id	sid	tid	token	lemma	pos
bracis-33633	1	1	havana	havana	PROPN
bracis-33633	1	2	:	:	PUNCT
bracis-33633	1	3	hybrid	hybrid	ADJ
bracis-33633	1	4	attentional	attentional	ADJ
bracis-33633	1	5	graph	graph	NOUN
bracis-33633	1	6	convolutional	convolutional	ADJ
bracis-33633	1	7	network	network	NOUN
bracis-33633	1	8	semantic	semantic	ADJ
bracis-33633	1	9	venue	venue	NOUN
bracis-33633	1	10	annotation	annotation	NOUN
bracis-33633	1	11	model	model	NOUN
bracis-33633	1	12	|	|	PROPN
bracis-33633	1	13	springer	springer	NOUN
bracis-33633	1	14	nature	nature	PROPN
bracis-33633	1	15	link	link	PROPN
bracis-33633	1	16	(	(	PUNCT
bracis-33633	1	17	formerly	formerly	ADV
bracis-33633	1	18	springerlink	springerlink	NOUN
bracis-33633	1	19	)	)	PUNCT
bracis-33633	1	20	skip	skip	VERB
bracis-33633	1	21	to	to	ADP
bracis-33633	1	22	main	main	ADJ
bracis-33633	1	23	content	content	NOUN
bracis-33633	1	24	advertisement	advertisement	NOUN
bracis-33633	1	25	log	log	NOUN
bracis-33633	1	26	in	in	ADP
bracis-33633	1	27	menu	menu	NOUN
bracis-33633	1	28	find	find	VERB
bracis-33633	1	29	a	a	DET
bracis-33633	1	30	journal	journal	NOUN
bracis-33633	1	31	publish	publish	VERB
bracis-33633	1	32	with	with	ADP
bracis-33633	1	33	us	we	PRON
bracis-33633	1	34	track	track	VERB
bracis-33633	1	35	your	your	PRON
bracis-33633	1	36	research	research	NOUN
bracis-33633	1	37	search	search	NOUN
bracis-33633	1	38	cart	cart	NOUN
bracis-33633	1	39	home	home	NOUN
bracis-33633	1	40	intelligent	intelligent	ADJ
bracis-33633	1	41	systems	system	NOUN
bracis-33633	1	42	conference	conference	PROPN
bracis-33633	1	43	paper	paper	NOUN
bracis-33633	1	44	havana	havana	PROPN
bracis-33633	1	45	:	:	PUNCT
bracis-33633	1	46	hybrid	hybrid	ADJ
bracis-33633	1	47	attentional	attentional	ADJ
bracis-33633	1	48	graph	graph	NOUN
bracis-33633	1	49	convolutional	convolutional	ADJ
bracis-33633	1	50	network	network	NOUN
bracis-33633	1	51	semantic	semantic	ADJ
bracis-33633	1	52	venue	venue	NOUN
bracis-33633	1	53	annotation	annotation	NOUN
bracis-33633	1	54	model	model	NOUN
bracis-33633	1	55	conference	conference	PROPN
bracis-33633	1	56	paper	paper	NOUN
bracis-33633	1	57	first	first	ADV
bracis-33633	1	58	online	online	ADV
bracis-33633	1	59	:	:	PUNCT
bracis-33633	1	60	30	30	NUM
bracis-33633	1	61	january	january	NOUN
bracis-33633	1	62	2025	2025	NUM
bracis-33633	1	63	pp	pp	NUM
bracis-33633	1	64	291–305	291–305	NUM
bracis-33633	1	65	cite	cite	VERB
bracis-33633	1	66	this	this	DET
bracis-33633	1	67	conference	conference	NOUN
bracis-33633	1	68	paper	paper	NOUN
bracis-33633	1	69	access	access	NOUN
bracis-33633	1	70	provided	provide	VERB
bracis-33633	1	71	by	by	ADP
bracis-33633	1	72	university	university	PROPN
bracis-33633	1	73	of	of	ADP
bracis-33633	1	74	notre	notre	PROPN
bracis-33633	1	75	dame	dame	PROPN
bracis-33633	1	76	hesburgh	hesburgh	PROPN
bracis-33633	1	77	library	library	PROPN
bracis-33633	1	78	download	download	PROPN
bracis-33633	1	79	book	book	NOUN
bracis-33633	1	80	pdf	pdf	PROPN
bracis-33633	1	81	download	download	NOUN
bracis-33633	1	82	book	book	NOUN
bracis-33633	1	83	epub	epub	PROPN
bracis-33633	1	84	intelligent	intelligent	ADJ
bracis-33633	1	85	systems	system	NOUN
bracis-33633	1	86	(	(	PUNCT
bracis-33633	1	87	bracis	bracis	NOUN
bracis-33633	1	88	2024	2024	NUM
bracis-33633	1	89	)	)	PUNCT
bracis-33633	1	90	havana	havana	PROPN
bracis-33633	1	91	:	:	PUNCT
bracis-33633	1	92	hybrid	hybrid	ADJ
bracis-33633	1	93	attentional	attentional	ADJ
bracis-33633	1	94	graph	graph	NOUN
bracis-33633	1	95	convolutional	convolutional	ADJ
bracis-33633	1	96	network	network	NOUN
bracis-33633	1	97	semantic	semantic	ADJ
bracis-33633	1	98	venue	venue	NOUN
bracis-33633	1	99	annotation	annotation	NOUN
bracis-33633	1	100	model	model	NOUN
bracis-33633	1	101	download	download	PROPN
bracis-33633	1	102	book	book	PROPN
bracis-33633	1	103	pdf	pdf	PROPN
bracis-33633	1	104	download	download	NOUN
bracis-33633	1	105	book	book	PROPN
bracis-33633	1	106	epub	epub	PROPN
bracis-33633	1	107	germano	germano	PROPN
bracis-33633	1	108	b.	b.	PROPN
bracis-33633	1	109	dos	dos	PROPN
bracis-33633	1	110	santos	santos	PROPN
bracis-33633	1	111	  	  	SPACE
bracis-33633	1	112	orcid	orcid	NOUN
bracis-33633	1	113	:	:	PUNCT
bracis-33633	1	114	orcid.org/0000-0002-4758-17769,11	orcid.org/0000-0002-4758-17769,11	NOUN
bracis-33633	1	115	,	,	PUNCT
bracis-33633	1	116	paulo	paulo	PROPN
bracis-33633	1	117	h.	h.	PROPN
bracis-33633	1	118	c.	c.	PROPN
bracis-33633	1	119	silva	silva	PROPN
bracis-33633	1	120	  	  	SPACE
bracis-33633	1	121	orcid	orcid	PROPN
bracis-33633	1	122	:	:	PUNCT
bracis-33633	1	123	orcid.org/0009-0000-4200-96509	orcid.org/0009-0000-4200-96509	NOUN
bracis-33633	1	124	,	,	PUNCT
bracis-33633	1	125	fabrício	fabrício	PROPN
bracis-33633	1	126	a.	a.	PROPN
bracis-33633	1	127	silva	silva	PROPN
bracis-33633	1	128	  	  	SPACE
bracis-33633	1	129	orcid	orcid	NOUN
bracis-33633	1	130	:	:	PUNCT
bracis-33633	1	131	orcid.org/0000-0002-0713-05839,11	orcid.org/0000-0002-0713-05839,11	NOUN
bracis-33633	1	132	,	,	PUNCT
bracis-33633	1	133	thais	thais	PROPN
bracis-33633	1	134	r.	r.	PROPN
bracis-33633	1	135	m.	m.	PROPN
bracis-33633	1	136	braga	braga	PROPN
bracis-33633	1	137	silva	silva	PROPN
bracis-33633	1	138	  	  	SPACE
bracis-33633	1	139	orcid	orcid	NOUN
bracis-33633	1	140	:	:	PUNCT
bracis-33633	1	141	orcid.org/0000-0003-4924-74619,11	orcid.org/0000-0003-4924-74619,11	PROPN
bracis-33633	1	142	&	&	CCONJ
bracis-33633	1	143	…	…	PUNCT
bracis-33633	1	144	linnyer	linnyer	PROPN
bracis-33633	1	145	b.	b.	PROPN
bracis-33633	1	146	r.	r.	PROPN
bracis-33633	1	147	aylon	aylon	PROPN
bracis-33633	1	148	  	  	SPACE
bracis-33633	1	149	orcid	orcid	NOUN
bracis-33633	1	150	:	:	PUNCT
bracis-33633	1	151	orcid.org/0000-0002-4456-682910,11	orcid.org/0000-0002-4456-682910,11	NOUN
bracis-33633	1	152	  	  	SPACE
bracis-33633	1	153	show	show	VERB
bracis-33633	1	154	authors	author	NOUN
bracis-33633	1	155	part	part	NOUN
bracis-33633	1	156	of	of	ADP
bracis-33633	1	157	the	the	DET
bracis-33633	1	158	book	book	NOUN
bracis-33633	1	159	series	series	NOUN
bracis-33633	1	160	:	:	PUNCT
bracis-33633	1	161	lecture	lecture	NOUN
bracis-33633	1	162	notes	note	NOUN
bracis-33633	1	163	in	in	ADP
bracis-33633	1	164	computer	computer	NOUN
bracis-33633	1	165	science	science	NOUN
bracis-33633	1	166	(	(	PUNCT
bracis-33633	1	167	(	(	PUNCT
bracis-33633	1	168	lnai	lnai	ADJ
bracis-33633	1	169	,	,	PUNCT
bracis-33633	1	170	volume	volume	NOUN
bracis-33633	1	171	15414	15414	NUM
bracis-33633	1	172	)	)	PUNCT
bracis-33633	1	173	)	)	PUNCT
bracis-33633	1	174	included	include	VERB
bracis-33633	1	175	in	in	ADP
bracis-33633	1	176	the	the	DET
bracis-33633	1	177	following	follow	VERB
bracis-33633	1	178	conference	conference	NOUN
bracis-33633	1	179	series	series	NOUN
bracis-33633	1	180	:	:	PUNCT
bracis-33633	1	181	brazilian	brazilian	ADJ
bracis-33633	1	182	conference	conference	NOUN
bracis-33633	1	183	on	on	ADP
bracis-33633	1	184	intelligent	intelligent	ADJ
bracis-33633	1	185	systems	system	NOUN
bracis-33633	1	186	379	379	NUM
bracis-33633	1	187	accesses	access	NOUN
bracis-33633	1	188	abstract	abstract	ADV
bracis-33633	1	189	the	the	DET
bracis-33633	1	190	increasing	increase	VERB
bracis-33633	1	191	geospatial	geospatial	ADJ
bracis-33633	1	192	data	datum	NOUN
bracis-33633	1	193	availability	availability	NOUN
bracis-33633	1	194	has	have	AUX
bracis-33633	1	195	enabled	enable	VERB
bracis-33633	1	196	extensive	extensive	ADJ
bracis-33633	1	197	urban	urban	ADJ
bracis-33633	1	198	mobility	mobility	NOUN
bracis-33633	1	199	studies	study	NOUN
bracis-33633	1	200	.	.	PUNCT
bracis-33633	2	1	however	however	ADV
bracis-33633	2	2	,	,	PUNCT
bracis-33633	2	3	some	some	DET
bracis-33633	2	4	tasks	task	NOUN
bracis-33633	2	5	require	require	VERB
bracis-33633	2	6	point	point	NOUN
bracis-33633	2	7	-	-	PUNCT
bracis-33633	2	8	of	of	ADP
bracis-33633	2	9	-	-	PUNCT
bracis-33633	2	10	interest	interest	NOUN
bracis-33633	2	11	labels	label	NOUN
bracis-33633	2	12	,	,	PUNCT
bracis-33633	2	13	which	which	PRON
bracis-33633	2	14	are	be	AUX
bracis-33633	2	15	missing	miss	VERB
bracis-33633	2	16	or	or	CCONJ
bracis-33633	2	17	inaccurate	inaccurate	ADJ
bracis-33633	2	18	on	on	ADP
bracis-33633	2	19	public	public	ADJ
bracis-33633	2	20	datasets	dataset	NOUN
bracis-33633	2	21	.	.	PUNCT
bracis-33633	3	1	in	in	ADP
bracis-33633	3	2	this	this	DET
bracis-33633	3	3	context	context	NOUN
bracis-33633	3	4	,	,	PUNCT
bracis-33633	3	5	the	the	DET
bracis-33633	3	6	existing	exist	VERB
bracis-33633	3	7	solutions	solution	NOUN
bracis-33633	3	8	fail	fail	VERB
bracis-33633	3	9	to	to	PART
bracis-33633	3	10	utilize	utilize	VERB
bracis-33633	3	11	different	different	ADJ
bracis-33633	3	12	types	type	NOUN
bracis-33633	3	13	of	of	ADP
bracis-33633	3	14	convolutional	convolutional	ADJ
bracis-33633	3	15	filters	filter	NOUN
bracis-33633	3	16	regarding	regard	VERB
bracis-33633	3	17	graph	graph	NOUN
bracis-33633	3	18	neural	neural	ADJ
bracis-33633	3	19	networks	network	NOUN
bracis-33633	3	20	,	,	PUNCT
bracis-33633	3	21	thereby	thereby	ADV
bracis-33633	3	22	hindering	hinder	VERB
bracis-33633	3	23	their	their	PRON
bracis-33633	3	24	performance	performance	NOUN
bracis-33633	3	25	in	in	ADP
bracis-33633	3	26	labeling	labeling	NOUN
bracis-33633	3	27	 	 	SPACE
bracis-33633	3	28	place	place	NOUN
bracis-33633	3	29	categories	category	NOUN
bracis-33633	3	30	.	.	PUNCT
bracis-33633	4	1	to	to	PART
bracis-33633	4	2	address	address	VERB
bracis-33633	4	3	these	these	DET
bracis-33633	4	4	shortcomings	shortcoming	NOUN
bracis-33633	4	5	,	,	PUNCT
bracis-33633	4	6	this	this	DET
bracis-33633	4	7	work	work	NOUN
bracis-33633	4	8	proposes	propose	VERB
bracis-33633	4	9	a	a	DET
bracis-33633	4	10	 	 	SPACE
bracis-33633	4	11	new	new	ADJ
bracis-33633	4	12	model	model	NOUN
bracis-33633	4	13	to	to	PART
bracis-33633	4	14	annotate	annotate	VERB
bracis-33633	4	15	points	point	NOUN
bracis-33633	4	16	of	of	ADP
bracis-33633	4	17	interest	interest	NOUN
bracis-33633	4	18	semantically	semantically	ADV
bracis-33633	4	19	characterized	characterize	VERB
bracis-33633	4	20	by	by	ADP
bracis-33633	4	21	 	 	SPACE
bracis-33633	4	22	a	a	DET
bracis-33633	4	23	hybrid	hybrid	ADJ
bracis-33633	4	24	architecture	architecture	NOUN
bracis-33633	4	25	that	that	PRON
bracis-33633	4	26	uses	use	VERB
bracis-33633	4	27	a	a	DET
bracis-33633	4	28	spatial	spatial	ADJ
bracis-33633	4	29	and	and	CCONJ
bracis-33633	4	30	spectral	spectral	ADJ
bracis-33633	4	31	filter	filter	NOUN
bracis-33633	4	32	integrated	integrate	VERB
bracis-33633	4	33	with	with	ADP
bracis-33633	4	34	a	a	DET
bracis-33633	4	35	self	self	NOUN
bracis-33633	4	36	-	-	PUNCT
bracis-33633	4	37	attention	attention	NOUN
bracis-33633	4	38	mechanism	mechanism	NOUN
bracis-33633	4	39	.	.	PUNCT
bracis-33633	5	1	our	our	PRON
bracis-33633	5	2	results	result	NOUN
bracis-33633	5	3	demonstrate	demonstrate	VERB
bracis-33633	5	4	an	an	DET
bracis-33633	5	5	improvement	improvement	NOUN
bracis-33633	5	6	of	of	ADP
bracis-33633	5	7	up	up	ADP
bracis-33633	5	8	to	to	PART
bracis-33633	5	9	25.05	25.05	NUM
bracis-33633	5	10	%	%	NOUN
bracis-33633	5	11	in	in	ADP
bracis-33633	5	12	f1	f1	NOUN
bracis-33633	5	13	-	-	PUNCT
bracis-33633	5	14	score	score	NOUN
bracis-33633	5	15	compared	compare	VERB
bracis-33633	5	16	to	to	ADP
bracis-33633	5	17	 	 	SPACE
bracis-33633	5	18	three	three	NUM
bracis-33633	5	19	state	state	NOUN
bracis-33633	5	20	-	-	PUNCT
bracis-33633	5	21	of	of	ADP
bracis-33633	5	22	-	-	PUNCT
bracis-33633	5	23	the	the	DET
bracis-33633	5	24	-	-	PUNCT
bracis-33633	5	25	art	art	NOUN
bracis-33633	5	26	models	model	NOUN
bracis-33633	5	27	across	across	ADP
bracis-33633	5	28	three	three	NUM
bracis-33633	5	29	different	different	ADJ
bracis-33633	5	30	datasets	dataset	NOUN
bracis-33633	5	31	.	.	PUNCT
bracis-33633	6	1	access	access	NOUN
bracis-33633	6	2	provided	provide	VERB
bracis-33633	6	3	by	by	ADP
bracis-33633	6	4	university	university	PROPN
bracis-33633	6	5	of	of	ADP
bracis-33633	6	6	notre	notre	PROPN
bracis-33633	6	7	dame	dame	PROPN
bracis-33633	6	8	hesburgh	hesburgh	PROPN
bracis-33633	6	9	library	library	PROPN
bracis-33633	6	10	.	.	PUNCT
bracis-33633	7	1	download	download	PROPN
bracis-33633	7	2	conference	conference	NOUN
bracis-33633	7	3	paper	paper	NOUN
bracis-33633	7	4	pdf	pdf	NOUN
bracis-33633	7	5	similar	similar	ADJ
bracis-33633	7	6	content	content	NOUN
bracis-33633	7	7	being	be	AUX
bracis-33633	7	8	viewed	view	VERB
bracis-33633	7	9	by	by	ADP
bracis-33633	7	10	others	other	NOUN
bracis-33633	7	11	an	an	DET
bracis-33633	7	12	attention	attention	NOUN
bracis-33633	7	13	enhanced	enhance	VERB
bracis-33633	7	14	graph	graph	NOUN
bracis-33633	7	15	convolutional	convolutional	ADJ
bracis-33633	7	16	network	network	NOUN
bracis-33633	7	17	for	for	ADP
bracis-33633	7	18	semantic	semantic	ADJ
bracis-33633	7	19	segmentation	segmentation	NOUN
bracis-33633	7	20	chapter	chapter	NOUN
bracis-33633	7	21	©	©	PROPN
bracis-33633	7	22	2020	2020	NUM
bracis-33633	7	23	an	an	DET
bracis-33633	7	24	attentive	attentive	ADJ
bracis-33633	7	25	hierarchy	hierarchy	NOUN
bracis-33633	7	26	convnet	convnet	NOUN
bracis-33633	7	27	for	for	ADP
bracis-33633	7	28	crowd	crowd	NOUN
bracis-33633	7	29	counting	counting	NOUN
bracis-33633	7	30	in	in	ADP
bracis-33633	7	31	smart	smart	ADJ
bracis-33633	7	32	city	city	NOUN
bracis-33633	7	33	article	article	NOUN
bracis-33633	7	34	22	22	NUM
bracis-33633	7	35	september	september	PROPN
bracis-33633	7	36	2022	2022	NUM
bracis-33633	7	37	multiple	multiple	ADJ
bracis-33633	7	38	views	view	NOUN
bracis-33633	7	39	extraction	extraction	NOUN
bracis-33633	7	40	from	from	ADP
bracis-33633	7	41	 	 	SPACE
bracis-33633	7	42	semantic	semantic	ADJ
bracis-33633	7	43	trajectories	trajectory	NOUN
bracis-33633	7	44	chapter	chapter	NOUN
bracis-33633	7	45	©	©	NOUN
bracis-33633	7	46	2022	2022	NUM
bracis-33633	7	47	1	1	NUM
bracis-33633	7	48	introduction	introduction	NOUN
bracis-33633	7	49	location	location	NOUN
bracis-33633	7	50	-	-	PUNCT
bracis-33633	7	51	based	base	VERB
bracis-33633	7	52	social	social	ADJ
bracis-33633	7	53	networks	network	NOUN
bracis-33633	7	54	(	(	PUNCT
bracis-33633	7	55	lbsns	lbsns	NOUN
bracis-33633	7	56	)	)	PUNCT
bracis-33633	7	57	capture	capture	VERB
bracis-33633	7	58	the	the	DET
bracis-33633	7	59	intrinsic	intrinsic	ADJ
bracis-33633	7	60	mobility	mobility	NOUN
bracis-33633	7	61	characteristics	characteristic	NOUN
bracis-33633	7	62	of	of	ADP
bracis-33633	7	63	visitation	visitation	NOUN
bracis-33633	7	64	patterns	pattern	NOUN
bracis-33633	7	65	,	,	PUNCT
bracis-33633	7	66	providing	provide	VERB
bracis-33633	7	67	a	a	DET
bracis-33633	7	68	 	 	SPACE
bracis-33633	7	69	vast	vast	ADJ
bracis-33633	7	70	source	source	NOUN
bracis-33633	7	71	of	of	ADP
bracis-33633	7	72	data	datum	NOUN
bracis-33633	7	73	.	.	PUNCT
bracis-33633	8	1	thereby	thereby	ADV
bracis-33633	8	2	,	,	PUNCT
bracis-33633	8	3	the	the	DET
bracis-33633	8	4	availability	availability	NOUN
bracis-33633	8	5	of	of	ADP
bracis-33633	8	6	such	such	ADJ
bracis-33633	8	7	amount	amount	NOUN
bracis-33633	8	8	of	of	ADP
bracis-33633	8	9	 	 	SPACE
bracis-33633	8	10	data	datum	NOUN
bracis-33633	8	11	contributes	contribute	VERB
bracis-33633	8	12	to	to	ADP
bracis-33633	8	13	broad	broad	ADJ
bracis-33633	8	14	research	research	NOUN
bracis-33633	8	15	topics	topic	NOUN
bracis-33633	8	16	towards	towards	ADP
bracis-33633	8	17	understanding	understand	VERB
bracis-33633	8	18	 	 	SPACE
bracis-33633	8	19	human	human	ADJ
bracis-33633	8	20	routine	routine	NOUN
bracis-33633	8	21	and	and	CCONJ
bracis-33633	8	22	preferences	preference	NOUN
bracis-33633	8	23	through	through	ADP
bracis-33633	8	24	mobility	mobility	NOUN
bracis-33633	8	25	such	such	ADJ
bracis-33633	8	26	as	as	ADP
bracis-33633	8	27	 	 	SPACE
bracis-33633	8	28	place	place	NOUN
bracis-33633	8	29	recommendation	recommendation	NOUN
bracis-33633	8	30	[	[	X
bracis-33633	8	31	11	11	NUM
bracis-33633	8	32	]	]	PUNCT
bracis-33633	8	33	,	,	PUNCT
bracis-33633	8	34	inferring	infer	VERB
bracis-33633	8	35	the	the	DET
bracis-33633	8	36	next	next	ADJ
bracis-33633	8	37	 	 	SPACE
bracis-33633	8	38	place	place	NOUN
bracis-33633	8	39	that	that	PRON
bracis-33633	8	40	the	the	DET
bracis-33633	8	41	user	user	NOUN
bracis-33633	8	42	tends	tend	VERB
bracis-33633	8	43	to	to	PART
bracis-33633	8	44	visit	visit	VERB
bracis-33633	8	45	[	[	X
bracis-33633	8	46	3	3	NUM
bracis-33633	8	47	]	]	PUNCT
bracis-33633	8	48	,	,	PUNCT
bracis-33633	8	49	learning	learn	VERB
bracis-33633	8	50	urban	urban	ADJ
bracis-33633	8	51	region	region	NOUN
bracis-33633	8	52	representations	representation	NOUN
bracis-33633	8	53	[	[	X
bracis-33633	8	54	24	24	NUM
bracis-33633	8	55	]	]	PUNCT
bracis-33633	8	56	,	,	PUNCT
bracis-33633	8	57	and	and	CCONJ
bracis-33633	8	58	describe	describe	VERB
bracis-33633	8	59	urban	urban	ADJ
bracis-33633	8	60	functional	functional	ADJ
bracis-33633	8	61	zones	zone	NOUN
bracis-33633	8	62	[	[	X
bracis-33633	8	63	12	12	NUM
bracis-33633	8	64	]	]	PUNCT
bracis-33633	8	65	.	.	PUNCT
bracis-33633	9	1	these	these	DET
bracis-33633	9	2	studies	study	NOUN
bracis-33633	9	3	rely	rely	VERB
bracis-33633	9	4	on	on	ADP
bracis-33633	9	5	place	place	NOUN
bracis-33633	9	6	categories	category	NOUN
bracis-33633	9	7	,	,	PUNCT
bracis-33633	9	8	e.g.	e.g.	ADV
bracis-33633	9	9	,	,	PUNCT
bracis-33633	9	10	shopping	shopping	NOUN
bracis-33633	9	11	,	,	PUNCT
bracis-33633	9	12	food	food	NOUN
bracis-33633	9	13	,	,	PUNCT
bracis-33633	9	14	or	or	CCONJ
bracis-33633	9	15	nightlife	nightlife	NOUN
bracis-33633	9	16	,	,	PUNCT
bracis-33633	9	17	distinguishing	distinguish	VERB
bracis-33633	9	18	a	a	DET
bracis-33633	9	19	space	space	NOUN
bracis-33633	9	20	or	or	CCONJ
bracis-33633	9	21	a	a	DET
bracis-33633	9	22	mobility	mobility	NOUN
bracis-33633	9	23	trajectory	trajectory	NOUN
bracis-33633	9	24	semantically	semantically	ADV
bracis-33633	9	25	,	,	PUNCT
bracis-33633	9	26	 	 	SPACE
bracis-33633	9	27	thus	thus	ADV
bracis-33633	9	28	supplying	supply	VERB
bracis-33633	9	29	relevant	relevant	ADJ
bracis-33633	9	30	information	information	NOUN
bracis-33633	9	31	to	to	PART
bracis-33633	9	32	accurately	accurately	ADV
bracis-33633	9	33	accomplish	accomplish	VERB
bracis-33633	9	34	the	the	DET
bracis-33633	9	35	desired	desire	VERB
bracis-33633	9	36	task	task	NOUN
bracis-33633	9	37	.	.	PUNCT
bracis-33633	10	1	nowadays	nowadays	ADV
bracis-33633	10	2	,	,	PUNCT
bracis-33633	10	3	there	there	PRON
bracis-33633	10	4	are	be	VERB
bracis-33633	10	5	various	various	ADJ
bracis-33633	10	6	lbsns	lbsns	ADJ
bracis-33633	10	7	data	datum	NOUN
bracis-33633	10	8	sources	source	NOUN
bracis-33633	10	9	available	available	ADJ
bracis-33633	10	10	,	,	PUNCT
bracis-33633	10	11	such	such	ADJ
bracis-33633	10	12	 	 	SPACE
bracis-33633	10	13	as	as	ADP
bracis-33633	10	14	yelp	yelp	NOUN
bracis-33633	10	15	,	,	PUNCT
bracis-33633	10	16	foursquare	foursquare	NOUN
bracis-33633	10	17	,	,	PUNCT
bracis-33633	10	18	and	and	CCONJ
bracis-33633	10	19	gowalla	gowalla	NOUN
bracis-33633	10	20	.	.	PUNCT
bracis-33633	11	1	the	the	DET
bracis-33633	11	2	first	first	ADJ
bracis-33633	11	3	source	source	NOUN
bracis-33633	11	4	possesses	possess	VERB
bracis-33633	11	5	reviews	review	NOUN
bracis-33633	11	6	 	 	SPACE
bracis-33633	11	7	of	of	ADP
bracis-33633	11	8	geolocated	geolocated	ADJ
bracis-33633	11	9	business	business	NOUN
bracis-33633	11	10	places	place	NOUN
bracis-33633	11	11	,	,	PUNCT
bracis-33633	11	12	while	while	SCONJ
bracis-33633	11	13	foursquare	foursquare	NOUN
bracis-33633	11	14	and	and	CCONJ
bracis-33633	11	15	gowalla	gowalla	NOUN
bracis-33633	11	16	characterize	characterize	VERB
bracis-33633	11	17	the	the	DET
bracis-33633	11	18	interactions	interaction	NOUN
bracis-33633	11	19	,	,	PUNCT
bracis-33633	11	20	i.e.	i.e.	X
bracis-33633	11	21	,	,	PUNCT
bracis-33633	11	22	visits	visit	NOUN
bracis-33633	11	23	also	also	ADV
bracis-33633	11	24	called	call	VERB
bracis-33633	11	25	check	check	NOUN
bracis-33633	11	26	-	-	PUNCT
bracis-33633	11	27	ins	in	NOUN
bracis-33633	11	28	,	,	PUNCT
bracis-33633	11	29	between	between	ADP
bracis-33633	11	30	places	place	NOUN
bracis-33633	11	31	and	and	CCONJ
bracis-33633	11	32	humans	human	NOUN
bracis-33633	11	33	.	.	PUNCT
bracis-33633	12	1	however	however	ADV
bracis-33633	12	2	,	,	PUNCT
bracis-33633	12	3	these	these	DET
bracis-33633	12	4	data	datum	NOUN
bracis-33633	12	5	sources	source	NOUN
bracis-33633	12	6	frequently	frequently	ADV
bracis-33633	12	7	have	have	VERB
bracis-33633	12	8	missing	miss	VERB
bracis-33633	12	9	features	feature	NOUN
bracis-33633	12	10	,	,	PUNCT
bracis-33633	12	11	and	and	CCONJ
bracis-33633	12	12	incorrect	incorrect	ADJ
bracis-33633	12	13	or	or	CCONJ
bracis-33633	12	14	inconsistent	inconsistent	ADJ
bracis-33633	12	15	labels	label	NOUN
bracis-33633	12	16	,	,	PUNCT
bracis-33633	12	17	e.g.	e.g.	ADV
bracis-33633	12	18	,	,	PUNCT
bracis-33633	12	19	 	 	SPACE
bracis-33633	12	20	a	a	DET
bracis-33633	12	21	place	place	NOUN
bracis-33633	12	22	can	can	AUX
bracis-33633	12	23	be	be	AUX
bracis-33633	12	24	a	a	DET
bracis-33633	12	25	restaurant	restaurant	NOUN
bracis-33633	12	26	in	in	ADP
bracis-33633	12	27	foursquare	foursquare	NOUN
bracis-33633	12	28	and	and	CCONJ
bracis-33633	12	29	have	have	VERB
bracis-33633	12	30	another	another	DET
bracis-33633	12	31	label	label	NOUN
bracis-33633	12	32	 	 	SPACE
bracis-33633	12	33	in	in	ADP
bracis-33633	12	34	yelp	yelp	NOUN
bracis-33633	12	35	[	[	X
bracis-33633	12	36	20	20	NUM
bracis-33633	12	37	]	]	PUNCT
bracis-33633	12	38	,	,	PUNCT
bracis-33633	12	39	leading	lead	VERB
bracis-33633	12	40	to	to	ADP
bracis-33633	12	41	errors	error	NOUN
bracis-33633	12	42	in	in	ADP
bracis-33633	12	43	different	different	ADJ
bracis-33633	12	44	domains	domain	NOUN
bracis-33633	12	45	,	,	PUNCT
bracis-33633	12	46	such	such	ADJ
bracis-33633	12	47	as	as	ADP
bracis-33633	12	48	site	site	NOUN
bracis-33633	12	49	selection	selection	NOUN
bracis-33633	12	50	and	and	CCONJ
bracis-33633	12	51	urban	urban	ADJ
bracis-33633	12	52	planning	planning	NOUN
bracis-33633	12	53	[	[	X
bracis-33633	12	54	19	19	NUM
bracis-33633	12	55	]	]	PUNCT
bracis-33633	12	56	.	.	PUNCT
bracis-33633	13	1	in	in	ADP
bracis-33633	13	2	addition	addition	NOUN
bracis-33633	13	3	,	,	PUNCT
bracis-33633	13	4	there	there	PRON
bracis-33633	13	5	are	be	VERB
bracis-33633	13	6	a	a	DET
bracis-33633	13	7	number	number	NOUN
bracis-33633	13	8	 	 	SPACE
bracis-33633	13	9	of	of	ADP
bracis-33633	13	10	geolocated	geolocated	ADJ
bracis-33633	13	11	datasets	dataset	NOUN
bracis-33633	13	12	from	from	ADP
bracis-33633	13	13	different	different	ADJ
bracis-33633	13	14	sources	source	NOUN
bracis-33633	13	15	containing	contain	VERB
bracis-33633	13	16	only	only	ADV
bracis-33633	13	17	 	 	SPACE
bracis-33633	13	18	the	the	DET
bracis-33633	13	19	position	position	NOUN
bracis-33633	13	20	(	(	PUNCT
bracis-33633	13	21	i.e.	i.e.	X
bracis-33633	13	22	,	,	PUNCT
bracis-33633	13	23	latitude	latitude	NOUN
bracis-33633	13	24	/	/	SYM
bracis-33633	13	25	longitude	longitude	NOUN
bracis-33633	13	26	)	)	PUNCT
bracis-33633	13	27	that	that	PRON
bracis-33633	13	28	could	could	AUX
bracis-33633	13	29	be	be	AUX
bracis-33633	13	30	enriched	enrich	VERB
bracis-33633	13	31	by	by	ADP
bracis-33633	13	32	 	 	SPACE
bracis-33633	13	33	their	their	PRON
bracis-33633	13	34	semantic	semantic	ADJ
bracis-33633	13	35	categories	category	NOUN
bracis-33633	13	36	such	such	ADJ
bracis-33633	13	37	as	as	ADP
bracis-33633	13	38	crime	crime	NOUN
bracis-33633	13	39	events	event	NOUN
bracis-33633	13	40	,	,	PUNCT
bracis-33633	13	41	trajectory	trajectory	NOUN
bracis-33633	13	42	data	datum	NOUN
bracis-33633	13	43	,	,	PUNCT
bracis-33633	13	44	 	 	SPACE
bracis-33633	13	45	and	and	CCONJ
bracis-33633	13	46	geotagged	geotagge	VERB
bracis-33633	13	47	social	social	ADJ
bracis-33633	13	48	media	medium	NOUN
bracis-33633	13	49	data	datum	NOUN
bracis-33633	13	50	[	[	X
bracis-33633	13	51	1	1	NUM
bracis-33633	13	52	]	]	PUNCT
bracis-33633	13	53	.	.	PUNCT
bracis-33633	14	1	therefore	therefore	ADV
bracis-33633	14	2	,	,	PUNCT
bracis-33633	14	3	 	 	SPACE
bracis-33633	14	4	it	it	PRON
bracis-33633	14	5	is	be	AUX
bracis-33633	14	6	necessary	necessary	ADJ
bracis-33633	14	7	to	to	PART
bracis-33633	14	8	develop	develop	VERB
bracis-33633	14	9	methods	method	NOUN
bracis-33633	14	10	that	that	PRON
bracis-33633	14	11	can	can	AUX
bracis-33633	14	12	accurately	accurately	ADV
bracis-33633	14	13	label	label	VERB
bracis-33633	14	14	the	the	DET
bracis-33633	14	15	points	point	NOUN
bracis-33633	14	16	of	of	ADP
bracis-33633	14	17	interests	interest	NOUN
bracis-33633	14	18	(	(	PUNCT
bracis-33633	14	19	pois	pois	NOUN
bracis-33633	14	20	)	)	PUNCT
bracis-33633	14	21	,	,	PUNCT
bracis-33633	14	22	a	a	DET
bracis-33633	14	23	problem	problem	NOUN
bracis-33633	14	24	also	also	ADV
bracis-33633	14	25	known	know	VERB
bracis-33633	14	26	as	as	ADP
bracis-33633	14	27	semantic	semantic	ADJ
bracis-33633	14	28	 	 	SPACE
bracis-33633	14	29	venue	venue	NOUN
bracis-33633	14	30	annotation	annotation	NOUN
bracis-33633	14	31	,	,	PUNCT
bracis-33633	14	32	since	since	SCONJ
bracis-33633	14	33	the	the	DET
bracis-33633	14	34	place	place	NOUN
bracis-33633	14	35	category	category	NOUN
bracis-33633	14	36	is	be	AUX
bracis-33633	14	37	essential	essential	ADJ
bracis-33633	14	38	for	for	ADP
bracis-33633	14	39	gaining	gain	VERB
bracis-33633	14	40	in	in	ADP
bracis-33633	14	41	-	-	PUNCT
bracis-33633	14	42	depth	depth	NOUN
bracis-33633	14	43	knowledge	knowledge	NOUN
bracis-33633	14	44	of	of	ADP
bracis-33633	14	45	user	user	NOUN
bracis-33633	14	46	displacements	displacement	NOUN
bracis-33633	14	47	[	[	X
bracis-33633	14	48	16	16	NUM
bracis-33633	14	49	]	]	PUNCT
bracis-33633	14	50	.	.	PUNCT
bracis-33633	15	1	various	various	ADJ
bracis-33633	15	2	approaches	approach	NOUN
bracis-33633	15	3	have	have	AUX
bracis-33633	15	4	explored	explore	VERB
bracis-33633	15	5	different	different	ADJ
bracis-33633	15	6	methods	method	NOUN
bracis-33633	15	7	to	to	PART
bracis-33633	15	8	address	address	VERB
bracis-33633	15	9	 	 	SPACE
bracis-33633	15	10	the	the	DET
bracis-33633	15	11	semantic	semantic	ADJ
bracis-33633	15	12	venue	venue	NOUN
bracis-33633	15	13	annotation	annotation	NOUN
bracis-33633	15	14	problem	problem	NOUN
bracis-33633	15	15	.	.	PUNCT
bracis-33633	16	1	[	[	X
bracis-33633	16	2	19	19	NUM
bracis-33633	16	3	]	]	X
bracis-33633	16	4	propose	propose	VERB
bracis-33633	16	5	a	a	DET
bracis-33633	16	6	machine	machine	NOUN
bracis-33633	16	7	learning	learn	VERB
bracis-33633	16	8	model	model	NOUN
bracis-33633	16	9	,	,	PUNCT
bracis-33633	16	10	while	while	SCONJ
bracis-33633	16	11	[	[	X
bracis-33633	16	12	25	25	NUM
bracis-33633	16	13	]	]	PUNCT
bracis-33633	16	14	leverage	leverage	NOUN
bracis-33633	16	15	spatial	spatial	ADJ
bracis-33633	16	16	representation	representation	NOUN
bracis-33633	16	17	learning	learn	VERB
bracis-33633	16	18	to	to	PART
bracis-33633	16	19	label	label	VERB
bracis-33633	16	20	the	the	DET
bracis-33633	16	21	pois	pois	NOUN
bracis-33633	16	22	.	.	PUNCT
bracis-33633	17	1	additionally	additionally	ADV
bracis-33633	17	2	,	,	PUNCT
bracis-33633	17	3	[	[	X
bracis-33633	17	4	3	3	NUM
bracis-33633	17	5	]	]	PUNCT
bracis-33633	17	6	formulated	formulate	VERB
bracis-33633	17	7	the	the	DET
bracis-33633	17	8	temporally	temporally	ADV
bracis-33633	17	9	sorted	sort	VERB
bracis-33633	17	10	visits	visit	NOUN
bracis-33633	17	11	as	as	ADP
bracis-33633	17	12	a	a	DET
bracis-33633	17	13	graph	graph	NOUN
bracis-33633	17	14	and	and	CCONJ
bracis-33633	17	15	applied	apply	VERB
bracis-33633	17	16	graph	graph	NOUN
bracis-33633	17	17	neural	neural	ADJ
bracis-33633	17	18	networks	network	NOUN
bracis-33633	17	19	.	.	PUNCT
bracis-33633	18	1	although	although	SCONJ
bracis-33633	18	2	 	 	SPACE
bracis-33633	18	3	this	this	DET
bracis-33633	18	4	model	model	NOUN
bracis-33633	18	5	outperforms	outperform	VERB
bracis-33633	18	6	others	other	NOUN
bracis-33633	18	7	,	,	PUNCT
bracis-33633	18	8	it	it	PRON
bracis-33633	18	9	solely	solely	ADV
bracis-33633	18	10	relies	rely	VERB
bracis-33633	18	11	on	on	ADP
bracis-33633	18	12	spectral	spectral	ADJ
bracis-33633	18	13	-	-	PUNCT
bracis-33633	18	14	based	base	VERB
bracis-33633	18	15	convolution	convolution	NOUN
bracis-33633	18	16	,	,	PUNCT
bracis-33633	18	17	neglecting	neglect	VERB
bracis-33633	18	18	the	the	DET
bracis-33633	18	19	benefits	benefit	NOUN
bracis-33633	18	20	of	of	ADP
bracis-33633	18	21	diverse	diverse	ADJ
bracis-33633	18	22	convolution	convolution	NOUN
bracis-33633	18	23	operations	operation	NOUN
bracis-33633	18	24	available	available	ADJ
bracis-33633	18	25	[	[	X
bracis-33633	18	26	31	31	NUM
bracis-33633	18	27	]	]	PUNCT
bracis-33633	18	28	.	.	PUNCT
bracis-33633	19	1	based	base	VERB
bracis-33633	19	2	on	on	ADP
bracis-33633	19	3	that	that	PRON
bracis-33633	19	4	,	,	PUNCT
bracis-33633	19	5	we	we	PRON
bracis-33633	19	6	propose	propose	VERB
bracis-33633	19	7	a	a	DET
bracis-33633	19	8	novel	novel	ADJ
bracis-33633	19	9	method	method	NOUN
bracis-33633	19	10	,	,	PUNCT
bracis-33633	19	11	called	call	VERB
bracis-33633	19	12	havanafootnote	havanafootnote	VERB
bracis-33633	19	13	1	1	NUM
bracis-33633	19	14	(	(	PUNCT
bracis-33633	19	15	hybrid	hybrid	ADJ
bracis-33633	19	16	attentional	attentional	ADJ
bracis-33633	19	17	graph	graph	NOUN
bracis-33633	19	18	convolution	convolution	NOUN
bracis-33633	19	19	 	 	SPACE
bracis-33633	19	20	for	for	ADP
bracis-33633	19	21	semantic	semantic	ADJ
bracis-33633	19	22	venue	venue	NOUN
bracis-33633	19	23	annotation	annotation	NOUN
bracis-33633	19	24	)	)	PUNCT
bracis-33633	19	25	 	 	SPACE
bracis-33633	19	26	that	that	PRON
bracis-33633	19	27	integrates	integrate	VERB
bracis-33633	19	28	spatial	spatial	ADJ
bracis-33633	19	29	and	and	CCONJ
bracis-33633	19	30	spectral	spectral	ADJ
bracis-33633	19	31	convolution	convolution	NOUN
bracis-33633	19	32	to	to	PART
bracis-33633	19	33	enhance	enhance	VERB
bracis-33633	19	34	the	the	DET
bracis-33633	19	35	accuracy	accuracy	NOUN
bracis-33633	19	36	of	of	ADP
bracis-33633	19	37	semantic	semantic	ADJ
bracis-33633	19	38	venue	venue	NOUN
bracis-33633	19	39	annotation	annotation	NOUN
bracis-33633	19	40	.	.	PUNCT
bracis-33633	20	1	specifically	specifically	ADV
bracis-33633	20	2	,	,	PUNCT
bracis-33633	20	3	our	our	PRON
bracis-33633	20	4	model	model	NOUN
bracis-33633	20	5	combines	combine	VERB
bracis-33633	20	6	 	 	SPACE
bracis-33633	20	7	the	the	DET
bracis-33633	20	8	spatial	spatial	ADJ
bracis-33633	20	9	and	and	CCONJ
bracis-33633	20	10	spectral	spectral	ADJ
bracis-33633	20	11	convolution	convolution	NOUN
bracis-33633	20	12	,	,	PUNCT
bracis-33633	20	13	represented	represent	VERB
bracis-33633	20	14	respectively	respectively	ADV
bracis-33633	20	15	by	by	ADP
bracis-33633	20	16	 	 	SPACE
bracis-33633	20	17	graph	graph	NOUN
bracis-33633	20	18	attention	attention	NOUN
bracis-33633	20	19	network	network	NOUN
bracis-33633	20	20	(	(	PUNCT
bracis-33633	20	21	gat	gat	NOUN
bracis-33633	20	22	)	)	PUNCT
bracis-33633	21	1	[	[	X
bracis-33633	21	2	23	23	NUM
bracis-33633	21	3	]	]	PUNCT
bracis-33633	21	4	and	and	CCONJ
bracis-33633	21	5	auto	auto	NOUN
bracis-33633	21	6	-	-	PUNCT
bracis-33633	21	7	regressive	regressive	ADJ
bracis-33633	21	8	moving	move	VERB
bracis-33633	21	9	average	average	ADJ
bracis-33633	21	10	(	(	PUNCT
bracis-33633	21	11	arma	arma	PROPN
bracis-33633	21	12	)	)	PUNCT
bracis-33633	22	1	[	[	X
bracis-33633	22	2	2	2	NUM
bracis-33633	22	3	]	]	PUNCT
bracis-33633	22	4	,	,	PUNCT
bracis-33633	22	5	into	into	ADP
bracis-33633	22	6	a	a	DET
bracis-33633	22	7	hybrid	hybrid	ADJ
bracis-33633	22	8	block	block	NOUN
bracis-33633	22	9	.	.	PUNCT
bracis-33633	23	1	furthermore	furthermore	ADV
bracis-33633	23	2	,	,	PUNCT
bracis-33633	23	3	 	 	SPACE
bracis-33633	23	4	the	the	DET
bracis-33633	23	5	output	output	NOUN
bracis-33633	23	6	of	of	ADP
bracis-33633	23	7	this	this	DET
bracis-33633	23	8	novel	novel	ADJ
bracis-33633	23	9	block	block	NOUN
bracis-33633	23	10	is	be	AUX
bracis-33633	23	11	aggregated	aggregate	VERB
bracis-33633	23	12	using	use	VERB
bracis-33633	23	13	self	self	NOUN
bracis-33633	23	14	-	-	PUNCT
bracis-33633	23	15	attention	attention	NOUN
bracis-33633	24	1	[	[	X
bracis-33633	24	2	22	22	NUM
bracis-33633	24	3	]	]	PUNCT
bracis-33633	24	4	and	and	CCONJ
bracis-33633	24	5	a	a	DET
bracis-33633	24	6	two	two	NUM
bracis-33633	24	7	-	-	PUNCT
bracis-33633	24	8	layer	layer	NOUN
bracis-33633	24	9	feedforward	feedforward	NOUN
bracis-33633	24	10	network	network	NOUN
bracis-33633	24	11	 	 	SPACE
bracis-33633	24	12	with	with	ADP
bracis-33633	24	13	residual	residual	ADJ
bracis-33633	24	14	connections	connection	NOUN
bracis-33633	24	15	[	[	X
bracis-33633	24	16	10	10	NUM
bracis-33633	24	17	]	]	PUNCT
bracis-33633	24	18	.	.	PUNCT
bracis-33633	25	1	in	in	ADP
bracis-33633	25	2	summary	summary	NOUN
bracis-33633	25	3	,	,	PUNCT
bracis-33633	25	4	 	 	SPACE
bracis-33633	25	5	the	the	DET
bracis-33633	25	6	contributions	contribution	NOUN
bracis-33633	25	7	of	of	ADP
bracis-33633	25	8	this	this	DET
bracis-33633	25	9	study	study	NOUN
bracis-33633	25	10	,	,	PUNCT
bracis-33633	25	11	in	in	ADP
bracis-33633	25	12	terms	term	NOUN
bracis-33633	25	13	of	of	ADP
bracis-33633	25	14	model	model	NOUN
bracis-33633	25	15	architecture	architecture	NOUN
bracis-33633	25	16	,	,	PUNCT
bracis-33633	25	17	 	 	SPACE
bracis-33633	25	18	are	be	AUX
bracis-33633	25	19	two	two	NUM
bracis-33633	25	20	-	-	PUNCT
bracis-33633	25	21	fold	fold	ADV
bracis-33633	25	22	:	:	PUNCT
bracis-33633	25	23	propose	propose	VERB
bracis-33633	25	24	a	a	DET
bracis-33633	25	25	hybrid	hybrid	ADJ
bracis-33633	25	26	spatial	spatial	ADJ
bracis-33633	25	27	-	-	PUNCT
bracis-33633	25	28	spectral	spectral	ADJ
bracis-33633	25	29	-	-	PUNCT
bracis-33633	25	30	based	base	VERB
bracis-33633	25	31	convolution	convolution	NOUN
bracis-33633	25	32	.	.	PUNCT
bracis-33633	26	1	output	output	NOUN
bracis-33633	26	2	aggregation	aggregation	NOUN
bracis-33633	26	3	based	base	VERB
bracis-33633	26	4	on	on	ADP
bracis-33633	26	5	a	a	DET
bracis-33633	26	6	combination	combination	NOUN
bracis-33633	26	7	of	of	ADP
bracis-33633	26	8	self	self	NOUN
bracis-33633	26	9	-	-	PUNCT
bracis-33633	26	10	attention	attention	NOUN
bracis-33633	26	11	,	,	PUNCT
bracis-33633	26	12	feedforward	feedforward	NOUN
bracis-33633	26	13	network	network	NOUN
bracis-33633	26	14	,	,	PUNCT
bracis-33633	26	15	and	and	CCONJ
bracis-33633	26	16	residual	residual	ADJ
bracis-33633	26	17	connections	connection	NOUN
bracis-33633	26	18	.	.	PUNCT
bracis-33633	27	1	in	in	ADP
bracis-33633	27	2	the	the	DET
bracis-33633	27	3	experiments	experiment	NOUN
bracis-33633	27	4	,	,	PUNCT
bracis-33633	27	5	havana	havana	PROPN
bracis-33633	27	6	outperforms	outperform	VERB
bracis-33633	27	7	other	other	ADJ
bracis-33633	27	8	three	three	NUM
bracis-33633	27	9	state	state	NOUN
bracis-33633	27	10	-	-	PUNCT
bracis-33633	27	11	of	of	ADP
bracis-33633	27	12	-	-	PUNCT
bracis-33633	27	13	the	the	DET
bracis-33633	27	14	-	-	PUNCT
bracis-33633	27	15	art	art	NOUN
bracis-33633	27	16	methods	method	NOUN
bracis-33633	27	17	by	by	ADP
bracis-33633	27	18	up	up	ADP
bracis-33633	27	19	to	to	PART
bracis-33633	27	20	25.05	25.05	NUM
bracis-33633	27	21	%	%	NOUN
bracis-33633	27	22	on	on	ADP
bracis-33633	27	23	the	the	DET
bracis-33633	27	24	f1	f1	NOUN
bracis-33633	27	25	-	-	PUNCT
bracis-33633	27	26	score	score	NOUN
bracis-33633	27	27	averaged	average	VERB
bracis-33633	27	28	,	,	PUNCT
bracis-33633	27	29	19.9	19.9	NUM
bracis-33633	27	30	%	%	NOUN
bracis-33633	27	31	on	on	ADP
bracis-33633	27	32	 	 	SPACE
bracis-33633	27	33	the	the	DET
bracis-33633	27	34	weighted	weight	VERB
bracis-33633	27	35	f1	f1	NOUN
bracis-33633	27	36	-	-	PUNCT
bracis-33633	27	37	score	score	NOUN
bracis-33633	27	38	,	,	PUNCT
bracis-33633	27	39	and	and	CCONJ
bracis-33633	27	40	16.26	16.26	NUM
bracis-33633	27	41	%	%	NOUN
bracis-33633	27	42	on	on	ADP
bracis-33633	27	43	accuracy	accuracy	NOUN
bracis-33633	27	44	in	in	ADP
bracis-33633	27	45	three	three	NUM
bracis-33633	27	46	different	different	ADJ
bracis-33633	27	47	datasets	dataset	NOUN
bracis-33633	27	48	.	.	PUNCT
bracis-33633	28	1	the	the	DET
bracis-33633	28	2	remainder	remainder	NOUN
bracis-33633	28	3	of	of	ADP
bracis-33633	28	4	this	this	DET
bracis-33633	28	5	study	study	NOUN
bracis-33633	28	6	is	be	AUX
bracis-33633	28	7	organized	organize	VERB
bracis-33633	28	8	as	as	SCONJ
bracis-33633	28	9	follows	follow	VERB
bracis-33633	28	10	:	:	PUNCT
bracis-33633	28	11	sect	sect	NOUN
bracis-33633	28	12	.	.	PUNCT
bracis-33633	28	13	 	 	SPACE
bracis-33633	29	1	2	2	NUM
bracis-33633	29	2	describes	describe	VERB
bracis-33633	29	3	the	the	DET
bracis-33633	29	4	related	related	ADJ
bracis-33633	29	5	work	work	NOUN
bracis-33633	29	6	.	.	PUNCT
bracis-33633	30	1	section	section	NOUN
bracis-33633	30	2	 	 	SPACE
bracis-33633	30	3	3	3	NUM
bracis-33633	30	4	presents	present	VERB
bracis-33633	30	5	the	the	DET
bracis-33633	30	6	fundamental	fundamental	ADJ
bracis-33633	30	7	theory	theory	NOUN
bracis-33633	30	8	related	relate	VERB
bracis-33633	30	9	to	to	AUX
bracis-33633	30	10	 	 	SPACE
bracis-33633	30	11	graph	graph	VERB
bracis-33633	30	12	neural	neural	ADJ
bracis-33633	30	13	networks	network	NOUN
bracis-33633	30	14	.	.	PUNCT
bracis-33633	31	1	section	section	NOUN
bracis-33633	31	2	 	 	SPACE
bracis-33633	31	3	4	4	NUM
bracis-33633	31	4	details	detail	NOUN
bracis-33633	31	5	the	the	DET
bracis-33633	31	6	preprocessing	preprocessing	NOUN
bracis-33633	31	7	and	and	CCONJ
bracis-33633	31	8	the	the	DET
bracis-33633	31	9	model	model	NOUN
bracis-33633	31	10	proposed	propose	VERB
bracis-33633	31	11	.	.	PUNCT
bracis-33633	32	1	in	in	ADP
bracis-33633	32	2	sect	sect	NOUN
bracis-33633	32	3	.	.	PUNCT
bracis-33633	32	4	 	 	SPACE
bracis-33633	32	5	5	5	NUM
bracis-33633	32	6	the	the	DET
bracis-33633	32	7	results	result	NOUN
bracis-33633	32	8	 	 	SPACE
bracis-33633	32	9	and	and	CCONJ
bracis-33633	32	10	the	the	DET
bracis-33633	32	11	ablation	ablation	NOUN
bracis-33633	32	12	study	study	NOUN
bracis-33633	32	13	are	be	AUX
bracis-33633	32	14	discussed	discuss	VERB
bracis-33633	32	15	.	.	PUNCT
bracis-33633	33	1	in	in	ADP
bracis-33633	33	2	sect	sect	NOUN
bracis-33633	33	3	.	.	PUNCT
bracis-33633	33	4	 	 	SPACE
bracis-33633	34	1	6	6	NUM
bracis-33633	34	2	 	 	SPACE
bracis-33633	34	3	the	the	DET
bracis-33633	34	4	ethical	ethical	ADJ
bracis-33633	34	5	use	use	NOUN
bracis-33633	34	6	of	of	ADP
bracis-33633	34	7	location	location	NOUN
bracis-33633	34	8	-	-	PUNCT
bracis-33633	34	9	based	base	VERB
bracis-33633	34	10	services	service	NOUN
bracis-33633	34	11	is	be	AUX
bracis-33633	34	12	considered	consider	VERB
bracis-33633	34	13	.	.	PUNCT
bracis-33633	35	1	finally	finally	ADV
bracis-33633	35	2	,	,	PUNCT
bracis-33633	35	3	 	 	SPACE
bracis-33633	35	4	in	in	ADP
bracis-33633	35	5	sect	sect	NOUN
bracis-33633	35	6	.	.	PUNCT
bracis-33633	35	7	 	 	SPACE
bracis-33633	35	8	7	7	NUM
bracis-33633	35	9	we	we	PRON
bracis-33633	35	10	present	present	VERB
bracis-33633	35	11	the	the	DET
bracis-33633	35	12	conclusion	conclusion	NOUN
bracis-33633	35	13	and	and	CCONJ
bracis-33633	35	14	future	future	ADJ
bracis-33633	35	15	works	work	NOUN
bracis-33633	35	16	.	.	PUNCT
bracis-33633	36	1	2	2	NUM
bracis-33633	36	2	related	relate	VERB
bracis-33633	36	3	work	work	NOUN
bracis-33633	36	4	in	in	ADP
bracis-33633	36	5	this	this	DET
bracis-33633	36	6	section	section	NOUN
bracis-33633	36	7	,	,	PUNCT
bracis-33633	36	8	previous	previous	ADJ
bracis-33633	36	9	works	work	NOUN
bracis-33633	36	10	addressing	address	VERB
bracis-33633	36	11	semantic	semantic	ADJ
bracis-33633	36	12	venue	venue	NOUN
bracis-33633	36	13	annotation	annotation	NOUN
bracis-33633	36	14	have	have	AUX
bracis-33633	36	15	been	be	AUX
bracis-33633	36	16	examined	examine	VERB
bracis-33633	36	17	,	,	PUNCT
bracis-33633	36	18	and	and	CCONJ
bracis-33633	36	19	their	their	PRON
bracis-33633	36	20	limitations	limitation	NOUN
bracis-33633	36	21	are	be	AUX
bracis-33633	36	22	discussed	discuss	VERB
bracis-33633	36	23	.	.	PUNCT
bracis-33633	36	24	 	 	SPACE
bracis-33633	37	1	the	the	DET
bracis-33633	37	2	solutions	solution	NOUN
bracis-33633	37	3	are	be	AUX
bracis-33633	37	4	separated	separate	VERB
bracis-33633	37	5	into	into	ADP
bracis-33633	37	6	three	three	NUM
bracis-33633	37	7	domains	domain	NOUN
bracis-33633	37	8	:	:	PUNCT
bracis-33633	37	9	classic	classic	ADJ
bracis-33633	37	10	machine	machine	NOUN
bracis-33633	37	11	learning	learning	NOUN
bracis-33633	37	12	models	model	NOUN
bracis-33633	37	13	,	,	PUNCT
bracis-33633	37	14	representation	representation	NOUN
bracis-33633	37	15	learning	learning	NOUN
bracis-33633	37	16	,	,	PUNCT
bracis-33633	37	17	and	and	CCONJ
bracis-33633	37	18	graph	graph	VERB
bracis-33633	37	19	neural	neural	ADJ
bracis-33633	37	20	networks	network	NOUN
bracis-33633	37	21	.	.	PUNCT
bracis-33633	38	1	considering	consider	VERB
bracis-33633	38	2	the	the	DET
bracis-33633	38	3	classical	classical	ADJ
bracis-33633	38	4	machine	machine	NOUN
bracis-33633	38	5	learning	learning	NOUN
bracis-33633	38	6	models	model	NOUN
bracis-33633	38	7	,	,	PUNCT
bracis-33633	38	8	[	[	X
bracis-33633	38	9	29	29	NUM
bracis-33633	38	10	]	]	X
bracis-33633	38	11	fuse	fuse	NOUN
bracis-33633	38	12	explicit	explicit	ADJ
bracis-33633	38	13	attributes	attribute	NOUN
bracis-33633	38	14	related	relate	VERB
bracis-33633	38	15	to	to	ADP
bracis-33633	38	16	 	 	SPACE
bracis-33633	38	17	user	user	NOUN
bracis-33633	38	18	shifting	shift	VERB
bracis-33633	38	19	behavior	behavior	NOUN
bracis-33633	38	20	in	in	ADP
bracis-33633	38	21	different	different	ADJ
bracis-33633	38	22	time	time	NOUN
bracis-33633	38	23	intervals	interval	NOUN
bracis-33633	38	24	,	,	PUNCT
bracis-33633	38	25	with	with	ADP
bracis-33633	38	26	implicit	implicit	ADJ
bracis-33633	38	27	attributes	attribute	NOUN
bracis-33633	38	28	that	that	PRON
bracis-33633	38	29	capture	capture	VERB
bracis-33633	38	30	the	the	DET
bracis-33633	38	31	similarities	similarity	NOUN
bracis-33633	38	32	between	between	ADP
bracis-33633	38	33	the	the	DET
bracis-33633	38	34	places	place	NOUN
bracis-33633	38	35	 	 	SPACE
bracis-33633	38	36	and	and	CCONJ
bracis-33633	38	37	users	user	NOUN
bracis-33633	38	38	.	.	PUNCT
bracis-33633	39	1	[	[	X
bracis-33633	39	2	18	18	NUM
bracis-33633	39	3	]	]	PUNCT
bracis-33633	39	4	adapt	adapt	VERB
bracis-33633	39	5	the	the	DET
bracis-33633	39	6	k	k	PROPN
bracis-33633	39	7	nearest	near	ADJ
bracis-33633	39	8	neighbors	neighbor	NOUN
bracis-33633	39	9	algorithm	algorithm	VERB
bracis-33633	39	10	under	under	ADP
bracis-33633	39	11	the	the	DET
bracis-33633	39	12	most	most	ADV
bracis-33633	39	13	favorable	favorable	ADJ
bracis-33633	39	14	assumption	assumption	NOUN
bracis-33633	39	15	to	to	PART
bracis-33633	39	16	ensure	ensure	VERB
bracis-33633	39	17	the	the	DET
bracis-33633	39	18	 	 	SPACE
bracis-33633	39	19	most	most	ADV
bracis-33633	39	20	probable	probable	ADJ
bracis-33633	39	21	label	label	NOUN
bracis-33633	39	22	given	give	VERB
bracis-33633	39	23	mobility	mobility	NOUN
bracis-33633	39	24	records	record	NOUN
bracis-33633	39	25	distance	distance	NOUN
bracis-33633	39	26	between	between	ADP
bracis-33633	39	27	places	place	NOUN
bracis-33633	39	28	categories	category	NOUN
bracis-33633	39	29	.	.	PUNCT
bracis-33633	40	1	[	[	X
bracis-33633	40	2	19	19	NUM
bracis-33633	40	3	]	]	PUNCT
bracis-33633	40	4	evaluate	evaluate	VERB
bracis-33633	40	5	the	the	DET
bracis-33633	40	6	importance	importance	NOUN
bracis-33633	40	7	 	 	SPACE
bracis-33633	40	8	of	of	ADP
bracis-33633	40	9	four	four	NUM
bracis-33633	40	10	different	different	ADJ
bracis-33633	40	11	attributes	attribute	NOUN
bracis-33633	40	12	–	–	PUNCT
bracis-33633	40	13	visual	visual	ADJ
bracis-33633	40	14	,	,	PUNCT
bracis-33633	40	15	operation	operation	NOUN
bracis-33633	40	16	(	(	PUNCT
bracis-33633	40	17	i.e.	i.e.	X
bracis-33633	40	18	,	,	PUNCT
bracis-33633	40	19	closing	closing	NOUN
bracis-33633	40	20	/	/	SYM
bracis-33633	40	21	opening	opening	NOUN
bracis-33633	40	22	hours	hour	NOUN
bracis-33633	40	23	)	)	PUNCT
bracis-33633	40	24	,	,	PUNCT
bracis-33633	40	25	spatial	spatial	ADJ
bracis-33633	40	26	and	and	CCONJ
bracis-33633	40	27	textual	textual	ADJ
bracis-33633	40	28	–	–	PUNCT
bracis-33633	40	29	modeling	model	VERB
bracis-33633	40	30	the	the	DET
bracis-33633	40	31	problem	problem	NOUN
bracis-33633	40	32	with	with	ADP
bracis-33633	40	33	xgboost	xgboost	PROPN
bracis-33633	40	34	.	.	PUNCT
bracis-33633	41	1	on	on	ADP
bracis-33633	41	2	another	another	DET
bracis-33633	41	3	view	view	NOUN
bracis-33633	41	4	,	,	PUNCT
bracis-33633	41	5	the	the	DET
bracis-33633	41	6	representation	representation	NOUN
bracis-33633	41	7	learning	learn	VERB
bracis-33633	41	8	methods	method	NOUN
bracis-33633	41	9	assume	assume	VERB
bracis-33633	41	10	 	 	SPACE
bracis-33633	41	11	that	that	SCONJ
bracis-33633	41	12	similar	similar	ADJ
bracis-33633	41	13	places	place	NOUN
bracis-33633	41	14	have	have	VERB
bracis-33633	41	15	similar	similar	ADJ
bracis-33633	41	16	latent	latent	NOUN
bracis-33633	41	17	features	feature	NOUN
bracis-33633	41	18	,	,	PUNCT
bracis-33633	41	19	and	and	CCONJ
bracis-33633	41	20	thus	thus	ADV
bracis-33633	41	21	the	the	DET
bracis-33633	41	22	objective	objective	NOUN
bracis-33633	41	23	is	be	AUX
bracis-33633	41	24	to	to	PART
bracis-33633	41	25	project	project	VERB
bracis-33633	41	26	the	the	DET
bracis-33633	41	27	features	feature	NOUN
bracis-33633	41	28	to	to	PART
bracis-33633	41	29	obtain	obtain	VERB
bracis-33633	41	30	representations	representation	NOUN
bracis-33633	41	31	that	that	PRON
bracis-33633	41	32	contribute	contribute	VERB
bracis-33633	41	33	to	to	ADP
bracis-33633	41	34	semantic	semantic	ADJ
bracis-33633	41	35	venue	venue	NOUN
bracis-33633	41	36	annotation	annotation	NOUN
bracis-33633	41	37	.	.	PUNCT
bracis-33633	42	1	hence	hence	ADV
bracis-33633	42	2	,	,	PUNCT
bracis-33633	42	3	hmrm	hmrm	PROPN
bracis-33633	43	1	[	[	X
bracis-33633	43	2	5	5	NUM
bracis-33633	43	3	]	]	PUNCT
bracis-33633	43	4	possesses	possess	VERB
bracis-33633	43	5	a	a	DET
bracis-33633	43	6	collaborative	collaborative	ADJ
bracis-33633	43	7	component	component	NOUN
bracis-33633	43	8	to	to	PART
bracis-33633	43	9	learn	learn	VERB
bracis-33633	43	10	seven	seven	NUM
bracis-33633	43	11	mobility	mobility	NOUN
bracis-33633	43	12	-	-	PUNCT
bracis-33633	43	13	related	relate	VERB
bracis-33633	43	14	matrices	matrix	NOUN
bracis-33633	43	15	with	with	ADP
bracis-33633	43	16	non	non	ADJ
bracis-33633	43	17	-	-	ADJ
bracis-33633	43	18	negative	negative	ADJ
bracis-33633	43	19	matrix	matrix	NOUN
bracis-33633	43	20	factorization	factorization	NOUN
bracis-33633	43	21	given	give	VERB
bracis-33633	43	22	co	co	NOUN
bracis-33633	43	23	-	-	NOUN
bracis-33633	43	24	occurrences	occurrence	NOUN
bracis-33633	43	25	between	between	ADP
bracis-33633	43	26	time	time	NOUN
bracis-33633	43	27	,	,	PUNCT
bracis-33633	43	28	places	place	NOUN
bracis-33633	43	29	,	,	PUNCT
bracis-33633	43	30	and	and	CCONJ
bracis-33633	43	31	visits	visit	VERB
bracis-33633	43	32	frequencies	frequency	NOUN
bracis-33633	43	33	matrices	matrix	NOUN
bracis-33633	43	34	.	.	PUNCT
bracis-33633	44	1	aside	aside	ADV
bracis-33633	44	2	 	 	SPACE
bracis-33633	44	3	from	from	ADP
bracis-33633	44	4	the	the	DET
bracis-33633	44	5	decomposition	decomposition	NOUN
bracis-33633	44	6	,	,	PUNCT
bracis-33633	44	7	[	[	X
bracis-33633	44	8	25	25	NUM
bracis-33633	44	9	]	]	PUNCT
bracis-33633	44	10	apply	apply	VERB
bracis-33633	44	11	dual	dual	ADJ
bracis-33633	44	12	contrastive	contrastive	ADJ
bracis-33633	44	13	learning	learning	NOUN
bracis-33633	44	14	,	,	PUNCT
bracis-33633	44	15	assigning	assign	VERB
bracis-33633	44	16	a	a	DET
bracis-33633	44	17	similarity	similarity	NOUN
bracis-33633	44	18	constraint	constraint	NOUN
bracis-33633	44	19	between	between	ADP
bracis-33633	44	20	the	the	DET
bracis-33633	44	21	context	context	NOUN
bracis-33633	44	22	category	category	NOUN
bracis-33633	44	23	and	and	CCONJ
bracis-33633	44	24	the	the	DET
bracis-33633	44	25	targeted	target	VERB
bracis-33633	44	26	category	category	NOUN
bracis-33633	44	27	to	to	ADP
bracis-33633	44	28	the	the	DET
bracis-33633	44	29	skip	skip	NOUN
bracis-33633	44	30	-	-	PUNCT
bracis-33633	44	31	gram	gram	NOUN
bracis-33633	44	32	model	model	NOUN
bracis-33633	44	33	.	.	PUNCT
bracis-33633	45	1	similarly	similarly	ADV
bracis-33633	45	2	,	,	PUNCT
bracis-33633	45	3	the	the	DET
bracis-33633	45	4	graph	graph	NOUN
bracis-33633	45	5	neural	neural	ADJ
bracis-33633	45	6	network	network	NOUN
bracis-33633	45	7	-	-	PUNCT
bracis-33633	45	8	based	base	VERB
bracis-33633	45	9	methods	method	NOUN
bracis-33633	45	10	aim	aim	VERB
bracis-33633	45	11	to	to	PART
bracis-33633	45	12	project	project	VERB
bracis-33633	45	13	 	 	SPACE
bracis-33633	45	14	the	the	DET
bracis-33633	45	15	features	feature	NOUN
bracis-33633	45	16	into	into	ADP
bracis-33633	45	17	latent	latent	ADJ
bracis-33633	45	18	space	space	NOUN
bracis-33633	45	19	,	,	PUNCT
bracis-33633	45	20	minimizing	minimize	VERB
bracis-33633	45	21	the	the	DET
bracis-33633	45	22	distances	distance	NOUN
bracis-33633	45	23	between	between	ADP
bracis-33633	45	24	similar	similar	ADJ
bracis-33633	45	25	places	place	NOUN
bracis-33633	45	26	,	,	PUNCT
bracis-33633	45	27	thereby	thereby	ADV
bracis-33633	45	28	naturally	naturally	ADV
bracis-33633	45	29	modeling	model	VERB
bracis-33633	45	30	the	the	DET
bracis-33633	45	31	problem	problem	NOUN
bracis-33633	45	32	of	of	ADP
bracis-33633	45	33	semantic	semantic	ADJ
bracis-33633	45	34	venue	venue	NOUN
bracis-33633	45	35	annotation	annotation	NOUN
bracis-33633	45	36	[	[	X
bracis-33633	45	37	31	31	NUM
bracis-33633	45	38	]	]	PUNCT
bracis-33633	45	39	.	.	PUNCT
bracis-33633	46	1	for	for	ADP
bracis-33633	46	2	instance	instance	NOUN
bracis-33633	46	3	,	,	PUNCT
bracis-33633	46	4	[	[	X
bracis-33633	46	5	3	3	X
bracis-33633	46	6	]	]	X
bracis-33633	46	7	propose	propose	VERB
bracis-33633	46	8	the	the	DET
bracis-33633	46	9	pgc	pgc	PROPN
bracis-33633	46	10	-	-	PUNCT
bracis-33633	46	11	nn	nn	PROPN
bracis-33633	46	12	that	that	PRON
bracis-33633	46	13	utilizes	utilize	VERB
bracis-33633	46	14	 	 	SPACE
bracis-33633	46	15	a	a	DET
bracis-33633	46	16	multi	multi	ADJ
bracis-33633	46	17	-	-	ADJ
bracis-33633	46	18	view	view	ADJ
bracis-33633	46	19	comprising	comprise	VERB
bracis-33633	46	20	individual	individual	ADJ
bracis-33633	46	21	and	and	CCONJ
bracis-33633	46	22	collective	collective	ADJ
bracis-33633	46	23	mobility	mobility	NOUN
bracis-33633	46	24	matrices	matrix	NOUN
bracis-33633	46	25	 	 	SPACE
bracis-33633	46	26	as	as	ADP
bracis-33633	46	27	input	input	NOUN
bracis-33633	46	28	into	into	ADP
bracis-33633	46	29	a	a	DET
bracis-33633	46	30	spectral	spectral	ADJ
bracis-33633	46	31	convolution	convolution	NOUN
bracis-33633	46	32	filter	filter	NOUN
bracis-33633	46	33	arma	arma	NOUN
bracis-33633	47	1	[	[	X
bracis-33633	47	2	2	2	X
bracis-33633	47	3	]	]	PUNCT
bracis-33633	47	4	to	to	PART
bracis-33633	47	5	 	 	SPACE
bracis-33633	47	6	label	label	VERB
bracis-33633	47	7	the	the	DET
bracis-33633	47	8	places	place	NOUN
bracis-33633	47	9	.	.	PUNCT
bracis-33633	48	1	another	another	DET
bracis-33633	48	2	study	study	NOUN
bracis-33633	48	3	introduces	introduce	VERB
bracis-33633	48	4	the	the	DET
bracis-33633	48	5	stpa	stpa	PROPN
bracis-33633	48	6	(	(	PUNCT
bracis-33633	48	7	spatial	spatial	ADJ
bracis-33633	48	8	-	-	PUNCT
bracis-33633	48	9	textual	textual	ADJ
bracis-33633	48	10	 	 	SPACE
bracis-33633	48	11	poi	poi	NOUN
bracis-33633	48	12	annotation	annotation	NOUN
bracis-33633	48	13	)	)	PUNCT
bracis-33633	49	1	[	[	X
bracis-33633	49	2	30	30	NUM
bracis-33633	49	3	]	]	PUNCT
bracis-33633	49	4	which	which	PRON
bracis-33633	49	5	merges	merge	VERB
bracis-33633	49	6	spatial	spatial	ADJ
bracis-33633	49	7	and	and	CCONJ
bracis-33633	49	8	textual	textual	ADJ
bracis-33633	49	9	characteristics	characteristic	NOUN
bracis-33633	49	10	.	.	PUNCT
bracis-33633	50	1	spatial	spatial	ADJ
bracis-33633	50	2	features	feature	NOUN
bracis-33633	50	3	are	be	AUX
bracis-33633	50	4	derived	derive	VERB
bracis-33633	50	5	from	from	ADP
bracis-33633	50	6	a	a	DET
bracis-33633	50	7	delaunay	delaunay	PROPN
bracis-33633	50	8	 	 	SPACE
bracis-33633	50	9	graph	graph	NOUN
bracis-33633	50	10	and	and	CCONJ
bracis-33633	50	11	a	a	DET
bracis-33633	50	12	graph	graph	NOUN
bracis-33633	50	13	convolutional	convolutional	ADJ
bracis-33633	50	14	network	network	NOUN
bracis-33633	50	15	[	[	X
bracis-33633	50	16	14	14	NUM
bracis-33633	50	17	]	]	PUNCT
bracis-33633	50	18	while	while	SCONJ
bracis-33633	50	19	 	 	SPACE
bracis-33633	50	20	the	the	DET
bracis-33633	50	21	textual	textual	NOUN
bracis-33633	50	22	is	be	AUX
bracis-33633	50	23	based	base	VERB
bracis-33633	50	24	on	on	ADP
bracis-33633	50	25	the	the	DET
bracis-33633	50	26	names	name	NOUN
bracis-33633	50	27	of	of	ADP
bracis-33633	50	28	pois	pois	NOUN
bracis-33633	50	29	and	and	CCONJ
bracis-33633	50	30	a	a	DET
bracis-33633	50	31	transformer	transformer	NOUN
bracis-33633	50	32	module	module	NOUN
bracis-33633	50	33	[	[	X
bracis-33633	50	34	22	22	NUM
bracis-33633	50	35	]	]	PUNCT
bracis-33633	50	36	.	.	PUNCT
bracis-33633	51	1	for	for	ADP
bracis-33633	51	2	aggregation	aggregation	NOUN
bracis-33633	51	3	,	,	PUNCT
bracis-33633	51	4	attention	attention	NOUN
bracis-33633	51	5	weights	weight	NOUN
bracis-33633	51	6	 	 	SPACE
bracis-33633	51	7	are	be	AUX
bracis-33633	51	8	applied	apply	VERB
bracis-33633	51	9	to	to	ADP
bracis-33633	51	10	these	these	DET
bracis-33633	51	11	features	feature	NOUN
bracis-33633	51	12	.	.	PUNCT
bracis-33633	52	1	on	on	ADP
bracis-33633	52	2	the	the	DET
bracis-33633	52	3	other	other	ADJ
bracis-33633	52	4	hand	hand	NOUN
bracis-33633	52	5	,	,	PUNCT
bracis-33633	52	6	leveraging	leverage	VERB
bracis-33633	52	7	the	the	DET
bracis-33633	52	8	 	 	SPACE
bracis-33633	52	9	power	power	NOUN
bracis-33633	52	10	of	of	ADP
bracis-33633	52	11	multi	multi	ADJ
bracis-33633	52	12	-	-	ADJ
bracis-33633	52	13	modal	modal	ADJ
bracis-33633	52	14	data	datum	NOUN
bracis-33633	52	15	,	,	PUNCT
bracis-33633	52	16	[	[	X
bracis-33633	52	17	8	8	NUM
bracis-33633	52	18	]	]	PUNCT
bracis-33633	52	19	rely	rely	VERB
bracis-33633	52	20	on	on	ADP
bracis-33633	52	21	the	the	DET
bracis-33633	52	22	higher	high	ADJ
bracis-33633	52	23	-	-	PUNCT
bracis-33633	52	24	order	order	NOUN
bracis-33633	52	25	networks	network	NOUN
bracis-33633	52	26	by	by	ADP
bracis-33633	52	27	modeling	model	VERB
bracis-33633	52	28	the	the	DET
bracis-33633	52	29	relationship	relationship	NOUN
bracis-33633	52	30	between	between	ADP
bracis-33633	52	31	users	user	NOUN
bracis-33633	52	32	’	’	PART
bracis-33633	52	33	mobility	mobility	NOUN
bracis-33633	52	34	 	 	SPACE
bracis-33633	52	35	and	and	CCONJ
bracis-33633	52	36	places	place	NOUN
bracis-33633	52	37	with	with	ADP
bracis-33633	52	38	hypergraph	hypergraph	NOUN
bracis-33633	52	39	.	.	PUNCT
bracis-33633	53	1	to	to	PART
bracis-33633	53	2	accomplish	accomplish	VERB
bracis-33633	53	3	the	the	DET
bracis-33633	53	4	classification	classification	NOUN
bracis-33633	53	5	,	,	PUNCT
bracis-33633	53	6	the	the	DET
bracis-33633	53	7	 	 	SPACE
bracis-33633	53	8	study	study	NOUN
bracis-33633	53	9	uses	use	VERB
bracis-33633	53	10	a	a	DET
bracis-33633	53	11	graph	graph	NOUN
bracis-33633	53	12	convolution	convolution	NOUN
bracis-33633	53	13	network	network	NOUN
bracis-33633	53	14	for	for	ADP
bracis-33633	53	15	hypergraphs	hypergraph	NOUN
bracis-33633	53	16	.	.	PUNCT
bracis-33633	54	1	despite	despite	SCONJ
bracis-33633	54	2	the	the	DET
bracis-33633	54	3	advances	advance	NOUN
bracis-33633	54	4	,	,	PUNCT
bracis-33633	54	5	the	the	DET
bracis-33633	54	6	application	application	NOUN
bracis-33633	54	7	of	of	ADP
bracis-33633	54	8	multiple	multiple	ADJ
bracis-33633	54	9	spectral	spectral	ADJ
bracis-33633	54	10	 	 	SPACE
bracis-33633	54	11	and	and	CCONJ
bracis-33633	54	12	spatial	spatial	ADJ
bracis-33633	54	13	convolutional	convolutional	ADJ
bracis-33633	54	14	operators	operator	NOUN
bracis-33633	54	15	in	in	ADP
bracis-33633	54	16	semantic	semantic	ADJ
bracis-33633	54	17	venue	venue	NOUN
bracis-33633	54	18	annotation	annotation	NOUN
bracis-33633	54	19	remains	remain	VERB
bracis-33633	54	20	unexplored	unexplored	ADJ
bracis-33633	54	21	.	.	PUNCT
bracis-33633	55	1	inspired	inspire	VERB
bracis-33633	55	2	by	by	ADP
bracis-33633	55	3	performance	performance	NOUN
bracis-33633	55	4	achieved	achieve	VERB
bracis-33633	55	5	by	by	ADP
bracis-33633	55	6	hybridization	hybridization	NOUN
bracis-33633	55	7	applied	apply	VERB
bracis-33633	55	8	in	in	ADP
bracis-33633	55	9	hyperspectral	hyperspectral	ADJ
bracis-33633	55	10	image	image	NOUN
bracis-33633	55	11	classification	classification	NOUN
bracis-33633	55	12	[	[	X
bracis-33633	55	13	28	28	NUM
bracis-33633	55	14	]	]	PUNCT
bracis-33633	55	15	,	,	PUNCT
bracis-33633	55	16	 	 	SPACE
bracis-33633	55	17	our	our	PRON
bracis-33633	55	18	proposed	propose	VERB
bracis-33633	55	19	method	method	NOUN
bracis-33633	55	20	introduces	introduce	VERB
bracis-33633	55	21	a	a	DET
bracis-33633	55	22	graph	graph	NOUN
bracis-33633	55	23	hybrid	hybrid	ADJ
bracis-33633	55	24	component	component	NOUN
bracis-33633	55	25	,	,	PUNCT
bracis-33633	55	26	addressing	address	VERB
bracis-33633	55	27	different	different	ADJ
bracis-33633	55	28	data	datum	NOUN
bracis-33633	55	29	modalities	modality	NOUN
bracis-33633	55	30	as	as	SCONJ
bracis-33633	55	31	specified	specify	VERB
bracis-33633	55	32	 	 	SPACE
bracis-33633	55	33	in	in	ADP
bracis-33633	55	34	[	[	X
bracis-33633	55	35	3	3	NUM
bracis-33633	55	36	,	,	PUNCT
bracis-33633	55	37	8	8	NUM
bracis-33633	55	38	,	,	PUNCT
bracis-33633	55	39	30	30	NUM
bracis-33633	55	40	]	]	PUNCT
bracis-33633	55	41	.	.	PUNCT
bracis-33633	56	1	additionally	additionally	ADV
bracis-33633	56	2	,	,	PUNCT
bracis-33633	56	3	to	to	ADP
bracis-33633	56	4	output	output	NOUN
bracis-33633	56	5	aggregation	aggregation	NOUN
bracis-33633	56	6	,	,	PUNCT
bracis-33633	56	7	the	the	DET
bracis-33633	56	8	novel	novel	ADJ
bracis-33633	56	9	model	model	NOUN
bracis-33633	56	10	combines	combine	VERB
bracis-33633	56	11	 	 	SPACE
bracis-33633	56	12	a	a	DET
bracis-33633	56	13	two	two	NUM
bracis-33633	56	14	-	-	PUNCT
bracis-33633	56	15	layer	layer	NOUN
bracis-33633	56	16	feedforward	feedforward	NOUN
bracis-33633	56	17	network	network	NOUN
bracis-33633	56	18	and	and	CCONJ
bracis-33633	56	19	a	a	DET
bracis-33633	56	20	self	self	NOUN
bracis-33633	56	21	-	-	PUNCT
bracis-33633	56	22	attention	attention	NOUN
bracis-33633	56	23	weight	weight	NOUN
bracis-33633	56	24	 	 	SPACE
bracis-33633	56	25	with	with	ADP
bracis-33633	56	26	residual	residual	ADJ
bracis-33633	56	27	connections	connection	NOUN
bracis-33633	56	28	to	to	PART
bracis-33633	56	29	prevent	prevent	VERB
bracis-33633	56	30	overfitting	overfitte	VERB
bracis-33633	56	31	[	[	X
bracis-33633	56	32	10	10	NUM
bracis-33633	56	33	]	]	PUNCT
bracis-33633	56	34	.	.	PUNCT
bracis-33633	57	1	3	3	NUM
bracis-33633	57	2	preliminaries	preliminary	NOUN
bracis-33633	57	3	and	and	CCONJ
bracis-33633	57	4	 	 	SPACE
bracis-33633	57	5	problem	problem	NOUN
bracis-33633	57	6	definition	definition	NOUN
bracis-33633	57	7	in	in	ADP
bracis-33633	57	8	this	this	DET
bracis-33633	57	9	section	section	NOUN
bracis-33633	57	10	,	,	PUNCT
bracis-33633	57	11	definitions	definition	NOUN
bracis-33633	57	12	and	and	CCONJ
bracis-33633	57	13	theories	theory	NOUN
bracis-33633	57	14	required	require	VERB
bracis-33633	57	15	to	to	PART
bracis-33633	57	16	comprehend	comprehend	VERB
bracis-33633	57	17	 	 	SPACE
bracis-33633	57	18	the	the	DET
bracis-33633	57	19	model	model	NOUN
bracis-33633	57	20	proposed	propose	VERB
bracis-33633	57	21	are	be	AUX
bracis-33633	57	22	presented	present	VERB
bracis-33633	57	23	.	.	PUNCT
bracis-33633	58	1	specifically	specifically	ADV
bracis-33633	58	2	,	,	PUNCT
bracis-33633	58	3	the	the	DET
bracis-33633	58	4	definition	definition	NOUN
bracis-33633	58	5	and	and	CCONJ
bracis-33633	58	6	 	 	SPACE
bracis-33633	58	7	the	the	DET
bracis-33633	58	8	usage	usage	NOUN
bracis-33633	58	9	of	of	ADP
bracis-33633	58	10	check	check	NOUN
bracis-33633	58	11	-	-	PUNCT
bracis-33633	58	12	ins	in	NOUN
bracis-33633	58	13	on	on	ADP
bracis-33633	58	14	points	point	NOUN
bracis-33633	58	15	of	of	ADP
bracis-33633	58	16	interest	interest	NOUN
bracis-33633	58	17	,	,	PUNCT
bracis-33633	58	18	as	as	ADV
bracis-33633	58	19	well	well	ADV
bracis-33633	58	20	as	as	ADP
bracis-33633	58	21	the	the	DET
bracis-33633	58	22	structure	structure	NOUN
bracis-33633	58	23	of	of	ADP
bracis-33633	58	24	the	the	DET
bracis-33633	58	25	graph	graph	NOUN
bracis-33633	58	26	neural	neural	ADJ
bracis-33633	58	27	networks	network	NOUN
bracis-33633	58	28	are	be	AUX
bracis-33633	58	29	discussed	discuss	VERB
bracis-33633	58	30	.	.	PUNCT
bracis-33633	59	1	3.1	3.1	NUM
bracis-33633	59	2	semantic	semantic	ADJ
bracis-33633	59	3	venue	venue	NOUN
bracis-33633	59	4	annotation	annotation	NOUN
bracis-33633	59	5	a	a	DET
bracis-33633	59	6	location	location	NOUN
bracis-33633	59	7	-	-	PUNCT
bracis-33633	59	8	based	base	VERB
bracis-33633	59	9	social	social	ADJ
bracis-33633	59	10	network	network	NOUN
bracis-33633	59	11	contains	contain	VERB
bracis-33633	59	12	check	check	NOUN
bracis-33633	59	13	-	-	PUNCT
bracis-33633	59	14	ins	in	NOUN
bracis-33633	59	15	\(c	\(c	NOUN
bracis-33633	59	16	=	=	SYM
bracis-33633	59	17	\{(p_i	\{(p_i	PROPN
bracis-33633	59	18	,	,	PUNCT
bracis-33633	59	19	t_i)\}\	t_i)\}\	PROPN
bracis-33633	59	20	)	)	PUNCT
bracis-33633	59	21	,	,	PUNCT
bracis-33633	59	22	which	which	PRON
bracis-33633	59	23	are	be	AUX
bracis-33633	59	24	events	event	NOUN
bracis-33633	59	25	characterizing	characterize	VERB
bracis-33633	59	26	a	a	DET
bracis-33633	59	27	user	user	NOUN
bracis-33633	59	28	’s	’s	PART
bracis-33633	59	29	visit	visit	NOUN
bracis-33633	59	30	to	to	ADP
bracis-33633	59	31	a	a	DET
bracis-33633	59	32	 	 	SPACE
bracis-33633	59	33	place	place	NOUN
bracis-33633	59	34	\(p_i\	\(p_i\	NOUN
bracis-33633	59	35	)	)	PUNCT
bracis-33633	59	36	on	on	ADP
bracis-33633	59	37	a	a	DET
bracis-33633	59	38	timestamp	timestamp	NOUN
bracis-33633	59	39	\(t_i\	\(t_i\	NOUN
bracis-33633	59	40	)	)	PUNCT
bracis-33633	59	41	.	.	PUNCT
bracis-33633	60	1	this	this	DET
bracis-33633	60	2	place	place	NOUN
bracis-33633	60	3	is	be	AUX
bracis-33633	60	4	known	know	VERB
bracis-33633	60	5	as	as	ADP
bracis-33633	60	6	a	a	DET
bracis-33633	60	7	point	point	NOUN
bracis-33633	60	8	 	 	SPACE
bracis-33633	60	9	of	of	ADP
bracis-33633	60	10	interest	interest	NOUN
bracis-33633	60	11	(	(	PUNCT
bracis-33633	60	12	poi	poi	NOUN
bracis-33633	60	13	)	)	PUNCT
bracis-33633	60	14	\(p	\(p	NOUN
bracis-33633	61	1	=	=	PUNCT
bracis-33633	61	2	\langle	\langle	PROPN
bracis-33633	61	3	l	l	NOUN
bracis-33633	61	4	,	,	PUNCT
bracis-33633	61	5	cat	cat	NOUN
bracis-33633	61	6	\rangle	\rangle	PROPN
bracis-33633	61	7	\	\	PROPN
bracis-33633	61	8	)	)	PUNCT
bracis-33633	61	9	,	,	PUNCT
bracis-33633	61	10	which	which	PRON
bracis-33633	61	11	is	be	AUX
bracis-33633	61	12	represented	represent	VERB
bracis-33633	61	13	 	 	SPACE
bracis-33633	61	14	by	by	ADP
bracis-33633	61	15	a	a	DET
bracis-33633	61	16	location	location	NOUN
bracis-33633	61	17	l	l	NOUN
bracis-33633	61	18	and	and	CCONJ
bracis-33633	61	19	a	a	DET
bracis-33633	61	20	category	category	NOUN
bracis-33633	61	21	cat	cat	NOUN
bracis-33633	61	22	.	.	PUNCT
bracis-33633	62	1	therefore	therefore	ADV
bracis-33633	62	2	,	,	PUNCT
bracis-33633	62	3	each	each	DET
bracis-33633	62	4	user	user	NOUN
bracis-33633	62	5	can	can	AUX
bracis-33633	62	6	 	 	SPACE
bracis-33633	62	7	be	be	AUX
bracis-33633	62	8	represented	represent	VERB
bracis-33633	62	9	as	as	ADP
bracis-33633	62	10	a	a	DET
bracis-33633	62	11	general	general	ADJ
bracis-33633	62	12	graph	graph	NOUN
bracis-33633	62	13	g(v	g(v	PROPN
bracis-33633	62	14	,	,	PUNCT
bracis-33633	62	15	 	 	SPACE
bracis-33633	62	16	e	e	NOUN
bracis-33633	62	17	)	)	PUNCT
bracis-33633	62	18	given	give	VERB
bracis-33633	62	19	his	his	PRON
bracis-33633	62	20	/	/	SYM
bracis-33633	62	21	her	she	PRON
bracis-33633	62	22	temporally	temporally	ADV
bracis-33633	62	23	ordered	order	VERB
bracis-33633	62	24	events	event	NOUN
bracis-33633	62	25	where	where	SCONJ
bracis-33633	62	26	\(v	\(v	NOUN
bracis-33633	62	27	=	=	SYM
bracis-33633	62	28	\{p_1	\{p_1	NOUN
bracis-33633	62	29	,	,	PUNCT
bracis-33633	62	30	p_{i	p_{i	NOUN
bracis-33633	62	31	}	}	PUNCT
bracis-33633	62	32	,	,	PUNCT
bracis-33633	62	33	\ldots	\ldots	INTJ
bracis-33633	62	34	,	,	PUNCT
bracis-33633	62	35	p_{n}\}\	p_{n}\}\	ADJ
bracis-33633	62	36	)	)	PUNCT
bracis-33633	62	37	is	be	AUX
bracis-33633	62	38	a	a	DET
bracis-33633	62	39	set	set	NOUN
bracis-33633	62	40	 	 	SPACE
bracis-33633	62	41	of	of	ADP
bracis-33633	62	42	pois	pois	NOUN
bracis-33633	62	43	visited	visit	VERB
bracis-33633	62	44	and	and	CCONJ
bracis-33633	62	45	\(e	\(e	NOUN
bracis-33633	62	46	=	=	SYM
bracis-33633	62	47	\{e_1	\{e_1	NOUN
bracis-33633	62	48	,	,	PUNCT
bracis-33633	62	49	e_{i	e_{i	PROPN
bracis-33633	62	50	}	}	PUNCT
bracis-33633	62	51	,	,	PUNCT
bracis-33633	62	52	\ldots	\ldots	PROPN
bracis-33633	62	53	,	,	PUNCT
bracis-33633	62	54	e_{m}\}\	e_{m}\}\	NUM
bracis-33633	62	55	)	)	PUNCT
bracis-33633	62	56	is	be	AUX
bracis-33633	62	57	a	a	DET
bracis-33633	62	58	set	set	NOUN
bracis-33633	62	59	 	 	SPACE
bracis-33633	62	60	of	of	ADP
bracis-33633	62	61	displacements	displacement	NOUN
bracis-33633	62	62	from	from	ADP
bracis-33633	62	63	a	a	DET
bracis-33633	62	64	source	source	NOUN
bracis-33633	62	65	place	place	NOUN
bracis-33633	62	66	s	s	VERB
bracis-33633	62	67	to	to	ADP
bracis-33633	62	68	a	a	DET
bracis-33633	62	69	destination	destination	NOUN
bracis-33633	62	70	place	place	NOUN
bracis-33633	62	71	d	d	X
bracis-33633	62	72	 	 	SPACE
bracis-33633	62	73	at	at	ADP
bracis-33633	62	74	a	a	DET
bracis-33633	62	75	timestamp	timestamp	NOUN
bracis-33633	62	76	,	,	PUNCT
bracis-33633	62	77	then	then	ADV
bracis-33633	62	78	\(e_i	\(e_i	NOUN
bracis-33633	62	79	=	=	PUNCT
bracis-33633	62	80	\langle	\langle	PROPN
bracis-33633	62	81	p_s	p_s	PROPN
bracis-33633	62	82	,	,	PUNCT
bracis-33633	62	83	p_d	p_d	NOUN
bracis-33633	62	84	,	,	PUNCT
bracis-33633	62	85	t_i	t_i	PUNCT
bracis-33633	62	86	\rangle	\rangle	NOUN
bracis-33633	62	87	\	\	NOUN
bracis-33633	62	88	)	)	PUNCT
bracis-33633	62	89	.	.	PUNCT
bracis-33633	63	1	considering	consider	VERB
bracis-33633	63	2	that	that	SCONJ
bracis-33633	63	3	multi	multi	ADJ
bracis-33633	63	4	-	-	ADJ
bracis-33633	63	5	view	view	ADJ
bracis-33633	63	6	features	feature	NOUN
bracis-33633	63	7	provide	provide	VERB
bracis-33633	63	8	a	a	DET
bracis-33633	63	9	richness	richness	NOUN
bracis-33633	63	10	and	and	CCONJ
bracis-33633	63	11	diverse	diverse	ADJ
bracis-33633	63	12	perspective	perspective	NOUN
bracis-33633	63	13	to	to	PART
bracis-33633	63	14	comprehend	comprehend	VERB
bracis-33633	63	15	the	the	DET
bracis-33633	63	16	data	datum	NOUN
bracis-33633	63	17	[	[	X
bracis-33633	63	18	26	26	NUM
bracis-33633	63	19	]	]	PUNCT
bracis-33633	63	20	,	,	PUNCT
bracis-33633	63	21	we	we	PRON
bracis-33633	63	22	propose	propose	VERB
bracis-33633	63	23	a	a	DET
bracis-33633	63	24	multi	multi	ADJ
bracis-33633	63	25	-	-	ADJ
bracis-33633	63	26	view	view	ADJ
bracis-33633	63	27	graph	graph	NOUN
bracis-33633	63	28	hybrid	hybrid	ADJ
bracis-33633	63	29	learning	learning	NOUN
bracis-33633	63	30	with	with	ADP
bracis-33633	63	31	individual	individual	ADJ
bracis-33633	63	32	and	and	CCONJ
bracis-33633	63	33	collective	collective	ADJ
bracis-33633	63	34	mobility	mobility	NOUN
bracis-33633	63	35	components	component	NOUN
bracis-33633	63	36	to	to	PART
bracis-33633	63	37	infer	infer	VERB
bracis-33633	63	38	the	the	DET
bracis-33633	63	39	place	place	NOUN
bracis-33633	63	40	categories	category	NOUN
bracis-33633	63	41	correctly	correctly	ADV
bracis-33633	63	42	.	.	PUNCT
bracis-33633	64	1	3.2	3.2	NUM
bracis-33633	64	2	hybrid	hybrid	NOUN
bracis-33633	64	3	graph	graph	NOUN
bracis-33633	64	4	neural	neural	ADJ
bracis-33633	64	5	networks	network	NOUN
bracis-33633	64	6	in	in	ADP
bracis-33633	64	7	the	the	DET
bracis-33633	64	8	light	light	NOUN
bracis-33633	64	9	of	of	ADP
bracis-33633	64	10	multi	multi	ADJ
bracis-33633	64	11	-	-	ADJ
bracis-33633	64	12	view	view	ADJ
bracis-33633	64	13	graph	graph	NOUN
bracis-33633	64	14	learning	learning	NOUN
bracis-33633	64	15	,	,	PUNCT
bracis-33633	64	16	we	we	PRON
bracis-33633	64	17	leverage	leverage	VERB
bracis-33633	64	18	the	the	DET
bracis-33633	64	19	strengths	strength	NOUN
bracis-33633	64	20	of	of	ADP
bracis-33633	64	21	graph	graph	NOUN
bracis-33633	64	22	neural	neural	ADJ
bracis-33633	64	23	networks	network	NOUN
bracis-33633	64	24	to	to	PART
bracis-33633	64	25	correlate	correlate	VERB
bracis-33633	64	26	the	the	DET
bracis-33633	64	27	places	place	NOUN
bracis-33633	64	28	and	and	CCONJ
bracis-33633	64	29	mobility	mobility	NOUN
bracis-33633	64	30	patterns	pattern	NOUN
bracis-33633	64	31	addressing	address	VERB
bracis-33633	64	32	the	the	DET
bracis-33633	64	33	semantic	semantic	ADJ
bracis-33633	64	34	venue	venue	NOUN
bracis-33633	64	35	annotation	annotation	PROPN
bracis-33633	64	36	task	task	NOUN
bracis-33633	64	37	.	.	PUNCT
bracis-33633	65	1	then	then	ADV
bracis-33633	65	2	,	,	PUNCT
bracis-33633	65	3	 	 	SPACE
bracis-33633	65	4	this	this	DET
bracis-33633	65	5	section	section	NOUN
bracis-33633	65	6	introduces	introduce	VERB
bracis-33633	65	7	the	the	DET
bracis-33633	65	8	theory	theory	NOUN
bracis-33633	65	9	behind	behind	ADP
bracis-33633	65	10	the	the	DET
bracis-33633	65	11	different	different	ADJ
bracis-33633	65	12	convolutions	convolution	NOUN
bracis-33633	65	13	 	 	SPACE
bracis-33633	65	14	used	use	VERB
bracis-33633	65	15	in	in	ADP
bracis-33633	65	16	the	the	DET
bracis-33633	65	17	proposed	propose	VERB
bracis-33633	65	18	model	model	NOUN
bracis-33633	65	19	.	.	PUNCT
bracis-33633	66	1	note	note	VERB
bracis-33633	66	2	that	that	SCONJ
bracis-33633	66	3	classifying	classify	VERB
bracis-33633	66	4	places	place	NOUN
bracis-33633	66	5	’	'	PUNCT
bracis-33633	66	6	categories	category	NOUN
bracis-33633	66	7	is	be	AUX
bracis-33633	66	8	the	the	DET
bracis-33633	66	9	same	same	ADJ
bracis-33633	66	10	as	as	ADP
bracis-33633	66	11	the	the	DET
bracis-33633	66	12	 	 	SPACE
bracis-33633	66	13	node	node	ADJ
bracis-33633	66	14	classification	classification	NOUN
bracis-33633	66	15	task	task	NOUN
bracis-33633	66	16	.	.	PUNCT
bracis-33633	67	1	for	for	ADP
bracis-33633	67	2	this	this	DET
bracis-33633	67	3	reason	reason	NOUN
bracis-33633	67	4	,	,	PUNCT
bracis-33633	67	5	nodes	node	NOUN
bracis-33633	67	6	and	and	CCONJ
bracis-33633	67	7	places	place	NOUN
bracis-33633	67	8	are	be	AUX
bracis-33633	67	9	 	 	SPACE
bracis-33633	67	10	used	use	VERB
bracis-33633	67	11	interchangeably	interchangeably	ADV
bracis-33633	67	12	.	.	PUNCT
bracis-33633	68	1	thus	thus	ADV
bracis-33633	68	2	,	,	PUNCT
bracis-33633	68	3	given	give	VERB
bracis-33633	68	4	g(v	g(v	PROPN
bracis-33633	68	5	,	,	PUNCT
bracis-33633	68	6	 	 	SPACE
bracis-33633	68	7	e	e	X
bracis-33633	68	8	)	)	PUNCT
bracis-33633	68	9	the	the	DET
bracis-33633	68	10	general	general	ADJ
bracis-33633	68	11	graph	graph	NOUN
bracis-33633	68	12	presented	present	VERB
bracis-33633	68	13	 	 	SPACE
bracis-33633	68	14	in	in	ADP
bracis-33633	68	15	the	the	DET
bracis-33633	68	16	previous	previous	ADJ
bracis-33633	68	17	section	section	NOUN
bracis-33633	68	18	,	,	PUNCT
bracis-33633	68	19	each	each	DET
bracis-33633	68	20	place	place	NOUN
bracis-33633	68	21	has	have	VERB
bracis-33633	68	22	a	a	DET
bracis-33633	68	23	feature	feature	NOUN
bracis-33633	68	24	vector	vector	NOUN
bracis-33633	68	25	represented	represent	VERB
bracis-33633	68	26	 	 	SPACE
bracis-33633	68	27	by	by	ADP
bracis-33633	68	28	\(\vec{f}\	\(\vec{f}\	PROPN
bracis-33633	68	29	)	)	PUNCT
bracis-33633	68	30	.	.	PUNCT
bracis-33633	69	1	let	let	VERB
bracis-33633	69	2	\(a	\(a	NOUN
bracis-33633	69	3	\in	\in	PROPN
bracis-33633	69	4	\mathbb	\mathbb	PROPN
bracis-33633	69	5	{	{	PUNCT
bracis-33633	69	6	r}^{n	r}^{n	PROPN
bracis-33633	69	7	\times	\times	ADP
bracis-33633	69	8	n}\	n}\	NUM
bracis-33633	69	9	)	)	PUNCT
bracis-33633	69	10	the	the	DET
bracis-33633	69	11	adjacency	adjacency	NOUN
bracis-33633	69	12	matrix	matrix	NOUN
bracis-33633	69	13	of	of	ADP
bracis-33633	69	14	graph	graph	NOUN
bracis-33633	69	15	g	g	PROPN
bracis-33633	69	16	and	and	CCONJ
bracis-33633	69	17	n	n	CCONJ
bracis-33633	69	18	the	the	DET
bracis-33633	69	19	length	length	NOUN
bracis-33633	69	20	of	of	ADP
bracis-33633	69	21	the	the	DET
bracis-33633	69	22	set	set	NOUN
bracis-33633	69	23	v	v	NOUN
bracis-33633	69	24	,	,	PUNCT
bracis-33633	69	25	it	it	PRON
bracis-33633	69	26	is	be	AUX
bracis-33633	69	27	possible	possible	ADJ
bracis-33633	69	28	 	 	SPACE
bracis-33633	69	29	to	to	PART
bracis-33633	69	30	define	define	VERB
bracis-33633	69	31	the	the	DET
bracis-33633	69	32	information	information	NOUN
bracis-33633	69	33	propagation	propagation	NOUN
bracis-33633	69	34	and	and	CCONJ
bracis-33633	69	35	the	the	DET
bracis-33633	69	36	neighborhood	neighborhood	NOUN
bracis-33633	69	37	feature	feature	NOUN
bracis-33633	69	38	aggregations	aggregation	NOUN
bracis-33633	69	39	using	use	VERB
bracis-33633	69	40	the	the	DET
bracis-33633	69	41	spatial	spatial	ADJ
bracis-33633	69	42	and	and	CCONJ
bracis-33633	69	43	spectral	spectral	ADJ
bracis-33633	69	44	convolution	convolution	NOUN
bracis-33633	69	45	operators	operator	NOUN
bracis-33633	69	46	[	[	X
bracis-33633	69	47	31	31	NUM
bracis-33633	69	48	]	]	PUNCT
bracis-33633	69	49	.	.	PUNCT
bracis-33633	70	1	the	the	DET
bracis-33633	70	2	spatial	spatial	ADJ
bracis-33633	70	3	convolution	convolution	NOUN
bracis-33633	70	4	relies	rely	VERB
bracis-33633	70	5	on	on	ADP
bracis-33633	70	6	the	the	DET
bracis-33633	70	7	graph	graph	NOUN
bracis-33633	70	8	topology	topology	NOUN
bracis-33633	70	9	,	,	PUNCT
bracis-33633	70	10	propagating	propagate	VERB
bracis-33633	70	11	the	the	DET
bracis-33633	70	12	information	information	NOUN
bracis-33633	70	13	through	through	ADP
bracis-33633	70	14	the	the	DET
bracis-33633	70	15	neighborhood	neighborhood	NOUN
bracis-33633	71	1	[	[	X
bracis-33633	71	2	9	9	NUM
bracis-33633	71	3	]	]	PUNCT
bracis-33633	71	4	.	.	PUNCT
bracis-33633	72	1	although	although	SCONJ
bracis-33633	72	2	the	the	DET
bracis-33633	72	3	size	size	NOUN
bracis-33633	72	4	of	of	ADP
bracis-33633	72	5	the	the	DET
bracis-33633	72	6	neighborhood	neighborhood	NOUN
bracis-33633	72	7	impacts	impact	VERB
bracis-33633	72	8	the	the	DET
bracis-33633	72	9	 	 	SPACE
bracis-33633	72	10	node	node	ADJ
bracis-33633	72	11	representation	representation	NOUN
bracis-33633	72	12	learning	learn	VERB
bracis-33633	72	13	quality	quality	NOUN
bracis-33633	72	14	,	,	PUNCT
bracis-33633	72	15	a	a	DET
bracis-33633	72	16	large	large	ADJ
bracis-33633	72	17	neighborhood	neighborhood	NOUN
bracis-33633	72	18	leads	lead	VERB
bracis-33633	72	19	 	 	SPACE
bracis-33633	72	20	to	to	PART
bracis-33633	72	21	inefficiency	inefficiency	NOUN
bracis-33633	72	22	due	due	ADP
bracis-33633	72	23	to	to	ADP
bracis-33633	72	24	time	time	NOUN
bracis-33633	72	25	constraints	constraint	NOUN
bracis-33633	72	26	.	.	PUNCT
bracis-33633	73	1	therefore	therefore	ADV
bracis-33633	73	2	,	,	PUNCT
bracis-33633	73	3	to	to	PART
bracis-33633	73	4	surpass	surpass	VERB
bracis-33633	73	5	 	 	SPACE
bracis-33633	73	6	these	these	DET
bracis-33633	73	7	problems	problem	NOUN
bracis-33633	73	8	,	,	PUNCT
bracis-33633	73	9	gat	gat	NOUN
bracis-33633	74	1	[	[	PUNCT
bracis-33633	74	2	23	23	NUM
bracis-33633	74	3	]	]	PUNCT
bracis-33633	74	4	use	use	VERB
bracis-33633	74	5	an	an	DET
bracis-33633	74	6	attention	attention	NOUN
bracis-33633	74	7	-	-	PUNCT
bracis-33633	74	8	based	base	VERB
bracis-33633	74	9	aggregation	aggregation	NOUN
bracis-33633	74	10	module	module	NOUN
bracis-33633	74	11	[	[	X
bracis-33633	74	12	22	22	NUM
bracis-33633	74	13	]	]	PUNCT
bracis-33633	74	14	,	,	PUNCT
bracis-33633	74	15	where	where	SCONJ
bracis-33633	74	16	\(\vec{f}\	\(\vec{f}\	PROPN
bracis-33633	74	17	)	)	PUNCT
bracis-33633	74	18	is	be	AUX
bracis-33633	74	19	weighted	weight	VERB
bracis-33633	74	20	by	by	ADP
bracis-33633	74	21	 	 	SPACE
bracis-33633	74	22	its	its	PRON
bracis-33633	74	23	importance	importance	NOUN
bracis-33633	74	24	to	to	ADP
bracis-33633	74	25	a	a	DET
bracis-33633	74	26	specific	specific	ADJ
bracis-33633	74	27	node	node	NOUN
bracis-33633	74	28	.	.	PUNCT
bracis-33633	75	1	on	on	ADP
bracis-33633	75	2	the	the	DET
bracis-33633	75	3	other	other	ADJ
bracis-33633	75	4	hand	hand	NOUN
bracis-33633	75	5	,	,	PUNCT
bracis-33633	75	6	the	the	DET
bracis-33633	75	7	spectral	spectral	ADJ
bracis-33633	75	8	convolution	convolution	NOUN
bracis-33633	75	9	transforms	transform	VERB
bracis-33633	75	10	the	the	DET
bracis-33633	75	11	adjacency	adjacency	NOUN
bracis-33633	75	12	matrix	matrix	NOUN
bracis-33633	75	13	into	into	ADP
bracis-33633	75	14	a	a	DET
bracis-33633	75	15	laplacian	laplacian	ADJ
bracis-33633	75	16	matrix	matrix	NOUN
bracis-33633	75	17	assuming	assume	VERB
bracis-33633	75	18	the	the	DET
bracis-33633	75	19	advantages	advantage	NOUN
bracis-33633	75	20	of	of	ADP
bracis-33633	75	21	filtering	filter	VERB
bracis-33633	75	22	noises	noise	NOUN
bracis-33633	75	23	using	use	VERB
bracis-33633	75	24	the	the	DET
bracis-33633	75	25	spectral	spectral	ADJ
bracis-33633	75	26	domain	domain	NOUN
bracis-33633	75	27	applying	apply	VERB
bracis-33633	75	28	spectral	spectral	ADJ
bracis-33633	75	29	filters	filter	NOUN
bracis-33633	75	30	.	.	PUNCT
bracis-33633	75	31	 	 	SPACE
bracis-33633	76	1	these	these	DET
bracis-33633	76	2	filters	filter	NOUN
bracis-33633	76	3	operate	operate	VERB
bracis-33633	76	4	on	on	ADP
bracis-33633	76	5	eigenvectors	eigenvector	NOUN
bracis-33633	76	6	of	of	ADP
bracis-33633	76	7	the	the	DET
bracis-33633	76	8	laplacian	laplacian	ADJ
bracis-33633	76	9	matrix	matrix	NOUN
bracis-33633	76	10	,	,	PUNCT
bracis-33633	76	11	which	which	PRON
bracis-33633	76	12	 	 	SPACE
bracis-33633	76	13	is	be	AUX
bracis-33633	76	14	computationally	computationally	ADV
bracis-33633	76	15	costly	costly	ADJ
bracis-33633	76	16	.	.	PUNCT
bracis-33633	77	1	therefore	therefore	ADV
bracis-33633	77	2	,	,	PUNCT
bracis-33633	77	3	some	some	DET
bracis-33633	77	4	works	work	NOUN
bracis-33633	77	5	try	try	VERB
bracis-33633	77	6	to	to	PART
bracis-33633	77	7	approximate	approximate	VERB
bracis-33633	77	8	 	 	SPACE
bracis-33633	77	9	the	the	DET
bracis-33633	77	10	eigenvectors	eigenvector	NOUN
bracis-33633	77	11	to	to	PART
bracis-33633	77	12	alleviate	alleviate	VERB
bracis-33633	77	13	this	this	DET
bracis-33633	77	14	processing	processing	NOUN
bracis-33633	77	15	overhaul	overhaul	NOUN
bracis-33633	77	16	[	[	X
bracis-33633	77	17	7	7	NUM
bracis-33633	77	18	,	,	PUNCT
bracis-33633	77	19	14	14	NUM
bracis-33633	77	20	]	]	PUNCT
bracis-33633	77	21	.	.	PUNCT
bracis-33633	78	1	in	in	ADP
bracis-33633	78	2	this	this	DET
bracis-33633	78	3	work	work	NOUN
bracis-33633	78	4	,	,	PUNCT
bracis-33633	78	5	 	 	SPACE
bracis-33633	78	6	we	we	PRON
bracis-33633	78	7	used	use	VERB
bracis-33633	78	8	the	the	DET
bracis-33633	78	9	auto	auto	NOUN
bracis-33633	78	10	regressive	regressive	ADJ
bracis-33633	78	11	moving	move	VERB
bracis-33633	78	12	average	average	ADJ
bracis-33633	78	13	(	(	PUNCT
bracis-33633	78	14	arma	arma	PROPN
bracis-33633	78	15	)	)	PUNCT
bracis-33633	79	1	[	[	X
bracis-33633	79	2	2	2	NUM
bracis-33633	79	3	]	]	PUNCT
bracis-33633	79	4	filter	filter	NOUN
bracis-33633	79	5	since	since	SCONJ
bracis-33633	79	6	it	it	PRON
bracis-33633	79	7	captures	capture	VERB
bracis-33633	79	8	a	a	DET
bracis-33633	79	9	higher	high	ADJ
bracis-33633	79	10	-	-	PUNCT
bracis-33633	79	11	order	order	NOUN
bracis-33633	79	12	neighborhood	neighborhood	NOUN
bracis-33633	79	13	with	with	ADP
bracis-33633	79	14	fewer	few	ADJ
bracis-33633	79	15	parameters	parameter	NOUN
bracis-33633	79	16	compared	compare	VERB
bracis-33633	79	17	to	to	ADP
bracis-33633	79	18	the	the	DET
bracis-33633	79	19	other	other	ADJ
bracis-33633	79	20	spectral	spectral	ADJ
bracis-33633	79	21	filters	filter	NOUN
bracis-33633	79	22	.	.	PUNCT
bracis-33633	80	1	thus	thus	ADV
bracis-33633	80	2	,	,	PUNCT
bracis-33633	80	3	the	the	DET
bracis-33633	80	4	principles	principle	NOUN
bracis-33633	80	5	applied	apply	VERB
bracis-33633	80	6	by	by	ADP
bracis-33633	80	7	spectral	spectral	ADJ
bracis-33633	80	8	and	and	CCONJ
bracis-33633	80	9	spatial	spatial	ADJ
bracis-33633	80	10	convolution	convolution	NOUN
bracis-33633	80	11	 	 	SPACE
bracis-33633	80	12	are	be	AUX
bracis-33633	80	13	different	different	ADJ
bracis-33633	80	14	;	;	PUNCT
bracis-33633	80	15	the	the	DET
bracis-33633	80	16	first	first	ADJ
bracis-33633	80	17	is	be	AUX
bracis-33633	80	18	governed	govern	VERB
bracis-33633	80	19	by	by	ADP
bracis-33633	80	20	the	the	DET
bracis-33633	80	21	structure	structure	NOUN
bracis-33633	80	22	of	of	ADP
bracis-33633	80	23	the	the	DET
bracis-33633	80	24	graph	graph	NOUN
bracis-33633	80	25	,	,	PUNCT
bracis-33633	80	26	while	while	SCONJ
bracis-33633	80	27	the	the	DET
bracis-33633	80	28	latter	latter	ADJ
bracis-33633	80	29	evaluates	evaluate	VERB
bracis-33633	80	30	the	the	DET
bracis-33633	80	31	local	local	ADJ
bracis-33633	80	32	neighborhood	neighborhood	NOUN
bracis-33633	80	33	.	.	PUNCT
bracis-33633	81	1	then	then	ADV
bracis-33633	81	2	,	,	PUNCT
bracis-33633	81	3	to	to	PART
bracis-33633	81	4	harness	harness	NOUN
bracis-33633	81	5	these	these	DET
bracis-33633	81	6	two	two	NUM
bracis-33633	81	7	important	important	ADJ
bracis-33633	81	8	principles	principle	NOUN
bracis-33633	81	9	,	,	PUNCT
bracis-33633	81	10	we	we	PRON
bracis-33633	81	11	combine	combine	VERB
bracis-33633	81	12	the	the	DET
bracis-33633	81	13	arma	arma	PROPN
bracis-33633	81	14	convolution	convolution	NOUN
bracis-33633	81	15	 	 	SPACE
bracis-33633	81	16	and	and	CCONJ
bracis-33633	81	17	gat	gat	NOUN
bracis-33633	81	18	convolution	convolution	NOUN
bracis-33633	81	19	into	into	ADP
bracis-33633	81	20	one	one	NUM
bracis-33633	81	21	block	block	NOUN
bracis-33633	81	22	named	name	VERB
bracis-33633	81	23	hybrid	hybrid	ADJ
bracis-33633	81	24	convolution	convolution	NOUN
bracis-33633	81	25	that	that	PRON
bracis-33633	81	26	inputs	input	VERB
bracis-33633	81	27	an	an	DET
bracis-33633	81	28	adjacency	adjacency	NOUN
bracis-33633	81	29	matrix	matrix	NOUN
bracis-33633	81	30	and	and	CCONJ
bracis-33633	81	31	a	a	DET
bracis-33633	81	32	feature	feature	NOUN
bracis-33633	81	33	vector	vector	NOUN
bracis-33633	81	34	,	,	PUNCT
bracis-33633	81	35	producing	produce	VERB
bracis-33633	81	36	two	two	NUM
bracis-33633	81	37	outputs	output	NOUN
bracis-33633	81	38	corresponding	correspond	VERB
bracis-33633	81	39	to	to	ADP
bracis-33633	81	40	each	each	DET
bracis-33633	81	41	convolution	convolution	NOUN
bracis-33633	81	42	.	.	PUNCT
bracis-33633	82	1	3.3	3.3	NUM
bracis-33633	82	2	adjacencies	adjacency	NOUN
bracis-33633	82	3	and	and	CCONJ
bracis-33633	82	4	 	 	SPACE
bracis-33633	82	5	features	feature	VERB
bracis-33633	82	6	the	the	DET
bracis-33633	82	7	method	method	NOUN
bracis-33633	82	8	proposed	propose	VERB
bracis-33633	82	9	comprises	comprise	VERB
bracis-33633	82	10	a	a	DET
bracis-33633	82	11	two	two	NUM
bracis-33633	82	12	-	-	PUNCT
bracis-33633	82	13	view	view	NOUN
bracis-33633	82	14	adjacency	adjacency	NOUN
bracis-33633	82	15	matrices	matrix	NOUN
bracis-33633	82	16	 	 	SPACE
bracis-33633	82	17	and	and	CCONJ
bracis-33633	82	18	feature	feature	NOUN
bracis-33633	82	19	vectors	vector	NOUN
bracis-33633	82	20	characterizing	characterize	VERB
bracis-33633	82	21	a	a	DET
bracis-33633	82	22	multi	multi	ADJ
bracis-33633	82	23	-	-	ADJ
bracis-33633	82	24	view	view	ADJ
bracis-33633	82	25	graph	graph	NOUN
bracis-33633	82	26	learning	learning	NOUN
bracis-33633	82	27	:	:	PUNCT
bracis-33633	82	28	(	(	PUNCT
bracis-33633	82	29	1	1	X
bracis-33633	82	30	)	)	PUNCT
bracis-33633	82	31	 	 	SPACE
bracis-33633	82	32	an	an	DET
bracis-33633	82	33	individual	individual	ADJ
bracis-33633	82	34	component	component	NOUN
bracis-33633	82	35	representing	represent	VERB
bracis-33633	82	36	the	the	DET
bracis-33633	82	37	visiting	visit	VERB
bracis-33633	82	38	user	user	NOUN
bracis-33633	82	39	pattern	pattern	NOUN
bracis-33633	82	40	,	,	PUNCT
bracis-33633	82	41	(	(	PUNCT
bracis-33633	82	42	2	2	NUM
bracis-33633	82	43	)	)	PUNCT
bracis-33633	82	44	 	 	SPACE
bracis-33633	82	45	a	a	DET
bracis-33633	82	46	collective	collective	ADJ
bracis-33633	82	47	component	component	NOUN
bracis-33633	82	48	capturing	capture	VERB
bracis-33633	82	49	the	the	DET
bracis-33633	82	50	general	general	ADJ
bracis-33633	82	51	mobility	mobility	NOUN
bracis-33633	82	52	pattern	pattern	NOUN
bracis-33633	82	53	.	.	PUNCT
bracis-33633	83	1	considering	consider	VERB
bracis-33633	83	2	the	the	DET
bracis-33633	83	3	location	location	NOUN
bracis-33633	83	4	-	-	PUNCT
bracis-33633	83	5	based	base	VERB
bracis-33633	83	6	social	social	ADJ
bracis-33633	83	7	network	network	NOUN
bracis-33633	83	8	data	datum	NOUN
bracis-33633	83	9	,	,	PUNCT
bracis-33633	83	10	we	we	PRON
bracis-33633	83	11	can	can	AUX
bracis-33633	83	12	view	view	VERB
bracis-33633	83	13	 	 	SPACE
bracis-33633	83	14	the	the	DET
bracis-33633	83	15	general	general	ADJ
bracis-33633	83	16	graph	graph	NOUN
bracis-33633	83	17	\(g	\(g	NOUN
bracis-33633	83	18	=	=	SYM
bracis-33633	83	19	(	(	PUNCT
bracis-33633	83	20	v	v	NOUN
bracis-33633	83	21	,	,	PUNCT
bracis-33633	83	22	e)\	e)\	NOUN
bracis-33633	83	23	)	)	PUNCT
bracis-33633	83	24	from	from	ADP
bracis-33633	83	25	different	different	ADJ
bracis-33633	83	26	perspectives	perspective	NOUN
bracis-33633	83	27	,	,	PUNCT
bracis-33633	83	28	i.e.	i.e.	X
bracis-33633	83	29	,	,	PUNCT
bracis-33633	83	30	individual	individual	ADJ
bracis-33633	83	31	patterns	pattern	NOUN
bracis-33633	83	32	and	and	CCONJ
bracis-33633	83	33	collective	collective	ADJ
bracis-33633	83	34	patterns	pattern	NOUN
bracis-33633	83	35	,	,	PUNCT
bracis-33633	83	36	which	which	PRON
bracis-33633	83	37	provide	provide	VERB
bracis-33633	83	38	fine-	fine-	NOUN
bracis-33633	83	39	 	 	SPACE
bracis-33633	83	40	and	and	CCONJ
bracis-33633	83	41	coarse	coarse	ADV
bracis-33633	83	42	-	-	PUNCT
bracis-33633	83	43	grained	grain	VERB
bracis-33633	83	44	information	information	NOUN
bracis-33633	83	45	on	on	ADP
bracis-33633	83	46	visitation	visitation	NOUN
bracis-33633	83	47	patterns	pattern	NOUN
bracis-33633	83	48	,	,	PUNCT
bracis-33633	83	49	respectively	respectively	ADV
bracis-33633	83	50	.	.	PUNCT
bracis-33633	84	1	regarding	regard	VERB
bracis-33633	84	2	the	the	DET
bracis-33633	84	3	graph	graph	NOUN
bracis-33633	84	4	neural	neural	ADJ
bracis-33633	84	5	network	network	NOUN
bracis-33633	84	6	modeling	modeling	NOUN
bracis-33633	84	7	,	,	PUNCT
bracis-33633	84	8	the	the	DET
bracis-33633	84	9	characteristics	characteristic	NOUN
bracis-33633	84	10	 	 	SPACE
bracis-33633	84	11	are	be	AUX
bracis-33633	84	12	divided	divide	VERB
bracis-33633	84	13	into	into	ADP
bracis-33633	84	14	adjacency	adjacency	NOUN
bracis-33633	84	15	matrix	matrix	NOUN
bracis-33633	84	16	and	and	CCONJ
bracis-33633	84	17	feature	feature	NOUN
bracis-33633	84	18	matrices	matrix	NOUN
bracis-33633	84	19	as	as	SCONJ
bracis-33633	84	20	discussed	discuss	VERB
bracis-33633	84	21	above	above	ADV
bracis-33633	84	22	.	.	PUNCT
bracis-33633	85	1	the	the	DET
bracis-33633	85	2	individual	individual	ADJ
bracis-33633	85	3	features	feature	NOUN
bracis-33633	85	4	are	be	AUX
bracis-33633	85	5	represented	represent	VERB
bracis-33633	85	6	by	by	ADP
bracis-33633	85	7	the	the	DET
bracis-33633	85	8	 	 	SPACE
bracis-33633	85	9	sets	set	NOUN
bracis-33633	85	10	\(\mathcal	\(\mathcal	ADJ
bracis-33633	85	11	{	{	PUNCT
bracis-33633	85	12	a	a	NOUN
bracis-33633	85	13	}	}	PUNCT
bracis-33633	85	14	'	'	PUNCT
bracis-33633	85	15	=	=	SYM
bracis-33633	85	16	\{a^u	\{a^u	NOUN
bracis-33633	85	17	,	,	PUNCT
bracis-33633	85	18	a^u_{wd	a^u_{wd	PROPN
bracis-33633	85	19	}	}	PUNCT
bracis-33633	85	20	,	,	PUNCT
bracis-33633	85	21	a^u_{we}\	a^u_{we}\	PUNCT
bracis-33633	85	22	}	}	PUNCT
bracis-33633	86	1	\subset	\subset	PROPN
bracis-33633	87	1	\mathcal	\mathcal	PROPN
bracis-33633	87	2	{	{	PUNCT
bracis-33633	87	3	a}\	a}\	NUM
bracis-33633	87	4	)	)	PUNCT
bracis-33633	87	5	 	 	SPACE
bracis-33633	87	6	and	and	CCONJ
bracis-33633	87	7	\(f	\(f	NOUN
bracis-33633	87	8	'	'	PART
bracis-33633	87	9	=	=	PUNCT
bracis-33633	87	10	\{t^u	\{t^u	PROPN
bracis-33633	87	11	,	,	PUNCT
bracis-33633	87	12	t^u_{wd	t^u_{wd	PROPN
bracis-33633	87	13	}	}	PUNCT
bracis-33633	87	14	,	,	PUNCT
bracis-33633	87	15	t^u_{we	t^u_{we	PROPN
bracis-33633	87	16	}	}	PUNCT
bracis-33633	87	17	,	,	PUNCT
bracis-33633	87	18	\textit{dur}^u	\textit{dur}^u	CCONJ
bracis-33633	87	19	,	,	PUNCT
bracis-33633	87	20	\textit{dis}^u\	\textit{dis}^u\	ADJ
bracis-33633	87	21	}	}	PUNCT
bracis-33633	87	22	\subset	\subset	PROPN
bracis-33633	87	23	f\	f\	NOUN
bracis-33633	87	24	)	)	PUNCT
bracis-33633	87	25	.	.	PUNCT
bracis-33633	88	1	correspondingly	correspondingly	ADV
bracis-33633	88	2	,	,	PUNCT
bracis-33633	88	3	the	the	DET
bracis-33633	88	4	collective	collective	ADJ
bracis-33633	88	5	features	feature	NOUN
bracis-33633	88	6	are	be	AUX
bracis-33633	88	7	represented	represent	VERB
bracis-33633	88	8	by	by	ADP
bracis-33633	88	9	the	the	DET
bracis-33633	88	10	adjacency	adjacency	NOUN
bracis-33633	88	11	matrix	matrix	NOUN
bracis-33633	88	12	\(a^f\	\(a^f\	NOUN
bracis-33633	88	13	)	)	PUNCT
bracis-33633	88	14	and	and	CCONJ
bracis-33633	88	15	the	the	DET
bracis-33633	88	16	feature	feature	NOUN
bracis-33633	88	17	matrix	matrix	NOUN
bracis-33633	88	18	\(t^f\	\(t^f\	NOUN
bracis-33633	88	19	)	)	PUNCT
bracis-33633	88	20	.	.	PUNCT
bracis-33633	89	1	considering	consider	VERB
bracis-33633	89	2	the	the	DET
bracis-33633	89	3	multi	multi	ADJ
bracis-33633	89	4	-	-	ADJ
bracis-33633	89	5	view	view	ADJ
bracis-33633	89	6	features	feature	NOUN
bracis-33633	89	7	,	,	PUNCT
bracis-33633	89	8	the	the	DET
bracis-33633	89	9	set	set	NOUN
bracis-33633	89	10	of	of	ADP
bracis-33633	89	11	adjacency	adjacency	NOUN
bracis-33633	89	12	matrix	matrix	NOUN
bracis-33633	89	13	 	 	SPACE
bracis-33633	89	14	can	can	AUX
bracis-33633	89	15	be	be	AUX
bracis-33633	89	16	defined	define	VERB
bracis-33633	89	17	as	as	SCONJ
bracis-33633	89	18	\(\mathcal	\(\mathcal	ADJ
bracis-33633	89	19	{	{	PUNCT
bracis-33633	89	20	a	a	NOUN
bracis-33633	89	21	}	}	PUNCT
bracis-33633	89	22	=	=	SYM
bracis-33633	89	23	\mathcal	\mathcal	ADJ
bracis-33633	89	24	{	{	PUNCT
bracis-33633	89	25	a	a	PRON
bracis-33633	89	26	}	}	PUNCT
bracis-33633	89	27	'	'	PUNCT
bracis-33633	89	28	\cup	\cup	VERB
bracis-33633	89	29	\{a^f\}\	\{a^f\}\	NOUN
bracis-33633	89	30	)	)	PUNCT
bracis-33633	89	31	and	and	CCONJ
bracis-33633	89	32	the	the	DET
bracis-33633	89	33	 	 	SPACE
bracis-33633	89	34	set	set	NOUN
bracis-33633	89	35	of	of	ADP
bracis-33633	89	36	feature	feature	NOUN
bracis-33633	89	37	matrix	matrix	NOUN
bracis-33633	89	38	can	can	AUX
bracis-33633	89	39	be	be	AUX
bracis-33633	89	40	defined	define	VERB
bracis-33633	89	41	as	as	ADP
bracis-33633	89	42	\(f	\(f	X
bracis-33633	89	43	=	=	SYM
bracis-33633	89	44	f	f	X
bracis-33633	89	45	'	'	PUNCT
bracis-33633	89	46	\cup	\cup	PROPN
bracis-33633	89	47	\{t^f\}\	\{t^f\}\	NOUN
bracis-33633	89	48	)	)	PUNCT
bracis-33633	89	49	.	.	PUNCT
bracis-33633	90	1	regarding	regard	VERB
bracis-33633	90	2	the	the	DET
bracis-33633	90	3	adjacency	adjacency	NOUN
bracis-33633	90	4	matrices	matrix	NOUN
bracis-33633	90	5	set	set	VERB
bracis-33633	90	6	\(\mathcal	\(\mathcal	ADJ
bracis-33633	90	7	{	{	PUNCT
bracis-33633	90	8	a}'\	a}'\	NUM
bracis-33633	90	9	)	)	PUNCT
bracis-33633	90	10	,	,	PUNCT
bracis-33633	90	11	\(a^u	\(a^u	NOUN
bracis-33633	90	12	\in	\in	ADJ
bracis-33633	90	13	\mathbb	\mathbb	PROPN
bracis-33633	90	14	{	{	PUNCT
bracis-33633	90	15	r}^{\left|	r}^{\left|	VERB
bracis-33633	90	16	p^{u	p^{u	NOUN
bracis-33633	90	17	}	}	PUNCT
bracis-33633	90	18	\right|	\right|	NOUN
bracis-33633	90	19	\times	\time	NOUN
bracis-33633	90	20	\left|	\left|	NOUN
bracis-33633	90	21	p^{u	p^{u	NOUN
bracis-33633	90	22	}	}	PUNCT
bracis-33633	90	23	\right|	\right|	PROPN
bracis-33633	90	24	}	}	PUNCT
bracis-33633	90	25	\	\	NOUN
bracis-33633	90	26	)	)	PUNCT
bracis-33633	90	27	represents	represent	VERB
bracis-33633	90	28	the	the	DET
bracis-33633	90	29	adjacency	adjacency	NOUN
bracis-33633	90	30	of	of	ADP
bracis-33633	90	31	points	point	NOUN
bracis-33633	90	32	of	of	ADP
bracis-33633	90	33	interest	interest	NOUN
bracis-33633	90	34	categories	category	NOUN
bracis-33633	90	35	consecutively	consecutively	ADV
bracis-33633	90	36	visited	visit	VERB
bracis-33633	90	37	by	by	ADP
bracis-33633	90	38	a	a	DET
bracis-33633	90	39	user	user	NOUN
bracis-33633	90	40	u	u	NOUN
bracis-33633	90	41	,	,	PUNCT
bracis-33633	90	42	where	where	SCONJ
bracis-33633	90	43	\(p^{u}\	\(p^{u}\	NOUN
bracis-33633	90	44	)	)	PUNCT
bracis-33633	90	45	is	be	AUX
bracis-33633	90	46	the	the	DET
bracis-33633	90	47	places	place	NOUN
bracis-33633	90	48	set	set	VERB
bracis-33633	90	49	.	.	PUNCT
bracis-33633	91	1	the	the	DET
bracis-33633	91	2	matrix	matrix	NOUN
bracis-33633	91	3	\(a_{wd}^{u	\(a_{wd}^{u	NOUN
bracis-33633	91	4	}	}	PUNCT
bracis-33633	91	5	\in	\in	PROPN
bracis-33633	91	6	\mathbb	\mathbb	PROPN
bracis-33633	91	7	{	{	PUNCT
bracis-33633	91	8	r}^{\left|	r}^{\left|	VERB
bracis-33633	91	9	p^{u	p^{u	NOUN
bracis-33633	91	10	}	}	PUNCT
bracis-33633	91	11	\right|	\right|	NOUN
bracis-33633	92	1	\times	\time	NOUN
bracis-33633	92	2	\left|	\left|	NOUN
bracis-33633	92	3	p^{u	p^{u	NOUN
bracis-33633	92	4	}	}	PUNCT
bracis-33633	92	5	\right|	\right|	PROPN
bracis-33633	92	6	}	}	PUNCT
bracis-33633	92	7	\	\	NOUN
bracis-33633	92	8	)	)	PUNCT
bracis-33633	92	9	specifies	specify	VERB
bracis-33633	92	10	the	the	DET
bracis-33633	92	11	adjacency	adjacency	NOUN
bracis-33633	92	12	of	of	ADP
bracis-33633	92	13	 	 	SPACE
bracis-33633	92	14	the	the	DET
bracis-33633	92	15	categories	category	NOUN
bracis-33633	92	16	of	of	ADP
bracis-33633	92	17	pois	pois	PROPN
bracis-33633	92	18	visited	visit	VERB
bracis-33633	92	19	consecutively	consecutively	ADV
bracis-33633	92	20	during	during	ADP
bracis-33633	92	21	the	the	DET
bracis-33633	92	22	weekdays	weekday	NOUN
bracis-33633	92	23	,	,	PUNCT
bracis-33633	92	24	 	 	SPACE
bracis-33633	92	25	while	while	SCONJ
bracis-33633	92	26	\(a_{we}^{u	\(a_{we}^{u	VERB
bracis-33633	92	27	}	}	PUNCT
bracis-33633	92	28	\in	\in	PROPN
bracis-33633	92	29	\mathbb	\mathbb	PROPN
bracis-33633	92	30	{	{	PUNCT
bracis-33633	92	31	r}^{\left|	r}^{\left|	VERB
bracis-33633	92	32	p^{u	p^{u	NOUN
bracis-33633	92	33	}	}	PUNCT
bracis-33633	92	34	\right|	\right|	NOUN
bracis-33633	92	35	\times	\time	NOUN
bracis-33633	92	36	\left|	\left|	NOUN
bracis-33633	92	37	p^{u	p^{u	NOUN
bracis-33633	92	38	}	}	PUNCT
bracis-33633	92	39	\right|	\right|	PROPN
bracis-33633	92	40	}	}	PUNCT
bracis-33633	92	41	\	\	NOUN
bracis-33633	92	42	)	)	PUNCT
bracis-33633	92	43	denotes	denote	VERB
bracis-33633	92	44	the	the	DET
bracis-33633	92	45	adjacency	adjacency	NOUN
bracis-33633	92	46	of	of	ADP
bracis-33633	92	47	weekends	weekend	NOUN
bracis-33633	92	48	.	.	PUNCT
bracis-33633	93	1	with	with	ADP
bracis-33633	93	2	respect	respect	NOUN
bracis-33633	93	3	to	to	PART
bracis-33633	93	4	set	set	VERB
bracis-33633	93	5	f	f	PROPN
bracis-33633	93	6	,	,	PUNCT
bracis-33633	93	7	the	the	DET
bracis-33633	93	8	matrix	matrix	NOUN
bracis-33633	93	9	\(t^{u	\(t^{u	ADP
bracis-33633	93	10	}	}	SYM
bracis-33633	93	11	\in	\in	ADJ
bracis-33633	93	12	\mathbb	\mathbb	PROPN
bracis-33633	93	13	{	{	PUNCT
bracis-33633	93	14	r}^{\left|	r}^{\left|	VERB
bracis-33633	93	15	p^{u	p^{u	NOUN
bracis-33633	93	16	}	}	PUNCT
bracis-33633	93	17	\right|	\right|	PROPN
bracis-33633	93	18	\times	\times	PROPN
bracis-33633	93	19	48}\	48}\	NUM
bracis-33633	93	20	)	)	PUNCT
bracis-33633	93	21	describes	describe	VERB
bracis-33633	93	22	the	the	DET
bracis-33633	93	23	temporal	temporal	ADJ
bracis-33633	93	24	individual	individual	ADJ
bracis-33633	93	25	characteristics	characteristic	NOUN
bracis-33633	93	26	,	,	PUNCT
bracis-33633	93	27	where	where	SCONJ
bracis-33633	93	28	each	each	DET
bracis-33633	93	29	value	value	NOUN
bracis-33633	93	30	stands	stand	VERB
bracis-33633	93	31	for	for	ADP
bracis-33633	93	32	the	the	DET
bracis-33633	93	33	total	total	ADJ
bracis-33633	93	34	number	number	NOUN
bracis-33633	93	35	 	 	SPACE
bracis-33633	93	36	of	of	ADP
bracis-33633	93	37	visits	visit	NOUN
bracis-33633	93	38	to	to	ADP
bracis-33633	93	39	a	a	DET
bracis-33633	93	40	poi	poi	NOUN
bracis-33633	93	41	by	by	ADP
bracis-33633	93	42	a	a	DET
bracis-33633	93	43	user	user	NOUN
bracis-33633	93	44	u	u	NOUN
bracis-33633	93	45	in	in	ADP
bracis-33633	93	46	each	each	DET
bracis-33633	93	47	hour	hour	NOUN
bracis-33633	93	48	of	of	ADP
bracis-33633	93	49	the	the	DET
bracis-33633	93	50	day	day	NOUN
bracis-33633	93	51	,	,	PUNCT
bracis-33633	93	52	i.e.	i.e.	X
bracis-33633	93	53	,	,	PUNCT
bracis-33633	93	54	24	24	NUM
bracis-33633	93	55	-	-	PUNCT
bracis-33633	93	56	time	time	NOUN
bracis-33633	93	57	slots	slot	NOUN
bracis-33633	93	58	for	for	ADP
bracis-33633	93	59	weekdays	weekday	NOUN
bracis-33633	93	60	and	and	CCONJ
bracis-33633	93	61	24	24	NUM
bracis-33633	93	62	-	-	PUNCT
bracis-33633	93	63	time	time	NOUN
bracis-33633	93	64	slots	slot	NOUN
bracis-33633	93	65	for	for	ADP
bracis-33633	93	66	weekends	weekend	NOUN
bracis-33633	93	67	.	.	PUNCT
bracis-33633	94	1	this	this	DET
bracis-33633	94	2	matrix	matrix	NOUN
bracis-33633	94	3	captures	capture	VERB
bracis-33633	94	4	the	the	DET
bracis-33633	94	5	global	global	ADJ
bracis-33633	94	6	correlations	correlation	NOUN
bracis-33633	94	7	between	between	ADP
bracis-33633	94	8	visits	visit	NOUN
bracis-33633	94	9	and	and	CCONJ
bracis-33633	94	10	timestamps	timestamp	NOUN
bracis-33633	94	11	.	.	PUNCT
bracis-33633	95	1	besides	besides	SCONJ
bracis-33633	95	2	that	that	PRON
bracis-33633	95	3	,	,	PUNCT
bracis-33633	95	4	we	we	PRON
bracis-33633	95	5	have	have	VERB
bracis-33633	95	6	two	two	NUM
bracis-33633	95	7	other	other	ADJ
bracis-33633	95	8	specific	specific	ADJ
bracis-33633	95	9	matrices	matrix	NOUN
bracis-33633	95	10	for	for	ADP
bracis-33633	95	11	weekdays	weekday	NOUN
bracis-33633	95	12	 	 	SPACE
bracis-33633	95	13	and	and	CCONJ
bracis-33633	95	14	weekends	weekend	NOUN
bracis-33633	95	15	,	,	PUNCT
bracis-33633	95	16	formally	formally	ADV
bracis-33633	95	17	described	describe	VERB
bracis-33633	95	18	as	as	ADP
bracis-33633	95	19	\(t_{wd}^{u	\(t_{wd}^{u	ADJ
bracis-33633	95	20	}	}	PUNCT
bracis-33633	95	21	\in	\in	PROPN
bracis-33633	95	22	\mathbb	\mathbb	PROPN
bracis-33633	95	23	{	{	PUNCT
bracis-33633	95	24	r}^{\left|	r}^{\left|	VERB
bracis-33633	95	25	p^{u	p^{u	NOUN
bracis-33633	95	26	}	}	PUNCT
bracis-33633	95	27	\right|	\right|	NOUN
bracis-33633	95	28	\times	\time	VERB
bracis-33633	95	29	24}\	24}\	NUM
bracis-33633	95	30	)	)	PUNCT
bracis-33633	95	31	and	and	CCONJ
bracis-33633	95	32	\(t_{we}^{u}\in	\(t_{we}^{u}\in	NUM
bracis-33633	95	33	\mathbb	\mathbb	PROPN
bracis-33633	95	34	{	{	PUNCT
bracis-33633	95	35	r}^{\left|	r}^{\left|	VERB
bracis-33633	95	36	p^{u	p^{u	NOUN
bracis-33633	95	37	}	}	PUNCT
bracis-33633	95	38	\right|	\right|	NOUN
bracis-33633	95	39	\times	\time	VERB
bracis-33633	95	40	24}\	24}\	NUM
bracis-33633	95	41	)	)	PUNCT
bracis-33633	95	42	.	.	PUNCT
bracis-33633	96	1	furthermore	furthermore	ADV
bracis-33633	96	2	,	,	PUNCT
bracis-33633	96	3	\(dur^u	\(dur^u	ADP
bracis-33633	96	4	\in	\in	PROPN
bracis-33633	96	5	\mathbb	\mathbb	PROPN
bracis-33633	96	6	{	{	PUNCT
bracis-33633	96	7	r}^{\left|	r}^{\left|	VERB
bracis-33633	96	8	p^u	p^u	ADV
bracis-33633	96	9	\right|	\right|	NOUN
bracis-33633	96	10	\times	\time	NOUN
bracis-33633	96	11	\left|	\left|	NOUN
bracis-33633	96	12	p^u	p^u	ADV
bracis-33633	96	13	\right|	\right|	NOUN
bracis-33633	96	14	}	}	PUNCT
bracis-33633	96	15	\	\	NOUN
bracis-33633	96	16	)	)	PUNCT
bracis-33633	96	17	denotes	denote	VERB
bracis-33633	96	18	the	the	DET
bracis-33633	96	19	median	median	ADJ
bracis-33633	96	20	duration	duration	NOUN
bracis-33633	96	21	of	of	ADP
bracis-33633	96	22	consecutive	consecutive	ADJ
bracis-33633	96	23	visits	visit	NOUN
bracis-33633	96	24	to	to	ADP
bracis-33633	96	25	the	the	DET
bracis-33633	96	26	pois	pois	NOUN
bracis-33633	96	27	\(p^u\	\(p^u\	PROPN
bracis-33633	96	28	)	)	PUNCT
bracis-33633	96	29	.	.	PUNCT
bracis-33633	97	1	finally	finally	ADV
bracis-33633	97	2	,	,	PUNCT
bracis-33633	97	3	\	\	PROPN
bracis-33633	97	4	(	(	PUNCT
bracis-33633	97	5	dis^{u	dis^{u	PROPN
bracis-33633	97	6	}	}	PUNCT
bracis-33633	97	7	\in	\in	PROPN
bracis-33633	97	8	\mathbb	\mathbb	PROPN
bracis-33633	97	9	{	{	PUNCT
bracis-33633	97	10	r}^{\left|	r}^{\left|	VERB
bracis-33633	97	11	p^{u	p^{u	NOUN
bracis-33633	97	12	}	}	PUNCT
bracis-33633	97	13	\right|	\right|	NOUN
bracis-33633	97	14	\times	\time	NOUN
bracis-33633	97	15	\left|	\left|	NOUN
bracis-33633	97	16	p^{u	p^{u	NOUN
bracis-33633	97	17	}	}	PUNCT
bracis-33633	97	18	\right|	\right|	PROPN
bracis-33633	97	19	}	}	PUNCT
bracis-33633	97	20	\	\	NOUN
bracis-33633	97	21	)	)	PUNCT
bracis-33633	97	22	represents	represent	VERB
bracis-33633	97	23	the	the	DET
bracis-33633	97	24	geodesic	geodesic	ADJ
bracis-33633	97	25	distance	distance	NOUN
bracis-33633	97	26	between	between	ADP
bracis-33633	97	27	consecutively	consecutively	ADV
bracis-33633	97	28	visited	visit	VERB
bracis-33633	97	29	pois	pois	NOUN
bracis-33633	97	30	by	by	ADP
bracis-33633	97	31	a	a	DET
bracis-33633	97	32	user	user	NOUN
bracis-33633	97	33	u.	u.	PROPN
bracis-33633	97	34	equivalently	equivalently	PROPN
bracis-33633	97	35	,	,	PUNCT
bracis-33633	97	36	the	the	DET
bracis-33633	97	37	collective	collective	ADJ
bracis-33633	97	38	features	feature	NOUN
bracis-33633	97	39	follow	follow	VERB
bracis-33633	97	40	a	a	DET
bracis-33633	97	41	similar	similar	ADJ
bracis-33633	97	42	definition	definition	NOUN
bracis-33633	97	43	.	.	PUNCT
bracis-33633	98	1	the	the	DET
bracis-33633	98	2	matrix	matrix	NOUN
bracis-33633	98	3	\(a^{f	\(a^{f	NOUN
bracis-33633	98	4	}	}	PUNCT
bracis-33633	98	5	\in	\in	ADJ
bracis-33633	98	6	\mathbb	\mathbb	PROPN
bracis-33633	98	7	{	{	PUNCT
bracis-33633	98	8	r}^{\left|	r}^{\left|	VERB
bracis-33633	98	9	p	p	X
bracis-33633	98	10	\right|	\right|	NOUN
bracis-33633	98	11	\times	\times	PROPN
bracis-33633	98	12	\left|	\left|	NOUN
bracis-33633	98	13	p	p	ADJ
bracis-33633	98	14	\right|	\right|	PROPN
bracis-33633	98	15	}	}	PUNCT
bracis-33633	98	16	\	\	NOUN
bracis-33633	98	17	)	)	PUNCT
bracis-33633	98	18	describes	describe	VERB
bracis-33633	98	19	all	all	DET
bracis-33633	98	20	the	the	DET
bracis-33633	98	21	visits	visit	NOUN
bracis-33633	98	22	to	to	ADP
bracis-33633	98	23	the	the	DET
bracis-33633	98	24	pois	pois	NOUN
bracis-33633	98	25	and	and	CCONJ
bracis-33633	98	26	the	the	DET
bracis-33633	98	27	\(t^f	\(t^f	PROPN
bracis-33633	98	28	\in	\in	PROPN
bracis-33633	98	29	\mathbb	\mathbb	AUX
bracis-33633	98	30	{	{	PUNCT
bracis-33633	98	31	r}^{\left|	r}^{\left|	VERB
bracis-33633	98	32	p	p	X
bracis-33633	98	33	\right|	\right|	NOUN
bracis-33633	98	34	\times	\times	ADP
bracis-33633	98	35	48}\	48}\	NUM
bracis-33633	98	36	)	)	PUNCT
bracis-33633	98	37	defines	define	VERB
bracis-33633	98	38	the	the	DET
bracis-33633	98	39	count	count	NOUN
bracis-33633	98	40	 	 	SPACE
bracis-33633	98	41	of	of	ADP
bracis-33633	98	42	interactions	interaction	NOUN
bracis-33633	98	43	given	give	VERB
bracis-33633	98	44	a	a	DET
bracis-33633	98	45	time	time	NOUN
bracis-33633	98	46	slot	slot	NOUN
bracis-33633	98	47	,	,	PUNCT
bracis-33633	98	48	24	24	NUM
bracis-33633	98	49	-	-	PUNCT
bracis-33633	98	50	time	time	NOUN
bracis-33633	98	51	slots	slot	NOUN
bracis-33633	98	52	on	on	ADP
bracis-33633	98	53	weekdays	weekday	NOUN
bracis-33633	98	54	 	 	SPACE
bracis-33633	98	55	and	and	CCONJ
bracis-33633	98	56	24	24	NUM
bracis-33633	98	57	-	-	PUNCT
bracis-33633	98	58	time	time	NOUN
bracis-33633	98	59	slots	slot	NOUN
bracis-33633	98	60	on	on	ADP
bracis-33633	98	61	weekends	weekend	NOUN
bracis-33633	98	62	.	.	PUNCT
bracis-33633	99	1	due	due	ADP
bracis-33633	99	2	to	to	ADP
bracis-33633	99	3	the	the	DET
bracis-33633	99	4	length	length	NOUN
bracis-33633	99	5	of	of	ADP
bracis-33633	99	6	the	the	DET
bracis-33633	99	7	set	set	NOUN
bracis-33633	99	8	p	p	NOUN
bracis-33633	99	9	,	,	PUNCT
bracis-33633	99	10	it	it	PRON
bracis-33633	99	11	 	 	SPACE
bracis-33633	99	12	is	be	AUX
bracis-33633	99	13	not	not	PART
bracis-33633	99	14	possible	possible	ADJ
bracis-33633	99	15	to	to	PART
bracis-33633	99	16	store	store	VERB
bracis-33633	99	17	these	these	DET
bracis-33633	99	18	features	feature	NOUN
bracis-33633	99	19	matrices	matrix	NOUN
bracis-33633	99	20	in	in	ADP
bracis-33633	99	21	-	-	PUNCT
bracis-33633	99	22	memory	memory	NOUN
bracis-33633	99	23	,	,	PUNCT
bracis-33633	99	24	thus	thus	ADV
bracis-33633	99	25	 	 	SPACE
bracis-33633	99	26	the	the	DET
bracis-33633	99	27	pointwise	pointwise	ADJ
bracis-33633	99	28	mutual	mutual	ADJ
bracis-33633	99	29	information	information	NOUN
bracis-33633	99	30	(	(	PUNCT
bracis-33633	99	31	pmi	pmi	NOUN
bracis-33633	99	32	)	)	PUNCT
bracis-33633	99	33	is	be	AUX
bracis-33633	99	34	applied	apply	VERB
bracis-33633	99	35	in	in	ADP
bracis-33633	99	36	order	order	NOUN
bracis-33633	99	37	to	to	PART
bracis-33633	99	38	measure	measure	VERB
bracis-33633	99	39	the	the	DET
bracis-33633	99	40	associativity	associativity	NOUN
bracis-33633	99	41	between	between	ADP
bracis-33633	99	42	two	two	NUM
bracis-33633	99	43	points	point	NOUN
bracis-33633	99	44	of	of	ADP
bracis-33633	99	45	interest	interest	NOUN
bracis-33633	99	46	by	by	ADP
bracis-33633	99	47	 	 	SPACE
bracis-33633	99	48	the	the	DET
bracis-33633	99	49	co	co	NOUN
bracis-33633	99	50	-	-	NOUN
bracis-33633	99	51	occurrence	occurrence	NOUN
bracis-33633	99	52	,	,	PUNCT
bracis-33633	99	53	i.e.	i.e.	X
bracis-33633	99	54	,	,	PUNCT
bracis-33633	99	55	evaluates	evaluate	VERB
bracis-33633	99	56	the	the	DET
bracis-33633	99	57	context	context	NOUN
bracis-33633	99	58	of	of	ADP
bracis-33633	99	59	the	the	DET
bracis-33633	99	60	visits	visit	NOUN
bracis-33633	99	61	to	to	ADP
bracis-33633	99	62	a	a	DET
bracis-33633	99	63	poi	poi	PROPN
bracis-33633	99	64	.	.	PROPN
bracis-33633	99	65	4	4	NUM
bracis-33633	99	66	havana	havana	PROPN
bracis-33633	99	67	havana	havana	PROPN
bracis-33633	99	68	is	be	AUX
bracis-33633	99	69	structured	structure	VERB
bracis-33633	99	70	into	into	ADP
bracis-33633	99	71	three	three	NUM
bracis-33633	99	72	modules	module	NOUN
bracis-33633	99	73	as	as	SCONJ
bracis-33633	99	74	shown	show	VERB
bracis-33633	99	75	in	in	ADP
bracis-33633	99	76	fig	fig	NOUN
bracis-33633	99	77	.	.	PUNCT
bracis-33633	99	78	 	 	SPACE
bracis-33633	100	1	1	1	NUM
bracis-33633	100	2	:	:	PUNCT
bracis-33633	100	3	individual	individual	ADJ
bracis-33633	100	4	,	,	PUNCT
bracis-33633	100	5	collective	collective	ADJ
bracis-33633	100	6	,	,	PUNCT
bracis-33633	100	7	and	and	CCONJ
bracis-33633	100	8	an	an	DET
bracis-33633	100	9	aggregation	aggregation	NOUN
bracis-33633	100	10	module	module	NOUN
bracis-33633	100	11	.	.	PUNCT
bracis-33633	101	1	the	the	DET
bracis-33633	101	2	individual	individual	ADJ
bracis-33633	101	3	and	and	CCONJ
bracis-33633	101	4	collective	collective	ADJ
bracis-33633	101	5	components	component	NOUN
bracis-33633	101	6	associate	associate	VERB
bracis-33633	101	7	different	different	ADJ
bracis-33633	101	8	levels	level	NOUN
bracis-33633	101	9	of	of	ADP
bracis-33633	101	10	mobility	mobility	NOUN
bracis-33633	101	11	information	information	NOUN
bracis-33633	101	12	to	to	PART
bracis-33633	101	13	accurately	accurately	ADV
bracis-33633	101	14	represent	represent	VERB
bracis-33633	101	15	the	the	DET
bracis-33633	101	16	places	place	NOUN
bracis-33633	101	17	’	'	PUNCT
bracis-33633	101	18	context	context	NOUN
bracis-33633	101	19	.	.	PUNCT
bracis-33633	102	1	the	the	DET
bracis-33633	102	2	third	third	ADJ
bracis-33633	102	3	module	module	NOUN
bracis-33633	102	4	is	be	AUX
bracis-33633	102	5	the	the	DET
bracis-33633	102	6	aggregation	aggregation	NOUN
bracis-33633	102	7	of	of	ADP
bracis-33633	102	8	each	each	DET
bracis-33633	102	9	block	block	NOUN
bracis-33633	102	10	 	 	SPACE
bracis-33633	102	11	by	by	ADP
bracis-33633	102	12	applying	apply	VERB
bracis-33633	102	13	the	the	DET
bracis-33633	102	14	self	self	NOUN
bracis-33633	102	15	-	-	PUNCT
bracis-33633	102	16	attention	attention	NOUN
bracis-33633	102	17	weighting	weighting	NOUN
bracis-33633	102	18	with	with	ADP
bracis-33633	102	19	residual	residual	ADJ
bracis-33633	102	20	connections	connection	NOUN
bracis-33633	102	21	.	.	PUNCT
bracis-33633	103	1	fig	fig	NOUN
bracis-33633	103	2	.	.	PUNCT
bracis-33633	104	1	1	1	X
bracis-33633	104	2	.	.	X
bracis-33633	104	3	havana	havana	PROPN
bracis-33633	104	4	comprises	comprise	VERB
bracis-33633	104	5	three	three	NUM
bracis-33633	104	6	modules	module	NOUN
bracis-33633	104	7	:	:	PUNCT
bracis-33633	104	8	individual	individual	ADJ
bracis-33633	104	9	,	,	PUNCT
bracis-33633	104	10	collective	collective	ADJ
bracis-33633	104	11	,	,	PUNCT
bracis-33633	104	12	and	and	CCONJ
bracis-33633	104	13	aggregation	aggregation	NOUN
bracis-33633	104	14	.	.	PUNCT
bracis-33633	105	1	the	the	DET
bracis-33633	105	2	latter	latter	ADJ
bracis-33633	105	3	component	component	NOUN
bracis-33633	105	4	,	,	PUNCT
bracis-33633	105	5	which	which	PRON
bracis-33633	105	6	 	 	SPACE
bracis-33633	105	7	is	be	AUX
bracis-33633	105	8	generally	generally	ADV
bracis-33633	105	9	represented	represent	VERB
bracis-33633	105	10	in	in	ADP
bracis-33633	105	11	this	this	DET
bracis-33633	105	12	figure	figure	NOUN
bracis-33633	105	13	,	,	PUNCT
bracis-33633	105	14	is	be	AUX
bracis-33633	105	15	responsible	responsible	ADJ
bracis-33633	105	16	for	for	ADP
bracis-33633	105	17	combining	combine	VERB
bracis-33633	105	18	the	the	DET
bracis-33633	105	19	outputs	output	NOUN
bracis-33633	105	20	of	of	ADP
bracis-33633	105	21	each	each	DET
bracis-33633	105	22	hybrid	hybrid	ADJ
bracis-33633	105	23	convolutional	convolutional	ADJ
bracis-33633	105	24	block	block	NOUN
bracis-33633	105	25	.	.	PUNCT
bracis-33633	106	1	full	full	ADJ
bracis-33633	106	2	size	size	NOUN
bracis-33633	106	3	image	image	NOUN
bracis-33633	106	4	on	on	ADP
bracis-33633	106	5	the	the	DET
bracis-33633	106	6	one	one	NUM
bracis-33633	106	7	hand	hand	NOUN
bracis-33633	106	8	,	,	PUNCT
bracis-33633	106	9	the	the	DET
bracis-33633	106	10	individual	individual	ADJ
bracis-33633	106	11	component	component	NOUN
bracis-33633	106	12	comprises	comprise	VERB
bracis-33633	106	13	five	five	NUM
bracis-33633	106	14	hybrid	hybrid	ADJ
bracis-33633	106	15	convolutional	convolutional	ADJ
bracis-33633	106	16	blocks	block	NOUN
bracis-33633	106	17	\(b_h\	\(b_h\	NOUN
bracis-33633	106	18	)	)	PUNCT
bracis-33633	106	19	,	,	PUNCT
bracis-33633	106	20	with	with	ADP
bracis-33633	106	21	each	each	DET
bracis-33633	106	22	block	block	NOUN
bracis-33633	106	23	consisting	consist	VERB
bracis-33633	106	24	of	of	ADP
bracis-33633	106	25	 	 	SPACE
bracis-33633	106	26	gat	gat	NOUN
bracis-33633	106	27	[	[	X
bracis-33633	106	28	23	23	NUM
bracis-33633	106	29	]	]	PUNCT
bracis-33633	106	30	and	and	CCONJ
bracis-33633	106	31	arma	arma	PROPN
bracis-33633	106	32	[	[	X
bracis-33633	106	33	2	2	NUM
bracis-33633	106	34	]	]	PUNCT
bracis-33633	106	35	networks	network	NOUN
bracis-33633	106	36	.	.	PUNCT
bracis-33633	107	1	on	on	ADP
bracis-33633	107	2	the	the	DET
bracis-33633	107	3	other	other	ADJ
bracis-33633	107	4	hand	hand	NOUN
bracis-33633	107	5	,	,	PUNCT
bracis-33633	107	6	 	 	SPACE
bracis-33633	107	7	the	the	DET
bracis-33633	107	8	collective	collective	ADJ
bracis-33633	107	9	component	component	NOUN
bracis-33633	107	10	is	be	AUX
bracis-33633	107	11	composed	compose	VERB
bracis-33633	107	12	of	of	ADP
bracis-33633	107	13	a	a	DET
bracis-33633	107	14	single	single	ADJ
bracis-33633	107	15	hybrid	hybrid	ADJ
bracis-33633	107	16	block	block	NOUN
bracis-33633	107	17	\(b_h\	\(b_h\	NOUN
bracis-33633	107	18	)	)	PUNCT
bracis-33633	107	19	 	 	SPACE
bracis-33633	107	20	and	and	CCONJ
bracis-33633	107	21	a	a	DET
bracis-33633	107	22	feedforward	feedforward	ADJ
bracis-33633	107	23	block	block	NOUN
bracis-33633	107	24	\(b_{mlp}\	\(b_{mlp}\	NOUN
bracis-33633	107	25	)	)	PUNCT
bracis-33633	107	26	.	.	PUNCT
bracis-33633	108	1	each	each	DET
bracis-33633	108	2	convolution	convolution	NOUN
bracis-33633	108	3	block	block	NOUN
bracis-33633	108	4	\(b_h\	\(b_h\	NOUN
bracis-33633	108	5	)	)	PUNCT
bracis-33633	108	6	 	 	SPACE
bracis-33633	108	7	takes	take	VERB
bracis-33633	108	8	two	two	NUM
bracis-33633	108	9	inputs	input	NOUN
bracis-33633	108	10	:	:	PUNCT
bracis-33633	108	11	an	an	DET
bracis-33633	108	12	adjacency	adjacency	NOUN
bracis-33633	108	13	matrix	matrix	NOUN
bracis-33633	108	14	\(a_i	\(a_i	PROPN
bracis-33633	108	15	\in	\in	PROPN
bracis-33633	108	16	\mathcal	\mathcal	PROPN
bracis-33633	108	17	{	{	PUNCT
bracis-33633	108	18	a}\	a}\	NUM
bracis-33633	108	19	)	)	PUNCT
bracis-33633	108	20	and	and	CCONJ
bracis-33633	108	21	a	a	DET
bracis-33633	108	22	feature	feature	NOUN
bracis-33633	108	23	matrix	matrix	NOUN
bracis-33633	108	24	\(f_i	\(f_i	ADJ
bracis-33633	108	25	\in	\in	PROPN
bracis-33633	108	26	f\	f\	NOUN
bracis-33633	108	27	)	)	PUNCT
bracis-33633	108	28	,	,	PUNCT
bracis-33633	108	29	thereby	thereby	ADV
bracis-33633	108	30	,	,	PUNCT
bracis-33633	108	31	following	follow	VERB
bracis-33633	108	32	the	the	DET
bracis-33633	108	33	formulations	formulation	NOUN
bracis-33633	108	34	outlined	outline	VERB
bracis-33633	108	35	 	 	SPACE
bracis-33633	108	36	in	in	ADP
bracis-33633	108	37	sect	sect	NOUN
bracis-33633	108	38	.	.	PUNCT
bracis-33633	108	39	 	 	SPACE
bracis-33633	109	1	3	3	X
bracis-33633	109	2	.	.	PUNCT
bracis-33633	110	1	furthermore	furthermore	ADV
bracis-33633	110	2	,	,	PUNCT
bracis-33633	110	3	for	for	ADP
bracis-33633	110	4	spectral	spectral	ADJ
bracis-33633	110	5	filtering	filtering	NOUN
bracis-33633	110	6	,	,	PUNCT
bracis-33633	110	7	 	 	SPACE
bracis-33633	110	8	the	the	DET
bracis-33633	110	9	laplacian	laplacian	ADJ
bracis-33633	110	10	matrices	matrix	NOUN
bracis-33633	110	11	derived	derive	VERB
bracis-33633	110	12	from	from	ADP
bracis-33633	110	13	the	the	DET
bracis-33633	110	14	set	set	NOUN
bracis-33633	110	15	\(\mathcal	\(\mathcal	ADJ
bracis-33633	110	16	{	{	PUNCT
bracis-33633	110	17	a}\	a}\	NUM
bracis-33633	110	18	)	)	PUNCT
bracis-33633	110	19	are	be	AUX
bracis-33633	110	20	defined	define	VERB
bracis-33633	110	21	and	and	CCONJ
bracis-33633	110	22	represented	represent	VERB
bracis-33633	110	23	by	by	ADP
bracis-33633	110	24	the	the	DET
bracis-33633	110	25	set	set	NOUN
bracis-33633	110	26	\(\mathcal	\(\mathcal	ADJ
bracis-33633	110	27	{	{	PUNCT
bracis-33633	110	28	l}=\{l^u	l}=\{l^u	PROPN
bracis-33633	110	29	,	,	PUNCT
bracis-33633	110	30	l^u_{wd	l^u_{wd	PROPN
bracis-33633	110	31	}	}	PUNCT
bracis-33633	110	32	,	,	PUNCT
bracis-33633	110	33	l^u_{we	l^u_{we	PROPN
bracis-33633	110	34	}	}	PUNCT
bracis-33633	110	35	,	,	PUNCT
bracis-33633	110	36	l^f\}\	l^f\}\	PROPN
bracis-33633	110	37	)	)	PUNCT
bracis-33633	110	38	.	.	PUNCT
bracis-33633	111	1	accordingly	accordingly	ADV
bracis-33633	111	2	,	,	PUNCT
bracis-33633	111	3	the	the	DET
bracis-33633	111	4	hybrid	hybrid	ADJ
bracis-33633	111	5	block	block	NOUN
bracis-33633	111	6	produces	produce	VERB
bracis-33633	111	7	an	an	DET
bracis-33633	111	8	output	output	NOUN
bracis-33633	111	9	for	for	ADP
bracis-33633	111	10	 	 	SPACE
bracis-33633	111	11	gat	gat	NOUN
bracis-33633	111	12	convolution	convolution	NOUN
bracis-33633	111	13	and	and	CCONJ
bracis-33633	111	14	another	another	DET
bracis-33633	111	15	output	output	NOUN
bracis-33633	111	16	for	for	ADP
bracis-33633	111	17	arma	arma	NOUN
bracis-33633	111	18	convolution	convolution	NOUN
bracis-33633	111	19	,	,	PUNCT
bracis-33633	111	20	defined	define	VERB
bracis-33633	111	21	mathematically	mathematically	ADV
bracis-33633	111	22	by	by	ADP
bracis-33633	111	23	eq	eq	PROPN
bracis-33633	111	24	.	.	PUNCT
bracis-33633	111	25	 	 	SPACE
bracis-33633	111	26	1	1	NUM
bracis-33633	111	27	.	.	PUNCT
bracis-33633	111	28	$	$	SYM
bracis-33633	111	29	$	$	SYM
bracis-33633	111	30	\begin{aligned	\begin{aligne	VERB
bracis-33633	111	31	}	}	PUNCT
bracis-33633	111	32	\begin{aligned	\begin{aligne	VERB
bracis-33633	111	33	}	}	PUNCT
bracis-33633	111	34	\mathbf	\mathbf	PROPN
bracis-33633	111	35	{	{	PUNCT
bracis-33633	111	36	h_{gat}}(a_i	h_{gat}}(a_i	PROPN
bracis-33633	111	37	,	,	PUNCT
bracis-33633	111	38	f_i	f_i	NUM
bracis-33633	111	39	)	)	PUNCT
bracis-33633	111	40	&	&	CCONJ
bracis-33633	111	41	=	=	SYM
bracis-33633	111	42	\sigma	\sigma	PROPN
bracis-33633	111	43	(	(	PUNCT
bracis-33633	111	44	\alpha	\alpha	ADP
bracis-33633	111	45	\mathbf	\mathbf	PROPN
bracis-33633	111	46	{	{	PUNCT
bracis-33633	111	47	a_i	a_i	PROPN
bracis-33633	111	48	}	}	PUNCT
bracis-33633	111	49	\mathbf	\mathbf	PROPN
bracis-33633	111	50	{	{	PUNCT
bracis-33633	111	51	f_i	f_i	ADJ
bracis-33633	111	52	}	}	PUNCT
bracis-33633	111	53	\textbf{w	\textbf{w	NOUN
bracis-33633	111	54	}	}	PUNCT
bracis-33633	112	1	+	+	CCONJ
bracis-33633	112	2	b)\\	b)\\	PROPN
bracis-33633	112	3	\mathbf	\mathbf	PROPN
bracis-33633	112	4	{	{	PUNCT
bracis-33633	112	5	h_{arma}^{(t+1)}}(l_i	h_{arma}^{(t+1)}}(l_i	NOUN
bracis-33633	112	6	,	,	PUNCT
bracis-33633	112	7	f_i	f_i	NUM
bracis-33633	112	8	)	)	PUNCT
bracis-33633	112	9	&	&	CCONJ
bracis-33633	112	10	=	=	SYM
bracis-33633	112	11	\sigma	\sigma	PROPN
bracis-33633	112	12	(	(	PUNCT
bracis-33633	112	13	\boldsymbol{\tilde{l_i}}\mathbf	\boldsymbol{\tilde{l_i}}\mathbf	PROPN
bracis-33633	112	14	{	{	PUNCT
bracis-33633	112	15	h_{arma}^{(t	h_{arma}^{(t	NUM
bracis-33633	112	16	)	)	PUNCT
bracis-33633	112	17	}	}	PUNCT
bracis-33633	112	18	}	}	PUNCT
bracis-33633	112	19	\textbf{w	\textbf{w	NOUN
bracis-33633	112	20	}	}	PUNCT
bracis-33633	112	21	+	+	CCONJ
bracis-33633	112	22	\mathbf	\mathbf	PROPN
bracis-33633	112	23	{	{	PUNCT
bracis-33633	112	24	f_i	f_i	ADJ
bracis-33633	112	25	}	}	PUNCT
bracis-33633	112	26	\textbf{v})\\	\textbf{v})\\	NOUN
bracis-33633	112	27	\end{aligned	\end{aligne	VERB
bracis-33633	112	28	}	}	PUNCT
bracis-33633	112	29	\end{aligned}$$	\end{aligned}$$	X
bracis-33633	112	30	(	(	PUNCT
bracis-33633	112	31	1	1	NUM
bracis-33633	112	32	)	)	PUNCT
bracis-33633	112	33	regarding	regard	VERB
bracis-33633	112	34	the	the	DET
bracis-33633	112	35	first	first	ADJ
bracis-33633	112	36	expression	expression	NOUN
bracis-33633	112	37	in	in	ADP
bracis-33633	112	38	eq	eq	PROPN
bracis-33633	112	39	.	.	PUNCT
bracis-33633	112	40	 	 	SPACE
bracis-33633	112	41	1	1	NUM
bracis-33633	112	42	,	,	PUNCT
bracis-33633	112	43	 	 	SPACE
bracis-33633	112	44	which	which	PRON
bracis-33633	112	45	characterizes	characterize	VERB
bracis-33633	112	46	the	the	DET
bracis-33633	112	47	spatial	spatial	ADJ
bracis-33633	112	48	convolution	convolution	NOUN
bracis-33633	112	49	,	,	PUNCT
bracis-33633	112	50	the	the	DET
bracis-33633	112	51	\(\alpha	\(\alpha	NOUN
bracis-33633	112	52	\	\	NOUN
bracis-33633	112	53	)	)	PUNCT
bracis-33633	112	54	denotes	denote	VERB
bracis-33633	112	55	 	 	SPACE
bracis-33633	112	56	the	the	DET
bracis-33633	112	57	attention	attention	NOUN
bracis-33633	112	58	weighting	weight	VERB
bracis-33633	112	59	for	for	ADP
bracis-33633	112	60	the	the	DET
bracis-33633	112	61	graph	graph	NOUN
bracis-33633	112	62	\(a_i\	\(a_i\	NOUN
bracis-33633	112	63	)	)	PUNCT
bracis-33633	112	64	,	,	PUNCT
bracis-33633	112	65	given	give	VERB
bracis-33633	112	66	by	by	ADP
bracis-33633	112	67	\(\alpha	\(\alpha	NOUN
bracis-33633	112	68	_	_	NOUN
bracis-33633	112	69	{	{	PUNCT
bracis-33633	112	70	uv}=	uv}=	PROPN
bracis-33633	112	71	\exp	\exp	PROPN
bracis-33633	112	72	(	(	PUNCT
bracis-33633	112	73	e_{uv})/\sum	e_{uv})/\sum	PROPN
bracis-33633	113	1	_	_	PUNCT
bracis-33633	113	2	k{\exp	k{\exp	PROPN
bracis-33633	113	3	(	(	PUNCT
bracis-33633	113	4	e_{uk})}\	e_{uk})}\	PROPN
bracis-33633	113	5	)	)	PUNCT
bracis-33633	113	6	,	,	PUNCT
bracis-33633	113	7	where	where	SCONJ
bracis-33633	113	8	\(e_{ij	\(e_{ij	NOUN
bracis-33633	113	9	}	}	PUNCT
bracis-33633	113	10	=	=	SYM
bracis-33633	113	11	leakyrelu(a^t[wh_{gat_i	leakyrelu(a^t[wh_{gat_i	PROPN
bracis-33633	113	12	}	}	PUNCT
bracis-33633	113	13	||	||	NUM
bracis-33633	113	14	wh_{gat_j}]))\	wh_{gat_j}]))\	PROPN
bracis-33633	113	15	)	)	PUNCT
bracis-33633	113	16	,	,	PUNCT
bracis-33633	113	17	and	and	CCONJ
bracis-33633	113	18	k	k	PROPN
bracis-33633	113	19	defines	define	VERB
bracis-33633	113	20	 	 	SPACE
bracis-33633	113	21	the	the	DET
bracis-33633	113	22	length	length	NOUN
bracis-33633	113	23	of	of	ADP
bracis-33633	113	24	neighborhood	neighborhood	NOUN
bracis-33633	113	25	of	of	ADP
bracis-33633	113	26	node	node	NOUN
bracis-33633	113	27	\(v	\(v	X
bracis-33633	113	28	\in	\in	PROPN
bracis-33633	113	29	a_i\	a_i\	PROPN
bracis-33633	113	30	)	)	PUNCT
bracis-33633	113	31	.	.	PUNCT
bracis-33633	114	1	moreover	moreover	ADV
bracis-33633	114	2	,	,	PUNCT
bracis-33633	114	3	\(f_i\	\(f_i\	NOUN
bracis-33633	114	4	)	)	PUNCT
bracis-33633	114	5	is	be	AUX
bracis-33633	114	6	 	 	SPACE
bracis-33633	114	7	the	the	DET
bracis-33633	114	8	feature	feature	NOUN
bracis-33633	114	9	matrix	matrix	NOUN
bracis-33633	114	10	,	,	PUNCT
bracis-33633	114	11	\(a_i\	\(a_i\	NOUN
bracis-33633	114	12	)	)	PUNCT
bracis-33633	114	13	is	be	AUX
bracis-33633	114	14	the	the	DET
bracis-33633	114	15	adjacency	adjacency	NOUN
bracis-33633	114	16	matrix	matrix	NOUN
bracis-33633	114	17	,	,	PUNCT
bracis-33633	114	18	and	and	CCONJ
bracis-33633	114	19	\(\sigma	\(\sigma	NOUN
bracis-33633	114	20	(	(	PUNCT
bracis-33633	114	21	\cdot	\cdot	NOUN
bracis-33633	114	22	)	)	PUNCT
bracis-33633	114	23	\	\	NOUN
bracis-33633	114	24	)	)	PUNCT
bracis-33633	115	1	represents	represent	VERB
bracis-33633	115	2	the	the	DET
bracis-33633	115	3	activation	activation	NOUN
bracis-33633	115	4	function	function	NOUN
bracis-33633	115	5	.	.	PUNCT
bracis-33633	116	1	in	in	ADP
bracis-33633	116	2	the	the	DET
bracis-33633	116	3	second	second	ADJ
bracis-33633	116	4	expression	expression	NOUN
bracis-33633	116	5	of	of	ADP
bracis-33633	116	6	eq	eq	PROPN
bracis-33633	116	7	.	.	PUNCT
bracis-33633	116	8	 	 	SPACE
bracis-33633	116	9	1	1	NUM
bracis-33633	116	10	,	,	PUNCT
bracis-33633	116	11	t	t	PROPN
bracis-33633	116	12	defines	define	VERB
bracis-33633	116	13	the	the	DET
bracis-33633	116	14	number	number	NOUN
bracis-33633	116	15	of	of	ADP
bracis-33633	116	16	iterations	iteration	NOUN
bracis-33633	116	17	of	of	ADP
bracis-33633	116	18	convolution	convolution	NOUN
bracis-33633	116	19	,	,	PUNCT
bracis-33633	116	20	which	which	PRON
bracis-33633	116	21	we	we	PRON
bracis-33633	116	22	assume	assume	VERB
bracis-33633	116	23	equals	equal	VERB
bracis-33633	116	24	1	1	NUM
bracis-33633	116	25	to	to	PART
bracis-33633	116	26	prevent	prevent	VERB
bracis-33633	116	27	the	the	DET
bracis-33633	116	28	over	over	ADV
bracis-33633	116	29	-	-	PUNCT
bracis-33633	116	30	smoothing	smooth	VERB
bracis-33633	116	31	problem	problem	NOUN
bracis-33633	116	32	[	[	X
bracis-33633	116	33	4	4	NUM
bracis-33633	116	34	]	]	PUNCT
bracis-33633	116	35	.	.	PUNCT
bracis-33633	116	36	 	 	SPACE
bracis-33633	117	1	the	the	DET
bracis-33633	117	2	\(\tilde{l_i}\	\(\tilde{l_i}\	PROPN
bracis-33633	117	3	)	)	PUNCT
bracis-33633	117	4	is	be	AUX
bracis-33633	117	5	the	the	DET
bracis-33633	117	6	normalized	normalize	VERB
bracis-33633	117	7	laplacian	laplacian	ADJ
bracis-33633	117	8	matrix	matrix	NOUN
bracis-33633	117	9	,	,	PUNCT
bracis-33633	117	10	defined	define	VERB
bracis-33633	117	11	 	 	SPACE
bracis-33633	117	12	as	as	ADP
bracis-33633	117	13	\(\tilde{l_i	\(\tilde{l_i	NOUN
bracis-33633	117	14	}	}	PUNCT
bracis-33633	117	15	=	=	SYM
bracis-33633	117	16	d_i^{-1/2}a_id_i^{-1/2}\	d_i^{-1/2}a_id_i^{-1/2}\	NOUN
bracis-33633	117	17	)	)	PUNCT
bracis-33633	117	18	,	,	PUNCT
bracis-33633	117	19	where	where	SCONJ
bracis-33633	117	20	\(d_i^{-1/2}\	\(d_i^{-1/2}\	NOUN
bracis-33633	117	21	)	)	PUNCT
bracis-33633	117	22	is	be	AUX
bracis-33633	117	23	 	 	SPACE
bracis-33633	117	24	the	the	DET
bracis-33633	117	25	normalized	normalize	VERB
bracis-33633	117	26	diagonal	diagonal	ADJ
bracis-33633	117	27	degree	degree	NOUN
bracis-33633	117	28	matrix	matrix	NOUN
bracis-33633	117	29	.	.	PUNCT
bracis-33633	118	1	note	note	VERB
bracis-33633	118	2	that	that	SCONJ
bracis-33633	118	3	the	the	DET
bracis-33633	118	4	initial	initial	ADJ
bracis-33633	118	5	features	feature	NOUN
bracis-33633	118	6	are	be	AUX
bracis-33633	118	7	equal	equal	ADJ
bracis-33633	118	8	to	to	ADP
bracis-33633	118	9	the	the	DET
bracis-33633	118	10	feature	feature	NOUN
bracis-33633	118	11	matrix	matrix	NOUN
bracis-33633	118	12	,	,	PUNCT
bracis-33633	118	13	i.e.	i.e.	X
bracis-33633	118	14	,	,	PUNCT
bracis-33633	118	15	\(h_{arma}^{(0	\(h_{arma}^{(0	PROPN
bracis-33633	118	16	)	)	PUNCT
bracis-33633	118	17	}	}	PUNCT
bracis-33633	118	18	=	=	SYM
bracis-33633	118	19	f_i\	f_i\	PROPN
bracis-33633	118	20	)	)	PUNCT
bracis-33633	118	21	.	.	PUNCT
bracis-33633	119	1	moreover	moreover	ADV
bracis-33633	119	2	,	,	PUNCT
bracis-33633	119	3	the	the	DET
bracis-33633	119	4	feedforward	feedforward	ADJ
bracis-33633	119	5	block	block	NOUN
bracis-33633	119	6	\(b_{mlp}\	\(b_{mlp}\	NOUN
bracis-33633	119	7	)	)	PUNCT
bracis-33633	119	8	takes	take	VERB
bracis-33633	119	9	only	only	ADV
bracis-33633	119	10	one	one	NUM
bracis-33633	119	11	input	input	NOUN
bracis-33633	119	12	,	,	PUNCT
bracis-33633	119	13	 	 	SPACE
bracis-33633	119	14	the	the	DET
bracis-33633	119	15	matrix	matrix	NOUN
bracis-33633	119	16	\(t^f	\(t^f	PROPN
bracis-33633	119	17	\in	\in	PROPN
bracis-33633	120	1	\mathbb	\mathbb	PROPN
bracis-33633	120	2	{	{	PUNCT
bracis-33633	120	3	r}^{|p^u|	r}^{|p^u|	PROPN
bracis-33633	120	4	\times	\times	ADP
bracis-33633	120	5	48}\	48}\	NUM
bracis-33633	120	6	)	)	PUNCT
bracis-33633	120	7	and	and	CCONJ
bracis-33633	120	8	its	its	PRON
bracis-33633	120	9	outputs	output	NOUN
bracis-33633	120	10	 	 	SPACE
bracis-33633	120	11	are	be	AUX
bracis-33633	120	12	defined	define	VERB
bracis-33633	120	13	by	by	ADP
bracis-33633	120	14	eq	eq	PROPN
bracis-33633	120	15	.	.	PROPN
bracis-33633	120	16	 	 	SPACE
bracis-33633	120	17	2	2	NUM
bracis-33633	120	18	.	.	X
bracis-33633	120	19	$	$	SYM
bracis-33633	120	20	$	$	SYM
bracis-33633	120	21	\begin{aligned	\begin{aligne	VERB
bracis-33633	120	22	}	}	PUNCT
bracis-33633	120	23	\begin{aligned	\begin{aligne	VERB
bracis-33633	120	24	}	}	PUNCT
bracis-33633	120	25	\mathbf	\mathbf	PROPN
bracis-33633	120	26	{	{	PUNCT
bracis-33633	120	27	h_{mlp}^{(1)}}(t^f	h_{mlp}^{(1)}}(t^f	NOUN
bracis-33633	120	28	)	)	PUNCT
bracis-33633	121	1	=	=	SYM
bracis-33633	121	2	\sigma	\sigma	PROPN
bracis-33633	121	3	(	(	PUNCT
bracis-33633	121	4	b_1	b_1	PROPN
bracis-33633	121	5	+	+	CCONJ
bracis-33633	121	6	\mathbf	\mathbf	PROPN
bracis-33633	121	7	{	{	PUNCT
bracis-33633	121	8	w_2	w_2	PROPN
bracis-33633	121	9	}	}	PUNCT
bracis-33633	121	10	(	(	PUNCT
bracis-33633	121	11	relu(\mathbf	relu(\mathbf	PROPN
bracis-33633	121	12	{	{	PUNCT
bracis-33633	121	13	w_1	w_1	NOUN
bracis-33633	121	14	}	}	PUNCT
bracis-33633	121	15	\mathbf	\mathbf	PROPN
bracis-33633	121	16	{	{	PUNCT
bracis-33633	121	17	t^{f	t^{f	NOUN
bracis-33633	121	18	}	}	PUNCT
bracis-33633	121	19	}	}	PUNCT
bracis-33633	122	1	+	+	CCONJ
bracis-33633	122	2	b_2	b_2	PROPN
bracis-33633	122	3	)	)	PUNCT
bracis-33633	122	4	)	)	PUNCT
bracis-33633	122	5	)	)	PUNCT
bracis-33633	122	6	\\	\\	NOUN
bracis-33633	122	7	\mathbf	\mathbf	PROPN
bracis-33633	122	8	{	{	PUNCT
bracis-33633	122	9	h_{mlp}^{(2)}}(t^f	h_{mlp}^{(2)}}(t^f	NUM
bracis-33633	122	10	)	)	PUNCT
bracis-33633	123	1	=	=	SYM
bracis-33633	123	2	\sigma	\sigma	PROPN
bracis-33633	123	3	(	(	PUNCT
bracis-33633	123	4	b_4	b_4	PROPN
bracis-33633	123	5	+	+	CCONJ
bracis-33633	123	6	\mathbf	\mathbf	PROPN
bracis-33633	123	7	{	{	PUNCT
bracis-33633	123	8	w_4	w_4	VERB
bracis-33633	123	9	}	}	PUNCT
bracis-33633	123	10	(	(	PUNCT
bracis-33633	123	11	relu(\mathbf	relu(\mathbf	PROPN
bracis-33633	123	12	{	{	PUNCT
bracis-33633	123	13	w_3	w_3	ADV
bracis-33633	123	14	}	}	PUNCT
bracis-33633	123	15	\mathbf	\mathbf	PROPN
bracis-33633	123	16	{	{	PUNCT
bracis-33633	123	17	t^{f	t^{f	NOUN
bracis-33633	123	18	}	}	PUNCT
bracis-33633	123	19	}	}	PUNCT
bracis-33633	124	1	+	+	CCONJ
bracis-33633	124	2	b_3	b_3	NOUN
bracis-33633	124	3	)	)	PUNCT
bracis-33633	124	4	)	)	PUNCT
bracis-33633	124	5	)	)	PUNCT
bracis-33633	124	6	\end{aligned	\end{aligne	VERB
bracis-33633	124	7	}	}	PUNCT
bracis-33633	124	8	\end{aligned}$$	\end{aligned}$$	X
bracis-33633	124	9	(	(	PUNCT
bracis-33633	124	10	2	2	NUM
bracis-33633	124	11	)	)	PUNCT
bracis-33633	124	12	the	the	DET
bracis-33633	124	13	final	final	ADJ
bracis-33633	124	14	module	module	NOUN
bracis-33633	124	15	consists	consist	VERB
bracis-33633	124	16	of	of	ADP
bracis-33633	124	17	output	output	NOUN
bracis-33633	124	18	aggregation	aggregation	NOUN
bracis-33633	124	19	of	of	ADP
bracis-33633	124	20	each	each	DET
bracis-33633	124	21	block	block	NOUN
bracis-33633	124	22	 	 	SPACE
bracis-33633	124	23	that	that	PRON
bracis-33633	124	24	is	be	AUX
bracis-33633	124	25	performed	perform	VERB
bracis-33633	124	26	in	in	ADP
bracis-33633	124	27	two	two	NUM
bracis-33633	124	28	stages	stage	NOUN
bracis-33633	124	29	as	as	SCONJ
bracis-33633	124	30	illustrated	illustrate	VERB
bracis-33633	124	31	in	in	ADP
bracis-33633	124	32	fig	fig	NOUN
bracis-33633	124	33	.	.	PUNCT
bracis-33633	124	34	 	 	SPACE
bracis-33633	125	1	2	2	X
bracis-33633	125	2	.	.	PUNCT
bracis-33633	126	1	the	the	DET
bracis-33633	126	2	first	first	ADJ
bracis-33633	126	3	stage	stage	NOUN
bracis-33633	126	4	comprises	comprise	VERB
bracis-33633	126	5	the	the	DET
bracis-33633	126	6	 	 	SPACE
bracis-33633	126	7	sum	sum	NOUN
bracis-33633	126	8	aggregation	aggregation	NOUN
bracis-33633	126	9	,	,	PUNCT
bracis-33633	126	10	graph	graph	NOUN
bracis-33633	126	11	convolutions	convolution	NOUN
bracis-33633	126	12	concatenation	concatenation	NOUN
bracis-33633	126	13	,	,	PUNCT
bracis-33633	126	14	and	and	CCONJ
bracis-33633	126	15	the	the	DET
bracis-33633	126	16	 	 	SPACE
bracis-33633	126	17	mlp	mlp	NOUN
bracis-33633	126	18	aggregation	aggregation	NOUN
bracis-33633	126	19	.	.	PUNCT
bracis-33633	127	1	the	the	DET
bracis-33633	127	2	second	second	ADJ
bracis-33633	127	3	stage	stage	NOUN
bracis-33633	127	4	is	be	AUX
bracis-33633	127	5	represented	represent	VERB
bracis-33633	127	6	by	by	ADP
bracis-33633	127	7	the	the	DET
bracis-33633	127	8	self	self	NOUN
bracis-33633	127	9	-	-	PUNCT
bracis-33633	127	10	attention	attention	NOUN
bracis-33633	127	11	mechanism	mechanism	NOUN
bracis-33633	127	12	and	and	CCONJ
bracis-33633	127	13	the	the	DET
bracis-33633	127	14	final	final	ADJ
bracis-33633	127	15	feedforward	feedforward	NOUN
bracis-33633	127	16	layer	layer	NOUN
bracis-33633	127	17	to	to	PART
bracis-33633	127	18	output	output	VERB
bracis-33633	127	19	the	the	DET
bracis-33633	127	20	 	 	SPACE
bracis-33633	127	21	label	label	NOUN
bracis-33633	127	22	probabilities	probability	NOUN
bracis-33633	127	23	.	.	PUNCT
bracis-33633	128	1	initially	initially	ADV
bracis-33633	128	2	,	,	PUNCT
bracis-33633	128	3	the	the	DET
bracis-33633	128	4	outputs	output	NOUN
bracis-33633	128	5	of	of	ADP
bracis-33633	128	6	the	the	DET
bracis-33633	128	7	individual	individual	ADJ
bracis-33633	128	8	and	and	CCONJ
bracis-33633	128	9	collective	collective	ADJ
bracis-33633	128	10	components	component	NOUN
bracis-33633	128	11	are	be	AUX
bracis-33633	128	12	represented	represent	VERB
bracis-33633	128	13	by	by	ADP
bracis-33633	128	14	two	two	NUM
bracis-33633	128	15	distinct	distinct	ADJ
bracis-33633	128	16	sets	set	NOUN
bracis-33633	128	17	,	,	PUNCT
bracis-33633	128	18	as	as	SCONJ
bracis-33633	128	19	illustrated	illustrate	VERB
bracis-33633	128	20	in	in	ADP
bracis-33633	128	21	fig	fig	NOUN
bracis-33633	128	22	.	.	PUNCT
bracis-33633	128	23	 	 	SPACE
bracis-33633	129	1	2	2	X
bracis-33633	129	2	.	.	PUNCT
bracis-33633	129	3	the	the	DET
bracis-33633	129	4	first	first	ADJ
bracis-33633	129	5	set	set	NOUN
bracis-33633	129	6	contains	contain	VERB
bracis-33633	129	7	the	the	DET
bracis-33633	129	8	arma	arma	NOUN
bracis-33633	129	9	 	 	SPACE
bracis-33633	129	10	block	block	NOUN
bracis-33633	129	11	outputs	output	NOUN
bracis-33633	129	12	,	,	PUNCT
bracis-33633	129	13	and	and	CCONJ
bracis-33633	129	14	an	an	DET
bracis-33633	129	15	output	output	NOUN
bracis-33633	129	16	of	of	ADP
bracis-33633	129	17	the	the	DET
bracis-33633	129	18	feedforward	feedforward	NOUN
bracis-33633	129	19	block	block	NOUN
bracis-33633	129	20	,	,	PUNCT
bracis-33633	129	21	represented	represent	VERB
bracis-33633	129	22	 	 	SPACE
bracis-33633	129	23	by	by	ADP
bracis-33633	129	24	eq	eq	PROPN
bracis-33633	129	25	.	.	PUNCT
bracis-33633	129	26	 	 	SPACE
bracis-33633	129	27	3	3	X
bracis-33633	129	28	.	.	PUNCT
bracis-33633	129	29	analogously	analogously	ADV
bracis-33633	129	30	,	,	PUNCT
bracis-33633	129	31	the	the	DET
bracis-33633	129	32	second	second	ADJ
bracis-33633	129	33	set	set	NOUN
bracis-33633	129	34	includes	include	VERB
bracis-33633	129	35	the	the	DET
bracis-33633	129	36	gat	gat	NOUN
bracis-33633	129	37	output	output	NOUN
bracis-33633	129	38	,	,	PUNCT
bracis-33633	129	39	and	and	CCONJ
bracis-33633	129	40	the	the	DET
bracis-33633	129	41	other	other	ADJ
bracis-33633	129	42	output	output	NOUN
bracis-33633	129	43	of	of	ADP
bracis-33633	129	44	the	the	DET
bracis-33633	129	45	feedforward	feedforward	NOUN
bracis-33633	129	46	block	block	NOUN
bracis-33633	129	47	,	,	PUNCT
bracis-33633	129	48	represented	represent	VERB
bracis-33633	129	49	by	by	ADP
bracis-33633	129	50	eq	eq	PROPN
bracis-33633	129	51	.	.	PROPN
bracis-33633	129	52	 	 	SPACE
bracis-33633	129	53	4	4	NUM
bracis-33633	129	54	.	.	PUNCT
bracis-33633	129	55	$	$	SYM
bracis-33633	129	56	$	$	SYM
bracis-33633	129	57	\begin{aligned	\begin{aligne	VERB
bracis-33633	129	58	}	}	PUNCT
bracis-33633	129	59	\begin{aligned	\begin{aligne	VERB
bracis-33633	129	60	}	}	PUNCT
bracis-33633	129	61	s_1	s_1	PROPN
bracis-33633	129	62	&	&	CCONJ
bracis-33633	129	63	=	=	SYM
bracis-33633	129	64	\	\	PROPN
bracis-33633	129	65	{	{	PUNCT
bracis-33633	129	66	\mathbf	\mathbf	PROPN
bracis-33633	129	67	{	{	PUNCT
bracis-33633	129	68	h_{arma}^{(t)}}(l^u	h_{arma}^{(t)}}(l^u	PROPN
bracis-33633	129	69	,	,	PUNCT
bracis-33633	129	70	t^u	t^u	PROPN
bracis-33633	129	71	)	)	PUNCT
bracis-33633	129	72	,	,	PUNCT
bracis-33633	129	73	\mathbf	\mathbf	PROPN
bracis-33633	129	74	{	{	PUNCT
bracis-33633	129	75	h_{arma}^{(t)}}(l^u	h_{arma}^{(t)}}(l^u	PROPN
bracis-33633	129	76	,	,	PUNCT
bracis-33633	129	77	dur^u)\}\\	dur^u)\}\\	NOUN
bracis-33633	129	78	&	&	CCONJ
bracis-33633	129	79	\cup	\cup	PROPN
bracis-33633	129	80	\{\mathbf	\{\mathbf	PROPN
bracis-33633	129	81	{	{	PUNCT
bracis-33633	129	82	h_{arma}^{(t)}}(l^u	h_{arma}^{(t)}}(l^u	PROPN
bracis-33633	129	83	,	,	PUNCT
bracis-33633	129	84	dis^u	dis^u	ADJ
bracis-33633	129	85	)	)	PUNCT
bracis-33633	129	86	,	,	PUNCT
bracis-33633	129	87	\mathbf	\mathbf	PROPN
bracis-33633	129	88	{	{	PUNCT
bracis-33633	129	89	h_{arma}^{(t)}}(l^u_{wd	h_{arma}^{(t)}}(l^u_{wd	NOUN
bracis-33633	129	90	}	}	PUNCT
bracis-33633	129	91	,	,	PUNCT
bracis-33633	129	92	t^u_{wd})\}\\	t^u_{wd})\}\\	NOUN
bracis-33633	129	93	&	&	CCONJ
bracis-33633	129	94	\cup	\cup	PROPN
bracis-33633	129	95	\{\mathbf	\{\mathbf	PROPN
bracis-33633	129	96	{	{	PUNCT
bracis-33633	129	97	h_{arma}^{(t)}}(l^u_{we	h_{arma}^{(t)}}(l^u_{we	NOUN
bracis-33633	129	98	}	}	PUNCT
bracis-33633	129	99	,	,	PUNCT
bracis-33633	129	100	t^u_{we	t^u_{we	PROPN
bracis-33633	129	101	}	}	PUNCT
bracis-33633	129	102	)	)	PUNCT
bracis-33633	129	103	,	,	PUNCT
bracis-33633	129	104	\mathbf	\mathbf	PROPN
bracis-33633	129	105	{	{	PUNCT
bracis-33633	129	106	h_{arma}^{(t)}}(l^f	h_{arma}^{(t)}}(l^f	ADJ
bracis-33633	129	107	,	,	PUNCT
bracis-33633	129	108	t^f	t^f	PROPN
bracis-33633	129	109	)	)	PUNCT
bracis-33633	129	110	,	,	PUNCT
bracis-33633	129	111	\mathbf	\mathbf	PROPN
bracis-33633	129	112	{	{	PUNCT
bracis-33633	129	113	h_{mlp}^{(1)}}(t^f)\	h_{mlp}^{(1)}}(t^f)\	NOUN
bracis-33633	129	114	}	}	PUNCT
bracis-33633	129	115	\end{aligned	\end{aligne	VERB
bracis-33633	129	116	}	}	PUNCT
bracis-33633	129	117	\end{aligned}$$	\end{aligned}$$	X
bracis-33633	129	118	(	(	PUNCT
bracis-33633	129	119	3	3	NUM
bracis-33633	129	120	)	)	PUNCT
bracis-33633	129	121	$	$	SYM
bracis-33633	129	122	$	$	SYM
bracis-33633	129	123	\begin{aligned	\begin{aligne	VERB
bracis-33633	129	124	}	}	PUNCT
bracis-33633	129	125	\begin{aligned	\begin{aligne	VERB
bracis-33633	129	126	}	}	PUNCT
bracis-33633	129	127	s_2	s_2	PROPN
bracis-33633	129	128	&	&	CCONJ
bracis-33633	129	129	=	=	SYM
bracis-33633	129	130	\	\	PROPN
bracis-33633	129	131	{	{	PUNCT
bracis-33633	129	132	\mathbf	\mathbf	PROPN
bracis-33633	129	133	{	{	PUNCT
bracis-33633	129	134	h_{gat}}(a^u	h_{gat}}(a^u	PROPN
bracis-33633	129	135	,	,	PUNCT
bracis-33633	129	136	t^u	t^u	PROPN
bracis-33633	129	137	)	)	PUNCT
bracis-33633	129	138	,	,	PUNCT
bracis-33633	129	139	\mathbf	\mathbf	PROPN
bracis-33633	129	140	{	{	PUNCT
bracis-33633	129	141	h_{gat}}(a^u	h_{gat}}(a^u	PROPN
bracis-33633	129	142	,	,	PUNCT
bracis-33633	129	143	dur^u)\}\\	dur^u)\}\\	NOUN
bracis-33633	129	144	&	&	CCONJ
bracis-33633	129	145	\cup	\cup	PROPN
bracis-33633	129	146	\{\mathbf	\{\mathbf	PROPN
bracis-33633	129	147	{	{	PUNCT
bracis-33633	129	148	h_{gat}}(a^u	h_{gat}}(a^u	PROPN
bracis-33633	129	149	,	,	PUNCT
bracis-33633	129	150	dis^u	dis^u	ADJ
bracis-33633	129	151	)	)	PUNCT
bracis-33633	129	152	,	,	PUNCT
bracis-33633	129	153	\mathbf	\mathbf	PROPN
bracis-33633	129	154	{	{	PUNCT
bracis-33633	129	155	h_{gat}}(a^u_{wd	h_{gat}}(a^u_{wd	PROPN
bracis-33633	129	156	}	}	PUNCT
bracis-33633	129	157	,	,	PUNCT
bracis-33633	129	158	t^u_{wd})\}\\	t^u_{wd})\}\\	NOUN
bracis-33633	129	159	&	&	CCONJ
bracis-33633	129	160	\cup	\cup	PROPN
bracis-33633	129	161	\{\mathbf	\{\mathbf	PROPN
bracis-33633	129	162	{	{	PUNCT
bracis-33633	129	163	h_{gat}}(a^u_{we	h_{gat}}(a^u_{we	X
bracis-33633	129	164	}	}	PUNCT
bracis-33633	129	165	,	,	PUNCT
bracis-33633	129	166	t^u_{we	t^u_{we	PROPN
bracis-33633	129	167	}	}	PUNCT
bracis-33633	129	168	)	)	PUNCT
bracis-33633	129	169	,	,	PUNCT
bracis-33633	129	170	\mathbf	\mathbf	PROPN
bracis-33633	129	171	{	{	PUNCT
bracis-33633	129	172	h_{gat}}(a^f	h_{gat}}(a^f	PROPN
bracis-33633	129	173	,	,	PUNCT
bracis-33633	129	174	t^f	t^f	NOUN
bracis-33633	129	175	)	)	PUNCT
bracis-33633	129	176	,	,	PUNCT
bracis-33633	129	177	\mathbf	\mathbf	PROPN
bracis-33633	129	178	{	{	PUNCT
bracis-33633	129	179	h_{mlp}^{(2)}}(t^f)\	h_{mlp}^{(2)}}(t^f)\	NOUN
bracis-33633	129	180	}	}	PUNCT
bracis-33633	129	181	\end{aligned	\end{aligne	VERB
bracis-33633	129	182	}	}	PUNCT
bracis-33633	129	183	\end{aligned}$$	\end{aligned}$$	X
bracis-33633	129	184	(	(	PUNCT
bracis-33633	129	185	4	4	NUM
bracis-33633	129	186	)	)	PUNCT
bracis-33633	129	187	firstly	firstly	ADV
bracis-33633	129	188	,	,	PUNCT
bracis-33633	129	189	to	to	PART
bracis-33633	129	190	incorporate	incorporate	VERB
bracis-33633	129	191	the	the	DET
bracis-33633	129	192	information	information	NOUN
bracis-33633	129	193	learned	learn	VERB
bracis-33633	129	194	in	in	ADP
bracis-33633	129	195	the	the	DET
bracis-33633	129	196	convolutional	convolutional	ADJ
bracis-33633	129	197	blocks	block	NOUN
bracis-33633	129	198	,	,	PUNCT
bracis-33633	129	199	each	each	DET
bracis-33633	129	200	set	set	VERB
bracis-33633	129	201	\(s_i\	\(s_i\	NOUN
bracis-33633	129	202	)	)	PUNCT
bracis-33633	129	203	is	be	AUX
bracis-33633	129	204	aggregated	aggregate	VERB
bracis-33633	129	205	according	accord	VERB
bracis-33633	129	206	to	to	ADP
bracis-33633	129	207	eq	eq	PROPN
bracis-33633	129	208	.	.	PUNCT
bracis-33633	129	209	 	 	SPACE
bracis-33633	129	210	5	5	NUM
bracis-33633	129	211	,	,	PUNCT
bracis-33633	129	212	where	where	SCONJ
bracis-33633	129	213	\(b_i\	\(b_i\	NOUN
bracis-33633	129	214	)	)	PUNCT
bracis-33633	129	215	,	,	PUNCT
bracis-33633	129	216	\(w_i\	\(w_i\	PROPN
bracis-33633	129	217	)	)	PUNCT
bracis-33633	129	218	,	,	PUNCT
bracis-33633	129	219	\(w_j\	\(w_j\	PROPN
bracis-33633	129	220	)	)	PUNCT
bracis-33633	129	221	are	be	AUX
bracis-33633	129	222	learnable	learnable	ADJ
bracis-33633	129	223	parameters	parameter	NOUN
bracis-33633	129	224	,	,	PUNCT
bracis-33633	129	225	and	and	CCONJ
bracis-33633	130	1	\(y_{j	\(y_{j	NOUN
bracis-33633	130	2	,	,	PUNCT
bracis-33633	130	3	i}\	i}\	NUM
bracis-33633	130	4	)	)	PUNCT
bracis-33633	130	5	is	be	AUX
bracis-33633	130	6	an	an	DET
bracis-33633	130	7	embedding	embedding	NOUN
bracis-33633	130	8	from	from	ADP
bracis-33633	130	9	the	the	DET
bracis-33633	130	10	set	set	VERB
bracis-33633	130	11	\(s_i\	\(s_i\	NOUN
bracis-33633	130	12	)	)	PUNCT
bracis-33633	130	13	,	,	PUNCT
bracis-33633	130	14	such	such	ADJ
bracis-33633	130	15	that	that	SCONJ
bracis-33633	130	16	\(y_{1	\(y_{1	NOUN
bracis-33633	130	17	,	,	PUNCT
bracis-33633	130	18	1	1	NUM
bracis-33633	130	19	}	}	PUNCT
bracis-33633	130	20	=	=	PUNCT
bracis-33633	130	21	\mathbf	\mathbf	PROPN
bracis-33633	130	22	{	{	PUNCT
bracis-33633	130	23	h^{(t)}_{arma}}(l^u	h^{(t)}_{arma}}(l^u	NOUN
bracis-33633	130	24	,	,	PUNCT
bracis-33633	130	25	t^u)\	t^u)\	NUM
bracis-33633	130	26	)	)	PUNCT
bracis-33633	130	27	,	,	PUNCT
bracis-33633	130	28	\(y_{2	\(y_{2	PROPN
bracis-33633	130	29	,	,	PUNCT
bracis-33633	130	30	1	1	NUM
bracis-33633	130	31	}	}	PUNCT
bracis-33633	130	32	=	=	PUNCT
bracis-33633	130	33	\mathbf	\mathbf	PROPN
bracis-33633	130	34	{	{	PUNCT
bracis-33633	130	35	h_{gat}}(a^u	h_{gat}}(a^u	PROPN
bracis-33633	130	36	,	,	PUNCT
bracis-33633	130	37	t^u)\	t^u)\	NUM
bracis-33633	130	38	)	)	PUNCT
bracis-33633	130	39	and	and	CCONJ
bracis-33633	130	40	so	so	ADV
bracis-33633	130	41	forth	forth	ADV
bracis-33633	130	42	.	.	PUNCT
bracis-33633	131	1	the	the	DET
bracis-33633	131	2	goal	goal	NOUN
bracis-33633	131	3	is	be	AUX
bracis-33633	131	4	to	to	PART
bracis-33633	131	5	 	 	SPACE
bracis-33633	131	6	add	add	VERB
bracis-33633	131	7	non	non	ADJ
bracis-33633	131	8	-	-	NOUN
bracis-33633	131	9	linearities	linearity	NOUN
bracis-33633	131	10	in	in	ADP
bracis-33633	131	11	order	order	NOUN
bracis-33633	131	12	to	to	PART
bracis-33633	131	13	prevent	prevent	VERB
bracis-33633	131	14	overfitting	overfitting	NOUN
bracis-33633	131	15	.	.	PUNCT
bracis-33633	132	1	$	$	SYM
bracis-33633	132	2	$	$	SYM
bracis-33633	132	3	\begin{aligned	\begin{aligne	VERB
bracis-33633	132	4	}	}	PUNCT
bracis-33633	132	5	z_i	z_i	PUNCT
bracis-33633	132	6	=	=	SYM
bracis-33633	133	1	b_i	b_i	PROPN
bracis-33633	133	2	+	+	NUM
bracis-33633	133	3	w_i	w_i	PROPN
bracis-33633	133	4	\cdot	\cdot	NOUN
bracis-33633	133	5	\sum	\sum	NOUN
bracis-33633	133	6	_	_	PUNCT
bracis-33633	133	7	{	{	PUNCT
bracis-33633	133	8	j=1}^{7	j=1}^{7	NOUN
bracis-33633	133	9	}	}	PUNCT
bracis-33633	133	10	w_j	w_j	NUM
bracis-33633	133	11	\cdot	\cdot	NOUN
bracis-33633	133	12	y_{j	y_{j	NOUN
bracis-33633	133	13	,	,	PUNCT
bracis-33633	133	14	i}\quad	i}\quad	ADJ
bracis-33633	133	15	i	i	PRON
bracis-33633	133	16	\in	\in	PROPN
bracis-33633	133	17	\{1,2\	\{1,2\	NOUN
bracis-33633	133	18	}	}	PUNCT
bracis-33633	133	19	\end{aligned}$$	\end{aligned}$$	X
bracis-33633	133	20	(	(	PUNCT
bracis-33633	133	21	5	5	NUM
bracis-33633	133	22	)	)	PUNCT
bracis-33633	133	23	the	the	DET
bracis-33633	133	24	next	next	ADJ
bracis-33633	133	25	step	step	NOUN
bracis-33633	133	26	of	of	ADP
bracis-33633	133	27	the	the	DET
bracis-33633	133	28	first	first	ADJ
bracis-33633	133	29	aggregation	aggregation	NOUN
bracis-33633	133	30	stage	stage	NOUN
bracis-33633	133	31	is	be	AUX
bracis-33633	133	32	the	the	DET
bracis-33633	133	33	concatenation	concatenation	NOUN
bracis-33633	133	34	 	 	SPACE
bracis-33633	133	35	of	of	ADP
bracis-33633	133	36	set	set	ADJ
bracis-33633	133	37	\(s_i\	\(s_i\	NOUN
bracis-33633	133	38	)	)	PUNCT
bracis-33633	133	39	and	and	CCONJ
bracis-33633	133	40	the	the	DET
bracis-33633	133	41	sum	sum	NOUN
bracis-33633	133	42	aggregation	aggregation	NOUN
bracis-33633	133	43	\(z_i\	\(z_i\	NOUN
bracis-33633	133	44	)	)	PUNCT
bracis-33633	133	45	,	,	PUNCT
bracis-33633	133	46	denoted	denote	VERB
bracis-33633	133	47	by	by	ADP
bracis-33633	133	48	\(y'_i	\(y'_i	PROPN
bracis-33633	133	49	=	=	SYM
bracis-33633	133	50	s_i	s_i	PUNCT
bracis-33633	133	51	\vert	\vert	PROPN
bracis-33633	133	52	z_i\	z_i\	PROPN
bracis-33633	133	53	)	)	PUNCT
bracis-33633	133	54	,	,	PUNCT
bracis-33633	133	55	where	where	SCONJ
bracis-33633	133	56	\(\vert	\(\vert	NOUN
bracis-33633	133	57	\	\	NOUN
bracis-33633	133	58	)	)	PUNCT
bracis-33633	133	59	represents	represent	VERB
bracis-33633	133	60	the	the	DET
bracis-33633	133	61	concatenation	concatenation	NOUN
bracis-33633	133	62	operator	operator	NOUN
bracis-33633	133	63	.	.	PUNCT
bracis-33633	134	1	fig	fig	NOUN
bracis-33633	134	2	.	.	PUNCT
bracis-33633	135	1	2	2	X
bracis-33633	135	2	.	.	X
bracis-33633	135	3	aggregation	aggregation	NOUN
bracis-33633	135	4	processing	processing	NOUN
bracis-33633	135	5	flow	flow	NOUN
bracis-33633	135	6	.	.	PUNCT
bracis-33633	136	1	each	each	DET
bracis-33633	136	2	component	component	NOUN
bracis-33633	136	3	output	output	NOUN
bracis-33633	136	4	has	have	VERB
bracis-33633	136	5	a	a	DET
bracis-33633	136	6	residual	residual	ADJ
bracis-33633	136	7	connection	connection	NOUN
bracis-33633	136	8	to	to	ADP
bracis-33633	136	9	the	the	DET
bracis-33633	136	10	final	final	ADJ
bracis-33633	136	11	aggregation	aggregation	NOUN
bracis-33633	136	12	to	to	PART
bracis-33633	136	13	prevent	prevent	VERB
bracis-33633	136	14	overfitting	overfitting	NOUN
bracis-33633	136	15	.	.	PUNCT
bracis-33633	137	1	full	full	ADJ
bracis-33633	137	2	size	size	NOUN
bracis-33633	137	3	image	image	NOUN
bracis-33633	137	4	each	each	DET
bracis-33633	137	5	output	output	NOUN
bracis-33633	137	6	aggregated	aggregate	VERB
bracis-33633	137	7	set	set	VERB
bracis-33633	137	8	\(y'_i\	\(y'_i\	NOUN
bracis-33633	137	9	)	)	PUNCT
bracis-33633	137	10	passes	pass	VERB
bracis-33633	137	11	through	through	ADP
bracis-33633	137	12	the	the	DET
bracis-33633	137	13	second	second	ADJ
bracis-33633	137	14	aggregation	aggregation	NOUN
bracis-33633	137	15	phase	phase	NOUN
bracis-33633	137	16	,	,	PUNCT
bracis-33633	137	17	as	as	SCONJ
bracis-33633	137	18	represented	represent	VERB
bracis-33633	137	19	in	in	ADP
bracis-33633	137	20	eq	eq	PROPN
bracis-33633	137	21	.	.	PUNCT
bracis-33633	137	22	 	 	SPACE
bracis-33633	137	23	6	6	NUM
bracis-33633	137	24	.	.	PUNCT
bracis-33633	137	25	 	 	SPACE
bracis-33633	137	26	in	in	ADP
bracis-33633	137	27	this	this	DET
bracis-33633	137	28	phase	phase	NOUN
bracis-33633	137	29	,	,	PUNCT
bracis-33633	137	30	the	the	DET
bracis-33633	137	31	parameters	parameter	NOUN
bracis-33633	137	32	are	be	AUX
bracis-33633	137	33	represented	represent	VERB
bracis-33633	137	34	by	by	ADP
bracis-33633	137	35	\(b	\(b	NOUN
bracis-33633	137	36	\in	\in	PROPN
bracis-33633	137	37	\mathbb	\mathbb	PROPN
bracis-33633	137	38	{	{	PUNCT
bracis-33633	137	39	r}^{50}\	r}^{50}\	NOUN
bracis-33633	137	40	)	)	PUNCT
bracis-33633	137	41	and	and	CCONJ
bracis-33633	137	42	\(w	\(w	NUM
bracis-33633	137	43	\in	\in	PROPN
bracis-33633	137	44	\mathbb	\mathbb	PROPN
bracis-33633	137	45	{	{	PUNCT
bracis-33633	137	46	r}^{50	r}^{50	VERB
bracis-33633	137	47	\times	\times	ADP
bracis-33633	137	48	50}\	50}\	NUM
bracis-33633	137	49	)	)	PUNCT
bracis-33633	137	50	that	that	PRON
bracis-33633	137	51	 	 	SPACE
bracis-33633	137	52	are	be	AUX
bracis-33633	137	53	learned	learn	VERB
bracis-33633	137	54	during	during	ADP
bracis-33633	137	55	the	the	DET
bracis-33633	137	56	training	training	NOUN
bracis-33633	137	57	;	;	PUNCT
bracis-33633	137	58	the	the	DET
bracis-33633	137	59	dimensionality	dimensionality	NOUN
bracis-33633	137	60	of	of	ADP
bracis-33633	137	61	50	50	NUM
bracis-33633	137	62	was	be	AUX
bracis-33633	137	63	chosen	choose	VERB
bracis-33633	137	64	empirically	empirically	ADV
bracis-33633	137	65	.	.	PUNCT
bracis-33633	138	1	this	this	DET
bracis-33633	138	2	layer	layer	NOUN
bracis-33633	138	3	augments	augment	VERB
bracis-33633	138	4	the	the	DET
bracis-33633	138	5	features	feature	NOUN
bracis-33633	138	6	to	to	ADP
bracis-33633	138	7	a	a	DET
bracis-33633	138	8	higher	high	ADJ
bracis-33633	138	9	dimensionality	dimensionality	NOUN
bracis-33633	138	10	in	in	ADP
bracis-33633	138	11	order	order	NOUN
bracis-33633	138	12	to	to	PART
bracis-33633	138	13	explore	explore	VERB
bracis-33633	138	14	the	the	DET
bracis-33633	138	15	correlations	correlation	NOUN
bracis-33633	138	16	produced	produce	VERB
bracis-33633	138	17	by	by	ADP
bracis-33633	138	18	 	 	SPACE
bracis-33633	138	19	the	the	DET
bracis-33633	138	20	hybrid	hybrid	ADJ
bracis-33633	138	21	blocks	block	NOUN
bracis-33633	138	22	.	.	PUNCT
bracis-33633	139	1	$	$	SYM
bracis-33633	139	2	$	$	SYM
bracis-33633	139	3	\begin{aligned	\begin{aligne	VERB
bracis-33633	139	4	}	}	PUNCT
bracis-33633	139	5	\mathbf	\mathbf	PROPN
bracis-33633	139	6	{	{	PUNCT
bracis-33633	139	7	h_{agg}^{(m	h_{agg}^{(m	PROPN
bracis-33633	139	8	)	)	PUNCT
bracis-33633	139	9	}	}	PUNCT
bracis-33633	139	10	}	}	PUNCT
bracis-33633	139	11	=	=	PUNCT
bracis-33633	139	12	b_5	b_5	NOUN
bracis-33633	139	13	+	+	CCONJ
bracis-33633	139	14	\mathbf	\mathbf	PROPN
bracis-33633	139	15	{	{	PUNCT
bracis-33633	139	16	w_5	w_5	NOUN
bracis-33633	139	17	}	}	PUNCT
bracis-33633	139	18	y'_{m},\	y'_{m},\	PROPN
bracis-33633	139	19	;	;	PUNCT
bracis-33633	139	20	m	m	VERB
bracis-33633	139	21	\in	\in	PROPN
bracis-33633	139	22	\{1	\{1	PROPN
bracis-33633	139	23	,	,	PUNCT
bracis-33633	139	24	2\	2\	NUM
bracis-33633	139	25	}	}	PUNCT
bracis-33633	139	26	\end{aligned}$$	\end{aligned}$$	X
bracis-33633	139	27	(	(	PUNCT
bracis-33633	139	28	6	6	NUM
bracis-33633	139	29	)	)	PUNCT
bracis-33633	139	30	after	after	ADP
bracis-33633	139	31	augmenting	augment	VERB
bracis-33633	139	32	the	the	DET
bracis-33633	139	33	dimensionality	dimensionality	NOUN
bracis-33633	139	34	of	of	ADP
bracis-33633	139	35	the	the	DET
bracis-33633	139	36	hybrid	hybrid	ADJ
bracis-33633	139	37	output	output	NOUN
bracis-33633	139	38	features	feature	VERB
bracis-33633	139	39	with	with	ADP
bracis-33633	139	40	a	a	DET
bracis-33633	139	41	feedforward	feedforward	ADJ
bracis-33633	139	42	layer	layer	NOUN
bracis-33633	139	43	,	,	PUNCT
bracis-33633	139	44	we	we	PRON
bracis-33633	139	45	have	have	VERB
bracis-33633	139	46	\(h_{agg}^{(1)}\	\(h_{agg}^{(1)}\	PROPN
bracis-33633	139	47	)	)	PUNCT
bracis-33633	139	48	 	 	SPACE
bracis-33633	139	49	and	and	CCONJ
bracis-33633	139	50	\(h_{agg}^{(2)}\	\(h_{agg}^{(2)}\	NOUN
bracis-33633	139	51	)	)	PUNCT
bracis-33633	139	52	being	be	AUX
bracis-33633	139	53	the	the	DET
bracis-33633	139	54	representation	representation	NOUN
bracis-33633	139	55	of	of	ADP
bracis-33633	139	56	the	the	DET
bracis-33633	139	57	sets	set	NOUN
bracis-33633	139	58	\(y'_1\	\(y'_1\	NOUN
bracis-33633	139	59	)	)	PUNCT
bracis-33633	139	60	 	 	SPACE
bracis-33633	139	61	and	and	CCONJ
bracis-33633	139	62	\(y'_2\	\(y'_2\	PROPN
bracis-33633	139	63	)	)	PUNCT
bracis-33633	139	64	,	,	PUNCT
bracis-33633	139	65	respectively	respectively	ADV
bracis-33633	139	66	.	.	PUNCT
bracis-33633	140	1	subsequently	subsequently	ADV
bracis-33633	140	2	,	,	PUNCT
bracis-33633	140	3	the	the	DET
bracis-33633	140	4	attention	attention	NOUN
bracis-33633	140	5	mechanism	mechanism	NOUN
bracis-33633	140	6	[	[	X
bracis-33633	140	7	22	22	NUM
bracis-33633	140	8	]	]	PUNCT
bracis-33633	140	9	is	be	AUX
bracis-33633	140	10	introduced	introduce	VERB
bracis-33633	140	11	to	to	ADP
bracis-33633	140	12	importance	importance	NOUN
bracis-33633	140	13	weighting	weighting	NOUN
bracis-33633	140	14	 	 	SPACE
bracis-33633	140	15	of	of	ADP
bracis-33633	140	16	joint	joint	ADJ
bracis-33633	140	17	individual	individual	ADJ
bracis-33633	140	18	and	and	CCONJ
bracis-33633	140	19	collective	collective	ADJ
bracis-33633	140	20	features	feature	NOUN
bracis-33633	140	21	denoted	denote	VERB
bracis-33633	140	22	by	by	ADP
bracis-33633	140	23	\(x	\(x	NOUN
bracis-33633	140	24	'	'	PUNCT
bracis-33633	140	25	=	=	SYM
bracis-33633	140	26	h_{agg}^{(1	h_{agg}^{(1	PROPN
bracis-33633	140	27	)	)	PUNCT
bracis-33633	140	28	}	}	PUNCT
bracis-33633	141	1	\vert	\vert	PROPN
bracis-33633	141	2	h_{agg}^{(2)}\	h_{agg}^{(2)}\	PROPN
bracis-33633	141	3	)	)	PUNCT
bracis-33633	141	4	.	.	PUNCT
bracis-33633	142	1	therefore	therefore	ADV
bracis-33633	142	2	,	,	PUNCT
bracis-33633	142	3	the	the	DET
bracis-33633	142	4	key	key	ADJ
bracis-33633	142	5	,	,	PUNCT
bracis-33633	142	6	query	query	NOUN
bracis-33633	142	7	,	,	PUNCT
bracis-33633	142	8	 	 	SPACE
bracis-33633	142	9	and	and	CCONJ
bracis-33633	142	10	value	value	NOUN
bracis-33633	142	11	matrices	matrix	NOUN
bracis-33633	142	12	are	be	AUX
bracis-33633	142	13	defined	define	VERB
bracis-33633	142	14	as	as	ADP
bracis-33633	142	15	\(k	\(k	NOUN
bracis-33633	142	16	=	=	SYM
bracis-33633	142	17	x	x	NOUN
bracis-33633	142	18	'	'	PUNCT
bracis-33633	142	19	w_{x'}^{(1)}\	w_{x'}^{(1)}\	NOUN
bracis-33633	142	20	)	)	PUNCT
bracis-33633	142	21	,	,	PUNCT
bracis-33633	142	22	\(q	\(q	X
bracis-33633	142	23	=	=	PUNCT
bracis-33633	142	24	x	x	X
bracis-33633	142	25	'	'	PUNCT
bracis-33633	142	26	w_{x'}^{(2)}\	w_{x'}^{(2)}\	NOUN
bracis-33633	142	27	)	)	PUNCT
bracis-33633	142	28	e	e	NOUN
bracis-33633	142	29	\(v	\(v	NOUN
bracis-33633	142	30	=	=	NOUN
bracis-33633	142	31	x	x	NOUN
bracis-33633	142	32	'	'	PART
bracis-33633	142	33	w_{x'}^{(3)}\	w_{x'}^{(3)}\	NOUN
bracis-33633	142	34	)	)	PUNCT
bracis-33633	142	35	,	,	PUNCT
bracis-33633	142	36	obtaining	obtain	VERB
bracis-33633	142	37	the	the	DET
bracis-33633	142	38	output	output	NOUN
bracis-33633	142	39	\(\mathbf	\(\mathbf	VERB
bracis-33633	142	40	{	{	PUNCT
bracis-33633	142	41	h_{att	h_{att	NOUN
bracis-33633	142	42	}	}	PUNCT
bracis-33633	142	43	}	}	PUNCT
bracis-33633	142	44	=	=	SYM
bracis-33633	142	45	softmax(\dfrac{qk^t}{\sqrt{d}}v)\	softmax(\dfrac{qk^t}{\sqrt{d}}v)\	NOUN
bracis-33633	142	46	)	)	PUNCT
bracis-33633	142	47	.	.	PUNCT
bracis-33633	143	1	finally	finally	ADV
bracis-33633	143	2	,	,	PUNCT
bracis-33633	143	3	for	for	ADP
bracis-33633	143	4	the	the	DET
bracis-33633	143	5	latter	latter	ADJ
bracis-33633	143	6	aggregation	aggregation	NOUN
bracis-33633	143	7	step	step	NOUN
bracis-33633	143	8	,	,	PUNCT
bracis-33633	143	9	represented	represent	VERB
bracis-33633	143	10	by	by	ADP
bracis-33633	143	11	the	the	DET
bracis-33633	143	12	 	 	SPACE
bracis-33633	143	13	last	last	ADJ
bracis-33633	143	14	mlp	mlp	NOUN
bracis-33633	143	15	block	block	NOUN
bracis-33633	143	16	in	in	ADP
bracis-33633	143	17	fig	fig	NOUN
bracis-33633	143	18	.	.	PUNCT
bracis-33633	143	19	 	 	SPACE
bracis-33633	143	20	2	2	NUM
bracis-33633	143	21	,	,	PUNCT
bracis-33633	143	22	the	the	DET
bracis-33633	143	23	input	input	NOUN
bracis-33633	143	24	consists	consist	VERB
bracis-33633	143	25	of	of	ADP
bracis-33633	143	26	 	 	SPACE
bracis-33633	143	27	a	a	DET
bracis-33633	143	28	skip	skip	ADJ
bracis-33633	143	29	connection	connection	NOUN
bracis-33633	143	30	[	[	X
bracis-33633	143	31	10	10	NUM
bracis-33633	143	32	]	]	PUNCT
bracis-33633	143	33	to	to	PART
bracis-33633	143	34	prevent	prevent	VERB
bracis-33633	143	35	overfitting	overfitting	NOUN
bracis-33633	143	36	,	,	PUNCT
bracis-33633	143	37	given	give	VERB
bracis-33633	143	38	 	 	SPACE
bracis-33633	143	39	by	by	ADP
bracis-33633	143	40	the	the	DET
bracis-33633	143	41	concatenation	concatenation	NOUN
bracis-33633	143	42	\(x	\(x	NOUN
bracis-33633	143	43	''	''	PUNCT
bracis-33633	144	1	=	=	SYM
bracis-33633	144	2	y'_1	y'_1	PROPN
bracis-33633	145	1	\vert	\vert	PROPN
bracis-33633	145	2	y'_2	y'_2	PROPN
bracis-33633	146	1	\vert	\vert	PROPN
bracis-33633	146	2	\mathbf	\mathbf	PROPN
bracis-33633	146	3	{	{	PUNCT
bracis-33633	146	4	h_{att}}\	h_{att}}\	PROPN
bracis-33633	146	5	)	)	PUNCT
bracis-33633	146	6	.	.	PUNCT
bracis-33633	147	1	hence	hence	ADV
bracis-33633	147	2	,	,	PUNCT
bracis-33633	147	3	to	to	PART
bracis-33633	147	4	correlate	correlate	VERB
bracis-33633	147	5	each	each	DET
bracis-33633	147	6	feature	feature	NOUN
bracis-33633	147	7	extracted	extract	VERB
bracis-33633	147	8	through	through	ADP
bracis-33633	147	9	the	the	DET
bracis-33633	147	10	havana	havana	PROPN
bracis-33633	147	11	learning	learning	PROPN
bracis-33633	147	12	process	process	NOUN
bracis-33633	147	13	,	,	PUNCT
bracis-33633	147	14	the	the	DET
bracis-33633	147	15	input	input	NOUN
bracis-33633	147	16	vector	vector	NOUN
bracis-33633	147	17	\(x''\	\(x''\	PROPN
bracis-33633	147	18	)	)	PUNCT
bracis-33633	147	19	is	be	AUX
bracis-33633	147	20	the	the	DET
bracis-33633	147	21	input	input	NOUN
bracis-33633	147	22	to	to	ADP
bracis-33633	147	23	the	the	DET
bracis-33633	147	24	feedforward	feedforward	NOUN
bracis-33633	147	25	layer	layer	NOUN
bracis-33633	147	26	\(\mathbf	\(\mathbf	VERB
bracis-33633	147	27	{	{	PUNCT
bracis-33633	147	28	h_{out	h_{out	NOUN
bracis-33633	147	29	}	}	PUNCT
bracis-33633	147	30	}	}	PUNCT
bracis-33633	147	31	=	=	PUNCT
bracis-33633	147	32	relu(b_6	relu(b_6	PROPN
bracis-33633	147	33	+	+	CCONJ
bracis-33633	147	34	\mathbf	\mathbf	PROPN
bracis-33633	147	35	{	{	PUNCT
bracis-33633	147	36	w_6	w_6	NOUN
bracis-33633	147	37	}	}	PUNCT
bracis-33633	147	38	x'')\	x'')\	NUM
bracis-33633	147	39	)	)	PUNCT
bracis-33633	147	40	,	,	PUNCT
bracis-33633	147	41	 	 	SPACE
bracis-33633	147	42	which	which	PRON
bracis-33633	147	43	represents	represent	VERB
bracis-33633	147	44	the	the	DET
bracis-33633	147	45	final	final	ADJ
bracis-33633	147	46	output	output	NOUN
bracis-33633	147	47	of	of	ADP
bracis-33633	147	48	the	the	DET
bracis-33633	147	49	model	model	NOUN
bracis-33633	147	50	.	.	PUNCT
bracis-33633	148	1	4.1	4.1	NUM
bracis-33633	148	2	loss	loss	NOUN
bracis-33633	148	3	function	function	NOUN
bracis-33633	148	4	the	the	DET
bracis-33633	148	5	cross	cross	ADJ
bracis-33633	148	6	-	-	ADJ
bracis-33633	148	7	entropy	entropy	ADJ
bracis-33633	148	8	loss	loss	NOUN
bracis-33633	148	9	function	function	NOUN
bracis-33633	148	10	was	be	AUX
bracis-33633	148	11	used	use	VERB
bracis-33633	148	12	to	to	PART
bracis-33633	148	13	measure	measure	VERB
bracis-33633	148	14	the	the	DET
bracis-33633	148	15	 	 	SPACE
bracis-33633	148	16	error	error	NOUN
bracis-33633	148	17	between	between	ADP
bracis-33633	148	18	the	the	DET
bracis-33633	148	19	observed	observe	VERB
bracis-33633	148	20	and	and	CCONJ
bracis-33633	148	21	predicted	predict	VERB
bracis-33633	148	22	values	value	NOUN
bracis-33633	148	23	,	,	PUNCT
bracis-33633	148	24	which	which	PRON
bracis-33633	148	25	relates	relate	VERB
bracis-33633	148	26	the	the	DET
bracis-33633	148	27	vector	vector	NOUN
bracis-33633	148	28	\(h_{out}\	\(h_{out}\	NOUN
bracis-33633	148	29	)	)	PUNCT
bracis-33633	148	30	and	and	CCONJ
bracis-33633	148	31	the	the	DET
bracis-33633	148	32	point	point	NOUN
bracis-33633	148	33	of	of	ADP
bracis-33633	148	34	interest	interest	NOUN
bracis-33633	148	35	labels	label	NOUN
bracis-33633	148	36	contained	contain	VERB
bracis-33633	148	37	in	in	ADP
bracis-33633	148	38	the	the	DET
bracis-33633	148	39	dataset	dataset	NOUN
bracis-33633	148	40	.	.	PUNCT
bracis-33633	149	1	therefore	therefore	ADV
bracis-33633	149	2	,	,	PUNCT
bracis-33633	149	3	a	a	DET
bracis-33633	149	4	softmax	softmax	NOUN
bracis-33633	149	5	is	be	AUX
bracis-33633	149	6	applied	apply	VERB
bracis-33633	149	7	for	for	SCONJ
bracis-33633	149	8	the	the	DET
bracis-33633	149	9	output	output	NOUN
bracis-33633	149	10	feature	feature	NOUN
bracis-33633	149	11	set	set	VERB
bracis-33633	149	12	 	 	SPACE
bracis-33633	149	13	as	as	SCONJ
bracis-33633	149	14	follows	follow	VERB
bracis-33633	149	15	:	:	PUNCT
bracis-33633	149	16	\(\hat{y	\(\hat{y	ADJ
bracis-33633	149	17	}	}	PUNCT
bracis-33633	149	18	=	=	SYM
bracis-33633	149	19	\frac{\exp	\frac{\exp	NOUN
bracis-33633	149	20	(	(	PUNCT
bracis-33633	149	21	\textbf{h}_{\textbf{out}_{i}})}{\sum	\textbf{h}_{\textbf{out}_{i}})}{\sum	NOUN
bracis-33633	150	1	_	_	PRON
bracis-33633	150	2	i^d	i^d	PROPN
bracis-33633	150	3	\textbf{h}_{\textbf{out}_{i}}}\	\textbf{h}_{\textbf{out}_{i}}}\	PROPN
bracis-33633	150	4	)	)	PUNCT
bracis-33633	150	5	,	,	PUNCT
bracis-33633	150	6	where	where	SCONJ
bracis-33633	150	7	d	d	NOUN
bracis-33633	150	8	is	be	AUX
bracis-33633	150	9	the	the	DET
bracis-33633	150	10	dimensionality	dimensionality	NOUN
bracis-33633	150	11	of	of	ADP
bracis-33633	150	12	output	output	NOUN
bracis-33633	150	13	features	feature	NOUN
bracis-33633	150	14	.	.	PUNCT
bracis-33633	151	1	hence	hence	ADV
bracis-33633	151	2	,	,	PUNCT
bracis-33633	151	3	the	the	DET
bracis-33633	151	4	loss	loss	NOUN
bracis-33633	151	5	function	function	NOUN
bracis-33633	151	6	is	be	AUX
bracis-33633	151	7	represented	represent	VERB
bracis-33633	151	8	by	by	ADP
bracis-33633	151	9	\(l(y	\(l(y	PROPN
bracis-33633	151	10	,	,	PUNCT
bracis-33633	151	11	\hat{y	\hat{y	NOUN
bracis-33633	151	12	}	}	PUNCT
bracis-33633	151	13	)	)	PUNCT
bracis-33633	152	1	=	=	PUNCT
bracis-33633	153	1	-\sum	-\sum	NOUN
bracis-33633	153	2	_	_	PUNCT
bracis-33633	153	3	i	i	PRON
bracis-33633	153	4	p(x_i	p(x_i	VERB
bracis-33633	153	5	)	)	PUNCT
bracis-33633	153	6	\log	\log	PROPN
bracis-33633	153	7	(	(	PUNCT
bracis-33633	153	8	\hat{y})\	\hat{y})\	NOUN
bracis-33633	153	9	)	)	PUNCT
bracis-33633	153	10	,	,	PUNCT
bracis-33633	153	11	where	where	SCONJ
bracis-33633	153	12	\(p(x_i)\	\(p(x_i)\	NOUN
bracis-33633	153	13	)	)	PUNCT
bracis-33633	153	14	is	be	AUX
bracis-33633	153	15	the	the	DET
bracis-33633	153	16	target	target	NOUN
bracis-33633	153	17	probability	probability	NOUN
bracis-33633	153	18	distribution	distribution	NOUN
bracis-33633	153	19	.	.	PUNCT
bracis-33633	154	1	note	note	VERB
bracis-33633	154	2	that	that	SCONJ
bracis-33633	154	3	the	the	DET
bracis-33633	154	4	distribution	distribution	NOUN
bracis-33633	154	5	is	be	AUX
bracis-33633	154	6	a	a	DET
bracis-33633	154	7	one	one	NUM
bracis-33633	154	8	-	-	PUNCT
bracis-33633	154	9	hot	hot	ADJ
bracis-33633	154	10	encoding	encoding	NOUN
bracis-33633	154	11	,	,	PUNCT
bracis-33633	154	12	given	give	VERB
bracis-33633	154	13	k	k	PROPN
bracis-33633	154	14	categories	category	NOUN
bracis-33633	154	15	.	.	PUNCT
bracis-33633	155	1	5	5	NUM
bracis-33633	155	2	experiments	experiment	NOUN
bracis-33633	155	3	and	and	CCONJ
bracis-33633	155	4	 	 	SPACE
bracis-33633	155	5	results	result	NOUN
bracis-33633	155	6	in	in	ADP
bracis-33633	155	7	this	this	DET
bracis-33633	155	8	section	section	NOUN
bracis-33633	155	9	,	,	PUNCT
bracis-33633	155	10	the	the	DET
bracis-33633	155	11	method	method	NOUN
bracis-33633	155	12	proposed	propose	VERB
bracis-33633	155	13	,	,	PUNCT
bracis-33633	155	14	havana	havana	PROPN
bracis-33633	155	15	,	,	PUNCT
bracis-33633	155	16	is	be	AUX
bracis-33633	155	17	compared	compare	VERB
bracis-33633	155	18	to	to	ADP
bracis-33633	155	19	 	 	SPACE
bracis-33633	155	20	three	three	NUM
bracis-33633	155	21	state	state	NOUN
bracis-33633	155	22	-	-	PUNCT
bracis-33633	155	23	of	of	ADP
bracis-33633	155	24	-	-	PUNCT
bracis-33633	155	25	the	the	DET
bracis-33633	155	26	-	-	PUNCT
bracis-33633	155	27	art	art	NOUN
bracis-33633	155	28	models	model	NOUN
bracis-33633	155	29	:	:	PUNCT
bracis-33633	155	30	k	k	X
bracis-33633	155	31	-	-	PUNCT
bracis-33633	155	32	fn	fn	NOUN
bracis-33633	155	33	[	[	X
bracis-33633	155	34	18	18	NUM
bracis-33633	155	35	]	]	PUNCT
bracis-33633	155	36	,	,	PUNCT
bracis-33633	155	37	stpa	stpa	PROPN
bracis-33633	155	38	–	–	PUNCT
bracis-33633	155	39	 	 	SPACE
bracis-33633	155	40	a	a	DET
bracis-33633	155	41	spatial	spatial	ADJ
bracis-33633	155	42	component	component	NOUN
bracis-33633	155	43	of	of	ADP
bracis-33633	155	44	[	[	X
bracis-33633	155	45	30	30	NUM
bracis-33633	155	46	]	]	PUNCT
bracis-33633	155	47	–	–	PUNCT
bracis-33633	155	48	,	,	PUNCT
bracis-33633	155	49	and	and	CCONJ
bracis-33633	155	50	pgc	pgc	PROPN
bracis-33633	155	51	-	-	PUNCT
bracis-33633	155	52	nn	nn	NOUN
bracis-33633	156	1	[	[	X
bracis-33633	156	2	3	3	NUM
bracis-33633	156	3	]	]	PUNCT
bracis-33633	156	4	.	.	PUNCT
bracis-33633	157	1	these	these	DET
bracis-33633	157	2	baselines	baseline	NOUN
bracis-33633	157	3	were	be	AUX
bracis-33633	157	4	selected	select	VERB
bracis-33633	157	5	because	because	SCONJ
bracis-33633	157	6	of	of	ADP
bracis-33633	157	7	their	their	PRON
bracis-33633	157	8	methods	method	NOUN
bracis-33633	157	9	’	'	PUNCT
bracis-33633	157	10	reproducibility	reproducibility	NOUN
bracis-33633	157	11	and	and	CCONJ
bracis-33633	157	12	importance	importance	NOUN
bracis-33633	157	13	since	since	SCONJ
bracis-33633	157	14	k	k	PROPN
bracis-33633	157	15	-	-	PUNCT
bracis-33633	157	16	fn	fn	PROPN
bracis-33633	157	17	is	be	AUX
bracis-33633	157	18	 	 	SPACE
bracis-33633	157	19	based	base	VERB
bracis-33633	157	20	on	on	ADP
bracis-33633	157	21	machine	machine	NOUN
bracis-33633	157	22	learning	learning	NOUN
bracis-33633	157	23	while	while	SCONJ
bracis-33633	157	24	stpa	stpa	VERB
bracis-33633	157	25	and	and	CCONJ
bracis-33633	157	26	pgc	pgc	PROPN
bracis-33633	157	27	-	-	PUNCT
bracis-33633	157	28	nn	nn	NOUN
bracis-33633	157	29	stand	stand	NOUN
bracis-33633	157	30	for	for	ADP
bracis-33633	157	31	graph	graph	NOUN
bracis-33633	157	32	neural	neural	ADJ
bracis-33633	157	33	networks	network	NOUN
bracis-33633	157	34	.	.	PUNCT
bracis-33633	158	1	in	in	ADP
bracis-33633	158	2	addition	addition	NOUN
bracis-33633	158	3	to	to	ADP
bracis-33633	158	4	these	these	DET
bracis-33633	158	5	methods	method	NOUN
bracis-33633	158	6	,	,	PUNCT
bracis-33633	158	7	we	we	PRON
bracis-33633	158	8	conducted	conduct	VERB
bracis-33633	158	9	experiments	experiment	NOUN
bracis-33633	158	10	with	with	ADP
bracis-33633	158	11	 	 	SPACE
bracis-33633	158	12	the	the	DET
bracis-33633	158	13	non	non	ADJ
bracis-33633	158	14	-	-	ADJ
bracis-33633	158	15	negative	negative	ADJ
bracis-33633	158	16	matrix	matrix	NOUN
bracis-33633	158	17	factorization	factorization	NOUN
bracis-33633	158	18	method	method	NOUN
bracis-33633	158	19	 	 	SPACE
bracis-33633	158	20	hmrm	hmrm	NOUN
bracis-33633	159	1	[	[	X
bracis-33633	159	2	5	5	NUM
bracis-33633	159	3	]	]	PUNCT
bracis-33633	159	4	,	,	PUNCT
bracis-33633	159	5	which	which	PRON
bracis-33633	159	6	represents	represent	VERB
bracis-33633	159	7	the	the	DET
bracis-33633	159	8	low	low	ADJ
bracis-33633	159	9	-	-	PUNCT
bracis-33633	159	10	rank	rank	NOUN
bracis-33633	159	11	decomposition	decomposition	NOUN
bracis-33633	159	12	matrix	matrix	NOUN
bracis-33633	159	13	theory	theory	NOUN
bracis-33633	159	14	;	;	PUNCT
bracis-33633	159	15	however	however	ADV
bracis-33633	159	16	,	,	PUNCT
bracis-33633	159	17	it	it	PRON
bracis-33633	159	18	runs	run	VERB
bracis-33633	159	19	out	out	ADP
bracis-33633	159	20	of	of	ADP
bracis-33633	159	21	memory	memory	NOUN
bracis-33633	159	22	with	with	ADP
bracis-33633	159	23	the	the	DET
bracis-33633	159	24	two	two	NUM
bracis-33633	159	25	bigger	big	ADJ
bracis-33633	159	26	datasets	dataset	NOUN
bracis-33633	159	27	.	.	PUNCT
bracis-33633	160	1	hmrm	hmrm	PROPN
bracis-33633	160	2	relies	rely	VERB
bracis-33633	160	3	on	on	ADP
bracis-33633	160	4	different	different	ADJ
bracis-33633	160	5	matrix	matrix	NOUN
bracis-33633	160	6	correlating	correlate	VERB
bracis-33633	160	7	places	place	NOUN
bracis-33633	160	8	 	 	SPACE
bracis-33633	160	9	and	and	CCONJ
bracis-33633	160	10	check	check	NOUN
bracis-33633	160	11	-	-	PUNCT
bracis-33633	160	12	ins	in	NOUN
bracis-33633	160	13	leading	lead	VERB
bracis-33633	160	14	to	to	ADP
bracis-33633	160	15	high	high	ADJ
bracis-33633	160	16	memory	memory	NOUN
bracis-33633	160	17	usage	usage	NOUN
bracis-33633	160	18	since	since	SCONJ
bracis-33633	160	19	it	it	PRON
bracis-33633	160	20	follows	follow	VERB
bracis-33633	160	21	 	 	SPACE
bracis-33633	160	22	the	the	DET
bracis-33633	160	23	\(o(|c|\times	\(o(|c|\times	NUM
bracis-33633	160	24	|p|)\	|p|)\	NOUN
bracis-33633	160	25	)	)	PUNCT
bracis-33633	160	26	,	,	PUNCT
bracis-33633	160	27	such	such	ADJ
bracis-33633	160	28	that	that	SCONJ
bracis-33633	160	29	c	c	PROPN
bracis-33633	160	30	is	be	AUX
bracis-33633	160	31	the	the	DET
bracis-33633	160	32	check	check	NOUN
bracis-33633	160	33	-	-	PUNCT
bracis-33633	160	34	ins	in	NOUN
bracis-33633	160	35	set	set	NOUN
bracis-33633	160	36	and	and	CCONJ
bracis-33633	160	37	p	p	X
bracis-33633	160	38	 	 	SPACE
bracis-33633	160	39	is	be	AUX
bracis-33633	160	40	the	the	DET
bracis-33633	160	41	set	set	NOUN
bracis-33633	160	42	of	of	ADP
bracis-33633	160	43	points	point	NOUN
bracis-33633	160	44	of	of	ADP
bracis-33633	160	45	interest	interest	NOUN
bracis-33633	160	46	.	.	PUNCT
bracis-33633	161	1	the	the	DET
bracis-33633	161	2	authors	author	NOUN
bracis-33633	161	3	of	of	ADP
bracis-33633	161	4	hmrm	hmrm	NOUN
bracis-33633	161	5	do	do	AUX
bracis-33633	161	6	not	not	PART
bracis-33633	161	7	conduct	conduct	VERB
bracis-33633	161	8	experiments	experiment	NOUN
bracis-33633	161	9	with	with	ADP
bracis-33633	161	10	this	this	DET
bracis-33633	161	11	volume	volume	NOUN
bracis-33633	161	12	of	of	ADP
bracis-33633	161	13	data	datum	NOUN
bracis-33633	161	14	either	either	ADV
bracis-33633	161	15	.	.	PUNCT
bracis-33633	162	1	therefore	therefore	ADV
bracis-33633	162	2	,	,	PUNCT
bracis-33633	162	3	we	we	PRON
bracis-33633	162	4	do	do	AUX
bracis-33633	162	5	 	 	SPACE
bracis-33633	162	6	not	not	PART
bracis-33633	162	7	include	include	VERB
bracis-33633	162	8	the	the	DET
bracis-33633	162	9	results	result	NOUN
bracis-33633	162	10	for	for	ADP
bracis-33633	162	11	hmrm	hmrm	NOUN
bracis-33633	162	12	.	.	PUNCT
bracis-33633	163	1	furthermore	furthermore	ADV
bracis-33633	163	2	,	,	PUNCT
bracis-33633	163	3	this	this	DET
bracis-33633	163	4	section	section	NOUN
bracis-33633	163	5	addresses	address	VERB
bracis-33633	163	6	the	the	DET
bracis-33633	163	7	ablation	ablation	NOUN
bracis-33633	163	8	study	study	NOUN
bracis-33633	163	9	,	,	PUNCT
bracis-33633	163	10	aiming	aim	VERB
bracis-33633	163	11	 	 	SPACE
bracis-33633	163	12	at	at	ADP
bracis-33633	163	13	exploring	explore	VERB
bracis-33633	163	14	thoroughly	thoroughly	ADV
bracis-33633	163	15	each	each	DET
bracis-33633	163	16	module	module	NOUN
bracis-33633	163	17	of	of	ADP
bracis-33633	163	18	the	the	DET
bracis-33633	163	19	method	method	NOUN
bracis-33633	163	20	proposed	propose	VERB
bracis-33633	163	21	,	,	PUNCT
bracis-33633	163	22	 	 	SPACE
bracis-33633	163	23	and	and	CCONJ
bracis-33633	163	24	analyzing	analyze	VERB
bracis-33633	163	25	the	the	DET
bracis-33633	163	26	performance	performance	NOUN
bracis-33633	163	27	when	when	SCONJ
bracis-33633	163	28	removing	remove	VERB
bracis-33633	163	29	some	some	PRON
bracis-33633	163	30	of	of	ADP
bracis-33633	163	31	them	they	PRON
bracis-33633	163	32	.	.	PUNCT
bracis-33633	164	1	thus	thus	ADV
bracis-33633	164	2	,	,	PUNCT
bracis-33633	164	3	 	 	SPACE
bracis-33633	164	4	this	this	DET
bracis-33633	164	5	study	study	NOUN
bracis-33633	164	6	focuses	focus	VERB
bracis-33633	164	7	on	on	ADP
bracis-33633	164	8	explaining	explain	VERB
bracis-33633	164	9	the	the	DET
bracis-33633	164	10	contribution	contribution	NOUN
bracis-33633	164	11	to	to	ADP
bracis-33633	164	12	the	the	DET
bracis-33633	164	13	learning	learning	NOUN
bracis-33633	164	14	of	of	ADP
bracis-33633	164	15	 	 	SPACE
bracis-33633	164	16	each	each	DET
bracis-33633	164	17	havana	havana	PROPN
bracis-33633	164	18	module	module	NOUN
bracis-33633	164	19	.	.	PUNCT
bracis-33633	165	1	5.1	5.1	NUM
bracis-33633	165	2	data	datum	NOUN
bracis-33633	165	3	and	and	CCONJ
bracis-33633	165	4	 	 	SPACE
bracis-33633	165	5	test	test	NOUN
bracis-33633	165	6	environment	environment	NOUN
bracis-33633	165	7	considering	consider	VERB
bracis-33633	165	8	various	various	ADJ
bracis-33633	165	9	location	location	NOUN
bracis-33633	165	10	-	-	PUNCT
bracis-33633	165	11	based	base	VERB
bracis-33633	165	12	social	social	ADJ
bracis-33633	165	13	data	datum	NOUN
bracis-33633	165	14	publicly	publicly	ADV
bracis-33633	165	15	available	available	ADJ
bracis-33633	165	16	,	,	PUNCT
bracis-33633	165	17	the	the	DET
bracis-33633	165	18	gowalla	gowalla	NOUN
bracis-33633	165	19	dataset	dataset	VERB
bracis-33633	166	1	[	[	X
bracis-33633	166	2	6	6	NUM
bracis-33633	166	3	]	]	PUNCT
bracis-33633	166	4	was	be	AUX
bracis-33633	166	5	chosen	choose	VERB
bracis-33633	166	6	 	 	SPACE
bracis-33633	166	7	to	to	PART
bracis-33633	166	8	compare	compare	VERB
bracis-33633	166	9	the	the	DET
bracis-33633	166	10	havana	havana	PROPN
bracis-33633	166	11	with	with	ADP
bracis-33633	166	12	state	state	NOUN
bracis-33633	166	13	-	-	PUNCT
bracis-33633	166	14	of	of	ADP
bracis-33633	166	15	-	-	PUNCT
bracis-33633	166	16	the	the	DET
bracis-33633	166	17	-	-	PUNCT
bracis-33633	166	18	art	art	NOUN
bracis-33633	166	19	methods	method	NOUN
bracis-33633	166	20	.	.	PUNCT
bracis-33633	167	1	this	this	DET
bracis-33633	167	2	dataset	dataset	NOUN
bracis-33633	167	3	 	 	SPACE
bracis-33633	167	4	is	be	AUX
bracis-33633	167	5	widely	widely	ADV
bracis-33633	167	6	recognized	recognize	VERB
bracis-33633	167	7	and	and	CCONJ
bracis-33633	167	8	has	have	AUX
bracis-33633	167	9	been	be	AUX
bracis-33633	167	10	used	use	VERB
bracis-33633	167	11	in	in	ADP
bracis-33633	167	12	different	different	ADJ
bracis-33633	167	13	experiments	experiment	NOUN
bracis-33633	167	14	.	.	PUNCT
bracis-33633	167	15	 	 	SPACE
bracis-33633	168	1	we	we	PRON
bracis-33633	168	2	selected	select	VERB
bracis-33633	168	3	three	three	NUM
bracis-33633	168	4	states	state	NOUN
bracis-33633	168	5	of	of	ADP
bracis-33633	168	6	the	the	DET
bracis-33633	168	7	united	united	PROPN
bracis-33633	168	8	states	states	PROPN
bracis-33633	168	9	that	that	PRON
bracis-33633	168	10	have	have	VERB
bracis-33633	168	11	the	the	DET
bracis-33633	168	12	most	most	ADJ
bracis-33633	168	13	number	number	NOUN
bracis-33633	168	14	of	of	ADP
bracis-33633	168	15	check	check	NOUN
bracis-33633	168	16	-	-	PUNCT
bracis-33633	168	17	ins	in	NOUN
bracis-33633	168	18	:	:	PUNCT
bracis-33633	168	19	florida	florida	PROPN
bracis-33633	168	20	,	,	PUNCT
bracis-33633	168	21	california	california	PROPN
bracis-33633	168	22	,	,	PUNCT
bracis-33633	168	23	and	and	CCONJ
bracis-33633	168	24	texas	texas	PROPN
bracis-33633	168	25	,	,	PUNCT
bracis-33633	168	26	with	with	ADP
bracis-33633	168	27	859	859	NUM
bracis-33633	168	28	,	,	PUNCT
bracis-33633	168	29	 	 	SPACE
bracis-33633	168	30	984	984	NUM
bracis-33633	168	31	,	,	PUNCT
bracis-33633	168	32	2	2	NUM
bracis-33633	168	33	,	,	PUNCT
bracis-33633	168	34	 	 	SPACE
bracis-33633	168	35	249	249	NUM
bracis-33633	168	36	,	,	PUNCT
bracis-33633	168	37	 	 	SPACE
bracis-33633	168	38	070	070	NUM
bracis-33633	168	39	,	,	PUNCT
bracis-33633	168	40	and	and	CCONJ
bracis-33633	168	41	3	3	NUM
bracis-33633	168	42	,	,	PUNCT
bracis-33633	168	43	 	 	SPACE
bracis-33633	168	44	061	061	NUM
bracis-33633	168	45	,	,	PUNCT
bracis-33633	168	46	 	 	SPACE
bracis-33633	168	47	324	324	NUM
bracis-33633	168	48	records	record	NOUN
bracis-33633	168	49	,	,	PUNCT
bracis-33633	168	50	respectively	respectively	ADV
bracis-33633	168	51	.	.	PUNCT
bracis-33633	169	1	table	table	NOUN
bracis-33633	169	2	 	 	SPACE
bracis-33633	169	3	1	1	NUM
bracis-33633	169	4	shows	show	VERB
bracis-33633	169	5	the	the	DET
bracis-33633	169	6	statistics	statistic	NOUN
bracis-33633	169	7	of	of	ADP
bracis-33633	169	8	the	the	DET
bracis-33633	169	9	 	 	SPACE
bracis-33633	169	10	three	three	NUM
bracis-33633	169	11	datasets	dataset	NOUN
bracis-33633	169	12	.	.	PUNCT
bracis-33633	170	1	table	table	NOUN
bracis-33633	170	2	1	1	NUM
bracis-33633	170	3	.	.	PUNCT
bracis-33633	171	1	total	total	NOUN
bracis-33633	171	2	of	of	ADP
bracis-33633	171	3	check	check	NOUN
bracis-33633	171	4	-	-	PUNCT
bracis-33633	171	5	ins	in	NOUN
bracis-33633	171	6	,	,	PUNCT
bracis-33633	171	7	points	point	NOUN
bracis-33633	171	8	of	of	ADP
bracis-33633	171	9	interests	interest	NOUN
bracis-33633	171	10	,	,	PUNCT
bracis-33633	171	11	 	 	SPACE
bracis-33633	171	12	and	and	CCONJ
bracis-33633	171	13	users	user	NOUN
bracis-33633	171	14	of	of	ADP
bracis-33633	171	15	each	each	DET
bracis-33633	171	16	state	state	NOUN
bracis-33633	171	17	utilized	utilize	VERB
bracis-33633	171	18	for	for	ADP
bracis-33633	171	19	experiments.full	experiments.full	NUM
bracis-33633	171	20	size	size	NOUN
bracis-33633	171	21	table	table	NOUN
bracis-33633	171	22	the	the	DET
bracis-33633	171	23	experiments	experiment	NOUN
bracis-33633	171	24	were	be	AUX
bracis-33633	171	25	conducted	conduct	VERB
bracis-33633	171	26	on	on	ADP
bracis-33633	171	27	google	google	PROPN
bracis-33633	171	28	colab	colab	PROPN
bracis-33633	171	29	,	,	PUNCT
bracis-33633	171	30	with	with	ADP
bracis-33633	171	31	the	the	DET
bracis-33633	171	32	following	follow	VERB
bracis-33633	171	33	specification	specification	NOUN
bracis-33633	171	34	:	:	PUNCT
bracis-33633	171	35	intel	intel	PROPN
bracis-33633	171	36	(	(	PUNCT
bracis-33633	171	37	r	r	NOUN
bracis-33633	171	38	)	)	PUNCT
bracis-33633	171	39	xeon	xeon	NOUN
bracis-33633	172	1	(	(	PUNCT
bracis-33633	172	2	r	r	NOUN
bracis-33633	172	3	)	)	PUNCT
bracis-33633	172	4	(	(	PUNCT
bracis-33633	172	5	8	8	NUM
bracis-33633	172	6	cores	core	NOUN
bracis-33633	172	7	,	,	PUNCT
bracis-33633	172	8	56	56	NUM
bracis-33633	172	9	m	m	NOUN
bracis-33633	172	10	cache	cache	NOUN
bracis-33633	172	11	and	and	CCONJ
bracis-33633	172	12	2.2ghz	2.2ghz	NUM
bracis-33633	172	13	)	)	PUNCT
bracis-33633	172	14	with	with	ADP
bracis-33633	172	15	51	51	NUM
bracis-33633	172	16	gb	gb	NOUN
bracis-33633	172	17	ram	ram	NOUN
bracis-33633	172	18	.	.	PUNCT
bracis-33633	173	1	the	the	DET
bracis-33633	173	2	havana	havana	PROPN
bracis-33633	173	3	was	be	AUX
bracis-33633	173	4	developed	develop	VERB
bracis-33633	173	5	using	use	VERB
bracis-33633	173	6	the	the	DET
bracis-33633	173	7	spektral	spektral	ADJ
bracis-33633	173	8	libraryfootnote	libraryfootnote	ADJ
bracis-33633	173	9	2	2	NUM
bracis-33633	173	10	 	 	SPACE
bracis-33633	173	11	and	and	CCONJ
bracis-33633	173	12	tensorflow	tensorflow	NOUN
bracis-33633	173	13	2.14	2.14	NUM
bracis-33633	173	14	.	.	PUNCT
bracis-33633	174	1	5.2	5.2	NUM
bracis-33633	174	2	results	result	NOUN
bracis-33633	174	3	figures	figure	NOUN
bracis-33633	174	4	 	 	SPACE
bracis-33633	174	5	3	3	NUM
bracis-33633	174	6	,	,	PUNCT
bracis-33633	174	7	4	4	NUM
bracis-33633	174	8	,	,	PUNCT
bracis-33633	174	9	and	and	CCONJ
bracis-33633	174	10	5	5	NUM
bracis-33633	174	11	present	present	VERB
bracis-33633	174	12	the	the	DET
bracis-33633	174	13	f1	f1	NOUN
bracis-33633	174	14	-	-	PUNCT
bracis-33633	174	15	score	score	NOUN
bracis-33633	174	16	,	,	PUNCT
bracis-33633	174	17	weighted	weight	VERB
bracis-33633	174	18	average	average	ADJ
bracis-33633	174	19	f1	f1	NOUN
bracis-33633	174	20	-	-	PUNCT
bracis-33633	174	21	score	score	NOUN
bracis-33633	174	22	and	and	CCONJ
bracis-33633	174	23	accuracy	accuracy	NOUN
bracis-33633	174	24	for	for	ADP
bracis-33633	174	25	 	 	SPACE
bracis-33633	174	26	the	the	DET
bracis-33633	174	27	datasets	dataset	NOUN
bracis-33633	174	28	of	of	ADP
bracis-33633	174	29	florida	florida	PROPN
bracis-33633	174	30	,	,	PUNCT
bracis-33633	174	31	california	california	PROPN
bracis-33633	174	32	,	,	PUNCT
bracis-33633	174	33	and	and	CCONJ
bracis-33633	174	34	texas	texas	PROPN
bracis-33633	174	35	,	,	PUNCT
bracis-33633	174	36	respectively	respectively	ADV
bracis-33633	174	37	.	.	PUNCT
bracis-33633	174	38	 	 	SPACE
bracis-33633	174	39	in	in	ADP
bracis-33633	174	40	general	general	ADJ
bracis-33633	174	41	,	,	PUNCT
bracis-33633	174	42	the	the	DET
bracis-33633	174	43	results	result	NOUN
bracis-33633	174	44	reveal	reveal	VERB
bracis-33633	174	45	that	that	SCONJ
bracis-33633	174	46	havana	havana	PROPN
bracis-33633	174	47	outperforms	outperform	VERB
bracis-33633	174	48	all	all	DET
bracis-33633	174	49	metrics	metric	NOUN
bracis-33633	174	50	presented	present	VERB
bracis-33633	174	51	,	,	PUNCT
bracis-33633	174	52	highlighting	highlight	VERB
bracis-33633	174	53	the	the	DET
bracis-33633	174	54	improvement	improvement	NOUN
bracis-33633	174	55	in	in	ADP
bracis-33633	174	56	the	the	DET
bracis-33633	174	57	average	average	ADJ
bracis-33633	174	58	f1	f1	NOUN
bracis-33633	174	59	-	-	PUNCT
bracis-33633	174	60	score	score	NOUN
bracis-33633	174	61	.	.	PUNCT
bracis-33633	175	1	specifically	specifically	ADV
bracis-33633	175	2	,	,	PUNCT
bracis-33633	175	3	it	it	PRON
bracis-33633	175	4	is	be	AUX
bracis-33633	175	5	notable	notable	ADJ
bracis-33633	175	6	the	the	DET
bracis-33633	175	7	performance	performance	NOUN
bracis-33633	175	8	in	in	ADP
bracis-33633	175	9	florida	florida	PROPN
bracis-33633	175	10	that	that	PRON
bracis-33633	175	11	presents	present	VERB
bracis-33633	175	12	a	a	DET
bracis-33633	175	13	25.05	25.05	NUM
bracis-33633	175	14	%	%	NOUN
bracis-33633	175	15	improvement	improvement	NOUN
bracis-33633	175	16	on	on	ADP
bracis-33633	175	17	average	average	ADJ
bracis-33633	175	18	f1	f1	NOUN
bracis-33633	175	19	-	-	PUNCT
bracis-33633	175	20	score	score	NOUN
bracis-33633	175	21	and	and	CCONJ
bracis-33633	175	22	19.90	19.90	NUM
bracis-33633	175	23	%	%	NOUN
bracis-33633	175	24	on	on	ADP
bracis-33633	175	25	weight	weight	NOUN
bracis-33633	175	26	f1	f1	NOUN
bracis-33633	175	27	-	-	PUNCT
bracis-33633	175	28	score	score	NOUN
bracis-33633	175	29	.	.	PUNCT
bracis-33633	176	1	fig	fig	NOUN
bracis-33633	176	2	.	.	PUNCT
bracis-33633	177	1	3	3	X
bracis-33633	177	2	.	.	X
bracis-33633	177	3	f1	f1	NOUN
bracis-33633	177	4	-	-	PUNCT
bracis-33633	177	5	score	score	NOUN
bracis-33633	177	6	and	and	CCONJ
bracis-33633	177	7	accuracy	accuracy	NOUN
bracis-33633	177	8	for	for	ADP
bracis-33633	177	9	florida	florida	PROPN
bracis-33633	177	10	full	full	ADJ
bracis-33633	177	11	size	size	NOUN
bracis-33633	177	12	image	image	NOUN
bracis-33633	177	13	fig	fig	NOUN
bracis-33633	177	14	.	.	PUNCT
bracis-33633	178	1	4	4	X
bracis-33633	178	2	.	.	X
bracis-33633	178	3	f1	f1	NOUN
bracis-33633	178	4	-	-	PUNCT
bracis-33633	178	5	score	score	NOUN
bracis-33633	178	6	and	and	CCONJ
bracis-33633	178	7	accuracy	accuracy	NOUN
bracis-33633	178	8	for	for	ADP
bracis-33633	178	9	california	california	PROPN
bracis-33633	178	10	full	full	ADJ
bracis-33633	178	11	size	size	NOUN
bracis-33633	178	12	image	image	NOUN
bracis-33633	178	13	fig	fig	NOUN
bracis-33633	178	14	.	.	PUNCT
bracis-33633	179	1	5	5	X
bracis-33633	179	2	.	.	X
bracis-33633	179	3	f1	f1	NOUN
bracis-33633	179	4	-	-	PUNCT
bracis-33633	179	5	score	score	NOUN
bracis-33633	179	6	and	and	CCONJ
bracis-33633	179	7	accuracy	accuracy	NOUN
bracis-33633	179	8	for	for	ADP
bracis-33633	179	9	 	 	SPACE
bracis-33633	179	10	texas	texas	PROPN
bracis-33633	179	11	full	full	ADJ
bracis-33633	179	12	size	size	NOUN
bracis-33633	179	13	image	image	NOUN
bracis-33633	179	14	table	table	NOUN
bracis-33633	179	15	2	2	NUM
bracis-33633	179	16	.	.	X
bracis-33633	179	17	average	average	ADJ
bracis-33633	179	18	f1	f1	NOUN
bracis-33633	179	19	-	-	PUNCT
bracis-33633	179	20	score	score	NOUN
bracis-33633	179	21	(	(	PUNCT
bracis-33633	179	22	%	%	INTJ
bracis-33633	179	23	)	)	PUNCT
bracis-33633	179	24	by	by	ADP
bracis-33633	179	25	model	model	NOUN
bracis-33633	179	26	,	,	PUNCT
bracis-33633	179	27	category	category	NOUN
bracis-33633	179	28	,	,	PUNCT
bracis-33633	179	29	and	and	CCONJ
bracis-33633	179	30	state.full	state.full	PRON
bracis-33633	179	31	size	size	NOUN
bracis-33633	179	32	table	table	NOUN
bracis-33633	179	33	the	the	DET
bracis-33633	179	34	results	result	NOUN
bracis-33633	179	35	for	for	ADP
bracis-33633	179	36	each	each	DET
bracis-33633	179	37	category	category	NOUN
bracis-33633	179	38	shown	show	VERB
bracis-33633	179	39	by	by	ADP
bracis-33633	179	40	table	table	NOUN
bracis-33633	179	41	 	 	SPACE
bracis-33633	179	42	2	2	NUM
bracis-33633	179	43	demonstrate	demonstrate	VERB
bracis-33633	179	44	that	that	SCONJ
bracis-33633	179	45	havana	havana	PROPN
bracis-33633	179	46	surpasses	surpass	VERB
bracis-33633	179	47	the	the	DET
bracis-33633	179	48	other	other	ADJ
bracis-33633	179	49	methods	method	NOUN
bracis-33633	179	50	in	in	ADP
bracis-33633	179	51	almost	almost	ADV
bracis-33633	179	52	 	 	SPACE
bracis-33633	179	53	all	all	DET
bracis-33633	179	54	scenarios	scenario	NOUN
bracis-33633	179	55	,	,	PUNCT
bracis-33633	179	56	suggesting	suggest	VERB
bracis-33633	179	57	that	that	SCONJ
bracis-33633	179	58	the	the	DET
bracis-33633	179	59	mechanisms	mechanism	NOUN
bracis-33633	179	60	adopted	adopt	VERB
bracis-33633	179	61	,	,	PUNCT
bracis-33633	179	62	i.e.	i.e.	X
bracis-33633	179	63	,	,	PUNCT
bracis-33633	179	64	attention	attention	NOUN
bracis-33633	179	65	weights	weight	NOUN
bracis-33633	179	66	and	and	CCONJ
bracis-33633	179	67	skip	skip	NOUN
bracis-33633	179	68	-	-	PUNCT
bracis-33633	179	69	connections	connection	NOUN
bracis-33633	179	70	,	,	PUNCT
bracis-33633	179	71	yielded	yield	VERB
bracis-33633	179	72	notable	notable	ADJ
bracis-33633	179	73	performance	performance	NOUN
bracis-33633	179	74	on	on	ADP
bracis-33633	179	75	 	 	SPACE
bracis-33633	179	76	the	the	DET
bracis-33633	179	77	semantic	semantic	ADJ
bracis-33633	179	78	venue	venue	NOUN
bracis-33633	179	79	annotation	annotation	PROPN
bracis-33633	179	80	task	task	NOUN
bracis-33633	179	81	.	.	PUNCT
bracis-33633	180	1	to	to	PART
bracis-33633	180	2	interpret	interpret	VERB
bracis-33633	180	3	the	the	DET
bracis-33633	180	4	results	result	NOUN
bracis-33633	180	5	presented	present	VERB
bracis-33633	180	6	by	by	ADP
bracis-33633	180	7	table	table	NOUN
bracis-33633	180	8	 	 	SPACE
bracis-33633	180	9	2	2	NUM
bracis-33633	180	10	,	,	PUNCT
bracis-33633	180	11	it	it	PRON
bracis-33633	180	12	 	 	SPACE
bracis-33633	180	13	is	be	AUX
bracis-33633	180	14	necessary	necessary	ADJ
bracis-33633	180	15	to	to	PART
bracis-33633	180	16	note	note	VERB
bracis-33633	180	17	that	that	SCONJ
bracis-33633	180	18	the	the	DET
bracis-33633	180	19	points	point	NOUN
bracis-33633	180	20	of	of	ADP
bracis-33633	180	21	interest	interest	NOUN
bracis-33633	180	22	are	be	AUX
bracis-33633	180	23	not	not	PART
bracis-33633	180	24	balanced	balanced	ADJ
bracis-33633	180	25	,	,	PUNCT
bracis-33633	180	26	 	 	SPACE
bracis-33633	180	27	and	and	CCONJ
bracis-33633	180	28	each	each	DET
bracis-33633	180	29	state	state	NOUN
bracis-33633	180	30	has	have	VERB
bracis-33633	180	31	its	its	PRON
bracis-33633	180	32	own	own	ADJ
bracis-33633	180	33	distribution	distribution	NOUN
bracis-33633	180	34	.	.	PUNCT
bracis-33633	181	1	for	for	ADP
bracis-33633	181	2	example	example	NOUN
bracis-33633	181	3	,	,	PUNCT
bracis-33633	181	4	in	in	ADP
bracis-33633	181	5	florida	florida	PROPN
bracis-33633	181	6	 	 	SPACE
bracis-33633	181	7	there	there	PRON
bracis-33633	181	8	are	be	VERB
bracis-33633	181	9	more	more	ADJ
bracis-33633	181	10	check	check	NOUN
bracis-33633	181	11	-	-	PUNCT
bracis-33633	181	12	ins	in	NOUN
bracis-33633	181	13	of	of	ADP
bracis-33633	181	14	food	food	NOUN
bracis-33633	181	15	and	and	CCONJ
bracis-33633	181	16	shopping	shopping	NOUN
bracis-33633	181	17	,	,	PUNCT
bracis-33633	181	18	being	being	NOUN
bracis-33633	181	19	,	,	PUNCT
bracis-33633	181	20	respectively	respectively	ADV
bracis-33633	181	21	,	,	PUNCT
bracis-33633	181	22	247,082	247,082	NUM
bracis-33633	181	23	and	and	CCONJ
bracis-33633	181	24	201,433	201,433	NUM
bracis-33633	181	25	check	check	NOUN
bracis-33633	181	26	-	-	PUNCT
bracis-33633	181	27	ins	in	NOUN
bracis-33633	181	28	.	.	PUNCT
bracis-33633	182	1	similarly	similarly	ADV
bracis-33633	182	2	to	to	ADP
bracis-33633	182	3	florida	florida	PROPN
bracis-33633	182	4	,	,	PUNCT
bracis-33633	182	5	food	food	NOUN
bracis-33633	182	6	 	 	SPACE
bracis-33633	182	7	and	and	CCONJ
bracis-33633	182	8	shopping	shopping	NOUN
bracis-33633	182	9	are	be	AUX
bracis-33633	182	10	also	also	ADV
bracis-33633	182	11	the	the	DET
bracis-33633	182	12	most	most	ADV
bracis-33633	182	13	numerous	numerous	ADJ
bracis-33633	182	14	,	,	PUNCT
bracis-33633	182	15	with	with	ADP
bracis-33633	182	16	767,056	767,056	NUM
bracis-33633	182	17	and	and	CCONJ
bracis-33633	182	18	481,600	481,600	NUM
bracis-33633	182	19	check	check	NOUN
bracis-33633	182	20	-	-	PUNCT
bracis-33633	182	21	ins	in	NOUN
bracis-33633	182	22	for	for	ADP
bracis-33633	182	23	california	california	PROPN
bracis-33633	182	24	,	,	PUNCT
bracis-33633	182	25	while	while	SCONJ
bracis-33633	182	26	in	in	ADP
bracis-33633	182	27	texas	texas	PROPN
bracis-33633	182	28	,	,	PUNCT
bracis-33633	182	29	these	these	DET
bracis-33633	182	30	categories	category	NOUN
bracis-33633	182	31	correspond	correspond	VERB
bracis-33633	182	32	to	to	ADP
bracis-33633	182	33	999,982	999,982	NUM
bracis-33633	182	34	and	and	CCONJ
bracis-33633	182	35	700,992	700,992	NUM
bracis-33633	182	36	check	check	NOUN
bracis-33633	182	37	-	-	PUNCT
bracis-33633	182	38	ins	in	NOUN
bracis-33633	182	39	.	.	PUNCT
bracis-33633	183	1	the	the	DET
bracis-33633	183	2	results	result	NOUN
bracis-33633	183	3	presented	present	VERB
bracis-33633	183	4	to	to	ADP
bracis-33633	183	5	different	different	ADJ
bracis-33633	183	6	states	state	NOUN
bracis-33633	183	7	suggest	suggest	VERB
bracis-33633	183	8	that	that	SCONJ
bracis-33633	183	9	the	the	DET
bracis-33633	183	10	method	method	NOUN
bracis-33633	183	11	proposed	propose	VERB
bracis-33633	183	12	exhibits	exhibit	VERB
bracis-33633	183	13	strong	strong	ADJ
bracis-33633	183	14	generalizability	generalizability	NOUN
bracis-33633	183	15	to	to	ADP
bracis-33633	183	16	different	different	ADJ
bracis-33633	183	17	mobility	mobility	NOUN
bracis-33633	183	18	patterns	pattern	NOUN
bracis-33633	183	19	and	and	CCONJ
bracis-33633	183	20	city	city	NOUN
bracis-33633	183	21	organizations	organization	NOUN
bracis-33633	183	22	,	,	PUNCT
bracis-33633	183	23	as	as	SCONJ
bracis-33633	183	24	evidenced	evidence	VERB
bracis-33633	183	25	by	by	ADP
bracis-33633	183	26	improvements	improvement	NOUN
bracis-33633	183	27	in	in	ADP
bracis-33633	183	28	 	 	SPACE
bracis-33633	183	29	the	the	DET
bracis-33633	183	30	analyzed	analyze	VERB
bracis-33633	183	31	metrics	metric	NOUN
bracis-33633	183	32	.	.	PUNCT
bracis-33633	184	1	the	the	DET
bracis-33633	184	2	consistent	consistent	ADJ
bracis-33633	184	3	performance	performance	NOUN
bracis-33633	184	4	indicates	indicate	VERB
bracis-33633	184	5	that	that	SCONJ
bracis-33633	184	6	havana	havana	PROPN
bracis-33633	184	7	possesses	possess	VERB
bracis-33633	184	8	high	high	ADJ
bracis-33633	184	9	adaptability	adaptability	NOUN
bracis-33633	184	10	to	to	PART
bracis-33633	184	11	diverse	diverse	VERB
bracis-33633	184	12	spatio	spatio	NOUN
bracis-33633	184	13	-	-	PUNCT
bracis-33633	184	14	temporal	temporal	ADJ
bracis-33633	184	15	 	 	SPACE
bracis-33633	184	16	city	city	NOUN
bracis-33633	184	17	characteristics	characteristic	NOUN
bracis-33633	184	18	,	,	PUNCT
bracis-33633	184	19	including	include	VERB
bracis-33633	184	20	the	the	DET
bracis-33633	184	21	imbalanced	imbalanced	ADJ
bracis-33633	184	22	category	category	NOUN
bracis-33633	184	23	 	 	SPACE
bracis-33633	184	24	place	place	NOUN
bracis-33633	184	25	distribution	distribution	NOUN
bracis-33633	184	26	,	,	PUNCT
bracis-33633	184	27	as	as	ADV
bracis-33633	184	28	well	well	ADV
bracis-33633	184	29	as	as	ADP
bracis-33633	184	30	the	the	DET
bracis-33633	184	31	variability	variability	NOUN
bracis-33633	184	32	of	of	ADP
bracis-33633	184	33	check	check	NOUN
bracis-33633	184	34	-	-	PUNCT
bracis-33633	184	35	ins	in	NOUN
bracis-33633	184	36	and	and	CCONJ
bracis-33633	184	37	 	 	SPACE
bracis-33633	184	38	users	user	NOUN
bracis-33633	184	39	quantities	quantity	NOUN
bracis-33633	184	40	.	.	PUNCT
bracis-33633	185	1	although	although	SCONJ
bracis-33633	185	2	the	the	DET
bracis-33633	185	3	categories	category	NOUN
bracis-33633	185	4	present	present	VERB
bracis-33633	185	5	an	an	DET
bracis-33633	185	6	imbalanced	imbalanced	ADJ
bracis-33633	185	7	distribution	distribution	NOUN
bracis-33633	185	8	,	,	PUNCT
bracis-33633	185	9	it	it	PRON
bracis-33633	185	10	 	 	SPACE
bracis-33633	185	11	is	be	AUX
bracis-33633	185	12	improbable	improbable	ADJ
bracis-33633	185	13	that	that	SCONJ
bracis-33633	185	14	this	this	DET
bracis-33633	185	15	difference	difference	NOUN
bracis-33633	185	16	influenced	influence	VERB
bracis-33633	185	17	the	the	DET
bracis-33633	185	18	results	result	NOUN
bracis-33633	185	19	.	.	PUNCT
bracis-33633	186	1	for	for	ADP
bracis-33633	186	2	example	example	NOUN
bracis-33633	186	3	,	,	PUNCT
bracis-33633	186	4	the	the	DET
bracis-33633	186	5	travel	travel	NOUN
bracis-33633	186	6	category	category	NOUN
bracis-33633	186	7	has	have	VERB
bracis-33633	186	8	fewer	few	ADJ
bracis-33633	186	9	check	check	NOUN
bracis-33633	186	10	-	-	PUNCT
bracis-33633	186	11	ins	in	NOUN
bracis-33633	186	12	than	than	ADP
bracis-33633	186	13	the	the	DET
bracis-33633	186	14	other	other	ADJ
bracis-33633	186	15	classes	class	NOUN
bracis-33633	186	16	,	,	PUNCT
bracis-33633	186	17	being	be	AUX
bracis-33633	186	18	102,294	102,294	NUM
bracis-33633	186	19	in	in	ADP
bracis-33633	186	20	florida	florida	PROPN
bracis-33633	186	21	,	,	PUNCT
bracis-33633	186	22	215,088	215,088	NUM
bracis-33633	186	23	in	in	ADP
bracis-33633	186	24	california	california	PROPN
bracis-33633	186	25	,	,	PUNCT
bracis-33633	186	26	and	and	CCONJ
bracis-33633	186	27	182,541	182,541	NUM
bracis-33633	186	28	 	 	SPACE
bracis-33633	186	29	in	in	ADP
bracis-33633	186	30	texas	texas	PROPN
bracis-33633	186	31	;	;	PUNCT
bracis-33633	186	32	nonetheless	nonetheless	ADV
bracis-33633	186	33	,	,	PUNCT
bracis-33633	186	34	this	this	DET
bracis-33633	186	35	category	category	NOUN
bracis-33633	186	36	exhibits	exhibit	VERB
bracis-33633	186	37	a	a	DET
bracis-33633	186	38	great	great	ADJ
bracis-33633	186	39	f1	f1	NOUN
bracis-33633	186	40	-	-	PUNCT
bracis-33633	186	41	score	score	NOUN
bracis-33633	186	42	.	.	PUNCT
bracis-33633	186	43	 	 	SPACE
bracis-33633	187	1	this	this	DET
bracis-33633	187	2	disparate	disparate	NOUN
bracis-33633	187	3	can	can	AUX
bracis-33633	187	4	be	be	AUX
bracis-33633	187	5	explained	explain	VERB
bracis-33633	187	6	due	due	ADP
bracis-33633	187	7	to	to	ADP
bracis-33633	187	8	the	the	DET
bracis-33633	187	9	activity	activity	NOUN
bracis-33633	187	10	type	type	NOUN
bracis-33633	187	11	that	that	SCONJ
bracis-33633	187	12	mobile	mobile	ADJ
bracis-33633	187	13	users	user	NOUN
bracis-33633	187	14	take	take	VERB
bracis-33633	187	15	in	in	ADP
bracis-33633	187	16	a	a	DET
bracis-33633	187	17	place	place	NOUN
bracis-33633	187	18	.	.	PUNCT
bracis-33633	188	1	for	for	ADP
bracis-33633	188	2	example	example	NOUN
bracis-33633	188	3	,	,	PUNCT
bracis-33633	188	4	a	a	DET
bracis-33633	188	5	shopping	shopping	NOUN
bracis-33633	188	6	location	location	NOUN
bracis-33633	188	7	can	can	AUX
bracis-33633	188	8	 	 	SPACE
bracis-33633	188	9	be	be	AUX
bracis-33633	188	10	similar	similar	ADJ
bracis-33633	188	11	to	to	ADP
bracis-33633	188	12	another	another	DET
bracis-33633	188	13	category	category	NOUN
bracis-33633	188	14	,	,	PUNCT
bracis-33633	188	15	such	such	ADJ
bracis-33633	188	16	as	as	ADP
bracis-33633	188	17	food	food	NOUN
bracis-33633	188	18	.	.	PUNCT
bracis-33633	189	1	this	this	DET
bracis-33633	189	2	behavior	behavior	NOUN
bracis-33633	189	3	is	be	AUX
bracis-33633	189	4	a	a	DET
bracis-33633	189	5	 	 	SPACE
bracis-33633	189	6	known	know	VERB
bracis-33633	189	7	problem	problem	NOUN
bracis-33633	189	8	for	for	ADP
bracis-33633	189	9	semantic	semantic	ADJ
bracis-33633	189	10	venue	venue	NOUN
bracis-33633	189	11	annotation	annotation	NOUN
bracis-33633	189	12	task	task	NOUN
bracis-33633	189	13	[	[	X
bracis-33633	189	14	24	24	NUM
bracis-33633	189	15	]	]	PUNCT
bracis-33633	189	16	,	,	PUNCT
bracis-33633	189	17	e.g.	e.g.	ADV
bracis-33633	189	18	,	,	PUNCT
bracis-33633	189	19	to	to	ADP
bracis-33633	189	20	a	a	DET
bracis-33633	189	21	user	user	NOUN
bracis-33633	189	22	a	a	NOUN
bracis-33633	189	23	,	,	PUNCT
bracis-33633	189	24	a	a	DET
bracis-33633	189	25	location	location	NOUN
bracis-33633	189	26	is	be	AUX
bracis-33633	189	27	a	a	DET
bracis-33633	189	28	workplace	workplace	NOUN
bracis-33633	189	29	,	,	PUNCT
bracis-33633	189	30	while	while	SCONJ
bracis-33633	189	31	to	to	ADP
bracis-33633	189	32	a	a	DET
bracis-33633	189	33	user	user	NOUN
bracis-33633	189	34	b	b	NOUN
bracis-33633	189	35	,	,	PUNCT
bracis-33633	189	36	 	 	SPACE
bracis-33633	189	37	the	the	DET
bracis-33633	189	38	same	same	ADJ
bracis-33633	189	39	venue	venue	NOUN
bracis-33633	189	40	is	be	AUX
bracis-33633	189	41	a	a	DET
bracis-33633	189	42	leisure	leisure	NOUN
bracis-33633	189	43	place	place	NOUN
bracis-33633	189	44	.	.	PUNCT
bracis-33633	190	1	it	it	PRON
bracis-33633	190	2	is	be	AUX
bracis-33633	190	3	still	still	ADV
bracis-33633	190	4	noteworthy	noteworthy	ADJ
bracis-33633	190	5	to	to	PART
bracis-33633	190	6	highlight	highlight	VERB
bracis-33633	190	7	that	that	DET
bracis-33633	190	8	stpa	stpa	NOUN
bracis-33633	190	9	,	,	PUNCT
bracis-33633	190	10	pgc	pgc	PROPN
bracis-33633	190	11	-	-	PUNCT
bracis-33633	190	12	nn	nn	NOUN
bracis-33633	190	13	,	,	PUNCT
bracis-33633	190	14	and	and	CCONJ
bracis-33633	190	15	k	k	PROPN
bracis-33633	190	16	-	-	PUNCT
bracis-33633	190	17	fn	fn	NOUN
bracis-33633	190	18	 	 	SPACE
bracis-33633	190	19	do	do	AUX
bracis-33633	190	20	not	not	PART
bracis-33633	190	21	present	present	VERB
bracis-33633	190	22	satisfactory	satisfactory	ADJ
bracis-33633	190	23	results	result	NOUN
bracis-33633	190	24	,	,	PUNCT
bracis-33633	190	25	since	since	SCONJ
bracis-33633	190	26	they	they	PRON
bracis-33633	190	27	exhibit	exhibit	VERB
bracis-33633	190	28	a	a	DET
bracis-33633	190	29	high	high	ADJ
bracis-33633	190	30	variance	variance	NOUN
bracis-33633	190	31	on	on	ADP
bracis-33633	190	32	f1	f1	NOUN
bracis-33633	190	33	-	-	PUNCT
bracis-33633	190	34	score	score	NOUN
bracis-33633	190	35	within	within	ADP
bracis-33633	190	36	different	different	ADJ
bracis-33633	190	37	states	state	NOUN
bracis-33633	190	38	.	.	PUNCT
bracis-33633	191	1	considering	consider	VERB
bracis-33633	191	2	that	that	SCONJ
bracis-33633	191	3	,	,	PUNCT
bracis-33633	191	4	this	this	DET
bracis-33633	191	5	lack	lack	NOUN
bracis-33633	191	6	 	 	SPACE
bracis-33633	191	7	of	of	ADP
bracis-33633	191	8	consistency	consistency	NOUN
bracis-33633	191	9	in	in	ADP
bracis-33633	191	10	results	result	NOUN
bracis-33633	191	11	suggests	suggest	VERB
bracis-33633	191	12	a	a	DET
bracis-33633	191	13	higher	high	ADJ
bracis-33633	191	14	sensibility	sensibility	NOUN
bracis-33633	191	15	to	to	PART
bracis-33633	191	16	distinct	distinct	VERB
bracis-33633	191	17	states	state	NOUN
bracis-33633	191	18	and	and	CCONJ
bracis-33633	191	19	spatio	spatio	PROPN
bracis-33633	191	20	-	-	PUNCT
bracis-33633	191	21	temporal	temporal	ADJ
bracis-33633	191	22	characteristics	characteristic	NOUN
bracis-33633	191	23	.	.	PUNCT
bracis-33633	192	1	on	on	ADP
bracis-33633	192	2	the	the	DET
bracis-33633	192	3	other	other	ADJ
bracis-33633	192	4	hand	hand	NOUN
bracis-33633	192	5	,	,	PUNCT
bracis-33633	192	6	 	 	SPACE
bracis-33633	192	7	as	as	SCONJ
bracis-33633	192	8	the	the	DET
bracis-33633	192	9	proposed	propose	VERB
bracis-33633	192	10	model	model	NOUN
bracis-33633	192	11	comprises	comprise	VERB
bracis-33633	192	12	a	a	DET
bracis-33633	192	13	hybrid	hybrid	ADJ
bracis-33633	192	14	convolution	convolution	NOUN
bracis-33633	192	15	and	and	CCONJ
bracis-33633	192	16	weighting	weight	VERB
bracis-33633	192	17	attention	attention	NOUN
bracis-33633	192	18	mechanism	mechanism	NOUN
bracis-33633	192	19	,	,	PUNCT
bracis-33633	192	20	it	it	PRON
bracis-33633	192	21	demonstrates	demonstrate	VERB
bracis-33633	192	22	a	a	DET
bracis-33633	192	23	higher	high	ADJ
bracis-33633	192	24	consistency	consistency	NOUN
bracis-33633	192	25	 	 	SPACE
bracis-33633	192	26	in	in	ADP
bracis-33633	192	27	different	different	ADJ
bracis-33633	192	28	contexts	contexts	NOUN
bracis-33633	192	29	.	.	PUNCT
bracis-33633	193	1	then	then	ADV
bracis-33633	193	2	,	,	PUNCT
bracis-33633	193	3	these	these	DET
bracis-33633	193	4	performance	performance	NOUN
bracis-33633	193	5	gains	gain	NOUN
bracis-33633	193	6	compared	compare	VERB
bracis-33633	193	7	to	to	ADP
bracis-33633	193	8	 	 	SPACE
bracis-33633	193	9	the	the	DET
bracis-33633	193	10	state	state	NOUN
bracis-33633	193	11	-	-	PUNCT
bracis-33633	193	12	of	of	ADP
bracis-33633	193	13	-	-	PUNCT
bracis-33633	193	14	the	the	DET
bracis-33633	193	15	-	-	PUNCT
bracis-33633	193	16	art	art	NOUN
bracis-33633	193	17	model	model	NOUN
bracis-33633	193	18	reinforce	reinforce	VERB
bracis-33633	193	19	the	the	DET
bracis-33633	193	20	efficiency	efficiency	NOUN
bracis-33633	193	21	of	of	ADP
bracis-33633	193	22	the	the	DET
bracis-33633	193	23	novel	novel	ADJ
bracis-33633	193	24	method	method	NOUN
bracis-33633	193	25	.	.	PUNCT
bracis-33633	194	1	5.3	5.3	NUM
bracis-33633	194	2	ablation	ablation	NOUN
bracis-33633	194	3	study	study	VERB
bracis-33633	194	4	the	the	DET
bracis-33633	194	5	hybrid	hybrid	ADJ
bracis-33633	194	6	convolution	convolution	NOUN
bracis-33633	194	7	and	and	CCONJ
bracis-33633	194	8	aggregation	aggregation	NOUN
bracis-33633	194	9	block	block	NOUN
bracis-33633	194	10	modules	module	NOUN
bracis-33633	194	11	are	be	AUX
bracis-33633	194	12	 	 	SPACE
bracis-33633	194	13	the	the	DET
bracis-33633	194	14	principal	principal	ADJ
bracis-33633	194	15	components	component	NOUN
bracis-33633	194	16	of	of	ADP
bracis-33633	194	17	havana	havana	PROPN
bracis-33633	194	18	that	that	PRON
bracis-33633	194	19	improve	improve	VERB
bracis-33633	194	20	the	the	DET
bracis-33633	194	21	classification	classification	NOUN
bracis-33633	194	22	accuracy	accuracy	NOUN
bracis-33633	194	23	jointly	jointly	ADV
bracis-33633	194	24	.	.	PUNCT
bracis-33633	195	1	to	to	PART
bracis-33633	195	2	examine	examine	VERB
bracis-33633	195	3	the	the	DET
bracis-33633	195	4	contribution	contribution	NOUN
bracis-33633	195	5	of	of	ADP
bracis-33633	195	6	each	each	DET
bracis-33633	195	7	component	component	NOUN
bracis-33633	195	8	 	 	SPACE
bracis-33633	195	9	in	in	ADP
bracis-33633	195	10	correctly	correctly	ADV
bracis-33633	195	11	inferring	infer	VERB
bracis-33633	195	12	the	the	DET
bracis-33633	195	13	label	label	NOUN
bracis-33633	195	14	,	,	PUNCT
bracis-33633	195	15	experiments	experiment	NOUN
bracis-33633	195	16	were	be	AUX
bracis-33633	195	17	conducted	conduct	VERB
bracis-33633	195	18	on	on	ADP
bracis-33633	195	19	 	 	SPACE
bracis-33633	195	20	an	an	DET
bracis-33633	195	21	individual	individual	ADJ
bracis-33633	195	22	unit	unit	NOUN
bracis-33633	195	23	.	.	PUNCT
bracis-33633	196	1	thus	thus	ADV
bracis-33633	196	2	,	,	PUNCT
bracis-33633	196	3	the	the	DET
bracis-33633	196	4	test	test	NOUN
bracis-33633	196	5	named	name	VERB
bracis-33633	196	6	as	as	ADP
bracis-33633	196	7	m	m	NOUN
bracis-33633	196	8	-	-	NOUN
bracis-33633	196	9	arma	arma	PROPN
bracis-33633	196	10	is	be	AUX
bracis-33633	196	11	the	the	DET
bracis-33633	196	12	model	model	NOUN
bracis-33633	196	13	 	 	SPACE
bracis-33633	196	14	with	with	ADP
bracis-33633	196	15	gat	gat	NOUN
bracis-33633	196	16	blocks	block	NOUN
bracis-33633	196	17	removed	remove	VERB
bracis-33633	196	18	,	,	PUNCT
bracis-33633	196	19	eliminating	eliminate	VERB
bracis-33633	196	20	the	the	DET
bracis-33633	196	21	hybrid	hybrid	ADJ
bracis-33633	196	22	learning	learning	NOUN
bracis-33633	196	23	.	.	PUNCT
bracis-33633	197	1	in	in	ADP
bracis-33633	197	2	this	this	DET
bracis-33633	197	3	case	case	NOUN
bracis-33633	197	4	,	,	PUNCT
bracis-33633	197	5	to	to	PART
bracis-33633	197	6	carry	carry	VERB
bracis-33633	197	7	out	out	ADP
bracis-33633	197	8	the	the	DET
bracis-33633	197	9	aggregation	aggregation	NOUN
bracis-33633	197	10	,	,	PUNCT
bracis-33633	197	11	\(y'_1\	\(y'_1\	NOUN
bracis-33633	197	12	)	)	PUNCT
bracis-33633	197	13	behaves	behave	VERB
bracis-33633	197	14	as	as	ADP
bracis-33633	197	15	\(x'\	\(x'\	NOUN
bracis-33633	197	16	)	)	PUNCT
bracis-33633	197	17	.	.	PUNCT
bracis-33633	198	1	in	in	ADP
bracis-33633	198	2	the	the	DET
bracis-33633	198	3	 	 	SPACE
bracis-33633	198	4	same	same	ADJ
bracis-33633	198	5	way	way	NOUN
bracis-33633	198	6	,	,	PUNCT
bracis-33633	198	7	for	for	ADP
bracis-33633	198	8	the	the	DET
bracis-33633	198	9	test	test	NOUN
bracis-33633	198	10	m	m	NOUN
bracis-33633	198	11	-	-	NOUN
bracis-33633	198	12	gat	gat	ADJ
bracis-33633	198	13	,	,	PUNCT
bracis-33633	198	14	\(y'_2\	\(y'_2\	ADJ
bracis-33633	198	15	)	)	PUNCT
bracis-33633	198	16	behaves	behave	NOUN
bracis-33633	198	17	as	as	ADP
bracis-33633	198	18	\(x'\	\(x'\	NOUN
bracis-33633	198	19	)	)	PUNCT
bracis-33633	198	20	.	.	PUNCT
bracis-33633	199	1	finally	finally	ADV
bracis-33633	199	2	,	,	PUNCT
bracis-33633	199	3	the	the	DET
bracis-33633	199	4	 	 	SPACE
bracis-33633	199	5	test	test	NOUN
bracis-33633	199	6	m	m	PROPN
bracis-33633	199	7	-	-	PUNCT
bracis-33633	199	8	no	no	PRON
bracis-33633	199	9	-	-	PUNCT
bracis-33633	199	10	agg	agg	PROPN
bracis-33633	199	11	represents	represent	VERB
bracis-33633	199	12	the	the	DET
bracis-33633	199	13	model	model	NOUN
bracis-33633	199	14	without	without	ADP
bracis-33633	199	15	the	the	DET
bracis-33633	199	16	aggregation	aggregation	NOUN
bracis-33633	199	17	,	,	PUNCT
bracis-33633	199	18	aplying	aplye	VERB
bracis-33633	199	19	 	 	SPACE
bracis-33633	199	20	the	the	DET
bracis-33633	199	21	softmax	softmax	NOUN
bracis-33633	199	22	function	function	NOUN
bracis-33633	199	23	on	on	ADP
bracis-33633	199	24	concatenation	concatenation	NOUN
bracis-33633	199	25	\(y'_3	\(y'_3	PUNCT
bracis-33633	199	26	=	=	SYM
bracis-33633	199	27	\{y_{1,1	\{y_{1,1	NOUN
bracis-33633	199	28	}	}	PUNCT
bracis-33633	199	29	,	,	PUNCT
bracis-33633	199	30	y_{2,1	y_{2,1	PROPN
bracis-33633	199	31	}	}	PUNCT
bracis-33633	199	32	,	,	PUNCT
bracis-33633	199	33	\ldots	\ldots	PROPN
bracis-33633	199	34	,	,	PUNCT
bracis-33633	199	35	y_{7,1	y_{7,1	PROPN
bracis-33633	199	36	}	}	PUNCT
bracis-33633	199	37	,	,	PUNCT
bracis-33633	199	38	y_{1,2	y_{1,2	PROPN
bracis-33633	199	39	}	}	PUNCT
bracis-33633	199	40	,	,	PUNCT
bracis-33633	199	41	y_{2,2	y_{2,2	PROPN
bracis-33633	199	42	}	}	PUNCT
bracis-33633	199	43	,	,	PUNCT
bracis-33633	199	44	\ldots	\ldots	PROPN
bracis-33633	199	45	,	,	PUNCT
bracis-33633	199	46	y_{7,2}\}\	y_{7,2}\}\	PROPN
bracis-33633	199	47	)	)	PUNCT
bracis-33633	199	48	.	.	PUNCT
bracis-33633	200	1	table	table	NOUN
bracis-33633	200	2	 	 	SPACE
bracis-33633	200	3	3	3	NUM
bracis-33633	200	4	exhibits	exhibit	VERB
bracis-33633	200	5	the	the	DET
bracis-33633	200	6	experiment	experiment	NOUN
bracis-33633	200	7	’s	’s	PART
bracis-33633	200	8	results	result	NOUN
bracis-33633	200	9	,	,	PUNCT
bracis-33633	200	10	highlighting	highlight	VERB
bracis-33633	200	11	that	that	SCONJ
bracis-33633	200	12	all	all	DET
bracis-33633	200	13	the	the	DET
bracis-33633	200	14	tests	test	NOUN
bracis-33633	200	15	decreased	decrease	VERB
bracis-33633	200	16	its	its	PRON
bracis-33633	200	17	performance	performance	NOUN
bracis-33633	200	18	on	on	ADP
bracis-33633	200	19	average	average	ADJ
bracis-33633	200	20	f1	f1	NOUN
bracis-33633	200	21	-	-	PUNCT
bracis-33633	200	22	score	score	NOUN
bracis-33633	200	23	compared	compare	VERB
bracis-33633	200	24	to	to	ADP
bracis-33633	200	25	the	the	DET
bracis-33633	200	26	complete	complete	ADJ
bracis-33633	200	27	model	model	PROPN
bracis-33633	200	28	havana	havana	PROPN
bracis-33633	200	29	.	.	PUNCT
bracis-33633	200	30	 	 	SPACE
bracis-33633	200	31	in	in	ADP
bracis-33633	200	32	scenarios	scenario	NOUN
bracis-33633	200	33	such	such	ADJ
bracis-33633	200	34	as	as	ADP
bracis-33633	200	35	florida	florida	PROPN
bracis-33633	200	36	,	,	PUNCT
bracis-33633	200	37	the	the	DET
bracis-33633	200	38	drop	drop	NOUN
bracis-33633	200	39	of	of	ADP
bracis-33633	200	40	f1	f1	NOUN
bracis-33633	200	41	-	-	PUNCT
bracis-33633	200	42	score	score	NOUN
bracis-33633	200	43	was	be	AUX
bracis-33633	200	44	about	about	ADP
bracis-33633	200	45	\(28.78\%\	\(28.78\%\	NOUN
bracis-33633	200	46	)	)	PUNCT
bracis-33633	200	47	when	when	SCONJ
bracis-33633	200	48	comparing	compare	VERB
bracis-33633	200	49	the	the	DET
bracis-33633	200	50	havana	havana	PROPN
bracis-33633	200	51	and	and	CCONJ
bracis-33633	200	52	the	the	DET
bracis-33633	200	53	m	m	PROPN
bracis-33633	200	54	-	-	PUNCT
bracis-33633	200	55	no	no	PRON
bracis-33633	200	56	-	-	PUNCT
bracis-33633	200	57	agg	agg	PROPN
bracis-33633	200	58	.	.	PUNCT
bracis-33633	201	1	in	in	ADP
bracis-33633	201	2	this	this	DET
bracis-33633	201	3	context	context	NOUN
bracis-33633	201	4	,	,	PUNCT
bracis-33633	201	5	it	it	PRON
bracis-33633	201	6	 	 	SPACE
bracis-33633	201	7	is	be	AUX
bracis-33633	201	8	noteworthy	noteworthy	ADJ
bracis-33633	201	9	the	the	DET
bracis-33633	201	10	reduction	reduction	NOUN
bracis-33633	201	11	in	in	ADP
bracis-33633	201	12	all	all	DET
bracis-33633	201	13	average	average	ADJ
bracis-33633	201	14	f1	f1	NOUN
bracis-33633	201	15	-	-	PUNCT
bracis-33633	201	16	scores	score	NOUN
bracis-33633	201	17	,	,	PUNCT
bracis-33633	201	18	accompanied	accompany	VERB
bracis-33633	201	19	by	by	ADP
bracis-33633	201	20	 	 	SPACE
bracis-33633	201	21	an	an	DET
bracis-33633	201	22	increase	increase	NOUN
bracis-33633	201	23	in	in	ADP
bracis-33633	201	24	standard	standard	ADJ
bracis-33633	201	25	deviations	deviation	NOUN
bracis-33633	201	26	.	.	PUNCT
bracis-33633	202	1	therefore	therefore	ADV
bracis-33633	202	2	,	,	PUNCT
bracis-33633	202	3	these	these	DET
bracis-33633	202	4	results	result	NOUN
bracis-33633	202	5	indicate	indicate	VERB
bracis-33633	202	6	 	 	SPACE
bracis-33633	202	7	a	a	DET
bracis-33633	202	8	higher	high	ADJ
bracis-33633	202	9	variability	variability	NOUN
bracis-33633	202	10	removing	remove	VERB
bracis-33633	202	11	the	the	DET
bracis-33633	202	12	components	component	NOUN
bracis-33633	202	13	of	of	ADP
bracis-33633	202	14	havana	havana	PROPN
bracis-33633	202	15	.	.	PUNCT
bracis-33633	203	1	additionally	additionally	ADV
bracis-33633	203	2	,	,	PUNCT
bracis-33633	203	3	the	the	DET
bracis-33633	203	4	components	component	NOUN
bracis-33633	203	5	demonstrated	demonstrate	VERB
bracis-33633	203	6	an	an	DET
bracis-33633	203	7	important	important	ADJ
bracis-33633	203	8	individual	individual	ADJ
bracis-33633	203	9	relevance	relevance	NOUN
bracis-33633	203	10	 	 	SPACE
bracis-33633	203	11	to	to	PART
bracis-33633	203	12	consistency	consistency	NOUN
bracis-33633	203	13	and	and	CCONJ
bracis-33633	203	14	performance	performance	NOUN
bracis-33633	203	15	in	in	ADP
bracis-33633	203	16	the	the	DET
bracis-33633	203	17	semantic	semantic	ADJ
bracis-33633	203	18	venue	venue	NOUN
bracis-33633	203	19	annotation	annotation	PROPN
bracis-33633	203	20	task	task	NOUN
bracis-33633	203	21	,	,	PUNCT
bracis-33633	203	22	thus	thus	ADV
bracis-33633	203	23	validating	validate	VERB
bracis-33633	203	24	the	the	DET
bracis-33633	203	25	hypothesis	hypothesis	NOUN
bracis-33633	203	26	of	of	ADP
bracis-33633	203	27	hybrid	hybrid	ADJ
bracis-33633	203	28	learning	learning	NOUN
bracis-33633	203	29	proposed	propose	VERB
bracis-33633	203	30	by	by	ADP
bracis-33633	203	31	 	 	SPACE
bracis-33633	203	32	this	this	DET
bracis-33633	203	33	study	study	NOUN
bracis-33633	203	34	.	.	PUNCT
bracis-33633	204	1	table	table	NOUN
bracis-33633	204	2	3	3	NUM
bracis-33633	204	3	.	.	PUNCT
bracis-33633	204	4	average	average	ADJ
bracis-33633	204	5	f1	f1	NOUN
bracis-33633	204	6	-	-	PUNCT
bracis-33633	204	7	score	score	NOUN
bracis-33633	204	8	(	(	PUNCT
bracis-33633	204	9	%	%	INTJ
bracis-33633	204	10	)	)	PUNCT
bracis-33633	204	11	by	by	ADP
bracis-33633	204	12	model	model	NOUN
bracis-33633	204	13	and	and	CCONJ
bracis-33633	204	14	statefull	statefull	NOUN
bracis-33633	204	15	size	size	NOUN
bracis-33633	204	16	table	table	NOUN
bracis-33633	204	17	6	6	NUM
bracis-33633	204	18	ethical	ethical	ADJ
bracis-33633	204	19	statement	statement	NOUN
bracis-33633	204	20	the	the	DET
bracis-33633	204	21	increasing	increase	VERB
bracis-33633	204	22	availability	availability	NOUN
bracis-33633	204	23	of	of	ADP
bracis-33633	204	24	location	location	NOUN
bracis-33633	204	25	-	-	PUNCT
bracis-33633	204	26	based	base	VERB
bracis-33633	204	27	social	social	ADJ
bracis-33633	204	28	network	network	NOUN
bracis-33633	204	29	 	 	SPACE
bracis-33633	204	30	data	datum	NOUN
bracis-33633	204	31	provides	provide	VERB
bracis-33633	204	32	sources	source	NOUN
bracis-33633	204	33	to	to	PART
bracis-33633	204	34	analyze	analyze	VERB
bracis-33633	204	35	human	human	ADJ
bracis-33633	204	36	mobility	mobility	NOUN
bracis-33633	204	37	under	under	ADP
bracis-33633	204	38	an	an	DET
bracis-33633	204	39	individual	individual	ADJ
bracis-33633	204	40	perspective	perspective	NOUN
bracis-33633	205	1	[	[	X
bracis-33633	205	2	27	27	NUM
bracis-33633	205	3	]	]	PUNCT
bracis-33633	205	4	.	.	PUNCT
bracis-33633	206	1	however	however	ADV
bracis-33633	206	2	,	,	PUNCT
bracis-33633	206	3	it	it	PRON
bracis-33633	206	4	introduces	introduce	VERB
bracis-33633	206	5	 	 	SPACE
bracis-33633	206	6	an	an	DET
bracis-33633	206	7	ethical	ethical	ADJ
bracis-33633	206	8	policy	policy	NOUN
bracis-33633	206	9	statement	statement	NOUN
bracis-33633	206	10	due	due	ADP
bracis-33633	206	11	to	to	ADP
bracis-33633	206	12	location	location	NOUN
bracis-33633	206	13	privacy	privacy	NOUN
bracis-33633	206	14	issues	issue	NOUN
bracis-33633	206	15	[	[	X
bracis-33633	206	16	13	13	NUM
bracis-33633	206	17	]	]	PUNCT
bracis-33633	206	18	.	.	PUNCT
bracis-33633	207	1	that	that	PRON
bracis-33633	207	2	is	is	ADV
bracis-33633	207	3	,	,	PUNCT
bracis-33633	207	4	given	give	VERB
bracis-33633	207	5	the	the	DET
bracis-33633	207	6	location	location	NOUN
bracis-33633	207	7	of	of	ADP
bracis-33633	207	8	 	 	SPACE
bracis-33633	207	9	each	each	DET
bracis-33633	207	10	check	check	NOUN
bracis-33633	207	11	-	-	PUNCT
bracis-33633	207	12	in	in	ADP
bracis-33633	207	13	it	it	PRON
bracis-33633	207	14	is	be	AUX
bracis-33633	207	15	possible	possible	ADJ
bracis-33633	207	16	to	to	PART
bracis-33633	207	17	infer	infer	VERB
bracis-33633	207	18	various	various	ADJ
bracis-33633	207	19	personal	personal	ADJ
bracis-33633	207	20	attributes	attribute	NOUN
bracis-33633	207	21	such	such	ADJ
bracis-33633	207	22	 	 	SPACE
bracis-33633	207	23	as	as	ADP
bracis-33633	207	24	home	home	NOUN
bracis-33633	207	25	and	and	CCONJ
bracis-33633	207	26	workplace	workplace	NOUN
bracis-33633	207	27	,	,	PUNCT
bracis-33633	207	28	work	work	NOUN
bracis-33633	207	29	hours	hour	NOUN
bracis-33633	207	30	,	,	PUNCT
bracis-33633	207	31	the	the	DET
bracis-33633	207	32	next	next	ADJ
bracis-33633	207	33	location	location	NOUN
bracis-33633	207	34	visited	visit	VERB
bracis-33633	207	35	,	,	PUNCT
bracis-33633	207	36	and	and	CCONJ
bracis-33633	207	37	 	 	SPACE
bracis-33633	207	38	other	other	ADJ
bracis-33633	207	39	sensible	sensible	ADJ
bracis-33633	207	40	information	information	NOUN
bracis-33633	207	41	[	[	X
bracis-33633	207	42	15	15	NUM
bracis-33633	207	43	]	]	PUNCT
bracis-33633	207	44	.	.	PUNCT
bracis-33633	208	1	since	since	SCONJ
bracis-33633	208	2	our	our	PRON
bracis-33633	208	3	study	study	NOUN
bracis-33633	208	4	aims	aim	VERB
bracis-33633	208	5	to	to	PART
bracis-33633	208	6	enhance	enhance	VERB
bracis-33633	208	7	a	a	DET
bracis-33633	208	8	method	method	NOUN
bracis-33633	208	9	to	to	PART
bracis-33633	208	10	classify	classify	VERB
bracis-33633	208	11	a	a	DET
bracis-33633	208	12	category	category	NOUN
bracis-33633	208	13	place	place	NOUN
bracis-33633	208	14	,	,	PUNCT
bracis-33633	208	15	we	we	PRON
bracis-33633	208	16	used	use	VERB
bracis-33633	208	17	gowalla	gowalla	NOUN
bracis-33633	208	18	anonymized	anonymize	VERB
bracis-33633	208	19	user	user	NOUN
bracis-33633	208	20	identifier	identifier	NOUN
bracis-33633	208	21	information	information	NOUN
bracis-33633	208	22	,	,	PUNCT
bracis-33633	208	23	 	 	SPACE
bracis-33633	208	24	but	but	CCONJ
bracis-33633	208	25	we	we	PRON
bracis-33633	208	26	maintained	maintain	VERB
bracis-33633	208	27	the	the	DET
bracis-33633	208	28	location	location	NOUN
bracis-33633	208	29	without	without	ADP
bracis-33633	208	30	masking	mask	VERB
bracis-33633	208	31	the	the	DET
bracis-33633	208	32	latitude	latitude	NOUN
bracis-33633	208	33	 	 	SPACE
bracis-33633	208	34	and	and	CCONJ
bracis-33633	208	35	longitude	longitude	NOUN
bracis-33633	208	36	of	of	ADP
bracis-33633	208	37	a	a	DET
bracis-33633	208	38	collected	collect	VERB
bracis-33633	208	39	gps	gps	NOUN
bracis-33633	208	40	point	point	NOUN
bracis-33633	208	41	.	.	PUNCT
bracis-33633	209	1	therefore	therefore	ADV
bracis-33633	209	2	,	,	PUNCT
bracis-33633	209	3	when	when	SCONJ
bracis-33633	209	4	considering	consider	VERB
bracis-33633	209	5	using	use	VERB
bracis-33633	209	6	havana	havana	PROPN
bracis-33633	209	7	in	in	ADP
bracis-33633	209	8	a	a	DET
bracis-33633	209	9	pipeline	pipeline	NOUN
bracis-33633	209	10	with	with	ADP
bracis-33633	209	11	real	real	ADJ
bracis-33633	209	12	-	-	PUNCT
bracis-33633	209	13	world	world	NOUN
bracis-33633	209	14	company	company	NOUN
bracis-33633	209	15	data	datum	NOUN
bracis-33633	209	16	,	,	PUNCT
bracis-33633	209	17	it	it	PRON
bracis-33633	209	18	 	 	SPACE
bracis-33633	209	19	is	be	AUX
bracis-33633	209	20	fundamental	fundamental	ADJ
bracis-33633	209	21	to	to	PART
bracis-33633	209	22	anonymize	anonymize	VERB
bracis-33633	209	23	the	the	DET
bracis-33633	209	24	locations	location	NOUN
bracis-33633	209	25	with	with	ADP
bracis-33633	209	26	an	an	DET
bracis-33633	209	27	appropriate	appropriate	ADJ
bracis-33633	209	28	method	method	NOUN
bracis-33633	209	29	,	,	PUNCT
bracis-33633	209	30	such	such	ADJ
bracis-33633	209	31	as	as	ADP
bracis-33633	209	32	mix	mix	NOUN
bracis-33633	209	33	-	-	PUNCT
bracis-33633	209	34	zones	zone	NOUN
bracis-33633	209	35	[	[	X
bracis-33633	209	36	17	17	NUM
bracis-33633	209	37	]	]	PUNCT
bracis-33633	209	38	or	or	CCONJ
bracis-33633	209	39	cats	cat	NOUN
bracis-33633	209	40	[	[	X
bracis-33633	209	41	21	21	NUM
bracis-33633	209	42	]	]	PUNCT
bracis-33633	209	43	.	.	PUNCT
bracis-33633	210	1	7	7	NUM
bracis-33633	210	2	conclusion	conclusion	NOUN
bracis-33633	210	3	and	and	CCONJ
bracis-33633	210	4	 	 	SPACE
bracis-33633	210	5	future	future	ADJ
bracis-33633	210	6	works	work	NOUN
bracis-33633	210	7	in	in	ADP
bracis-33633	210	8	this	this	DET
bracis-33633	210	9	work	work	NOUN
bracis-33633	210	10	,	,	PUNCT
bracis-33633	210	11	a	a	DET
bracis-33633	210	12	novel	novel	ADJ
bracis-33633	210	13	method	method	NOUN
bracis-33633	210	14	named	name	VERB
bracis-33633	210	15	havana	havana	PROPN
bracis-33633	210	16	is	be	AUX
bracis-33633	210	17	formulated	formulate	VERB
bracis-33633	210	18	with	with	ADP
bracis-33633	210	19	hybrid	hybrid	ADJ
bracis-33633	210	20	learning	learning	NOUN
bracis-33633	210	21	that	that	PRON
bracis-33633	210	22	includes	include	VERB
bracis-33633	210	23	spectral	spectral	ADJ
bracis-33633	210	24	and	and	CCONJ
bracis-33633	210	25	spatial	spatial	ADJ
bracis-33633	210	26	convolutions	convolution	NOUN
bracis-33633	210	27	to	to	PART
bracis-33633	210	28	annotate	annotate	VERB
bracis-33633	210	29	points	point	NOUN
bracis-33633	210	30	of	of	ADP
bracis-33633	210	31	interest	interest	NOUN
bracis-33633	210	32	semantically	semantically	ADV
bracis-33633	210	33	.	.	PUNCT
bracis-33633	211	1	the	the	DET
bracis-33633	211	2	results	result	NOUN
bracis-33633	211	3	revealed	reveal	VERB
bracis-33633	211	4	a	a	DET
bracis-33633	211	5	higher	high	ADJ
bracis-33633	211	6	performance	performance	NOUN
bracis-33633	211	7	compared	compare	VERB
bracis-33633	211	8	to	to	ADP
bracis-33633	211	9	three	three	NUM
bracis-33633	211	10	state	state	NOUN
bracis-33633	211	11	-	-	PUNCT
bracis-33633	211	12	of	of	ADP
bracis-33633	211	13	-	-	PUNCT
bracis-33633	211	14	the	the	DET
bracis-33633	211	15	-	-	PUNCT
bracis-33633	211	16	art	art	NOUN
bracis-33633	211	17	models	model	NOUN
bracis-33633	211	18	:	:	PUNCT
bracis-33633	211	19	pgc	pgc	PROPN
bracis-33633	211	20	-	-	PUNCT
bracis-33633	211	21	nn	nn	PROPN
bracis-33633	211	22	,	,	PUNCT
bracis-33633	211	23	stpa	stpa	NOUN
bracis-33633	211	24	,	,	PUNCT
bracis-33633	211	25	and	and	CCONJ
bracis-33633	211	26	k	k	X
bracis-33633	211	27	-	-	PUNCT
bracis-33633	211	28	fn	fn	NOUN
bracis-33633	211	29	.	.	PUNCT
bracis-33633	212	1	hence	hence	ADV
bracis-33633	212	2	,	,	PUNCT
bracis-33633	212	3	hybrid	hybrid	NOUN
bracis-33633	212	4	models	model	NOUN
bracis-33633	212	5	that	that	PRON
bracis-33633	212	6	combine	combine	VERB
bracis-33633	212	7	different	different	ADJ
bracis-33633	212	8	types	type	NOUN
bracis-33633	212	9	 	 	SPACE
bracis-33633	212	10	of	of	ADP
bracis-33633	212	11	convolution	convolution	NOUN
bracis-33633	212	12	with	with	ADP
bracis-33633	212	13	aggregation	aggregation	NOUN
bracis-33633	212	14	blocks	block	NOUN
bracis-33633	212	15	can	can	AUX
bracis-33633	212	16	represent	represent	VERB
bracis-33633	212	17	a	a	DET
bracis-33633	212	18	great	great	ADJ
bracis-33633	212	19	advance	advance	NOUN
bracis-33633	212	20	 	 	SPACE
bracis-33633	212	21	in	in	ADP
bracis-33633	212	22	semantic	semantic	ADJ
bracis-33633	212	23	venue	venue	NOUN
bracis-33633	212	24	annotation	annotation	NOUN
bracis-33633	212	25	.	.	PUNCT
bracis-33633	213	1	additionally	additionally	ADV
bracis-33633	213	2	,	,	PUNCT
bracis-33633	213	3	the	the	DET
bracis-33633	213	4	application	application	NOUN
bracis-33633	213	5	of	of	ADP
bracis-33633	213	6	 	 	SPACE
bracis-33633	213	7	this	this	DET
bracis-33633	213	8	method	method	NOUN
bracis-33633	213	9	in	in	ADP
bracis-33633	213	10	other	other	ADJ
bracis-33633	213	11	related	related	ADJ
bracis-33633	213	12	tasks	task	NOUN
bracis-33633	213	13	of	of	ADP
bracis-33633	213	14	points	point	NOUN
bracis-33633	213	15	of	of	ADP
bracis-33633	213	16	interest	interest	NOUN
bracis-33633	213	17	can	can	AUX
bracis-33633	213	18	 	 	SPACE
bracis-33633	213	19	also	also	ADV
bracis-33633	213	20	increase	increase	VERB
bracis-33633	213	21	the	the	DET
bracis-33633	213	22	performance	performance	NOUN
bracis-33633	213	23	,	,	PUNCT
bracis-33633	213	24	due	due	ADP
bracis-33633	213	25	to	to	ADP
bracis-33633	213	26	the	the	DET
bracis-33633	213	27	similarity	similarity	NOUN
bracis-33633	213	28	of	of	ADP
bracis-33633	213	29	convolution	convolution	NOUN
bracis-33633	213	30	layers	layer	NOUN
bracis-33633	213	31	in	in	ADP
bracis-33633	213	32	tasks	task	NOUN
bracis-33633	213	33	such	such	ADJ
bracis-33633	213	34	as	as	ADP
bracis-33633	213	35	next	next	ADJ
bracis-33633	213	36	place	place	NOUN
bracis-33633	213	37	to	to	PART
bracis-33633	213	38	visit	visit	VERB
bracis-33633	213	39	and	and	CCONJ
bracis-33633	213	40	points	point	NOUN
bracis-33633	213	41	of	of	ADP
bracis-33633	213	42	interest	interest	NOUN
bracis-33633	213	43	recommendation	recommendation	NOUN
bracis-33633	213	44	.	.	PUNCT
bracis-33633	214	1	in	in	ADP
bracis-33633	214	2	the	the	DET
bracis-33633	214	3	context	context	NOUN
bracis-33633	214	4	of	of	ADP
bracis-33633	214	5	future	future	ADJ
bracis-33633	214	6	work	work	NOUN
bracis-33633	214	7	,	,	PUNCT
bracis-33633	214	8	it	it	PRON
bracis-33633	214	9	is	be	AUX
bracis-33633	214	10	necessary	necessary	ADJ
bracis-33633	214	11	to	to	PART
bracis-33633	214	12	enhance	enhance	VERB
bracis-33633	214	13	 	 	SPACE
bracis-33633	214	14	the	the	DET
bracis-33633	214	15	feature	feature	NOUN
bracis-33633	214	16	engineering	engineering	NOUN
bracis-33633	214	17	,	,	PUNCT
bracis-33633	214	18	exploring	explore	VERB
bracis-33633	214	19	new	new	ADJ
bracis-33633	214	20	matrices	matrix	NOUN
bracis-33633	214	21	to	to	PART
bracis-33633	214	22	represent	represent	VERB
bracis-33633	214	23	the	the	DET
bracis-33633	214	24	 	 	SPACE
bracis-33633	214	25	data	datum	NOUN
bracis-33633	214	26	more	more	ADV
bracis-33633	214	27	precisely	precisely	ADV
bracis-33633	214	28	,	,	PUNCT
bracis-33633	214	29	specially	specially	ADV
bracis-33633	214	30	for	for	ADP
bracis-33633	214	31	collective	collective	ADJ
bracis-33633	214	32	features	feature	NOUN
bracis-33633	214	33	such	such	ADJ
bracis-33633	214	34	as	as	ADP
bracis-33633	214	35	regional	regional	ADJ
bracis-33633	214	36	features	feature	NOUN
bracis-33633	214	37	characterizing	characterize	VERB
bracis-33633	214	38	the	the	DET
bracis-33633	214	39	form	form	NOUN
bracis-33633	214	40	of	of	ADP
bracis-33633	214	41	the	the	DET
bracis-33633	214	42	city	city	NOUN
bracis-33633	214	43	.	.	PUNCT
bracis-33633	215	1	this	this	DET
bracis-33633	215	2	enhancement	enhancement	NOUN
bracis-33633	215	3	intends	intend	VERB
bracis-33633	215	4	to	to	PART
bracis-33633	215	5	potentialize	potentialize	VERB
bracis-33633	215	6	the	the	DET
bracis-33633	215	7	model	model	NOUN
bracis-33633	215	8	capacity	capacity	NOUN
bracis-33633	215	9	to	to	PART
bracis-33633	215	10	consider	consider	VERB
bracis-33633	215	11	the	the	DET
bracis-33633	215	12	aspects	aspect	NOUN
bracis-33633	215	13	of	of	ADP
bracis-33633	215	14	different	different	ADJ
bracis-33633	215	15	cities	city	NOUN
bracis-33633	215	16	.	.	PUNCT
bracis-33633	216	1	notes	note	VERB
bracis-33633	216	2	1.the	1.the	DET
bracis-33633	216	3	code	code	NOUN
bracis-33633	216	4	is	be	AUX
bracis-33633	216	5	available	available	ADJ
bracis-33633	216	6	on	on	ADP
bracis-33633	216	7	https://github.com/gegen07/havana	https://github.com/gegen07/havana	PROPN
bracis-33633	216	8	.	.	PROPN
bracis-33633	217	1	2.https://github.com/danielegrattarola/spektral	2.https://github.com/danielegrattarola/spektral	NUM
bracis-33633	217	2	.	.	PUNCT
bracis-33633	217	3	references	reference	NOUN
bracis-33633	217	4	atluri	atluri	PROPN
bracis-33633	217	5	,	,	PUNCT
bracis-33633	217	6	g.	g.	PROPN
bracis-33633	217	7	,	,	PUNCT
bracis-33633	217	8	karpatne	karpatne	PROPN
bracis-33633	217	9	,	,	PUNCT
bracis-33633	217	10	a.	a.	PROPN
bracis-33633	217	11	,	,	PUNCT
bracis-33633	217	12	kumar	kumar	PROPN
bracis-33633	217	13	,	,	PUNCT
bracis-33633	217	14	v.	v.	PROPN
bracis-33633	217	15	:	:	PUNCT
bracis-33633	217	16	spatio	spatio	ADJ
bracis-33633	217	17	-	-	PUNCT
bracis-33633	217	18	temporal	temporal	ADJ
bracis-33633	217	19	data	datum	NOUN
bracis-33633	217	20	mining	mining	NOUN
bracis-33633	217	21	:	:	PUNCT
bracis-33633	217	22	a	a	DET
bracis-33633	217	23	survey	survey	NOUN
bracis-33633	217	24	of	of	ADP
bracis-33633	217	25	problems	problem	NOUN
bracis-33633	217	26	and	and	CCONJ
bracis-33633	217	27	methods	method	NOUN
bracis-33633	217	28	.	.	PUNCT
bracis-33633	218	1	acm	acm	PROPN
bracis-33633	218	2	comput	comput	NOUN
bracis-33633	218	3	.	.	PUNCT
bracis-33633	219	1	surv	surv	NOUN
bracis-33633	219	2	.	.	PUNCT
bracis-33633	220	1	(	(	PUNCT
bracis-33633	220	2	csur	csur	NOUN
bracis-33633	220	3	)	)	PUNCT
bracis-33633	220	4	4	4	NUM
bracis-33633	220	5	,	,	PUNCT
bracis-33633	220	6	1–41	1–41	NUM
bracis-33633	220	7	(	(	PUNCT
bracis-33633	220	8	2018	2018	NUM
bracis-33633	220	9	)	)	PUNCT
bracis-33633	220	10	math	math	NOUN
bracis-33633	220	11	  	  	SPACE
bracis-33633	220	12	google	google	PROPN
bracis-33633	220	13	scholar	scholar	NOUN
bracis-33633	220	14	  	  	SPACE
bracis-33633	220	15	bianchi	bianchi	NOUN
bracis-33633	220	16	,	,	PUNCT
bracis-33633	220	17	f.m	f.m	PROPN
bracis-33633	220	18	.	.	PROPN
bracis-33633	220	19	,	,	PUNCT
bracis-33633	220	20	grattarola	grattarola	PROPN
bracis-33633	220	21	,	,	PUNCT
bracis-33633	220	22	d.	d.	PROPN
bracis-33633	220	23	,	,	PUNCT
bracis-33633	220	24	livi	livi	PROPN
bracis-33633	220	25	,	,	PUNCT
bracis-33633	220	26	l.	l.	PROPN
bracis-33633	220	27	,	,	PUNCT
bracis-33633	220	28	alippi	alippi	PROPN
bracis-33633	220	29	,	,	PUNCT
bracis-33633	220	30	c.	c.	NOUN
bracis-33633	220	31	:	:	PUNCT
bracis-33633	220	32	graph	graph	NOUN
bracis-33633	220	33	neural	neural	ADJ
bracis-33633	220	34	networks	network	NOUN
bracis-33633	220	35	with	with	ADP
bracis-33633	220	36	convolutional	convolutional	ADJ
bracis-33633	220	37	arma	arma	NOUN
bracis-33633	220	38	filters	filter	NOUN
bracis-33633	220	39	.	.	PUNCT
bracis-33633	221	1	ieee	ieee	PROPN
bracis-33633	221	2	trans	trans	PROPN
bracis-33633	221	3	.	.	PUNCT
bracis-33633	221	4	pattern	pattern	PROPN
bracis-33633	221	5	anal	anal	PROPN
bracis-33633	221	6	.	.	PUNCT
bracis-33633	222	1	mach	mach	PROPN
bracis-33633	222	2	.	.	PUNCT
bracis-33633	223	1	intell	intell	PROPN
bracis-33633	223	2	.	.	PUNCT
bracis-33633	224	1	7	7	NUM
bracis-33633	224	2	,	,	PUNCT
bracis-33633	224	3	3496–3507	3496–3507	NUM
bracis-33633	224	4	(	(	PUNCT
bracis-33633	224	5	2022	2022	NUM
bracis-33633	224	6	)	)	PUNCT
bracis-33633	224	7	google	google	NOUN
bracis-33633	224	8	scholar	scholar	NOUN
bracis-33633	224	9	  	  	SPACE
bracis-33633	224	10	capanema	capanema	NOUN
bracis-33633	224	11	,	,	PUNCT
bracis-33633	224	12	c.g	c.g	PROPN
bracis-33633	224	13	.	.	PROPN
bracis-33633	224	14	,	,	PUNCT
bracis-33633	224	15	de	de	PROPN
bracis-33633	224	16	 	 	SPACE
bracis-33633	224	17	oliveira	oliveira	PROPN
bracis-33633	224	18	,	,	PUNCT
bracis-33633	224	19	g.s	g.s	PROPN
bracis-33633	224	20	.	.	PROPN
bracis-33633	224	21	,	,	PUNCT
bracis-33633	224	22	silva	silva	PROPN
bracis-33633	224	23	,	,	PUNCT
bracis-33633	224	24	f.a	f.a	PROPN
bracis-33633	224	25	.	.	PROPN
bracis-33633	224	26	,	,	PUNCT
bracis-33633	224	27	silva	silva	PROPN
bracis-33633	224	28	,	,	PUNCT
bracis-33633	224	29	t.r	t.r	PROPN
bracis-33633	224	30	.	.	PROPN
bracis-33633	224	31	,	,	PUNCT
bracis-33633	224	32	loureiro	loureiro	PROPN
bracis-33633	224	33	,	,	PUNCT
bracis-33633	224	34	a.a	a.a	PROPN
bracis-33633	224	35	.	.	PROPN
bracis-33633	224	36	:	:	PUNCT
bracis-33633	224	37	combining	combine	VERB
bracis-33633	224	38	recurrent	recurrent	NOUN
bracis-33633	224	39	and	and	CCONJ
bracis-33633	224	40	graph	graph	VERB
bracis-33633	224	41	neural	neural	ADJ
bracis-33633	224	42	networks	network	NOUN
bracis-33633	224	43	to	to	PART
bracis-33633	224	44	predict	predict	VERB
bracis-33633	224	45	the	the	DET
bracis-33633	224	46	next	next	ADJ
bracis-33633	224	47	place	place	NOUN
bracis-33633	224	48	’s	’s	PART
bracis-33633	224	49	category	category	NOUN
bracis-33633	224	50	.	.	PUNCT
bracis-33633	225	1	ad	ad	NOUN
bracis-33633	225	2	hoc	hoc	X
bracis-33633	225	3	netw	netw	NOUN
bracis-33633	225	4	.	.	PUNCT
bracis-33633	226	1	138103016	138103016	NUM
bracis-33633	226	2	(	(	PUNCT
bracis-33633	226	3	2023	2023	NUM
bracis-33633	226	4	)	)	PUNCT
bracis-33633	226	5	google	google	NOUN
bracis-33633	226	6	scholar	scholar	NOUN
bracis-33633	226	7	  	  	SPACE
bracis-33633	226	8	chen	chen	PROPN
bracis-33633	226	9	,	,	PUNCT
bracis-33633	226	10	d.	d.	PROPN
bracis-33633	226	11	,	,	PUNCT
bracis-33633	226	12	lin	lin	PROPN
bracis-33633	226	13	,	,	PUNCT
bracis-33633	226	14	y.	y.	PROPN
bracis-33633	226	15	,	,	PUNCT
bracis-33633	226	16	li	li	PROPN
bracis-33633	226	17	,	,	PUNCT
bracis-33633	226	18	w.	w.	PROPN
bracis-33633	226	19	,	,	PUNCT
bracis-33633	226	20	li	li	PROPN
bracis-33633	226	21	,	,	PUNCT
bracis-33633	226	22	p.	p.	PROPN
bracis-33633	226	23	,	,	PUNCT
bracis-33633	226	24	zhou	zhou	PROPN
bracis-33633	226	25	,	,	PUNCT
bracis-33633	226	26	j.	j.	PROPN
bracis-33633	226	27	,	,	PUNCT
bracis-33633	226	28	sun	sun	PROPN
bracis-33633	226	29	,	,	PUNCT
bracis-33633	226	30	x.	x.	NOUN
bracis-33633	226	31	:	:	PUNCT
bracis-33633	226	32	measuring	measure	VERB
bracis-33633	226	33	and	and	CCONJ
bracis-33633	226	34	relieving	relieve	VERB
bracis-33633	226	35	the	the	DET
bracis-33633	226	36	over	over	ADV
bracis-33633	226	37	-	-	PUNCT
bracis-33633	226	38	smoothing	smooth	VERB
bracis-33633	226	39	problem	problem	NOUN
bracis-33633	226	40	for	for	ADP
bracis-33633	226	41	graph	graph	NOUN
bracis-33633	226	42	neural	neural	ADJ
bracis-33633	226	43	networks	network	NOUN
bracis-33633	226	44	from	from	ADP
bracis-33633	226	45	the	the	DET
bracis-33633	226	46	topological	topological	ADJ
bracis-33633	226	47	view	view	NOUN
bracis-33633	226	48	.	.	PUNCT
bracis-33633	227	1	in	in	ADP
bracis-33633	227	2	:	:	PUNCT
bracis-33633	227	3	proceedings	proceeding	NOUN
bracis-33633	227	4	of	of	ADP
bracis-33633	227	5	the	the	DET
bracis-33633	227	6	aaai	aaai	PROPN
bracis-33633	227	7	conference	conference	NOUN
bracis-33633	227	8	on	on	ADP
bracis-33633	227	9	artificial	artificial	ADJ
bracis-33633	227	10	intelligence	intelligence	NOUN
bracis-33633	227	11	,	,	PUNCT
bracis-33633	227	12	vol	vol	NOUN
bracis-33633	227	13	.	.	PROPN
bracis-33633	228	1	34	34	NUM
bracis-33633	228	2	,	,	PUNCT
bracis-33633	228	3	no	no	INTJ
bracis-33633	228	4	.	.	NOUN
bracis-33633	228	5	04	04	NUM
bracis-33633	228	6	,	,	PUNCT
bracis-33633	228	7	pp	pp	ADJ
bracis-33633	228	8	.	.	PUNCT
bracis-33633	229	1	3438–3445	3438–3445	NUM
bracis-33633	229	2	(	(	PUNCT
bracis-33633	229	3	2020	2020	NUM
bracis-33633	229	4	)	)	PUNCT
bracis-33633	229	5	google	google	PROPN
bracis-33633	229	6	scholar	scholar	NOUN
bracis-33633	229	7	  	  	SPACE
bracis-33633	229	8	chen	chen	PROPN
bracis-33633	229	9	,	,	PUNCT
bracis-33633	229	10	m.	m.	NOUN
bracis-33633	229	11	,	,	PUNCT
bracis-33633	229	12	zhao	zhao	PROPN
bracis-33633	229	13	,	,	PUNCT
bracis-33633	229	14	y.	y.	PROPN
bracis-33633	229	15	,	,	PUNCT
bracis-33633	229	16	liu	liu	PROPN
bracis-33633	229	17	,	,	PUNCT
bracis-33633	229	18	y.	y.	PROPN
bracis-33633	229	19	,	,	PUNCT
bracis-33633	229	20	yu	yu	PROPN
bracis-33633	229	21	,	,	PUNCT
bracis-33633	229	22	x.	x.	PROPN
bracis-33633	229	23	,	,	PUNCT
bracis-33633	229	24	zheng	zheng	PROPN
bracis-33633	229	25	,	,	PUNCT
bracis-33633	229	26	k.	k.	PROPN
bracis-33633	229	27	:	:	PUNCT
bracis-33633	229	28	modeling	model	VERB
bracis-33633	229	29	spatial	spatial	ADJ
bracis-33633	229	30	trajectories	trajectory	NOUN
bracis-33633	229	31	with	with	ADP
bracis-33633	229	32	attribute	attribute	NOUN
bracis-33633	229	33	representation	representation	NOUN
bracis-33633	229	34	learning	learning	NOUN
bracis-33633	229	35	.	.	PUNCT
bracis-33633	230	1	ieee	ieee	PROPN
bracis-33633	230	2	trans	trans	PROPN
bracis-33633	230	3	.	.	PROPN
bracis-33633	231	1	knowl	knowl	PROPN
bracis-33633	231	2	.	.	PUNCT
bracis-33633	232	1	data	data	PROPN
bracis-33633	232	2	eng	eng	PROPN
bracis-33633	232	3	.	.	PROPN
bracis-33633	233	1	4	4	NUM
bracis-33633	233	2	,	,	PUNCT
bracis-33633	233	3	1902–1914	1902–1914	NUM
bracis-33633	233	4	(	(	PUNCT
bracis-33633	233	5	2020	2020	NUM
bracis-33633	233	6	)	)	PUNCT
bracis-33633	233	7	math	math	NOUN
bracis-33633	233	8	  	  	SPACE
bracis-33633	233	9	google	google	PROPN
bracis-33633	233	10	scholar	scholar	NOUN
bracis-33633	233	11	  	  	SPACE
bracis-33633	233	12	cho	cho	PROPN
bracis-33633	233	13	,	,	PUNCT
bracis-33633	233	14	e.	e.	PROPN
bracis-33633	233	15	,	,	PUNCT
bracis-33633	233	16	myers	myers	PROPN
bracis-33633	233	17	,	,	PUNCT
bracis-33633	233	18	s.a	s.a	PROPN
bracis-33633	233	19	.	.	PROPN
bracis-33633	233	20	,	,	PUNCT
bracis-33633	233	21	leskovec	leskovec	PROPN
bracis-33633	233	22	,	,	PUNCT
bracis-33633	233	23	j.	j.	PROPN
bracis-33633	233	24	:	:	PUNCT
bracis-33633	233	25	friendship	friendship	NOUN
bracis-33633	233	26	and	and	CCONJ
bracis-33633	233	27	mobility	mobility	NOUN
bracis-33633	233	28	:	:	PUNCT
bracis-33633	233	29	user	user	NOUN
bracis-33633	233	30	movement	movement	NOUN
bracis-33633	233	31	in	in	ADP
bracis-33633	233	32	location	location	NOUN
bracis-33633	233	33	-	-	PUNCT
bracis-33633	233	34	based	base	VERB
bracis-33633	233	35	social	social	ADJ
bracis-33633	233	36	networks	network	NOUN
bracis-33633	233	37	.	.	PUNCT
bracis-33633	234	1	in	in	ADP
bracis-33633	234	2	:	:	PUNCT
bracis-33633	234	3	proceedings	proceeding	NOUN
bracis-33633	234	4	of	of	ADP
bracis-33633	234	5	the	the	DET
bracis-33633	234	6	17th	17th	ADJ
bracis-33633	234	7	acm	acm	PROPN
bracis-33633	234	8	sigkdd	sigkdd	NOUN
bracis-33633	234	9	international	international	ADJ
bracis-33633	234	10	conference	conference	NOUN
bracis-33633	234	11	on	on	ADP
bracis-33633	234	12	knowledge	knowledge	NOUN
bracis-33633	234	13	discovery	discovery	PROPN
bracis-33633	234	14	and	and	CCONJ
bracis-33633	234	15	data	datum	NOUN
bracis-33633	234	16	mining	mining	NOUN
bracis-33633	234	17	,	,	PUNCT
bracis-33633	234	18	pp	pp	ADJ
bracis-33633	234	19	.	.	PUNCT
bracis-33633	234	20	1082–1090	1082–1090	NUM
bracis-33633	234	21	,	,	PUNCT
bracis-33633	234	22	kdd	kdd	PROPN
bracis-33633	234	23	’	’	PROPN
bracis-33633	234	24	11	11	NUM
bracis-33633	234	25	,	,	PUNCT
bracis-33633	234	26	association	association	NOUN
bracis-33633	234	27	for	for	ADP
bracis-33633	234	28	computing	compute	VERB
bracis-33633	234	29	machinery	machinery	NOUN
bracis-33633	234	30	(	(	PUNCT
bracis-33633	234	31	2011	2011	NUM
bracis-33633	234	32	)	)	PUNCT
bracis-33633	234	33	google	google	NOUN
bracis-33633	234	34	scholar	scholar	NOUN
bracis-33633	234	35	  	  	SPACE
bracis-33633	234	36	defferrard	defferrard	NOUN
bracis-33633	234	37	,	,	PUNCT
bracis-33633	234	38	m.	m.	NOUN
bracis-33633	234	39	,	,	PUNCT
bracis-33633	234	40	bresson	bresson	PROPN
bracis-33633	234	41	,	,	PUNCT
bracis-33633	234	42	x.	x.	PROPN
bracis-33633	234	43	,	,	PUNCT
bracis-33633	234	44	vandergheynst	vandergheynst	ADJ
bracis-33633	234	45	,	,	PUNCT
bracis-33633	234	46	p.	p.	NOUN
bracis-33633	234	47	:	:	PUNCT
bracis-33633	234	48	convolutional	convolutional	ADJ
bracis-33633	234	49	neural	neural	ADJ
bracis-33633	234	50	networks	network	NOUN
bracis-33633	234	51	on	on	ADP
bracis-33633	234	52	graphs	graph	NOUN
bracis-33633	234	53	with	with	ADP
bracis-33633	234	54	fast	fast	ADJ
bracis-33633	234	55	localized	localize	VERB
bracis-33633	234	56	spectral	spectral	ADJ
bracis-33633	234	57	filtering	filtering	NOUN
bracis-33633	234	58	.	.	PUNCT
bracis-33633	235	1	adv	adv	PROPN
bracis-33633	235	2	.	.	PUNCT
bracis-33633	235	3	neural	neural	PROPN
bracis-33633	235	4	inf	inf	PROPN
bracis-33633	235	5	.	.	PUNCT
bracis-33633	235	6	process	process	NOUN
bracis-33633	235	7	.	.	PUNCT
bracis-33633	236	1	syst	syst	PROPN
bracis-33633	236	2	.	.	PUNCT
bracis-33633	237	1	(	(	PUNCT
bracis-33633	237	2	2016	2016	NUM
bracis-33633	237	3	)	)	PUNCT
bracis-33633	237	4	google	google	PROPN
bracis-33633	237	5	scholar	scholar	NOUN
bracis-33633	237	6	  	  	SPACE
bracis-33633	237	7	dubey	dubey	PROPN
bracis-33633	237	8	,	,	PUNCT
bracis-33633	237	9	m.	m.	NOUN
bracis-33633	237	10	,	,	PUNCT
bracis-33633	237	11	srijith	srijith	NOUN
bracis-33633	237	12	,	,	PUNCT
bracis-33633	237	13	p.	p.	NOUN
bracis-33633	237	14	,	,	PUNCT
bracis-33633	237	15	desarkar	desarkar	PROPN
bracis-33633	237	16	,	,	PUNCT
bracis-33633	237	17	m.s	m.s	PROPN
bracis-33633	237	18	.	.	PROPN
bracis-33633	237	19	:	:	PUNCT
bracis-33633	238	1	multi	multi	ADJ
bracis-33633	238	2	-	-	ADJ
bracis-33633	238	3	view	view	ADJ
bracis-33633	238	4	hypergraph	hypergraph	NOUN
bracis-33633	238	5	convolution	convolution	NOUN
bracis-33633	238	6	network	network	NOUN
bracis-33633	238	7	for	for	ADP
bracis-33633	238	8	semantic	semantic	ADJ
bracis-33633	238	9	annotation	annotation	NOUN
bracis-33633	238	10	in	in	ADP
bracis-33633	238	11	lbsns	lbsns	NOUN
bracis-33633	238	12	.	.	PUNCT
bracis-33633	239	1	in	in	ADP
bracis-33633	239	2	:	:	PUNCT
bracis-33633	239	3	proceedings	proceeding	NOUN
bracis-33633	239	4	of	of	ADP
bracis-33633	239	5	the	the	DET
bracis-33633	239	6	2021	2021	NUM
bracis-33633	239	7	ieee	ieee	NOUN
bracis-33633	239	8	/	/	SYM
bracis-33633	239	9	acm	acm	PROPN
bracis-33633	239	10	international	international	ADJ
bracis-33633	239	11	conference	conference	NOUN
bracis-33633	239	12	on	on	ADP
bracis-33633	239	13	advances	advance	NOUN
bracis-33633	239	14	in	in	ADP
bracis-33633	239	15	social	social	ADJ
bracis-33633	239	16	networks	network	NOUN
bracis-33633	239	17	analysis	analysis	NOUN
bracis-33633	239	18	and	and	CCONJ
bracis-33633	239	19	mining	mining	NOUN
bracis-33633	239	20	,	,	PUNCT
bracis-33633	239	21	pp	pp	ADJ
bracis-33633	239	22	.	.	PUNCT
bracis-33633	240	1	219–227	219–227	NUM
bracis-33633	240	2	(	(	PUNCT
bracis-33633	240	3	2021	2021	NUM
bracis-33633	240	4	)	)	PUNCT
bracis-33633	240	5	google	google	PROPN
bracis-33633	240	6	scholar	scholar	NOUN
bracis-33633	240	7	  	  	SPACE
bracis-33633	240	8	gilmer	gilmer	PROPN
bracis-33633	240	9	,	,	PUNCT
bracis-33633	240	10	j.	j.	PROPN
bracis-33633	240	11	,	,	PUNCT
bracis-33633	240	12	schoenholz	schoenholz	PROPN
bracis-33633	240	13	,	,	PUNCT
bracis-33633	240	14	s.s	s.s	PROPN
bracis-33633	240	15	.	.	PROPN
bracis-33633	240	16	,	,	PUNCT
bracis-33633	240	17	riley	riley	PROPN
bracis-33633	240	18	,	,	PUNCT
bracis-33633	240	19	p.f	p.f	PROPN
bracis-33633	240	20	.	.	PROPN
bracis-33633	240	21	,	,	PUNCT
bracis-33633	240	22	vinyals	vinyal	NOUN
bracis-33633	240	23	,	,	PUNCT
bracis-33633	240	24	o.	o.	PROPN
bracis-33633	240	25	,	,	PUNCT
bracis-33633	240	26	dahl	dahl	PROPN
bracis-33633	240	27	,	,	PUNCT
bracis-33633	240	28	g.e	g.e	PROPN
bracis-33633	240	29	.	.	PUNCT
bracis-33633	240	30	:	:	PUNCT
bracis-33633	240	31	neural	neural	ADJ
bracis-33633	240	32	message	message	NOUN
bracis-33633	240	33	passing	pass	VERB
bracis-33633	240	34	for	for	ADP
bracis-33633	240	35	quantum	quantum	ADJ
bracis-33633	240	36	chemistry	chemistry	NOUN
bracis-33633	240	37	.	.	PUNCT
bracis-33633	241	1	in	in	ADP
bracis-33633	241	2	:	:	PUNCT
bracis-33633	241	3	international	international	ADJ
bracis-33633	241	4	conference	conference	NOUN
bracis-33633	241	5	on	on	ADP
bracis-33633	241	6	machine	machine	NOUN
bracis-33633	241	7	learning	learning	NOUN
bracis-33633	241	8	,	,	PUNCT
bracis-33633	241	9	pp	pp	ADP
bracis-33633	241	10	.	.	PUNCT
bracis-33633	241	11	1263–1272	1263–1272	NUM
bracis-33633	241	12	,	,	PUNCT
bracis-33633	241	13	pmlr	pmlr	NOUN
bracis-33633	241	14	(	(	PUNCT
bracis-33633	241	15	2017	2017	NUM
bracis-33633	241	16	)	)	PUNCT
bracis-33633	241	17	google	google	NOUN
bracis-33633	241	18	scholar	scholar	NOUN
bracis-33633	241	19	  	  	SPACE
bracis-33633	241	20	he	he	PRON
bracis-33633	241	21	,	,	PUNCT
bracis-33633	241	22	k.	k.	PROPN
bracis-33633	241	23	,	,	PUNCT
bracis-33633	241	24	zhang	zhang	PROPN
bracis-33633	241	25	,	,	PUNCT
bracis-33633	241	26	x.	x.	PROPN
bracis-33633	241	27	,	,	PUNCT
bracis-33633	241	28	ren	ren	PROPN
bracis-33633	241	29	,	,	PUNCT
bracis-33633	241	30	s.	s.	PROPN
bracis-33633	241	31	,	,	PUNCT
bracis-33633	241	32	sun	sun	PROPN
bracis-33633	241	33	,	,	PUNCT
bracis-33633	241	34	j.	j.	PROPN
bracis-33633	241	35	:	:	PUNCT
bracis-33633	241	36	deep	deep	ADJ
bracis-33633	241	37	residual	residual	ADJ
bracis-33633	241	38	learning	learning	NOUN
bracis-33633	241	39	for	for	ADP
bracis-33633	241	40	image	image	NOUN
bracis-33633	241	41	recognition	recognition	NOUN
bracis-33633	241	42	.	.	PUNCT
bracis-33633	242	1	in	in	ADP
bracis-33633	242	2	:	:	PUNCT
bracis-33633	242	3	proceedings	proceeding	NOUN
bracis-33633	242	4	of	of	ADP
bracis-33633	242	5	the	the	DET
bracis-33633	242	6	ieee	ieee	NOUN
bracis-33633	242	7	conference	conference	NOUN
bracis-33633	242	8	on	on	ADP
bracis-33633	242	9	computer	computer	NOUN
bracis-33633	242	10	vision	vision	NOUN
bracis-33633	242	11	and	and	CCONJ
bracis-33633	242	12	pattern	pattern	NOUN
bracis-33633	242	13	recognition	recognition	NOUN
bracis-33633	242	14	,	,	PUNCT
bracis-33633	242	15	pp	pp	ADP
bracis-33633	242	16	.	.	PUNCT
bracis-33633	243	1	770–778	770–778	NUM
bracis-33633	243	2	(	(	PUNCT
bracis-33633	243	3	2016	2016	NUM
bracis-33633	243	4	)	)	PUNCT
bracis-33633	243	5	google	google	PROPN
bracis-33633	243	6	scholar	scholar	NOUN
bracis-33633	243	7	  	  	SPACE
bracis-33633	243	8	huang	huang	PROPN
bracis-33633	243	9	,	,	PUNCT
bracis-33633	243	10	t.	t.	PROPN
bracis-33633	243	11	,	,	PUNCT
bracis-33633	243	12	pan	pan	PROPN
bracis-33633	243	13	,	,	PUNCT
bracis-33633	243	14	x.	x.	PROPN
bracis-33633	243	15	,	,	PUNCT
bracis-33633	243	16	cai	cai	X
bracis-33633	243	17	,	,	PUNCT
bracis-33633	243	18	x.	x.	PROPN
bracis-33633	243	19	,	,	PUNCT
bracis-33633	243	20	zhang	zhang	PROPN
bracis-33633	243	21	,	,	PUNCT
bracis-33633	243	22	y.	y.	PROPN
bracis-33633	243	23	,	,	PUNCT
bracis-33633	243	24	yuan	yuan	PROPN
bracis-33633	243	25	,	,	PUNCT
bracis-33633	243	26	x.	x.	NOUN
bracis-33633	243	27	:	:	PUNCT
bracis-33633	243	28	learning	learn	VERB
bracis-33633	243	29	time	time	NOUN
bracis-33633	243	30	slot	slot	NOUN
bracis-33633	243	31	preferences	preference	NOUN
bracis-33633	243	32	via	via	ADP
bracis-33633	243	33	mobility	mobility	NOUN
bracis-33633	243	34	tree	tree	NOUN
bracis-33633	243	35	for	for	ADP
bracis-33633	243	36	next	next	ADJ
bracis-33633	243	37	poi	poi	PROPN
bracis-33633	243	38	recommendation	recommendation	NOUN
bracis-33633	243	39	.	.	PUNCT
bracis-33633	244	1	in	in	ADP
bracis-33633	244	2	:	:	PUNCT
bracis-33633	244	3	proceedings	proceeding	NOUN
bracis-33633	244	4	of	of	ADP
bracis-33633	244	5	the	the	DET
bracis-33633	244	6	aaai	aaai	PROPN
bracis-33633	244	7	conference	conference	NOUN
bracis-33633	244	8	on	on	ADP
bracis-33633	244	9	artificial	artificial	ADJ
bracis-33633	244	10	intelligence	intelligence	NOUN
bracis-33633	244	11	,	,	PUNCT
bracis-33633	244	12	vol	vol	NOUN
bracis-33633	244	13	.	.	PROPN
bracis-33633	245	1	38	38	NUM
bracis-33633	245	2	,	,	PUNCT
bracis-33633	245	3	no	no	INTJ
bracis-33633	245	4	.	.	NOUN
bracis-33633	245	5	8	8	NUM
bracis-33633	245	6	,	,	PUNCT
bracis-33633	245	7	pp	pp	ADJ
bracis-33633	245	8	.	.	PUNCT
bracis-33633	246	1	8535–8543	8535–8543	NUM
bracis-33633	246	2	(	(	PUNCT
bracis-33633	246	3	2024	2024	NUM
bracis-33633	246	4	)	)	PUNCT
bracis-33633	246	5	google	google	PROPN
bracis-33633	246	6	scholar	scholar	NOUN
bracis-33633	246	7	  	  	SPACE
bracis-33633	246	8	huang	huang	PROPN
bracis-33633	246	9	,	,	PUNCT
bracis-33633	246	10	w.	w.	PROPN
bracis-33633	246	11	,	,	PUNCT
bracis-33633	246	12	cui	cui	PROPN
bracis-33633	246	13	,	,	PUNCT
bracis-33633	246	14	l.	l.	PROPN
bracis-33633	246	15	,	,	PUNCT
bracis-33633	246	16	chen	chen	PROPN
bracis-33633	246	17	,	,	PUNCT
bracis-33633	246	18	m.	m.	NOUN
bracis-33633	246	19	,	,	PUNCT
bracis-33633	246	20	zhang	zhang	PROPN
bracis-33633	246	21	,	,	PUNCT
bracis-33633	246	22	d.	d.	PROPN
bracis-33633	246	23	,	,	PUNCT
bracis-33633	246	24	yao	yao	PROPN
bracis-33633	246	25	,	,	PUNCT
bracis-33633	246	26	y.	y.	NOUN
bracis-33633	246	27	:	:	PUNCT
bracis-33633	246	28	estimating	estimate	VERB
bracis-33633	246	29	urban	urban	ADJ
bracis-33633	246	30	functional	functional	ADJ
bracis-33633	246	31	distributions	distribution	NOUN
bracis-33633	246	32	with	with	ADP
bracis-33633	246	33	semantics	semantic	NOUN
bracis-33633	246	34	preserved	preserve	VERB
bracis-33633	246	35	poi	poi	PROPN
bracis-33633	246	36	embedding	embed	VERB
bracis-33633	246	37	.	.	PUNCT
bracis-33633	247	1	int	int	NOUN
bracis-33633	247	2	.	.	PUNCT
bracis-33633	248	1	j.	j.	PROPN
bracis-33633	248	2	geogr	geogr	PROPN
bracis-33633	248	3	.	.	PUNCT
bracis-33633	248	4	inf	inf	PROPN
bracis-33633	248	5	.	.	PUNCT
bracis-33633	249	1	sci	sci	PROPN
bracis-33633	249	2	.	.	PROPN
bracis-33633	250	1	10	10	NUM
bracis-33633	250	2	,	,	PUNCT
bracis-33633	250	3	1905–1930	1905–1930	NUM
bracis-33633	250	4	(	(	PUNCT
bracis-33633	250	5	2022	2022	NUM
bracis-33633	250	6	)	)	PUNCT
bracis-33633	250	7	article	article	NOUN
bracis-33633	250	8	  	  	SPACE
bracis-33633	250	9	math	math	NOUN
bracis-33633	250	10	  	  	SPACE
bracis-33633	250	11	google	google	PROPN
bracis-33633	250	12	scholar	scholar	NOUN
bracis-33633	250	13	  	  	SPACE
bracis-33633	250	14	keßler	keßler	NOUN
bracis-33633	250	15	,	,	PUNCT
bracis-33633	250	16	c.	c.	PROPN
bracis-33633	250	17	,	,	PUNCT
bracis-33633	250	18	mckenzie	mckenzie	PROPN
bracis-33633	250	19	,	,	PUNCT
bracis-33633	250	20	g.	g.	PROPN
bracis-33633	250	21	:	:	PUNCT
bracis-33633	250	22	a	a	DET
bracis-33633	250	23	geoprivacy	geoprivacy	NOUN
bracis-33633	250	24	manifesto	manifesto	NOUN
bracis-33633	250	25	.	.	PUNCT
bracis-33633	251	1	trans	trans	PROPN
bracis-33633	251	2	.	.	PUNCT
bracis-33633	252	1	gis	gis	PROPN
bracis-33633	252	2	1	1	NUM
bracis-33633	252	3	,	,	PUNCT
bracis-33633	252	4	3–19	3–19	NOUN
bracis-33633	252	5	(	(	PUNCT
bracis-33633	252	6	2018	2018	NUM
bracis-33633	252	7	)	)	PUNCT
bracis-33633	252	8	article	article	NOUN
bracis-33633	252	9	  	  	SPACE
bracis-33633	252	10	math	math	NOUN
bracis-33633	252	11	  	  	SPACE
bracis-33633	252	12	google	google	PROPN
bracis-33633	252	13	scholar	scholar	NOUN
bracis-33633	252	14	  	  	SPACE
bracis-33633	252	15	kipf	kipf	PROPN
bracis-33633	252	16	,	,	PUNCT
bracis-33633	252	17	t.n	t.n	PROPN
bracis-33633	252	18	.	.	PROPN
bracis-33633	252	19	,	,	PUNCT
bracis-33633	252	20	welling	well	VERB
bracis-33633	252	21	,	,	PUNCT
bracis-33633	252	22	m.	m.	NOUN
bracis-33633	252	23	:	:	PUNCT
bracis-33633	252	24	semi	semi	ADJ
bracis-33633	252	25	-	-	ADJ
bracis-33633	252	26	supervised	supervised	ADJ
bracis-33633	252	27	classification	classification	NOUN
bracis-33633	252	28	with	with	ADP
bracis-33633	252	29	graph	graph	NOUN
bracis-33633	252	30	convolutional	convolutional	ADJ
bracis-33633	252	31	networks	network	NOUN
bracis-33633	252	32	.	.	PUNCT
bracis-33633	253	1	arxiv	arxiv	PROPN
bracis-33633	253	2	preprint	preprint	VERB
bracis-33633	253	3	arxiv:1609.02907	arxiv:1609.02907	NOUN
bracis-33633	253	4	(	(	PUNCT
bracis-33633	253	5	2016	2016	NUM
bracis-33633	253	6	)	)	PUNCT
bracis-33633	253	7	luca	luca	PROPN
bracis-33633	253	8	,	,	PUNCT
bracis-33633	253	9	m.	m.	NOUN
bracis-33633	253	10	,	,	PUNCT
bracis-33633	253	11	barlacchi	barlacchi	PROPN
bracis-33633	253	12	,	,	PUNCT
bracis-33633	253	13	g.	g.	PROPN
bracis-33633	253	14	,	,	PUNCT
bracis-33633	253	15	lepri	lepri	PROPN
bracis-33633	253	16	,	,	PUNCT
bracis-33633	253	17	b.	b.	PROPN
bracis-33633	253	18	,	,	PUNCT
bracis-33633	253	19	pappalardo	pappalardo	PROPN
bracis-33633	253	20	,	,	PUNCT
bracis-33633	253	21	l.	l.	PROPN
bracis-33633	253	22	:	:	PUNCT
bracis-33633	253	23	a	a	DET
bracis-33633	253	24	survey	survey	NOUN
bracis-33633	253	25	on	on	ADP
bracis-33633	253	26	deep	deep	ADJ
bracis-33633	253	27	learning	learning	NOUN
bracis-33633	253	28	for	for	ADP
bracis-33633	253	29	human	human	ADJ
bracis-33633	253	30	mobility	mobility	NOUN
bracis-33633	253	31	.	.	PUNCT
bracis-33633	254	1	acm	acm	PROPN
bracis-33633	254	2	comput	comput	NOUN
bracis-33633	254	3	.	.	PUNCT
bracis-33633	255	1	surv	surv	NOUN
bracis-33633	255	2	.	.	PUNCT
bracis-33633	256	1	(	(	PUNCT
bracis-33633	256	2	csur	csur	NOUN
bracis-33633	256	3	)	)	PUNCT
bracis-33633	256	4	1	1	NUM
bracis-33633	256	5	,	,	PUNCT
bracis-33633	256	6	1–44	1–44	NUM
bracis-33633	256	7	(	(	PUNCT
bracis-33633	256	8	2021	2021	NUM
bracis-33633	256	9	)	)	PUNCT
bracis-33633	256	10	math	math	NOUN
bracis-33633	256	11	  	  	SPACE
bracis-33633	256	12	google	google	PROPN
bracis-33633	256	13	scholar	scholar	NOUN
bracis-33633	256	14	  	  	SPACE
bracis-33633	256	15	ma	ma	PROPN
bracis-33633	256	16	,	,	PUNCT
bracis-33633	256	17	j.	j.	PROPN
bracis-33633	256	18	,	,	PUNCT
bracis-33633	256	19	li	li	PROPN
bracis-33633	256	20	,	,	PUNCT
bracis-33633	256	21	b.	b.	PROPN
bracis-33633	256	22	,	,	PUNCT
bracis-33633	256	23	mostafavi	mostafavi	NOUN
bracis-33633	256	24	,	,	PUNCT
bracis-33633	256	25	a.	a.	NOUN
bracis-33633	256	26	:	:	PUNCT
bracis-33633	256	27	characterizing	characterize	VERB
bracis-33633	256	28	urban	urban	ADJ
bracis-33633	256	29	lifestyle	lifestyle	NOUN
bracis-33633	256	30	signatures	signature	NOUN
bracis-33633	256	31	using	use	VERB
bracis-33633	256	32	motif	motif	NOUN
bracis-33633	256	33	properties	property	NOUN
bracis-33633	256	34	in	in	ADP
bracis-33633	256	35	network	network	NOUN
bracis-33633	256	36	of	of	ADP
bracis-33633	256	37	places	place	NOUN
bracis-33633	256	38	.	.	PUNCT
bracis-33633	257	1	environ	environ	X
bracis-33633	257	2	.	.	PUNCT
bracis-33633	258	1	planning	plan	VERB
bracis-33633	258	2	b	b	NOUN
bracis-33633	258	3	:	:	PUNCT
bracis-33633	258	4	urban	urban	ADJ
bracis-33633	258	5	analytics	analytics	PROPN
bracis-33633	258	6	city	city	PROPN
bracis-33633	258	7	sci	sci	PROPN
bracis-33633	258	8	.	.	PROPN
bracis-33633	259	1	4	4	NUM
bracis-33633	259	2	,	,	PUNCT
bracis-33633	259	3	889–903	889–903	NUM
bracis-33633	259	4	(	(	PUNCT
bracis-33633	259	5	2024	2024	NUM
bracis-33633	259	6	)	)	PUNCT
bracis-33633	259	7	math	math	NOUN
bracis-33633	259	8	  	  	SPACE
bracis-33633	259	9	google	google	PROPN
bracis-33633	259	10	scholar	scholar	NOUN
bracis-33633	259	11	  	  	SPACE
bracis-33633	259	12	de	de	NOUN
bracis-33633	259	13	 	 	SPACE
bracis-33633	259	14	mattos	mattos	NOUN
bracis-33633	259	15	,	,	PUNCT
bracis-33633	259	16	e.p	e.p	PROPN
bracis-33633	259	17	.	.	PROPN
bracis-33633	259	18	,	,	PUNCT
bracis-33633	259	19	domingues	domingue	NOUN
bracis-33633	259	20	,	,	PUNCT
bracis-33633	259	21	a.c	a.c	PROPN
bracis-33633	259	22	.	.	PROPN
bracis-33633	259	23	,	,	PUNCT
bracis-33633	259	24	silva	silva	PROPN
bracis-33633	259	25	,	,	PUNCT
bracis-33633	259	26	f.a	f.a	PROPN
bracis-33633	259	27	.	.	PROPN
bracis-33633	259	28	,	,	PUNCT
bracis-33633	259	29	ramos	ramos	PROPN
bracis-33633	259	30	,	,	PUNCT
bracis-33633	259	31	h.s	h.s	PROPN
bracis-33633	259	32	.	.	PROPN
bracis-33633	259	33	,	,	PUNCT
bracis-33633	259	34	loureiro	loureiro	PROPN
bracis-33633	259	35	,	,	PUNCT
bracis-33633	259	36	a.a	a.a	PROPN
bracis-33633	259	37	.	.	PROPN
bracis-33633	259	38	:	:	PUNCT
bracis-33633	260	1	slicing	slice	VERB
bracis-33633	260	2	who	who	PRON
bracis-33633	260	3	slices	slice	VERB
bracis-33633	260	4	:	:	PUNCT
bracis-33633	260	5	anonymization	anonymization	NOUN
bracis-33633	260	6	quality	quality	NOUN
bracis-33633	260	7	evaluation	evaluation	NOUN
bracis-33633	260	8	on	on	ADP
bracis-33633	260	9	deployment	deployment	NOUN
bracis-33633	260	10	,	,	PUNCT
bracis-33633	260	11	privacy	privacy	NOUN
bracis-33633	260	12	,	,	PUNCT
bracis-33633	260	13	and	and	CCONJ
bracis-33633	260	14	utility	utility	NOUN
bracis-33633	260	15	in	in	ADP
bracis-33633	260	16	mix	mix	NOUN
bracis-33633	260	17	-	-	PUNCT
bracis-33633	260	18	zones	zone	NOUN
bracis-33633	260	19	.	.	PUNCT
bracis-33633	261	1	comput	comput	NOUN
bracis-33633	261	2	.	.	PUNCT
bracis-33633	262	1	netw	netw	NOUN
bracis-33633	262	2	.	.	PUNCT
bracis-33633	263	1	236	236	NUM
bracis-33633	263	2	110007	110007	NUM
bracis-33633	263	3	(	(	PUNCT
bracis-33633	263	4	2023	2023	NUM
bracis-33633	263	5	)	)	PUNCT
bracis-33633	263	6	google	google	NOUN
bracis-33633	263	7	scholar	scholar	NOUN
bracis-33633	263	8	  	  	SPACE
bracis-33633	263	9	de	de	NOUN
bracis-33633	263	10	 	 	SPACE
bracis-33633	263	11	mattos	mattos	NOUN
bracis-33633	263	12	 	 	SPACE
bracis-33633	263	13	senefonte	senefonte	NOUN
bracis-33633	263	14	,	,	PUNCT
bracis-33633	263	15	h.c	h.c	PROPN
bracis-33633	263	16	.	.	PROPN
bracis-33633	263	17	,	,	PUNCT
bracis-33633	263	18	silva	silva	PROPN
bracis-33633	263	19	,	,	PUNCT
bracis-33633	263	20	t.h	t.h	PROPN
bracis-33633	263	21	.	.	PROPN
bracis-33633	263	22	,	,	PUNCT
bracis-33633	263	23	lüders	lüders	PROPN
bracis-33633	263	24	,	,	PUNCT
bracis-33633	263	25	r.	r.	PROPN
bracis-33633	263	26	,	,	PUNCT
bracis-33633	263	27	delgado	delgado	PROPN
bracis-33633	263	28	,	,	PUNCT
bracis-33633	263	29	m.r	m.r	PROPN
bracis-33633	263	30	.	.	PROPN
bracis-33633	263	31	:	:	PUNCT
bracis-33633	263	32	classifying	classify	VERB
bracis-33633	263	33	venue	venue	NOUN
bracis-33633	263	34	categories	category	NOUN
bracis-33633	263	35	of	of	ADP
bracis-33633	263	36	unlabeled	unlabeled	ADJ
bracis-33633	263	37	check	check	NOUN
bracis-33633	263	38	-	-	PUNCT
bracis-33633	263	39	ins	in	NOUN
bracis-33633	263	40	using	use	VERB
bracis-33633	263	41	mobility	mobility	NOUN
bracis-33633	263	42	patterns	pattern	NOUN
bracis-33633	263	43	.	.	PUNCT
bracis-33633	264	1	in	in	ADP
bracis-33633	264	2	:	:	PUNCT
bracis-33633	264	3	2019	2019	NUM
bracis-33633	264	4	15th	15th	ADJ
bracis-33633	264	5	international	international	ADJ
bracis-33633	264	6	conference	conference	NOUN
bracis-33633	264	7	on	on	ADP
bracis-33633	264	8	distributed	distribute	VERB
bracis-33633	264	9	computing	computing	NOUN
bracis-33633	264	10	in	in	ADP
bracis-33633	264	11	sensor	sensor	NOUN
bracis-33633	264	12	systems	system	NOUN
bracis-33633	264	13	(	(	PUNCT
bracis-33633	264	14	dcoss	dcoss	NOUN
bracis-33633	264	15	)	)	PUNCT
bracis-33633	264	16	,	,	PUNCT
bracis-33633	264	17	pp	pp	ADJ
bracis-33633	264	18	.	.	PUNCT
bracis-33633	265	1	562–569	562–569	NUM
bracis-33633	265	2	,	,	PUNCT
bracis-33633	265	3	ieee	ieee	NOUN
bracis-33633	265	4	(	(	PUNCT
bracis-33633	265	5	2019	2019	NUM
bracis-33633	265	6	)	)	PUNCT
bracis-33633	265	7	google	google	NOUN
bracis-33633	265	8	scholar	scholar	NOUN
bracis-33633	265	9	  	  	SPACE
bracis-33633	265	10	milias	milia	NOUN
bracis-33633	265	11	,	,	PUNCT
bracis-33633	265	12	v.	v.	ADV
bracis-33633	265	13	,	,	PUNCT
bracis-33633	265	14	psyllidis	psyllidis	PROPN
bracis-33633	265	15	,	,	PUNCT
bracis-33633	265	16	a.	a.	NOUN
bracis-33633	265	17	:	:	PUNCT
bracis-33633	265	18	assessing	assess	VERB
bracis-33633	265	19	the	the	DET
bracis-33633	265	20	influence	influence	NOUN
bracis-33633	265	21	of	of	ADP
bracis-33633	265	22	point	point	NOUN
bracis-33633	265	23	-	-	PUNCT
bracis-33633	265	24	of	of	ADP
bracis-33633	265	25	-	-	PUNCT
bracis-33633	265	26	interest	interest	NOUN
bracis-33633	265	27	features	feature	NOUN
bracis-33633	265	28	on	on	ADP
bracis-33633	265	29	the	the	DET
bracis-33633	265	30	classification	classification	NOUN
bracis-33633	265	31	of	of	ADP
bracis-33633	265	32	place	place	NOUN
bracis-33633	265	33	categories	category	NOUN
bracis-33633	265	34	.	.	PUNCT
bracis-33633	266	1	comput	comput	NOUN
bracis-33633	266	2	.	.	PUNCT
bracis-33633	267	1	environ	environ	PROPN
bracis-33633	267	2	.	.	PUNCT
bracis-33633	268	1	urban	urban	PROPN
bracis-33633	268	2	syst	syst	PROPN
bracis-33633	268	3	.	.	PUNCT
bracis-33633	269	1	86	86	NUM
bracis-33633	269	2	,	,	PUNCT
bracis-33633	269	3	101597	101597	NUM
bracis-33633	269	4	(	(	PUNCT
bracis-33633	269	5	2021	2021	NUM
bracis-33633	269	6	)	)	PUNCT
bracis-33633	269	7	google	google	NOUN
bracis-33633	269	8	scholar	scholar	NOUN
bracis-33633	269	9	  	  	SPACE
bracis-33633	269	10	psyllidis	psyllidis	PROPN
bracis-33633	269	11	,	,	PUNCT
bracis-33633	269	12	a.	a.	NOUN
bracis-33633	269	13	,	,	PUNCT
bracis-33633	269	14	et	et	PROPN
bracis-33633	269	15	al	al	PROPN
bracis-33633	269	16	.	.	PUNCT
bracis-33633	269	17	:	:	PUNCT
bracis-33633	270	1	points	point	NOUN
bracis-33633	270	2	of	of	ADP
bracis-33633	270	3	interest	interest	NOUN
bracis-33633	270	4	(	(	PUNCT
bracis-33633	270	5	poi	poi	PROPN
bracis-33633	270	6	):	):	PUNCT
bracis-33633	270	7	a	a	DET
bracis-33633	270	8	commentary	commentary	NOUN
bracis-33633	270	9	on	on	ADP
bracis-33633	270	10	the	the	DET
bracis-33633	270	11	state	state	NOUN
bracis-33633	270	12	of	of	ADP
bracis-33633	270	13	the	the	DET
bracis-33633	270	14	art	art	NOUN
bracis-33633	270	15	,	,	PUNCT
bracis-33633	270	16	challenges	challenge	NOUN
bracis-33633	270	17	,	,	PUNCT
bracis-33633	270	18	and	and	CCONJ
bracis-33633	270	19	prospects	prospect	NOUN
bracis-33633	270	20	for	for	ADP
bracis-33633	270	21	the	the	DET
bracis-33633	270	22	future	future	NOUN
bracis-33633	270	23	.	.	PUNCT
bracis-33633	271	1	comput	comput	NOUN
bracis-33633	271	2	.	.	PUNCT
bracis-33633	272	1	urban	urban	PROPN
bracis-33633	272	2	sci	sci	PROPN
bracis-33633	272	3	.	.	PUNCT
bracis-33633	273	1	2(1	2(1	NUM
bracis-33633	273	2	)	)	PUNCT
bracis-33633	273	3	,	,	PUNCT
bracis-33633	273	4	20	20	NUM
bracis-33633	273	5	(	(	PUNCT
bracis-33633	273	6	2022	2022	NUM
bracis-33633	273	7	)	)	PUNCT
bracis-33633	273	8	google	google	PROPN
bracis-33633	273	9	scholar	scholar	NOUN
bracis-33633	273	10	  	  	SPACE
bracis-33633	273	11	rao	rao	PROPN
bracis-33633	273	12	,	,	PUNCT
bracis-33633	273	13	j.	j.	PROPN
bracis-33633	273	14	,	,	PUNCT
bracis-33633	273	15	gao	gao	PROPN
bracis-33633	273	16	,	,	PUNCT
bracis-33633	273	17	s.	s.	PROPN
bracis-33633	273	18	,	,	PUNCT
bracis-33633	273	19	zhu	zhu	PROPN
bracis-33633	273	20	,	,	PUNCT
bracis-33633	273	21	s.	s.	PROPN
bracis-33633	273	22	:	:	PUNCT
bracis-33633	273	23	cats	cat	NOUN
bracis-33633	273	24	:	:	PUNCT
bracis-33633	273	25	conditional	conditional	ADJ
bracis-33633	273	26	adversarial	adversarial	ADJ
bracis-33633	273	27	trajectory	trajectory	NOUN
bracis-33633	273	28	synthesis	synthesis	NOUN
bracis-33633	273	29	for	for	ADP
bracis-33633	273	30	privacy	privacy	NOUN
bracis-33633	273	31	-	-	PUNCT
bracis-33633	273	32	preserving	preserve	VERB
bracis-33633	273	33	trajectory	trajectory	NOUN
bracis-33633	273	34	data	datum	NOUN
bracis-33633	273	35	publication	publication	NOUN
bracis-33633	273	36	using	use	VERB
bracis-33633	273	37	deep	deep	ADJ
bracis-33633	273	38	learning	learning	NOUN
bracis-33633	273	39	approaches	approach	NOUN
bracis-33633	273	40	.	.	PUNCT
bracis-33633	274	1	int	int	NOUN
bracis-33633	274	2	.	.	PUNCT
bracis-33633	275	1	j.	j.	PROPN
bracis-33633	275	2	geogr	geogr	PROPN
bracis-33633	275	3	.	.	PUNCT
bracis-33633	275	4	inf	inf	PROPN
bracis-33633	275	5	.	.	PUNCT
bracis-33633	276	1	sci	sci	PROPN
bracis-33633	276	2	.	.	PROPN
bracis-33633	276	3	12	12	NUM
bracis-33633	276	4	,	,	PUNCT
bracis-33633	276	5	2538–2574	2538–2574	NUM
bracis-33633	276	6	(	(	PUNCT
bracis-33633	276	7	2023	2023	NUM
bracis-33633	276	8	)	)	PUNCT
bracis-33633	276	9	article	article	NOUN
bracis-33633	276	10	  	  	SPACE
bracis-33633	276	11	math	math	NOUN
bracis-33633	276	12	  	  	SPACE
bracis-33633	276	13	google	google	PROPN
bracis-33633	276	14	scholar	scholar	NOUN
bracis-33633	276	15	  	  	SPACE
bracis-33633	276	16	vaswani	vaswani	NOUN
bracis-33633	276	17	,	,	PUNCT
bracis-33633	276	18	a.	a.	NOUN
bracis-33633	276	19	,	,	PUNCT
bracis-33633	276	20	et	et	PROPN
bracis-33633	276	21	al	al	PROPN
bracis-33633	276	22	.	.	PUNCT
bracis-33633	276	23	:	:	PUNCT
bracis-33633	277	1	attention	attention	NOUN
bracis-33633	277	2	is	be	AUX
bracis-33633	277	3	all	all	PRON
bracis-33633	277	4	you	you	PRON
bracis-33633	277	5	need	need	VERB
bracis-33633	277	6	.	.	PUNCT
bracis-33633	278	1	adv	adv	PROPN
bracis-33633	278	2	.	.	PUNCT
bracis-33633	278	3	neural	neural	PROPN
bracis-33633	278	4	inf	inf	PROPN
bracis-33633	278	5	.	.	PUNCT
bracis-33633	278	6	process	process	NOUN
bracis-33633	278	7	.	.	PUNCT
bracis-33633	279	1	syst	syst	PROPN
bracis-33633	279	2	.	.	PUNCT
bracis-33633	280	1	(	(	PUNCT
bracis-33633	280	2	2017	2017	NUM
bracis-33633	280	3	)	)	PUNCT
bracis-33633	280	4	google	google	NOUN
bracis-33633	280	5	scholar	scholar	NOUN
bracis-33633	280	6	  	  	SPACE
bracis-33633	280	7	veličković	veličković	NOUN
bracis-33633	280	8	,	,	PUNCT
bracis-33633	280	9	p.	p.	NOUN
bracis-33633	280	10	,	,	PUNCT
bracis-33633	280	11	cucurull	cucurull	NOUN
bracis-33633	280	12	,	,	PUNCT
bracis-33633	280	13	g.	g.	PROPN
bracis-33633	280	14	,	,	PUNCT
bracis-33633	280	15	casanova	casanova	PROPN
bracis-33633	280	16	,	,	PUNCT
bracis-33633	280	17	a.	a.	PROPN
bracis-33633	280	18	,	,	PUNCT
bracis-33633	280	19	romero	romero	PROPN
bracis-33633	280	20	,	,	PUNCT
bracis-33633	280	21	a.	a.	PROPN
bracis-33633	280	22	,	,	PUNCT
bracis-33633	280	23	liò	liò	PROPN
bracis-33633	280	24	,	,	PUNCT
bracis-33633	280	25	p.	p.	PROPN
bracis-33633	280	26	,	,	PUNCT
bracis-33633	280	27	bengio	bengio	PROPN
bracis-33633	280	28	,	,	PUNCT
bracis-33633	280	29	y.	y.	NOUN
bracis-33633	280	30	:	:	PUNCT
bracis-33633	280	31	graph	graph	NOUN
bracis-33633	280	32	attention	attention	NOUN
bracis-33633	280	33	networks	network	NOUN
bracis-33633	280	34	(	(	PUNCT
bracis-33633	280	35	2018	2018	NUM
bracis-33633	280	36	)	)	PUNCT
bracis-33633	280	37	google	google	PROPN
bracis-33633	280	38	scholar	scholar	NOUN
bracis-33633	280	39	  	  	SPACE
bracis-33633	280	40	wang	wang	PROPN
bracis-33633	280	41	,	,	PUNCT
bracis-33633	280	42	h.	h.	PROPN
bracis-33633	280	43	,	,	PUNCT
bracis-33633	280	44	li	li	PROPN
bracis-33633	280	45	,	,	PUNCT
bracis-33633	280	46	z.	z.	PROPN
bracis-33633	280	47	:	:	PUNCT
bracis-33633	281	1	region	region	NOUN
bracis-33633	281	2	representation	representation	NOUN
bracis-33633	281	3	learning	learn	VERB
bracis-33633	281	4	via	via	ADP
bracis-33633	281	5	mobility	mobility	NOUN
bracis-33633	281	6	flow	flow	NOUN
bracis-33633	281	7	.	.	PUNCT
bracis-33633	282	1	in	in	ADP
bracis-33633	282	2	:	:	PUNCT
bracis-33633	282	3	proceedings	proceeding	NOUN
bracis-33633	282	4	of	of	ADP
bracis-33633	282	5	the	the	DET
bracis-33633	282	6	2017	2017	NUM
bracis-33633	282	7	acm	acm	NOUN
bracis-33633	282	8	on	on	ADP
bracis-33633	282	9	conference	conference	NOUN
bracis-33633	282	10	on	on	ADP
bracis-33633	282	11	information	information	NOUN
bracis-33633	282	12	and	and	CCONJ
bracis-33633	282	13	knowledge	knowledge	NOUN
bracis-33633	282	14	management	management	NOUN
bracis-33633	282	15	,	,	PUNCT
bracis-33633	282	16	pp	pp	ADV
bracis-33633	282	17	.	.	PUNCT
bracis-33633	283	1	237–246	237–246	NUM
bracis-33633	283	2	(	(	PUNCT
bracis-33633	283	3	2017	2017	NUM
bracis-33633	283	4	)	)	PUNCT
bracis-33633	283	5	google	google	PROPN
bracis-33633	283	6	scholar	scholar	NOUN
bracis-33633	283	7	  	  	SPACE
bracis-33633	283	8	xu	xu	PROPN
bracis-33633	283	9	,	,	PUNCT
bracis-33633	283	10	h.	h.	PROPN
bracis-33633	283	11	,	,	PUNCT
bracis-33633	283	12	xu	xu	PROPN
bracis-33633	283	13	,	,	PUNCT
bracis-33633	283	14	r.	r.	PROPN
bracis-33633	283	15	,	,	PUNCT
bracis-33633	283	16	chen	chen	PROPN
bracis-33633	283	17	,	,	PUNCT
bracis-33633	283	18	m.	m.	NOUN
bracis-33633	283	19	,	,	PUNCT
bracis-33633	283	20	liu	liu	PROPN
bracis-33633	283	21	,	,	PUNCT
bracis-33633	283	22	y.	y.	PROPN
bracis-33633	283	23	,	,	PUNCT
bracis-33633	283	24	yu	yu	PROPN
bracis-33633	283	25	,	,	PUNCT
bracis-33633	283	26	x.	x.	NOUN
bracis-33633	283	27	:	:	PUNCT
bracis-33633	283	28	cave	cave	PROPN
bracis-33633	283	29	-	-	PUNCT
bracis-33633	283	30	sc	sc	PROPN
bracis-33633	283	31	:	:	PUNCT
bracis-33633	283	32	inferring	infer	VERB
bracis-33633	283	33	categories	category	NOUN
bracis-33633	283	34	for	for	ADP
bracis-33633	283	35	venues	venue	NOUN
bracis-33633	283	36	using	use	VERB
bracis-33633	283	37	check	check	NOUN
bracis-33633	283	38	-	-	PUNCT
bracis-33633	283	39	ins	in	NOUN
bracis-33633	283	40	.	.	PUNCT
bracis-33633	283	41	inf	inf	PROPN
bracis-33633	283	42	.	.	PUNCT
bracis-33633	284	1	sci	sci	PROPN
bracis-33633	284	2	.	.	PROPN
bracis-33633	284	3	611	611	NUM
bracis-33633	284	4	,	,	PUNCT
bracis-33633	284	5	159–172	159–172	NUM
bracis-33633	284	6	(	(	PUNCT
bracis-33633	284	7	2022	2022	NUM
bracis-33633	284	8	)	)	PUNCT
bracis-33633	284	9	google	google	PROPN
bracis-33633	284	10	scholar	scholar	NOUN
bracis-33633	284	11	  	  	SPACE
bracis-33633	284	12	yan	yan	PROPN
bracis-33633	284	13	,	,	PUNCT
bracis-33633	284	14	x.	x.	PROPN
bracis-33633	284	15	,	,	PUNCT
bracis-33633	284	16	hu	hu	PROPN
bracis-33633	284	17	,	,	PUNCT
bracis-33633	284	18	s.	s.	PROPN
bracis-33633	284	19	,	,	PUNCT
bracis-33633	284	20	mao	mao	PROPN
bracis-33633	284	21	,	,	PUNCT
bracis-33633	284	22	y.	y.	PROPN
bracis-33633	284	23	,	,	PUNCT
bracis-33633	284	24	ye	ye	PRON
bracis-33633	284	25	,	,	PUNCT
bracis-33633	284	26	y.	y.	PROPN
bracis-33633	284	27	,	,	PUNCT
bracis-33633	284	28	yu	yu	PROPN
bracis-33633	284	29	,	,	PUNCT
bracis-33633	284	30	h.	h.	PROPN
bracis-33633	284	31	:	:	PUNCT
bracis-33633	284	32	deep	deep	ADJ
bracis-33633	284	33	multi	multi	ADJ
bracis-33633	284	34	-	-	ADJ
bracis-33633	284	35	view	view	ADJ
bracis-33633	284	36	learning	learning	NOUN
bracis-33633	284	37	methods	method	NOUN
bracis-33633	284	38	:	:	PUNCT
bracis-33633	284	39	a	a	DET
bracis-33633	284	40	review	review	NOUN
bracis-33633	284	41	.	.	PUNCT
bracis-33633	285	1	neurocomputing	neurocompute	VERB
bracis-33633	285	2	448	448	NUM
bracis-33633	285	3	,	,	PUNCT
bracis-33633	285	4	106–129	106–129	NUM
bracis-33633	285	5	(	(	PUNCT
bracis-33633	285	6	2021	2021	NUM
bracis-33633	285	7	)	)	PUNCT
bracis-33633	285	8	google	google	PROPN
bracis-33633	285	9	scholar	scholar	NOUN
bracis-33633	285	10	  	  	SPACE
bracis-33633	285	11	yang	yang	PROPN
bracis-33633	285	12	,	,	PUNCT
bracis-33633	285	13	y.	y.	PROPN
bracis-33633	285	14	,	,	PUNCT
bracis-33633	285	15	pentland	pentland	PROPN
bracis-33633	285	16	,	,	PUNCT
bracis-33633	285	17	a.	a.	PROPN
bracis-33633	285	18	,	,	PUNCT
bracis-33633	285	19	moro	moro	PROPN
bracis-33633	285	20	,	,	PUNCT
bracis-33633	285	21	e.	e.	PROPN
bracis-33633	285	22	:	:	PUNCT
bracis-33633	285	23	identifying	identify	VERB
bracis-33633	285	24	latent	latent	NOUN
bracis-33633	285	25	activity	activity	NOUN
bracis-33633	285	26	behaviors	behavior	NOUN
bracis-33633	285	27	and	and	CCONJ
bracis-33633	285	28	lifestyles	lifestyle	NOUN
bracis-33633	285	29	using	use	VERB
bracis-33633	285	30	mobility	mobility	NOUN
bracis-33633	285	31	data	datum	NOUN
bracis-33633	285	32	to	to	PART
bracis-33633	285	33	describe	describe	VERB
bracis-33633	285	34	urban	urban	ADJ
bracis-33633	285	35	dynamics	dynamic	NOUN
bracis-33633	285	36	.	.	PUNCT
bracis-33633	286	1	epj	epj	NOUN
bracis-33633	286	2	data	data	PROPN
bracis-33633	286	3	sci	sci	PROPN
bracis-33633	286	4	.	.	PUNCT
bracis-33633	286	5	12(1	12(1	PROPN
bracis-33633	286	6	)	)	PUNCT
bracis-33633	286	7	,	,	PUNCT
bracis-33633	286	8	15	15	NUM
bracis-33633	286	9	(	(	PUNCT
bracis-33633	286	10	2023	2023	NUM
bracis-33633	286	11	)	)	PUNCT
bracis-33633	286	12	google	google	NOUN
bracis-33633	286	13	scholar	scholar	NOUN
bracis-33633	286	14	  	  	SPACE
bracis-33633	286	15	yao	yao	NOUN
bracis-33633	286	16	,	,	PUNCT
bracis-33633	286	17	d.	d.	PROPN
bracis-33633	286	18	,	,	PUNCT
bracis-33633	286	19	et	et	PROPN
bracis-33633	286	20	al	al	PROPN
bracis-33633	286	21	.	.	PROPN
bracis-33633	286	22	:	:	PUNCT
bracis-33633	287	1	deep	deep	ADJ
bracis-33633	287	2	hybrid	hybrid	NOUN
bracis-33633	287	3	:	:	PUNCT
bracis-33633	287	4	multi	multi	ADJ
bracis-33633	287	5	-	-	ADJ
bracis-33633	287	6	graph	graph	ADJ
bracis-33633	287	7	neural	neural	ADJ
bracis-33633	287	8	network	network	NOUN
bracis-33633	287	9	collaboration	collaboration	NOUN
bracis-33633	287	10	for	for	ADP
bracis-33633	287	11	hyperspectral	hyperspectral	ADJ
bracis-33633	287	12	image	image	NOUN
bracis-33633	287	13	classification	classification	NOUN
bracis-33633	287	14	.	.	PUNCT
bracis-33633	288	1	defence	defence	NOUN
bracis-33633	288	2	technol	technol	NOUN
bracis-33633	288	3	.	.	PROPN
bracis-33633	289	1	23	23	NUM
bracis-33633	289	2	,	,	PUNCT
bracis-33633	289	3	164–176	164–176	PROPN
bracis-33633	289	4	(	(	PUNCT
bracis-33633	289	5	2023	2023	NUM
bracis-33633	289	6	)	)	PUNCT
bracis-33633	289	7	.	.	PUNCT
bracis-33633	290	1	issn	issn	PROPN
bracis-33633	290	2	2214	2214	NUM
bracis-33633	290	3	-	-	SYM
bracis-33633	290	4	9147	9147	NUM
bracis-33633	290	5	google	google	PROPN
bracis-33633	290	6	scholar	scholar	NOUN
bracis-33633	290	7	  	  	SPACE
bracis-33633	290	8	ye	ye	PROPN
bracis-33633	290	9	,	,	PUNCT
bracis-33633	290	10	m.	m.	NOUN
bracis-33633	290	11	,	,	PUNCT
bracis-33633	290	12	shou	shou	PROPN
bracis-33633	290	13	,	,	PUNCT
bracis-33633	290	14	d.	d.	PROPN
bracis-33633	290	15	,	,	PUNCT
bracis-33633	290	16	lee	lee	PROPN
bracis-33633	290	17	,	,	PUNCT
bracis-33633	290	18	w.c	w.c	PROPN
bracis-33633	290	19	.	.	PROPN
bracis-33633	290	20	,	,	PUNCT
bracis-33633	290	21	yin	yin	PROPN
bracis-33633	290	22	,	,	PUNCT
bracis-33633	290	23	p.	p.	NOUN
bracis-33633	290	24	,	,	PUNCT
bracis-33633	290	25	janowicz	janowicz	PROPN
bracis-33633	290	26	,	,	PUNCT
bracis-33633	290	27	k.	k.	PROPN
bracis-33633	290	28	:	:	PUNCT
bracis-33633	290	29	on	on	ADP
bracis-33633	290	30	the	the	DET
bracis-33633	290	31	semantic	semantic	ADJ
bracis-33633	290	32	annotation	annotation	NOUN
bracis-33633	290	33	of	of	ADP
bracis-33633	290	34	places	place	NOUN
bracis-33633	290	35	in	in	ADP
bracis-33633	290	36	location	location	NOUN
bracis-33633	290	37	-	-	PUNCT
bracis-33633	290	38	based	base	VERB
bracis-33633	290	39	social	social	ADJ
bracis-33633	290	40	networks	network	NOUN
bracis-33633	290	41	.	.	PUNCT
bracis-33633	291	1	in	in	ADP
bracis-33633	291	2	:	:	PUNCT
bracis-33633	291	3	proceedings	proceeding	NOUN
bracis-33633	291	4	of	of	ADP
bracis-33633	291	5	the	the	DET
bracis-33633	291	6	17th	17th	ADJ
bracis-33633	291	7	acm	acm	PROPN
bracis-33633	291	8	sigkdd	sigkdd	NOUN
bracis-33633	291	9	international	international	ADJ
bracis-33633	291	10	conference	conference	NOUN
bracis-33633	291	11	on	on	ADP
bracis-33633	291	12	knowledge	knowledge	NOUN
bracis-33633	291	13	discovery	discovery	PROPN
bracis-33633	291	14	and	and	CCONJ
bracis-33633	291	15	data	datum	NOUN
bracis-33633	291	16	mining	mining	NOUN
bracis-33633	291	17	,	,	PUNCT
bracis-33633	291	18	pp	pp	ADJ
bracis-33633	291	19	.	.	PUNCT
bracis-33633	292	1	520–528	520–528	NUM
bracis-33633	292	2	(	(	PUNCT
bracis-33633	292	3	2011	2011	NUM
bracis-33633	292	4	)	)	PUNCT
bracis-33633	292	5	google	google	PROPN
bracis-33633	292	6	scholar	scholar	NOUN
bracis-33633	292	7	  	  	SPACE
bracis-33633	292	8	zhang	zhang	PROPN
bracis-33633	292	9	,	,	PUNCT
bracis-33633	292	10	d.	d.	PROPN
bracis-33633	292	11	,	,	PUNCT
bracis-33633	292	12	xu	xu	PROPN
bracis-33633	292	13	,	,	PUNCT
bracis-33633	292	14	r.	r.	PROPN
bracis-33633	292	15	,	,	PUNCT
bracis-33633	292	16	huang	huang	PROPN
bracis-33633	292	17	,	,	PUNCT
bracis-33633	292	18	w.	w.	PROPN
bracis-33633	292	19	,	,	PUNCT
bracis-33633	292	20	zhao	zhao	PROPN
bracis-33633	292	21	,	,	PUNCT
bracis-33633	292	22	k.	k.	PROPN
bracis-33633	292	23	,	,	PUNCT
bracis-33633	292	24	chen	chen	PROPN
bracis-33633	292	25	,	,	PUNCT
bracis-33633	292	26	m.	m.	NOUN
bracis-33633	292	27	:	:	PUNCT
bracis-33633	292	28	towards	towards	ADP
bracis-33633	292	29	an	an	DET
bracis-33633	292	30	integrated	integrated	ADJ
bracis-33633	292	31	view	view	NOUN
bracis-33633	292	32	of	of	ADP
bracis-33633	292	33	semantic	semantic	ADJ
bracis-33633	292	34	annotation	annotation	NOUN
bracis-33633	292	35	for	for	ADP
bracis-33633	292	36	pois	pois	PROPN
bracis-33633	292	37	with	with	ADP
bracis-33633	292	38	spatial	spatial	ADJ
bracis-33633	292	39	and	and	CCONJ
bracis-33633	292	40	textual	textual	ADJ
bracis-33633	292	41	information	information	NOUN
bracis-33633	292	42	.	.	PUNCT
bracis-33633	293	1	pp	pp	X
bracis-33633	293	2	.	.	PUNCT
bracis-33633	294	1	2441–2449	2441–2449	NUM
bracis-33633	294	2	(	(	PUNCT
bracis-33633	294	3	2023	2023	NUM
bracis-33633	294	4	)	)	PUNCT
bracis-33633	294	5	google	google	NOUN
bracis-33633	294	6	scholar	scholar	NOUN
bracis-33633	294	7	  	  	SPACE
bracis-33633	294	8	zhou	zhou	PROPN
bracis-33633	294	9	,	,	PUNCT
bracis-33633	294	10	j.	j.	PROPN
bracis-33633	294	11	,	,	PUNCT
bracis-33633	294	12	cui	cui	PROPN
bracis-33633	294	13	,	,	PUNCT
bracis-33633	294	14	g.	g.	PROPN
bracis-33633	294	15	,	,	PUNCT
bracis-33633	294	16	hu	hu	PROPN
bracis-33633	294	17	,	,	PUNCT
bracis-33633	294	18	s.	s.	PROPN
bracis-33633	294	19	,	,	PUNCT
bracis-33633	294	20	zhang	zhang	PROPN
bracis-33633	294	21	,	,	PUNCT
bracis-33633	294	22	z.	z.	PROPN
bracis-33633	294	23	,	,	PUNCT
bracis-33633	294	24	yang	yang	PROPN
bracis-33633	294	25	,	,	PUNCT
bracis-33633	294	26	c.	c.	PROPN
bracis-33633	294	27	,	,	PUNCT
bracis-33633	294	28	liu	liu	PROPN
bracis-33633	294	29	,	,	PUNCT
bracis-33633	294	30	z.	z.	PROPN
bracis-33633	294	31	,	,	PUNCT
bracis-33633	294	32	wang	wang	PROPN
bracis-33633	294	33	,	,	PUNCT
bracis-33633	294	34	l.	l.	PROPN
bracis-33633	294	35	,	,	PUNCT
bracis-33633	294	36	li	li	PROPN
bracis-33633	294	37	,	,	PUNCT
bracis-33633	294	38	c.	c.	PROPN
bracis-33633	294	39	,	,	PUNCT
bracis-33633	294	40	sun	sun	NOUN
bracis-33633	294	41	,	,	PUNCT
bracis-33633	294	42	m.	m.	NOUN
bracis-33633	294	43	:	:	PUNCT
bracis-33633	294	44	graph	graph	NOUN
bracis-33633	294	45	neural	neural	ADJ
bracis-33633	294	46	networks	network	NOUN
bracis-33633	294	47	:	:	PUNCT
bracis-33633	294	48	a	a	DET
bracis-33633	294	49	review	review	NOUN
bracis-33633	294	50	of	of	ADP
bracis-33633	294	51	methods	method	NOUN
bracis-33633	294	52	and	and	CCONJ
bracis-33633	294	53	applications	application	NOUN
bracis-33633	294	54	.	.	PUNCT
bracis-33633	295	1	ai	ai	VERB
bracis-33633	295	2	open	open	ADJ
bracis-33633	295	3	1	1	NUM
bracis-33633	295	4	57–81	57–81	NUM
bracis-33633	295	5	(	(	PUNCT
bracis-33633	295	6	2020	2020	NUM
bracis-33633	295	7	)	)	PUNCT
bracis-33633	295	8	google	google	PROPN
bracis-33633	295	9	scholar	scholar	NOUN
bracis-33633	295	10	  	  	SPACE
bracis-33633	295	11	download	download	NOUN
bracis-33633	295	12	references	reference	NOUN
bracis-33633	295	13	aknowledgements	aknowledgement	VERB
bracis-33633	295	14	the	the	DET
bracis-33633	295	15	authors	author	NOUN
bracis-33633	295	16	are	be	AUX
bracis-33633	295	17	thankful	thankful	ADJ
bracis-33633	295	18	for	for	ADP
bracis-33633	295	19	 	 	SPACE
bracis-33633	295	20	the	the	DET
bracis-33633	295	21	support	support	NOUN
bracis-33633	295	22	of	of	ADP
bracis-33633	295	23	manna	manna	NOUN
bracis-33633	295	24	team	team	NOUN
bracis-33633	295	25	,	,	PUNCT
bracis-33633	295	26	softex	softex	NOUN
bracis-33633	295	27	,	,	PUNCT
bracis-33633	295	28	cnpq	cnpq	NOUN
bracis-33633	295	29	(	(	PUNCT
bracis-33633	295	30	number	number	NOUN
bracis-33633	295	31	421548/2022	421548/2022	NUM
bracis-33633	295	32	-	-	SYM
bracis-33633	295	33	3	3	NUM
bracis-33633	295	34	)	)	PUNCT
bracis-33633	295	35	 	 	SPACE
bracis-33633	295	36	and	and	CCONJ
bracis-33633	295	37	fapemig	fapemig	PROPN
bracis-33633	295	38	.	.	PUNCT
bracis-33633	296	1	author	author	NOUN
bracis-33633	296	2	information	information	NOUN
bracis-33633	296	3	authors	author	NOUN
bracis-33633	296	4	and	and	CCONJ
bracis-33633	296	5	affiliations	affiliation	NOUN
bracis-33633	296	6	universidade	universidade	PROPN
bracis-33633	296	7	federal	federal	PROPN
bracis-33633	296	8	de	de	PROPN
bracis-33633	296	9	viçosa	viçosa	PROPN
bracis-33633	296	10	,	,	PUNCT
bracis-33633	296	11	florestal	florestal	PROPN
bracis-33633	296	12	,	,	PUNCT
bracis-33633	296	13	brazil	brazil	PROPN
bracis-33633	296	14	germano	germano	PROPN
bracis-33633	296	15	b.	b.	PROPN
bracis-33633	296	16	dos	dos	PROPN
bracis-33633	296	17	santos	santos	PROPN
bracis-33633	296	18	,	,	PUNCT
bracis-33633	296	19	 	 	SPACE
bracis-33633	296	20	paulo	paulo	PROPN
bracis-33633	296	21	h.	h.	PROPN
bracis-33633	296	22	c.	c.	PROPN
bracis-33633	296	23	silva	silva	PROPN
bracis-33633	296	24	,	,	PUNCT
bracis-33633	296	25	 	 	SPACE
bracis-33633	296	26	fabrício	fabrício	PROPN
bracis-33633	296	27	a.	a.	PROPN
bracis-33633	296	28	silva	silva	PROPN
bracis-33633	296	29	 	 	SPACE
bracis-33633	296	30	&	&	CCONJ
bracis-33633	296	31	 	 	SPACE
bracis-33633	296	32	thais	thais	PROPN
bracis-33633	296	33	r.	r.	PROPN
bracis-33633	296	34	m.	m.	PROPN
bracis-33633	296	35	braga	braga	PROPN
bracis-33633	296	36	silva	silva	PROPN
bracis-33633	296	37	universidade	universidade	PROPN
bracis-33633	296	38	estadual	estadual	PROPN
bracis-33633	296	39	de	de	PROPN
bracis-33633	296	40	maringá	maringá	PROPN
bracis-33633	296	41	,	,	PUNCT
bracis-33633	296	42	maringá	maringá	PROPN
bracis-33633	296	43	,	,	PUNCT
bracis-33633	296	44	paraná	paraná	PROPN
bracis-33633	296	45	,	,	PUNCT
bracis-33633	296	46	brazil	brazil	PROPN
bracis-33633	296	47	linnyer	linnyer	PROPN
bracis-33633	296	48	b.	b.	PROPN
bracis-33633	296	49	r.	r.	PROPN
bracis-33633	296	50	aylon	aylon	PROPN
bracis-33633	296	51	manna	manna	PROPN
bracis-33633	296	52	team	team	PROPN
bracis-33633	296	53	,	,	PUNCT
bracis-33633	296	54	maringá	maringá	PROPN
bracis-33633	296	55	,	,	PUNCT
bracis-33633	296	56	brazil	brazil	PROPN
bracis-33633	296	57	germano	germano	PROPN
bracis-33633	296	58	b.	b.	PROPN
bracis-33633	296	59	dos	dos	PROPN
bracis-33633	296	60	santos	santos	PROPN
bracis-33633	296	61	,	,	PUNCT
bracis-33633	296	62	 	 	SPACE
bracis-33633	296	63	fabrício	fabrício	PROPN
bracis-33633	296	64	a.	a.	NOUN
bracis-33633	296	65	silva	silva	PROPN
bracis-33633	296	66	,	,	PUNCT
bracis-33633	296	67	 	 	SPACE
bracis-33633	296	68	thais	thais	PROPN
bracis-33633	296	69	r.	r.	PROPN
bracis-33633	296	70	m.	m.	PROPN
bracis-33633	296	71	braga	braga	PROPN
bracis-33633	296	72	silva	silva	PROPN
bracis-33633	296	73	 	 	SPACE
bracis-33633	296	74	&	&	CCONJ
bracis-33633	296	75	 	 	SPACE
bracis-33633	296	76	linnyer	linnyer	PROPN
bracis-33633	296	77	b.	b.	PROPN
bracis-33633	296	78	r.	r.	PROPN
bracis-33633	296	79	aylon	aylon	PROPN
bracis-33633	296	80	authors	authors	PROPN
bracis-33633	296	81	germano	germano	PROPN
bracis-33633	296	82	b.	b.	PROPN
bracis-33633	296	83	dos	dos	PROPN
bracis-33633	296	84	santosview	santosview	PROPN
bracis-33633	296	85	author	author	NOUN
bracis-33633	296	86	publications	publication	NOUN
bracis-33633	296	87	search	search	NOUN
bracis-33633	296	88	author	author	NOUN
bracis-33633	296	89	on	on	ADP
bracis-33633	296	90	:	:	PUNCT
bracis-33633	296	91	pubmed	pubmed	PROPN
bracis-33633	296	92	 	 	SPACE
bracis-33633	296	93	google	google	PROPN
bracis-33633	296	94	scholar	scholar	PROPN
bracis-33633	296	95	paulo	paulo	PROPN
bracis-33633	296	96	h.	h.	PROPN
bracis-33633	296	97	c.	c.	PROPN
bracis-33633	296	98	silvaview	silvaview	PROPN
bracis-33633	296	99	author	author	NOUN
bracis-33633	296	100	publications	publication	NOUN
bracis-33633	296	101	search	search	NOUN
bracis-33633	296	102	author	author	NOUN
bracis-33633	296	103	on	on	ADP
bracis-33633	296	104	:	:	PUNCT
bracis-33633	296	105	pubmed	pubmed	PROPN
bracis-33633	296	106	 	 	SPACE
bracis-33633	296	107	google	google	PROPN
bracis-33633	296	108	scholar	scholar	NOUN
bracis-33633	296	109	fabrício	fabrício	PROPN
bracis-33633	296	110	a.	a.	NOUN
bracis-33633	296	111	silvaview	silvaview	NOUN
bracis-33633	296	112	author	author	NOUN
bracis-33633	296	113	publications	publication	NOUN
bracis-33633	296	114	search	search	NOUN
bracis-33633	296	115	author	author	NOUN
bracis-33633	296	116	on	on	ADP
bracis-33633	296	117	:	:	PUNCT
bracis-33633	296	118	pubmed	pubmed	PROPN
bracis-33633	296	119	 	 	SPACE
bracis-33633	296	120	google	google	PROPN
bracis-33633	296	121	scholar	scholar	PROPN
bracis-33633	296	122	thais	thais	PROPN
bracis-33633	296	123	r.	r.	PROPN
bracis-33633	296	124	m.	m.	PROPN
bracis-33633	296	125	braga	braga	PROPN
bracis-33633	296	126	silvaview	silvaview	PROPN
bracis-33633	296	127	author	author	NOUN
bracis-33633	296	128	publications	publication	NOUN
bracis-33633	296	129	search	search	NOUN
bracis-33633	296	130	author	author	NOUN
bracis-33633	296	131	on	on	ADP
bracis-33633	296	132	:	:	PUNCT
bracis-33633	296	133	pubmed	pubmed	PROPN
bracis-33633	296	134	 	 	SPACE
bracis-33633	296	135	google	google	PROPN
bracis-33633	296	136	scholar	scholar	PROPN
bracis-33633	296	137	linnyer	linnyer	PROPN
bracis-33633	296	138	b.	b.	PROPN
bracis-33633	296	139	r.	r.	PROPN
bracis-33633	296	140	aylonview	aylonview	PROPN
bracis-33633	296	141	author	author	NOUN
bracis-33633	296	142	publications	publication	NOUN
bracis-33633	296	143	search	search	NOUN
bracis-33633	296	144	author	author	NOUN
bracis-33633	296	145	on	on	ADP
bracis-33633	296	146	:	:	PUNCT
bracis-33633	296	147	pubmed	pubmed	PROPN
bracis-33633	296	148	 	 	SPACE
bracis-33633	296	149	google	google	PROPN
bracis-33633	296	150	scholar	scholar	NOUN
bracis-33633	296	151	corresponding	correspond	VERB
bracis-33633	296	152	author	author	NOUN
bracis-33633	296	153	correspondence	correspondence	NOUN
bracis-33633	296	154	to	to	ADP
bracis-33633	296	155	germano	germano	PROPN
bracis-33633	296	156	b.	b.	PROPN
bracis-33633	296	157	dos	dos	PROPN
bracis-33633	296	158	santos	santos	PROPN
bracis-33633	296	159	.	.	PUNCT
bracis-33633	297	1	editor	editor	NOUN
bracis-33633	297	2	information	information	NOUN
bracis-33633	297	3	editors	editor	NOUN
bracis-33633	297	4	and	and	CCONJ
bracis-33633	297	5	affiliations	affiliation	NOUN
bracis-33633	297	6	universidade	universidade	VERB
bracis-33633	297	7	federal	federal	PROPN
bracis-33633	297	8	fluminense	fluminense	PROPN
bracis-33633	297	9	,	,	PUNCT
bracis-33633	297	10	niterói	niterói	PROPN
bracis-33633	297	11	,	,	PUNCT
bracis-33633	297	12	brazil	brazil	PROPN
bracis-33633	297	13	aline	aline	PROPN
bracis-33633	297	14	paes	paes	PROPN
bracis-33633	297	15	instituto	instituto	PROPN
bracis-33633	297	16	tecnológico	tecnológico	PROPN
bracis-33633	297	17	de	de	PROPN
bracis-33633	297	18	aeronáutica	aeronáutica	PROPN
bracis-33633	297	19	,	,	PUNCT
bracis-33633	297	20	são	são	PROPN
bracis-33633	297	21	josé	josé	PROPN
bracis-33633	297	22	dos	dos	PROPN
bracis-33633	297	23	campos	campos	PROPN
bracis-33633	297	24	,	,	PUNCT
bracis-33633	297	25	brazil	brazil	PROPN
bracis-33633	297	26	filipe	filipe	PROPN
bracis-33633	297	27	a.	a.	PROPN
bracis-33633	297	28	n.	n.	PROPN
bracis-33633	297	29	verri	verri	PROPN
bracis-33633	297	30	rights	right	NOUN
bracis-33633	297	31	and	and	CCONJ
bracis-33633	297	32	permissions	permission	NOUN
bracis-33633	297	33	reprints	reprint	NOUN
bracis-33633	297	34	and	and	CCONJ
bracis-33633	297	35	permissions	permission	VERB
bracis-33633	297	36	copyright	copyright	NOUN
bracis-33633	297	37	information	information	NOUN
bracis-33633	297	38	©	©	ADP
bracis-33633	297	39	2025	2025	NUM
bracis-33633	297	40	the	the	DET
bracis-33633	297	41	author(s	author(s	NOUN
bracis-33633	297	42	)	)	PUNCT
bracis-33633	297	43	,	,	PUNCT
bracis-33633	297	44	under	under	ADP
bracis-33633	297	45	exclusive	exclusive	ADJ
bracis-33633	297	46	license	license	NOUN
bracis-33633	297	47	to	to	ADP
bracis-33633	297	48	springer	springer	NOUN
bracis-33633	297	49	nature	nature	PROPN
bracis-33633	297	50	switzerland	switzerland	PROPN
bracis-33633	297	51	ag	ag	PROPN
bracis-33633	297	52	about	about	ADP
bracis-33633	297	53	this	this	DET
bracis-33633	297	54	paper	paper	NOUN
bracis-33633	297	55	cite	cite	VERB
bracis-33633	297	56	this	this	DET
bracis-33633	297	57	paper	paper	NOUN
bracis-33633	297	58	dos	do	NOUN
bracis-33633	297	59	santos	santo	NOUN
bracis-33633	297	60	,	,	PUNCT
bracis-33633	297	61	g.b	g.b	PROPN
bracis-33633	297	62	.	.	PROPN
bracis-33633	297	63	,	,	PUNCT
bracis-33633	297	64	silva	silva	PROPN
bracis-33633	297	65	,	,	PUNCT
bracis-33633	297	66	p.h.c	p.h.c	INTJ
bracis-33633	297	67	.	.	PROPN
bracis-33633	297	68	,	,	PUNCT
bracis-33633	297	69	silva	silva	PROPN
bracis-33633	297	70	,	,	PUNCT
bracis-33633	297	71	f.a	f.a	PROPN
bracis-33633	297	72	.	.	PROPN
bracis-33633	297	73	,	,	PUNCT
bracis-33633	297	74	silva	silva	PROPN
bracis-33633	297	75	,	,	PUNCT
bracis-33633	297	76	t.r.m.b	t.r.m.b	PROPN
bracis-33633	297	77	.	.	PROPN
bracis-33633	297	78	,	,	PUNCT
bracis-33633	297	79	aylon	aylon	PROPN
bracis-33633	297	80	,	,	PUNCT
bracis-33633	297	81	l.b.r	l.b.r	PROPN
bracis-33633	297	82	.	.	PUNCT
bracis-33633	297	83	(	(	PUNCT
bracis-33633	297	84	2025	2025	NUM
bracis-33633	297	85	)	)	PUNCT
bracis-33633	297	86	.	.	PUNCT
bracis-33633	298	1	havana	havana	PROPN
bracis-33633	298	2	:	:	PUNCT
bracis-33633	298	3	hybrid	hybrid	ADJ
bracis-33633	298	4	attentional	attentional	ADJ
bracis-33633	298	5	graph	graph	NOUN
bracis-33633	298	6	convolutional	convolutional	ADJ
bracis-33633	298	7	network	network	NOUN
bracis-33633	298	8	semantic	semantic	ADJ
bracis-33633	298	9	venue	venue	PROPN
bracis-33633	298	10	annotation	annotation	PROPN
bracis-33633	298	11	model	model	NOUN
bracis-33633	298	12	.	.	PUNCT
bracis-33633	299	1	in	in	ADP
bracis-33633	299	2	:	:	PUNCT
bracis-33633	299	3	paes	paes	PROPN
bracis-33633	299	4	,	,	PUNCT
bracis-33633	299	5	a.	a.	PROPN
bracis-33633	299	6	,	,	PUNCT
bracis-33633	299	7	verri	verri	NOUN
bracis-33633	299	8	,	,	PUNCT
bracis-33633	299	9	f.a.n	f.a.n	ADJ
bracis-33633	299	10	.	.	PUNCT
bracis-33633	299	11	(	(	PUNCT
bracis-33633	299	12	eds	ed	NOUN
bracis-33633	299	13	)	)	PUNCT
bracis-33633	299	14	intelligent	intelligent	ADJ
bracis-33633	299	15	systems	system	NOUN
bracis-33633	299	16	.	.	PUNCT
bracis-33633	299	17	bracis	bracis	PROPN
bracis-33633	299	18	2024	2024	NUM
bracis-33633	299	19	.	.	PUNCT
bracis-33633	300	1	lecture	lecture	NOUN
bracis-33633	300	2	notes	note	NOUN
bracis-33633	300	3	in	in	ADP
bracis-33633	300	4	computer	computer	NOUN
bracis-33633	300	5	science	science	NOUN
bracis-33633	300	6	(	(	PUNCT
bracis-33633	300	7	)	)	PUNCT
bracis-33633	300	8	,	,	PUNCT
bracis-33633	300	9	vol	vol	NOUN
bracis-33633	300	10	15414	15414	NUM
bracis-33633	300	11	.	.	PUNCT
bracis-33633	301	1	springer	springer	NOUN
bracis-33633	301	2	,	,	PUNCT
bracis-33633	301	3	cham	cham	PROPN
bracis-33633	301	4	.	.	PUNCT
bracis-33633	302	1	https://doi.org/10.1007/978-3-031-79035-5_20	https://doi.org/10.1007/978-3-031-79035-5_20	AUX
bracis-33633	302	2	download	download	VERB
bracis-33633	302	3	citation	citation	NOUN
bracis-33633	302	4	.ris	.ris	PUNCT
bracis-33633	303	1	.enw	.enw	PROPN
bracis-33633	303	2	.bib	.bib	PUNCT
bracis-33633	304	1	doi	doi	PROPN
bracis-33633	304	2	:	:	PUNCT
bracis-33633	304	3	https://doi.org/10.1007/978-3-031-79035-5_20	https://doi.org/10.1007/978-3-031-79035-5_20	AUX
bracis-33633	304	4	published	publish	VERB
bracis-33633	304	5	:	:	PUNCT
bracis-33633	304	6	30	30	NUM
bracis-33633	304	7	january	january	PROPN
bracis-33633	304	8	2025	2025	NUM
bracis-33633	304	9	publisher	publisher	NOUN
bracis-33633	304	10	name	name	NOUN
bracis-33633	304	11	:	:	PUNCT
bracis-33633	304	12	springer	springer	NOUN
bracis-33633	304	13	,	,	PUNCT
bracis-33633	304	14	cham	cham	PROPN
bracis-33633	304	15	print	print	PROPN
bracis-33633	304	16	isbn	isbn	PROPN
bracis-33633	304	17	:	:	PUNCT
bracis-33633	304	18	978	978	NUM
bracis-33633	304	19	-	-	SYM
bracis-33633	304	20	3	3	NUM
bracis-33633	304	21	-	-	PUNCT
bracis-33633	304	22	031	031	NUM
bracis-33633	304	23	-	-	PUNCT
bracis-33633	304	24	79034	79034	NUM
bracis-33633	304	25	-	-	SYM
bracis-33633	304	26	8	8	NUM
bracis-33633	304	27	online	online	ADJ
bracis-33633	304	28	isbn	isbn	NOUN
bracis-33633	304	29	:	:	PUNCT
bracis-33633	304	30	978	978	NUM
bracis-33633	304	31	-	-	SYM
bracis-33633	304	32	3	3	NUM
bracis-33633	304	33	-	-	PUNCT
bracis-33633	304	34	031	031	NUM
bracis-33633	304	35	-	-	PUNCT
bracis-33633	304	36	79035	79035	NUM
bracis-33633	304	37	-	-	PUNCT
bracis-33633	304	38	5	5	NUM
bracis-33633	304	39	ebook	ebook	NOUN
bracis-33633	304	40	packages	package	NOUN
bracis-33633	304	41	:	:	PUNCT
bracis-33633	304	42	computer	computer	NOUN
bracis-33633	304	43	sciencecomputer	sciencecomputer	NOUN
bracis-33633	304	44	science	science	NOUN
bracis-33633	304	45	(	(	PUNCT
bracis-33633	304	46	r0	r0	NOUN
bracis-33633	304	47	)	)	PUNCT
bracis-33633	304	48	share	share	VERB
bracis-33633	304	49	this	this	DET
bracis-33633	304	50	paper	paper	NOUN
bracis-33633	304	51	anyone	anyone	PRON
bracis-33633	304	52	you	you	PRON
bracis-33633	304	53	share	share	VERB
bracis-33633	304	54	the	the	DET
bracis-33633	304	55	following	follow	VERB
bracis-33633	304	56	link	link	NOUN
bracis-33633	304	57	with	with	ADP
bracis-33633	304	58	will	will	AUX
bracis-33633	304	59	be	be	AUX
bracis-33633	304	60	able	able	ADJ
bracis-33633	304	61	to	to	PART
bracis-33633	304	62	read	read	VERB
bracis-33633	304	63	this	this	DET
bracis-33633	304	64	content	content	NOUN
bracis-33633	304	65	:	:	PUNCT
bracis-33633	304	66	get	get	VERB
bracis-33633	304	67	shareable	shareable	ADJ
bracis-33633	304	68	linksorry	linksorry	NOUN
bracis-33633	304	69	,	,	PUNCT
bracis-33633	304	70	a	a	DET
bracis-33633	304	71	shareable	shareable	ADJ
bracis-33633	304	72	link	link	NOUN
bracis-33633	304	73	is	be	AUX
bracis-33633	304	74	not	not	PART
bracis-33633	304	75	currently	currently	ADV
bracis-33633	304	76	available	available	ADJ
bracis-33633	304	77	for	for	ADP
bracis-33633	304	78	this	this	DET
bracis-33633	304	79	article	article	NOUN
bracis-33633	304	80	.	.	PUNCT
bracis-33633	305	1	copy	copy	VERB
bracis-33633	305	2	shareable	shareable	ADJ
bracis-33633	305	3	link	link	NOUN
bracis-33633	305	4	to	to	PART
bracis-33633	305	5	clipboard	clipboard	NOUN
bracis-33633	305	6	provided	provide	VERB
bracis-33633	305	7	by	by	ADP
bracis-33633	305	8	the	the	DET
bracis-33633	305	9	springer	springer	NOUN
bracis-33633	305	10	nature	nature	PROPN
bracis-33633	305	11	sharedit	sharedit	PROPN
bracis-33633	305	12	content	content	NOUN
bracis-33633	305	13	-	-	PUNCT
bracis-33633	305	14	sharing	share	VERB
bracis-33633	305	15	initiative	initiative	NOUN
bracis-33633	305	16	keywords	keyword	NOUN
bracis-33633	305	17	venue	venue	VERB
bracis-33633	305	18	semantic	semantic	ADJ
bracis-33633	305	19	annotation	annotation	NOUN
bracis-33633	305	20	point	point	NOUN
bracis-33633	305	21	-	-	PUNCT
bracis-33633	305	22	of	of	ADP
bracis-33633	305	23	-	-	PUNCT
bracis-33633	305	24	interest	interest	NOUN
bracis-33633	305	25	labeling	labeling	NOUN
bracis-33633	305	26	neural	neural	ADJ
bracis-33633	305	27	network	network	NOUN
bracis-33633	305	28	graph	graph	NOUN
bracis-33633	305	29	representation	representation	NOUN
bracis-33633	305	30	learning	learning	NOUN
bracis-33633	305	31	publish	publish	VERB
bracis-33633	305	32	with	with	ADP
bracis-33633	305	33	us	us	PROPN
bracis-33633	305	34	policies	policy	NOUN
bracis-33633	305	35	and	and	CCONJ
bracis-33633	305	36	ethics	ethic	NOUN
bracis-33633	305	37	profiles	profile	NOUN
bracis-33633	305	38	germano	germano	PROPN
bracis-33633	305	39	b.	b.	PROPN
bracis-33633	305	40	dos	dos	PROPN
bracis-33633	305	41	santos	santos	PROPN
bracis-33633	305	42	view	view	PROPN
bracis-33633	305	43	author	author	NOUN
bracis-33633	305	44	profile	profile	NOUN
bracis-33633	305	45	search	search	NOUN
bracis-33633	305	46	search	search	NOUN
bracis-33633	305	47	by	by	ADP
bracis-33633	305	48	keyword	keyword	NOUN
bracis-33633	305	49	or	or	CCONJ
bracis-33633	305	50	author	author	NOUN
bracis-33633	305	51	search	search	NOUN
bracis-33633	305	52	navigation	navigation	NOUN
bracis-33633	305	53	find	find	VERB
bracis-33633	305	54	a	a	DET
bracis-33633	305	55	journal	journal	NOUN
bracis-33633	305	56	publish	publish	VERB
bracis-33633	305	57	with	with	ADP
bracis-33633	305	58	us	we	PRON
bracis-33633	305	59	track	track	VERB
bracis-33633	305	60	your	your	PRON
bracis-33633	305	61	research	research	NOUN
bracis-33633	305	62	discover	discover	VERB
bracis-33633	305	63	content	content	NOUN
bracis-33633	305	64	journals	journal	NOUN
bracis-33633	305	65	a	a	DET
bracis-33633	305	66	-	-	PUNCT
bracis-33633	305	67	z	z	NOUN
bracis-33633	305	68	books	book	NOUN
bracis-33633	305	69	a	a	DET
bracis-33633	305	70	-	-	PUNCT
bracis-33633	305	71	z	z	NOUN
bracis-33633	305	72	publish	publish	NOUN
bracis-33633	305	73	with	with	ADP
bracis-33633	305	74	us	us	PROPN
bracis-33633	305	75	journal	journal	PROPN
bracis-33633	305	76	finder	finder	PROPN
bracis-33633	305	77	publish	publish	VERB
bracis-33633	305	78	your	your	PRON
bracis-33633	305	79	research	research	NOUN
bracis-33633	305	80	language	language	NOUN
bracis-33633	305	81	editing	edit	VERB
bracis-33633	305	82	open	open	ADJ
bracis-33633	305	83	access	access	NOUN
bracis-33633	305	84	publishing	publishing	NOUN
bracis-33633	305	85	products	product	NOUN
bracis-33633	305	86	and	and	CCONJ
bracis-33633	305	87	services	service	NOUN
bracis-33633	305	88	our	our	PRON
bracis-33633	305	89	products	product	NOUN
bracis-33633	305	90	librarians	librarian	VERB
bracis-33633	305	91	societies	society	NOUN
bracis-33633	305	92	partners	partner	NOUN
bracis-33633	305	93	and	and	CCONJ
bracis-33633	305	94	advertisers	advertiser	NOUN
bracis-33633	305	95	our	our	PRON
bracis-33633	305	96	brands	brand	NOUN
bracis-33633	305	97	springer	springer	NOUN
bracis-33633	305	98	nature	nature	PROPN
bracis-33633	305	99	portfolio	portfolio	PROPN
bracis-33633	305	100	bmc	bmc	PROPN
bracis-33633	305	101	palgrave	palgrave	PROPN
bracis-33633	305	102	macmillan	macmillan	PROPN
bracis-33633	305	103	apress	apress	PROPN
bracis-33633	305	104	discover	discover	VERB
bracis-33633	305	105	your	your	PRON
bracis-33633	305	106	privacy	privacy	NOUN
bracis-33633	305	107	choices	choice	NOUN
bracis-33633	305	108	/	/	SYM
bracis-33633	305	109	manage	manage	NOUN
bracis-33633	305	110	cookies	cookie	NOUN
bracis-33633	305	111	your	your	PRON
bracis-33633	305	112	us	us	PROPN
bracis-33633	306	1	state	state	NOUN
bracis-33633	306	2	privacy	privacy	NOUN
bracis-33633	306	3	rights	right	NOUN
bracis-33633	306	4	accessibility	accessibility	NOUN
bracis-33633	306	5	statement	statement	NOUN
bracis-33633	306	6	terms	term	NOUN
bracis-33633	306	7	and	and	CCONJ
bracis-33633	306	8	conditions	condition	NOUN
bracis-33633	306	9	privacy	privacy	NOUN
bracis-33633	306	10	policy	policy	NOUN
bracis-33633	306	11	help	help	NOUN
bracis-33633	306	12	and	and	CCONJ
bracis-33633	306	13	support	support	VERB
bracis-33633	306	14	legal	legal	ADJ
bracis-33633	306	15	notice	notice	NOUN
bracis-33633	306	16	cancel	cancel	VERB
bracis-33633	306	17	contracts	contract	NOUN
bracis-33633	306	18	here	here	ADV
bracis-33633	306	19	129.74.145.123	129.74.145.123	NUM
bracis-33633	306	20	hesburgh	hesburgh	PROPN
bracis-33633	306	21	library	library	PROPN
bracis-33633	306	22	er	er	INTJ
bracis-33633	306	23	unit	unit	NOUN
bracis-33633	306	24	(	(	PUNCT
bracis-33633	306	25	3005732405	3005732405	NUM
bracis-33633	306	26	)	)	PUNCT
bracis-33633	306	27	northeast	northeast	ADJ
bracis-33633	306	28	research	research	NOUN
bracis-33633	306	29	libraries	library	NOUN
bracis-33633	306	30	(	(	PUNCT
bracis-33633	306	31	nerl	nerl	PROPN
bracis-33633	306	32	)	)	PUNCT
bracis-33633	306	33	(	(	PUNCT
bracis-33633	306	34	8200828607	8200828607	NUM
bracis-33633	306	35	)	)	PUNCT
bracis-33633	306	36	nerl	nerl	VERB
bracis-33633	306	37	ta	ta	X
bracis-33633	306	38	account	account	NOUN
bracis-33633	306	39	(	(	PUNCT
bracis-33633	306	40	3006206169	3006206169	NUM
bracis-33633	306	41	)	)	PUNCT
bracis-33633	306	42	university	university	NOUN
bracis-33633	306	43	of	of	ADP
bracis-33633	306	44	notre	notre	PROPN
bracis-33633	306	45	dame	dame	PROPN
bracis-33633	306	46	hesburgh	hesburgh	PROPN
bracis-33633	306	47	library	library	NOUN
bracis-33633	306	48	(	(	PUNCT
bracis-33633	306	49	3000184373	3000184373	NUM
bracis-33633	306	50	)	)	PUNCT
bracis-33633	307	1	©	©	ADP
bracis-33633	307	2	2025	2025	NUM
bracis-33633	307	3	springer	springer	NOUN
bracis-33633	307	4	nature	nature	NOUN