id	sid	tid	token	lemma	pos
bracis-19075	1	1	time	time	NOUN
bracis-19075	1	2	-	-	PUNCT
bracis-19075	1	3	dependent	dependent	ADJ
bracis-19075	1	4	item	item	NOUN
bracis-19075	1	5	embeddings	embedding	NOUN
bracis-19075	1	6	for	for	ADP
bracis-19075	1	7	collaborative	collaborative	ADJ
bracis-19075	1	8	filtering	filtering	NOUN
bracis-19075	1	9	|	|	CCONJ
bracis-19075	1	10	springer	springer	NOUN
bracis-19075	1	11	nature	nature	NOUN
bracis-19075	1	12	link	link	PROPN
bracis-19075	1	13	(	(	PUNCT
bracis-19075	1	14	formerly	formerly	ADV
bracis-19075	1	15	springerlink	springerlink	NOUN
bracis-19075	1	16	)	)	PUNCT
bracis-19075	1	17	skip	skip	VERB
bracis-19075	1	18	to	to	ADP
bracis-19075	1	19	main	main	ADJ
bracis-19075	1	20	content	content	NOUN
bracis-19075	1	21	advertisement	advertisement	NOUN
bracis-19075	1	22	log	log	NOUN
bracis-19075	1	23	in	in	ADP
bracis-19075	1	24	menu	menu	NOUN
bracis-19075	1	25	find	find	VERB
bracis-19075	1	26	a	a	DET
bracis-19075	1	27	journal	journal	NOUN
bracis-19075	1	28	publish	publish	VERB
bracis-19075	1	29	with	with	ADP
bracis-19075	1	30	us	we	PRON
bracis-19075	1	31	track	track	VERB
bracis-19075	1	32	your	your	PRON
bracis-19075	1	33	research	research	NOUN
bracis-19075	1	34	search	search	NOUN
bracis-19075	1	35	cart	cart	NOUN
bracis-19075	1	36	home	home	NOUN
bracis-19075	1	37	intelligent	intelligent	ADJ
bracis-19075	1	38	systems	system	NOUN
bracis-19075	1	39	conference	conference	NOUN
bracis-19075	1	40	paper	paper	NOUN
bracis-19075	1	41	time	time	NOUN
bracis-19075	1	42	-	-	PUNCT
bracis-19075	1	43	dependent	dependent	ADJ
bracis-19075	1	44	item	item	NOUN
bracis-19075	1	45	embeddings	embedding	NOUN
bracis-19075	1	46	for	for	ADP
bracis-19075	1	47	collaborative	collaborative	ADJ
bracis-19075	1	48	filtering	filtering	NOUN
bracis-19075	1	49	conference	conference	NOUN
bracis-19075	1	50	paper	paper	NOUN
bracis-19075	1	51	first	first	ADV
bracis-19075	1	52	online	online	ADV
bracis-19075	1	53	:	:	PUNCT
bracis-19075	1	54	28	28	NUM
bracis-19075	1	55	november	november	PROPN
bracis-19075	1	56	2021	2021	NUM
bracis-19075	1	57	pp	pp	ADP
bracis-19075	1	58	309–324	309–324	NUM
bracis-19075	1	59	cite	cite	VERB
bracis-19075	1	60	this	this	DET
bracis-19075	1	61	conference	conference	NOUN
bracis-19075	1	62	paper	paper	NOUN
bracis-19075	1	63	access	access	NOUN
bracis-19075	1	64	provided	provide	VERB
bracis-19075	1	65	by	by	ADP
bracis-19075	1	66	university	university	PROPN
bracis-19075	1	67	of	of	ADP
bracis-19075	1	68	notre	notre	PROPN
bracis-19075	1	69	dame	dame	PROPN
bracis-19075	1	70	hesburgh	hesburgh	PROPN
bracis-19075	1	71	library	library	PROPN
bracis-19075	1	72	download	download	PROPN
bracis-19075	1	73	book	book	NOUN
bracis-19075	1	74	pdf	pdf	PROPN
bracis-19075	1	75	download	download	NOUN
bracis-19075	1	76	book	book	NOUN
bracis-19075	1	77	epub	epub	PROPN
bracis-19075	1	78	intelligent	intelligent	ADJ
bracis-19075	1	79	systems	system	NOUN
bracis-19075	1	80	(	(	PUNCT
bracis-19075	1	81	bracis	bracis	NOUN
bracis-19075	1	82	2021	2021	NUM
bracis-19075	1	83	)	)	PUNCT
bracis-19075	1	84	time	time	NOUN
bracis-19075	1	85	-	-	PUNCT
bracis-19075	1	86	dependent	dependent	ADJ
bracis-19075	1	87	item	item	NOUN
bracis-19075	1	88	embeddings	embedding	NOUN
bracis-19075	1	89	for	for	ADP
bracis-19075	1	90	collaborative	collaborative	ADJ
bracis-19075	1	91	filtering	filtering	NOUN
bracis-19075	1	92	download	download	NOUN
bracis-19075	1	93	book	book	NOUN
bracis-19075	1	94	pdf	pdf	PROPN
bracis-19075	1	95	download	download	NOUN
bracis-19075	1	96	book	book	PROPN
bracis-19075	1	97	epub	epub	PROPN
bracis-19075	1	98	pedro	pedro	PROPN
bracis-19075	1	99	r.	r.	PROPN
bracis-19075	1	100	pires10	pires10	PROPN
bracis-19075	1	101	,	,	PUNCT
bracis-19075	1	102	amanda	amanda	PROPN
bracis-19075	1	103	c.	c.	PROPN
bracis-19075	1	104	pascon10	pascon10	PROPN
bracis-19075	1	105	&	&	CCONJ
bracis-19075	1	106	tiago	tiago	PROPN
bracis-19075	1	107	a.	a.	PROPN
bracis-19075	1	108	almeida10	almeida10	PROPN
bracis-19075	1	109	  	  	SPACE
bracis-19075	1	110	part	part	NOUN
bracis-19075	1	111	of	of	ADP
bracis-19075	1	112	the	the	DET
bracis-19075	1	113	book	book	NOUN
bracis-19075	1	114	series	series	NOUN
bracis-19075	1	115	:	:	PUNCT
bracis-19075	1	116	lecture	lecture	NOUN
bracis-19075	1	117	notes	note	NOUN
bracis-19075	1	118	in	in	ADP
bracis-19075	1	119	computer	computer	NOUN
bracis-19075	1	120	science	science	NOUN
bracis-19075	1	121	(	(	PUNCT
bracis-19075	1	122	(	(	PUNCT
bracis-19075	1	123	lnai	lnai	ADJ
bracis-19075	1	124	,	,	PUNCT
bracis-19075	1	125	volume	volume	NOUN
bracis-19075	1	126	13074	13074	NUM
bracis-19075	1	127	)	)	PUNCT
bracis-19075	1	128	)	)	PUNCT
bracis-19075	1	129	included	include	VERB
bracis-19075	1	130	in	in	ADP
bracis-19075	1	131	the	the	DET
bracis-19075	1	132	following	follow	VERB
bracis-19075	1	133	conference	conference	NOUN
bracis-19075	1	134	series	series	NOUN
bracis-19075	1	135	:	:	PUNCT
bracis-19075	1	136	brazilian	brazilian	ADJ
bracis-19075	1	137	conference	conference	NOUN
bracis-19075	1	138	on	on	ADP
bracis-19075	1	139	intelligent	intelligent	ADJ
bracis-19075	1	140	systems	system	NOUN
bracis-19075	1	141	1238	1238	NUM
bracis-19075	1	142	accesses	access	VERB
bracis-19075	1	143	1	1	NUM
bracis-19075	1	144	citation	citation	NOUN
bracis-19075	1	145	abstract	abstract	ADJ
bracis-19075	1	146	collaborative	collaborative	ADJ
bracis-19075	1	147	filtering	filtering	NOUN
bracis-19075	1	148	recommender	recommender	NOUN
bracis-19075	1	149	systems	system	NOUN
bracis-19075	1	150	are	be	AUX
bracis-19075	1	151	essential	essential	ADJ
bracis-19075	1	152	tools	tool	NOUN
bracis-19075	1	153	in	in	ADP
bracis-19075	1	154	many	many	ADJ
bracis-19075	1	155	modern	modern	ADJ
bracis-19075	1	156	applications	application	NOUN
bracis-19075	1	157	.	.	PUNCT
bracis-19075	2	1	their	their	PRON
bracis-19075	2	2	main	main	ADJ
bracis-19075	2	3	advantage	advantage	NOUN
bracis-19075	2	4	compared	compare	VERB
bracis-19075	2	5	with	with	ADP
bracis-19075	2	6	the	the	DET
bracis-19075	2	7	alternatives	alternative	NOUN
bracis-19075	2	8	is	be	AUX
bracis-19075	2	9	that	that	SCONJ
bracis-19075	2	10	they	they	PRON
bracis-19075	2	11	require	require	VERB
bracis-19075	2	12	only	only	ADV
bracis-19075	2	13	a	a	DET
bracis-19075	2	14	matrix	matrix	NOUN
bracis-19075	2	15	of	of	ADP
bracis-19075	2	16	user	user	NOUN
bracis-19075	2	17	-	-	PUNCT
bracis-19075	2	18	item	item	NOUN
bracis-19075	2	19	interactions	interaction	NOUN
bracis-19075	2	20	to	to	PART
bracis-19075	2	21	recommend	recommend	VERB
bracis-19075	2	22	a	a	DET
bracis-19075	2	23	subset	subset	NOUN
bracis-19075	2	24	of	of	ADP
bracis-19075	2	25	relevant	relevant	ADJ
bracis-19075	2	26	items	item	NOUN
bracis-19075	2	27	for	for	ADP
bracis-19075	2	28	a	a	DET
bracis-19075	2	29	given	give	VERB
bracis-19075	2	30	user	user	NOUN
bracis-19075	2	31	.	.	PUNCT
bracis-19075	3	1	however	however	ADV
bracis-19075	3	2	,	,	PUNCT
bracis-19075	3	3	the	the	DET
bracis-19075	3	4	increasing	increase	VERB
bracis-19075	3	5	volume	volume	NOUN
bracis-19075	3	6	of	of	ADP
bracis-19075	3	7	the	the	DET
bracis-19075	3	8	data	datum	NOUN
bracis-19075	3	9	consumed	consume	VERB
bracis-19075	3	10	by	by	ADP
bracis-19075	3	11	these	these	DET
bracis-19075	3	12	systems	system	NOUN
bracis-19075	3	13	may	may	AUX
bracis-19075	3	14	lead	lead	VERB
bracis-19075	3	15	to	to	ADP
bracis-19075	3	16	a	a	DET
bracis-19075	3	17	representation	representation	NOUN
bracis-19075	3	18	model	model	NOUN
bracis-19075	3	19	with	with	ADP
bracis-19075	3	20	very	very	ADV
bracis-19075	3	21	high	high	ADJ
bracis-19075	3	22	sparsity	sparsity	NOUN
bracis-19075	3	23	and	and	CCONJ
bracis-19075	3	24	dimensionality	dimensionality	NOUN
bracis-19075	3	25	.	.	PUNCT
bracis-19075	4	1	several	several	ADJ
bracis-19075	4	2	approaches	approach	NOUN
bracis-19075	4	3	to	to	PART
bracis-19075	4	4	overcome	overcome	VERB
bracis-19075	4	5	this	this	DET
bracis-19075	4	6	problem	problem	NOUN
bracis-19075	4	7	have	have	AUX
bracis-19075	4	8	been	be	AUX
bracis-19075	4	9	proposed	propose	VERB
bracis-19075	4	10	,	,	PUNCT
bracis-19075	4	11	neural	neural	ADJ
bracis-19075	4	12	embeddings	embedding	NOUN
bracis-19075	4	13	being	be	AUX
bracis-19075	4	14	one	one	NUM
bracis-19075	4	15	of	of	ADP
bracis-19075	4	16	the	the	DET
bracis-19075	4	17	most	most	ADV
bracis-19075	4	18	recent	recent	ADJ
bracis-19075	4	19	.	.	PUNCT
bracis-19075	5	1	since	since	SCONJ
bracis-19075	5	2	then	then	ADV
bracis-19075	5	3	,	,	PUNCT
bracis-19075	5	4	many	many	ADJ
bracis-19075	5	5	recommender	recommender	NOUN
bracis-19075	5	6	systems	system	NOUN
bracis-19075	5	7	were	be	AUX
bracis-19075	5	8	made	make	VERB
bracis-19075	5	9	using	use	VERB
bracis-19075	5	10	this	this	DET
bracis-19075	5	11	representation	representation	NOUN
bracis-19075	5	12	model	model	NOUN
bracis-19075	5	13	,	,	PUNCT
bracis-19075	5	14	but	but	CCONJ
bracis-19075	5	15	few	few	ADJ
bracis-19075	5	16	consumed	consume	VERB
bracis-19075	5	17	temporal	temporal	ADJ
bracis-19075	5	18	information	information	NOUN
bracis-19075	5	19	during	during	ADP
bracis-19075	5	20	the	the	DET
bracis-19075	5	21	learning	learning	NOUN
bracis-19075	5	22	phase	phase	NOUN
bracis-19075	5	23	.	.	PUNCT
bracis-19075	6	1	this	this	DET
bracis-19075	6	2	study	study	NOUN
bracis-19075	6	3	shows	show	VERB
bracis-19075	6	4	how	how	SCONJ
bracis-19075	6	5	to	to	PART
bracis-19075	6	6	adapt	adapt	VERB
bracis-19075	6	7	a	a	DET
bracis-19075	6	8	pioneering	pioneering	ADJ
bracis-19075	6	9	method	method	NOUN
bracis-19075	6	10	of	of	ADP
bracis-19075	6	11	item	item	NOUN
bracis-19075	6	12	embeddings	embedding	NOUN
bracis-19075	6	13	by	by	ADP
bracis-19075	6	14	adding	add	VERB
bracis-19075	6	15	a	a	DET
bracis-19075	6	16	sliding	slide	VERB
bracis-19075	6	17	window	window	NOUN
bracis-19075	6	18	over	over	ADP
bracis-19075	6	19	time	time	NOUN
bracis-19075	6	20	,	,	PUNCT
bracis-19075	6	21	in	in	ADP
bracis-19075	6	22	conjunction	conjunction	NOUN
bracis-19075	6	23	with	with	ADP
bracis-19075	6	24	a	a	DET
bracis-19075	6	25	split	split	NOUN
bracis-19075	6	26	in	in	ADP
bracis-19075	6	27	the	the	DET
bracis-19075	6	28	user	user	NOUN
bracis-19075	6	29	’s	’s	PART
bracis-19075	6	30	interaction	interaction	NOUN
bracis-19075	6	31	history	history	NOUN
bracis-19075	6	32	.	.	PUNCT
bracis-19075	7	1	results	result	NOUN
bracis-19075	7	2	indicate	indicate	VERB
bracis-19075	7	3	that	that	SCONJ
bracis-19075	7	4	considering	consider	VERB
bracis-19075	7	5	temporal	temporal	ADJ
bracis-19075	7	6	information	information	NOUN
bracis-19075	7	7	when	when	SCONJ
bracis-19075	7	8	learning	learn	VERB
bracis-19075	7	9	neural	neural	ADJ
bracis-19075	7	10	embeddings	embedding	NOUN
bracis-19075	7	11	for	for	ADP
bracis-19075	7	12	items	item	NOUN
bracis-19075	7	13	can	can	AUX
bracis-19075	7	14	significantly	significantly	ADV
bracis-19075	7	15	improve	improve	VERB
bracis-19075	7	16	the	the	DET
bracis-19075	7	17	quality	quality	NOUN
bracis-19075	7	18	of	of	ADP
bracis-19075	7	19	the	the	DET
bracis-19075	7	20	recommendations	recommendation	NOUN
bracis-19075	7	21	.	.	PUNCT
bracis-19075	8	1	this	this	DET
bracis-19075	8	2	study	study	NOUN
bracis-19075	8	3	was	be	AUX
bracis-19075	8	4	financed	finance	VERB
bracis-19075	8	5	by	by	ADP
bracis-19075	8	6	the	the	DET
bracis-19075	8	7	coordenação	coordenação	PROPN
bracis-19075	8	8	de	de	PROPN
bracis-19075	8	9	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-19075	8	10	de	de	X
bracis-19075	8	11	pessoal	pessoal	PROPN
bracis-19075	8	12	de	de	PROPN
bracis-19075	8	13	nível	nível	PROPN
bracis-19075	8	14	superior	superior	ADJ
bracis-19075	8	15	–	–	PUNCT
bracis-19075	8	16	brasil	brasil	PROPN
bracis-19075	8	17	(	(	PUNCT
bracis-19075	8	18	capes	cape	NOUN
bracis-19075	8	19	)	)	PUNCT
bracis-19075	8	20	finance	finance	NOUN
bracis-19075	8	21	code	code	NOUN
bracis-19075	8	22	88882.426978/2019	88882.426978/2019	NUM
bracis-19075	8	23	-	-	SYM
bracis-19075	8	24	01	01	NUM
bracis-19075	8	25	,	,	PUNCT
bracis-19075	8	26	and	and	CCONJ
bracis-19075	8	27	fundação	fundação	PROPN
bracis-19075	8	28	de	de	X
bracis-19075	8	29	amparo	amparo	PROPN
bracis-19075	8	30	à	à	X
bracis-19075	8	31	pesquisa	pesquisa	PROPN
bracis-19075	8	32	do	do	AUX
bracis-19075	8	33	estado	estado	PROPN
bracis-19075	8	34	de	de	PROPN
bracis-19075	8	35	são	são	PROPN
bracis-19075	8	36	paulo	paulo	PROPN
bracis-19075	8	37	(	(	PUNCT
bracis-19075	8	38	fapesp	fapesp	NOUN
bracis-19075	8	39	)	)	PUNCT
bracis-19075	8	40	grant	grant	NOUN
bracis-19075	8	41	#	#	SYM
bracis-19075	8	42	2020/09354	2020/09354	NUM
bracis-19075	8	43	-	-	SYM
bracis-19075	8	44	3	3	NUM
bracis-19075	8	45	.	.	PUNCT
bracis-19075	9	1	access	access	NOUN
bracis-19075	9	2	provided	provide	VERB
bracis-19075	9	3	by	by	ADP
bracis-19075	9	4	university	university	PROPN
bracis-19075	9	5	of	of	ADP
bracis-19075	9	6	notre	notre	PROPN
bracis-19075	9	7	dame	dame	PROPN
bracis-19075	9	8	hesburgh	hesburgh	PROPN
bracis-19075	9	9	library	library	PROPN
bracis-19075	9	10	.	.	PUNCT
bracis-19075	10	1	download	download	PROPN
bracis-19075	10	2	conference	conference	NOUN
bracis-19075	10	3	paper	paper	NOUN
bracis-19075	10	4	pdf	pdf	NOUN
bracis-19075	10	5	similar	similar	ADJ
bracis-19075	10	6	content	content	NOUN
bracis-19075	10	7	being	be	AUX
bracis-19075	10	8	viewed	view	VERB
bracis-19075	10	9	by	by	ADP
bracis-19075	10	10	others	other	NOUN
bracis-19075	10	11	bilateral	bilateral	ADJ
bracis-19075	10	12	neural	neural	NOUN
bracis-19075	10	13	embedding	embed	VERB
bracis-19075	10	14	for	for	ADP
bracis-19075	10	15	collaborative	collaborative	ADJ
bracis-19075	10	16	filtering	filtering	NOUN
bracis-19075	10	17	-	-	PUNCT
bracis-19075	10	18	based	base	VERB
bracis-19075	10	19	multimedia	multimedia	NOUN
bracis-19075	10	20	recommendation	recommendation	NOUN
bracis-19075	10	21	article	article	NOUN
bracis-19075	10	22	25	25	NUM
bracis-19075	10	23	september	september	PROPN
bracis-19075	10	24	2017	2017	NUM
bracis-19075	10	25	learning	learn	VERB
bracis-19075	10	26	continuous	continuous	ADJ
bracis-19075	10	27	user	user	NOUN
bracis-19075	10	28	and	and	CCONJ
bracis-19075	10	29	item	item	NOUN
bracis-19075	10	30	representations	representation	NOUN
bracis-19075	10	31	for	for	ADP
bracis-19075	10	32	neural	neural	ADJ
bracis-19075	10	33	collaborative	collaborative	ADJ
bracis-19075	10	34	filtering	filtering	NOUN
bracis-19075	10	35	chapter	chapter	NOUN
bracis-19075	10	36	©	©	PROPN
bracis-19075	10	37	2019	2019	NUM
bracis-19075	10	38	interact2vec	interact2vec	NOUN
bracis-19075	10	39	:	:	PUNCT
bracis-19075	10	40	neural	neural	ADJ
bracis-19075	10	41	item	item	NOUN
bracis-19075	10	42	and	and	CCONJ
bracis-19075	10	43	 	 	SPACE
bracis-19075	10	44	user	user	NOUN
bracis-19075	10	45	embedding	embed	VERB
bracis-19075	10	46	for	for	ADP
bracis-19075	10	47	 	 	SPACE
bracis-19075	10	48	collaborative	collaborative	ADJ
bracis-19075	10	49	filtering	filtering	NOUN
bracis-19075	10	50	chapter	chapter	NOUN
bracis-19075	10	51	©	©	PROPN
bracis-19075	10	52	2022	2022	NUM
bracis-19075	10	53	explore	explore	VERB
bracis-19075	10	54	related	relate	VERB
bracis-19075	10	55	subjects	subject	NOUN
bracis-19075	10	56	discover	discover	VERB
bracis-19075	10	57	the	the	DET
bracis-19075	10	58	latest	late	ADJ
bracis-19075	10	59	articles	article	NOUN
bracis-19075	10	60	,	,	PUNCT
bracis-19075	10	61	books	book	NOUN
bracis-19075	10	62	and	and	CCONJ
bracis-19075	10	63	news	news	NOUN
bracis-19075	10	64	in	in	ADP
bracis-19075	10	65	related	related	ADJ
bracis-19075	10	66	subjects	subject	NOUN
bracis-19075	10	67	,	,	PUNCT
bracis-19075	10	68	suggested	suggest	VERB
bracis-19075	10	69	using	use	VERB
bracis-19075	10	70	machine	machine	NOUN
bracis-19075	10	71	learning	learning	NOUN
bracis-19075	10	72	.	.	PUNCT
bracis-19075	11	1	data	datum	NOUN
bracis-19075	11	2	storage	storage	NOUN
bracis-19075	11	3	representation	representation	NOUN
bracis-19075	11	4	learning	learn	VERB
bracis-19075	11	5	algorithms	algorithm	NOUN
bracis-19075	11	6	learning	learn	VERB
bracis-19075	11	7	theory	theory	NOUN
bracis-19075	11	8	machine	machine	NOUN
bracis-19075	11	9	learning	learn	VERB
bracis-19075	11	10	neural	neural	ADJ
bracis-19075	11	11	encoding	encoding	NOUN
bracis-19075	11	12	neural	neural	ADJ
bracis-19075	11	13	decoding	decode	VERB
bracis-19075	11	14	1	1	NUM
bracis-19075	11	15	introduction	introduction	NOUN
bracis-19075	11	16	personalized	personalize	VERB
bracis-19075	11	17	recommendations	recommendation	NOUN
bracis-19075	11	18	have	have	AUX
bracis-19075	11	19	become	become	VERB
bracis-19075	11	20	an	an	DET
bracis-19075	11	21	increasingly	increasingly	ADV
bracis-19075	11	22	common	common	ADJ
bracis-19075	11	23	practice	practice	NOUN
bracis-19075	11	24	in	in	ADP
bracis-19075	11	25	our	our	PRON
bracis-19075	11	26	digital	digital	ADJ
bracis-19075	11	27	lives	life	NOUN
bracis-19075	11	28	 	 	SPACE
bracis-19075	12	1	[	[	X
bracis-19075	12	2	5	5	NUM
bracis-19075	12	3	]	]	PUNCT
bracis-19075	12	4	.	.	PUNCT
bracis-19075	13	1	with	with	ADP
bracis-19075	13	2	the	the	DET
bracis-19075	13	3	popularization	popularization	NOUN
bracis-19075	13	4	of	of	ADP
bracis-19075	13	5	technology	technology	NOUN
bracis-19075	13	6	and	and	CCONJ
bracis-19075	13	7	ease	ease	NOUN
bracis-19075	13	8	of	of	ADP
bracis-19075	13	9	making	make	VERB
bracis-19075	13	10	information	information	NOUN
bracis-19075	13	11	available	available	ADJ
bracis-19075	13	12	,	,	PUNCT
bracis-19075	13	13	users	user	NOUN
bracis-19075	13	14	have	have	VERB
bracis-19075	13	15	access	access	NOUN
bracis-19075	13	16	to	to	ADP
bracis-19075	13	17	many	many	ADJ
bracis-19075	13	18	items	item	NOUN
bracis-19075	13	19	such	such	ADJ
bracis-19075	13	20	as	as	ADP
bracis-19075	13	21	movies	movie	NOUN
bracis-19075	13	22	,	,	PUNCT
bracis-19075	13	23	music	music	NOUN
bracis-19075	13	24	,	,	PUNCT
bracis-19075	13	25	and	and	CCONJ
bracis-19075	13	26	news	news	NOUN
bracis-19075	13	27	,	,	PUNCT
bracis-19075	13	28	making	make	VERB
bracis-19075	13	29	it	it	PRON
bracis-19075	13	30	challenging	challenge	VERB
bracis-19075	13	31	for	for	SCONJ
bracis-19075	13	32	them	they	PRON
bracis-19075	13	33	to	to	PART
bracis-19075	13	34	discover	discover	VERB
bracis-19075	13	35	everything	everything	PRON
bracis-19075	13	36	available	available	ADJ
bracis-19075	13	37	and	and	CCONJ
bracis-19075	13	38	explore	explore	VERB
bracis-19075	13	39	their	their	PRON
bracis-19075	13	40	interests	interest	NOUN
bracis-19075	13	41	.	.	PUNCT
bracis-19075	14	1	recommender	recommender	NOUN
bracis-19075	14	2	systems	system	NOUN
bracis-19075	14	3	then	then	ADV
bracis-19075	14	4	emerged	emerge	VERB
bracis-19075	14	5	in	in	ADP
bracis-19075	14	6	the	the	DET
bracis-19075	14	7	1990s	1990	NOUN
bracis-19075	14	8	to	to	PART
bracis-19075	14	9	overcome	overcome	VERB
bracis-19075	14	10	this	this	DET
bracis-19075	14	11	problem	problem	NOUN
bracis-19075	14	12	,	,	PUNCT
bracis-19075	14	13	employing	employ	VERB
bracis-19075	14	14	filtering	filter	VERB
bracis-19075	14	15	techniques	technique	NOUN
bracis-19075	14	16	to	to	PART
bracis-19075	14	17	direct	direct	VERB
bracis-19075	14	18	the	the	DET
bracis-19075	14	19	user	user	NOUN
bracis-19075	14	20	to	to	ADP
bracis-19075	14	21	a	a	DET
bracis-19075	14	22	restricted	restricted	ADJ
bracis-19075	14	23	subset	subset	NOUN
bracis-19075	14	24	of	of	ADP
bracis-19075	14	25	relevant	relevant	ADJ
bracis-19075	14	26	items	item	NOUN
bracis-19075	14	27	 	 	SPACE
bracis-19075	15	1	[	[	X
bracis-19075	15	2	2	2	NUM
bracis-19075	15	3	]	]	PUNCT
bracis-19075	15	4	.	.	PUNCT
bracis-19075	16	1	among	among	ADP
bracis-19075	16	2	several	several	ADJ
bracis-19075	16	3	types	type	NOUN
bracis-19075	16	4	of	of	ADP
bracis-19075	16	5	recommender	recommender	NOUN
bracis-19075	16	6	systems	system	NOUN
bracis-19075	16	7	,	,	PUNCT
bracis-19075	16	8	collaborative	collaborative	ADJ
bracis-19075	16	9	filtering	filtering	NOUN
bracis-19075	16	10	is	be	AUX
bracis-19075	16	11	currently	currently	ADV
bracis-19075	16	12	the	the	DET
bracis-19075	16	13	most	most	ADV
bracis-19075	16	14	prolific	prolific	NOUN
bracis-19075	16	15	in	in	ADP
bracis-19075	16	16	scientific	scientific	ADJ
bracis-19075	16	17	literature	literature	NOUN
bracis-19075	16	18	and	and	CCONJ
bracis-19075	16	19	practical	practical	ADJ
bracis-19075	16	20	applications	application	NOUN
bracis-19075	16	21	.	.	PUNCT
bracis-19075	17	1	their	their	PRON
bracis-19075	17	2	popularity	popularity	NOUN
bracis-19075	17	3	can	can	AUX
bracis-19075	17	4	be	be	AUX
bracis-19075	17	5	credited	credit	VERB
bracis-19075	17	6	to	to	ADP
bracis-19075	17	7	its	its	PRON
bracis-19075	17	8	ease	ease	NOUN
bracis-19075	17	9	of	of	ADP
bracis-19075	17	10	application	application	NOUN
bracis-19075	17	11	,	,	PUNCT
bracis-19075	17	12	since	since	SCONJ
bracis-19075	17	13	it	it	PRON
bracis-19075	17	14	depends	depend	VERB
bracis-19075	17	15	only	only	ADV
bracis-19075	17	16	on	on	ADP
bracis-19075	17	17	a	a	DET
bracis-19075	17	18	matrix	matrix	NOUN
bracis-19075	17	19	of	of	ADP
bracis-19075	17	20	interactions	interaction	NOUN
bracis-19075	17	21	between	between	ADP
bracis-19075	17	22	users	user	NOUN
bracis-19075	17	23	and	and	CCONJ
bracis-19075	17	24	items	item	NOUN
bracis-19075	17	25	to	to	PART
bracis-19075	17	26	generate	generate	VERB
bracis-19075	17	27	recommendations	recommendation	NOUN
bracis-19075	17	28	based	base	VERB
bracis-19075	17	29	on	on	ADP
bracis-19075	17	30	similar	similar	ADJ
bracis-19075	17	31	tastes	taste	NOUN
bracis-19075	17	32	among	among	ADP
bracis-19075	17	33	users	user	NOUN
bracis-19075	17	34	 	 	SPACE
bracis-19075	18	1	[	[	X
bracis-19075	18	2	5	5	NUM
bracis-19075	18	3	]	]	PUNCT
bracis-19075	18	4	.	.	PUNCT
bracis-19075	19	1	in	in	ADP
bracis-19075	19	2	early	early	ADJ
bracis-19075	19	3	studies	study	NOUN
bracis-19075	19	4	,	,	PUNCT
bracis-19075	19	5	the	the	DET
bracis-19075	19	6	general	general	ADJ
bracis-19075	19	7	approach	approach	NOUN
bracis-19075	19	8	uses	use	VERB
bracis-19075	19	9	item	item	NOUN
bracis-19075	19	10	-	-	PUNCT
bracis-19075	19	11	based	base	VERB
bracis-19075	19	12	neighborhood	neighborhood	NOUN
bracis-19075	19	13	algorithms	algorithm	NOUN
bracis-19075	19	14	for	for	ADP
bracis-19075	19	15	generating	generate	VERB
bracis-19075	19	16	the	the	DET
bracis-19075	19	17	recommendation	recommendation	NOUN
bracis-19075	19	18	 	 	SPACE
bracis-19075	20	1	[	[	X
bracis-19075	20	2	7	7	NUM
bracis-19075	20	3	]	]	PUNCT
bracis-19075	20	4	.	.	PUNCT
bracis-19075	21	1	however	however	ADV
bracis-19075	21	2	,	,	PUNCT
bracis-19075	21	3	the	the	DET
bracis-19075	21	4	representation	representation	NOUN
bracis-19075	21	5	commonly	commonly	ADV
bracis-19075	21	6	adopted	adopt	VERB
bracis-19075	21	7	grows	grow	VERB
bracis-19075	21	8	fast	fast	ADV
bracis-19075	21	9	in	in	ADP
bracis-19075	21	10	size	size	NOUN
bracis-19075	21	11	as	as	ADP
bracis-19075	21	12	the	the	DET
bracis-19075	21	13	number	number	NOUN
bracis-19075	21	14	of	of	ADP
bracis-19075	21	15	users	user	NOUN
bracis-19075	21	16	and	and	CCONJ
bracis-19075	21	17	items	item	NOUN
bracis-19075	21	18	increases	increase	NOUN
bracis-19075	21	19	;	;	PUNCT
bracis-19075	21	20	in	in	ADP
bracis-19075	21	21	real	real	ADJ
bracis-19075	21	22	-	-	PUNCT
bracis-19075	21	23	world	world	NOUN
bracis-19075	21	24	scenarios	scenario	NOUN
bracis-19075	21	25	,	,	PUNCT
bracis-19075	21	26	these	these	DET
bracis-19075	21	27	numbers	number	NOUN
bracis-19075	21	28	grow	grow	VERB
bracis-19075	21	29	constantly	constantly	ADV
bracis-19075	21	30	and	and	CCONJ
bracis-19075	21	31	much	much	ADV
bracis-19075	21	32	faster	fast	ADV
bracis-19075	21	33	than	than	ADP
bracis-19075	21	34	the	the	DET
bracis-19075	21	35	number	number	NOUN
bracis-19075	21	36	of	of	ADP
bracis-19075	21	37	user	user	NOUN
bracis-19075	21	38	-	-	PUNCT
bracis-19075	21	39	item	item	NOUN
bracis-19075	21	40	interactions	interaction	NOUN
bracis-19075	21	41	.	.	PUNCT
bracis-19075	22	1	consequently	consequently	ADV
bracis-19075	22	2	,	,	PUNCT
bracis-19075	22	3	the	the	DET
bracis-19075	22	4	traditional	traditional	ADJ
bracis-19075	22	5	representation	representation	NOUN
bracis-19075	22	6	model	model	NOUN
bracis-19075	22	7	became	become	VERB
bracis-19075	22	8	highly	highly	ADV
bracis-19075	22	9	sparse	sparse	ADJ
bracis-19075	22	10	and	and	CCONJ
bracis-19075	22	11	with	with	ADP
bracis-19075	22	12	an	an	DET
bracis-19075	22	13	inflated	inflated	ADJ
bracis-19075	22	14	dimensionality	dimensionality	NOUN
bracis-19075	22	15	,	,	PUNCT
bracis-19075	22	16	demanding	demand	VERB
bracis-19075	22	17	more	more	ADJ
bracis-19075	22	18	and	and	CCONJ
bracis-19075	22	19	more	more	ADV
bracis-19075	22	20	computational	computational	ADJ
bracis-19075	22	21	power	power	NOUN
bracis-19075	22	22	and	and	CCONJ
bracis-19075	22	23	reducing	reduce	VERB
bracis-19075	22	24	the	the	DET
bracis-19075	22	25	quality	quality	NOUN
bracis-19075	22	26	of	of	ADP
bracis-19075	22	27	the	the	DET
bracis-19075	22	28	results	result	NOUN
bracis-19075	22	29	 	 	SPACE
bracis-19075	22	30	[	[	X
bracis-19075	22	31	18	18	NUM
bracis-19075	22	32	]	]	PUNCT
bracis-19075	22	33	.	.	PUNCT
bracis-19075	23	1	many	many	ADJ
bracis-19075	23	2	approaches	approach	NOUN
bracis-19075	23	3	have	have	AUX
bracis-19075	23	4	been	be	AUX
bracis-19075	23	5	presented	present	VERB
bracis-19075	23	6	to	to	PART
bracis-19075	23	7	overcome	overcome	VERB
bracis-19075	23	8	this	this	DET
bracis-19075	23	9	problem	problem	NOUN
bracis-19075	23	10	,	,	PUNCT
bracis-19075	23	11	such	such	ADJ
bracis-19075	23	12	as	as	ADP
bracis-19075	23	13	matrix	matrix	NOUN
bracis-19075	23	14	factorization	factorization	NOUN
bracis-19075	23	15	 	 	SPACE
bracis-19075	24	1	[	[	X
bracis-19075	24	2	20	20	NUM
bracis-19075	24	3	]	]	PUNCT
bracis-19075	24	4	and	and	CCONJ
bracis-19075	24	5	neural	neural	ADJ
bracis-19075	24	6	models	model	NOUN
bracis-19075	24	7	 	 	SPACE
bracis-19075	25	1	[	[	X
bracis-19075	25	2	36	36	NUM
bracis-19075	25	3	]	]	PUNCT
bracis-19075	25	4	.	.	PUNCT
bracis-19075	26	1	in	in	ADP
bracis-19075	26	2	the	the	DET
bracis-19075	26	3	latter	latter	ADJ
bracis-19075	26	4	,	,	PUNCT
bracis-19075	26	5	methods	method	NOUN
bracis-19075	26	6	based	base	VERB
bracis-19075	26	7	on	on	ADP
bracis-19075	26	8	neural	neural	ADJ
bracis-19075	26	9	embeddings	embedding	NOUN
bracis-19075	26	10	have	have	AUX
bracis-19075	26	11	been	be	AUX
bracis-19075	26	12	gaining	gain	VERB
bracis-19075	26	13	ground	ground	NOUN
bracis-19075	26	14	in	in	ADP
bracis-19075	26	15	recent	recent	ADJ
bracis-19075	26	16	literature	literature	NOUN
bracis-19075	26	17	.	.	PUNCT
bracis-19075	27	1	these	these	DET
bracis-19075	27	2	methods	method	NOUN
bracis-19075	27	3	aim	aim	VERB
bracis-19075	27	4	to	to	PART
bracis-19075	27	5	represent	represent	VERB
bracis-19075	27	6	items	item	NOUN
bracis-19075	27	7	or	or	CCONJ
bracis-19075	27	8	users	user	NOUN
bracis-19075	27	9	as	as	ADP
bracis-19075	27	10	distributed	distribute	VERB
bracis-19075	27	11	vectors	vector	NOUN
bracis-19075	27	12	,	,	PUNCT
bracis-19075	27	13	resulting	result	VERB
bracis-19075	27	14	in	in	ADP
bracis-19075	27	15	a	a	DET
bracis-19075	27	16	representation	representation	NOUN
bracis-19075	27	17	with	with	ADP
bracis-19075	27	18	reduced	reduced	ADJ
bracis-19075	27	19	dimensionality	dimensionality	NOUN
bracis-19075	27	20	while	while	SCONJ
bracis-19075	27	21	keeping	keep	VERB
bracis-19075	27	22	its	its	PRON
bracis-19075	27	23	latent	latent	NOUN
bracis-19075	27	24	meaning	mean	VERB
bracis-19075	27	25	 	 	SPACE
bracis-19075	27	26	[	[	X
bracis-19075	27	27	4	4	NUM
bracis-19075	27	28	,	,	PUNCT
bracis-19075	27	29	13	13	NUM
bracis-19075	27	30	]	]	PUNCT
bracis-19075	27	31	.	.	PUNCT
bracis-19075	28	1	although	although	SCONJ
bracis-19075	28	2	many	many	ADJ
bracis-19075	28	3	studies	study	NOUN
bracis-19075	28	4	have	have	AUX
bracis-19075	28	5	proposed	propose	VERB
bracis-19075	28	6	different	different	ADJ
bracis-19075	28	7	methods	method	NOUN
bracis-19075	28	8	based	base	VERB
bracis-19075	28	9	on	on	ADP
bracis-19075	28	10	neural	neural	ADJ
bracis-19075	28	11	embeddings	embedding	NOUN
bracis-19075	28	12	 	 	SPACE
bracis-19075	29	1	[	[	X
bracis-19075	29	2	11	11	NUM
bracis-19075	29	3	,	,	PUNCT
bracis-19075	29	4	31	31	NUM
bracis-19075	29	5	]	]	PUNCT
bracis-19075	29	6	,	,	PUNCT
bracis-19075	29	7	most	most	ADJ
bracis-19075	29	8	of	of	ADP
bracis-19075	29	9	these	these	DET
bracis-19075	29	10	studies	study	NOUN
bracis-19075	29	11	do	do	AUX
bracis-19075	29	12	not	not	PART
bracis-19075	29	13	consider	consider	VERB
bracis-19075	29	14	the	the	DET
bracis-19075	29	15	moment	moment	NOUN
bracis-19075	29	16	when	when	SCONJ
bracis-19075	29	17	the	the	DET
bracis-19075	29	18	user	user	NOUN
bracis-19075	29	19	interacted	interact	VERB
bracis-19075	29	20	with	with	ADP
bracis-19075	29	21	the	the	DET
bracis-19075	29	22	item	item	NOUN
bracis-19075	29	23	 	 	SPACE
bracis-19075	30	1	[	[	X
bracis-19075	30	2	6	6	NUM
bracis-19075	30	3	]	]	PUNCT
bracis-19075	30	4	.	.	PUNCT
bracis-19075	31	1	the	the	DET
bracis-19075	31	2	static	static	ADJ
bracis-19075	31	3	approach	approach	NOUN
bracis-19075	31	4	–	–	PUNCT
bracis-19075	31	5	as	as	SCONJ
bracis-19075	31	6	it	it	PRON
bracis-19075	31	7	is	be	AUX
bracis-19075	31	8	known	know	VERB
bracis-19075	31	9	–	–	PUNCT
bracis-19075	31	10	while	while	SCONJ
bracis-19075	31	11	very	very	ADV
bracis-19075	31	12	present	present	ADJ
bracis-19075	31	13	in	in	ADP
bracis-19075	31	14	the	the	DET
bracis-19075	31	15	literature	literature	NOUN
bracis-19075	31	16	,	,	PUNCT
bracis-19075	31	17	has	have	AUX
bracis-19075	31	18	proven	prove	VERB
bracis-19075	31	19	flaws	flaw	NOUN
bracis-19075	31	20	 	 	SPACE
bracis-19075	31	21	[	[	X
bracis-19075	31	22	21	21	NUM
bracis-19075	31	23	]	]	PUNCT
bracis-19075	31	24	.	.	PUNCT
bracis-19075	32	1	taking	take	VERB
bracis-19075	32	2	into	into	ADP
bracis-19075	32	3	account	account	NOUN
bracis-19075	32	4	the	the	DET
bracis-19075	32	5	timing	timing	NOUN
bracis-19075	32	6	and	and	CCONJ
bracis-19075	32	7	order	order	NOUN
bracis-19075	32	8	of	of	ADP
bracis-19075	32	9	interactions	interaction	NOUN
bracis-19075	32	10	can	can	AUX
bracis-19075	32	11	lead	lead	VERB
bracis-19075	32	12	to	to	ADP
bracis-19075	32	13	significant	significant	ADJ
bracis-19075	32	14	improvements	improvement	NOUN
bracis-19075	32	15	in	in	ADP
bracis-19075	32	16	results	result	NOUN
bracis-19075	32	17	 	 	SPACE
bracis-19075	33	1	[	[	X
bracis-19075	33	2	3	3	NUM
bracis-19075	33	3	,	,	PUNCT
bracis-19075	33	4	6	6	NUM
bracis-19075	33	5	,	,	PUNCT
bracis-19075	33	6	33	33	NUM
bracis-19075	33	7	]	]	PUNCT
bracis-19075	33	8	.	.	PUNCT
bracis-19075	34	1	in	in	ADP
bracis-19075	34	2	this	this	DET
bracis-19075	34	3	context	context	NOUN
bracis-19075	34	4	,	,	PUNCT
bracis-19075	34	5	this	this	DET
bracis-19075	34	6	study	study	NOUN
bracis-19075	34	7	shows	show	VERB
bracis-19075	34	8	how	how	SCONJ
bracis-19075	34	9	to	to	PART
bracis-19075	34	10	adapt	adapt	VERB
bracis-19075	34	11	item2vec	item2vec	NOUN
bracis-19075	34	12	 	 	SPACE
bracis-19075	34	13	[	[	X
bracis-19075	34	14	4	4	NUM
bracis-19075	34	15	]	]	PUNCT
bracis-19075	34	16	–	–	PUNCT
bracis-19075	34	17	a	a	DET
bracis-19075	34	18	pioneering	pioneering	ADJ
bracis-19075	34	19	method	method	NOUN
bracis-19075	34	20	of	of	ADP
bracis-19075	34	21	neural	neural	ADJ
bracis-19075	34	22	embeddings	embedding	NOUN
bracis-19075	34	23	for	for	ADP
bracis-19075	34	24	a	a	DET
bracis-19075	34	25	recommendation	recommendation	NOUN
bracis-19075	34	26	context	context	NOUN
bracis-19075	34	27	–	–	PUNCT
bracis-19075	34	28	to	to	PART
bracis-19075	34	29	consider	consider	VERB
bracis-19075	34	30	temporal	temporal	ADJ
bracis-19075	34	31	information	information	NOUN
bracis-19075	34	32	during	during	ADP
bracis-19075	34	33	training	training	NOUN
bracis-19075	34	34	by	by	ADP
bracis-19075	34	35	outlining	outline	VERB
bracis-19075	34	36	an	an	DET
bracis-19075	34	37	approach	approach	NOUN
bracis-19075	34	38	based	base	VERB
bracis-19075	34	39	on	on	ADP
bracis-19075	34	40	a	a	DET
bracis-19075	34	41	sliding	slide	VERB
bracis-19075	34	42	window	window	NOUN
bracis-19075	34	43	over	over	ADP
bracis-19075	34	44	time	time	NOUN
bracis-19075	34	45	,	,	PUNCT
bracis-19075	34	46	a	a	DET
bracis-19075	34	47	strategy	strategy	NOUN
bracis-19075	34	48	commonly	commonly	ADV
bracis-19075	34	49	employed	employ	VERB
bracis-19075	34	50	in	in	ADP
bracis-19075	34	51	similar	similar	ADJ
bracis-19075	34	52	scenarios	scenario	NOUN
bracis-19075	34	53	 	 	SPACE
bracis-19075	35	1	[	[	X
bracis-19075	35	2	33	33	NUM
bracis-19075	35	3	]	]	PUNCT
bracis-19075	35	4	.	.	PUNCT
bracis-19075	36	1	2	2	NUM
bracis-19075	36	2	related	relate	VERB
bracis-19075	36	3	work	work	NOUN
bracis-19075	36	4	neighborhood	neighborhood	NOUN
bracis-19075	36	5	algorithms	algorithm	NOUN
bracis-19075	36	6	became	become	VERB
bracis-19075	36	7	very	very	ADV
bracis-19075	36	8	popular	popular	ADJ
bracis-19075	36	9	in	in	ADP
bracis-19075	36	10	the	the	DET
bracis-19075	36	11	first	first	ADJ
bracis-19075	36	12	collaborative	collaborative	ADJ
bracis-19075	36	13	filtering	filtering	NOUN
bracis-19075	36	14	recommender	recommender	NOUN
bracis-19075	36	15	systems	system	NOUN
bracis-19075	36	16	,	,	PUNCT
bracis-19075	36	17	given	give	VERB
bracis-19075	36	18	their	their	PRON
bracis-19075	36	19	relative	relative	ADJ
bracis-19075	36	20	low	low	ADJ
bracis-19075	36	21	complexity	complexity	NOUN
bracis-19075	36	22	and	and	CCONJ
bracis-19075	36	23	ability	ability	NOUN
bracis-19075	36	24	to	to	PART
bracis-19075	36	25	produce	produce	VERB
bracis-19075	36	26	satisfying	satisfying	NOUN
bracis-19075	36	27	results	result	NOUN
bracis-19075	36	28	.	.	PUNCT
bracis-19075	37	1	early	early	ADJ
bracis-19075	37	2	neighborhood	neighborhood	NOUN
bracis-19075	37	3	algorithms	algorithm	NOUN
bracis-19075	37	4	represented	represent	VERB
bracis-19075	37	5	users	user	NOUN
bracis-19075	37	6	as	as	ADP
bracis-19075	37	7	vectors	vector	NOUN
bracis-19075	37	8	and	and	CCONJ
bracis-19075	37	9	yielded	yield	VERB
bracis-19075	37	10	recommendations	recommendation	NOUN
bracis-19075	37	11	based	base	VERB
bracis-19075	37	12	on	on	ADP
bracis-19075	37	13	the	the	DET
bracis-19075	37	14	interactions	interaction	NOUN
bracis-19075	37	15	history	history	NOUN
bracis-19075	37	16	of	of	ADP
bracis-19075	37	17	the	the	DET
bracis-19075	37	18	users	user	NOUN
bracis-19075	37	19	closest	close	ADJ
bracis-19075	37	20	to	to	ADP
bracis-19075	37	21	the	the	DET
bracis-19075	37	22	target	target	NOUN
bracis-19075	37	23	user	user	NOUN
bracis-19075	37	24	 	 	SPACE
bracis-19075	38	1	[	[	X
bracis-19075	38	2	7	7	NUM
bracis-19075	38	3	]	]	PUNCT
bracis-19075	38	4	.	.	PUNCT
bracis-19075	39	1	subsequent	subsequent	ADJ
bracis-19075	39	2	approaches	approach	NOUN
bracis-19075	39	3	began	begin	VERB
bracis-19075	39	4	to	to	PART
bracis-19075	39	5	represent	represent	VERB
bracis-19075	39	6	items	item	NOUN
bracis-19075	39	7	as	as	ADP
bracis-19075	39	8	vectors	vector	NOUN
bracis-19075	39	9	 	 	SPACE
bracis-19075	40	1	[	[	X
bracis-19075	40	2	28	28	NUM
bracis-19075	40	3	]	]	PUNCT
bracis-19075	40	4	.	.	PUNCT
bracis-19075	41	1	this	this	DET
bracis-19075	41	2	strategy	strategy	NOUN
bracis-19075	41	3	achieved	achieve	VERB
bracis-19075	41	4	better	well	ADJ
bracis-19075	41	5	results	result	NOUN
bracis-19075	41	6	,	,	PUNCT
bracis-19075	41	7	the	the	DET
bracis-19075	41	8	training	training	NOUN
bracis-19075	41	9	was	be	AUX
bracis-19075	41	10	more	more	ADV
bracis-19075	41	11	efficient	efficient	ADJ
bracis-19075	41	12	,	,	PUNCT
bracis-19075	41	13	and	and	CCONJ
bracis-19075	41	14	the	the	DET
bracis-19075	41	15	results	result	NOUN
bracis-19075	41	16	were	be	AUX
bracis-19075	41	17	more	more	ADV
bracis-19075	41	18	stable	stable	ADJ
bracis-19075	41	19	over	over	ADP
bracis-19075	41	20	time	time	NOUN
bracis-19075	41	21	having	have	VERB
bracis-19075	41	22	less	less	ADJ
bracis-19075	41	23	need	need	NOUN
bracis-19075	41	24	for	for	ADP
bracis-19075	41	25	retraining	retrain	VERB
bracis-19075	41	26	 	 	SPACE
bracis-19075	42	1	[	[	X
bracis-19075	42	2	17	17	NUM
bracis-19075	42	3	]	]	PUNCT
bracis-19075	42	4	.	.	PUNCT
bracis-19075	43	1	gradually	gradually	ADV
bracis-19075	43	2	,	,	PUNCT
bracis-19075	43	3	the	the	DET
bracis-19075	43	4	data	datum	NOUN
bracis-19075	43	5	used	use	VERB
bracis-19075	43	6	by	by	ADP
bracis-19075	43	7	recommender	recommender	NOUN
bracis-19075	43	8	systems	system	NOUN
bracis-19075	43	9	has	have	AUX
bracis-19075	43	10	grown	grow	VERB
bracis-19075	43	11	,	,	PUNCT
bracis-19075	43	12	bringing	bring	VERB
bracis-19075	43	13	new	new	ADJ
bracis-19075	43	14	challenges	challenge	NOUN
bracis-19075	43	15	to	to	ADP
bracis-19075	43	16	the	the	DET
bracis-19075	43	17	area	area	NOUN
bracis-19075	43	18	such	such	ADJ
bracis-19075	43	19	as	as	ADP
bracis-19075	43	20	high	high	ADJ
bracis-19075	43	21	sparsity	sparsity	NOUN
bracis-19075	43	22	and	and	CCONJ
bracis-19075	43	23	dimensionality	dimensionality	NOUN
bracis-19075	43	24	of	of	ADP
bracis-19075	43	25	the	the	DET
bracis-19075	43	26	commonly	commonly	ADV
bracis-19075	43	27	adopted	adopt	VERB
bracis-19075	43	28	representation	representation	NOUN
bracis-19075	43	29	 	 	SPACE
bracis-19075	44	1	[	[	X
bracis-19075	44	2	18	18	NUM
bracis-19075	44	3	]	]	PUNCT
bracis-19075	44	4	.	.	PUNCT
bracis-19075	45	1	many	many	ADJ
bracis-19075	45	2	algorithms	algorithm	NOUN
bracis-19075	45	3	for	for	ADP
bracis-19075	45	4	dimensionality	dimensionality	NOUN
bracis-19075	45	5	reduction	reduction	NOUN
bracis-19075	45	6	have	have	AUX
bracis-19075	45	7	been	be	AUX
bracis-19075	45	8	proposed	propose	VERB
bracis-19075	45	9	to	to	PART
bracis-19075	45	10	overcome	overcome	VERB
bracis-19075	45	11	this	this	DET
bracis-19075	45	12	problem	problem	NOUN
bracis-19075	45	13	.	.	PUNCT
bracis-19075	46	1	among	among	ADP
bracis-19075	46	2	different	different	ADJ
bracis-19075	46	3	strategies	strategy	NOUN
bracis-19075	46	4	,	,	PUNCT
bracis-19075	46	5	matrix	matrix	NOUN
bracis-19075	46	6	factorization	factorization	NOUN
bracis-19075	46	7	techniques	technique	NOUN
bracis-19075	46	8	have	have	AUX
bracis-19075	46	9	become	become	VERB
bracis-19075	46	10	state	state	NOUN
bracis-19075	46	11	-	-	PUNCT
bracis-19075	46	12	of	of	ADP
bracis-19075	46	13	-	-	PUNCT
bracis-19075	46	14	the	the	DET
bracis-19075	46	15	-	-	PUNCT
bracis-19075	46	16	art	art	NOUN
bracis-19075	46	17	and	and	CCONJ
bracis-19075	46	18	are	be	AUX
bracis-19075	46	19	still	still	ADV
bracis-19075	46	20	very	very	ADV
bracis-19075	46	21	relevant	relevant	ADJ
bracis-19075	46	22	to	to	ADP
bracis-19075	46	23	this	this	DET
bracis-19075	46	24	day	day	NOUN
bracis-19075	46	25	 	 	SPACE
bracis-19075	47	1	[	[	X
bracis-19075	47	2	25	25	NUM
bracis-19075	47	3	]	]	PUNCT
bracis-19075	47	4	.	.	PUNCT
bracis-19075	48	1	in	in	ADP
bracis-19075	48	2	this	this	DET
bracis-19075	48	3	approach	approach	NOUN
bracis-19075	48	4	,	,	PUNCT
bracis-19075	48	5	users	user	NOUN
bracis-19075	48	6	and	and	CCONJ
bracis-19075	48	7	items	item	NOUN
bracis-19075	48	8	are	be	AUX
bracis-19075	48	9	represented	represent	VERB
bracis-19075	48	10	as	as	ADP
bracis-19075	48	11	matrices	matrix	NOUN
bracis-19075	48	12	of	of	ADP
bracis-19075	48	13	reduced	reduced	ADJ
bracis-19075	48	14	dimensionality	dimensionality	NOUN
bracis-19075	48	15	,	,	PUNCT
bracis-19075	48	16	and	and	CCONJ
bracis-19075	48	17	the	the	DET
bracis-19075	48	18	recommendation	recommendation	NOUN
bracis-19075	48	19	is	be	AUX
bracis-19075	48	20	made	make	VERB
bracis-19075	48	21	using	use	VERB
bracis-19075	48	22	user	user	NOUN
bracis-19075	48	23	-	-	PUNCT
bracis-19075	48	24	item	item	NOUN
bracis-19075	48	25	similarities	similarity	NOUN
bracis-19075	48	26	 	 	SPACE
bracis-19075	49	1	[	[	X
bracis-19075	49	2	20	20	NUM
bracis-19075	49	3	]	]	PUNCT
bracis-19075	49	4	.	.	PUNCT
bracis-19075	50	1	with	with	ADP
bracis-19075	50	2	the	the	DET
bracis-19075	50	3	growth	growth	NOUN
bracis-19075	50	4	in	in	ADP
bracis-19075	50	5	research	research	NOUN
bracis-19075	50	6	of	of	ADP
bracis-19075	50	7	neural	neural	ADJ
bracis-19075	50	8	networks	network	NOUN
bracis-19075	50	9	,	,	PUNCT
bracis-19075	50	10	the	the	DET
bracis-19075	50	11	use	use	NOUN
bracis-19075	50	12	of	of	ADP
bracis-19075	50	13	neural	neural	ADJ
bracis-19075	50	14	models	model	NOUN
bracis-19075	50	15	for	for	ADP
bracis-19075	50	16	recommender	recommender	NOUN
bracis-19075	50	17	systems	system	NOUN
bracis-19075	50	18	has	have	AUX
bracis-19075	50	19	increased	increase	VERB
bracis-19075	50	20	significantly	significantly	ADV
bracis-19075	50	21	in	in	ADP
bracis-19075	50	22	recent	recent	ADJ
bracis-19075	50	23	years	year	NOUN
bracis-19075	50	24	.	.	PUNCT
bracis-19075	51	1	among	among	ADP
bracis-19075	51	2	several	several	ADJ
bracis-19075	51	3	proposals	proposal	NOUN
bracis-19075	51	4	for	for	ADP
bracis-19075	51	5	using	use	VERB
bracis-19075	51	6	neural	neural	ADJ
bracis-19075	51	7	networks	network	NOUN
bracis-19075	51	8	for	for	ADP
bracis-19075	51	9	recommendation	recommendation	NOUN
bracis-19075	51	10	,	,	PUNCT
bracis-19075	51	11	neural	neural	ADJ
bracis-19075	51	12	embeddings	embedding	NOUN
bracis-19075	51	13	have	have	AUX
bracis-19075	51	14	been	be	AUX
bracis-19075	51	15	gaining	gain	VERB
bracis-19075	51	16	ground	ground	NOUN
bracis-19075	51	17	in	in	ADP
bracis-19075	51	18	the	the	DET
bracis-19075	51	19	literature	literature	NOUN
bracis-19075	51	20	 	 	SPACE
bracis-19075	51	21	[	[	X
bracis-19075	51	22	13	13	NUM
bracis-19075	51	23	]	]	PUNCT
bracis-19075	51	24	.	.	PUNCT
bracis-19075	52	1	inspired	inspire	VERB
bracis-19075	52	2	by	by	ADP
bracis-19075	52	3	natural	natural	ADJ
bracis-19075	52	4	language	language	NOUN
bracis-19075	52	5	processing	processing	NOUN
bracis-19075	52	6	(	(	PUNCT
bracis-19075	52	7	nlp	nlp	NOUN
bracis-19075	52	8	)	)	PUNCT
bracis-19075	52	9	neural	neural	ADJ
bracis-19075	52	10	models	model	NOUN
bracis-19075	52	11	capable	capable	ADJ
bracis-19075	52	12	of	of	ADP
bracis-19075	52	13	generating	generate	VERB
bracis-19075	52	14	vector	vector	NOUN
bracis-19075	52	15	representations	representation	NOUN
bracis-19075	52	16	of	of	ADP
bracis-19075	52	17	words	word	NOUN
bracis-19075	52	18	 	 	SPACE
bracis-19075	52	19	[	[	X
bracis-19075	52	20	24	24	NUM
bracis-19075	52	21	]	]	PUNCT
bracis-19075	52	22	,	,	PUNCT
bracis-19075	52	23	these	these	DET
bracis-19075	52	24	models	model	NOUN
bracis-19075	52	25	were	be	AUX
bracis-19075	52	26	adapted	adapt	VERB
bracis-19075	52	27	to	to	PART
bracis-19075	52	28	learn	learn	VERB
bracis-19075	52	29	low	low	ADJ
bracis-19075	52	30	-	-	PUNCT
bracis-19075	52	31	dimensional	dimensional	ADJ
bracis-19075	52	32	embeddings	embedding	NOUN
bracis-19075	52	33	for	for	ADP
bracis-19075	52	34	items	item	NOUN
bracis-19075	52	35	and	and	CCONJ
bracis-19075	52	36	users	user	NOUN
bracis-19075	52	37	 	 	SPACE
bracis-19075	53	1	[	[	X
bracis-19075	53	2	27	27	NUM
bracis-19075	53	3	]	]	PUNCT
bracis-19075	53	4	.	.	PUNCT
bracis-19075	54	1	grbovic	grbovic	PROPN
bracis-19075	54	2	et	et	PROPN
bracis-19075	54	3	al	al	PROPN
bracis-19075	54	4	.	.	PUNCT
bracis-19075	54	5	 	 	SPACE
bracis-19075	55	1	[	[	X
bracis-19075	55	2	13	13	NUM
bracis-19075	55	3	]	]	PUNCT
bracis-19075	55	4	addressed	address	VERB
bracis-19075	55	5	an	an	DET
bracis-19075	55	6	ad	ad	NOUN
bracis-19075	55	7	recommendation	recommendation	NOUN
bracis-19075	55	8	problem	problem	NOUN
bracis-19075	55	9	based	base	VERB
bracis-19075	55	10	on	on	ADP
bracis-19075	55	11	receipts	receipt	NOUN
bracis-19075	55	12	collected	collect	VERB
bracis-19075	55	13	by	by	ADP
bracis-19075	55	14	email	email	NOUN
bracis-19075	55	15	and	and	CCONJ
bracis-19075	55	16	proposed	propose	VERB
bracis-19075	55	17	the	the	DET
bracis-19075	55	18	prod2vec	prod2vec	NOUN
bracis-19075	55	19	and	and	CCONJ
bracis-19075	55	20	user2vec	user2vec	NUM
bracis-19075	55	21	methods	method	NOUN
bracis-19075	55	22	.	.	PUNCT
bracis-19075	56	1	the	the	DET
bracis-19075	56	2	former	former	ADJ
bracis-19075	56	3	is	be	AUX
bracis-19075	56	4	based	base	VERB
bracis-19075	56	5	on	on	ADP
bracis-19075	56	6	a	a	DET
bracis-19075	56	7	skip	skip	ADJ
bracis-19075	56	8	-	-	PUNCT
bracis-19075	56	9	gram	gram	NOUN
bracis-19075	56	10	architecture	architecture	NOUN
bracis-19075	56	11	 	 	SPACE
bracis-19075	57	1	[	[	X
bracis-19075	57	2	24	24	NUM
bracis-19075	57	3	]	]	X
bracis-19075	57	4	learning	learn	VERB
bracis-19075	57	5	product	product	NOUN
bracis-19075	57	6	embeddings	embedding	NOUN
bracis-19075	57	7	and	and	CCONJ
bracis-19075	57	8	recommending	recommend	VERB
bracis-19075	57	9	through	through	ADP
bracis-19075	57	10	item	item	NOUN
bracis-19075	57	11	similarity	similarity	NOUN
bracis-19075	57	12	,	,	PUNCT
bracis-19075	57	13	while	while	SCONJ
bracis-19075	57	14	the	the	DET
bracis-19075	57	15	latter	latter	ADJ
bracis-19075	57	16	is	be	AUX
bracis-19075	57	17	based	base	VERB
bracis-19075	57	18	on	on	ADP
bracis-19075	57	19	paragraph	paragraph	NOUN
bracis-19075	57	20	vector	vector	NOUN
bracis-19075	57	21	 	 	SPACE
bracis-19075	58	1	[	[	X
bracis-19075	58	2	22	22	NUM
bracis-19075	58	3	]	]	PUNCT
bracis-19075	58	4	,	,	PUNCT
bracis-19075	58	5	learning	learn	VERB
bracis-19075	58	6	embeddings	embedding	NOUN
bracis-19075	58	7	of	of	ADP
bracis-19075	58	8	users	user	NOUN
bracis-19075	58	9	and	and	CCONJ
bracis-19075	58	10	items	item	NOUN
bracis-19075	58	11	concurrently	concurrently	ADV
bracis-19075	58	12	and	and	CCONJ
bracis-19075	58	13	recommending	recommend	VERB
bracis-19075	58	14	through	through	ADP
bracis-19075	58	15	the	the	DET
bracis-19075	58	16	similarities	similarity	NOUN
bracis-19075	58	17	between	between	ADP
bracis-19075	58	18	users	user	NOUN
bracis-19075	58	19	and	and	CCONJ
bracis-19075	58	20	items	item	NOUN
bracis-19075	58	21	.	.	PUNCT
bracis-19075	59	1	with	with	ADP
bracis-19075	59	2	an	an	DET
bracis-19075	59	3	approach	approach	NOUN
bracis-19075	59	4	similar	similar	ADJ
bracis-19075	59	5	to	to	ADP
bracis-19075	59	6	prod2vec	prod2vec	PRON
bracis-19075	59	7	,	,	PUNCT
bracis-19075	59	8	barkan	barkan	PROPN
bracis-19075	59	9	&	&	CCONJ
bracis-19075	59	10	koenigstein	koenigstein	PROPN
bracis-19075	59	11	 	 	SPACE
bracis-19075	59	12	[	[	X
bracis-19075	59	13	4	4	X
bracis-19075	59	14	]	]	PUNCT
bracis-19075	59	15	proposed	propose	VERB
bracis-19075	59	16	item2vec	item2vec	X
bracis-19075	59	17	in	in	ADP
bracis-19075	59	18	the	the	DET
bracis-19075	59	19	following	following	ADJ
bracis-19075	59	20	year	year	NOUN
bracis-19075	59	21	.	.	PUNCT
bracis-19075	60	1	the	the	DET
bracis-19075	60	2	method	method	NOUN
bracis-19075	60	3	was	be	AUX
bracis-19075	60	4	also	also	ADV
bracis-19075	60	5	inspired	inspire	VERB
bracis-19075	60	6	by	by	ADP
bracis-19075	60	7	consolidated	consolidated	ADJ
bracis-19075	60	8	techniques	technique	NOUN
bracis-19075	60	9	from	from	ADP
bracis-19075	60	10	the	the	DET
bracis-19075	60	11	nlp	nlp	NOUN
bracis-19075	60	12	area	area	NOUN
bracis-19075	60	13	 	 	SPACE
bracis-19075	61	1	[	[	X
bracis-19075	61	2	24	24	NUM
bracis-19075	61	3	]	]	PUNCT
bracis-19075	61	4	and	and	CCONJ
bracis-19075	61	5	achieved	achieve	VERB
bracis-19075	61	6	promising	promising	ADJ
bracis-19075	61	7	results	result	NOUN
bracis-19075	61	8	,	,	PUNCT
bracis-19075	61	9	surpassing	surpass	VERB
bracis-19075	61	10	state	state	NOUN
bracis-19075	61	11	-	-	PUNCT
bracis-19075	61	12	of	of	ADP
bracis-19075	61	13	-	-	PUNCT
bracis-19075	61	14	the	the	DET
bracis-19075	61	15	-	-	PUNCT
bracis-19075	61	16	art	art	NOUN
bracis-19075	61	17	matrix	matrix	NOUN
bracis-19075	61	18	factorization	factorization	NOUN
bracis-19075	61	19	methods	method	NOUN
bracis-19075	61	20	in	in	ADP
bracis-19075	61	21	different	different	ADJ
bracis-19075	61	22	tasks	task	NOUN
bracis-19075	61	23	.	.	PUNCT
bracis-19075	62	1	in	in	ADP
bracis-19075	62	2	the	the	DET
bracis-19075	62	3	ensuing	ensue	VERB
bracis-19075	62	4	years	year	NOUN
bracis-19075	62	5	,	,	PUNCT
bracis-19075	62	6	different	different	ADJ
bracis-19075	62	7	strategies	strategy	NOUN
bracis-19075	62	8	for	for	ADP
bracis-19075	62	9	learning	learn	VERB
bracis-19075	62	10	neural	neural	ADJ
bracis-19075	62	11	embeddings	embedding	NOUN
bracis-19075	62	12	in	in	ADP
bracis-19075	62	13	recommender	recommender	NOUN
bracis-19075	62	14	systems	system	NOUN
bracis-19075	62	15	were	be	AUX
bracis-19075	62	16	proposed	propose	VERB
bracis-19075	62	17	,	,	PUNCT
bracis-19075	62	18	such	such	ADJ
bracis-19075	62	19	as	as	ADP
bracis-19075	62	20	(	(	PUNCT
bracis-19075	62	21	i	i	NOUN
bracis-19075	62	22	)	)	PUNCT
bracis-19075	62	23	adapting	adapt	VERB
bracis-19075	62	24	existing	exist	VERB
bracis-19075	62	25	models	model	NOUN
bracis-19075	62	26	to	to	ADP
bracis-19075	62	27	leverage	leverage	NOUN
bracis-19075	62	28	item	item	NOUN
bracis-19075	62	29	metadata	metadata	NOUN
bracis-19075	62	30	 	 	SPACE
bracis-19075	63	1	[	[	X
bracis-19075	63	2	11	11	NUM
bracis-19075	63	3	,	,	PUNCT
bracis-19075	63	4	31	31	NUM
bracis-19075	63	5	]	]	PUNCT
bracis-19075	63	6	;	;	PUNCT
bracis-19075	63	7	(	(	PUNCT
bracis-19075	63	8	ii	ii	NOUN
bracis-19075	63	9	)	)	PUNCT
bracis-19075	63	10	using	use	VERB
bracis-19075	63	11	content	content	NOUN
bracis-19075	63	12	information	information	NOUN
bracis-19075	63	13	during	during	ADP
bracis-19075	63	14	the	the	DET
bracis-19075	63	15	embeddings	embedding	NOUN
bracis-19075	63	16	training	training	NOUN
bracis-19075	63	17	phase	phase	NOUN
bracis-19075	63	18	 	 	SPACE
bracis-19075	63	19	[	[	X
bracis-19075	63	20	14	14	NUM
bracis-19075	63	21	,	,	PUNCT
bracis-19075	63	22	35	35	NUM
bracis-19075	63	23	]	]	SYM
bracis-19075	63	24	;	;	PUNCT
bracis-19075	63	25	(	(	PUNCT
bracis-19075	63	26	iii	iii	X
bracis-19075	63	27	)	)	PUNCT
bracis-19075	63	28	employing	employ	VERB
bracis-19075	63	29	more	more	ADV
bracis-19075	63	30	complex	complex	ADJ
bracis-19075	63	31	neural	neural	ADJ
bracis-19075	63	32	models	model	NOUN
bracis-19075	63	33	,	,	PUNCT
bracis-19075	63	34	e.g.	e.g.	ADV
bracis-19075	63	35	,	,	PUNCT
bracis-19075	63	36	lstms	lstms	ADJ
bracis-19075	63	37	or	or	CCONJ
bracis-19075	63	38	cnns	cnns	PROPN
bracis-19075	63	39	 	 	SPACE
bracis-19075	64	1	[	[	X
bracis-19075	64	2	29	29	NUM
bracis-19075	64	3	,	,	PUNCT
bracis-19075	64	4	30	30	NUM
bracis-19075	64	5	]	]	PUNCT
bracis-19075	64	6	;	;	PUNCT
bracis-19075	64	7	(	(	PUNCT
bracis-19075	64	8	iv	iv	X
bracis-19075	64	9	)	)	PUNCT
bracis-19075	64	10	training	training	NOUN
bracis-19075	64	11	unaltered	unaltered	ADJ
bracis-19075	64	12	nlp	nlp	NOUN
bracis-19075	64	13	models	model	NOUN
bracis-19075	64	14	over	over	ADP
bracis-19075	64	15	textual	textual	ADJ
bracis-19075	64	16	data	datum	NOUN
bracis-19075	64	17	of	of	ADP
bracis-19075	64	18	items	item	NOUN
bracis-19075	64	19	,	,	PUNCT
bracis-19075	64	20	users	user	NOUN
bracis-19075	64	21	,	,	PUNCT
bracis-19075	64	22	or	or	CCONJ
bracis-19075	64	23	interactions	interaction	NOUN
bracis-19075	64	24	 	 	SPACE
bracis-19075	65	1	[	[	X
bracis-19075	65	2	9	9	NUM
bracis-19075	65	3	,	,	PUNCT
bracis-19075	65	4	15	15	NUM
bracis-19075	65	5	]	]	PUNCT
bracis-19075	65	6	;	;	PUNCT
bracis-19075	65	7	and	and	CCONJ
bracis-19075	65	8	(	(	PUNCT
bracis-19075	65	9	v	v	NOUN
bracis-19075	65	10	)	)	PUNCT
bracis-19075	66	1	considering	consider	VERB
bracis-19075	66	2	different	different	ADJ
bracis-19075	66	3	types	type	NOUN
bracis-19075	66	4	of	of	ADP
bracis-19075	66	5	user	user	NOUN
bracis-19075	66	6	-	-	PUNCT
bracis-19075	66	7	item	item	NOUN
bracis-19075	66	8	interaction	interaction	NOUN
bracis-19075	66	9	 	 	SPACE
bracis-19075	67	1	[	[	X
bracis-19075	67	2	37	37	NUM
bracis-19075	67	3	]	]	PUNCT
bracis-19075	67	4	.	.	PUNCT
bracis-19075	68	1	few	few	ADJ
bracis-19075	68	2	studies	study	NOUN
bracis-19075	68	3	on	on	ADP
bracis-19075	68	4	neural	neural	ADJ
bracis-19075	68	5	embeddings	embedding	NOUN
bracis-19075	68	6	in	in	ADP
bracis-19075	68	7	recommender	recommender	NOUN
bracis-19075	68	8	systems	system	NOUN
bracis-19075	68	9	explored	explore	VERB
bracis-19075	68	10	the	the	DET
bracis-19075	68	11	impact	impact	NOUN
bracis-19075	68	12	of	of	ADP
bracis-19075	68	13	using	use	VERB
bracis-19075	68	14	temporal	temporal	ADJ
bracis-19075	68	15	information	information	NOUN
bracis-19075	68	16	,	,	PUNCT
bracis-19075	68	17	i.e.	i.e.	X
bracis-19075	68	18	,	,	PUNCT
bracis-19075	68	19	when	when	SCONJ
bracis-19075	68	20	the	the	DET
bracis-19075	68	21	interaction	interaction	NOUN
bracis-19075	68	22	happened	happen	VERB
bracis-19075	68	23	.	.	PUNCT
bracis-19075	69	1	the	the	DET
bracis-19075	69	2	most	most	ADV
bracis-19075	69	3	common	common	ADJ
bracis-19075	69	4	approach	approach	NOUN
bracis-19075	69	5	is	be	AUX
bracis-19075	69	6	session	session	NOUN
bracis-19075	69	7	-	-	PUNCT
bracis-19075	69	8	based	base	VERB
bracis-19075	69	9	recommendation	recommendation	NOUN
bracis-19075	69	10	,	,	PUNCT
bracis-19075	69	11	in	in	ADP
bracis-19075	69	12	which	which	PRON
bracis-19075	69	13	only	only	ADV
bracis-19075	69	14	items	item	NOUN
bracis-19075	69	15	consumed	consume	VERB
bracis-19075	69	16	by	by	ADP
bracis-19075	69	17	the	the	DET
bracis-19075	69	18	user	user	NOUN
bracis-19075	69	19	in	in	ADP
bracis-19075	69	20	a	a	DET
bracis-19075	69	21	short	short	ADJ
bracis-19075	69	22	period	period	NOUN
bracis-19075	69	23	are	be	AUX
bracis-19075	69	24	used	use	VERB
bracis-19075	69	25	for	for	ADP
bracis-19075	69	26	training	train	VERB
bracis-19075	69	27	the	the	DET
bracis-19075	69	28	embeddings	embedding	NOUN
bracis-19075	69	29	,	,	PUNCT
bracis-19075	69	30	considering	consider	VERB
bracis-19075	69	31	an	an	DET
bracis-19075	69	32	ordered	order	VERB
bracis-19075	69	33	relationship	relationship	NOUN
bracis-19075	69	34	 	 	SPACE
bracis-19075	70	1	[	[	X
bracis-19075	70	2	12	12	NUM
bracis-19075	70	3	]	]	PUNCT
bracis-19075	70	4	or	or	CCONJ
bracis-19075	70	5	not	not	PART
bracis-19075	70	6	 	 	SPACE
bracis-19075	70	7	[	[	PUNCT
bracis-19075	70	8	13	13	NUM
bracis-19075	70	9	]	]	PUNCT
bracis-19075	70	10	.	.	PUNCT
bracis-19075	71	1	the	the	DET
bracis-19075	71	2	static	static	ADJ
bracis-19075	71	3	approach	approach	NOUN
bracis-19075	71	4	is	be	AUX
bracis-19075	71	5	still	still	ADV
bracis-19075	71	6	customary	customary	ADJ
bracis-19075	71	7	in	in	ADP
bracis-19075	71	8	recommender	recommender	NOUN
bracis-19075	71	9	systems	system	NOUN
bracis-19075	71	10	as	as	ADP
bracis-19075	71	11	a	a	DET
bracis-19075	71	12	whole	whole	NOUN
bracis-19075	71	13	,	,	PUNCT
bracis-19075	71	14	even	even	ADV
bracis-19075	71	15	though	though	SCONJ
bracis-19075	71	16	it	it	PRON
bracis-19075	71	17	has	have	VERB
bracis-19075	71	18	flaws	flaw	NOUN
bracis-19075	71	19	 	 	SPACE
bracis-19075	72	1	[	[	X
bracis-19075	72	2	21	21	NUM
bracis-19075	72	3	]	]	PUNCT
bracis-19075	72	4	.	.	PUNCT
bracis-19075	73	1	user	user	NOUN
bracis-19075	73	2	’s	’s	PART
bracis-19075	73	3	interests	interest	NOUN
bracis-19075	73	4	change	change	VERB
bracis-19075	73	5	over	over	ADP
bracis-19075	73	6	time	time	NOUN
bracis-19075	73	7	,	,	PUNCT
bracis-19075	73	8	and	and	CCONJ
bracis-19075	73	9	by	by	ADP
bracis-19075	73	10	not	not	PART
bracis-19075	73	11	accounting	account	VERB
bracis-19075	73	12	for	for	ADP
bracis-19075	73	13	it	it	PRON
bracis-19075	73	14	,	,	PUNCT
bracis-19075	73	15	important	important	ADJ
bracis-19075	73	16	information	information	NOUN
bracis-19075	73	17	can	can	AUX
bracis-19075	73	18	be	be	AUX
bracis-19075	73	19	lost	lose	VERB
bracis-19075	73	20	 	 	SPACE
bracis-19075	73	21	[	[	X
bracis-19075	73	22	6	6	NUM
bracis-19075	73	23	,	,	PUNCT
bracis-19075	73	24	33	33	NUM
bracis-19075	73	25	]	]	PUNCT
bracis-19075	73	26	.	.	PUNCT
bracis-19075	74	1	it	it	PRON
bracis-19075	74	2	is	be	AUX
bracis-19075	74	3	known	know	VERB
bracis-19075	74	4	that	that	SCONJ
bracis-19075	74	5	considering	consider	VERB
bracis-19075	74	6	temporal	temporal	ADJ
bracis-19075	74	7	aspects	aspect	NOUN
bracis-19075	74	8	tends	tend	VERB
bracis-19075	74	9	to	to	PART
bracis-19075	74	10	improve	improve	VERB
bracis-19075	74	11	the	the	DET
bracis-19075	74	12	quality	quality	NOUN
bracis-19075	74	13	of	of	ADP
bracis-19075	74	14	the	the	DET
bracis-19075	74	15	recommendation	recommendation	NOUN
bracis-19075	74	16	and	and	CCONJ
bracis-19075	74	17	generate	generate	VERB
bracis-19075	74	18	greater	great	ADJ
bracis-19075	74	19	confidence	confidence	NOUN
bracis-19075	74	20	for	for	ADP
bracis-19075	74	21	the	the	DET
bracis-19075	74	22	user	user	NOUN
bracis-19075	74	23	 	 	SPACE
bracis-19075	75	1	[	[	X
bracis-19075	75	2	3	3	NUM
bracis-19075	75	3	]	]	PUNCT
bracis-19075	75	4	.	.	PUNCT
bracis-19075	76	1	additionally	additionally	ADV
bracis-19075	76	2	,	,	PUNCT
bracis-19075	76	3	static	static	ADJ
bracis-19075	76	4	algorithms	algorithm	NOUN
bracis-19075	76	5	trained	train	VERB
bracis-19075	76	6	in	in	ADP
bracis-19075	76	7	offline	offline	ADJ
bracis-19075	76	8	scenarios	scenario	NOUN
bracis-19075	76	9	can	can	AUX
bracis-19075	76	10	suffer	suffer	VERB
bracis-19075	76	11	a	a	DET
bracis-19075	76	12	drop	drop	NOUN
bracis-19075	76	13	in	in	ADP
bracis-19075	76	14	performance	performance	NOUN
bracis-19075	76	15	when	when	SCONJ
bracis-19075	76	16	applied	apply	VERB
bracis-19075	76	17	in	in	ADP
bracis-19075	76	18	online	online	ADJ
bracis-19075	76	19	and	and	CCONJ
bracis-19075	76	20	real	real	ADJ
bracis-19075	76	21	scenarios	scenario	NOUN
bracis-19075	76	22	with	with	ADP
bracis-19075	76	23	temporal	temporal	ADJ
bracis-19075	76	24	properties	property	NOUN
bracis-19075	76	25	 	 	SPACE
bracis-19075	77	1	[	[	X
bracis-19075	77	2	21	21	NUM
bracis-19075	77	3	]	]	PUNCT
bracis-19075	77	4	recommender	recommender	NOUN
bracis-19075	77	5	systems	system	NOUN
bracis-19075	77	6	capable	capable	ADJ
bracis-19075	77	7	of	of	ADP
bracis-19075	77	8	learning	learn	VERB
bracis-19075	77	9	relevant	relevant	ADJ
bracis-19075	77	10	information	information	NOUN
bracis-19075	77	11	from	from	ADP
bracis-19075	77	12	temporal	temporal	ADJ
bracis-19075	77	13	data	datum	NOUN
bracis-19075	77	14	have	have	AUX
bracis-19075	77	15	been	be	AUX
bracis-19075	77	16	proposed	propose	VERB
bracis-19075	77	17	since	since	SCONJ
bracis-19075	77	18	the	the	DET
bracis-19075	77	19	beginning	beginning	NOUN
bracis-19075	77	20	of	of	ADP
bracis-19075	77	21	the	the	DET
bracis-19075	77	22	field	field	NOUN
bracis-19075	77	23	 	 	SPACE
bracis-19075	78	1	[	[	X
bracis-19075	78	2	1	1	NUM
bracis-19075	78	3	]	]	PUNCT
bracis-19075	78	4	,	,	PUNCT
bracis-19075	78	5	but	but	CCONJ
bracis-19075	78	6	this	this	PRON
bracis-19075	78	7	has	have	AUX
bracis-19075	78	8	gained	gain	VERB
bracis-19075	78	9	relevance	relevance	NOUN
bracis-19075	78	10	when	when	SCONJ
bracis-19075	78	11	timesvd++	timesvd++	ADJ
bracis-19075	78	12	 	 	SPACE
bracis-19075	78	13	[	[	X
bracis-19075	78	14	19	19	NUM
bracis-19075	78	15	]	]	X
bracis-19075	78	16	,	,	PUNCT
bracis-19075	78	17	a	a	DET
bracis-19075	78	18	temporal	temporal	ADJ
bracis-19075	78	19	adaptation	adaptation	NOUN
bracis-19075	78	20	of	of	ADP
bracis-19075	78	21	the	the	DET
bracis-19075	78	22	matrix	matrix	NOUN
bracis-19075	78	23	factorization	factorization	NOUN
bracis-19075	78	24	method	method	NOUN
bracis-19075	78	25	svd++	svd++	PROPN
bracis-19075	78	26	,	,	PUNCT
bracis-19075	78	27	won	win	VERB
bracis-19075	78	28	one	one	NUM
bracis-19075	78	29	of	of	ADP
bracis-19075	78	30	the	the	DET
bracis-19075	78	31	rounds	round	NOUN
bracis-19075	78	32	of	of	ADP
bracis-19075	78	33	the	the	DET
bracis-19075	78	34	netflix	netflix	ADJ
bracis-19075	78	35	prizefootnote	prizefootnote	NOUN
bracis-19075	78	36	1	1	NUM
bracis-19075	78	37	.	.	X
bracis-19075	78	38	two	two	NUM
bracis-19075	78	39	approaches	approach	NOUN
bracis-19075	78	40	can	can	AUX
bracis-19075	78	41	be	be	AUX
bracis-19075	78	42	applied	apply	VERB
bracis-19075	78	43	to	to	ADP
bracis-19075	78	44	temporal	temporal	ADJ
bracis-19075	78	45	information	information	NOUN
bracis-19075	78	46	:	:	PUNCT
bracis-19075	78	47	using	use	VERB
bracis-19075	78	48	time	time	NOUN
bracis-19075	78	49	as	as	ADP
bracis-19075	78	50	context	context	NOUN
bracis-19075	78	51	,	,	PUNCT
bracis-19075	78	52	based	base	VERB
bracis-19075	78	53	on	on	ADP
bracis-19075	78	54	the	the	DET
bracis-19075	78	55	idea	idea	NOUN
bracis-19075	78	56	of	of	ADP
bracis-19075	78	57	cyclical	cyclical	ADJ
bracis-19075	78	58	phenomena	phenomenon	NOUN
bracis-19075	78	59	as	as	SCONJ
bracis-19075	78	60	it	it	PRON
bracis-19075	78	61	is	be	AUX
bracis-19075	78	62	done	do	VERB
bracis-19075	78	63	in	in	ADP
bracis-19075	78	64	time	time	NOUN
bracis-19075	78	65	-	-	PUNCT
bracis-19075	78	66	aware	aware	ADJ
bracis-19075	78	67	recommender	recommender	NOUN
bracis-19075	78	68	systems	system	NOUN
bracis-19075	78	69	(	(	PUNCT
bracis-19075	78	70	tars	tar	NOUN
bracis-19075	78	71	)	)	PUNCT
bracis-19075	78	72	;	;	PUNCT
bracis-19075	78	73	or	or	CCONJ
bracis-19075	78	74	use	use	VERB
bracis-19075	78	75	time	time	NOUN
bracis-19075	78	76	as	as	ADP
bracis-19075	78	77	a	a	DET
bracis-19075	78	78	sequence	sequence	NOUN
bracis-19075	78	79	,	,	PUNCT
bracis-19075	78	80	viewing	view	VERB
bracis-19075	78	81	temporal	temporal	ADJ
bracis-19075	78	82	information	information	NOUN
bracis-19075	78	83	as	as	ADP
bracis-19075	78	84	a	a	DET
bracis-19075	78	85	chronologically	chronologically	ADV
bracis-19075	78	86	ordered	order	VERB
bracis-19075	78	87	sequence	sequence	NOUN
bracis-19075	78	88	,	,	PUNCT
bracis-19075	78	89	the	the	DET
bracis-19075	78	90	strategy	strategy	NOUN
bracis-19075	78	91	used	use	VERB
bracis-19075	78	92	in	in	ADP
bracis-19075	78	93	time	time	NOUN
bracis-19075	78	94	-	-	PUNCT
bracis-19075	78	95	dependent	dependent	ADJ
bracis-19075	78	96	recommender	recommender	NOUN
bracis-19075	78	97	systems	system	NOUN
bracis-19075	78	98	(	(	PUNCT
bracis-19075	78	99	tdrs	tdr	NOUN
bracis-19075	78	100	)	)	PUNCT
bracis-19075	78	101	 	 	SPACE
bracis-19075	79	1	[	[	X
bracis-19075	79	2	33	33	NUM
bracis-19075	79	3	]	]	PUNCT
bracis-19075	79	4	.	.	PUNCT
bracis-19075	80	1	in	in	ADP
bracis-19075	80	2	tdrs	tdrs	PROPN
bracis-19075	80	3	two	two	NUM
bracis-19075	80	4	data	data	NOUN
bracis-19075	80	5	interpretation	interpretation	NOUN
bracis-19075	80	6	methodologies	methodology	NOUN
bracis-19075	80	7	are	be	AUX
bracis-19075	80	8	commonly	commonly	ADV
bracis-19075	80	9	adopted	adopt	VERB
bracis-19075	80	10	:	:	PUNCT
bracis-19075	80	11	the	the	DET
bracis-19075	80	12	use	use	NOUN
bracis-19075	80	13	of	of	ADP
bracis-19075	80	14	decay	decay	NOUN
bracis-19075	80	15	functions	function	NOUN
bracis-19075	80	16	,	,	PUNCT
bracis-19075	80	17	which	which	PRON
bracis-19075	80	18	make	make	VERB
bracis-19075	80	19	newer	new	ADJ
bracis-19075	80	20	interactions	interaction	NOUN
bracis-19075	80	21	have	have	VERB
bracis-19075	80	22	more	more	ADJ
bracis-19075	80	23	weight	weight	NOUN
bracis-19075	80	24	during	during	ADP
bracis-19075	80	25	the	the	DET
bracis-19075	80	26	learning	learning	NOUN
bracis-19075	80	27	phase	phase	NOUN
bracis-19075	80	28	than	than	ADP
bracis-19075	80	29	older	old	ADJ
bracis-19075	80	30	interactions	interaction	NOUN
bracis-19075	80	31	 	 	SPACE
bracis-19075	81	1	[	[	X
bracis-19075	81	2	10	10	NUM
bracis-19075	81	3	]	]	PUNCT
bracis-19075	81	4	;	;	PUNCT
bracis-19075	81	5	and	and	CCONJ
bracis-19075	81	6	the	the	DET
bracis-19075	81	7	use	use	NOUN
bracis-19075	81	8	of	of	ADP
bracis-19075	81	9	sliding	slide	VERB
bracis-19075	81	10	windows	window	NOUN
bracis-19075	81	11	(	(	PUNCT
bracis-19075	81	12	also	also	ADV
bracis-19075	81	13	known	know	VERB
bracis-19075	81	14	as	as	ADP
bracis-19075	81	15	“	"	PUNCT
bracis-19075	81	16	forgetting	forget	VERB
bracis-19075	81	17	techniques	technique	NOUN
bracis-19075	81	18	”	"	PUNCT
bracis-19075	81	19	)	)	PUNCT
bracis-19075	81	20	in	in	ADP
bracis-19075	81	21	which	which	PRON
bracis-19075	81	22	interactions	interaction	NOUN
bracis-19075	81	23	are	be	AUX
bracis-19075	81	24	sorted	sort	VERB
bracis-19075	81	25	chronologically	chronologically	ADV
bracis-19075	81	26	,	,	PUNCT
bracis-19075	81	27	and	and	CCONJ
bracis-19075	81	28	only	only	ADV
bracis-19075	81	29	a	a	DET
bracis-19075	81	30	slice	slice	NOUN
bracis-19075	81	31	of	of	ADP
bracis-19075	81	32	the	the	DET
bracis-19075	81	33	data	data	NOUN
bracis-19075	81	34	is	be	AUX
bracis-19075	81	35	consumed	consume	VERB
bracis-19075	81	36	during	during	ADP
bracis-19075	81	37	training	training	NOUN
bracis-19075	81	38	,	,	PUNCT
bracis-19075	81	39	with	with	ADP
bracis-19075	81	40	the	the	DET
bracis-19075	81	41	remaining	remain	VERB
bracis-19075	81	42	information	information	NOUN
bracis-19075	81	43	receiving	receive	VERB
bracis-19075	81	44	less	less	ADJ
bracis-19075	81	45	weight	weight	NOUN
bracis-19075	81	46	or	or	CCONJ
bracis-19075	81	47	being	be	AUX
bracis-19075	81	48	ignored	ignore	VERB
bracis-19075	81	49	 	 	SPACE
bracis-19075	81	50	[	[	PUNCT
bracis-19075	81	51	33	33	NUM
bracis-19075	81	52	]	]	PUNCT
bracis-19075	81	53	.	.	PUNCT
bracis-19075	82	1	in	in	ADP
bracis-19075	82	2	the	the	DET
bracis-19075	82	3	last	last	ADJ
bracis-19075	82	4	decade	decade	NOUN
bracis-19075	82	5	,	,	PUNCT
bracis-19075	82	6	some	some	DET
bracis-19075	82	7	studies	study	NOUN
bracis-19075	82	8	showed	show	VERB
bracis-19075	82	9	promising	promising	ADJ
bracis-19075	82	10	results	result	NOUN
bracis-19075	82	11	using	use	VERB
bracis-19075	82	12	sliding	slide	VERB
bracis-19075	82	13	window	window	NOUN
bracis-19075	82	14	strategies	strategy	NOUN
bracis-19075	82	15	for	for	ADP
bracis-19075	82	16	recommender	recommender	NOUN
bracis-19075	82	17	systems	system	NOUN
bracis-19075	82	18	.	.	PUNCT
bracis-19075	83	1	for	for	ADP
bracis-19075	83	2	instance	instance	NOUN
bracis-19075	83	3	,	,	PUNCT
bracis-19075	83	4	vinagre	vinagre	PROPN
bracis-19075	83	5	&	&	CCONJ
bracis-19075	83	6	jorge	jorge	VERB
bracis-19075	83	7	 	 	SPACE
bracis-19075	84	1	[	[	X
bracis-19075	84	2	32	32	NUM
bracis-19075	84	3	]	]	PUNCT
bracis-19075	84	4	employed	employ	VERB
bracis-19075	84	5	two	two	NUM
bracis-19075	84	6	different	different	ADJ
bracis-19075	84	7	sliding	slide	VERB
bracis-19075	84	8	window	window	NOUN
bracis-19075	84	9	techniques	technique	NOUN
bracis-19075	84	10	in	in	ADP
bracis-19075	84	11	a	a	DET
bracis-19075	84	12	neighborhood	neighborhood	NOUN
bracis-19075	84	13	-	-	PUNCT
bracis-19075	84	14	based	base	VERB
bracis-19075	84	15	recommender	recommender	NOUN
bracis-19075	84	16	.	.	PUNCT
bracis-19075	85	1	matuszyk	matuszyk	NOUN
bracis-19075	85	2	et	et	PROPN
bracis-19075	85	3	al	al	PROPN
bracis-19075	85	4	.	.	PUNCT
bracis-19075	85	5	 	 	SPACE
bracis-19075	86	1	[	[	X
bracis-19075	86	2	23	23	NUM
bracis-19075	86	3	]	]	PUNCT
bracis-19075	86	4	proposed	propose	VERB
bracis-19075	86	5	five	five	NUM
bracis-19075	86	6	forgetting	forget	VERB
bracis-19075	86	7	strategies	strategy	NOUN
bracis-19075	86	8	for	for	ADP
bracis-19075	86	9	matrix	matrix	NOUN
bracis-19075	86	10	factorization	factorization	NOUN
bracis-19075	86	11	using	use	VERB
bracis-19075	86	12	temporal	temporal	ADJ
bracis-19075	86	13	windows	window	NOUN
bracis-19075	86	14	or	or	CCONJ
bracis-19075	86	15	fading	fade	VERB
bracis-19075	86	16	factors	factor	NOUN
bracis-19075	86	17	during	during	ADP
bracis-19075	86	18	data	data	NOUN
bracis-19075	86	19	preprocessing	preprocessing	NOUN
bracis-19075	86	20	and	and	CCONJ
bracis-19075	86	21	model	model	NOUN
bracis-19075	86	22	training	training	NOUN
bracis-19075	86	23	.	.	PUNCT
bracis-19075	87	1	wang	wang	PROPN
bracis-19075	87	2	et	et	PROPN
bracis-19075	87	3	al	al	PROPN
bracis-19075	87	4	.	.	PUNCT
bracis-19075	87	5	 	 	SPACE
bracis-19075	88	1	[	[	X
bracis-19075	88	2	34	34	NUM
bracis-19075	88	3	]	]	PUNCT
bracis-19075	88	4	trained	train	VERB
bracis-19075	88	5	a	a	DET
bracis-19075	88	6	neural	neural	ADJ
bracis-19075	88	7	network	network	NOUN
bracis-19075	88	8	to	to	PART
bracis-19075	88	9	predict	predict	VERB
bracis-19075	88	10	shopping	shopping	NOUN
bracis-19075	88	11	baskets	basket	NOUN
bracis-19075	88	12	in	in	ADP
bracis-19075	88	13	an	an	DET
bracis-19075	88	14	e	e	NOUN
bracis-19075	88	15	-	-	NOUN
bracis-19075	88	16	commerce	commerce	NOUN
bracis-19075	88	17	environment	environment	NOUN
bracis-19075	88	18	using	use	VERB
bracis-19075	88	19	a	a	DET
bracis-19075	88	20	unit	unit	NOUN
bracis-19075	88	21	-	-	PUNCT
bracis-19075	88	22	size	size	NOUN
bracis-19075	88	23	sliding	slide	VERB
bracis-19075	88	24	window	window	NOUN
bracis-19075	88	25	over	over	ADP
bracis-19075	88	26	past	past	ADJ
bracis-19075	88	27	baskets	basket	NOUN
bracis-19075	88	28	.	.	PUNCT
bracis-19075	89	1	all	all	DET
bracis-19075	89	2	studies	study	NOUN
bracis-19075	89	3	above	above	ADV
bracis-19075	89	4	surpassed	surpass	VERB
bracis-19075	89	5	baseline	baseline	ADJ
bracis-19075	89	6	algorithms	algorithm	NOUN
bracis-19075	89	7	or	or	CCONJ
bracis-19075	89	8	improved	improve	VERB
bracis-19075	89	9	scalability	scalability	NOUN
bracis-19075	89	10	without	without	ADP
bracis-19075	89	11	compromising	compromise	VERB
bracis-19075	89	12	accuracy	accuracy	NOUN
bracis-19075	89	13	.	.	PUNCT
bracis-19075	90	1	in	in	ADP
bracis-19075	90	2	line	line	NOUN
bracis-19075	90	3	with	with	ADP
bracis-19075	90	4	the	the	DET
bracis-19075	90	5	positive	positive	ADJ
bracis-19075	90	6	results	result	NOUN
bracis-19075	90	7	that	that	PRON
bracis-19075	90	8	have	have	AUX
bracis-19075	90	9	been	be	AUX
bracis-19075	90	10	presented	present	VERB
bracis-19075	90	11	in	in	ADP
bracis-19075	90	12	the	the	DET
bracis-19075	90	13	literature	literature	NOUN
bracis-19075	90	14	,	,	PUNCT
bracis-19075	90	15	we	we	PRON
bracis-19075	90	16	propose	propose	VERB
bracis-19075	90	17	seqi2v	seqi2v	NOUN
bracis-19075	90	18	,	,	PUNCT
bracis-19075	90	19	a	a	DET
bracis-19075	90	20	sequential	sequential	ADJ
bracis-19075	90	21	item2vec	item2vec	NOUN
bracis-19075	90	22	 	 	SPACE
bracis-19075	90	23	[	[	X
bracis-19075	90	24	4	4	NUM
bracis-19075	90	25	]	]	PUNCT
bracis-19075	90	26	adaptation	adaptation	NOUN
bracis-19075	90	27	using	use	VERB
bracis-19075	90	28	sliding	slide	VERB
bracis-19075	90	29	windows	window	NOUN
bracis-19075	90	30	over	over	ADP
bracis-19075	90	31	time	time	NOUN
bracis-19075	90	32	.	.	PUNCT
bracis-19075	91	1	in	in	ADP
bracis-19075	91	2	our	our	PRON
bracis-19075	91	3	proposal	proposal	NOUN
bracis-19075	91	4	,	,	PUNCT
bracis-19075	91	5	the	the	DET
bracis-19075	91	6	embeddings	embedding	NOUN
bracis-19075	91	7	learning	learning	NOUN
bracis-19075	91	8	phase	phase	NOUN
bracis-19075	91	9	is	be	AUX
bracis-19075	91	10	influenced	influence	VERB
bracis-19075	91	11	by	by	ADP
bracis-19075	91	12	when	when	SCONJ
bracis-19075	91	13	interactions	interaction	NOUN
bracis-19075	91	14	occur	occur	VERB
bracis-19075	91	15	,	,	PUNCT
bracis-19075	91	16	increasing	increase	VERB
bracis-19075	91	17	the	the	DET
bracis-19075	91	18	context	context	NOUN
bracis-19075	91	19	these	these	DET
bracis-19075	91	20	item	item	NOUN
bracis-19075	91	21	representations	representation	NOUN
bracis-19075	91	22	carry	carry	VERB
bracis-19075	91	23	.	.	PUNCT
bracis-19075	92	1	the	the	DET
bracis-19075	92	2	final	final	ADJ
bracis-19075	92	3	recommendation	recommendation	NOUN
bracis-19075	92	4	is	be	AUX
bracis-19075	92	5	statically	statically	ADV
bracis-19075	92	6	computed	compute	VERB
bracis-19075	92	7	using	use	VERB
bracis-19075	92	8	an	an	DET
bracis-19075	92	9	item	item	NOUN
bracis-19075	92	10	-	-	PUNCT
bracis-19075	92	11	based	base	VERB
bracis-19075	92	12	neighborhood	neighborhood	NOUN
bracis-19075	92	13	approach	approach	NOUN
bracis-19075	92	14	,	,	PUNCT
bracis-19075	92	15	just	just	ADV
bracis-19075	92	16	like	like	ADP
bracis-19075	92	17	the	the	DET
bracis-19075	92	18	original	original	ADJ
bracis-19075	92	19	method	method	NOUN
bracis-19075	92	20	.	.	PUNCT
bracis-19075	93	1	3	3	NUM
bracis-19075	93	2	the	the	DET
bracis-19075	93	3	proposed	propose	VERB
bracis-19075	93	4	method	method	NOUN
bracis-19075	93	5	methods	method	NOUN
bracis-19075	93	6	based	base	VERB
bracis-19075	93	7	on	on	ADP
bracis-19075	93	8	neural	neural	ADJ
bracis-19075	93	9	embeddings	embedding	NOUN
bracis-19075	93	10	are	be	AUX
bracis-19075	93	11	becoming	become	VERB
bracis-19075	93	12	state	state	NOUN
bracis-19075	93	13	-	-	PUNCT
bracis-19075	93	14	of	of	ADP
bracis-19075	93	15	-	-	PUNCT
bracis-19075	93	16	the	the	DET
bracis-19075	93	17	-	-	PUNCT
bracis-19075	93	18	art	art	NOUN
bracis-19075	93	19	for	for	ADP
bracis-19075	93	20	recommender	recommender	NOUN
bracis-19075	93	21	systems	system	NOUN
bracis-19075	93	22	,	,	PUNCT
bracis-19075	93	23	presenting	present	VERB
bracis-19075	93	24	results	result	NOUN
bracis-19075	93	25	comparable	comparable	ADJ
bracis-19075	93	26	to	to	ADP
bracis-19075	93	27	established	established	ADJ
bracis-19075	93	28	approaches	approach	NOUN
bracis-19075	93	29	,	,	PUNCT
bracis-19075	93	30	such	such	ADJ
bracis-19075	93	31	as	as	ADP
bracis-19075	93	32	neighborhood	neighborhood	NOUN
bracis-19075	93	33	techniques	technique	NOUN
bracis-19075	93	34	and	and	CCONJ
bracis-19075	93	35	matrix	matrix	NOUN
bracis-19075	93	36	factorization	factorization	NOUN
bracis-19075	93	37	.	.	PUNCT
bracis-19075	94	1	the	the	DET
bracis-19075	94	2	item2vec	item2vec	PROPN
bracis-19075	94	3	was	be	AUX
bracis-19075	94	4	a	a	DET
bracis-19075	94	5	pioneering	pioneering	ADJ
bracis-19075	94	6	technique	technique	NOUN
bracis-19075	94	7	in	in	ADP
bracis-19075	94	8	introducing	introduce	VERB
bracis-19075	94	9	neural	neural	ADJ
bracis-19075	94	10	embedding	embed	VERB
bracis-19075	94	11	techniques	technique	NOUN
bracis-19075	94	12	from	from	ADP
bracis-19075	94	13	natural	natural	ADJ
bracis-19075	94	14	language	language	NOUN
bracis-19075	94	15	processing	processing	NOUN
bracis-19075	94	16	to	to	ADP
bracis-19075	94	17	the	the	DET
bracis-19075	94	18	recommendation	recommendation	NOUN
bracis-19075	94	19	scenario	scenario	NOUN
bracis-19075	94	20	,	,	PUNCT
bracis-19075	94	21	adapting	adapt	VERB
bracis-19075	94	22	the	the	DET
bracis-19075	94	23	skip	skip	NOUN
bracis-19075	94	24	-	-	PUNCT
bracis-19075	94	25	gram	gram	NOUN
bracis-19075	94	26	network	network	NOUN
bracis-19075	94	27	to	to	PART
bracis-19075	94	28	generate	generate	VERB
bracis-19075	94	29	item	item	NOUN
bracis-19075	94	30	embeddings	embedding	NOUN
bracis-19075	94	31	.	.	PUNCT
bracis-19075	95	1	as	as	SCONJ
bracis-19075	95	2	stated	state	VERB
bracis-19075	95	3	by	by	ADP
bracis-19075	95	4	the	the	DET
bracis-19075	95	5	authors	author	NOUN
bracis-19075	95	6	,	,	PUNCT
bracis-19075	95	7	the	the	DET
bracis-19075	95	8	method	method	NOUN
bracis-19075	95	9	outperformed	outperform	VERB
bracis-19075	95	10	the	the	DET
bracis-19075	95	11	well	well	ADV
bracis-19075	95	12	-	-	PUNCT
bracis-19075	95	13	known	know	VERB
bracis-19075	95	14	svd	svd	NOUN
bracis-19075	95	15	in	in	ADP
bracis-19075	95	16	different	different	ADJ
bracis-19075	95	17	evaluated	evaluate	VERB
bracis-19075	95	18	tasks	task	NOUN
bracis-19075	95	19	.	.	PUNCT
bracis-19075	96	1	some	some	DET
bracis-19075	96	2	subsequent	subsequent	ADJ
bracis-19075	96	3	studies	study	NOUN
bracis-19075	96	4	adapted	adapt	VERB
bracis-19075	96	5	item2vec	item2vec	PUNCT
bracis-19075	96	6	to	to	ADP
bracis-19075	96	7	specific	specific	ADJ
bracis-19075	96	8	scenarios	scenario	NOUN
bracis-19075	96	9	or	or	CCONJ
bracis-19075	96	10	improved	improve	VERB
bracis-19075	96	11	the	the	DET
bracis-19075	96	12	embeddings	embedding	NOUN
bracis-19075	96	13	training	training	NOUN
bracis-19075	96	14	phase	phase	NOUN
bracis-19075	96	15	 	 	SPACE
bracis-19075	97	1	[	[	X
bracis-19075	97	2	11	11	NUM
bracis-19075	97	3	,	,	PUNCT
bracis-19075	97	4	31	31	NUM
bracis-19075	97	5	]	]	PUNCT
bracis-19075	97	6	.	.	PUNCT
bracis-19075	98	1	however	however	ADV
bracis-19075	98	2	,	,	PUNCT
bracis-19075	98	3	temporal	temporal	ADJ
bracis-19075	98	4	information	information	NOUN
bracis-19075	98	5	is	be	AUX
bracis-19075	98	6	still	still	ADV
bracis-19075	98	7	underexplored	underexplored	ADJ
bracis-19075	98	8	,	,	PUNCT
bracis-19075	98	9	limiting	limit	VERB
bracis-19075	98	10	the	the	DET
bracis-19075	98	11	application	application	NOUN
bracis-19075	98	12	of	of	ADP
bracis-19075	98	13	item2vec	item2vec	X
bracis-19075	98	14	to	to	ADP
bracis-19075	98	15	offline	offline	ADJ
bracis-19075	98	16	scenarios	scenario	NOUN
bracis-19075	98	17	,	,	PUNCT
bracis-19075	98	18	in	in	ADP
bracis-19075	98	19	which	which	PRON
bracis-19075	98	20	pattern	pattern	NOUN
bracis-19075	98	21	variations	variation	NOUN
bracis-19075	98	22	over	over	ADP
bracis-19075	98	23	time	time	NOUN
bracis-19075	98	24	are	be	AUX
bracis-19075	98	25	ignored	ignore	VERB
bracis-19075	98	26	.	.	PUNCT
bracis-19075	99	1	to	to	PART
bracis-19075	99	2	fill	fill	VERB
bracis-19075	99	3	this	this	DET
bracis-19075	99	4	important	important	ADJ
bracis-19075	99	5	gap	gap	NOUN
bracis-19075	99	6	,	,	PUNCT
bracis-19075	99	7	we	we	PRON
bracis-19075	99	8	propose	propose	VERB
bracis-19075	99	9	using	use	VERB
bracis-19075	99	10	sliding	slide	VERB
bracis-19075	99	11	windows	window	NOUN
bracis-19075	99	12	over	over	ADP
bracis-19075	99	13	time	time	NOUN
bracis-19075	99	14	to	to	PART
bracis-19075	99	15	introduce	introduce	VERB
bracis-19075	99	16	temporal	temporal	ADJ
bracis-19075	99	17	information	information	NOUN
bracis-19075	99	18	in	in	ADP
bracis-19075	99	19	the	the	DET
bracis-19075	99	20	learning	learning	NOUN
bracis-19075	99	21	stage	stage	NOUN
bracis-19075	99	22	while	while	SCONJ
bracis-19075	99	23	keeping	keep	VERB
bracis-19075	99	24	the	the	DET
bracis-19075	99	25	elegant	elegant	ADJ
bracis-19075	99	26	simplicity	simplicity	NOUN
bracis-19075	99	27	of	of	ADP
bracis-19075	99	28	item2vec	item2vec	PROPN
bracis-19075	99	29	.	.	PROPN
bracis-19075	100	1	in	in	ADP
bracis-19075	100	2	the	the	DET
bracis-19075	100	3	following	following	NOUN
bracis-19075	100	4	,	,	PUNCT
bracis-19075	100	5	we	we	PRON
bracis-19075	100	6	explain	explain	VERB
bracis-19075	100	7	the	the	DET
bracis-19075	100	8	traditional	traditional	ADJ
bracis-19075	100	9	item2vec	item2vec	NOUN
bracis-19075	100	10	model	model	NOUN
bracis-19075	100	11	and	and	CCONJ
bracis-19075	100	12	present	present	ADJ
bracis-19075	100	13	seqi2v	seqi2v	PROPN
bracis-19075	100	14	–	–	PUNCT
bracis-19075	100	15	a	a	DET
bracis-19075	100	16	sequential	sequential	ADJ
bracis-19075	100	17	item2vec	item2vec	ADP
bracis-19075	100	18	adaptation	adaptation	NOUN
bracis-19075	100	19	using	use	VERB
bracis-19075	100	20	sliding	slide	VERB
bracis-19075	100	21	windows	window	NOUN
bracis-19075	100	22	over	over	ADP
bracis-19075	100	23	time	time	NOUN
bracis-19075	100	24	.	.	PUNCT
bracis-19075	101	1	3.1	3.1	NUM
bracis-19075	101	2	item2vec	item2vec	NOUN
bracis-19075	101	3	item2vec	item2vec	PROPN
bracis-19075	101	4	is	be	AUX
bracis-19075	101	5	an	an	DET
bracis-19075	101	6	artificial	artificial	ADJ
bracis-19075	101	7	neural	neural	ADJ
bracis-19075	101	8	network	network	NOUN
bracis-19075	101	9	composed	compose	VERB
bracis-19075	101	10	of	of	ADP
bracis-19075	101	11	three	three	NUM
bracis-19075	101	12	layers	layer	NOUN
bracis-19075	101	13	:	:	PUNCT
bracis-19075	101	14	an	an	DET
bracis-19075	101	15	input	input	NOUN
bracis-19075	101	16	,	,	PUNCT
bracis-19075	101	17	a	a	DET
bracis-19075	101	18	hidden	hide	VERB
bracis-19075	101	19	and	and	CCONJ
bracis-19075	101	20	an	an	DET
bracis-19075	101	21	output	output	NOUN
bracis-19075	101	22	layer	layer	NOUN
bracis-19075	101	23	,	,	PUNCT
bracis-19075	101	24	as	as	SCONJ
bracis-19075	101	25	shown	show	VERB
bracis-19075	101	26	in	in	ADP
bracis-19075	101	27	fig	fig	NOUN
bracis-19075	101	28	.	.	PUNCT
bracis-19075	101	29	 	 	SPACE
bracis-19075	102	1	1	1	NUM
bracis-19075	102	2	.	.	PUNCT
bracis-19075	102	3	given	give	VERB
bracis-19075	102	4	a	a	DET
bracis-19075	102	5	recommender	recommender	NOUN
bracis-19075	102	6	system	system	NOUN
bracis-19075	102	7	composed	compose	VERB
bracis-19075	102	8	of	of	ADP
bracis-19075	102	9	a	a	DET
bracis-19075	102	10	set	set	ADJ
bracis-19075	102	11	u	u	NOUN
bracis-19075	102	12	of	of	ADP
bracis-19075	102	13	users	user	NOUN
bracis-19075	102	14	,	,	PUNCT
bracis-19075	102	15	a	a	DET
bracis-19075	102	16	set	set	NOUN
bracis-19075	102	17	i	i	PRON
bracis-19075	102	18	of	of	ADP
bracis-19075	102	19	items	item	NOUN
bracis-19075	102	20	and	and	CCONJ
bracis-19075	102	21	multiple	multiple	ADJ
bracis-19075	102	22	sets	set	NOUN
bracis-19075	102	23	\(i_u\	\(i_u\	PROPN
bracis-19075	102	24	)	)	PUNCT
bracis-19075	102	25	of	of	ADP
bracis-19075	102	26	items	item	NOUN
bracis-19075	102	27	consumed	consume	VERB
bracis-19075	102	28	by	by	ADP
bracis-19075	102	29	user	user	NOUN
bracis-19075	102	30	u	u	PROPN
bracis-19075	102	31	,	,	PUNCT
bracis-19075	102	32	the	the	DET
bracis-19075	102	33	input	input	NOUN
bracis-19075	102	34	layer	layer	NOUN
bracis-19075	102	35	\(\mathcal	\(\mathcal	ADJ
bracis-19075	102	36	{	{	PUNCT
bracis-19075	102	37	j}\	j}\	PROPN
bracis-19075	102	38	)	)	PUNCT
bracis-19075	102	39	has	have	VERB
bracis-19075	102	40	a	a	DET
bracis-19075	102	41	size	size	NOUN
bracis-19075	102	42	|i|	|i|	PROPN
bracis-19075	102	43	,	,	PUNCT
bracis-19075	102	44	as	as	SCONJ
bracis-19075	102	45	is	be	AUX
bracis-19075	102	46	comprised	comprise	VERB
bracis-19075	102	47	of	of	ADP
bracis-19075	102	48	items	item	NOUN
bracis-19075	102	49	i	i	PRON
bracis-19075	102	50	encoded	encode	VERB
bracis-19075	102	51	as	as	ADP
bracis-19075	102	52	one	one	NUM
bracis-19075	102	53	-	-	PUNCT
bracis-19075	102	54	hot	hot	ADJ
bracis-19075	102	55	vectors	vector	NOUN
bracis-19075	102	56	(	(	PUNCT
bracis-19075	102	57	all	all	DET
bracis-19075	102	58	elements	element	NOUN
bracis-19075	102	59	in	in	ADP
bracis-19075	102	60	the	the	DET
bracis-19075	102	61	array	array	NOUN
bracis-19075	102	62	have	have	VERB
bracis-19075	102	63	a	a	DET
bracis-19075	102	64	value	value	NOUN
bracis-19075	102	65	of	of	ADP
bracis-19075	102	66	0	0	NUM
bracis-19075	102	67	,	,	PUNCT
bracis-19075	102	68	except	except	SCONJ
bracis-19075	102	69	for	for	ADP
bracis-19075	102	70	the	the	DET
bracis-19075	102	71	one	one	NOUN
bracis-19075	102	72	that	that	PRON
bracis-19075	102	73	represents	represent	VERB
bracis-19075	102	74	the	the	DET
bracis-19075	102	75	item	item	NOUN
bracis-19075	102	76	,	,	PUNCT
bracis-19075	102	77	which	which	PRON
bracis-19075	102	78	has	have	VERB
bracis-19075	102	79	a	a	DET
bracis-19075	102	80	content	content	NOUN
bracis-19075	102	81	value	value	NOUN
bracis-19075	102	82	of	of	ADP
bracis-19075	102	83	1	1	NUM
bracis-19075	102	84	)	)	PUNCT
bracis-19075	102	85	.	.	PUNCT
bracis-19075	103	1	the	the	DET
bracis-19075	103	2	middle	middle	ADJ
bracis-19075	103	3	layer	layer	NOUN
bracis-19075	103	4	\(\mathcal	\(\mathcal	ADJ
bracis-19075	103	5	{	{	PUNCT
bracis-19075	103	6	h}\	h}\	NOUN
bracis-19075	103	7	)	)	PUNCT
bracis-19075	103	8	has	have	VERB
bracis-19075	103	9	size	size	NOUN
bracis-19075	103	10	m	m	PROPN
bracis-19075	103	11	,	,	PUNCT
bracis-19075	103	12	which	which	PRON
bracis-19075	103	13	corresponds	correspond	VERB
bracis-19075	103	14	to	to	ADP
bracis-19075	103	15	the	the	DET
bracis-19075	103	16	desired	desire	VERB
bracis-19075	103	17	dimensionality	dimensionality	NOUN
bracis-19075	103	18	for	for	ADP
bracis-19075	103	19	the	the	DET
bracis-19075	103	20	final	final	ADJ
bracis-19075	103	21	vector	vector	NOUN
bracis-19075	103	22	representation	representation	NOUN
bracis-19075	103	23	of	of	ADP
bracis-19075	103	24	each	each	DET
bracis-19075	103	25	item	item	NOUN
bracis-19075	103	26	.	.	PUNCT
bracis-19075	104	1	between	between	ADP
bracis-19075	104	2	the	the	DET
bracis-19075	104	3	input	input	NOUN
bracis-19075	104	4	and	and	CCONJ
bracis-19075	104	5	the	the	DET
bracis-19075	104	6	middle	middle	ADJ
bracis-19075	104	7	layers	layer	NOUN
bracis-19075	104	8	,	,	PUNCT
bracis-19075	104	9	there	there	PRON
bracis-19075	104	10	is	be	VERB
bracis-19075	104	11	a	a	DET
bracis-19075	104	12	weight	weight	NOUN
bracis-19075	104	13	matrix	matrix	NOUN
bracis-19075	104	14	\(\mathcal	\(\mathcal	ADJ
bracis-19075	104	15	{	{	PUNCT
bracis-19075	104	16	w}\	w}\	PROPN
bracis-19075	104	17	)	)	PUNCT
bracis-19075	104	18	,	,	PUNCT
bracis-19075	104	19	of	of	ADP
bracis-19075	104	20	size	size	NOUN
bracis-19075	104	21	\(|i|	\(|i|	NOUN
bracis-19075	104	22	\times	\times	ADP
bracis-19075	104	23	m\	m\	NOUN
bracis-19075	104	24	)	)	PUNCT
bracis-19075	104	25	,	,	PUNCT
bracis-19075	104	26	used	use	VERB
bracis-19075	104	27	to	to	PART
bracis-19075	104	28	activate	activate	VERB
bracis-19075	104	29	the	the	DET
bracis-19075	104	30	initial	initial	ADJ
bracis-19075	104	31	layer	layer	NOUN
bracis-19075	104	32	through	through	ADP
bracis-19075	104	33	the	the	DET
bracis-19075	104	34	operation	operation	NOUN
bracis-19075	104	35	\(\mathcal	\(\mathcal	ADJ
bracis-19075	104	36	{	{	PUNCT
bracis-19075	104	37	h	h	NOUN
bracis-19075	104	38	}	}	PUNCT
bracis-19075	104	39	=	=	PUNCT
bracis-19075	104	40	\mathcal	\mathcal	PROPN
bracis-19075	104	41	{	{	PUNCT
bracis-19075	104	42	j	j	PROPN
bracis-19075	104	43	}	}	PUNCT
bracis-19075	104	44	\cdot	\cdot	PROPN
bracis-19075	104	45	\mathcal	\mathcal	PROPN
bracis-19075	104	46	{	{	PUNCT
bracis-19075	104	47	w}\	w}\	PROPN
bracis-19075	104	48	)	)	PUNCT
bracis-19075	104	49	.	.	PUNCT
bracis-19075	105	1	the	the	DET
bracis-19075	105	2	output	output	NOUN
bracis-19075	105	3	layer	layer	NOUN
bracis-19075	105	4	\(\mathcal	\(\mathcal	ADJ
bracis-19075	105	5	{	{	PUNCT
bracis-19075	105	6	o}\	o}\	NOUN
bracis-19075	105	7	)	)	PUNCT
bracis-19075	105	8	is	be	AUX
bracis-19075	105	9	made	make	VERB
bracis-19075	105	10	up	up	ADP
bracis-19075	105	11	of	of	ADP
bracis-19075	105	12	\(|i_u|-1\	\(|i_u|-1\	NOUN
bracis-19075	105	13	)	)	PUNCT
bracis-19075	105	14	vectors	vector	NOUN
bracis-19075	105	15	of	of	ADP
bracis-19075	105	16	size	size	NOUN
bracis-19075	105	17	|i|	|i|	PRON
bracis-19075	105	18	connected	connect	VERB
bracis-19075	105	19	to	to	ADP
bracis-19075	105	20	the	the	DET
bracis-19075	105	21	middle	middle	ADJ
bracis-19075	105	22	layer	layer	NOUN
bracis-19075	105	23	by	by	ADP
bracis-19075	105	24	the	the	DET
bracis-19075	105	25	transpose	transpose	NOUN
bracis-19075	105	26	of	of	ADP
bracis-19075	105	27	the	the	DET
bracis-19075	105	28	same	same	ADJ
bracis-19075	105	29	weight	weight	NOUN
bracis-19075	105	30	matrix	matrix	NOUN
bracis-19075	105	31	\(\mathcal	\(\mathcal	PUNCT
bracis-19075	105	32	{	{	PUNCT
bracis-19075	105	33	w}\	w}\	PROPN
bracis-19075	105	34	)	)	PUNCT
bracis-19075	105	35	and	and	CCONJ
bracis-19075	105	36	a	a	DET
bracis-19075	105	37	softmax	softmax	NOUN
bracis-19075	105	38	activation	activation	NOUN
bracis-19075	105	39	function	function	NOUN
bracis-19075	105	40	.	.	PUNCT
bracis-19075	106	1	thus	thus	ADV
bracis-19075	106	2	,	,	PUNCT
bracis-19075	106	3	\(\mathcal	\(\mathcal	ADJ
bracis-19075	106	4	{	{	PUNCT
bracis-19075	106	5	o	o	NOUN
bracis-19075	106	6	}	}	PUNCT
bracis-19075	106	7	=	=	SYM
bracis-19075	106	8	\sigma	\sigma	PROPN
bracis-19075	106	9	(	(	PUNCT
bracis-19075	106	10	\mathcal	\mathcal	PROPN
bracis-19075	106	11	{	{	PUNCT
bracis-19075	106	12	h	h	NOUN
bracis-19075	106	13	}	}	PUNCT
bracis-19075	106	14	\cdot	\cdot	PROPN
bracis-19075	106	15	\mathcal	\mathcal	PROPN
bracis-19075	106	16	{	{	PUNCT
bracis-19075	106	17	w}^t)\	w}^t)\	NOUN
bracis-19075	106	18	)	)	PUNCT
bracis-19075	106	19	,	,	PUNCT
bracis-19075	106	20	where	where	SCONJ
bracis-19075	106	21	\(\sigma	\(\sigma	NOUN
bracis-19075	106	22	\	\	NOUN
bracis-19075	106	23	)	)	PUNCT
bracis-19075	106	24	represents	represent	VERB
bracis-19075	106	25	the	the	DET
bracis-19075	106	26	softmax	softmax	NOUN
bracis-19075	106	27	function	function	NOUN
bracis-19075	106	28	shown	show	VERB
bracis-19075	106	29	in	in	ADP
bracis-19075	106	30	eq	eq	PROPN
bracis-19075	106	31	.	.	PUNCT
bracis-19075	106	32	 	 	SPACE
bracis-19075	106	33	1	1	NUM
bracis-19075	106	34	.	.	PUNCT
bracis-19075	106	35	$	$	SYM
bracis-19075	106	36	$	$	SYM
bracis-19075	106	37	\begin{aligned	\begin{aligne	VERB
bracis-19075	106	38	}	}	PUNCT
bracis-19075	106	39	\sigma	\sigma	PROPN
bracis-19075	106	40	(	(	PUNCT
bracis-19075	106	41	u	u	NOUN
bracis-19075	106	42	,	,	PUNCT
bracis-19075	106	43	i	i	NOUN
bracis-19075	106	44	)	)	PUNCT
bracis-19075	106	45	=	=	SYM
bracis-19075	106	46	\frac{e^{(\mathcal	\frac{e^{(\mathcal	PUNCT
bracis-19075	106	47	{	{	PUNCT
bracis-19075	106	48	w}_u	w}_u	PROPN
bracis-19075	106	49	\mathcal	\mathcal	PROPN
bracis-19075	106	50	{	{	PUNCT
bracis-19075	106	51	w}^t_i)}}{\sum	w}^t_i)}}{\sum	INTJ
bracis-19075	106	52	_	_	PRON
bracis-19075	106	53	{	{	PUNCT
bracis-19075	106	54	j	j	PROPN
bracis-19075	106	55	\in	\in	PROPN
bracis-19075	106	56	i}{e^{(\mathcal	i}{e^{(\mathcal	ADJ
bracis-19075	106	57	{	{	PUNCT
bracis-19075	106	58	w}_u	w}_u	PROPN
bracis-19075	106	59	\mathcal	\mathcal	PROPN
bracis-19075	106	60	{	{	PUNCT
bracis-19075	106	61	w}^t_j	w}^t_j	NOUN
bracis-19075	106	62	)	)	PUNCT
bracis-19075	106	63	}	}	PUNCT
bracis-19075	106	64	}	}	PUNCT
bracis-19075	106	65	}	}	PUNCT
bracis-19075	106	66	\end{aligned}$$	\end{aligned}$$	X
bracis-19075	106	67	(	(	PUNCT
bracis-19075	106	68	1	1	X
bracis-19075	106	69	)	)	PUNCT
bracis-19075	106	70	fig	fig	NOUN
bracis-19075	106	71	.	.	PUNCT
bracis-19075	107	1	1	1	X
bracis-19075	107	2	.	.	X
bracis-19075	107	3	standard	standard	ADJ
bracis-19075	107	4	item2vec	item2vec	ADP
bracis-19075	107	5	architecture	architecture	NOUN
bracis-19075	107	6	full	full	ADJ
bracis-19075	107	7	size	size	NOUN
bracis-19075	107	8	image	image	NOUN
bracis-19075	107	9	the	the	DET
bracis-19075	107	10	network	network	NOUN
bracis-19075	107	11	is	be	AUX
bracis-19075	107	12	trained	train	VERB
bracis-19075	107	13	over	over	ADP
bracis-19075	107	14	multiple	multiple	ADJ
bracis-19075	107	15	epochs	epoch	NOUN
bracis-19075	107	16	.	.	PUNCT
bracis-19075	108	1	for	for	ADP
bracis-19075	108	2	each	each	DET
bracis-19075	108	3	epoch	epoch	NOUN
bracis-19075	108	4	,	,	PUNCT
bracis-19075	108	5	each	each	DET
bracis-19075	108	6	item	item	NOUN
bracis-19075	108	7	\(i	\(i	AUX
bracis-19075	108	8	\in	\in	PROPN
bracis-19075	108	9	i_u\	i_u\	PROPN
bracis-19075	108	10	)	)	PUNCT
bracis-19075	108	11	for	for	ADP
bracis-19075	108	12	every	every	DET
bracis-19075	108	13	user	user	NOUN
bracis-19075	108	14	u	u	NOUN
bracis-19075	108	15	is	be	AUX
bracis-19075	108	16	used	use	VERB
bracis-19075	108	17	as	as	ADP
bracis-19075	108	18	input	input	NOUN
bracis-19075	108	19	.	.	PUNCT
bracis-19075	109	1	in	in	ADP
bracis-19075	109	2	the	the	DET
bracis-19075	109	3	output	output	NOUN
bracis-19075	109	4	layer	layer	NOUN
bracis-19075	109	5	\(\mathcal	\(\mathcal	ADJ
bracis-19075	109	6	{	{	PUNCT
bracis-19075	109	7	o}\	o}\	PROPN
bracis-19075	109	8	)	)	PUNCT
bracis-19075	109	9	,	,	PUNCT
bracis-19075	109	10	we	we	PRON
bracis-19075	109	11	have	have	AUX
bracis-19075	109	12	\(|i_u|-1\	\(|i_u|-1\	NOUN
bracis-19075	109	13	)	)	PUNCT
bracis-19075	109	14	one	one	NUM
bracis-19075	109	15	-	-	PUNCT
bracis-19075	109	16	hot	hot	ADJ
bracis-19075	109	17	encoded	encode	VERB
bracis-19075	109	18	vectors	vector	NOUN
bracis-19075	109	19	(	(	PUNCT
bracis-19075	109	20	the	the	DET
bracis-19075	109	21	number	number	NOUN
bracis-19075	109	22	of	of	ADP
bracis-19075	109	23	items	item	NOUN
bracis-19075	109	24	consumed	consume	VERB
bracis-19075	109	25	by	by	ADP
bracis-19075	109	26	the	the	DET
bracis-19075	109	27	user	user	NOUN
bracis-19075	109	28	removing	remove	VERB
bracis-19075	109	29	the	the	DET
bracis-19075	109	30	target	target	NOUN
bracis-19075	109	31	item	item	NOUN
bracis-19075	109	32	)	)	PUNCT
bracis-19075	109	33	,	,	PUNCT
bracis-19075	109	34	each	each	PRON
bracis-19075	109	35	associated	associate	VERB
bracis-19075	109	36	with	with	ADP
bracis-19075	109	37	an	an	DET
bracis-19075	109	38	item	item	NOUN
bracis-19075	109	39	\(j	\(j	X
bracis-19075	109	40	\in	\in	PROPN
bracis-19075	109	41	i_u	i_u	PROPN
bracis-19075	109	42	\mid	\mid	PROPN
bracis-19075	109	43	j	j	PROPN
bracis-19075	109	44	\ne	\ne	PROPN
bracis-19075	109	45	i\	i\	PROPN
bracis-19075	109	46	)	)	PUNCT
bracis-19075	109	47	.	.	PUNCT
bracis-19075	110	1	in	in	ADP
bracis-19075	110	2	other	other	ADJ
bracis-19075	110	3	words	word	NOUN
bracis-19075	110	4	,	,	PUNCT
bracis-19075	110	5	the	the	DET
bracis-19075	110	6	network	network	NOUN
bracis-19075	110	7	receives	receive	VERB
bracis-19075	110	8	an	an	DET
bracis-19075	110	9	item	item	NOUN
bracis-19075	110	10	and	and	CCONJ
bracis-19075	110	11	must	must	AUX
bracis-19075	110	12	predict	predict	VERB
bracis-19075	110	13	another	another	DET
bracis-19075	110	14	item	item	NOUN
bracis-19075	110	15	consumed	consume	VERB
bracis-19075	110	16	by	by	ADP
bracis-19075	110	17	the	the	DET
bracis-19075	110	18	user	user	NOUN
bracis-19075	110	19	,	,	PUNCT
bracis-19075	110	20	approximating	approximate	VERB
bracis-19075	110	21	them	they	PRON
bracis-19075	110	22	in	in	ADP
bracis-19075	110	23	the	the	DET
bracis-19075	110	24	vector	vector	NOUN
bracis-19075	110	25	space	space	NOUN
bracis-19075	110	26	.	.	PUNCT
bracis-19075	111	1	for	for	ADP
bracis-19075	111	2	every	every	DET
bracis-19075	111	3	pair	pair	NOUN
bracis-19075	111	4	of	of	ADP
bracis-19075	111	5	input	input	NOUN
bracis-19075	111	6	and	and	CCONJ
bracis-19075	111	7	output	output	NOUN
bracis-19075	111	8	items	item	NOUN
bracis-19075	111	9	,	,	PUNCT
bracis-19075	111	10	the	the	DET
bracis-19075	111	11	network	network	NOUN
bracis-19075	111	12	calculates	calculate	VERB
bracis-19075	111	13	the	the	DET
bracis-19075	111	14	prediction	prediction	NOUN
bracis-19075	111	15	error	error	NOUN
bracis-19075	111	16	and	and	CCONJ
bracis-19075	111	17	updates	update	VERB
bracis-19075	111	18	the	the	DET
bracis-19075	111	19	weights	weight	NOUN
bracis-19075	111	20	.	.	PUNCT
bracis-19075	112	1	the	the	DET
bracis-19075	112	2	main	main	ADJ
bracis-19075	112	3	goal	goal	NOUN
bracis-19075	112	4	of	of	ADP
bracis-19075	112	5	the	the	DET
bracis-19075	112	6	network	network	NOUN
bracis-19075	112	7	is	be	AUX
bracis-19075	112	8	to	to	PART
bracis-19075	112	9	maximize	maximize	VERB
bracis-19075	112	10	the	the	DET
bracis-19075	112	11	objective	objective	ADJ
bracis-19075	112	12	function	function	NOUN
bracis-19075	112	13	given	give	VERB
bracis-19075	112	14	by	by	ADP
bracis-19075	112	15	eq	eq	PROPN
bracis-19075	112	16	.	.	PROPN
bracis-19075	112	17	 	 	SPACE
bracis-19075	112	18	2	2	NUM
bracis-19075	112	19	.	.	X
bracis-19075	112	20	$	$	SYM
bracis-19075	112	21	$	$	SYM
bracis-19075	112	22	\begin{aligned	\begin{aligne	VERB
bracis-19075	112	23	}	}	PUNCT
bracis-19075	112	24	\frac{1}{|u|}\sum	\frac{1}{|u|}\sum	PRON
bracis-19075	112	25	_	_	PUNCT
bracis-19075	112	26	{	{	PUNCT
bracis-19075	112	27	u\in	u\in	X
bracis-19075	112	28	u}\sum	u}\sum	X
bracis-19075	113	1	_	_	PRON
bracis-19075	113	2	{	{	PUNCT
bracis-19075	113	3	i\in	i\in	NOUN
bracis-19075	113	4	i_u	i_u	ADP
bracis-19075	113	5	}	}	PUNCT
bracis-19075	113	6	\sum	\sum	NOUN
bracis-19075	114	1	_	_	PUNCT
bracis-19075	114	2	{	{	PUNCT
bracis-19075	114	3	\overset{j\in	\overset{j\in	PROPN
bracis-19075	114	4	i_u}{j\ne	i_u}{j\ne	NUM
bracis-19075	114	5	i	i	NOUN
bracis-19075	114	6	}	}	PUNCT
bracis-19075	114	7	}	}	PUNCT
bracis-19075	114	8	log	log	VERB
bracis-19075	114	9	\	\	PROPN
bracis-19075	114	10	;	;	PUNCT
bracis-19075	114	11	\sigma	\sigma	PROPN
bracis-19075	114	12	(	(	PUNCT
bracis-19075	114	13	i	i	PROPN
bracis-19075	114	14	,	,	PUNCT
bracis-19075	114	15	j	j	PROPN
bracis-19075	114	16	)	)	PUNCT
bracis-19075	114	17	\end{aligned}$$	\end{aligned}$$	X
bracis-19075	114	18	(	(	PUNCT
bracis-19075	114	19	2	2	NUM
bracis-19075	114	20	)	)	PUNCT
bracis-19075	114	21	at	at	ADP
bracis-19075	114	22	the	the	DET
bracis-19075	114	23	end	end	NOUN
bracis-19075	114	24	of	of	ADP
bracis-19075	114	25	the	the	DET
bracis-19075	114	26	learning	learning	NOUN
bracis-19075	114	27	phase	phase	NOUN
bracis-19075	114	28	,	,	PUNCT
bracis-19075	114	29	the	the	DET
bracis-19075	114	30	weight	weight	NOUN
bracis-19075	114	31	matrix	matrix	NOUN
bracis-19075	114	32	\(\mathcal	\(\mathcal	ADJ
bracis-19075	114	33	{	{	PUNCT
bracis-19075	114	34	w}\	w}\	PROPN
bracis-19075	114	35	)	)	PUNCT
bracis-19075	114	36	will	will	AUX
bracis-19075	114	37	contain	contain	VERB
bracis-19075	114	38	dense	dense	ADJ
bracis-19075	114	39	vector	vector	NOUN
bracis-19075	114	40	representations	representation	NOUN
bracis-19075	114	41	of	of	ADP
bracis-19075	114	42	dimensionality	dimensionality	NOUN
bracis-19075	114	43	m	m	NOUN
bracis-19075	114	44	for	for	ADP
bracis-19075	114	45	every	every	DET
bracis-19075	114	46	item	item	NOUN
bracis-19075	114	47	processed	process	VERB
bracis-19075	114	48	.	.	PUNCT
bracis-19075	115	1	item2vec	item2vec	NOUN
bracis-19075	115	2	come	come	VERB
bracis-19075	115	3	with	with	ADP
bracis-19075	115	4	some	some	DET
bracis-19075	115	5	drawbacks	drawback	NOUN
bracis-19075	115	6	that	that	PRON
bracis-19075	115	7	would	would	AUX
bracis-19075	115	8	be	be	AUX
bracis-19075	115	9	impractical	impractical	ADJ
bracis-19075	115	10	in	in	ADP
bracis-19075	115	11	scenarios	scenario	NOUN
bracis-19075	115	12	with	with	ADP
bracis-19075	115	13	many	many	ADJ
bracis-19075	115	14	items	item	NOUN
bracis-19075	115	15	,	,	PUNCT
bracis-19075	115	16	since	since	SCONJ
bracis-19075	115	17	it	it	PRON
bracis-19075	115	18	must	must	AUX
bracis-19075	115	19	predict	predict	VERB
bracis-19075	115	20	a	a	DET
bracis-19075	115	21	related	related	ADJ
bracis-19075	115	22	item	item	NOUN
bracis-19075	115	23	(	(	PUNCT
bracis-19075	115	24	when	when	SCONJ
bracis-19075	115	25	output	output	NOUN
bracis-19075	115	26	is	be	AUX
bracis-19075	115	27	1	1	NUM
bracis-19075	115	28	)	)	PUNCT
bracis-19075	115	29	and	and	CCONJ
bracis-19075	115	30	all	all	DET
bracis-19075	115	31	unrelated	unrelated	ADJ
bracis-19075	115	32	items	item	NOUN
bracis-19075	115	33	(	(	PUNCT
bracis-19075	115	34	when	when	SCONJ
bracis-19075	115	35	output	output	NOUN
bracis-19075	115	36	is	be	AUX
bracis-19075	115	37	0	0	NUM
bracis-19075	115	38	)	)	PUNCT
bracis-19075	115	39	for	for	ADP
bracis-19075	115	40	each	each	DET
bracis-19075	115	41	target	target	NOUN
bracis-19075	115	42	item	item	NOUN
bracis-19075	115	43	.	.	PUNCT
bracis-19075	116	1	thus	thus	ADV
bracis-19075	116	2	,	,	PUNCT
bracis-19075	116	3	two	two	NUM
bracis-19075	116	4	strategies	strategy	NOUN
bracis-19075	116	5	commonly	commonly	ADV
bracis-19075	116	6	used	use	VERB
bracis-19075	116	7	in	in	ADP
bracis-19075	116	8	nlp	nlp	NOUN
bracis-19075	116	9	are	be	AUX
bracis-19075	116	10	adopted	adopt	VERB
bracis-19075	116	11	 	 	SPACE
bracis-19075	116	12	[	[	X
bracis-19075	116	13	24	24	NUM
bracis-19075	116	14	]	]	X
bracis-19075	116	15	:	:	PUNCT
bracis-19075	116	16	(	(	PUNCT
bracis-19075	116	17	i	i	NOUN
bracis-19075	116	18	)	)	PUNCT
bracis-19075	116	19	negative	negative	ADJ
bracis-19075	116	20	sampling	sampling	NOUN
bracis-19075	116	21	,	,	PUNCT
bracis-19075	116	22	i.e.	i.e.	X
bracis-19075	116	23	,	,	PUNCT
bracis-19075	116	24	the	the	DET
bracis-19075	116	25	error	error	NOUN
bracis-19075	116	26	is	be	AUX
bracis-19075	116	27	calculated	calculate	VERB
bracis-19075	116	28	over	over	ADP
bracis-19075	116	29	a	a	DET
bracis-19075	116	30	small	small	ADJ
bracis-19075	116	31	subset	subset	NOUN
bracis-19075	116	32	of	of	ADP
bracis-19075	116	33	n	n	CCONJ
bracis-19075	116	34	negative	negative	ADJ
bracis-19075	116	35	items	item	NOUN
bracis-19075	116	36	,	,	PUNCT
bracis-19075	116	37	randomly	randomly	ADV
bracis-19075	116	38	drawn	draw	VERB
bracis-19075	116	39	so	so	SCONJ
bracis-19075	116	40	that	that	SCONJ
bracis-19075	116	41	frequent	frequent	ADJ
bracis-19075	116	42	items	item	NOUN
bracis-19075	116	43	are	be	AUX
bracis-19075	116	44	more	more	ADV
bracis-19075	116	45	likely	likely	ADJ
bracis-19075	116	46	to	to	PART
bracis-19075	116	47	be	be	AUX
bracis-19075	116	48	selected	select	VERB
bracis-19075	116	49	according	accord	VERB
bracis-19075	116	50	to	to	ADP
bracis-19075	116	51	eq	eq	PROPN
bracis-19075	116	52	.	.	PUNCT
bracis-19075	116	53	 	 	SPACE
bracis-19075	116	54	3	3	NUM
bracis-19075	116	55	;	;	PUNCT
bracis-19075	116	56	and	and	CCONJ
bracis-19075	116	57	(	(	PUNCT
bracis-19075	116	58	ii	ii	NOUN
bracis-19075	116	59	)	)	PUNCT
bracis-19075	116	60	subsampling	subsampling	NOUN
bracis-19075	116	61	of	of	ADP
bracis-19075	116	62	frequent	frequent	ADJ
bracis-19075	116	63	items	item	NOUN
bracis-19075	116	64	,	,	PUNCT
bracis-19075	116	65	i.e.	i.e.	X
bracis-19075	116	66	,	,	PUNCT
bracis-19075	116	67	a	a	DET
bracis-19075	116	68	subset	subset	NOUN
bracis-19075	116	69	of	of	ADP
bracis-19075	116	70	the	the	DET
bracis-19075	116	71	interactions	interaction	NOUN
bracis-19075	116	72	of	of	ADP
bracis-19075	116	73	popular	popular	ADJ
bracis-19075	116	74	items	item	NOUN
bracis-19075	116	75	are	be	AUX
bracis-19075	116	76	discarded	discard	VERB
bracis-19075	116	77	with	with	ADP
bracis-19075	116	78	a	a	DET
bracis-19075	116	79	probability	probability	NOUN
bracis-19075	116	80	of	of	ADP
bracis-19075	116	81	being	be	AUX
bracis-19075	116	82	kept	keep	VERB
bracis-19075	116	83	shown	show	VERB
bracis-19075	116	84	in	in	ADP
bracis-19075	116	85	eq	eq	PROPN
bracis-19075	116	86	.	.	PUNCT
bracis-19075	116	87	 	 	SPACE
bracis-19075	116	88	4	4	NUM
bracis-19075	116	89	.	.	PUNCT
bracis-19075	117	1	in	in	ADP
bracis-19075	117	2	both	both	DET
bracis-19075	117	3	equations	equation	NOUN
bracis-19075	117	4	,	,	PUNCT
bracis-19075	117	5	function	function	NOUN
bracis-19075	117	6	z(i	z(i	NOUN
bracis-19075	117	7	)	)	PUNCT
bracis-19075	117	8	returns	return	VERB
bracis-19075	117	9	the	the	DET
bracis-19075	117	10	frequency	frequency	NOUN
bracis-19075	117	11	of	of	ADP
bracis-19075	117	12	item	item	NOUN
bracis-19075	117	13	i	i	PRON
bracis-19075	117	14	,	,	PUNCT
bracis-19075	117	15	and	and	CCONJ
bracis-19075	117	16	the	the	DET
bracis-19075	117	17	hyperparameters	hyperparameter	NOUN
bracis-19075	117	18	\(\gamma	\(\gamma	X
bracis-19075	117	19	\	\	NOUN
bracis-19075	117	20	)	)	PUNCT
bracis-19075	117	21	and	and	CCONJ
bracis-19075	117	22	\(\rho	\(\rho	NOUN
bracis-19075	117	23	\	\	NOUN
bracis-19075	117	24	)	)	PUNCT
bracis-19075	117	25	can	can	AUX
bracis-19075	117	26	be	be	AUX
bracis-19075	117	27	fine	fine	ADV
bracis-19075	117	28	-	-	PUNCT
bracis-19075	117	29	tuned	tune	VERB
bracis-19075	117	30	.	.	PUNCT
bracis-19075	118	1	$	$	SYM
bracis-19075	118	2	$	$	SYM
bracis-19075	118	3	\begin{aligned	\begin{aligne	VERB
bracis-19075	118	4	}	}	PUNCT
bracis-19075	118	5	p(i	p(i	PROPN
bracis-19075	118	6	\mid	\mid	ADP
bracis-19075	118	7	\gamma	\gamma	PROPN
bracis-19075	118	8	)	)	PUNCT
bracis-19075	119	1	=	=	SYM
bracis-19075	119	2	\frac{z(i)^\gamma	\frac{z(i)^\gamma	PROPN
bracis-19075	119	3	}	}	PUNCT
bracis-19075	119	4	{	{	PUNCT
bracis-19075	119	5	\sum	\sum	NOUN
bracis-19075	119	6	_	_	PUNCT
bracis-19075	119	7	{	{	PUNCT
bracis-19075	119	8	j	j	PROPN
bracis-19075	119	9	\in	\in	PROPN
bracis-19075	119	10	i}{z(j)^\gamma	i}{z(j)^\gamma	PROPN
bracis-19075	119	11	}	}	PUNCT
bracis-19075	119	12	}	}	PUNCT
bracis-19075	119	13	\end{aligned}$$	\end{aligned}$$	X
bracis-19075	119	14	(	(	PUNCT
bracis-19075	119	15	3	3	NUM
bracis-19075	119	16	)	)	PUNCT
bracis-19075	119	17	$	$	SYM
bracis-19075	119	18	$	$	SYM
bracis-19075	119	19	\begin{aligned	\begin{aligne	VERB
bracis-19075	119	20	}	}	PUNCT
bracis-19075	119	21	p(i	p(i	PROPN
bracis-19075	119	22	\mid	\mid	ADP
bracis-19075	119	23	\rho	\rho	PROPN
bracis-19075	119	24	)	)	PUNCT
bracis-19075	120	1	=	=	PUNCT
bracis-19075	120	2	\left	\left	PROPN
bracis-19075	120	3	(	(	PUNCT
bracis-19075	120	4	\sqrt{\frac{z(i)}{\rho	\sqrt{\frac{z(i)}{\rho	NOUN
bracis-19075	120	5	}	}	PUNCT
bracis-19075	120	6	}	}	PUNCT
bracis-19075	120	7	+	+	CCONJ
bracis-19075	120	8	1	1	NUM
bracis-19075	120	9	\right	\right	NOUN
bracis-19075	120	10	)	)	PUNCT
bracis-19075	120	11	\cdot	\cdot	NOUN
bracis-19075	120	12	\frac{\rho	\frac{\rho	PROPN
bracis-19075	120	13	}	}	PUNCT
bracis-19075	120	14	{	{	PUNCT
bracis-19075	120	15	z(i	z(i	NOUN
bracis-19075	120	16	)	)	PUNCT
bracis-19075	120	17	}	}	PUNCT
bracis-19075	120	18	\end{aligned}$$	\end{aligned}$$	X
bracis-19075	120	19	(	(	PUNCT
bracis-19075	120	20	4	4	NUM
bracis-19075	120	21	)	)	PUNCT
bracis-19075	120	22	3.2	3.2	NUM
bracis-19075	120	23	sequential	sequential	ADJ
bracis-19075	120	24	item2vec	item2vec	NOUN
bracis-19075	120	25	standard	standard	NOUN
bracis-19075	120	26	item2vec	item2vec	PROPN
bracis-19075	120	27	assumes	assume	VERB
bracis-19075	120	28	that	that	SCONJ
bracis-19075	120	29	all	all	DET
bracis-19075	120	30	items	item	NOUN
bracis-19075	120	31	consumed	consume	VERB
bracis-19075	120	32	by	by	ADP
bracis-19075	120	33	a	a	DET
bracis-19075	120	34	user	user	NOUN
bracis-19075	120	35	are	be	AUX
bracis-19075	120	36	equally	equally	ADV
bracis-19075	120	37	related	relate	VERB
bracis-19075	120	38	,	,	PUNCT
bracis-19075	120	39	shuffling	shuffle	VERB
bracis-19075	120	40	them	they	PRON
bracis-19075	120	41	at	at	ADP
bracis-19075	120	42	the	the	DET
bracis-19075	120	43	beginning	beginning	NOUN
bracis-19075	120	44	of	of	ADP
bracis-19075	120	45	training	training	NOUN
bracis-19075	120	46	.	.	PUNCT
bracis-19075	121	1	therefore	therefore	ADV
bracis-19075	121	2	,	,	PUNCT
bracis-19075	121	3	given	give	VERB
bracis-19075	121	4	a	a	DET
bracis-19075	121	5	particular	particular	ADJ
bracis-19075	121	6	item	item	NOUN
bracis-19075	121	7	,	,	PUNCT
bracis-19075	121	8	the	the	DET
bracis-19075	121	9	network	network	NOUN
bracis-19075	121	10	considers	consider	VERB
bracis-19075	121	11	that	that	SCONJ
bracis-19075	121	12	another	another	DET
bracis-19075	121	13	item	item	NOUN
bracis-19075	121	14	consumed	consume	VERB
bracis-19075	121	15	in	in	ADP
bracis-19075	121	16	the	the	DET
bracis-19075	121	17	distant	distant	ADJ
bracis-19075	121	18	past	past	NOUN
bracis-19075	121	19	(	(	PUNCT
bracis-19075	121	20	e.g.	e.g.	ADV
bracis-19075	121	21	,	,	PUNCT
bracis-19075	121	22	years	year	NOUN
bracis-19075	121	23	ago	ago	ADV
bracis-19075	121	24	)	)	PUNCT
bracis-19075	121	25	has	have	VERB
bracis-19075	121	26	the	the	DET
bracis-19075	121	27	same	same	ADJ
bracis-19075	121	28	similarity	similarity	NOUN
bracis-19075	121	29	to	to	ADP
bracis-19075	121	30	the	the	DET
bracis-19075	121	31	target	target	NOUN
bracis-19075	121	32	item	item	NOUN
bracis-19075	121	33	as	as	ADP
bracis-19075	121	34	an	an	DET
bracis-19075	121	35	item	item	NOUN
bracis-19075	121	36	consumed	consume	VERB
bracis-19075	121	37	in	in	ADP
bracis-19075	121	38	the	the	DET
bracis-19075	121	39	recent	recent	ADJ
bracis-19075	121	40	past	past	NOUN
bracis-19075	121	41	(	(	PUNCT
bracis-19075	121	42	e.g.	e.g.	ADV
bracis-19075	121	43	,	,	PUNCT
bracis-19075	121	44	same	same	ADJ
bracis-19075	121	45	day	day	NOUN
bracis-19075	121	46	)	)	PUNCT
bracis-19075	121	47	.	.	PUNCT
bracis-19075	122	1	in	in	ADP
bracis-19075	122	2	other	other	ADJ
bracis-19075	122	3	words	word	NOUN
bracis-19075	122	4	,	,	PUNCT
bracis-19075	122	5	all	all	DET
bracis-19075	122	6	other	other	ADJ
bracis-19075	122	7	items	item	NOUN
bracis-19075	122	8	are	be	AUX
bracis-19075	122	9	considered	consider	VERB
bracis-19075	122	10	contextually	contextually	ADV
bracis-19075	122	11	equal	equal	ADJ
bracis-19075	122	12	to	to	ADP
bracis-19075	122	13	the	the	DET
bracis-19075	122	14	target	target	NOUN
bracis-19075	122	15	item	item	NOUN
bracis-19075	122	16	,	,	PUNCT
bracis-19075	122	17	as	as	SCONJ
bracis-19075	122	18	illustrated	illustrate	VERB
bracis-19075	122	19	in	in	ADP
bracis-19075	122	20	fig	fig	NOUN
bracis-19075	122	21	.	.	PUNCT
bracis-19075	122	22	 	 	SPACE
bracis-19075	122	23	3	3	NUM
bracis-19075	122	24	for	for	ADP
bracis-19075	122	25	the	the	DET
bracis-19075	122	26	example	example	NOUN
bracis-19075	122	27	shown	show	VERB
bracis-19075	122	28	in	in	ADP
bracis-19075	122	29	fig	fig	NOUN
bracis-19075	122	30	.	.	PUNCT
bracis-19075	122	31	 	 	SPACE
bracis-19075	123	1	2	2	NUM
bracis-19075	123	2	.	.	X
bracis-19075	123	3	fig	fig	NOUN
bracis-19075	123	4	.	.	PUNCT
bracis-19075	124	1	2	2	X
bracis-19075	124	2	.	.	X
bracis-19075	124	3	user	user	NOUN
bracis-19075	124	4	interactions	interaction	NOUN
bracis-19075	124	5	in	in	ADP
bracis-19075	124	6	a	a	DET
bracis-19075	124	7	chronological	chronological	ADJ
bracis-19075	124	8	order	order	NOUN
bracis-19075	124	9	.	.	PUNCT
bracis-19075	125	1	full	full	ADJ
bracis-19075	125	2	size	size	NOUN
bracis-19075	125	3	image	image	NOUN
bracis-19075	125	4	we	we	PRON
bracis-19075	125	5	have	have	AUX
bracis-19075	125	6	adopted	adopt	VERB
bracis-19075	125	7	a	a	DET
bracis-19075	125	8	sliding	slide	VERB
bracis-19075	125	9	window	window	NOUN
bracis-19075	125	10	of	of	ADP
bracis-19075	125	11	fixed	fix	VERB
bracis-19075	125	12	and	and	CCONJ
bracis-19075	125	13	parameterizable	parameterizable	ADJ
bracis-19075	125	14	size	size	NOUN
bracis-19075	125	15	during	during	ADP
bracis-19075	125	16	training	training	NOUN
bracis-19075	125	17	to	to	PART
bracis-19075	125	18	restrict	restrict	VERB
bracis-19075	125	19	the	the	DET
bracis-19075	125	20	context	context	NOUN
bracis-19075	125	21	.	.	PUNCT
bracis-19075	126	1	in	in	ADP
bracis-19075	126	2	this	this	DET
bracis-19075	126	3	way	way	NOUN
bracis-19075	126	4	,	,	PUNCT
bracis-19075	126	5	only	only	ADV
bracis-19075	126	6	items	item	NOUN
bracis-19075	126	7	consumed	consume	VERB
bracis-19075	126	8	in	in	ADP
bracis-19075	126	9	sequence	sequence	NOUN
bracis-19075	126	10	are	be	AUX
bracis-19075	126	11	considered	consider	VERB
bracis-19075	126	12	to	to	PART
bracis-19075	126	13	be	be	AUX
bracis-19075	126	14	related	relate	VERB
bracis-19075	126	15	to	to	ADP
bracis-19075	126	16	the	the	DET
bracis-19075	126	17	target	target	NOUN
bracis-19075	126	18	item	item	NOUN
bracis-19075	126	19	.	.	PUNCT
bracis-19075	127	1	in	in	ADP
bracis-19075	127	2	a	a	DET
bracis-19075	127	3	first	first	ADJ
bracis-19075	127	4	approach	approach	NOUN
bracis-19075	127	5	,	,	PUNCT
bracis-19075	127	6	we	we	PRON
bracis-19075	127	7	are	be	AUX
bracis-19075	127	8	not	not	PART
bracis-19075	127	9	interested	interested	ADJ
bracis-19075	127	10	in	in	ADP
bracis-19075	127	11	the	the	DET
bracis-19075	127	12	moment	moment	NOUN
bracis-19075	127	13	the	the	DET
bracis-19075	127	14	interaction	interaction	NOUN
bracis-19075	127	15	occurred	occur	VERB
bracis-19075	127	16	,	,	PUNCT
bracis-19075	127	17	but	but	CCONJ
bracis-19075	127	18	only	only	ADV
bracis-19075	127	19	in	in	ADP
bracis-19075	127	20	the	the	DET
bracis-19075	127	21	chronological	chronological	ADJ
bracis-19075	127	22	order	order	NOUN
bracis-19075	127	23	,	,	PUNCT
bracis-19075	127	24	as	as	SCONJ
bracis-19075	127	25	shown	show	VERB
bracis-19075	127	26	in	in	ADP
bracis-19075	127	27	fig	fig	NOUN
bracis-19075	127	28	.	.	PUNCT
bracis-19075	127	29	 	 	SPACE
bracis-19075	128	1	4	4	NUM
bracis-19075	128	2	.	.	PUNCT
bracis-19075	129	1	the	the	DET
bracis-19075	129	2	neural	neural	ADJ
bracis-19075	129	3	architecture	architecture	NOUN
bracis-19075	129	4	for	for	ADP
bracis-19075	129	5	seqi2v	seqi2v	PROPN
bracis-19075	129	6	is	be	AUX
bracis-19075	129	7	very	very	ADV
bracis-19075	129	8	similar	similar	ADJ
bracis-19075	129	9	to	to	ADP
bracis-19075	129	10	item2vec	item2vec	PROPN
bracis-19075	129	11	,	,	PUNCT
bracis-19075	129	12	the	the	DET
bracis-19075	129	13	only	only	ADJ
bracis-19075	129	14	difference	difference	NOUN
bracis-19075	129	15	taking	take	VERB
bracis-19075	129	16	place	place	NOUN
bracis-19075	129	17	in	in	ADP
bracis-19075	129	18	the	the	DET
bracis-19075	129	19	number	number	NOUN
bracis-19075	129	20	of	of	ADP
bracis-19075	129	21	vectors	vector	NOUN
bracis-19075	129	22	present	present	ADJ
bracis-19075	129	23	in	in	ADP
bracis-19075	129	24	the	the	DET
bracis-19075	129	25	output	output	NOUN
bracis-19075	129	26	layer	layer	NOUN
bracis-19075	129	27	:	:	PUNCT
bracis-19075	129	28	instead	instead	ADV
bracis-19075	129	29	of	of	ADP
bracis-19075	129	30	a	a	DET
bracis-19075	129	31	vector	vector	NOUN
bracis-19075	129	32	for	for	ADP
bracis-19075	129	33	each	each	PRON
bracis-19075	129	34	of	of	ADP
bracis-19075	129	35	the	the	DET
bracis-19075	129	36	other	other	ADJ
bracis-19075	129	37	\(|i_u|-1\	\(|i_u|-1\	PROPN
bracis-19075	129	38	)	)	PUNCT
bracis-19075	129	39	items	item	NOUN
bracis-19075	129	40	consumed	consume	VERB
bracis-19075	129	41	by	by	ADP
bracis-19075	129	42	the	the	DET
bracis-19075	129	43	user	user	NOUN
bracis-19075	129	44	,	,	PUNCT
bracis-19075	129	45	the	the	DET
bracis-19075	129	46	network	network	NOUN
bracis-19075	129	47	must	must	AUX
bracis-19075	129	48	predict	predict	VERB
bracis-19075	129	49	only	only	ADV
bracis-19075	129	50	s	s	VERB
bracis-19075	129	51	items	item	NOUN
bracis-19075	129	52	,	,	PUNCT
bracis-19075	129	53	where	where	SCONJ
bracis-19075	129	54	s	s	NOUN
bracis-19075	129	55	corresponds	correspond	VERB
bracis-19075	129	56	to	to	ADP
bracis-19075	129	57	the	the	DET
bracis-19075	129	58	window	window	NOUN
bracis-19075	129	59	size	size	NOUN
bracis-19075	129	60	(	(	PUNCT
bracis-19075	129	61	fig	fig	NOUN
bracis-19075	129	62	.	.	PUNCT
bracis-19075	129	63	 	 	SPACE
bracis-19075	129	64	5	5	NUM
bracis-19075	129	65	)	)	PUNCT
bracis-19075	129	66	.	.	PUNCT
bracis-19075	130	1	fig	fig	NOUN
bracis-19075	130	2	.	.	PUNCT
bracis-19075	131	1	3	3	X
bracis-19075	131	2	.	.	X
bracis-19075	131	3	standard	standard	PROPN
bracis-19075	131	4	item2vec	item2vec	PROPN
bracis-19075	131	5	.	.	PUNCT
bracis-19075	132	1	every	every	DET
bracis-19075	132	2	item	item	NOUN
bracis-19075	132	3	consumed	consume	VERB
bracis-19075	132	4	by	by	ADP
bracis-19075	132	5	the	the	DET
bracis-19075	132	6	user	user	NOUN
bracis-19075	132	7	is	be	AUX
bracis-19075	132	8	equally	equally	ADV
bracis-19075	132	9	related	relate	VERB
bracis-19075	132	10	to	to	ADP
bracis-19075	132	11	the	the	DET
bracis-19075	132	12	target	target	NOUN
bracis-19075	132	13	item	item	NOUN
bracis-19075	132	14	.	.	PUNCT
bracis-19075	133	1	full	full	ADJ
bracis-19075	133	2	size	size	NOUN
bracis-19075	133	3	image	image	NOUN
bracis-19075	133	4	fig	fig	NOUN
bracis-19075	133	5	.	.	PUNCT
bracis-19075	134	1	4	4	X
bracis-19075	134	2	.	.	X
bracis-19075	134	3	temporal	temporal	ADJ
bracis-19075	134	4	sliding	slide	VERB
bracis-19075	134	5	window	window	NOUN
bracis-19075	134	6	during	during	ADP
bracis-19075	134	7	training	training	NOUN
bracis-19075	134	8	.	.	PUNCT
bracis-19075	135	1	full	full	ADJ
bracis-19075	135	2	size	size	NOUN
bracis-19075	135	3	image	image	NOUN
bracis-19075	135	4	fig	fig	NOUN
bracis-19075	135	5	.	.	PUNCT
bracis-19075	136	1	5	5	X
bracis-19075	136	2	.	.	X
bracis-19075	136	3	sequential	sequential	ADJ
bracis-19075	136	4	item2vec	item2vec	ADP
bracis-19075	136	5	architecture	architecture	NOUN
bracis-19075	136	6	full	full	ADJ
bracis-19075	136	7	size	size	NOUN
bracis-19075	136	8	image	image	NOUN
bracis-19075	136	9	although	although	SCONJ
bracis-19075	136	10	this	this	DET
bracis-19075	136	11	model	model	NOUN
bracis-19075	136	12	considers	consider	VERB
bracis-19075	136	13	the	the	DET
bracis-19075	136	14	chronological	chronological	ADJ
bracis-19075	136	15	order	order	NOUN
bracis-19075	136	16	in	in	ADP
bracis-19075	136	17	which	which	PRON
bracis-19075	136	18	items	item	NOUN
bracis-19075	136	19	are	be	AUX
bracis-19075	136	20	consumed	consume	VERB
bracis-19075	136	21	,	,	PUNCT
bracis-19075	136	22	it	it	PRON
bracis-19075	136	23	fails	fail	VERB
bracis-19075	136	24	to	to	PART
bracis-19075	136	25	capture	capture	VERB
bracis-19075	136	26	changes	change	NOUN
bracis-19075	136	27	in	in	ADP
bracis-19075	136	28	users	user	NOUN
bracis-19075	136	29	who	who	PRON
bracis-19075	136	30	spend	spend	VERB
bracis-19075	136	31	long	long	ADJ
bracis-19075	136	32	periods	period	NOUN
bracis-19075	136	33	without	without	ADP
bracis-19075	136	34	interacting	interact	VERB
bracis-19075	136	35	with	with	ADP
bracis-19075	136	36	the	the	DET
bracis-19075	136	37	system	system	NOUN
bracis-19075	136	38	.	.	PUNCT
bracis-19075	137	1	to	to	PART
bracis-19075	137	2	overcome	overcome	VERB
bracis-19075	137	3	this	this	DET
bracis-19075	137	4	problem	problem	NOUN
bracis-19075	137	5	,	,	PUNCT
bracis-19075	137	6	we	we	PRON
bracis-19075	137	7	propose	propose	VERB
bracis-19075	137	8	splitting	split	VERB
bracis-19075	137	9	a	a	DET
bracis-19075	137	10	user	user	NOUN
bracis-19075	137	11	’s	’s	PART
bracis-19075	137	12	interaction	interaction	NOUN
bracis-19075	137	13	history	history	NOUN
bracis-19075	137	14	into	into	ADP
bracis-19075	137	15	various	various	ADJ
bracis-19075	137	16	chronological	chronological	ADJ
bracis-19075	137	17	sequences	sequence	NOUN
bracis-19075	137	18	using	use	VERB
bracis-19075	137	19	absolute	absolute	ADJ
bracis-19075	137	20	and	and	CCONJ
bracis-19075	137	21	pre	pre	ADJ
bracis-19075	137	22	-	-	ADJ
bracis-19075	137	23	defined	define	VERB
bracis-19075	137	24	time	time	NOUN
bracis-19075	137	25	intervals	interval	NOUN
bracis-19075	137	26	to	to	PART
bracis-19075	137	27	decide	decide	VERB
bracis-19075	137	28	where	where	SCONJ
bracis-19075	137	29	to	to	PART
bracis-19075	137	30	split	split	VERB
bracis-19075	137	31	.	.	PUNCT
bracis-19075	138	1	this	this	DET
bracis-19075	138	2	approach	approach	NOUN
bracis-19075	138	3	allows	allow	VERB
bracis-19075	138	4	that	that	SCONJ
bracis-19075	138	5	when	when	SCONJ
bracis-19075	138	6	two	two	NUM
bracis-19075	138	7	continuous	continuous	ADJ
bracis-19075	138	8	interactions	interaction	NOUN
bracis-19075	138	9	of	of	ADP
bracis-19075	138	10	the	the	DET
bracis-19075	138	11	same	same	ADJ
bracis-19075	138	12	user	user	NOUN
bracis-19075	138	13	have	have	VERB
bracis-19075	138	14	an	an	DET
bracis-19075	138	15	interval	interval	NOUN
bracis-19075	138	16	greater	great	ADJ
bracis-19075	138	17	than	than	ADP
bracis-19075	138	18	d	d	NOUN
bracis-19075	138	19	days	day	NOUN
bracis-19075	138	20	,	,	PUNCT
bracis-19075	138	21	their	their	PRON
bracis-19075	138	22	chronological	chronological	ADJ
bracis-19075	138	23	sequence	sequence	NOUN
bracis-19075	138	24	is	be	AUX
bracis-19075	138	25	then	then	ADV
bracis-19075	138	26	split	split	VERB
bracis-19075	138	27	into	into	ADP
bracis-19075	138	28	two	two	NUM
bracis-19075	138	29	.	.	PUNCT
bracis-19075	139	1	as	as	SCONJ
bracis-19075	139	2	we	we	PRON
bracis-19075	139	3	are	be	AUX
bracis-19075	139	4	only	only	ADV
bracis-19075	139	5	interested	interested	ADJ
bracis-19075	139	6	in	in	ADP
bracis-19075	139	7	the	the	DET
bracis-19075	139	8	relationship	relationship	NOUN
bracis-19075	139	9	between	between	ADP
bracis-19075	139	10	items	item	NOUN
bracis-19075	139	11	,	,	PUNCT
bracis-19075	139	12	the	the	DET
bracis-19075	139	13	network	network	NOUN
bracis-19075	139	14	would	would	AUX
bracis-19075	139	15	interpret	interpret	VERB
bracis-19075	139	16	this	this	DET
bracis-19075	139	17	single	single	ADJ
bracis-19075	139	18	-	-	PUNCT
bracis-19075	139	19	user	user	NOUN
bracis-19075	139	20	as	as	ADP
bracis-19075	139	21	different	different	ADJ
bracis-19075	139	22	ones	one	NOUN
bracis-19075	139	23	,	,	PUNCT
bracis-19075	139	24	restricting	restrict	VERB
bracis-19075	139	25	learning	learn	VERB
bracis-19075	139	26	to	to	ADP
bracis-19075	139	27	its	its	PRON
bracis-19075	139	28	behavior	behavior	NOUN
bracis-19075	139	29	in	in	ADP
bracis-19075	139	30	a	a	DET
bracis-19075	139	31	defined	define	VERB
bracis-19075	139	32	time	time	NOUN
bracis-19075	139	33	interval	interval	NOUN
bracis-19075	139	34	,	,	PUNCT
bracis-19075	139	35	as	as	SCONJ
bracis-19075	139	36	illustrated	illustrate	VERB
bracis-19075	139	37	by	by	ADP
bracis-19075	139	38	fig	fig	NOUN
bracis-19075	139	39	.	.	PUNCT
bracis-19075	139	40	 	 	SPACE
bracis-19075	139	41	6	6	NUM
bracis-19075	139	42	.	.	PUNCT
bracis-19075	140	1	the	the	DET
bracis-19075	140	2	value	value	NOUN
bracis-19075	140	3	of	of	ADP
bracis-19075	140	4	the	the	DET
bracis-19075	140	5	parameter	parameter	NOUN
bracis-19075	140	6	controlling	control	VERB
bracis-19075	140	7	the	the	DET
bracis-19075	140	8	number	number	NOUN
bracis-19075	140	9	of	of	ADP
bracis-19075	140	10	days	day	NOUN
bracis-19075	140	11	to	to	PART
bracis-19075	140	12	define	define	VERB
bracis-19075	140	13	the	the	DET
bracis-19075	140	14	binding	binding	ADJ
bracis-19075	140	15	time	time	NOUN
bracis-19075	140	16	window	window	NOUN
bracis-19075	140	17	is	be	AUX
bracis-19075	140	18	flexible	flexible	ADJ
bracis-19075	140	19	and	and	CCONJ
bracis-19075	140	20	can	can	AUX
bracis-19075	140	21	be	be	AUX
bracis-19075	140	22	adjusted	adjust	VERB
bracis-19075	140	23	for	for	ADP
bracis-19075	140	24	each	each	DET
bracis-19075	140	25	specific	specific	ADJ
bracis-19075	140	26	application	application	NOUN
bracis-19075	140	27	scenario	scenario	NOUN
bracis-19075	140	28	a	a	DET
bracis-19075	140	29	user	user	NOUN
bracis-19075	140	30	might	might	AUX
bracis-19075	140	31	want	want	VERB
bracis-19075	140	32	to	to	PART
bracis-19075	140	33	use	use	VERB
bracis-19075	140	34	seqi2v	seqi2v	NOUN
bracis-19075	140	35	on	on	ADP
bracis-19075	140	36	.	.	PUNCT
bracis-19075	141	1	in	in	ADP
bracis-19075	141	2	this	this	DET
bracis-19075	141	3	work	work	NOUN
bracis-19075	141	4	,	,	PUNCT
bracis-19075	141	5	we	we	PRON
bracis-19075	141	6	opt	opt	VERB
bracis-19075	141	7	for	for	ADP
bracis-19075	141	8	an	an	DET
bracis-19075	141	9	absolute	absolute	ADJ
bracis-19075	141	10	value	value	NOUN
bracis-19075	141	11	of	of	ADP
bracis-19075	141	12	days	day	NOUN
bracis-19075	141	13	when	when	SCONJ
bracis-19075	141	14	splitting	split	VERB
bracis-19075	141	15	as	as	SCONJ
bracis-19075	141	16	it	it	PRON
bracis-19075	141	17	is	be	AUX
bracis-19075	141	18	a	a	DET
bracis-19075	141	19	less	less	ADV
bracis-19075	141	20	complex	complex	ADJ
bracis-19075	141	21	and	and	CCONJ
bracis-19075	141	22	humanly	humanly	ADV
bracis-19075	141	23	understandable	understandable	ADJ
bracis-19075	141	24	strategy	strategy	NOUN
bracis-19075	141	25	.	.	PUNCT
bracis-19075	142	1	fig	fig	NOUN
bracis-19075	142	2	.	.	PUNCT
bracis-19075	143	1	6	6	NUM
bracis-19075	143	2	.	.	X
bracis-19075	143	3	sequential	sequential	ADJ
bracis-19075	143	4	item2vec	item2vec	PROPN
bracis-19075	143	5	.	.	PUNCT
bracis-19075	144	1	the	the	DET
bracis-19075	144	2	user	user	NOUN
bracis-19075	144	3	interaction	interaction	NOUN
bracis-19075	144	4	history	history	NOUN
bracis-19075	144	5	is	be	AUX
bracis-19075	144	6	split	split	VERB
bracis-19075	144	7	to	to	PART
bracis-19075	144	8	capture	capture	VERB
bracis-19075	144	9	the	the	DET
bracis-19075	144	10	changes	change	NOUN
bracis-19075	144	11	in	in	ADP
bracis-19075	144	12	its	its	PRON
bracis-19075	144	13	behavior	behavior	NOUN
bracis-19075	144	14	.	.	PUNCT
bracis-19075	145	1	full	full	ADJ
bracis-19075	145	2	size	size	NOUN
bracis-19075	145	3	image	image	NOUN
bracis-19075	145	4	during	during	ADP
bracis-19075	145	5	the	the	DET
bracis-19075	145	6	learning	learning	NOUN
bracis-19075	145	7	phase	phase	NOUN
bracis-19075	145	8	and	and	CCONJ
bracis-19075	145	9	when	when	SCONJ
bracis-19075	145	10	generating	generate	VERB
bracis-19075	145	11	the	the	DET
bracis-19075	145	12	final	final	ADJ
bracis-19075	145	13	recommendation	recommendation	NOUN
bracis-19075	145	14	,	,	PUNCT
bracis-19075	145	15	seqi2v	seqi2v	PROPN
bracis-19075	145	16	also	also	ADV
bracis-19075	145	17	employs	employ	VERB
bracis-19075	145	18	all	all	DET
bracis-19075	145	19	techniques	technique	NOUN
bracis-19075	145	20	used	use	VERB
bracis-19075	145	21	by	by	ADP
bracis-19075	145	22	standard	standard	PROPN
bracis-19075	145	23	item2vec	item2vec	NOUN
bracis-19075	145	24	,	,	PUNCT
bracis-19075	145	25	such	such	ADJ
bracis-19075	145	26	as	as	ADP
bracis-19075	145	27	negative	negative	ADJ
bracis-19075	145	28	sampling	sampling	NOUN
bracis-19075	145	29	and	and	CCONJ
bracis-19075	145	30	item	item	NOUN
bracis-19075	145	31	subsampling	subsample	VERB
bracis-19075	145	32	during	during	ADP
bracis-19075	145	33	training	training	NOUN
bracis-19075	145	34	,	,	PUNCT
bracis-19075	145	35	and	and	CCONJ
bracis-19075	145	36	also	also	ADV
bracis-19075	145	37	an	an	DET
bracis-19075	145	38	item	item	NOUN
bracis-19075	145	39	-	-	PUNCT
bracis-19075	145	40	based	base	VERB
bracis-19075	145	41	k	k	NOUN
bracis-19075	145	42	-	-	PUNCT
bracis-19075	145	43	nearest	near	ADJ
bracis-19075	145	44	neighbor	neighbor	NOUN
bracis-19075	145	45	when	when	SCONJ
bracis-19075	145	46	recommending	recommend	VERB
bracis-19075	145	47	.	.	PUNCT
bracis-19075	146	1	4	4	NUM
bracis-19075	146	2	experiments	experiment	NOUN
bracis-19075	146	3	and	and	CCONJ
bracis-19075	146	4	 	 	SPACE
bracis-19075	146	5	results	result	NOUN
bracis-19075	146	6	in	in	ADP
bracis-19075	146	7	order	order	NOUN
bracis-19075	146	8	to	to	PART
bracis-19075	146	9	make	make	VERB
bracis-19075	146	10	the	the	DET
bracis-19075	146	11	experiments	experiment	NOUN
bracis-19075	146	12	reproducible	reproducible	VERB
bracis-19075	146	13	,	,	PUNCT
bracis-19075	146	14	this	this	DET
bracis-19075	146	15	section	section	NOUN
bracis-19075	146	16	describes	describe	VERB
bracis-19075	146	17	the	the	DET
bracis-19075	146	18	experimental	experimental	ADJ
bracis-19075	146	19	protocol	protocol	NOUN
bracis-19075	146	20	conducted	conduct	VERB
bracis-19075	146	21	during	during	ADP
bracis-19075	146	22	the	the	DET
bracis-19075	146	23	study	study	NOUN
bracis-19075	146	24	.	.	PUNCT
bracis-19075	147	1	first	first	ADV
bracis-19075	147	2	,	,	PUNCT
bracis-19075	147	3	we	we	PRON
bracis-19075	147	4	introduce	introduce	VERB
bracis-19075	147	5	the	the	DET
bracis-19075	147	6	datasets	dataset	NOUN
bracis-19075	147	7	used	use	VERB
bracis-19075	147	8	,	,	PUNCT
bracis-19075	147	9	in	in	ADP
bracis-19075	147	10	conjunction	conjunction	NOUN
bracis-19075	147	11	with	with	ADP
bracis-19075	147	12	a	a	DET
bracis-19075	147	13	description	description	NOUN
bracis-19075	147	14	of	of	ADP
bracis-19075	147	15	how	how	SCONJ
bracis-19075	147	16	the	the	DET
bracis-19075	147	17	training	training	NOUN
bracis-19075	147	18	was	be	AUX
bracis-19075	147	19	carried	carry	VERB
bracis-19075	147	20	out	out	ADP
bracis-19075	147	21	.	.	PUNCT
bracis-19075	148	1	then	then	ADV
bracis-19075	148	2	,	,	PUNCT
bracis-19075	148	3	we	we	PRON
bracis-19075	148	4	present	present	VERB
bracis-19075	148	5	the	the	DET
bracis-19075	148	6	achieved	achieve	VERB
bracis-19075	148	7	results	result	NOUN
bracis-19075	148	8	.	.	PUNCT
bracis-19075	149	1	4.1	4.1	NUM
bracis-19075	149	2	datasets	dataset	NOUN
bracis-19075	149	3	the	the	DET
bracis-19075	149	4	datasets	dataset	NOUN
bracis-19075	149	5	used	use	VERB
bracis-19075	149	6	in	in	ADP
bracis-19075	149	7	the	the	DET
bracis-19075	149	8	experiment	experiment	NOUN
bracis-19075	149	9	are	be	AUX
bracis-19075	149	10	listed	list	VERB
bracis-19075	149	11	in	in	ADP
bracis-19075	149	12	table	table	NOUN
bracis-19075	149	13	 	 	SPACE
bracis-19075	149	14	1	1	NUM
bracis-19075	149	15	.	.	PUNCT
bracis-19075	150	1	all	all	PRON
bracis-19075	150	2	of	of	ADP
bracis-19075	150	3	them	they	PRON
bracis-19075	150	4	are	be	AUX
bracis-19075	150	5	publicly	publicly	ADV
bracis-19075	150	6	available	available	ADJ
bracis-19075	150	7	and	and	CCONJ
bracis-19075	150	8	were	be	AUX
bracis-19075	150	9	selected	select	VERB
bracis-19075	150	10	based	base	VERB
bracis-19075	150	11	on	on	ADP
bracis-19075	150	12	their	their	PRON
bracis-19075	150	13	relevance	relevance	NOUN
bracis-19075	150	14	within	within	ADP
bracis-19075	150	15	literature	literature	NOUN
bracis-19075	150	16	.	.	PUNCT
bracis-19075	151	1	deliciousbookmarks	deliciousbookmark	NOUN
bracis-19075	151	2	and	and	CCONJ
bracis-19075	151	3	movielens	movielen	NOUN
bracis-19075	151	4	belong	belong	VERB
bracis-19075	151	5	to	to	ADP
bracis-19075	151	6	grouplens	grouplen	NOUN
bracis-19075	151	7	repositoryfootnote	repositoryfootnote	VERB
bracis-19075	151	8	2	2	NUM
bracis-19075	151	9	;	;	PUNCT
bracis-19075	151	10	bestbuyfootnote	bestbuyfootnote	VERB
bracis-19075	151	11	3	3	NUM
bracis-19075	151	12	and	and	CCONJ
bracis-19075	151	13	netflixprizefootnote	netflixprizefootnote	VERB
bracis-19075	151	14	4	4	NUM
bracis-19075	151	15	were	be	AUX
bracis-19075	151	16	datasets	dataset	NOUN
bracis-19075	151	17	used	use	VERB
bracis-19075	151	18	in	in	ADP
bracis-19075	151	19	challenges	challenge	NOUN
bracis-19075	151	20	conducted	conduct	VERB
bracis-19075	151	21	by	by	ADP
bracis-19075	151	22	,	,	PUNCT
bracis-19075	151	23	respectively	respectively	ADV
bracis-19075	151	24	,	,	PUNCT
bracis-19075	151	25	association	association	NOUN
bracis-19075	151	26	for	for	ADP
bracis-19075	151	27	computing	compute	VERB
bracis-19075	151	28	machinery	machinery	NOUN
bracis-19075	151	29	(	(	PUNCT
bracis-19075	151	30	acm	acm	PROPN
bracis-19075	151	31	)	)	PUNCT
bracis-19075	151	32	and	and	CCONJ
bracis-19075	151	33	netflix	netflix	PROPN
bracis-19075	151	34	,	,	PUNCT
bracis-19075	151	35	inc	inc	PROPN
bracis-19075	151	36	.	.	PROPN
bracis-19075	151	37	;	;	PUNCT
bracis-19075	151	38	ciaodvdfootnote	ciaodvdfootnote	VERB
bracis-19075	151	39	5	5	NUM
bracis-19075	151	40	was	be	AUX
bracis-19075	151	41	crawled	crawl	VERB
bracis-19075	151	42	from	from	ADP
bracis-19075	151	43	ciao	ciao	PROPN
bracis-19075	151	44	website	website	NOUN
bracis-19075	151	45	;	;	PUNCT
bracis-19075	151	46	retailrocket	retailrocket	NOUN
bracis-19075	151	47	is	be	AUX
bracis-19075	151	48	the	the	DET
bracis-19075	151	49	database	database	NOUN
bracis-19075	151	50	of	of	ADP
bracis-19075	151	51	the	the	DET
bracis-19075	151	52	retention	retention	NOUN
bracis-19075	151	53	management	management	NOUN
bracis-19075	151	54	platform	platform	NOUN
bracis-19075	151	55	with	with	ADP
bracis-19075	151	56	the	the	DET
bracis-19075	151	57	same	same	ADJ
bracis-19075	151	58	namefootnote	namefootnote	NOUN
bracis-19075	151	59	6	6	NUM
bracis-19075	151	60	.	.	PUNCT
bracis-19075	152	1	in	in	ADP
bracis-19075	152	2	all	all	DET
bracis-19075	152	3	these	these	DET
bracis-19075	152	4	datasets	dataset	NOUN
bracis-19075	152	5	,	,	PUNCT
bracis-19075	152	6	we	we	PRON
bracis-19075	152	7	removed	remove	VERB
bracis-19075	152	8	users	user	NOUN
bracis-19075	152	9	or	or	CCONJ
bracis-19075	152	10	items	item	NOUN
bracis-19075	152	11	with	with	ADP
bracis-19075	152	12	a	a	DET
bracis-19075	152	13	single	single	ADJ
bracis-19075	152	14	interaction	interaction	NOUN
bracis-19075	152	15	since	since	SCONJ
bracis-19075	152	16	most	most	ADJ
bracis-19075	152	17	of	of	ADP
bracis-19075	152	18	the	the	DET
bracis-19075	152	19	trained	train	VERB
bracis-19075	152	20	algorithms	algorithm	NOUN
bracis-19075	152	21	aim	aim	VERB
bracis-19075	152	22	to	to	PART
bracis-19075	152	23	learn	learn	VERB
bracis-19075	152	24	relations	relation	NOUN
bracis-19075	152	25	between	between	ADP
bracis-19075	152	26	same	same	ADJ
bracis-19075	152	27	-	-	PUNCT
bracis-19075	152	28	user	user	NOUN
bracis-19075	152	29	or	or	CCONJ
bracis-19075	152	30	item	item	NOUN
bracis-19075	152	31	interactions	interaction	NOUN
bracis-19075	152	32	.	.	PUNCT
bracis-19075	153	1	4.2	4.2	NUM
bracis-19075	153	2	experimental	experimental	ADJ
bracis-19075	153	3	protocol	protocol	NOUN
bracis-19075	153	4	we	we	PRON
bracis-19075	153	5	sorted	sort	VERB
bracis-19075	153	6	the	the	DET
bracis-19075	153	7	interactions	interaction	NOUN
bracis-19075	153	8	chronologically	chronologically	ADV
bracis-19075	153	9	in	in	ADP
bracis-19075	153	10	each	each	DET
bracis-19075	153	11	dataset	dataset	NOUN
bracis-19075	153	12	and	and	CCONJ
bracis-19075	153	13	separated	separate	VERB
bracis-19075	153	14	them	they	PRON
bracis-19075	153	15	into	into	ADP
bracis-19075	153	16	a	a	DET
bracis-19075	153	17	train	train	NOUN
bracis-19075	153	18	,	,	PUNCT
bracis-19075	153	19	validation	validation	NOUN
bracis-19075	153	20	,	,	PUNCT
bracis-19075	153	21	and	and	CCONJ
bracis-19075	153	22	test	test	NOUN
bracis-19075	153	23	partitions	partition	NOUN
bracis-19075	153	24	,	,	PUNCT
bracis-19075	153	25	with	with	ADP
bracis-19075	153	26	an	an	DET
bracis-19075	153	27	8:1:1	8:1:1	NUM
bracis-19075	153	28	ratio	ratio	NOUN
bracis-19075	153	29	,	,	PUNCT
bracis-19075	153	30	respectively	respectively	ADV
bracis-19075	153	31	.	.	PUNCT
bracis-19075	154	1	then	then	ADV
bracis-19075	154	2	,	,	PUNCT
bracis-19075	154	3	we	we	PRON
bracis-19075	154	4	optimized	optimize	VERB
bracis-19075	154	5	the	the	DET
bracis-19075	154	6	hyperparameters	hyperparameter	NOUN
bracis-19075	154	7	using	use	VERB
bracis-19075	154	8	grid	grid	NOUN
bracis-19075	154	9	search	search	NOUN
bracis-19075	154	10	on	on	ADP
bracis-19075	154	11	the	the	DET
bracis-19075	154	12	validation	validation	NOUN
bracis-19075	154	13	partition	partition	NOUN
bracis-19075	154	14	,	,	PUNCT
bracis-19075	154	15	aiming	aim	VERB
bracis-19075	154	16	to	to	PART
bracis-19075	154	17	maximize	maximize	VERB
bracis-19075	154	18	ndcg	ndcg	NOUN
bracis-19075	154	19	in	in	ADP
bracis-19075	154	20	a	a	DET
bracis-19075	154	21	top-15	top-15	NOUN
bracis-19075	154	22	recommendation	recommendation	NOUN
bracis-19075	154	23	scenario	scenario	NOUN
bracis-19075	154	24	.	.	PUNCT
bracis-19075	155	1	finally	finally	ADV
bracis-19075	155	2	,	,	PUNCT
bracis-19075	155	3	the	the	DET
bracis-19075	155	4	final	final	ADJ
bracis-19075	155	5	results	result	NOUN
bracis-19075	155	6	were	be	AUX
bracis-19075	155	7	obtained	obtain	VERB
bracis-19075	155	8	on	on	ADP
bracis-19075	155	9	the	the	DET
bracis-19075	155	10	test	test	NOUN
bracis-19075	155	11	partition	partition	NOUN
bracis-19075	155	12	.	.	PUNCT
bracis-19075	156	1	due	due	ADP
bracis-19075	156	2	to	to	ADP
bracis-19075	156	3	hardware	hardware	NOUN
bracis-19075	156	4	limitations	limitation	NOUN
bracis-19075	156	5	,	,	PUNCT
bracis-19075	156	6	we	we	PRON
bracis-19075	156	7	performed	perform	VERB
bracis-19075	156	8	the	the	DET
bracis-19075	156	9	parameter	parameter	NOUN
bracis-19075	156	10	optimization	optimization	NOUN
bracis-19075	156	11	/	/	SYM
bracis-19075	156	12	final	final	ADJ
bracis-19075	156	13	experiment	experiment	NOUN
bracis-19075	156	14	of	of	ADP
bracis-19075	156	15	larger	large	ADJ
bracis-19075	156	16	datasets	dataset	NOUN
bracis-19075	156	17	over	over	ADP
bracis-19075	156	18	a	a	DET
bracis-19075	156	19	small	small	ADJ
bracis-19075	156	20	and	and	CCONJ
bracis-19075	156	21	randomly	randomly	ADV
bracis-19075	156	22	comprised	comprise	VERB
bracis-19075	156	23	subset	subset	NOUN
bracis-19075	156	24	:	:	PUNCT
bracis-19075	156	25	25%/100	25%/100	NUM
bracis-19075	156	26	%	%	NOUN
bracis-19075	156	27	for	for	ADP
bracis-19075	156	28	movielens	movielen	NOUN
bracis-19075	156	29	and	and	CCONJ
bracis-19075	156	30	5%/25	5%/25	NOUN
bracis-19075	156	31	%	%	NOUN
bracis-19075	156	32	for	for	ADP
bracis-19075	156	33	netflixprize	netflixprize	NOUN
bracis-19075	156	34	.	.	PUNCT
bracis-19075	157	1	additionally	additionally	ADV
bracis-19075	157	2	,	,	PUNCT
bracis-19075	157	3	we	we	PRON
bracis-19075	157	4	removed	remove	VERB
bracis-19075	157	5	cold	cold	ADJ
bracis-19075	157	6	-	-	PUNCT
bracis-19075	157	7	start	start	NOUN
bracis-19075	157	8	cases	case	NOUN
bracis-19075	157	9	,	,	PUNCT
bracis-19075	157	10	i.e.	i.e.	X
bracis-19075	157	11	,	,	PUNCT
bracis-19075	157	12	users	user	NOUN
bracis-19075	157	13	or	or	CCONJ
bracis-19075	157	14	items	item	NOUN
bracis-19075	157	15	with	with	ADP
bracis-19075	157	16	no	no	DET
bracis-19075	157	17	interaction	interaction	NOUN
bracis-19075	157	18	on	on	ADP
bracis-19075	157	19	the	the	DET
bracis-19075	157	20	training	training	NOUN
bracis-19075	157	21	set	set	NOUN
bracis-19075	157	22	,	,	PUNCT
bracis-19075	157	23	since	since	SCONJ
bracis-19075	157	24	this	this	PRON
bracis-19075	157	25	is	be	AUX
bracis-19075	157	26	a	a	DET
bracis-19075	157	27	problem	problem	NOUN
bracis-19075	157	28	beyond	beyond	ADP
bracis-19075	157	29	the	the	DET
bracis-19075	157	30	scope	scope	NOUN
bracis-19075	157	31	of	of	ADP
bracis-19075	157	32	our	our	PRON
bracis-19075	157	33	study	study	NOUN
bracis-19075	157	34	.	.	PUNCT
bracis-19075	158	1	table	table	NOUN
bracis-19075	158	2	1	1	NUM
bracis-19075	158	3	.	.	PUNCT
bracis-19075	159	1	description	description	NOUN
bracis-19075	159	2	of	of	ADP
bracis-19075	159	3	the	the	DET
bracis-19075	159	4	datasets	dataset	NOUN
bracis-19075	159	5	in	in	ADP
bracis-19075	159	6	terms	term	NOUN
bracis-19075	159	7	of	of	ADP
bracis-19075	159	8	number	number	NOUN
bracis-19075	159	9	of	of	ADP
bracis-19075	159	10	users	user	NOUN
bracis-19075	159	11	(	(	PUNCT
bracis-19075	159	12	|u|	|u|	PROPN
bracis-19075	159	13	)	)	PUNCT
bracis-19075	159	14	,	,	PUNCT
bracis-19075	159	15	number	number	NOUN
bracis-19075	159	16	of	of	ADP
bracis-19075	159	17	items	item	NOUN
bracis-19075	159	18	(	(	PUNCT
bracis-19075	159	19	|i|	|i|	NOUN
bracis-19075	159	20	)	)	PUNCT
bracis-19075	159	21	,	,	PUNCT
bracis-19075	159	22	number	number	NOUN
bracis-19075	159	23	of	of	ADP
bracis-19075	159	24	interactions	interaction	NOUN
bracis-19075	159	25	(	(	PUNCT
bracis-19075	159	26	|r|	|r|	NOUN
bracis-19075	159	27	)	)	PUNCT
bracis-19075	159	28	,	,	PUNCT
bracis-19075	159	29	sparsity	sparsity	NOUN
bracis-19075	159	30	(	(	PUNCT
bracis-19075	159	31	e	e	NOUN
bracis-19075	159	32	)	)	PUNCT
bracis-19075	159	33	,	,	PUNCT
bracis-19075	159	34	and	and	CCONJ
bracis-19075	159	35	application	application	NOUN
bracis-19075	159	36	domain.full	domain.full	NUM
bracis-19075	159	37	size	size	NOUN
bracis-19075	159	38	table	table	NOUN
bracis-19075	159	39	although	although	SCONJ
bracis-19075	159	40	our	our	PRON
bracis-19075	159	41	main	main	ADJ
bracis-19075	159	42	goal	goal	NOUN
bracis-19075	159	43	is	be	AUX
bracis-19075	159	44	to	to	PART
bracis-19075	159	45	improve	improve	VERB
bracis-19075	159	46	the	the	DET
bracis-19075	159	47	results	result	NOUN
bracis-19075	159	48	of	of	ADP
bracis-19075	159	49	item2vec	item2vec	PROPN
bracis-19075	159	50	,	,	PUNCT
bracis-19075	159	51	we	we	PRON
bracis-19075	159	52	also	also	ADV
bracis-19075	159	53	compared	compare	VERB
bracis-19075	159	54	the	the	DET
bracis-19075	159	55	performance	performance	NOUN
bracis-19075	159	56	achieved	achieve	VERB
bracis-19075	159	57	by	by	ADP
bracis-19075	159	58	the	the	DET
bracis-19075	159	59	proposed	propose	VERB
bracis-19075	159	60	sequential	sequential	NOUN
bracis-19075	159	61	item2vec	item2vec	X
bracis-19075	159	62	(	(	PUNCT
bracis-19075	159	63	seqi2v	seqi2v	NOUN
bracis-19075	159	64	)	)	PUNCT
bracis-19075	159	65	with	with	ADP
bracis-19075	159	66	classical	classical	ADJ
bracis-19075	159	67	recommender	recommender	NOUN
bracis-19075	159	68	algorithms	algorithm	NOUN
bracis-19075	159	69	.	.	PUNCT
bracis-19075	160	1	for	for	ADP
bracis-19075	160	2	this	this	PRON
bracis-19075	160	3	,	,	PUNCT
bracis-19075	160	4	we	we	PRON
bracis-19075	160	5	have	have	AUX
bracis-19075	160	6	implemented	implement	VERB
bracis-19075	160	7	the	the	DET
bracis-19075	160	8	established	establish	VERB
bracis-19075	160	9	item	item	NOUN
bracis-19075	160	10	-	-	PUNCT
bracis-19075	160	11	based	base	VERB
bracis-19075	160	12	version	version	NOUN
bracis-19075	160	13	of	of	ADP
bracis-19075	160	14	k	k	NOUN
bracis-19075	160	15	-	-	PUNCT
bracis-19075	160	16	nearest	near	ADJ
bracis-19075	160	17	neighbors	neighbor	NOUN
bracis-19075	160	18	(	(	PUNCT
bracis-19075	160	19	knn	knn	PROPN
bracis-19075	160	20	)	)	PUNCT
bracis-19075	160	21	 	 	SPACE
bracis-19075	161	1	[	[	X
bracis-19075	161	2	28	28	NUM
bracis-19075	161	3	]	]	PUNCT
bracis-19075	161	4	and	and	CCONJ
bracis-19075	161	5	two	two	NUM
bracis-19075	161	6	state	state	NOUN
bracis-19075	161	7	-	-	PUNCT
bracis-19075	161	8	of	of	ADP
bracis-19075	161	9	-	-	PUNCT
bracis-19075	161	10	the	the	DET
bracis-19075	161	11	-	-	PUNCT
bracis-19075	161	12	art	art	NOUN
bracis-19075	161	13	matrix	matrix	NOUN
bracis-19075	161	14	factorization	factorization	NOUN
bracis-19075	161	15	methods	method	NOUN
bracis-19075	161	16	:	:	PUNCT
bracis-19075	161	17	implicit	implicit	ADJ
bracis-19075	161	18	singular	singular	ADJ
bracis-19075	161	19	value	value	NOUN
bracis-19075	161	20	decomposition	decomposition	NOUN
bracis-19075	161	21	(	(	PUNCT
bracis-19075	161	22	als	al	NOUN
bracis-19075	161	23	)	)	PUNCT
bracis-19075	161	24	 	 	SPACE
bracis-19075	162	1	[	[	X
bracis-19075	162	2	16	16	NUM
bracis-19075	162	3	]	]	PUNCT
bracis-19075	162	4	and	and	CCONJ
bracis-19075	162	5	bayesian	bayesian	NOUN
bracis-19075	162	6	personalized	personalize	VERB
bracis-19075	162	7	ranking	rank	VERB
bracis-19075	162	8	(	(	PUNCT
bracis-19075	162	9	bpr	bpr	ADV
bracis-19075	162	10	)	)	PUNCT
bracis-19075	162	11	 	 	SPACE
bracis-19075	163	1	[	[	X
bracis-19075	163	2	26	26	NUM
bracis-19075	163	3	]	]	PUNCT
bracis-19075	163	4	.	.	PUNCT
bracis-19075	164	1	in	in	ADP
bracis-19075	164	2	addition	addition	NOUN
bracis-19075	164	3	to	to	ADP
bracis-19075	164	4	the	the	DET
bracis-19075	164	5	standard	standard	NOUN
bracis-19075	164	6	item2vec	item2vec	X
bracis-19075	164	7	(	(	PUNCT
bracis-19075	164	8	i2v	i2v	NOUN
bracis-19075	164	9	)	)	PUNCT
bracis-19075	164	10	,	,	PUNCT
bracis-19075	164	11	we	we	PRON
bracis-19075	164	12	have	have	AUX
bracis-19075	164	13	also	also	ADV
bracis-19075	164	14	implemented	implement	VERB
bracis-19075	164	15	user2vec	user2vec	NUM
bracis-19075	164	16	(	(	PUNCT
bracis-19075	164	17	u2v	u2v	NOUN
bracis-19075	164	18	)	)	PUNCT
bracis-19075	164	19	 	 	SPACE
bracis-19075	165	1	[	[	X
bracis-19075	165	2	13	13	NUM
bracis-19075	165	3	]	]	PUNCT
bracis-19075	165	4	,	,	PUNCT
bracis-19075	165	5	a	a	DET
bracis-19075	165	6	user	user	NOUN
bracis-19075	165	7	-	-	PUNCT
bracis-19075	165	8	item	item	NOUN
bracis-19075	165	9	neural	neural	ADJ
bracis-19075	165	10	embeddings	embedding	NOUN
bracis-19075	165	11	-	-	PUNCT
bracis-19075	165	12	method	method	NOUN
bracis-19075	165	13	.	.	PUNCT
bracis-19075	166	1	for	for	ADP
bracis-19075	166	2	knn	knn	PROPN
bracis-19075	166	3	we	we	PRON
bracis-19075	166	4	used	use	VERB
bracis-19075	166	5	the	the	DET
bracis-19075	166	6	implementation	implementation	NOUN
bracis-19075	166	7	of	of	ADP
bracis-19075	166	8	turicreate	turicreate	ADJ
bracis-19075	166	9	library	library	NOUN
bracis-19075	166	10	,	,	PUNCT
bracis-19075	166	11	without	without	ADP
bracis-19075	166	12	requiring	require	VERB
bracis-19075	166	13	hyperparameter	hyperparameter	NOUN
bracis-19075	166	14	choices	choice	NOUN
bracis-19075	166	15	.	.	PUNCT
bracis-19075	167	1	both	both	DET
bracis-19075	167	2	matrix	matrix	NOUN
bracis-19075	167	3	factorization	factorization	NOUN
bracis-19075	167	4	methods	method	NOUN
bracis-19075	167	5	were	be	AUX
bracis-19075	167	6	implemented	implement	VERB
bracis-19075	167	7	using	use	VERB
bracis-19075	167	8	implicit	implicit	ADJ
bracis-19075	167	9	library	library	NOUN
bracis-19075	167	10	,	,	PUNCT
bracis-19075	167	11	with	with	ADP
bracis-19075	167	12	latent	latent	NOUN
bracis-19075	167	13	factors	factor	NOUN
bracis-19075	167	14	ranging	range	VERB
bracis-19075	167	15	in	in	ADP
bracis-19075	167	16	\(\{50	\(\{50	PROPN
bracis-19075	167	17	,	,	PUNCT
bracis-19075	167	18	100	100	NUM
bracis-19075	167	19	,	,	PUNCT
bracis-19075	167	20	200\}\	200\}\	NUM
bracis-19075	167	21	)	)	PUNCT
bracis-19075	167	22	,	,	PUNCT
bracis-19075	167	23	regularization	regularization	NOUN
bracis-19075	167	24	factor	factor	NOUN
bracis-19075	167	25	in	in	ADP
bracis-19075	167	26	\(\{10^{-6	\(\{10^{-6	PROPN
bracis-19075	167	27	}	}	PUNCT
bracis-19075	167	28	,	,	PUNCT
bracis-19075	167	29	10^{-4	10^{-4	NUM
bracis-19075	167	30	}	}	PUNCT
bracis-19075	167	31	,	,	PUNCT
bracis-19075	167	32	10^{-2}\}\	10^{-2}\}\	NOUN
bracis-19075	167	33	)	)	PUNCT
bracis-19075	167	34	,	,	PUNCT
bracis-19075	167	35	number	number	NOUN
bracis-19075	167	36	of	of	ADP
bracis-19075	167	37	epochs	epoch	NOUN
bracis-19075	167	38	in	in	ADP
bracis-19075	167	39	\(\{10	\(\{10	NOUN
bracis-19075	167	40	,	,	PUNCT
bracis-19075	167	41	20	20	NUM
bracis-19075	167	42	,	,	PUNCT
bracis-19075	167	43	50	50	NUM
bracis-19075	167	44	,	,	PUNCT
bracis-19075	167	45	100\}\	100\}\	NUM
bracis-19075	167	46	)	)	PUNCT
bracis-19075	167	47	,	,	PUNCT
bracis-19075	167	48	and	and	CCONJ
bracis-19075	167	49	learning	learn	VERB
bracis-19075	167	50	rate	rate	NOUN
bracis-19075	167	51	in	in	ADP
bracis-19075	167	52	\(\{0.0025	\(\{0.0025	NOUN
bracis-19075	167	53	,	,	PUNCT
bracis-19075	167	54	0.025	0.025	NUM
bracis-19075	167	55	,	,	PUNCT
bracis-19075	167	56	0.25\}\	0.25\}\	NUM
bracis-19075	167	57	)	)	PUNCT
bracis-19075	167	58	.	.	PUNCT
bracis-19075	168	1	all	all	DET
bracis-19075	168	2	neural	neural	ADJ
bracis-19075	168	3	embeddings	embedding	NOUN
bracis-19075	168	4	models	model	NOUN
bracis-19075	168	5	,	,	PUNCT
bracis-19075	168	6	including	include	VERB
bracis-19075	168	7	sequential	sequential	ADJ
bracis-19075	168	8	item2vec	item2vec	NOUN
bracis-19075	168	9	,	,	PUNCT
bracis-19075	168	10	were	be	AUX
bracis-19075	168	11	implemented	implement	VERB
bracis-19075	168	12	using	use	VERB
bracis-19075	168	13	gensim	gensim	NOUN
bracis-19075	168	14	library	library	NOUN
bracis-19075	168	15	,	,	PUNCT
bracis-19075	168	16	with	with	ADP
bracis-19075	168	17	hyperparameter	hyperparameter	NOUN
bracis-19075	168	18	being	be	AUX
bracis-19075	168	19	tuned	tune	VERB
bracis-19075	168	20	according	accord	VERB
bracis-19075	168	21	insights	insight	NOUN
bracis-19075	168	22	proposed	propose	VERB
bracis-19075	168	23	by	by	ADP
bracis-19075	168	24	caselles	caselle	NOUN
bracis-19075	168	25	-	-	PUNCT
bracis-19075	168	26	duprés	duprés	PROPN
bracis-19075	168	27	et	et	PROPN
bracis-19075	168	28	al	al	PROPN
bracis-19075	168	29	.	.	PUNCT
bracis-19075	168	30	 	 	SPACE
bracis-19075	169	1	[	[	X
bracis-19075	169	2	8	8	NUM
bracis-19075	169	3	]	]	PUNCT
bracis-19075	169	4	.	.	PUNCT
bracis-19075	170	1	thus	thus	ADV
bracis-19075	170	2	,	,	PUNCT
bracis-19075	170	3	the	the	DET
bracis-19075	170	4	dimensionality	dimensionality	NOUN
bracis-19075	170	5	m	m	AUX
bracis-19075	170	6	was	be	AUX
bracis-19075	170	7	fixed	fix	VERB
bracis-19075	170	8	in	in	ADP
bracis-19075	170	9	100	100	NUM
bracis-19075	170	10	and	and	CCONJ
bracis-19075	170	11	5	5	NUM
bracis-19075	170	12	negative	negative	ADJ
bracis-19075	170	13	samples	sample	NOUN
bracis-19075	170	14	were	be	AUX
bracis-19075	170	15	randomly	randomly	ADV
bracis-19075	170	16	drawn	draw	VERB
bracis-19075	170	17	for	for	ADP
bracis-19075	170	18	each	each	DET
bracis-19075	170	19	item	item	NOUN
bracis-19075	170	20	,	,	PUNCT
bracis-19075	170	21	with	with	ADP
bracis-19075	170	22	the	the	DET
bracis-19075	170	23	number	number	NOUN
bracis-19075	170	24	of	of	ADP
bracis-19075	170	25	epochs	epoch	NOUN
bracis-19075	170	26	ranging	range	VERB
bracis-19075	170	27	in	in	ADP
bracis-19075	170	28	\(\{50	\(\{50	PROPN
bracis-19075	170	29	,	,	PUNCT
bracis-19075	170	30	100	100	NUM
bracis-19075	170	31	,	,	PUNCT
bracis-19075	170	32	150\}\	150\}\	NUM
bracis-19075	170	33	)	)	PUNCT
bracis-19075	170	34	,	,	PUNCT
bracis-19075	170	35	negative	negative	ADJ
bracis-19075	170	36	exponent	exponent	NOUN
bracis-19075	170	37	for	for	ADP
bracis-19075	170	38	the	the	DET
bracis-19075	170	39	negative	negative	ADJ
bracis-19075	170	40	sampling	sampling	NOUN
bracis-19075	170	41	in	in	ADP
bracis-19075	170	42	\(\{-1.0	\(\{-1.0	PROPN
bracis-19075	170	43	,	,	PUNCT
bracis-19075	170	44	-0.5	-0.5	PROPN
bracis-19075	170	45	,	,	PUNCT
bracis-19075	170	46	0.5	0.5	NUM
bracis-19075	170	47	,	,	PUNCT
bracis-19075	170	48	1.0\}\	1.0\}\	NUM
bracis-19075	170	49	)	)	PUNCT
bracis-19075	170	50	,	,	PUNCT
bracis-19075	170	51	and	and	CCONJ
bracis-19075	170	52	the	the	DET
bracis-19075	170	53	subsampling	subsample	VERB
bracis-19075	170	54	factor	factor	NOUN
bracis-19075	170	55	in	in	ADP
bracis-19075	170	56	\(\{10^{-5	\(\{10^{-5	PROPN
bracis-19075	170	57	}	}	PUNCT
bracis-19075	170	58	,	,	PUNCT
bracis-19075	170	59	10^{-4	10^{-4	NUM
bracis-19075	170	60	}	}	PUNCT
bracis-19075	170	61	,	,	PUNCT
bracis-19075	170	62	10^{-3}\}\	10^{-3}\}\	NOUN
bracis-19075	170	63	)	)	PUNCT
bracis-19075	170	64	.	.	PUNCT
bracis-19075	171	1	additionally	additionally	ADV
bracis-19075	171	2	,	,	PUNCT
bracis-19075	171	3	for	for	ADP
bracis-19075	171	4	the	the	DET
bracis-19075	171	5	sequential	sequential	ADJ
bracis-19075	171	6	adaptation	adaptation	NOUN
bracis-19075	171	7	,	,	PUNCT
bracis-19075	171	8	we	we	PRON
bracis-19075	171	9	tested	test	VERB
bracis-19075	171	10	different	different	ADJ
bracis-19075	171	11	window	window	NOUN
bracis-19075	171	12	sizes	size	NOUN
bracis-19075	171	13	ranging	range	VERB
bracis-19075	171	14	in	in	ADP
bracis-19075	171	15	\(\{1,3,5,7,9\}\	\(\{1,3,5,7,9\}\	NOUN
bracis-19075	171	16	)	)	PUNCT
bracis-19075	171	17	,	,	PUNCT
bracis-19075	171	18	and	and	CCONJ
bracis-19075	171	19	the	the	DET
bracis-19075	171	20	interval	interval	NOUN
bracis-19075	171	21	of	of	ADP
bracis-19075	171	22	days	day	NOUN
bracis-19075	171	23	for	for	ADP
bracis-19075	171	24	splitting	splitting	NOUN
bracis-19075	171	25	in	in	ADP
bracis-19075	171	26	\(\{182	\(\{182	PROPN
bracis-19075	171	27	,	,	PUNCT
bracis-19075	171	28	365	365	NUM
bracis-19075	171	29	,	,	PUNCT
bracis-19075	171	30	730	730	NUM
bracis-19075	171	31	,	,	PUNCT
bracis-19075	171	32	\text	\text	PROPN
bracis-19075	171	33	{	{	PUNCT
bracis-19075	171	34	no	no	DET
bracis-19075	171	35	split}\}\	split}\}\	NOUN
bracis-19075	171	36	)	)	PUNCT
bracis-19075	171	37	.	.	PUNCT
bracis-19075	172	1	table	table	NOUN
bracis-19075	172	2	2	2	NUM
bracis-19075	172	3	.	.	PUNCT
bracis-19075	172	4	f1	f1	NOUN
bracis-19075	172	5	-	-	PUNCT
bracis-19075	172	6	score	score	NOUN
bracis-19075	172	7	obtained	obtain	VERB
bracis-19075	172	8	in	in	ADP
bracis-19075	172	9	a	a	DET
bracis-19075	172	10	top-15	top-15	NOUN
bracis-19075	172	11	recommendation	recommendation	NOUN
bracis-19075	172	12	problem.full	problem.full	NOUN
bracis-19075	172	13	size	size	NOUN
bracis-19075	172	14	table	table	NOUN
bracis-19075	172	15	table	table	NOUN
bracis-19075	172	16	3	3	NUM
bracis-19075	172	17	.	.	X
bracis-19075	173	1	ndcg	ndcg	PROPN
bracis-19075	173	2	obtained	obtain	VERB
bracis-19075	173	3	in	in	ADP
bracis-19075	173	4	a	a	DET
bracis-19075	173	5	top-15	top-15	NOUN
bracis-19075	173	6	recommendation	recommendation	NOUN
bracis-19075	173	7	problem.full	problem.full	NOUN
bracis-19075	173	8	size	size	NOUN
bracis-19075	173	9	table	table	NOUN
bracis-19075	173	10	4.3	4.3	NUM
bracis-19075	173	11	results	result	NOUN
bracis-19075	173	12	we	we	PRON
bracis-19075	173	13	evaluated	evaluate	VERB
bracis-19075	173	14	the	the	DET
bracis-19075	173	15	algorithms	algorithm	NOUN
bracis-19075	173	16	in	in	ADP
bracis-19075	173	17	a	a	DET
bracis-19075	173	18	top-15	top-15	NUM
bracis-19075	173	19	recommendation	recommendation	NOUN
bracis-19075	173	20	task	task	NOUN
bracis-19075	173	21	,	,	PUNCT
bracis-19075	173	22	i.e.	i.e.	X
bracis-19075	173	23	for	for	ADP
bracis-19075	173	24	each	each	DET
bracis-19075	173	25	user	user	NOUN
bracis-19075	173	26	,	,	PUNCT
bracis-19075	173	27	the	the	DET
bracis-19075	173	28	methods	method	NOUN
bracis-19075	173	29	must	must	AUX
bracis-19075	173	30	recommend	recommend	VERB
bracis-19075	173	31	15	15	NUM
bracis-19075	173	32	items	item	NOUN
bracis-19075	173	33	in	in	ADP
bracis-19075	173	34	a	a	DET
bracis-19075	173	35	ranked	rank	VERB
bracis-19075	173	36	list	list	NOUN
bracis-19075	173	37	.	.	PUNCT
bracis-19075	174	1	then	then	ADV
bracis-19075	174	2	,	,	PUNCT
bracis-19075	174	3	we	we	PRON
bracis-19075	174	4	calculated	calculate	VERB
bracis-19075	174	5	the	the	DET
bracis-19075	174	6	f1	f1	NOUN
bracis-19075	174	7	-	-	PUNCT
bracis-19075	174	8	score	score	NOUN
bracis-19075	174	9	(	(	PUNCT
bracis-19075	174	10	table	table	NOUN
bracis-19075	174	11	 	 	SPACE
bracis-19075	174	12	2	2	NUM
bracis-19075	174	13	)	)	PUNCT
bracis-19075	174	14	and	and	CCONJ
bracis-19075	174	15	the	the	DET
bracis-19075	174	16	normalized	normalize	VERB
bracis-19075	174	17	discounted	discount	VERB
bracis-19075	174	18	cumulative	cumulative	ADJ
bracis-19075	174	19	gain	gain	NOUN
bracis-19075	174	20	,	,	PUNCT
bracis-19075	174	21	or	or	CCONJ
bracis-19075	174	22	ndcg	ndcg	NOUN
bracis-19075	174	23	(	(	PUNCT
bracis-19075	174	24	table	table	NOUN
bracis-19075	174	25	 	 	SPACE
bracis-19075	174	26	3	3	NUM
bracis-19075	174	27	)	)	PUNCT
bracis-19075	174	28	.	.	PUNCT
bracis-19075	175	1	all	all	DET
bracis-19075	175	2	results	result	NOUN
bracis-19075	175	3	are	be	AUX
bracis-19075	175	4	in	in	ADP
bracis-19075	175	5	grayscale	grayscale	NOUN
bracis-19075	175	6	,	,	PUNCT
bracis-19075	175	7	with	with	ADP
bracis-19075	175	8	darker	dark	ADJ
bracis-19075	175	9	tones	tone	NOUN
bracis-19075	175	10	representing	represent	VERB
bracis-19075	175	11	better	well	ADJ
bracis-19075	175	12	performances	performance	NOUN
bracis-19075	175	13	.	.	PUNCT
bracis-19075	176	1	the	the	DET
bracis-19075	176	2	best	good	ADJ
bracis-19075	176	3	value	value	NOUN
bracis-19075	176	4	for	for	ADP
bracis-19075	176	5	each	each	DET
bracis-19075	176	6	dataset	dataset	NOUN
bracis-19075	176	7	is	be	AUX
bracis-19075	176	8	highlighted	highlight	VERB
bracis-19075	176	9	in	in	ADP
bracis-19075	176	10	bold	bold	ADJ
bracis-19075	176	11	.	.	PUNCT
bracis-19075	177	1	to	to	PART
bracis-19075	177	2	facilitate	facilitate	VERB
bracis-19075	177	3	comparing	compare	VERB
bracis-19075	177	4	the	the	DET
bracis-19075	177	5	seqi2v	seqi2v	NOUN
bracis-19075	177	6	with	with	ADP
bracis-19075	177	7	its	its	PRON
bracis-19075	177	8	baseline	baseline	NOUN
bracis-19075	177	9	(	(	PUNCT
bracis-19075	177	10	item2vec	item2vec	NOUN
bracis-19075	177	11	)	)	PUNCT
bracis-19075	177	12	,	,	PUNCT
bracis-19075	177	13	table	table	NOUN
bracis-19075	177	14	 	 	SPACE
bracis-19075	177	15	4	4	NUM
bracis-19075	177	16	presents	present	VERB
bracis-19075	177	17	the	the	DET
bracis-19075	177	18	improvements	improvement	NOUN
bracis-19075	177	19	and	and	CCONJ
bracis-19075	177	20	worsenings	worsening	NOUN
bracis-19075	177	21	resulting	result	VERB
bracis-19075	177	22	from	from	ADP
bracis-19075	177	23	the	the	DET
bracis-19075	177	24	use	use	NOUN
bracis-19075	177	25	of	of	ADP
bracis-19075	177	26	seqi2v	seqi2v	NOUN
bracis-19075	177	27	concerning	concern	VERB
bracis-19075	177	28	the	the	DET
bracis-19075	177	29	results	result	NOUN
bracis-19075	177	30	obtained	obtain	VERB
bracis-19075	177	31	by	by	ADP
bracis-19075	177	32	item2vec	item2vec	NOUN
bracis-19075	177	33	in	in	ADP
bracis-19075	177	34	each	each	DET
bracis-19075	177	35	database	database	NOUN
bracis-19075	177	36	and	and	CCONJ
bracis-19075	177	37	performance	performance	NOUN
bracis-19075	177	38	measure	measure	NOUN
bracis-19075	177	39	.	.	PUNCT
bracis-19075	178	1	in	in	ADP
bracis-19075	178	2	both	both	DET
bracis-19075	178	3	metrics	metric	NOUN
bracis-19075	178	4	,	,	PUNCT
bracis-19075	178	5	the	the	DET
bracis-19075	178	6	results	result	NOUN
bracis-19075	178	7	obtained	obtain	VERB
bracis-19075	178	8	by	by	ADP
bracis-19075	178	9	sequential	sequential	ADJ
bracis-19075	178	10	item2vec	item2vec	NOUN
bracis-19075	178	11	are	be	AUX
bracis-19075	178	12	promising	promise	VERB
bracis-19075	178	13	.	.	PUNCT
bracis-19075	179	1	in	in	ADP
bracis-19075	179	2	all	all	DET
bracis-19075	179	3	datasets	dataset	NOUN
bracis-19075	179	4	,	,	PUNCT
bracis-19075	179	5	except	except	SCONJ
bracis-19075	179	6	for	for	ADP
bracis-19075	179	7	bestbuy	bestbuy	NOUN
bracis-19075	179	8	,	,	PUNCT
bracis-19075	179	9	the	the	DET
bracis-19075	179	10	seqi2v	seqi2v	PROPN
bracis-19075	179	11	outperformed	outperform	VERB
bracis-19075	179	12	the	the	DET
bracis-19075	179	13	i2v	i2v	NOUN
bracis-19075	179	14	.	.	PUNCT
bracis-19075	180	1	on	on	ADP
bracis-19075	180	2	the	the	DET
bracis-19075	180	3	retailrocket	retailrocket	NOUN
bracis-19075	180	4	dataset	dataset	NOUN
bracis-19075	180	5	,	,	PUNCT
bracis-19075	180	6	the	the	DET
bracis-19075	180	7	performance	performance	NOUN
bracis-19075	180	8	of	of	ADP
bracis-19075	180	9	seqi2v	seqi2v	PROPN
bracis-19075	180	10	was	be	AUX
bracis-19075	180	11	approximately	approximately	ADV
bracis-19075	180	12	150	150	NUM
bracis-19075	180	13	%	%	NOUN
bracis-19075	180	14	higher	high	ADJ
bracis-19075	180	15	.	.	PUNCT
bracis-19075	181	1	the	the	DET
bracis-19075	181	2	f1	f1	NOUN
bracis-19075	181	3	-	-	PUNCT
bracis-19075	181	4	score	score	NOUN
bracis-19075	181	5	achieved	achieve	VERB
bracis-19075	181	6	by	by	ADP
bracis-19075	181	7	seqi2v	seqi2v	NOUN
bracis-19075	181	8	was	be	AUX
bracis-19075	181	9	52	52	NUM
bracis-19075	181	10	%	%	NOUN
bracis-19075	181	11	and	and	CCONJ
bracis-19075	181	12	43	43	NUM
bracis-19075	181	13	%	%	NOUN
bracis-19075	181	14	higher	high	ADJ
bracis-19075	181	15	than	than	ADP
bracis-19075	181	16	item2vec	item2vec	NOUN
bracis-19075	181	17	,	,	PUNCT
bracis-19075	181	18	in	in	ADP
bracis-19075	181	19	average	average	ADJ
bracis-19075	181	20	and	and	CCONJ
bracis-19075	181	21	median	median	ADJ
bracis-19075	181	22	,	,	PUNCT
bracis-19075	181	23	respectively	respectively	ADV
bracis-19075	181	24	.	.	PUNCT
bracis-19075	182	1	moreover	moreover	ADV
bracis-19075	182	2	,	,	PUNCT
bracis-19075	182	3	the	the	DET
bracis-19075	182	4	ndcg	ndcg	NOUN
bracis-19075	182	5	achieved	achieve	VERB
bracis-19075	182	6	by	by	ADP
bracis-19075	182	7	seqi2v	seqi2v	NOUN
bracis-19075	182	8	was	be	AUX
bracis-19075	182	9	48	48	NUM
bracis-19075	182	10	%	%	NOUN
bracis-19075	182	11	and	and	CCONJ
bracis-19075	182	12	55	55	NUM
bracis-19075	182	13	%	%	NOUN
bracis-19075	182	14	higher	high	ADJ
bracis-19075	182	15	,	,	PUNCT
bracis-19075	182	16	in	in	ADP
bracis-19075	182	17	average	average	ADJ
bracis-19075	182	18	and	and	CCONJ
bracis-19075	182	19	median	median	ADJ
bracis-19075	182	20	.	.	PUNCT
bracis-19075	183	1	when	when	SCONJ
bracis-19075	183	2	compared	compare	VERB
bracis-19075	183	3	to	to	ADP
bracis-19075	183	4	the	the	DET
bracis-19075	183	5	other	other	ADJ
bracis-19075	183	6	established	establish	VERB
bracis-19075	183	7	recommender	recommender	NOUN
bracis-19075	183	8	algorithms	algorithm	NOUN
bracis-19075	183	9	,	,	PUNCT
bracis-19075	183	10	the	the	DET
bracis-19075	183	11	results	result	NOUN
bracis-19075	183	12	of	of	ADP
bracis-19075	183	13	sequential	sequential	ADJ
bracis-19075	183	14	item2vec	item2vec	X
bracis-19075	183	15	remain	remain	VERB
bracis-19075	183	16	auspicious	auspicious	ADJ
bracis-19075	183	17	.	.	PUNCT
bracis-19075	184	1	for	for	ADP
bracis-19075	184	2	the	the	DET
bracis-19075	184	3	f1	f1	NOUN
bracis-19075	184	4	-	-	PUNCT
bracis-19075	184	5	score	score	NOUN
bracis-19075	184	6	,	,	PUNCT
bracis-19075	184	7	it	it	PRON
bracis-19075	184	8	attained	attain	VERB
bracis-19075	184	9	the	the	DET
bracis-19075	184	10	best	good	ADJ
bracis-19075	184	11	result	result	NOUN
bracis-19075	184	12	in	in	ADP
bracis-19075	184	13	66	66	NUM
bracis-19075	184	14	%	%	NOUN
bracis-19075	184	15	of	of	ADP
bracis-19075	184	16	the	the	DET
bracis-19075	184	17	datasets	dataset	NOUN
bracis-19075	184	18	.	.	PUNCT
bracis-19075	185	1	on	on	ADP
bracis-19075	185	2	the	the	DET
bracis-19075	185	3	other	other	ADJ
bracis-19075	185	4	hand	hand	NOUN
bracis-19075	185	5	,	,	PUNCT
bracis-19075	185	6	as	as	SCONJ
bracis-19075	185	7	bpr	bpr	NOUN
bracis-19075	185	8	optimizes	optimize	VERB
bracis-19075	185	9	the	the	DET
bracis-19075	185	10	ranking	ranking	NOUN
bracis-19075	185	11	,	,	PUNCT
bracis-19075	185	12	it	it	PRON
bracis-19075	185	13	achieved	achieve	VERB
bracis-19075	185	14	the	the	DET
bracis-19075	185	15	best	good	ADJ
bracis-19075	185	16	performance	performance	NOUN
bracis-19075	185	17	when	when	SCONJ
bracis-19075	185	18	ndcg	ndcg	PROPN
bracis-19075	185	19	is	be	AUX
bracis-19075	185	20	used	use	VERB
bracis-19075	185	21	as	as	ADP
bracis-19075	185	22	an	an	DET
bracis-19075	185	23	evaluation	evaluation	NOUN
bracis-19075	185	24	metric	metric	NOUN
bracis-19075	185	25	.	.	PUNCT
bracis-19075	186	1	still	still	ADV
bracis-19075	186	2	,	,	PUNCT
bracis-19075	186	3	for	for	ADP
bracis-19075	186	4	both	both	DET
bracis-19075	186	5	metrics	metric	NOUN
bracis-19075	186	6	,	,	PUNCT
bracis-19075	186	7	seqi2v	seqi2v	PROPN
bracis-19075	186	8	was	be	AUX
bracis-19075	186	9	the	the	DET
bracis-19075	186	10	best	good	ADJ
bracis-19075	186	11	or	or	CCONJ
bracis-19075	186	12	second	second	ADV
bracis-19075	186	13	-	-	PUNCT
bracis-19075	186	14	best	good	ADJ
bracis-19075	186	15	in	in	ADP
bracis-19075	186	16	83	83	NUM
bracis-19075	186	17	%	%	NOUN
bracis-19075	186	18	of	of	ADP
bracis-19075	186	19	the	the	DET
bracis-19075	186	20	cases	case	NOUN
bracis-19075	186	21	.	.	PUNCT
bracis-19075	187	1	it	it	PRON
bracis-19075	187	2	is	be	AUX
bracis-19075	187	3	important	important	ADJ
bracis-19075	187	4	to	to	PART
bracis-19075	187	5	highlight	highlight	VERB
bracis-19075	187	6	that	that	SCONJ
bracis-19075	187	7	regarding	regard	VERB
bracis-19075	187	8	the	the	DET
bracis-19075	187	9	number	number	NOUN
bracis-19075	187	10	of	of	ADP
bracis-19075	187	11	days	day	NOUN
bracis-19075	187	12	used	use	VERB
bracis-19075	187	13	to	to	PART
bracis-19075	187	14	split	split	VERB
bracis-19075	187	15	the	the	DET
bracis-19075	187	16	temporal	temporal	ADJ
bracis-19075	187	17	sequences	sequence	NOUN
bracis-19075	187	18	,	,	PUNCT
bracis-19075	187	19	retailrocket	retailrocket	NOUN
bracis-19075	187	20	was	be	AUX
bracis-19075	187	21	the	the	DET
bracis-19075	187	22	only	only	ADJ
bracis-19075	187	23	dataset	dataset	NOUN
bracis-19075	187	24	in	in	ADP
bracis-19075	187	25	which	which	PRON
bracis-19075	187	26	sequences	sequence	NOUN
bracis-19075	187	27	with	with	ADP
bracis-19075	187	28	no	no	DET
bracis-19075	187	29	split	split	NOUN
bracis-19075	187	30	achieved	achieve	VERB
bracis-19075	187	31	the	the	DET
bracis-19075	187	32	best	good	ADJ
bracis-19075	187	33	performance	performance	NOUN
bracis-19075	187	34	.	.	PUNCT
bracis-19075	188	1	for	for	ADP
bracis-19075	188	2	all	all	DET
bracis-19075	188	3	the	the	DET
bracis-19075	188	4	others	other	NOUN
bracis-19075	188	5	datasets	dataset	NOUN
bracis-19075	188	6	,	,	PUNCT
bracis-19075	188	7	the	the	DET
bracis-19075	188	8	best	good	ADJ
bracis-19075	188	9	performance	performance	NOUN
bracis-19075	188	10	was	be	AUX
bracis-19075	188	11	attained	attain	VERB
bracis-19075	188	12	using	use	VERB
bracis-19075	188	13	sequences	sequence	NOUN
bracis-19075	188	14	split	split	VERB
bracis-19075	188	15	between	between	ADP
bracis-19075	188	16	182	182	NUM
bracis-19075	188	17	and	and	CCONJ
bracis-19075	188	18	730	730	NUM
bracis-19075	188	19	days	day	NOUN
bracis-19075	188	20	.	.	PUNCT
bracis-19075	189	1	these	these	PRON
bracis-19075	189	2	results	result	VERB
bracis-19075	189	3	evidence	evidence	VERB
bracis-19075	189	4	the	the	DET
bracis-19075	189	5	effectiveness	effectiveness	NOUN
bracis-19075	189	6	of	of	ADP
bracis-19075	189	7	splitting	splitting	NOUN
bracis-19075	189	8	user	user	NOUN
bracis-19075	189	9	sequences	sequence	NOUN
bracis-19075	189	10	and	and	CCONJ
bracis-19075	189	11	the	the	DET
bracis-19075	189	12	need	need	NOUN
bracis-19075	189	13	to	to	PART
bracis-19075	189	14	adapt	adapt	VERB
bracis-19075	189	15	the	the	DET
bracis-19075	189	16	interval	interval	NOUN
bracis-19075	189	17	for	for	ADP
bracis-19075	189	18	each	each	DET
bracis-19075	189	19	specific	specific	ADJ
bracis-19075	189	20	application	application	NOUN
bracis-19075	189	21	.	.	PUNCT
bracis-19075	190	1	moreover	moreover	ADV
bracis-19075	190	2	,	,	PUNCT
bracis-19075	190	3	even	even	ADV
bracis-19075	190	4	when	when	SCONJ
bracis-19075	190	5	the	the	DET
bracis-19075	190	6	split	split	NOUN
bracis-19075	190	7	was	be	AUX
bracis-19075	190	8	not	not	PART
bracis-19075	190	9	necessary	necessary	ADJ
bracis-19075	190	10	,	,	PUNCT
bracis-19075	190	11	using	use	VERB
bracis-19075	190	12	sliding	slide	VERB
bracis-19075	190	13	windows	window	NOUN
bracis-19075	190	14	significantly	significantly	ADV
bracis-19075	190	15	improved	improve	VERB
bracis-19075	190	16	the	the	DET
bracis-19075	190	17	results	result	NOUN
bracis-19075	190	18	.	.	PUNCT
bracis-19075	191	1	it	it	PRON
bracis-19075	191	2	is	be	AUX
bracis-19075	191	3	also	also	ADV
bracis-19075	191	4	important	important	ADJ
bracis-19075	191	5	to	to	PART
bracis-19075	191	6	highlight	highlight	VERB
bracis-19075	191	7	that	that	PRON
bracis-19075	191	8	,	,	PUNCT
bracis-19075	191	9	although	although	SCONJ
bracis-19075	191	10	seqi2v	seqi2v	NOUN
bracis-19075	191	11	demands	demand	VERB
bracis-19075	191	12	an	an	DET
bracis-19075	191	13	extra	extra	ADJ
bracis-19075	191	14	step	step	NOUN
bracis-19075	191	15	of	of	ADP
bracis-19075	191	16	data	datum	NOUN
bracis-19075	191	17	preparation	preparation	NOUN
bracis-19075	191	18	,	,	PUNCT
bracis-19075	191	19	training	train	VERB
bracis-19075	191	20	the	the	DET
bracis-19075	191	21	embeddings	embedding	NOUN
bracis-19075	191	22	is	be	AUX
bracis-19075	191	23	less	less	ADV
bracis-19075	191	24	costly	costly	ADJ
bracis-19075	191	25	than	than	ADP
bracis-19075	191	26	in	in	ADP
bracis-19075	191	27	item2vec	item2vec	PROPN
bracis-19075	191	28	.	.	PUNCT
bracis-19075	192	1	for	for	ADP
bracis-19075	192	2	each	each	DET
bracis-19075	192	3	target	target	NOUN
bracis-19075	192	4	item	item	NOUN
bracis-19075	192	5	,	,	PUNCT
bracis-19075	192	6	it	it	PRON
bracis-19075	192	7	makes	make	VERB
bracis-19075	192	8	predictions	prediction	NOUN
bracis-19075	192	9	only	only	ADV
bracis-19075	192	10	for	for	ADP
bracis-19075	192	11	a	a	DET
bracis-19075	192	12	reduced	reduced	ADJ
bracis-19075	192	13	set	set	NOUN
bracis-19075	192	14	of	of	ADP
bracis-19075	192	15	items	item	NOUN
bracis-19075	192	16	(	(	PUNCT
bracis-19075	192	17	the	the	DET
bracis-19075	192	18	window	window	NOUN
bracis-19075	192	19	size	size	NOUN
bracis-19075	192	20	)	)	PUNCT
bracis-19075	192	21	instead	instead	ADV
bracis-19075	192	22	of	of	ADP
bracis-19075	192	23	all	all	DET
bracis-19075	192	24	items	item	NOUN
bracis-19075	192	25	previously	previously	ADV
bracis-19075	192	26	consumed	consume	VERB
bracis-19075	192	27	by	by	ADP
bracis-19075	192	28	the	the	DET
bracis-19075	192	29	user	user	NOUN
bracis-19075	192	30	.	.	PUNCT
bracis-19075	193	1	thus	thus	ADV
bracis-19075	193	2	,	,	PUNCT
bracis-19075	193	3	the	the	DET
bracis-19075	193	4	proposed	propose	VERB
bracis-19075	193	5	method	method	NOUN
bracis-19075	193	6	is	be	AUX
bracis-19075	193	7	more	more	ADV
bracis-19075	193	8	computationally	computationally	ADV
bracis-19075	193	9	efficient	efficient	ADJ
bracis-19075	193	10	and	and	CCONJ
bracis-19075	193	11	presents	present	VERB
bracis-19075	193	12	better	well	ADJ
bracis-19075	193	13	results	result	NOUN
bracis-19075	193	14	without	without	ADP
bracis-19075	193	15	increasing	increase	VERB
bracis-19075	193	16	implementation	implementation	NOUN
bracis-19075	193	17	complexity	complexity	NOUN
bracis-19075	193	18	.	.	PUNCT
bracis-19075	194	1	table	table	NOUN
bracis-19075	194	2	4	4	NUM
bracis-19075	194	3	.	.	PUNCT
bracis-19075	195	1	improvements	improvement	NOUN
bracis-19075	195	2	and	and	CCONJ
bracis-19075	195	3	worsenings	worsening	NOUN
bracis-19075	195	4	provided	provide	VERB
bracis-19075	195	5	by	by	ADP
bracis-19075	195	6	sequential	sequential	ADJ
bracis-19075	195	7	item2vec	item2vec	NOUN
bracis-19075	195	8	compared	compare	VERB
bracis-19075	195	9	to	to	ADP
bracis-19075	195	10	item2vec.full	item2vec.full	PROPN
bracis-19075	195	11	size	size	NOUN
bracis-19075	195	12	table	table	NOUN
bracis-19075	195	13	the	the	DET
bracis-19075	195	14	main	main	ADJ
bracis-19075	195	15	limitation	limitation	NOUN
bracis-19075	195	16	of	of	ADP
bracis-19075	195	17	the	the	DET
bracis-19075	195	18	proposed	propose	VERB
bracis-19075	195	19	method	method	NOUN
bracis-19075	195	20	relies	rely	VERB
bracis-19075	195	21	on	on	ADP
bracis-19075	195	22	exceptional	exceptional	ADJ
bracis-19075	195	23	cases	case	NOUN
bracis-19075	195	24	in	in	ADP
bracis-19075	195	25	which	which	PRON
bracis-19075	195	26	the	the	DET
bracis-19075	195	27	user	user	NOUN
bracis-19075	195	28	always	always	ADV
bracis-19075	195	29	takes	take	VERB
bracis-19075	195	30	a	a	DET
bracis-19075	195	31	long	long	ADJ
bracis-19075	195	32	period	period	NOUN
bracis-19075	195	33	between	between	ADP
bracis-19075	195	34	two	two	NUM
bracis-19075	195	35	interactions	interaction	NOUN
bracis-19075	195	36	,	,	PUNCT
bracis-19075	195	37	greater	great	ADJ
bracis-19075	195	38	than	than	ADP
bracis-19075	195	39	the	the	DET
bracis-19075	195	40	defined	define	VERB
bracis-19075	195	41	window	window	NOUN
bracis-19075	195	42	size	size	NOUN
bracis-19075	195	43	.	.	PUNCT
bracis-19075	196	1	in	in	ADP
bracis-19075	196	2	this	this	DET
bracis-19075	196	3	case	case	NOUN
bracis-19075	196	4	,	,	PUNCT
bracis-19075	196	5	consumption	consumption	NOUN
bracis-19075	196	6	contexts	context	NOUN
bracis-19075	196	7	would	would	AUX
bracis-19075	196	8	be	be	AUX
bracis-19075	196	9	composed	compose	VERB
bracis-19075	196	10	of	of	ADP
bracis-19075	196	11	unitary	unitary	ADJ
bracis-19075	196	12	relationships	relationship	NOUN
bracis-19075	196	13	,	,	PUNCT
bracis-19075	196	14	allowing	allow	VERB
bracis-19075	196	15	sliding	slide	VERB
bracis-19075	196	16	windows	window	NOUN
bracis-19075	196	17	but	but	CCONJ
bracis-19075	196	18	making	make	VERB
bracis-19075	196	19	the	the	DET
bracis-19075	196	20	interactions	interaction	NOUN
bracis-19075	196	21	sequence	sequence	NOUN
bracis-19075	196	22	splitting	split	VERB
bracis-19075	196	23	unfeasible	unfeasible	ADJ
bracis-19075	196	24	.	.	PUNCT
bracis-19075	197	1	5	5	NUM
bracis-19075	197	2	conclusion	conclusion	NOUN
bracis-19075	197	3	item2vec	item2vec	ADJ
bracis-19075	197	4	is	be	AUX
bracis-19075	197	5	a	a	DET
bracis-19075	197	6	well	well	ADV
bracis-19075	197	7	-	-	PUNCT
bracis-19075	197	8	known	know	VERB
bracis-19075	197	9	method	method	NOUN
bracis-19075	197	10	capable	capable	ADJ
bracis-19075	197	11	of	of	ADP
bracis-19075	197	12	learning	learn	VERB
bracis-19075	197	13	neural	neural	ADJ
bracis-19075	197	14	embeddings	embedding	NOUN
bracis-19075	197	15	for	for	ADP
bracis-19075	197	16	items	item	NOUN
bracis-19075	197	17	in	in	ADP
bracis-19075	197	18	a	a	DET
bracis-19075	197	19	recommender	recommender	NOUN
bracis-19075	197	20	system	system	NOUN
bracis-19075	197	21	.	.	PUNCT
bracis-19075	198	1	this	this	DET
bracis-19075	198	2	study	study	NOUN
bracis-19075	198	3	presented	present	VERB
bracis-19075	198	4	sequential	sequential	ADJ
bracis-19075	198	5	item2vec	item2vec	X
bracis-19075	198	6	–	–	PUNCT
bracis-19075	198	7	an	an	DET
bracis-19075	198	8	adaptation	adaptation	NOUN
bracis-19075	198	9	of	of	ADP
bracis-19075	198	10	the	the	DET
bracis-19075	198	11	original	original	ADJ
bracis-19075	198	12	approach	approach	NOUN
bracis-19075	198	13	that	that	PRON
bracis-19075	198	14	uses	use	VERB
bracis-19075	198	15	a	a	DET
bracis-19075	198	16	sliding	slide	VERB
bracis-19075	198	17	window	window	NOUN
bracis-19075	198	18	over	over	ADP
bracis-19075	198	19	time	time	NOUN
bracis-19075	198	20	,	,	PUNCT
bracis-19075	198	21	giving	give	VERB
bracis-19075	198	22	temporal	temporal	ADJ
bracis-19075	198	23	context	context	NOUN
bracis-19075	198	24	awareness	awareness	NOUN
bracis-19075	198	25	for	for	ADP
bracis-19075	198	26	the	the	DET
bracis-19075	198	27	item	item	NOUN
bracis-19075	198	28	embeddings	embedding	NOUN
bracis-19075	198	29	.	.	PUNCT
bracis-19075	199	1	we	we	PRON
bracis-19075	199	2	also	also	ADV
bracis-19075	199	3	proposed	propose	VERB
bracis-19075	199	4	splitting	split	VERB
bracis-19075	199	5	the	the	DET
bracis-19075	199	6	user	user	NOUN
bracis-19075	199	7	’s	’s	PART
bracis-19075	199	8	interaction	interaction	NOUN
bracis-19075	199	9	history	history	NOUN
bracis-19075	199	10	into	into	ADP
bracis-19075	199	11	multiple	multiple	ADJ
bracis-19075	199	12	sequences	sequence	NOUN
bracis-19075	199	13	so	so	SCONJ
bracis-19075	199	14	that	that	SCONJ
bracis-19075	199	15	the	the	DET
bracis-19075	199	16	network	network	NOUN
bracis-19075	199	17	would	would	AUX
bracis-19075	199	18	not	not	PART
bracis-19075	199	19	learn	learn	VERB
bracis-19075	199	20	relationships	relationship	NOUN
bracis-19075	199	21	between	between	ADP
bracis-19075	199	22	items	item	NOUN
bracis-19075	199	23	consumed	consume	VERB
bracis-19075	199	24	in	in	ADP
bracis-19075	199	25	considerably	considerably	ADV
bracis-19075	199	26	different	different	ADJ
bracis-19075	199	27	moments	moment	NOUN
bracis-19075	199	28	,	,	PUNCT
bracis-19075	199	29	thus	thus	ADV
bracis-19075	199	30	capturing	capture	VERB
bracis-19075	199	31	changes	change	NOUN
bracis-19075	199	32	in	in	ADP
bracis-19075	199	33	the	the	DET
bracis-19075	199	34	user	user	NOUN
bracis-19075	199	35	’s	’s	PART
bracis-19075	199	36	behavior	behavior	NOUN
bracis-19075	199	37	.	.	PUNCT
bracis-19075	200	1	in	in	ADP
bracis-19075	200	2	order	order	NOUN
bracis-19075	200	3	to	to	PART
bracis-19075	200	4	assess	assess	VERB
bracis-19075	200	5	whether	whether	SCONJ
bracis-19075	200	6	the	the	DET
bracis-19075	200	7	proposed	propose	VERB
bracis-19075	200	8	approach	approach	NOUN
bracis-19075	200	9	was	be	AUX
bracis-19075	200	10	able	able	ADJ
bracis-19075	200	11	to	to	PART
bracis-19075	200	12	improve	improve	VERB
bracis-19075	200	13	the	the	DET
bracis-19075	200	14	results	result	NOUN
bracis-19075	200	15	obtained	obtain	VERB
bracis-19075	200	16	with	with	ADP
bracis-19075	200	17	the	the	DET
bracis-19075	200	18	standard	standard	NOUN
bracis-19075	200	19	item2vec	item2vec	NOUN
bracis-19075	200	20	,	,	PUNCT
bracis-19075	200	21	we	we	PRON
bracis-19075	200	22	compared	compare	VERB
bracis-19075	200	23	both	both	DET
bracis-19075	200	24	models	model	NOUN
bracis-19075	200	25	with	with	ADP
bracis-19075	200	26	other	other	ADJ
bracis-19075	200	27	established	establish	VERB
bracis-19075	200	28	methods	method	NOUN
bracis-19075	200	29	in	in	ADP
bracis-19075	200	30	the	the	DET
bracis-19075	200	31	field	field	NOUN
bracis-19075	200	32	,	,	PUNCT
bracis-19075	200	33	over	over	ADP
bracis-19075	200	34	six	six	NUM
bracis-19075	200	35	well	well	ADV
bracis-19075	200	36	-	-	PUNCT
bracis-19075	200	37	known	know	VERB
bracis-19075	200	38	and	and	CCONJ
bracis-19075	200	39	publicly	publicly	ADV
bracis-19075	200	40	available	available	ADJ
bracis-19075	200	41	databases	database	NOUN
bracis-19075	200	42	.	.	PUNCT
bracis-19075	201	1	metrics	metric	NOUN
bracis-19075	201	2	of	of	ADP
bracis-19075	201	3	hit	hit	NOUN
bracis-19075	201	4	and	and	CCONJ
bracis-19075	201	5	ranking	ranking	NOUN
bracis-19075	201	6	were	be	AUX
bracis-19075	201	7	calculated	calculate	VERB
bracis-19075	201	8	in	in	ADP
bracis-19075	201	9	a	a	DET
bracis-19075	201	10	top-15	top-15	NUM
bracis-19075	201	11	recommendation	recommendation	NOUN
bracis-19075	201	12	scenario	scenario	NOUN
bracis-19075	201	13	.	.	PUNCT
bracis-19075	202	1	the	the	DET
bracis-19075	202	2	results	result	NOUN
bracis-19075	202	3	indicate	indicate	VERB
bracis-19075	202	4	that	that	SCONJ
bracis-19075	202	5	sequential	sequential	ADJ
bracis-19075	202	6	item2vec	item2vec	PUNCT
bracis-19075	202	7	outperformed	outperform	VERB
bracis-19075	202	8	the	the	DET
bracis-19075	202	9	results	result	NOUN
bracis-19075	202	10	obtained	obtain	VERB
bracis-19075	202	11	by	by	ADP
bracis-19075	202	12	item2vec	item2vec	NOUN
bracis-19075	202	13	.	.	PUNCT
bracis-19075	203	1	it	it	PRON
bracis-19075	203	2	was	be	AUX
bracis-19075	203	3	superior	superior	ADJ
bracis-19075	203	4	to	to	ADP
bracis-19075	203	5	its	its	PRON
bracis-19075	203	6	predecessor	predecessor	NOUN
bracis-19075	203	7	in	in	ADP
bracis-19075	203	8	almost	almost	ADV
bracis-19075	203	9	all	all	PRON
bracis-19075	203	10	of	of	ADP
bracis-19075	203	11	the	the	DET
bracis-19075	203	12	datasets	dataset	NOUN
bracis-19075	203	13	.	.	PUNCT
bracis-19075	204	1	the	the	DET
bracis-19075	204	2	proposed	propose	VERB
bracis-19075	204	3	approach	approach	NOUN
bracis-19075	204	4	was	be	AUX
bracis-19075	204	5	also	also	ADV
bracis-19075	204	6	competitive	competitive	ADJ
bracis-19075	204	7	compared	compare	VERB
bracis-19075	204	8	to	to	ADP
bracis-19075	204	9	the	the	DET
bracis-19075	204	10	other	other	ADJ
bracis-19075	204	11	methods	method	NOUN
bracis-19075	204	12	,	,	PUNCT
bracis-19075	204	13	matching	match	VERB
bracis-19075	204	14	the	the	DET
bracis-19075	204	15	bayesian	bayesian	NOUN
bracis-19075	204	16	personalized	personalize	VERB
bracis-19075	204	17	ranking	ranking	NOUN
bracis-19075	204	18	,	,	PUNCT
bracis-19075	204	19	a	a	DET
bracis-19075	204	20	state	state	NOUN
bracis-19075	204	21	-	-	PUNCT
bracis-19075	204	22	of	of	ADP
bracis-19075	204	23	-	-	PUNCT
bracis-19075	204	24	the	the	DET
bracis-19075	204	25	-	-	PUNCT
bracis-19075	204	26	art	art	NOUN
bracis-19075	204	27	matrix	matrix	NOUN
bracis-19075	204	28	factorization	factorization	NOUN
bracis-19075	204	29	method	method	NOUN
bracis-19075	204	30	.	.	PUNCT
bracis-19075	205	1	although	although	SCONJ
bracis-19075	205	2	giving	give	VERB
bracis-19075	205	3	time	time	NOUN
bracis-19075	205	4	awareness	awareness	NOUN
bracis-19075	205	5	to	to	ADP
bracis-19075	205	6	the	the	DET
bracis-19075	205	7	item	item	NOUN
bracis-19075	205	8	embeddings	embedding	NOUN
bracis-19075	205	9	,	,	PUNCT
bracis-19075	205	10	the	the	DET
bracis-19075	205	11	recommendation	recommendation	NOUN
bracis-19075	205	12	generated	generate	VERB
bracis-19075	205	13	by	by	ADP
bracis-19075	205	14	sequential	sequential	ADJ
bracis-19075	205	15	item2vec	item2vec	X
bracis-19075	205	16	is	be	AUX
bracis-19075	205	17	still	still	ADV
bracis-19075	205	18	statically	statically	ADV
bracis-19075	205	19	.	.	PUNCT
bracis-19075	206	1	in	in	ADP
bracis-19075	206	2	future	future	ADJ
bracis-19075	206	3	research	research	NOUN
bracis-19075	206	4	,	,	PUNCT
bracis-19075	206	5	we	we	PRON
bracis-19075	206	6	aim	aim	VERB
bracis-19075	206	7	to	to	PART
bracis-19075	206	8	consider	consider	VERB
bracis-19075	206	9	time	time	NOUN
bracis-19075	206	10	in	in	ADP
bracis-19075	206	11	the	the	DET
bracis-19075	206	12	recommendation	recommendation	NOUN
bracis-19075	206	13	step	step	NOUN
bracis-19075	206	14	,	,	PUNCT
bracis-19075	206	15	analyzing	analyze	VERB
bracis-19075	206	16	its	its	PRON
bracis-19075	206	17	impact	impact	NOUN
bracis-19075	206	18	.	.	PUNCT
bracis-19075	207	1	additionally	additionally	ADV
bracis-19075	207	2	,	,	PUNCT
bracis-19075	207	3	we	we	PRON
bracis-19075	207	4	suggest	suggest	AUX
bracis-19075	207	5	studying	study	VERB
bracis-19075	207	6	other	other	ADJ
bracis-19075	207	7	ways	way	NOUN
bracis-19075	207	8	to	to	PART
bracis-19075	207	9	include	include	VERB
bracis-19075	207	10	time	time	NOUN
bracis-19075	207	11	during	during	ADP
bracis-19075	207	12	the	the	DET
bracis-19075	207	13	learning	learning	NOUN
bracis-19075	207	14	phase	phase	NOUN
bracis-19075	207	15	.	.	PUNCT
bracis-19075	208	1	one	one	NUM
bracis-19075	208	2	promising	promise	VERB
bracis-19075	208	3	approach	approach	NOUN
bracis-19075	208	4	can	can	AUX
bracis-19075	208	5	be	be	AUX
bracis-19075	208	6	the	the	DET
bracis-19075	208	7	use	use	NOUN
bracis-19075	208	8	of	of	ADP
bracis-19075	208	9	decay	decay	NOUN
bracis-19075	208	10	functions	function	NOUN
bracis-19075	208	11	instead	instead	ADV
bracis-19075	208	12	of	of	ADP
bracis-19075	208	13	or	or	CCONJ
bracis-19075	208	14	in	in	ADP
bracis-19075	208	15	conjunction	conjunction	NOUN
bracis-19075	208	16	with	with	ADP
bracis-19075	208	17	sliding	slide	VERB
bracis-19075	208	18	windows	window	NOUN
bracis-19075	208	19	.	.	PUNCT
bracis-19075	209	1	notes	note	VERB
bracis-19075	209	2	1.the	1.the	DET
bracis-19075	209	3	well	well	ADV
bracis-19075	209	4	-	-	PUNCT
bracis-19075	209	5	known	know	VERB
bracis-19075	209	6	competition	competition	NOUN
bracis-19075	209	7	of	of	ADP
bracis-19075	209	8	recommender	recommender	NOUN
bracis-19075	209	9	systems	system	NOUN
bracis-19075	209	10	,	,	PUNCT
bracis-19075	209	11	organized	organize	VERB
bracis-19075	209	12	by	by	ADP
bracis-19075	209	13	the	the	DET
bracis-19075	209	14	streaming	stream	VERB
bracis-19075	209	15	company	company	NOUN
bracis-19075	209	16	netflix	netflix	NOUN
bracis-19075	209	17	from	from	ADP
bracis-19075	209	18	2006	2006	NUM
bracis-19075	209	19	to	to	ADP
bracis-19075	209	20	2009	2009	NUM
bracis-19075	209	21	:	:	PUNCT
bracis-19075	209	22	https://www.netflixprize.com/rules.html	https://www.netflixprize.com/rules.html	NOUN
bracis-19075	209	23	.	.	PUNCT
bracis-19075	210	1	2.grouplens	2.grouplens	NUM
bracis-19075	210	2	.	.	PUNCT
bracis-19075	210	3	available	available	ADJ
bracis-19075	210	4	at	at	ADP
bracis-19075	210	5	:	:	PUNCT
bracis-19075	210	6	www.grouplens.org/datasets/.	www.grouplens.org/datasets/.	NOUN
bracis-19075	210	7	access	access	NOUN
bracis-19075	210	8	in	in	ADP
bracis-19075	210	9	august	august	PROPN
bracis-19075	210	10	31	31	NUM
bracis-19075	210	11	,	,	PUNCT
bracis-19075	210	12	2021	2021	NUM
bracis-19075	210	13	.	.	PUNCT
bracis-19075	211	1	3.data	3.data	NUM
bracis-19075	211	2	mining	mining	NOUN
bracis-19075	211	3	hackathon	hackathon	PROPN
bracis-19075	211	4	on	on	ADP
bracis-19075	211	5	big	big	ADJ
bracis-19075	211	6	data	datum	NOUN
bracis-19075	211	7	(	(	PUNCT
bracis-19075	211	8	7	7	NUM
bracis-19075	211	9	 	 	SPACE
bracis-19075	211	10	gb	gb	NOUN
bracis-19075	211	11	)	)	PUNCT
bracis-19075	211	12	best	good	ADJ
bracis-19075	211	13	buy	buy	VERB
bracis-19075	211	14	mobile	mobile	ADJ
bracis-19075	211	15	web	web	NOUN
bracis-19075	211	16	site	site	NOUN
bracis-19075	211	17	.	.	PUNCT
bracis-19075	212	1	available	available	ADJ
bracis-19075	212	2	at	at	ADP
bracis-19075	212	3	:	:	PUNCT
bracis-19075	212	4	www.kaggle.com/c/acm-sf-chapter-hackathon-big	www.kaggle.com/c/acm-sf-chapter-hackathon-big	ADJ
bracis-19075	212	5	.	.	PUNCT
bracis-19075	212	6	access	access	NOUN
bracis-19075	212	7	in	in	ADP
bracis-19075	212	8	august	august	PROPN
bracis-19075	212	9	31	31	NUM
bracis-19075	212	10	,	,	PUNCT
bracis-19075	212	11	2021	2021	NUM
bracis-19075	212	12	.	.	PUNCT
bracis-19075	213	1	4.netflix	4.netflix	NUM
bracis-19075	213	2	prize	prize	PROPN
bracis-19075	213	3	data	datum	NOUN
bracis-19075	213	4	.	.	PUNCT
bracis-19075	213	5	available	available	ADJ
bracis-19075	213	6	at	at	ADP
bracis-19075	213	7	:	:	PUNCT
bracis-19075	213	8	www.kaggle.com/netflix-inc/netflix-prize-data	www.kaggle.com/netflix-inc/netflix-prize-data	PROPN
bracis-19075	213	9	.	.	PUNCT
bracis-19075	213	10	access	access	NOUN
bracis-19075	213	11	in	in	ADP
bracis-19075	213	12	august	august	PROPN
bracis-19075	213	13	31	31	NUM
bracis-19075	213	14	,	,	PUNCT
bracis-19075	213	15	2021	2021	NUM
bracis-19075	213	16	.	.	PUNCT
bracis-19075	214	1	5.ciaodvd	5.ciaodvd	NUM
bracis-19075	214	2	movie	movie	NOUN
bracis-19075	214	3	ratings	rating	NOUN
bracis-19075	214	4	.	.	PUNCT
bracis-19075	215	1	available	available	ADJ
bracis-19075	215	2	at	at	ADP
bracis-19075	215	3	:	:	PUNCT
bracis-19075	215	4	www.konect.cc/networks/librec-ciaodvd-movie_ratings/.	www.konect.cc/networks/librec-ciaodvd-movie_ratings/.	NOUN
bracis-19075	215	5	access	access	NOUN
bracis-19075	215	6	in	in	ADP
bracis-19075	215	7	august	august	PROPN
bracis-19075	215	8	31	31	NUM
bracis-19075	215	9	,	,	PUNCT
bracis-19075	215	10	2021	2021	NUM
bracis-19075	215	11	.	.	PUNCT
bracis-19075	216	1	6.retailrocket	6.retailrocket	NUM
bracis-19075	216	2	recommender	recommender	NOUN
bracis-19075	216	3	system	system	NOUN
bracis-19075	216	4	dataset	dataset	VERB
bracis-19075	216	5	.	.	PUNCT
bracis-19075	217	1	available	available	ADJ
bracis-19075	217	2	at	at	ADP
bracis-19075	217	3	:	:	PUNCT
bracis-19075	217	4	www.kaggle.com/retailrocket/ecommerce-dataset	www.kaggle.com/retailrocket/ecommerce-dataset	PROPN
bracis-19075	217	5	.	.	PUNCT
bracis-19075	218	1	access	access	NOUN
bracis-19075	218	2	in	in	ADP
bracis-19075	218	3	august	august	PROPN
bracis-19075	218	4	31	31	NUM
bracis-19075	218	5	,	,	PUNCT
bracis-19075	218	6	2021	2021	NUM
bracis-19075	218	7	.	.	PUNCT
bracis-19075	219	1	references	reference	NOUN
bracis-19075	219	2	adomavicius	adomavicius	NOUN
bracis-19075	219	3	,	,	PUNCT
bracis-19075	219	4	g.	g.	PROPN
bracis-19075	219	5	,	,	PUNCT
bracis-19075	219	6	tuzhilin	tuzhilin	PROPN
bracis-19075	219	7	,	,	PUNCT
bracis-19075	219	8	a.	a.	NOUN
bracis-19075	219	9	:	:	PUNCT
bracis-19075	219	10	multidimensional	multidimensional	ADJ
bracis-19075	219	11	recommender	recommender	NOUN
bracis-19075	219	12	systems	system	NOUN
bracis-19075	219	13	:	:	PUNCT
bracis-19075	219	14	a	a	DET
bracis-19075	219	15	data	data	NOUN
bracis-19075	219	16	warehousing	warehousing	NOUN
bracis-19075	219	17	approach	approach	NOUN
bracis-19075	219	18	.	.	PUNCT
bracis-19075	220	1	electron	electron	PROPN
bracis-19075	220	2	.	.	PUNCT
bracis-19075	221	1	commer	commer	PROPN
bracis-19075	221	2	.	.	PROPN
bracis-19075	222	1	2232	2232	NUM
bracis-19075	222	2	,	,	PUNCT
bracis-19075	222	3	180–192	180–192	NUM
bracis-19075	222	4	(	(	PUNCT
bracis-19075	222	5	2001	2001	NUM
bracis-19075	222	6	)	)	PUNCT
bracis-19075	222	7	.	.	PUNCT
bracis-19075	223	1	https://doi.org/10.1007/3-540-45598-1_17	https://doi.org/10.1007/3-540-45598-1_17	PROPN
bracis-19075	223	2	article	article	PROPN
bracis-19075	223	3	  	  	SPACE
bracis-19075	223	4	math	math	NOUN
bracis-19075	223	5	  	  	SPACE
bracis-19075	223	6	google	google	PROPN
bracis-19075	223	7	scholar	scholar	NOUN
bracis-19075	223	8	  	  	SPACE
bracis-19075	223	9	adomavicius	adomavicius	NOUN
bracis-19075	223	10	,	,	PUNCT
bracis-19075	223	11	g.	g.	PROPN
bracis-19075	223	12	,	,	PUNCT
bracis-19075	223	13	tuzhilin	tuzhilin	PROPN
bracis-19075	223	14	,	,	PUNCT
bracis-19075	223	15	a.	a.	NOUN
bracis-19075	223	16	:	:	PUNCT
bracis-19075	223	17	toward	toward	ADP
bracis-19075	223	18	the	the	DET
bracis-19075	223	19	next	next	ADJ
bracis-19075	223	20	generation	generation	NOUN
bracis-19075	223	21	of	of	ADP
bracis-19075	223	22	recommender	recommender	NOUN
bracis-19075	223	23	systems	system	NOUN
bracis-19075	223	24	:	:	PUNCT
bracis-19075	223	25	a	a	DET
bracis-19075	223	26	survey	survey	NOUN
bracis-19075	223	27	of	of	ADP
bracis-19075	223	28	the	the	DET
bracis-19075	223	29	state	state	NOUN
bracis-19075	223	30	-	-	PUNCT
bracis-19075	223	31	of	of	ADP
bracis-19075	223	32	-	-	PUNCT
bracis-19075	223	33	the	the	DET
bracis-19075	223	34	-	-	PUNCT
bracis-19075	223	35	art	art	NOUN
bracis-19075	223	36	and	and	CCONJ
bracis-19075	223	37	possible	possible	ADJ
bracis-19075	223	38	extensions	extension	NOUN
bracis-19075	223	39	.	.	PUNCT
bracis-19075	224	1	ieee	ieee	PROPN
bracis-19075	224	2	trans	trans	PROPN
bracis-19075	224	3	.	.	PROPN
bracis-19075	225	1	knowl	knowl	PROPN
bracis-19075	225	2	.	.	PUNCT
bracis-19075	226	1	data	data	PROPN
bracis-19075	226	2	eng	eng	PROPN
bracis-19075	226	3	.	.	PROPN
bracis-19075	226	4	17(6	17(6	NUM
bracis-19075	226	5	)	)	PUNCT
bracis-19075	226	6	,	,	PUNCT
bracis-19075	226	7	734–749	734–749	NUM
bracis-19075	226	8	(	(	PUNCT
bracis-19075	226	9	2005	2005	NUM
bracis-19075	226	10	)	)	PUNCT
bracis-19075	226	11	.	.	PUNCT
bracis-19075	227	1	https://doi.org/10.1109/tkde.2005.99	https://doi.org/10.1109/tkde.2005.99	PROPN
bracis-19075	227	2	article	article	NOUN
bracis-19075	227	3	  	  	SPACE
bracis-19075	227	4	google	google	PROPN
bracis-19075	227	5	scholar	scholar	NOUN
bracis-19075	227	6	  	  	SPACE
bracis-19075	227	7	baltrunas	baltruna	NOUN
bracis-19075	227	8	,	,	PUNCT
bracis-19075	227	9	l.	l.	PROPN
bracis-19075	227	10	,	,	PUNCT
bracis-19075	227	11	amatriain	amatriain	ADV
bracis-19075	227	12	,	,	PUNCT
bracis-19075	227	13	x.	x.	NOUN
bracis-19075	227	14	:	:	PUNCT
bracis-19075	227	15	towards	towards	ADP
bracis-19075	227	16	time	time	NOUN
bracis-19075	227	17	-	-	PUNCT
bracis-19075	227	18	dependant	dependant	ADJ
bracis-19075	227	19	recommendation	recommendation	NOUN
bracis-19075	227	20	based	base	VERB
bracis-19075	227	21	on	on	ADP
bracis-19075	227	22	implicit	implicit	ADJ
bracis-19075	227	23	feedback	feedback	NOUN
bracis-19075	227	24	.	.	PUNCT
bracis-19075	228	1	in	in	ADP
bracis-19075	228	2	:	:	PUNCT
bracis-19075	228	3	proceedings	proceeding	NOUN
bracis-19075	228	4	of	of	ADP
bracis-19075	228	5	the	the	DET
bracis-19075	228	6	recsys	recsy	NOUN
bracis-19075	228	7	2009	2009	NUM
bracis-19075	228	8	workshop	workshop	NOUN
bracis-19075	228	9	on	on	ADP
bracis-19075	228	10	context	context	NOUN
bracis-19075	228	11	-	-	PUNCT
bracis-19075	228	12	aware	aware	ADJ
bracis-19075	228	13	recommender	recommender	NOUN
bracis-19075	228	14	systems	system	NOUN
bracis-19075	228	15	,	,	PUNCT
bracis-19075	228	16	recsys	recsy	NOUN
bracis-19075	228	17	2009	2009	NUM
bracis-19075	228	18	,	,	PUNCT
bracis-19075	228	19	pp	pp	ADV
bracis-19075	228	20	.	.	PUNCT
bracis-19075	229	1	1–5	1–5	X
bracis-19075	229	2	.	.	NOUN
bracis-19075	229	3	association	association	NOUN
bracis-19075	229	4	for	for	ADP
bracis-19075	229	5	computing	compute	VERB
bracis-19075	229	6	machinery	machinery	NOUN
bracis-19075	229	7	,	,	PUNCT
bracis-19075	229	8	new	new	PROPN
bracis-19075	229	9	york	york	PROPN
bracis-19075	229	10	(	(	PUNCT
bracis-19075	229	11	2009	2009	NUM
bracis-19075	229	12	)	)	PUNCT
bracis-19075	229	13	google	google	PROPN
bracis-19075	229	14	scholar	scholar	NOUN
bracis-19075	229	15	  	  	SPACE
bracis-19075	229	16	barkan	barkan	PROPN
bracis-19075	229	17	,	,	PUNCT
bracis-19075	229	18	o.	o.	PROPN
bracis-19075	229	19	,	,	PUNCT
bracis-19075	229	20	koenigstein	koenigstein	NOUN
bracis-19075	229	21	,	,	PUNCT
bracis-19075	229	22	n.	n.	NOUN
bracis-19075	229	23	:	:	PUNCT
bracis-19075	229	24	item2vec	item2vec	NOUN
bracis-19075	229	25	:	:	PUNCT
bracis-19075	229	26	neural	neural	ADJ
bracis-19075	229	27	item	item	NOUN
bracis-19075	229	28	embedding	embed	VERB
bracis-19075	229	29	for	for	ADP
bracis-19075	229	30	collaborative	collaborative	ADJ
bracis-19075	229	31	filtering	filtering	NOUN
bracis-19075	229	32	.	.	PUNCT
bracis-19075	230	1	in	in	ADP
bracis-19075	230	2	:	:	PUNCT
bracis-19075	230	3	ieee	ieee	NOUN
bracis-19075	230	4	26th	26th	NOUN
bracis-19075	230	5	international	international	ADJ
bracis-19075	230	6	workshop	workshop	NOUN
bracis-19075	230	7	on	on	ADP
bracis-19075	230	8	machine	machine	NOUN
bracis-19075	230	9	learning	learn	VERB
bracis-19075	230	10	for	for	ADP
bracis-19075	230	11	signal	signal	ADJ
bracis-19075	230	12	processing	processing	NOUN
bracis-19075	230	13	,	,	PUNCT
bracis-19075	230	14	mlsp	mlsp	NOUN
bracis-19075	230	15	2016	2016	NUM
bracis-19075	230	16	,	,	PUNCT
bracis-19075	230	17	pp	pp	ADV
bracis-19075	230	18	.	.	PUNCT
bracis-19075	231	1	1–6	1–6	NUM
bracis-19075	231	2	.	.	X
bracis-19075	231	3	ieee	ieee	PROPN
bracis-19075	231	4	,	,	PUNCT
bracis-19075	231	5	piscataway	piscataway	PROPN
bracis-19075	231	6	,	,	PUNCT
bracis-19075	231	7	nj	nj	PROPN
bracis-19075	231	8	,	,	PUNCT
bracis-19075	231	9	usa	usa	PROPN
bracis-19075	231	10	(	(	PUNCT
bracis-19075	231	11	2016	2016	NUM
bracis-19075	231	12	)	)	PUNCT
bracis-19075	231	13	.	.	PUNCT
bracis-19075	232	1	https://doi.org/10.1109/mlsp.2016.7738886	https://doi.org/10.1109/mlsp.2016.7738886	PROPN
bracis-19075	232	2	bobadilla	bobadilla	PROPN
bracis-19075	232	3	,	,	PUNCT
bracis-19075	232	4	j.	j.	PROPN
bracis-19075	232	5	,	,	PUNCT
bracis-19075	232	6	ortega	ortega	PROPN
bracis-19075	232	7	,	,	PUNCT
bracis-19075	232	8	f.	f.	PROPN
bracis-19075	232	9	,	,	PUNCT
bracis-19075	232	10	hernando	hernando	PROPN
bracis-19075	232	11	,	,	PUNCT
bracis-19075	232	12	a.	a.	PROPN
bracis-19075	232	13	,	,	PUNCT
bracis-19075	232	14	gutiérrez	gutiérrez	NOUN
bracis-19075	232	15	,	,	PUNCT
bracis-19075	232	16	a.	a.	NOUN
bracis-19075	232	17	:	:	PUNCT
bracis-19075	232	18	recommender	recommender	NOUN
bracis-19075	232	19	systems	system	NOUN
bracis-19075	232	20	survey	survey	NOUN
bracis-19075	232	21	.	.	PUNCT
bracis-19075	233	1	knowl.-based	knowl.-based	PROPN
bracis-19075	233	2	syst	syst	PROPN
bracis-19075	233	3	.	.	PROPN
bracis-19075	234	1	46	46	NUM
bracis-19075	234	2	,	,	PUNCT
bracis-19075	234	3	109–132	109–132	NUM
bracis-19075	234	4	(	(	PUNCT
bracis-19075	234	5	2013	2013	NUM
bracis-19075	234	6	)	)	PUNCT
bracis-19075	234	7	.	.	PUNCT
bracis-19075	235	1	https://doi.org/10.1016/j.knosys.2013.03.012	https://doi.org/10.1016/j.knosys.2013.03.012	ADJ
bracis-19075	235	2	article	article	NOUN
bracis-19075	235	3	  	  	SPACE
bracis-19075	235	4	google	google	PROPN
bracis-19075	235	5	scholar	scholar	NOUN
bracis-19075	235	6	  	  	SPACE
bracis-19075	235	7	de	de	X
bracis-19075	235	8	borba	borba	NOUN
bracis-19075	235	9	,	,	PUNCT
bracis-19075	235	10	e.j	e.j	PROPN
bracis-19075	235	11	.	.	PROPN
bracis-19075	235	12	,	,	PUNCT
bracis-19075	235	13	gasparini	gasparini	PROPN
bracis-19075	235	14	,	,	PUNCT
bracis-19075	235	15	i.	i.	PROPN
bracis-19075	235	16	,	,	PUNCT
bracis-19075	235	17	lichtnow	lichtnow	PROPN
bracis-19075	235	18	,	,	PUNCT
bracis-19075	235	19	d.	d.	PROPN
bracis-19075	235	20	:	:	PUNCT
bracis-19075	235	21	time	time	NOUN
bracis-19075	235	22	-	-	PUNCT
bracis-19075	235	23	aware	aware	ADJ
bracis-19075	235	24	recommender	recommender	NOUN
bracis-19075	235	25	systems	system	NOUN
bracis-19075	235	26	:	:	PUNCT
bracis-19075	235	27	a	a	DET
bracis-19075	235	28	systematic	systematic	ADJ
bracis-19075	235	29	mapping	mapping	NOUN
bracis-19075	235	30	.	.	PUNCT
bracis-19075	236	1	in	in	ADP
bracis-19075	236	2	:	:	PUNCT
bracis-19075	236	3	kurosu	kurosu	NOUN
bracis-19075	236	4	,	,	PUNCT
bracis-19075	236	5	m.	m.	NOUN
bracis-19075	236	6	(	(	PUNCT
bracis-19075	236	7	ed	ed	NOUN
bracis-19075	236	8	.	.	PUNCT
bracis-19075	236	9	)	)	PUNCT
bracis-19075	236	10	hci	hci	PROPN
bracis-19075	236	11	2017	2017	NUM
bracis-19075	236	12	.	.	PUNCT
bracis-19075	237	1	lncs	lncs	PROPN
bracis-19075	237	2	,	,	PUNCT
bracis-19075	237	3	vol	vol	NOUN
bracis-19075	237	4	.	.	PROPN
bracis-19075	237	5	10272	10272	NUM
bracis-19075	237	6	,	,	PUNCT
bracis-19075	237	7	pp	pp	ADP
bracis-19075	237	8	.	.	PUNCT
bracis-19075	238	1	464–479	464–479	NUM
bracis-19075	238	2	.	.	PUNCT
bracis-19075	238	3	springer	springer	NOUN
bracis-19075	238	4	,	,	PUNCT
bracis-19075	238	5	cham	cham	PROPN
bracis-19075	238	6	(	(	PUNCT
bracis-19075	238	7	2017	2017	NUM
bracis-19075	238	8	)	)	PUNCT
bracis-19075	238	9	.	.	PUNCT
bracis-19075	239	1	https://doi.org/10.1007/978-3-319-58077-7_38	https://doi.org/10.1007/978-3-319-58077-7_38	PROPN
bracis-19075	239	2	chapter	chapter	NOUN
bracis-19075	239	3	  	  	SPACE
bracis-19075	239	4	google	google	PROPN
bracis-19075	239	5	scholar	scholar	NOUN
bracis-19075	239	6	  	  	SPACE
bracis-19075	239	7	breese	breese	PROPN
bracis-19075	239	8	,	,	PUNCT
bracis-19075	239	9	j.s	j.s	PROPN
bracis-19075	239	10	.	.	PROPN
bracis-19075	239	11	,	,	PUNCT
bracis-19075	239	12	heckerman	heckerman	ADJ
bracis-19075	239	13	,	,	PUNCT
bracis-19075	239	14	d.	d.	PROPN
bracis-19075	239	15	,	,	PUNCT
bracis-19075	239	16	kadie	kadie	PROPN
bracis-19075	239	17	,	,	PUNCT
bracis-19075	239	18	c.	c.	NOUN
bracis-19075	239	19	:	:	PUNCT
bracis-19075	239	20	empirical	empirical	ADJ
bracis-19075	239	21	analysis	analysis	NOUN
bracis-19075	239	22	of	of	ADP
bracis-19075	239	23	predictive	predictive	ADJ
bracis-19075	239	24	algorithms	algorithm	NOUN
bracis-19075	239	25	for	for	ADP
bracis-19075	239	26	collaborative	collaborative	ADJ
bracis-19075	239	27	filtering	filtering	NOUN
bracis-19075	239	28	.	.	PUNCT
bracis-19075	240	1	in	in	ADP
bracis-19075	240	2	:	:	PUNCT
bracis-19075	240	3	proceedings	proceeding	NOUN
bracis-19075	240	4	of	of	ADP
bracis-19075	240	5	the	the	DET
bracis-19075	240	6	14th	14th	ADJ
bracis-19075	240	7	conference	conference	NOUN
bracis-19075	240	8	on	on	ADP
bracis-19075	240	9	uncertainty	uncertainty	NOUN
bracis-19075	240	10	in	in	ADP
bracis-19075	240	11	artificial	artificial	ADJ
bracis-19075	240	12	intelligence	intelligence	NOUN
bracis-19075	240	13	,	,	PUNCT
bracis-19075	240	14	uai	uai	PROPN
bracis-19075	240	15	1998	1998	NUM
bracis-19075	240	16	,	,	PUNCT
bracis-19075	240	17	pp	pp	ADP
bracis-19075	240	18	.	.	PUNCT
bracis-19075	241	1	43–52	43–52	NUM
bracis-19075	241	2	.	.	PUNCT
bracis-19075	242	1	morgan	morgan	PROPN
bracis-19075	242	2	kaufmann	kaufmann	PROPN
bracis-19075	242	3	publishers	publishers	PROPN
bracis-19075	242	4	inc	inc	PROPN
bracis-19075	242	5	.	.	PROPN
bracis-19075	242	6	,	,	PUNCT
bracis-19075	242	7	san	san	PROPN
bracis-19075	242	8	francisco	francisco	PROPN
bracis-19075	242	9	,	,	PUNCT
bracis-19075	242	10	ca	ca	PROPN
bracis-19075	242	11	,	,	PUNCT
bracis-19075	242	12	usa	usa	PROPN
bracis-19075	242	13	(	(	PUNCT
bracis-19075	242	14	1998	1998	NUM
bracis-19075	242	15	)	)	PUNCT
bracis-19075	242	16	google	google	PROPN
bracis-19075	242	17	scholar	scholar	NOUN
bracis-19075	242	18	  	  	SPACE
bracis-19075	242	19	caselles	caselle	NOUN
bracis-19075	242	20	-	-	PUNCT
bracis-19075	242	21	duprés	duprés	PROPN
bracis-19075	242	22	,	,	PUNCT
bracis-19075	242	23	h.	h.	PROPN
bracis-19075	242	24	,	,	PUNCT
bracis-19075	242	25	lesaint	lesaint	PROPN
bracis-19075	242	26	,	,	PUNCT
bracis-19075	242	27	f.	f.	PROPN
bracis-19075	242	28	,	,	PUNCT
bracis-19075	242	29	royo	royo	PROPN
bracis-19075	242	30	-	-	PUNCT
bracis-19075	242	31	letelier	letelier	PROPN
bracis-19075	242	32	,	,	PUNCT
bracis-19075	242	33	j.	j.	PROPN
bracis-19075	242	34	:	:	PUNCT
bracis-19075	242	35	word2vec	word2vec	X
bracis-19075	242	36	applied	apply	VERB
bracis-19075	242	37	to	to	ADP
bracis-19075	242	38	recommendation	recommendation	NOUN
bracis-19075	242	39	:	:	PUNCT
bracis-19075	242	40	hyperparameters	hyperparameter	NOUN
bracis-19075	242	41	matter	matter	VERB
bracis-19075	242	42	.	.	PUNCT
bracis-19075	243	1	in	in	ADP
bracis-19075	243	2	:	:	PUNCT
bracis-19075	243	3	proceedings	proceeding	NOUN
bracis-19075	243	4	of	of	ADP
bracis-19075	243	5	the	the	DET
bracis-19075	243	6	12th	12th	PROPN
bracis-19075	243	7	acm	acm	PROPN
bracis-19075	243	8	conference	conference	NOUN
bracis-19075	243	9	on	on	ADP
bracis-19075	243	10	recommender	recommender	NOUN
bracis-19075	243	11	systems	system	NOUN
bracis-19075	243	12	,	,	PUNCT
bracis-19075	243	13	recsys	recsy	NOUN
bracis-19075	243	14	2018	2018	NUM
bracis-19075	243	15	,	,	PUNCT
bracis-19075	243	16	pp	pp	ADV
bracis-19075	243	17	.	.	PUNCT
bracis-19075	244	1	352–356	352–356	X
bracis-19075	244	2	.	.	PUNCT
bracis-19075	245	1	association	association	NOUN
bracis-19075	245	2	for	for	ADP
bracis-19075	245	3	computing	compute	VERB
bracis-19075	245	4	machinery	machinery	NOUN
bracis-19075	245	5	,	,	PUNCT
bracis-19075	245	6	new	new	PROPN
bracis-19075	245	7	york	york	PROPN
bracis-19075	245	8	(	(	PUNCT
bracis-19075	245	9	2018	2018	NUM
bracis-19075	245	10	)	)	PUNCT
bracis-19075	245	11	.	.	PUNCT
bracis-19075	246	1	https://doi.org/10.1145/3240323.3240377	https://doi.org/10.1145/3240323.3240377	NOUN
bracis-19075	246	2	collins	collins	PROPN
bracis-19075	246	3	,	,	PUNCT
bracis-19075	246	4	a.	a.	PROPN
bracis-19075	246	5	,	,	PUNCT
bracis-19075	246	6	beel	beel	PROPN
bracis-19075	246	7	,	,	PUNCT
bracis-19075	246	8	j.	j.	PROPN
bracis-19075	246	9	:	:	PUNCT
bracis-19075	246	10	document	document	NOUN
bracis-19075	246	11	embeddings	embedding	NOUN
bracis-19075	246	12	vs.	vs.	ADP
bracis-19075	246	13	keyphrases	keyphrase	NOUN
bracis-19075	246	14	vs.	vs.	ADP
bracis-19075	246	15	terms	term	NOUN
bracis-19075	246	16	for	for	ADP
bracis-19075	246	17	recommender	recommender	NOUN
bracis-19075	246	18	systems	system	NOUN
bracis-19075	246	19	:	:	PUNCT
bracis-19075	246	20	a	a	DET
bracis-19075	246	21	large	large	ADJ
bracis-19075	246	22	-	-	PUNCT
bracis-19075	246	23	scale	scale	NOUN
bracis-19075	246	24	online	online	ADJ
bracis-19075	246	25	evaluation	evaluation	NOUN
bracis-19075	246	26	.	.	PUNCT
bracis-19075	247	1	in	in	ADP
bracis-19075	247	2	:	:	PUNCT
bracis-19075	247	3	proceedings	proceeding	NOUN
bracis-19075	247	4	of	of	ADP
bracis-19075	247	5	the	the	DET
bracis-19075	247	6	2019	2019	NUM
bracis-19075	247	7	acm	acm	NOUN
bracis-19075	247	8	/	/	SYM
bracis-19075	247	9	ieee	ieee	NOUN
bracis-19075	247	10	joint	joint	ADJ
bracis-19075	247	11	conference	conference	NOUN
bracis-19075	247	12	on	on	ADP
bracis-19075	247	13	digital	digital	ADJ
bracis-19075	247	14	libraries	library	NOUN
bracis-19075	247	15	,	,	PUNCT
bracis-19075	247	16	jcdl	jcdl	NOUN
bracis-19075	247	17	2019	2019	NUM
bracis-19075	247	18	,	,	PUNCT
bracis-19075	247	19	pp	pp	ADJ
bracis-19075	247	20	.	.	PUNCT
bracis-19075	248	1	130–133	130–133	NUM
bracis-19075	248	2	.	.	PUNCT
bracis-19075	249	1	ieee	ieee	PROPN
bracis-19075	249	2	,	,	PUNCT
bracis-19075	249	3	new	new	PROPN
bracis-19075	249	4	york	york	PROPN
bracis-19075	249	5	(	(	PUNCT
bracis-19075	249	6	2019	2019	NUM
bracis-19075	249	7	)	)	PUNCT
bracis-19075	249	8	.	.	PUNCT
bracis-19075	250	1	https://doi.org/10.1109/jcdl.2019.00027	https://doi.org/10.1109/jcdl.2019.00027	PRON
bracis-19075	250	2	ding	ding	NOUN
bracis-19075	250	3	,	,	PUNCT
bracis-19075	250	4	y.	y.	PROPN
bracis-19075	250	5	,	,	PUNCT
bracis-19075	250	6	li	li	PROPN
bracis-19075	250	7	,	,	PUNCT
bracis-19075	250	8	x.	x.	NOUN
bracis-19075	250	9	:	:	PUNCT
bracis-19075	250	10	time	time	NOUN
bracis-19075	250	11	weight	weight	PROPN
bracis-19075	250	12	collaborative	collaborative	ADJ
bracis-19075	250	13	filtering	filtering	NOUN
bracis-19075	250	14	.	.	PUNCT
bracis-19075	251	1	in	in	ADP
bracis-19075	251	2	:	:	PUNCT
bracis-19075	251	3	proceedings	proceeding	NOUN
bracis-19075	251	4	of	of	ADP
bracis-19075	251	5	the	the	DET
bracis-19075	251	6	14th	14th	ADJ
bracis-19075	251	7	acm	acm	PROPN
bracis-19075	251	8	international	international	ADJ
bracis-19075	251	9	conference	conference	NOUN
bracis-19075	251	10	on	on	ADP
bracis-19075	251	11	information	information	NOUN
bracis-19075	251	12	and	and	CCONJ
bracis-19075	251	13	knowledge	knowledge	NOUN
bracis-19075	251	14	management	management	NOUN
bracis-19075	251	15	,	,	PUNCT
bracis-19075	251	16	cikm	cikm	NOUN
bracis-19075	251	17	2005	2005	NUM
bracis-19075	251	18	,	,	PUNCT
bracis-19075	251	19	pp	pp	ADJ
bracis-19075	251	20	.	.	PUNCT
bracis-19075	252	1	485–492	485–492	NUM
bracis-19075	252	2	.	.	PUNCT
bracis-19075	252	3	association	association	NOUN
bracis-19075	252	4	for	for	ADP
bracis-19075	252	5	computing	compute	VERB
bracis-19075	252	6	machinery	machinery	NOUN
bracis-19075	252	7	,	,	PUNCT
bracis-19075	252	8	new	new	PROPN
bracis-19075	252	9	york	york	PROPN
bracis-19075	252	10	(	(	PUNCT
bracis-19075	252	11	2005	2005	NUM
bracis-19075	252	12	)	)	PUNCT
bracis-19075	252	13	.	.	PUNCT
bracis-19075	253	1	https://doi.org/10.1145/1099554.1099689	https://doi.org/10.1145/1099554.1099689	PROPN
bracis-19075	253	2	peng	peng	PROPN
bracis-19075	253	3	,	,	PUNCT
bracis-19075	253	4	f.u	f.u	PROPN
bracis-19075	253	5	.	.	PROPN
bracis-19075	253	6	,	,	PUNCT
bracis-19075	253	7	lv	lv	PROPN
bracis-19075	253	8	,	,	PUNCT
bracis-19075	253	9	j.h	j.h	PROPN
bracis-19075	253	10	.	.	PROPN
bracis-19075	253	11	and	and	CCONJ
bracis-19075	253	12	li	li	PROPN
bracis-19075	253	13	,	,	PUNCT
bracis-19075	253	14	b.j	b.j	PROPN
bracis-19075	253	15	.	.	PROPN
bracis-19075	253	16	:	:	PUNCT
bracis-19075	253	17	attr2vec	attr2vec	X
bracis-19075	253	18	:	:	PUNCT
bracis-19075	253	19	a	a	DET
bracis-19075	253	20	neural	neural	ADJ
bracis-19075	253	21	network	network	NOUN
bracis-19075	253	22	based	base	VERB
bracis-19075	253	23	item	item	NOUN
bracis-19075	253	24	embedding	embed	VERB
bracis-19075	253	25	method	method	NOUN
bracis-19075	253	26	.	.	PUNCT
bracis-19075	254	1	in	in	ADP
bracis-19075	254	2	:	:	PUNCT
bracis-19075	254	3	proceedings	proceeding	NOUN
bracis-19075	254	4	of	of	ADP
bracis-19075	254	5	the	the	DET
bracis-19075	254	6	2nd	2nd	ADJ
bracis-19075	254	7	international	international	ADJ
bracis-19075	254	8	conference	conference	NOUN
bracis-19075	254	9	on	on	ADP
bracis-19075	254	10	computer	computer	NOUN
bracis-19075	254	11	,	,	PUNCT
bracis-19075	254	12	mechatronics	mechatronic	NOUN
bracis-19075	254	13	and	and	CCONJ
bracis-19075	254	14	electronic	electronic	ADJ
bracis-19075	254	15	engineering	engineering	NOUN
bracis-19075	254	16	,	,	PUNCT
bracis-19075	254	17	cmee	cmee	PROPN
bracis-19075	254	18	2017	2017	NUM
bracis-19075	254	19	,	,	PUNCT
bracis-19075	254	20	pp	pp	ADJ
bracis-19075	254	21	.	.	PUNCT
bracis-19075	255	1	300–307	300–307	NUM
bracis-19075	255	2	.	.	PUNCT
bracis-19075	256	1	destech	destech	NOUN
bracis-19075	256	2	publications	publication	NOUN
bracis-19075	256	3	,	,	PUNCT
bracis-19075	256	4	lancaster	lancaster	PROPN
bracis-19075	256	5	,	,	PUNCT
bracis-19075	256	6	pa	pa	PROPN
bracis-19075	256	7	,	,	PUNCT
bracis-19075	256	8	usa	usa	PROPN
bracis-19075	256	9	(	(	PUNCT
bracis-19075	256	10	2017	2017	NUM
bracis-19075	256	11	)	)	PUNCT
bracis-19075	256	12	.	.	PUNCT
bracis-19075	257	1	https://doi.org/10.12783/dtcse/cmee2017/19993	https://doi.org/10.12783/dtcse/cmee2017/19993	NOUN
bracis-19075	257	2	grbovic	grbovic	ADJ
bracis-19075	257	3	,	,	PUNCT
bracis-19075	257	4	m.	m.	NOUN
bracis-19075	257	5	,	,	PUNCT
bracis-19075	257	6	cheng	cheng	PROPN
bracis-19075	257	7	,	,	PUNCT
bracis-19075	257	8	h.	h.	PROPN
bracis-19075	257	9	:	:	PUNCT
bracis-19075	257	10	real	real	ADJ
bracis-19075	257	11	-	-	PUNCT
bracis-19075	257	12	time	time	NOUN
bracis-19075	257	13	personalization	personalization	NOUN
bracis-19075	257	14	using	use	VERB
bracis-19075	257	15	embeddings	embedding	NOUN
bracis-19075	257	16	for	for	ADP
bracis-19075	257	17	search	search	NOUN
bracis-19075	257	18	ranking	rank	VERB
bracis-19075	257	19	at	at	ADP
bracis-19075	257	20	airbnb	airbnb	PROPN
bracis-19075	257	21	.	.	PUNCT
bracis-19075	258	1	in	in	ADP
bracis-19075	258	2	:	:	PUNCT
bracis-19075	258	3	proceedings	proceeding	NOUN
bracis-19075	258	4	of	of	ADP
bracis-19075	258	5	the	the	DET
bracis-19075	258	6	24th	24th	PROPN
bracis-19075	258	7	acm	acm	PROPN
bracis-19075	258	8	sigkdd	sigkdd	NOUN
bracis-19075	258	9	international	international	ADJ
bracis-19075	258	10	conference	conference	NOUN
bracis-19075	258	11	on	on	ADP
bracis-19075	258	12	knowledge	knowledge	NOUN
bracis-19075	258	13	discovery	discovery	PROPN
bracis-19075	258	14	and	and	CCONJ
bracis-19075	258	15	data	datum	NOUN
bracis-19075	258	16	mining	mining	NOUN
bracis-19075	258	17	,	,	PUNCT
bracis-19075	258	18	kdd	kdd	PROPN
bracis-19075	258	19	2018	2018	NUM
bracis-19075	258	20	,	,	PUNCT
bracis-19075	258	21	pp	pp	ADV
bracis-19075	258	22	.	.	PUNCT
bracis-19075	259	1	311–320	311–320	NUM
bracis-19075	259	2	.	.	PUNCT
bracis-19075	259	3	association	association	NOUN
bracis-19075	259	4	for	for	ADP
bracis-19075	259	5	computing	compute	VERB
bracis-19075	259	6	machinery	machinery	NOUN
bracis-19075	259	7	,	,	PUNCT
bracis-19075	259	8	new	new	PROPN
bracis-19075	259	9	york	york	PROPN
bracis-19075	259	10	(	(	PUNCT
bracis-19075	259	11	2018	2018	NUM
bracis-19075	259	12	)	)	PUNCT
bracis-19075	259	13	.	.	PUNCT
bracis-19075	260	1	https://doi.org/10.1145/3219819.3219885	https://doi.org/10.1145/3219819.3219885	NOUN
bracis-19075	260	2	grbovic	grbovic	ADJ
bracis-19075	260	3	,	,	PUNCT
bracis-19075	260	4	m.	m.	NOUN
bracis-19075	260	5	,	,	PUNCT
bracis-19075	260	6	et	et	PROPN
bracis-19075	260	7	al	al	PROPN
bracis-19075	260	8	.	.	PUNCT
bracis-19075	260	9	:	:	PUNCT
bracis-19075	261	1	e	e	X
bracis-19075	261	2	-	-	NOUN
bracis-19075	261	3	commerce	commerce	NOUN
bracis-19075	261	4	in	in	ADP
bracis-19075	261	5	your	your	PRON
bracis-19075	261	6	inbox	inbox	NOUN
bracis-19075	261	7	:	:	PUNCT
bracis-19075	261	8	product	product	NOUN
bracis-19075	261	9	recommendations	recommendation	NOUN
bracis-19075	261	10	at	at	ADP
bracis-19075	261	11	scale	scale	NOUN
bracis-19075	261	12	.	.	PUNCT
bracis-19075	262	1	in	in	ADP
bracis-19075	262	2	:	:	PUNCT
bracis-19075	262	3	proceedings	proceeding	NOUN
bracis-19075	262	4	of	of	ADP
bracis-19075	262	5	the	the	DET
bracis-19075	262	6	21th	21th	PROPN
bracis-19075	262	7	acm	acm	PROPN
bracis-19075	262	8	sigkdd	sigkdd	PROPN
bracis-19075	262	9	international	international	ADJ
bracis-19075	262	10	conference	conference	NOUN
bracis-19075	262	11	on	on	ADP
bracis-19075	262	12	knowledge	knowledge	NOUN
bracis-19075	262	13	discovery	discovery	PROPN
bracis-19075	262	14	and	and	CCONJ
bracis-19075	262	15	data	datum	NOUN
bracis-19075	262	16	mining	mining	NOUN
bracis-19075	262	17	,	,	PUNCT
bracis-19075	262	18	kdd	kdd	PROPN
bracis-19075	262	19	2015	2015	NUM
bracis-19075	262	20	,	,	PUNCT
bracis-19075	262	21	pp	pp	ADP
bracis-19075	262	22	.	.	PUNCT
bracis-19075	263	1	1809–1818	1809–1818	NUM
bracis-19075	263	2	.	.	PUNCT
bracis-19075	263	3	association	association	NOUN
bracis-19075	263	4	for	for	ADP
bracis-19075	263	5	computing	compute	VERB
bracis-19075	263	6	machinery	machinery	NOUN
bracis-19075	263	7	,	,	PUNCT
bracis-19075	263	8	new	new	PROPN
bracis-19075	263	9	york	york	PROPN
bracis-19075	263	10	(	(	PUNCT
bracis-19075	263	11	2015	2015	NUM
bracis-19075	263	12	)	)	PUNCT
bracis-19075	263	13	.	.	PUNCT
bracis-19075	264	1	https://doi.org/10.1145/2783258.2788627	https://doi.org/10.1145/2783258.2788627	PROPN
bracis-19075	264	2	greenstein	greenstein	PROPN
bracis-19075	264	3	-	-	PUNCT
bracis-19075	264	4	messica	messica	PROPN
bracis-19075	264	5	,	,	PUNCT
bracis-19075	264	6	a.	a.	NOUN
bracis-19075	264	7	,	,	PUNCT
bracis-19075	264	8	rokach	rokach	NOUN
bracis-19075	264	9	,	,	PUNCT
bracis-19075	264	10	l.	l.	PROPN
bracis-19075	264	11	,	,	PUNCT
bracis-19075	264	12	friedman	friedman	PROPN
bracis-19075	264	13	,	,	PUNCT
bracis-19075	264	14	m.	m.	NOUN
bracis-19075	264	15	:	:	PUNCT
bracis-19075	264	16	session	session	NOUN
bracis-19075	264	17	-	-	PUNCT
bracis-19075	264	18	based	base	VERB
bracis-19075	264	19	recommendations	recommendation	NOUN
bracis-19075	264	20	using	use	VERB
bracis-19075	264	21	item	item	NOUN
bracis-19075	264	22	embedding	embed	VERB
bracis-19075	264	23	.	.	PUNCT
bracis-19075	265	1	in	in	ADP
bracis-19075	265	2	:	:	PUNCT
bracis-19075	265	3	proceedings	proceeding	NOUN
bracis-19075	265	4	of	of	ADP
bracis-19075	265	5	the	the	DET
bracis-19075	265	6	22nd	22nd	ADJ
bracis-19075	265	7	international	international	ADJ
bracis-19075	265	8	conference	conference	NOUN
bracis-19075	265	9	on	on	ADP
bracis-19075	265	10	intelligent	intelligent	ADJ
bracis-19075	265	11	user	user	NOUN
bracis-19075	265	12	interfaces	interface	NOUN
bracis-19075	265	13	,	,	PUNCT
bracis-19075	265	14	iui	iui	NOUN
bracis-19075	265	15	2017	2017	NUM
bracis-19075	265	16	,	,	PUNCT
bracis-19075	265	17	pp	pp	ADJ
bracis-19075	265	18	.	.	PUNCT
bracis-19075	266	1	629–633	629–633	NUM
bracis-19075	266	2	.	.	X
bracis-19075	266	3	association	association	NOUN
bracis-19075	266	4	for	for	ADP
bracis-19075	266	5	computing	compute	VERB
bracis-19075	266	6	machinery	machinery	NOUN
bracis-19075	266	7	,	,	PUNCT
bracis-19075	266	8	new	new	PROPN
bracis-19075	266	9	york	york	PROPN
bracis-19075	266	10	(	(	PUNCT
bracis-19075	266	11	2017	2017	NUM
bracis-19075	266	12	)	)	PUNCT
bracis-19075	266	13	.	.	PUNCT
bracis-19075	267	1	https://doi.org/10.1145/3025171.3025197	https://doi.org/10.1145/3025171.3025197	PROPN
bracis-19075	267	2	hasanzadeh	hasanzadeh	PROPN
bracis-19075	267	3	,	,	PUNCT
bracis-19075	267	4	s.	s.	PROPN
bracis-19075	267	5	,	,	PUNCT
bracis-19075	267	6	fakhrahmad	fakhrahmad	ADJ
bracis-19075	267	7	,	,	PUNCT
bracis-19075	267	8	s.m	s.m	PROPN
bracis-19075	267	9	.	.	PROPN
bracis-19075	267	10	,	,	PUNCT
bracis-19075	267	11	taheri	taheri	NOUN
bracis-19075	267	12	,	,	PUNCT
bracis-19075	267	13	m.	m.	NOUN
bracis-19075	267	14	:	:	PUNCT
bracis-19075	267	15	review	review	NOUN
bracis-19075	267	16	-	-	PUNCT
bracis-19075	267	17	based	base	VERB
bracis-19075	267	18	recommender	recommender	NOUN
bracis-19075	267	19	systems	system	NOUN
bracis-19075	267	20	:	:	PUNCT
bracis-19075	267	21	a	a	DET
bracis-19075	267	22	proposed	propose	VERB
bracis-19075	267	23	rating	rating	NOUN
bracis-19075	267	24	prediction	prediction	NOUN
bracis-19075	267	25	scheme	scheme	NOUN
bracis-19075	267	26	using	use	VERB
bracis-19075	267	27	word	word	NOUN
bracis-19075	267	28	embedding	embed	VERB
bracis-19075	267	29	representation	representation	NOUN
bracis-19075	267	30	of	of	ADP
bracis-19075	267	31	reviews	review	NOUN
bracis-19075	267	32	.	.	PUNCT
bracis-19075	268	1	comput	comput	NOUN
bracis-19075	268	2	.	.	PUNCT
bracis-19075	269	1	j.	j.	PROPN
bracis-19075	269	2	1–10	1–10	PROPN
bracis-19075	269	3	(	(	PUNCT
bracis-19075	269	4	2020	2020	NUM
bracis-19075	269	5	)	)	PUNCT
bracis-19075	269	6	.	.	PUNCT
bracis-19075	270	1	https://doi.org/10.1093/comjnl/bxaa044	https://doi.org/10.1093/comjnl/bxaa044	PROPN
bracis-19075	270	2	hu	hu	PROPN
bracis-19075	270	3	,	,	PUNCT
bracis-19075	270	4	y.	y.	PROPN
bracis-19075	270	5	,	,	PUNCT
bracis-19075	270	6	koren	koren	PROPN
bracis-19075	270	7	,	,	PUNCT
bracis-19075	270	8	y.	y.	PROPN
bracis-19075	270	9	,	,	PUNCT
bracis-19075	270	10	volinsky	volinsky	ADJ
bracis-19075	270	11	,	,	PUNCT
bracis-19075	270	12	c.	c.	NOUN
bracis-19075	270	13	:	:	PUNCT
bracis-19075	270	14	collaborative	collaborative	ADJ
bracis-19075	270	15	filtering	filtering	NOUN
bracis-19075	270	16	for	for	ADP
bracis-19075	270	17	implicit	implicit	ADJ
bracis-19075	270	18	feedback	feedback	NOUN
bracis-19075	270	19	datasets	dataset	NOUN
bracis-19075	270	20	.	.	PUNCT
bracis-19075	271	1	in	in	ADP
bracis-19075	271	2	:	:	PUNCT
bracis-19075	271	3	proceedings	proceeding	NOUN
bracis-19075	271	4	of	of	ADP
bracis-19075	271	5	the	the	DET
bracis-19075	271	6	8th	8th	ADJ
bracis-19075	271	7	ieee	ieee	NOUN
bracis-19075	271	8	international	international	ADJ
bracis-19075	271	9	conference	conference	NOUN
bracis-19075	271	10	on	on	ADP
bracis-19075	271	11	data	datum	NOUN
bracis-19075	271	12	mining	mining	NOUN
bracis-19075	271	13	,	,	PUNCT
bracis-19075	271	14	icdm	icdm	NOUN
bracis-19075	271	15	2008	2008	NUM
bracis-19075	271	16	,	,	PUNCT
bracis-19075	271	17	pp	pp	ADP
bracis-19075	271	18	.	.	PUNCT
bracis-19075	272	1	263–272	263–272	NUM
bracis-19075	272	2	.	.	PUNCT
bracis-19075	273	1	ieee	ieee	NOUN
bracis-19075	273	2	computer	computer	NOUN
bracis-19075	273	3	society	society	PROPN
bracis-19075	273	4	,	,	PUNCT
bracis-19075	273	5	washington	washington	PROPN
bracis-19075	273	6	,	,	PUNCT
bracis-19075	273	7	d.c	d.c	PROPN
bracis-19075	273	8	.	.	PROPN
bracis-19075	273	9	,	,	PUNCT
bracis-19075	273	10	usa	usa	PROPN
bracis-19075	273	11	(	(	PUNCT
bracis-19075	273	12	2008	2008	NUM
bracis-19075	273	13	)	)	PUNCT
bracis-19075	273	14	.	.	PUNCT
bracis-19075	274	1	https://doi.org/10.1109/icdm.2008.22	https://doi.org/10.1109/icdm.2008.22	PROPN
bracis-19075	274	2	karypis	karypis	PROPN
bracis-19075	274	3	,	,	PUNCT
bracis-19075	274	4	g.	g.	NOUN
bracis-19075	274	5	:	:	PUNCT
bracis-19075	274	6	evaluation	evaluation	NOUN
bracis-19075	274	7	of	of	ADP
bracis-19075	274	8	item	item	NOUN
bracis-19075	274	9	-	-	PUNCT
bracis-19075	274	10	based	base	VERB
bracis-19075	274	11	top	top	ADJ
bracis-19075	274	12	-	-	PUNCT
bracis-19075	274	13	n	n	NOUN
bracis-19075	274	14	recommendation	recommendation	NOUN
bracis-19075	274	15	algorithms	algorithm	NOUN
bracis-19075	274	16	.	.	PUNCT
bracis-19075	275	1	in	in	ADP
bracis-19075	275	2	:	:	PUNCT
bracis-19075	275	3	proceedings	proceeding	NOUN
bracis-19075	275	4	of	of	ADP
bracis-19075	275	5	the	the	DET
bracis-19075	275	6	10th	10th	ADJ
bracis-19075	275	7	international	international	ADJ
bracis-19075	275	8	conference	conference	NOUN
bracis-19075	275	9	on	on	ADP
bracis-19075	275	10	information	information	NOUN
bracis-19075	275	11	and	and	CCONJ
bracis-19075	275	12	knowledge	knowledge	NOUN
bracis-19075	275	13	management	management	NOUN
bracis-19075	275	14	,	,	PUNCT
bracis-19075	275	15	cikm	cikm	NOUN
bracis-19075	275	16	2001	2001	NUM
bracis-19075	275	17	,	,	PUNCT
bracis-19075	275	18	pp	pp	ADP
bracis-19075	275	19	.	.	PUNCT
bracis-19075	276	1	247–254	247–254	NUM
bracis-19075	276	2	(	(	PUNCT
bracis-19075	276	3	2001	2001	NUM
bracis-19075	276	4	)	)	PUNCT
bracis-19075	276	5	.	.	PUNCT
bracis-19075	277	1	https://doi.org/10.1145/502585.502627	https://doi.org/10.1145/502585.502627	PROPN
bracis-19075	277	2	khusro	khusro	PROPN
bracis-19075	277	3	,	,	PUNCT
bracis-19075	277	4	s.	s.	PROPN
bracis-19075	277	5	,	,	PUNCT
bracis-19075	277	6	ali	ali	PROPN
bracis-19075	277	7	,	,	PUNCT
bracis-19075	277	8	z.	z.	PROPN
bracis-19075	277	9	,	,	PUNCT
bracis-19075	277	10	ullah	ullah	PROPN
bracis-19075	277	11	,	,	PUNCT
bracis-19075	277	12	i.	i.	PROPN
bracis-19075	277	13	:	:	PUNCT
bracis-19075	277	14	recommender	recommender	NOUN
bracis-19075	277	15	systems	system	NOUN
bracis-19075	277	16	:	:	PUNCT
bracis-19075	277	17	issues	issue	NOUN
bracis-19075	277	18	,	,	PUNCT
bracis-19075	277	19	challenges	challenge	NOUN
bracis-19075	277	20	,	,	PUNCT
bracis-19075	277	21	and	and	CCONJ
bracis-19075	277	22	research	research	NOUN
bracis-19075	277	23	opportunities	opportunity	NOUN
bracis-19075	277	24	.	.	PUNCT
bracis-19075	278	1	in	in	ADP
bracis-19075	278	2	:	:	PUNCT
bracis-19075	278	3	information	information	NOUN
bracis-19075	278	4	science	science	NOUN
bracis-19075	278	5	and	and	CCONJ
bracis-19075	278	6	applications	application	NOUN
bracis-19075	278	7	(	(	PUNCT
bracis-19075	278	8	icisa	icisa	NOUN
bracis-19075	278	9	)	)	PUNCT
bracis-19075	278	10	2016	2016	NUM
bracis-19075	278	11	.	.	PUNCT
bracis-19075	279	1	lnee	lnee	NOUN
bracis-19075	279	2	,	,	PUNCT
bracis-19075	279	3	vol	vol	NOUN
bracis-19075	279	4	.	.	PROPN
bracis-19075	279	5	376	376	NUM
bracis-19075	279	6	,	,	PUNCT
bracis-19075	279	7	pp	pp	ADJ
bracis-19075	279	8	.	.	PUNCT
bracis-19075	280	1	1179–1189	1179–1189	NUM
bracis-19075	280	2	.	.	PUNCT
bracis-19075	280	3	springer	springer	NOUN
bracis-19075	280	4	,	,	PUNCT
bracis-19075	280	5	singapore	singapore	PROPN
bracis-19075	280	6	(	(	PUNCT
bracis-19075	280	7	2016	2016	NUM
bracis-19075	280	8	)	)	PUNCT
bracis-19075	280	9	.	.	PUNCT
bracis-19075	281	1	https://doi.org/10.1007/978-981-10-0557-2_112	https://doi.org/10.1007/978-981-10-0557-2_112	PROPN
bracis-19075	281	2	chapter	chapter	PROPN
bracis-19075	281	3	  	  	SPACE
bracis-19075	281	4	google	google	PROPN
bracis-19075	281	5	scholar	scholar	NOUN
bracis-19075	281	6	  	  	SPACE
bracis-19075	281	7	koren	koren	PROPN
bracis-19075	281	8	,	,	PUNCT
bracis-19075	281	9	y.	y.	PROPN
bracis-19075	281	10	:	:	PUNCT
bracis-19075	281	11	collaborative	collaborative	ADJ
bracis-19075	281	12	filtering	filtering	NOUN
bracis-19075	281	13	with	with	ADP
bracis-19075	281	14	temporal	temporal	ADJ
bracis-19075	281	15	dynamics	dynamic	NOUN
bracis-19075	281	16	.	.	PUNCT
bracis-19075	282	1	in	in	ADP
bracis-19075	282	2	:	:	PUNCT
bracis-19075	282	3	proceedings	proceeding	NOUN
bracis-19075	282	4	of	of	ADP
bracis-19075	282	5	the	the	DET
bracis-19075	282	6	15th	15th	PROPN
bracis-19075	282	7	acm	acm	PROPN
bracis-19075	282	8	sigkdd	sigkdd	NOUN
bracis-19075	282	9	international	international	ADJ
bracis-19075	282	10	conference	conference	NOUN
bracis-19075	282	11	on	on	ADP
bracis-19075	282	12	knowledge	knowledge	NOUN
bracis-19075	282	13	discovery	discovery	PROPN
bracis-19075	282	14	and	and	CCONJ
bracis-19075	282	15	data	datum	NOUN
bracis-19075	282	16	mining	mining	NOUN
bracis-19075	282	17	,	,	PUNCT
bracis-19075	282	18	kdd	kdd	PROPN
bracis-19075	282	19	2009	2009	NUM
bracis-19075	282	20	,	,	PUNCT
bracis-19075	282	21	pp	pp	ADV
bracis-19075	282	22	.	.	PUNCT
bracis-19075	283	1	447–456	447–456	NUM
bracis-19075	283	2	(	(	PUNCT
bracis-19075	283	3	2009	2009	NUM
bracis-19075	283	4	)	)	PUNCT
bracis-19075	283	5	.	.	PUNCT
bracis-19075	284	1	https://doi.org/10.1145/1557019.1557072	https://doi.org/10.1145/1557019.1557072	PROPN
bracis-19075	284	2	koren	koren	PROPN
bracis-19075	284	3	,	,	PUNCT
bracis-19075	284	4	y.	y.	PROPN
bracis-19075	284	5	,	,	PUNCT
bracis-19075	284	6	bell	bell	PROPN
bracis-19075	284	7	,	,	PUNCT
bracis-19075	284	8	r.	r.	PROPN
bracis-19075	284	9	,	,	PUNCT
bracis-19075	284	10	volinsky	volinsky	ADJ
bracis-19075	284	11	,	,	PUNCT
bracis-19075	284	12	c.	c.	NOUN
bracis-19075	284	13	:	:	PUNCT
bracis-19075	284	14	matrix	matrix	NOUN
bracis-19075	284	15	factorization	factorization	NOUN
bracis-19075	284	16	techniques	technique	NOUN
bracis-19075	284	17	for	for	ADP
bracis-19075	284	18	recommender	recommender	NOUN
bracis-19075	284	19	systems	system	NOUN
bracis-19075	284	20	.	.	PUNCT
bracis-19075	285	1	computer	computer	NOUN
bracis-19075	285	2	42(8	42(8	NOUN
bracis-19075	285	3	)	)	PUNCT
bracis-19075	285	4	,	,	PUNCT
bracis-19075	285	5	30–37	30–37	NUM
bracis-19075	285	6	(	(	PUNCT
bracis-19075	285	7	2009	2009	NUM
bracis-19075	285	8	)	)	PUNCT
bracis-19075	285	9	.	.	PUNCT
bracis-19075	286	1	https://doi.org/10.1109/mc.2009.263	https://doi.org/10.1109/mc.2009.263	PRON
bracis-19075	286	2	article	article	NOUN
bracis-19075	286	3	  	  	SPACE
bracis-19075	286	4	google	google	PROPN
bracis-19075	286	5	scholar	scholar	NOUN
bracis-19075	286	6	  	  	SPACE
bracis-19075	286	7	lathia	lathia	NOUN
bracis-19075	286	8	,	,	PUNCT
bracis-19075	286	9	n.	n.	NOUN
bracis-19075	286	10	,	,	PUNCT
bracis-19075	286	11	hailes	haile	NOUN
bracis-19075	286	12	,	,	PUNCT
bracis-19075	286	13	s.	s.	PROPN
bracis-19075	286	14	,	,	PUNCT
bracis-19075	286	15	capra	capra	PROPN
bracis-19075	286	16	,	,	PUNCT
bracis-19075	286	17	l.	l.	PROPN
bracis-19075	286	18	:	:	PUNCT
bracis-19075	286	19	temporal	temporal	ADJ
bracis-19075	286	20	collaborative	collaborative	ADJ
bracis-19075	286	21	filtering	filtering	NOUN
bracis-19075	286	22	with	with	ADP
bracis-19075	286	23	adaptive	adaptive	ADJ
bracis-19075	286	24	neighbourhoods	neighbourhood	NOUN
bracis-19075	286	25	.	.	PUNCT
bracis-19075	287	1	in	in	ADP
bracis-19075	287	2	:	:	PUNCT
bracis-19075	287	3	proceedings	proceeding	NOUN
bracis-19075	287	4	of	of	ADP
bracis-19075	287	5	the	the	DET
bracis-19075	287	6	32nd	32nd	ADJ
bracis-19075	287	7	international	international	PROPN
bracis-19075	287	8	acm	acm	PROPN
bracis-19075	287	9	sigir	sigir	PROPN
bracis-19075	287	10	conference	conference	PROPN
bracis-19075	287	11	on	on	ADP
bracis-19075	287	12	research	research	NOUN
bracis-19075	287	13	and	and	CCONJ
bracis-19075	287	14	development	development	NOUN
bracis-19075	287	15	in	in	ADP
bracis-19075	287	16	information	information	NOUN
bracis-19075	287	17	retrieval	retrieval	NOUN
bracis-19075	287	18	,	,	PUNCT
bracis-19075	287	19	sigir	sigir	NOUN
bracis-19075	287	20	2009	2009	NUM
bracis-19075	287	21	,	,	PUNCT
bracis-19075	287	22	pp	pp	ADP
bracis-19075	287	23	.	.	PUNCT
bracis-19075	288	1	796–797	796–797	NUM
bracis-19075	288	2	.	.	PUNCT
bracis-19075	289	1	association	association	NOUN
bracis-19075	289	2	for	for	ADP
bracis-19075	289	3	computing	compute	VERB
bracis-19075	289	4	machinery	machinery	NOUN
bracis-19075	289	5	,	,	PUNCT
bracis-19075	289	6	new	new	PROPN
bracis-19075	289	7	york	york	PROPN
bracis-19075	289	8	(	(	PUNCT
bracis-19075	289	9	2009	2009	NUM
bracis-19075	289	10	)	)	PUNCT
bracis-19075	289	11	.	.	PUNCT
bracis-19075	290	1	https://doi.org/10.1145/1571941.1572133	https://doi.org/10.1145/1571941.1572133	PROPN
bracis-19075	291	1	le	le	PROPN
bracis-19075	291	2	,	,	PUNCT
bracis-19075	291	3	q.	q.	PROPN
bracis-19075	291	4	,	,	PUNCT
bracis-19075	291	5	mikolov	mikolov	NOUN
bracis-19075	291	6	,	,	PUNCT
bracis-19075	291	7	t.	t.	PROPN
bracis-19075	291	8	:	:	PUNCT
bracis-19075	291	9	distributed	distribute	VERB
bracis-19075	291	10	representations	representation	NOUN
bracis-19075	291	11	of	of	ADP
bracis-19075	291	12	sentences	sentence	NOUN
bracis-19075	291	13	and	and	CCONJ
bracis-19075	291	14	documents	document	NOUN
bracis-19075	291	15	.	.	PUNCT
bracis-19075	292	1	in	in	ADP
bracis-19075	292	2	:	:	PUNCT
bracis-19075	292	3	proceedings	proceeding	NOUN
bracis-19075	292	4	of	of	ADP
bracis-19075	292	5	the	the	DET
bracis-19075	292	6	31st	31st	ADJ
bracis-19075	292	7	international	international	ADJ
bracis-19075	292	8	conference	conference	NOUN
bracis-19075	292	9	on	on	ADP
bracis-19075	292	10	machine	machine	NOUN
bracis-19075	292	11	learning	learning	NOUN
bracis-19075	292	12	,	,	PUNCT
bracis-19075	292	13	icml	icml	VERB
bracis-19075	292	14	2014	2014	NUM
bracis-19075	292	15	,	,	PUNCT
bracis-19075	292	16	pp	pp	ADJ
bracis-19075	292	17	.	.	PUNCT
bracis-19075	292	18	1188–1196	1188–1196	NUM
bracis-19075	292	19	.	.	PUNCT
bracis-19075	293	1	jmlr.org	jmlr.org	X
bracis-19075	293	2	(	(	PUNCT
bracis-19075	293	3	2014	2014	NUM
bracis-19075	293	4	)	)	PUNCT
bracis-19075	293	5	.	.	PUNCT
bracis-19075	294	1	https://doi.org/10.5555/3044805.3045025	https://doi.org/10.5555/3044805.3045025	PROPN
bracis-19075	294	2	matuszyk	matuszyk	NOUN
bracis-19075	294	3	,	,	PUNCT
bracis-19075	294	4	p.	p.	PROPN
bracis-19075	294	5	,	,	PUNCT
bracis-19075	294	6	ao	ao	PROPN
bracis-19075	294	7	vinagre	vinagre	PROPN
bracis-19075	294	8	,	,	PUNCT
bracis-19075	294	9	j.	j.	PROPN
bracis-19075	294	10	,	,	PUNCT
bracis-19075	294	11	spiliopoulou	spiliopoulou	PROPN
bracis-19075	294	12	,	,	PUNCT
bracis-19075	294	13	m.	m.	NOUN
bracis-19075	294	14	,	,	PUNCT
bracis-19075	294	15	jorge	jorge	NOUN
bracis-19075	294	16	,	,	PUNCT
bracis-19075	294	17	a.m.	a.m.	ADV
bracis-19075	294	18	,	,	PUNCT
bracis-19075	294	19	ao	ao	PROPN
bracis-19075	294	20	gama	gama	PROPN
bracis-19075	294	21	,	,	PUNCT
bracis-19075	294	22	j.	j.	PROPN
bracis-19075	294	23	:	:	PUNCT
bracis-19075	294	24	forgetting	forget	VERB
bracis-19075	294	25	methods	method	NOUN
bracis-19075	294	26	for	for	ADP
bracis-19075	294	27	incremental	incremental	ADJ
bracis-19075	294	28	matrix	matrix	NOUN
bracis-19075	294	29	factorization	factorization	NOUN
bracis-19075	294	30	in	in	ADP
bracis-19075	294	31	recommender	recommender	NOUN
bracis-19075	294	32	systems	system	NOUN
bracis-19075	294	33	.	.	PUNCT
bracis-19075	295	1	in	in	ADP
bracis-19075	295	2	:	:	PUNCT
bracis-19075	295	3	proceedings	proceeding	NOUN
bracis-19075	295	4	of	of	ADP
bracis-19075	295	5	the	the	DET
bracis-19075	295	6	30th	30th	ADJ
bracis-19075	295	7	annual	annual	ADJ
bracis-19075	295	8	acm	acm	NOUN
bracis-19075	295	9	symposium	symposium	NOUN
bracis-19075	295	10	on	on	ADP
bracis-19075	295	11	applied	apply	VERB
bracis-19075	295	12	computing	computing	NOUN
bracis-19075	295	13	,	,	PUNCT
bracis-19075	295	14	sac	sac	NOUN
bracis-19075	295	15	2015	2015	NUM
bracis-19075	295	16	,	,	PUNCT
bracis-19075	295	17	pp	pp	ADJ
bracis-19075	295	18	.	.	PUNCT
bracis-19075	296	1	947–953	947–953	NUM
bracis-19075	296	2	.	.	PUNCT
bracis-19075	297	1	association	association	NOUN
bracis-19075	297	2	for	for	ADP
bracis-19075	297	3	computing	compute	VERB
bracis-19075	297	4	machinery	machinery	NOUN
bracis-19075	297	5	,	,	PUNCT
bracis-19075	297	6	new	new	PROPN
bracis-19075	297	7	york	york	PROPN
bracis-19075	297	8	(	(	PUNCT
bracis-19075	297	9	2015	2015	NUM
bracis-19075	297	10	)	)	PUNCT
bracis-19075	297	11	.	.	PUNCT
bracis-19075	298	1	https://doi.org/10.1145/2695664.2695820	https://doi.org/10.1145/2695664.2695820	PROPN
bracis-19075	298	2	mikolov	mikolov	PROPN
bracis-19075	298	3	,	,	PUNCT
bracis-19075	298	4	t.	t.	PROPN
bracis-19075	298	5	,	,	PUNCT
bracis-19075	298	6	sutskever	sutskever	PROPN
bracis-19075	298	7	,	,	PUNCT
bracis-19075	298	8	i.	i.	PROPN
bracis-19075	298	9	,	,	PUNCT
bracis-19075	298	10	chen	chen	PROPN
bracis-19075	298	11	,	,	PUNCT
bracis-19075	298	12	k.	k.	PROPN
bracis-19075	298	13	,	,	PUNCT
bracis-19075	298	14	conrado	conrado	PROPN
bracis-19075	298	15	,	,	PUNCT
bracis-19075	298	16	g.	g.	PROPN
bracis-19075	298	17	,	,	PUNCT
bracis-19075	298	18	dan	dan	PROPN
bracis-19075	298	19	,	,	PUNCT
bracis-19075	298	20	j.	j.	PROPN
bracis-19075	298	21	:	:	PUNCT
bracis-19075	298	22	distributed	distribute	VERB
bracis-19075	298	23	representations	representation	NOUN
bracis-19075	298	24	of	of	ADP
bracis-19075	298	25	words	word	NOUN
bracis-19075	298	26	and	and	CCONJ
bracis-19075	298	27	phrases	phrase	NOUN
bracis-19075	298	28	and	and	CCONJ
bracis-19075	298	29	their	their	PRON
bracis-19075	298	30	compositionality	compositionality	NOUN
bracis-19075	298	31	.	.	PUNCT
bracis-19075	299	1	in	in	ADP
bracis-19075	299	2	:	:	PUNCT
bracis-19075	299	3	proceedings	proceeding	NOUN
bracis-19075	299	4	of	of	ADP
bracis-19075	299	5	the	the	DET
bracis-19075	299	6	26th	26th	ADJ
bracis-19075	299	7	international	international	ADJ
bracis-19075	299	8	conference	conference	NOUN
bracis-19075	299	9	on	on	ADP
bracis-19075	299	10	neural	neural	ADJ
bracis-19075	299	11	information	information	NOUN
bracis-19075	299	12	processing	processing	NOUN
bracis-19075	299	13	systems	system	NOUN
bracis-19075	299	14	,	,	PUNCT
bracis-19075	299	15	nips	nip	NOUN
bracis-19075	299	16	2013	2013	NUM
bracis-19075	299	17	,	,	PUNCT
bracis-19075	299	18	pp	pp	ADJ
bracis-19075	299	19	.	.	PUNCT
bracis-19075	299	20	3111–3119	3111–3119	NUM
bracis-19075	299	21	.	.	PUNCT
bracis-19075	300	1	curran	curran	PROPN
bracis-19075	300	2	associates	associates	PROPN
bracis-19075	300	3	inc	inc	PROPN
bracis-19075	300	4	.	.	PROPN
bracis-19075	300	5	,	,	PUNCT
bracis-19075	300	6	red	red	ADJ
bracis-19075	300	7	hook	hook	NOUN
bracis-19075	300	8	,	,	PUNCT
bracis-19075	300	9	ny	ny	PROPN
bracis-19075	300	10	,	,	PUNCT
bracis-19075	300	11	usa	usa	PROPN
bracis-19075	300	12	(	(	PUNCT
bracis-19075	300	13	2013	2013	NUM
bracis-19075	300	14	)	)	PUNCT
bracis-19075	300	15	.	.	PUNCT
bracis-19075	301	1	https://doi.org/10.5555/2999792.2999959	https://doi.org/10.5555/2999792.2999959	PROPN
bracis-19075	301	2	rendle	rendle	PROPN
bracis-19075	301	3	,	,	PUNCT
bracis-19075	301	4	s.	s.	PROPN
bracis-19075	301	5	:	:	PUNCT
bracis-19075	301	6	factorization	factorization	NOUN
bracis-19075	301	7	machines	machine	NOUN
bracis-19075	301	8	.	.	PUNCT
bracis-19075	302	1	in	in	ADP
bracis-19075	302	2	:	:	PUNCT
bracis-19075	302	3	proceedings	proceeding	NOUN
bracis-19075	302	4	of	of	ADP
bracis-19075	302	5	the	the	DET
bracis-19075	302	6	10th	10th	ADJ
bracis-19075	302	7	ieee	ieee	NOUN
bracis-19075	302	8	international	international	ADJ
bracis-19075	302	9	conference	conference	NOUN
bracis-19075	302	10	on	on	ADP
bracis-19075	302	11	data	datum	NOUN
bracis-19075	302	12	mining	mining	NOUN
bracis-19075	302	13	,	,	PUNCT
bracis-19075	302	14	icdm	icdm	NOUN
bracis-19075	302	15	2010	2010	NUM
bracis-19075	302	16	,	,	PUNCT
bracis-19075	302	17	pp	pp	ADJ
bracis-19075	302	18	.	.	PUNCT
bracis-19075	303	1	14–17	14–17	NUM
bracis-19075	303	2	.	.	PUNCT
bracis-19075	304	1	ieee	ieee	PROPN
bracis-19075	304	2	,	,	PUNCT
bracis-19075	304	3	new	new	PROPN
bracis-19075	304	4	york	york	PROPN
bracis-19075	304	5	(	(	PUNCT
bracis-19075	304	6	2010	2010	NUM
bracis-19075	304	7	)	)	PUNCT
bracis-19075	304	8	.	.	PUNCT
bracis-19075	305	1	https://doi.org/10.1109/icdm.2010.127	https://doi.org/10.1109/icdm.2010.127	NOUN
bracis-19075	305	2	rendle	rendle	NOUN
bracis-19075	305	3	,	,	PUNCT
bracis-19075	305	4	s.	s.	PROPN
bracis-19075	305	5	,	,	PUNCT
bracis-19075	305	6	freudenthaler	freudenthaler	NOUN
bracis-19075	305	7	,	,	PUNCT
bracis-19075	305	8	c.	c.	NOUN
bracis-19075	305	9	,	,	PUNCT
bracis-19075	305	10	gantner	gantner	NOUN
bracis-19075	305	11	,	,	PUNCT
bracis-19075	305	12	z.	z.	PROPN
bracis-19075	305	13	,	,	PUNCT
bracis-19075	305	14	schmidt	schmidt	NOUN
bracis-19075	305	15	-	-	PUNCT
bracis-19075	305	16	thieme	thieme	NOUN
bracis-19075	305	17	,	,	PUNCT
bracis-19075	305	18	l.	l.	PROPN
bracis-19075	305	19	:	:	PUNCT
bracis-19075	305	20	bpr	bpr	PROPN
bracis-19075	305	21	:	:	PUNCT
bracis-19075	305	22	bayesian	bayesian	NOUN
bracis-19075	305	23	personalized	personalized	AUX
bracis-19075	305	24	ranking	rank	VERB
bracis-19075	305	25	from	from	ADP
bracis-19075	305	26	implicit	implicit	ADJ
bracis-19075	305	27	feedback	feedback	NOUN
bracis-19075	305	28	.	.	PUNCT
bracis-19075	306	1	in	in	ADP
bracis-19075	306	2	:	:	PUNCT
bracis-19075	306	3	proceedings	proceeding	NOUN
bracis-19075	306	4	of	of	ADP
bracis-19075	306	5	the	the	DET
bracis-19075	306	6	25th	25th	ADJ
bracis-19075	306	7	conference	conference	NOUN
bracis-19075	306	8	on	on	ADP
bracis-19075	306	9	uncertainty	uncertainty	NOUN
bracis-19075	306	10	in	in	ADP
bracis-19075	306	11	artificial	artificial	ADJ
bracis-19075	306	12	intelligence	intelligence	NOUN
bracis-19075	306	13	,	,	PUNCT
bracis-19075	306	14	uai	uai	PROPN
bracis-19075	306	15	2009	2009	NUM
bracis-19075	306	16	,	,	PUNCT
bracis-19075	306	17	pp	pp	ADP
bracis-19075	306	18	.	.	PUNCT
bracis-19075	307	1	452–461	452–461	NUM
bracis-19075	307	2	.	.	PUNCT
bracis-19075	308	1	auai	auai	PROPN
bracis-19075	308	2	press	press	PROPN
bracis-19075	308	3	,	,	PUNCT
bracis-19075	308	4	arlington	arlington	PROPN
bracis-19075	308	5	,	,	PUNCT
bracis-19075	308	6	va	va	PROPN
bracis-19075	308	7	,	,	PUNCT
bracis-19075	308	8	usa	usa	PROPN
bracis-19075	308	9	(	(	PUNCT
bracis-19075	308	10	2009	2009	NUM
bracis-19075	308	11	)	)	PUNCT
bracis-19075	308	12	.	.	PUNCT
bracis-19075	309	1	https://doi.org/10.5555/1795114.1795167	https://doi.org/10.5555/1795114.1795167	ADJ
bracis-19075	309	2	rudolph	rudolph	PROPN
bracis-19075	309	3	,	,	PUNCT
bracis-19075	309	4	m.	m.	NOUN
bracis-19075	309	5	,	,	PUNCT
bracis-19075	309	6	ruiz	ruiz	NOUN
bracis-19075	309	7	,	,	PUNCT
bracis-19075	309	8	f.j.r	f.j.r	NOUN
bracis-19075	309	9	.	.	PUNCT
bracis-19075	309	10	,	,	PUNCT
bracis-19075	309	11	mandt	mandt	ADV
bracis-19075	309	12	,	,	PUNCT
bracis-19075	309	13	s.	s.	PROPN
bracis-19075	309	14	,	,	PUNCT
bracis-19075	309	15	blei	blei	NOUN
bracis-19075	309	16	,	,	PUNCT
bracis-19075	309	17	d.m	d.m	PROPN
bracis-19075	309	18	.	.	PUNCT
bracis-19075	309	19	:	:	PUNCT
bracis-19075	309	20	exponential	exponential	ADJ
bracis-19075	309	21	family	family	NOUN
bracis-19075	309	22	embeddings	embedding	NOUN
bracis-19075	309	23	.	.	PUNCT
bracis-19075	310	1	in	in	ADP
bracis-19075	310	2	:	:	PUNCT
bracis-19075	310	3	proceedings	proceeding	NOUN
bracis-19075	310	4	of	of	ADP
bracis-19075	310	5	the	the	DET
bracis-19075	310	6	30th	30th	ADJ
bracis-19075	310	7	international	international	ADJ
bracis-19075	310	8	conference	conference	NOUN
bracis-19075	310	9	on	on	ADP
bracis-19075	310	10	neural	neural	ADJ
bracis-19075	310	11	information	information	NOUN
bracis-19075	310	12	processing	processing	NOUN
bracis-19075	310	13	systems	system	NOUN
bracis-19075	310	14	,	,	PUNCT
bracis-19075	310	15	nips	nip	NOUN
bracis-19075	310	16	2016	2016	NUM
bracis-19075	310	17	,	,	PUNCT
bracis-19075	310	18	pp	pp	ADP
bracis-19075	310	19	.	.	PUNCT
bracis-19075	311	1	478–486	478–486	NUM
bracis-19075	311	2	.	.	PUNCT
bracis-19075	312	1	curran	curran	PROPN
bracis-19075	312	2	associates	associates	PROPN
bracis-19075	312	3	inc	inc	PROPN
bracis-19075	312	4	.	.	PROPN
bracis-19075	312	5	,	,	PUNCT
bracis-19075	312	6	red	red	ADJ
bracis-19075	312	7	hook	hook	NOUN
bracis-19075	312	8	,	,	PUNCT
bracis-19075	312	9	ny	ny	PROPN
bracis-19075	312	10	,	,	PUNCT
bracis-19075	312	11	usa	usa	PROPN
bracis-19075	312	12	(	(	PUNCT
bracis-19075	312	13	2016	2016	NUM
bracis-19075	312	14	)	)	PUNCT
bracis-19075	312	15	.	.	PUNCT
bracis-19075	313	1	https://doi.org/10.7916/d8nz9rht	https://doi.org/10.7916/d8nz9rht	PROPN
bracis-19075	313	2	sarwar	sarwar	PROPN
bracis-19075	313	3	,	,	PUNCT
bracis-19075	313	4	b.m	b.m	PROPN
bracis-19075	313	5	.	.	PROPN
bracis-19075	313	6	,	,	PUNCT
bracis-19075	313	7	karypis	karypi	VERB
bracis-19075	313	8	,	,	PUNCT
bracis-19075	313	9	g.	g.	PROPN
bracis-19075	313	10	,	,	PUNCT
bracis-19075	313	11	konstan	konstan	PROPN
bracis-19075	313	12	,	,	PUNCT
bracis-19075	313	13	j.a	j.a	PROPN
bracis-19075	313	14	.	.	PROPN
bracis-19075	313	15	,	,	PUNCT
bracis-19075	313	16	riedl	riedl	PROPN
bracis-19075	313	17	,	,	PUNCT
bracis-19075	313	18	j.t	j.t	PROPN
bracis-19075	313	19	.	.	PROPN
bracis-19075	313	20	:	:	PUNCT
bracis-19075	313	21	item	item	NOUN
bracis-19075	313	22	-	-	PUNCT
bracis-19075	313	23	based	base	VERB
bracis-19075	313	24	collaborative	collaborative	ADJ
bracis-19075	313	25	filtering	filtering	NOUN
bracis-19075	313	26	recommendation	recommendation	NOUN
bracis-19075	313	27	algorithms	algorithm	NOUN
bracis-19075	313	28	.	.	PUNCT
bracis-19075	314	1	in	in	ADP
bracis-19075	314	2	:	:	PUNCT
bracis-19075	314	3	proceedings	proceeding	NOUN
bracis-19075	314	4	of	of	ADP
bracis-19075	314	5	the	the	DET
bracis-19075	314	6	10th	10th	ADJ
bracis-19075	314	7	international	international	ADJ
bracis-19075	314	8	conference	conference	NOUN
bracis-19075	314	9	on	on	ADP
bracis-19075	314	10	world	world	NOUN
bracis-19075	314	11	wide	wide	ADJ
bracis-19075	314	12	web	web	NOUN
bracis-19075	314	13	,	,	PUNCT
bracis-19075	314	14	www	www	PROPN
bracis-19075	314	15	2001	2001	NUM
bracis-19075	314	16	,	,	PUNCT
bracis-19075	314	17	pp	pp	ADP
bracis-19075	314	18	.	.	PUNCT
bracis-19075	315	1	285–295	285–295	NUM
bracis-19075	315	2	.	.	PUNCT
bracis-19075	315	3	association	association	NOUN
bracis-19075	315	4	for	for	ADP
bracis-19075	315	5	computing	compute	VERB
bracis-19075	315	6	machinery	machinery	NOUN
bracis-19075	315	7	,	,	PUNCT
bracis-19075	315	8	new	new	PROPN
bracis-19075	315	9	york	york	PROPN
bracis-19075	315	10	(	(	PUNCT
bracis-19075	315	11	2001	2001	NUM
bracis-19075	315	12	)	)	PUNCT
bracis-19075	315	13	.	.	PUNCT
bracis-19075	316	1	https://doi.org/10.1145/371920.372071	https://doi.org/10.1145/371920.372071	PROPN
bracis-19075	317	1	sidana	sidana	PROPN
bracis-19075	317	2	,	,	PUNCT
bracis-19075	317	3	s.	s.	PROPN
bracis-19075	317	4	,	,	PUNCT
bracis-19075	317	5	trofimov	trofimov	ADJ
bracis-19075	317	6	,	,	PUNCT
bracis-19075	317	7	m.	m.	NOUN
bracis-19075	317	8	,	,	PUNCT
bracis-19075	317	9	horodnytskyi	horodnytskyi	NOUN
bracis-19075	317	10	,	,	PUNCT
bracis-19075	317	11	o.	o.	PROPN
bracis-19075	317	12	,	,	PUNCT
bracis-19075	317	13	laclau	laclau	PROPN
bracis-19075	317	14	,	,	PUNCT
bracis-19075	317	15	c.	c.	PROPN
bracis-19075	317	16	,	,	PUNCT
bracis-19075	317	17	maximov	maximov	NOUN
bracis-19075	317	18	,	,	PUNCT
bracis-19075	317	19	y.	y.	PROPN
bracis-19075	317	20	,	,	PUNCT
bracis-19075	317	21	amini	amini	PROPN
bracis-19075	317	22	,	,	PUNCT
bracis-19075	317	23	m.-r	m.-r	PROPN
bracis-19075	317	24	.	.	PUNCT
bracis-19075	317	25	:	:	PUNCT
bracis-19075	318	1	user	user	NOUN
bracis-19075	318	2	preference	preference	NOUN
bracis-19075	318	3	and	and	CCONJ
bracis-19075	318	4	embedding	embed	VERB
bracis-19075	318	5	learning	learn	VERB
bracis-19075	318	6	with	with	ADP
bracis-19075	318	7	implicit	implicit	ADJ
bracis-19075	318	8	feedback	feedback	NOUN
bracis-19075	318	9	for	for	ADP
bracis-19075	318	10	recommender	recommender	NOUN
bracis-19075	318	11	systems	system	NOUN
bracis-19075	318	12	.	.	PUNCT
bracis-19075	319	1	data	data	PROPN
bracis-19075	319	2	min	min	PROPN
bracis-19075	319	3	.	.	PROPN
bracis-19075	319	4	knowl	knowl	PROPN
bracis-19075	319	5	.	.	PUNCT
bracis-19075	320	1	disc	disc	NOUN
bracis-19075	320	2	.	.	PUNCT
bracis-19075	321	1	35(2	35(2	NUM
bracis-19075	321	2	)	)	PUNCT
bracis-19075	321	3	,	,	PUNCT
bracis-19075	321	4	568–592	568–592	NUM
bracis-19075	321	5	(	(	PUNCT
bracis-19075	321	6	2021	2021	NUM
bracis-19075	321	7	)	)	PUNCT
bracis-19075	321	8	.	.	PUNCT
bracis-19075	322	1	https://doi.org/10.1007/s10618-020-00730-8	https://doi.org/10.1007/s10618-020-00730-8	PROPN
bracis-19075	322	2	article	article	NOUN
bracis-19075	322	3	  	  	SPACE
bracis-19075	322	4	google	google	PROPN
bracis-19075	322	5	scholar	scholar	NOUN
bracis-19075	322	6	  	  	SPACE
bracis-19075	322	7	tang	tang	NOUN
bracis-19075	322	8	,	,	PUNCT
bracis-19075	322	9	j.	j.	PROPN
bracis-19075	322	10	,	,	PUNCT
bracis-19075	322	11	wang	wang	PROPN
bracis-19075	322	12	,	,	PUNCT
bracis-19075	322	13	k.	k.	PROPN
bracis-19075	322	14	:	:	PUNCT
bracis-19075	322	15	personalized	personalize	VERB
bracis-19075	322	16	top	top	ADJ
bracis-19075	322	17	-	-	PUNCT
bracis-19075	322	18	n	n	CCONJ
bracis-19075	322	19	sequential	sequential	ADJ
bracis-19075	322	20	recommendation	recommendation	NOUN
bracis-19075	322	21	via	via	ADP
bracis-19075	322	22	convolutional	convolutional	ADJ
bracis-19075	322	23	sequence	sequence	NOUN
bracis-19075	322	24	embedding	embed	VERB
bracis-19075	322	25	.	.	PUNCT
bracis-19075	323	1	in	in	ADP
bracis-19075	323	2	:	:	PUNCT
bracis-19075	323	3	proceedings	proceeding	NOUN
bracis-19075	323	4	of	of	ADP
bracis-19075	323	5	the	the	DET
bracis-19075	323	6	11th	11th	PROPN
bracis-19075	323	7	acm	acm	PROPN
bracis-19075	323	8	international	international	ADJ
bracis-19075	323	9	conference	conference	NOUN
bracis-19075	323	10	on	on	ADP
bracis-19075	323	11	web	web	NOUN
bracis-19075	323	12	search	search	NOUN
bracis-19075	323	13	and	and	CCONJ
bracis-19075	323	14	data	datum	NOUN
bracis-19075	323	15	mining	mining	NOUN
bracis-19075	323	16	,	,	PUNCT
bracis-19075	323	17	wsdm	wsdm	VERB
bracis-19075	323	18	2018	2018	NUM
bracis-19075	323	19	,	,	PUNCT
bracis-19075	323	20	pp	pp	ADJ
bracis-19075	323	21	.	.	PUNCT
bracis-19075	324	1	565–573	565–573	NUM
bracis-19075	324	2	.	.	PUNCT
bracis-19075	324	3	association	association	NOUN
bracis-19075	324	4	for	for	ADP
bracis-19075	324	5	computing	compute	VERB
bracis-19075	324	6	machinery	machinery	NOUN
bracis-19075	324	7	,	,	PUNCT
bracis-19075	324	8	new	new	PROPN
bracis-19075	324	9	york	york	PROPN
bracis-19075	324	10	(	(	PUNCT
bracis-19075	324	11	2018	2018	NUM
bracis-19075	324	12	)	)	PUNCT
bracis-19075	324	13	.	.	PUNCT
bracis-19075	325	1	https://doi.org/10.1145/2939672.2939673	https://doi.org/10.1145/2939672.2939673	PROPN
bracis-19075	325	2	vasile	vasile	PROPN
bracis-19075	325	3	,	,	PUNCT
bracis-19075	325	4	f.	f.	PROPN
bracis-19075	325	5	,	,	PUNCT
bracis-19075	325	6	smirnova	smirnova	PROPN
bracis-19075	325	7	,	,	PUNCT
bracis-19075	325	8	e.	e.	PROPN
bracis-19075	325	9	,	,	PUNCT
bracis-19075	325	10	conneau	conneau	PROPN
bracis-19075	325	11	,	,	PUNCT
bracis-19075	325	12	a.	a.	NOUN
bracis-19075	325	13	:	:	PUNCT
bracis-19075	325	14	meta	meta	VERB
bracis-19075	325	15	-	-	PUNCT
bracis-19075	325	16	prod2vec	prod2vec	PART
bracis-19075	325	17	:	:	PUNCT
bracis-19075	325	18	product	product	NOUN
bracis-19075	325	19	embeddings	embedding	NOUN
bracis-19075	325	20	using	use	VERB
bracis-19075	325	21	side	side	NOUN
bracis-19075	325	22	-	-	PUNCT
bracis-19075	325	23	information	information	NOUN
bracis-19075	325	24	for	for	ADP
bracis-19075	325	25	recommendation	recommendation	NOUN
bracis-19075	325	26	.	.	PUNCT
bracis-19075	326	1	in	in	ADP
bracis-19075	326	2	:	:	PUNCT
bracis-19075	326	3	proceedings	proceeding	NOUN
bracis-19075	326	4	of	of	ADP
bracis-19075	326	5	the	the	DET
bracis-19075	326	6	10th	10th	ADJ
bracis-19075	326	7	acm	acm	NOUN
bracis-19075	326	8	conference	conference	NOUN
bracis-19075	326	9	on	on	ADP
bracis-19075	326	10	recommender	recommender	NOUN
bracis-19075	326	11	systems	system	NOUN
bracis-19075	326	12	,	,	PUNCT
bracis-19075	326	13	recsys	recsy	NOUN
bracis-19075	326	14	2016	2016	NUM
bracis-19075	326	15	,	,	PUNCT
bracis-19075	326	16	pp	pp	ADV
bracis-19075	326	17	.	.	PUNCT
bracis-19075	327	1	225–232	225–232	NUM
bracis-19075	327	2	.	.	PUNCT
bracis-19075	327	3	association	association	NOUN
bracis-19075	327	4	for	for	ADP
bracis-19075	327	5	computing	compute	VERB
bracis-19075	327	6	machinery	machinery	NOUN
bracis-19075	327	7	,	,	PUNCT
bracis-19075	327	8	new	new	PROPN
bracis-19075	327	9	york	york	PROPN
bracis-19075	327	10	(	(	PUNCT
bracis-19075	327	11	2016	2016	NUM
bracis-19075	327	12	)	)	PUNCT
bracis-19075	327	13	.	.	PUNCT
bracis-19075	328	1	https://doi.org/10.1145/2959100.2959160	https://doi.org/10.1145/2959100.2959160	PROPN
bracis-19075	328	2	vinagre	vinagre	PROPN
bracis-19075	328	3	,	,	PUNCT
bracis-19075	328	4	j.	j.	PROPN
bracis-19075	328	5	,	,	PUNCT
bracis-19075	328	6	jorge	jorge	PROPN
bracis-19075	328	7	,	,	PUNCT
bracis-19075	328	8	a.m.	a.m.	ADV
bracis-19075	328	9	:	:	PUNCT
bracis-19075	328	10	forgetting	forget	VERB
bracis-19075	328	11	mechanisms	mechanism	NOUN
bracis-19075	328	12	for	for	ADP
bracis-19075	328	13	scalable	scalable	ADJ
bracis-19075	328	14	collaborative	collaborative	ADJ
bracis-19075	328	15	filtering	filtering	NOUN
bracis-19075	328	16	.	.	PUNCT
bracis-19075	329	1	j.	j.	PROPN
bracis-19075	329	2	braz	braz	PROPN
bracis-19075	329	3	.	.	PUNCT
bracis-19075	330	1	comput	comput	PROPN
bracis-19075	330	2	.	.	PUNCT
bracis-19075	331	1	soc	soc	PROPN
bracis-19075	331	2	.	.	PUNCT
bracis-19075	332	1	18(4	18(4	NUM
bracis-19075	332	2	)	)	PUNCT
bracis-19075	332	3	,	,	PUNCT
bracis-19075	332	4	271–282	271–282	NUM
bracis-19075	332	5	(	(	PUNCT
bracis-19075	332	6	2012	2012	NUM
bracis-19075	332	7	)	)	PUNCT
bracis-19075	332	8	.	.	PUNCT
bracis-19075	333	1	https://doi.org/10.1007/s13173-012-0077-3	https://doi.org/10.1007/s13173-012-0077-3	NUM
bracis-19075	333	2	article	article	NOUN
bracis-19075	333	3	  	  	SPACE
bracis-19075	333	4	google	google	PROPN
bracis-19075	333	5	scholar	scholar	NOUN
bracis-19075	333	6	  	  	SPACE
bracis-19075	333	7	vinagre	vinagre	NOUN
bracis-19075	333	8	,	,	PUNCT
bracis-19075	333	9	j.	j.	PROPN
bracis-19075	333	10	,	,	PUNCT
bracis-19075	333	11	jorge	jorge	NOUN
bracis-19075	333	12	,	,	PUNCT
bracis-19075	333	13	a.m.	a.m.	ADV
bracis-19075	333	14	,	,	PUNCT
bracis-19075	333	15	gama	gama	NOUN
bracis-19075	333	16	,	,	PUNCT
bracis-19075	333	17	j.	j.	PROPN
bracis-19075	333	18	:	:	PUNCT
bracis-19075	333	19	an	an	DET
bracis-19075	333	20	overview	overview	NOUN
bracis-19075	333	21	on	on	ADP
bracis-19075	333	22	the	the	DET
bracis-19075	333	23	exploitation	exploitation	NOUN
bracis-19075	333	24	of	of	ADP
bracis-19075	333	25	time	time	NOUN
bracis-19075	333	26	in	in	ADP
bracis-19075	333	27	collaborative	collaborative	ADJ
bracis-19075	333	28	filtering	filtering	NOUN
bracis-19075	333	29	.	.	PUNCT
bracis-19075	334	1	wires	wire	NOUN
bracis-19075	334	2	data	data	PROPN
bracis-19075	334	3	min	min	PROPN
bracis-19075	334	4	.	.	PROPN
bracis-19075	334	5	knowl	knowl	PROPN
bracis-19075	334	6	.	.	PUNCT
bracis-19075	335	1	disc	disc	NOUN
bracis-19075	335	2	.	.	PUNCT
bracis-19075	336	1	5	5	NUM
bracis-19075	336	2	,	,	PUNCT
bracis-19075	336	3	195–215	195–215	NUM
bracis-19075	336	4	(	(	PUNCT
bracis-19075	336	5	2015	2015	NUM
bracis-19075	336	6	)	)	PUNCT
bracis-19075	336	7	.	.	PUNCT
bracis-19075	337	1	https://doi.org/10.1002/widm.1160	https://doi.org/10.1002/widm.1160	PROPN
bracis-19075	337	2	article	article	NOUN
bracis-19075	337	3	  	  	SPACE
bracis-19075	337	4	google	google	PROPN
bracis-19075	337	5	scholar	scholar	NOUN
bracis-19075	337	6	  	  	SPACE
bracis-19075	337	7	wang	wang	PROPN
bracis-19075	337	8	,	,	PUNCT
bracis-19075	337	9	p.	p.	PROPN
bracis-19075	337	10	,	,	PUNCT
bracis-19075	337	11	guo	guo	PROPN
bracis-19075	337	12	,	,	PUNCT
bracis-19075	337	13	j.	j.	PROPN
bracis-19075	337	14	,	,	PUNCT
bracis-19075	337	15	lan	lan	PROPN
bracis-19075	337	16	,	,	PUNCT
bracis-19075	337	17	y.	y.	PROPN
bracis-19075	337	18	,	,	PUNCT
bracis-19075	337	19	xu	xu	PROPN
bracis-19075	337	20	,	,	PUNCT
bracis-19075	337	21	j.	j.	PROPN
bracis-19075	337	22	,	,	PUNCT
bracis-19075	337	23	wan	wan	PROPN
bracis-19075	337	24	,	,	PUNCT
bracis-19075	337	25	s.	s.	PROPN
bracis-19075	337	26	,	,	PUNCT
bracis-19075	337	27	cheng	cheng	PROPN
bracis-19075	337	28	,	,	PUNCT
bracis-19075	337	29	x.	x.	NOUN
bracis-19075	337	30	:	:	PUNCT
bracis-19075	337	31	learning	learn	VERB
bracis-19075	337	32	hierarchical	hierarchical	ADJ
bracis-19075	337	33	representation	representation	NOUN
bracis-19075	337	34	model	model	NOUN
bracis-19075	337	35	for	for	ADP
bracis-19075	337	36	nextbasket	nextbasket	ADJ
bracis-19075	337	37	recommendation	recommendation	NOUN
bracis-19075	337	38	.	.	PUNCT
bracis-19075	338	1	in	in	ADP
bracis-19075	338	2	:	:	PUNCT
bracis-19075	338	3	proceedings	proceeding	NOUN
bracis-19075	338	4	of	of	ADP
bracis-19075	338	5	the	the	DET
bracis-19075	338	6	38th	38th	ADJ
bracis-19075	338	7	international	international	PROPN
bracis-19075	338	8	acm	acm	PROPN
bracis-19075	338	9	sigir	sigir	PROPN
bracis-19075	338	10	conference	conference	PROPN
bracis-19075	338	11	on	on	ADP
bracis-19075	338	12	research	research	NOUN
bracis-19075	338	13	and	and	CCONJ
bracis-19075	338	14	development	development	NOUN
bracis-19075	338	15	in	in	ADP
bracis-19075	338	16	information	information	NOUN
bracis-19075	338	17	retrieval	retrieval	NOUN
bracis-19075	338	18	,	,	PUNCT
bracis-19075	338	19	sigir	sigir	NOUN
bracis-19075	338	20	2015	2015	NUM
bracis-19075	338	21	,	,	PUNCT
bracis-19075	338	22	pp	pp	ADP
bracis-19075	338	23	.	.	PUNCT
bracis-19075	339	1	403–412	403–412	NUM
bracis-19075	339	2	.	.	PUNCT
bracis-19075	340	1	association	association	NOUN
bracis-19075	340	2	for	for	ADP
bracis-19075	340	3	computing	compute	VERB
bracis-19075	340	4	machinery	machinery	NOUN
bracis-19075	340	5	,	,	PUNCT
bracis-19075	340	6	new	new	PROPN
bracis-19075	340	7	york	york	PROPN
bracis-19075	340	8	(	(	PUNCT
bracis-19075	340	9	2015	2015	NUM
bracis-19075	340	10	)	)	PUNCT
bracis-19075	340	11	.	.	PUNCT
bracis-19075	341	1	https://doi.org/10.1145/2766462.2767694	https://doi.org/10.1145/2766462.2767694	PROPN
bracis-19075	341	2	zhang	zhang	PROPN
bracis-19075	341	3	,	,	PUNCT
bracis-19075	341	4	f.	f.	PROPN
bracis-19075	341	5	,	,	PUNCT
bracis-19075	341	6	yuan	yuan	PROPN
bracis-19075	341	7	,	,	PUNCT
bracis-19075	341	8	n.j	n.j	PROPN
bracis-19075	341	9	.	.	PROPN
bracis-19075	341	10	,	,	PUNCT
bracis-19075	341	11	lian	lian	PROPN
bracis-19075	341	12	,	,	PUNCT
bracis-19075	341	13	d.	d.	PROPN
bracis-19075	341	14	,	,	PUNCT
bracis-19075	341	15	xie	xie	PROPN
bracis-19075	341	16	,	,	PUNCT
bracis-19075	341	17	x.	x.	PROPN
bracis-19075	341	18	,	,	PUNCT
bracis-19075	341	19	ma	ma	PROPN
bracis-19075	341	20	,	,	PUNCT
bracis-19075	341	21	w.y	w.y	PROPN
bracis-19075	341	22	.	.	PROPN
bracis-19075	341	23	:	:	PUNCT
bracis-19075	341	24	collaborative	collaborative	ADJ
bracis-19075	341	25	knowledge	knowledge	NOUN
bracis-19075	341	26	base	base	NOUN
bracis-19075	341	27	embedding	embed	VERB
bracis-19075	341	28	for	for	ADP
bracis-19075	341	29	recommender	recommender	NOUN
bracis-19075	341	30	systems	system	NOUN
bracis-19075	341	31	.	.	PUNCT
bracis-19075	342	1	in	in	ADP
bracis-19075	342	2	:	:	PUNCT
bracis-19075	342	3	proceedings	proceeding	NOUN
bracis-19075	342	4	of	of	ADP
bracis-19075	342	5	the	the	DET
bracis-19075	342	6	22nd	22nd	PROPN
bracis-19075	342	7	acm	acm	PROPN
bracis-19075	342	8	sigkdd	sigkdd	PROPN
bracis-19075	342	9	international	international	ADJ
bracis-19075	342	10	conference	conference	NOUN
bracis-19075	342	11	on	on	ADP
bracis-19075	342	12	knowledge	knowledge	NOUN
bracis-19075	342	13	discovery	discovery	PROPN
bracis-19075	342	14	and	and	CCONJ
bracis-19075	342	15	data	datum	NOUN
bracis-19075	342	16	mining	mining	NOUN
bracis-19075	342	17	,	,	PUNCT
bracis-19075	342	18	kdd	kdd	PROPN
bracis-19075	342	19	2016	2016	NUM
bracis-19075	342	20	,	,	PUNCT
bracis-19075	342	21	pp	pp	ADP
bracis-19075	342	22	.	.	PUNCT
bracis-19075	343	1	353–362	353–362	NUM
bracis-19075	343	2	.	.	PUNCT
bracis-19075	343	3	association	association	NOUN
bracis-19075	343	4	for	for	ADP
bracis-19075	343	5	computing	compute	VERB
bracis-19075	343	6	machinery	machinery	NOUN
bracis-19075	343	7	,	,	PUNCT
bracis-19075	343	8	new	new	PROPN
bracis-19075	343	9	york	york	PROPN
bracis-19075	343	10	(	(	PUNCT
bracis-19075	343	11	2016	2016	NUM
bracis-19075	343	12	)	)	PUNCT
bracis-19075	343	13	.	.	PUNCT
bracis-19075	344	1	https://doi.org/10.1145/2939672.2939673	https://doi.org/10.1145/2939672.2939673	PROPN
bracis-19075	344	2	zhang	zhang	PROPN
bracis-19075	344	3	,	,	PUNCT
bracis-19075	344	4	s.	s.	PROPN
bracis-19075	344	5	,	,	PUNCT
bracis-19075	344	6	yao	yao	PROPN
bracis-19075	344	7	,	,	PUNCT
bracis-19075	344	8	l.	l.	PROPN
bracis-19075	344	9	,	,	PUNCT
bracis-19075	344	10	sun	sun	PROPN
bracis-19075	344	11	,	,	PUNCT
bracis-19075	344	12	a.	a.	NOUN
bracis-19075	344	13	,	,	PUNCT
bracis-19075	344	14	tay	tay	NOUN
bracis-19075	344	15	,	,	PUNCT
bracis-19075	344	16	y.	y.	NOUN
bracis-19075	344	17	:	:	PUNCT
bracis-19075	344	18	deep	deep	ADJ
bracis-19075	344	19	learning	learning	NOUN
bracis-19075	344	20	based	base	VERB
bracis-19075	344	21	recommender	recommender	NOUN
bracis-19075	344	22	system	system	NOUN
bracis-19075	344	23	:	:	PUNCT
bracis-19075	344	24	a	a	DET
bracis-19075	344	25	survey	survey	NOUN
bracis-19075	344	26	and	and	CCONJ
bracis-19075	344	27	new	new	ADJ
bracis-19075	344	28	perspectives	perspective	NOUN
bracis-19075	344	29	.	.	PUNCT
bracis-19075	345	1	acm	acm	PROPN
bracis-19075	345	2	comput	comput	NOUN
bracis-19075	345	3	.	.	PUNCT
bracis-19075	346	1	surv	surv	NOUN
bracis-19075	346	2	.	.	PUNCT
bracis-19075	347	1	52(1	52(1	NOUN
bracis-19075	347	2	)	)	PUNCT
bracis-19075	347	3	,	,	PUNCT
bracis-19075	347	4	5:1–5:35	5:1–5:35	NUM
bracis-19075	347	5	(	(	PUNCT
bracis-19075	347	6	2019	2019	NUM
bracis-19075	347	7	)	)	PUNCT
bracis-19075	347	8	.	.	PUNCT
bracis-19075	348	1	https://doi.org/10.1145/3285029	https://doi.org/10.1145/3285029	NOUN
bracis-19075	348	2	zhao	zhao	NOUN
bracis-19075	348	3	,	,	PUNCT
bracis-19075	348	4	x.	x.	PROPN
bracis-19075	348	5	,	,	PUNCT
bracis-19075	348	6	louca	louca	PROPN
bracis-19075	348	7	,	,	PUNCT
bracis-19075	348	8	r.	r.	PROPN
bracis-19075	348	9	,	,	PUNCT
bracis-19075	348	10	hu	hu	PROPN
bracis-19075	348	11	,	,	PUNCT
bracis-19075	348	12	d.	d.	PROPN
bracis-19075	348	13	,	,	PUNCT
bracis-19075	348	14	hong	hong	PROPN
bracis-19075	348	15	,	,	PUNCT
bracis-19075	348	16	l.	l.	PROPN
bracis-19075	348	17	:	:	PUNCT
bracis-19075	348	18	the	the	DET
bracis-19075	348	19	difference	difference	NOUN
bracis-19075	348	20	between	between	ADP
bracis-19075	348	21	a	a	DET
bracis-19075	348	22	click	click	NOUN
bracis-19075	348	23	and	and	CCONJ
bracis-19075	348	24	a	a	DET
bracis-19075	348	25	cart	cart	NOUN
bracis-19075	348	26	-	-	PUNCT
bracis-19075	348	27	add	add	NOUN
bracis-19075	348	28	:	:	PUNCT
bracis-19075	348	29	learning	learn	VERB
bracis-19075	348	30	interaction	interaction	NOUN
bracis-19075	348	31	-	-	PUNCT
bracis-19075	348	32	specific	specific	ADJ
bracis-19075	348	33	embeddings	embedding	NOUN
bracis-19075	348	34	.	.	PUNCT
bracis-19075	349	1	in	in	ADP
bracis-19075	349	2	:	:	PUNCT
bracis-19075	349	3	companion	companion	NOUN
bracis-19075	349	4	proceedings	proceeding	NOUN
bracis-19075	349	5	of	of	ADP
bracis-19075	349	6	the	the	DET
bracis-19075	349	7	web	web	NOUN
bracis-19075	349	8	conference	conference	NOUN
bracis-19075	349	9	2020	2020	NUM
bracis-19075	349	10	,	,	PUNCT
bracis-19075	349	11	www	www	NOUN
bracis-19075	349	12	2020	2020	NUM
bracis-19075	349	13	,	,	PUNCT
bracis-19075	349	14	pp	pp	ADV
bracis-19075	349	15	.	.	PUNCT
bracis-19075	350	1	454–460	454–460	NUM
bracis-19075	350	2	.	.	PUNCT
bracis-19075	351	1	association	association	NOUN
bracis-19075	351	2	for	for	ADP
bracis-19075	351	3	computing	compute	VERB
bracis-19075	351	4	machinery	machinery	NOUN
bracis-19075	351	5	,	,	PUNCT
bracis-19075	351	6	new	new	PROPN
bracis-19075	351	7	york	york	PROPN
bracis-19075	351	8	(	(	PUNCT
bracis-19075	351	9	2020	2020	NUM
bracis-19075	351	10	)	)	PUNCT
bracis-19075	351	11	.	.	PUNCT
bracis-19075	352	1	https://doi.org/10.1145/3366424.3386197	https://doi.org/10.1145/3366424.3386197	PROPN
bracis-19075	352	2	download	download	PROPN
bracis-19075	352	3	references	reference	NOUN
bracis-19075	352	4	author	author	NOUN
bracis-19075	352	5	information	information	NOUN
bracis-19075	352	6	authors	author	NOUN
bracis-19075	352	7	and	and	CCONJ
bracis-19075	352	8	affiliations	affiliation	NOUN
bracis-19075	352	9	department	department	PROPN
bracis-19075	352	10	of	of	ADP
bracis-19075	352	11	computer	computer	NOUN
bracis-19075	352	12	science	science	NOUN
bracis-19075	352	13	,	,	PUNCT
bracis-19075	352	14	federal	federal	ADJ
bracis-19075	352	15	university	university	PROPN
bracis-19075	352	16	of	of	ADP
bracis-19075	352	17	são	são	PROPN
bracis-19075	352	18	carlos	carlos	PROPN
bracis-19075	352	19	,	,	PUNCT
bracis-19075	352	20	sorocaba	sorocaba	PROPN
bracis-19075	352	21	,	,	PUNCT
bracis-19075	352	22	brazil	brazil	PROPN
bracis-19075	352	23	pedro	pedro	PROPN
bracis-19075	352	24	r.	r.	PROPN
bracis-19075	352	25	pires	pires	PROPN
bracis-19075	352	26	,	,	PUNCT
bracis-19075	352	27	 	 	SPACE
bracis-19075	352	28	amanda	amanda	PROPN
bracis-19075	352	29	c.	c.	PROPN
bracis-19075	352	30	pascon	pascon	PROPN
bracis-19075	352	31	 	 	SPACE
bracis-19075	352	32	&	&	CCONJ
bracis-19075	352	33	 	 	SPACE
bracis-19075	352	34	tiago	tiago	PROPN
bracis-19075	352	35	a.	a.	PROPN
bracis-19075	352	36	almeida	almeida	PROPN
bracis-19075	352	37	authors	authors	PROPN
bracis-19075	352	38	pedro	pedro	PROPN
bracis-19075	352	39	r.	r.	PROPN
bracis-19075	352	40	piresview	piresview	PROPN
bracis-19075	352	41	author	author	NOUN
bracis-19075	352	42	publications	publication	NOUN
bracis-19075	352	43	search	search	NOUN
bracis-19075	352	44	author	author	NOUN
bracis-19075	352	45	on	on	ADP
bracis-19075	352	46	:	:	PUNCT
bracis-19075	352	47	pubmed	pubmed	PROPN
bracis-19075	352	48	 	 	SPACE
bracis-19075	352	49	google	google	PROPN
bracis-19075	352	50	scholar	scholar	PROPN
bracis-19075	352	51	amanda	amanda	PROPN
bracis-19075	352	52	c.	c.	PROPN
bracis-19075	352	53	pasconview	pasconview	PROPN
bracis-19075	352	54	author	author	NOUN
bracis-19075	352	55	publications	publication	VERB
bracis-19075	352	56	search	search	NOUN
bracis-19075	352	57	author	author	NOUN
bracis-19075	352	58	on	on	ADP
bracis-19075	352	59	:	:	PUNCT
bracis-19075	352	60	pubmed	pubmed	PROPN
bracis-19075	352	61	 	 	SPACE
bracis-19075	352	62	google	google	PROPN
bracis-19075	352	63	scholar	scholar	PROPN
bracis-19075	352	64	tiago	tiago	PROPN
bracis-19075	352	65	a.	a.	PROPN
bracis-19075	352	66	almeidaview	almeidaview	PROPN
bracis-19075	352	67	author	author	NOUN
bracis-19075	352	68	publications	publication	VERB
bracis-19075	352	69	search	search	NOUN
bracis-19075	352	70	author	author	NOUN
bracis-19075	352	71	on	on	ADP
bracis-19075	352	72	:	:	PUNCT
bracis-19075	352	73	pubmed	pubmed	PROPN
bracis-19075	352	74	 	 	SPACE
bracis-19075	352	75	google	google	PROPN
bracis-19075	352	76	scholar	scholar	NOUN
bracis-19075	352	77	corresponding	correspond	VERB
bracis-19075	352	78	author	author	NOUN
bracis-19075	352	79	correspondence	correspondence	NOUN
bracis-19075	352	80	to	to	ADP
bracis-19075	352	81	pedro	pedro	PROPN
bracis-19075	352	82	r.	r.	PROPN
bracis-19075	352	83	pires	pires	PROPN
bracis-19075	352	84	.	.	PUNCT
bracis-19075	353	1	editor	editor	NOUN
bracis-19075	353	2	information	information	NOUN
bracis-19075	353	3	editors	editor	NOUN
bracis-19075	353	4	and	and	CCONJ
bracis-19075	353	5	affiliations	affiliation	NOUN
bracis-19075	353	6	universidade	universidade	PROPN
bracis-19075	353	7	federal	federal	PROPN
bracis-19075	353	8	de	de	X
bracis-19075	353	9	sergipe	sergipe	PROPN
bracis-19075	353	10	,	,	PUNCT
bracis-19075	353	11	são	são	NOUN
bracis-19075	353	12	cristóvão	cristóvão	PROPN
bracis-19075	353	13	,	,	PUNCT
bracis-19075	353	14	brazil	brazil	PROPN
bracis-19075	353	15	andré	andré	PROPN
bracis-19075	353	16	britto	britto	PROPN
bracis-19075	353	17	universidade	universidade	PROPN
bracis-19075	353	18	de	de	PROPN
bracis-19075	353	19	são	são	PROPN
bracis-19075	353	20	paulo	paulo	PROPN
bracis-19075	353	21	,	,	PUNCT
bracis-19075	353	22	são	são	PROPN
bracis-19075	353	23	paulo	paulo	PROPN
bracis-19075	353	24	,	,	PUNCT
bracis-19075	353	25	brazil	brazil	PROPN
bracis-19075	353	26	karina	karina	PROPN
bracis-19075	353	27	valdivia	valdivia	PROPN
bracis-19075	353	28	delgado	delgado	VERB
bracis-19075	353	29	rights	right	NOUN
bracis-19075	353	30	and	and	CCONJ
bracis-19075	353	31	permissions	permission	NOUN
bracis-19075	353	32	reprints	reprint	NOUN
bracis-19075	353	33	and	and	CCONJ
bracis-19075	353	34	permissions	permission	VERB
bracis-19075	353	35	copyright	copyright	NOUN
bracis-19075	353	36	information	information	NOUN
bracis-19075	353	37	©	©	PROPN
bracis-19075	353	38	2021	2021	NUM
bracis-19075	353	39	springer	springer	NOUN
bracis-19075	353	40	nature	nature	NOUN
bracis-19075	353	41	switzerland	switzerland	PROPN
bracis-19075	353	42	ag	ag	PROPN
bracis-19075	353	43	about	about	ADP
bracis-19075	353	44	this	this	DET
bracis-19075	353	45	paper	paper	NOUN
bracis-19075	353	46	cite	cite	VERB
bracis-19075	353	47	this	this	DET
bracis-19075	353	48	paper	paper	NOUN
bracis-19075	353	49	pires	pire	NOUN
bracis-19075	353	50	,	,	PUNCT
bracis-19075	353	51	p.r	p.r	PROPN
bracis-19075	353	52	.	.	PROPN
bracis-19075	353	53	,	,	PUNCT
bracis-19075	353	54	pascon	pascon	PROPN
bracis-19075	353	55	,	,	PUNCT
bracis-19075	353	56	a.c	a.c	PROPN
bracis-19075	353	57	.	.	PROPN
bracis-19075	353	58	,	,	PUNCT
bracis-19075	353	59	almeida	almeida	PROPN
bracis-19075	353	60	,	,	PUNCT
bracis-19075	353	61	t.a	t.a	PROPN
bracis-19075	353	62	.	.	PROPN
bracis-19075	353	63	(	(	PUNCT
bracis-19075	353	64	2021	2021	NUM
bracis-19075	353	65	)	)	PUNCT
bracis-19075	353	66	.	.	PUNCT
bracis-19075	354	1	time	time	NOUN
bracis-19075	354	2	-	-	PUNCT
bracis-19075	354	3	dependent	dependent	ADJ
bracis-19075	354	4	item	item	NOUN
bracis-19075	354	5	embeddings	embedding	NOUN
bracis-19075	354	6	for	for	ADP
bracis-19075	354	7	collaborative	collaborative	ADJ
bracis-19075	354	8	filtering	filtering	NOUN
bracis-19075	354	9	.	.	PUNCT
bracis-19075	355	1	in	in	ADP
bracis-19075	355	2	:	:	PUNCT
bracis-19075	355	3	britto	britto	PROPN
bracis-19075	355	4	,	,	PUNCT
bracis-19075	355	5	a.	a.	PROPN
bracis-19075	355	6	,	,	PUNCT
bracis-19075	355	7	valdivia	valdivia	PROPN
bracis-19075	355	8	delgado	delgado	PROPN
bracis-19075	355	9	,	,	PUNCT
bracis-19075	355	10	k.	k.	PROPN
bracis-19075	355	11	(	(	PUNCT
bracis-19075	355	12	eds	eds	PROPN
bracis-19075	355	13	)	)	PUNCT
bracis-19075	355	14	intelligent	intelligent	ADJ
bracis-19075	355	15	systems	system	NOUN
bracis-19075	355	16	.	.	PUNCT
bracis-19075	356	1	bracis	bracis	PROPN
bracis-19075	356	2	2021	2021	NUM
bracis-19075	356	3	.	.	PUNCT
bracis-19075	357	1	lecture	lecture	NOUN
bracis-19075	357	2	notes	note	NOUN
bracis-19075	357	3	in	in	ADP
bracis-19075	357	4	computer	computer	NOUN
bracis-19075	357	5	science	science	NOUN
bracis-19075	357	6	(	(	PUNCT
bracis-19075	357	7	)	)	PUNCT
bracis-19075	357	8	,	,	PUNCT
bracis-19075	357	9	vol	vol	NOUN
bracis-19075	357	10	13074	13074	NUM
bracis-19075	357	11	.	.	PUNCT
bracis-19075	358	1	springer	springer	NOUN
bracis-19075	358	2	,	,	PUNCT
bracis-19075	358	3	cham	cham	PROPN
bracis-19075	358	4	.	.	PUNCT
bracis-19075	359	1	https://doi.org/10.1007/978-3-030-91699-2_22	https://doi.org/10.1007/978-3-030-91699-2_22	PROPN
bracis-19075	359	2	download	download	NOUN
bracis-19075	359	3	citation	citation	NOUN
bracis-19075	359	4	.ris	.ris	PUNCT
bracis-19075	360	1	.enw	.enw	PROPN
bracis-19075	360	2	.bib	.bib	PUNCT
bracis-19075	361	1	doi	doi	PROPN
bracis-19075	361	2	:	:	PUNCT
bracis-19075	361	3	https://doi.org/10.1007/978-3-030-91699-2_22	https://doi.org/10.1007/978-3-030-91699-2_22	NOUN
bracis-19075	361	4	published	publish	VERB
bracis-19075	361	5	:	:	PUNCT
bracis-19075	361	6	28	28	NUM
bracis-19075	361	7	november	november	PROPN
bracis-19075	361	8	2021	2021	NUM
bracis-19075	361	9	publisher	publisher	NOUN
bracis-19075	361	10	name	name	NOUN
bracis-19075	361	11	:	:	PUNCT
bracis-19075	361	12	springer	springer	NOUN
bracis-19075	361	13	,	,	PUNCT
bracis-19075	361	14	cham	cham	PROPN
bracis-19075	361	15	print	print	PROPN
bracis-19075	361	16	isbn	isbn	PROPN
bracis-19075	361	17	:	:	PUNCT
bracis-19075	361	18	978	978	NUM
bracis-19075	361	19	-	-	SYM
bracis-19075	361	20	3	3	NUM
bracis-19075	361	21	-	-	PUNCT
bracis-19075	361	22	030	030	NUM
bracis-19075	361	23	-	-	PUNCT
bracis-19075	361	24	91698	91698	NUM
bracis-19075	361	25	-	-	SYM
bracis-19075	361	26	5	5	NUM
bracis-19075	361	27	online	online	ADJ
bracis-19075	361	28	isbn	isbn	NOUN
bracis-19075	361	29	:	:	PUNCT
bracis-19075	361	30	978	978	NUM
bracis-19075	361	31	-	-	SYM
bracis-19075	361	32	3	3	NUM
bracis-19075	361	33	-	-	PUNCT
bracis-19075	361	34	030	030	NUM
bracis-19075	361	35	-	-	PUNCT
bracis-19075	361	36	91699	91699	NUM
bracis-19075	361	37	-	-	SYM
bracis-19075	361	38	2	2	NUM
bracis-19075	361	39	ebook	ebook	NOUN
bracis-19075	361	40	packages	package	NOUN
bracis-19075	361	41	:	:	PUNCT
bracis-19075	361	42	computer	computer	NOUN
bracis-19075	361	43	sciencecomputer	sciencecomputer	NOUN
bracis-19075	361	44	science	science	NOUN
bracis-19075	361	45	(	(	PUNCT
bracis-19075	361	46	r0	r0	NOUN
bracis-19075	361	47	)	)	PUNCT
bracis-19075	361	48	share	share	VERB
bracis-19075	361	49	this	this	DET
bracis-19075	361	50	paper	paper	NOUN
bracis-19075	361	51	anyone	anyone	PRON
bracis-19075	361	52	you	you	PRON
bracis-19075	361	53	share	share	VERB
bracis-19075	361	54	the	the	DET
bracis-19075	361	55	following	follow	VERB
bracis-19075	361	56	link	link	NOUN
bracis-19075	361	57	with	with	ADP
bracis-19075	361	58	will	will	AUX
bracis-19075	361	59	be	be	AUX
bracis-19075	361	60	able	able	ADJ
bracis-19075	361	61	to	to	PART
bracis-19075	361	62	read	read	VERB
bracis-19075	361	63	this	this	DET
bracis-19075	361	64	content	content	NOUN
bracis-19075	361	65	:	:	PUNCT
bracis-19075	361	66	get	get	VERB
bracis-19075	361	67	shareable	shareable	ADJ
bracis-19075	361	68	linksorry	linksorry	NOUN
bracis-19075	361	69	,	,	PUNCT
bracis-19075	361	70	a	a	DET
bracis-19075	361	71	shareable	shareable	ADJ
bracis-19075	361	72	link	link	NOUN
bracis-19075	361	73	is	be	AUX
bracis-19075	361	74	not	not	PART
bracis-19075	361	75	currently	currently	ADV
bracis-19075	361	76	available	available	ADJ
bracis-19075	361	77	for	for	ADP
bracis-19075	361	78	this	this	DET
bracis-19075	361	79	article	article	NOUN
bracis-19075	361	80	.	.	PUNCT
bracis-19075	362	1	copy	copy	VERB
bracis-19075	362	2	shareable	shareable	ADJ
bracis-19075	362	3	link	link	NOUN
bracis-19075	362	4	to	to	PART
bracis-19075	362	5	clipboard	clipboard	NOUN
bracis-19075	362	6	provided	provide	VERB
bracis-19075	362	7	by	by	ADP
bracis-19075	362	8	the	the	DET
bracis-19075	362	9	springer	springer	NOUN
bracis-19075	362	10	nature	nature	PROPN
bracis-19075	362	11	sharedit	sharedit	PROPN
bracis-19075	362	12	content	content	NOUN
bracis-19075	362	13	-	-	PUNCT
bracis-19075	362	14	sharing	share	VERB
bracis-19075	362	15	initiative	initiative	NOUN
bracis-19075	362	16	keywords	keyword	NOUN
bracis-19075	362	17	collaborative	collaborative	ADJ
bracis-19075	362	18	filtering	filtering	NOUN
bracis-19075	362	19	distributed	distribute	VERB
bracis-19075	362	20	vector	vector	NOUN
bracis-19075	362	21	representation	representation	NOUN
bracis-19075	362	22	item	item	NOUN
bracis-19075	362	23	embeddings	embedding	VERB
bracis-19075	362	24	temporal	temporal	ADJ
bracis-19075	362	25	data	datum	NOUN
bracis-19075	362	26	sliding	slide	VERB
bracis-19075	362	27	window	window	NOUN
bracis-19075	362	28	publish	publish	NOUN
bracis-19075	362	29	with	with	ADP
bracis-19075	362	30	us	us	PROPN
bracis-19075	362	31	policies	policy	NOUN
bracis-19075	362	32	and	and	CCONJ
bracis-19075	362	33	ethics	ethic	NOUN
bracis-19075	362	34	profiles	profile	NOUN
bracis-19075	362	35	tiago	tiago	PROPN
bracis-19075	362	36	a.	a.	PROPN
bracis-19075	362	37	almeida	almeida	PROPN
bracis-19075	362	38	view	view	PROPN
bracis-19075	362	39	author	author	NOUN
bracis-19075	362	40	profile	profile	NOUN
bracis-19075	362	41	search	search	NOUN
bracis-19075	362	42	search	search	NOUN
bracis-19075	362	43	by	by	ADP
bracis-19075	362	44	keyword	keyword	NOUN
bracis-19075	362	45	or	or	CCONJ
bracis-19075	362	46	author	author	NOUN
bracis-19075	362	47	search	search	NOUN
bracis-19075	362	48	navigation	navigation	NOUN
bracis-19075	362	49	find	find	VERB
bracis-19075	362	50	a	a	DET
bracis-19075	362	51	journal	journal	NOUN
bracis-19075	362	52	publish	publish	VERB
bracis-19075	362	53	with	with	ADP
bracis-19075	362	54	us	we	PRON
bracis-19075	362	55	track	track	VERB
bracis-19075	362	56	your	your	PRON
bracis-19075	362	57	research	research	NOUN
bracis-19075	362	58	discover	discover	VERB
bracis-19075	362	59	content	content	NOUN
bracis-19075	362	60	journals	journal	NOUN
bracis-19075	362	61	a	a	DET
bracis-19075	362	62	-	-	PUNCT
bracis-19075	362	63	z	z	NOUN
bracis-19075	362	64	books	book	NOUN
bracis-19075	362	65	a	a	DET
bracis-19075	362	66	-	-	PUNCT
bracis-19075	362	67	z	z	NOUN
bracis-19075	362	68	publish	publish	NOUN
bracis-19075	362	69	with	with	ADP
bracis-19075	362	70	us	us	PROPN
bracis-19075	362	71	journal	journal	PROPN
bracis-19075	362	72	finder	finder	PROPN
bracis-19075	362	73	publish	publish	VERB
bracis-19075	362	74	your	your	PRON
bracis-19075	362	75	research	research	NOUN
bracis-19075	362	76	language	language	NOUN
bracis-19075	362	77	editing	edit	VERB
bracis-19075	362	78	open	open	ADJ
bracis-19075	362	79	access	access	NOUN
bracis-19075	362	80	publishing	publishing	NOUN
bracis-19075	362	81	products	product	NOUN
bracis-19075	362	82	and	and	CCONJ
bracis-19075	362	83	services	service	NOUN
bracis-19075	362	84	our	our	PRON
bracis-19075	362	85	products	product	NOUN
bracis-19075	362	86	librarians	librarian	VERB
bracis-19075	362	87	societies	society	NOUN
bracis-19075	362	88	partners	partner	NOUN
bracis-19075	362	89	and	and	CCONJ
bracis-19075	362	90	advertisers	advertiser	NOUN
bracis-19075	362	91	our	our	PRON
bracis-19075	362	92	brands	brand	NOUN
bracis-19075	362	93	springer	springer	NOUN
bracis-19075	362	94	nature	nature	PROPN
bracis-19075	362	95	portfolio	portfolio	PROPN
bracis-19075	362	96	bmc	bmc	PROPN
bracis-19075	362	97	palgrave	palgrave	PROPN
bracis-19075	362	98	macmillan	macmillan	PROPN
bracis-19075	362	99	apress	apress	PROPN
bracis-19075	362	100	discover	discover	VERB
bracis-19075	362	101	your	your	PRON
bracis-19075	362	102	privacy	privacy	NOUN
bracis-19075	362	103	choices	choice	NOUN
bracis-19075	362	104	/	/	SYM
bracis-19075	362	105	manage	manage	NOUN
bracis-19075	362	106	cookies	cookie	NOUN
bracis-19075	362	107	your	your	PRON
bracis-19075	362	108	us	us	PROPN
bracis-19075	363	1	state	state	NOUN
bracis-19075	363	2	privacy	privacy	NOUN
bracis-19075	363	3	rights	right	NOUN
bracis-19075	363	4	accessibility	accessibility	NOUN
bracis-19075	363	5	statement	statement	NOUN
bracis-19075	363	6	terms	term	NOUN
bracis-19075	363	7	and	and	CCONJ
bracis-19075	363	8	conditions	condition	NOUN
bracis-19075	363	9	privacy	privacy	NOUN
bracis-19075	363	10	policy	policy	NOUN
bracis-19075	363	11	help	help	NOUN
bracis-19075	363	12	and	and	CCONJ
bracis-19075	363	13	support	support	VERB
bracis-19075	363	14	legal	legal	ADJ
bracis-19075	363	15	notice	notice	NOUN
bracis-19075	363	16	cancel	cancel	VERB
bracis-19075	363	17	contracts	contract	NOUN
bracis-19075	363	18	here	here	ADV
bracis-19075	363	19	129.74.145.123	129.74.145.123	NUM
bracis-19075	363	20	hesburgh	hesburgh	PROPN
bracis-19075	363	21	library	library	PROPN
bracis-19075	363	22	er	er	INTJ
bracis-19075	363	23	unit	unit	NOUN
bracis-19075	363	24	(	(	PUNCT
bracis-19075	363	25	3005732405	3005732405	NUM
bracis-19075	363	26	)	)	PUNCT
bracis-19075	363	27	northeast	northeast	ADJ
bracis-19075	363	28	research	research	NOUN
bracis-19075	363	29	libraries	library	NOUN
bracis-19075	363	30	(	(	PUNCT
bracis-19075	363	31	nerl	nerl	PROPN
bracis-19075	363	32	)	)	PUNCT
bracis-19075	363	33	(	(	PUNCT
bracis-19075	363	34	8200828607	8200828607	NUM
bracis-19075	363	35	)	)	PUNCT
bracis-19075	363	36	nerl	nerl	VERB
bracis-19075	363	37	ta	ta	X
bracis-19075	363	38	account	account	NOUN
bracis-19075	363	39	(	(	PUNCT
bracis-19075	363	40	3006206169	3006206169	NUM
bracis-19075	363	41	)	)	PUNCT
bracis-19075	363	42	university	university	NOUN
bracis-19075	363	43	of	of	ADP
bracis-19075	363	44	notre	notre	PROPN
bracis-19075	363	45	dame	dame	PROPN
bracis-19075	363	46	hesburgh	hesburgh	PROPN
bracis-19075	363	47	library	library	NOUN
bracis-19075	363	48	(	(	PUNCT
bracis-19075	363	49	3000184373	3000184373	NUM
bracis-19075	363	50	)	)	PUNCT
bracis-19075	364	1	©	©	ADP
bracis-19075	364	2	2025	2025	NUM
bracis-19075	364	3	springer	springer	NOUN
bracis-19075	364	4	nature	nature	NOUN