	only	ADV
ajst-17922	28	15	enhance	enhance	VERB
ajst-17922	28	16	the	the	DET
ajst-17922	28	17	effectiveness	effectiveness	NOUN
ajst-17922	28	18	of	of	ADP
ajst-17922	28	19	their	their	PRON
ajst-17922	28	20	ads	ad	NOUN
ajst-17922	28	21	but	but	CCONJ
ajst-17922	28	22	also	also	ADV
ajst-17922	28	23	adapt	adapt	VERB
ajst-17922	28	24	to	to	ADP
ajst-17922	28	25	market	market	NOUN
ajst-17922	28	26	fluctuations	fluctuation	NOUN
ajst-17922	28	27	.	.	PUNCT
ajst-17922	29	1	technologies	technology	NOUN
ajst-17922	29	2	like	like	ADP
ajst-17922	29	3	real	real	ADJ
ajst-17922	29	4	-	-	PUNCT
ajst-17922	29	5	time	time	NOUN
ajst-17922	29	6	data	datum	NOUN
ajst-17922	29	7	analysis	analysis	NOUN
ajst-17922	29	8	,	,	PUNCT
ajst-17922	29	9	intelligent	intelligent	ADJ
ajst-17922	29	10	placement	placement	NOUN
ajst-17922	29	11	decisions	decision	NOUN
ajst-17922	29	12	,	,	PUNCT
ajst-17922	29	13	predictive	predictive	ADJ
ajst-17922	29	14	analytics	analytic	NOUN
ajst-17922	29	15	,	,	PUNCT
ajst-17922	29	16	and	and	CCONJ
ajst-17922	29	17	personalized	personalized	ADJ
ajst-17922	29	18	recommendation	recommendation	NOUN
ajst-17922	29	19	systems	system	NOUN
ajst-17922	29	20	empower	empower	NOUN
ajst-17922	29	21	advertisers	advertiser	NOUN
ajst-17922	29	22	with	with	ADP
ajst-17922	29	23	more	more	ADV
ajst-17922	29	24	flexible	flexible	ADJ
ajst-17922	29	25	,	,	PUNCT
ajst-17922	29	26	market	market	NOUN
ajst-17922	29	27	-	-	PUNCT
ajst-17922	29	28	relevant	relevant	ADJ
ajst-17922	29	29	strategies	strategy	NOUN
ajst-17922	29	30	and	and	CCONJ
ajst-17922	29	31	higher	high	ADJ
ajst-17922	29	32	conversion	conversion	NOUN
ajst-17922	29	33	rates	rate	NOUN
ajst-17922	29	34	.	.	PUNCT
ajst-17922	30	1	as	as	SCONJ
ajst-17922	30	2	machine	machine	NOUN
ajst-17922	30	3	learning	learning	NOUN
ajst-17922	30	4	continues	continue	VERB
ajst-17922	30	5	to	to	PART
ajst-17922	30	6	advance	advance	VERB
ajst-17922	30	7	,	,	PUNCT
ajst-17922	30	8	it	it	PRON
ajst-17922	30	9	will	will	AUX
ajst-17922	30	10	play	play	VERB
ajst-17922	30	11	a	a	DET
ajst-17922	30	12	pivotal	pivotal	ADJ
ajst-17922	30	13	role	role	NOUN
ajst-17922	30	14	in	in	ADP
ajst-17922	30	15	refining	refining	NOUN
ajst-17922	30	16	and	and	CCONJ
ajst-17922	30	17	optimizing	optimize	VERB
ajst-17922	30	18	advertising	advertising	NOUN
ajst-17922	30	19	strategies	strategy	NOUN
ajst-17922	30	20	,	,	PUNCT
ajst-17922	30	21	making	make	VERB
ajst-17922	30	22	ad	ad	NOUN
ajst-17922	30	23	campaigns	campaign	NOUN
ajst-17922	30	24	more	more	ADV
ajst-17922	30	25	precise	precise	ADJ
ajst-17922	30	26	and	and	CCONJ
ajst-17922	30	27	responsive	responsive	ADJ
ajst-17922	30	28	to	to	ADP
ajst-17922	30	29	the	the	DET
ajst-17922	30	30	ever	ever	ADV
ajst-17922	30	31	-	-	PUNCT
ajst-17922	30	32	changing	change	VERB
ajst-17922	30	33	market	market	NOUN
ajst-17922	30	34	conditions	condition	NOUN
ajst-17922	30	35	.	.	PUNCT
ajst-17922	31	1	2	2	X
ajst-17922	31	2	.	.	X
ajst-17922	31	3	related	relate	VERB
ajst-17922	31	4	work	work	NOUN
ajst-17922	31	5	the	the	DET
ajst-17922	31	6	relationship	relationship	NOUN
ajst-17922	31	7	between[5	between[5	NOUN
ajst-17922	31	8	]	]	PUNCT
ajst-17922	31	9	ai	ai	NOUN
ajst-17922	31	10	,	,	PUNCT
ajst-17922	31	11	ml	ml	ADV
ajst-17922	31	12	and	and	CCONJ
ajst-17922	31	13	dl	dl	INTJ
ajst-17922	31	14	:	:	PUNCT
ajst-17922	31	15	artificial	artificial	ADJ
ajst-17922	31	16	intelligence	intelligence	NOUN
ajst-17922	31	17	is	be	AUX
ajst-17922	31	18	the	the	DET
ajst-17922	31	19	broadest	broad	ADJ
ajst-17922	31	20	concept	concept	NOUN
ajst-17922	31	21	,	,	PUNCT
ajst-17922	31	22	machine	machine	NOUN
ajst-17922	31	23	learning	learning	NOUN
ajst-17922	31	24	is	be	AUX
ajst-17922	31	25	a	a	DET
ajst-17922	31	26	method	method	NOUN
ajst-17922	31	27	of	of	ADP
ajst-17922	31	28	implementing	implement	VERB
ajst-17922	31	29	artificial	artificial	ADJ
ajst-17922	31	30	intelligence	intelligence	NOUN
ajst-17922	31	31	,	,	PUNCT
ajst-17922	31	32	and	and	CCONJ
ajst-17922	31	33	deep	deep	ADJ
ajst-17922	31	34	learning	learning	NOUN
ajst-17922	31	35	is	be	AUX
ajst-17922	31	36	a	a	DET
ajst-17922	31	37	specific	specific	ADJ
ajst-17922	31	38	technology	technology	NOUN
ajst-17922	31	39	in	in	ADP
ajst-17922	31	40	machine	machine	NOUN
ajst-17922	31	41	learning	learning	NOUN
ajst-17922	31	42	.	.	PUNCT
ajst-17922	32	1	artificial	artificial	ADJ
ajst-17922	32	2	intelligence	intelligence	NOUN
ajst-17922	32	3	(	(	PUNCT
ajst-17922	32	4	ai	ai	PROPN
ajst-17922	32	5	)	)	PUNCT
ajst-17922	32	6	:	:	PUNCT
ajst-17922	32	7	this	this	PRON
ajst-17922	32	8	is	be	AUX
ajst-17922	32	9	the	the	DET
ajst-17922	32	10	broadest	broad	ADJ
ajst-17922	32	11	,	,	PUNCT
ajst-17922	32	12	topmost	topmost	ADJ
ajst-17922	32	13	concept	concept	NOUN
ajst-17922	32	14	.	.	PUNCT
ajst-17922	33	1	the	the	DET
ajst-17922	33	2	goal	goal	NOUN
ajst-17922	33	3	of	of	ADP
ajst-17922	33	4	artificial	artificial	ADJ
ajst-17922	33	5	intelligence	intelligence	NOUN
ajst-17922	33	6	is	be	AUX
ajst-17922	33	7	to	to	PART
ajst-17922	33	8	enable	enable	VERB
ajst-17922	33	9	computers	computer	NOUN
ajst-17922	33	10	to	to	PART
ajst-17922	33	11	perform	perform	VERB
ajst-17922	33	12	complex	complex	ADJ
ajst-17922	33	13	tasks	task	NOUN
ajst-17922	33	14	that	that	PRON
ajst-17922	33	15	require	require	VERB
ajst-17922	33	16	human	human	ADJ
ajst-17922	33	17	intelligence	intelligence	NOUN
ajst-17922	33	18	.	.	PUNCT
ajst-17922	34	1	machine	machine	NOUN
ajst-17922	34	2	learning	learning	NOUN
ajst-17922	34	3	(	(	PUNCT
ajst-17922	34	4	ml	ml	NOUN
ajst-17922	34	5	)	)	PUNCT
ajst-17922	34	6	:	:	PUNCT
ajst-17922	34	7	as	as	ADP
ajst-17922	34	8	a	a	DET
ajst-17922	34	9	subfield	subfield	NOUN
ajst-17922	34	10	of	of	ADP
ajst-17922	34	11	artificial	artificial	ADJ
ajst-17922	34	12	intelligence	intelligence	NOUN
ajst-17922	34	13	,	,	PUNCT
ajst-17922	34	14	machine	machine	NOUN
ajst-17922	34	15	learning	learning	NOUN
ajst-17922	34	16	is	be	AUX
ajst-17922	34	17	a	a	DET
ajst-17922	34	18	method	method	NOUN
ajst-17922	34	19	for	for	ADP
ajst-17922	34	20	achieving	achieve	VERB
ajst-17922	34	21	artificial	artificial	ADJ
ajst-17922	34	22	intelligence	intelligence	NOUN
ajst-17922	34	23	goals	goal	NOUN
ajst-17922	34	24	.	.	PUNCT
ajst-17922	35	1	it	it	PRON
ajst-17922	35	2	studies	study	VERB
ajst-17922	35	3	how	how	SCONJ
ajst-17922	35	4	algorithms	algorithm	NOUN
ajst-17922	35	5	can	can	AUX
ajst-17922	35	6	enable	enable	VERB
ajst-17922	35	7	computers	computer	NOUN
ajst-17922	35	8	to	to	PART
ajst-17922	35	9	learn	learn	VERB
ajst-17922	35	10	from	from	ADP
ajst-17922	35	11	data	datum	NOUN
ajst-17922	35	12	and	and	CCONJ
ajst-17922	35	13	make	make	VERB
ajst-17922	35	14	predictions	prediction	NOUN
ajst-17922	35	15	or	or	CCONJ
ajst-17922	35	16	decisions	decision	NOUN
ajst-17922	35	17	without	without	ADP
ajst-17922	35	18	explicit	explicit	ADJ
ajst-17922	35	19	programming	programming	NOUN
ajst-17922	35	20	.	.	PUNCT
ajst-17922	36	1	deep	deep	ADJ
ajst-17922	36	2	learning	learning	NOUN
ajst-17922	36	3	(	(	PUNCT
ajst-17922	36	4	dl	dl	PROPN
ajst-17922	36	5	)	)	PUNCT
ajst-17922	36	6	:	:	PUNCT
ajst-17922	36	7	deep	deep	ADJ
ajst-17922	36	8	learning	learning	NOUN
ajst-17922	36	9	is	be	AUX
ajst-17922	36	10	a	a	DET
ajst-17922	36	11	specific	specific	ADJ
ajst-17922	36	12	technique	technique	NOUN
ajst-17922	36	13	216	216	NUM
ajst-17922	36	14	in	in	ADP
ajst-17922	36	15	the	the	DET
ajst-17922	36	16	field	field	NOUN
ajst-17922	36	17	of	of	ADP
ajst-17922	36	18	machine	machine	NOUN
ajst-17922	36	19	learning	learning	NOUN
ajst-17922	36	20	that	that	PRON
ajst-17922	36	21	is	be	AUX
ajst-17922	36	22	inspired	inspire	VERB
ajst-17922	36	23	by	by	ADP
ajst-17922	36	24	the	the	DET
ajst-17922	36	25	structure	structure	NOUN
ajst-17922	36	26	of	of	ADP
ajst-17922	36	27	the	the	DET
ajst-17922	36	28	human	human	ADJ
ajst-17922	36	29	brain	brain	NOUN
ajst-17922	36	30	and	and	CCONJ
ajst-17922	36	31	uses	use	VERB
ajst-17922	36	32	artificial	artificial	ADJ
ajst-17922	36	33	neural	neural	ADJ
ajst-17922	36	34	networks	network	NOUN
ajst-17922	36	35	to	to	PART
ajst-17922	36	36	simulate	simulate	VERB
ajst-17922	36	37	how	how	SCONJ
ajst-17922	36	38	human	human	ADJ
ajst-17922	36	39	neural	neural	ADJ
ajst-17922	36	40	networks	network	NOUN
ajst-17922	36	41	work	work	VERB
ajst-17922	36	42	.	.	PUNCT
ajst-17922	37	1	deep	deep	ADJ
ajst-17922	37	2	learning	learning	NOUN
ajst-17922	37	3	processes	process	NOUN
ajst-17922	37	4	and	and	CCONJ
ajst-17922	37	5	analyzes	analyze	VERB
ajst-17922	37	6	complex	complex	ADJ
ajst-17922	37	7	data	datum	NOUN
ajst-17922	37	8	by	by	ADP
ajst-17922	37	9	building	build	VERB
ajst-17922	37	10	multi	multi	ADJ
ajst-17922	37	11	-	-	ADJ
ajst-17922	37	12	layer	layer	ADJ
ajst-17922	37	13	neural	neural	ADJ
ajst-17922	37	14	networks	network	NOUN
ajst-17922	37	15	that	that	PRON
ajst-17922	37	16	can	can	AUX
ajst-17922	37	17	automatically	automatically	ADV
ajst-17922	37	18	extract	extract	VERB
ajst-17922	37	19	high	high	ADJ
ajst-17922	37	20	-	-	PUNCT
ajst-17922	37	21	level	level	NOUN
ajst-17922	37	22	features	feature	NOUN
ajst-17922	37	23	from	from	ADP
ajst-17922	37	24	the	the	DET
ajst-17922	37	25	data	datum	NOUN
ajst-17922	37	26	.	.	PUNCT
ajst-17922	38	1	the	the	DET
ajst-17922	38	2	quest	quest	NOUN
ajst-17922	38	3	for	for	ADP
ajst-17922	38	4	precise	precise	ADJ
ajst-17922	38	5	robot	robot	NOUN
ajst-17922	38	6	positioning	positioning	NOUN
ajst-17922	38	7	within	within	ADP
ajst-17922	38	8	logistics	logistic	NOUN
ajst-17922	38	9	automation	automation	NOUN
ajst-17922	38	10	has	have	AUX
ajst-17922	38	11	been	be	AUX
ajst-17922	38	12	a	a	DET
ajst-17922	38	13	focal	focal	ADJ
ajst-17922	38	14	point	point	NOUN
ajst-17922	38	15	in	in	ADP
ajst-17922	38	16	recent	recent	ADJ
ajst-17922	38	17	research	research	NOUN
ajst-17922	38	18	endeavors	endeavor	NOUN
ajst-17922	38	19	.	.	PUNCT
ajst-17922	39	1	a	a	DET
ajst-17922	39	2	multitude	multitude	NOUN
ajst-17922	39	3	of	of	ADP
ajst-17922	39	4	techniques	technique	NOUN
ajst-17922	39	5	and	and	CCONJ
ajst-17922	39	6	methodologies	methodology	NOUN
ajst-17922	39	7	have	have	AUX
ajst-17922	39	8	been	be	AUX
ajst-17922	39	9	explored	explore	VERB
ajst-17922	39	10	to	to	PART
ajst-17922	39	11	address	address	VERB
ajst-17922	39	12	this	this	DET
ajst-17922	39	13	critical	critical	ADJ
ajst-17922	39	14	challenge[6	challenge[6	NOUN
ajst-17922	39	15	]	]	PUNCT
ajst-17922	39	16	.	.	PUNCT
ajst-17922	40	1	2.1	2.1	NUM
ajst-17922	40	2	.	.	PUNCT
ajst-17922	40	3	machine	machine	NOUN
ajst-17922	40	4	learning	learning	NOUN
ajst-17922	40	5	(	(	PUNCT
ajst-17922	40	6	ml	ml	NOUN
ajst-17922	40	7	)	)	PUNCT
ajst-17922	40	8	machine	machine	NOUN
ajst-17922	40	9	learning	learning	NOUN
ajst-17922	40	10	is	be	AUX
ajst-17922	40	11	a	a	DET
ajst-17922	40	12	scientific	scientific	ADJ
ajst-17922	40	13	discipline	discipline	NOUN
ajst-17922	40	14	that	that	PRON
ajst-17922	40	15	studies	study	NOUN
ajst-17922	40	16	algorithms	algorithms	VERB
ajst-17922	40	17	from	from	ADP
ajst-17922	40	18	data	data	PROPN
ajst-17922	40	19	.	.	PUNCT
ajst-17922	41	1	specialized	specialize	VERB
ajst-17922	41	2	in	in	ADP
ajst-17922	41	3	the	the	DET
ajst-17922	41	4	study	study	NOUN
ajst-17922	41	5	of	of	ADP
ajst-17922	41	6	how	how	SCONJ
ajst-17922	41	7	computers	computer	NOUN
ajst-17922	41	8	simulate	simulate	VERB
ajst-17922	41	9	or	or	CCONJ
ajst-17922	41	10	implement	implement	VERB
ajst-17922	41	11	human	human	ADJ
ajst-17922	41	12	learning	learn	VERB
ajst-17922	41	13	behavior	behavior	NOUN
ajst-17922	41	14	to	to	PART
ajst-17922	41	15	acquire	acquire	VERB
ajst-17922	41	16	new	new	ADJ
ajst-17922	41	17	knowledge	knowledge	NOUN
ajst-17922	41	18	or	or	CCONJ
ajst-17922	41	19	skills	skill	NOUN
ajst-17922	41	20	,	,	PUNCT
ajst-17922	41	21	reorganize	reorganize	VERB
ajst-17922	41	22	the	the	DET
ajst-17922	41	23	existing	exist	VERB
ajst-17922	41	24	knowledge	knowledge	NOUN
ajst-17922	41	25	structure	structure	NOUN
ajst-17922	41	26	to	to	PART
ajst-17922	41	27	continuously	continuously	ADV
ajst-17922	41	28	improve	improve	VERB
ajst-17922	41	29	its	its	PRON
ajst-17922	41	30	own	own	ADJ
ajst-17922	41	31	performance	performance	NOUN
ajst-17922	41	32	.	.	PUNCT
ajst-17922	42	1	as	as	SCONJ
ajst-17922	42	2	mentioned	mention	VERB
ajst-17922	42	3	above	above	ADV
ajst-17922	42	4	,	,	PUNCT
ajst-17922	42	5	to	to	PART
ajst-17922	42	6	put	put	VERB
ajst-17922	42	7	it	it	PRON
ajst-17922	42	8	bluntly	bluntly	ADV
ajst-17922	42	9	,	,	PUNCT
ajst-17922	42	10	it	it	PRON
ajst-17922	42	11	is	be	AUX
ajst-17922	42	12	to	to	PART
ajst-17922	42	13	select	select	VERB
ajst-17922	42	14	algorithms	algorithm	NOUN
ajst-17922	42	15	based	base	VERB
ajst-17922	42	16	on	on	ADP
ajst-17922	42	17	existing	exist	VERB
ajst-17922	42	18	data	datum	NOUN
ajst-17922	42	19	,	,	PUNCT
ajst-17922	42	20	and	and	CCONJ
ajst-17922	42	21	build	build	NOUN
ajst-17922	42	22	models	model	NOUN
ajst-17922	42	23	based	base	VERB
ajst-17922	42	24	on	on	ADP
ajst-17922	42	25	algorithms	algorithm	NOUN
ajst-17922	42	26	and	and	CCONJ
ajst-17922	42	27	data	datum	NOUN
ajst-17922	42	28	,	,	PUNCT
ajst-17922	42	29	and	and	CCONJ
ajst-17922	42	30	finally	finally	ADV
ajst-17922	42	31	make	make	VERB
ajst-17922	42	32	predictions	prediction	NOUN
ajst-17922	42	33	about	about	ADP
ajst-17922	42	34	the	the	DET
ajst-17922	42	35	future	future	NOUN
ajst-17922	42	36	.	.	PUNCT
ajst-17922	43	1	(	(	PUNCT
ajst-17922	43	2	1	1	X
ajst-17922	43	3	)	)	PUNCT
ajst-17922	43	4	practical	practical	ADJ
ajst-17922	43	5	applications	application	NOUN
ajst-17922	43	6	of	of	ADP
ajst-17922	43	7	machine	machine	NOUN
ajst-17922	43	8	learning	learning	NOUN
ajst-17922	43	9	:	:	PUNCT
ajst-17922	43	10	①personalized	①personalize	VERB
ajst-17922	43	11	recommendation	recommendation	NOUN
ajst-17922	43	12	:	:	PUNCT
ajst-17922	43	13	personalized	personalize	VERB
ajst-17922	43	14	refers	refer	VERB
ajst-17922	43	15	to	to	ADP
ajst-17922	43	16	changing	change	VERB
ajst-17922	43	17	the	the	DET
ajst-17922	43	18	user	user	NOUN
ajst-17922	43	19	experience	experience	NOUN
ajst-17922	43	20	and	and	CCONJ
ajst-17922	43	21	the	the	DET
ajst-17922	43	22	content	content	NOUN
ajst-17922	43	23	presented	present	VERB
ajst-17922	43	24	to	to	ADP
ajst-17922	43	25	the	the	DET
ajst-17922	43	26	user	user	NOUN
ajst-17922	43	27	based	base	VERB
ajst-17922	43	28	on	on	ADP
ajst-17922	43	29	various	various	ADJ
ajst-17922	43	30	factors	factor	NOUN
ajst-17922	43	31	,	,	PUNCT
ajst-17922	43	32	which	which	PRON
ajst-17922	43	33	may	may	AUX
ajst-17922	43	34	include	include	VERB
ajst-17922	43	35	the	the	DET
ajst-17922	43	36	user	user	NOUN
ajst-17922	43	37	's	's	PART
ajst-17922	43	38	behavioral	behavioral	ADJ
ajst-17922	43	39	data	datum	NOUN
ajst-17922	43	40	and	and	CCONJ
ajst-17922	43	41	external	external	ADJ
ajst-17922	43	42	factors	factor	NOUN
ajst-17922	43	43	;	;	PUNCT
ajst-17922	43	44	a	a	DET
ajst-17922	43	45	recommendation	recommendation	NOUN
ajst-17922	43	46	usually	usually	ADV
ajst-17922	43	47	refers	refer	VERB
ajst-17922	43	48	to	to	ADP
ajst-17922	43	49	a	a	DET
ajst-17922	43	50	system	system	NOUN
ajst-17922	43	51	that	that	PRON
ajst-17922	43	52	presents	present	VERB
ajst-17922	43	53	the	the	DET
ajst-17922	43	54	user	user	NOUN
ajst-17922	43	55	with	with	ADP
ajst-17922	43	56	a	a	DET
ajst-17922	43	57	list	list	NOUN
ajst-17922	43	58	of	of	ADP
ajst-17922	43	59	items	item	NOUN
ajst-17922	43	60	that	that	PRON
ajst-17922	43	61	may	may	AUX
ajst-17922	43	62	be	be	AUX
ajst-17922	43	63	of	of	ADP
ajst-17922	43	64	interest	interest	NOUN
ajst-17922	43	65	to	to	ADP
ajst-17922	43	66	the	the	DET
ajst-17922	43	67	user	user	NOUN
ajst-17922	43	68	.	.	PUNCT
ajst-17922	44	1	for	for	ADP
ajst-17922	44	2	example	example	NOUN
ajst-17922	44	3	,	,	PUNCT
ajst-17922	44	4	brushing	brush	VERB
ajst-17922	44	5	tiktok[7	tiktok[7	PRON
ajst-17922	44	6	-	-	PUNCT
ajst-17922	44	7	9	9	NUM
ajst-17922	44	8	]	]	PUNCT
ajst-17922	44	9	,	,	PUNCT
ajst-17922	44	10	we	we	PRON
ajst-17922	44	11	will	will	AUX
ajst-17922	44	12	find	find	VERB
ajst-17922	44	13	that	that	SCONJ
ajst-17922	44	14	how	how	SCONJ
ajst-17922	44	15	certain	certain	ADJ
ajst-17922	44	16	types	type	NOUN
ajst-17922	44	17	of	of	ADP
ajst-17922	44	18	content	content	NOUN
ajst-17922	44	19	(	(	PUNCT
ajst-17922	44	20	like	like	ADP
ajst-17922	44	21	food	food	NOUN
ajst-17922	44	22	)	)	PUNCT
ajst-17922	44	23	are	be	AUX
ajst-17922	44	24	particularly	particularly	ADV
ajst-17922	44	25	large	large	ADJ
ajst-17922	44	26	?	?	PUNCT
ajst-17922	45	1	in	in	ADP
ajst-17922	45	2	fact	fact	NOUN
ajst-17922	45	3	,	,	PUNCT
ajst-17922	45	4	according	accord	VERB
ajst-17922	45	5	to	to	ADP
ajst-17922	45	6	your	your	PRON
ajst-17922	45	7	operational	operational	ADJ
ajst-17922	45	8	data	datum	NOUN
ajst-17922	45	9	(	(	PUNCT
ajst-17922	45	10	likes	like	NOUN
ajst-17922	45	11	,	,	PUNCT
ajst-17922	45	12	comments	comment	NOUN
ajst-17922	45	13	,	,	PUNCT
ajst-17922	45	14	retweets	retweet	NOUN
ajst-17922	45	15	,	,	PUNCT
ajst-17922	45	16	completion	completion	NOUN
ajst-17922	45	17	rate	rate	NOUN
ajst-17922	45	18	,	,	PUNCT
ajst-17922	45	19	etc	etc	X
ajst-17922	45	20	.	.	X
ajst-17922	45	21	)	)	PUNCT
ajst-17922	45	22	,	,	PUNCT
ajst-17922	45	23	i	i	PRON
ajst-17922	45	24	think	think	VERB
ajst-17922	45	25	you	you	PRON
ajst-17922	45	26	may	may	AUX
ajst-17922	45	27	be	be	AUX
ajst-17922	45	28	interested	interested	ADJ
ajst-17922	45	29	in	in	ADP
ajst-17922	45	30	food	food	NOUN
ajst-17922	45	31	and	and	CCONJ
ajst-17922	45	32	other	other	ADJ
ajst-17922	45	33	types	type	NOUN
ajst-17922	45	34	of	of	ADP
ajst-17922	45	35	content	content	NOUN
ajst-17922	45	36	,	,	PUNCT
ajst-17922	45	37	so	so	SCONJ
ajst-17922	45	38	i	i	PRON
ajst-17922	45	39	will	will	AUX
ajst-17922	45	40	recommend	recommend	VERB
ajst-17922	45	41	more	more	ADV
ajst-17922	45	42	relevant	relevant	ADJ
ajst-17922	45	43	content	content	NOUN
ajst-17922	45	44	.	.	PUNCT
ajst-17922	46	1	②	②	NUM
ajst-17922	46	2	precision	precision	NOUN
ajst-17922	46	3	marketing	marketing	NOUN
ajst-17922	46	4	:	:	PUNCT
ajst-17922	46	5	find	find	VERB
ajst-17922	46	6	out	out	ADP
ajst-17922	46	7	the	the	DET
ajst-17922	46	8	specific	specific	ADJ
ajst-17922	46	9	marketing	marketing	NOUN
ajst-17922	46	10	objects	object	NOUN
ajst-17922	46	11	from	from	ADP
ajst-17922	46	12	the	the	DET
ajst-17922	46	13	user	user	NOUN
ajst-17922	46	14	masses	masse	NOUN
ajst-17922	46	15	.	.	PUNCT
ajst-17922	47	1	③	③	NUM
ajst-17922	47	2	customer	customer	NOUN
ajst-17922	47	3	segmentation	segmentation	NOUN
ajst-17922	47	4	:	:	PUNCT
ajst-17922	47	5	attempts	attempt	VERB
ajst-17922	47	6	to	to	PART
ajst-17922	47	7	divide	divide	VERB
ajst-17922	47	8	the	the	DET
ajst-17922	47	9	user	user	NOUN
ajst-17922	47	10	group	group	NOUN
ajst-17922	47	11	into	into	ADP
ajst-17922	47	12	different	different	ADJ
ajst-17922	47	13	groups	group	NOUN
ajst-17922	47	14	,	,	PUNCT
ajst-17922	47	15	according	accord	VERB
ajst-17922	47	16	to	to	ADP
ajst-17922	47	17	the	the	DET
ajst-17922	47	18	given	give	VERB
ajst-17922	47	19	user	user	NOUN
ajst-17922	47	20	characteristics	characteristic	NOUN
ajst-17922	47	21	of	of	ADP
ajst-17922	47	22	the	the	DET
ajst-17922	47	23	customer	customer	NOUN
ajst-17922	47	24	group	group	NOUN
ajst-17922	47	25	.	.	PUNCT
ajst-17922	48	1	for	for	ADP
ajst-17922	48	2	example	example	NOUN
ajst-17922	48	3	,	,	PUNCT
ajst-17922	48	4	if	if	SCONJ
ajst-17922	48	5	you	you	PRON
ajst-17922	48	6	plan	plan	VERB
ajst-17922	48	7	to	to	PART
ajst-17922	48	8	go	go	VERB
ajst-17922	48	9	to	to	ADP
ajst-17922	48	10	the	the	DET
ajst-17922	48	11	bank	bank	NOUN
ajst-17922	48	12	for	for	ADP
ajst-17922	48	13	a	a	DET
ajst-17922	48	14	loan	loan	NOUN
ajst-17922	48	15	,	,	PUNCT
ajst-17922	48	16	the	the	DET
ajst-17922	48	17	bank	bank	NOUN
ajst-17922	48	18	will	will	AUX
ajst-17922	48	19	judge	judge	VERB
ajst-17922	48	20	whether	whether	SCONJ
ajst-17922	48	21	you	you	PRON
ajst-17922	48	22	have	have	VERB
ajst-17922	48	23	the	the	DET
ajst-17922	48	24	ability	ability	NOUN
ajst-17922	48	25	to	to	PART
ajst-17922	48	26	repay	repay	VERB
ajst-17922	48	27	according	accord	VERB
ajst-17922	48	28	to	to	ADP
ajst-17922	48	29	your	your	PRON
ajst-17922	48	30	personal	personal	ADJ
ajst-17922	48	31	information	information	NOUN
ajst-17922	48	32	and	and	CCONJ
ajst-17922	48	33	credit	credit	NOUN
ajst-17922	48	34	card	card	NOUN
ajst-17922	48	35	use	use	NOUN
ajst-17922	48	36	,	,	PUNCT
ajst-17922	48	37	and	and	CCONJ
ajst-17922	48	38	decide	decide	VERB
ajst-17922	48	39	whether	whether	SCONJ
ajst-17922	48	40	to	to	PART
ajst-17922	48	41	loan	loan	VERB
ajst-17922	48	42	you	you	PRON
ajst-17922	48	43	money	money	NOUN
ajst-17922	48	44	.	.	PUNCT
ajst-17922	49	1	predictive	predictive	ADJ
ajst-17922	49	2	modeling	modeling	NOUN
ajst-17922	49	3	and	and	CCONJ
ajst-17922	49	4	analysis	analysis	NOUN
ajst-17922	49	5	:	:	PUNCT
ajst-17922	49	6	model	model	NOUN
ajst-17922	49	7	based	base	VERB
ajst-17922	49	8	on	on	ADP
ajst-17922	49	9	existing	exist	VERB
ajst-17922	49	10	data	datum	NOUN
ajst-17922	49	11	,	,	PUNCT
ajst-17922	49	12	and	and	CCONJ
ajst-17922	49	13	use	use	VERB
ajst-17922	49	14	the	the	DET
ajst-17922	49	15	resulting	result	VERB
ajst-17922	49	16	model	model	NOUN
ajst-17922	49	17	to	to	PART
ajst-17922	49	18	predict	predict	VERB
ajst-17922	49	19	the	the	DET
ajst-17922	49	20	future	future	NOUN
ajst-17922	49	21	.	.	PUNCT
ajst-17922	50	1	2.2	2.2	NUM
ajst-17922	50	2	.	.	PUNCT
ajst-17922	50	3	machine	machine	NOUN
ajst-17922	50	4	learning	learning	NOUN
ajst-17922	50	5	and	and	CCONJ
ajst-17922	50	6	advertising	advertising	NOUN
ajst-17922	50	7	recommendations	recommendation	NOUN
ajst-17922	50	8	personalisation	personalisation	NOUN
ajst-17922	50	9	has	have	AUX
ajst-17922	50	10	always	always	ADV
ajst-17922	50	11	been	be	AUX
ajst-17922	50	12	a	a	DET
ajst-17922	50	13	crucial	crucial	ADJ
ajst-17922	50	14	element	element	NOUN
ajst-17922	50	15	of	of	ADP
ajst-17922	50	16	marketing	marketing	NOUN
ajst-17922	50	17	,	,	PUNCT
ajst-17922	50	18	and	and	CCONJ
ajst-17922	50	19	machine	machine	NOUN
ajst-17922	50	20	learning	learning	NOUN
ajst-17922	50	21	is	be	AUX
ajst-17922	50	22	taking	take	VERB
ajst-17922	50	23	personalised	personalised	ADJ
ajst-17922	50	24	advertising	advertising	NOUN
ajst-17922	50	25	to	to	ADP
ajst-17922	50	26	new	new	ADJ
ajst-17922	50	27	heights	height	NOUN
ajst-17922	50	28	in	in	ADP
ajst-17922	50	29	the	the	DET
ajst-17922	50	30	current	current	ADJ
ajst-17922	50	31	context	context	NOUN
ajst-17922	50	32	of	of	ADP
ajst-17922	50	33	technological	technological	ADJ
ajst-17922	50	34	advancement	advancement	NOUN
ajst-17922	50	35	.	.	PUNCT
ajst-17922	51	1	through	through	ADP
ajst-17922	51	2	the	the	DET
ajst-17922	51	3	use	use	NOUN
ajst-17922	51	4	of	of	ADP
ajst-17922	51	5	machine	machine	NOUN
ajst-17922	51	6	learning	learning	NOUN
ajst-17922	51	7	,	,	PUNCT
ajst-17922	51	8	advertisers	advertiser	NOUN
ajst-17922	51	9	can	can	AUX
ajst-17922	51	10	create	create	VERB
ajst-17922	51	11	hyper	hyper	ADJ
ajst-17922	51	12	-	-	ADJ
ajst-17922	51	13	personalised	personalised	ADJ
ajst-17922	51	14	experiences	experience	NOUN
ajst-17922	51	15	that	that	PRON
ajst-17922	51	16	improve	improve	VERB
ajst-17922	51	17	the	the	DET
ajst-17922	51	18	effectiveness	effectiveness	NOUN
ajst-17922	51	19	of	of	ADP
ajst-17922	51	20	their	their	PRON
ajst-17922	51	21	ads	ad	NOUN
ajst-17922	51	22	.	.	PUNCT
ajst-17922	52	1	this	this	PRON
ajst-17922	52	2	is	be	AUX
ajst-17922	52	3	achieved	achieve	VERB
ajst-17922	52	4	by	by	ADP
ajst-17922	52	5	adapting	adapt	VERB
ajst-17922	52	6	to	to	ADP
ajst-17922	52	7	market	market	NOUN
ajst-17922	52	8	changes	change	NOUN
ajst-17922	52	9	through	through	ADP
ajst-17922	52	10	real	real	ADJ
ajst-17922	52	11	-	-	PUNCT
ajst-17922	52	12	time	time	NOUN
ajst-17922	52	13	data	datum	NOUN
ajst-17922	52	14	analysis[10	analysis[10	NOUN
ajst-17922	52	15	-	-	SYM
ajst-17922	52	16	11	11	NUM
ajst-17922	52	17	]	]	PUNCT
ajst-17922	52	18	,	,	PUNCT
ajst-17922	52	19	intelligent	intelligent	ADJ
ajst-17922	52	20	placement	placement	NOUN
ajst-17922	52	21	decisions	decision	NOUN
ajst-17922	52	22	,	,	PUNCT
ajst-17922	52	23	predictive	predictive	ADJ
ajst-17922	52	24	analytics	analytic	NOUN
ajst-17922	52	25	,	,	PUNCT
ajst-17922	52	26	and	and	CCONJ
ajst-17922	52	27	personalised	personalised	ADJ
ajst-17922	52	28	recommendation	recommendation	NOUN
ajst-17922	52	29	systems	system	NOUN
ajst-17922	52	30	.	.	PUNCT
ajst-17922	53	1	additionally	additionally	ADV
ajst-17922	53	2	,	,	PUNCT
ajst-17922	53	3	machine	machine	NOUN
ajst-17922	53	4	learning	learning	NOUN
ajst-17922	53	5	allows	allow	VERB
ajst-17922	53	6	for	for	ADP
ajst-17922	53	7	more	more	ADV
ajst-17922	53	8	flexible	flexible	ADJ
ajst-17922	53	9	and	and	CCONJ
ajst-17922	53	10	market	market	NOUN
ajst-17922	53	11	-	-	PUNCT
ajst-17922	53	12	appropriate	appropriate	ADJ
ajst-17922	53	13	strategies	strategy	NOUN
ajst-17922	53	14	,	,	PUNCT
ajst-17922	53	15	resulting	result	VERB
ajst-17922	53	16	in	in	ADP
ajst-17922	53	17	higher	high	ADJ
ajst-17922	53	18	conversion	conversion	NOUN
ajst-17922	53	19	rates	rate	NOUN
ajst-17922	53	20	.	.	PUNCT
ajst-17922	54	1	1	1	X
ajst-17922	54	2	.	.	X
ajst-17922	54	3	real	real	ADJ
ajst-17922	54	4	-	-	PUNCT
ajst-17922	54	5	time	time	NOUN
ajst-17922	54	6	data	datum	NOUN
ajst-17922	54	7	analysis	analysis	NOUN
ajst-17922	54	8	and	and	CCONJ
ajst-17922	54	9	optimization	optimization	NOUN
ajst-17922	54	10	:	:	PUNCT
ajst-17922	54	11	through	through	ADP
ajst-17922	54	12	indepth	indepth	ADJ
ajst-17922	54	13	analysis	analysis	NOUN
ajst-17922	54	14	of	of	ADP
ajst-17922	54	15	real	real	ADJ
ajst-17922	54	16	-	-	PUNCT
ajst-17922	54	17	time	time	NOUN
ajst-17922	54	18	data	datum	NOUN
ajst-17922	54	19	,	,	PUNCT
ajst-17922	54	20	machine	machine	NOUN
ajst-17922	54	21	learning	learning	NOUN
ajst-17922	54	22	enables	enable	VERB
ajst-17922	54	23	advertisers	advertiser	NOUN
ajst-17922	54	24	to	to	PART
ajst-17922	54	25	understand	understand	VERB
ajst-17922	54	26	audience	audience	NOUN
ajst-17922	54	27	feedback	feedback	NOUN
ajst-17922	54	28	and	and	CCONJ
ajst-17922	54	29	effects	effect	NOUN
ajst-17922	54	30	in	in	ADP
ajst-17922	54	31	real	real	ADJ
ajst-17922	54	32	time	time	NOUN
ajst-17922	54	33	during	during	ADP
ajst-17922	54	34	advertising	advertising	NOUN
ajst-17922	54	35	campaigns	campaign	NOUN
ajst-17922	54	36	.	.	PUNCT
ajst-17922	55	1	this	this	DET
ajst-17922	55	2	real	real	ADJ
ajst-17922	55	3	-	-	PUNCT
ajst-17922	55	4	time	time	NOUN
ajst-17922	55	5	data	datum	NOUN
ajst-17922	55	6	analysis	analysis	NOUN
ajst-17922	55	7	capability	capability	NOUN
ajst-17922	55	8	provides	provide	VERB
ajst-17922	55	9	advertisers	advertiser	NOUN
ajst-17922	55	10	with	with	ADP
ajst-17922	55	11	more	more	ADV
ajst-17922	55	12	timely	timely	ADJ
ajst-17922	55	13	and	and	CCONJ
ajst-17922	55	14	accurate	accurate	ADJ
ajst-17922	55	15	optimization	optimization	NOUN
ajst-17922	55	16	solutions	solution	NOUN
ajst-17922	55	17	to	to	PART
ajst-17922	55	18	ensure	ensure	VERB
ajst-17922	55	19	the	the	DET
ajst-17922	55	20	flexibility	flexibility	NOUN
ajst-17922	55	21	and	and	CCONJ
ajst-17922	55	22	efficiency	efficiency	NOUN
ajst-17922	55	23	of	of	ADP
ajst-17922	55	24	advertising	advertising	NOUN
ajst-17922	55	25	campaigns	campaign	NOUN
ajst-17922	55	26	.	.	PUNCT
ajst-17922	56	1	2	2	X
ajst-17922	56	2	.	.	NOUN
ajst-17922	56	3	predictive	predictive	ADJ
ajst-17922	56	4	analysis	analysis	NOUN
ajst-17922	56	5	optimization	optimization	NOUN
ajst-17922	56	6	:	:	PUNCT
ajst-17922	56	7	machine	machine	NOUN
ajst-17922	56	8	learning	learning	NOUN
ajst-17922	56	9	has	have	VERB
ajst-17922	56	10	the	the	DET
ajst-17922	56	11	ability	ability	NOUN
ajst-17922	56	12	to	to	PART
ajst-17922	56	13	predict	predict	VERB
ajst-17922	56	14	advertising	advertising	NOUN
ajst-17922	56	15	effects	effect	NOUN
ajst-17922	56	16	through	through	ADP
ajst-17922	56	17	deep	deep	ADJ
ajst-17922	56	18	learning	learning	NOUN
ajst-17922	56	19	of	of	ADP
ajst-17922	56	20	historical	historical	ADJ
ajst-17922	56	21	advertising	advertising	NOUN
ajst-17922	56	22	data	datum	NOUN
ajst-17922	56	23	.	.	PUNCT
ajst-17922	57	1	based	base	VERB
ajst-17922	57	2	on	on	ADP
ajst-17922	57	3	these	these	DET
ajst-17922	57	4	predictive	predictive	ADJ
ajst-17922	57	5	analytics	analytic	NOUN
ajst-17922	57	6	,	,	PUNCT
ajst-17922	57	7	advertisers	advertiser	NOUN
ajst-17922	57	8	can	can	AUX
ajst-17922	57	9	adjust	adjust	VERB
ajst-17922	57	10	advertising	advertising	NOUN
ajst-17922	57	11	strategies	strategy	NOUN
ajst-17922	57	12	more	more	ADV
ajst-17922	57	13	specifically	specifically	ADV
ajst-17922	57	14	to	to	PART
ajst-17922	57	15	improve	improve	VERB
ajst-17922	57	16	the	the	DET
ajst-17922	57	17	actual	actual	ADJ
ajst-17922	57	18	effectiveness	effectiveness	NOUN
ajst-17922	57	19	of	of	ADP
ajst-17922	57	20	advertising	advertising	NOUN
ajst-17922	57	21	and	and	CCONJ
ajst-17922	57	22	user	user	NOUN
ajst-17922	57	23	engagement	engagement	PROPN
ajst-17922	57	24	rates[12	rates[12	PROPN
ajst-17922	57	25	]	]	PUNCT
ajst-17922	57	26	.	.	PUNCT
ajst-17922	58	1	3.intelligent	3.intelligent	NUM
ajst-17922	58	2	delivery	delivery	NOUN
ajst-17922	58	3	decision	decision	NOUN
ajst-17922	58	4	:	:	PUNCT
ajst-17922	58	5	in	in	ADP
ajst-17922	58	6	the	the	DET
ajst-17922	58	7	field	field	NOUN
ajst-17922	58	8	of	of	ADP
ajst-17922	58	9	effective	effective	ADJ
ajst-17922	58	10	advertising	advertising	NOUN
ajst-17922	58	11	,	,	PUNCT
ajst-17922	58	12	machine	machine	NOUN
ajst-17922	58	13	learning	learning	NOUN
ajst-17922	58	14	is	be	AUX
ajst-17922	58	15	not	not	PART
ajst-17922	58	16	only	only	ADV
ajst-17922	58	17	a	a	DET
ajst-17922	58	18	data	datum	NOUN
ajst-17922	58	19	analysis	analysis	NOUN
ajst-17922	58	20	tool	tool	NOUN
ajst-17922	58	21	,	,	PUNCT
ajst-17922	58	22	but	but	CCONJ
ajst-17922	58	23	also	also	ADV
ajst-17922	58	24	the	the	DET
ajst-17922	58	25	key	key	NOUN
ajst-17922	58	26	to	to	ADP
ajst-17922	58	27	intelligent	intelligent	ADJ
ajst-17922	58	28	delivery	delivery	NOUN
ajst-17922	58	29	decision	decision	NOUN
ajst-17922	58	30	.	.	PUNCT
ajst-17922	59	1	by	by	ADP
ajst-17922	59	2	learning	learn	VERB
ajst-17922	59	3	and	and	CCONJ
ajst-17922	59	4	analyzing	analyze	VERB
ajst-17922	59	5	large	large	ADJ
ajst-17922	59	6	amounts	amount	NOUN
ajst-17922	59	7	of	of	ADP
ajst-17922	59	8	data	datum	NOUN
ajst-17922	59	9	,	,	PUNCT
ajst-17922	59	10	machine	machine	NOUN
ajst-17922	59	11	learning	learning	NOUN
ajst-17922	59	12	systems	system	NOUN
ajst-17922	59	13	can	can	AUX
ajst-17922	59	14	automatically	automatically	ADV
ajst-17922	59	15	adjust	adjust	VERB
ajst-17922	59	16	advertising	advertising	NOUN
ajst-17922	59	17	strategies	strategy	NOUN
ajst-17922	59	18	to	to	PART
ajst-17922	59	19	maximize	maximize	VERB
ajst-17922	59	20	advertising	advertising	NOUN
ajst-17922	59	21	effectiveness	effectiveness	NOUN
ajst-17922	59	22	and	and	CCONJ
ajst-17922	59	23	reduce	reduce	VERB
ajst-17922	59	24	costs	cost	NOUN
ajst-17922	59	25	.	.	PUNCT
ajst-17922	60	1	4.personalized	4.personalized	NUM
ajst-17922	60	2	recommendation	recommendation	NOUN
ajst-17922	60	3	system[13	system[13	NOUN
ajst-17922	60	4	]	]	PUNCT
ajst-17922	60	5	:	:	PUNCT
ajst-17922	60	6	with	with	ADP
ajst-17922	60	7	the	the	DET
ajst-17922	60	8	help	help	NOUN
ajst-17922	60	9	of	of	ADP
ajst-17922	60	10	machine	machine	NOUN
ajst-17922	60	11	learning	learning	NOUN
ajst-17922	60	12	algorithms	algorithm	NOUN
ajst-17922	60	13	,	,	PUNCT
ajst-17922	60	14	advertisers	advertiser	NOUN
ajst-17922	60	15	can	can	AUX
ajst-17922	60	16	establish	establish	VERB
ajst-17922	60	17	a	a	DET
ajst-17922	60	18	more	more	ADV
ajst-17922	60	19	efficient	efficient	ADJ
ajst-17922	60	20	personalized	personalized	ADJ
ajst-17922	60	21	recommendation	recommendation	NOUN
ajst-17922	60	22	system	system	NOUN
ajst-17922	60	23	.	.	PUNCT
ajst-17922	61	1	by	by	ADP
ajst-17922	61	2	digging	dig	VERB
ajst-17922	61	3	deep	deep	ADV
ajst-17922	61	4	into	into	ADP
ajst-17922	61	5	user	user	NOUN
ajst-17922	61	6	behavior	behavior	NOUN
ajst-17922	61	7	data	datum	NOUN
ajst-17922	61	8	,	,	PUNCT
ajst-17922	61	9	the	the	DET
ajst-17922	61	10	system	system	NOUN
ajst-17922	61	11	can	can	AUX
ajst-17922	61	12	accurately	accurately	ADV
ajst-17922	61	13	predict	predict	VERB
ajst-17922	61	14	user	user	NOUN
ajst-17922	61	15	interests	interest	NOUN
ajst-17922	61	16	,	,	PUNCT
ajst-17922	61	17	so	so	SCONJ
ajst-17922	61	18	that	that	SCONJ
ajst-17922	61	19	users	user	NOUN
ajst-17922	61	20	can	can	AUX
ajst-17922	61	21	present	present	VERB
ajst-17922	61	22	more	more	ADV
ajst-17922	61	23	in	in	ADP
ajst-17922	61	24	line	line	NOUN
ajst-17922	61	25	with	with	ADP
ajst-17922	61	26	their	their	PRON
ajst-17922	61	27	expectations	expectation	NOUN
ajst-17922	61	28	of	of	ADP
ajst-17922	61	29	advertising	advertising	NOUN
ajst-17922	61	30	content	content	NOUN
ajst-17922	61	31	,	,	PUNCT
ajst-17922	61	32	improve	improve	VERB
ajst-17922	61	33	user	user	NOUN
ajst-17922	61	34	interaction	interaction	NOUN
ajst-17922	61	35	and	and	CCONJ
ajst-17922	61	36	conversion	conversion	NOUN
ajst-17922	61	37	.	.	PUNCT
ajst-17922	62	1	figure	figure	NOUN
ajst-17922	62	2	1	1	NUM
ajst-17922	62	3	.	.	PUNCT
ajst-17922	63	1	three	three	NUM
ajst-17922	63	2	different	different	ADJ
ajst-17922	63	3	user	user	NOUN
ajst-17922	63	4	event	event	NOUN
ajst-17922	63	5	streams	stream	VERB
ajst-17922	63	6	on	on	ADP
ajst-17922	63	7	a	a	DET
ajst-17922	63	8	website	website	NOUN
ajst-17922	63	9	,	,	PUNCT
ajst-17922	63	10	a	a	DET
ajst-17922	63	11	user	user	NOUN
ajst-17922	63	12	's	's	PART
ajst-17922	63	13	intentions	intention	NOUN
ajst-17922	63	14	can	can	AUX
ajst-17922	63	15	often	often	ADV
ajst-17922	63	16	be	be	AUX
ajst-17922	63	17	inferred	infer	VERB
ajst-17922	63	18	from	from	ADP
ajst-17922	63	19	their	their	PRON
ajst-17922	63	20	past	past	ADJ
ajst-17922	63	21	interactions	interaction	NOUN
ajst-17922	63	22	.	.	PUNCT
ajst-17922	64	1	these	these	DET
ajst-17922	64	2	interactions	interaction	NOUN
ajst-17922	64	3	leave	leave	VERB
ajst-17922	64	4	a	a	DET
ajst-17922	64	5	trail	trail	NOUN
ajst-17922	64	6	of	of	ADP
ajst-17922	64	7	events	event	NOUN
ajst-17922	64	8	that	that	PRON
ajst-17922	64	9	include	include	VERB
ajst-17922	64	10	search	search	NOUN
ajst-17922	64	11	queries	query	NOUN
ajst-17922	64	12	,	,	PUNCT
ajst-17922	64	13	article	article	NOUN
ajst-17922	64	14	page	page	NOUN
ajst-17922	64	15	views	view	NOUN
ajst-17922	64	16	,	,	PUNCT
ajst-17922	64	17	and	and	CCONJ
ajst-17922	64	18	email	email	NOUN
ajst-17922	64	19	receipts	receipt	NOUN
ajst-17922	64	20	.	.	PUNCT
ajst-17922	65	1	this	this	DET
ajst-17922	65	2	data	data	NOUN
ajst-17922	65	3	is	be	AUX
ajst-17922	65	4	used	use	VERB
ajst-17922	65	5	as	as	ADP
ajst-17922	65	6	the	the	DET
ajst-17922	65	7	basis	basis	NOUN
ajst-17922	65	8	for	for	ADP
ajst-17922	65	9	the	the	DET
ajst-17922	65	10	following	follow	VERB
ajst-17922	65	11	techniques	technique	NOUN
ajst-17922	65	12	.	.	PUNCT
ajst-17922	66	1	the	the	DET
ajst-17922	66	2	initial	initial	ADJ
ajst-17922	66	3	step	step	NOUN
ajst-17922	66	4	is	be	AUX
ajst-17922	66	5	to	to	PART
ajst-17922	66	6	collect	collect	VERB
ajst-17922	66	7	or	or	CCONJ
ajst-17922	66	8	extract	extract	VERB
ajst-17922	66	9	this	this	DET
ajst-17922	66	10	data	datum	NOUN
ajst-17922	66	11	.	.	PUNCT
ajst-17922	67	1	the	the	DET
ajst-17922	67	2	raw	raw	ADJ
ajst-17922	67	3	data	data	NOUN
ajst-17922	67	4	is	be	AUX
ajst-17922	67	5	frequently	frequently	ADV
ajst-17922	67	6	stored	store	VERB
ajst-17922	67	7	in	in	ADP
ajst-17922	67	8	a	a	DET
ajst-17922	67	9	web	web	NOUN
ajst-17922	67	10	server	server	NOUN
ajst-17922	67	11	or	or	CCONJ
ajst-17922	67	12	database	database	NOUN
ajst-17922	67	13	and	and	CCONJ
ajst-17922	67	14	may	may	AUX
ajst-17922	67	15	require	require	VERB
ajst-17922	67	16	optimization	optimization	NOUN
ajst-17922	67	17	to	to	PART
ajst-17922	67	18	make	make	VERB
ajst-17922	67	19	it	it	PRON
ajst-17922	67	20	usable	usable	ADJ
ajst-17922	67	21	.	.	PUNCT
ajst-17922	68	1	3	3	X
ajst-17922	68	2	.	.	X
ajst-17922	68	3	methodology	methodology	NOUN
ajst-17922	68	4	in	in	ADP
ajst-17922	68	5	the	the	DET
ajst-17922	68	6	realm	realm	NOUN
ajst-17922	68	7	of	of	ADP
ajst-17922	68	8	e	e	NOUN
ajst-17922	68	9	-	-	NOUN
ajst-17922	68	10	commerce	commerce	NOUN
ajst-17922	68	11	,	,	PUNCT
ajst-17922	68	12	websites	website	NOUN
ajst-17922	68	13	frequently	frequently	ADV
ajst-17922	68	14	adopt	adopt	VERB
ajst-17922	68	15	a	a	DET
ajst-17922	68	16	'	'	PUNCT
ajst-17922	68	17	one	one	NUM
ajst-17922	68	18	size	size	NOUN
ajst-17922	68	19	fits	fit	VERB
ajst-17922	68	20	all	all	PRON
ajst-17922	68	21	'	'	PART
ajst-17922	68	22	approach	approach	NOUN
ajst-17922	68	23	to	to	ADP
ajst-17922	68	24	their	their	PRON
ajst-17922	68	25	customers	customer	NOUN
ajst-17922	68	26	.	.	PUNCT
ajst-17922	69	1	however	however	ADV
ajst-17922	69	2	,	,	PUNCT
ajst-17922	69	3	this	this	DET
ajst-17922	69	4	approach	approach	NOUN
ajst-17922	69	5	may	may	AUX
ajst-17922	69	6	not	not	PART
ajst-17922	69	7	always	always	ADV
ajst-17922	69	8	cater	cater	VERB
ajst-17922	69	9	to	to	ADP
ajst-17922	69	10	the	the	DET
ajst-17922	69	11	diverse	diverse	ADJ
ajst-17922	69	12	needs	need	NOUN
ajst-17922	69	13	of	of	ADP
ajst-17922	69	14	all	all	DET
ajst-17922	69	15	customers	customer	NOUN
ajst-17922	69	16	.	.	PUNCT
ajst-17922	70	1	217	217	NUM
ajst-17922	70	2	customers	customer	NOUN
ajst-17922	70	3	may	may	AUX
ajst-17922	70	4	have	have	VERB
ajst-17922	70	5	varying	vary	VERB
ajst-17922	70	6	intentions	intention	NOUN
ajst-17922	70	7	and	and	CCONJ
ajst-17922	70	8	goals	goal	NOUN
ajst-17922	70	9	when	when	SCONJ
ajst-17922	70	10	they	they	PRON
ajst-17922	70	11	visit	visit	VERB
ajst-17922	70	12	a	a	DET
ajst-17922	70	13	website	website	NOUN
ajst-17922	70	14	,	,	PUNCT
ajst-17922	70	15	and	and	CCONJ
ajst-17922	70	16	understanding	understand	VERB
ajst-17922	70	17	these	these	DET
ajst-17922	70	18	intentions	intention	NOUN
ajst-17922	70	19	can	can	AUX
ajst-17922	70	20	significantly	significantly	ADV
ajst-17922	70	21	enhance	enhance	VERB
ajst-17922	70	22	their	their	PRON
ajst-17922	70	23	online	online	ADJ
ajst-17922	70	24	experience	experience	NOUN
ajst-17922	70	25	.	.	PUNCT
ajst-17922	71	1	the	the	DET
ajst-17922	71	2	objective	objective	NOUN
ajst-17922	71	3	of	of	ADP
ajst-17922	71	4	this	this	DET
ajst-17922	71	5	study	study	NOUN
ajst-17922	71	6	is	be	AUX
ajst-17922	71	7	to	to	PART
ajst-17922	71	8	employ	employ	VERB
ajst-17922	71	9	machine	machine	NOUN
ajst-17922	71	10	learning	learning	NOUN
ajst-17922	71	11	models	model	NOUN
ajst-17922	71	12	to	to	PART
ajst-17922	71	13	predict	predict	VERB
ajst-17922	71	14	customer	customer	NOUN
ajst-17922	71	15	intentions	intention	NOUN
ajst-17922	71	16	using	use	VERB
ajst-17922	71	17	pre	pre	ADJ
ajst-17922	71	18	-	-	ADJ
ajst-17922	71	19	existing	exist	VERB
ajst-17922	71	20	customer	customer	NOUN
ajst-17922	71	21	behaviour	behaviour	NOUN
ajst-17922	71	22	data[14	data[14	PROPN
ajst-17922	71	23	-	-	PUNCT
ajst-17922	71	24	18	18	NUM
ajst-17922	71	25	]	]	PUNCT
ajst-17922	71	26	.	.	PUNCT
ajst-17922	72	1	anticipating	anticipate	VERB
ajst-17922	72	2	our	our	PRON
ajst-17922	72	3	customers	customer	NOUN
ajst-17922	72	4	'	'	PART
ajst-17922	72	5	intentions	intention	NOUN
ajst-17922	72	6	enables	enable	VERB
ajst-17922	72	7	us	we	PRON
ajst-17922	72	8	to	to	PART
ajst-17922	72	9	meet	meet	VERB
ajst-17922	72	10	their	their	PRON
ajst-17922	72	11	needs	need	NOUN
ajst-17922	72	12	and	and	CCONJ
ajst-17922	72	13	provide	provide	VERB
ajst-17922	72	14	personalised	personalised	ADJ
ajst-17922	72	15	recommendations	recommendation	NOUN
ajst-17922	72	16	and	and	CCONJ
ajst-17922	72	17	services	service	NOUN
ajst-17922	72	18	,	,	PUNCT
ajst-17922	72	19	enhancing	enhance	VERB
ajst-17922	72	20	their	their	PRON
ajst-17922	72	21	overall	overall	ADJ
ajst-17922	72	22	experience	experience	NOUN
ajst-17922	72	23	on	on	ADP
ajst-17922	72	24	the	the	DET
ajst-17922	72	25	site	site	NOUN
ajst-17922	72	26	.	.	PUNCT
ajst-17922	73	1	the	the	DET
ajst-17922	73	2	following	follow	VERB
ajst-17922	73	3	section	section	NOUN
ajst-17922	73	4	details	detail	VERB
ajst-17922	73	5	the	the	DET
ajst-17922	73	6	methodology	methodology	NOUN
ajst-17922	73	7	and	and	CCONJ
ajst-17922	73	8	results	result	NOUN
ajst-17922	73	9	of	of	ADP
ajst-17922	73	10	the	the	DET
ajst-17922	73	11	experiment	experiment	NOUN
ajst-17922	73	12	,	,	PUNCT
ajst-17922	73	13	demonstrating	demonstrate	VERB
ajst-17922	73	14	how	how	SCONJ
ajst-17922	73	15	a	a	DET
ajst-17922	73	16	data	data	NOUN
ajst-17922	73	17	-	-	PUNCT
ajst-17922	73	18	driven	drive	VERB
ajst-17922	73	19	approach	approach	NOUN
ajst-17922	73	20	can	can	AUX
ajst-17922	73	21	improve	improve	VERB
ajst-17922	73	22	the	the	DET
ajst-17922	73	23	customer	customer	NOUN
ajst-17922	73	24	experience	experience	NOUN
ajst-17922	73	25	.	.	PUNCT
ajst-17922	74	1	3.1	3.1	NUM
ajst-17922	74	2	.	.	PUNCT
ajst-17922	74	3	training	training	NOUN
ajst-17922	74	4	data	datum	NOUN
ajst-17922	74	5	the	the	DET
ajst-17922	74	6	initial	initial	ADJ
ajst-17922	74	7	step	step	NOUN
ajst-17922	74	8	is	be	AUX
ajst-17922	74	9	to	to	PART
ajst-17922	74	10	assign	assign	VERB
ajst-17922	74	11	an	an	DET
ajst-17922	74	12	event	event	NOUN
ajst-17922	74	13	i	i	PROPN
ajst-17922	74	14	d	d	PROPN
ajst-17922	74	15	to	to	ADP
ajst-17922	74	16	each	each	DET
ajst-17922	74	17	event	event	NOUN
ajst-17922	74	18	.	.	PUNCT
ajst-17922	75	1	it	it	PRON
ajst-17922	75	2	may	may	AUX
ajst-17922	75	3	also	also	ADV
ajst-17922	75	4	be	be	AUX
ajst-17922	75	5	helpful	helpful	ADJ
ajst-17922	75	6	to	to	ADP
ajst-17922	75	7	group	group	VERB
ajst-17922	75	8	similar	similar	ADJ
ajst-17922	75	9	events	event	NOUN
ajst-17922	75	10	under	under	ADP
ajst-17922	75	11	a	a	DET
ajst-17922	75	12	single	single	ADJ
ajst-17922	75	13	event	event	NOUN
ajst-17922	75	14	i	i	PRON
ajst-17922	75	15	d.	d.	VERB
ajst-17922	75	16	this	this	PRON
ajst-17922	75	17	can	can	AUX
ajst-17922	75	18	be	be	AUX
ajst-17922	75	19	accomplished	accomplish	VERB
ajst-17922	75	20	manually	manually	ADV
ajst-17922	75	21	or	or	CCONJ
ajst-17922	75	22	by	by	ADP
ajst-17922	75	23	using	use	VERB
ajst-17922	75	24	labelencoder	labelencoder	PROPN
ajst-17922	75	25	in	in	ADP
ajst-17922	75	26	sci	sci	PROPN
ajst-17922	75	27	-	-	PUNCT
ajst-17922	75	28	kit	kit	NOUN
ajst-17922	75	29	learning[19	learning[19	NOUN
ajst-17922	75	30	-	-	PUNCT
ajst-17922	75	31	23	23	NUM
ajst-17922	75	32	]	]	PUNCT
ajst-17922	75	33	.	.	PUNCT
ajst-17922	76	1	it	it	PRON
ajst-17922	76	2	is	be	AUX
ajst-17922	76	3	recommended	recommend	VERB
ajst-17922	76	4	to	to	PART
ajst-17922	76	5	begin	begin	VERB
ajst-17922	76	6	with	with	ADP
ajst-17922	76	7	1	1	NUM
ajst-17922	76	8	as	as	ADP
ajst-17922	76	9	the	the	DET
ajst-17922	76	10	first	first	ADJ
ajst-17922	76	11	i	i	PROPN
ajst-17922	76	12	d	d	PROPN
ajst-17922	76	13	since	since	SCONJ
ajst-17922	76	14	0	0	NUM
ajst-17922	76	15	is	be	AUX
ajst-17922	76	16	reserved	reserve	VERB
ajst-17922	76	17	for	for	ADP
ajst-17922	76	18	padding	padding	NOUN
ajst-17922	76	19	.	.	PUNCT
ajst-17922	77	1	step	step	NOUN
ajst-17922	77	2	2	2	NUM
ajst-17922	77	3	:	:	PUNCT
ajst-17922	77	4	each	each	DET
ajst-17922	77	5	event	event	NOUN
ajst-17922	77	6	is	be	AUX
ajst-17922	77	7	represented	represent	VERB
ajst-17922	77	8	by	by	ADP
ajst-17922	77	9	a	a	DET
ajst-17922	77	10	number	number	NOUN
ajst-17922	77	11	,	,	PUNCT
ajst-17922	77	12	and	and	CCONJ
ajst-17922	77	13	our	our	PRON
ajst-17922	77	14	data	datum	NOUN
ajst-17922	77	15	is	be	AUX
ajst-17922	77	16	simply	simply	ADV
ajst-17922	77	17	a	a	DET
ajst-17922	77	18	sequence	sequence	NOUN
ajst-17922	77	19	of	of	ADP
ajst-17922	77	20	numbers	number	NOUN
ajst-17922	77	21	.	.	PUNCT
ajst-17922	78	1	to	to	PART
ajst-17922	78	2	ensure	ensure	VERB
ajst-17922	78	3	that	that	SCONJ
ajst-17922	78	4	each	each	DET
ajst-17922	78	5	sequence	sequence	NOUN
ajst-17922	78	6	[	[	PUNCT
ajst-17922	78	7	24	24	NUM
ajst-17922	78	8	-	-	PUNCT
ajst-17922	78	9	26]of	26]of	NUM
ajst-17922	78	10	events	event	NOUN
ajst-17922	78	11	is	be	AUX
ajst-17922	78	12	of	of	ADP
ajst-17922	78	13	equal	equal	ADJ
ajst-17922	78	14	length	length	NOUN
ajst-17922	78	15	,	,	PUNCT
ajst-17922	78	16	the	the	DET
ajst-17922	78	17	input	input	NOUN
ajst-17922	78	18	to	to	ADP
ajst-17922	78	19	the	the	DET
ajst-17922	78	20	classifier	classifier	NOUN
ajst-17922	78	21	must	must	AUX
ajst-17922	78	22	have	have	VERB
ajst-17922	78	23	a	a	DET
ajst-17922	78	24	fixed	fix	VERB
ajst-17922	78	25	size	size	NOUN
ajst-17922	78	26	.	.	PUNCT
ajst-17922	79	1	we	we	PRON
ajst-17922	79	2	achieve	achieve	VERB
ajst-17922	79	3	this	this	PRON
ajst-17922	79	4	by	by	ADP
ajst-17922	79	5	populating	populate	VERB
ajst-17922	79	6	the	the	DET
ajst-17922	79	7	data	datum	NOUN
ajst-17922	79	8	to	to	ADP
ajst-17922	79	9	a	a	DET
ajst-17922	79	10	predefined	predefine	VERB
ajst-17922	79	11	length	length	NOUN
ajst-17922	79	12	.	.	PUNCT
ajst-17922	80	1	by	by	ADP
ajst-17922	80	2	default	default	NOUN
ajst-17922	80	3	,	,	PUNCT
ajst-17922	80	4	pad_sequences	pad_sequence	NOUN
ajst-17922	80	5	fills	fill	VERB
ajst-17922	80	6	in	in	ADP
ajst-17922	80	7	missing	miss	VERB
ajst-17922	80	8	events	event	NOUN
ajst-17922	80	9	with	with	ADP
ajst-17922	80	10	zeros	zero	NOUN
ajst-17922	80	11	before	before	SCONJ
ajst-17922	80	12	the	the	DET
ajst-17922	80	13	sequence	sequence	NOUN
ajst-17922	80	14	starts	start	VERB
ajst-17922	80	15	.	.	PUNCT
ajst-17922	81	1	if	if	SCONJ
ajst-17922	81	2	the	the	DET
ajst-17922	81	3	sequence	sequence	NOUN
ajst-17922	81	4	is	be	AUX
ajst-17922	81	5	longer	long	ADJ
ajst-17922	81	6	than	than	ADP
ajst-17922	81	7	the	the	DET
ajst-17922	81	8	required	require	VERB
ajst-17922	81	9	length	length	NOUN
ajst-17922	81	10	,	,	PUNCT
ajst-17922	81	11	the	the	DET
ajst-17922	81	12	beginning	beginning	NOUN
ajst-17922	81	13	of	of	ADP
ajst-17922	81	14	the	the	DET
ajst-17922	81	15	sequence	sequence	NOUN
ajst-17922	81	16	is	be	AUX
ajst-17922	81	17	truncated	truncate	VERB
ajst-17922	81	18	.	.	PUNCT
ajst-17922	82	1	the	the	DET
ajst-17922	82	2	resulting	result	VERB
ajst-17922	82	3	x	x	VERB
ajst-17922	82	4	is	be	AUX
ajst-17922	82	5	then	then	ADV
ajst-17922	82	6	obtained	obtain	VERB
ajst-17922	82	7	.	.	PUNCT
ajst-17922	83	1	code：import	code：import	NOUN
ajst-17922	83	2	numpy	numpy	NOUN
ajst-17922	83	3	as	as	ADP
ajst-17922	83	4	npimport	npimport	NOUN
ajst-17922	83	5	tensorflow	tensorflow	NOUN
ajst-17922	83	6	as	as	ADP
ajst-17922	83	7	tfnum_events	tfnum_event	NOUN
ajst-17922	83	8	=	=	SYM
ajst-17922	83	9	8	8	NUM
ajst-17922	83	10	#	#	NOUN
ajst-17922	83	11	exampleseq_len	exampleseq_len	NOUN
ajst-17922	83	12	=	=	NOUN
ajst-17922	83	13	10	10	NUM
ajst-17922	83	14	#	#	NOUN
ajst-17922	83	15	exampleevents	exampleevent	NOUN
ajst-17922	83	16	=	=	PUNCT
ajst-17922	84	1	[	[	PUNCT
ajst-17922	84	2	[	[	X
ajst-17922	84	3	1	1	NUM
ajst-17922	84	4	,	,	PUNCT
ajst-17922	84	5	2	2	NUM
ajst-17922	84	6	,	,	PUNCT
ajst-17922	84	7	1	1	NUM
ajst-17922	84	8	,	,	PUNCT
ajst-17922	84	9	2	2	NUM
ajst-17922	84	10	,	,	PUNCT
ajst-17922	84	11	1	1	NUM
ajst-17922	84	12	]	]	PUNCT
ajst-17922	84	13	,	,	PUNCT
ajst-17922	84	14	#	#	NOUN
ajst-17922	84	15	user1	user1	NOUN
ajst-17922	85	1	[	[	X
ajst-17922	85	2	3	3	NUM
ajst-17922	85	3	,	,	PUNCT
ajst-17922	85	4	4	4	NUM
ajst-17922	85	5	,	,	PUNCT
ajst-17922	85	6	2	2	NUM
ajst-17922	85	7	,	,	PUNCT
ajst-17922	85	8	4	4	NUM
ajst-17922	85	9	,	,	PUNCT
ajst-17922	85	10	1	1	NUM
ajst-17922	85	11	]	]	PUNCT
ajst-17922	85	12	,	,	PUNCT
ajst-17922	85	13	#	#	NOUN
ajst-17922	85	14	user2	user2	NOUN
ajst-17922	86	1	[	[	X
ajst-17922	86	2	1	1	NUM
ajst-17922	86	3	,	,	PUNCT
ajst-17922	86	4	5	5	NUM
ajst-17922	86	5	,	,	PUNCT
ajst-17922	86	6	6	6	NUM
ajst-17922	86	7	,	,	PUNCT
ajst-17922	86	8	7	7	NUM
ajst-17922	86	9	]	]	PUNCT
ajst-17922	86	10	]	]	X
ajst-17922	86	11	#	#	NOUN
ajst-17922	86	12	user3x	user3x	NOUN
ajst-17922	86	13	=	=	PUNCT
ajst-17922	86	14	for	for	ADP
ajst-17922	86	15	this	this	DET
ajst-17922	86	16	example	example	NOUN
ajst-17922	86	17	,	,	PUNCT
ajst-17922	86	18	we	we	PRON
ajst-17922	86	19	will	will	AUX
ajst-17922	86	20	utilise	utilise	VERB
ajst-17922	86	21	information	information	NOUN
ajst-17922	86	22	from	from	ADP
ajst-17922	86	23	another	another	DET
ajst-17922	86	24	system	system	NOUN
ajst-17922	86	25	to	to	PART
ajst-17922	86	26	determine	determine	VERB
ajst-17922	86	27	that	that	SCONJ
ajst-17922	86	28	the	the	DET
ajst-17922	86	29	customer	customer	NOUN
ajst-17922	86	30	has	have	AUX
ajst-17922	86	31	made	make	VERB
ajst-17922	86	32	a	a	DET
ajst-17922	86	33	purchase	purchase	NOUN
ajst-17922	86	34	.	.	PUNCT
ajst-17922	87	1	typically	typically	ADV
ajst-17922	87	2	,	,	PUNCT
ajst-17922	87	3	this	this	PRON
ajst-17922	87	4	is	be	AUX
ajst-17922	87	5	also	also	ADV
ajst-17922	87	6	a	a	DET
ajst-17922	87	7	top	top	ADJ
ajst-17922	87	8	-	-	PUNCT
ajst-17922	87	9	down	down	ADP
ajst-17922	87	10	event	event	NOUN
ajst-17922	87	11	.	.	PUNCT
ajst-17922	88	1	in	in	ADP
ajst-17922	88	2	this	this	DET
ajst-17922	88	3	case	case	NOUN
ajst-17922	88	4	,	,	PUNCT
ajst-17922	88	5	user	user	NOUN
ajst-17922	88	6	3	3	NUM
ajst-17922	88	7	has	have	AUX
ajst-17922	88	8	made	make	VERB
ajst-17922	88	9	a	a	DET
ajst-17922	88	10	purchase	purchase	NOUN
ajst-17922	88	11	,	,	PUNCT
ajst-17922	88	12	resulting	result	VERB
ajst-17922	88	13	in	in	ADP
ajst-17922	88	14	a	a	DET
ajst-17922	88	15	target	target	NOUN
ajst-17922	88	16	label	label	NOUN
ajst-17922	88	17	of	of	ADP
ajst-17922	88	18	1	1	NUM
ajst-17922	88	19	.	.	PUNCT
ajst-17922	89	1	code：y	code：y	NOUN
ajst-17922	89	2	=	=	PUNCT
ajst-17922	90	1	[	[	X
ajst-17922	90	2	0	0	NUM
ajst-17922	90	3	,	,	PUNCT
ajst-17922	90	4	0	0	NUM
ajst-17922	90	5	,	,	PUNCT
ajst-17922	90	6	1]------------------(x	1]------------------(x	NUM
ajst-17922	90	7	,	,	PUNCT
ajst-17922	90	8	y	y	NOUN
ajst-17922	90	9	)	)	PUNCT
ajst-17922	90	10	output:(array([[0	output:(array([[0	NOUN
ajst-17922	90	11	,	,	PUNCT
ajst-17922	90	12	0	0	NUM
ajst-17922	90	13	,	,	PUNCT
ajst-17922	90	14	0	0	NUM
ajst-17922	90	15	,	,	PUNCT
ajst-17922	90	16	0	0	NUM
ajst-17922	90	17	,	,	PUNCT
ajst-17922	90	18	0	0	NUM
ajst-17922	90	19	,	,	PUNCT
ajst-17922	90	20	1	1	NUM
ajst-17922	90	21	,	,	PUNCT
ajst-17922	90	22	2	2	NUM
ajst-17922	90	23	,	,	PUNCT
ajst-17922	90	24	1	1	NUM
ajst-17922	90	25	,	,	PUNCT
ajst-17922	90	26	2	2	NUM
ajst-17922	90	27	,	,	PUNCT
ajst-17922	90	28	1	1	NUM
ajst-17922	90	29	]	]	PUNCT
ajst-17922	90	30	,	,	PUNCT
ajst-17922	90	31	[	[	X
ajst-17922	90	32	0	0	NUM
ajst-17922	90	33	,	,	PUNCT
ajst-17922	90	34	0	0	NUM
ajst-17922	90	35	,	,	PUNCT
ajst-17922	90	36	0	0	NUM
ajst-17922	90	37	,	,	PUNCT
ajst-17922	90	38	0	0	NUM
ajst-17922	90	39	,	,	PUNCT
ajst-17922	90	40	0	0	NUM
ajst-17922	90	41	,	,	PUNCT
ajst-17922	90	42	3	3	NUM
ajst-17922	90	43	,	,	PUNCT
ajst-17922	90	44	4	4	NUM
ajst-17922	90	45	,	,	PUNCT
ajst-17922	90	46	2	2	NUM
ajst-17922	90	47	,	,	PUNCT
ajst-17922	90	48	4	4	NUM
ajst-17922	90	49	,	,	PUNCT
ajst-17922	90	50	1	1	NUM
ajst-17922	90	51	]	]	PUNCT
ajst-17922	90	52	,	,	PUNCT
ajst-17922	90	53	[	[	X
ajst-17922	90	54	0	0	NUM
ajst-17922	90	55	,	,	PUNCT
ajst-17922	90	56	0	0	NUM
ajst-17922	90	57	,	,	PUNCT
ajst-17922	90	58	0	0	NUM
ajst-17922	90	59	,	,	PUNCT
ajst-17922	90	60	0	0	NUM
ajst-17922	90	61	,	,	PUNCT
ajst-17922	90	62	0	0	NUM
ajst-17922	90	63	,	,	PUNCT
ajst-17922	90	64	0	0	NUM
ajst-17922	90	65	,	,	PUNCT
ajst-17922	90	66	1	1	NUM
ajst-17922	90	67	,	,	PUNCT
ajst-17922	90	68	5	5	NUM
ajst-17922	90	69	,	,	PUNCT
ajst-17922	90	70	6	6	NUM
ajst-17922	90	71	,	,	PUNCT
ajst-17922	90	72	7	7	NUM
ajst-17922	90	73	]	]	NOUN
ajst-17922	90	74	]	]	PUNCT
ajst-17922	90	75	)	)	PUNCT
ajst-17922	90	76	,	,	PUNCT
ajst-17922	90	77	[	[	X
ajst-17922	90	78	0	0	NUM
ajst-17922	90	79	,	,	PUNCT
ajst-17922	90	80	0	0	NUM
ajst-17922	90	81	,	,	PUNCT
ajst-17922	90	82	1	1	NUM
ajst-17922	90	83	]	]	PUNCT
ajst-17922	90	84	)	)	PUNCT
ajst-17922	90	85	in	in	ADP
ajst-17922	90	86	machine	machine	NOUN
ajst-17922	90	87	learning	learn	VERB
ajst-17922	90	88	personalised	personalised	ADJ
ajst-17922	90	89	recommendation	recommendation	NOUN
ajst-17922	90	90	applications	application	NOUN
ajst-17922	90	91	,	,	PUNCT
ajst-17922	90	92	the	the	DET
ajst-17922	90	93	number	number	NOUN
ajst-17922	90	94	of	of	ADP
ajst-17922	90	95	unique	unique	ADJ
ajst-17922	90	96	events	event	NOUN
ajst-17922	90	97	can	can	AUX
ajst-17922	90	98	reach	reach	VERB
ajst-17922	90	99	thousands	thousand	NOUN
ajst-17922	90	100	,	,	PUNCT
ajst-17922	90	101	while	while	SCONJ
ajst-17922	90	102	the	the	DET
ajst-17922	90	103	length	length	NOUN
ajst-17922	90	104	of	of	ADP
ajst-17922	90	105	the	the	DET
ajst-17922	90	106	event	event	NOUN
ajst-17922	90	107	stream	stream	NOUN
ajst-17922	90	108	is	be	AUX
ajst-17922	90	109	usually	usually	ADV
ajst-17922	90	110	in	in	ADP
ajst-17922	90	111	the	the	DET
ajst-17922	90	112	hundreds[27	hundreds[27	NOUN
ajst-17922	90	113	]	]	PUNCT
ajst-17922	90	114	.	.	PUNCT
ajst-17922	91	1	the	the	DET
ajst-17922	91	2	number	number	NOUN
ajst-17922	91	3	of	of	ADP
ajst-17922	91	4	events	event	NOUN
ajst-17922	91	5	in	in	ADP
ajst-17922	91	6	the	the	DET
ajst-17922	91	7	clickstream	clickstream	NOUN
ajst-17922	91	8	can	can	AUX
ajst-17922	91	9	vary	vary	VERB
ajst-17922	91	10	for	for	ADP
ajst-17922	91	11	each	each	DET
ajst-17922	91	12	user	user	NOUN
ajst-17922	91	13	and	and	CCONJ
ajst-17922	91	14	session	session	NOUN
ajst-17922	91	15	.	.	PUNCT
ajst-17922	92	1	however	however	ADV
ajst-17922	92	2	,	,	PUNCT
ajst-17922	92	3	it	it	PRON
ajst-17922	92	4	is	be	AUX
ajst-17922	92	5	necessary	necessary	ADJ
ajst-17922	92	6	to	to	PART
ajst-17922	92	7	limit	limit	VERB
ajst-17922	92	8	the	the	DET
ajst-17922	92	9	number	number	NOUN
ajst-17922	92	10	of	of	ADP
ajst-17922	92	11	events	event	NOUN
ajst-17922	92	12	at	at	ADP
ajst-17922	92	13	some	some	DET
ajst-17922	92	14	point	point	NOUN
ajst-17922	92	15	.	.	PUNCT
ajst-17922	93	1	the	the	DET
ajst-17922	93	2	exact	exact	ADJ
ajst-17922	93	3	number	number	NOUN
ajst-17922	93	4	depends	depend	VERB
ajst-17922	93	5	on	on	ADP
ajst-17922	93	6	the	the	DET
ajst-17922	93	7	data	datum	NOUN
ajst-17922	93	8	,	,	PUNCT
ajst-17922	93	9	but	but	CCONJ
ajst-17922	93	10	the	the	DET
ajst-17922	93	11	90th	90th	ADJ
ajst-17922	93	12	percentile	percentile	NOUN
ajst-17922	93	13	is	be	AUX
ajst-17922	93	14	a	a	DET
ajst-17922	93	15	good	good	ADJ
ajst-17922	93	16	starting	starting	NOUN
ajst-17922	93	17	point	point	NOUN
ajst-17922	93	18	.	.	PUNCT
ajst-17922	94	1	3.2	3.2	NUM
ajst-17922	94	2	.	.	PUNCT
ajst-17922	95	1	prediction	prediction	NOUN
ajst-17922	95	2	sequence	sequence	NOUN
ajst-17922	95	3	to	to	PART
ajst-17922	95	4	predict	predict	VERB
ajst-17922	95	5	user	user	NOUN
ajst-17922	95	6	intent	intent	NOUN
ajst-17922	95	7	,	,	PUNCT
ajst-17922	95	8	it	it	PRON
ajst-17922	95	9	is	be	AUX
ajst-17922	95	10	crucial	crucial	ADJ
ajst-17922	95	11	to	to	PART
ajst-17922	95	12	divide	divide	VERB
ajst-17922	95	13	the	the	DET
ajst-17922	95	14	data	datum	NOUN
ajst-17922	95	15	into	into	ADP
ajst-17922	95	16	time	time	NOUN
ajst-17922	95	17	windows	window	NOUN
ajst-17922	95	18	.	.	PUNCT
ajst-17922	96	1	one	one	NUM
ajst-17922	96	2	window	window	NOUN
ajst-17922	96	3	(	(	PUNCT
ajst-17922	96	4	x	x	X
ajst-17922	96	5	)	)	PUNCT
ajst-17922	96	6	represents	represent	VERB
ajst-17922	96	7	the	the	DET
ajst-17922	96	8	click	click	NOUN
ajst-17922	96	9	data	datum	NOUN
ajst-17922	96	10	before	before	ADP
ajst-17922	96	11	t0	t0	PROPN
ajst-17922	96	12	,	,	PUNCT
ajst-17922	96	13	while	while	SCONJ
ajst-17922	96	14	the	the	DET
ajst-17922	96	15	second	second	ADJ
ajst-17922	96	16	window	window	NOUN
ajst-17922	96	17	represents	represent	VERB
ajst-17922	96	18	the	the	DET
ajst-17922	96	19	data	datum	NOUN
ajst-17922	96	20	after	after	ADP
ajst-17922	96	21	t0	t0	PROPN
ajst-17922	96	22	,	,	PUNCT
ajst-17922	96	23	where	where	SCONJ
ajst-17922	96	24	the	the	DET
ajst-17922	96	25	target	target	NOUN
ajst-17922	96	26	event	event	NOUN
ajst-17922	96	27	y	y	PROPN
ajst-17922	96	28	is	be	AUX
ajst-17922	96	29	expected	expect	VERB
ajst-17922	96	30	to	to	PART
ajst-17922	96	31	occur	occur	VERB
ajst-17922	96	32	.	.	PUNCT
ajst-17922	97	1	the	the	DET
ajst-17922	97	2	click	click	NOUN
ajst-17922	97	3	data	data	NOUN
ajst-17922	97	4	is	be	AUX
ajst-17922	97	5	not	not	PART
ajst-17922	97	6	a	a	DET
ajst-17922	97	7	continuous	continuous	ADJ
ajst-17922	97	8	numerical	numerical	ADJ
ajst-17922	97	9	value	value	NOUN
ajst-17922	97	10	,	,	PUNCT
ajst-17922	97	11	but	but	CCONJ
ajst-17922	97	12	the	the	DET
ajst-17922	97	13	window	window	NOUN
ajst-17922	97	14	method	method	NOUN
ajst-17922	97	15	involves	involve	VERB
ajst-17922	97	16	moving	move	VERB
ajst-17922	97	17	the	the	DET
ajst-17922	97	18	window	window	NOUN
ajst-17922	97	19	through	through	ADP
ajst-17922	97	20	the	the	DET
ajst-17922	97	21	data	datum	NOUN
ajst-17922	97	22	,	,	PUNCT
ajst-17922	97	23	creating	create	VERB
ajst-17922	97	24	multiple	multiple	ADJ
ajst-17922	97	25	sequences	sequence	NOUN
ajst-17922	97	26	for	for	ADP
ajst-17922	97	27	a	a	DET
ajst-17922	97	28	single	single	ADJ
ajst-17922	97	29	user	user	NOUN
ajst-17922	97	30	.	.	PUNCT
ajst-17922	98	1	for	for	ADP
ajst-17922	98	2	instance	instance	NOUN
ajst-17922	98	3	,	,	PUNCT
ajst-17922	98	4	a	a	DET
ajst-17922	98	5	6	6	NUM
ajst-17922	98	6	-	-	PUNCT
ajst-17922	98	7	hour	hour	NOUN
ajst-17922	98	8	time	time	NOUN
ajst-17922	98	9	window	window	NOUN
ajst-17922	98	10	can	can	AUX
ajst-17922	98	11	be	be	AUX
ajst-17922	98	12	utilised	utilise	VERB
ajst-17922	98	13	to	to	PART
ajst-17922	98	14	forecast	forecast	VERB
ajst-17922	98	15	whether	whether	SCONJ
ajst-17922	98	16	a	a	DET
ajst-17922	98	17	customer	customer	NOUN
ajst-17922	98	18	will	will	AUX
ajst-17922	98	19	make	make	VERB
ajst-17922	98	20	a	a	DET
ajst-17922	98	21	purchase	purchase	NOUN
ajst-17922	98	22	within	within	ADP
ajst-17922	98	23	the	the	DET
ajst-17922	98	24	next	next	ADJ
ajst-17922	98	25	2	2	NUM
ajst-17922	98	26	hours	hour	NOUN
ajst-17922	98	27	.	.	PUNCT
ajst-17922	99	1	by	by	ADP
ajst-17922	99	2	sliding	slide	VERB
ajst-17922	99	3	across	across	ADP
ajst-17922	99	4	the	the	DET
ajst-17922	99	5	entire	entire	ADJ
ajst-17922	99	6	daily	daily	ADJ
ajst-17922	99	7	dataset	dataset	NOUN
ajst-17922	99	8	,	,	PUNCT
ajst-17922	99	9	multiple	multiple	ADJ
ajst-17922	99	10	sequences	sequence	NOUN
ajst-17922	99	11	(	(	PUNCT
ajst-17922	99	12	x	x	X
ajst-17922	99	13	and	and	CCONJ
ajst-17922	99	14	y	y	NOUN
ajst-17922	99	15	)	)	PUNCT
ajst-17922	99	16	can	can	AUX
ajst-17922	99	17	be	be	AUX
ajst-17922	99	18	obtained	obtain	VERB
ajst-17922	99	19	.	.	PUNCT
ajst-17922	100	1	figure	figure	NOUN
ajst-17922	100	2	2	2	NUM
ajst-17922	100	3	.	.	PUNCT
ajst-17922	100	4	prediction	prediction	NOUN
ajst-17922	100	5	model	model	NOUN
ajst-17922	100	6	architecture	architecture	NOUN
ajst-17922	100	7	diagram	diagram	NOUN
ajst-17922	100	8	the	the	DET
ajst-17922	100	9	model	model	NOUN
ajst-17922	100	10	prediction	prediction	NOUN
ajst-17922	100	11	results	result	NOUN
ajst-17922	100	12	indicate	indicate	VERB
ajst-17922	100	13	that	that	SCONJ
ajst-17922	100	14	the	the	DET
ajst-17922	100	15	model	model	NOUN
ajst-17922	100	16	is	be	AUX
ajst-17922	100	17	not	not	PART
ajst-17922	100	18	very	very	ADV
ajst-17922	100	19	useful	useful	ADJ
ajst-17922	100	20	when	when	SCONJ
ajst-17922	100	21	events	event	NOUN
ajst-17922	100	22	that	that	PRON
ajst-17922	100	23	leak	leak	NOUN
ajst-17922	100	24	labels	label	NOUN
ajst-17922	100	25	are	be	AUX
ajst-17922	100	26	included	include	VERB
ajst-17922	100	27	,	,	PUNCT
ajst-17922	100	28	such	such	ADJ
ajst-17922	100	29	as	as	ADP
ajst-17922	100	30	clicking	click	VERB
ajst-17922	100	31	the	the	DET
ajst-17922	100	32	'	'	PUNCT
ajst-17922	100	33	pay	pay	NOUN
ajst-17922	100	34	'	'	PUNCT
ajst-17922	100	35	button	button	NOUN
ajst-17922	100	36	to	to	PART
ajst-17922	100	37	make	make	VERB
ajst-17922	100	38	a	a	DET
ajst-17922	100	39	purchase	purchase	NOUN
ajst-17922	100	40	prediction	prediction	NOUN
ajst-17922	100	41	.	.	PUNCT
ajst-17922	101	1	there	there	PRON
ajst-17922	101	2	are	be	VERB
ajst-17922	101	3	no	no	DET
ajst-17922	101	4	general	general	ADJ
ajst-17922	101	5	rules	rule	NOUN
ajst-17922	101	6	about	about	ADP
ajst-17922	101	7	which	which	DET
ajst-17922	101	8	events	event	NOUN
ajst-17922	101	9	to	to	PART
ajst-17922	101	10	exclude	exclude	VERB
ajst-17922	101	11	,	,	PUNCT
ajst-17922	101	12	but	but	CCONJ
ajst-17922	101	13	if	if	SCONJ
ajst-17922	101	14	the	the	DET
ajst-17922	101	15	classifier	classifier	NOUN
ajst-17922	101	16	performs	perform	VERB
ajst-17922	101	17	exceptionally	exceptionally	ADV
ajst-17922	101	18	well	well	ADV
ajst-17922	101	19	on	on	ADP
ajst-17922	101	20	such	such	ADJ
ajst-17922	101	21	tasks	task	NOUN
ajst-17922	101	22	,	,	PUNCT
ajst-17922	101	23	it	it	PRON
ajst-17922	101	24	may	may	AUX
ajst-17922	101	25	have	have	VERB
ajst-17922	101	26	a	a	DET
ajst-17922	101	27	leakage	leakage	NOUN
ajst-17922	101	28	feature	feature	NOUN
ajst-17922	101	29	.	.	PUNCT
ajst-17922	102	1	it	it	PRON
ajst-17922	102	2	is	be	AUX
ajst-17922	102	3	important	important	ADJ
ajst-17922	102	4	to	to	PART
ajst-17922	102	5	note	note	VERB
ajst-17922	102	6	that	that	DET
ajst-17922	102	7	intent	intent	ADJ
ajst-17922	102	8	prediction	prediction	NOUN
ajst-17922	102	9	will	will	AUX
ajst-17922	102	10	never	never	ADV
ajst-17922	102	11	yield	yield	VERB
ajst-17922	102	12	a	a	DET
ajst-17922	102	13	high	high	ADJ
ajst-17922	102	14	-	-	PUNCT
ajst-17922	102	15	precision	precision	NOUN
ajst-17922	102	16	model	model	NOUN
ajst-17922	102	17	because	because	SCONJ
ajst-17922	102	18	the	the	DET
ajst-17922	102	19	event	event	NOUN
ajst-17922	102	20	data	datum	NOUN
ajst-17922	102	21	is	be	AUX
ajst-17922	102	22	usually	usually	ADV
ajst-17922	102	23	not	not	PART
ajst-17922	102	24	clean	clean	ADJ
ajst-17922	102	25	and	and	CCONJ
ajst-17922	102	26	specific	specific	ADJ
ajst-17922	102	27	enough	enough	ADV
ajst-17922	102	28	.	.	PUNCT
ajst-17922	103	1	3.3	3.3	NUM
ajst-17922	103	2	.	.	PUNCT
ajst-17922	103	3	random	random	ADJ
ajst-17922	103	4	sequence	sequence	NOUN
ajst-17922	103	5	data	data	VERB
ajst-17922	103	6	the	the	DET
ajst-17922	103	7	subsequent	subsequent	ADJ
ajst-17922	103	8	stage	stage	NOUN
ajst-17922	103	9	involves	involve	VERB
ajst-17922	103	10	inputting	inputte	VERB
ajst-17922	103	11	the	the	DET
ajst-17922	103	12	data	datum	NOUN
ajst-17922	103	13	into	into	ADP
ajst-17922	103	14	the	the	DET
ajst-17922	103	15	artificial	artificial	ADJ
ajst-17922	103	16	neural	neural	ADJ
ajst-17922	103	17	network	network	NOUN
ajst-17922	103	18	.	.	PUNCT
ajst-17922	104	1	each	each	DET
ajst-17922	104	2	event	event	NOUN
ajst-17922	104	3	is	be	AUX
ajst-17922	104	4	assigned	assign	VERB
ajst-17922	104	5	an	an	DET
ajst-17922	104	6	internal	internal	ADJ
ajst-17922	104	7	representation	representation	NOUN
ajst-17922	104	8	in	in	ADP
ajst-17922	104	9	the	the	DET
ajst-17922	104	10	neural	neural	ADJ
ajst-17922	104	11	network	network	NOUN
ajst-17922	104	12	,	,	PUNCT
ajst-17922	104	13	known	know	VERB
ajst-17922	104	14	as	as	ADP
ajst-17922	104	15	an	an	DET
ajst-17922	104	16	embed	embed	NOUN
ajst-17922	104	17	.	.	PUNCT
ajst-17922	105	1	this	this	DET
ajst-17922	105	2	representation	representation	NOUN
ajst-17922	105	3	is	be	AUX
ajst-17922	105	4	learned	learn	VERB
ajst-17922	105	5	by	by	ADP
ajst-17922	105	6	the	the	DET
ajst-17922	105	7	network	network	NOUN
ajst-17922	105	8	during	during	ADP
ajst-17922	105	9	training	training	NOUN
ajst-17922	105	10	.	.	PUNCT
ajst-17922	106	1	the	the	DET
ajst-17922	106	2	learning	learning	NOUN
ajst-17922	106	3	process	process	NOUN
ajst-17922	106	4	of	of	ADP
ajst-17922	106	5	the	the	DET
ajst-17922	106	6	network	network	NOUN
ajst-17922	106	7	constructs	construct	VERB
ajst-17922	106	8	an	an	DET
ajst-17922	106	9	embedded	embed	VERB
ajst-17922	106	10	space	space	NOUN
ajst-17922	106	11	where	where	SCONJ
ajst-17922	106	12	each	each	DET
ajst-17922	106	13	event	event	NOUN
ajst-17922	106	14	is	be	AUX
ajst-17922	106	15	positioned	position	VERB
ajst-17922	106	16	based	base	VERB
ajst-17922	106	17	on	on	ADP
ajst-17922	106	18	its	its	PRON
ajst-17922	106	19	similarity	similarity	NOUN
ajst-17922	106	20	to	to	ADP
ajst-17922	106	21	other	other	ADJ
ajst-17922	106	22	events[28	events[28	PROPN
ajst-17922	106	23	]	]	PUNCT
ajst-17922	106	24	.	.	PUNCT
ajst-17922	107	1	the	the	DET
ajst-17922	107	2	use	use	NOUN
ajst-17922	107	3	of	of	ADP
ajst-17922	107	4	such	such	ADJ
ajst-17922	107	5	representations	representation	NOUN
ajst-17922	107	6	enables	enable	VERB
ajst-17922	107	7	comparison	comparison	NOUN
ajst-17922	107	8	of	of	ADP
ajst-17922	107	9	events	event	NOUN
ajst-17922	107	10	(	(	PUNCT
ajst-17922	107	11	refer	refer	VERB
ajst-17922	107	12	to	to	ADP
ajst-17922	107	13	word	word	NOUN
ajst-17922	107	14	embedding	embed	VERB
ajst-17922	107	15	)	)	PUNCT
ajst-17922	107	16	.	.	PUNCT
ajst-17922	108	1	furthermore	furthermore	ADV
ajst-17922	108	2	,	,	PUNCT
ajst-17922	108	3	it	it	PRON
ajst-17922	108	4	allows	allow	VERB
ajst-17922	108	5	for	for	ADP
ajst-17922	108	6	the	the	DET
ajst-17922	108	7	handling	handling	NOUN
ajst-17922	108	8	of	of	ADP
ajst-17922	108	9	numerous	numerous	ADJ
ajst-17922	108	10	distinct	distinct	ADJ
ajst-17922	108	11	events	event	NOUN
ajst-17922	108	12	without	without	ADP
ajst-17922	108	13	the	the	DET
ajst-17922	108	14	need	need	NOUN
ajst-17922	108	15	to	to	PART
ajst-17922	108	16	manage	manage	VERB
ajst-17922	108	17	high	high	ADJ
ajst-17922	108	18	-	-	PUNCT
ajst-17922	108	19	dimensional	dimensional	ADJ
ajst-17922	108	20	vectors	vector	NOUN
ajst-17922	108	21	.	.	PUNCT
ajst-17922	109	1	the	the	DET
ajst-17922	109	2	quantity	quantity	NOUN
ajst-17922	109	3	of	of	ADP
ajst-17922	109	4	events	event	NOUN
ajst-17922	109	5	corresponds	correspond	VERB
ajst-17922	109	6	to	to	ADP
ajst-17922	109	7	the	the	DET
ajst-17922	109	8	vocabulary	vocabulary	NOUN
ajst-17922	109	9	in	in	ADP
ajst-17922	109	10	nlp	nlp	NOUN
ajst-17922	109	11	.	.	PUNCT
ajst-17922	110	1	once	once	SCONJ
ajst-17922	110	2	the	the	DET
ajst-17922	110	3	transformation	transformation	NOUN
ajst-17922	110	4	from	from	ADP
ajst-17922	110	5	event	event	NOUN
ajst-17922	110	6	i	i	PROPN
ajst-17922	110	7	d	d	PROPN
ajst-17922	110	8	to	to	ADP
ajst-17922	110	9	embedded	embed	VERB
ajst-17922	110	10	representation	representation	NOUN
ajst-17922	110	11	(	(	PUNCT
ajst-17922	110	12	embedding	embed	VERB
ajst-17922	110	13	layer	layer	NOUN
ajst-17922	110	14	)	)	PUNCT
ajst-17922	110	15	is	be	AUX
ajst-17922	110	16	complete	complete	ADJ
ajst-17922	110	17	,	,	PUNCT
ajst-17922	110	18	the	the	DET
ajst-17922	110	19	sequence	sequence	NOUN
ajst-17922	110	20	must	must	AUX
ajst-17922	110	21	be	be	AUX
ajst-17922	110	22	reduced	reduce	VERB
ajst-17922	110	23	to	to	ADP
ajst-17922	110	24	a	a	DET
ajst-17922	110	25	single	single	ADJ
ajst-17922	110	26	vector	vector	NOUN
ajst-17922	110	27	.	.	PUNCT
ajst-17922	111	1	lstm	lstm	NOUN
ajst-17922	111	2	is	be	AUX
ajst-17922	111	3	the	the	DET
ajst-17922	111	4	standard	standard	ADJ
ajst-17922	111	5	method	method	NOUN
ajst-17922	111	6	for	for	ADP
ajst-17922	111	7	this	this	DET
ajst-17922	111	8	task	task	NOUN
ajst-17922	111	9	.	.	PUNCT
ajst-17922	112	1	the	the	DET
ajst-17922	112	2	masking	masking	NOUN
ajst-17922	112	3	layer	layer	NOUN
ajst-17922	112	4	in	in	ADP
ajst-17922	112	5	the	the	DET
ajst-17922	112	6	following	follow	VERB
ajst-17922	112	7	example	example	NOUN
ajst-17922	112	8	eliminates	eliminate	VERB
ajst-17922	112	9	zeros	zero	NOUN
ajst-17922	112	10	from	from	ADP
ajst-17922	112	11	the	the	DET
ajst-17922	112	12	sequence	sequence	NOUN
ajst-17922	112	13	.	.	PUNCT
ajst-17922	113	1	code	code	NOUN
ajst-17922	113	2	:	:	PUNCT
ajst-17922	114	1	import	import	NOUN
ajst-17922	114	2	randomnum_events	randomnum_event	NOUN
ajst-17922	114	3	=	=	SYM
ajst-17922	114	4	1000seq_len	1000seq_len	NUM
ajst-17922	114	5	=	=	SYM
ajst-17922	114	6	100y	100y	PROPN
ajst-17922	114	7	=	=	PUNCT
ajst-17922	114	8	np.random.choice(2	np.random.choice(2	PROPN
ajst-17922	114	9	,	,	PUNCT
ajst-17922	114	10	1000	1000	NUM
ajst-17922	114	11	,	,	PUNCT
ajst-17922	114	12	replace	replace	VERB
ajst-17922	114	13	=	=	NOUN
ajst-17922	114	14	true)x	true)x	NOUN
ajst-17922	114	15	=	=	PUNCT
ajst-17922	114	16	np.random.randint(num_events	np.random.randint(num_events	PROPN
ajst-17922	114	17	,	,	PUNCT
ajst-17922	114	18	size=(1000	size=(1000	PROPN
ajst-17922	114	19	,	,	PUNCT
ajst-17922	114	20	seq_len))net_in	seq_len))net_in	NOUN
ajst-17922	114	21	=	=	SYM
ajst-17922	114	22	tf.keras.layers.input(shape=(seq_len,))emb	tf.keras.layers.input(shape=(seq_len,))emb	NOUN
ajst-17922	114	23	=	=	SYM
ajst-17922	114	24	tf.keras.layers.embedding(num_events	tf.keras.layers.embedding(num_event	NOUN
ajst-17922	114	25	,	,	PUNCT
ajst-17922	114	26	8	8	NUM
ajst-17922	114	27	,	,	PUNCT
ajst-17922	114	28	input_length	input_length	NOUN
ajst-17922	114	29	=	=	SYM
ajst-17922	114	30	seq_len	seq_len	ADJ
ajst-17922	114	31	,	,	PUNCT
ajst-17922	114	32	mask_zero	mask_zero	NOUN
ajst-17922	114	33	=	=	NOUN
ajst-17922	114	34	true	true	ADJ
ajst-17922	114	35	,	,	PUNCT
ajst-17922	114	36	input_shape=(num_events,))(net_in)mask	input_shape=(num_events,))(net_in)mask	ADJ
ajst-17922	114	37	=	=	PUNCT
ajst-17922	114	38	tf.keras.layers.masking(mask_value=0)(emb)lstm	tf.keras.layers.masking(mask_value=0)(emb)lstm	NOUN
ajst-17922	114	39	=	=	SYM
ajst-17922	114	40	tf.keras.layers.lstm(64)(mask)dense	tf.keras.layers.lstm(64)(mask)dense	NOUN
ajst-17922	114	41	=	=	SYM
ajst-17922	114	42	tf.keras.layers.dense(1	tf.keras.layers.dense(1	PROPN
ajst-17922	114	43	,	,	PUNCT
ajst-17922	114	44	activation='sigmoid')(lstm)model	activation='sigmoid')(lstm)model	PROPN
ajst-17922	114	45	=	=	SYM
ajst-17922	114	46	tf.keras.model(net_in	tf.keras.model(net_in	PROPN
ajst-17922	114	47	,	,	PUNCT
ajst-17922	114	48	dense)model.compile('adam	dense)model.compile('adam	PROPN
ajst-17922	114	49	'	'	PART
ajst-17922	114	50	,	,	PUNCT
ajst-17922	114	51	'	'	PUNCT
ajst-17922	114	52	binary_crossentropy	binary_crossentropy	NOUN
ajst-17922	114	53	'	'	PUNCT
ajst-17922	114	54	,	,	PUNCT
ajst-17922	114	55	metrics=['acc'])model.summary()history	metrics=['acc'])model.summary()history	NOUN
ajst-17922	114	56	=	=	SYM
ajst-17922	114	57	model.fit(x	model.fit(x	PROPN
ajst-17922	114	58	,	,	PUNCT
ajst-17922	114	59	y	y	NOUN
ajst-17922	114	60	,	,	PUNCT
ajst-17922	114	61	epochs	epoch	NOUN
ajst-17922	114	62	=	=	PUNCT
ajst-17922	114	63	50	50	NUM
ajst-17922	114	64	,	,	PUNCT
ajst-17922	114	65	validation_split=0.2	validation_split=0.2	PUNCT
ajst-17922	114	66	)	)	PUNCT
ajst-17922	114	67	218	218	NUM
ajst-17922	114	68	3.4	3.4	NUM
ajst-17922	114	69	.	.	PUNCT
ajst-17922	115	1	data	datum	NOUN
ajst-17922	115	2	result	result	VERB
ajst-17922	115	3	the	the	DET
ajst-17922	115	4	dataset	dataset	NOUN
ajst-17922	115	5	comprises	comprise	VERB
ajst-17922	115	6	approximately	approximately	ADV
ajst-17922	115	7	13	13	NUM
ajst-17922	115	8	million	million	NUM
ajst-17922	115	9	event	event	NOUN
ajst-17922	115	10	streams	stream	NOUN
ajst-17922	115	11	exported	export	VERB
ajst-17922	115	12	using	use	VERB
ajst-17922	115	13	sliding	slide	VERB
ajst-17922	115	14	window	window	NOUN
ajst-17922	115	15	methods	method	NOUN
ajst-17922	115	16	,	,	PUNCT
ajst-17922	115	17	with	with	ADP
ajst-17922	115	18	a	a	DET
ajst-17922	115	19	class	class	NOUN
ajst-17922	115	20	imbalance	imbalance	NOUN
ajst-17922	115	21	of	of	ADP
ajst-17922	115	22	about	about	ADP
ajst-17922	115	23	1:100	1:100	NUM
ajst-17922	115	24	.	.	PUNCT
ajst-17922	116	1	based	base	VERB
ajst-17922	116	2	on	on	ADP
ajst-17922	116	3	this	this	DET
ajst-17922	116	4	data	datum	NOUN
ajst-17922	116	5	,	,	PUNCT
ajst-17922	116	6	the	the	DET
ajst-17922	116	7	conv1d	conv1d	ADJ
ajst-17922	116	8	architecture	architecture	NOUN
ajst-17922	116	9	outperforms	outperform	VERB
ajst-17922	116	10	the	the	DET
ajst-17922	116	11	lstm	lstm	ADJ
ajst-17922	116	12	architecture	architecture	NOUN
ajst-17922	116	13	in	in	ADP
ajst-17922	116	14	several	several	ADJ
ajst-17922	116	15	ways	way	NOUN
ajst-17922	116	16	.	.	PUNCT
ajst-17922	117	1	firstly	firstly	ADV
ajst-17922	117	2	,	,	PUNCT
ajst-17922	117	3	convolution	convolution	NOUN
ajst-17922	117	4	is	be	AUX
ajst-17922	117	5	faster	fast	ADJ
ajst-17922	117	6	to	to	PART
ajst-17922	117	7	calculate	calculate	VERB
ajst-17922	117	8	and	and	CCONJ
ajst-17922	117	9	therefore	therefore	ADV
ajst-17922	117	10	quicker	quick	ADV
ajst-17922	117	11	to	to	PART
ajst-17922	117	12	train	train	VERB
ajst-17922	117	13	.	.	PUNCT
ajst-17922	118	1	secondly	secondly	ADV
ajst-17922	118	2	,	,	PUNCT
ajst-17922	118	3	lstm	lstm	NOUN
ajst-17922	118	4	is	be	AUX
ajst-17922	118	5	more	more	ADV
ajst-17922	118	6	sensitive	sensitive	ADJ
ajst-17922	118	7	to	to	ADP
ajst-17922	118	8	hyperparameters	hyperparameter	NOUN
ajst-17922	118	9	,	,	PUNCT
ajst-17922	118	10	so	so	SCONJ
ajst-17922	118	11	the	the	DET
ajst-17922	118	12	model	model	NOUN
ajst-17922	118	13	becomes	become	VERB
ajst-17922	118	14	more	more	ADV
ajst-17922	118	15	robust	robust	ADJ
ajst-17922	118	16	with	with	ADP
ajst-17922	118	17	convolution	convolution	NOUN
ajst-17922	118	18	,	,	PUNCT
ajst-17922	118	19	and	and	CCONJ
ajst-17922	118	20	even	even	ADV
ajst-17922	118	21	slightly	slightly	ADV
ajst-17922	118	22	more	more	ADJ
ajst-17922	118	23	accurate[29	accurate[29	NOUN
ajst-17922	118	24	]	]	PUNCT
ajst-17922	118	25	.	.	PUNCT
ajst-17922	119	1	the	the	DET
ajst-17922	119	2	classifier	classifier	NOUN
ajst-17922	119	3	below	below	ADP
ajst-17922	119	4	exhibits	exhibit	VERB
ajst-17922	119	5	a	a	DET
ajst-17922	119	6	significant	significant	ADJ
ajst-17922	119	7	difference	difference	NOUN
ajst-17922	119	8	in	in	ADP
ajst-17922	119	9	the	the	DET
ajst-17922	119	10	precision	precision	NOUN
ajst-17922	119	11	/	/	SYM
ajst-17922	119	12	recall	recall	NOUN
ajst-17922	119	13	ratio	ratio	NOUN
ajst-17922	119	14	and	and	CCONJ
ajst-17922	119	15	a	a	DET
ajst-17922	119	16	slight	slight	ADJ
ajst-17922	119	17	difference	difference	NOUN
ajst-17922	119	18	in	in	ADP
ajst-17922	119	19	the	the	DET
ajst-17922	119	20	roc	roc	PROPN
ajst-17922	119	21	curve	curve	NOUN
ajst-17922	119	22	.	.	PUNCT
ajst-17922	120	1	therefore	therefore	ADV
ajst-17922	120	2	,	,	PUNCT
ajst-17922	120	3	it	it	PRON
ajst-17922	120	4	is	be	AUX
ajst-17922	120	5	more	more	ADV
ajst-17922	120	6	suitable	suitable	ADJ
ajst-17922	120	7	for	for	ADP
ajst-17922	120	8	predicting	predict	VERB
ajst-17922	120	9	personalized	personalize	VERB
ajst-17922	120	10	targeted	target	VERB
ajst-17922	120	11	advertising	advertising	NOUN
ajst-17922	120	12	messages	message	NOUN
ajst-17922	120	13	to	to	PART
ajst-17922	120	14	target	target	VERB
ajst-17922	120	15	customers	customer	NOUN
ajst-17922	120	16	using	use	VERB
ajst-17922	120	17	a	a	DET
ajst-17922	120	18	convolutional	convolutional	ADJ
ajst-17922	120	19	network	network	NOUN
ajst-17922	120	20	.	.	PUNCT
ajst-17922	121	1	figure	figure	NOUN
ajst-17922	121	2	3	3	NUM
ajst-17922	121	3	.	.	PUNCT
ajst-17922	122	1	lstm	lstm	NOUN
ajst-17922	122	2	personalized	personalize	VERB
ajst-17922	122	3	predictive	predictive	ADJ
ajst-17922	122	4	roc	roc	PROPN
ajst-17922	122	5	curve	curve	NOUN
ajst-17922	122	6	figure	figure	NOUN
ajst-17922	122	7	4	4	NUM
ajst-17922	122	8	.	.	PUNCT
ajst-17922	122	9	precision	precision	NOUN
ajst-17922	122	10	-	-	PUNCT
ajst-17922	122	11	recall	recall	NOUN
ajst-17922	122	12	curves	curve	NOUN
ajst-17922	122	13	for	for	ADP
ajst-17922	122	14	the	the	DET
ajst-17922	122	15	experiment	experiment	NOUN
ajst-17922	122	16	in	in	ADP
ajst-17922	122	17	reality	reality	NOUN
ajst-17922	122	18	,	,	PUNCT
ajst-17922	122	19	data	datum	NOUN
ajst-17922	122	20	is	be	AUX
ajst-17922	122	21	rarely	rarely	ADV
ajst-17922	122	22	perfect	perfect	ADJ
ajst-17922	122	23	.	.	PUNCT
ajst-17922	123	1	it	it	PRON
ajst-17922	123	2	often	often	ADV
ajst-17922	123	3	contains	contain	VERB
ajst-17922	123	4	duplicate	duplicate	ADJ
ajst-17922	123	5	events	event	NOUN
ajst-17922	123	6	,	,	PUNCT
ajst-17922	123	7	crawlers	crawler	NOUN
ajst-17922	123	8	,	,	PUNCT
ajst-17922	123	9	bots	bot	NOUN
ajst-17922	123	10	,	,	PUNCT
ajst-17922	123	11	or	or	CCONJ
ajst-17922	123	12	other	other	ADJ
ajst-17922	123	13	sources	source	NOUN
ajst-17922	123	14	of	of	ADP
ajst-17922	123	15	noise	noise	NOUN
ajst-17922	123	16	.	.	PUNCT
ajst-17922	124	1	before	before	ADP
ajst-17922	124	2	classifying	classify	VERB
ajst-17922	124	3	sequences	sequence	NOUN
ajst-17922	124	4	,	,	PUNCT
ajst-17922	124	5	ensure	ensure	VERB
ajst-17922	124	6	that	that	SCONJ
ajst-17922	124	7	your	your	PRON
ajst-17922	124	8	data	data	NOUN
ajst-17922	124	9	is	be	AUX
ajst-17922	124	10	corrected	correct	VERB
ajst-17922	124	11	by	by	ADP
ajst-17922	124	12	filtering	filter	VERB
ajst-17922	124	13	out	out	ADP
ajst-17922	124	14	outliers	outlier	NOUN
ajst-17922	124	15	,	,	PUNCT
ajst-17922	124	16	merging	merge	VERB
ajst-17922	124	17	duplicate	duplicate	ADJ
ajst-17922	124	18	events	event	NOUN
ajst-17922	124	19	,	,	PUNCT
ajst-17922	124	20	and	and	CCONJ
ajst-17922	124	21	splitting	splitting	NOUN
ajst-17922	124	22	sessions	session	NOUN
ajst-17922	124	23	from	from	ADP
ajst-17922	124	24	users	user	NOUN
ajst-17922	124	25	based	base	VERB
ajst-17922	124	26	on	on	ADP
ajst-17922	124	27	a	a	DET
ajst-17922	124	28	meaningful	meaningful	ADJ
ajst-17922	124	29	inactivity	inactivity	NOUN
ajst-17922	124	30	time	time	NOUN
ajst-17922	124	31	.	.	PUNCT
ajst-17922	125	1	you	you	PRON
ajst-17922	125	2	may	may	AUX
ajst-17922	125	3	also	also	ADV
ajst-17922	125	4	consider	consider	VERB
ajst-17922	125	5	incorporating	incorporate	VERB
ajst-17922	125	6	time	time	NOUN
ajst-17922	125	7	into	into	ADP
ajst-17922	125	8	the	the	DET
ajst-17922	125	9	model	model	NOUN
ajst-17922	125	10	,	,	PUNCT
ajst-17922	125	11	such	such	ADJ
ajst-17922	125	12	as	as	ADP
ajst-17922	125	13	including	include	VERB
ajst-17922	125	14	'	'	PUNCT
ajst-17922	125	15	time	time	NOUN
ajst-17922	125	16	since	since	SCONJ
ajst-17922	125	17	last	last	ADJ
ajst-17922	125	18	event	event	NOUN
ajst-17922	125	19	'	'	PUNCT
ajst-17922	125	20	on	on	ADP
ajst-17922	125	21	top	top	NOUN
ajst-17922	125	22	of	of	ADP
ajst-17922	125	23	the	the	DET
ajst-17922	125	24	embedding	embed	VERB
ajst-17922	125	25	vector	vector	NOUN
ajst-17922	125	26	.	.	PUNCT
ajst-17922	126	1	additionally[30	additionally[30	PROPN
ajst-17922	126	2	]	]	X
ajst-17922	126	3	,	,	PUNCT
ajst-17922	126	4	it	it	PRON
ajst-17922	126	5	may	may	AUX
ajst-17922	126	6	be	be	AUX
ajst-17922	126	7	beneficial	beneficial	ADJ
ajst-17922	126	8	to	to	PART
ajst-17922	126	9	use	use	VERB
ajst-17922	126	10	both	both	PRON
ajst-17922	126	11	a	a	DET
ajst-17922	126	12	maximum	maximum	ADJ
ajst-17922	126	13	and	and	CCONJ
ajst-17922	126	14	minimum	minimum	ADJ
ajst-17922	126	15	sequence	sequence	NOUN
ajst-17922	126	16	length	length	NOUN
ajst-17922	126	17	.	.	PUNCT
ajst-17922	127	1	if	if	SCONJ
ajst-17922	127	2	the	the	DET
ajst-17922	127	3	target	target	NOUN
ajst-17922	127	4	event	event	NOUN
ajst-17922	127	5	is	be	AUX
ajst-17922	127	6	rare	rare	ADJ
ajst-17922	127	7	,	,	PUNCT
ajst-17922	127	8	undersampling	undersample	VERB
ajst-17922	127	9	of	of	ADP
ajst-17922	127	10	negative	negative	ADJ
ajst-17922	127	11	sequences	sequence	NOUN
ajst-17922	127	12	can	can	AUX
ajst-17922	127	13	be	be	AUX
ajst-17922	127	14	an	an	DET
ajst-17922	127	15	option	option	NOUN
ajst-17922	127	16	.	.	PUNCT
ajst-17922	128	1	4	4	X
ajst-17922	128	2	.	.	X
ajst-17922	128	3	conclusion	conclusion	NOUN
ajst-17922	128	4	this	this	DET
ajst-17922	128	5	article	article	NOUN
ajst-17922	128	6	examines	examine	VERB
ajst-17922	128	7	how	how	SCONJ
ajst-17922	128	8	big	big	ADJ
ajst-17922	128	9	data	datum	NOUN
ajst-17922	128	10	can	can	AUX
ajst-17922	128	11	accurately	accurately	ADV
ajst-17922	128	12	understand	understand	VERB
ajst-17922	128	13	the	the	DET
ajst-17922	128	14	interests	interest	NOUN
ajst-17922	128	15	and	and	CCONJ
ajst-17922	128	16	needs	need	NOUN
ajst-17922	128	17	of	of	ADP
ajst-17922	128	18	individuals	individual	NOUN
ajst-17922	128	19	in	in	ADP
ajst-17922	128	20	the	the	DET
ajst-17922	128	21	current	current	ADJ
ajst-17922	128	22	era	era	NOUN
ajst-17922	128	23	of	of	ADP
ajst-17922	128	24	technology	technology	NOUN
ajst-17922	128	25	.	.	PUNCT
ajst-17922	129	1	it	it	PRON
ajst-17922	129	2	also	also	ADV
ajst-17922	129	3	discusses	discuss	VERB
ajst-17922	129	4	how	how	SCONJ
ajst-17922	129	5	deep	deep	ADJ
ajst-17922	129	6	learning	learning	NOUN
ajst-17922	129	7	and	and	CCONJ
ajst-17922	129	8	intelligent	intelligent	ADJ
ajst-17922	129	9	algorithms	algorithm	NOUN
ajst-17922	129	10	can	can	AUX
ajst-17922	129	11	be	be	AUX
ajst-17922	129	12	used	use	VERB
ajst-17922	129	13	to	to	PART
ajst-17922	129	14	achieve	achieve	VERB
ajst-17922	129	15	personalized	personalized	ADJ
ajst-17922	129	16	advertising	advertising	NOUN
ajst-17922	129	17	recommendations	recommendation	NOUN
ajst-17922	129	18	.	.	PUNCT
ajst-17922	130	1	examples	example	NOUN
ajst-17922	130	2	of	of	ADP
ajst-17922	130	3	this	this	PRON
ajst-17922	130	4	include	include	VERB
ajst-17922	130	5	shopping	shopping	NOUN
ajst-17922	130	6	apps	app	NOUN
ajst-17922	130	7	suggesting	suggest	VERB
ajst-17922	130	8	preferred	preferred	ADJ
ajst-17922	130	9	clothing	clothing	NOUN
ajst-17922	130	10	styles	style	NOUN
ajst-17922	130	11	and	and	CCONJ
ajst-17922	130	12	receiving	receive	VERB
ajst-17922	130	13	relevant	relevant	ADJ
ajst-17922	130	14	news	news	NOUN
ajst-17922	130	15	feeds	feed	NOUN
ajst-17922	130	16	after	after	ADP
ajst-17922	130	17	discussing	discuss	VERB
ajst-17922	130	18	hotpot	hotpot	NOUN
ajst-17922	130	19	with	with	ADP
ajst-17922	130	20	friends	friend	NOUN
ajst-17922	130	21	.	.	PUNCT
ajst-17922	131	1	these	these	DET
ajst-17922	131	2	outcomes	outcome	NOUN
ajst-17922	131	3	are	be	AUX
ajst-17922	131	4	not	not	PART
ajst-17922	131	5	accidental	accidental	ADJ
ajst-17922	131	6	,	,	PUNCT
ajst-17922	131	7	but	but	CCONJ
ajst-17922	131	8	rather	rather	ADV
ajst-17922	131	9	the	the	DET
ajst-17922	131	10	result	result	NOUN
ajst-17922	131	11	of	of	ADP
ajst-17922	131	12	machine	machine	NOUN
ajst-17922	131	13	learning	learning	NOUN
ajst-17922	131	14	.	.	PUNCT
ajst-17922	132	1	machine	machine	NOUN
ajst-17922	132	2	learning	learning	NOUN
ajst-17922	132	3	has	have	AUX
ajst-17922	132	4	replaced	replace	VERB
ajst-17922	132	5	traditional	traditional	ADJ
ajst-17922	132	6	advertising	advertising	NOUN
ajst-17922	132	7	methods	method	NOUN
ajst-17922	132	8	that	that	PRON
ajst-17922	132	9	relied	rely	VERB
ajst-17922	132	10	on	on	ADP
ajst-17922	132	11	practitioner	practitioner	NOUN
ajst-17922	132	12	experience	experience	NOUN
ajst-17922	132	13	and	and	CCONJ
ajst-17922	132	14	intuition[31	intuition[31	NOUN
ajst-17922	132	15	]	]	PUNCT
ajst-17922	132	16	.	.	PUNCT
ajst-17922	133	1	it	it	PRON
ajst-17922	133	2	leverages	leverage	VERB
ajst-17922	133	3	powerful	powerful	ADJ
ajst-17922	133	4	data	datum	NOUN
ajst-17922	133	5	processing	processing	NOUN
ajst-17922	133	6	and	and	CCONJ
ajst-17922	133	7	analytics	analytic	NOUN
ajst-17922	133	8	to	to	PART
ajst-17922	133	9	extract	extract	VERB
ajst-17922	133	10	potential	potential	ADJ
ajst-17922	133	11	associations	association	NOUN
ajst-17922	133	12	and	and	CCONJ
ajst-17922	133	13	patterns	pattern	NOUN
ajst-17922	133	14	from	from	ADP
ajst-17922	133	15	large	large	ADJ
ajst-17922	133	16	amounts	amount	NOUN
ajst-17922	133	17	of	of	ADP
ajst-17922	133	18	data	datum	NOUN
ajst-17922	133	19	,	,	PUNCT
ajst-17922	133	20	providing	provide	VERB
ajst-17922	133	21	advertisers	advertiser	NOUN
ajst-17922	133	22	and	and	CCONJ
ajst-17922	133	23	marketers	marketer	NOUN
ajst-17922	133	24	with	with	ADP
ajst-17922	133	25	new	new	ADJ
ajst-17922	133	26	possibilities	possibility	NOUN
ajst-17922	133	27	for	for	ADP
ajst-17922	133	28	idea	idea	NOUN
ajst-17922	133	29	generation	generation	NOUN
ajst-17922	133	30	,	,	PUNCT
ajst-17922	133	31	recommendation	recommendation	NOUN
ajst-17922	133	32	optimization	optimization	NOUN
ajst-17922	133	33	,	,	PUNCT
ajst-17922	133	34	and	and	CCONJ
ajst-17922	133	35	bid	bid	VERB
ajst-17922	133	36	strategy	strategy	NOUN
ajst-17922	133	37	optimization	optimization	NOUN
ajst-17922	133	38	.	.	PUNCT
ajst-17922	134	1	the	the	DET
ajst-17922	134	2	use	use	NOUN
ajst-17922	134	3	of	of	ADP
ajst-17922	134	4	machine	machine	NOUN
ajst-17922	134	5	learning	learn	VERB
ajst-17922	134	6	in	in	ADP
ajst-17922	134	7	data	datum	NOUN
ajst-17922	134	8	science	science	NOUN
ajst-17922	134	9	and	and	CCONJ
ajst-17922	134	10	targeted	target	VERB
ajst-17922	134	11	advertising	advertising	NOUN
ajst-17922	134	12	has	have	AUX
ajst-17922	134	13	produced	produce	VERB
ajst-17922	134	14	impressive	impressive	ADJ
ajst-17922	134	15	outcomes	outcome	NOUN
ajst-17922	134	16	,	,	PUNCT
ajst-17922	134	17	offering	offer	VERB
ajst-17922	134	18	users	user	NOUN
ajst-17922	134	19	and	and	CCONJ
ajst-17922	134	20	advertisers	advertiser	NOUN
ajst-17922	134	21	more	more	ADV
ajst-17922	134	22	accurate	accurate	ADJ
ajst-17922	134	23	targeting	targeting	NOUN
ajst-17922	134	24	and	and	CCONJ
ajst-17922	134	25	engaging	engage	VERB
ajst-17922	134	26	advertising	advertising	NOUN
ajst-17922	134	27	experiences	experience	NOUN
ajst-17922	134	28	.	.	PUNCT
ajst-17922	135	1	this	this	DET
ajst-17922	135	2	field	field	NOUN
ajst-17922	135	3	has	have	VERB
ajst-17922	135	4	enormous	enormous	ADJ
ajst-17922	135	5	potential	potential	NOUN
ajst-17922	135	6	and	and	CCONJ
ajst-17922	135	7	will	will	AUX
ajst-17922	135	8	undoubtedly	undoubtedly	ADV
ajst-17922	135	9	continue	continue	VERB
ajst-17922	135	10	to	to	PART
ajst-17922	135	11	shape	shape	VERB
ajst-17922	135	12	the	the	DET
ajst-17922	135	13	future	future	NOUN
ajst-17922	135	14	of	of	ADP
ajst-17922	135	15	the	the	DET
ajst-17922	135	16	advertising	advertising	NOUN
ajst-17922	135	17	industry	industry	NOUN
ajst-17922	135	18	.	.	PUNCT
ajst-17922	136	1	machine	machine	NOUN
ajst-17922	136	2	learning	learning	NOUN
ajst-17922	136	3	has	have	VERB
ajst-17922	136	4	significant	significant	ADJ
ajst-17922	136	5	advantages	advantage	NOUN
ajst-17922	136	6	in	in	ADP
ajst-17922	136	7	the	the	DET
ajst-17922	136	8	field	field	NOUN
ajst-17922	136	9	of	of	ADP
ajst-17922	136	10	personalized	personalized	ADJ
ajst-17922	136	11	ad	ad	NOUN
ajst-17922	136	12	recommendations	recommendation	NOUN
ajst-17922	136	13	.	.	PUNCT
ajst-17922	137	1	through	through	ADP
ajst-17922	137	2	machine	machine	NOUN
ajst-17922	137	3	learning	learning	NOUN
ajst-17922	137	4	,	,	PUNCT
ajst-17922	137	5	advertisers	advertiser	NOUN
ajst-17922	137	6	can	can	AUX
ajst-17922	137	7	create	create	VERB
ajst-17922	137	8	hyper	hyper	ADJ
ajst-17922	137	9	-	-	ADJ
ajst-17922	137	10	personalized	personalized	ADJ
ajst-17922	137	11	experiences	experience	NOUN
ajst-17922	137	12	that	that	PRON
ajst-17922	137	13	not	not	PART
ajst-17922	137	14	only	only	ADV
ajst-17922	137	15	improve	improve	VERB
ajst-17922	137	16	the	the	DET
ajst-17922	137	17	effectiveness	effectiveness	NOUN
ajst-17922	137	18	of	of	ADP
ajst-17922	137	19	their	their	PRON
ajst-17922	137	20	ads	ad	NOUN
ajst-17922	137	21	,	,	PUNCT
ajst-17922	137	22	but	but	CCONJ
ajst-17922	137	23	also	also	ADV
ajst-17922	137	24	adapt	adapt	VERB
ajst-17922	137	25	to	to	ADP
ajst-17922	137	26	changes	change	NOUN
ajst-17922	137	27	in	in	ADP
ajst-17922	137	28	the	the	DET
ajst-17922	137	29	market[32	market[32	NOUN
ajst-17922	137	30	-	-	PUNCT
ajst-17922	137	31	34	34	NUM
ajst-17922	137	32	]	]	PUNCT
ajst-17922	137	33	.	.	PUNCT
ajst-17922	138	1	through	through	ADP
ajst-17922	138	2	technologies	technology	NOUN
ajst-17922	138	3	such	such	ADJ
ajst-17922	138	4	as	as	ADP
ajst-17922	138	5	real	real	ADJ
ajst-17922	138	6	-	-	PUNCT
ajst-17922	138	7	time	time	NOUN
ajst-17922	138	8	data	datum	NOUN
ajst-17922	138	9	analytics	analytic	NOUN
ajst-17922	138	10	,	,	PUNCT
ajst-17922	138	11	intelligent	intelligent	ADJ
ajst-17922	138	12	placement	placement	NOUN
ajst-17922	138	13	decisions	decision	NOUN
ajst-17922	138	14	,	,	PUNCT
ajst-17922	138	15	predictive	predictive	ADJ
ajst-17922	138	16	analytics	analytic	NOUN
ajst-17922	138	17	,	,	PUNCT
ajst-17922	138	18	and	and	CCONJ
ajst-17922	138	19	personalized	personalized	ADJ
ajst-17922	138	20	recommendation	recommendation	NOUN
ajst-17922	138	21	systems	system	NOUN
ajst-17922	138	22	,	,	PUNCT
ajst-17922	138	23	advertisers	advertiser	NOUN
ajst-17922	138	24	have	have	VERB
ajst-17922	138	25	the	the	DET
ajst-17922	138	26	flexibility	flexibility	NOUN
ajst-17922	138	27	to	to	PART
ajst-17922	138	28	adapt	adapt	VERB
ajst-17922	138	29	their	their	PRON
ajst-17922	138	30	strategies	strategy	NOUN
ajst-17922	138	31	and	and	CCONJ
ajst-17922	138	32	deliver	deliver	VERB
ajst-17922	138	33	market	market	NOUN
ajst-17922	138	34	-	-	PUNCT
ajst-17922	138	35	relevant	relevant	ADJ
ajst-17922	138	36	strategies	strategy	NOUN
ajst-17922	138	37	that	that	PRON
ajst-17922	138	38	increase	increase	VERB
ajst-17922	138	39	conversion	conversion	NOUN
ajst-17922	138	40	rates	rate	NOUN
ajst-17922	138	41	.	.	PUNCT
ajst-17922	139	1	in	in	ADP
ajst-17922	139	2	addition	addition	NOUN
ajst-17922	139	3	,	,	PUNCT
ajst-17922	139	4	machine	machine	NOUN
ajst-17922	139	5	learning	learning	NOUN
ajst-17922	139	6	enables	enable	VERB
ajst-17922	139	7	advertisers	advertiser	NOUN
ajst-17922	139	8	to	to	PART
ajst-17922	139	9	better	well	ADV
ajst-17922	139	10	understand	understand	VERB
ajst-17922	139	11	users	user	NOUN
ajst-17922	139	12	,	,	PUNCT
ajst-17922	139	13	enabling	enable	VERB
ajst-17922	139	14	more	more	ADJ
ajst-17922	139	15	219	219	NUM
ajst-17922	139	16	precise	precise	ADJ
ajst-17922	139	17	targeting	target	VERB
ajst-17922	139	18	and	and	CCONJ
ajst-17922	139	19	personalized	personalized	ADJ
ajst-17922	139	20	advertising	advertising	NOUN
ajst-17922	139	21	content	content	NOUN
ajst-17922	139	22	.	.	PUNCT
ajst-17922	140	1	as	as	SCONJ
ajst-17922	140	2	machine	machine	NOUN
ajst-17922	140	3	learning	learning	NOUN
ajst-17922	140	4	continues	continue	VERB
ajst-17922	140	5	to	to	PART
ajst-17922	140	6	evolve	evolve	VERB
ajst-17922	140	7	,	,	PUNCT
ajst-17922	140	8	it	it	PRON
ajst-17922	140	9	will	will	AUX
ajst-17922	140	10	play	play	VERB
ajst-17922	140	11	a	a	DET
ajst-17922	140	12	key	key	ADJ
ajst-17922	140	13	role	role	NOUN
ajst-17922	140	14	in	in	ADP
ajst-17922	140	15	refining	refining	NOUN
ajst-17922	140	16	and	and	CCONJ
ajst-17922	140	17	optimizing	optimize	VERB
ajst-17922	140	18	advertising	advertising	NOUN
ajst-17922	140	19	strategies	strategy	NOUN
ajst-17922	140	20	,	,	PUNCT
ajst-17922	140	21	making	make	VERB
ajst-17922	140	22	campaigns	campaign	NOUN
ajst-17922	140	23	more	more	ADV
ajst-17922	140	24	precise	precise	ADJ
ajst-17922	140	25	and	and	CCONJ
ajst-17922	140	26	responsive	responsive	ADJ
ajst-17922	140	27	to	to	ADP
ajst-17922	140	28	the	the	DET
ajst-17922	140	29	ever	ever	ADV
ajst-17922	140	30	-	-	PUNCT
ajst-17922	140	31	changing	change	VERB
ajst-17922	140	32	market	market	NOUN
ajst-17922	140	33	.	.	PUNCT
ajst-17922	141	1	acknowledgment	acknowledgment	NOUN
ajst-17922	141	2	we	we	PRON
ajst-17922	141	3	would	would	AUX
ajst-17922	141	4	like	like	VERB
ajst-17922	141	5	to	to	PART
ajst-17922	141	6	extend	extend	VERB
ajst-17922	141	7	our	our	PRON
ajst-17922	141	8	sincere	sincere	ADJ
ajst-17922	141	9	thanks	thank	NOUN
ajst-17922	141	10	to	to	ADP
ajst-17922	141	11	professor	professor	PROPN
ajst-17922	141	12	guanghui	guanghui	PROPN
ajst-17922	141	13	wang	wang	PROPN
ajst-17922	141	14	and	and	CCONJ
ajst-17922	141	15	his	his	PRON
ajst-17922	141	16	outstanding	outstanding	ADJ
ajst-17922	141	17	contributions	contribution	NOUN
ajst-17922	141	18	and	and	CCONJ
ajst-17922	141	19	professional	professional	ADJ
ajst-17922	141	20	insights	insight	NOUN
ajst-17922	141	21	in	in	ADP
ajst-17922	141	22	the	the	DET
ajst-17922	141	23	field	field	NOUN
ajst-17922	141	24	of	of	ADP
ajst-17922	141	25	artificial	artificial	ADJ
ajst-17922	141	26	intelligence	intelligence	NOUN
ajst-17922	141	27	.	.	PUNCT
ajst-17922	142	1	in	in	ADP
ajst-17922	142	2	particular	particular	ADJ
ajst-17922	142	3	,	,	PUNCT
ajst-17922	142	4	we	we	PRON
ajst-17922	142	5	would	would	AUX
ajst-17922	142	6	like	like	VERB
ajst-17922	142	7	to	to	PART
ajst-17922	142	8	thank	thank	VERB
ajst-17922	142	9	him	he	PRON
ajst-17922	142	10	for	for	ADP
ajst-17922	142	11	his	his	PRON
ajst-17922	142	12	paper	paper	NOUN
ajst-17922	142	13	"	"	PUNCT
ajst-17922	142	14	the	the	DET
ajst-17922	142	15	application	application	NOUN
ajst-17922	142	16	of	of	ADP
ajst-17922	142	17	artificial	artificial	ADJ
ajst-17922	142	18	intelligence	intelligence	NOUN
ajst-17922	142	19	to	to	ADP
ajst-17922	142	20	the	the	DET
ajst-17922	142	21	bayesian	bayesian	NOUN
ajst-17922	142	22	model	model	NOUN
ajst-17922	142	23	algorithm	algorithm	NOUN
ajst-17922	142	24	for	for	ADP
ajst-17922	142	25	combining	combine	VERB
ajst-17922	142	26	genome	genome	NOUN
ajst-17922	142	27	data	datum	NOUN
ajst-17922	142	28	,	,	PUNCT
ajst-17922	142	29	"	"	PUNCT
ajst-17922	142	30	this	this	DET
ajst-17922	142	31	paper	paper	NOUN
ajst-17922	142	32	provides	provide	VERB
ajst-17922	142	33	an	an	DET
ajst-17922	142	34	important	important	ADJ
ajst-17922	142	35	reference	reference	NOUN
ajst-17922	142	36	and	and	CCONJ
ajst-17922	142	37	theoretical	theoretical	ADJ
ajst-17922	142	38	basis	basis	NOUN
ajst-17922	142	39	for	for	ADP
ajst-17922	142	40	this	this	DET
ajst-17922	142	41	study	study	NOUN
ajst-17922	142	42	.	.	PUNCT
ajst-17922	143	1	this	this	DET
ajst-17922	143	2	paper	paper	NOUN
ajst-17922	143	3	discusses	discuss	VERB
ajst-17922	143	4	the	the	DET
ajst-17922	143	5	application	application	NOUN
ajst-17922	143	6	of	of	ADP
ajst-17922	143	7	artificial	artificial	ADJ
ajst-17922	143	8	intelligence	intelligence	NOUN
ajst-17922	143	9	to	to	ADP
ajst-17922	143	10	genomic	genomic	ADJ
ajst-17922	143	11	data	datum	NOUN
ajst-17922	143	12	in	in	ADP
ajst-17922	143	13	bayesian	bayesian	NOUN
ajst-17922	143	14	model	model	NOUN
ajst-17922	143	15	algorithm	algorithm	NOUN
ajst-17922	143	16	,	,	PUNCT
ajst-17922	143	17	which	which	PRON
ajst-17922	143	18	provides	provide	VERB
ajst-17922	143	19	valuable	valuable	ADJ
ajst-17922	143	20	inspiration	inspiration	NOUN
ajst-17922	143	21	and	and	CCONJ
ajst-17922	143	22	support	support	NOUN
ajst-17922	143	23	for	for	ADP
ajst-17922	143	24	our	our	PRON
ajst-17922	143	25	research	research	NOUN
ajst-17922	143	26	.	.	PUNCT
ajst-17922	144	1	we	we	PRON
ajst-17922	144	2	would	would	AUX
ajst-17922	144	3	also	also	ADV
ajst-17922	144	4	like	like	VERB
ajst-17922	144	5	to	to	PART
ajst-17922	144	6	thank	thank	VERB
ajst-17922	144	7	professor	professor	PROPN
ajst-17922	144	8	guanghui	guanghui	PROPN
ajst-17922	144	9	wang	wang	PROPN
ajst-17922	144	10	for	for	ADP
ajst-17922	144	11	his	his	PRON
ajst-17922	144	12	guidance	guidance	NOUN
ajst-17922	144	13	and	and	CCONJ
ajst-17922	144	14	support	support	NOUN
ajst-17922	144	15	in	in	ADP
ajst-17922	144	16	academic	academic	ADJ
ajst-17922	144	17	exchange	exchange	NOUN
ajst-17922	144	18	and	and	CCONJ
ajst-17922	144	19	research	research	NOUN
ajst-17922	144	20	cooperation	cooperation	NOUN
ajst-17922	144	21	.	.	PUNCT
ajst-17922	145	1	his	his	PRON
ajst-17922	145	2	research	research	NOUN
ajst-17922	145	3	results	result	NOUN
ajst-17922	145	4	have	have	AUX
ajst-17922	145	5	provided	provide	VERB
ajst-17922	145	6	us	we	PRON
ajst-17922	145	7	with	with	ADP
ajst-17922	145	8	in	in	ADP
ajst-17922	145	9	-	-	PUNCT
ajst-17922	145	10	depth	depth	NOUN
ajst-17922	145	11	ideas	idea	NOUN
ajst-17922	145	12	and	and	CCONJ
ajst-17922	145	13	methods	method	NOUN
ajst-17922	145	14	that	that	PRON
ajst-17922	145	15	have	have	AUX
ajst-17922	145	16	advanced	advance	VERB
ajst-17922	145	17	our	our	PRON
ajst-17922	145	18	understanding	understanding	NOUN
ajst-17922	145	19	and	and	CCONJ
ajst-17922	145	20	application	application	NOUN
ajst-17922	145	21	of	of	ADP
ajst-17922	145	22	machine	machine	NOUN
ajst-17922	145	23	learning	learn	VERB
ajst-17922	145	24	in	in	ADP
ajst-17922	145	25	data	datum	NOUN
ajst-17922	145	26	science	science	NOUN
ajst-17922	145	27	and	and	CCONJ
ajst-17922	145	28	targeted	target	VERB
ajst-17922	145	29	advertising	advertising	NOUN
ajst-17922	145	30	.	.	PUNCT
ajst-17922	146	1	with	with	ADP
ajst-17922	146	2	his	his	PRON
ajst-17922	146	3	help	help	NOUN
ajst-17922	146	4	,	,	PUNCT
ajst-17922	146	5	we	we	PRON
ajst-17922	146	6	were	be	AUX
ajst-17922	146	7	able	able	ADJ
ajst-17922	146	8	to	to	PART
ajst-17922	146	9	delve	delve	VERB
ajst-17922	146	10	into	into	ADP
ajst-17922	146	11	machine	machine	NOUN
ajst-17922	146	12	learning	learn	VERB
ajst-17922	146	13	techniques	technique	NOUN
ajst-17922	146	14	for	for	ADP
ajst-17922	146	15	precise	precise	ADJ
ajst-17922	146	16	audience	audience	NOUN
ajst-17922	146	17	targeting	target	VERB
ajst-17922	146	18	and	and	CCONJ
ajst-17922	146	19	put	put	VERB
ajst-17922	146	20	forward	forward	ADV
ajst-17922	146	21	innovative	innovative	ADJ
ajst-17922	146	22	ideas	idea	NOUN
ajst-17922	146	23	and	and	CCONJ
ajst-17922	146	24	methods	method	NOUN
ajst-17922	146	25	in	in	ADP
ajst-17922	146	26	this	this	DET
ajst-17922	146	27	paper	paper	NOUN
ajst-17922	146	28	.	.	PUNCT
ajst-17922	147	1	finally	finally	ADV
ajst-17922	147	2	,	,	PUNCT
ajst-17922	147	3	we	we	PRON
ajst-17922	147	4	would	would	AUX
ajst-17922	147	5	like	like	VERB
ajst-17922	147	6	to	to	PART
ajst-17922	147	7	once	once	ADV
ajst-17922	147	8	again	again	ADV
ajst-17922	147	9	express	express	VERB
ajst-17922	147	10	our	our	PRON
ajst-17922	147	11	sincerest	sincere	ADJ
ajst-17922	147	12	thanks	thank	NOUN
ajst-17922	147	13	and	and	CCONJ
ajst-17922	147	14	high	high	ADJ
ajst-17922	147	15	respect	respect	NOUN
ajst-17922	147	16	to	to	ADP
ajst-17922	147	17	professor	professor	PROPN
ajst-17922	147	18	guanghui	guanghui	PROPN
ajst-17922	147	19	wang	wang	PROPN
ajst-17922	147	20	.	.	PUNCT
ajst-17922	148	1	thank	thank	VERB
ajst-17922	148	2	you	you	PRON
ajst-17922	148	3	for	for	ADP
ajst-17922	148	4	his	his	PRON
ajst-17922	148	5	selfless	selfless	ADJ
ajst-17922	148	6	sharing	sharing	NOUN
ajst-17922	148	7	and	and	CCONJ
ajst-17922	148	8	professional	professional	ADJ
ajst-17922	148	9	support	support	NOUN
ajst-17922	148	10	,	,	PUNCT
ajst-17922	148	11	and	and	CCONJ
ajst-17922	148	12	look	look	VERB
ajst-17922	148	13	forward	forward	ADV
ajst-17922	148	14	to	to	ADP
ajst-17922	148	15	more	more	ADJ
ajst-17922	148	16	academic	academic	ADJ
ajst-17922	148	17	exchanges	exchange	NOUN
ajst-17922	148	18	and	and	CCONJ
ajst-17922	148	19	cooperation	cooperation	NOUN
ajst-17922	148	20	opportunities	opportunity	NOUN
ajst-17922	148	21	in	in	ADP
ajst-17922	148	22	the	the	DET
ajst-17922	148	23	future	future	NOUN
ajst-17922	148	24	to	to	PART
ajst-17922	148	25	jointly	jointly	ADV
ajst-17922	148	26	promote	promote	VERB
ajst-17922	148	27	the	the	DET
ajst-17922	148	28	development	development	NOUN
ajst-17922	148	29	of	of	ADP
ajst-17922	148	30	machine	machine	NOUN
ajst-17922	148	31	learning	learning	NOUN
ajst-17922	148	32	in	in	ADP
ajst-17922	148	33	the	the	DET
ajst-17922	148	34	field	field	NOUN
ajst-17922	148	35	of	of	ADP
ajst-17922	148	36	data	datum	NOUN
ajst-17922	148	37	science	science	NOUN
ajst-17922	148	38	and	and	CCONJ
ajst-17922	148	39	targeted	target	VERB
ajst-17922	148	40	advertising	advertising	NOUN
ajst-17922	148	41	.	.	PUNCT
ajst-17922	149	1	references	reference	NOUN
ajst-17922	149	2	[	[	X
ajst-17922	149	3	1	1	NUM
ajst-17922	149	4	]	]	X
ajst-17922	149	5	duan	duan	PROPN
ajst-17922	149	6	,	,	PUNCT
ajst-17922	149	7	shiheng	shiheng	PROPN
ajst-17922	149	8	,	,	PUNCT
ajst-17922	149	9	et	et	PROPN
ajst-17922	149	10	al	al	PROPN
ajst-17922	149	11	.	.	PUNCT
ajst-17922	150	1	“	"	PUNCT
ajst-17922	150	2	prediction	prediction	NOUN
ajst-17922	150	3	of	of	ADP
ajst-17922	150	4	atmospheric	atmospheric	ADJ
ajst-17922	150	5	carbon	carbon	NOUN
ajst-17922	150	6	dioxide	dioxide	NOUN
ajst-17922	150	7	radiative	radiative	ADJ
ajst-17922	150	8	transfer	transfer	NOUN
ajst-17922	150	9	model	model	NOUN
ajst-17922	150	10	based	base	VERB
ajst-17922	150	11	on	on	ADP
ajst-17922	150	12	machine	machine	NOUN
ajst-17922	150	13	learning	learning	NOUN
ajst-17922	150	14	”	"	PUNCT
ajst-17922	150	15	.	.	PUNCT
ajst-17922	151	1	frontiers	frontier	NOUN
ajst-17922	151	2	in	in	ADP
ajst-17922	151	3	computing	computing	NOUN
ajst-17922	151	4	and	and	CCONJ
ajst-17922	151	5	intelligent	intelligent	ADJ
ajst-17922	151	6	systems	system	NOUN
ajst-17922	151	7	,	,	PUNCT
ajst-17922	151	8	vol	vol	NOUN
ajst-17922	151	9	.	.	PROPN
ajst-17922	151	10	6	6	NUM
ajst-17922	151	11	,	,	PUNCT
ajst-17922	151	12	no	no	INTJ
ajst-17922	151	13	.	.	NOUN
ajst-17922	151	14	3	3	NUM
ajst-17922	151	15	,	,	PUNCT
ajst-17922	151	16	jan	jan	PROPN
ajst-17922	151	17	.	.	PROPN
ajst-17922	151	18	2024	2024	NUM
ajst-17922	151	19	,	,	PUNCT
ajst-17922	151	20	pp	pp	ADV
ajst-17922	151	21	.	.	PUNCT
ajst-17922	152	1	132	132	NUM
ajst-17922	152	2	-	-	SYM
ajst-17922	152	3	6	6	NUM
ajst-17922	152	4	,	,	PUNCT
ajst-17922	152	5	https://doi.org/10.54097/obmpjw5n	https://doi.org/10.54097/obmpjw5n	X
ajst-17922	152	6	.	.	PUNCT
ajst-17922	153	1	[	[	X
ajst-17922	153	2	2	2	X
ajst-17922	153	3	]	]	PUNCT
ajst-17922	153	4	“	"	PUNCT
ajst-17922	153	5	enhancing	enhance	VERB
ajst-17922	153	6	computer	computer	NOUN
ajst-17922	153	7	digital	digital	ADJ
ajst-17922	153	8	signal	signal	NOUN
ajst-17922	153	9	processing	processing	NOUN
ajst-17922	153	10	through	through	ADP
ajst-17922	153	11	the	the	DET
ajst-17922	153	12	utilization	utilization	NOUN
ajst-17922	153	13	of	of	ADP
ajst-17922	153	14	rnn	rnn	NOUN
ajst-17922	153	15	sequence	sequence	NOUN
ajst-17922	153	16	algorithms	algorithm	NOUN
ajst-17922	153	17	”	"	PUNCT
ajst-17922	153	18	.	.	PUNCT
ajst-17922	154	1	international	international	ADJ
ajst-17922	154	2	journal	journal	PROPN
ajst-17922	154	3	of	of	ADP
ajst-17922	154	4	computer	computer	NOUN
ajst-17922	154	5	science	science	NOUN
ajst-17922	154	6	and	and	CCONJ
ajst-17922	154	7	information	information	NOUN
ajst-17922	154	8	technology	technology	NOUN
ajst-17922	154	9	,	,	PUNCT
ajst-17922	154	10	vol	vol	NOUN
ajst-17922	154	11	.	.	PROPN
ajst-17922	154	12	1	1	NUM
ajst-17922	154	13	,	,	PUNCT
ajst-17922	154	14	no	no	INTJ
ajst-17922	154	15	.	.	NOUN
ajst-17922	154	16	1	1	NUM
ajst-17922	154	17	,	,	PUNCT
ajst-17922	154	18	dec	dec	PROPN
ajst-17922	154	19	.	.	PROPN
ajst-17922	154	20	2023	2023	NUM
ajst-17922	154	21	,	,	PUNCT
ajst-17922	154	22	pp	pp	ADJ
ajst-17922	154	23	.	.	PUNCT
ajst-17922	155	1	60	60	NUM
ajst-17922	155	2	-	-	SYM
ajst-17922	155	3	68	68	NUM
ajst-17922	155	4	,	,	PUNCT
ajst-17922	155	5	https://doi.org/10.62051/ijcsit.v1n1.09	https://doi.org/10.62051/ijcsit.v1n1.09	VERB
ajst-17922	156	1	[	[	X
ajst-17922	156	2	3	3	NUM
ajst-17922	156	3	]	]	X
ajst-17922	156	4	cai	cai	X
ajst-17922	156	5	,	,	PUNCT
ajst-17922	156	6	guoqing	guoqe	VERB
ajst-17922	156	7	et	et	PROPN
ajst-17922	156	8	al	al	PROPN
ajst-17922	156	9	.	.	PUNCT
ajst-17922	157	1	“	"	PUNCT
ajst-17922	157	2	a	a	DET
ajst-17922	157	3	deep	deep	ADJ
ajst-17922	157	4	learning	learning	NOUN
ajst-17922	157	5	-	-	PUNCT
ajst-17922	157	6	based	base	VERB
ajst-17922	157	7	algorithm	algorithm	NOUN
ajst-17922	157	8	for	for	ADP
ajst-17922	157	9	crop	crop	NOUN
ajst-17922	157	10	disease	disease	NOUN
ajst-17922	157	11	identification	identification	NOUN
ajst-17922	157	12	positioning	positioning	NOUN
ajst-17922	157	13	using	use	VERB
ajst-17922	157	14	computer	computer	NOUN
ajst-17922	157	15	vision	vision	NOUN
ajst-17922	157	16	.	.	PUNCT
ajst-17922	157	17	”	"	PUNCT
ajst-17922	158	1	international	international	ADJ
ajst-17922	158	2	journal	journal	NOUN
ajst-17922	158	3	of	of	ADP
ajst-17922	158	4	computer	computer	NOUN
ajst-17922	158	5	science	science	NOUN
ajst-17922	158	6	and	and	CCONJ
ajst-17922	158	7	information	information	NOUN
ajst-17922	158	8	technology	technology	NOUN
ajst-17922	158	9	(	(	PUNCT
ajst-17922	158	10	2023	2023	NUM
ajst-17922	158	11	):	):	PUNCT
ajst-17922	158	12	n.	n.	PROPN
ajst-17922	158	13	pag	pag	PROPN
ajst-17922	158	14	.	.	PUNCT
ajst-17922	159	1	[	[	X
ajst-17922	159	2	4	4	NUM
ajst-17922	159	3	]	]	X
ajst-17922	159	4	chen	chen	PROPN
ajst-17922	159	5	,	,	PUNCT
ajst-17922	159	6	wangmei	wangmei	PROPN
ajst-17922	159	7	,	,	PUNCT
ajst-17922	159	8	et	et	PROPN
ajst-17922	159	9	al	al	PROPN
ajst-17922	159	10	.	.	PUNCT
ajst-17922	160	1	“	"	PUNCT
ajst-17922	160	2	applying	apply	VERB
ajst-17922	160	3	machine	machine	NOUN
ajst-17922	160	4	learning	learn	VERB
ajst-17922	160	5	algorithm	algorithm	NOUN
ajst-17922	160	6	to	to	PART
ajst-17922	160	7	optimize	optimize	VERB
ajst-17922	160	8	personalized	personalize	VERB
ajst-17922	160	9	education	education	NOUN
ajst-17922	160	10	recommendation	recommendation	NOUN
ajst-17922	160	11	system	system	NOUN
ajst-17922	160	12	”	"	PUNCT
ajst-17922	160	13	.	.	PUNCT
ajst-17922	161	1	journal	journal	PROPN
ajst-17922	161	2	of	of	ADP
ajst-17922	161	3	theory	theory	NOUN
ajst-17922	161	4	and	and	CCONJ
ajst-17922	161	5	practice	practice	NOUN
ajst-17922	161	6	of	of	ADP
ajst-17922	161	7	engineering	engineering	NOUN
ajst-17922	161	8	science	science	NOUN
ajst-17922	161	9	,	,	PUNCT
ajst-17922	161	10	vol	vol	NOUN
ajst-17922	161	11	.	.	PROPN
ajst-17922	161	12	4	4	NUM
ajst-17922	161	13	,	,	PUNCT
ajst-17922	161	14	no	no	INTJ
ajst-17922	161	15	.	.	NOUN
ajst-17922	161	16	01	01	NUM
ajst-17922	161	17	,	,	PUNCT
ajst-17922	161	18	feb	feb	PROPN
ajst-17922	161	19	.	.	PROPN
ajst-17922	161	20	2024	2024	NUM
ajst-17922	161	21	,	,	PUNCT
ajst-17922	161	22	pp	pp	ADV
ajst-17922	161	23	.	.	PUNCT
ajst-17922	162	1	101	101	NUM
ajst-17922	162	2	-	-	SYM
ajst-17922	162	3	8	8	NUM
ajst-17922	162	4	,	,	PUNCT
ajst-17922	162	5	doi:10.53469	doi:10.53469	X
ajst-17922	162	6	/	/	SYM
ajst-17922	162	7	jtpes.2024.04(01).14	jtpes.2024.04(01).14	NOUN
ajst-17922	162	8	.	.	PUNCT
ajst-17922	163	1	[	[	X
ajst-17922	163	2	5	5	X
ajst-17922	163	3	]	]	PUNCT
ajst-17922	163	4	he	he	PRON
ajst-17922	163	5	,	,	PUNCT
ajst-17922	163	6	yuhang	yuhang	PROPN
ajst-17922	163	7	,	,	PUNCT
ajst-17922	163	8	et	et	PROPN
ajst-17922	163	9	al	al	PROPN
ajst-17922	163	10	.	.	PUNCT
ajst-17922	164	1	“	"	PUNCT
ajst-17922	164	2	intelligent	intelligent	ADJ
ajst-17922	164	3	fault	fault	NOUN
ajst-17922	164	4	analysis	analysis	NOUN
ajst-17922	164	5	with	with	ADP
ajst-17922	164	6	aiops	aiop	NOUN
ajst-17922	164	7	technology	technology	NOUN
ajst-17922	164	8	”	"	PUNCT
ajst-17922	164	9	.	.	PUNCT
ajst-17922	165	1	journal	journal	PROPN
ajst-17922	165	2	of	of	ADP
ajst-17922	165	3	theory	theory	NOUN
ajst-17922	165	4	and	and	CCONJ
ajst-17922	165	5	practice	practice	NOUN
ajst-17922	165	6	of	of	ADP
ajst-17922	165	7	engineering	engineering	NOUN
ajst-17922	165	8	science	science	NOUN
ajst-17922	165	9	,	,	PUNCT
ajst-17922	165	10	vol	vol	NOUN
ajst-17922	165	11	.	.	PROPN
ajst-17922	165	12	4	4	NUM
ajst-17922	165	13	,	,	PUNCT
ajst-17922	165	14	no	no	INTJ
ajst-17922	165	15	.	.	NOUN
ajst-17922	165	16	01	01	NUM
ajst-17922	165	17	,	,	PUNCT
ajst-17922	165	18	feb	feb	PROPN
ajst-17922	165	19	.	.	PROPN
ajst-17922	165	20	2024	2024	NUM
ajst-17922	165	21	,	,	PUNCT
ajst-17922	165	22	pp	pp	ADV
ajst-17922	165	23	.	.	PUNCT
ajst-17922	166	1	94	94	NUM
ajst-17922	166	2	-	-	SYM
ajst-17922	166	3	100	100	NUM
ajst-17922	166	4	,	,	PUNCT
ajst-17922	166	5	doi:10.53469	doi:10.53469	X
ajst-17922	166	6	/	/	SYM
ajst-17922	166	7	jtpes.2024.04(01).13	jtpes.2024.04(01).13	PROPN
ajst-17922	166	8	.	.	PUNCT
ajst-17922	167	1	[	[	X
ajst-17922	167	2	6	6	NUM
ajst-17922	167	3	]	]	PUNCT
ajst-17922	167	4	“	"	PUNCT
ajst-17922	167	5	exploring	explore	VERB
ajst-17922	167	6	new	new	ADJ
ajst-17922	167	7	frontiers	frontier	NOUN
ajst-17922	167	8	of	of	ADP
ajst-17922	167	9	deep	deep	ADJ
ajst-17922	167	10	learning	learning	NOUN
ajst-17922	167	11	in	in	ADP
ajst-17922	167	12	legal	legal	ADJ
ajst-17922	167	13	practice	practice	NOUN
ajst-17922	167	14	:	:	PUNCT
ajst-17922	167	15	a	a	DET
ajst-17922	167	16	case	case	NOUN
ajst-17922	167	17	study	study	NOUN
ajst-17922	167	18	of	of	ADP
ajst-17922	167	19	large	large	ADJ
ajst-17922	167	20	language	language	NOUN
ajst-17922	167	21	models	model	NOUN
ajst-17922	167	22	”	"	PUNCT
ajst-17922	167	23	.	.	PUNCT
ajst-17922	168	1	international	international	ADJ
ajst-17922	168	2	journal	journal	PROPN
ajst-17922	168	3	of	of	ADP
ajst-17922	168	4	computer	computer	NOUN
ajst-17922	168	5	science	science	NOUN
ajst-17922	168	6	and	and	CCONJ
ajst-17922	168	7	information	information	NOUN
ajst-17922	168	8	technology	technology	NOUN
ajst-17922	168	9	,	,	PUNCT
ajst-17922	168	10	vol	vol	NOUN
ajst-17922	168	11	.	.	PROPN
ajst-17922	168	12	1	1	NUM
ajst-17922	168	13	,	,	PUNCT
ajst-17922	168	14	no	no	INTJ
ajst-17922	168	15	.	.	NOUN
ajst-17922	168	16	1	1	NUM
ajst-17922	168	17	,	,	PUNCT
ajst-17922	168	18	dec	dec	PROPN
ajst-17922	168	19	.	.	PROPN
ajst-17922	168	20	2023	2023	NUM
ajst-17922	168	21	,	,	PUNCT
ajst-17922	168	22	pp	pp	ADJ
ajst-17922	168	23	.	.	PUNCT
ajst-17922	169	1	131	131	NUM
ajst-17922	169	2	-	-	SYM
ajst-17922	169	3	8	8	NUM
ajst-17922	169	4	,	,	PUNCT
ajst-17922	169	5	https://doi.org/10.62051/ijcsit.v1n1.18.（10	https://doi.org/10.62051/ijcsit.v1n1.18.（10	PROPN
ajst-17922	169	6	）	）	PUNCT
ajst-17922	170	1	[	[	X
ajst-17922	170	2	7	7	X
ajst-17922	170	3	]	]	PUNCT
ajst-17922	170	4	“	"	PUNCT
ajst-17922	170	5	unveiling	unveil	VERB
ajst-17922	170	6	the	the	DET
ajst-17922	170	7	future	future	NOUN
ajst-17922	170	8	navigating	navigate	VERB
ajst-17922	170	9	next	next	ADJ
ajst-17922	170	10	-	-	PUNCT
ajst-17922	170	11	generation	generation	NOUN
ajst-17922	170	12	ai	ai	PROPN
ajst-17922	170	13	frontiers	frontier	NOUN
ajst-17922	170	14	and	and	CCONJ
ajst-17922	170	15	innovations	innovation	NOUN
ajst-17922	170	16	in	in	ADP
ajst-17922	170	17	application	application	NOUN
ajst-17922	170	18	”	"	PUNCT
ajst-17922	170	19	.	.	PUNCT
ajst-17922	171	1	international	international	ADJ
ajst-17922	171	2	journal	journal	PROPN
ajst-17922	171	3	of	of	ADP
ajst-17922	171	4	computer	computer	NOUN
ajst-17922	171	5	science	science	NOUN
ajst-17922	171	6	and	and	CCONJ
ajst-17922	171	7	information	information	NOUN
ajst-17922	171	8	technology	technology	NOUN
ajst-17922	171	9	,	,	PUNCT
ajst-17922	171	10	vol	vol	NOUN
ajst-17922	171	11	.	.	PROPN
ajst-17922	171	12	1	1	NUM
ajst-17922	171	13	,	,	PUNCT
ajst-17922	171	14	no	no	INTJ
ajst-17922	171	15	.	.	NOUN
ajst-17922	171	16	1	1	NUM
ajst-17922	171	17	,	,	PUNCT
ajst-17922	171	18	dec	dec	PROPN
ajst-17922	171	19	.	.	PROPN
ajst-17922	171	20	2023	2023	NUM
ajst-17922	171	21	,	,	PUNCT
ajst-17922	171	22	pp	pp	ADJ
ajst-17922	171	23	.	.	PUNCT
ajst-17922	172	1	147	147	NUM
ajst-17922	172	2	-	-	SYM
ajst-17922	172	3	56	56	NUM
ajst-17922	172	4	,	,	PUNCT
ajst-17922	172	5	https://doi.org/10.62051/ijcsit.v1n1.20	https://doi.org/10.62051/ijcsit.v1n1.20	NOUN
ajst-17922	172	6	.	.	PUNCT
ajst-17922	173	1	[	[	X
ajst-17922	173	2	8	8	NUM
ajst-17922	173	3	]	]	SYM
ajst-17922	173	4	du	du	X
ajst-17922	173	5	,	,	PUNCT
ajst-17922	173	6	shuqian	shuqian	NOUN
ajst-17922	173	7	,	,	PUNCT
ajst-17922	173	8	et	et	PROPN
ajst-17922	173	9	al	al	PROPN
ajst-17922	173	10	.	.	PUNCT
ajst-17922	174	1	“	"	PUNCT
ajst-17922	174	2	application	application	NOUN
ajst-17922	174	3	of	of	ADP
ajst-17922	174	4	hpv-16	hpv-16	NUM
ajst-17922	174	5	in	in	ADP
ajst-17922	174	6	liquid	liquid	NOUN
ajst-17922	174	7	-	-	PUNCT
ajst-17922	174	8	based	base	VERB
ajst-17922	174	9	thin	thin	ADJ
ajst-17922	174	10	layer	layer	NOUN
ajst-17922	174	11	cytology	cytology	NOUN
ajst-17922	174	12	of	of	ADP
ajst-17922	174	13	host	host	NOUN
ajst-17922	174	14	genetic	genetic	ADJ
ajst-17922	174	15	lesions	lesion	NOUN
ajst-17922	174	16	based	base	VERB
ajst-17922	174	17	on	on	ADP
ajst-17922	174	18	ai	ai	PRON
ajst-17922	174	19	diagnostic	diagnostic	ADJ
ajst-17922	174	20	technology	technology	NOUN
ajst-17922	174	21	presentation	presentation	NOUN
ajst-17922	174	22	of	of	ADP
ajst-17922	174	23	liquid	liquid	NOUN
ajst-17922	174	24	”	"	PUNCT
ajst-17922	174	25	.	.	PUNCT
ajst-17922	175	1	journal	journal	PROPN
ajst-17922	175	2	of	of	ADP
ajst-17922	175	3	theory	theory	NOUN
ajst-17922	175	4	and	and	CCONJ
ajst-17922	175	5	practice	practice	NOUN
ajst-17922	175	6	of	of	ADP
ajst-17922	175	7	engineering	engineering	NOUN
ajst-17922	175	8	science	science	NOUN
ajst-17922	175	9	,	,	PUNCT
ajst-17922	175	10	vol	vol	NOUN
ajst-17922	175	11	.	.	PROPN
ajst-17922	176	1	3	3	NUM
ajst-17922	176	2	,	,	PUNCT
ajst-17922	176	3	no	no	INTJ
ajst-17922	176	4	.	.	NOUN
ajst-17922	176	5	12	12	NUM
ajst-17922	176	6	,	,	PUNCT
ajst-17922	176	7	dec	dec	PROPN
ajst-17922	176	8	.	.	PROPN
ajst-17922	176	9	2023	2023	NUM
ajst-17922	176	10	,	,	PUNCT
ajst-17922	176	11	pp	pp	ADJ
ajst-17922	176	12	.	.	PUNCT
ajst-17922	177	1	1	1	NUM
ajst-17922	177	2	-	-	SYM
ajst-17922	177	3	6	6	NUM
ajst-17922	177	4	,	,	PUNCT
ajst-17922	177	5	doi:10.53469	doi:10.53469	X
ajst-17922	177	6	/	/	SYM
ajst-17922	177	7	jtpes.2023.03(12).01	jtpes.2023.03(12).01	PROPN
ajst-17922	177	8	.	.	PUNCT
ajst-17922	178	1	[	[	X
ajst-17922	178	2	9	9	NUM
ajst-17922	178	3	]	]	SYM
ajst-17922	178	4	dong	dong	PROPN
ajst-17922	178	5	,	,	PUNCT
ajst-17922	178	6	xinqi	xinqi	PROPN
ajst-17922	178	7	,	,	PUNCT
ajst-17922	178	8	et	et	PROPN
ajst-17922	178	9	al	al	PROPN
ajst-17922	178	10	.	.	PUNCT
ajst-17922	179	1	“	"	PUNCT
ajst-17922	179	2	the	the	DET
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ajst-17922	179	4	trend	trend	NOUN
ajst-17922	179	5	of	of	ADP
ajst-17922	179	6	enterprise	enterprise	NOUN
ajst-17922	179	7	financial	financial	ADJ
ajst-17922	179	8	risk	risk	NOUN
ajst-17922	179	9	based	base	VERB
ajst-17922	179	10	on	on	ADP
ajst-17922	179	11	machine	machine	NOUN
ajst-17922	179	12	learning	learn	VERB
ajst-17922	179	13	arima	arima	PROPN
ajst-17922	179	14	model	model	NOUN
ajst-17922	179	15	”	"	PUNCT
ajst-17922	179	16	.	.	PUNCT
ajst-17922	180	1	journal	journal	PROPN
ajst-17922	180	2	of	of	ADP
ajst-17922	180	3	theory	theory	NOUN
ajst-17922	180	4	and	and	CCONJ
ajst-17922	180	5	practice	practice	NOUN
ajst-17922	180	6	of	of	ADP
ajst-17922	180	7	engineering	engineering	NOUN
ajst-17922	180	8	science	science	NOUN
ajst-17922	180	9	,	,	PUNCT
ajst-17922	180	10	vol	vol	NOUN
ajst-17922	180	11	.	.	PROPN
ajst-17922	180	12	4	4	NUM
ajst-17922	180	13	,	,	PUNCT
ajst-17922	180	14	no	no	INTJ
ajst-17922	180	15	.	.	NOUN
ajst-17922	180	16	01	01	NUM
ajst-17922	180	17	,	,	PUNCT
ajst-17922	180	18	jan	jan	PROPN
ajst-17922	180	19	.	.	PROPN
ajst-17922	180	20	2024	2024	NUM
ajst-17922	180	21	,	,	PUNCT
ajst-17922	180	22	pp	pp	ADV
ajst-17922	180	23	.	.	PUNCT
ajst-17922	181	1	65	65	NUM
ajst-17922	181	2	-	-	SYM
ajst-17922	181	3	71	71	NUM
ajst-17922	181	4	,	,	PUNCT
ajst-17922	181	5	doi:10.53469	doi:10.53469	X
ajst-17922	181	6	/	/	SYM
ajst-17922	181	7	jtpes.2024.04(01).09	jtpes.2024.04(01).09	NOUN
ajst-17922	181	8	.	.	PUNCT
ajst-17922	182	1	[	[	X
ajst-17922	182	2	10	10	NUM
ajst-17922	182	3	]	]	X
ajst-17922	182	4	du	du	X
ajst-17922	182	5	,	,	PUNCT
ajst-17922	182	6	s.	s.	PROPN
ajst-17922	182	7	,	,	PUNCT
ajst-17922	182	8	li	li	PROPN
ajst-17922	182	9	,	,	PUNCT
ajst-17922	182	10	l.	l.	PROPN
ajst-17922	182	11	,	,	PUNCT
ajst-17922	182	12	wang	wang	PROPN
ajst-17922	182	13	,	,	PUNCT
ajst-17922	182	14	y.	y.	PROPN
ajst-17922	182	15	,	,	PUNCT
ajst-17922	182	16	liu	liu	PROPN
ajst-17922	182	17	,	,	PUNCT
ajst-17922	182	18	y.	y.	PROPN
ajst-17922	182	19	,	,	PUNCT
ajst-17922	182	20	&	&	CCONJ
ajst-17922	182	21	pan	pan	PROPN
ajst-17922	182	22	,	,	PUNCT
ajst-17922	182	23	y.	y.	PROPN
ajst-17922	182	24	(	(	PUNCT
ajst-17922	182	25	2023	2023	NUM
ajst-17922	182	26	)	)	PUNCT
ajst-17922	182	27	.	.	PUNCT
ajst-17922	183	1	application	application	NOUN
ajst-17922	183	2	of	of	ADP
ajst-17922	183	3	hpv-16	hpv-16	NUM
ajst-17922	183	4	in	in	ADP
ajst-17922	183	5	liquid	liquid	NOUN
ajst-17922	183	6	-	-	PUNCT
ajst-17922	183	7	based	base	VERB
ajst-17922	183	8	thin	thin	ADJ
ajst-17922	183	9	layer	layer	NOUN
ajst-17922	183	10	cytology	cytology	NOUN
ajst-17922	183	11	of	of	ADP
ajst-17922	183	12	host	host	NOUN
ajst-17922	183	13	genetic	genetic	ADJ
ajst-17922	183	14	lesions	lesion	NOUN
ajst-17922	183	15	based	base	VERB
ajst-17922	183	16	on	on	ADP
ajst-17922	183	17	ai	ai	PRON
ajst-17922	183	18	diagnostic	diagnostic	ADJ
ajst-17922	183	19	technology	technology	NOUN
ajst-17922	183	20	presentation	presentation	NOUN
ajst-17922	183	21	of	of	ADP
ajst-17922	183	22	liquid	liquid	NOUN
ajst-17922	183	23	.	.	PUNCT
ajst-17922	184	1	journal	journal	PROPN
ajst-17922	184	2	of	of	ADP
ajst-17922	184	3	theory	theory	NOUN
ajst-17922	184	4	and	and	CCONJ
ajst-17922	184	5	practice	practice	NOUN
ajst-17922	184	6	of	of	ADP
ajst-17922	184	7	engineering	engineering	NOUN
ajst-17922	184	8	science	science	NOUN
ajst-17922	184	9	,	,	PUNCT
ajst-17922	184	10	3(12	3(12	NUM
ajst-17922	184	11	)	)	PUNCT
ajst-17922	184	12	,	,	PUNCT
ajst-17922	184	13	1	1	NUM
ajst-17922	184	14	-	-	SYM
ajst-17922	184	15	6	6	NUM
ajst-17922	184	16	.	.	PUNCT
ajst-17922	185	1	[	[	X
ajst-17922	185	2	11	11	NUM
ajst-17922	185	3	]	]	PUNCT
ajst-17922	185	4	k.	k.	PROPN
ajst-17922	185	5	jin	jin	PROPN
ajst-17922	185	6	,	,	PUNCT
ajst-17922	185	7	z.	z.	PROPN
ajst-17922	185	8	z.	z.	PROPN
ajst-17922	185	9	zhong	zhong	PROPN
ajst-17922	185	10	and	and	CCONJ
ajst-17922	185	11	e.	e.	PROPN
ajst-17922	185	12	y.	y.	PROPN
ajst-17922	185	13	zhao	zhao	PROPN
ajst-17922	185	14	,	,	PUNCT
ajst-17922	185	15	"	"	PUNCT
ajst-17922	185	16	sustainable	sustainable	ADJ
ajst-17922	185	17	digital	digital	ADJ
ajst-17922	185	18	marketing	marketing	NOUN
ajst-17922	185	19	under	under	ADP
ajst-17922	185	20	big	big	ADJ
ajst-17922	185	21	data	datum	NOUN
ajst-17922	185	22	:	:	PUNCT
ajst-17922	185	23	an	an	DET
ajst-17922	185	24	ai	ai	ADJ
ajst-17922	185	25	random	random	ADJ
ajst-17922	185	26	forest	forest	NOUN
ajst-17922	185	27	model	model	NOUN
ajst-17922	185	28	approach	approach	NOUN
ajst-17922	185	29	,	,	PUNCT
ajst-17922	185	30	"	"	PUNCT
ajst-17922	185	31	in	in	ADP
ajst-17922	185	32	ieee	ieee	NOUN
ajst-17922	185	33	transactions	transaction	NOUN
ajst-17922	185	34	on	on	ADP
ajst-17922	185	35	engineering	engineering	NOUN
ajst-17922	185	36	management	management	NOUN
ajst-17922	185	37	,	,	PUNCT
ajst-17922	185	38	vol	vol	NOUN
ajst-17922	185	39	.	.	PROPN
ajst-17922	185	40	71	71	NUM
ajst-17922	185	41	,	,	PUNCT
ajst-17922	185	42	pp	pp	ADJ
ajst-17922	185	43	.	.	PUNCT
ajst-17922	186	1	3566	3566	NUM
ajst-17922	186	2	-	-	SYM
ajst-17922	186	3	3579	3579	NUM
ajst-17922	186	4	,	,	PUNCT
ajst-17922	186	5	2024	2024	NUM
ajst-17922	186	6	,	,	PUNCT
ajst-17922	186	7	doi	doi	NOUN
ajst-17922	186	8	:	:	PUNCT
ajst-17922	186	9	10.1109	10.1109	NUM
ajst-17922	186	10	/	/	SYM
ajst-17922	186	11	tem.2023.3348991	tem.2023.3348991	NUM
ajst-17922	186	12	.	.	PUNCT
ajst-17922	187	1	[	[	X
ajst-17922	187	2	12	12	NUM
ajst-17922	187	3	]	]	X
ajst-17922	187	4	yu	yu	PROPN
ajst-17922	187	5	,	,	PUNCT
ajst-17922	187	6	l.	l.	PROPN
ajst-17922	187	7	,	,	PUNCT
ajst-17922	187	8	liu	liu	PROPN
ajst-17922	187	9	,	,	PUNCT
ajst-17922	187	10	b.	b.	PROPN
ajst-17922	187	11	,	,	PUNCT
ajst-17922	187	12	lin	lin	PROPN
ajst-17922	187	13	,	,	PUNCT
ajst-17922	187	14	q.	q.	PROPN
ajst-17922	187	15	,	,	PUNCT
ajst-17922	187	16	zhao	zhao	PROPN
ajst-17922	187	17	,	,	PUNCT
ajst-17922	187	18	x.	x.	NOUN
ajst-17922	187	19	,	,	PUNCT
ajst-17922	187	20	&	&	CCONJ
ajst-17922	187	21	che	che	PROPN
ajst-17922	187	22	,	,	PUNCT
ajst-17922	187	23	c.	c.	PROPN
ajst-17922	187	24	(	(	PUNCT
ajst-17922	187	25	2024	2024	NUM
ajst-17922	187	26	)	)	PUNCT
ajst-17922	187	27	.	.	PUNCT
ajst-17922	188	1	semantic	semantic	ADJ
ajst-17922	188	2	similarity	similarity	NOUN
ajst-17922	188	3	matching	match	VERB
ajst-17922	188	4	for	for	ADP
ajst-17922	188	5	patent	patent	NOUN
ajst-17922	188	6	documents	document	NOUN
ajst-17922	188	7	using	use	VERB
ajst-17922	188	8	ensemble	ensemble	ADJ
ajst-17922	188	9	bert	bert	NOUN
ajst-17922	188	10	-	-	PUNCT
ajst-17922	188	11	related	relate	VERB
ajst-17922	188	12	model	model	NOUN
ajst-17922	188	13	and	and	CCONJ
ajst-17922	188	14	novel	novel	ADJ
ajst-17922	188	15	text	text	NOUN
ajst-17922	188	16	processing	processing	NOUN
ajst-17922	188	17	method	method	NOUN
ajst-17922	188	18	.	.	PUNCT
ajst-17922	189	1	arxiv	arxiv	PROPN
ajst-17922	189	2	preprint	preprint	PROPN
ajst-17922	189	3	arxiv:2401.06782	arxiv:2401.06782	PROPN
ajst-17922	189	4	.	.	PUNCT
ajst-17922	190	1	[	[	X
ajst-17922	190	2	13	13	NUM
ajst-17922	190	3	]	]	X
ajst-17922	190	4	liu	liu	PROPN
ajst-17922	190	5	,	,	PUNCT
ajst-17922	190	6	b.	b.	PROPN
ajst-17922	190	7	,	,	PUNCT
ajst-17922	190	8	zhao	zhao	PROPN
ajst-17922	190	9	,	,	PUNCT
ajst-17922	190	10	x.	x.	PROPN
ajst-17922	190	11	,	,	PUNCT
ajst-17922	190	12	hu	hu	PROPN
ajst-17922	190	13	,	,	PUNCT
ajst-17922	190	14	h.	h.	PROPN
ajst-17922	190	15	,	,	PUNCT
ajst-17922	190	16	lin	lin	PROPN
ajst-17922	190	17	,	,	PUNCT
ajst-17922	190	18	q.	q.	PROPN
ajst-17922	190	19	,	,	PUNCT
ajst-17922	190	20	&	&	CCONJ
ajst-17922	190	21	huang	huang	PROPN
ajst-17922	190	22	,	,	PUNCT
ajst-17922	190	23	j.	j.	PROPN
ajst-17922	190	24	(	(	PUNCT
ajst-17922	190	25	2023	2023	NUM
ajst-17922	190	26	)	)	PUNCT
ajst-17922	190	27	.	.	PUNCT
ajst-17922	191	1	detection	detection	NOUN
ajst-17922	191	2	of	of	ADP
ajst-17922	191	3	esophageal	esophageal	ADJ
ajst-17922	191	4	cancer	cancer	NOUN
ajst-17922	191	5	lesions	lesion	NOUN
ajst-17922	191	6	based	base	VERB
ajst-17922	191	7	on	on	ADP
ajst-17922	191	8	cbam	cbam	NOUN
ajst-17922	191	9	faster	fast	ADV
ajst-17922	191	10	r	r	NOUN
ajst-17922	191	11	-	-	PUNCT
ajst-17922	191	12	cnn	cnn	PROPN
ajst-17922	191	13	.	.	PUNCT
ajst-17922	192	1	journal	journal	PROPN
ajst-17922	192	2	of	of	ADP
ajst-17922	192	3	theory	theory	NOUN
ajst-17922	192	4	and	and	CCONJ
ajst-17922	192	5	practice	practice	NOUN
ajst-17922	192	6	of	of	ADP
ajst-17922	192	7	engineering	engineering	NOUN
ajst-17922	192	8	science	science	NOUN
ajst-17922	192	9	,	,	PUNCT
ajst-17922	192	10	3(12	3(12	NUM
ajst-17922	192	11	)	)	PUNCT
ajst-17922	192	12	,	,	PUNCT
ajst-17922	192	13	36–42	36–42	NUM
ajst-17922	192	14	.	.	PUNCT
ajst-17922	193	1	https://doi.org/10.53469/jtpes.2023.03(12).06	https://doi.org/10.53469/jtpes.2023.03(12).06	NOUN
ajst-17922	193	2	[	[	X
ajst-17922	193	3	14	14	NUM
ajst-17922	193	4	]	]	X
ajst-17922	193	5	liu	liu	PROPN
ajst-17922	193	6	,	,	PUNCT
ajst-17922	193	7	bo	bo	PROPN
ajst-17922	193	8	,	,	PUNCT
ajst-17922	193	9	et	et	PROPN
ajst-17922	193	10	al	al	PROPN
ajst-17922	193	11	.	.	PUNCT
ajst-17922	194	1	"	"	PUNCT
ajst-17922	194	2	integration	integration	NOUN
ajst-17922	194	3	and	and	CCONJ
ajst-17922	194	4	performance	performance	NOUN
ajst-17922	194	5	analysis	analysis	NOUN
ajst-17922	194	6	of	of	ADP
ajst-17922	194	7	artificial	artificial	ADJ
ajst-17922	194	8	intelligence	intelligence	NOUN
ajst-17922	194	9	and	and	CCONJ
ajst-17922	194	10	computer	computer	NOUN
ajst-17922	194	11	vision	vision	NOUN
ajst-17922	194	12	based	base	VERB
ajst-17922	194	13	on	on	ADP
ajst-17922	194	14	deep	deep	ADJ
ajst-17922	194	15	learning	learning	NOUN
ajst-17922	194	16	algorithms	algorithm	NOUN
ajst-17922	194	17	.	.	PUNCT
ajst-17922	194	18	"	"	PUNCT
ajst-17922	195	1	arxiv	arxiv	PROPN
ajst-17922	195	2	preprint	preprint	NOUN
ajst-17922	195	3	arxiv:2312.12872	arxiv:2312.12872	NOUN
ajst-17922	195	4	(	(	PUNCT
ajst-17922	195	5	2023	2023	NUM
ajst-17922	195	6	)	)	PUNCT
ajst-17922	195	7	.	.	PUNCT
ajst-17922	196	1	[	[	X
ajst-17922	196	2	15	15	NUM
ajst-17922	196	3	]	]	X
ajst-17922	196	4	liu	liu	PROPN
ajst-17922	196	5	,	,	PUNCT
ajst-17922	196	6	bo	bo	PROPN
ajst-17922	196	7	,	,	PUNCT
ajst-17922	196	8	et	et	PROPN
ajst-17922	196	9	al	al	PROPN
ajst-17922	196	10	.	.	PUNCT
ajst-17922	197	1	"	"	PUNCT
ajst-17922	197	2	integration	integration	NOUN
ajst-17922	197	3	and	and	CCONJ
ajst-17922	197	4	performance	performance	NOUN
ajst-17922	197	5	analysis	analysis	NOUN
ajst-17922	197	6	of	of	ADP
ajst-17922	197	7	artificial	artificial	ADJ
ajst-17922	197	8	intelligence	intelligence	NOUN
ajst-17922	197	9	and	and	CCONJ
ajst-17922	197	10	computer	computer	NOUN
ajst-17922	197	11	vision	vision	NOUN
ajst-17922	197	12	based	base	VERB
ajst-17922	197	13	on	on	ADP
ajst-17922	197	14	deep	deep	ADJ
ajst-17922	197	15	learning	learning	NOUN
ajst-17922	197	16	algorithms	algorithm	NOUN
ajst-17922	197	17	.	.	PUNCT
ajst-17922	197	18	"	"	PUNCT
ajst-17922	198	1	arxiv	arxiv	PROPN
ajst-17922	198	2	preprint	preprint	NOUN
ajst-17922	198	3	arxiv:2312.12872	arxiv:2312.12872	NOUN
ajst-17922	198	4	(	(	PUNCT
ajst-17922	198	5	2023	2023	NUM
ajst-17922	198	6	)	)	PUNCT
ajst-17922	198	7	.	.	PUNCT
ajst-17922	199	1	[	[	X
ajst-17922	199	2	16	16	NUM
ajst-17922	199	3	]	]	X
ajst-17922	199	4	pan	pan	PROPN
ajst-17922	199	5	,	,	PUNCT
ajst-17922	199	6	yiming	yiming	PROPN
ajst-17922	199	7	,	,	PUNCT
ajst-17922	199	8	et	et	PROPN
ajst-17922	199	9	al	al	PROPN
ajst-17922	199	10	.	.	PUNCT
ajst-17922	200	1	“	"	PUNCT
ajst-17922	200	2	application	application	NOUN
ajst-17922	200	3	of	of	ADP
ajst-17922	200	4	three	three	NUM
ajst-17922	200	5	-	-	PUNCT
ajst-17922	200	6	dimensional	dimensional	ADJ
ajst-17922	200	7	coding	code	VERB
ajst-17922	200	8	network	network	NOUN
ajst-17922	200	9	in	in	ADP
ajst-17922	200	10	screening	screening	NOUN
ajst-17922	200	11	and	and	CCONJ
ajst-17922	200	12	diagnosis	diagnosis	NOUN
ajst-17922	200	13	of	of	ADP
ajst-17922	200	14	cervical	cervical	ADJ
ajst-17922	200	15	precancerous	precancerous	ADJ
ajst-17922	200	16	lesions	lesion	NOUN
ajst-17922	200	17	”	"	PUNCT
ajst-17922	200	18	.	.	PUNCT
ajst-17922	201	1	frontiers	frontier	NOUN
ajst-17922	201	2	in	in	ADP
ajst-17922	201	3	computing	computing	NOUN
ajst-17922	201	4	and	and	CCONJ
ajst-17922	201	5	intelligent	intelligent	ADJ
ajst-17922	201	6	systems	system	NOUN
ajst-17922	201	7	,	,	PUNCT
ajst-17922	201	8	vol	vol	NOUN
ajst-17922	201	9	.	.	PROPN
ajst-17922	201	10	6	6	NUM
ajst-17922	201	11	,	,	PUNCT
ajst-17922	201	12	no	no	INTJ
ajst-17922	201	13	.	.	NOUN
ajst-17922	201	14	3	3	NUM
ajst-17922	201	15	,	,	PUNCT
ajst-17922	201	16	jan	jan	PROPN
ajst-17922	201	17	.	.	PROPN
ajst-17922	201	18	2024	2024	NUM
ajst-17922	201	19	,	,	PUNCT
ajst-17922	201	20	pp	pp	ADJ
ajst-17922	201	21	.	.	PUNCT
ajst-17922	202	1	61	61	NUM
ajst-17922	202	2	-	-	SYM
ajst-17922	202	3	64	64	NUM
ajst-17922	202	4	,	,	PUNCT
ajst-17922	202	5	https://doi.org/10.54097/mi3vm0yb	https://doi.org/10.54097/mi3vm0yb	X
ajst-17922	202	6	.	.	PUNCT
ajst-17922	203	1	[	[	X
ajst-17922	203	2	17	17	NUM
ajst-17922	203	3	]	]	X
ajst-17922	203	4	tan	tan	PROPN
ajst-17922	203	5	,	,	PUNCT
ajst-17922	203	6	kai	kai	PROPN
ajst-17922	203	7	,	,	PUNCT
ajst-17922	203	8	et	et	PROPN
ajst-17922	203	9	al	al	PROPN
ajst-17922	203	10	.	.	PUNCT
ajst-17922	204	1	“	"	PUNCT
ajst-17922	204	2	integrating	integrate	VERB
ajst-17922	204	3	advanced	advanced	ADJ
ajst-17922	204	4	computer	computer	NOUN
ajst-17922	204	5	vision	vision	NOUN
ajst-17922	204	6	and	and	CCONJ
ajst-17922	204	7	ai	ai	VERB
ajst-17922	204	8	algorithms	algorithm	NOUN
ajst-17922	204	9	for	for	ADP
ajst-17922	204	10	autonomous	autonomous	ADJ
ajst-17922	204	11	driving	driving	NOUN
ajst-17922	204	12	systems	system	NOUN
ajst-17922	204	13	”	"	PUNCT
ajst-17922	204	14	.	.	PUNCT
ajst-17922	205	1	journal	journal	PROPN
ajst-17922	205	2	of	of	ADP
ajst-17922	205	3	theory	theory	NOUN
ajst-17922	205	4	and	and	CCONJ
ajst-17922	205	5	practice	practice	NOUN
ajst-17922	205	6	of	of	ADP
ajst-17922	205	7	engineering	engineering	NOUN
ajst-17922	205	8	science	science	NOUN
ajst-17922	205	9	,	,	PUNCT
ajst-17922	205	10	vol	vol	NOUN
ajst-17922	205	11	.	.	PROPN
ajst-17922	205	12	4	4	NUM
ajst-17922	205	13	,	,	PUNCT
ajst-17922	205	14	no	no	INTJ
ajst-17922	205	15	.	.	NOUN
ajst-17922	205	16	01	01	NUM
ajst-17922	205	17	,	,	PUNCT
ajst-17922	205	18	jan	jan	PROPN
ajst-17922	205	19	.	.	PROPN
ajst-17922	205	20	2024	2024	NUM
ajst-17922	205	21	,	,	PUNCT
ajst-17922	205	22	pp	pp	ADP
ajst-17922	205	23	.	.	PUNCT
ajst-17922	206	1	41	41	NUM
ajst-17922	206	2	-	-	SYM
ajst-17922	206	3	48	48	NUM
ajst-17922	206	4	,	,	PUNCT
ajst-17922	206	5	doi:10.53469	doi:10.53469	X
ajst-17922	206	6	/	/	SYM
ajst-17922	206	7	jtpes.2024.04(01).06	jtpes.2024.04(01).06	NOUN
ajst-17922	206	8	.	.	PUNCT
ajst-17922	207	1	[	[	X
ajst-17922	207	2	18	18	NUM
ajst-17922	207	3	]	]	X
ajst-17922	207	4	wang	wang	PROPN
ajst-17922	207	5	,	,	PUNCT
ajst-17922	207	6	sihao	sihao	PROPN
ajst-17922	207	7	,	,	PUNCT
ajst-17922	207	8	et	et	PROPN
ajst-17922	207	9	al	al	PROPN
ajst-17922	207	10	.	.	PUNCT
ajst-17922	207	11	“	"	PUNCT
ajst-17922	207	12	diabetes	diabete	VERB
ajst-17922	207	13	risk	risk	NOUN
ajst-17922	207	14	analysis	analysis	NOUN
ajst-17922	207	15	based	base	VERB
ajst-17922	207	16	on	on	ADP
ajst-17922	207	17	machine	machine	NOUN
ajst-17922	207	18	learning	learn	VERB
ajst-17922	207	19	lasso	lasso	NOUN
ajst-17922	207	20	regression	regression	NOUN
ajst-17922	207	21	model	model	NOUN
ajst-17922	207	22	”	"	PUNCT
ajst-17922	207	23	.	.	PUNCT
ajst-17922	208	1	journal	journal	PROPN
ajst-17922	208	2	of	of	ADP
ajst-17922	208	3	theory	theory	NOUN
ajst-17922	208	4	and	and	CCONJ
ajst-17922	208	5	practice	practice	NOUN
ajst-17922	208	6	of	of	ADP
ajst-17922	208	7	engineering	engineering	NOUN
ajst-17922	208	8	science	science	NOUN
ajst-17922	208	9	,	,	PUNCT
ajst-17922	208	10	vol	vol	NOUN
ajst-17922	208	11	.	.	PROPN
ajst-17922	208	12	4	4	NUM
ajst-17922	208	13	,	,	PUNCT
ajst-17922	208	14	no	no	INTJ
ajst-17922	208	15	.	.	NOUN
ajst-17922	208	16	01	01	NUM
ajst-17922	208	17	,	,	PUNCT
ajst-17922	208	18	jan	jan	PROPN
ajst-17922	208	19	.	.	PROPN
ajst-17922	208	20	2024	2024	NUM
ajst-17922	208	21	,	,	PUNCT
ajst-17922	208	22	pp	pp	ADV
ajst-17922	208	23	.	.	PUNCT
ajst-17922	209	1	58	58	NUM
ajst-17922	209	2	-	-	SYM
ajst-17922	209	3	64	64	NUM
ajst-17922	209	4	,	,	PUNCT
ajst-17922	209	5	doi:10.53469	doi:10.53469	X
ajst-17922	209	6	/	/	SYM
ajst-17922	209	7	jtpes.2024.04(01).08	jtpes.2024.04(01).08	NOUN
ajst-17922	209	8	.	.	PUNCT
ajst-17922	210	1	[	[	X
ajst-17922	210	2	19	19	NUM
ajst-17922	210	3	]	]	X
ajst-17922	210	4	wei	wei	PROPN
ajst-17922	210	5	,	,	PUNCT
ajst-17922	210	6	kuo	kuo	PROPN
ajst-17922	210	7	,	,	PUNCT
ajst-17922	210	8	et	et	PROPN
ajst-17922	210	9	al	al	PROPN
ajst-17922	210	10	.	.	PUNCT
ajst-17922	210	11	“	"	PUNCT
ajst-17922	210	12	strategic	strategic	ADJ
ajst-17922	210	13	application	application	NOUN
ajst-17922	210	14	of	of	ADP
ajst-17922	210	15	ai	ai	PRON
ajst-17922	210	16	intelligent	intelligent	ADJ
ajst-17922	210	17	algorithm	algorithm	NOUN
ajst-17922	210	18	in	in	ADP
ajst-17922	210	19	network	network	NOUN
ajst-17922	210	20	threat	threat	NOUN
ajst-17922	210	21	detection	detection	NOUN
ajst-17922	210	22	and	and	CCONJ
ajst-17922	210	23	defense	defense	NOUN
ajst-17922	210	24	”	"	PUNCT
ajst-17922	210	25	.	.	PUNCT
ajst-17922	211	1	journal	journal	PROPN
ajst-17922	211	2	of	of	ADP
ajst-17922	211	3	theory	theory	NOUN
ajst-17922	211	4	and	and	CCONJ
ajst-17922	211	5	practice	practice	NOUN
ajst-17922	211	6	of	of	ADP
ajst-17922	211	7	engineering	engineering	NOUN
ajst-17922	211	8	science	science	NOUN
ajst-17922	211	9	,	,	PUNCT
ajst-17922	211	10	vol	vol	NOUN
ajst-17922	211	11	.	.	PROPN
ajst-17922	211	12	4	4	NUM
ajst-17922	211	13	,	,	PUNCT
ajst-17922	211	14	no	no	INTJ
ajst-17922	211	15	.	.	NOUN
ajst-17922	211	16	01	01	NUM
ajst-17922	211	17	,	,	PUNCT
ajst-17922	211	18	jan	jan	PROPN
ajst-17922	211	19	.	.	PROPN
ajst-17922	211	20	2024	2024	NUM
ajst-17922	211	21	,	,	PUNCT
ajst-17922	211	22	pp	pp	ADV
ajst-17922	211	23	.	.	PUNCT
ajst-17922	212	1	49	49	NUM
ajst-17922	212	2	-	-	SYM
ajst-17922	212	3	57	57	NUM
ajst-17922	212	4	,	,	PUNCT
ajst-17922	212	5	doi:10.53469	doi:10.53469	NOUN
ajst-17922	212	6	/	/	SYM
ajst-17922	212	7	jtpes.2024.04(01).07	jtpes.2024.04(01).07	NOUN
ajst-17922	212	8	.	.	PUNCT
ajst-17922	213	1	[	[	X
ajst-17922	213	2	20	20	NUM
ajst-17922	213	3	]	]	SYM
ajst-17922	213	4	zong	zong	PROPN
ajst-17922	213	5	,	,	PUNCT
ajst-17922	213	6	yanqi	yanqi	PROPN
ajst-17922	213	7	,	,	PUNCT
ajst-17922	213	8	et	et	PROPN
ajst-17922	213	9	al	al	PROPN
ajst-17922	213	10	.	.	PUNCT
ajst-17922	214	1	“	"	PUNCT
ajst-17922	214	2	improvements	improvement	NOUN
ajst-17922	214	3	and	and	CCONJ
ajst-17922	214	4	challenges	challenge	NOUN
ajst-17922	214	5	in	in	ADP
ajst-17922	214	6	starcraft	starcraft	PROPN
ajst-17922	214	7	ii	ii	PROPN
ajst-17922	214	8	macro	macro	NOUN
ajst-17922	214	9	-	-	NOUN
ajst-17922	214	10	management	management	NOUN
ajst-17922	214	11	a	a	DET
ajst-17922	214	12	study	study	NOUN
ajst-17922	214	13	on	on	ADP
ajst-17922	214	14	the	the	DET
ajst-17922	214	15	msc	msc	PROPN
ajst-17922	214	16	dataset	dataset	PROPN
ajst-17922	214	17	”	"	PUNCT
ajst-17922	214	18	.	.	PUNCT
ajst-17922	215	1	journal	journal	PROPN
ajst-17922	215	2	of	of	ADP
ajst-17922	215	3	theory	theory	NOUN
ajst-17922	215	4	and	and	CCONJ
ajst-17922	215	5	practice	practice	NOUN
ajst-17922	215	6	of	of	ADP
ajst-17922	215	7	engineering	engineering	NOUN
ajst-17922	215	8	science	science	NOUN
ajst-17922	215	9	,	,	PUNCT
ajst-17922	215	10	vol	vol	NOUN
ajst-17922	215	11	.	.	PROPN
ajst-17922	216	1	3	3	NUM
ajst-17922	216	2	,	,	PUNCT
ajst-17922	216	3	no	no	INTJ
ajst-17922	216	4	.	.	NOUN
ajst-17922	216	5	12	12	NUM
ajst-17922	216	6	,	,	PUNCT
ajst-17922	216	7	dec	dec	PROPN
ajst-17922	216	8	.	.	PROPN
ajst-17922	216	9	2023	2023	NUM
ajst-17922	216	10	,	,	PUNCT
ajst-17922	216	11	pp	pp	ADJ
ajst-17922	216	12	.	.	PUNCT
ajst-17922	217	1	29	29	NUM
ajst-17922	217	2	-	-	SYM
ajst-17922	217	3	35	35	NUM
ajst-17922	217	4	,	,	PUNCT
ajst-17922	217	5	doi:10.53469	doi:10.53469	X
ajst-17922	217	6	/	/	SYM
ajst-17922	217	7	jtpes.2023.03(12).05	jtpes.2023.03(12).05	PROPN
ajst-17922	217	8	.	.	PUNCT
ajst-17922	218	1	[	[	X
ajst-17922	218	2	21	21	NUM
ajst-17922	218	3	]	]	X
ajst-17922	218	4	an	an	DET
ajst-17922	218	5	overview	overview	NOUN
ajst-17922	218	6	of	of	ADP
ajst-17922	218	7	the	the	DET
ajst-17922	218	8	development	development	NOUN
ajst-17922	218	9	of	of	ADP
ajst-17922	218	10	stereotactic	stereotactic	ADJ
ajst-17922	218	11	body	body	NOUN
ajst-17922	218	12	radiation	radiation	NOUN
ajst-17922	218	13	therapy	therapy	NOUN
ajst-17922	218	14	.	.	PUNCT
ajst-17922	219	1	(	(	PUNCT
ajst-17922	219	2	2024	2024	NUM
ajst-17922	219	3	)	)	PUNCT
ajst-17922	219	4	.	.	PUNCT
ajst-17922	220	1	frontiers	frontier	NOUN
ajst-17922	220	2	in	in	ADP
ajst-17922	220	3	computing	computing	NOUN
ajst-17922	220	4	and	and	CCONJ
ajst-17922	220	5	intelligent	intelligent	ADJ
ajst-17922	220	6	systems	system	NOUN
ajst-17922	220	7	,	,	PUNCT
ajst-17922	220	8	6(3	6(3	NUM
ajst-17922	220	9	)	)	PUNCT
ajst-17922	220	10	,	,	PUNCT
ajst-17922	220	11	5660	5660	NUM
ajst-17922	220	12	.	.	PUNCT
ajst-17922	221	1	https://doi.org/10.54097/09niy12x	https://doi.org/10.54097/09niy12x	NOUN
ajst-17922	221	2	.	.	PUNCT
ajst-17922	222	1	220	220	NUM
ajst-17922	223	1	[	[	SYM
ajst-17922	223	2	22	22	NUM
ajst-17922	223	3	]	]	X
ajst-17922	223	4	huang	huang	PROPN
ajst-17922	223	5	,	,	PUNCT
ajst-17922	223	6	j.	j.	PROPN
ajst-17922	223	7	,	,	PUNCT
ajst-17922	223	8	zhao	zhao	PROPN
ajst-17922	223	9	,	,	PUNCT
ajst-17922	223	10	x.	x.	NOUN
ajst-17922	223	11	,	,	PUNCT
ajst-17922	223	12	che	che	PROPN
ajst-17922	223	13	,	,	PUNCT
ajst-17922	223	14	c.	c.	PROPN
ajst-17922	223	15	,	,	PUNCT
ajst-17922	223	16	lin	lin	PROPN
ajst-17922	223	17	,	,	PUNCT
ajst-17922	223	18	q.	q.	PROPN
ajst-17922	223	19	,	,	PUNCT
ajst-17922	223	20	&	&	CCONJ
ajst-17922	223	21	liu	liu	PROPN
ajst-17922	223	22	,	,	PUNCT
ajst-17922	223	23	b.	b.	PROPN
ajst-17922	223	24	(	(	PUNCT
ajst-17922	223	25	2024	2024	NUM
ajst-17922	223	26	)	)	PUNCT
ajst-17922	223	27	.	.	PUNCT
ajst-17922	224	1	enhancing	enhance	VERB
ajst-17922	224	2	essay	essay	NOUN
ajst-17922	224	3	scoring	score	VERB
ajst-17922	224	4	with	with	ADP
ajst-17922	224	5	adversarial	adversarial	ADJ
ajst-17922	224	6	weights	weight	NOUN
ajst-17922	224	7	perturbation	perturbation	NOUN
ajst-17922	224	8	and	and	CCONJ
ajst-17922	224	9	metric	metric	ADJ
ajst-17922	224	10	-	-	PUNCT
ajst-17922	224	11	specific	specific	ADJ
ajst-17922	224	12	attentionpooling	attentionpooling	NOUN
ajst-17922	224	13	.	.	PUNCT
ajst-17922	225	1	arxiv	arxiv	PROPN
ajst-17922	225	2	preprint	preprint	VERB
ajst-17922	225	3	arxiv:2401.05433	arxiv:2401.05433	NOUN
ajst-17922	225	4	.	.	PUNCT
ajst-17922	226	1	[	[	X
ajst-17922	226	2	23	23	NUM
ajst-17922	226	3	]	]	X
ajst-17922	226	4	bao	bao	PROPN
ajst-17922	226	5	,	,	PUNCT
ajst-17922	226	6	w.	w.	PROPN
ajst-17922	226	7	,	,	PUNCT
ajst-17922	226	8	che	che	PROPN
ajst-17922	226	9	,	,	PUNCT
ajst-17922	226	10	h.	h.	PROPN
ajst-17922	226	11	,	,	PUNCT
ajst-17922	226	12	&	&	CCONJ
ajst-17922	226	13	zhang	zhang	PROPN
ajst-17922	226	14	,	,	PUNCT
ajst-17922	226	15	j.	j.	PROPN
ajst-17922	226	16	(	(	PUNCT
ajst-17922	226	17	2020	2020	NUM
ajst-17922	226	18	,	,	PUNCT
ajst-17922	226	19	december	december	PROPN
ajst-17922	226	20	)	)	PUNCT
ajst-17922	226	21	.	.	PUNCT
ajst-17922	227	1	will_go	will_go	ADJ
ajst-17922	227	2	at	at	ADP
ajst-17922	227	3	semeval-2020	semeval-2020	NOUN
ajst-17922	227	4	task	task	NOUN
ajst-17922	227	5	3	3	NUM
ajst-17922	227	6	:	:	PUNCT
ajst-17922	227	7	an	an	DET
ajst-17922	227	8	accurate	accurate	ADJ
ajst-17922	227	9	model	model	NOUN
ajst-17922	227	10	for	for	ADP
ajst-17922	227	11	predicting	predict	VERB
ajst-17922	227	12	the	the	DET
ajst-17922	227	13	(	(	PUNCT
ajst-17922	227	14	graded	grade	VERB
ajst-17922	227	15	)	)	PUNCT
ajst-17922	227	16	effect	effect	NOUN
ajst-17922	227	17	of	of	ADP
ajst-17922	227	18	context	context	NOUN
ajst-17922	227	19	in	in	ADP
ajst-17922	227	20	word	word	NOUN
ajst-17922	227	21	similarity	similarity	NOUN
ajst-17922	227	22	based	base	VERB
ajst-17922	227	23	on	on	ADP
ajst-17922	227	24	bert	bert	PROPN
ajst-17922	227	25	.	.	PUNCT
ajst-17922	228	1	in	in	ADP
ajst-17922	228	2	a.	a.	NOUN
ajst-17922	228	3	herbelot	herbelot	PROPN
ajst-17922	228	4	,	,	PUNCT
ajst-17922	228	5	x.	x.	PROPN
ajst-17922	228	6	zhu	zhu	PROPN
ajst-17922	228	7	,	,	PUNCT
ajst-17922	228	8	a.	a.	NOUN
ajst-17922	228	9	palmer	palmer	PROPN
ajst-17922	228	10	,	,	PUNCT
ajst-17922	228	11	n.	n.	PROPN
ajst-17922	228	12	schneider	schneider	PROPN
ajst-17922	228	13	,	,	PUNCT
ajst-17922	228	14	j.	j.	PROPN
ajst-17922	228	15	may	may	PROPN
ajst-17922	228	16	,	,	PUNCT
ajst-17922	228	17	&	&	CCONJ
ajst-17922	228	18	e.	e.	PROPN
ajst-17922	228	19	shutova	shutova	PROPN
ajst-17922	228	20	(	(	PUNCT
ajst-17922	228	21	eds	ed	NOUN
ajst-17922	228	22	.	.	PUNCT
ajst-17922	228	23	)	)	PUNCT
ajst-17922	228	24	,	,	PUNCT
ajst-17922	228	25	proceedings	proceeding	NOUN
ajst-17922	228	26	of	of	ADP
ajst-17922	228	27	the	the	DET
ajst-17922	228	28	fourteenth	fourteenth	ADJ
ajst-17922	228	29	workshop	workshop	NOUN
ajst-17922	228	30	on	on	ADP
ajst-17922	228	31	semantic	semantic	ADJ
ajst-17922	228	32	evaluation	evaluation	NOUN
ajst-17922	228	33	(	(	PUNCT
ajst-17922	228	34	pp	pp	ADJ
ajst-17922	228	35	.	.	PUNCT
ajst-17922	229	1	301–306	301–306	NUM
ajst-17922	229	2	)	)	PUNCT
ajst-17922	229	3	.	.	PUNCT
ajst-17922	230	1	doi:10.18653	doi:10.18653	X
ajst-17922	230	2	/	/	SYM
ajst-17922	231	1	v1/2020.semeval-1	v1/2020.semeval-1	PROPN
ajst-17922	231	2	.	.	PUNCT
ajst-17922	232	1	[	[	X
ajst-17922	232	2	24	24	NUM
ajst-17922	232	3	]	]	X
ajst-17922	232	4	niu	niu	PROPN
ajst-17922	232	5	h	h	PROPN
ajst-17922	232	6	,	,	PUNCT
ajst-17922	232	7	li	li	PROPN
ajst-17922	232	8	h	h	PROPN
ajst-17922	232	9	,	,	PUNCT
ajst-17922	232	10	wang	wang	PROPN
ajst-17922	232	11	j	j	PROPN
ajst-17922	232	12	,	,	PUNCT
ajst-17922	232	13	et	et	PROPN
ajst-17922	232	14	al	al	PROPN
ajst-17922	232	15	.	.	PROPN
ajst-17922	232	16	enhancing	enhance	VERB
ajst-17922	232	17	computer	computer	NOUN
ajst-17922	232	18	digital	digital	ADJ
ajst-17922	232	19	signal	signal	NOUN
ajst-17922	232	20	processing	processing	NOUN
ajst-17922	232	21	through	through	ADP
ajst-17922	232	22	the	the	DET
ajst-17922	232	23	utilization	utilization	NOUN
ajst-17922	232	24	of	of	ADP
ajst-17922	232	25	rnn	rnn	NOUN
ajst-17922	232	26	sequence	sequence	NOUN
ajst-17922	232	27	algorithms[j	algorithms[j	PROPN
ajst-17922	232	28	]	]	X
ajst-17922	232	29	.	.	PUNCT
ajst-17922	233	1	international	international	ADJ
ajst-17922	233	2	journal	journal	PROPN
ajst-17922	233	3	of	of	ADP
ajst-17922	233	4	computer	computer	NOUN
ajst-17922	233	5	science	science	NOUN
ajst-17922	233	6	and	and	CCONJ
ajst-17922	233	7	information	information	NOUN
ajst-17922	233	8	technology	technology	NOUN
ajst-17922	233	9	,	,	PUNCT
ajst-17922	233	10	2023	2023	NUM
ajst-17922	233	11	,	,	PUNCT
ajst-17922	233	12	1(1	1(1	NUM
ajst-17922	233	13	):	):	PUNCT
ajst-17922	233	14	60	60	NUM
ajst-17922	233	15	-	-	SYM
ajst-17922	233	16	68	68	NUM
ajst-17922	233	17	.	.	PUNCT
ajst-17922	234	1	[	[	X
ajst-17922	234	2	25	25	NUM
ajst-17922	234	3	]	]	SYM
ajst-17922	234	4	su	su	PROPN
ajst-17922	234	5	,	,	PUNCT
ajst-17922	234	6	j.	j.	PROPN
ajst-17922	234	7	,	,	PUNCT
ajst-17922	234	8	nair	nair	PROPN
ajst-17922	234	9	,	,	PUNCT
ajst-17922	234	10	s.	s.	PROPN
ajst-17922	234	11	,	,	PUNCT
ajst-17922	234	12	&	&	CCONJ
ajst-17922	234	13	popokh	popokh	VERB
ajst-17922	234	14	,	,	PUNCT
ajst-17922	234	15	l.	l.	PROPN
ajst-17922	234	16	(	(	PUNCT
ajst-17922	234	17	2023	2023	NUM
ajst-17922	234	18	,	,	PUNCT
ajst-17922	234	19	february	february	PROPN
ajst-17922	234	20	)	)	PUNCT
ajst-17922	234	21	.	.	PUNCT
ajst-17922	235	1	edgegym	edgegym	PROPN
ajst-17922	235	2	:	:	PUNCT
ajst-17922	235	3	a	a	DET
ajst-17922	235	4	reinforcement	reinforcement	NOUN
ajst-17922	235	5	learning	learn	VERB
ajst-17922	235	6	environment	environment	NOUN
ajst-17922	235	7	for	for	ADP
ajst-17922	235	8	constraint	constraint	NOUN
ajst-17922	235	9	-	-	PUNCT
ajst-17922	235	10	aware	aware	ADJ
ajst-17922	235	11	nfv	nfv	NOUN
ajst-17922	235	12	resource	resource	NOUN
ajst-17922	235	13	allocation	allocation	NOUN
ajst-17922	235	14	.	.	PUNCT
ajst-17922	236	1	2023	2023	NUM
ajst-17922	236	2	ieee	ieee	NOUN
ajst-17922	236	3	2nd	2nd	PROPN
ajst-17922	236	4	international	international	ADJ
ajst-17922	236	5	conference	conference	NOUN
ajst-17922	236	6	on	on	ADP
ajst-17922	236	7	ai	ai	NOUN
ajst-17922	236	8	in	in	ADP
ajst-17922	236	9	cybersecurity	cybersecurity	NOUN
ajst-17922	236	10	(	(	PUNCT
ajst-17922	236	11	icaic	icaic	ADJ
ajst-17922	236	12	)	)	PUNCT
ajst-17922	236	13	,	,	PUNCT
ajst-17922	236	14	1–7	1–7	X
ajst-17922	236	15	.	.	PUNCT
ajst-17922	236	16	doi:10.1109	doi:10.1109	VERB
ajst-17922	236	17	/	/	PUNCT
ajst-17922	237	1	icaic57335.2023.10044182	icaic57335.2023.10044182	PROPN
ajst-17922	237	2	[	[	X
ajst-17922	237	3	26	26	NUM
ajst-17922	237	4	]	]	X
ajst-17922	237	5	zhou	zhou	PROPN
ajst-17922	237	6	,	,	PUNCT
ajst-17922	237	7	h.	h.	PROPN
ajst-17922	237	8	,	,	PUNCT
ajst-17922	237	9	lou	lou	PROPN
ajst-17922	237	10	,	,	PUNCT
ajst-17922	237	11	y.	y.	PROPN
ajst-17922	237	12	,	,	PUNCT
ajst-17922	237	13	xiong	xiong	PROPN
ajst-17922	237	14	,	,	PUNCT
ajst-17922	237	15	j.	j.	PROPN
ajst-17922	237	16	,	,	PUNCT
ajst-17922	237	17	wang	wang	PROPN
ajst-17922	237	18	,	,	PUNCT
ajst-17922	237	19	y.	y.	PROPN
ajst-17922	237	20	,	,	PUNCT
ajst-17922	237	21	&	&	CCONJ
ajst-17922	237	22	liu	liu	PROPN
ajst-17922	237	23	,	,	PUNCT
ajst-17922	237	24	y.	y.	PROPN
ajst-17922	237	25	(	(	PUNCT
ajst-17922	237	26	2023	2023	NUM
ajst-17922	237	27	)	)	PUNCT
ajst-17922	237	28	.	.	PUNCT
ajst-17922	238	1	improvement	improvement	NOUN
ajst-17922	238	2	of	of	ADP
ajst-17922	238	3	deep	deep	ADJ
ajst-17922	238	4	learning	learning	NOUN
ajst-17922	238	5	model	model	NOUN
ajst-17922	238	6	for	for	ADP
ajst-17922	238	7	gastrointestinal	gastrointestinal	ADJ
ajst-17922	238	8	tract	tract	NOUN
ajst-17922	238	9	segmentation	segmentation	NOUN
ajst-17922	238	10	surgery	surgery	NOUN
ajst-17922	238	11	.	.	PUNCT
ajst-17922	239	1	frontiers	frontier	NOUN
ajst-17922	239	2	in	in	ADP
ajst-17922	239	3	computing	computing	NOUN
ajst-17922	239	4	and	and	CCONJ
ajst-17922	239	5	intelligent	intelligent	ADJ
ajst-17922	239	6	systems	system	NOUN
ajst-17922	239	7	,	,	PUNCT
ajst-17922	239	8	6(1	6(1	NUM
ajst-17922	239	9	)	)	PUNCT
ajst-17922	239	10	,	,	PUNCT
ajst-17922	239	11	103	103	NUM
ajst-17922	239	12	-	-	SYM
ajst-17922	239	13	106	106	NUM
ajst-17922	239	14	.	.	PUNCT
ajst-17922	240	1	[	[	X
ajst-17922	240	2	27	27	NUM
ajst-17922	240	3	]	]	PUNCT
ajst-17922	240	4	popokh	popokh	VERB
ajst-17922	240	5	,	,	PUNCT
ajst-17922	240	6	l.	l.	PROPN
ajst-17922	240	7	,	,	PUNCT
ajst-17922	240	8	su	su	PROPN
ajst-17922	240	9	,	,	PUNCT
ajst-17922	240	10	j.	j.	PROPN
ajst-17922	240	11	,	,	PUNCT
ajst-17922	240	12	nair	nair	PROPN
ajst-17922	240	13	,	,	PUNCT
ajst-17922	240	14	s.	s.	PROPN
ajst-17922	240	15	,	,	PUNCT
ajst-17922	240	16	&	&	CCONJ
ajst-17922	240	17	olinick	olinick	PROPN
ajst-17922	240	18	,	,	PUNCT
ajst-17922	240	19	e.	e.	PROPN
ajst-17922	240	20	(	(	PUNCT
ajst-17922	240	21	2021	2021	NUM
ajst-17922	240	22	,	,	PUNCT
ajst-17922	240	23	september	september	PROPN
ajst-17922	240	24	)	)	PUNCT
ajst-17922	240	25	.	.	PUNCT
ajst-17922	241	1	illumicore	illumicore	NOUN
ajst-17922	241	2	:	:	PUNCT
ajst-17922	241	3	optimization	optimization	NOUN
ajst-17922	241	4	modeling	modeling	NOUN
ajst-17922	241	5	and	and	CCONJ
ajst-17922	241	6	implementation	implementation	NOUN
ajst-17922	241	7	for	for	ADP
ajst-17922	241	8	efficient	efficient	ADJ
ajst-17922	241	9	vnf	vnf	NOUN
ajst-17922	241	10	placement	placement	NOUN
ajst-17922	241	11	.	.	PUNCT
ajst-17922	242	1	2021	2021	NUM
ajst-17922	242	2	international	international	ADJ
ajst-17922	242	3	conference	conference	NOUN
ajst-17922	242	4	on	on	ADP
ajst-17922	242	5	software	software	NOUN
ajst-17922	242	6	,	,	PUNCT
ajst-17922	242	7	telecommunications	telecommunications	NOUN
ajst-17922	242	8	and	and	CCONJ
ajst-17922	242	9	computer	computer	NOUN
ajst-17922	242	10	networks	network	NOUN
ajst-17922	242	11	(	(	PUNCT
ajst-17922	242	12	softcom	softcom	PROPN
ajst-17922	242	13	)	)	PUNCT
ajst-17922	242	14	,	,	PUNCT
ajst-17922	242	15	1–7	1–7	X
ajst-17922	242	16	.	.	PUNCT
ajst-17922	242	17	doi:10.23919	doi:10.23919	PROPN
ajst-17922	242	18	/	/	SYM
ajst-17922	242	19	softcom52868.2021.9559076	softcom52868.2021.9559076	PROPN
ajst-17922	242	20	.	.	PUNCT
ajst-17922	243	1	[	[	X
ajst-17922	243	2	28	28	NUM
ajst-17922	243	3	]	]	PUNCT
ajst-17922	243	4	zhuoran	zhuoran	PROPN
ajst-17922	243	5	lu	lu	PROPN
ajst-17922	243	6	,	,	PUNCT
ajst-17922	243	7	zhuoyan	zhuoyan	PROPN
ajst-17922	243	8	li	li	PROPN
ajst-17922	243	9	,	,	PUNCT
ajst-17922	243	10	chun	chun	PROPN
ajst-17922	243	11	-	-	PUNCT
ajst-17922	243	12	wei	wei	PROPN
ajst-17922	243	13	chiang	chiang	PROPN
ajst-17922	243	14	,	,	PUNCT
ajst-17922	243	15	ming	ming	PROPN
ajst-17922	243	16	yin	yin	PROPN
ajst-17922	243	17	，	，	PUNCT
ajst-17922	243	18	trategic	trategic	PROPN
ajst-17922	243	19	adversarial	adversarial	ADJ
ajst-17922	243	20	attacks	attack	NOUN
ajst-17922	243	21	in	in	ADP
ajst-17922	243	22	ai	ai	ADJ
ajst-17922	243	23	-	-	PUNCT
ajst-17922	243	24	assisted	assist	VERB
ajst-17922	243	25	decision	decision	NOUN
ajst-17922	243	26	making	make	VERB
ajst-17922	243	27	to	to	PART
ajst-17922	243	28	reduce	reduce	VERB
ajst-17922	243	29	human	human	ADJ
ajst-17922	243	30	trust	trust	NOUN
ajst-17922	243	31	and	and	CCONJ
ajst-17922	243	32	reliance	reliance	NOUN
ajst-17922	243	33	proceedings	proceeding	NOUN
ajst-17922	243	34	of	of	ADP
ajst-17922	243	35	the	the	DET
ajst-17922	243	36	thirtysecond	thirtysecond	ADJ
ajst-17922	243	37	international	international	ADJ
ajst-17922	243	38	joint	joint	ADJ
ajst-17922	243	39	conference	conference	NOUN
ajst-17922	243	40	on	on	ADP
ajst-17922	243	41	artificial	artificial	ADJ
ajst-17922	243	42	intelligence	intelligence	NOUN
ajst-17922	243	43	main	main	ADJ
ajst-17922	243	44	track	track	NOUN
ajst-17922	243	45	.	.	PUNCT
ajst-17922	244	1	pages	page	NOUN
ajst-17922	244	2	3020	3020	NUM
ajst-17922	244	3	-	-	SYM
ajst-17922	244	4	3028	3028	NUM
ajst-17922	244	5	.	.	PUNCT
ajst-17922	245	1	https://doi.org/10.24963/ijcai.2023/337	https://doi.org/10.24963/ijcai.2023/337	NOUN