id	sid	tid	token	lemma	pos
bracis-33611	1	1	traffic	traffic	NOUN
bracis-33611	1	2	forecasting	forecasting	NOUN
bracis-33611	1	3	using	use	VERB
bracis-33611	1	4	federated	federated	ADJ
bracis-33611	1	5	randomized	randomize	VERB
bracis-33611	1	6	high	high	ADJ
bracis-33611	1	7	-	-	PUNCT
bracis-33611	1	8	order	order	NOUN
bracis-33611	1	9	fuzzy	fuzzy	ADJ
bracis-33611	1	10	cognitive	cognitive	ADJ
bracis-33611	1	11	maps	map	NOUN
bracis-33611	1	12	|	|	ADV
bracis-33611	1	13	springer	springer	NOUN
bracis-33611	1	14	nature	nature	PROPN
bracis-33611	1	15	link	link	PROPN
bracis-33611	1	16	(	(	PUNCT
bracis-33611	1	17	formerly	formerly	ADV
bracis-33611	1	18	springerlink	springerlink	NOUN
bracis-33611	1	19	)	)	PUNCT
bracis-33611	1	20	skip	skip	VERB
bracis-33611	1	21	to	to	ADP
bracis-33611	1	22	main	main	ADJ
bracis-33611	1	23	content	content	NOUN
bracis-33611	1	24	advertisement	advertisement	NOUN
bracis-33611	1	25	menu	menu	NOUN
bracis-33611	1	26	find	find	VERB
bracis-33611	1	27	a	a	DET
bracis-33611	1	28	journal	journal	NOUN
bracis-33611	1	29	publish	publish	VERB
bracis-33611	1	30	with	with	ADP
bracis-33611	1	31	us	we	PRON
bracis-33611	1	32	track	track	VERB
bracis-33611	1	33	your	your	PRON
bracis-33611	1	34	research	research	NOUN
bracis-33611	1	35	search	search	NOUN
bracis-33611	1	36	cart	cart	NOUN
bracis-33611	1	37	home	home	NOUN
bracis-33611	1	38	intelligent	intelligent	ADJ
bracis-33611	1	39	systems	system	NOUN
bracis-33611	1	40	conference	conference	NOUN
bracis-33611	1	41	paper	paper	NOUN
bracis-33611	1	42	traffic	traffic	NOUN
bracis-33611	1	43	forecasting	forecasting	NOUN
bracis-33611	1	44	using	use	VERB
bracis-33611	1	45	federated	federated	ADJ
bracis-33611	1	46	randomized	randomize	VERB
bracis-33611	1	47	high	high	ADJ
bracis-33611	1	48	-	-	PUNCT
bracis-33611	1	49	order	order	NOUN
bracis-33611	1	50	fuzzy	fuzzy	ADJ
bracis-33611	1	51	cognitive	cognitive	ADJ
bracis-33611	1	52	maps	map	NOUN
bracis-33611	1	53	conference	conference	NOUN
bracis-33611	1	54	paper	paper	NOUN
bracis-33611	1	55	first	first	ADV
bracis-33611	1	56	online	online	ADV
bracis-33611	1	57	:	:	PUNCT
bracis-33611	1	58	30	30	NUM
bracis-33611	1	59	january	january	NOUN
bracis-33611	1	60	2025	2025	NUM
bracis-33611	1	61	pp	pp	PRON
bracis-33611	1	62	445–459	445–459	PRON
bracis-33611	1	63	cite	cite	VERB
bracis-33611	1	64	this	this	DET
bracis-33611	1	65	conference	conference	NOUN
bracis-33611	1	66	paper	paper	NOUN
bracis-33611	1	67	access	access	NOUN
bracis-33611	1	68	provided	provide	VERB
bracis-33611	1	69	by	by	ADP
bracis-33611	1	70	university	university	PROPN
bracis-33611	1	71	of	of	ADP
bracis-33611	1	72	notre	notre	PROPN
bracis-33611	1	73	dame	dame	PROPN
bracis-33611	1	74	hesburgh	hesburgh	PROPN
bracis-33611	1	75	library	library	PROPN
bracis-33611	1	76	download	download	PROPN
bracis-33611	1	77	book	book	NOUN
bracis-33611	1	78	pdf	pdf	PROPN
bracis-33611	1	79	download	download	NOUN
bracis-33611	1	80	book	book	NOUN
bracis-33611	1	81	epub	epub	PROPN
bracis-33611	1	82	intelligent	intelligent	ADJ
bracis-33611	1	83	systems	system	NOUN
bracis-33611	1	84	(	(	PUNCT
bracis-33611	1	85	bracis	bracis	NOUN
bracis-33611	1	86	2024	2024	NUM
bracis-33611	1	87	)	)	PUNCT
bracis-33611	1	88	traffic	traffic	NOUN
bracis-33611	1	89	forecasting	forecasting	NOUN
bracis-33611	1	90	using	use	VERB
bracis-33611	1	91	federated	federated	ADJ
bracis-33611	1	92	randomized	randomize	VERB
bracis-33611	1	93	high	high	ADJ
bracis-33611	1	94	-	-	PUNCT
bracis-33611	1	95	order	order	NOUN
bracis-33611	1	96	fuzzy	fuzzy	ADJ
bracis-33611	1	97	cognitive	cognitive	ADJ
bracis-33611	1	98	maps	map	NOUN
bracis-33611	1	99	download	download	NOUN
bracis-33611	1	100	book	book	NOUN
bracis-33611	1	101	pdf	pdf	PROPN
bracis-33611	1	102	download	download	NOUN
bracis-33611	1	103	book	book	PROPN
bracis-33611	1	104	epub	epub	PROPN
bracis-33611	1	105	omid	omid	PROPN
bracis-33611	1	106	orang	orang	PROPN
bracis-33611	1	107	  	  	SPACE
bracis-33611	1	108	orcid	orcid	PROPN
bracis-33611	1	109	:	:	PUNCT
bracis-33611	1	110	orcid.org/0000-0002-4077-377511	orcid.org/0000-0002-4077-377511	NOUN
bracis-33611	1	111	,	,	PUNCT
bracis-33611	1	112	felipe	felipe	PROPN
bracis-33611	1	113	a.	a.	PROPN
bracis-33611	1	114	r.	r.	PROPN
bracis-33611	1	115	da	da	PROPN
bracis-33611	1	116	silva	silva	PROPN
bracis-33611	1	117	  	  	SPACE
bracis-33611	1	118	orcid	orcid	NOUN
bracis-33611	1	119	:	:	PUNCT
bracis-33611	1	120	orcid.org/0000-0003-4567-85049	orcid.org/0000-0003-4567-85049	PROPN
bracis-33611	1	121	,	,	PUNCT
bracis-33611	1	122	petrônio	petrônio	PROPN
bracis-33611	1	123	c.	c.	PROPN
bracis-33611	1	124	l.	l.	PROPN
bracis-33611	1	125	silva	silva	PROPN
bracis-33611	1	126	  	  	SPACE
bracis-33611	1	127	orcid	orcid	NOUN
bracis-33611	1	128	:	:	PUNCT
bracis-33611	1	129	orcid.org/0000-0002-1202-255210,11	orcid.org/0000-0002-1202-255210,11	PROPN
bracis-33611	1	130	,	,	PUNCT
bracis-33611	1	131	pedro	pedro	PROPN
bracis-33611	1	132	h.	h.	PROPN
bracis-33611	1	133	s.	s.	PROPN
bracis-33611	1	134	s.	s.	PROPN
bracis-33611	1	135	barros	barros	PROPN
bracis-33611	1	136	  	  	SPACE
bracis-33611	1	137	orcid	orcid	PROPN
bracis-33611	1	138	:	:	PUNCT
bracis-33611	1	139	orcid.org/0000-0001-6606-013511	orcid.org/0000-0001-6606-013511	NUM
bracis-33611	1	140	,	,	PUNCT
bracis-33611	1	141	heitor	heitor	PROPN
bracis-33611	1	142	s.	s.	PROPN
bracis-33611	1	143	ramos	ramos	PROPN
bracis-33611	1	144	  	  	SPACE
bracis-33611	1	145	orcid	orcid	PROPN
bracis-33611	1	146	:	:	PUNCT
bracis-33611	1	147	orcid.org/0000-0003-4523-646611	orcid.org/0000-0003-4523-646611	PROPN
bracis-33611	1	148	&	&	CCONJ
bracis-33611	1	149	…	…	PUNCT
bracis-33611	1	150	frederico	frederico	PROPN
bracis-33611	1	151	g.	g.	PROPN
bracis-33611	1	152	guimarães	guimarães	NOUN
bracis-33611	1	153	  	  	SPACE
bracis-33611	1	154	orcid	orcid	NOUN
bracis-33611	1	155	:	:	PUNCT
bracis-33611	1	156	orcid.org/0000-0001-9238-883911	orcid.org/0000-0001-9238-883911	NOUN
bracis-33611	1	157	  	  	SPACE
bracis-33611	1	158	show	show	VERB
bracis-33611	1	159	authors	author	NOUN
bracis-33611	1	160	part	part	NOUN
bracis-33611	1	161	of	of	ADP
bracis-33611	1	162	the	the	DET
bracis-33611	1	163	book	book	NOUN
bracis-33611	1	164	series	series	NOUN
bracis-33611	1	165	:	:	PUNCT
bracis-33611	1	166	lecture	lecture	NOUN
bracis-33611	1	167	notes	note	NOUN
bracis-33611	1	168	in	in	ADP
bracis-33611	1	169	computer	computer	NOUN
bracis-33611	1	170	science	science	NOUN
bracis-33611	1	171	(	(	PUNCT
bracis-33611	1	172	(	(	PUNCT
bracis-33611	1	173	lnai	lnai	ADJ
bracis-33611	1	174	,	,	PUNCT
bracis-33611	1	175	volume	volume	NOUN
bracis-33611	1	176	15413	15413	NUM
bracis-33611	1	177	)	)	PUNCT
bracis-33611	1	178	)	)	PUNCT
bracis-33611	1	179	included	include	VERB
bracis-33611	1	180	in	in	ADP
bracis-33611	1	181	the	the	DET
bracis-33611	1	182	following	follow	VERB
bracis-33611	1	183	conference	conference	NOUN
bracis-33611	1	184	series	series	NOUN
bracis-33611	1	185	:	:	PUNCT
bracis-33611	1	186	brazilian	brazilian	ADJ
bracis-33611	1	187	conference	conference	NOUN
bracis-33611	1	188	on	on	ADP
bracis-33611	1	189	intelligent	intelligent	ADJ
bracis-33611	1	190	systems	system	NOUN
bracis-33611	1	191	384	384	NUM
bracis-33611	1	192	accesses	access	VERB
bracis-33611	1	193	2	2	NUM
bracis-33611	1	194	citations	citation	NOUN
bracis-33611	1	195	abstract	abstract	ADJ
bracis-33611	1	196	numerous	numerous	ADJ
bracis-33611	1	197	machine	machine	NOUN
bracis-33611	1	198	learning	learning	NOUN
bracis-33611	1	199	(	(	PUNCT
bracis-33611	1	200	ml	ml	NOUN
bracis-33611	1	201	)	)	PUNCT
bracis-33611	1	202	and	and	CCONJ
bracis-33611	1	203	deep	deep	ADJ
bracis-33611	1	204	learning	learning	NOUN
bracis-33611	1	205	(	(	PUNCT
bracis-33611	1	206	dl	dl	NOUN
bracis-33611	1	207	)	)	PUNCT
bracis-33611	1	208	forecasting	forecasting	NOUN
bracis-33611	1	209	techniques	technique	NOUN
bracis-33611	1	210	have	have	AUX
bracis-33611	1	211	emerged	emerge	VERB
bracis-33611	1	212	for	for	ADP
bracis-33611	1	213	predicting	predict	VERB
bracis-33611	1	214	traffic	traffic	NOUN
bracis-33611	1	215	flow	flow	NOUN
bracis-33611	1	216	and	and	CCONJ
bracis-33611	1	217	traffic	traffic	NOUN
bracis-33611	1	218	speed	speed	NOUN
bracis-33611	1	219	.	.	PUNCT
bracis-33611	2	1	despite	despite	SCONJ
bracis-33611	2	2	their	their	PRON
bracis-33611	2	3	notable	notable	ADJ
bracis-33611	2	4	achievements	achievement	NOUN
bracis-33611	2	5	,	,	PUNCT
bracis-33611	2	6	they	they	PRON
bracis-33611	2	7	encounter	encounter	VERB
bracis-33611	2	8	challenges	challenge	NOUN
bracis-33611	2	9	related	relate	VERB
bracis-33611	2	10	to	to	ADP
bracis-33611	2	11	preserving	preserve	VERB
bracis-33611	2	12	in	in	ADP
bracis-33611	2	13	-	-	PUNCT
bracis-33611	2	14	vehicle	vehicle	NOUN
bracis-33611	2	15	user	user	NOUN
bracis-33611	2	16	privacy	privacy	NOUN
bracis-33611	2	17	.	.	PUNCT
bracis-33611	3	1	alternatively	alternatively	ADV
bracis-33611	3	2	,	,	PUNCT
bracis-33611	3	3	federated	federated	ADJ
bracis-33611	3	4	learning	learning	NOUN
bracis-33611	3	5	(	(	PUNCT
bracis-33611	3	6	fl	fl	NOUN
bracis-33611	3	7	)	)	PUNCT
bracis-33611	3	8	offers	offer	VERB
bracis-33611	3	9	a	a	DET
bracis-33611	3	10	decentralized	decentralize	VERB
bracis-33611	3	11	ml	ml	NOUN
bracis-33611	3	12	strategy	strategy	NOUN
bracis-33611	3	13	to	to	PART
bracis-33611	3	14	strike	strike	VERB
bracis-33611	3	15	a	a	DET
bracis-33611	3	16	balance	balance	NOUN
bracis-33611	3	17	between	between	ADP
bracis-33611	3	18	prediction	prediction	NOUN
bracis-33611	3	19	accuracy	accuracy	NOUN
bracis-33611	3	20	and	and	CCONJ
bracis-33611	3	21	privacy	privacy	NOUN
bracis-33611	3	22	preservation	preservation	NOUN
bracis-33611	3	23	.	.	PUNCT
bracis-33611	4	1	this	this	DET
bracis-33611	4	2	paper	paper	NOUN
bracis-33611	4	3	proposes	propose	VERB
bracis-33611	4	4	a	a	DET
bracis-33611	4	5	novel	novel	ADJ
bracis-33611	4	6	fuzzy	fuzzy	ADV
bracis-33611	4	7	-	-	PUNCT
bracis-33611	4	8	based	base	VERB
bracis-33611	4	9	method	method	NOUN
bracis-33611	4	10	called	call	VERB
bracis-33611	4	11	fl	fl	NOUN
bracis-33611	4	12	-	-	PUNCT
bracis-33611	4	13	rhfcm	rhfcm	PROPN
bracis-33611	4	14	,	,	PUNCT
bracis-33611	4	15	which	which	PRON
bracis-33611	4	16	integrates	integrate	VERB
bracis-33611	4	17	the	the	DET
bracis-33611	4	18	principles	principle	NOUN
bracis-33611	4	19	of	of	ADP
bracis-33611	4	20	randomized	randomized	ADJ
bracis-33611	4	21	high	high	ADJ
bracis-33611	4	22	-	-	PUNCT
bracis-33611	4	23	order	order	NOUN
bracis-33611	4	24	fuzzy	fuzzy	ADJ
bracis-33611	4	25	cognitive	cognitive	ADJ
bracis-33611	4	26	maps	map	NOUN
bracis-33611	4	27	(	(	PUNCT
bracis-33611	4	28	r	r	NOUN
bracis-33611	4	29	-	-	PUNCT
bracis-33611	4	30	hfcm	hfcm	NOUN
bracis-33611	4	31	)	)	PUNCT
bracis-33611	4	32	with	with	ADP
bracis-33611	4	33	fl	fl	PROPN
bracis-33611	4	34	.	.	PUNCT
bracis-33611	5	1	r	r	X
bracis-33611	5	2	-	-	PUNCT
bracis-33611	5	3	hfcm	hfcm	PROPN
bracis-33611	5	4	is	be	AUX
bracis-33611	5	5	akin	akin	ADJ
bracis-33611	5	6	to	to	ADP
bracis-33611	5	7	an	an	DET
bracis-33611	5	8	echo	echo	NOUN
bracis-33611	5	9	state	state	NOUN
bracis-33611	5	10	network	network	NOUN
bracis-33611	5	11	(	(	PUNCT
bracis-33611	5	12	esn	esn	PROPN
bracis-33611	5	13	)	)	PUNCT
bracis-33611	5	14	,	,	PUNCT
bracis-33611	5	15	where	where	SCONJ
bracis-33611	5	16	the	the	DET
bracis-33611	5	17	only	only	ADJ
bracis-33611	5	18	trainable	trainable	ADJ
bracis-33611	5	19	component	component	NOUN
bracis-33611	5	20	is	be	AUX
bracis-33611	5	21	the	the	DET
bracis-33611	5	22	output	output	NOUN
bracis-33611	5	23	layer	layer	NOUN
bracis-33611	5	24	using	use	VERB
bracis-33611	5	25	least	least	ADJ
bracis-33611	5	26	squares	square	NOUN
bracis-33611	5	27	(	(	PUNCT
bracis-33611	5	28	ls	ls	PROPN
bracis-33611	5	29	)	)	PUNCT
bracis-33611	5	30	minimization	minimization	NOUN
bracis-33611	5	31	.	.	PUNCT
bracis-33611	6	1	the	the	DET
bracis-33611	6	2	reservoir	reservoir	NOUN
bracis-33611	6	3	layer	layer	NOUN
bracis-33611	6	4	’s	’s	PART
bracis-33611	6	5	weights	weight	NOUN
bracis-33611	6	6	are	be	AUX
bracis-33611	6	7	initialized	initialize	VERB
bracis-33611	6	8	randomly	randomly	ADV
bracis-33611	6	9	and	and	CCONJ
bracis-33611	6	10	remain	remain	VERB
bracis-33611	6	11	unchanged	unchanged	ADJ
bracis-33611	6	12	during	during	ADP
bracis-33611	6	13	training	training	NOUN
bracis-33611	6	14	.	.	PUNCT
bracis-33611	7	1	thus	thus	ADV
bracis-33611	7	2	,	,	PUNCT
bracis-33611	7	3	the	the	DET
bracis-33611	7	4	ls	ls	ADJ
bracis-33611	7	5	coefficients	coefficient	NOUN
bracis-33611	7	6	represent	represent	VERB
bracis-33611	7	7	the	the	DET
bracis-33611	7	8	only	only	ADJ
bracis-33611	7	9	parameters	parameter	NOUN
bracis-33611	7	10	shared	share	VERB
bracis-33611	7	11	with	with	ADP
bracis-33611	7	12	the	the	DET
bracis-33611	7	13	server	server	NOUN
bracis-33611	7	14	for	for	ADP
bracis-33611	7	15	aggregation	aggregation	NOUN
bracis-33611	7	16	in	in	ADP
bracis-33611	7	17	our	our	PRON
bracis-33611	7	18	fl	fl	NOUN
bracis-33611	7	19	-	-	PUNCT
bracis-33611	7	20	rhfcm	rhfcm	NOUN
bracis-33611	7	21	approach	approach	NOUN
bracis-33611	7	22	.	.	PUNCT
bracis-33611	8	1	fl	fl	NOUN
bracis-33611	8	2	-	-	PUNCT
bracis-33611	8	3	rhfcm	rhfcm	PRON
bracis-33611	8	4	introduces	introduce	VERB
bracis-33611	8	5	an	an	DET
bracis-33611	8	6	efficient	efficient	ADJ
bracis-33611	8	7	distributed	distribute	VERB
bracis-33611	8	8	forecasting	forecasting	NOUN
bracis-33611	8	9	method	method	NOUN
bracis-33611	8	10	using	use	VERB
bracis-33611	8	11	fcms	fcms	NOUN
bracis-33611	8	12	,	,	PUNCT
bracis-33611	8	13	significantly	significantly	ADV
bracis-33611	8	14	reducing	reduce	VERB
bracis-33611	8	15	communication	communication	NOUN
bracis-33611	8	16	costs	cost	NOUN
bracis-33611	8	17	.	.	PUNCT
bracis-33611	9	1	the	the	DET
bracis-33611	9	2	effectiveness	effectiveness	NOUN
bracis-33611	9	3	of	of	ADP
bracis-33611	9	4	our	our	PRON
bracis-33611	9	5	proposed	propose	VERB
bracis-33611	9	6	model	model	NOUN
bracis-33611	9	7	is	be	AUX
bracis-33611	9	8	assessed	assess	VERB
bracis-33611	9	9	using	use	VERB
bracis-33611	9	10	two	two	NUM
bracis-33611	9	11	datasets	dataset	NOUN
bracis-33611	9	12	,	,	PUNCT
bracis-33611	9	13	demonstrating	demonstrate	VERB
bracis-33611	9	14	its	its	PRON
bracis-33611	9	15	promise	promise	NOUN
bracis-33611	9	16	compared	compare	VERB
bracis-33611	9	17	to	to	ADP
bracis-33611	9	18	some	some	DET
bracis-33611	9	19	existing	exist	VERB
bracis-33611	9	20	baseline	baseline	NOUN
bracis-33611	9	21	methods	method	NOUN
bracis-33611	9	22	.	.	PUNCT
bracis-33611	10	1	access	access	NOUN
bracis-33611	10	2	provided	provide	VERB
bracis-33611	10	3	by	by	ADP
bracis-33611	10	4	university	university	PROPN
bracis-33611	10	5	of	of	ADP
bracis-33611	10	6	notre	notre	PROPN
bracis-33611	10	7	dame	dame	PROPN
bracis-33611	10	8	hesburgh	hesburgh	PROPN
bracis-33611	10	9	library	library	PROPN
bracis-33611	10	10	.	.	PUNCT
bracis-33611	11	1	download	download	PROPN
bracis-33611	11	2	conference	conference	NOUN
bracis-33611	11	3	paper	paper	NOUN
bracis-33611	11	4	pdf	pdf	NOUN
bracis-33611	11	5	similar	similar	ADJ
bracis-33611	11	6	content	content	NOUN
bracis-33611	11	7	being	be	AUX
bracis-33611	11	8	viewed	view	VERB
bracis-33611	11	9	by	by	ADP
bracis-33611	11	10	others	other	NOUN
bracis-33611	11	11	automated	automate	VERB
bracis-33611	11	12	forecasting	forecasting	NOUN
bracis-33611	11	13	model	model	NOUN
bracis-33611	11	14	leveraging	leverage	VERB
bracis-33611	11	15	large	large	ADJ
bracis-33611	11	16	reservoirs	reservoir	NOUN
bracis-33611	11	17	of	of	ADP
bracis-33611	11	18	randomized	randomized	ADJ
bracis-33611	11	19	fuzzy	fuzzy	ADJ
bracis-33611	11	20	cognitive	cognitive	ADJ
bracis-33611	11	21	maps	map	NOUN
bracis-33611	11	22	article	article	NOUN
bracis-33611	11	23	11	11	NUM
bracis-33611	11	24	november	november	PROPN
bracis-33611	11	25	2025	2025	NUM
bracis-33611	11	26	dual	dual	ADJ
bracis-33611	11	27	-	-	PUNCT
bracis-33611	11	28	layer	layer	NOUN
bracis-33611	11	29	fl	fl	PROPN
bracis-33611	11	30	and	and	CCONJ
bracis-33611	11	31	blockchain	blockchain	PROPN
bracis-33611	11	32	empowered	empower	VERB
bracis-33611	11	33	high	high	ADJ
bracis-33611	11	34	accurate	accurate	ADJ
bracis-33611	11	35	edge	edge	NOUN
bracis-33611	11	36	training	training	NOUN
bracis-33611	11	37	framework	framework	NOUN
bracis-33611	11	38	chapter	chapter	NOUN
bracis-33611	11	39	©	©	PROPN
bracis-33611	11	40	2024	2024	NUM
bracis-33611	11	41	federated	federate	VERB
bracis-33611	11	42	learning	learn	VERB
bracis-33611	11	43	analysis	analysis	NOUN
bracis-33611	11	44	for	for	ADP
bracis-33611	11	45	vehicular	vehicular	ADJ
bracis-33611	11	46	traffic	traffic	NOUN
bracis-33611	11	47	flow	flow	NOUN
bracis-33611	11	48	prediction	prediction	NOUN
bracis-33611	11	49	:	:	PUNCT
bracis-33611	11	50	evaluation	evaluation	NOUN
bracis-33611	11	51	of	of	ADP
bracis-33611	11	52	learning	learn	VERB
bracis-33611	11	53	algorithms	algorithm	NOUN
bracis-33611	11	54	and	and	CCONJ
bracis-33611	11	55	aggregation	aggregation	NOUN
bracis-33611	11	56	approaches	approach	NOUN
bracis-33611	11	57	article	article	NOUN
bracis-33611	11	58	14	14	NUM
bracis-33611	11	59	january	january	PROPN
bracis-33611	11	60	2024	2024	NUM
bracis-33611	11	61	1	1	NUM
bracis-33611	11	62	introduction	introduction	NOUN
bracis-33611	11	63	intelligent	intelligent	ADJ
bracis-33611	11	64	transportation	transportation	NOUN
bracis-33611	11	65	systems	system	NOUN
bracis-33611	11	66	(	(	PUNCT
bracis-33611	11	67	its	its	PRON
bracis-33611	11	68	)	)	PUNCT
bracis-33611	11	69	have	have	AUX
bracis-33611	11	70	recently	recently	ADV
bracis-33611	11	71	gained	gain	VERB
bracis-33611	11	72	attention	attention	NOUN
bracis-33611	11	73	due	due	ADP
bracis-33611	11	74	to	to	ADP
bracis-33611	11	75	rising	rise	VERB
bracis-33611	11	76	road	road	NOUN
bracis-33611	11	77	safety	safety	NOUN
bracis-33611	11	78	and	and	CCONJ
bracis-33611	11	79	efficiency	efficiency	NOUN
bracis-33611	11	80	concerns	concern	NOUN
bracis-33611	11	81	.	.	PUNCT
bracis-33611	12	1	traffic	traffic	NOUN
bracis-33611	12	2	prediction	prediction	NOUN
bracis-33611	12	3	is	be	AUX
bracis-33611	12	4	crucial	crucial	ADJ
bracis-33611	12	5	for	for	ADP
bracis-33611	12	6	route	route	NOUN
bracis-33611	12	7	planning	planning	NOUN
bracis-33611	12	8	,	,	PUNCT
bracis-33611	12	9	optimizing	optimize	VERB
bracis-33611	12	10	vehicle	vehicle	NOUN
bracis-33611	12	11	dispatching	dispatching	NOUN
bracis-33611	12	12	,	,	PUNCT
bracis-33611	12	13	controlling	control	VERB
bracis-33611	12	14	traffic	traffic	NOUN
bracis-33611	12	15	congestion	congestion	NOUN
bracis-33611	12	16	,	,	PUNCT
bracis-33611	12	17	etc	etc	X
bracis-33611	12	18	.	.	X
bracis-33611	12	19	 	 	SPACE
bracis-33611	13	1	[	[	X
bracis-33611	13	2	1	1	NUM
bracis-33611	13	3	,	,	PUNCT
bracis-33611	13	4	2	2	NUM
bracis-33611	13	5	]	]	PUNCT
bracis-33611	13	6	.	.	PUNCT
bracis-33611	14	1	traffic	traffic	NOUN
bracis-33611	14	2	prediction	prediction	NOUN
bracis-33611	14	3	(	(	PUNCT
bracis-33611	14	4	travel	travel	NOUN
bracis-33611	14	5	time	time	NOUN
bracis-33611	14	6	,	,	PUNCT
bracis-33611	14	7	flows	flow	NOUN
bracis-33611	14	8	,	,	PUNCT
bracis-33611	14	9	speeds	speed	NOUN
bracis-33611	14	10	,	,	PUNCT
bracis-33611	14	11	occupancy	occupancy	NOUN
bracis-33611	14	12	,	,	PUNCT
bracis-33611	14	13	and	and	CCONJ
bracis-33611	14	14	demand	demand	NOUN
bracis-33611	14	15	)	)	PUNCT
bracis-33611	14	16	utilizes	utilize	VERB
bracis-33611	14	17	a	a	DET
bracis-33611	14	18	trainable	trainable	ADJ
bracis-33611	14	19	function	function	NOUN
bracis-33611	14	20	to	to	PART
bracis-33611	14	21	analyze	analyze	VERB
bracis-33611	14	22	past	past	ADP
bracis-33611	14	23	traffic	traffic	NOUN
bracis-33611	14	24	data	datum	NOUN
bracis-33611	14	25	and	and	CCONJ
bracis-33611	14	26	forecast	forecast	VERB
bracis-33611	14	27	future	future	ADJ
bracis-33611	14	28	traffic	traffic	NOUN
bracis-33611	14	29	conditions	condition	NOUN
bracis-33611	14	30	.	.	PUNCT
bracis-33611	15	1	it	it	PRON
bracis-33611	15	2	relies	rely	VERB
bracis-33611	15	3	on	on	ADP
bracis-33611	15	4	two	two	NUM
bracis-33611	15	5	primary	primary	ADJ
bracis-33611	15	6	types	type	NOUN
bracis-33611	15	7	of	of	ADP
bracis-33611	15	8	data	datum	NOUN
bracis-33611	15	9	:	:	PUNCT
bracis-33611	15	10	traffic	traffic	NOUN
bracis-33611	15	11	flow	flow	NOUN
bracis-33611	15	12	,	,	PUNCT
bracis-33611	15	13	indicating	indicate	VERB
bracis-33611	15	14	total	total	ADJ
bracis-33611	15	15	detected	detect	VERB
bracis-33611	15	16	vehicles	vehicle	NOUN
bracis-33611	15	17	over	over	ADP
bracis-33611	15	18	a	a	DET
bracis-33611	15	19	period	period	NOUN
bracis-33611	15	20	,	,	PUNCT
bracis-33611	15	21	and	and	CCONJ
bracis-33611	15	22	traffic	traffic	NOUN
bracis-33611	15	23	speed	speed	NOUN
bracis-33611	15	24	,	,	PUNCT
bracis-33611	15	25	representing	represent	VERB
bracis-33611	15	26	average	average	ADJ
bracis-33611	15	27	vehicle	vehicle	NOUN
bracis-33611	15	28	velocity	velocity	NOUN
bracis-33611	15	29	in	in	ADP
bracis-33611	15	30	the	the	DET
bracis-33611	15	31	same	same	ADJ
bracis-33611	15	32	area	area	NOUN
bracis-33611	15	33	during	during	ADP
bracis-33611	15	34	the	the	DET
bracis-33611	15	35	same	same	ADJ
bracis-33611	15	36	time	time	NOUN
bracis-33611	15	37	frame	frame	NOUN
bracis-33611	15	38	 	 	SPACE
bracis-33611	16	1	[	[	X
bracis-33611	16	2	3	3	NUM
bracis-33611	16	3	]	]	PUNCT
bracis-33611	16	4	.	.	PUNCT
bracis-33611	17	1	this	this	DET
bracis-33611	17	2	study	study	NOUN
bracis-33611	17	3	will	will	AUX
bracis-33611	17	4	refer	refer	VERB
bracis-33611	17	5	to	to	ADP
bracis-33611	17	6	traffic	traffic	NOUN
bracis-33611	17	7	flow	flow	NOUN
bracis-33611	17	8	and	and	CCONJ
bracis-33611	17	9	speed	speed	NOUN
bracis-33611	17	10	as	as	ADP
bracis-33611	17	11	traffic	traffic	NOUN
bracis-33611	17	12	.	.	PUNCT
bracis-33611	18	1	forecasting	forecasting	NOUN
bracis-33611	18	2	traffic	traffic	NOUN
bracis-33611	18	3	presents	present	VERB
bracis-33611	18	4	a	a	DET
bracis-33611	18	5	formidable	formidable	ADJ
bracis-33611	18	6	challenge	challenge	NOUN
bracis-33611	18	7	given	give	VERB
bracis-33611	18	8	the	the	DET
bracis-33611	18	9	non	non	ADJ
bracis-33611	18	10	-	-	ADJ
bracis-33611	18	11	linear	linear	ADJ
bracis-33611	18	12	,	,	PUNCT
bracis-33611	18	13	time	time	NOUN
bracis-33611	18	14	-	-	PUNCT
bracis-33611	18	15	dependent	dependent	ADJ
bracis-33611	18	16	,	,	PUNCT
bracis-33611	18	17	and	and	CCONJ
bracis-33611	18	18	spatio	spatio	PROPN
bracis-33611	18	19	-	-	PUNCT
bracis-33611	18	20	temporal	temporal	ADJ
bracis-33611	18	21	properties	property	NOUN
bracis-33611	18	22	of	of	ADP
bracis-33611	18	23	traffic	traffic	NOUN
bracis-33611	18	24	time	time	NOUN
bracis-33611	18	25	series	series	NOUN
bracis-33611	18	26	[	[	X
bracis-33611	18	27	1	1	NUM
bracis-33611	18	28	,	,	PUNCT
bracis-33611	18	29	4	4	NUM
bracis-33611	18	30	]	]	PUNCT
bracis-33611	18	31	.	.	PUNCT
bracis-33611	19	1	consequently	consequently	ADV
bracis-33611	19	2	,	,	PUNCT
bracis-33611	19	3	developing	develop	VERB
bracis-33611	19	4	an	an	DET
bracis-33611	19	5	accurate	accurate	ADJ
bracis-33611	19	6	traffic	traffic	NOUN
bracis-33611	19	7	prediction	prediction	NOUN
bracis-33611	19	8	model	model	NOUN
bracis-33611	19	9	is	be	AUX
bracis-33611	19	10	imperative	imperative	ADJ
bracis-33611	19	11	.	.	PUNCT
bracis-33611	20	1	accordingly	accordingly	ADV
bracis-33611	20	2	,	,	PUNCT
bracis-33611	20	3	a	a	DET
bracis-33611	20	4	wide	wide	ADJ
bracis-33611	20	5	range	range	NOUN
bracis-33611	20	6	of	of	ADP
bracis-33611	20	7	traffic	traffic	NOUN
bracis-33611	20	8	forecasting	forecasting	NOUN
bracis-33611	20	9	approaches	approach	NOUN
bracis-33611	20	10	have	have	AUX
bracis-33611	20	11	been	be	AUX
bracis-33611	20	12	presented	present	VERB
bracis-33611	20	13	in	in	ADP
bracis-33611	20	14	the	the	DET
bracis-33611	20	15	literature	literature	NOUN
bracis-33611	20	16	,	,	PUNCT
bracis-33611	20	17	which	which	PRON
bracis-33611	20	18	can	can	AUX
bracis-33611	20	19	be	be	AUX
bracis-33611	20	20	broadly	broadly	ADV
bracis-33611	20	21	categorized	categorize	VERB
bracis-33611	20	22	into	into	ADP
bracis-33611	20	23	conventional	conventional	ADJ
bracis-33611	20	24	parametric	parametric	ADJ
bracis-33611	20	25	statistical	statistical	ADJ
bracis-33611	20	26	models	model	NOUN
bracis-33611	20	27	 	 	SPACE
bracis-33611	20	28	and	and	CCONJ
bracis-33611	20	29	non	non	ADJ
bracis-33611	20	30	-	-	ADJ
bracis-33611	20	31	parametric	parametric	ADJ
bracis-33611	20	32	machine	machine	NOUN
bracis-33611	20	33	learning	learning	NOUN
bracis-33611	20	34	(	(	PUNCT
bracis-33611	20	35	ml	ml	NOUN
bracis-33611	20	36	)	)	PUNCT
bracis-33611	20	37	and	and	CCONJ
bracis-33611	20	38	deep	deep	ADJ
bracis-33611	20	39	learning	learning	NOUN
bracis-33611	20	40	(	(	PUNCT
bracis-33611	20	41	dl)-based	dl)-base	VERB
bracis-33611	20	42	methods	method	NOUN
bracis-33611	20	43	[	[	X
bracis-33611	20	44	1	1	NUM
bracis-33611	20	45	,	,	PUNCT
bracis-33611	20	46	5	5	NUM
bracis-33611	20	47	]	]	PUNCT
bracis-33611	20	48	.	.	PUNCT
bracis-33611	21	1	autoregressive	autoregressive	ADJ
bracis-33611	21	2	integrated	integrated	ADJ
bracis-33611	21	3	moving	move	VERB
bracis-33611	21	4	average	average	ADJ
bracis-33611	21	5	(	(	PUNCT
bracis-33611	21	6	arima	arima	NOUN
bracis-33611	21	7	)	)	PUNCT
bracis-33611	21	8	models	model	NOUN
bracis-33611	21	9	and	and	CCONJ
bracis-33611	21	10	their	their	PRON
bracis-33611	21	11	variants	variant	NOUN
bracis-33611	21	12	,	,	PUNCT
bracis-33611	21	13	including	include	VERB
bracis-33611	21	14	seasonal	seasonal	ADJ
bracis-33611	21	15	arima	arima	NOUN
bracis-33611	21	16	(	(	PUNCT
bracis-33611	21	17	sarima	sarima	NOUN
bracis-33611	21	18	)	)	PUNCT
bracis-33611	21	19	and	and	CCONJ
bracis-33611	21	20	vector	vector	NOUN
bracis-33611	21	21	arima	arima	PROPN
bracis-33611	21	22	(	(	PUNCT
bracis-33611	21	23	varima	varima	PROPN
bracis-33611	21	24	)	)	PUNCT
bracis-33611	21	25	,	,	PUNCT
bracis-33611	21	26	are	be	AUX
bracis-33611	21	27	commonly	commonly	ADV
bracis-33611	21	28	used	use	VERB
bracis-33611	21	29	statistical	statistical	ADJ
bracis-33611	21	30	techniques	technique	NOUN
bracis-33611	21	31	in	in	ADP
bracis-33611	21	32	traffic	traffic	NOUN
bracis-33611	21	33	prediction	prediction	NOUN
bracis-33611	21	34	,	,	PUNCT
bracis-33611	21	35	as	as	SCONJ
bracis-33611	21	36	discussed	discuss	VERB
bracis-33611	21	37	in	in	ADP
bracis-33611	21	38	[	[	X
bracis-33611	21	39	5	5	NUM
bracis-33611	21	40	,	,	PUNCT
bracis-33611	21	41	6	6	NUM
bracis-33611	21	42	]	]	PUNCT
bracis-33611	21	43	.	.	PUNCT
bracis-33611	22	1	however	however	ADV
bracis-33611	22	2	,	,	PUNCT
bracis-33611	22	3	these	these	DET
bracis-33611	22	4	models	model	NOUN
bracis-33611	22	5	encounter	encounter	VERB
bracis-33611	22	6	challenges	challenge	NOUN
bracis-33611	22	7	due	due	ADP
bracis-33611	22	8	to	to	ADP
bracis-33611	22	9	the	the	DET
bracis-33611	22	10	complexity	complexity	NOUN
bracis-33611	22	11	,	,	PUNCT
bracis-33611	22	12	non	non	ADJ
bracis-33611	22	13	-	-	NOUN
bracis-33611	22	14	stationarity	stationarity	NOUN
bracis-33611	22	15	,	,	PUNCT
bracis-33611	22	16	and	and	CCONJ
bracis-33611	22	17	non	non	ADJ
bracis-33611	22	18	-	-	ADJ
bracis-33611	22	19	linearity	linearity	NOUN
bracis-33611	22	20	of	of	ADP
bracis-33611	22	21	traffic	traffic	NOUN
bracis-33611	22	22	data	datum	NOUN
bracis-33611	22	23	.	.	PUNCT
bracis-33611	23	1	additionally	additionally	ADV
bracis-33611	23	2	,	,	PUNCT
bracis-33611	23	3	arima	arima	NOUN
bracis-33611	23	4	models	model	NOUN
bracis-33611	23	5	generally	generally	ADV
bracis-33611	23	6	necessitate	necessitate	ADJ
bracis-33611	23	7	a	a	DET
bracis-33611	23	8	substantial	substantial	ADJ
bracis-33611	23	9	volume	volume	NOUN
bracis-33611	23	10	of	of	ADP
bracis-33611	23	11	historical	historical	ADJ
bracis-33611	23	12	data	datum	NOUN
bracis-33611	23	13	to	to	PART
bracis-33611	23	14	perform	perform	VERB
bracis-33611	23	15	effectively	effectively	ADV
bracis-33611	23	16	,	,	PUNCT
bracis-33611	23	17	which	which	PRON
bracis-33611	23	18	may	may	AUX
bracis-33611	23	19	not	not	PART
bracis-33611	23	20	always	always	ADV
bracis-33611	23	21	be	be	AUX
bracis-33611	23	22	accessible	accessible	ADJ
bracis-33611	23	23	 	 	SPACE
bracis-33611	24	1	[	[	X
bracis-33611	24	2	5	5	NUM
bracis-33611	24	3	,	,	PUNCT
bracis-33611	24	4	7	7	NUM
bracis-33611	24	5	]	]	PUNCT
bracis-33611	24	6	.	.	PUNCT
bracis-33611	25	1	to	to	PART
bracis-33611	25	2	tackle	tackle	VERB
bracis-33611	25	3	these	these	DET
bracis-33611	25	4	challenges	challenge	NOUN
bracis-33611	25	5	,	,	PUNCT
bracis-33611	25	6	ml	ml	PUNCT
bracis-33611	25	7	and	and	CCONJ
bracis-33611	25	8	dl	dl	PROPN
bracis-33611	25	9	methods	method	NOUN
bracis-33611	25	10	are	be	AUX
bracis-33611	25	11	extensively	extensively	ADV
bracis-33611	25	12	utilized	utilize	VERB
bracis-33611	25	13	in	in	ADP
bracis-33611	25	14	traffic	traffic	NOUN
bracis-33611	25	15	prediction	prediction	NOUN
bracis-33611	25	16	tasks	task	NOUN
bracis-33611	25	17	owing	owe	VERB
bracis-33611	25	18	to	to	ADP
bracis-33611	25	19	their	their	PRON
bracis-33611	25	20	capacity	capacity	NOUN
bracis-33611	25	21	to	to	PART
bracis-33611	25	22	automatically	automatically	ADV
bracis-33611	25	23	extract	extract	VERB
bracis-33611	25	24	crucial	crucial	ADJ
bracis-33611	25	25	features	feature	NOUN
bracis-33611	25	26	from	from	ADP
bracis-33611	25	27	historical	historical	ADJ
bracis-33611	25	28	traffic	traffic	NOUN
bracis-33611	25	29	data	datum	NOUN
bracis-33611	25	30	,	,	PUNCT
bracis-33611	25	31	thus	thus	ADV
bracis-33611	25	32	eliminating	eliminate	VERB
bracis-33611	25	33	the	the	DET
bracis-33611	25	34	need	need	NOUN
bracis-33611	25	35	for	for	ADP
bracis-33611	25	36	complex	complex	ADJ
bracis-33611	25	37	mathematical	mathematical	ADJ
bracis-33611	25	38	model	model	NOUN
bracis-33611	25	39	design	design	NOUN
bracis-33611	25	40	.	.	PUNCT
bracis-33611	26	1	convolutional	convolutional	ADJ
bracis-33611	26	2	neural	neural	ADJ
bracis-33611	26	3	networks	network	NOUN
bracis-33611	26	4	(	(	PUNCT
bracis-33611	26	5	cnn	cnn	PROPN
bracis-33611	26	6	)	)	PUNCT
bracis-33611	26	7	,	,	PUNCT
bracis-33611	26	8	recurrent	recurrent	ADJ
bracis-33611	26	9	neural	neural	ADJ
bracis-33611	26	10	networks	network	NOUN
bracis-33611	26	11	(	(	PUNCT
bracis-33611	26	12	rnn	rnn	PROPN
bracis-33611	26	13	)	)	PUNCT
bracis-33611	26	14	,	,	PUNCT
bracis-33611	26	15	and	and	CCONJ
bracis-33611	26	16	their	their	PRON
bracis-33611	26	17	variants	variant	NOUN
bracis-33611	26	18	,	,	PUNCT
bracis-33611	26	19	such	such	ADJ
bracis-33611	26	20	as	as	ADP
bracis-33611	26	21	long	long	ADJ
bracis-33611	26	22	short	short	ADJ
bracis-33611	26	23	-	-	PUNCT
bracis-33611	26	24	term	term	NOUN
bracis-33611	26	25	memory	memory	NOUN
bracis-33611	26	26	(	(	PUNCT
bracis-33611	26	27	lstm	lstm	NOUN
bracis-33611	26	28	)	)	PUNCT
bracis-33611	26	29	and	and	CCONJ
bracis-33611	26	30	gated	gate	VERB
bracis-33611	26	31	recurrent	recurrent	ADJ
bracis-33611	26	32	unit	unit	NOUN
bracis-33611	26	33	(	(	PUNCT
bracis-33611	26	34	gru	gru	PROPN
bracis-33611	26	35	)	)	PUNCT
bracis-33611	26	36	,	,	PUNCT
bracis-33611	26	37	have	have	AUX
bracis-33611	26	38	shown	show	VERB
bracis-33611	26	39	remarkable	remarkable	ADJ
bracis-33611	26	40	performance	performance	NOUN
bracis-33611	26	41	 	 	SPACE
bracis-33611	26	42	[	[	X
bracis-33611	26	43	5	5	NUM
bracis-33611	26	44	,	,	PUNCT
bracis-33611	26	45	8	8	NUM
bracis-33611	26	46	]	]	PUNCT
bracis-33611	26	47	.	.	PUNCT
bracis-33611	27	1	in	in	ADP
bracis-33611	27	2	addition	addition	NOUN
bracis-33611	27	3	,	,	PUNCT
bracis-33611	27	4	graph	graph	NOUN
bracis-33611	27	5	neural	neural	ADJ
bracis-33611	27	6	networks	network	NOUN
bracis-33611	27	7	(	(	PUNCT
bracis-33611	27	8	gnns	gnns	NOUN
bracis-33611	27	9	)	)	PUNCT
bracis-33611	27	10	 	 	SPACE
bracis-33611	28	1	[	[	X
bracis-33611	28	2	4	4	X
bracis-33611	28	3	]	]	PUNCT
bracis-33611	28	4	are	be	AUX
bracis-33611	28	5	considered	consider	VERB
bracis-33611	28	6	state	state	NOUN
bracis-33611	28	7	-	-	PUNCT
bracis-33611	28	8	of	of	ADP
bracis-33611	28	9	-	-	PUNCT
bracis-33611	28	10	the	the	DET
bracis-33611	28	11	-	-	PUNCT
bracis-33611	28	12	art	art	NOUN
bracis-33611	28	13	methods	method	NOUN
bracis-33611	28	14	particularly	particularly	ADV
bracis-33611	28	15	well	well	ADV
bracis-33611	28	16	-	-	PUNCT
bracis-33611	28	17	suited	suit	VERB
bracis-33611	28	18	for	for	ADP
bracis-33611	28	19	traffic	traffic	NOUN
bracis-33611	28	20	forecasting	forecasting	NOUN
bracis-33611	28	21	challenges	challenge	NOUN
bracis-33611	28	22	due	due	ADP
bracis-33611	28	23	to	to	ADP
bracis-33611	28	24	their	their	PRON
bracis-33611	28	25	capacity	capacity	NOUN
bracis-33611	28	26	to	to	PART
bracis-33611	28	27	capture	capture	VERB
bracis-33611	28	28	spatial	spatial	ADJ
bracis-33611	28	29	dependencies	dependency	NOUN
bracis-33611	28	30	.	.	PUNCT
bracis-33611	29	1	as	as	SCONJ
bracis-33611	29	2	discussed	discuss	VERB
bracis-33611	29	3	in	in	ADP
bracis-33611	29	4	[	[	X
bracis-33611	29	5	4	4	NUM
bracis-33611	29	6	]	]	PUNCT
bracis-33611	29	7	,	,	PUNCT
bracis-33611	29	8	several	several	ADJ
bracis-33611	29	9	types	type	NOUN
bracis-33611	29	10	of	of	ADP
bracis-33611	29	11	gnns	gnns	NOUN
bracis-33611	29	12	have	have	AUX
bracis-33611	29	13	been	be	AUX
bracis-33611	29	14	developed	develop	VERB
bracis-33611	29	15	,	,	PUNCT
bracis-33611	29	16	including	include	VERB
bracis-33611	29	17	graph	graph	NOUN
bracis-33611	29	18	recurrent	recurrent	ADJ
bracis-33611	29	19	neural	neural	ADJ
bracis-33611	29	20	networks	network	NOUN
bracis-33611	29	21	(	(	PUNCT
bracis-33611	29	22	grnn	grnn	PROPN
bracis-33611	29	23	)	)	PUNCT
bracis-33611	29	24	 	 	SPACE
bracis-33611	30	1	[	[	X
bracis-33611	30	2	9	9	NUM
bracis-33611	30	3	]	]	PUNCT
bracis-33611	30	4	,	,	PUNCT
bracis-33611	30	5	graph	graph	NOUN
bracis-33611	30	6	-	-	PUNCT
bracis-33611	30	7	structured	structure	VERB
bracis-33611	30	8	recurrent	recurrent	ADJ
bracis-33611	30	9	neural	neural	ADJ
bracis-33611	30	10	networks	network	NOUN
bracis-33611	30	11	(	(	PUNCT
bracis-33611	30	12	gsrnn	gsrnn	PROPN
bracis-33611	30	13	)	)	PUNCT
bracis-33611	30	14	 	 	SPACE
bracis-33611	31	1	[	[	X
bracis-33611	31	2	10	10	NUM
bracis-33611	31	3	]	]	PUNCT
bracis-33611	31	4	,	,	PUNCT
bracis-33611	31	5	and	and	CCONJ
bracis-33611	31	6	graph	graph	NOUN
bracis-33611	31	7	lstm	lstm	ADJ
bracis-33611	31	8	(	(	PUNCT
bracis-33611	31	9	glstm	glstm	PROPN
bracis-33611	31	10	)	)	PUNCT
bracis-33611	31	11	 	 	SPACE
bracis-33611	32	1	[	[	X
bracis-33611	32	2	11	11	NUM
bracis-33611	32	3	]	]	PUNCT
bracis-33611	32	4	,	,	PUNCT
bracis-33611	32	5	among	among	ADP
bracis-33611	32	6	others	other	NOUN
bracis-33611	32	7	.	.	PUNCT
bracis-33611	33	1	attention	attention	NOUN
bracis-33611	33	2	mechanisms	mechanism	NOUN
bracis-33611	33	3	and	and	CCONJ
bracis-33611	33	4	transformers	transformer	NOUN
bracis-33611	33	5	represent	represent	VERB
bracis-33611	33	6	another	another	DET
bracis-33611	33	7	category	category	NOUN
bracis-33611	33	8	of	of	ADP
bracis-33611	33	9	dl	dl	PROPN
bracis-33611	33	10	techniques	technique	NOUN
bracis-33611	33	11	that	that	PRON
bracis-33611	33	12	have	have	AUX
bracis-33611	33	13	proven	prove	VERB
bracis-33611	33	14	effective	effective	ADJ
bracis-33611	33	15	in	in	ADP
bracis-33611	33	16	the	the	DET
bracis-33611	33	17	field	field	NOUN
bracis-33611	33	18	of	of	ADP
bracis-33611	33	19	traffic	traffic	NOUN
bracis-33611	33	20	prediction	prediction	NOUN
bracis-33611	33	21	[	[	X
bracis-33611	33	22	5	5	NUM
bracis-33611	33	23	,	,	PUNCT
bracis-33611	33	24	12	12	NUM
bracis-33611	33	25	,	,	PUNCT
bracis-33611	33	26	13	13	NUM
bracis-33611	33	27	]	]	PUNCT
bracis-33611	33	28	.	.	PUNCT
bracis-33611	34	1	despite	despite	SCONJ
bracis-33611	34	2	the	the	DET
bracis-33611	34	3	considerable	considerable	ADJ
bracis-33611	34	4	success	success	NOUN
bracis-33611	34	5	and	and	CCONJ
bracis-33611	34	6	frequent	frequent	ADJ
bracis-33611	34	7	usage	usage	NOUN
bracis-33611	34	8	of	of	ADP
bracis-33611	34	9	dl	dl	PROPN
bracis-33611	34	10	methods	method	NOUN
bracis-33611	34	11	,	,	PUNCT
bracis-33611	34	12	they	they	PRON
bracis-33611	34	13	suffer	suffer	VERB
bracis-33611	34	14	from	from	ADP
bracis-33611	34	15	limitations	limitation	NOUN
bracis-33611	34	16	such	such	ADJ
bracis-33611	34	17	as	as	ADP
bracis-33611	34	18	interpretability	interpretability	NOUN
bracis-33611	34	19	,	,	PUNCT
bracis-33611	34	20	parsimony	parsimony	ADV
bracis-33611	34	21	,	,	PUNCT
bracis-33611	34	22	and	and	CCONJ
bracis-33611	34	23	high	high	ADJ
bracis-33611	34	24	computational	computational	ADJ
bracis-33611	34	25	costs	cost	NOUN
bracis-33611	34	26	in	in	ADP
bracis-33611	34	27	terms	term	NOUN
bracis-33611	34	28	of	of	ADP
bracis-33611	34	29	time	time	NOUN
bracis-33611	34	30	and	and	CCONJ
bracis-33611	34	31	resources	resource	NOUN
bracis-33611	34	32	.	.	PUNCT
bracis-33611	35	1	fuzzy	fuzzy	ADJ
bracis-33611	35	2	time	time	NOUN
bracis-33611	35	3	series	series	PROPN
bracis-33611	35	4	(	(	PUNCT
bracis-33611	35	5	fts	fts	X
bracis-33611	35	6	)	)	PUNCT
bracis-33611	35	7	forecasting	forecasting	NOUN
bracis-33611	35	8	methods	method	NOUN
bracis-33611	35	9	offer	offer	VERB
bracis-33611	35	10	an	an	DET
bracis-33611	35	11	alternative	alternative	NOUN
bracis-33611	35	12	due	due	ADP
bracis-33611	35	13	to	to	ADP
bracis-33611	35	14	their	their	PRON
bracis-33611	35	15	simplicity	simplicity	NOUN
bracis-33611	35	16	,	,	PUNCT
bracis-33611	35	17	interpretability	interpretability	NOUN
bracis-33611	35	18	,	,	PUNCT
bracis-33611	35	19	updatability	updatability	NOUN
bracis-33611	35	20	,	,	PUNCT
bracis-33611	35	21	scalability	scalability	NOUN
bracis-33611	35	22	,	,	PUNCT
bracis-33611	35	23	and	and	CCONJ
bracis-33611	35	24	capacity	capacity	NOUN
bracis-33611	35	25	to	to	PART
bracis-33611	35	26	handle	handle	VERB
bracis-33611	35	27	uncertainty	uncertainty	NOUN
bracis-33611	35	28	and	and	CCONJ
bracis-33611	35	29	complex	complex	ADJ
bracis-33611	35	30	systems	system	NOUN
bracis-33611	35	31	[	[	X
bracis-33611	35	32	14	14	NUM
bracis-33611	35	33	]	]	PUNCT
bracis-33611	35	34	.	.	PUNCT
bracis-33611	36	1	fts	fts	PROPN
bracis-33611	36	2	is	be	AUX
bracis-33611	36	3	a	a	DET
bracis-33611	36	4	methodology	methodology	NOUN
bracis-33611	36	5	for	for	ADP
bracis-33611	36	6	time	time	NOUN
bracis-33611	36	7	series	series	PROPN
bracis-33611	36	8	forecasting	forecasting	PROPN
bracis-33611	36	9	(	(	PUNCT
bracis-33611	36	10	tsf	tsf	PROPN
bracis-33611	36	11	)	)	PUNCT
bracis-33611	36	12	that	that	PRON
bracis-33611	36	13	involves	involve	VERB
bracis-33611	36	14	converting	convert	VERB
bracis-33611	36	15	the	the	DET
bracis-33611	36	16	numerical	numerical	ADJ
bracis-33611	36	17	time	time	PROPN
bracis-33611	36	18	series	series	PROPN
bracis-33611	36	19	into	into	ADP
bracis-33611	36	20	a	a	DET
bracis-33611	36	21	linguistic	linguistic	ADJ
bracis-33611	36	22	time	time	NOUN
bracis-33611	36	23	series	series	NOUN
bracis-33611	36	24	representation	representation	NOUN
bracis-33611	36	25	using	use	VERB
bracis-33611	36	26	fuzzy	fuzzy	ADJ
bracis-33611	36	27	sets	set	NOUN
bracis-33611	36	28	.	.	PUNCT
bracis-33611	37	1	then	then	ADV
bracis-33611	37	2	,	,	PUNCT
bracis-33611	37	3	the	the	DET
bracis-33611	37	4	transitions	transition	NOUN
bracis-33611	37	5	between	between	ADP
bracis-33611	37	6	the	the	DET
bracis-33611	37	7	fuzzy	fuzzy	ADJ
bracis-33611	37	8	sets	set	NOUN
bracis-33611	37	9	in	in	ADP
bracis-33611	37	10	the	the	DET
bracis-33611	37	11	historical	historical	ADJ
bracis-33611	37	12	data	datum	NOUN
bracis-33611	37	13	are	be	AUX
bracis-33611	37	14	used	use	VERB
bracis-33611	37	15	to	to	PART
bracis-33611	37	16	find	find	VERB
bracis-33611	37	17	rules	rule	NOUN
bracis-33611	37	18	for	for	ADP
bracis-33611	37	19	forecasting	forecasting	NOUN
bracis-33611	37	20	.	.	PUNCT
bracis-33611	38	1	fuzzy	fuzzy	ADJ
bracis-33611	38	2	cognitive	cognitive	ADJ
bracis-33611	38	3	maps	map	NOUN
bracis-33611	38	4	(	(	PUNCT
bracis-33611	38	5	fcms	fcms	NOUN
bracis-33611	38	6	)	)	PUNCT
bracis-33611	38	7	,	,	PUNCT
bracis-33611	38	8	a	a	DET
bracis-33611	38	9	subset	subset	NOUN
bracis-33611	38	10	of	of	ADP
bracis-33611	38	11	weighted	weight	VERB
bracis-33611	38	12	fts	fts	PROPN
bracis-33611	38	13	methods	method	NOUN
bracis-33611	38	14	,	,	PUNCT
bracis-33611	38	15	represent	represent	VERB
bracis-33611	38	16	a	a	DET
bracis-33611	38	17	specialized	specialized	ADJ
bracis-33611	38	18	category	category	NOUN
bracis-33611	38	19	in	in	ADP
bracis-33611	38	20	fuzzy	fuzzy	ADJ
bracis-33611	38	21	modeling	modeling	NOUN
bracis-33611	38	22	and	and	CCONJ
bracis-33611	38	23	forecasting	forecasting	NOUN
bracis-33611	38	24	techniques	technique	NOUN
bracis-33611	38	25	 	 	SPACE
bracis-33611	39	1	[	[	X
bracis-33611	39	2	15	15	NUM
bracis-33611	39	3	]	]	PUNCT
bracis-33611	39	4	.	.	PUNCT
bracis-33611	40	1	fcms	fcms	NOUN
bracis-33611	40	2	,	,	PUNCT
bracis-33611	40	3	as	as	ADV
bracis-33611	40	4	interpretable	interpretable	ADJ
bracis-33611	40	5	ml	ml	NOUN
bracis-33611	40	6	models	model	NOUN
bracis-33611	40	7	,	,	PUNCT
bracis-33611	40	8	have	have	VERB
bracis-33611	40	9	a	a	DET
bracis-33611	40	10	good	good	ADJ
bracis-33611	40	11	capacity	capacity	NOUN
bracis-33611	40	12	for	for	ADP
bracis-33611	40	13	dealing	deal	VERB
bracis-33611	40	14	with	with	ADP
bracis-33611	40	15	uncertainty	uncertainty	NOUN
bracis-33611	40	16	and	and	CCONJ
bracis-33611	40	17	effectively	effectively	ADV
bracis-33611	40	18	simulating	simulate	VERB
bracis-33611	40	19	the	the	DET
bracis-33611	40	20	dynamic	dynamic	ADJ
bracis-33611	40	21	behavior	behavior	NOUN
bracis-33611	40	22	of	of	ADP
bracis-33611	40	23	non	non	ADJ
bracis-33611	40	24	-	-	ADJ
bracis-33611	40	25	linear	linear	ADJ
bracis-33611	40	26	and	and	CCONJ
bracis-33611	40	27	complex	complex	ADJ
bracis-33611	40	28	systems	system	NOUN
bracis-33611	40	29	[	[	X
bracis-33611	40	30	15	15	NUM
bracis-33611	40	31	,	,	PUNCT
bracis-33611	40	32	16	16	NUM
bracis-33611	40	33	]	]	PUNCT
bracis-33611	40	34	.	.	PUNCT
bracis-33611	41	1	few	few	ADJ
bracis-33611	41	2	studies	study	NOUN
bracis-33611	41	3	among	among	ADP
bracis-33611	41	4	the	the	DET
bracis-33611	41	5	proposed	propose	VERB
bracis-33611	41	6	fts	fts	PROPN
bracis-33611	41	7	methods	method	NOUN
bracis-33611	41	8	have	have	AUX
bracis-33611	41	9	utilized	utilize	VERB
bracis-33611	41	10	fcm	fcm	X
bracis-33611	41	11	for	for	ADP
bracis-33611	41	12	traffic	traffic	NOUN
bracis-33611	41	13	prediction	prediction	NOUN
bracis-33611	41	14	.	.	PUNCT
bracis-33611	42	1	examples	example	NOUN
bracis-33611	42	2	include	include	VERB
bracis-33611	42	3	interpretable	interpretable	ADJ
bracis-33611	42	4	deep	deep	ADJ
bracis-33611	42	5	attention	attention	NOUN
bracis-33611	42	6	fcm	fcm	X
bracis-33611	42	7	in	in	ADP
bracis-33611	42	8	[	[	X
bracis-33611	42	9	17	17	NUM
bracis-33611	42	10	]	]	PUNCT
bracis-33611	42	11	,	,	PUNCT
bracis-33611	42	12	interpretable	interpretable	ADJ
bracis-33611	42	13	deep	deep	ADJ
bracis-33611	42	14	fcm	fcm	X
bracis-33611	42	15	(	(	PUNCT
bracis-33611	42	16	dfcm	dfcm	NOUN
bracis-33611	42	17	)	)	PUNCT
bracis-33611	42	18	in	in	ADP
bracis-33611	42	19	[	[	X
bracis-33611	42	20	18	18	NUM
bracis-33611	42	21	]	]	PUNCT
bracis-33611	42	22	,	,	PUNCT
bracis-33611	42	23	fcm	fcm	AUX
bracis-33611	42	24	learned	learn	VERB
bracis-33611	42	25	with	with	ADP
bracis-33611	42	26	an	an	DET
bracis-33611	42	27	evolutionary	evolutionary	ADJ
bracis-33611	42	28	algorithm	algorithm	NOUN
bracis-33611	42	29	(	(	PUNCT
bracis-33611	42	30	fcmevol	fcmevol	NOUN
bracis-33611	42	31	)	)	PUNCT
bracis-33611	42	32	in	in	ADP
bracis-33611	42	33	[	[	X
bracis-33611	42	34	19	19	NUM
bracis-33611	42	35	]	]	PUNCT
bracis-33611	42	36	.	.	PUNCT
bracis-33611	43	1	from	from	ADP
bracis-33611	43	2	another	another	DET
bracis-33611	43	3	perspective	perspective	NOUN
bracis-33611	43	4	,	,	PUNCT
bracis-33611	43	5	existing	exist	VERB
bracis-33611	43	6	centralized	centralize	VERB
bracis-33611	43	7	ml	ml	NOUN
bracis-33611	43	8	and	and	CCONJ
bracis-33611	43	9	dl	dl	PROPN
bracis-33611	43	10	traffic	traffic	NOUN
bracis-33611	43	11	prediction	prediction	NOUN
bracis-33611	43	12	methods	method	NOUN
bracis-33611	43	13	necessitate	necessitate	ADJ
bracis-33611	43	14	collecting	collect	VERB
bracis-33611	43	15	raw	raw	ADJ
bracis-33611	43	16	data	datum	NOUN
bracis-33611	43	17	for	for	ADP
bracis-33611	43	18	model	model	NOUN
bracis-33611	43	19	training	training	NOUN
bracis-33611	43	20	,	,	PUNCT
bracis-33611	43	21	leading	lead	VERB
bracis-33611	43	22	to	to	ADP
bracis-33611	43	23	significant	significant	ADJ
bracis-33611	43	24	privacy	privacy	NOUN
bracis-33611	43	25	risks	risk	NOUN
bracis-33611	43	26	.	.	PUNCT
bracis-33611	44	1	dl	dl	PROPN
bracis-33611	44	2	algorithms	algorithms	PROPN
bracis-33611	44	3	typically	typically	ADV
bracis-33611	44	4	require	require	VERB
bracis-33611	44	5	vehicles	vehicle	NOUN
bracis-33611	44	6	to	to	PART
bracis-33611	44	7	transmit	transmit	VERB
bracis-33611	44	8	raw	raw	ADJ
bracis-33611	44	9	data	datum	NOUN
bracis-33611	44	10	,	,	PUNCT
bracis-33611	44	11	including	include	VERB
bracis-33611	44	12	sensitive	sensitive	ADJ
bracis-33611	44	13	information	information	NOUN
bracis-33611	44	14	like	like	ADP
bracis-33611	44	15	location	location	NOUN
bracis-33611	44	16	,	,	PUNCT
bracis-33611	44	17	to	to	ADP
bracis-33611	44	18	a	a	DET
bracis-33611	44	19	central	central	ADJ
bracis-33611	44	20	server	server	NOUN
bracis-33611	44	21	for	for	ADP
bracis-33611	44	22	training	train	VERB
bracis-33611	44	23	the	the	DET
bracis-33611	44	24	proposed	propose	VERB
bracis-33611	44	25	models	model	NOUN
bracis-33611	44	26	in	in	ADP
bracis-33611	44	27	a	a	DET
bracis-33611	44	28	centralized	centralized	ADJ
bracis-33611	44	29	manner	manner	NOUN
bracis-33611	44	30	[	[	X
bracis-33611	44	31	20	20	NUM
bracis-33611	44	32	]	]	PUNCT
bracis-33611	44	33	.	.	PUNCT
bracis-33611	45	1	if	if	SCONJ
bracis-33611	45	2	the	the	DET
bracis-33611	45	3	central	central	ADJ
bracis-33611	45	4	server	server	NOUN
bracis-33611	45	5	is	be	AUX
bracis-33611	45	6	compromised	compromise	VERB
bracis-33611	45	7	,	,	PUNCT
bracis-33611	45	8	the	the	DET
bracis-33611	45	9	entire	entire	ADJ
bracis-33611	45	10	forecasting	forecasting	NOUN
bracis-33611	45	11	system	system	NOUN
bracis-33611	45	12	is	be	AUX
bracis-33611	45	13	vulnerable	vulnerable	ADJ
bracis-33611	45	14	to	to	ADP
bracis-33611	45	15	a	a	DET
bracis-33611	45	16	single	single	ADJ
bracis-33611	45	17	point	point	NOUN
bracis-33611	45	18	-	-	PUNCT
bracis-33611	45	19	of	of	ADP
bracis-33611	45	20	-	-	PUNCT
bracis-33611	45	21	failure	failure	NOUN
bracis-33611	45	22	attack	attack	NOUN
bracis-33611	45	23	,	,	PUNCT
bracis-33611	45	24	risking	risk	VERB
bracis-33611	45	25	severe	severe	ADJ
bracis-33611	45	26	privacy	privacy	NOUN
bracis-33611	45	27	breaches	breach	NOUN
bracis-33611	45	28	for	for	ADP
bracis-33611	45	29	vehicles	vehicle	NOUN
bracis-33611	45	30	.	.	PUNCT
bracis-33611	46	1	additionally	additionally	ADV
bracis-33611	46	2	,	,	PUNCT
bracis-33611	46	3	heavy	heavy	ADJ
bracis-33611	46	4	reliance	reliance	NOUN
bracis-33611	46	5	on	on	ADP
bracis-33611	46	6	extensive	extensive	ADJ
bracis-33611	46	7	data	datum	NOUN
bracis-33611	46	8	for	for	ADP
bracis-33611	46	9	centralized	centralized	ADJ
bracis-33611	46	10	training	training	NOUN
bracis-33611	46	11	increases	increase	VERB
bracis-33611	46	12	communication	communication	NOUN
bracis-33611	46	13	overhead	overhead	ADV
bracis-33611	46	14	and	and	CCONJ
bracis-33611	46	15	the	the	DET
bracis-33611	46	16	risk	risk	NOUN
bracis-33611	46	17	of	of	ADP
bracis-33611	46	18	data	datum	NOUN
bracis-33611	46	19	leakage	leakage	NOUN
bracis-33611	46	20	and	and	CCONJ
bracis-33611	46	21	pollution	pollution	NOUN
bracis-33611	46	22	[	[	X
bracis-33611	46	23	21	21	NUM
bracis-33611	46	24	]	]	PUNCT
bracis-33611	46	25	.	.	PUNCT
bracis-33611	47	1	to	to	PART
bracis-33611	47	2	address	address	VERB
bracis-33611	47	3	these	these	DET
bracis-33611	47	4	problems	problem	NOUN
bracis-33611	47	5	,	,	PUNCT
bracis-33611	47	6	federated	federated	ADJ
bracis-33611	47	7	learning	learning	NOUN
bracis-33611	47	8	(	(	PUNCT
bracis-33611	47	9	fl	fl	NOUN
bracis-33611	47	10	)	)	PUNCT
bracis-33611	48	1	[	[	X
bracis-33611	48	2	22	22	NUM
bracis-33611	48	3	]	]	PUNCT
bracis-33611	48	4	,	,	PUNCT
bracis-33611	48	5	which	which	PRON
bracis-33611	48	6	shares	share	VERB
bracis-33611	48	7	model	model	NOUN
bracis-33611	48	8	updates	update	NOUN
bracis-33611	48	9	without	without	ADP
bracis-33611	48	10	exchanging	exchange	VERB
bracis-33611	48	11	raw	raw	ADJ
bracis-33611	48	12	data	datum	NOUN
bracis-33611	48	13	,	,	PUNCT
bracis-33611	48	14	has	have	AUX
bracis-33611	48	15	recently	recently	ADV
bracis-33611	48	16	been	be	AUX
bracis-33611	48	17	introduced	introduce	VERB
bracis-33611	48	18	as	as	ADP
bracis-33611	48	19	an	an	DET
bracis-33611	48	20	efficient	efficient	ADJ
bracis-33611	48	21	solution	solution	NOUN
bracis-33611	48	22	[	[	X
bracis-33611	48	23	23	23	NUM
bracis-33611	48	24	]	]	PUNCT
bracis-33611	48	25	.	.	PUNCT
bracis-33611	49	1	fl	fl	PROPN
bracis-33611	49	2	performs	perform	VERB
bracis-33611	49	3	local	local	ADJ
bracis-33611	49	4	learning	learning	NOUN
bracis-33611	49	5	model	model	NOUN
bracis-33611	49	6	calculations	calculation	NOUN
bracis-33611	49	7	and	and	CCONJ
bracis-33611	49	8	then	then	ADV
bracis-33611	49	9	sends	send	VERB
bracis-33611	49	10	the	the	DET
bracis-33611	49	11	local	local	ADJ
bracis-33611	49	12	learning	learning	NOUN
bracis-33611	49	13	model	model	NOUN
bracis-33611	49	14	parameters	parameter	NOUN
bracis-33611	49	15	to	to	ADP
bracis-33611	49	16	the	the	DET
bracis-33611	49	17	central	central	ADJ
bracis-33611	49	18	server	server	NOUN
bracis-33611	49	19	for	for	ADP
bracis-33611	49	20	global	global	ADJ
bracis-33611	49	21	model	model	NOUN
bracis-33611	49	22	aggregation	aggregation	NOUN
bracis-33611	49	23	.	.	PUNCT
bracis-33611	50	1	accordingly	accordingly	ADV
bracis-33611	50	2	,	,	PUNCT
bracis-33611	50	3	it	it	PRON
bracis-33611	50	4	can	can	AUX
bracis-33611	50	5	avoid	avoid	VERB
bracis-33611	50	6	direct	direct	ADJ
bracis-33611	50	7	interaction	interaction	NOUN
bracis-33611	50	8	with	with	ADP
bracis-33611	50	9	original	original	ADJ
bracis-33611	50	10	data	datum	NOUN
bracis-33611	50	11	and	and	CCONJ
bracis-33611	50	12	achieve	achieve	VERB
bracis-33611	50	13	the	the	DET
bracis-33611	50	14	trade	trade	NOUN
bracis-33611	50	15	-	-	PUNCT
bracis-33611	50	16	off	off	NOUN
bracis-33611	50	17	between	between	ADP
bracis-33611	50	18	model	model	NOUN
bracis-33611	50	19	performance	performance	NOUN
bracis-33611	50	20	,	,	PUNCT
bracis-33611	50	21	communication	communication	NOUN
bracis-33611	50	22	overhead	overhead	ADV
bracis-33611	50	23	,	,	PUNCT
bracis-33611	50	24	and	and	CCONJ
bracis-33611	50	25	data	datum	NOUN
bracis-33611	50	26	privacy	privacy	NOUN
bracis-33611	50	27	.	.	PUNCT
bracis-33611	51	1	to	to	ADP
bracis-33611	51	2	the	the	DET
bracis-33611	51	3	best	good	ADJ
bracis-33611	51	4	of	of	ADP
bracis-33611	51	5	our	our	PRON
bracis-33611	51	6	knowledge	knowledge	NOUN
bracis-33611	51	7	,	,	PUNCT
bracis-33611	51	8	only	only	ADV
bracis-33611	51	9	two	two	NUM
bracis-33611	51	10	investigations	investigation	NOUN
bracis-33611	51	11	have	have	AUX
bracis-33611	51	12	explored	explore	VERB
bracis-33611	51	13	the	the	DET
bracis-33611	51	14	use	use	NOUN
bracis-33611	51	15	of	of	ADP
bracis-33611	51	16	fl	fl	NUM
bracis-33611	51	17	and	and	CCONJ
bracis-33611	51	18	fcms	fcms	NOUN
bracis-33611	51	19	.	.	PUNCT
bracis-33611	52	1	the	the	DET
bracis-33611	52	2	authors	author	NOUN
bracis-33611	52	3	in	in	ADP
bracis-33611	52	4	[	[	X
bracis-33611	52	5	24	24	NUM
bracis-33611	52	6	]	]	PUNCT
bracis-33611	52	7	implemented	implement	VERB
bracis-33611	52	8	fl	fl	NUM
bracis-33611	52	9	methods	method	NOUN
bracis-33611	52	10	for	for	ADP
bracis-33611	52	11	fcms	fcms	NOUN
bracis-33611	52	12	in	in	ADP
bracis-33611	52	13	medical	medical	ADJ
bracis-33611	52	14	applications	application	NOUN
bracis-33611	52	15	,	,	PUNCT
bracis-33611	52	16	specifically	specifically	ADV
bracis-33611	52	17	for	for	ADP
bracis-33611	52	18	classifying	classify	VERB
bracis-33611	52	19	dengue	dengue	NOUN
bracis-33611	52	20	in	in	ADP
bracis-33611	52	21	colombian	colombian	ADJ
bracis-33611	52	22	cities	city	NOUN
bracis-33611	52	23	.	.	PUNCT
bracis-33611	53	1	a	a	DET
bracis-33611	53	2	blind	blind	ADJ
bracis-33611	53	3	federated	federated	ADJ
bracis-33611	53	4	learning	learning	NOUN
bracis-33611	53	5	approach	approach	NOUN
bracis-33611	53	6	without	without	ADP
bracis-33611	53	7	an	an	DET
bracis-33611	53	8	initial	initial	ADJ
bracis-33611	53	9	model	model	NOUN
bracis-33611	53	10	was	be	AUX
bracis-33611	53	11	introduced	introduce	VERB
bracis-33611	53	12	in	in	ADP
bracis-33611	53	13	[	[	X
bracis-33611	53	14	25	25	NUM
bracis-33611	53	15	]	]	PUNCT
bracis-33611	53	16	proposing	propose	VERB
bracis-33611	53	17	two	two	NUM
bracis-33611	53	18	innovative	innovative	ADJ
bracis-33611	53	19	methodologies	methodology	NOUN
bracis-33611	53	20	for	for	ADP
bracis-33611	53	21	pso	pso	NOUN
bracis-33611	53	22	-	-	PUNCT
bracis-33611	53	23	based	base	VERB
bracis-33611	53	24	fl	fl	NOUN
bracis-33611	53	25	of	of	ADP
bracis-33611	53	26	fcms	fcms	NOUN
bracis-33611	53	27	to	to	PART
bracis-33611	53	28	classify	classify	VERB
bracis-33611	53	29	breast	breast	NOUN
bracis-33611	53	30	cancer	cancer	NOUN
bracis-33611	53	31	and	and	CCONJ
bracis-33611	53	32	demographic	demographic	ADJ
bracis-33611	53	33	features	feature	NOUN
bracis-33611	53	34	related	relate	VERB
bracis-33611	53	35	to	to	ADP
bracis-33611	53	36	adult	adult	NOUN
bracis-33611	53	37	income	income	NOUN
bracis-33611	53	38	.	.	PUNCT
bracis-33611	54	1	consequently	consequently	ADV
bracis-33611	54	2	,	,	PUNCT
bracis-33611	54	3	there	there	PRON
bracis-33611	54	4	are	be	VERB
bracis-33611	54	5	no	no	DET
bracis-33611	54	6	references	reference	NOUN
bracis-33611	54	7	regarding	regard	VERB
bracis-33611	54	8	federated	federated	ADJ
bracis-33611	54	9	fcms	fcms	NOUN
bracis-33611	54	10	in	in	ADP
bracis-33611	54	11	forecasting	forecasting	NOUN
bracis-33611	54	12	applications	application	NOUN
bracis-33611	54	13	.	.	PUNCT
bracis-33611	55	1	thus	thus	ADV
bracis-33611	55	2	,	,	PUNCT
bracis-33611	55	3	the	the	DET
bracis-33611	55	4	focal	focal	ADJ
bracis-33611	55	5	contribution	contribution	NOUN
bracis-33611	55	6	of	of	ADP
bracis-33611	55	7	this	this	DET
bracis-33611	55	8	study	study	NOUN
bracis-33611	55	9	is	be	AUX
bracis-33611	55	10	to	to	PART
bracis-33611	55	11	fill	fill	VERB
bracis-33611	55	12	this	this	DET
bracis-33611	55	13	gap	gap	NOUN
bracis-33611	55	14	by	by	ADP
bracis-33611	55	15	presenting	present	VERB
bracis-33611	55	16	a	a	DET
bracis-33611	55	17	novel	novel	ADJ
bracis-33611	55	18	univariate	univariate	ADJ
bracis-33611	55	19	forecasting	forecasting	NOUN
bracis-33611	55	20	method	method	NOUN
bracis-33611	55	21	termed	term	VERB
bracis-33611	55	22	fl	fl	NOUN
bracis-33611	55	23	-	-	NOUN
bracis-33611	55	24	rhfcm	rhfcm	ADJ
bracis-33611	55	25	for	for	ADP
bracis-33611	55	26	the	the	DET
bracis-33611	55	27	first	first	ADJ
bracis-33611	55	28	time	time	NOUN
bracis-33611	55	29	in	in	ADP
bracis-33611	55	30	the	the	DET
bracis-33611	55	31	literature	literature	NOUN
bracis-33611	55	32	.	.	PUNCT
bracis-33611	56	1	fl	fl	PROPN
bracis-33611	56	2	-	-	PUNCT
bracis-33611	56	3	rhfcm	rhfcm	ADV
bracis-33611	56	4	is	be	AUX
bracis-33611	56	5	a	a	DET
bracis-33611	56	6	hybrid	hybrid	ADJ
bracis-33611	56	7	method	method	NOUN
bracis-33611	56	8	integrating	integrate	VERB
bracis-33611	56	9	fl	fl	NOUN
bracis-33611	56	10	and	and	CCONJ
bracis-33611	56	11	randomized	randomize	VERB
bracis-33611	56	12	high	high	ADJ
bracis-33611	56	13	-	-	PUNCT
bracis-33611	56	14	order	order	NOUN
bracis-33611	56	15	fcm	fcm	X
bracis-33611	56	16	(	(	PUNCT
bracis-33611	56	17	r	r	NOUN
bracis-33611	56	18	-	-	PUNCT
bracis-33611	56	19	hfcm	hfcm	NOUN
bracis-33611	56	20	)	)	PUNCT
bracis-33611	56	21	to	to	PART
bracis-33611	56	22	predict	predict	VERB
bracis-33611	56	23	traffic	traffic	NOUN
bracis-33611	56	24	flow	flow	NOUN
bracis-33611	56	25	and	and	CCONJ
bracis-33611	56	26	traffic	traffic	NOUN
bracis-33611	56	27	speed	speed	NOUN
bracis-33611	56	28	.	.	PUNCT
bracis-33611	57	1	r	r	X
bracis-33611	57	2	-	-	PUNCT
bracis-33611	57	3	hfcm	hfcm	NOUN
bracis-33611	58	1	[	[	X
bracis-33611	58	2	26	26	NUM
bracis-33611	58	3	]	]	PUNCT
bracis-33611	58	4	is	be	AUX
bracis-33611	58	5	a	a	DET
bracis-33611	58	6	new	new	ADJ
bracis-33611	58	7	class	class	NOUN
bracis-33611	58	8	of	of	ADP
bracis-33611	58	9	fcms	fcms	NOUN
bracis-33611	58	10	combining	combine	VERB
bracis-33611	58	11	fts	fts	PROPN
bracis-33611	58	12	,	,	PUNCT
bracis-33611	58	13	fcm	fcm	X
bracis-33611	58	14	,	,	PUNCT
bracis-33611	58	15	and	and	CCONJ
bracis-33611	58	16	echo	echo	ADJ
bracis-33611	58	17	-	-	PUNCT
bracis-33611	58	18	state	state	NOUN
bracis-33611	58	19	network	network	NOUN
bracis-33611	58	20	(	(	PUNCT
bracis-33611	58	21	esn	esn	PROPN
bracis-33611	58	22	)	)	PUNCT
bracis-33611	58	23	,	,	PUNCT
bracis-33611	58	24	trained	train	VERB
bracis-33611	58	25	via	via	ADP
bracis-33611	58	26	least	least	ADJ
bracis-33611	58	27	squares	square	NOUN
bracis-33611	58	28	(	(	PUNCT
bracis-33611	58	29	ls	ls	PROPN
bracis-33611	58	30	)	)	PUNCT
bracis-33611	58	31	.	.	PUNCT
bracis-33611	59	1	it	it	PRON
bracis-33611	59	2	functions	function	VERB
bracis-33611	59	3	as	as	ADP
bracis-33611	59	4	an	an	DET
bracis-33611	59	5	esn	esn	PROPN
bracis-33611	59	6	with	with	ADP
bracis-33611	59	7	input	input	NOUN
bracis-33611	59	8	,	,	PUNCT
bracis-33611	59	9	reservoir	reservoir	NOUN
bracis-33611	59	10	,	,	PUNCT
bracis-33611	59	11	and	and	CCONJ
bracis-33611	59	12	output	output	NOUN
bracis-33611	59	13	layers	layer	NOUN
bracis-33611	59	14	.	.	PUNCT
bracis-33611	60	1	the	the	DET
bracis-33611	60	2	reservoir	reservoir	NOUN
bracis-33611	60	3	contains	contain	VERB
bracis-33611	60	4	parallel	parallel	ADJ
bracis-33611	60	5	sub	sub	NOUN
bracis-33611	60	6	-	-	NOUN
bracis-33611	60	7	reservoirs	reservoir	NOUN
bracis-33611	60	8	(	(	PUNCT
bracis-33611	60	9	l	l	NOUN
bracis-33611	60	10	)	)	PUNCT
bracis-33611	60	11	with	with	ADP
bracis-33611	60	12	unalterable	unalterable	ADJ
bracis-33611	60	13	weights	weight	NOUN
bracis-33611	60	14	,	,	PUNCT
bracis-33611	60	15	a	a	DET
bracis-33611	60	16	unique	unique	ADJ
bracis-33611	60	17	feature	feature	NOUN
bracis-33611	60	18	that	that	PRON
bracis-33611	60	19	sets	set	VERB
bracis-33611	60	20	r	r	NOUN
bracis-33611	60	21	-	-	PUNCT
bracis-33611	60	22	hfcm	hfcm	NOUN
bracis-33611	60	23	apart	apart	ADV
bracis-33611	60	24	from	from	ADP
bracis-33611	60	25	typical	typical	ADJ
bracis-33611	60	26	fcm	fcm	X
bracis-33611	60	27	-	-	PUNCT
bracis-33611	60	28	based	base	VERB
bracis-33611	60	29	methods	method	NOUN
bracis-33611	60	30	.	.	PUNCT
bracis-33611	61	1	ls	ls	PROPN
bracis-33611	61	2	is	be	AUX
bracis-33611	61	3	then	then	ADV
bracis-33611	61	4	applied	apply	VERB
bracis-33611	61	5	to	to	PART
bracis-33611	61	6	train	train	VERB
bracis-33611	61	7	the	the	DET
bracis-33611	61	8	output	output	NOUN
bracis-33611	61	9	layer	layer	NOUN
bracis-33611	61	10	and	and	CCONJ
bracis-33611	61	11	determine	determine	VERB
bracis-33611	61	12	the	the	DET
bracis-33611	61	13	ls	ls	ADJ
bracis-33611	61	14	coefficients	coefficient	NOUN
bracis-33611	61	15	(	(	PUNCT
bracis-33611	61	16	\(\lambda	\(\lambda	NOUN
bracis-33611	61	17	_	_	PRON
bracis-33611	61	18	i\	i\	NOUN
bracis-33611	61	19	)	)	PUNCT
bracis-33611	61	20	)	)	PUNCT
bracis-33611	61	21	.	.	PUNCT
bracis-33611	62	1	therefore	therefore	ADV
bracis-33611	62	2	,	,	PUNCT
bracis-33611	62	3	in	in	ADP
bracis-33611	62	4	fl	fl	PROPN
bracis-33611	62	5	-	-	PUNCT
bracis-33611	62	6	rhfcm	rhfcm	PROPN
bracis-33611	62	7	,	,	PUNCT
bracis-33611	62	8	each	each	DET
bracis-33611	62	9	user	user	NOUN
bracis-33611	62	10	is	be	AUX
bracis-33611	62	11	trained	train	VERB
bracis-33611	62	12	locally	locally	ADV
bracis-33611	62	13	to	to	PART
bracis-33611	62	14	obtain	obtain	VERB
bracis-33611	62	15	the	the	DET
bracis-33611	62	16	optimal	optimal	ADJ
bracis-33611	62	17	values	value	NOUN
bracis-33611	62	18	of	of	ADP
bracis-33611	62	19	\(\lambda	\(\lambda	PRON
bracis-33611	62	20	_	_	PUNCT
bracis-33611	62	21	i\	i\	NOUN
bracis-33611	62	22	)	)	PUNCT
bracis-33611	62	23	.	.	PUNCT
bracis-33611	63	1	afterward	afterward	ADV
bracis-33611	63	2	,	,	PUNCT
bracis-33611	63	3	these	these	DET
bracis-33611	63	4	values	value	NOUN
bracis-33611	63	5	are	be	AUX
bracis-33611	63	6	shared	share	VERB
bracis-33611	63	7	with	with	ADP
bracis-33611	63	8	the	the	DET
bracis-33611	63	9	server	server	NOUN
bracis-33611	63	10	to	to	PART
bracis-33611	63	11	be	be	AUX
bracis-33611	63	12	aggregated	aggregate	VERB
bracis-33611	63	13	using	use	VERB
bracis-33611	63	14	the	the	DET
bracis-33611	63	15	average	average	ADJ
bracis-33611	63	16	method	method	NOUN
bracis-33611	63	17	to	to	PART
bracis-33611	63	18	update	update	VERB
bracis-33611	63	19	the	the	DET
bracis-33611	63	20	global	global	ADJ
bracis-33611	63	21	model	model	NOUN
bracis-33611	63	22	.	.	PUNCT
bracis-33611	64	1	finally	finally	ADV
bracis-33611	64	2	,	,	PUNCT
bracis-33611	64	3	clients	client	NOUN
bracis-33611	64	4	are	be	AUX
bracis-33611	64	5	updated	update	VERB
bracis-33611	64	6	locally	locally	ADV
bracis-33611	64	7	,	,	PUNCT
bracis-33611	64	8	receiving	receive	VERB
bracis-33611	64	9	updated	update	VERB
bracis-33611	64	10	global	global	ADJ
bracis-33611	64	11	model	model	NOUN
bracis-33611	64	12	parameters	parameter	NOUN
bracis-33611	64	13	from	from	ADP
bracis-33611	64	14	the	the	DET
bracis-33611	64	15	aggregator	aggregator	NOUN
bracis-33611	64	16	.	.	PUNCT
bracis-33611	65	1	this	this	DET
bracis-33611	65	2	process	process	NOUN
bracis-33611	65	3	is	be	AUX
bracis-33611	65	4	executed	execute	VERB
bracis-33611	65	5	for	for	ADP
bracis-33611	65	6	15	15	NUM
bracis-33611	65	7	rounds	round	NOUN
bracis-33611	65	8	using	use	VERB
bracis-33611	65	9	the	the	DET
bracis-33611	65	10	flower	flower	NOUN
bracis-33611	65	11	platform	platform	NOUN
bracis-33611	65	12	.	.	PUNCT
bracis-33611	66	1	the	the	DET
bracis-33611	66	2	rest	rest	NOUN
bracis-33611	66	3	of	of	ADP
bracis-33611	66	4	this	this	DET
bracis-33611	66	5	paper	paper	NOUN
bracis-33611	66	6	is	be	AUX
bracis-33611	66	7	structured	structure	VERB
bracis-33611	66	8	as	as	SCONJ
bracis-33611	66	9	follows	follow	VERB
bracis-33611	66	10	:	:	PUNCT
bracis-33611	66	11	sect	sect	NOUN
bracis-33611	66	12	.	.	PUNCT
bracis-33611	66	13	 	 	SPACE
bracis-33611	67	1	2	2	NUM
bracis-33611	67	2	shares	share	NOUN
bracis-33611	67	3	a	a	DET
bracis-33611	67	4	brief	brief	ADJ
bracis-33611	67	5	review	review	NOUN
bracis-33611	67	6	of	of	ADP
bracis-33611	67	7	traffic	traffic	NOUN
bracis-33611	67	8	prediction	prediction	NOUN
bracis-33611	67	9	;	;	PUNCT
bracis-33611	67	10	sect	sect	NOUN
bracis-33611	67	11	.	.	PUNCT
bracis-33611	67	12	 	 	SPACE
bracis-33611	68	1	3	3	NUM
bracis-33611	68	2	provides	provide	VERB
bracis-33611	68	3	a	a	DET
bracis-33611	68	4	comprehensive	comprehensive	ADJ
bracis-33611	68	5	presentation	presentation	NOUN
bracis-33611	68	6	of	of	ADP
bracis-33611	68	7	the	the	DET
bracis-33611	68	8	proposed	propose	VERB
bracis-33611	68	9	approach	approach	NOUN
bracis-33611	68	10	;	;	PUNCT
bracis-33611	68	11	sect	sect	NOUN
bracis-33611	68	12	.	.	PUNCT
bracis-33611	68	13	 	 	SPACE
bracis-33611	69	1	4	4	NUM
bracis-33611	69	2	details	detail	NOUN
bracis-33611	69	3	the	the	DET
bracis-33611	69	4	experimental	experimental	ADJ
bracis-33611	69	5	results	result	NOUN
bracis-33611	69	6	and	and	CCONJ
bracis-33611	69	7	discussion	discussion	NOUN
bracis-33611	69	8	;	;	PUNCT
bracis-33611	69	9	and	and	CCONJ
bracis-33611	69	10	lastly	lastly	ADV
bracis-33611	69	11	,	,	PUNCT
bracis-33611	69	12	sect	sect	NOUN
bracis-33611	69	13	.	.	PUNCT
bracis-33611	69	14	 	 	SPACE
bracis-33611	69	15	6	6	NUM
bracis-33611	69	16	encapsulates	encapsulate	VERB
bracis-33611	69	17	the	the	DET
bracis-33611	69	18	paper	paper	NOUN
bracis-33611	69	19	’s	’s	PART
bracis-33611	69	20	findings	finding	NOUN
bracis-33611	69	21	and	and	CCONJ
bracis-33611	69	22	delineates	delineate	VERB
bracis-33611	69	23	potential	potential	ADJ
bracis-33611	69	24	directions	direction	NOUN
bracis-33611	69	25	for	for	ADP
bracis-33611	69	26	future	future	ADJ
bracis-33611	69	27	research	research	NOUN
bracis-33611	69	28	.	.	PUNCT
bracis-33611	70	1	2	2	NUM
bracis-33611	70	2	literature	literature	NOUN
bracis-33611	70	3	review	review	VERB
bracis-33611	70	4	plenty	plenty	NOUN
bracis-33611	70	5	of	of	ADP
bracis-33611	70	6	univariate	univariate	ADJ
bracis-33611	70	7	and	and	CCONJ
bracis-33611	70	8	multivariate	multivariate	VERB
bracis-33611	70	9	traffic	traffic	NOUN
bracis-33611	70	10	forecasting	forecasting	NOUN
bracis-33611	70	11	techniques	technique	NOUN
bracis-33611	70	12	have	have	AUX
bracis-33611	70	13	been	be	AUX
bracis-33611	70	14	developed	develop	VERB
bracis-33611	70	15	in	in	ADP
bracis-33611	70	16	the	the	DET
bracis-33611	70	17	literature	literature	NOUN
bracis-33611	70	18	[	[	X
bracis-33611	70	19	3	3	NUM
bracis-33611	70	20	,	,	PUNCT
bracis-33611	70	21	27	27	NUM
bracis-33611	70	22	]	]	PUNCT
bracis-33611	70	23	,	,	PUNCT
bracis-33611	70	24	which	which	PRON
bracis-33611	70	25	can	can	AUX
bracis-33611	70	26	be	be	AUX
bracis-33611	70	27	grouped	group	VERB
bracis-33611	70	28	into	into	ADP
bracis-33611	70	29	three	three	NUM
bracis-33611	70	30	main	main	ADJ
bracis-33611	70	31	classes	class	NOUN
bracis-33611	70	32	,	,	PUNCT
bracis-33611	70	33	including	include	VERB
bracis-33611	70	34	statistical	statistical	ADJ
bracis-33611	70	35	methods	method	NOUN
bracis-33611	70	36	,	,	PUNCT
bracis-33611	70	37	traditional	traditional	ADJ
bracis-33611	70	38	ml	ml	NOUN
bracis-33611	70	39	,	,	PUNCT
bracis-33611	70	40	and	and	CCONJ
bracis-33611	70	41	dl	dl	PROPN
bracis-33611	70	42	methods	method	NOUN
bracis-33611	70	43	.	.	PUNCT
bracis-33611	71	1	according	accord	VERB
bracis-33611	71	2	to	to	ADP
bracis-33611	71	3	[	[	X
bracis-33611	71	4	27	27	NUM
bracis-33611	71	5	,	,	PUNCT
bracis-33611	71	6	28	28	NUM
bracis-33611	71	7	]	]	PUNCT
bracis-33611	71	8	,	,	PUNCT
bracis-33611	71	9	statistical	statistical	ADJ
bracis-33611	71	10	methods	method	NOUN
bracis-33611	71	11	,	,	PUNCT
bracis-33611	71	12	particularly	particularly	ADV
bracis-33611	71	13	arima	arima	PROPN
bracis-33611	71	14	and	and	CCONJ
bracis-33611	71	15	its	its	PRON
bracis-33611	71	16	variants	variant	NOUN
bracis-33611	71	17	such	such	ADJ
bracis-33611	71	18	as	as	ADP
bracis-33611	71	19	sarima	sarima	NOUN
bracis-33611	71	20	,	,	PUNCT
bracis-33611	71	21	sarimax	sarimax	PROPN
bracis-33611	71	22	,	,	PUNCT
bracis-33611	71	23	kohenen	kohenen	PROPN
bracis-33611	71	24	arima	arima	PROPN
bracis-33611	71	25	(	(	PUNCT
bracis-33611	71	26	karima	karima	PROPN
bracis-33611	71	27	)	)	PUNCT
bracis-33611	71	28	,	,	PUNCT
bracis-33611	71	29	and	and	CCONJ
bracis-33611	71	30	vector	vector	NOUN
bracis-33611	71	31	arima	arima	NOUN
bracis-33611	71	32	,	,	PUNCT
bracis-33611	71	33	have	have	AUX
bracis-33611	71	34	been	be	AUX
bracis-33611	71	35	frequently	frequently	ADV
bracis-33611	71	36	employed	employ	VERB
bracis-33611	71	37	to	to	PART
bracis-33611	71	38	predict	predict	VERB
bracis-33611	71	39	traffic	traffic	NOUN
bracis-33611	71	40	.	.	PUNCT
bracis-33611	72	1	these	these	DET
bracis-33611	72	2	methods	method	NOUN
bracis-33611	72	3	are	be	AUX
bracis-33611	72	4	generally	generally	ADV
bracis-33611	72	5	suitable	suitable	ADJ
bracis-33611	72	6	for	for	ADP
bracis-33611	72	7	simpler	simple	ADJ
bracis-33611	72	8	and	and	CCONJ
bracis-33611	72	9	less	less	ADV
bracis-33611	72	10	complex	complex	ADJ
bracis-33611	72	11	datasets	dataset	NOUN
bracis-33611	72	12	but	but	CCONJ
bracis-33611	72	13	require	require	VERB
bracis-33611	72	14	a	a	DET
bracis-33611	72	15	substantial	substantial	ADJ
bracis-33611	72	16	volume	volume	NOUN
bracis-33611	72	17	of	of	ADP
bracis-33611	72	18	historical	historical	ADJ
bracis-33611	72	19	data	datum	NOUN
bracis-33611	72	20	to	to	PART
bracis-33611	72	21	perform	perform	VERB
bracis-33611	72	22	effectively	effectively	ADV
bracis-33611	72	23	.	.	PUNCT
bracis-33611	73	1	this	this	DET
bracis-33611	73	2	dual	dual	ADJ
bracis-33611	73	3	requirement	requirement	NOUN
bracis-33611	73	4	means	mean	VERB
bracis-33611	73	5	they	they	PRON
bracis-33611	73	6	face	face	VERB
bracis-33611	73	7	limitations	limitation	NOUN
bracis-33611	73	8	when	when	SCONJ
bracis-33611	73	9	dealing	deal	VERB
bracis-33611	73	10	with	with	ADP
bracis-33611	73	11	non	non	ADJ
bracis-33611	73	12	-	-	ADJ
bracis-33611	73	13	stationary	stationary	ADJ
bracis-33611	73	14	,	,	PUNCT
bracis-33611	73	15	non	non	ADJ
bracis-33611	73	16	-	-	ADJ
bracis-33611	73	17	linear	linear	ADJ
bracis-33611	73	18	,	,	PUNCT
bracis-33611	73	19	spatio	spatio	NOUN
bracis-33611	73	20	-	-	PUNCT
bracis-33611	73	21	temporal	temporal	ADJ
bracis-33611	73	22	,	,	PUNCT
bracis-33611	73	23	and	and	CCONJ
bracis-33611	73	24	complex	complex	ADJ
bracis-33611	73	25	datasets	dataset	NOUN
bracis-33611	73	26	.	.	PUNCT
bracis-33611	74	1	ml	ml	PROPN
bracis-33611	74	2	models	model	NOUN
bracis-33611	74	3	excel	excel	VERB
bracis-33611	74	4	in	in	ADP
bracis-33611	74	5	generalization	generalization	NOUN
bracis-33611	74	6	and	and	CCONJ
bracis-33611	74	7	adaptability	adaptability	NOUN
bracis-33611	74	8	to	to	ADP
bracis-33611	74	9	changing	change	VERB
bracis-33611	74	10	traffic	traffic	NOUN
bracis-33611	74	11	network	network	NOUN
bracis-33611	74	12	conditions	condition	NOUN
bracis-33611	74	13	compared	compare	VERB
bracis-33611	74	14	to	to	ADP
bracis-33611	74	15	statistical	statistical	ADJ
bracis-33611	74	16	methods	method	NOUN
bracis-33611	74	17	[	[	X
bracis-33611	74	18	27	27	NUM
bracis-33611	74	19	,	,	PUNCT
bracis-33611	74	20	28	28	NUM
bracis-33611	74	21	]	]	PUNCT
bracis-33611	74	22	.	.	PUNCT
bracis-33611	75	1	they	they	PRON
bracis-33611	75	2	are	be	AUX
bracis-33611	75	3	typically	typically	ADV
bracis-33611	75	4	divided	divide	VERB
bracis-33611	75	5	into	into	ADP
bracis-33611	75	6	three	three	NUM
bracis-33611	75	7	categories	category	NOUN
bracis-33611	75	8	:	:	PUNCT
bracis-33611	75	9	feature	feature	NOUN
bracis-33611	75	10	-	-	PUNCT
bracis-33611	75	11	based	base	VERB
bracis-33611	75	12	methods	method	NOUN
bracis-33611	75	13	,	,	PUNCT
bracis-33611	75	14	gaussian	gaussian	ADJ
bracis-33611	75	15	process	process	NOUN
bracis-33611	75	16	models	model	NOUN
bracis-33611	75	17	,	,	PUNCT
bracis-33611	75	18	and	and	CCONJ
bracis-33611	75	19	state	state	NOUN
bracis-33611	75	20	-	-	PUNCT
bracis-33611	75	21	space	space	NOUN
bracis-33611	75	22	models	model	NOUN
bracis-33611	75	23	,	,	PUNCT
bracis-33611	75	24	capable	capable	ADJ
bracis-33611	75	25	of	of	ADP
bracis-33611	75	26	handling	handle	VERB
bracis-33611	75	27	non	non	ADJ
bracis-33611	75	28	-	-	ADJ
bracis-33611	75	29	linear	linear	ADJ
bracis-33611	75	30	and	and	CCONJ
bracis-33611	75	31	complex	complex	ADJ
bracis-33611	75	32	time	time	NOUN
bracis-33611	75	33	series	series	PROPN
bracis-33611	75	34	data	datum	NOUN
bracis-33611	75	35	[	[	X
bracis-33611	75	36	29	29	NUM
bracis-33611	75	37	]	]	PUNCT
bracis-33611	75	38	.	.	PUNCT
bracis-33611	76	1	they	they	PRON
bracis-33611	76	2	have	have	VERB
bracis-33611	76	3	pros	pro	NOUN
bracis-33611	76	4	and	and	CCONJ
bracis-33611	76	5	cons	con	NOUN
bracis-33611	76	6	,	,	PUNCT
bracis-33611	76	7	as	as	SCONJ
bracis-33611	76	8	explained	explain	VERB
bracis-33611	76	9	in	in	ADP
bracis-33611	76	10	[	[	X
bracis-33611	76	11	27	27	NUM
bracis-33611	76	12	]	]	PUNCT
bracis-33611	76	13	.	.	PUNCT
bracis-33611	77	1	artificial	artificial	ADJ
bracis-33611	77	2	neural	neural	ADJ
bracis-33611	77	3	networks	network	NOUN
bracis-33611	77	4	(	(	PUNCT
bracis-33611	77	5	ann	ann	PROPN
bracis-33611	77	6	)	)	PUNCT
bracis-33611	78	1	[	[	X
bracis-33611	78	2	30	30	NUM
bracis-33611	78	3	]	]	PUNCT
bracis-33611	78	4	,	,	PUNCT
bracis-33611	78	5	k	k	X
bracis-33611	78	6	-	-	PUNCT
bracis-33611	78	7	nearest	near	ADJ
bracis-33611	78	8	neighbor	neighbor	NOUN
bracis-33611	78	9	(	(	PUNCT
bracis-33611	78	10	knn	knn	PROPN
bracis-33611	78	11	)	)	PUNCT
bracis-33611	79	1	[	[	X
bracis-33611	79	2	31	31	NUM
bracis-33611	79	3	]	]	PUNCT
bracis-33611	79	4	,	,	PUNCT
bracis-33611	79	5	and	and	CCONJ
bracis-33611	79	6	support	support	VERB
bracis-33611	79	7	vector	vector	NOUN
bracis-33611	79	8	regression	regression	NOUN
bracis-33611	79	9	(	(	PUNCT
bracis-33611	79	10	svr	svr	PROPN
bracis-33611	79	11	)	)	PUNCT
bracis-33611	79	12	are	be	AUX
bracis-33611	79	13	some	some	DET
bracis-33611	79	14	examples	example	NOUN
bracis-33611	79	15	of	of	ADP
bracis-33611	79	16	this	this	DET
bracis-33611	79	17	category	category	NOUN
bracis-33611	79	18	[	[	X
bracis-33611	79	19	32	32	NUM
bracis-33611	79	20	]	]	PUNCT
bracis-33611	79	21	.	.	PUNCT
bracis-33611	80	1	dl	dl	PROPN
bracis-33611	80	2	methods	method	NOUN
bracis-33611	80	3	are	be	AUX
bracis-33611	80	4	extensively	extensively	ADV
bracis-33611	80	5	used	use	VERB
bracis-33611	80	6	in	in	ADP
bracis-33611	80	7	traffic	traffic	NOUN
bracis-33611	80	8	prediction	prediction	NOUN
bracis-33611	80	9	tasks	task	NOUN
bracis-33611	80	10	because	because	SCONJ
bracis-33611	80	11	of	of	ADP
bracis-33611	80	12	their	their	PRON
bracis-33611	80	13	strong	strong	ADJ
bracis-33611	80	14	capacity	capacity	NOUN
bracis-33611	80	15	to	to	PART
bracis-33611	80	16	capture	capture	VERB
bracis-33611	80	17	stochastic	stochastic	ADJ
bracis-33611	80	18	and	and	CCONJ
bracis-33611	80	19	nonlinear	nonlinear	ADJ
bracis-33611	80	20	relationships	relationship	NOUN
bracis-33611	80	21	in	in	ADP
bracis-33611	80	22	traffic	traffic	NOUN
bracis-33611	80	23	data	datum	NOUN
bracis-33611	80	24	[	[	X
bracis-33611	80	25	27	27	NUM
bracis-33611	80	26	]	]	PUNCT
bracis-33611	80	27	.	.	PUNCT
bracis-33611	81	1	based	base	VERB
bracis-33611	81	2	on	on	ADP
bracis-33611	81	3	this	this	DET
bracis-33611	81	4	reference	reference	NOUN
bracis-33611	81	5	,	,	PUNCT
bracis-33611	81	6	multi	multi	ADJ
bracis-33611	81	7	-	-	ADJ
bracis-33611	81	8	layer	layer	ADJ
bracis-33611	81	9	perceptrons	perceptron	NOUN
bracis-33611	81	10	(	(	PUNCT
bracis-33611	81	11	mlp	mlp	NOUN
bracis-33611	81	12	)	)	PUNCT
bracis-33611	81	13	,	,	PUNCT
bracis-33611	81	14	autoencoder	autoencoder	NOUN
bracis-33611	81	15	(	(	PUNCT
bracis-33611	81	16	ae	ae	PROPN
bracis-33611	81	17	)	)	PUNCT
bracis-33611	81	18	,	,	PUNCT
bracis-33611	81	19	cnn	cnn	PROPN
bracis-33611	81	20	,	,	PUNCT
bracis-33611	81	21	rnn	rnn	PROPN
bracis-33611	81	22	,	,	PUNCT
bracis-33611	81	23	lstm	lstm	ADJ
bracis-33611	81	24	,	,	PUNCT
bracis-33611	81	25	gnns	gnn	NOUN
bracis-33611	81	26	,	,	PUNCT
bracis-33611	81	27	restricted	restrict	VERB
bracis-33611	81	28	boltzmann	boltzmann	PROPN
bracis-33611	81	29	machines	machine	NOUN
bracis-33611	81	30	(	(	PUNCT
bracis-33611	81	31	rbms	rbms	ADV
bracis-33611	81	32	)	)	PUNCT
bracis-33611	81	33	,	,	PUNCT
bracis-33611	81	34	deep	deep	ADJ
bracis-33611	81	35	belief	belief	NOUN
bracis-33611	81	36	networks	network	NOUN
bracis-33611	81	37	(	(	PUNCT
bracis-33611	81	38	dbn	dbn	PROPN
bracis-33611	81	39	)	)	PUNCT
bracis-33611	81	40	,	,	PUNCT
bracis-33611	81	41	graph	graph	NOUN
bracis-33611	81	42	convolution	convolution	NOUN
bracis-33611	81	43	network	network	NOUN
bracis-33611	81	44	(	(	PUNCT
bracis-33611	81	45	gcn	gcn	NOUN
bracis-33611	81	46	)	)	PUNCT
bracis-33611	81	47	,	,	PUNCT
bracis-33611	81	48	wavelet	wavelet	NOUN
bracis-33611	81	49	neural	neural	ADJ
bracis-33611	81	50	network	network	NOUN
bracis-33611	81	51	(	(	PUNCT
bracis-33611	81	52	wnn	wnn	PROPN
bracis-33611	81	53	)	)	PUNCT
bracis-33611	81	54	and	and	CCONJ
bracis-33611	81	55	attention	attention	NOUN
bracis-33611	81	56	-	-	PUNCT
bracis-33611	81	57	based	base	VERB
bracis-33611	81	58	models	model	NOUN
bracis-33611	81	59	have	have	AUX
bracis-33611	81	60	been	be	AUX
bracis-33611	81	61	employed	employ	VERB
bracis-33611	81	62	to	to	PART
bracis-33611	81	63	predict	predict	VERB
bracis-33611	81	64	traffic	traffic	NOUN
bracis-33611	81	65	.	.	PUNCT
bracis-33611	82	1	also	also	ADV
bracis-33611	82	2	,	,	PUNCT
bracis-33611	82	3	the	the	DET
bracis-33611	82	4	authors	author	NOUN
bracis-33611	82	5	in	in	ADP
bracis-33611	82	6	[	[	X
bracis-33611	82	7	3	3	NUM
bracis-33611	82	8	]	]	PUNCT
bracis-33611	82	9	reviewed	review	VERB
bracis-33611	82	10	37	37	NUM
bracis-33611	82	11	dl	dl	PROPN
bracis-33611	82	12	traffic	traffic	NOUN
bracis-33611	82	13	forecasting	forecasting	NOUN
bracis-33611	82	14	models	model	NOUN
bracis-33611	82	15	to	to	PART
bracis-33611	82	16	predict	predict	VERB
bracis-33611	82	17	spatial	spatial	ADJ
bracis-33611	82	18	and/or	and/or	CCONJ
bracis-33611	82	19	temporal	temporal	ADJ
bracis-33611	82	20	traffic	traffic	NOUN
bracis-33611	82	21	flow	flow	NOUN
bracis-33611	82	22	and	and	CCONJ
bracis-33611	82	23	speed	speed	NOUN
bracis-33611	82	24	,	,	PUNCT
bracis-33611	82	25	confirming	confirm	VERB
bracis-33611	82	26	various	various	ADJ
bracis-33611	82	27	types	type	NOUN
bracis-33611	82	28	of	of	ADP
bracis-33611	82	29	dnn	dnn	PROPN
bracis-33611	82	30	methods	method	NOUN
bracis-33611	82	31	.	.	PUNCT
bracis-33611	83	1	for	for	ADP
bracis-33611	83	2	instance	instance	NOUN
bracis-33611	83	3	,	,	PUNCT
bracis-33611	83	4	in	in	ADP
bracis-33611	83	5	[	[	PUNCT
bracis-33611	83	6	33	33	NUM
bracis-33611	83	7	]	]	PUNCT
bracis-33611	83	8	,	,	PUNCT
bracis-33611	83	9	dbn	dbn	PROPN
bracis-33611	83	10	,	,	PUNCT
bracis-33611	83	11	k	k	NOUN
bracis-33611	83	12	-	-	PUNCT
bracis-33611	83	13	means	mean	VERB
bracis-33611	83	14	clustering	clustering	NOUN
bracis-33611	83	15	,	,	PUNCT
bracis-33611	83	16	and	and	CCONJ
bracis-33611	83	17	dempster	dempster	PROPN
bracis-33611	83	18	-	-	PUNCT
bracis-33611	83	19	shafer	shafer	PROPN
bracis-33611	83	20	theory	theory	NOUN
bracis-33611	83	21	are	be	AUX
bracis-33611	83	22	utilized	utilize	VERB
bracis-33611	83	23	for	for	ADP
bracis-33611	83	24	traffic	traffic	NOUN
bracis-33611	83	25	flow	flow	NOUN
bracis-33611	83	26	prediction	prediction	NOUN
bracis-33611	83	27	,	,	PUNCT
bracis-33611	83	28	while	while	SCONJ
bracis-33611	83	29	in	in	ADP
bracis-33611	83	30	[	[	PUNCT
bracis-33611	83	31	34	34	NUM
bracis-33611	83	32	]	]	PUNCT
bracis-33611	83	33	,	,	PUNCT
bracis-33611	83	34	cnn	cnn	PROPN
bracis-33611	83	35	with	with	ADP
bracis-33611	83	36	pearson	pearson	PROPN
bracis-33611	83	37	correlation	correlation	NOUN
bracis-33611	83	38	-	-	PUNCT
bracis-33611	83	39	based	base	VERB
bracis-33611	83	40	theory	theory	NOUN
bracis-33611	83	41	is	be	AUX
bracis-33611	83	42	employed	employ	VERB
bracis-33611	83	43	to	to	PART
bracis-33611	83	44	predict	predict	VERB
bracis-33611	83	45	traffic	traffic	NOUN
bracis-33611	83	46	speed	speed	NOUN
bracis-33611	83	47	.	.	PUNCT
bracis-33611	84	1	graph	graph	NOUN
bracis-33611	84	2	neural	neural	ADJ
bracis-33611	84	3	networks	network	NOUN
bracis-33611	84	4	(	(	PUNCT
bracis-33611	84	5	gnns	gnns	NOUN
bracis-33611	84	6	)	)	PUNCT
bracis-33611	84	7	with	with	ADP
bracis-33611	84	8	dl	dl	PROPN
bracis-33611	84	9	are	be	AUX
bracis-33611	84	10	another	another	DET
bracis-33611	84	11	traffic	traffic	NOUN
bracis-33611	84	12	forecasting	forecasting	NOUN
bracis-33611	84	13	method	method	NOUN
bracis-33611	84	14	elaborated	elaborate	VERB
bracis-33611	84	15	in	in	ADP
bracis-33611	84	16	[	[	X
bracis-33611	84	17	4	4	NUM
bracis-33611	84	18	]	]	PUNCT
bracis-33611	84	19	,	,	PUNCT
bracis-33611	84	20	including	include	VERB
bracis-33611	84	21	models	model	NOUN
bracis-33611	84	22	like	like	ADP
bracis-33611	84	23	graph	graph	NOUN
bracis-33611	84	24	lstm	lstm	NOUN
bracis-33611	84	25	(	(	PUNCT
bracis-33611	84	26	glstm	glstm	PROPN
bracis-33611	84	27	)	)	PUNCT
bracis-33611	84	28	,	,	PUNCT
bracis-33611	84	29	graph	graph	VERB
bracis-33611	84	30	multi	multi	ADJ
bracis-33611	84	31	-	-	ADJ
bracis-33611	84	32	attention	attention	ADJ
bracis-33611	84	33	network	network	NOUN
bracis-33611	84	34	(	(	PUNCT
bracis-33611	84	35	gman	gman	PROPN
bracis-33611	84	36	)	)	PUNCT
bracis-33611	84	37	,	,	PUNCT
bracis-33611	84	38	graph	graph	VERB
bracis-33611	84	39	attention	attention	NOUN
bracis-33611	84	40	temporal	temporal	ADJ
bracis-33611	84	41	convolutional	convolutional	ADJ
bracis-33611	84	42	network	network	NOUN
bracis-33611	84	43	(	(	PUNCT
bracis-33611	84	44	gatcn	gatcn	ADJ
bracis-33611	84	45	)	)	PUNCT
bracis-33611	84	46	,	,	PUNCT
bracis-33611	84	47	among	among	ADP
bracis-33611	84	48	others	other	NOUN
bracis-33611	84	49	.	.	PUNCT
bracis-33611	85	1	the	the	DET
bracis-33611	85	2	next	next	ADJ
bracis-33611	85	3	sub	sub	NOUN
bracis-33611	85	4	-	-	NOUN
bracis-33611	85	5	group	group	NOUN
bracis-33611	85	6	of	of	ADP
bracis-33611	85	7	dnn	dnn	PROPN
bracis-33611	85	8	forecasting	forecasting	NOUN
bracis-33611	85	9	methods	method	NOUN
bracis-33611	85	10	are	be	AUX
bracis-33611	85	11	hybrid	hybrid	ADJ
bracis-33611	85	12	methods	method	NOUN
bracis-33611	85	13	such	such	ADJ
bracis-33611	85	14	as	as	ADP
bracis-33611	85	15	lstm	lstm	NOUN
bracis-33611	85	16	and	and	CCONJ
bracis-33611	85	17	bidirectional	bidirectional	ADJ
bracis-33611	85	18	lstm	lstm	NOUN
bracis-33611	86	1	[	[	X
bracis-33611	86	2	35	35	NUM
bracis-33611	86	3	]	]	PUNCT
bracis-33611	86	4	,	,	PUNCT
bracis-33611	86	5	encoder	encoder	NOUN
bracis-33611	86	6	-	-	PUNCT
bracis-33611	86	7	decoder	decoder	NOUN
bracis-33611	86	8	lstm	lstm	NOUN
bracis-33611	86	9	and	and	CCONJ
bracis-33611	86	10	fnn	fnn	NOUN
bracis-33611	86	11	-	-	PUNCT
bracis-33611	86	12	based	base	VERB
bracis-33611	86	13	attention	attention	NOUN
bracis-33611	86	14	module	module	NOUN
bracis-33611	86	15	[	[	X
bracis-33611	86	16	36	36	NUM
bracis-33611	86	17	]	]	PUNCT
bracis-33611	86	18	,	,	PUNCT
bracis-33611	86	19	encoder	encoder	NOUN
bracis-33611	86	20	-	-	PUNCT
bracis-33611	86	21	decoder	decoder	NOUN
bracis-33611	86	22	gru	gru	NOUN
bracis-33611	86	23	,	,	PUNCT
bracis-33611	86	24	and	and	CCONJ
bracis-33611	86	25	graph	graph	NOUN
bracis-33611	86	26	diffusion	diffusion	NOUN
bracis-33611	86	27	[	[	X
bracis-33611	86	28	37	37	NUM
bracis-33611	86	29	]	]	PUNCT
bracis-33611	86	30	,	,	PUNCT
bracis-33611	86	31	encoder	encoder	NOUN
bracis-33611	86	32	-	-	PUNCT
bracis-33611	86	33	decoder	decoder	NOUN
bracis-33611	86	34	gru	gru	PROPN
bracis-33611	86	35	,	,	PUNCT
bracis-33611	86	36	fnn	fnn	NOUN
bracis-33611	86	37	and	and	CCONJ
bracis-33611	86	38	graph	graph	VERB
bracis-33611	86	39	attention	attention	NOUN
bracis-33611	86	40	network	network	NOUN
bracis-33611	87	1	[	[	X
bracis-33611	87	2	38	38	NUM
bracis-33611	87	3	]	]	PUNCT
bracis-33611	87	4	,	,	PUNCT
bracis-33611	87	5	among	among	ADP
bracis-33611	87	6	others	other	NOUN
bracis-33611	87	7	.	.	PUNCT
bracis-33611	88	1	fuzzy	fuzzy	ADJ
bracis-33611	88	2	-	-	PUNCT
bracis-33611	88	3	based	base	VERB
bracis-33611	88	4	forecasting	forecasting	NOUN
bracis-33611	88	5	models	model	NOUN
bracis-33611	88	6	are	be	AUX
bracis-33611	88	7	the	the	DET
bracis-33611	88	8	last	last	ADJ
bracis-33611	88	9	category	category	NOUN
bracis-33611	88	10	of	of	ADP
bracis-33611	88	11	traffic	traffic	NOUN
bracis-33611	88	12	forecasting	forecasting	NOUN
bracis-33611	88	13	techniques	technique	NOUN
bracis-33611	88	14	that	that	PRON
bracis-33611	88	15	can	can	AUX
bracis-33611	88	16	solve	solve	VERB
bracis-33611	88	17	some	some	DET
bracis-33611	88	18	limitations	limitation	NOUN
bracis-33611	88	19	regarding	regard	VERB
bracis-33611	88	20	dl	dl	PROPN
bracis-33611	88	21	methods	method	NOUN
bracis-33611	88	22	regarding	regard	VERB
bracis-33611	88	23	interpretability	interpretability	NOUN
bracis-33611	88	24	,	,	PUNCT
bracis-33611	88	25	training	training	NOUN
bracis-33611	88	26	time	time	NOUN
bracis-33611	88	27	,	,	PUNCT
bracis-33611	88	28	scalability	scalability	NOUN
bracis-33611	88	29	,	,	PUNCT
bracis-33611	88	30	and	and	CCONJ
bracis-33611	88	31	complexity	complexity	NOUN
bracis-33611	88	32	.	.	PUNCT
bracis-33611	89	1	a	a	DET
bracis-33611	89	2	new	new	ADJ
bracis-33611	89	3	fuzzy	fuzzy	ADV
bracis-33611	89	4	-	-	PUNCT
bracis-33611	89	5	based	base	VERB
bracis-33611	89	6	cnn	cnn	PROPN
bracis-33611	89	7	method	method	NOUN
bracis-33611	89	8	in	in	ADP
bracis-33611	89	9	[	[	X
bracis-33611	89	10	39	39	NUM
bracis-33611	89	11	]	]	PUNCT
bracis-33611	89	12	,	,	PUNCT
bracis-33611	89	13	an	an	DET
bracis-33611	89	14	evolving	evolve	VERB
bracis-33611	89	15	fuzzy	fuzzy	ADJ
bracis-33611	89	16	neural	neural	ADJ
bracis-33611	89	17	network	network	NOUN
bracis-33611	89	18	(	(	PUNCT
bracis-33611	89	19	efnn	efnn	NOUN
bracis-33611	89	20	)	)	PUNCT
bracis-33611	89	21	in	in	ADP
bracis-33611	89	22	[	[	X
bracis-33611	89	23	40	40	NUM
bracis-33611	89	24	]	]	PUNCT
bracis-33611	89	25	,	,	PUNCT
bracis-33611	89	26	and	and	CCONJ
bracis-33611	89	27	an	an	DET
bracis-33611	89	28	adaptive	adaptive	ADJ
bracis-33611	89	29	hybrid	hybrid	ADJ
bracis-33611	89	30	fuzzy	fuzzy	ADJ
bracis-33611	89	31	rule	rule	NOUN
bracis-33611	89	32	-	-	PUNCT
bracis-33611	89	33	based	base	VERB
bracis-33611	89	34	system	system	NOUN
bracis-33611	89	35	in	in	ADP
bracis-33611	89	36	[	[	X
bracis-33611	89	37	41	41	NUM
bracis-33611	89	38	]	]	PUNCT
bracis-33611	89	39	are	be	AUX
bracis-33611	89	40	some	some	DET
bracis-33611	89	41	studies	study	NOUN
bracis-33611	89	42	in	in	ADP
bracis-33611	89	43	this	this	DET
bracis-33611	89	44	group	group	NOUN
bracis-33611	89	45	.	.	PUNCT
bracis-33611	90	1	also	also	ADV
bracis-33611	90	2	,	,	PUNCT
bracis-33611	90	3	some	some	DET
bracis-33611	90	4	researchers	researcher	NOUN
bracis-33611	90	5	combined	combine	VERB
bracis-33611	90	6	fuzzy	fuzzy	ADJ
bracis-33611	90	7	and	and	CCONJ
bracis-33611	90	8	dl	dl	PROPN
bracis-33611	90	9	such	such	ADJ
bracis-33611	90	10	as	as	ADP
bracis-33611	90	11	fuzzy	fuzzy	ADJ
bracis-33611	90	12	deep	deep	ADJ
bracis-33611	90	13	convolution	convolution	NOUN
bracis-33611	90	14	network	network	NOUN
bracis-33611	90	15	(	(	PUNCT
bracis-33611	90	16	fdcn	fdcn	NOUN
bracis-33611	90	17	)	)	PUNCT
bracis-33611	90	18	in	in	ADP
bracis-33611	90	19	[	[	X
bracis-33611	90	20	42	42	NUM
bracis-33611	90	21	]	]	PUNCT
bracis-33611	90	22	,	,	PUNCT
bracis-33611	90	23	spatiotemporal	spatiotemporal	ADJ
bracis-33611	90	24	fuzzy	fuzzy	ADJ
bracis-33611	90	25	-	-	PUNCT
bracis-33611	90	26	graph	graph	NOUN
bracis-33611	90	27	convolutional	convolutional	ADJ
bracis-33611	90	28	network	network	NOUN
bracis-33611	90	29	model	model	NOUN
bracis-33611	90	30	in	in	ADP
bracis-33611	90	31	[	[	X
bracis-33611	90	32	43	43	NUM
bracis-33611	90	33	]	]	PUNCT
bracis-33611	90	34	,	,	PUNCT
bracis-33611	90	35	and	and	CCONJ
bracis-33611	90	36	a	a	DET
bracis-33611	90	37	combination	combination	NOUN
bracis-33611	90	38	of	of	ADP
bracis-33611	90	39	fuzzy	fuzzy	ADJ
bracis-33611	90	40	logic	logic	NOUN
bracis-33611	90	41	,	,	PUNCT
bracis-33611	90	42	lstm	lstm	ADJ
bracis-33611	90	43	,	,	PUNCT
bracis-33611	90	44	and	and	CCONJ
bracis-33611	90	45	decision	decision	NOUN
bracis-33611	90	46	trees	tree	NOUN
bracis-33611	90	47	(	(	PUNCT
bracis-33611	90	48	dts	dts	NOUN
bracis-33611	90	49	)	)	PUNCT
bracis-33611	90	50	in	in	ADP
bracis-33611	90	51	[	[	X
bracis-33611	90	52	44	44	NUM
bracis-33611	90	53	]	]	PUNCT
bracis-33611	90	54	.	.	PUNCT
bracis-33611	91	1	despite	despite	SCONJ
bracis-33611	91	2	accurately	accurately	ADV
bracis-33611	91	3	forecasting	forecast	VERB
bracis-33611	91	4	centralized	centralized	ADJ
bracis-33611	91	5	methods	method	NOUN
bracis-33611	91	6	,	,	PUNCT
bracis-33611	91	7	data	datum	NOUN
bracis-33611	91	8	privacy	privacy	NOUN
bracis-33611	91	9	poses	pose	VERB
bracis-33611	91	10	significant	significant	ADJ
bracis-33611	91	11	challenges	challenge	NOUN
bracis-33611	91	12	.	.	PUNCT
bracis-33611	92	1	to	to	PART
bracis-33611	92	2	address	address	VERB
bracis-33611	92	3	this	this	PRON
bracis-33611	92	4	,	,	PUNCT
bracis-33611	92	5	some	some	DET
bracis-33611	92	6	researchers	researcher	NOUN
bracis-33611	92	7	have	have	AUX
bracis-33611	92	8	utilized	utilize	VERB
bracis-33611	92	9	decentralized	decentralize	VERB
bracis-33611	92	10	fl	fl	ADP
bracis-33611	92	11	methods	method	NOUN
bracis-33611	92	12	to	to	PART
bracis-33611	92	13	make	make	VERB
bracis-33611	92	14	a	a	DET
bracis-33611	92	15	tradeoff	tradeoff	NOUN
bracis-33611	92	16	between	between	ADP
bracis-33611	92	17	prediction	prediction	NOUN
bracis-33611	92	18	accuracy	accuracy	NOUN
bracis-33611	92	19	and	and	CCONJ
bracis-33611	92	20	privacy	privacy	NOUN
bracis-33611	92	21	preservation	preservation	NOUN
bracis-33611	92	22	.	.	PUNCT
bracis-33611	93	1	an	an	DET
bracis-33611	93	2	integration	integration	NOUN
bracis-33611	93	3	of	of	ADP
bracis-33611	93	4	fl	fl	PROPN
bracis-33611	93	5	and	and	CCONJ
bracis-33611	93	6	gru	gru	VERB
bracis-33611	93	7	in	in	ADP
bracis-33611	93	8	[	[	X
bracis-33611	93	9	45	45	NUM
bracis-33611	93	10	]	]	PUNCT
bracis-33611	93	11	,	,	PUNCT
bracis-33611	93	12	a	a	DET
bracis-33611	93	13	combination	combination	NOUN
bracis-33611	93	14	of	of	ADP
bracis-33611	93	15	fl	fl	NOUN
bracis-33611	93	16	and	and	CCONJ
bracis-33611	93	17	attention	attention	NOUN
bracis-33611	93	18	-	-	PUNCT
bracis-33611	93	19	based	base	VERB
bracis-33611	93	20	spatial	spatial	ADJ
bracis-33611	93	21	-	-	PUNCT
bracis-33611	93	22	temporal	temporal	ADJ
bracis-33611	93	23	gnn	gnn	NOUN
bracis-33611	93	24	(	(	PUNCT
bracis-33611	93	25	astgnn	astgnn	NOUN
bracis-33611	93	26	)	)	PUNCT
bracis-33611	93	27	in	in	ADP
bracis-33611	93	28	[	[	X
bracis-33611	93	29	46	46	NUM
bracis-33611	93	30	]	]	PUNCT
bracis-33611	93	31	,	,	PUNCT
bracis-33611	93	32	graph	graph	VERB
bracis-33611	93	33	attention	attention	NOUN
bracis-33611	93	34	networks	network	NOUN
bracis-33611	93	35	(	(	PUNCT
bracis-33611	93	36	gat	gat	NOUN
bracis-33611	93	37	)	)	PUNCT
bracis-33611	93	38	,	,	PUNCT
bracis-33611	93	39	lstm	lstm	NOUN
bracis-33611	93	40	,	,	PUNCT
bracis-33611	93	41	and	and	CCONJ
bracis-33611	93	42	fl	fl	X
bracis-33611	93	43	in	in	ADP
bracis-33611	93	44	[	[	X
bracis-33611	93	45	21	21	NUM
bracis-33611	93	46	]	]	PUNCT
bracis-33611	93	47	,	,	PUNCT
bracis-33611	93	48	clustering	clustering	NOUN
bracis-33611	93	49	-	-	PUNCT
bracis-33611	93	50	based	base	VERB
bracis-33611	93	51	hierarchical	hierarchical	ADJ
bracis-33611	93	52	and	and	CCONJ
bracis-33611	93	53	two	two	NUM
bracis-33611	93	54	-	-	PUNCT
bracis-33611	93	55	step	step	NOUN
bracis-33611	93	56	-	-	PUNCT
bracis-33611	93	57	optimized	optimize	VERB
bracis-33611	93	58	fl	fl	NOUN
bracis-33611	93	59	in	in	ADP
bracis-33611	93	60	[	[	X
bracis-33611	93	61	47	47	NUM
bracis-33611	93	62	]	]	PUNCT
bracis-33611	93	63	,	,	PUNCT
bracis-33611	93	64	federated	federate	VERB
bracis-33611	93	65	community	community	NOUN
bracis-33611	93	66	gcn	gcn	NOUN
bracis-33611	93	67	(	(	PUNCT
bracis-33611	93	68	fcgcn	fcgcn	ADJ
bracis-33611	93	69	)	)	PUNCT
bracis-33611	93	70	in	in	ADP
bracis-33611	93	71	[	[	X
bracis-33611	93	72	48	48	NUM
bracis-33611	93	73	]	]	PUNCT
bracis-33611	93	74	,	,	PUNCT
bracis-33611	93	75	and	and	CCONJ
bracis-33611	93	76	fl	fl	X
bracis-33611	93	77	with	with	ADP
bracis-33611	93	78	asynchronous	asynchronous	ADJ
bracis-33611	93	79	gcn	gcn	NOUN
bracis-33611	93	80	in	in	ADP
bracis-33611	93	81	[	[	X
bracis-33611	93	82	49	49	NUM
bracis-33611	93	83	]	]	PUNCT
bracis-33611	93	84	are	be	AUX
bracis-33611	93	85	some	some	DET
bracis-33611	93	86	examples	example	NOUN
bracis-33611	93	87	of	of	ADP
bracis-33611	93	88	fl	fl	NOUN
bracis-33611	93	89	-	-	PUNCT
bracis-33611	93	90	based	base	VERB
bracis-33611	93	91	models	model	NOUN
bracis-33611	93	92	for	for	ADP
bracis-33611	93	93	traffic	traffic	NOUN
bracis-33611	93	94	flow	flow	NOUN
bracis-33611	93	95	and	and	CCONJ
bracis-33611	93	96	speed	speed	NOUN
bracis-33611	93	97	forecasting	forecasting	NOUN
bracis-33611	93	98	.	.	PUNCT
bracis-33611	94	1	fcms	fcms	NOUN
bracis-33611	94	2	,	,	PUNCT
bracis-33611	94	3	as	as	ADP
bracis-33611	94	4	a	a	DET
bracis-33611	94	5	neuro	neuro	NOUN
bracis-33611	94	6	-	-	PUNCT
bracis-33611	94	7	fuzzy	fuzzy	ADJ
bracis-33611	94	8	method	method	NOUN
bracis-33611	94	9	,	,	PUNCT
bracis-33611	94	10	have	have	AUX
bracis-33611	94	11	shown	show	VERB
bracis-33611	94	12	considerable	considerable	ADJ
bracis-33611	94	13	success	success	NOUN
bracis-33611	94	14	in	in	ADP
bracis-33611	94	15	capturing	capture	VERB
bracis-33611	94	16	the	the	DET
bracis-33611	94	17	dynamics	dynamic	NOUN
bracis-33611	94	18	of	of	ADP
bracis-33611	94	19	various	various	ADJ
bracis-33611	94	20	complex	complex	ADJ
bracis-33611	94	21	systems	system	NOUN
bracis-33611	94	22	and	and	CCONJ
bracis-33611	94	23	effectively	effectively	ADV
bracis-33611	94	24	handling	handle	VERB
bracis-33611	94	25	uncertainties	uncertainty	NOUN
bracis-33611	94	26	[	[	X
bracis-33611	94	27	26	26	NUM
bracis-33611	94	28	]	]	PUNCT
bracis-33611	94	29	.	.	PUNCT
bracis-33611	95	1	despite	despite	SCONJ
bracis-33611	95	2	this	this	PRON
bracis-33611	95	3	,	,	PUNCT
bracis-33611	95	4	there	there	PRON
bracis-33611	95	5	is	be	VERB
bracis-33611	95	6	a	a	DET
bracis-33611	95	7	notable	notable	ADJ
bracis-33611	95	8	gap	gap	NOUN
bracis-33611	95	9	in	in	ADP
bracis-33611	95	10	the	the	DET
bracis-33611	95	11	literature	literature	NOUN
bracis-33611	95	12	regarding	regard	VERB
bracis-33611	95	13	using	use	VERB
bracis-33611	95	14	decentralized	decentralize	VERB
bracis-33611	95	15	fcms	fcms	NOUN
bracis-33611	95	16	for	for	ADP
bracis-33611	95	17	predictive	predictive	ADJ
bracis-33611	95	18	applications	application	NOUN
bracis-33611	95	19	,	,	PUNCT
bracis-33611	95	20	such	such	ADJ
bracis-33611	95	21	as	as	ADP
bracis-33611	95	22	traffic	traffic	NOUN
bracis-33611	95	23	forecasting	forecasting	NOUN
bracis-33611	95	24	.	.	PUNCT
bracis-33611	96	1	to	to	PART
bracis-33611	96	2	address	address	VERB
bracis-33611	96	3	this	this	PRON
bracis-33611	96	4	,	,	PUNCT
bracis-33611	96	5	our	our	PRON
bracis-33611	96	6	research	research	NOUN
bracis-33611	96	7	introduces	introduce	VERB
bracis-33611	96	8	a	a	DET
bracis-33611	96	9	novel	novel	NOUN
bracis-33611	96	10	federated	federate	VERB
bracis-33611	96	11	fcm	fcm	PROPN
bracis-33611	96	12	forecasting	forecasting	NOUN
bracis-33611	96	13	model	model	NOUN
bracis-33611	96	14	in	in	ADP
bracis-33611	96	15	this	this	DET
bracis-33611	96	16	field	field	NOUN
bracis-33611	96	17	.	.	PUNCT
bracis-33611	97	1	fig	fig	NOUN
bracis-33611	97	2	.	.	PUNCT
bracis-33611	98	1	1	1	X
bracis-33611	98	2	.	.	X
bracis-33611	98	3	generic	generic	ADJ
bracis-33611	98	4	structure	structure	NOUN
bracis-33611	98	5	of	of	ADP
bracis-33611	98	6	the	the	DET
bracis-33611	98	7	proposed	propose	VERB
bracis-33611	98	8	r	r	NOUN
bracis-33611	98	9	-	-	PUNCT
bracis-33611	98	10	hfcm	hfcm	NOUN
bracis-33611	98	11	technique	technique	NOUN
bracis-33611	98	12	full	full	ADJ
bracis-33611	98	13	size	size	NOUN
bracis-33611	98	14	image	image	NOUN
bracis-33611	98	15	3	3	NUM
bracis-33611	98	16	proposed	propose	VERB
bracis-33611	98	17	fl	fl	NOUN
bracis-33611	98	18	-	-	PUNCT
bracis-33611	98	19	rhfcm	rhfcm	PRON
bracis-33611	98	20	method	method	NOUN
bracis-33611	98	21	as	as	SCONJ
bracis-33611	98	22	explained	explain	VERB
bracis-33611	98	23	in	in	ADP
bracis-33611	98	24	[	[	X
bracis-33611	98	25	15	15	NUM
bracis-33611	98	26	]	]	PUNCT
bracis-33611	98	27	,	,	PUNCT
bracis-33611	98	28	fcms	fcms	PROPN
bracis-33611	98	29	are	be	AUX
bracis-33611	98	30	composed	compose	VERB
bracis-33611	98	31	of	of	ADP
bracis-33611	98	32	a	a	DET
bracis-33611	98	33	set	set	NOUN
bracis-33611	98	34	of	of	ADP
bracis-33611	98	35	concepts	concept	NOUN
bracis-33611	98	36	and	and	CCONJ
bracis-33611	98	37	signed	sign	VERB
bracis-33611	98	38	directed	direct	VERB
bracis-33611	98	39	connections	connection	NOUN
bracis-33611	98	40	,	,	PUNCT
bracis-33611	98	41	known	know	VERB
bracis-33611	98	42	as	as	ADP
bracis-33611	98	43	weights	weight	NOUN
bracis-33611	98	44	.	.	PUNCT
bracis-33611	99	1	therefore	therefore	ADV
bracis-33611	99	2	,	,	PUNCT
bracis-33611	99	3	weight	weight	NOUN
bracis-33611	99	4	matrices	matrix	NOUN
bracis-33611	99	5	form	form	VERB
bracis-33611	99	6	the	the	DET
bracis-33611	99	7	core	core	NOUN
bracis-33611	99	8	element	element	NOUN
bracis-33611	99	9	of	of	ADP
bracis-33611	99	10	each	each	DET
bracis-33611	99	11	fcm	fcm	X
bracis-33611	99	12	,	,	PUNCT
bracis-33611	99	13	and	and	CCONJ
bracis-33611	99	14	various	various	ADJ
bracis-33611	99	15	training	training	NOUN
bracis-33611	99	16	methods	method	NOUN
bracis-33611	99	17	have	have	AUX
bracis-33611	99	18	been	be	AUX
bracis-33611	99	19	developed	develop	VERB
bracis-33611	99	20	to	to	PART
bracis-33611	99	21	optimize	optimize	VERB
bracis-33611	99	22	both	both	DET
bracis-33611	99	23	the	the	DET
bracis-33611	99	24	weights	weight	NOUN
bracis-33611	99	25	and	and	CCONJ
bracis-33611	99	26	structure	structure	NOUN
bracis-33611	99	27	.	.	PUNCT
bracis-33611	100	1	this	this	DET
bracis-33611	100	2	research	research	NOUN
bracis-33611	100	3	introduces	introduce	VERB
bracis-33611	100	4	a	a	DET
bracis-33611	100	5	novel	novel	ADJ
bracis-33611	100	6	hybrid	hybrid	ADJ
bracis-33611	100	7	univariate	univariate	ADJ
bracis-33611	100	8	forecasting	forecasting	NOUN
bracis-33611	100	9	method	method	NOUN
bracis-33611	100	10	called	call	VERB
bracis-33611	100	11	fl	fl	NOUN
bracis-33611	100	12	-	-	PUNCT
bracis-33611	100	13	rhfcm	rhfcm	PROPN
bracis-33611	100	14	,	,	PUNCT
bracis-33611	100	15	a	a	DET
bracis-33611	100	16	fusion	fusion	NOUN
bracis-33611	100	17	of	of	ADP
bracis-33611	100	18	r	r	NOUN
bracis-33611	100	19	-	-	PUNCT
bracis-33611	100	20	hfcm	hfcm	PROPN
bracis-33611	100	21	and	and	CCONJ
bracis-33611	100	22	fl	fl	PROPN
bracis-33611	100	23	,	,	PUNCT
bracis-33611	100	24	to	to	PART
bracis-33611	100	25	predict	predict	VERB
bracis-33611	100	26	traffic	traffic	NOUN
bracis-33611	100	27	flow	flow	NOUN
bracis-33611	100	28	and	and	CCONJ
bracis-33611	100	29	speed	speed	NOUN
bracis-33611	100	30	.	.	PUNCT
bracis-33611	101	1	r	r	X
bracis-33611	101	2	-	-	PUNCT
bracis-33611	101	3	hfcm	hfcm	NOUN
bracis-33611	102	1	[	[	X
bracis-33611	102	2	26	26	NUM
bracis-33611	102	3	]	]	PUNCT
bracis-33611	102	4	is	be	AUX
bracis-33611	102	5	a	a	DET
bracis-33611	102	6	centralized	centralize	VERB
bracis-33611	102	7	fcm	fcm	X
bracis-33611	102	8	-	-	PUNCT
bracis-33611	102	9	based	base	VERB
bracis-33611	102	10	forecasting	forecasting	NOUN
bracis-33611	102	11	method	method	NOUN
bracis-33611	102	12	with	with	ADP
bracis-33611	102	13	a	a	DET
bracis-33611	102	14	different	different	ADJ
bracis-33611	102	15	structure	structure	NOUN
bracis-33611	102	16	from	from	ADP
bracis-33611	102	17	regular	regular	ADJ
bracis-33611	102	18	fcms	fcms	NOUN
bracis-33611	102	19	.	.	PUNCT
bracis-33611	103	1	accordingly	accordingly	ADV
bracis-33611	103	2	,	,	PUNCT
bracis-33611	103	3	this	this	DET
bracis-33611	103	4	section	section	NOUN
bracis-33611	103	5	is	be	AUX
bracis-33611	103	6	divided	divide	VERB
bracis-33611	103	7	into	into	ADP
bracis-33611	103	8	two	two	NUM
bracis-33611	103	9	subsections	subsection	NOUN
bracis-33611	103	10	.	.	PUNCT
bracis-33611	104	1	section	section	NOUN
bracis-33611	104	2	 	 	SPACE
bracis-33611	104	3	3.1	3.1	NUM
bracis-33611	104	4	details	detail	NOUN
bracis-33611	104	5	r	r	NOUN
bracis-33611	104	6	-	-	PUNCT
bracis-33611	104	7	hfcm	hfcm	NOUN
bracis-33611	104	8	,	,	PUNCT
bracis-33611	104	9	and	and	CCONJ
bracis-33611	104	10	sect	sect	NOUN
bracis-33611	104	11	.	.	PUNCT
bracis-33611	104	12	 	 	SPACE
bracis-33611	104	13	3.2	3.2	NUM
bracis-33611	104	14	provides	provide	VERB
bracis-33611	104	15	information	information	NOUN
bracis-33611	104	16	regarding	regard	VERB
bracis-33611	104	17	our	our	PRON
bracis-33611	104	18	proposed	propose	VERB
bracis-33611	104	19	fl	fl	ADJ
bracis-33611	104	20	-	-	PUNCT
bracis-33611	104	21	rhfm	rhfm	ADJ
bracis-33611	104	22	technique	technique	NOUN
bracis-33611	104	23	.	.	PUNCT
bracis-33611	105	1	3.1	3.1	NUM
bracis-33611	105	2	centralized	centralized	ADJ
bracis-33611	105	3	r	r	X
bracis-33611	105	4	-	-	PUNCT
bracis-33611	105	5	hfcm	hfcm	NOUN
bracis-33611	105	6	method	method	PROPN
bracis-33611	105	7	r	r	NOUN
bracis-33611	105	8	-	-	PUNCT
bracis-33611	105	9	hfcm	hfcm	PROPN
bracis-33611	105	10	is	be	AUX
bracis-33611	105	11	a	a	DET
bracis-33611	105	12	hybrid	hybrid	ADJ
bracis-33611	105	13	method	method	NOUN
bracis-33611	105	14	combining	combine	VERB
bracis-33611	105	15	the	the	DET
bracis-33611	105	16	concepts	concept	NOUN
bracis-33611	105	17	of	of	ADP
bracis-33611	105	18	fts	fts	PROPN
bracis-33611	105	19	,	,	PUNCT
bracis-33611	105	20	fcms	fcms	NOUN
bracis-33611	105	21	,	,	PUNCT
bracis-33611	105	22	and	and	CCONJ
bracis-33611	105	23	echo	echo	VERB
bracis-33611	105	24	state	state	NOUN
bracis-33611	105	25	networks	network	NOUN
bracis-33611	105	26	(	(	PUNCT
bracis-33611	105	27	esn	esn	PROPN
bracis-33611	105	28	)	)	PUNCT
bracis-33611	106	1	[	[	X
bracis-33611	106	2	26	26	NUM
bracis-33611	106	3	]	]	PUNCT
bracis-33611	106	4	.	.	PUNCT
bracis-33611	107	1	more	more	ADV
bracis-33611	107	2	precisely	precisely	ADV
bracis-33611	107	3	,	,	PUNCT
bracis-33611	107	4	as	as	SCONJ
bracis-33611	107	5	shown	show	VERB
bracis-33611	107	6	in	in	ADP
bracis-33611	107	7	fig	fig	NOUN
bracis-33611	107	8	.	.	PUNCT
bracis-33611	107	9	 	 	SPACE
bracis-33611	107	10	1	1	NUM
bracis-33611	107	11	,	,	PUNCT
bracis-33611	107	12	r	r	X
bracis-33611	107	13	-	-	PUNCT
bracis-33611	107	14	hfcm	hfcm	PROPN
bracis-33611	107	15	consists	consist	VERB
bracis-33611	107	16	of	of	ADP
bracis-33611	107	17	three	three	NUM
bracis-33611	107	18	layers	layer	NOUN
bracis-33611	107	19	:	:	PUNCT
bracis-33611	107	20	the	the	DET
bracis-33611	107	21	input	input	NOUN
bracis-33611	107	22	layer	layer	NOUN
bracis-33611	107	23	,	,	PUNCT
bracis-33611	107	24	reservoir	reservoir	NOUN
bracis-33611	107	25	,	,	PUNCT
bracis-33611	107	26	and	and	CCONJ
bracis-33611	107	27	output	output	NOUN
bracis-33611	107	28	layer	layer	NOUN
bracis-33611	107	29	.	.	PUNCT
bracis-33611	108	1	the	the	DET
bracis-33611	108	2	reservoir	reservoir	NOUN
bracis-33611	108	3	layer	layer	NOUN
bracis-33611	108	4	is	be	AUX
bracis-33611	108	5	composed	compose	VERB
bracis-33611	108	6	of	of	ADP
bracis-33611	108	7	a	a	DET
bracis-33611	108	8	specific	specific	ADJ
bracis-33611	108	9	number	number	NOUN
bracis-33611	108	10	of	of	ADP
bracis-33611	108	11	sub	sub	NOUN
bracis-33611	108	12	-	-	NOUN
bracis-33611	108	13	reservoirs	reservoir	NOUN
bracis-33611	108	14	(	(	PUNCT
bracis-33611	108	15	l	l	NOUN
bracis-33611	108	16	)	)	PUNCT
bracis-33611	108	17	.	.	PUNCT
bracis-33611	109	1	each	each	PRON
bracis-33611	109	2	sub	sub	ADJ
bracis-33611	109	3	-	-	NOUN
bracis-33611	109	4	reservoir	reservoir	NOUN
bracis-33611	109	5	employs	employ	VERB
bracis-33611	109	6	the	the	DET
bracis-33611	109	7	hfcm	hfcm	PROPN
bracis-33611	109	8	-	-	PUNCT
bracis-33611	109	9	fts	fts	PROPN
bracis-33611	109	10	method	method	NOUN
bracis-33611	109	11	[	[	X
bracis-33611	109	12	50	50	NUM
bracis-33611	109	13	]	]	PUNCT
bracis-33611	109	14	,	,	PUNCT
bracis-33611	109	15	with	with	ADP
bracis-33611	109	16	weights	weight	NOUN
bracis-33611	109	17	randomly	randomly	ADV
bracis-33611	109	18	initialized	initialize	VERB
bracis-33611	109	19	following	follow	VERB
bracis-33611	109	20	the	the	DET
bracis-33611	109	21	esn	esn	PROPN
bracis-33611	109	22	approach	approach	NOUN
bracis-33611	109	23	and	and	CCONJ
bracis-33611	109	24	kept	keep	VERB
bracis-33611	109	25	constant	constant	ADJ
bracis-33611	109	26	throughout	throughout	ADP
bracis-33611	109	27	training	training	NOUN
bracis-33611	109	28	.	.	PUNCT
bracis-33611	110	1	then	then	ADV
bracis-33611	110	2	,	,	PUNCT
bracis-33611	110	3	output	output	NOUN
bracis-33611	110	4	from	from	ADP
bracis-33611	110	5	each	each	DET
bracis-33611	110	6	sub	sub	NOUN
bracis-33611	110	7	-	-	NOUN
bracis-33611	110	8	reservoir	reservoir	NOUN
bracis-33611	110	9	,	,	PUNCT
bracis-33611	110	10	generated	generate	VERB
bracis-33611	110	11	from	from	ADP
bracis-33611	110	12	the	the	DET
bracis-33611	110	13	defuzzification	defuzzification	NOUN
bracis-33611	110	14	step	step	NOUN
bracis-33611	110	15	,	,	PUNCT
bracis-33611	110	16	is	be	AUX
bracis-33611	110	17	fed	feed	VERB
bracis-33611	110	18	to	to	ADP
bracis-33611	110	19	the	the	DET
bracis-33611	110	20	output	output	NOUN
bracis-33611	110	21	layer	layer	NOUN
bracis-33611	110	22	.	.	PUNCT
bracis-33611	111	1	finally	finally	ADV
bracis-33611	111	2	,	,	PUNCT
bracis-33611	111	3	ls	ls	PROPN
bracis-33611	111	4	is	be	AUX
bracis-33611	111	5	employed	employ	VERB
bracis-33611	111	6	to	to	PART
bracis-33611	111	7	train	train	VERB
bracis-33611	111	8	the	the	DET
bracis-33611	111	9	output	output	NOUN
bracis-33611	111	10	layer	layer	NOUN
bracis-33611	111	11	and	and	CCONJ
bracis-33611	111	12	identify	identify	VERB
bracis-33611	111	13	the	the	DET
bracis-33611	111	14	optimal	optimal	ADJ
bracis-33611	111	15	values	value	NOUN
bracis-33611	111	16	of	of	ADP
bracis-33611	111	17	ls	ls	ADJ
bracis-33611	111	18	coefficients	coefficient	NOUN
bracis-33611	111	19	(	(	PUNCT
bracis-33611	111	20	\(\lambda	\(\lambda	NOUN
bracis-33611	111	21	_	_	PRON
bracis-33611	111	22	i\	i\	NOUN
bracis-33611	111	23	)	)	PUNCT
bracis-33611	111	24	)	)	PUNCT
bracis-33611	111	25	.	.	PUNCT
bracis-33611	112	1	from	from	ADP
bracis-33611	112	2	another	another	DET
bracis-33611	112	3	point	point	NOUN
bracis-33611	112	4	of	of	ADP
bracis-33611	112	5	view	view	NOUN
bracis-33611	112	6	,	,	PUNCT
bracis-33611	112	7	r	r	X
bracis-33611	112	8	-	-	PUNCT
bracis-33611	112	9	hfcm	hfcm	PROPN
bracis-33611	112	10	can	can	AUX
bracis-33611	112	11	be	be	AUX
bracis-33611	112	12	seen	see	VERB
bracis-33611	112	13	as	as	ADP
bracis-33611	112	14	an	an	DET
bracis-33611	112	15	esn	esn	PROPN
bracis-33611	112	16	(	(	PUNCT
bracis-33611	112	17	or	or	CCONJ
bracis-33611	112	18	reservoir	reservoir	PROPN
bracis-33611	112	19	computing	computing	NOUN
bracis-33611	112	20	)	)	PUNCT
bracis-33611	112	21	method	method	NOUN
bracis-33611	112	22	such	such	ADJ
bracis-33611	112	23	that	that	SCONJ
bracis-33611	112	24	only	only	ADV
bracis-33611	112	25	the	the	DET
bracis-33611	112	26	output	output	NOUN
bracis-33611	112	27	layer	layer	NOUN
bracis-33611	112	28	is	be	AUX
bracis-33611	112	29	trainable	trainable	ADJ
bracis-33611	112	30	.	.	PUNCT
bracis-33611	113	1	in	in	ADP
bracis-33611	113	2	r	r	PROPN
bracis-33611	113	3	-	-	PUNCT
bracis-33611	113	4	hfcm	hfcm	PROPN
bracis-33611	113	5	,	,	PUNCT
bracis-33611	113	6	the	the	DET
bracis-33611	113	7	ls	ls	ADJ
bracis-33611	113	8	coefficients	coefficient	NOUN
bracis-33611	113	9	(	(	PUNCT
bracis-33611	113	10	\(\lambda	\(\lambda	NOUN
bracis-33611	113	11	_	_	PRON
bracis-33611	113	12	i\	i\	NOUN
bracis-33611	113	13	)	)	PUNCT
bracis-33611	113	14	)	)	PUNCT
bracis-33611	113	15	serve	serve	VERB
bracis-33611	113	16	as	as	ADP
bracis-33611	113	17	the	the	DET
bracis-33611	113	18	sole	sole	ADJ
bracis-33611	113	19	trainable	trainable	ADJ
bracis-33611	113	20	parameters	parameter	NOUN
bracis-33611	113	21	.	.	PUNCT
bracis-33611	114	1	thus	thus	ADV
bracis-33611	114	2	,	,	PUNCT
bracis-33611	114	3	r	r	X
bracis-33611	114	4	-	-	PUNCT
bracis-33611	114	5	hfcm	hfcm	PROPN
bracis-33611	114	6	is	be	AUX
bracis-33611	114	7	not	not	PART
bracis-33611	114	8	focused	focus	VERB
bracis-33611	114	9	on	on	ADP
bracis-33611	114	10	training	train	VERB
bracis-33611	114	11	weights	weight	NOUN
bracis-33611	114	12	among	among	ADP
bracis-33611	114	13	the	the	DET
bracis-33611	114	14	concepts	concept	NOUN
bracis-33611	114	15	.	.	PUNCT
bracis-33611	115	1	this	this	DET
bracis-33611	115	2	property	property	NOUN
bracis-33611	115	3	distinguishes	distinguish	VERB
bracis-33611	115	4	r	r	NOUN
bracis-33611	115	5	-	-	PUNCT
bracis-33611	115	6	hfcm	hfcm	NOUN
bracis-33611	115	7	from	from	ADP
bracis-33611	115	8	other	other	ADJ
bracis-33611	115	9	fcm	fcm	PROPN
bracis-33611	115	10	-	-	PUNCT
bracis-33611	115	11	based	base	VERB
bracis-33611	115	12	methods	method	NOUN
bracis-33611	115	13	and	and	CCONJ
bracis-33611	115	14	makes	make	VERB
bracis-33611	115	15	it	it	PRON
bracis-33611	115	16	much	much	ADV
bracis-33611	115	17	faster	fast	ADV
bracis-33611	115	18	than	than	ADP
bracis-33611	115	19	methods	method	NOUN
bracis-33611	115	20	trained	train	VERB
bracis-33611	115	21	via	via	ADP
bracis-33611	115	22	population	population	NOUN
bracis-33611	115	23	-	-	PUNCT
bracis-33611	115	24	based	base	VERB
bracis-33611	115	25	techniques	technique	NOUN
bracis-33611	115	26	such	such	ADJ
bracis-33611	115	27	as	as	ADP
bracis-33611	115	28	genetic	genetic	ADJ
bracis-33611	115	29	algorithms	algorithm	NOUN
bracis-33611	115	30	(	(	PUNCT
bracis-33611	115	31	ga	ga	NOUN
bracis-33611	115	32	)	)	PUNCT
bracis-33611	115	33	or	or	CCONJ
bracis-33611	115	34	particle	particle	NOUN
bracis-33611	115	35	swarm	swarm	NOUN
bracis-33611	115	36	optimization	optimization	NOUN
bracis-33611	115	37	(	(	PUNCT
bracis-33611	115	38	pso	pso	NOUN
bracis-33611	115	39	)	)	PUNCT
bracis-33611	115	40	.	.	PUNCT
bracis-33611	116	1	figure	figure	NOUN
bracis-33611	116	2	 	 	SPACE
bracis-33611	116	3	2	2	NUM
bracis-33611	116	4	a	a	DET
bracis-33611	116	5	simple	simple	ADJ
bracis-33611	116	6	topology	topology	NOUN
bracis-33611	116	7	of	of	ADP
bracis-33611	116	8	the	the	DET
bracis-33611	116	9	r	r	PROPN
bracis-33611	116	10	-	-	PUNCT
bracis-33611	116	11	hfcm	hfcm	NOUN
bracis-33611	116	12	method	method	NOUN
bracis-33611	116	13	with	with	ADP
bracis-33611	116	14	\(l=2\	\(l=2\	NOUN
bracis-33611	116	15	)	)	PUNCT
bracis-33611	116	16	,	,	PUNCT
bracis-33611	116	17	\(k=5\	\(k=5\	NUM
bracis-33611	116	18	)	)	PUNCT
bracis-33611	116	19	(	(	PUNCT
bracis-33611	116	20	concepts	concept	NOUN
bracis-33611	116	21	)	)	PUNCT
bracis-33611	116	22	,	,	PUNCT
bracis-33611	116	23	and	and	CCONJ
bracis-33611	116	24	\(\varomega	\(\varomega	VERB
bracis-33611	116	25	=	=	SYM
bracis-33611	116	26	2\	2\	NUM
bracis-33611	116	27	)	)	PUNCT
bracis-33611	116	28	(	(	PUNCT
bracis-33611	116	29	order	order	NOUN
bracis-33611	116	30	)	)	PUNCT
bracis-33611	116	31	.	.	PUNCT
bracis-33611	117	1	in	in	ADP
bracis-33611	117	2	this	this	DET
bracis-33611	117	3	case	case	NOUN
bracis-33611	117	4	,	,	PUNCT
bracis-33611	117	5	ls	ls	ADJ
bracis-33611	117	6	trains	train	VERB
bracis-33611	117	7	the	the	DET
bracis-33611	117	8	output	output	NOUN
bracis-33611	117	9	layer	layer	NOUN
bracis-33611	117	10	to	to	PART
bracis-33611	117	11	find	find	VERB
bracis-33611	117	12	ls	ls	ADJ
bracis-33611	117	13	coefficients	coefficient	NOUN
bracis-33611	117	14	.	.	PUNCT
bracis-33611	118	1	the	the	DET
bracis-33611	118	2	number	number	NOUN
bracis-33611	118	3	of	of	ADP
bracis-33611	118	4	coefficients	coefficient	NOUN
bracis-33611	118	5	is	be	AUX
bracis-33611	118	6	three	three	NUM
bracis-33611	118	7	(	(	PUNCT
bracis-33611	118	8	\(\lambda	\(\lambda	PUNCT
bracis-33611	118	9	_	_	PUNCT
bracis-33611	118	10	0,\lambda	0,\lambda	NOUN
bracis-33611	119	1	_	_	PRON
bracis-33611	119	2	1\	1\	NUM
bracis-33611	119	3	)	)	PUNCT
bracis-33611	119	4	and	and	CCONJ
bracis-33611	119	5	\(\lambda	\(\lambda	PRON
bracis-33611	119	6	_	_	NOUN
bracis-33611	119	7	2\	2\	NUM
bracis-33611	119	8	)	)	PUNCT
bracis-33611	119	9	)	)	PUNCT
bracis-33611	119	10	which	which	PRON
bracis-33611	119	11	means	mean	VERB
bracis-33611	119	12	that	that	SCONJ
bracis-33611	119	13	the	the	DET
bracis-33611	119	14	number	number	NOUN
bracis-33611	119	15	of	of	ADP
bracis-33611	119	16	ls	ls	ADJ
bracis-33611	119	17	coefficients	coefficient	NOUN
bracis-33611	119	18	directly	directly	ADV
bracis-33611	119	19	depends	depend	VERB
bracis-33611	119	20	on	on	ADP
bracis-33611	119	21	the	the	DET
bracis-33611	119	22	number	number	NOUN
bracis-33611	119	23	of	of	ADP
bracis-33611	119	24	sub	sub	NOUN
bracis-33611	119	25	-	-	NOUN
bracis-33611	119	26	reservoirs	reservoir	NOUN
bracis-33611	119	27	.	.	PUNCT
bracis-33611	120	1	as	as	ADP
bracis-33611	120	2	such	such	ADJ
bracis-33611	120	3	,	,	PUNCT
bracis-33611	120	4	the	the	DET
bracis-33611	120	5	number	number	NOUN
bracis-33611	120	6	of	of	ADP
bracis-33611	120	7	ls	ls	ADJ
bracis-33611	120	8	coefficients	coefficient	NOUN
bracis-33611	120	9	is	be	AUX
bracis-33611	120	10	equal	equal	ADJ
bracis-33611	120	11	to	to	ADP
bracis-33611	120	12	\(l+1\	\(l+1\	NOUN
bracis-33611	120	13	)	)	PUNCT
bracis-33611	120	14	.	.	PUNCT
bracis-33611	121	1	the	the	DET
bracis-33611	121	2	details	detail	NOUN
bracis-33611	121	3	of	of	ADP
bracis-33611	121	4	training	training	NOUN
bracis-33611	121	5	and	and	CCONJ
bracis-33611	121	6	forecasting	forecasting	NOUN
bracis-33611	121	7	procedures	procedure	NOUN
bracis-33611	121	8	are	be	AUX
bracis-33611	121	9	described	describe	VERB
bracis-33611	121	10	in	in	ADP
bracis-33611	121	11	detail	detail	NOUN
bracis-33611	121	12	as	as	SCONJ
bracis-33611	121	13	follows	follow	VERB
bracis-33611	121	14	:	:	PUNCT
bracis-33611	121	15	fig	fig	NOUN
bracis-33611	121	16	.	.	PUNCT
bracis-33611	122	1	2	2	X
bracis-33611	122	2	.	.	X
bracis-33611	122	3	a	a	DET
bracis-33611	122	4	simple	simple	ADJ
bracis-33611	122	5	example	example	NOUN
bracis-33611	122	6	r	r	NOUN
bracis-33611	122	7	-	-	PUNCT
bracis-33611	122	8	hfcm	hfcm	NOUN
bracis-33611	122	9	model	model	NOUN
bracis-33611	122	10	with	with	ADP
bracis-33611	122	11	l	l	PROPN
bracis-33611	122	12	=	=	SYM
bracis-33611	122	13	2	2	NUM
bracis-33611	122	14	,	,	PUNCT
bracis-33611	122	15	\(\varomega	\(\varomega	X
bracis-33611	122	16	=	=	SYM
bracis-33611	122	17	2\	2\	NUM
bracis-33611	122	18	)	)	PUNCT
bracis-33611	122	19	and	and	CCONJ
bracis-33611	122	20	k	k	NOUN
bracis-33611	122	21	=	=	SYM
bracis-33611	122	22	5	5	X
bracis-33611	122	23	.	.	PUNCT
bracis-33611	122	24	full	full	ADJ
bracis-33611	122	25	size	size	NOUN
bracis-33611	122	26	image	image	NOUN
bracis-33611	122	27	a.	a.	NOUN
bracis-33611	122	28	training	training	NOUN
bracis-33611	122	29	process	process	NOUN
bracis-33611	122	30	1	1	NUM
bracis-33611	122	31	)	)	PUNCT
bracis-33611	122	32	weight	weight	NOUN
bracis-33611	122	33	and	and	CCONJ
bracis-33611	122	34	bias	bias	NOUN
bracis-33611	122	35	initialization	initialization	NOUN
bracis-33611	122	36	:	:	PUNCT
bracis-33611	122	37	the	the	DET
bracis-33611	122	38	weights	weight	NOUN
bracis-33611	122	39	among	among	ADP
bracis-33611	122	40	the	the	DET
bracis-33611	122	41	concepts	concept	NOUN
bracis-33611	122	42	\(c_i\	\(c_i\	NOUN
bracis-33611	122	43	)	)	PUNCT
bracis-33611	122	44	and	and	CCONJ
bracis-33611	122	45	\(c_j\	\(c_j\	NOUN
bracis-33611	122	46	)	)	PUNCT
bracis-33611	122	47	are	be	AUX
bracis-33611	122	48	randomly	randomly	ADV
bracis-33611	122	49	chosen	choose	VERB
bracis-33611	122	50	from	from	ADP
bracis-33611	122	51	a	a	DET
bracis-33611	122	52	uniform	uniform	ADJ
bracis-33611	122	53	distribution	distribution	NOUN
bracis-33611	122	54	in	in	ADP
bracis-33611	122	55	[	[	X
bracis-33611	122	56	−1,1	−1,1	X
bracis-33611	122	57	]	]	PUNCT
bracis-33611	122	58	and	and	CCONJ
bracis-33611	122	59	scaled	scale	VERB
bracis-33611	122	60	inspiring	inspire	VERB
bracis-33611	122	61	by	by	ADP
bracis-33611	122	62	esn	esn	PROPN
bracis-33611	122	63	weight	weight	PROPN
bracis-33611	122	64	initialization	initialization	NOUN
bracis-33611	122	65	using	use	VERB
bracis-33611	122	66	:	:	PUNCT
bracis-33611	122	67	(	(	PUNCT
bracis-33611	122	68	1	1	X
bracis-33611	122	69	)	)	PUNCT
bracis-33611	122	70	where	where	SCONJ
bracis-33611	122	71	\(\mathbf	\(\mathbf	VERB
bracis-33611	122	72	{	{	PUNCT
bracis-33611	122	73	\rho	\rho	PROPN
bracis-33611	122	74	_	_	PROPN
bracis-33611	122	75	{	{	PUNCT
bracis-33611	122	76	max}}(\mathbf	max}}(\mathbf	PROPN
bracis-33611	122	77	{	{	PUNCT
bracis-33611	122	78	w^{rand}})\	w^{rand}})\	PROPN
bracis-33611	122	79	)	)	PUNCT
bracis-33611	122	80	is	be	AUX
bracis-33611	122	81	the	the	DET
bracis-33611	122	82	largest	large	ADJ
bracis-33611	122	83	absolute	absolute	ADJ
bracis-33611	122	84	eigenvalue	eigenvalue	NOUN
bracis-33611	122	85	of	of	ADP
bracis-33611	122	86	\(\mathbf	\(\mathbf	PROPN
bracis-33611	122	87	{	{	PUNCT
bracis-33611	122	88	w^{rand}}\	w^{rand}}\	PROPN
bracis-33611	122	89	)	)	PUNCT
bracis-33611	122	90	,	,	PUNCT
bracis-33611	122	91	and	and	CCONJ
bracis-33611	122	92	\(\mathbf	\(\mathbf	VERB
bracis-33611	122	93	{	{	PUNCT
bracis-33611	122	94	\epsilon	\epsilon	NOUN
bracis-33611	122	95	}	}	PUNCT
bracis-33611	122	96	=	=	SYM
bracis-33611	122	97	0.5\	0.5\	NUM
bracis-33611	122	98	)	)	PUNCT
bracis-33611	122	99	.	.	PUNCT
bracis-33611	123	1	the	the	DET
bracis-33611	123	2	bias	bias	NOUN
bracis-33611	123	3	vector	vector	NOUN
bracis-33611	123	4	\(\mathbf	\(\mathbf	X
bracis-33611	123	5	{	{	PUNCT
bracis-33611	123	6	w^0}\	w^0}\	PROPN
bracis-33611	123	7	)	)	PUNCT
bracis-33611	123	8	is	be	AUX
bracis-33611	123	9	initialized	initialize	VERB
bracis-33611	123	10	similarly	similarly	ADV
bracis-33611	123	11	:	:	PUNCT
bracis-33611	123	12	(	(	PUNCT
bracis-33611	123	13	2	2	X
bracis-33611	123	14	)	)	PUNCT
bracis-33611	123	15	where	where	SCONJ
bracis-33611	123	16	\(\textbf{s}\	\(\textbf{s}\	NOUN
bracis-33611	123	17	)	)	PUNCT
bracis-33611	123	18	is	be	AUX
bracis-33611	123	19	the	the	DET
bracis-33611	123	20	maximum	maximum	ADJ
bracis-33611	123	21	singular	singular	ADJ
bracis-33611	123	22	value	value	NOUN
bracis-33611	123	23	of	of	ADP
bracis-33611	123	24	\(\mathbf	\(\mathbf	PROPN
bracis-33611	123	25	{	{	PUNCT
bracis-33611	123	26	w_{rand}^0}\	w_{rand}^0}\	PROPN
bracis-33611	123	27	)	)	PUNCT
bracis-33611	123	28	.	.	PUNCT
bracis-33611	124	1	2	2	X
bracis-33611	124	2	)	)	PUNCT
bracis-33611	124	3	partitioning	partitioning	NOUN
bracis-33611	124	4	:	:	PUNCT
bracis-33611	124	5	firstly	firstly	ADV
bracis-33611	124	6	,	,	PUNCT
bracis-33611	124	7	the	the	DET
bracis-33611	124	8	universe	universe	NOUN
bracis-33611	124	9	of	of	ADP
bracis-33611	124	10	discourse	discourse	NOUN
bracis-33611	124	11	(	(	PUNCT
bracis-33611	124	12	uod	uod	NOUN
bracis-33611	124	13	)	)	PUNCT
bracis-33611	124	14	is	be	AUX
bracis-33611	124	15	determined	determine	VERB
bracis-33611	124	16	using	use	VERB
bracis-33611	124	17	the	the	DET
bracis-33611	124	18	formula	formula	NOUN
bracis-33611	124	19	\(uod	\(uod	PROPN
bracis-33611	124	20	=	=	PUNCT
bracis-33611	125	1	[	[	X
bracis-33611	125	2	\min	\min	PROPN
bracis-33611	125	3	(	(	PUNCT
bracis-33611	125	4	y_i)-d_1	y_i)-d_1	PROPN
bracis-33611	125	5	,	,	PUNCT
bracis-33611	125	6	\max	\max	PROPN
bracis-33611	125	7	(	(	PUNCT
bracis-33611	125	8	y_i)+d_2]\	y_i)+d_2]\	NOUN
bracis-33611	125	9	)	)	PUNCT
bracis-33611	125	10	,	,	PUNCT
bracis-33611	125	11	where	where	SCONJ
bracis-33611	125	12	\(d_1	\(d_1	PROPN
bracis-33611	125	13	=	=	SYM
bracis-33611	125	14	\min	\min	PROPN
bracis-33611	125	15	(	(	PUNCT
bracis-33611	125	16	y_i)\times	y_i)\time	NOUN
bracis-33611	125	17	0.2\	0.2\	ADJ
bracis-33611	125	18	)	)	PUNCT
bracis-33611	125	19	and	and	CCONJ
bracis-33611	125	20	\(d_2	\(d_2	NOUN
bracis-33611	125	21	=	=	SYM
bracis-33611	125	22	\max	\max	PROPN
bracis-33611	125	23	(	(	PUNCT
bracis-33611	125	24	y_i)\times	y_i)\time	NOUN
bracis-33611	125	25	0.2\	0.2\	ADJ
bracis-33611	125	26	)	)	PUNCT
bracis-33611	125	27	.	.	PUNCT
bracis-33611	126	1	then	then	ADV
bracis-33611	126	2	,	,	PUNCT
bracis-33611	126	3	uod	uod	PROPN
bracis-33611	126	4	is	be	AUX
bracis-33611	126	5	partitioned	partition	VERB
bracis-33611	126	6	into	into	ADP
bracis-33611	126	7	k	k	PROPN
bracis-33611	126	8	even	even	ADV
bracis-33611	126	9	-	-	PUNCT
bracis-33611	126	10	length	length	NOUN
bracis-33611	126	11	intervals	interval	NOUN
bracis-33611	126	12	(	(	PUNCT
bracis-33611	126	13	representing	represent	VERB
bracis-33611	126	14	concepts	concept	NOUN
bracis-33611	126	15	of	of	ADP
bracis-33611	126	16	fcms	fcms	NOUN
bracis-33611	126	17	)	)	PUNCT
bracis-33611	126	18	using	use	VERB
bracis-33611	126	19	grid	grid	NOUN
bracis-33611	126	20	partitioning	partitioning	NOUN
bracis-33611	126	21	and	and	CCONJ
bracis-33611	126	22	the	the	DET
bracis-33611	126	23	triangular	triangular	NOUN
bracis-33611	126	24	membership	membership	NOUN
bracis-33611	126	25	function	function	NOUN
bracis-33611	126	26	.	.	PUNCT
bracis-33611	127	1	3	3	X
bracis-33611	127	2	)	)	PUNCT
bracis-33611	127	3	fuzzification	fuzzification	NOUN
bracis-33611	127	4	:	:	PUNCT
bracis-33611	127	5	in	in	ADP
bracis-33611	127	6	this	this	DET
bracis-33611	127	7	step	step	NOUN
bracis-33611	127	8	,	,	PUNCT
bracis-33611	127	9	the	the	DET
bracis-33611	127	10	activation	activation	NOUN
bracis-33611	127	11	state	state	NOUN
bracis-33611	127	12	\(a_i(t)\	\(a_i(t)\	NOUN
bracis-33611	127	13	)	)	PUNCT
bracis-33611	127	14	of	of	ADP
bracis-33611	127	15	each	each	DET
bracis-33611	127	16	concept	concept	NOUN
bracis-33611	127	17	\(c_i	\(c_i	NOUN
bracis-33611	127	18	\in	\in	PROPN
bracis-33611	127	19	c\	c\	NOUN
bracis-33611	127	20	)	)	PUNCT
bracis-33611	127	21	,	,	PUNCT
bracis-33611	127	22	\(\forall	\(\forall	ADV
bracis-33611	127	23	y(t	y(t	NOUN
bracis-33611	127	24	)	)	PUNCT
bracis-33611	127	25	\in	\in	PROPN
bracis-33611	127	26	y\	y\	NOUN
bracis-33611	127	27	)	)	PUNCT
bracis-33611	127	28	,	,	PUNCT
bracis-33611	127	29	is	be	AUX
bracis-33611	127	30	computed	compute	VERB
bracis-33611	127	31	to	to	PART
bracis-33611	127	32	convert	convert	VERB
bracis-33611	127	33	the	the	DET
bracis-33611	127	34	crisp	crisp	ADJ
bracis-33611	127	35	time	time	NOUN
bracis-33611	127	36	series	series	NOUN
bracis-33611	127	37	y	y	PROPN
bracis-33611	127	38	into	into	ADP
bracis-33611	127	39	a	a	DET
bracis-33611	127	40	fuzzy	fuzzy	ADJ
bracis-33611	127	41	series	series	NOUN
bracis-33611	127	42	a.	a.	NOUN
bracis-33611	127	43	each	each	PRON
bracis-33611	127	44	fuzzified	fuzzifie	VERB
bracis-33611	127	45	sample	sample	NOUN
bracis-33611	127	46	\(a(t	\(a(t	PROPN
bracis-33611	127	47	)	)	PUNCT
bracis-33611	127	48	\in	\in	PROPN
bracis-33611	127	49	a\	a\	NOUN
bracis-33611	127	50	)	)	PUNCT
bracis-33611	127	51	is	be	AUX
bracis-33611	127	52	given	give	VERB
bracis-33611	127	53	by	by	ADP
bracis-33611	127	54	\(a_i(t	\(a_i(t	NOUN
bracis-33611	127	55	)	)	PUNCT
bracis-33611	128	1	=	=	SYM
bracis-33611	128	2	\mu	\mu	PROPN
bracis-33611	128	3	_	_	PUNCT
bracis-33611	128	4	{	{	PUNCT
bracis-33611	128	5	c_i}(y(t))\	c_i}(y(t))\	PROPN
bracis-33611	128	6	)	)	PUNCT
bracis-33611	128	7	,	,	PUNCT
bracis-33611	128	8	\(\forall	\(\forall	ADV
bracis-33611	128	9	i\in	i\in	VERB
bracis-33611	128	10	\{1	\{1	NUM
bracis-33611	128	11	,	,	PUNCT
bracis-33611	128	12	\ldots	\ldots	INTJ
bracis-33611	128	13	,	,	PUNCT
bracis-33611	128	14	k\}\	k\}\	NOUN
bracis-33611	128	15	)	)	PUNCT
bracis-33611	128	16	.	.	PUNCT
bracis-33611	129	1	4	4	X
bracis-33611	129	2	)	)	PUNCT
bracis-33611	129	3	activation	activation	NOUN
bracis-33611	129	4	:	:	PUNCT
bracis-33611	129	5	the	the	DET
bracis-33611	129	6	state	state	NOUN
bracis-33611	129	7	value	value	NOUN
bracis-33611	129	8	of	of	ADP
bracis-33611	129	9	each	each	DET
bracis-33611	129	10	concept	concept	NOUN
bracis-33611	129	11	within	within	ADP
bracis-33611	129	12	each	each	DET
bracis-33611	129	13	sub	sub	NOUN
bracis-33611	129	14	-	-	NOUN
bracis-33611	129	15	reservoir	reservoir	NOUN
bracis-33611	129	16	at	at	ADP
bracis-33611	129	17	time	time	NOUN
bracis-33611	129	18	t+1	t+1	PROPN
bracis-33611	129	19	is	be	AUX
bracis-33611	129	20	updated	update	VERB
bracis-33611	129	21	based	base	VERB
bracis-33611	129	22	on	on	ADP
bracis-33611	129	23	the	the	DET
bracis-33611	129	24	following	follow	VERB
bracis-33611	129	25	formula	formula	NOUN
bracis-33611	129	26	:	:	PUNCT
bracis-33611	129	27	$	$	SYM
bracis-33611	129	28	$	$	SYM
bracis-33611	129	29	\begin{aligned	\begin{aligne	VERB
bracis-33611	129	30	}	}	PUNCT
bracis-33611	129	31	\textbf{a}_j(t+1	\textbf{a}_j(t+1	X
bracis-33611	129	32	)	)	PUNCT
bracis-33611	129	33	=	=	PRON
bracis-33611	129	34	f\left	f\left	VERB
bracis-33611	129	35	(	(	PUNCT
bracis-33611	129	36	\textbf{w}^0	\textbf{w}^0	NOUN
bracis-33611	129	37	+	+	X
bracis-33611	129	38	\sum	\sum	NOUN
bracis-33611	129	39	_	_	PUNCT
bracis-33611	129	40	{	{	PUNCT
bracis-33611	129	41	l=1}^\varomega	l=1}^\varomega	X
bracis-33611	129	42	\textbf{w}^{l	\textbf{w}^{l	NOUN
bracis-33611	129	43	}	}	PUNCT
bracis-33611	129	44	\cdot	\cdot	PROPN
bracis-33611	129	45	\textbf{a}(t	\textbf{a}(t	X
bracis-33611	129	46	-	-	PUNCT
bracis-33611	129	47	l+1	l+1	NOUN
bracis-33611	129	48	)	)	PUNCT
bracis-33611	130	1	\right	\right	PROPN
bracis-33611	130	2	)	)	PUNCT
bracis-33611	130	3	\end{aligned}$$	\end{aligned}$$	X
bracis-33611	130	4	(	(	PUNCT
bracis-33611	130	5	3	3	NUM
bracis-33611	130	6	)	)	PUNCT
bracis-33611	130	7	5	5	NUM
bracis-33611	130	8	)	)	PUNCT
bracis-33611	130	9	defuzzification	defuzzification	NOUN
bracis-33611	130	10	:	:	PUNCT
bracis-33611	130	11	the	the	DET
bracis-33611	130	12	output	output	NOUN
bracis-33611	130	13	from	from	ADP
bracis-33611	130	14	each	each	DET
bracis-33611	130	15	sub	sub	NOUN
bracis-33611	130	16	-	-	NOUN
bracis-33611	130	17	reservoir	reservoir	NOUN
bracis-33611	130	18	is	be	AUX
bracis-33611	130	19	generated	generate	VERB
bracis-33611	130	20	through	through	ADP
bracis-33611	130	21	this	this	DET
bracis-33611	130	22	process	process	NOUN
bracis-33611	130	23	using	use	VERB
bracis-33611	130	24	the	the	DET
bracis-33611	130	25	below	below	ADJ
bracis-33611	130	26	equation	equation	NOUN
bracis-33611	130	27	:	:	PUNCT
bracis-33611	130	28	$	$	SYM
bracis-33611	130	29	$	$	SYM
bracis-33611	130	30	\begin{aligned	\begin{aligne	VERB
bracis-33611	130	31	}	}	PUNCT
bracis-33611	130	32	\hat{y}_j(t+1)=\dfrac{\sum	\hat{y}_j(t+1)=\dfrac{\sum	ADP
bracis-33611	130	33	_	_	PRON
bracis-33611	130	34	{	{	PUNCT
bracis-33611	130	35	i=1}^k	i=1}^k	PROPN
bracis-33611	130	36	a_{ji}(t+1	a_{ji}(t+1	NOUN
bracis-33611	130	37	)	)	PUNCT
bracis-33611	130	38	\cdot	\cdot	NOUN
bracis-33611	130	39	mp_{i}}{\sum	mp_{i}}{\sum	PROPN
bracis-33611	130	40	_	_	PRON
bracis-33611	130	41	{	{	PUNCT
bracis-33611	130	42	i=1}^k	i=1}^k	PROPN
bracis-33611	130	43	a_{ji}(t+1	a_{ji}(t+1	PROPN
bracis-33611	130	44	)	)	PUNCT
bracis-33611	130	45	}	}	PUNCT
bracis-33611	130	46	\end{aligned}$$	\end{aligned}$$	X
bracis-33611	130	47	(	(	PUNCT
bracis-33611	130	48	4	4	NUM
bracis-33611	130	49	)	)	PUNCT
bracis-33611	130	50	where	where	SCONJ
bracis-33611	130	51	\(a_j(t+1)\	\(a_j(t+1)\	NOUN
bracis-33611	130	52	)	)	PUNCT
bracis-33611	130	53	is	be	AUX
bracis-33611	130	54	the	the	DET
bracis-33611	130	55	activation	activation	NOUN
bracis-33611	130	56	state	state	NOUN
bracis-33611	130	57	of	of	ADP
bracis-33611	130	58	each	each	DET
bracis-33611	130	59	concept	concept	NOUN
bracis-33611	130	60	at	at	ADP
bracis-33611	130	61	time	time	NOUN
bracis-33611	130	62	\(t+1\	\(t+1\	PROPN
bracis-33611	130	63	)	)	PUNCT
bracis-33611	130	64	and	and	CCONJ
bracis-33611	130	65	\(mp_i\	\(mp_i\	PROPN
bracis-33611	130	66	)	)	PUNCT
bracis-33611	130	67	represents	represent	VERB
bracis-33611	130	68	the	the	DET
bracis-33611	130	69	center	center	NOUN
bracis-33611	130	70	of	of	ADP
bracis-33611	130	71	each	each	DET
bracis-33611	130	72	concept	concept	NOUN
bracis-33611	130	73	\(c_i\	\(c_i\	NOUN
bracis-33611	130	74	)	)	PUNCT
bracis-33611	130	75	.	.	PUNCT
bracis-33611	131	1	6	6	X
bracis-33611	131	2	)	)	PUNCT
bracis-33611	131	3	calculating	calculate	VERB
bracis-33611	131	4	ls	ls	ADJ
bracis-33611	131	5	coefficients	coefficient	NOUN
bracis-33611	131	6	:	:	PUNCT
bracis-33611	131	7	from	from	ADP
bracis-33611	131	8	the	the	DET
bracis-33611	131	9	outputs	output	NOUN
bracis-33611	131	10	\(y_j(t+1)\	\(y_j(t+1)\	X
bracis-33611	131	11	)	)	PUNCT
bracis-33611	131	12	\(\forall	\(\forall	ADV
bracis-33611	131	13	j	j	PROPN
bracis-33611	131	14	\in	\in	PROPN
bracis-33611	131	15	\{1,\ldots	\{1,\ldot	NOUN
bracis-33611	131	16	,	,	PUNCT
bracis-33611	131	17	l\}\	l\}\	ADJ
bracis-33611	131	18	)	)	PUNCT
bracis-33611	131	19	,	,	PUNCT
bracis-33611	131	20	and	and	CCONJ
bracis-33611	131	21	for	for	ADP
bracis-33611	131	22	each	each	DET
bracis-33611	131	23	input	input	NOUN
bracis-33611	131	24	sample	sample	NOUN
bracis-33611	131	25	\(y(t)\in	\(y(t)\in	PUNCT
bracis-33611	131	26	y\	y\	NOUN
bracis-33611	131	27	)	)	PUNCT
bracis-33611	131	28	,	,	PUNCT
bracis-33611	131	29	\(t=1\ldots	\(t=1\ldots	PROPN
bracis-33611	131	30	t\	t\	PROPN
bracis-33611	131	31	)	)	PUNCT
bracis-33611	131	32	,	,	PUNCT
bracis-33611	131	33	a	a	DET
bracis-33611	131	34	design	design	NOUN
bracis-33611	131	35	matrix	matrix	NOUN
bracis-33611	131	36	x	x	PUNCT
bracis-33611	131	37	is	be	AUX
bracis-33611	131	38	formed	form	VERB
bracis-33611	131	39	for	for	ADP
bracis-33611	131	40	the	the	DET
bracis-33611	131	41	linear	linear	ADJ
bracis-33611	131	42	system	system	NOUN
bracis-33611	131	43	\(y	\(y	PRON
bracis-33611	131	44	=	=	PUNCT
bracis-33611	131	45	\lambda	\lambda	PROPN
bracis-33611	131	46	x\	x\	NOUN
bracis-33611	131	47	)	)	PUNCT
bracis-33611	131	48	.	.	PUNCT
bracis-33611	132	1	the	the	DET
bracis-33611	132	2	ls	ls	ADJ
bracis-33611	132	3	method	method	NOUN
bracis-33611	132	4	is	be	AUX
bracis-33611	132	5	then	then	ADV
bracis-33611	132	6	used	use	VERB
bracis-33611	132	7	to	to	PART
bracis-33611	132	8	find	find	VERB
bracis-33611	132	9	the	the	DET
bracis-33611	132	10	coefficient	coefficient	NOUN
bracis-33611	132	11	vector	vector	NOUN
bracis-33611	132	12	\(\lambda	\(\lambda	NOUN
bracis-33611	132	13	\	\	NOUN
bracis-33611	132	14	)	)	PUNCT
bracis-33611	132	15	to	to	PART
bracis-33611	132	16	minimize	minimize	VERB
bracis-33611	132	17	the	the	DET
bracis-33611	132	18	mean	mean	ADJ
bracis-33611	132	19	squared	square	VERB
bracis-33611	132	20	error	error	NOUN
bracis-33611	132	21	.	.	PUNCT
bracis-33611	133	1	b.	b.	PROPN
bracis-33611	133	2	forecasting	forecasting	NOUN
bracis-33611	133	3	process	process	NOUN
bracis-33611	133	4	1	1	NUM
bracis-33611	133	5	)	)	PUNCT
bracis-33611	133	6	fuzzification	fuzzification	NOUN
bracis-33611	133	7	:	:	PUNCT
bracis-33611	133	8	same	same	ADJ
bracis-33611	133	9	as	as	ADP
bracis-33611	133	10	the	the	DET
bracis-33611	133	11	third	third	ADJ
bracis-33611	133	12	stage	stage	NOUN
bracis-33611	133	13	of	of	ADP
bracis-33611	133	14	the	the	DET
bracis-33611	133	15	training	training	NOUN
bracis-33611	133	16	process	process	NOUN
bracis-33611	133	17	.	.	PUNCT
bracis-33611	134	1	2	2	X
bracis-33611	134	2	)	)	PUNCT
bracis-33611	134	3	activation	activation	NOUN
bracis-33611	134	4	:	:	PUNCT
bracis-33611	134	5	same	same	ADJ
bracis-33611	134	6	as	as	ADP
bracis-33611	134	7	the	the	DET
bracis-33611	134	8	fourth	fourth	ADJ
bracis-33611	134	9	stage	stage	NOUN
bracis-33611	134	10	of	of	ADP
bracis-33611	134	11	the	the	DET
bracis-33611	134	12	training	training	NOUN
bracis-33611	134	13	process	process	NOUN
bracis-33611	134	14	.	.	PUNCT
bracis-33611	135	1	3	3	X
bracis-33611	135	2	)	)	PUNCT
bracis-33611	135	3	defuzzification	defuzzification	NOUN
bracis-33611	135	4	:	:	PUNCT
bracis-33611	135	5	first	first	ADV
bracis-33611	135	6	,	,	PUNCT
bracis-33611	135	7	the	the	DET
bracis-33611	135	8	defuzzified	defuzzifie	VERB
bracis-33611	135	9	value	value	NOUN
bracis-33611	135	10	of	of	ADP
bracis-33611	135	11	each	each	DET
bracis-33611	135	12	sub	sub	NOUN
bracis-33611	135	13	-	-	NOUN
bracis-33611	135	14	reservoir	reservoir	NOUN
bracis-33611	135	15	is	be	AUX
bracis-33611	135	16	calculated	calculate	VERB
bracis-33611	135	17	using	use	VERB
bracis-33611	135	18	eq	eq	PROPN
bracis-33611	136	1	.	.	PUNCT
bracis-33611	136	2	 	 	SPACE
bracis-33611	136	3	4	4	X
bracis-33611	136	4	.	.	PUNCT
bracis-33611	137	1	then	then	ADV
bracis-33611	137	2	,	,	PUNCT
bracis-33611	137	3	the	the	DET
bracis-33611	137	4	linear	linear	ADJ
bracis-33611	137	5	combination	combination	NOUN
bracis-33611	137	6	of	of	ADP
bracis-33611	137	7	\(\hat{y}_j(t+1)\	\(\hat{y}_j(t+1)\	NOUN
bracis-33611	137	8	)	)	PUNCT
bracis-33611	137	9	and	and	CCONJ
bracis-33611	137	10	\(\lambda	\(\lambda	PRON
bracis-33611	137	11	_	_	PUNCT
bracis-33611	137	12	j\	j\	PUNCT
bracis-33611	137	13	)	)	PUNCT
bracis-33611	137	14	is	be	AUX
bracis-33611	137	15	considered	consider	VERB
bracis-33611	137	16	to	to	PART
bracis-33611	137	17	generate	generate	VERB
bracis-33611	137	18	the	the	DET
bracis-33611	137	19	final	final	ADJ
bracis-33611	137	20	predicted	predict	VERB
bracis-33611	137	21	value	value	NOUN
bracis-33611	137	22	as	as	SCONJ
bracis-33611	137	23	follows	follow	VERB
bracis-33611	137	24	:	:	PUNCT
bracis-33611	137	25	$	$	SYM
bracis-33611	137	26	$	$	SYM
bracis-33611	137	27	\begin{aligned	\begin{aligne	VERB
bracis-33611	137	28	}	}	PUNCT
bracis-33611	137	29	\hat{y}_{f}(t+1)=\lambda	\hat{y}_{f}(t+1)=\lambda	NOUN
bracis-33611	137	30	_	_	NOUN
bracis-33611	138	1	0+\sum	0+\sum	PUNCT
bracis-33611	139	1	_	_	PRON
bracis-33611	139	2	{	{	PUNCT
bracis-33611	139	3	j=1}^{l	j=1}^{l	NOUN
bracis-33611	139	4	}	}	PUNCT
bracis-33611	139	5	\lambda	\lambda	PROPN
bracis-33611	139	6	_	_	PROPN
bracis-33611	139	7	{	{	PUNCT
bracis-33611	139	8	j}\cdot	j}\cdot	PROPN
bracis-33611	139	9	\hat{y}_{j}(t+1	\hat{y}_{j}(t+1	PROPN
bracis-33611	139	10	)	)	PUNCT
bracis-33611	139	11	\end{aligned}$$	\end{aligned}$$	X
bracis-33611	139	12	(	(	PUNCT
bracis-33611	139	13	5	5	NUM
bracis-33611	139	14	)	)	PUNCT
bracis-33611	139	15	3.2	3.2	NUM
bracis-33611	139	16	decentralized	decentralize	VERB
bracis-33611	139	17	r	r	X
bracis-33611	139	18	-	-	PUNCT
bracis-33611	139	19	hfcm	hfcm	NOUN
bracis-33611	139	20	method	method	VERB
bracis-33611	139	21	this	this	DET
bracis-33611	139	22	section	section	NOUN
bracis-33611	139	23	introduces	introduce	VERB
bracis-33611	139	24	fl	fl	NOUN
bracis-33611	139	25	-	-	NOUN
bracis-33611	139	26	rhfcm	rhfcm	NOUN
bracis-33611	139	27	as	as	ADP
bracis-33611	139	28	a	a	DET
bracis-33611	139	29	decentralized	decentralized	ADJ
bracis-33611	139	30	adaptation	adaptation	NOUN
bracis-33611	139	31	of	of	ADP
bracis-33611	139	32	the	the	DET
bracis-33611	139	33	r	r	PROPN
bracis-33611	139	34	-	-	PUNCT
bracis-33611	139	35	hfcm	hfcm	NOUN
bracis-33611	139	36	technique	technique	NOUN
bracis-33611	139	37	,	,	PUNCT
bracis-33611	139	38	wherein	wherein	SCONJ
bracis-33611	139	39	fl	fl	PROPN
bracis-33611	139	40	is	be	AUX
bracis-33611	139	41	incorporated	incorporate	VERB
bracis-33611	139	42	into	into	ADP
bracis-33611	139	43	r	r	NOUN
bracis-33611	139	44	-	-	PUNCT
bracis-33611	139	45	hfcm	hfcm	NOUN
bracis-33611	139	46	to	to	PART
bracis-33611	139	47	enhance	enhance	VERB
bracis-33611	139	48	data	data	PROPN
bracis-33611	139	49	privacy	privacy	NOUN
bracis-33611	139	50	.	.	PUNCT
bracis-33611	140	1	thus	thus	ADV
bracis-33611	140	2	,	,	PUNCT
bracis-33611	140	3	in	in	ADP
bracis-33611	140	4	fl	fl	PROPN
bracis-33611	140	5	-	-	PUNCT
bracis-33611	140	6	rhfcm	rhfcm	PROPN
bracis-33611	140	7	,	,	PUNCT
bracis-33611	140	8	data	datum	NOUN
bracis-33611	140	9	is	be	AUX
bracis-33611	140	10	not	not	PART
bracis-33611	140	11	shared	share	VERB
bracis-33611	140	12	among	among	ADP
bracis-33611	140	13	the	the	DET
bracis-33611	140	14	users	user	NOUN
bracis-33611	140	15	,	,	PUNCT
bracis-33611	140	16	and	and	CCONJ
bracis-33611	140	17	each	each	DET
bracis-33611	140	18	user	user	NOUN
bracis-33611	140	19	is	be	AUX
bracis-33611	140	20	trained	train	VERB
bracis-33611	140	21	using	use	VERB
bracis-33611	140	22	the	the	DET
bracis-33611	140	23	local	local	ADJ
bracis-33611	140	24	dataset	dataset	NOUN
bracis-33611	140	25	.	.	PUNCT
bracis-33611	141	1	figure	figure	NOUN
bracis-33611	141	2	 	 	SPACE
bracis-33611	141	3	3	3	NUM
bracis-33611	141	4	exhibits	exhibit	VERB
bracis-33611	141	5	our	our	PRON
bracis-33611	141	6	proposed	propose	VERB
bracis-33611	141	7	fl	fl	NOUN
bracis-33611	141	8	-	-	PUNCT
bracis-33611	141	9	rhfcm	rhfcm	NOUN
bracis-33611	141	10	approach	approach	NOUN
bracis-33611	141	11	.	.	PUNCT
bracis-33611	142	1	given	give	VERB
bracis-33611	142	2	m	m	PROPN
bracis-33611	142	3	users	user	NOUN
bracis-33611	142	4	,	,	PUNCT
bracis-33611	142	5	denoted	denote	VERB
bracis-33611	142	6	as	as	ADP
bracis-33611	142	7	\(\{u_1	\(\{u_1	NOUN
bracis-33611	142	8	,	,	PUNCT
bracis-33611	142	9	u_2,\dots	u_2,\dot	NOUN
bracis-33611	142	10	,	,	PUNCT
bracis-33611	142	11	u_m\}\	u_m\}\	PROPN
bracis-33611	142	12	)	)	PUNCT
bracis-33611	142	13	,	,	PUNCT
bracis-33611	142	14	each	each	PRON
bracis-33611	142	15	associated	associate	VERB
bracis-33611	142	16	with	with	ADP
bracis-33611	142	17	its	its	PRON
bracis-33611	142	18	local	local	ADJ
bracis-33611	142	19	data	datum	NOUN
bracis-33611	142	20	denoted	denote	VERB
bracis-33611	142	21	by	by	ADP
bracis-33611	142	22	\(\{y_1	\(\{y_1	PROPN
bracis-33611	142	23	,	,	PUNCT
bracis-33611	142	24	y_2	y_2	NOUN
bracis-33611	142	25	,	,	PUNCT
bracis-33611	142	26	\dots	\dot	NOUN
bracis-33611	142	27	,	,	PUNCT
bracis-33611	142	28	y_m\	y_m\	NOUN
bracis-33611	142	29	}	}	PUNCT
bracis-33611	142	30	\	\	PROPN
bracis-33611	142	31	)	)	PUNCT
bracis-33611	142	32	.	.	PUNCT
bracis-33611	143	1	in	in	ADP
bracis-33611	143	2	fl	fl	PROPN
bracis-33611	143	3	-	-	PUNCT
bracis-33611	143	4	rhfcm	rhfcm	PROPN
bracis-33611	143	5	,	,	PUNCT
bracis-33611	143	6	the	the	DET
bracis-33611	143	7	uod	uod	PROPN
bracis-33611	143	8	for	for	ADP
bracis-33611	143	9	each	each	DET
bracis-33611	143	10	client	client	NOUN
bracis-33611	143	11	is	be	AUX
bracis-33611	143	12	calculated	calculate	VERB
bracis-33611	143	13	using	use	VERB
bracis-33611	143	14	\(uod	\(uod	PROPN
bracis-33611	143	15	=	=	PUNCT
bracis-33611	144	1	[	[	X
bracis-33611	144	2	\min	\min	PROPN
bracis-33611	144	3	(	(	PUNCT
bracis-33611	144	4	y_i)-d_1	y_i)-d_1	PROPN
bracis-33611	144	5	,	,	PUNCT
bracis-33611	144	6	\max	\max	PROPN
bracis-33611	144	7	(	(	PUNCT
bracis-33611	144	8	y_i)+d_2]\	y_i)+d_2]\	NOUN
bracis-33611	144	9	)	)	PUNCT
bracis-33611	144	10	,	,	PUNCT
bracis-33611	144	11	as	as	SCONJ
bracis-33611	144	12	expressed	express	VERB
bracis-33611	144	13	earlier	early	ADV
bracis-33611	144	14	.	.	PUNCT
bracis-33611	145	1	fig	fig	NOUN
bracis-33611	145	2	.	.	PUNCT
bracis-33611	146	1	3	3	X
bracis-33611	146	2	.	.	X
bracis-33611	146	3	the	the	DET
bracis-33611	146	4	generic	generic	ADJ
bracis-33611	146	5	architecture	architecture	NOUN
bracis-33611	146	6	of	of	ADP
bracis-33611	146	7	fl	fl	NOUN
bracis-33611	146	8	-	-	PUNCT
bracis-33611	146	9	rhfcm	rhfcm	PROPN
bracis-33611	146	10	,	,	PUNCT
bracis-33611	146	11	considering	consider	VERB
bracis-33611	146	12	m	m	VERB
bracis-33611	146	13	clients	client	NOUN
bracis-33611	146	14	with	with	ADP
bracis-33611	146	15	m	m	VERB
bracis-33611	146	16	different	different	ADJ
bracis-33611	146	17	datasets	dataset	NOUN
bracis-33611	146	18	full	full	ADJ
bracis-33611	146	19	size	size	NOUN
bracis-33611	146	20	image	image	NOUN
bracis-33611	146	21	in	in	ADP
bracis-33611	146	22	fig	fig	NOUN
bracis-33611	146	23	.	.	PUNCT
bracis-33611	146	24	 	 	SPACE
bracis-33611	147	1	3	3	NUM
bracis-33611	147	2	,	,	PUNCT
bracis-33611	147	3	\(a_i\	\(a_i\	NOUN
bracis-33611	147	4	)	)	PUNCT
bracis-33611	147	5	and	and	CCONJ
bracis-33611	147	6	\(b_i\	\(b_i\	NOUN
bracis-33611	147	7	)	)	PUNCT
bracis-33611	147	8	respectively	respectively	ADV
bracis-33611	147	9	represent	represent	VERB
bracis-33611	147	10	\(\min	\(\min	NOUN
bracis-33611	147	11	{	{	PUNCT
bracis-33611	147	12	(	(	PUNCT
bracis-33611	147	13	y_i)}\	y_i)}\	NUM
bracis-33611	147	14	)	)	PUNCT
bracis-33611	147	15	and	and	CCONJ
bracis-33611	147	16	\(\max	\(\max	X
bracis-33611	147	17	{	{	PUNCT
bracis-33611	147	18	(	(	PUNCT
bracis-33611	147	19	y_i)}\	y_i)}\	PROPN
bracis-33611	147	20	)	)	PUNCT
bracis-33611	147	21	,	,	PUNCT
bracis-33611	147	22	\(\forall	\(\forall	ADV
bracis-33611	147	23	i	i	PRON
bracis-33611	147	24	\in	\in	VERB
bracis-33611	147	25	m\	m\	NOUN
bracis-33611	147	26	)	)	PUNCT
bracis-33611	147	27	.	.	PUNCT
bracis-33611	148	1	furthermore	furthermore	ADV
bracis-33611	148	2	,	,	PUNCT
bracis-33611	148	3	\(w_0\	\(w_0\	PROPN
bracis-33611	148	4	)	)	PUNCT
bracis-33611	148	5	,	,	PUNCT
bracis-33611	148	6	w	w	PROPN
bracis-33611	148	7	,	,	PUNCT
bracis-33611	148	8	and	and	CCONJ
bracis-33611	148	9	\(\lambda	\(\lambda	NOUN
bracis-33611	148	10	_	_	PRON
bracis-33611	148	11	{	{	PUNCT
bracis-33611	148	12	avg}\	avg}\	NOUN
bracis-33611	148	13	)	)	PUNCT
bracis-33611	148	14	represent	represent	VERB
bracis-33611	148	15	bias	bias	NOUN
bracis-33611	148	16	,	,	PUNCT
bracis-33611	148	17	weight	weight	NOUN
bracis-33611	148	18	,	,	PUNCT
bracis-33611	148	19	and	and	CCONJ
bracis-33611	148	20	average	average	ADJ
bracis-33611	148	21	ls	ls	ADJ
bracis-33611	148	22	coefficients	coefficient	NOUN
bracis-33611	148	23	,	,	PUNCT
bracis-33611	148	24	respectively	respectively	ADV
bracis-33611	148	25	.	.	PUNCT
bracis-33611	149	1	as	as	SCONJ
bracis-33611	149	2	mentioned	mention	VERB
bracis-33611	149	3	earlier	early	ADV
bracis-33611	149	4	in	in	ADP
bracis-33611	149	5	sect	sect	NOUN
bracis-33611	149	6	.	.	PUNCT
bracis-33611	149	7	 	 	SPACE
bracis-33611	150	1	3.1	3.1	NUM
bracis-33611	150	2	,	,	PUNCT
bracis-33611	150	3	the	the	DET
bracis-33611	150	4	only	only	ADJ
bracis-33611	150	5	trainable	trainable	ADJ
bracis-33611	150	6	parameters	parameter	NOUN
bracis-33611	150	7	in	in	ADP
bracis-33611	150	8	the	the	DET
bracis-33611	150	9	r	r	NOUN
bracis-33611	150	10	-	-	PUNCT
bracis-33611	150	11	hfcm	hfcm	NOUN
bracis-33611	150	12	method	method	NOUN
bracis-33611	150	13	are	be	AUX
bracis-33611	150	14	ls	ls	ADJ
bracis-33611	150	15	coefficients	coefficient	NOUN
bracis-33611	150	16	.	.	PUNCT
bracis-33611	151	1	accordingly	accordingly	ADV
bracis-33611	151	2	,	,	PUNCT
bracis-33611	151	3	each	each	DET
bracis-33611	151	4	local	local	ADJ
bracis-33611	151	5	node	node	NOUN
bracis-33611	151	6	is	be	AUX
bracis-33611	151	7	in	in	ADP
bracis-33611	151	8	charge	charge	NOUN
bracis-33611	151	9	of	of	ADP
bracis-33611	151	10	training	train	VERB
bracis-33611	151	11	a	a	DET
bracis-33611	151	12	local	local	ADJ
bracis-33611	151	13	model	model	NOUN
bracis-33611	151	14	and	and	CCONJ
bracis-33611	151	15	sending	send	VERB
bracis-33611	151	16	the	the	DET
bracis-33611	151	17	local	local	ADJ
bracis-33611	151	18	model	model	NOUN
bracis-33611	151	19	to	to	ADP
bracis-33611	151	20	the	the	DET
bracis-33611	151	21	server	server	NOUN
bracis-33611	151	22	node	node	NOUN
bracis-33611	151	23	for	for	ADP
bracis-33611	151	24	aggregation	aggregation	NOUN
bracis-33611	151	25	.	.	PUNCT
bracis-33611	152	1	more	more	ADV
bracis-33611	152	2	specifically	specifically	ADV
bracis-33611	152	3	,	,	PUNCT
bracis-33611	152	4	the	the	DET
bracis-33611	152	5	steps	step	NOUN
bracis-33611	152	6	of	of	ADP
bracis-33611	152	7	our	our	PRON
bracis-33611	152	8	proposed	propose	VERB
bracis-33611	152	9	federated	federated	ADJ
bracis-33611	152	10	method	method	NOUN
bracis-33611	152	11	are	be	AUX
bracis-33611	152	12	expressed	express	VERB
bracis-33611	152	13	as	as	SCONJ
bracis-33611	152	14	follows	follow	VERB
bracis-33611	152	15	:	:	PUNCT
bracis-33611	152	16	step	step	NOUN
bracis-33611	152	17	1	1	NUM
bracis-33611	152	18	the	the	DET
bracis-33611	152	19	server	server	NOUN
bracis-33611	152	20	initializes	initialize	VERB
bracis-33611	152	21	\(w_0\	\(w_0\	PROPN
bracis-33611	152	22	)	)	PUNCT
bracis-33611	152	23	,	,	PUNCT
bracis-33611	152	24	w	w	PROPN
bracis-33611	152	25	,	,	PUNCT
bracis-33611	152	26	a	a	DET
bracis-33611	152	27	,	,	PUNCT
bracis-33611	152	28	b	b	NOUN
bracis-33611	152	29	,	,	PUNCT
bracis-33611	152	30	and	and	CCONJ
bracis-33611	152	31	\(\lambda	\(\lambda	NOUN
bracis-33611	152	32	\	\	NOUN
bracis-33611	152	33	)	)	PUNCT
bracis-33611	152	34	,	,	PUNCT
bracis-33611	152	35	then	then	ADV
bracis-33611	152	36	transmits	transmit	VERB
bracis-33611	152	37	them	they	PRON
bracis-33611	152	38	to	to	ADP
bracis-33611	152	39	the	the	DET
bracis-33611	152	40	clients	client	NOUN
bracis-33611	152	41	.	.	PUNCT
bracis-33611	153	1	besides	besides	SCONJ
bracis-33611	153	2	,	,	PUNCT
bracis-33611	153	3	\(w_0\	\(w_0\	NOUN
bracis-33611	153	4	)	)	PUNCT
bracis-33611	153	5	and	and	CCONJ
bracis-33611	153	6	w	w	NOUN
bracis-33611	153	7	remain	remain	VERB
bracis-33611	153	8	fixed	fix	VERB
bracis-33611	153	9	and	and	CCONJ
bracis-33611	153	10	are	be	AUX
bracis-33611	153	11	the	the	DET
bracis-33611	153	12	same	same	ADJ
bracis-33611	153	13	during	during	ADP
bracis-33611	153	14	all	all	DET
bracis-33611	153	15	executions	execution	NOUN
bracis-33611	153	16	.	.	PUNCT
bracis-33611	154	1	step	step	NOUN
bracis-33611	154	2	2	2	NUM
bracis-33611	154	3	each	each	DET
bracis-33611	154	4	client	client	NOUN
bracis-33611	154	5	(	(	PUNCT
bracis-33611	154	6	\(u_i\	\(u_i\	NOUN
bracis-33611	154	7	)	)	PUNCT
bracis-33611	154	8	)	)	PUNCT
bracis-33611	154	9	is	be	AUX
bracis-33611	154	10	trained	train	VERB
bracis-33611	154	11	using	use	VERB
bracis-33611	154	12	local	local	ADJ
bracis-33611	154	13	time	time	NOUN
bracis-33611	154	14	series	series	NOUN
bracis-33611	154	15	(	(	PUNCT
bracis-33611	154	16	\(y_i\	\(y_i\	PROPN
bracis-33611	154	17	)	)	PUNCT
bracis-33611	154	18	)	)	PUNCT
bracis-33611	154	19	,	,	PUNCT
bracis-33611	154	20	calculating	calculate	VERB
bracis-33611	154	21	\(a_i\	\(a_i\	NOUN
bracis-33611	154	22	)	)	PUNCT
bracis-33611	154	23	,	,	PUNCT
bracis-33611	154	24	\(b_i\	\(b_i\	PROPN
bracis-33611	154	25	)	)	PUNCT
bracis-33611	154	26	and	and	CCONJ
bracis-33611	154	27	\(\lambda	\(\lambda	NOUN
bracis-33611	154	28	_	_	NOUN
bracis-33611	154	29	i	i	PRON
bracis-33611	154	30	\in	\in	VERB
bracis-33611	154	31	\{\lambda	\{\lambda	NOUN
bracis-33611	154	32	_	_	PUNCT
bracis-33611	154	33	{	{	PUNCT
bracis-33611	154	34	0i},\lambda	0i},\lambda	NUM
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bracis-33611	154	36	{	{	PUNCT
bracis-33611	154	37	1i},\ldots	1i},\ldot	NOUN
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bracis-33611	154	40	_	_	PUNCT
bracis-33611	154	41	{	{	PUNCT
bracis-33611	154	42	li}\}\	li}\}\	NOUN
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bracis-33611	154	44	,	,	PUNCT
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bracis-33611	154	49	\	\	PROPN
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bracis-33611	155	2	3	3	NUM
bracis-33611	155	3	the	the	DET
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bracis-33611	155	5	\(a_i\	\(a_i\	NOUN
bracis-33611	155	6	)	)	PUNCT
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bracis-33611	155	14	)	)	PUNCT
bracis-33611	155	15	are	be	AUX
bracis-33611	155	16	transferred	transfer	VERB
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bracis-33611	155	18	the	the	DET
bracis-33611	155	19	server	server	NOUN
bracis-33611	155	20	for	for	ADP
bracis-33611	155	21	aggregation	aggregation	NOUN
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bracis-33611	156	1	the	the	DET
bracis-33611	156	2	server	server	NOUN
bracis-33611	156	3	updates	update	VERB
bracis-33611	156	4	a	a	DET
bracis-33611	156	5	,	,	PUNCT
bracis-33611	156	6	b	b	NOUN
bracis-33611	156	7	,	,	PUNCT
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bracis-33611	156	10	\	\	NOUN
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bracis-33611	156	19	{	{	PUNCT
bracis-33611	156	20	i=1}^{m	i=1}^{m	PROPN
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bracis-33611	156	22	a_i\	a_i\	PROPN
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bracis-33611	156	25	\	\	PROPN
bracis-33611	156	26	(	(	PUNCT
bracis-33611	156	27	b=\max	b=\max	X
bracis-33611	156	28	_	_	PRON
bracis-33611	156	29	{	{	PUNCT
bracis-33611	156	30	i=1}^{m	i=1}^{m	PROPN
bracis-33611	156	31	}	}	PUNCT
bracis-33611	156	32	b_i\	b_i\	PROPN
bracis-33611	156	33	)	)	PUNCT
bracis-33611	156	34	and	and	CCONJ
bracis-33611	156	35	\(\lambda	\(\lambda	NOUN
bracis-33611	156	36	=	=	NOUN
bracis-33611	156	37	\frac{1}{m	\frac{1}{m	ADJ
bracis-33611	156	38	}	}	PUNCT
bracis-33611	156	39	\sum	\sum	NOUN
bracis-33611	156	40	_	_	PUNCT
bracis-33611	156	41	{	{	PUNCT
bracis-33611	156	42	i=1}^{m	i=1}^{m	X
bracis-33611	156	43	}	}	PUNCT
bracis-33611	156	44	\lambda	\lambda	PROPN
bracis-33611	156	45	_	_	PUNCT
bracis-33611	156	46	i\	i\	NOUN
bracis-33611	156	47	)	)	PUNCT
bracis-33611	156	48	.	.	PUNCT
bracis-33611	157	1	step	step	NOUN
bracis-33611	157	2	4	4	NUM
bracis-33611	157	3	the	the	DET
bracis-33611	157	4	updated	update	VERB
bracis-33611	157	5	values	value	NOUN
bracis-33611	157	6	are	be	AUX
bracis-33611	157	7	shared	share	VERB
bracis-33611	157	8	with	with	ADP
bracis-33611	157	9	the	the	DET
bracis-33611	157	10	users	user	NOUN
bracis-33611	157	11	.	.	PUNCT
bracis-33611	158	1	the	the	DET
bracis-33611	158	2	performance	performance	NOUN
bracis-33611	158	3	of	of	ADP
bracis-33611	158	4	the	the	DET
bracis-33611	158	5	proposed	propose	VERB
bracis-33611	158	6	model	model	NOUN
bracis-33611	158	7	for	for	ADP
bracis-33611	158	8	each	each	DET
bracis-33611	158	9	user	user	NOUN
bracis-33611	158	10	is	be	AUX
bracis-33611	158	11	calculated	calculate	VERB
bracis-33611	158	12	in	in	ADP
bracis-33611	158	13	terms	term	NOUN
bracis-33611	158	14	of	of	ADP
bracis-33611	158	15	accuracy	accuracy	NOUN
bracis-33611	158	16	metrics	metric	NOUN
bracis-33611	158	17	.	.	PUNCT
bracis-33611	159	1	step	step	NOUN
bracis-33611	159	2	5	5	NUM
bracis-33611	159	3	this	this	DET
bracis-33611	159	4	process	process	NOUN
bracis-33611	159	5	is	be	AUX
bracis-33611	159	6	repeated	repeat	VERB
bracis-33611	159	7	in	in	ADP
bracis-33611	159	8	15	15	NUM
bracis-33611	159	9	rounds	round	NOUN
bracis-33611	159	10	.	.	PUNCT
bracis-33611	160	1	it	it	PRON
bracis-33611	160	2	is	be	AUX
bracis-33611	160	3	worth	worth	ADJ
bracis-33611	160	4	noting	note	VERB
bracis-33611	160	5	that	that	SCONJ
bracis-33611	160	6	we	we	PRON
bracis-33611	160	7	deployed	deploy	VERB
bracis-33611	160	8	fl	fl	NOUN
bracis-33611	160	9	-	-	NOUN
bracis-33611	160	10	rhfcm	rhfcm	ADJ
bracis-33611	160	11	with	with	ADP
bracis-33611	160	12	three	three	NUM
bracis-33611	160	13	client	client	NOUN
bracis-33611	160	14	nodes	node	NOUN
bracis-33611	160	15	,	,	PUNCT
bracis-33611	160	16	each	each	PRON
bracis-33611	160	17	trained	train	VERB
bracis-33611	160	18	using	use	VERB
bracis-33611	160	19	distinct	distinct	ADJ
bracis-33611	160	20	time	time	NOUN
bracis-33611	160	21	series	series	PROPN
bracis-33611	160	22	datasets	dataset	NOUN
bracis-33611	160	23	,	,	PUNCT
bracis-33611	160	24	as	as	SCONJ
bracis-33611	160	25	explained	explain	VERB
bracis-33611	160	26	in	in	ADP
bracis-33611	160	27	the	the	DET
bracis-33611	160	28	following	follow	VERB
bracis-33611	160	29	section	section	NOUN
bracis-33611	160	30	.	.	PUNCT
bracis-33611	161	1	4	4	NUM
bracis-33611	161	2	computational	computational	ADJ
bracis-33611	161	3	experiments	experiment	NOUN
bracis-33611	161	4	4.1	4.1	NUM
bracis-33611	161	5	case	case	NOUN
bracis-33611	161	6	studies	study	VERB
bracis-33611	161	7	two	two	NUM
bracis-33611	161	8	different	different	ADJ
bracis-33611	161	9	traffic	traffic	NOUN
bracis-33611	161	10	datasets	dataset	NOUN
bracis-33611	161	11	are	be	AUX
bracis-33611	161	12	exploited	exploit	VERB
bracis-33611	161	13	to	to	PART
bracis-33611	161	14	validate	validate	VERB
bracis-33611	161	15	our	our	PRON
bracis-33611	161	16	approach	approach	NOUN
bracis-33611	161	17	:	:	PUNCT
bracis-33611	161	18	1	1	X
bracis-33611	161	19	.	.	X
bracis-33611	161	20	traffic	traffic	NOUN
bracis-33611	161	21	flow	flow	NOUN
bracis-33611	161	22	(	(	PUNCT
bracis-33611	161	23	hourly)footnote	hourly)footnote	NOUN
bracis-33611	161	24	1	1	NUM
bracis-33611	161	25	:	:	PUNCT
bracis-33611	161	26	this	this	DET
bracis-33611	161	27	dataset	dataset	NOUN
bracis-33611	161	28	collected	collect	VERB
bracis-33611	161	29	from	from	ADP
bracis-33611	161	30	sensors	sensor	NOUN
bracis-33611	161	31	contains	contain	VERB
bracis-33611	161	32	48,120	48,120	NUM
bracis-33611	161	33	observations	observation	NOUN
bracis-33611	161	34	of	of	ADP
bracis-33611	161	35	the	the	DET
bracis-33611	161	36	number	number	NOUN
bracis-33611	161	37	of	of	ADP
bracis-33611	161	38	vehicles	vehicle	NOUN
bracis-33611	161	39	in	in	ADP
bracis-33611	161	40	four	four	NUM
bracis-33611	161	41	junctions	junction	NOUN
bracis-33611	161	42	;	;	PUNCT
bracis-33611	162	1	2	2	X
bracis-33611	162	2	.	.	X
bracis-33611	162	3	traffic	traffic	NOUN
bracis-33611	162	4	speed	speed	NOUN
bracis-33611	162	5	(	(	PUNCT
bracis-33611	162	6	minutely)footnote	minutely)footnote	NOUN
bracis-33611	162	7	2	2	NUM
bracis-33611	162	8	:	:	PUNCT
bracis-33611	162	9	contains	contain	VERB
bracis-33611	162	10	6	6	NUM
bracis-33611	162	11	road	road	NOUN
bracis-33611	162	12	segments	segment	NOUN
bracis-33611	162	13	of	of	ADP
bracis-33611	162	14	the	the	DET
bracis-33611	162	15	xueyuan	xueyuan	PROPN
bracis-33611	162	16	road	road	PROPN
bracis-33611	162	17	in	in	ADP
bracis-33611	162	18	beijing	beijing	PROPN
bracis-33611	162	19	,	,	PUNCT
bracis-33611	162	20	china	china	PROPN
bracis-33611	162	21	.	.	PUNCT
bracis-33611	163	1	fig	fig	NOUN
bracis-33611	163	2	.	.	PUNCT
bracis-33611	164	1	4	4	X
bracis-33611	164	2	.	.	X
bracis-33611	164	3	plotting	plot	VERB
bracis-33611	164	4	of	of	ADP
bracis-33611	164	5	8,000	8,000	NUM
bracis-33611	164	6	samples	sample	NOUN
bracis-33611	164	7	from	from	ADP
bracis-33611	164	8	three	three	NUM
bracis-33611	164	9	junctions	junction	NOUN
bracis-33611	164	10	(	(	PUNCT
bracis-33611	164	11	j1	j1	PROPN
bracis-33611	164	12	,	,	PUNCT
bracis-33611	164	13	j2	j2	PROPN
bracis-33611	164	14	,	,	PUNCT
bracis-33611	164	15	and	and	CCONJ
bracis-33611	164	16	j3	j3	PROPN
bracis-33611	164	17	)	)	PUNCT
bracis-33611	164	18	full	full	ADJ
bracis-33611	164	19	size	size	NOUN
bracis-33611	164	20	image	image	NOUN
bracis-33611	164	21	table	table	NOUN
bracis-33611	164	22	1	1	NUM
bracis-33611	164	23	.	.	PUNCT
bracis-33611	165	1	summary	summary	NOUN
bracis-33611	165	2	statistics	statistic	NOUN
bracis-33611	165	3	of	of	ADP
bracis-33611	165	4	the	the	DET
bracis-33611	165	5	6	6	NUM
bracis-33611	165	6	datasets	dataset	NOUN
bracis-33611	165	7	used	use	VERB
bracis-33611	165	8	in	in	ADP
bracis-33611	165	9	the	the	DET
bracis-33611	165	10	experimentsfull	experimentsfull	ADJ
bracis-33611	165	11	size	size	NOUN
bracis-33611	165	12	table	table	NOUN
bracis-33611	165	13	fig	fig	NOUN
bracis-33611	165	14	.	.	PUNCT
bracis-33611	166	1	5	5	X
bracis-33611	166	2	.	.	X
bracis-33611	166	3	plotting	plot	VERB
bracis-33611	166	4	of	of	ADP
bracis-33611	166	5	8,000	8,000	NUM
bracis-33611	166	6	samples	sample	NOUN
bracis-33611	166	7	from	from	ADP
bracis-33611	166	8	three	three	NUM
bracis-33611	166	9	road	road	NOUN
bracis-33611	166	10	segments	segment	NOUN
bracis-33611	166	11	(	(	PUNCT
bracis-33611	166	12	r3	r3	PROPN
bracis-33611	166	13	,	,	PUNCT
bracis-33611	166	14	r4	r4	NOUN
bracis-33611	166	15	,	,	PUNCT
bracis-33611	166	16	and	and	CCONJ
bracis-33611	166	17	r5	r5	NOUN
bracis-33611	166	18	)	)	PUNCT
bracis-33611	166	19	full	full	ADJ
bracis-33611	166	20	size	size	NOUN
bracis-33611	166	21	image	image	NOUN
bracis-33611	166	22	this	this	DET
bracis-33611	166	23	study	study	NOUN
bracis-33611	166	24	employs	employ	VERB
bracis-33611	166	25	datasets	dataset	NOUN
bracis-33611	166	26	from	from	ADP
bracis-33611	166	27	three	three	NUM
bracis-33611	166	28	junctions	junction	NOUN
bracis-33611	166	29	(	(	PUNCT
bracis-33611	166	30	j1	j1	PROPN
bracis-33611	166	31	,	,	PUNCT
bracis-33611	166	32	j2	j2	PROPN
bracis-33611	166	33	,	,	PUNCT
bracis-33611	166	34	and	and	CCONJ
bracis-33611	166	35	j3	j3	PROPN
bracis-33611	166	36	)	)	PUNCT
bracis-33611	166	37	and	and	CCONJ
bracis-33611	166	38	three	three	NUM
bracis-33611	166	39	segments	segment	NOUN
bracis-33611	166	40	(	(	PUNCT
bracis-33611	166	41	r3	r3	PROPN
bracis-33611	166	42	,	,	PUNCT
bracis-33611	166	43	r4	r4	NOUN
bracis-33611	166	44	,	,	PUNCT
bracis-33611	166	45	and	and	CCONJ
bracis-33611	166	46	r5	r5	PROPN
bracis-33611	166	47	)	)	PUNCT
bracis-33611	166	48	.	.	PUNCT
bracis-33611	167	1	detailed	detailed	ADJ
bracis-33611	167	2	information	information	NOUN
bracis-33611	167	3	about	about	ADP
bracis-33611	167	4	these	these	DET
bracis-33611	167	5	time	time	NOUN
bracis-33611	167	6	series	series	NOUN
bracis-33611	167	7	is	be	AUX
bracis-33611	167	8	reported	report	VERB
bracis-33611	167	9	in	in	ADP
bracis-33611	167	10	table	table	NOUN
bracis-33611	167	11	 	 	SPACE
bracis-33611	167	12	1	1	NUM
bracis-33611	167	13	.	.	PUNCT
bracis-33611	168	1	in	in	ADP
bracis-33611	168	2	addition	addition	NOUN
bracis-33611	168	3	,	,	PUNCT
bracis-33611	168	4	figs	fig	NOUN
bracis-33611	168	5	.	.	PUNCT
bracis-33611	168	6	 	 	SPACE
bracis-33611	168	7	4	4	NUM
bracis-33611	168	8	and	and	CCONJ
bracis-33611	168	9	5	5	NUM
bracis-33611	168	10	display	display	NOUN
bracis-33611	168	11	traffic	traffic	NOUN
bracis-33611	168	12	flow	flow	NOUN
bracis-33611	168	13	and	and	CCONJ
bracis-33611	168	14	traffic	traffic	NOUN
bracis-33611	168	15	speed	speed	NOUN
bracis-33611	168	16	time	time	NOUN
bracis-33611	168	17	series	series	NOUN
bracis-33611	168	18	,	,	PUNCT
bracis-33611	168	19	respectively	respectively	ADV
bracis-33611	168	20	.	.	PUNCT
bracis-33611	169	1	4.2	4.2	NUM
bracis-33611	169	2	experimental	experimental	ADJ
bracis-33611	169	3	methodology	methodology	NOUN
bracis-33611	169	4	root	root	NOUN
bracis-33611	169	5	mean	mean	VERB
bracis-33611	169	6	squared	square	VERB
bracis-33611	169	7	error	error	NOUN
bracis-33611	169	8	(	(	PUNCT
bracis-33611	169	9	rmse	rmse	NOUN
bracis-33611	169	10	)	)	PUNCT
bracis-33611	169	11	and	and	CCONJ
bracis-33611	169	12	normalized	normalize	VERB
bracis-33611	169	13	rmse	rmse	NOUN
bracis-33611	169	14	(	(	PUNCT
bracis-33611	169	15	nrmse	nrmse	PROPN
bracis-33611	169	16	)	)	PUNCT
bracis-33611	169	17	are	be	AUX
bracis-33611	169	18	employed	employ	VERB
bracis-33611	169	19	to	to	PART
bracis-33611	169	20	evaluate	evaluate	VERB
bracis-33611	169	21	the	the	DET
bracis-33611	169	22	model	model	NOUN
bracis-33611	169	23	’s	’s	PART
bracis-33611	169	24	accuracy	accuracy	NOUN
bracis-33611	169	25	.	.	PUNCT
bracis-33611	170	1	rmse	rmse	PROPN
bracis-33611	170	2	is	be	AUX
bracis-33611	170	3	calculated	calculate	VERB
bracis-33611	170	4	 	 	SPACE
bracis-33611	170	5	using	use	VERB
bracis-33611	170	6	$	$	SYM
bracis-33611	170	7	$	$	NUM
bracis-33611	170	8	rmse	rmse	NOUN
bracis-33611	170	9	=	=	SYM
bracis-33611	170	10	\sqrt	\sqrt	PROPN
bracis-33611	170	11	{	{	PUNCT
bracis-33611	170	12	\frac{1}{n	\frac{1}{n	NOUN
bracis-33611	170	13	}	}	PUNCT
bracis-33611	170	14	\sum	\sum	NOUN
bracis-33611	170	15	_	_	PUNCT
bracis-33611	170	16	{	{	PUNCT
bracis-33611	170	17	i=1}^n	i=1}^n	X
bracis-33611	170	18	(	(	PUNCT
bracis-33611	170	19	y_i	y_i	X
bracis-33611	170	20	\hat{y}_i)^2	\hat{y}_i)^2	NOUN
bracis-33611	170	21	}	}	PUNCT
bracis-33611	170	22	,	,	PUNCT
bracis-33611	170	23	$	$	SYM
bracis-33611	170	24	$	$	NOUN
bracis-33611	170	25	where	where	SCONJ
bracis-33611	170	26	\(y_i\	\(y_i\	NOUN
bracis-33611	170	27	)	)	PUNCT
bracis-33611	170	28	represents	represent	VERB
bracis-33611	170	29	the	the	DET
bracis-33611	170	30	actual	actual	ADJ
bracis-33611	170	31	values	value	NOUN
bracis-33611	170	32	,	,	PUNCT
bracis-33611	170	33	\(\hat{y}_i\	\(\hat{y}_i\	NOUN
bracis-33611	170	34	)	)	PUNCT
bracis-33611	170	35	represents	represent	VERB
bracis-33611	170	36	the	the	DET
bracis-33611	170	37	predicted	predict	VERB
bracis-33611	170	38	values	value	NOUN
bracis-33611	170	39	,	,	PUNCT
bracis-33611	170	40	and	and	CCONJ
bracis-33611	170	41	n	n	PRON
bracis-33611	170	42	is	be	AUX
bracis-33611	170	43	the	the	DET
bracis-33611	170	44	total	total	ADJ
bracis-33611	170	45	number	number	NOUN
bracis-33611	170	46	of	of	ADP
bracis-33611	170	47	samples	sample	NOUN
bracis-33611	170	48	.	.	PUNCT
bracis-33611	171	1	nrmse	nrmse	NOUN
bracis-33611	171	2	is	be	AUX
bracis-33611	171	3	then	then	ADV
bracis-33611	171	4	obtained	obtain	VERB
bracis-33611	171	5	by	by	ADP
bracis-33611	171	6	normalizing	normalize	VERB
bracis-33611	171	7	rmse	rmse	NOUN
bracis-33611	171	8	as	as	SCONJ
bracis-33611	171	9	follows	follow	VERB
bracis-33611	171	10	:	:	PUNCT
bracis-33611	171	11	$	$	SYM
bracis-33611	171	12	$	$	SYM
bracis-33611	171	13	nrmse	nrmse	NOUN
bracis-33611	171	14	=	=	PUNCT
bracis-33611	171	15	\frac{rmse}{y_{max}-y_{min	\frac{rmse}{y_{max}-y_{min	NOUN
bracis-33611	171	16	}	}	PUNCT
bracis-33611	171	17	}	}	PUNCT
bracis-33611	171	18	.	.	PUNCT
bracis-33611	172	1	$	$	SYM
bracis-33611	172	2	$	$	SYM
bracis-33611	172	3	these	these	DET
bracis-33611	172	4	metrics	metric	NOUN
bracis-33611	172	5	provide	provide	VERB
bracis-33611	172	6	insights	insight	NOUN
bracis-33611	172	7	into	into	ADP
bracis-33611	172	8	the	the	DET
bracis-33611	172	9	model	model	NOUN
bracis-33611	172	10	’s	’s	PART
bracis-33611	172	11	performance	performance	NOUN
bracis-33611	172	12	.	.	PUNCT
bracis-33611	173	1	it	it	PRON
bracis-33611	173	2	is	be	AUX
bracis-33611	173	3	noteworthy	noteworthy	ADJ
bracis-33611	173	4	that	that	SCONJ
bracis-33611	173	5	80	80	NUM
bracis-33611	173	6	%	%	NOUN
bracis-33611	173	7	of	of	ADP
bracis-33611	173	8	each	each	DET
bracis-33611	173	9	dataset	dataset	NOUN
bracis-33611	173	10	is	be	AUX
bracis-33611	173	11	designated	designate	VERB
bracis-33611	173	12	for	for	ADP
bracis-33611	173	13	training	training	NOUN
bracis-33611	173	14	,	,	PUNCT
bracis-33611	173	15	while	while	SCONJ
bracis-33611	173	16	the	the	DET
bracis-33611	173	17	remaining	remain	VERB
bracis-33611	173	18	20	20	NUM
bracis-33611	173	19	%	%	NOUN
bracis-33611	173	20	is	be	AUX
bracis-33611	173	21	for	for	ADP
bracis-33611	173	22	testing	testing	NOUN
bracis-33611	173	23	.	.	PUNCT
bracis-33611	174	1	the	the	DET
bracis-33611	174	2	model	model	NOUN
bracis-33611	174	3	’s	’s	PART
bracis-33611	174	4	python	python	PROPN
bracis-33611	174	5	code	code	NOUN
bracis-33611	174	6	is	be	AUX
bracis-33611	174	7	publicly	publicly	ADV
bracis-33611	174	8	available	available	ADJ
bracis-33611	174	9	for	for	ADP
bracis-33611	174	10	replication	replication	NOUN
bracis-33611	174	11	via	via	ADP
bracis-33611	174	12	the	the	DET
bracis-33611	174	13	provided	provide	VERB
bracis-33611	174	14	link	link	NOUN
bracis-33611	174	15	:	:	PUNCT
bracis-33611	174	16	https://github.com/omidufmg2019/fl-rhfcm-model	https://github.com/omidufmg2019/fl-rhfcm-model	X
bracis-33611	174	17	.	.	NOUN
bracis-33611	174	18	5	5	NUM
bracis-33611	174	19	results	result	NOUN
bracis-33611	174	20	and	and	CCONJ
bracis-33611	174	21	 	 	SPACE
bracis-33611	174	22	discussion	discussion	NOUN
bracis-33611	174	23	this	this	DET
bracis-33611	174	24	section	section	NOUN
bracis-33611	174	25	analyzes	analyze	VERB
bracis-33611	174	26	the	the	DET
bracis-33611	174	27	accuracy	accuracy	NOUN
bracis-33611	174	28	of	of	ADP
bracis-33611	174	29	fl	fl	NOUN
bracis-33611	174	30	-	-	NOUN
bracis-33611	174	31	rhfcm	rhfcm	ADJ
bracis-33611	174	32	in	in	ADP
bracis-33611	174	33	comparison	comparison	NOUN
bracis-33611	174	34	to	to	ADP
bracis-33611	174	35	various	various	ADJ
bracis-33611	174	36	centralized	centralized	ADJ
bracis-33611	174	37	methods	method	NOUN
bracis-33611	174	38	,	,	PUNCT
bracis-33611	174	39	including	include	VERB
bracis-33611	174	40	r	r	NOUN
bracis-33611	174	41	-	-	PUNCT
bracis-33611	174	42	hfcm	hfcm	NOUN
bracis-33611	174	43	,	,	PUNCT
bracis-33611	174	44	pwfts	pwft	NOUN
bracis-33611	174	45	,	,	PUNCT
bracis-33611	174	46	lstm	lstm	PROPN
bracis-33611	174	47	,	,	PUNCT
bracis-33611	174	48	cnn	cnn	PROPN
bracis-33611	174	49	,	,	PUNCT
bracis-33611	174	50	cnn	cnn	PROPN
bracis-33611	174	51	-	-	PUNCT
bracis-33611	174	52	lstm	lstm	PROPN
bracis-33611	174	53	,	,	PUNCT
bracis-33611	174	54	and	and	CCONJ
bracis-33611	174	55	arima	arima	PROPN
bracis-33611	174	56	.	.	PUNCT
bracis-33611	175	1	as	as	SCONJ
bracis-33611	175	2	we	we	PRON
bracis-33611	175	3	mentioned	mention	VERB
bracis-33611	175	4	,	,	PUNCT
bracis-33611	175	5	fl	fl	NOUN
bracis-33611	175	6	-	-	PUNCT
bracis-33611	175	7	rhfcm	rhfcm	PRON
bracis-33611	175	8	includes	include	VERB
bracis-33611	175	9	three	three	NUM
bracis-33611	175	10	client	client	NOUN
bracis-33611	175	11	nodes	node	NOUN
bracis-33611	175	12	.	.	PUNCT
bracis-33611	176	1	two	two	NUM
bracis-33611	176	2	scenarios	scenario	NOUN
bracis-33611	176	3	are	be	AUX
bracis-33611	176	4	considered	consider	VERB
bracis-33611	176	5	:	:	PUNCT
bracis-33611	176	6	(	(	PUNCT
bracis-33611	176	7	i	i	NOUN
bracis-33611	176	8	)	)	PUNCT
bracis-33611	176	9	in	in	ADP
bracis-33611	176	10	the	the	DET
bracis-33611	176	11	first	first	ADJ
bracis-33611	176	12	scenario	scenario	NOUN
bracis-33611	176	13	,	,	PUNCT
bracis-33611	176	14	each	each	DET
bracis-33611	176	15	traffic	traffic	NOUN
bracis-33611	176	16	speed	speed	NOUN
bracis-33611	176	17	time	time	NOUN
bracis-33611	176	18	series	series	PROPN
bracis-33611	176	19	(	(	PUNCT
bracis-33611	176	20	r3	r3	PROPN
bracis-33611	176	21	,	,	PUNCT
bracis-33611	176	22	r4	r4	NOUN
bracis-33611	176	23	,	,	PUNCT
bracis-33611	176	24	and	and	CCONJ
bracis-33611	176	25	r5	r5	NOUN
bracis-33611	176	26	)	)	PUNCT
bracis-33611	176	27	is	be	AUX
bracis-33611	176	28	directed	direct	VERB
bracis-33611	176	29	to	to	ADP
bracis-33611	176	30	each	each	DET
bracis-33611	176	31	node	node	NOUN
bracis-33611	176	32	,	,	PUNCT
bracis-33611	176	33	and	and	CCONJ
bracis-33611	176	34	(	(	PUNCT
bracis-33611	176	35	ii	ii	NOUN
bracis-33611	176	36	)	)	PUNCT
bracis-33611	176	37	in	in	ADP
bracis-33611	176	38	the	the	DET
bracis-33611	176	39	second	second	ADJ
bracis-33611	176	40	scenario	scenario	NOUN
bracis-33611	176	41	,	,	PUNCT
bracis-33611	176	42	each	each	DET
bracis-33611	176	43	node	node	NOUN
bracis-33611	176	44	receives	receive	VERB
bracis-33611	176	45	its	its	PRON
bracis-33611	176	46	traffic	traffic	NOUN
bracis-33611	176	47	flow	flow	NOUN
bracis-33611	176	48	time	time	NOUN
bracis-33611	176	49	series	series	PROPN
bracis-33611	176	50	(	(	PUNCT
bracis-33611	176	51	j1	j1	PROPN
bracis-33611	176	52	,	,	PUNCT
bracis-33611	176	53	j2	j2	PROPN
bracis-33611	176	54	,	,	PUNCT
bracis-33611	176	55	and	and	CCONJ
bracis-33611	176	56	j3	j3	PROPN
bracis-33611	176	57	)	)	PUNCT
bracis-33611	176	58	.	.	PUNCT
bracis-33611	177	1	to	to	PART
bracis-33611	177	2	obtain	obtain	VERB
bracis-33611	177	3	the	the	DET
bracis-33611	177	4	optimized	optimize	VERB
bracis-33611	177	5	performance	performance	NOUN
bracis-33611	177	6	of	of	ADP
bracis-33611	177	7	the	the	DET
bracis-33611	177	8	fl	fl	PROPN
bracis-33611	177	9	-	-	PUNCT
bracis-33611	177	10	hfcm	hfcm	NOUN
bracis-33611	177	11	technique	technique	NOUN
bracis-33611	177	12	,	,	PUNCT
bracis-33611	177	13	multiple	multiple	ADJ
bracis-33611	177	14	experiments	experiment	NOUN
bracis-33611	177	15	are	be	AUX
bracis-33611	177	16	conducted	conduct	VERB
bracis-33611	177	17	,	,	PUNCT
bracis-33611	177	18	exploring	explore	VERB
bracis-33611	177	19	various	various	ADJ
bracis-33611	177	20	combinations	combination	NOUN
bracis-33611	177	21	of	of	ADP
bracis-33611	177	22	hyperparameters	hyperparameter	NOUN
bracis-33611	177	23	(	(	PUNCT
bracis-33611	177	24	hps	hps	NOUN
bracis-33611	177	25	)	)	PUNCT
bracis-33611	177	26	including	include	VERB
bracis-33611	177	27	\(k	\(k	NOUN
bracis-33611	177	28	\in	\in	NOUN
bracis-33611	177	29	\{3,4,\ldots	\{3,4,\ldot	NOUN
bracis-33611	177	30	,	,	PUNCT
bracis-33611	177	31	10,20,30\}\	10,20,30\}\	NUM
bracis-33611	177	32	)	)	PUNCT
bracis-33611	177	33	,	,	PUNCT
bracis-33611	177	34	\(l	\(l	DET
bracis-33611	177	35	\in	\in	ADJ
bracis-33611	177	36	\{2,3,\ldots	\{2,3,\ldot	NOUN
bracis-33611	177	37	,	,	PUNCT
bracis-33611	177	38	10,20,40\}\	10,20,40\}\	NUM
bracis-33611	177	39	)	)	PUNCT
bracis-33611	177	40	,	,	PUNCT
bracis-33611	177	41	\(\varomega	\(\varomega	PUNCT
bracis-33611	177	42	\in	\in	ADJ
bracis-33611	177	43	\{2,3,\ldots	\{2,3,\ldot	NOUN
bracis-33611	177	44	,	,	PUNCT
bracis-33611	177	45	10\}\	10\}\	NUM
bracis-33611	177	46	)	)	PUNCT
bracis-33611	177	47	,	,	PUNCT
bracis-33611	177	48	and	and	CCONJ
bracis-33611	177	49	\(f	\(f	X
bracis-33611	177	50	\in	\in	PROPN
bracis-33611	177	51	\{sigmoid	\{sigmoid	PROPN
bracis-33611	177	52	,	,	PUNCT
bracis-33611	177	53	tanh	tanh	NOUN
bracis-33611	177	54	,	,	PUNCT
bracis-33611	177	55	relu\	relu\	VERB
bracis-33611	177	56	}	}	PUNCT
bracis-33611	177	57	\	\	NOUN
bracis-33611	177	58	)	)	PUNCT
bracis-33611	177	59	)	)	PUNCT
bracis-33611	177	60	.	.	PUNCT
bracis-33611	178	1	in	in	ADP
bracis-33611	178	2	scenario	scenario	NOUN
bracis-33611	178	3	1	1	NUM
bracis-33611	178	4	,	,	PUNCT
bracis-33611	178	5	the	the	DET
bracis-33611	178	6	best	good	ADJ
bracis-33611	178	7	performance	performance	NOUN
bracis-33611	178	8	is	be	AUX
bracis-33611	178	9	achieved	achieve	VERB
bracis-33611	178	10	with	with	ADP
bracis-33611	178	11	\(l=20\	\(l=20\	NOUN
bracis-33611	178	12	)	)	PUNCT
bracis-33611	178	13	,	,	PUNCT
bracis-33611	178	14	\(k=3\	\(k=3\	NOUN
bracis-33611	178	15	)	)	PUNCT
bracis-33611	178	16	,	,	PUNCT
bracis-33611	178	17	\(\varomega	\(\varomega	X
bracis-33611	178	18	=	=	SYM
bracis-33611	178	19	5\	5\	PROPN
bracis-33611	178	20	)	)	PUNCT
bracis-33611	178	21	,	,	PUNCT
bracis-33611	178	22	and	and	CCONJ
bracis-33611	178	23	\(f	\(f	NOUN
bracis-33611	178	24	=	=	NOUN
bracis-33611	178	25	tanh\	tanh\	NOUN
bracis-33611	178	26	)	)	PUNCT
bracis-33611	178	27	,	,	PUNCT
bracis-33611	178	28	whereas	whereas	SCONJ
bracis-33611	178	29	\(l=8\	\(l=8\	NOUN
bracis-33611	178	30	)	)	PUNCT
bracis-33611	178	31	,	,	PUNCT
bracis-33611	178	32	\(k=3\	\(k=3\	NOUN
bracis-33611	178	33	)	)	PUNCT
bracis-33611	178	34	,	,	PUNCT
bracis-33611	178	35	\(\varomega	\(\varomega	X
bracis-33611	178	36	=	=	SYM
bracis-33611	178	37	5\	5\	PROPN
bracis-33611	178	38	)	)	PUNCT
bracis-33611	178	39	,	,	PUNCT
bracis-33611	178	40	and	and	CCONJ
bracis-33611	178	41	\(f	\(f	NOUN
bracis-33611	178	42	=	=	NOUN
bracis-33611	178	43	tanh\	tanh\	NOUN
bracis-33611	178	44	)	)	PUNCT
bracis-33611	178	45	yield	yield	VERB
bracis-33611	178	46	the	the	DET
bracis-33611	178	47	best	good	ADJ
bracis-33611	178	48	result	result	NOUN
bracis-33611	178	49	in	in	ADP
bracis-33611	178	50	scenario	scenario	NOUN
bracis-33611	178	51	2	2	NUM
bracis-33611	178	52	.	.	PUNCT
bracis-33611	179	1	it	it	PRON
bracis-33611	179	2	is	be	AUX
bracis-33611	179	3	worth	worth	ADJ
bracis-33611	179	4	observing	observe	VERB
bracis-33611	179	5	that	that	SCONJ
bracis-33611	179	6	the	the	DET
bracis-33611	179	7	randomized	randomized	ADJ
bracis-33611	179	8	grid	grid	NOUN
bracis-33611	179	9	search	search	NOUN
bracis-33611	179	10	is	be	AUX
bracis-33611	179	11	utilized	utilize	VERB
bracis-33611	179	12	to	to	PART
bracis-33611	179	13	find	find	VERB
bracis-33611	179	14	the	the	DET
bracis-33611	179	15	best	good	ADJ
bracis-33611	179	16	hps	hps	NOUN
bracis-33611	179	17	for	for	ADP
bracis-33611	179	18	competing	compete	VERB
bracis-33611	179	19	methods	method	NOUN
bracis-33611	179	20	.	.	PUNCT
bracis-33611	180	1	table	table	NOUN
bracis-33611	180	2	 	 	SPACE
bracis-33611	180	3	2	2	NUM
bracis-33611	180	4	showcases	showcase	VERB
bracis-33611	180	5	the	the	DET
bracis-33611	180	6	experimental	experimental	ADJ
bracis-33611	180	7	results	result	NOUN
bracis-33611	180	8	of	of	ADP
bracis-33611	180	9	all	all	DET
bracis-33611	180	10	methods	method	NOUN
bracis-33611	180	11	to	to	PART
bracis-33611	180	12	compare	compare	VERB
bracis-33611	180	13	the	the	DET
bracis-33611	180	14	performance	performance	NOUN
bracis-33611	180	15	of	of	ADP
bracis-33611	180	16	fl	fl	NOUN
bracis-33611	180	17	-	-	NOUN
bracis-33611	180	18	rhfcm	rhfcm	ADJ
bracis-33611	180	19	with	with	ADP
bracis-33611	180	20	other	other	ADJ
bracis-33611	180	21	centralized	centralized	ADJ
bracis-33611	180	22	techniques	technique	NOUN
bracis-33611	180	23	.	.	PUNCT
bracis-33611	181	1	the	the	DET
bracis-33611	181	2	evaluation	evaluation	NOUN
bracis-33611	181	3	metrics	metric	NOUN
bracis-33611	181	4	used	use	VERB
bracis-33611	181	5	are	be	AUX
bracis-33611	181	6	rmse	rmse	ADJ
bracis-33611	181	7	and	and	CCONJ
bracis-33611	181	8	nrmse	nrmse	NOUN
bracis-33611	181	9	,	,	PUNCT
bracis-33611	181	10	where	where	SCONJ
bracis-33611	181	11	the	the	DET
bracis-33611	181	12	top	top	ADJ
bracis-33611	181	13	result	result	NOUN
bracis-33611	181	14	for	for	SCONJ
bracis-33611	181	15	each	each	DET
bracis-33611	181	16	dataset	dataset	NOUN
bracis-33611	181	17	is	be	AUX
bracis-33611	181	18	highlighted	highlight	VERB
bracis-33611	181	19	in	in	ADP
bracis-33611	181	20	bold	bold	ADJ
bracis-33611	181	21	and	and	CCONJ
bracis-33611	181	22	the	the	DET
bracis-33611	181	23	second	second	ADV
bracis-33611	181	24	-	-	PUNCT
bracis-33611	181	25	best	good	ADJ
bracis-33611	181	26	is	be	AUX
bracis-33611	181	27	underscored	underscore	VERB
bracis-33611	181	28	.	.	PUNCT
bracis-33611	182	1	table	table	NOUN
bracis-33611	182	2	2	2	NUM
bracis-33611	182	3	.	.	PUNCT
bracis-33611	182	4	comparison	comparison	NOUN
bracis-33611	182	5	of	of	ADP
bracis-33611	182	6	the	the	DET
bracis-33611	182	7	fl	fl	NOUN
bracis-33611	182	8	-	-	PUNCT
bracis-33611	182	9	rhfcm	rhfcm	NOUN
bracis-33611	182	10	method	method	NOUN
bracis-33611	182	11	with	with	ADP
bracis-33611	182	12	other	other	ADJ
bracis-33611	182	13	centralized	centralize	VERB
bracis-33611	182	14	modelsfull	modelsfull	NOUN
bracis-33611	182	15	size	size	NOUN
bracis-33611	182	16	table	table	NOUN
bracis-33611	182	17	the	the	DET
bracis-33611	182	18	recorded	record	VERB
bracis-33611	182	19	results	result	NOUN
bracis-33611	182	20	in	in	ADP
bracis-33611	182	21	table	table	NOUN
bracis-33611	182	22	 	 	SPACE
bracis-33611	182	23	2	2	NUM
bracis-33611	182	24	suggest	suggest	VERB
bracis-33611	182	25	that	that	SCONJ
bracis-33611	182	26	fl	fl	NOUN
bracis-33611	182	27	-	-	PUNCT
bracis-33611	182	28	rhfcm	rhfcm	PRON
bracis-33611	182	29	performs	perform	VERB
bracis-33611	182	30	better	well	ADV
bracis-33611	182	31	predicting	predict	VERB
bracis-33611	182	32	traffic	traffic	NOUN
bracis-33611	182	33	speed	speed	NOUN
bracis-33611	182	34	than	than	ADP
bracis-33611	182	35	forecasting	forecast	VERB
bracis-33611	182	36	traffic	traffic	NOUN
bracis-33611	182	37	flow	flow	NOUN
bracis-33611	182	38	.	.	PUNCT
bracis-33611	183	1	in	in	ADP
bracis-33611	183	2	more	more	ADJ
bracis-33611	183	3	detail	detail	NOUN
bracis-33611	183	4	,	,	PUNCT
bracis-33611	183	5	fl	fl	NOUN
bracis-33611	183	6	-	-	PUNCT
bracis-33611	183	7	rhfcm	rhfcm	ADV
bracis-33611	183	8	outperforms	outperform	VERB
bracis-33611	183	9	other	other	ADJ
bracis-33611	183	10	competing	compete	VERB
bracis-33611	183	11	methods	method	NOUN
bracis-33611	183	12	with	with	ADP
bracis-33611	183	13	r3	r3	PROPN
bracis-33611	183	14	and	and	CCONJ
bracis-33611	183	15	j3	j3	PROPN
bracis-33611	183	16	datasets	dataset	NOUN
bracis-33611	183	17	,	,	PUNCT
bracis-33611	183	18	while	while	SCONJ
bracis-33611	183	19	centralized	centralized	ADJ
bracis-33611	183	20	r	r	X
bracis-33611	183	21	-	-	PUNCT
bracis-33611	183	22	hfcm	hfcm	PROPN
bracis-33611	183	23	is	be	AUX
bracis-33611	183	24	superior	superior	ADJ
bracis-33611	183	25	for	for	ADP
bracis-33611	183	26	r4	r4	NOUN
bracis-33611	183	27	,	,	PUNCT
bracis-33611	183	28	r5	r5	PROPN
bracis-33611	183	29	,	,	PUNCT
bracis-33611	183	30	and	and	CCONJ
bracis-33611	183	31	j2	j2	PROPN
bracis-33611	183	32	.	.	PUNCT
bracis-33611	184	1	to	to	ADP
bracis-33611	184	2	this	this	DET
bracis-33611	184	3	end	end	NOUN
bracis-33611	184	4	,	,	PUNCT
bracis-33611	184	5	employing	employ	VERB
bracis-33611	184	6	the	the	DET
bracis-33611	184	7	average	average	ADJ
bracis-33611	184	8	nrmse	nrmse	NOUN
bracis-33611	184	9	facilitates	facilitate	VERB
bracis-33611	184	10	a	a	DET
bracis-33611	184	11	meticulous	meticulous	ADJ
bracis-33611	184	12	comparison	comparison	NOUN
bracis-33611	184	13	of	of	ADP
bracis-33611	184	14	the	the	DET
bracis-33611	184	15	accuracy	accuracy	NOUN
bracis-33611	184	16	of	of	ADP
bracis-33611	184	17	the	the	DET
bracis-33611	184	18	methods	method	NOUN
bracis-33611	184	19	.	.	PUNCT
bracis-33611	185	1	according	accord	VERB
bracis-33611	185	2	to	to	ADP
bracis-33611	185	3	the	the	DET
bracis-33611	185	4	table	table	NOUN
bracis-33611	185	5	,	,	PUNCT
bracis-33611	185	6	r	r	X
bracis-33611	185	7	-	-	PUNCT
bracis-33611	185	8	hfcm	hfcm	PROPN
bracis-33611	185	9	demonstrates	demonstrate	VERB
bracis-33611	185	10	the	the	DET
bracis-33611	185	11	most	most	ADV
bracis-33611	185	12	accurate	accurate	ADJ
bracis-33611	185	13	predictor	predictor	NOUN
bracis-33611	185	14	.	.	PUNCT
bracis-33611	186	1	although	although	SCONJ
bracis-33611	186	2	pwfts	pwft	NOUN
bracis-33611	186	3	,	,	PUNCT
bracis-33611	186	4	cnn	cnn	PROPN
bracis-33611	186	5	-	-	PUNCT
bracis-33611	186	6	lstm	lstm	PROPN
bracis-33611	186	7	,	,	PUNCT
bracis-33611	186	8	and	and	CCONJ
bracis-33611	186	9	lstm	lstm	NOUN
bracis-33611	186	10	outperform	outperform	VERB
bracis-33611	186	11	fl	fl	NOUN
bracis-33611	186	12	-	-	PUNCT
bracis-33611	186	13	rhfcm	rhfcm	ADJ
bracis-33611	186	14	,	,	PUNCT
bracis-33611	186	15	their	their	PRON
bracis-33611	186	16	performances	performance	NOUN
bracis-33611	186	17	only	only	ADV
bracis-33611	186	18	marginally	marginally	ADV
bracis-33611	186	19	exceed	exceed	VERB
bracis-33611	186	20	that	that	PRON
bracis-33611	186	21	of	of	ADP
bracis-33611	186	22	fl	fl	NOUN
bracis-33611	186	23	-	-	PUNCT
bracis-33611	186	24	rhfcm	rhfcm	ADJ
bracis-33611	186	25	.	.	PUNCT
bracis-33611	187	1	furthermore	furthermore	ADV
bracis-33611	187	2	,	,	PUNCT
bracis-33611	187	3	fl	fl	PRON
bracis-33611	187	4	-	-	PUNCT
bracis-33611	187	5	rhfcm	rhfcm	NOUN
bracis-33611	187	6	maintains	maintain	VERB
bracis-33611	187	7	data	datum	NOUN
bracis-33611	187	8	privacy	privacy	NOUN
bracis-33611	187	9	and	and	CCONJ
bracis-33611	187	10	security	security	NOUN
bracis-33611	187	11	,	,	PUNCT
bracis-33611	187	12	as	as	SCONJ
bracis-33611	187	13	data	data	NOUN
bracis-33611	187	14	is	be	AUX
bracis-33611	187	15	not	not	PART
bracis-33611	187	16	shared	share	VERB
bracis-33611	187	17	among	among	ADP
bracis-33611	187	18	clients	client	NOUN
bracis-33611	187	19	,	,	PUNCT
bracis-33611	187	20	unlike	unlike	ADP
bracis-33611	187	21	centralized	centralized	ADJ
bracis-33611	187	22	methods	method	NOUN
bracis-33611	187	23	.	.	PUNCT
bracis-33611	188	1	moreover	moreover	ADV
bracis-33611	188	2	,	,	PUNCT
bracis-33611	188	3	this	this	DET
bracis-33611	188	4	method	method	NOUN
bracis-33611	188	5	is	be	AUX
bracis-33611	188	6	simpler	simple	ADJ
bracis-33611	188	7	,	,	PUNCT
bracis-33611	188	8	has	have	AUX
bracis-33611	188	9	faster	fast	ADJ
bracis-33611	188	10	training	training	NOUN
bracis-33611	188	11	speed	speed	NOUN
bracis-33611	188	12	,	,	PUNCT
bracis-33611	188	13	and	and	CCONJ
bracis-33611	188	14	incurs	incur	VERB
bracis-33611	188	15	reduced	reduced	ADJ
bracis-33611	188	16	communication	communication	NOUN
bracis-33611	188	17	costs	cost	NOUN
bracis-33611	188	18	compared	compare	VERB
bracis-33611	188	19	to	to	ADP
bracis-33611	188	20	deep	deep	ADJ
bracis-33611	188	21	learning	learning	NOUN
bracis-33611	188	22	models	model	NOUN
bracis-33611	188	23	.	.	PUNCT
bracis-33611	189	1	also	also	ADV
bracis-33611	189	2	,	,	PUNCT
bracis-33611	189	3	fig	fig	NOUN
bracis-33611	189	4	.	.	PUNCT
bracis-33611	189	5	 	 	SPACE
bracis-33611	189	6	6	6	NUM
bracis-33611	189	7	indicates	indicate	VERB
bracis-33611	189	8	that	that	SCONJ
bracis-33611	189	9	fl	fl	NOUN
bracis-33611	189	10	-	-	PUNCT
bracis-33611	189	11	rhfcm	rhfcm	PRON
bracis-33611	189	12	converges	converge	VERB
bracis-33611	189	13	for	for	ADP
bracis-33611	189	14	each	each	DET
bracis-33611	189	15	client	client	NOUN
bracis-33611	189	16	after	after	ADP
bracis-33611	189	17	the	the	DET
bracis-33611	189	18	second	second	ADJ
bracis-33611	189	19	round	round	NOUN
bracis-33611	189	20	,	,	PUNCT
bracis-33611	189	21	demonstrating	demonstrate	VERB
bracis-33611	189	22	its	its	PRON
bracis-33611	189	23	efficiency	efficiency	NOUN
bracis-33611	189	24	in	in	ADP
bracis-33611	189	25	reaching	reach	VERB
bracis-33611	189	26	stable	stable	ADJ
bracis-33611	189	27	predictions	prediction	NOUN
bracis-33611	189	28	quickly	quickly	ADV
bracis-33611	189	29	.	.	PUNCT
bracis-33611	190	1	thus	thus	ADV
bracis-33611	190	2	,	,	PUNCT
bracis-33611	190	3	fl	fl	PROPN
bracis-33611	190	4	-	-	PUNCT
bracis-33611	190	5	rhfcm	rhfcm	PROPN
bracis-33611	190	6	’s	’s	PART
bracis-33611	190	7	competitive	competitive	ADJ
bracis-33611	190	8	performance	performance	NOUN
bracis-33611	190	9	and	and	CCONJ
bracis-33611	190	10	additional	additional	ADJ
bracis-33611	190	11	benefits	benefit	NOUN
bracis-33611	190	12	make	make	VERB
bracis-33611	190	13	it	it	PRON
bracis-33611	190	14	a	a	DET
bracis-33611	190	15	valuable	valuable	ADJ
bracis-33611	190	16	method	method	NOUN
bracis-33611	190	17	for	for	ADP
bracis-33611	190	18	spatio	spatio	NOUN
bracis-33611	190	19	-	-	PUNCT
bracis-33611	190	20	temporal	temporal	ADJ
bracis-33611	190	21	forecasting	forecasting	NOUN
bracis-33611	190	22	in	in	ADP
bracis-33611	190	23	federated	federated	ADJ
bracis-33611	190	24	learning	learning	NOUN
bracis-33611	190	25	environments	environment	NOUN
bracis-33611	190	26	.	.	PUNCT
bracis-33611	191	1	the	the	DET
bracis-33611	191	2	combination	combination	NOUN
bracis-33611	191	3	of	of	ADP
bracis-33611	191	4	accuracy	accuracy	NOUN
bracis-33611	191	5	,	,	PUNCT
bracis-33611	191	6	privacy	privacy	NOUN
bracis-33611	191	7	,	,	PUNCT
bracis-33611	191	8	and	and	CCONJ
bracis-33611	191	9	efficiency	efficiency	NOUN
bracis-33611	191	10	positions	position	NOUN
bracis-33611	191	11	fl	fl	NOUN
bracis-33611	191	12	-	-	NOUN
bracis-33611	191	13	rhfcm	rhfcm	ADJ
bracis-33611	191	14	as	as	ADP
bracis-33611	191	15	a	a	DET
bracis-33611	191	16	noteworthy	noteworthy	ADJ
bracis-33611	191	17	approach	approach	NOUN
bracis-33611	191	18	in	in	ADP
bracis-33611	191	19	the	the	DET
bracis-33611	191	20	landscape	landscape	NOUN
bracis-33611	191	21	of	of	ADP
bracis-33611	191	22	forecasting	forecasting	NOUN
bracis-33611	191	23	methodologies	methodology	NOUN
bracis-33611	191	24	.	.	PUNCT
bracis-33611	192	1	5.1	5.1	NUM
bracis-33611	192	2	limitations	limitation	NOUN
bracis-33611	192	3	1	1	NUM
bracis-33611	192	4	.	.	PUNCT
bracis-33611	193	1	the	the	DET
bracis-33611	193	2	number	number	NOUN
bracis-33611	193	3	of	of	ADP
bracis-33611	193	4	clients	client	NOUN
bracis-33611	193	5	involved	involve	VERB
bracis-33611	193	6	in	in	ADP
bracis-33611	193	7	the	the	DET
bracis-33611	193	8	experiments	experiment	NOUN
bracis-33611	193	9	is	be	AUX
bracis-33611	193	10	relatively	relatively	ADV
bracis-33611	193	11	low	low	ADJ
bracis-33611	193	12	.	.	PUNCT
bracis-33611	194	1	2	2	X
bracis-33611	194	2	.	.	X
bracis-33611	194	3	it	it	PRON
bracis-33611	194	4	is	be	AUX
bracis-33611	194	5	not	not	PART
bracis-33611	194	6	compared	compare	VERB
bracis-33611	194	7	with	with	ADP
bracis-33611	194	8	complex	complex	ADJ
bracis-33611	194	9	state	state	NOUN
bracis-33611	194	10	-	-	PUNCT
bracis-33611	194	11	of	of	ADP
bracis-33611	194	12	-	-	PUNCT
bracis-33611	194	13	the	the	DET
bracis-33611	194	14	-	-	PUNCT
bracis-33611	194	15	art	art	NOUN
bracis-33611	194	16	techniques	technique	NOUN
bracis-33611	194	17	such	such	ADJ
bracis-33611	194	18	as	as	ADP
bracis-33611	194	19	gnns	gnn	NOUN
bracis-33611	194	20	in	in	ADP
bracis-33611	194	21	this	this	DET
bracis-33611	194	22	area	area	NOUN
bracis-33611	194	23	.	.	PUNCT
bracis-33611	195	1	3	3	X
bracis-33611	195	2	.	.	X
bracis-33611	195	3	while	while	SCONJ
bracis-33611	195	4	federated	federated	ADJ
bracis-33611	195	5	experiments	experiment	NOUN
bracis-33611	195	6	were	be	AUX
bracis-33611	195	7	conducted	conduct	VERB
bracis-33611	195	8	to	to	PART
bracis-33611	195	9	evaluate	evaluate	VERB
bracis-33611	195	10	our	our	PRON
bracis-33611	195	11	proposed	propose	VERB
bracis-33611	195	12	approach	approach	NOUN
bracis-33611	195	13	,	,	PUNCT
bracis-33611	195	14	there	there	PRON
bracis-33611	195	15	needs	need	VERB
bracis-33611	195	16	to	to	PART
bracis-33611	195	17	be	be	AUX
bracis-33611	195	18	more	more	ADJ
bracis-33611	195	19	comparison	comparison	NOUN
bracis-33611	195	20	with	with	ADP
bracis-33611	195	21	other	other	ADJ
bracis-33611	195	22	federated	federated	ADJ
bracis-33611	195	23	learning	learning	NOUN
bracis-33611	195	24	approaches	approach	NOUN
bracis-33611	195	25	in	in	ADP
bracis-33611	195	26	the	the	DET
bracis-33611	195	27	literature	literature	NOUN
bracis-33611	195	28	.	.	PUNCT
bracis-33611	196	1	fig	fig	NOUN
bracis-33611	196	2	.	.	PUNCT
bracis-33611	197	1	6	6	NUM
bracis-33611	197	2	.	.	PUNCT
bracis-33611	197	3	the	the	DET
bracis-33611	197	4	nrmse	nrmse	ADJ
bracis-33611	197	5	accuracy	accuracy	NOUN
bracis-33611	197	6	of	of	ADP
bracis-33611	197	7	the	the	DET
bracis-33611	197	8	fl	fl	NOUN
bracis-33611	197	9	-	-	PUNCT
bracis-33611	197	10	rhfcm	rhfcm	NOUN
bracis-33611	197	11	method	method	NOUN
bracis-33611	197	12	for	for	ADP
bracis-33611	197	13	each	each	DET
bracis-33611	197	14	client	client	NOUN
bracis-33611	197	15	per	per	ADP
bracis-33611	197	16	round	round	NOUN
bracis-33611	197	17	.	.	PUNCT
bracis-33611	198	1	full	full	ADJ
bracis-33611	198	2	size	size	NOUN
bracis-33611	198	3	image	image	NOUN
bracis-33611	198	4	6	6	NUM
bracis-33611	198	5	conclusion	conclusion	NOUN
bracis-33611	198	6	and	and	CCONJ
bracis-33611	198	7	 	 	SPACE
bracis-33611	198	8	future	future	NOUN
bracis-33611	198	9	works	work	VERB
bracis-33611	198	10	this	this	DET
bracis-33611	198	11	study	study	NOUN
bracis-33611	198	12	introduces	introduce	VERB
bracis-33611	198	13	the	the	DET
bracis-33611	198	14	first	first	ADJ
bracis-33611	198	15	proposal	proposal	NOUN
bracis-33611	198	16	of	of	ADP
bracis-33611	198	17	a	a	DET
bracis-33611	198	18	distributed	distribute	VERB
bracis-33611	198	19	framework	framework	NOUN
bracis-33611	198	20	for	for	ADP
bracis-33611	198	21	fcm	fcm	ADV
bracis-33611	198	22	-	-	PUNCT
bracis-33611	198	23	based	base	VERB
bracis-33611	198	24	forecasting	forecasting	NOUN
bracis-33611	198	25	methods	method	NOUN
bracis-33611	198	26	called	call	VERB
bracis-33611	198	27	fl	fl	NOUN
bracis-33611	198	28	-	-	PUNCT
bracis-33611	198	29	rhfcm	rhfcm	NOUN
bracis-33611	198	30	.	.	PUNCT
bracis-33611	199	1	fl	fl	NOUN
bracis-33611	199	2	-	-	PUNCT
bracis-33611	199	3	rhfcm	rhfcm	PRON
bracis-33611	199	4	integrates	integrate	NOUN
bracis-33611	199	5	fl	fl	ADP
bracis-33611	199	6	and	and	CCONJ
bracis-33611	199	7	centralized	centralize	VERB
bracis-33611	199	8	r	r	X
bracis-33611	199	9	-	-	PUNCT
bracis-33611	199	10	hfcm	hfcm	NOUN
bracis-33611	199	11	to	to	PART
bracis-33611	199	12	predict	predict	VERB
bracis-33611	199	13	both	both	PRON
bracis-33611	199	14	traffic	traffic	NOUN
bracis-33611	199	15	speed	speed	NOUN
bracis-33611	199	16	and	and	CCONJ
bracis-33611	199	17	traffic	traffic	NOUN
bracis-33611	199	18	flow	flow	NOUN
bracis-33611	199	19	.	.	PUNCT
bracis-33611	200	1	the	the	DET
bracis-33611	200	2	experimental	experimental	ADJ
bracis-33611	200	3	results	result	NOUN
bracis-33611	200	4	illustrate	illustrate	VERB
bracis-33611	200	5	that	that	SCONJ
bracis-33611	200	6	fl	fl	NOUN
bracis-33611	200	7	-	-	PUNCT
bracis-33611	200	8	rhfcm	rhfcm	ADV
bracis-33611	200	9	is	be	AUX
bracis-33611	200	10	a	a	DET
bracis-33611	200	11	robust	robust	ADJ
bracis-33611	200	12	and	and	CCONJ
bracis-33611	200	13	efficient	efficient	ADJ
bracis-33611	200	14	forecasting	forecasting	NOUN
bracis-33611	200	15	method	method	NOUN
bracis-33611	200	16	,	,	PUNCT
bracis-33611	200	17	especially	especially	ADV
bracis-33611	200	18	advantageous	advantageous	ADJ
bracis-33611	200	19	in	in	ADP
bracis-33611	200	20	scenarios	scenario	NOUN
bracis-33611	200	21	requiring	require	VERB
bracis-33611	200	22	data	datum	NOUN
bracis-33611	200	23	privacy	privacy	NOUN
bracis-33611	200	24	and	and	CCONJ
bracis-33611	200	25	decentralized	decentralized	ADJ
bracis-33611	200	26	learning	learning	NOUN
bracis-33611	200	27	.	.	PUNCT
bracis-33611	201	1	while	while	SCONJ
bracis-33611	201	2	centralized	centralized	ADJ
bracis-33611	201	3	r	r	X
bracis-33611	201	4	-	-	PUNCT
bracis-33611	201	5	hfcm	hfcm	NOUN
bracis-33611	201	6	demonstrates	demonstrate	VERB
bracis-33611	201	7	the	the	DET
bracis-33611	201	8	highest	high	ADJ
bracis-33611	201	9	overall	overall	ADJ
bracis-33611	201	10	accuracy	accuracy	NOUN
bracis-33611	201	11	,	,	PUNCT
bracis-33611	201	12	fl	fl	PROPN
bracis-33611	201	13	-	-	PUNCT
bracis-33611	201	14	rhfcm	rhfcm	PROPN
bracis-33611	201	15	’s	’s	PART
bracis-33611	201	16	competitive	competitive	ADJ
bracis-33611	201	17	performance	performance	NOUN
bracis-33611	201	18	and	and	CCONJ
bracis-33611	201	19	additional	additional	ADJ
bracis-33611	201	20	benefits	benefit	NOUN
bracis-33611	201	21	make	make	VERB
bracis-33611	201	22	it	it	PRON
bracis-33611	201	23	a	a	DET
bracis-33611	201	24	valuable	valuable	ADJ
bracis-33611	201	25	method	method	NOUN
bracis-33611	201	26	in	in	ADP
bracis-33611	201	27	spatio	spatio	PROPN
bracis-33611	201	28	-	-	PUNCT
bracis-33611	201	29	temporal	temporal	ADJ
bracis-33611	201	30	time	time	NOUN
bracis-33611	201	31	series	series	NOUN
bracis-33611	201	32	forecasting	forecast	VERB
bracis-33611	201	33	scenarios	scenario	NOUN
bracis-33611	201	34	.	.	PUNCT
bracis-33611	202	1	since	since	SCONJ
bracis-33611	202	2	traffic	traffic	NOUN
bracis-33611	202	3	datasets	dataset	NOUN
bracis-33611	202	4	are	be	AUX
bracis-33611	202	5	high	high	ADV
bracis-33611	202	6	-	-	PUNCT
bracis-33611	202	7	dimensional	dimensional	ADJ
bracis-33611	202	8	and	and	CCONJ
bracis-33611	202	9	non	non	ADJ
bracis-33611	202	10	-	-	ADJ
bracis-33611	202	11	stationary	stationary	ADJ
bracis-33611	202	12	time	time	NOUN
bracis-33611	202	13	series	series	NOUN
bracis-33611	202	14	,	,	PUNCT
bracis-33611	202	15	future	future	ADJ
bracis-33611	202	16	work	work	NOUN
bracis-33611	202	17	will	will	AUX
bracis-33611	202	18	extend	extend	VERB
bracis-33611	202	19	fl	fl	NOUN
bracis-33611	202	20	-	-	NOUN
bracis-33611	202	21	rhfcm	rhfcm	ADJ
bracis-33611	202	22	to	to	PART
bracis-33611	202	23	predict	predict	VERB
bracis-33611	202	24	multivariate	multivariate	NOUN
bracis-33611	202	25	time	time	NOUN
bracis-33611	202	26	series	series	PROPN
bracis-33611	202	27	,	,	PUNCT
bracis-33611	202	28	considering	consider	VERB
bracis-33611	202	29	these	these	DET
bracis-33611	202	30	aspects	aspect	NOUN
bracis-33611	202	31	.	.	PUNCT
bracis-33611	203	1	notes	note	VERB
bracis-33611	203	2	1.https://www.kaggle.com/datasets/fedesoriano/traffic-prediction-dataset/.	1.https://www.kaggle.com/datasets/fedesoriano/traffic-prediction-dataset/.	PROPN
bracis-33611	203	3	2.https://github.com/buaapercy/traffic-dataset-of-beijing-road	2.https://github.com/buaapercy/traffic-dataset-of-beijing-road	NUM
bracis-33611	203	4	.	.	PUNCT
bracis-33611	204	1	references	reference	NOUN
bracis-33611	204	2	boukerche	boukerche	PROPN
bracis-33611	204	3	,	,	PUNCT
bracis-33611	204	4	a.	a.	PROPN
bracis-33611	204	5	,	,	PUNCT
bracis-33611	204	6	tao	tao	PROPN
bracis-33611	204	7	,	,	PUNCT
bracis-33611	204	8	y.	y.	PROPN
bracis-33611	204	9	,	,	PUNCT
bracis-33611	204	10	sun	sun	NOUN
bracis-33611	204	11	,	,	PUNCT
bracis-33611	204	12	p.	p.	NOUN
bracis-33611	204	13	:	:	PUNCT
bracis-33611	204	14	artificial	artificial	ADJ
bracis-33611	204	15	intelligence	intelligence	NOUN
bracis-33611	204	16	-	-	PUNCT
bracis-33611	204	17	based	base	VERB
bracis-33611	204	18	vehicular	vehicular	ADJ
bracis-33611	204	19	traffic	traffic	NOUN
bracis-33611	204	20	flow	flow	NOUN
bracis-33611	204	21	prediction	prediction	NOUN
bracis-33611	204	22	methods	method	NOUN
bracis-33611	204	23	for	for	ADP
bracis-33611	204	24	supporting	support	VERB
bracis-33611	204	25	intelligent	intelligent	ADJ
bracis-33611	204	26	transportation	transportation	NOUN
bracis-33611	204	27	systems	system	NOUN
bracis-33611	204	28	.	.	PUNCT
bracis-33611	205	1	comput	comput	NOUN
bracis-33611	205	2	.	.	PUNCT
bracis-33611	206	1	netw	netw	NOUN
bracis-33611	206	2	.	.	PUNCT
bracis-33611	207	1	182	182	NUM
bracis-33611	207	2	,	,	PUNCT
bracis-33611	207	3	107484	107484	NUM
bracis-33611	207	4	(	(	PUNCT
bracis-33611	207	5	2020	2020	NUM
bracis-33611	207	6	)	)	PUNCT
bracis-33611	207	7	google	google	PROPN
bracis-33611	207	8	scholar	scholar	NOUN
bracis-33611	207	9	  	  	SPACE
bracis-33611	207	10	cunha	cunha	NOUN
bracis-33611	207	11	,	,	PUNCT
bracis-33611	207	12	f.	f.	PROPN
bracis-33611	207	13	,	,	PUNCT
bracis-33611	207	14	et	et	PROPN
bracis-33611	207	15	al	al	PROPN
bracis-33611	207	16	.	.	PUNCT
bracis-33611	207	17	:	:	PUNCT
bracis-33611	208	1	vehicular	vehicular	ADJ
bracis-33611	208	2	networks	network	NOUN
bracis-33611	208	3	to	to	ADP
bracis-33611	208	4	intelligent	intelligent	ADJ
bracis-33611	208	5	transportation	transportation	NOUN
bracis-33611	208	6	systems	system	NOUN
bracis-33611	208	7	,	,	PUNCT
bracis-33611	208	8	pp	pp	ADP
bracis-33611	208	9	.	.	PUNCT
bracis-33611	209	1	297–315	297–315	NUM
bracis-33611	209	2	.	.	PUNCT
bracis-33611	209	3	springer	springer	PROPN
bracis-33611	209	4	singapore	singapore	PROPN
bracis-33611	209	5	,	,	PUNCT
bracis-33611	209	6	singapore	singapore	PROPN
bracis-33611	209	7	(	(	PUNCT
bracis-33611	209	8	2018	2018	NUM
bracis-33611	209	9	)	)	PUNCT
bracis-33611	209	10	google	google	PROPN
bracis-33611	209	11	scholar	scholar	NOUN
bracis-33611	209	12	  	  	SPACE
bracis-33611	209	13	tedjopurnomo	tedjopurnomo	NOUN
bracis-33611	209	14	,	,	PUNCT
bracis-33611	209	15	d.a	d.a	PROPN
bracis-33611	209	16	.	.	PROPN
bracis-33611	209	17	,	,	PUNCT
bracis-33611	209	18	bao	bao	PROPN
bracis-33611	209	19	,	,	PUNCT
bracis-33611	209	20	z.	z.	PROPN
bracis-33611	209	21	,	,	PUNCT
bracis-33611	209	22	zheng	zheng	PROPN
bracis-33611	209	23	,	,	PUNCT
bracis-33611	209	24	b.	b.	PROPN
bracis-33611	209	25	,	,	PUNCT
bracis-33611	209	26	choudhury	choudhury	PROPN
bracis-33611	209	27	,	,	PUNCT
bracis-33611	209	28	f.m	f.m	PROPN
bracis-33611	209	29	.	.	PROPN
bracis-33611	209	30	,	,	PUNCT
bracis-33611	209	31	qin	qin	PROPN
bracis-33611	209	32	,	,	PUNCT
bracis-33611	209	33	a.k	a.k	PROPN
bracis-33611	209	34	.	.	PROPN
bracis-33611	209	35	:	:	PUNCT
bracis-33611	209	36	a	a	DET
bracis-33611	209	37	survey	survey	NOUN
bracis-33611	209	38	on	on	ADP
bracis-33611	209	39	modern	modern	ADJ
bracis-33611	209	40	deep	deep	ADJ
bracis-33611	209	41	neural	neural	ADJ
bracis-33611	209	42	network	network	NOUN
bracis-33611	209	43	for	for	ADP
bracis-33611	209	44	traffic	traffic	NOUN
bracis-33611	209	45	prediction	prediction	NOUN
bracis-33611	209	46	:	:	PUNCT
bracis-33611	209	47	trends	trend	NOUN
bracis-33611	209	48	,	,	PUNCT
bracis-33611	209	49	methods	method	NOUN
bracis-33611	209	50	and	and	CCONJ
bracis-33611	209	51	challenges	challenge	NOUN
bracis-33611	209	52	.	.	PUNCT
bracis-33611	210	1	ieee	ieee	PROPN
bracis-33611	210	2	trans	trans	PROPN
bracis-33611	210	3	.	.	PROPN
bracis-33611	211	1	knowl	knowl	PROPN
bracis-33611	211	2	.	.	PUNCT
bracis-33611	212	1	data	data	PROPN
bracis-33611	212	2	eng	eng	PROPN
bracis-33611	212	3	.	.	PUNCT
bracis-33611	213	1	34(4	34(4	NUM
bracis-33611	213	2	)	)	PUNCT
bracis-33611	213	3	,	,	PUNCT
bracis-33611	213	4	1544–1561	1544–1561	NUM
bracis-33611	213	5	(	(	PUNCT
bracis-33611	213	6	2020	2020	NUM
bracis-33611	213	7	)	)	PUNCT
bracis-33611	213	8	google	google	PROPN
bracis-33611	213	9	scholar	scholar	NOUN
bracis-33611	213	10	  	  	SPACE
bracis-33611	213	11	jiang	jiang	PROPN
bracis-33611	213	12	,	,	PUNCT
bracis-33611	213	13	w.	w.	PROPN
bracis-33611	213	14	,	,	PUNCT
bracis-33611	213	15	luo	luo	PROPN
bracis-33611	213	16	,	,	PUNCT
bracis-33611	213	17	j.	j.	PROPN
bracis-33611	213	18	:	:	PUNCT
bracis-33611	213	19	graph	graph	VERB
bracis-33611	213	20	neural	neural	ADJ
bracis-33611	213	21	network	network	NOUN
bracis-33611	213	22	for	for	ADP
bracis-33611	213	23	traffic	traffic	NOUN
bracis-33611	213	24	forecasting	forecasting	NOUN
bracis-33611	213	25	:	:	PUNCT
bracis-33611	213	26	a	a	DET
bracis-33611	213	27	survey	survey	NOUN
bracis-33611	213	28	.	.	PUNCT
bracis-33611	214	1	expert	expert	NOUN
bracis-33611	214	2	syst	syst	PROPN
bracis-33611	214	3	.	.	PUNCT
bracis-33611	215	1	appl	appl	PROPN
bracis-33611	215	2	.	.	PROPN
bracis-33611	215	3	207	207	NUM
bracis-33611	215	4	,	,	PUNCT
bracis-33611	215	5	117921	117921	NUM
bracis-33611	215	6	(	(	PUNCT
bracis-33611	215	7	2022	2022	NUM
bracis-33611	215	8	)	)	PUNCT
bracis-33611	215	9	google	google	PROPN
bracis-33611	215	10	scholar	scholar	NOUN
bracis-33611	215	11	  	  	SPACE
bracis-33611	215	12	wang	wang	PROPN
bracis-33611	215	13	,	,	PUNCT
bracis-33611	215	14	z.	z.	PROPN
bracis-33611	215	15	,	,	PUNCT
bracis-33611	215	16	sun	sun	PROPN
bracis-33611	215	17	,	,	PUNCT
bracis-33611	215	18	p.	p.	PROPN
bracis-33611	215	19	,	,	PUNCT
bracis-33611	215	20	hu	hu	PROPN
bracis-33611	215	21	,	,	PUNCT
bracis-33611	215	22	y.	y.	PROPN
bracis-33611	215	23	,	,	PUNCT
bracis-33611	215	24	boukerche	boukerche	NOUN
bracis-33611	215	25	,	,	PUNCT
bracis-33611	215	26	a.	a.	NOUN
bracis-33611	215	27	:	:	PUNCT
bracis-33611	215	28	a	a	DET
bracis-33611	215	29	novel	novel	ADJ
bracis-33611	215	30	hybrid	hybrid	NOUN
bracis-33611	215	31	method	method	NOUN
bracis-33611	215	32	for	for	ADP
bracis-33611	215	33	achieving	achieve	VERB
bracis-33611	215	34	accurate	accurate	ADJ
bracis-33611	215	35	and	and	CCONJ
bracis-33611	215	36	timeliness	timeliness	ADJ
bracis-33611	215	37	vehicular	vehicular	ADJ
bracis-33611	215	38	traffic	traffic	NOUN
bracis-33611	215	39	flow	flow	NOUN
bracis-33611	215	40	prediction	prediction	NOUN
bracis-33611	215	41	in	in	ADP
bracis-33611	215	42	road	road	NOUN
bracis-33611	215	43	networks	network	NOUN
bracis-33611	215	44	.	.	PUNCT
bracis-33611	216	1	comput	comput	NOUN
bracis-33611	216	2	.	.	PUNCT
bracis-33611	217	1	commun	commun	PROPN
bracis-33611	217	2	.	.	PUNCT
bracis-33611	218	1	(	(	PUNCT
bracis-33611	218	2	2023	2023	NUM
bracis-33611	218	3	)	)	PUNCT
bracis-33611	218	4	google	google	NOUN
bracis-33611	218	5	scholar	scholar	NOUN
bracis-33611	218	6	  	  	SPACE
bracis-33611	218	7	boukerche	boukerche	NOUN
bracis-33611	218	8	,	,	PUNCT
bracis-33611	218	9	a.	a.	PROPN
bracis-33611	218	10	,	,	PUNCT
bracis-33611	218	11	tao	tao	PROPN
bracis-33611	218	12	,	,	PUNCT
bracis-33611	218	13	y.	y.	PROPN
bracis-33611	218	14	,	,	PUNCT
bracis-33611	218	15	sun	sun	NOUN
bracis-33611	218	16	,	,	PUNCT
bracis-33611	218	17	p.	p.	NOUN
bracis-33611	218	18	:	:	PUNCT
bracis-33611	218	19	artificial	artificial	ADJ
bracis-33611	218	20	intelligence	intelligence	NOUN
bracis-33611	218	21	-	-	PUNCT
bracis-33611	218	22	based	base	VERB
bracis-33611	218	23	vehicular	vehicular	ADJ
bracis-33611	218	24	traffic	traffic	NOUN
bracis-33611	218	25	flow	flow	NOUN
bracis-33611	218	26	prediction	prediction	NOUN
bracis-33611	218	27	methods	method	NOUN
bracis-33611	218	28	for	for	ADP
bracis-33611	218	29	supporting	support	VERB
bracis-33611	218	30	intelligent	intelligent	ADJ
bracis-33611	218	31	transportation	transportation	NOUN
bracis-33611	218	32	systems	system	NOUN
bracis-33611	218	33	.	.	PUNCT
bracis-33611	219	1	comput	comput	NOUN
bracis-33611	219	2	.	.	PUNCT
bracis-33611	220	1	netw	netw	NOUN
bracis-33611	220	2	.	.	PUNCT
bracis-33611	221	1	182	182	NUM
bracis-33611	221	2	,	,	PUNCT
bracis-33611	221	3	107484	107484	NUM
bracis-33611	221	4	(	(	PUNCT
bracis-33611	221	5	2020	2020	NUM
bracis-33611	221	6	)	)	PUNCT
bracis-33611	221	7	google	google	PROPN
bracis-33611	221	8	scholar	scholar	NOUN
bracis-33611	221	9	  	  	SPACE
bracis-33611	221	10	yin	yin	PROPN
bracis-33611	221	11	,	,	PUNCT
bracis-33611	221	12	x.	x.	PROPN
bracis-33611	221	13	,	,	PUNCT
bracis-33611	221	14	wu	wu	PROPN
bracis-33611	221	15	,	,	PUNCT
bracis-33611	221	16	g.	g.	PROPN
bracis-33611	221	17	,	,	PUNCT
bracis-33611	221	18	wei	wei	PROPN
bracis-33611	221	19	,	,	PUNCT
bracis-33611	221	20	j.	j.	PROPN
bracis-33611	221	21	,	,	PUNCT
bracis-33611	221	22	shen	shen	PROPN
bracis-33611	221	23	,	,	PUNCT
bracis-33611	221	24	y.	y.	PROPN
bracis-33611	221	25	,	,	PUNCT
bracis-33611	221	26	qi	qi	PROPN
bracis-33611	221	27	,	,	PUNCT
bracis-33611	221	28	h.	h.	PROPN
bracis-33611	221	29	,	,	PUNCT
bracis-33611	221	30	yin	yin	PROPN
bracis-33611	221	31	,	,	PUNCT
bracis-33611	221	32	b.	b.	PROPN
bracis-33611	221	33	:	:	PUNCT
bracis-33611	221	34	a	a	DET
bracis-33611	221	35	comprehensive	comprehensive	ADJ
bracis-33611	221	36	survey	survey	NOUN
bracis-33611	221	37	on	on	ADP
bracis-33611	221	38	traffic	traffic	NOUN
bracis-33611	221	39	prediction	prediction	NOUN
bracis-33611	221	40	,	,	PUNCT
bracis-33611	221	41	arxiv	arxiv	PROPN
bracis-33611	221	42	,	,	PUNCT
bracis-33611	221	43	abs/	abs/	ADJ
bracis-33611	221	44	arxiv	arxiv	NOUN
bracis-33611	221	45	:	:	PUNCT
bracis-33611	221	46	2004.08555	2004.08555	NUM
bracis-33611	221	47	(	(	PUNCT
bracis-33611	221	48	2020	2020	NUM
bracis-33611	221	49	)	)	PUNCT
bracis-33611	221	50	almeida	almeida	PROPN
bracis-33611	221	51	,	,	PUNCT
bracis-33611	221	52	a.	a.	PROPN
bracis-33611	221	53	,	,	PUNCT
bracis-33611	221	54	brás	brás	ADJ
bracis-33611	221	55	,	,	PUNCT
bracis-33611	221	56	s.	s.	PROPN
bracis-33611	221	57	,	,	PUNCT
bracis-33611	221	58	oliveira	oliveira	PROPN
bracis-33611	221	59	,	,	PUNCT
bracis-33611	221	60	i.	i.	PROPN
bracis-33611	221	61	,	,	PUNCT
bracis-33611	221	62	sargento	sargento	PROPN
bracis-33611	221	63	,	,	PUNCT
bracis-33611	221	64	s.	s.	PROPN
bracis-33611	221	65	:	:	PUNCT
bracis-33611	221	66	vehicular	vehicular	ADJ
bracis-33611	221	67	traffic	traffic	NOUN
bracis-33611	221	68	flow	flow	NOUN
bracis-33611	221	69	prediction	prediction	NOUN
bracis-33611	221	70	using	use	VERB
bracis-33611	221	71	deployed	deploy	VERB
bracis-33611	221	72	traffic	traffic	NOUN
bracis-33611	221	73	counters	counter	NOUN
bracis-33611	221	74	in	in	ADP
bracis-33611	221	75	a	a	DET
bracis-33611	221	76	city	city	NOUN
bracis-33611	221	77	.	.	PUNCT
bracis-33611	222	1	futur	futur	PROPN
bracis-33611	222	2	.	.	PUNCT
bracis-33611	223	1	gener	gener	PROPN
bracis-33611	223	2	.	.	PUNCT
bracis-33611	224	1	comput	comput	PROPN
bracis-33611	224	2	.	.	PUNCT
bracis-33611	225	1	syst	syst	PROPN
bracis-33611	225	2	.	.	PUNCT
bracis-33611	226	1	128	128	NUM
bracis-33611	226	2	,	,	PUNCT
bracis-33611	226	3	429–442	429–442	NUM
bracis-33611	226	4	(	(	PUNCT
bracis-33611	226	5	2022	2022	NUM
bracis-33611	226	6	)	)	PUNCT
bracis-33611	226	7	article	article	NOUN
bracis-33611	226	8	  	  	SPACE
bracis-33611	226	9	google	google	PROPN
bracis-33611	226	10	scholar	scholar	NOUN
bracis-33611	226	11	  	  	SPACE
bracis-33611	226	12	wang	wang	PROPN
bracis-33611	226	13	,	,	PUNCT
bracis-33611	226	14	x.	x.	PROPN
bracis-33611	226	15	,	,	PUNCT
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bracis-33611	226	17	,	,	PUNCT
bracis-33611	226	18	c.	c.	PROPN
bracis-33611	226	19	,	,	PUNCT
bracis-33611	226	20	min	min	PROPN
bracis-33611	226	21	,	,	PUNCT
bracis-33611	226	22	y.	y.	PROPN
bracis-33611	226	23	,	,	PUNCT
bracis-33611	226	24	he	he	PRON
bracis-33611	226	25	,	,	PUNCT
bracis-33611	226	26	j.	j.	PROPN
bracis-33611	226	27	,	,	PUNCT
bracis-33611	226	28	yang	yang	PROPN
bracis-33611	226	29	,	,	PUNCT
bracis-33611	226	30	b.	b.	PROPN
bracis-33611	226	31	,	,	PUNCT
bracis-33611	226	32	zhang	zhang	PROPN
bracis-33611	226	33	,	,	PUNCT
bracis-33611	226	34	y.l	y.l	PROPN
bracis-33611	226	35	:	:	PUNCT
bracis-33611	226	36	efficient	efficient	ADJ
bracis-33611	226	37	metropolitan	metropolitan	ADJ
bracis-33611	226	38	traffic	traffic	NOUN
bracis-33611	226	39	prediction	prediction	NOUN
bracis-33611	226	40	based	base	VERB
bracis-33611	226	41	on	on	ADP
bracis-33611	226	42	graph	graph	NOUN
bracis-33611	226	43	recurrent	recurrent	ADJ
bracis-33611	226	44	neural	neural	ADJ
bracis-33611	226	45	network	network	NOUN
bracis-33611	226	46	,	,	PUNCT
bracis-33611	226	47	arxiv	arxiv	PROPN
bracis-33611	226	48	preprint	preprint	NOUN
bracis-33611	226	49	,	,	PUNCT
bracis-33611	226	50	arxiv	arxiv	PROPN
bracis-33611	226	51	:	:	PUNCT
bracis-33611	226	52	1811.00740	1811.00740	NUM
bracis-33611	226	53	(	(	PUNCT
bracis-33611	226	54	2018	2018	NUM
bracis-33611	226	55	)	)	PUNCT
bracis-33611	226	56	wang	wang	PROPN
bracis-33611	226	57	,	,	PUNCT
bracis-33611	226	58	b.	b.	PROPN
bracis-33611	226	59	,	,	PUNCT
bracis-33611	226	60	luo	luo	PROPN
bracis-33611	226	61	,	,	PUNCT
bracis-33611	226	62	x.	x.	PROPN
bracis-33611	226	63	,	,	PUNCT
bracis-33611	226	64	zhang	zhang	PROPN
bracis-33611	226	65	,	,	PUNCT
bracis-33611	226	66	f.	f.	PROPN
bracis-33611	226	67	,	,	PUNCT
bracis-33611	226	68	yuan	yuan	PROPN
bracis-33611	226	69	,	,	PUNCT
bracis-33611	226	70	b.	b.	PROPN
bracis-33611	226	71	,	,	PUNCT
bracis-33611	226	72	bertozzi	bertozzi	NOUN
bracis-33611	226	73	,	,	PUNCT
bracis-33611	226	74	a.l	a.l	PROPN
bracis-33611	226	75	.	.	PROPN
bracis-33611	226	76	,	,	PUNCT
bracis-33611	226	77	brantingham	brantingham	PROPN
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bracis-33611	226	81	:	:	PUNCT
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bracis-33611	226	83	-	-	PUNCT
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bracis-33611	226	86	modeling	modeling	NOUN
bracis-33611	226	87	and	and	CCONJ
bracis-33611	226	88	real	real	ADJ
bracis-33611	226	89	time	time	NOUN
bracis-33611	226	90	forecasting	forecasting	NOUN
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bracis-33611	226	93	spatio	spatio	ADJ
bracis-33611	226	94	-	-	PUNCT
bracis-33611	226	95	temporal	temporal	ADJ
bracis-33611	226	96	data	datum	NOUN
bracis-33611	226	97	,	,	PUNCT
bracis-33611	226	98	arxiv	arxiv	PROPN
bracis-33611	226	99	preprint	preprint	NOUN
bracis-33611	226	100	arxiv	arxiv	PROPN
bracis-33611	226	101	:	:	PUNCT
bracis-33611	226	102	1804.00684	1804.00684	PROPN
bracis-33611	226	103	(	(	PUNCT
bracis-33611	226	104	2018	2018	NUM
bracis-33611	226	105	)	)	PUNCT
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bracis-33611	226	108	z.	z.	PROPN
bracis-33611	226	109	,	,	PUNCT
bracis-33611	226	110	lv	lv	PROPN
bracis-33611	226	111	,	,	PUNCT
bracis-33611	226	112	w.	w.	PROPN
bracis-33611	226	113	,	,	PUNCT
bracis-33611	226	114	cao	cao	PROPN
bracis-33611	226	115	,	,	PUNCT
bracis-33611	226	116	y.	y.	PROPN
bracis-33611	226	117	,	,	PUNCT
bracis-33611	226	118	xie	xie	PROPN
bracis-33611	226	119	,	,	PUNCT
bracis-33611	226	120	z.	z.	PROPN
bracis-33611	226	121	,	,	PUNCT
bracis-33611	226	122	peng	peng	PROPN
bracis-33611	226	123	,	,	PUNCT
bracis-33611	226	124	h.	h.	PROPN
bracis-33611	226	125	,	,	PUNCT
bracis-33611	226	126	du	du	PROPN
bracis-33611	226	127	,	,	PUNCT
bracis-33611	226	128	b.	b.	PROPN
bracis-33611	226	129	:	:	PUNCT
bracis-33611	227	1	lstm	lstm	PROPN
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bracis-33611	227	3	meet	meet	VERB
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bracis-33611	227	6	networks	network	NOUN
bracis-33611	227	7	for	for	ADP
bracis-33611	227	8	road	road	NOUN
bracis-33611	227	9	speed	speed	NOUN
bracis-33611	227	10	prediction	prediction	NOUN
bracis-33611	227	11	.	.	PUNCT
bracis-33611	228	1	neurocomputing	neurocompute	VERB
bracis-33611	228	2	400	400	NUM
bracis-33611	228	3	,	,	PUNCT
bracis-33611	228	4	34–45	34–45	NUM
bracis-33611	228	5	(	(	PUNCT
bracis-33611	228	6	2020	2020	NUM
bracis-33611	228	7	)	)	PUNCT
bracis-33611	228	8	article	article	NOUN
bracis-33611	228	9	  	  	SPACE
bracis-33611	228	10	math	math	NOUN
bracis-33611	228	11	  	  	SPACE
bracis-33611	228	12	google	google	PROPN
bracis-33611	228	13	scholar	scholar	NOUN
bracis-33611	228	14	  	  	SPACE
bracis-33611	228	15	cai	cai	PROPN
bracis-33611	228	16	,	,	PUNCT
bracis-33611	228	17	l.	l.	PROPN
bracis-33611	228	18	,	,	PUNCT
bracis-33611	228	19	janowicz	janowicz	PROPN
bracis-33611	228	20	,	,	PUNCT
bracis-33611	228	21	k.	k.	PROPN
bracis-33611	228	22	,	,	PUNCT
bracis-33611	228	23	mai	mai	PROPN
bracis-33611	228	24	,	,	PUNCT
bracis-33611	228	25	g.	g.	PROPN
bracis-33611	228	26	,	,	PUNCT
bracis-33611	228	27	yan	yan	PROPN
bracis-33611	228	28	,	,	PUNCT
bracis-33611	228	29	b.	b.	PROPN
bracis-33611	228	30	,	,	PUNCT
bracis-33611	228	31	zhu	zhu	PROPN
bracis-33611	228	32	,	,	PUNCT
bracis-33611	228	33	r.	r.	PROPN
bracis-33611	228	34	:	:	PUNCT
bracis-33611	228	35	traffic	traffic	NOUN
bracis-33611	228	36	transformer	transformer	NOUN
bracis-33611	228	37	:	:	PUNCT
bracis-33611	228	38	capturing	capture	VERB
bracis-33611	228	39	the	the	DET
bracis-33611	228	40	continuity	continuity	NOUN
bracis-33611	228	41	and	and	CCONJ
bracis-33611	228	42	periodicity	periodicity	NOUN
bracis-33611	228	43	of	of	ADP
bracis-33611	228	44	time	time	NOUN
bracis-33611	228	45	series	series	NOUN
bracis-33611	228	46	for	for	ADP
bracis-33611	228	47	traffic	traffic	NOUN
bracis-33611	228	48	forecasting	forecasting	NOUN
bracis-33611	228	49	.	.	PUNCT
bracis-33611	229	1	trans	trans	PROPN
bracis-33611	229	2	.	.	PUNCT
bracis-33611	230	1	gis	gis	PROPN
bracis-33611	230	2	24(3	24(3	NOUN
bracis-33611	230	3	)	)	PUNCT
bracis-33611	230	4	,	,	PUNCT
bracis-33611	230	5	736–755	736–755	NUM
bracis-33611	230	6	(	(	PUNCT
bracis-33611	230	7	2020	2020	NUM
bracis-33611	230	8	)	)	PUNCT
bracis-33611	230	9	article	article	NOUN
bracis-33611	230	10	  	  	SPACE
bracis-33611	230	11	google	google	PROPN
bracis-33611	230	12	scholar	scholar	NOUN
bracis-33611	230	13	  	  	SPACE
bracis-33611	230	14	shi	shi	PROPN
bracis-33611	230	15	,	,	PUNCT
bracis-33611	230	16	x.	x.	PROPN
bracis-33611	230	17	,	,	PUNCT
bracis-33611	230	18	qi	qi	PROPN
bracis-33611	230	19	,	,	PUNCT
bracis-33611	230	20	h.	h.	PROPN
bracis-33611	230	21	,	,	PUNCT
bracis-33611	230	22	shen	shen	PROPN
bracis-33611	230	23	,	,	PUNCT
bracis-33611	230	24	y.	y.	PROPN
bracis-33611	230	25	,	,	PUNCT
bracis-33611	230	26	wu	wu	PROPN
bracis-33611	230	27	,	,	PUNCT
bracis-33611	230	28	g.	g.	PROPN
bracis-33611	230	29	,	,	PUNCT
bracis-33611	230	30	yin	yin	PROPN
bracis-33611	230	31	,	,	PUNCT
bracis-33611	230	32	b.	b.	PROPN
bracis-33611	230	33	:	:	PUNCT
bracis-33611	230	34	a	a	DET
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bracis-33611	230	36	-	-	PUNCT
bracis-33611	230	37	temporal	temporal	ADJ
bracis-33611	230	38	attention	attention	NOUN
bracis-33611	230	39	approach	approach	NOUN
bracis-33611	230	40	for	for	ADP
bracis-33611	230	41	traffic	traffic	NOUN
bracis-33611	230	42	prediction	prediction	NOUN
bracis-33611	230	43	.	.	PUNCT
bracis-33611	231	1	ieee	ieee	PROPN
bracis-33611	231	2	trans	trans	PROPN
bracis-33611	231	3	.	.	PUNCT
bracis-33611	232	1	intell	intell	PROPN
bracis-33611	232	2	.	.	PUNCT
bracis-33611	233	1	transp	transp	PROPN
bracis-33611	233	2	.	.	PUNCT
bracis-33611	234	1	syst	syst	PROPN
bracis-33611	234	2	.	.	PUNCT
bracis-33611	235	1	22(8	22(8	NUM
bracis-33611	235	2	)	)	PUNCT
bracis-33611	235	3	,	,	PUNCT
bracis-33611	235	4	4909–4918	4909–4918	NOUN
bracis-33611	235	5	(	(	PUNCT
bracis-33611	235	6	2020	2020	NUM
bracis-33611	235	7	)	)	PUNCT
bracis-33611	235	8	article	article	NOUN
bracis-33611	235	9	  	  	SPACE
bracis-33611	235	10	math	math	NOUN
bracis-33611	235	11	  	  	SPACE
bracis-33611	235	12	google	google	PROPN
bracis-33611	235	13	scholar	scholar	NOUN
bracis-33611	235	14	  	  	SPACE
bracis-33611	235	15	lucas	lucas	NOUN
bracis-33611	235	16	,	,	PUNCT
bracis-33611	235	17	p.o	p.o	PROPN
bracis-33611	235	18	.	.	PROPN
bracis-33611	235	19	,	,	PUNCT
bracis-33611	235	20	orang	orang	PROPN
bracis-33611	235	21	,	,	PUNCT
bracis-33611	235	22	o.	o.	PROPN
bracis-33611	235	23	,	,	PUNCT
bracis-33611	235	24	silva	silva	PROPN
bracis-33611	235	25	,	,	PUNCT
bracis-33611	235	26	p.c	p.c	PROPN
bracis-33611	235	27	.	.	PROPN
bracis-33611	235	28	,	,	PUNCT
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bracis-33611	235	30	,	,	PUNCT
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bracis-33611	235	32	.	.	PROPN
bracis-33611	235	33	,	,	PUNCT
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bracis-33611	235	35	,	,	PUNCT
bracis-33611	235	36	f.g	f.g	PROPN
bracis-33611	235	37	.	.	PROPN
bracis-33611	235	38	:	:	PUNCT
bracis-33611	236	1	a	a	DET
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bracis-33611	236	3	on	on	ADP
bracis-33611	236	4	fuzzy	fuzzy	ADJ
bracis-33611	236	5	time	time	NOUN
bracis-33611	236	6	series	series	PROPN
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bracis-33611	236	8	models	model	NOUN
bracis-33611	236	9	:	:	PUNCT
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bracis-33611	236	11	advances	advance	NOUN
bracis-33611	236	12	and	and	CCONJ
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bracis-33611	236	14	.	.	PUNCT
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bracis-33611	237	4	19	19	NUM
bracis-33611	237	5	,	,	PUNCT
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bracis-33611	237	7	(	(	PUNCT
bracis-33611	237	8	2022	2022	NUM
bracis-33611	237	9	)	)	PUNCT
bracis-33611	237	10	article	article	NOUN
bracis-33611	237	11	  	  	SPACE
bracis-33611	237	12	google	google	PROPN
bracis-33611	237	13	scholar	scholar	NOUN
bracis-33611	237	14	  	  	SPACE
bracis-33611	237	15	orang	orang	PROPN
bracis-33611	237	16	,	,	PUNCT
bracis-33611	237	17	o.	o.	PROPN
bracis-33611	237	18	,	,	PUNCT
bracis-33611	237	19	silva	silva	PROPN
bracis-33611	237	20	,	,	PUNCT
bracis-33611	237	21	p.c.d.l	p.c.d.l	PROPN
bracis-33611	237	22	.	.	PROPN
bracis-33611	237	23	,	,	PUNCT
bracis-33611	237	24	guimarães	guimarães	PROPN
bracis-33611	237	25	,	,	PUNCT
bracis-33611	237	26	f.g	f.g	PROPN
bracis-33611	237	27	.	.	PROPN
bracis-33611	237	28	:	:	PUNCT
bracis-33611	237	29	time	time	NOUN
bracis-33611	237	30	series	series	PROPN
bracis-33611	237	31	forecasting	forecasting	NOUN
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bracis-33611	237	36	:	:	PUNCT
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bracis-33611	237	39	.	.	PUNCT
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bracis-33611	238	2	.	.	PUNCT
bracis-33611	239	1	intell	intell	PROPN
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bracis-33611	241	2	(	(	PUNCT
bracis-33611	241	3	2022	2022	NUM
bracis-33611	241	4	)	)	PUNCT
bracis-33611	241	5	google	google	PROPN
bracis-33611	241	6	scholar	scholar	NOUN
bracis-33611	241	7	  	  	SPACE
bracis-33611	241	8	kosko	kosko	PROPN
bracis-33611	241	9	,	,	PUNCT
bracis-33611	241	10	b.	b.	PROPN
bracis-33611	241	11	:	:	PUNCT
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bracis-33611	241	13	cognitive	cognitive	ADJ
bracis-33611	241	14	maps	map	NOUN
bracis-33611	241	15	.	.	PUNCT
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bracis-33611	242	2	.	.	PUNCT
bracis-33611	243	1	j.	j.	PROPN
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bracis-33611	243	3	-	-	PUNCT
bracis-33611	243	4	mach	mach	NOUN
bracis-33611	243	5	.	.	PUNCT
bracis-33611	244	1	stud	stud	NOUN
bracis-33611	244	2	.	.	PUNCT
bracis-33611	245	1	24(1	24(1	NUM
bracis-33611	245	2	)	)	PUNCT
bracis-33611	245	3	,	,	PUNCT
bracis-33611	245	4	65–75	65–75	NUM
bracis-33611	245	5	(	(	PUNCT
bracis-33611	245	6	1986	1986	NUM
bracis-33611	245	7	)	)	PUNCT
bracis-33611	245	8	.	.	PUNCT
bracis-33611	246	1	http://www.sciencedirect.com/science/article/pii/s0020737386800402	http://www.sciencedirect.com/science/article/pii/s0020737386800402	PROPN
bracis-33611	246	2	qin	qin	PROPN
bracis-33611	246	3	,	,	PUNCT
bracis-33611	246	4	d.	d.	PROPN
bracis-33611	246	5	,	,	PUNCT
bracis-33611	246	6	peng	peng	PROPN
bracis-33611	246	7	,	,	PUNCT
bracis-33611	246	8	z.	z.	PROPN
bracis-33611	246	9	,	,	PUNCT
bracis-33611	246	10	wu	wu	PROPN
bracis-33611	246	11	,	,	PUNCT
bracis-33611	246	12	l.	l.	PROPN
bracis-33611	246	13	:	:	PUNCT
bracis-33611	246	14	deep	deep	ADJ
bracis-33611	246	15	attention	attention	NOUN
bracis-33611	246	16	fuzzy	fuzzy	ADJ
bracis-33611	246	17	cognitive	cognitive	ADJ
bracis-33611	246	18	maps	map	NOUN
bracis-33611	246	19	for	for	ADP
bracis-33611	246	20	interpretable	interpretable	ADJ
bracis-33611	246	21	multivariate	multivariate	NOUN
bracis-33611	246	22	time	time	NOUN
bracis-33611	246	23	series	series	PROPN
bracis-33611	246	24	prediction	prediction	NOUN
bracis-33611	246	25	.	.	PUNCT
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bracis-33611	247	2	syst	syst	PROPN
bracis-33611	247	3	.	.	PUNCT
bracis-33611	248	1	275	275	NUM
bracis-33611	248	2	,	,	PUNCT
bracis-33611	248	3	110700	110700	NUM
bracis-33611	248	4	(	(	PUNCT
bracis-33611	248	5	2023	2023	NUM
bracis-33611	248	6	)	)	PUNCT
bracis-33611	248	7	google	google	PROPN
bracis-33611	248	8	scholar	scholar	NOUN
bracis-33611	248	9	  	  	SPACE
bracis-33611	248	10	wang	wang	PROPN
bracis-33611	248	11	,	,	PUNCT
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bracis-33611	248	13	,	,	PUNCT
bracis-33611	248	14	wang	wang	PROPN
bracis-33611	248	15	,	,	PUNCT
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bracis-33611	248	17	,	,	PUNCT
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bracis-33611	248	19	,	,	PUNCT
bracis-33611	248	20	c.	c.	PROPN
bracis-33611	248	21	,	,	PUNCT
bracis-33611	248	22	wu	wu	PROPN
bracis-33611	248	23	,	,	PUNCT
bracis-33611	248	24	j.	j.	PROPN
bracis-33611	248	25	,	,	PUNCT
bracis-33611	248	26	et	et	PROPN
bracis-33611	248	27	al	al	PROPN
bracis-33611	248	28	.	.	PROPN
bracis-33611	248	29	:	:	PUNCT
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bracis-33611	249	2	fuzzy	fuzzy	ADJ
bracis-33611	249	3	cognitive	cognitive	ADJ
bracis-33611	249	4	maps	map	NOUN
bracis-33611	249	5	for	for	ADP
bracis-33611	249	6	interpretable	interpretable	ADJ
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bracis-33611	249	8	time	time	NOUN
bracis-33611	249	9	series	series	PROPN
bracis-33611	249	10	prediction	prediction	PROPN
bracis-33611	249	11	.	.	PUNCT
bracis-33611	250	1	ieee	ieee	PROPN
bracis-33611	250	2	trans	trans	PROPN
bracis-33611	250	3	.	.	PUNCT
bracis-33611	250	4	fuzzy	fuzzy	ADJ
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bracis-33611	250	6	.	.	PUNCT
bracis-33611	251	1	(	(	PUNCT
bracis-33611	251	2	2020	2020	NUM
bracis-33611	251	3	)	)	PUNCT
bracis-33611	251	4	google	google	PROPN
bracis-33611	251	5	scholar	scholar	NOUN
bracis-33611	251	6	  	  	SPACE
bracis-33611	251	7	chmiel	chmiel	NOUN
bracis-33611	251	8	,	,	PUNCT
bracis-33611	251	9	w.	w.	PROPN
bracis-33611	251	10	,	,	PUNCT
bracis-33611	251	11	szwed	szwe	VERB
bracis-33611	251	12	,	,	PUNCT
bracis-33611	251	13	p.	p.	NOUN
bracis-33611	251	14	:	:	PUNCT
bracis-33611	252	1	learning	learn	VERB
bracis-33611	252	2	fuzzy	fuzzy	ADJ
bracis-33611	252	3	cognitive	cognitive	ADJ
bracis-33611	252	4	map	map	NOUN
bracis-33611	252	5	for	for	ADP
bracis-33611	252	6	traffic	traffic	NOUN
bracis-33611	252	7	prediction	prediction	NOUN
bracis-33611	252	8	using	use	VERB
bracis-33611	252	9	an	an	DET
bracis-33611	252	10	evolutionary	evolutionary	ADJ
bracis-33611	252	11	algorithm	algorithm	NOUN
bracis-33611	252	12	.	.	PUNCT
bracis-33611	253	1	in	in	ADP
bracis-33611	253	2	:	:	PUNCT
bracis-33611	253	3	dziech	dziech	PROPN
bracis-33611	253	4	,	,	PUNCT
bracis-33611	253	5	a.	a.	NOUN
bracis-33611	253	6	,	,	PUNCT
bracis-33611	253	7	leszczuk	leszczuk	PROPN
bracis-33611	253	8	,	,	PUNCT
bracis-33611	253	9	m.	m.	NOUN
bracis-33611	253	10	,	,	PUNCT
bracis-33611	253	11	baran	baran	NOUN
bracis-33611	253	12	,	,	PUNCT
bracis-33611	253	13	r.	r.	PROPN
bracis-33611	253	14	(	(	PUNCT
bracis-33611	253	15	eds	eds	PROPN
bracis-33611	253	16	.	.	PUNCT
bracis-33611	253	17	)	)	PUNCT
bracis-33611	254	1	mcss	mcss	PROPN
bracis-33611	254	2	2015	2015	NUM
bracis-33611	254	3	.	.	PUNCT
bracis-33611	255	1	ccis	ccis	PROPN
bracis-33611	255	2	,	,	PUNCT
bracis-33611	255	3	vol	vol	NOUN
bracis-33611	255	4	.	.	PROPN
bracis-33611	256	1	566	566	NUM
bracis-33611	256	2	,	,	PUNCT
bracis-33611	256	3	pp	pp	ADJ
bracis-33611	256	4	.	.	PUNCT
bracis-33611	257	1	195–209	195–209	NUM
bracis-33611	257	2	.	.	PUNCT
bracis-33611	257	3	springer	springer	NOUN
bracis-33611	257	4	,	,	PUNCT
bracis-33611	257	5	cham	cham	PROPN
bracis-33611	257	6	(	(	PUNCT
bracis-33611	257	7	2015	2015	NUM
bracis-33611	257	8	)	)	PUNCT
bracis-33611	257	9	.	.	PUNCT
bracis-33611	258	1	https://doi.org/10.1007/978-3-319-26404-2_16	https://doi.org/10.1007/978-3-319-26404-2_16	NOUN
bracis-33611	258	2	chapter	chapter	NOUN
bracis-33611	258	3	  	  	SPACE
bracis-33611	258	4	math	math	NOUN
bracis-33611	258	5	  	  	SPACE
bracis-33611	258	6	google	google	PROPN
bracis-33611	258	7	scholar	scholar	NOUN
bracis-33611	258	8	  	  	SPACE
bracis-33611	258	9	lv	lv	PROPN
bracis-33611	258	10	,	,	PUNCT
bracis-33611	258	11	y.	y.	PROPN
bracis-33611	258	12	,	,	PUNCT
bracis-33611	258	13	duan	duan	PROPN
bracis-33611	258	14	,	,	PUNCT
bracis-33611	258	15	y.	y.	PROPN
bracis-33611	258	16	,	,	PUNCT
bracis-33611	258	17	kang	kang	PROPN
bracis-33611	258	18	,	,	PUNCT
bracis-33611	258	19	w.	w.	PROPN
bracis-33611	258	20	,	,	PUNCT
bracis-33611	258	21	li	li	PROPN
bracis-33611	258	22	,	,	PUNCT
bracis-33611	258	23	z.	z.	PROPN
bracis-33611	258	24	,	,	PUNCT
bracis-33611	258	25	wang	wang	PROPN
bracis-33611	258	26	,	,	PUNCT
bracis-33611	258	27	f.-y	f.-y	PROPN
bracis-33611	258	28	.	.	PUNCT
bracis-33611	258	29	:	:	PUNCT
bracis-33611	259	1	traffic	traffic	NOUN
bracis-33611	259	2	flow	flow	NOUN
bracis-33611	259	3	prediction	prediction	NOUN
bracis-33611	259	4	with	with	ADP
bracis-33611	259	5	big	big	ADJ
bracis-33611	259	6	data	datum	NOUN
bracis-33611	259	7	:	:	PUNCT
bracis-33611	259	8	a	a	DET
bracis-33611	259	9	deep	deep	ADJ
bracis-33611	259	10	learning	learning	NOUN
bracis-33611	259	11	approach	approach	NOUN
bracis-33611	259	12	.	.	PUNCT
bracis-33611	260	1	ieee	ieee	PROPN
bracis-33611	260	2	trans	trans	PROPN
bracis-33611	260	3	.	.	PUNCT
bracis-33611	261	1	intell	intell	PROPN
bracis-33611	261	2	.	.	PUNCT
bracis-33611	262	1	transp	transp	PROPN
bracis-33611	262	2	.	.	PUNCT
bracis-33611	263	1	syst	syst	PROPN
bracis-33611	263	2	.	.	PUNCT
bracis-33611	263	3	16(2	16(2	NUM
bracis-33611	263	4	)	)	PUNCT
bracis-33611	263	5	,	,	PUNCT
bracis-33611	263	6	865–873	865–873	NUM
bracis-33611	263	7	(	(	PUNCT
bracis-33611	263	8	2015	2015	NUM
bracis-33611	263	9	)	)	PUNCT
bracis-33611	263	10	math	math	NOUN
bracis-33611	263	11	  	  	SPACE
bracis-33611	263	12	google	google	PROPN
bracis-33611	263	13	scholar	scholar	NOUN
bracis-33611	263	14	  	  	SPACE
bracis-33611	263	15	huang	huang	PROPN
bracis-33611	263	16	,	,	PUNCT
bracis-33611	263	17	h.	h.	PROPN
bracis-33611	263	18	,	,	PUNCT
bracis-33611	263	19	hu	hu	PROPN
bracis-33611	263	20	,	,	PUNCT
bracis-33611	263	21	z.	z.	PROPN
bracis-33611	263	22	,	,	PUNCT
bracis-33611	263	23	wang	wang	PROPN
bracis-33611	263	24	,	,	PUNCT
bracis-33611	263	25	y.	y.	PROPN
bracis-33611	263	26	,	,	PUNCT
bracis-33611	263	27	lu	lu	PROPN
bracis-33611	263	28	,	,	PUNCT
bracis-33611	263	29	z.	z.	PROPN
bracis-33611	263	30	,	,	PUNCT
bracis-33611	263	31	wen	wen	PROPN
bracis-33611	263	32	,	,	PUNCT
bracis-33611	263	33	x.	x.	NOUN
bracis-33611	263	34	,	,	PUNCT
bracis-33611	263	35	fu	fu	PROPN
bracis-33611	263	36	,	,	PUNCT
bracis-33611	263	37	b.	b.	PROPN
bracis-33611	263	38	:	:	PUNCT
bracis-33611	263	39	train	train	VERB
bracis-33611	263	40	a	a	DET
bracis-33611	263	41	central	central	ADJ
bracis-33611	263	42	traffic	traffic	NOUN
bracis-33611	263	43	prediction	prediction	NOUN
bracis-33611	263	44	model	model	NOUN
bracis-33611	263	45	using	use	VERB
bracis-33611	263	46	local	local	ADJ
bracis-33611	263	47	data	datum	NOUN
bracis-33611	263	48	:	:	PUNCT
bracis-33611	263	49	a	a	DET
bracis-33611	263	50	spatio	spatio	ADJ
bracis-33611	263	51	-	-	PUNCT
bracis-33611	263	52	temporal	temporal	ADJ
bracis-33611	263	53	network	network	NOUN
bracis-33611	263	54	based	base	VERB
bracis-33611	263	55	on	on	ADP
bracis-33611	263	56	federated	federated	ADJ
bracis-33611	263	57	learning	learning	NOUN
bracis-33611	263	58	.	.	PUNCT
bracis-33611	264	1	eng	eng	PROPN
bracis-33611	264	2	.	.	PROPN
bracis-33611	264	3	appl	appl	PROPN
bracis-33611	264	4	.	.	PUNCT
bracis-33611	265	1	artif	artif	PROPN
bracis-33611	265	2	.	.	PUNCT
bracis-33611	266	1	intell	intell	PROPN
bracis-33611	266	2	.	.	PUNCT
bracis-33611	267	1	125	125	NUM
bracis-33611	267	2	,	,	PUNCT
bracis-33611	267	3	106612	106612	NUM
bracis-33611	267	4	(	(	PUNCT
bracis-33611	267	5	2023	2023	NUM
bracis-33611	267	6	)	)	PUNCT
bracis-33611	267	7	google	google	NOUN
bracis-33611	267	8	scholar	scholar	NOUN
bracis-33611	267	9	  	  	SPACE
bracis-33611	267	10	konecný	konecný	PROPN
bracis-33611	267	11	,	,	PUNCT
bracis-33611	267	12	j.	j.	PROPN
bracis-33611	267	13	,	,	PUNCT
bracis-33611	267	14	mcmahan	mcmahan	PROPN
bracis-33611	267	15	,	,	PUNCT
bracis-33611	267	16	h.	h.	PROPN
bracis-33611	267	17	,	,	PUNCT
bracis-33611	267	18	yu	yu	PROPN
bracis-33611	267	19	,	,	PUNCT
bracis-33611	267	20	f.	f.	PROPN
bracis-33611	267	21	,	,	PUNCT
bracis-33611	267	22	richtárik	richtárik	PROPN
bracis-33611	267	23	,	,	PUNCT
bracis-33611	267	24	p.	p.	PROPN
bracis-33611	267	25	,	,	PUNCT
bracis-33611	267	26	suresh	suresh	PROPN
bracis-33611	267	27	,	,	PUNCT
bracis-33611	267	28	a.	a.	NOUN
bracis-33611	267	29	,	,	PUNCT
bracis-33611	267	30	bacon	bacon	NOUN
bracis-33611	267	31	,	,	PUNCT
bracis-33611	267	32	d.	d.	PROPN
bracis-33611	267	33	:	:	PUNCT
bracis-33611	267	34	federated	federate	VERB
bracis-33611	267	35	learning	learning	NOUN
bracis-33611	267	36	:	:	PUNCT
bracis-33611	267	37	strategies	strategy	NOUN
bracis-33611	267	38	for	for	ADP
bracis-33611	267	39	improving	improve	VERB
bracis-33611	267	40	communication	communication	NOUN
bracis-33611	267	41	efficiency	efficiency	NOUN
bracis-33611	267	42	.	.	PUNCT
bracis-33611	268	1	corr	corr	NOUN
bracis-33611	268	2	,	,	PUNCT
bracis-33611	268	3	abs/	abs/	ADJ
bracis-33611	268	4	arxiv	arxiv	NOUN
bracis-33611	268	5	:	:	PUNCT
bracis-33611	268	6	1610.05492	1610.05492	NUM
bracis-33611	268	7	(	(	PUNCT
bracis-33611	268	8	2016	2016	NUM
bracis-33611	268	9	)	)	PUNCT
bracis-33611	268	10	qi	qi	PROPN
bracis-33611	268	11	,	,	PUNCT
bracis-33611	268	12	y.	y.	PROPN
bracis-33611	268	13	,	,	PUNCT
bracis-33611	268	14	hossain	hossain	PROPN
bracis-33611	268	15	,	,	PUNCT
bracis-33611	268	16	m.s	m.s	PROPN
bracis-33611	268	17	.	.	PROPN
bracis-33611	268	18	,	,	PUNCT
bracis-33611	268	19	nie	nie	PROPN
bracis-33611	268	20	,	,	PUNCT
bracis-33611	268	21	j.	j.	PROPN
bracis-33611	268	22	,	,	PUNCT
bracis-33611	268	23	li	li	PROPN
bracis-33611	268	24	,	,	PUNCT
bracis-33611	268	25	x.	x.	PROPN
bracis-33611	268	26	:	:	PUNCT
bracis-33611	268	27	privacy	privacy	NOUN
bracis-33611	268	28	-	-	PUNCT
bracis-33611	268	29	preserving	preserve	VERB
bracis-33611	268	30	blockchain	blockchain	NOUN
bracis-33611	268	31	-	-	PUNCT
bracis-33611	268	32	based	base	VERB
bracis-33611	268	33	federated	federated	ADJ
bracis-33611	268	34	learning	learning	NOUN
bracis-33611	268	35	for	for	ADP
bracis-33611	268	36	traffic	traffic	NOUN
bracis-33611	268	37	flow	flow	NOUN
bracis-33611	268	38	prediction	prediction	NOUN
bracis-33611	268	39	.	.	PUNCT
bracis-33611	269	1	futur	futur	PROPN
bracis-33611	269	2	.	.	PUNCT
bracis-33611	270	1	gener	gener	PROPN
bracis-33611	270	2	.	.	PUNCT
bracis-33611	271	1	comput	comput	PROPN
bracis-33611	271	2	.	.	PUNCT
bracis-33611	272	1	syst	syst	PROPN
bracis-33611	272	2	.	.	PUNCT
bracis-33611	273	1	117	117	NUM
bracis-33611	273	2	,	,	PUNCT
bracis-33611	273	3	328–337	328–337	NUM
bracis-33611	273	4	(	(	PUNCT
bracis-33611	273	5	2021	2021	NUM
bracis-33611	273	6	)	)	PUNCT
bracis-33611	273	7	article	article	NOUN
bracis-33611	273	8	  	  	SPACE
bracis-33611	273	9	math	math	NOUN
bracis-33611	273	10	  	  	SPACE
bracis-33611	273	11	google	google	PROPN
bracis-33611	273	12	scholar	scholar	NOUN
bracis-33611	273	13	  	  	SPACE
bracis-33611	273	14	hoyos	hoyos	PROPN
bracis-33611	273	15	,	,	PUNCT
bracis-33611	273	16	w.	w.	PROPN
bracis-33611	273	17	,	,	PUNCT
bracis-33611	273	18	aguilar	aguilar	PROPN
bracis-33611	273	19	,	,	PUNCT
bracis-33611	273	20	j.	j.	PROPN
bracis-33611	273	21	,	,	PUNCT
bracis-33611	273	22	toro	toro	PROPN
bracis-33611	273	23	,	,	PUNCT
bracis-33611	273	24	m.	m.	NOUN
bracis-33611	273	25	:	:	PUNCT
bracis-33611	273	26	federated	federated	ADJ
bracis-33611	273	27	learning	learning	NOUN
bracis-33611	273	28	approaches	approach	NOUN
bracis-33611	273	29	for	for	ADP
bracis-33611	273	30	fuzzy	fuzzy	ADJ
bracis-33611	273	31	cognitive	cognitive	ADJ
bracis-33611	273	32	maps	map	NOUN
bracis-33611	273	33	to	to	PART
bracis-33611	273	34	support	support	VERB
bracis-33611	273	35	clinical	clinical	ADJ
bracis-33611	273	36	decision	decision	NOUN
bracis-33611	273	37	-	-	PUNCT
bracis-33611	273	38	making	making	NOUN
bracis-33611	273	39	in	in	ADP
bracis-33611	273	40	dengue	dengue	NOUN
bracis-33611	273	41	.	.	PUNCT
bracis-33611	274	1	eng	eng	PROPN
bracis-33611	274	2	.	.	PROPN
bracis-33611	274	3	appl	appl	PROPN
bracis-33611	274	4	.	.	PUNCT
bracis-33611	275	1	artif	artif	PROPN
bracis-33611	275	2	.	.	PUNCT
bracis-33611	276	1	intell	intell	PROPN
bracis-33611	276	2	.	.	PUNCT
bracis-33611	277	1	123	123	NUM
bracis-33611	277	2	,	,	PUNCT
bracis-33611	277	3	106371	106371	NUM
bracis-33611	277	4	(	(	PUNCT
bracis-33611	277	5	2023	2023	NUM
bracis-33611	277	6	)	)	PUNCT
bracis-33611	277	7	google	google	NOUN
bracis-33611	277	8	scholar	scholar	NOUN
bracis-33611	277	9	  	  	SPACE
bracis-33611	277	10	salmeron	salmeron	NOUN
bracis-33611	277	11	,	,	PUNCT
bracis-33611	277	12	j.	j.	PROPN
bracis-33611	277	13	,	,	PUNCT
bracis-33611	277	14	arévalo	arévalo	PROPN
bracis-33611	277	15	,	,	PUNCT
bracis-33611	277	16	i.	i.	PROPN
bracis-33611	277	17	:	:	PUNCT
bracis-33611	277	18	blind	blind	ADJ
bracis-33611	277	19	federated	federated	ADJ
bracis-33611	277	20	learning	learning	NOUN
bracis-33611	277	21	without	without	ADP
bracis-33611	277	22	initial	initial	ADJ
bracis-33611	277	23	model	model	NOUN
bracis-33611	277	24	.	.	PUNCT
bracis-33611	278	1	j.	j.	PROPN
bracis-33611	278	2	big	big	PROPN
bracis-33611	278	3	data	datum	NOUN
bracis-33611	278	4	11	11	NUM
bracis-33611	278	5	,	,	PUNCT
bracis-33611	278	6	04	04	NUM
bracis-33611	278	7	(	(	PUNCT
bracis-33611	278	8	2024	2024	NUM
bracis-33611	278	9	)	)	PUNCT
bracis-33611	278	10	article	article	NOUN
bracis-33611	278	11	  	  	SPACE
bracis-33611	278	12	math	math	NOUN
bracis-33611	278	13	  	  	SPACE
bracis-33611	278	14	google	google	PROPN
bracis-33611	278	15	scholar	scholar	NOUN
bracis-33611	278	16	  	  	SPACE
bracis-33611	278	17	orang	orang	PROPN
bracis-33611	278	18	,	,	PUNCT
bracis-33611	278	19	o.	o.	PROPN
bracis-33611	278	20	,	,	PUNCT
bracis-33611	278	21	de	de	X
bracis-33611	278	22	lima	lima	PROPN
bracis-33611	278	23	e	e	PROPN
bracis-33611	278	24	silva	silva	PROPN
bracis-33611	278	25	,	,	PUNCT
bracis-33611	278	26	p.c	p.c	PROPN
bracis-33611	278	27	.	.	PROPN
bracis-33611	278	28	,	,	PUNCT
bracis-33611	278	29	silva	silva	PROPN
bracis-33611	278	30	,	,	PUNCT
bracis-33611	278	31	r.	r.	PROPN
bracis-33611	278	32	,	,	PUNCT
bracis-33611	278	33	guimarães	guimarães	NOUN
bracis-33611	278	34	,	,	PUNCT
bracis-33611	278	35	f.g	f.g	PROPN
bracis-33611	278	36	.	.	PROPN
bracis-33611	278	37	:	:	PUNCT
bracis-33611	278	38	randomized	randomize	VERB
bracis-33611	278	39	high	high	ADJ
bracis-33611	278	40	order	order	NOUN
bracis-33611	278	41	fuzzy	fuzzy	ADJ
bracis-33611	278	42	cognitive	cognitive	ADJ
bracis-33611	278	43	maps	map	NOUN
bracis-33611	278	44	as	as	ADP
bracis-33611	278	45	reservoir	reservoir	NOUN
bracis-33611	278	46	computing	computing	NOUN
bracis-33611	278	47	models	model	NOUN
bracis-33611	278	48	:	:	PUNCT
bracis-33611	278	49	a	a	DET
bracis-33611	278	50	first	first	ADJ
bracis-33611	278	51	introduction	introduction	NOUN
bracis-33611	278	52	and	and	CCONJ
bracis-33611	278	53	applications	application	NOUN
bracis-33611	278	54	.	.	PUNCT
bracis-33611	279	1	neurocomputing	neurocomputing	NOUN
bracis-33611	279	2	(	(	PUNCT
bracis-33611	279	3	2022	2022	NUM
bracis-33611	279	4	)	)	PUNCT
bracis-33611	279	5	google	google	PROPN
bracis-33611	279	6	scholar	scholar	NOUN
bracis-33611	279	7	  	  	SPACE
bracis-33611	279	8	shaygan	shaygan	NOUN
bracis-33611	279	9	,	,	PUNCT
bracis-33611	279	10	m.	m.	NOUN
bracis-33611	279	11	,	,	PUNCT
bracis-33611	279	12	meese	meese	PROPN
bracis-33611	279	13	,	,	PUNCT
bracis-33611	279	14	c.	c.	PROPN
bracis-33611	279	15	,	,	PUNCT
bracis-33611	279	16	li	li	PROPN
bracis-33611	279	17	,	,	PUNCT
bracis-33611	279	18	w.	w.	PROPN
bracis-33611	279	19	,	,	PUNCT
bracis-33611	279	20	zhao	zhao	PROPN
bracis-33611	279	21	,	,	PUNCT
bracis-33611	279	22	x.g	x.g	PROPN
bracis-33611	279	23	.	.	PROPN
bracis-33611	279	24	,	,	PUNCT
bracis-33611	279	25	nejad	nejad	PROPN
bracis-33611	279	26	,	,	PUNCT
bracis-33611	279	27	m.	m.	NOUN
bracis-33611	279	28	:	:	PUNCT
bracis-33611	279	29	traffic	traffic	NOUN
bracis-33611	279	30	prediction	prediction	NOUN
bracis-33611	279	31	using	use	VERB
bracis-33611	279	32	artificial	artificial	ADJ
bracis-33611	279	33	intelligence	intelligence	NOUN
bracis-33611	279	34	:	:	PUNCT
bracis-33611	279	35	review	review	NOUN
bracis-33611	279	36	of	of	ADP
bracis-33611	279	37	recent	recent	ADJ
bracis-33611	279	38	advances	advance	NOUN
bracis-33611	279	39	and	and	CCONJ
bracis-33611	279	40	emerging	emerge	VERB
bracis-33611	279	41	opportunities	opportunity	NOUN
bracis-33611	279	42	.	.	PUNCT
bracis-33611	280	1	transportation	transportation	NOUN
bracis-33611	280	2	res	re	NOUN
bracis-33611	280	3	.	.	PUNCT
bracis-33611	281	1	part	part	NOUN
bracis-33611	281	2	c	c	NOUN
bracis-33611	281	3	:	:	PUNCT
bracis-33611	281	4	emerging	emerge	VERB
bracis-33611	281	5	technol	technol	NOUN
bracis-33611	281	6	.	.	PROPN
bracis-33611	281	7	145	145	NUM
bracis-33611	281	8	,	,	PUNCT
bracis-33611	281	9	103921	103921	NUM
bracis-33611	281	10	(	(	PUNCT
bracis-33611	281	11	2022	2022	NUM
bracis-33611	281	12	)	)	PUNCT
bracis-33611	281	13	google	google	PROPN
bracis-33611	281	14	scholar	scholar	NOUN
bracis-33611	281	15	  	  	SPACE
bracis-33611	281	16	yang	yang	PROPN
bracis-33611	281	17	,	,	PUNCT
bracis-33611	281	18	x.	x.	PROPN
bracis-33611	281	19	,	,	PUNCT
bracis-33611	281	20	zou	zou	PROPN
bracis-33611	281	21	,	,	PUNCT
bracis-33611	281	22	y.	y.	PROPN
bracis-33611	281	23	,	,	PUNCT
bracis-33611	281	24	tang	tang	PROPN
bracis-33611	281	25	,	,	PUNCT
bracis-33611	281	26	j.	j.	PROPN
bracis-33611	281	27	,	,	PUNCT
bracis-33611	281	28	liang	liang	PROPN
bracis-33611	281	29	,	,	PUNCT
bracis-33611	281	30	j.	j.	PROPN
bracis-33611	281	31	,	,	PUNCT
bracis-33611	281	32	ijaz	ijaz	PROPN
bracis-33611	281	33	,	,	PUNCT
bracis-33611	281	34	m.	m.	NOUN
bracis-33611	281	35	:	:	PUNCT
bracis-33611	281	36	evaluation	evaluation	NOUN
bracis-33611	281	37	of	of	ADP
bracis-33611	281	38	short	short	ADJ
bracis-33611	281	39	-	-	PUNCT
bracis-33611	281	40	term	term	NOUN
bracis-33611	281	41	freeway	freeway	NOUN
bracis-33611	281	42	speed	speed	NOUN
bracis-33611	281	43	prediction	prediction	NOUN
bracis-33611	281	44	based	base	VERB
bracis-33611	281	45	on	on	ADP
bracis-33611	281	46	periodic	periodic	ADJ
bracis-33611	281	47	analysis	analysis	NOUN
bracis-33611	281	48	using	use	VERB
bracis-33611	281	49	statistical	statistical	ADJ
bracis-33611	281	50	models	model	NOUN
bracis-33611	281	51	and	and	CCONJ
bracis-33611	281	52	machine	machine	NOUN
bracis-33611	281	53	learning	learning	NOUN
bracis-33611	281	54	models	model	NOUN
bracis-33611	281	55	.	.	PUNCT
bracis-33611	282	1	j.	j.	PROPN
bracis-33611	282	2	adv	adv	PROPN
bracis-33611	282	3	.	.	PUNCT
bracis-33611	283	1	trans	trans	PROPN
bracis-33611	283	2	.	.	PROPN
bracis-33611	284	1	2020	2020	NUM
bracis-33611	284	2	,	,	PUNCT
bracis-33611	284	3	1–16	1–16	NOUN
bracis-33611	284	4	(	(	PUNCT
bracis-33611	284	5	2020	2020	NUM
bracis-33611	284	6	)	)	PUNCT
bracis-33611	284	7	math	math	NOUN
bracis-33611	284	8	  	  	SPACE
bracis-33611	284	9	google	google	PROPN
bracis-33611	284	10	scholar	scholar	NOUN
bracis-33611	284	11	  	  	SPACE
bracis-33611	284	12	yin	yin	PROPN
bracis-33611	284	13	,	,	PUNCT
bracis-33611	284	14	x.	x.	PROPN
bracis-33611	284	15	,	,	PUNCT
bracis-33611	284	16	wu	wu	PROPN
bracis-33611	284	17	,	,	PUNCT
bracis-33611	284	18	g.	g.	PROPN
bracis-33611	284	19	,	,	PUNCT
bracis-33611	284	20	wei	wei	PROPN
bracis-33611	284	21	,	,	PUNCT
bracis-33611	284	22	j.	j.	PROPN
bracis-33611	284	23	,	,	PUNCT
bracis-33611	284	24	shen	shen	PROPN
bracis-33611	284	25	,	,	PUNCT
bracis-33611	284	26	y.	y.	PROPN
bracis-33611	284	27	,	,	PUNCT
bracis-33611	284	28	qi	qi	PROPN
bracis-33611	284	29	,	,	PUNCT
bracis-33611	284	30	h.	h.	PROPN
bracis-33611	284	31	,	,	PUNCT
bracis-33611	284	32	yin	yin	PROPN
bracis-33611	284	33	,	,	PUNCT
bracis-33611	284	34	b.	b.	PROPN
bracis-33611	284	35	:	:	PUNCT
bracis-33611	284	36	deep	deep	ADJ
bracis-33611	284	37	learning	learn	VERB
bracis-33611	284	38	on	on	ADP
bracis-33611	284	39	traffic	traffic	NOUN
bracis-33611	284	40	prediction	prediction	NOUN
bracis-33611	284	41	:	:	PUNCT
bracis-33611	285	1	methods	method	NOUN
bracis-33611	285	2	,	,	PUNCT
bracis-33611	285	3	analysis	analysis	NOUN
bracis-33611	285	4	,	,	PUNCT
bracis-33611	285	5	and	and	CCONJ
bracis-33611	285	6	future	future	ADJ
bracis-33611	285	7	directions	direction	NOUN
bracis-33611	285	8	.	.	PUNCT
bracis-33611	286	1	ieee	ieee	PROPN
bracis-33611	286	2	trans	trans	PROPN
bracis-33611	286	3	.	.	PUNCT
bracis-33611	287	1	intell	intell	PROPN
bracis-33611	287	2	.	.	PUNCT
bracis-33611	288	1	transp	transp	PROPN
bracis-33611	288	2	.	.	PUNCT
bracis-33611	289	1	syst	syst	PROPN
bracis-33611	289	2	.	.	PUNCT
bracis-33611	290	1	23(6	23(6	NUM
bracis-33611	290	2	)	)	PUNCT
bracis-33611	290	3	,	,	PUNCT
bracis-33611	290	4	4927–4943	4927–4943	NUM
bracis-33611	290	5	(	(	PUNCT
bracis-33611	290	6	2021	2021	NUM
bracis-33611	290	7	)	)	PUNCT
bracis-33611	290	8	article	article	NOUN
bracis-33611	290	9	  	  	SPACE
bracis-33611	290	10	math	math	NOUN
bracis-33611	290	11	  	  	SPACE
bracis-33611	290	12	google	google	PROPN
bracis-33611	290	13	scholar	scholar	NOUN
bracis-33611	290	14	  	  	SPACE
bracis-33611	290	15	dougherty	dougherty	PROPN
bracis-33611	290	16	,	,	PUNCT
bracis-33611	290	17	m.s	m.s	PROPN
bracis-33611	290	18	.	.	PROPN
bracis-33611	290	19	,	,	PUNCT
bracis-33611	290	20	kirby	kirby	PROPN
bracis-33611	290	21	,	,	PUNCT
bracis-33611	290	22	h.r	h.r	PROPN
bracis-33611	290	23	.	.	PROPN
bracis-33611	290	24	,	,	PUNCT
bracis-33611	290	25	boyle	boyle	PROPN
bracis-33611	290	26	,	,	PUNCT
bracis-33611	290	27	r.d	r.d	PROPN
bracis-33611	290	28	.	.	PROPN
bracis-33611	290	29	:	:	PUNCT
bracis-33611	291	1	the	the	DET
bracis-33611	291	2	use	use	NOUN
bracis-33611	291	3	of	of	ADP
bracis-33611	291	4	neural	neural	ADJ
bracis-33611	291	5	networks	network	NOUN
bracis-33611	291	6	to	to	PART
bracis-33611	291	7	recognise	recognise	VERB
bracis-33611	291	8	and	and	CCONJ
bracis-33611	291	9	predict	predict	VERB
bracis-33611	291	10	traffic	traffic	NOUN
bracis-33611	291	11	congestion	congestion	NOUN
bracis-33611	291	12	.	.	PUNCT
bracis-33611	292	1	traffic	traffic	PROPN
bracis-33611	292	2	eng	eng	PROPN
bracis-33611	292	3	.	.	PUNCT
bracis-33611	292	4	control	control	PROPN
bracis-33611	292	5	34(6	34(6	NUM
bracis-33611	292	6	)	)	PUNCT
bracis-33611	292	7	,	,	PUNCT
bracis-33611	293	1	311–314	311–314	NUM
bracis-33611	293	2	(	(	PUNCT
bracis-33611	293	3	1993	1993	NUM
bracis-33611	293	4	)	)	PUNCT
bracis-33611	293	5	math	math	NOUN
bracis-33611	293	6	  	  	SPACE
bracis-33611	293	7	google	google	PROPN
bracis-33611	293	8	scholar	scholar	NOUN
bracis-33611	293	9	  	  	SPACE
bracis-33611	293	10	zhang	zhang	PROPN
bracis-33611	293	11	,	,	PUNCT
bracis-33611	293	12	l.	l.	PROPN
bracis-33611	293	13	,	,	PUNCT
bracis-33611	293	14	liu	liu	PROPN
bracis-33611	293	15	,	,	PUNCT
bracis-33611	293	16	q.	q.	PROPN
bracis-33611	293	17	,	,	PUNCT
bracis-33611	293	18	yang	yang	PROPN
bracis-33611	293	19	,	,	PUNCT
bracis-33611	293	20	w.	w.	PROPN
bracis-33611	293	21	,	,	PUNCT
bracis-33611	293	22	wei	wei	PROPN
bracis-33611	293	23	,	,	PUNCT
bracis-33611	293	24	n.	n.	PROPN
bracis-33611	293	25	,	,	PUNCT
bracis-33611	293	26	dong	dong	PROPN
bracis-33611	293	27	,	,	PUNCT
bracis-33611	293	28	d.	d.	PROPN
bracis-33611	293	29	:	:	PUNCT
bracis-33611	293	30	an	an	DET
bracis-33611	293	31	improved	improved	ADJ
bracis-33611	293	32	k	k	NOUN
bracis-33611	293	33	-	-	PUNCT
bracis-33611	293	34	nearest	near	ADJ
bracis-33611	293	35	neighbor	neighbor	NOUN
bracis-33611	293	36	model	model	NOUN
bracis-33611	293	37	for	for	ADP
bracis-33611	293	38	short	short	ADJ
bracis-33611	293	39	-	-	PUNCT
bracis-33611	293	40	term	term	NOUN
bracis-33611	293	41	traffic	traffic	NOUN
bracis-33611	293	42	flow	flow	NOUN
bracis-33611	293	43	prediction	prediction	NOUN
bracis-33611	293	44	.	.	PUNCT
bracis-33611	294	1	procedia	procedia	PROPN
bracis-33611	294	2	.	.	PUNCT
bracis-33611	294	3	soc	soc	PROPN
bracis-33611	294	4	.	.	PUNCT
bracis-33611	295	1	behav	behav	PROPN
bracis-33611	295	2	.	.	PUNCT
bracis-33611	296	1	sci	sci	PROPN
bracis-33611	296	2	.	.	PROPN
bracis-33611	297	1	96	96	NUM
bracis-33611	297	2	,	,	PUNCT
bracis-33611	297	3	653–662	653–662	NUM
bracis-33611	297	4	(	(	PUNCT
bracis-33611	297	5	2013	2013	NUM
bracis-33611	297	6	)	)	PUNCT
bracis-33611	297	7	article	article	NOUN
bracis-33611	297	8	  	  	SPACE
bracis-33611	297	9	math	math	NOUN
bracis-33611	297	10	  	  	SPACE
bracis-33611	297	11	google	google	PROPN
bracis-33611	297	12	scholar	scholar	NOUN
bracis-33611	297	13	  	  	SPACE
bracis-33611	297	14	castro	castro	PROPN
bracis-33611	297	15	-	-	PUNCT
bracis-33611	297	16	neto	neto	NOUN
bracis-33611	297	17	,	,	PUNCT
bracis-33611	297	18	m.	m.	NOUN
bracis-33611	297	19	,	,	PUNCT
bracis-33611	297	20	jeong	jeong	PROPN
bracis-33611	297	21	,	,	PUNCT
bracis-33611	297	22	y.-s	y.-	NOUN
bracis-33611	297	23	.	.	PUNCT
bracis-33611	297	24	,	,	PUNCT
bracis-33611	298	1	jeong	jeong	PROPN
bracis-33611	298	2	,	,	PUNCT
bracis-33611	298	3	m.-k	m.-k	PROPN
bracis-33611	298	4	.	.	PUNCT
bracis-33611	298	5	,	,	PUNCT
bracis-33611	298	6	han	han	PROPN
bracis-33611	298	7	,	,	PUNCT
bracis-33611	298	8	l.d	l.d	PROPN
bracis-33611	298	9	.	.	PROPN
bracis-33611	298	10	:	:	PUNCT
bracis-33611	299	1	online	online	PROPN
bracis-33611	299	2	-	-	PUNCT
bracis-33611	299	3	svr	svr	PROPN
bracis-33611	299	4	for	for	ADP
bracis-33611	299	5	short	short	ADJ
bracis-33611	299	6	-	-	PUNCT
bracis-33611	299	7	term	term	NOUN
bracis-33611	299	8	traffic	traffic	NOUN
bracis-33611	299	9	flow	flow	NOUN
bracis-33611	299	10	prediction	prediction	NOUN
bracis-33611	299	11	under	under	ADP
bracis-33611	299	12	typical	typical	ADJ
bracis-33611	299	13	and	and	CCONJ
bracis-33611	299	14	atypical	atypical	ADJ
bracis-33611	299	15	traffic	traffic	NOUN
bracis-33611	299	16	conditions	condition	NOUN
bracis-33611	299	17	.	.	PUNCT
bracis-33611	300	1	expert	expert	NOUN
bracis-33611	300	2	syst	syst	PROPN
bracis-33611	300	3	.	.	PUNCT
bracis-33611	301	1	appli	appli	PROPN
bracis-33611	301	2	.	.	PUNCT
bracis-33611	302	1	36(3	36(3	NUM
bracis-33611	302	2	)	)	PUNCT
bracis-33611	302	3	,	,	PUNCT
bracis-33611	302	4	part	part	NOUN
bracis-33611	302	5	2	2	NUM
bracis-33611	302	6	,	,	PUNCT
bracis-33611	302	7	6164–6173	6164–6173	NUM
bracis-33611	302	8	(	(	PUNCT
bracis-33611	302	9	2009	2009	NUM
bracis-33611	302	10	)	)	PUNCT
bracis-33611	302	11	google	google	PROPN
bracis-33611	302	12	scholar	scholar	NOUN
bracis-33611	302	13	  	  	SPACE
bracis-33611	302	14	soua	soua	PROPN
bracis-33611	302	15	,	,	PUNCT
bracis-33611	302	16	r.	r.	PROPN
bracis-33611	302	17	,	,	PUNCT
bracis-33611	302	18	koesdwiady	koesdwiady	PROPN
bracis-33611	302	19	,	,	PUNCT
bracis-33611	302	20	a.	a.	PROPN
bracis-33611	302	21	,	,	PUNCT
bracis-33611	302	22	karray	karray	PROPN
bracis-33611	302	23	,	,	PUNCT
bracis-33611	302	24	f.	f.	PROPN
bracis-33611	302	25	:	:	PUNCT
bracis-33611	302	26	big	big	ADJ
bracis-33611	302	27	-	-	PUNCT
bracis-33611	302	28	data	data	NOUN
bracis-33611	302	29	-	-	PUNCT
bracis-33611	302	30	generated	generate	VERB
bracis-33611	302	31	traffic	traffic	NOUN
bracis-33611	302	32	flow	flow	NOUN
bracis-33611	302	33	prediction	prediction	NOUN
bracis-33611	302	34	using	use	VERB
bracis-33611	302	35	deep	deep	ADJ
bracis-33611	302	36	learning	learning	NOUN
bracis-33611	302	37	and	and	CCONJ
bracis-33611	302	38	dempster	dempster	PROPN
bracis-33611	302	39	-	-	PUNCT
bracis-33611	302	40	shafer	shafer	PROPN
bracis-33611	302	41	theory	theory	NOUN
bracis-33611	302	42	.	.	PUNCT
bracis-33611	303	1	in	in	ADP
bracis-33611	303	2	:	:	PUNCT
bracis-33611	303	3	2016	2016	NUM
bracis-33611	303	4	international	international	ADJ
bracis-33611	303	5	joint	joint	ADJ
bracis-33611	303	6	conference	conference	NOUN
bracis-33611	303	7	on	on	ADP
bracis-33611	303	8	neural	neural	ADJ
bracis-33611	303	9	networks	network	NOUN
bracis-33611	303	10	(	(	PUNCT
bracis-33611	303	11	ijcnn	ijcnn	PROPN
bracis-33611	303	12	)	)	PUNCT
bracis-33611	303	13	,	,	PUNCT
bracis-33611	303	14	pp	pp	ADP
bracis-33611	303	15	.	.	PUNCT
bracis-33611	304	1	3195–3202	3195–3202	NOUN
bracis-33611	304	2	.	.	PUNCT
bracis-33611	305	1	ieee	ieee	NOUN
bracis-33611	305	2	(	(	PUNCT
bracis-33611	305	3	2016	2016	NUM
bracis-33611	305	4	)	)	PUNCT
bracis-33611	305	5	google	google	PROPN
bracis-33611	305	6	scholar	scholar	NOUN
bracis-33611	305	7	  	  	SPACE
bracis-33611	305	8	wang	wang	PROPN
bracis-33611	305	9	,	,	PUNCT
bracis-33611	305	10	j.	j.	PROPN
bracis-33611	305	11	,	,	PUNCT
bracis-33611	305	12	gu	gu	PROPN
bracis-33611	305	13	,	,	PUNCT
bracis-33611	305	14	q.	q.	PROPN
bracis-33611	305	15	,	,	PUNCT
bracis-33611	305	16	wu	wu	PROPN
bracis-33611	305	17	,	,	PUNCT
bracis-33611	305	18	j.	j.	PROPN
bracis-33611	305	19	,	,	PUNCT
bracis-33611	305	20	liu	liu	PROPN
bracis-33611	305	21	,	,	PUNCT
bracis-33611	305	22	g.	g.	PROPN
bracis-33611	305	23	,	,	PUNCT
bracis-33611	305	24	xiong	xiong	PROPN
bracis-33611	305	25	,	,	PUNCT
bracis-33611	305	26	z.	z.	PROPN
bracis-33611	305	27	:	:	PUNCT
bracis-33611	305	28	traffic	traffic	NOUN
bracis-33611	305	29	speed	speed	NOUN
bracis-33611	305	30	prediction	prediction	NOUN
bracis-33611	305	31	and	and	CCONJ
bracis-33611	305	32	congestion	congestion	NOUN
bracis-33611	305	33	source	source	NOUN
bracis-33611	305	34	exploration	exploration	NOUN
bracis-33611	305	35	:	:	PUNCT
bracis-33611	305	36	a	a	DET
bracis-33611	305	37	deep	deep	ADJ
bracis-33611	305	38	learning	learning	NOUN
bracis-33611	305	39	method	method	NOUN
bracis-33611	305	40	.	.	PUNCT
bracis-33611	306	1	in	in	ADP
bracis-33611	306	2	:	:	PUNCT
bracis-33611	306	3	2016	2016	NUM
bracis-33611	306	4	ieee	ieee	NOUN
bracis-33611	306	5	16th	16th	ADJ
bracis-33611	306	6	international	international	ADJ
bracis-33611	306	7	conference	conference	NOUN
bracis-33611	306	8	on	on	ADP
bracis-33611	306	9	data	datum	NOUN
bracis-33611	306	10	mining	mining	NOUN
bracis-33611	306	11	(	(	PUNCT
bracis-33611	306	12	icdm	icdm	NOUN
bracis-33611	306	13	)	)	PUNCT
bracis-33611	306	14	,	,	PUNCT
bracis-33611	306	15	pp	pp	ADJ
bracis-33611	306	16	.	.	PUNCT
bracis-33611	306	17	499–508	499–508	NUM
bracis-33611	306	18	.	.	PUNCT
bracis-33611	306	19	ieee	ieee	NOUN
bracis-33611	306	20	(	(	PUNCT
bracis-33611	306	21	2016	2016	NUM
bracis-33611	306	22	)	)	PUNCT
bracis-33611	306	23	google	google	PROPN
bracis-33611	306	24	scholar	scholar	NOUN
bracis-33611	306	25	  	  	SPACE
bracis-33611	306	26	cui	cui	PROPN
bracis-33611	306	27	,	,	PUNCT
bracis-33611	306	28	z.	z.	PROPN
bracis-33611	306	29	,	,	PUNCT
bracis-33611	306	30	ke	ke	PROPN
bracis-33611	306	31	,	,	PUNCT
bracis-33611	306	32	r.	r.	PROPN
bracis-33611	306	33	,	,	PUNCT
bracis-33611	306	34	pu	pu	PROPN
bracis-33611	306	35	,	,	PUNCT
bracis-33611	306	36	z.	z.	PROPN
bracis-33611	306	37	,	,	PUNCT
bracis-33611	306	38	wang	wang	PROPN
bracis-33611	306	39	,	,	PUNCT
bracis-33611	306	40	y.	y.	NOUN
bracis-33611	306	41	:	:	PUNCT
bracis-33611	306	42	deep	deep	ADJ
bracis-33611	306	43	bidirectional	bidirectional	ADJ
bracis-33611	306	44	and	and	CCONJ
bracis-33611	306	45	unidirectional	unidirectional	ADJ
bracis-33611	306	46	lstm	lstm	NOUN
bracis-33611	306	47	recurrent	recurrent	ADJ
bracis-33611	306	48	neural	neural	ADJ
bracis-33611	306	49	network	network	NOUN
bracis-33611	306	50	for	for	ADP
bracis-33611	306	51	network	network	NOUN
bracis-33611	306	52	-	-	PUNCT
bracis-33611	306	53	wide	wide	ADJ
bracis-33611	306	54	traffic	traffic	NOUN
bracis-33611	306	55	speed	speed	NOUN
bracis-33611	306	56	prediction	prediction	NOUN
bracis-33611	306	57	,	,	PUNCT
bracis-33611	306	58	arxiv	arxiv	PROPN
bracis-33611	306	59	preprint	preprint	PROPN
bracis-33611	306	60	,	,	PUNCT
bracis-33611	306	61	arxiv	arxiv	PROPN
bracis-33611	306	62	:	:	PUNCT
bracis-33611	306	63	1801.02143	1801.02143	PROPN
bracis-33611	306	64	(	(	PUNCT
bracis-33611	306	65	2018	2018	NUM
bracis-33611	306	66	)	)	PUNCT
bracis-33611	306	67	he	he	PRON
bracis-33611	306	68	,	,	PUNCT
bracis-33611	306	69	z.	z.	PROPN
bracis-33611	306	70	,	,	PUNCT
bracis-33611	306	71	chow	chow	PROPN
bracis-33611	306	72	,	,	PUNCT
bracis-33611	306	73	c.-y	c.-y	NOUN
bracis-33611	306	74	.	.	PUNCT
bracis-33611	306	75	,	,	PUNCT
bracis-33611	306	76	zhang	zhang	PROPN
bracis-33611	306	77	,	,	PUNCT
bracis-33611	306	78	j.-d	j.-d	PROPN
bracis-33611	306	79	.	.	PUNCT
bracis-33611	306	80	:	:	PUNCT
bracis-33611	307	1	stann	stann	PROPN
bracis-33611	307	2	:	:	PUNCT
bracis-33611	307	3	a	a	DET
bracis-33611	307	4	spatio	spatio	PROPN
bracis-33611	307	5	-	-	PUNCT
bracis-33611	307	6	temporal	temporal	ADJ
bracis-33611	307	7	attentive	attentive	ADJ
bracis-33611	307	8	neural	neural	ADJ
bracis-33611	307	9	network	network	NOUN
bracis-33611	307	10	for	for	ADP
bracis-33611	307	11	traffic	traffic	NOUN
bracis-33611	307	12	prediction	prediction	NOUN
bracis-33611	307	13	.	.	PUNCT
bracis-33611	308	1	ieee	ieee	NOUN
bracis-33611	308	2	access	access	NOUN
bracis-33611	308	3	7	7	NUM
bracis-33611	308	4	,	,	PUNCT
bracis-33611	308	5	4795–4806	4795–4806	NUM
bracis-33611	308	6	(	(	PUNCT
bracis-33611	308	7	2018	2018	NUM
bracis-33611	308	8	)	)	PUNCT
bracis-33611	308	9	article	article	NOUN
bracis-33611	308	10	  	  	SPACE
bracis-33611	308	11	math	math	NOUN
bracis-33611	308	12	  	  	SPACE
bracis-33611	308	13	google	google	PROPN
bracis-33611	308	14	scholar	scholar	NOUN
bracis-33611	308	15	  	  	SPACE
bracis-33611	308	16	li	li	PROPN
bracis-33611	308	17	,	,	PUNCT
bracis-33611	308	18	y.	y.	PROPN
bracis-33611	308	19	,	,	PUNCT
bracis-33611	308	20	yu	yu	PROPN
bracis-33611	308	21	,	,	PUNCT
bracis-33611	308	22	r.	r.	PROPN
bracis-33611	308	23	,	,	PUNCT
bracis-33611	308	24	shahabi	shahabi	NOUN
bracis-33611	308	25	,	,	PUNCT
bracis-33611	308	26	c.	c.	PROPN
bracis-33611	308	27	,	,	PUNCT
bracis-33611	308	28	liu	liu	PROPN
bracis-33611	308	29	,	,	PUNCT
bracis-33611	308	30	y.	y.	NOUN
bracis-33611	308	31	:	:	PUNCT
bracis-33611	308	32	diffusion	diffusion	NOUN
bracis-33611	308	33	convolutional	convolutional	ADJ
bracis-33611	308	34	recurrent	recurrent	ADJ
bracis-33611	308	35	neural	neural	ADJ
bracis-33611	308	36	network	network	NOUN
bracis-33611	308	37	:	:	PUNCT
bracis-33611	308	38	data	data	NOUN
bracis-33611	308	39	-	-	PUNCT
bracis-33611	308	40	driven	drive	VERB
bracis-33611	308	41	traffic	traffic	NOUN
bracis-33611	308	42	forecasting	forecasting	NOUN
bracis-33611	308	43	,	,	PUNCT
bracis-33611	308	44	arxiv	arxiv	PROPN
bracis-33611	308	45	preprint	preprint	PROPN
bracis-33611	308	46	,	,	PUNCT
bracis-33611	308	47	arxiv	arxiv	PROPN
bracis-33611	308	48	:	:	PUNCT
bracis-33611	308	49	1707.01926	1707.01926	NUM
bracis-33611	308	50	(	(	PUNCT
bracis-33611	308	51	2017	2017	NUM
bracis-33611	308	52	)	)	PUNCT
bracis-33611	308	53	pan	pan	PROPN
bracis-33611	308	54	,	,	PUNCT
bracis-33611	308	55	z.	z.	PROPN
bracis-33611	308	56	,	,	PUNCT
bracis-33611	308	57	liang	liang	PROPN
bracis-33611	308	58	,	,	PUNCT
bracis-33611	308	59	y.	y.	PROPN
bracis-33611	308	60	,	,	PUNCT
bracis-33611	308	61	wang	wang	PROPN
bracis-33611	308	62	,	,	PUNCT
bracis-33611	308	63	w.	w.	PROPN
bracis-33611	308	64	,	,	PUNCT
bracis-33611	308	65	yu	yu	PROPN
bracis-33611	308	66	,	,	PUNCT
bracis-33611	308	67	y.	y.	PROPN
bracis-33611	308	68	,	,	PUNCT
bracis-33611	308	69	zheng	zheng	PROPN
bracis-33611	308	70	,	,	PUNCT
bracis-33611	308	71	y.	y.	PROPN
bracis-33611	308	72	,	,	PUNCT
bracis-33611	308	73	zhang	zhang	PROPN
bracis-33611	308	74	,	,	PUNCT
bracis-33611	308	75	j.	j.	PROPN
bracis-33611	308	76	:	:	PUNCT
bracis-33611	308	77	urban	urban	ADJ
bracis-33611	308	78	traffic	traffic	NOUN
bracis-33611	308	79	prediction	prediction	NOUN
bracis-33611	308	80	from	from	ADP
bracis-33611	308	81	spatio	spatio	PROPN
bracis-33611	308	82	-	-	PUNCT
bracis-33611	308	83	temporal	temporal	ADJ
bracis-33611	308	84	data	datum	NOUN
bracis-33611	308	85	using	use	VERB
bracis-33611	308	86	deep	deep	ADJ
bracis-33611	308	87	meta	meta	ADJ
bracis-33611	308	88	learning	learning	NOUN
bracis-33611	308	89	.	.	PUNCT
bracis-33611	309	1	in	in	ADP
bracis-33611	309	2	:	:	PUNCT
bracis-33611	309	3	proceedings	proceeding	NOUN
bracis-33611	309	4	of	of	ADP
bracis-33611	309	5	the	the	DET
bracis-33611	309	6	25th	25th	ADJ
bracis-33611	309	7	acm	acm	PROPN
bracis-33611	309	8	sigkdd	sigkdd	NOUN
bracis-33611	309	9	international	international	ADJ
bracis-33611	309	10	conference	conference	NOUN
bracis-33611	309	11	on	on	ADP
bracis-33611	309	12	knowledge	knowledge	PROPN
bracis-33611	309	13	discovery	discovery	PROPN
bracis-33611	309	14	&	&	CCONJ
bracis-33611	309	15	data	data	PROPN
bracis-33611	309	16	mining	mining	NOUN
bracis-33611	309	17	,	,	PUNCT
bracis-33611	309	18	pp	pp	ADJ
bracis-33611	309	19	.	.	PUNCT
bracis-33611	310	1	1720–1730	1720–1730	NUM
bracis-33611	310	2	(	(	PUNCT
bracis-33611	310	3	2019	2019	NUM
bracis-33611	310	4	)	)	PUNCT
bracis-33611	310	5	google	google	NOUN
bracis-33611	310	6	scholar	scholar	NOUN
bracis-33611	310	7	  	  	SPACE
bracis-33611	310	8	an	an	PROPN
bracis-33611	310	9	,	,	PUNCT
bracis-33611	310	10	j.	j.	PROPN
bracis-33611	310	11	,	,	PUNCT
bracis-33611	310	12	fu	fu	PROPN
bracis-33611	310	13	,	,	PUNCT
bracis-33611	310	14	l.	l.	PROPN
bracis-33611	310	15	,	,	PUNCT
bracis-33611	310	16	hu	hu	PROPN
bracis-33611	310	17	,	,	PUNCT
bracis-33611	310	18	m.	m.	NOUN
bracis-33611	310	19	,	,	PUNCT
bracis-33611	310	20	chen	chen	PROPN
bracis-33611	310	21	,	,	PUNCT
bracis-33611	310	22	w.	w.	PROPN
bracis-33611	310	23	,	,	PUNCT
bracis-33611	310	24	zhan	zhan	PROPN
bracis-33611	310	25	,	,	PUNCT
bracis-33611	310	26	j.	j.	PROPN
bracis-33611	310	27	:	:	PUNCT
bracis-33611	310	28	a	a	DET
bracis-33611	310	29	novel	novel	ADJ
bracis-33611	310	30	fuzzy	fuzzy	ADV
bracis-33611	310	31	-	-	PUNCT
bracis-33611	310	32	based	base	VERB
bracis-33611	310	33	convolutional	convolutional	ADJ
bracis-33611	310	34	neural	neural	ADJ
bracis-33611	310	35	network	network	NOUN
bracis-33611	310	36	method	method	NOUN
bracis-33611	310	37	to	to	ADP
bracis-33611	310	38	traffic	traffic	NOUN
bracis-33611	310	39	flow	flow	NOUN
bracis-33611	310	40	prediction	prediction	NOUN
bracis-33611	310	41	with	with	ADP
bracis-33611	310	42	uncertain	uncertain	ADJ
bracis-33611	310	43	traffic	traffic	NOUN
bracis-33611	310	44	accident	accident	NOUN
bracis-33611	310	45	information	information	NOUN
bracis-33611	310	46	.	.	PUNCT
bracis-33611	311	1	ieee	ieee	NOUN
bracis-33611	311	2	access	access	NOUN
bracis-33611	311	3	7	7	NUM
bracis-33611	311	4	,	,	PUNCT
bracis-33611	311	5	20	20	NUM
bracis-33611	311	6	708–20	708–20	NUM
bracis-33611	311	7	722	722	NUM
bracis-33611	311	8	(	(	PUNCT
bracis-33611	311	9	2019	2019	NUM
bracis-33611	311	10	)	)	PUNCT
bracis-33611	311	11	google	google	PROPN
bracis-33611	311	12	scholar	scholar	NOUN
bracis-33611	311	13	  	  	SPACE
bracis-33611	311	14	tang	tang	NOUN
bracis-33611	311	15	,	,	PUNCT
bracis-33611	311	16	j.	j.	PROPN
bracis-33611	311	17	,	,	PUNCT
bracis-33611	311	18	liu	liu	PROPN
bracis-33611	311	19	,	,	PUNCT
bracis-33611	311	20	f.	f.	PROPN
bracis-33611	311	21	,	,	PUNCT
bracis-33611	311	22	zou	zou	PROPN
bracis-33611	311	23	,	,	PUNCT
bracis-33611	311	24	y.	y.	PROPN
bracis-33611	311	25	,	,	PUNCT
bracis-33611	311	26	zhang	zhang	PROPN
bracis-33611	311	27	,	,	PUNCT
bracis-33611	311	28	w.	w.	PROPN
bracis-33611	311	29	,	,	PUNCT
bracis-33611	311	30	wang	wang	PROPN
bracis-33611	311	31	,	,	PUNCT
bracis-33611	311	32	y.	y.	PROPN
bracis-33611	311	33	:	:	PUNCT
bracis-33611	311	34	an	an	DET
bracis-33611	311	35	improved	improve	VERB
bracis-33611	311	36	fuzzy	fuzzy	ADJ
bracis-33611	311	37	neural	neural	ADJ
bracis-33611	311	38	network	network	NOUN
bracis-33611	311	39	for	for	ADP
bracis-33611	311	40	traffic	traffic	NOUN
bracis-33611	311	41	speed	speed	NOUN
bracis-33611	311	42	prediction	prediction	NOUN
bracis-33611	311	43	considering	consider	VERB
bracis-33611	311	44	periodic	periodic	ADJ
bracis-33611	311	45	characteristic	characteristic	NOUN
bracis-33611	311	46	.	.	PUNCT
bracis-33611	312	1	ieee	ieee	PROPN
bracis-33611	312	2	trans	trans	PROPN
bracis-33611	312	3	.	.	PUNCT
bracis-33611	313	1	intell	intell	PROPN
bracis-33611	313	2	.	.	PUNCT
bracis-33611	314	1	transp	transp	PROPN
bracis-33611	314	2	.	.	PUNCT
bracis-33611	315	1	syst	syst	PROPN
bracis-33611	315	2	.	.	PUNCT
bracis-33611	316	1	18(9	18(9	PROPN
bracis-33611	316	2	)	)	PUNCT
bracis-33611	316	3	,	,	PUNCT
bracis-33611	316	4	2340–2350	2340–2350	NUM
bracis-33611	316	5	(	(	PUNCT
bracis-33611	316	6	2017	2017	NUM
bracis-33611	316	7	)	)	PUNCT
bracis-33611	316	8	article	article	NOUN
bracis-33611	316	9	  	  	SPACE
bracis-33611	316	10	math	math	NOUN
bracis-33611	316	11	  	  	SPACE
bracis-33611	316	12	google	google	PROPN
bracis-33611	316	13	scholar	scholar	NOUN
bracis-33611	316	14	  	  	SPACE
bracis-33611	316	15	dimitriou	dimitriou	NOUN
bracis-33611	316	16	,	,	PUNCT
bracis-33611	316	17	l.	l.	PROPN
bracis-33611	316	18	,	,	PUNCT
bracis-33611	316	19	tsekeris	tsekeris	NOUN
bracis-33611	316	20	,	,	PUNCT
bracis-33611	316	21	t.	t.	PROPN
bracis-33611	316	22	,	,	PUNCT
bracis-33611	316	23	stathopoulos	stathopoulo	NOUN
bracis-33611	316	24	,	,	PUNCT
bracis-33611	316	25	a.	a.	NOUN
bracis-33611	316	26	:	:	PUNCT
bracis-33611	316	27	adaptive	adaptive	ADJ
bracis-33611	316	28	hybrid	hybrid	ADJ
bracis-33611	316	29	fuzzy	fuzzy	ADJ
bracis-33611	316	30	rule	rule	NOUN
bracis-33611	316	31	-	-	PUNCT
bracis-33611	316	32	based	base	VERB
bracis-33611	316	33	system	system	NOUN
bracis-33611	316	34	approach	approach	NOUN
bracis-33611	316	35	for	for	ADP
bracis-33611	316	36	modeling	modeling	NOUN
bracis-33611	316	37	and	and	CCONJ
bracis-33611	316	38	predicting	predict	VERB
bracis-33611	316	39	urban	urban	ADJ
bracis-33611	316	40	traffic	traffic	NOUN
bracis-33611	316	41	flow	flow	NOUN
bracis-33611	316	42	.	.	PUNCT
bracis-33611	317	1	trans	tran	NOUN
bracis-33611	317	2	.	.	PUNCT
bracis-33611	318	1	res	re	NOUN
bracis-33611	318	2	.	.	PUNCT
bracis-33611	319	1	part	part	NOUN
bracis-33611	319	2	c	c	NOUN
bracis-33611	319	3	:	:	PUNCT
bracis-33611	319	4	emerging	emerge	VERB
bracis-33611	319	5	technol	technol	NOUN
bracis-33611	319	6	.	.	PUNCT
bracis-33611	319	7	16(5	16(5	NUM
bracis-33611	319	8	)	)	PUNCT
bracis-33611	319	9	,	,	PUNCT
bracis-33611	319	10	554–573	554–573	NUM
bracis-33611	319	11	(	(	PUNCT
bracis-33611	319	12	2008	2008	NUM
bracis-33611	319	13	)	)	PUNCT
bracis-33611	319	14	article	article	NOUN
bracis-33611	319	15	  	  	SPACE
bracis-33611	319	16	math	math	NOUN
bracis-33611	319	17	  	  	SPACE
bracis-33611	319	18	google	google	PROPN
bracis-33611	319	19	scholar	scholar	NOUN
bracis-33611	319	20	  	  	SPACE
bracis-33611	319	21	chen	chen	PROPN
bracis-33611	319	22	,	,	PUNCT
bracis-33611	319	23	w.	w.	PROPN
bracis-33611	319	24	,	,	PUNCT
bracis-33611	319	25	an	an	PROPN
bracis-33611	319	26	,	,	PUNCT
bracis-33611	319	27	j.	j.	PROPN
bracis-33611	319	28	,	,	PUNCT
bracis-33611	319	29	li	li	PROPN
bracis-33611	319	30	,	,	PUNCT
bracis-33611	319	31	r.	r.	PROPN
bracis-33611	319	32	,	,	PUNCT
bracis-33611	319	33	fu	fu	PROPN
bracis-33611	319	34	,	,	PUNCT
bracis-33611	319	35	l.	l.	PROPN
bracis-33611	319	36	,	,	PUNCT
bracis-33611	319	37	xie	xie	PROPN
bracis-33611	319	38	,	,	PUNCT
bracis-33611	319	39	g.	g.	PROPN
bracis-33611	319	40	,	,	PUNCT
bracis-33611	319	41	bhuiyan	bhuiyan	PROPN
bracis-33611	319	42	,	,	PUNCT
bracis-33611	319	43	m.z.a	m.z.a	NOUN
bracis-33611	319	44	.	.	PROPN
bracis-33611	319	45	,	,	PUNCT
bracis-33611	319	46	li	li	PROPN
bracis-33611	319	47	,	,	PUNCT
bracis-33611	319	48	k.	k.	PROPN
bracis-33611	319	49	:	:	PUNCT
bracis-33611	319	50	a	a	DET
bracis-33611	319	51	novel	novel	ADJ
bracis-33611	319	52	fuzzy	fuzzy	ADJ
bracis-33611	319	53	deep	deep	ADJ
bracis-33611	319	54	-	-	PUNCT
bracis-33611	319	55	learning	learn	VERB
bracis-33611	319	56	approach	approach	NOUN
bracis-33611	319	57	to	to	ADP
bracis-33611	319	58	traffic	traffic	NOUN
bracis-33611	319	59	flow	flow	NOUN
bracis-33611	319	60	prediction	prediction	NOUN
bracis-33611	319	61	with	with	ADP
bracis-33611	319	62	uncertain	uncertain	ADJ
bracis-33611	319	63	spatial	spatial	ADJ
bracis-33611	319	64	-	-	PUNCT
bracis-33611	319	65	temporal	temporal	ADJ
bracis-33611	319	66	data	data	NOUN
bracis-33611	319	67	features	feature	NOUN
bracis-33611	319	68	.	.	PUNCT
bracis-33611	320	1	futur	futur	PROPN
bracis-33611	320	2	.	.	PUNCT
bracis-33611	320	3	gener	gener	PROPN
bracis-33611	320	4	.	.	PUNCT
bracis-33611	321	1	comput	comput	PROPN
bracis-33611	321	2	.	.	PUNCT
bracis-33611	322	1	syst	syst	PROPN
bracis-33611	322	2	.	.	PROPN
bracis-33611	322	3	89	89	NUM
bracis-33611	322	4	,	,	PUNCT
bracis-33611	322	5	78–88	78–88	NUM
bracis-33611	322	6	(	(	PUNCT
bracis-33611	322	7	2018	2018	NUM
bracis-33611	322	8	)	)	PUNCT
bracis-33611	322	9	article	article	NOUN
bracis-33611	322	10	  	  	SPACE
bracis-33611	322	11	math	math	NOUN
bracis-33611	322	12	  	  	SPACE
bracis-33611	322	13	google	google	PROPN
bracis-33611	322	14	scholar	scholar	NOUN
bracis-33611	322	15	  	  	SPACE
bracis-33611	322	16	zhang	zhang	PROPN
bracis-33611	322	17	,	,	PUNCT
bracis-33611	322	18	s.	s.	PROPN
bracis-33611	322	19	,	,	PUNCT
bracis-33611	322	20	chen	chen	PROPN
bracis-33611	322	21	,	,	PUNCT
bracis-33611	322	22	y.	y.	PROPN
bracis-33611	322	23	,	,	PUNCT
bracis-33611	322	24	zhang	zhang	PROPN
bracis-33611	322	25	,	,	PUNCT
bracis-33611	322	26	w.	w.	PROPN
bracis-33611	322	27	:	:	PUNCT
bracis-33611	322	28	spatiotemporal	spatiotemporal	ADJ
bracis-33611	322	29	fuzzy	fuzzy	ADJ
bracis-33611	322	30	-	-	PUNCT
bracis-33611	322	31	graph	graph	NOUN
bracis-33611	322	32	convolutional	convolutional	ADJ
bracis-33611	322	33	network	network	NOUN
bracis-33611	322	34	model	model	NOUN
bracis-33611	322	35	with	with	ADP
bracis-33611	322	36	dynamic	dynamic	ADJ
bracis-33611	322	37	feature	feature	NOUN
bracis-33611	322	38	encoding	encode	VERB
bracis-33611	322	39	for	for	ADP
bracis-33611	322	40	traffic	traffic	NOUN
bracis-33611	322	41	forecasting	forecasting	NOUN
bracis-33611	322	42	.	.	PUNCT
bracis-33611	323	1	knowl.-based	knowl.-based	PROPN
bracis-33611	323	2	syst	syst	PROPN
bracis-33611	323	3	.	.	PUNCT
bracis-33611	323	4	231	231	NUM
bracis-33611	323	5	,	,	PUNCT
bracis-33611	323	6	107403	107403	NUM
bracis-33611	323	7	(	(	PUNCT
bracis-33611	323	8	2021	2021	NUM
bracis-33611	323	9	)	)	PUNCT
bracis-33611	323	10	google	google	NOUN
bracis-33611	323	11	scholar	scholar	NOUN
bracis-33611	323	12	  	  	SPACE
bracis-33611	323	13	alkheder	alkheder	NOUN
bracis-33611	323	14	,	,	PUNCT
bracis-33611	323	15	s.	s.	PROPN
bracis-33611	323	16	,	,	PUNCT
bracis-33611	323	17	alomair	alomair	PROPN
bracis-33611	323	18	,	,	PUNCT
bracis-33611	323	19	a.	a.	NOUN
bracis-33611	323	20	:	:	PUNCT
bracis-33611	323	21	urban	urban	ADJ
bracis-33611	323	22	traffic	traffic	NOUN
bracis-33611	323	23	prediction	prediction	NOUN
bracis-33611	323	24	using	use	VERB
bracis-33611	323	25	metrological	metrological	ADJ
bracis-33611	323	26	data	datum	NOUN
bracis-33611	323	27	with	with	ADP
bracis-33611	323	28	fuzzy	fuzzy	ADJ
bracis-33611	323	29	logic	logic	NOUN
bracis-33611	323	30	,	,	PUNCT
bracis-33611	323	31	long	long	ADJ
bracis-33611	323	32	short	short	ADJ
bracis-33611	323	33	-	-	PUNCT
bracis-33611	323	34	term	term	NOUN
bracis-33611	323	35	memory	memory	NOUN
bracis-33611	323	36	(	(	PUNCT
bracis-33611	323	37	lstm	lstm	NOUN
bracis-33611	323	38	)	)	PUNCT
bracis-33611	323	39	,	,	PUNCT
bracis-33611	323	40	and	and	CCONJ
bracis-33611	323	41	decision	decision	NOUN
bracis-33611	323	42	trees	tree	NOUN
bracis-33611	323	43	(	(	PUNCT
bracis-33611	323	44	dts	dts	NOUN
bracis-33611	323	45	)	)	PUNCT
bracis-33611	323	46	.	.	PUNCT
bracis-33611	324	1	nat	nat	PROPN
bracis-33611	324	2	.	.	PUNCT
bracis-33611	325	1	hazards	hazard	VERB
bracis-33611	325	2	111	111	NUM
bracis-33611	325	3	,	,	PUNCT
bracis-33611	325	4	03	03	NUM
bracis-33611	325	5	(	(	PUNCT
bracis-33611	325	6	2022	2022	NUM
bracis-33611	325	7	)	)	PUNCT
bracis-33611	325	8	article	article	NOUN
bracis-33611	325	9	  	  	SPACE
bracis-33611	325	10	google	google	PROPN
bracis-33611	325	11	scholar	scholar	NOUN
bracis-33611	325	12	  	  	SPACE
bracis-33611	325	13	liu	liu	PROPN
bracis-33611	325	14	,	,	PUNCT
bracis-33611	325	15	y.	y.	PROPN
bracis-33611	325	16	,	,	PUNCT
bracis-33611	325	17	yu	yu	PROPN
bracis-33611	325	18	,	,	PUNCT
bracis-33611	325	19	j.j.q	j.j.q	PROPN
bracis-33611	325	20	.	.	PROPN
bracis-33611	325	21	,	,	PUNCT
bracis-33611	325	22	kang	kang	PROPN
bracis-33611	325	23	,	,	PUNCT
bracis-33611	325	24	j.	j.	PROPN
bracis-33611	325	25	,	,	PUNCT
bracis-33611	325	26	niyato	niyato	PROPN
bracis-33611	325	27	,	,	PUNCT
bracis-33611	325	28	d.	d.	PROPN
bracis-33611	325	29	,	,	PUNCT
bracis-33611	325	30	zhang	zhang	PROPN
bracis-33611	325	31	,	,	PUNCT
bracis-33611	325	32	s.	s.	PROPN
bracis-33611	325	33	:	:	PUNCT
bracis-33611	325	34	privacy	privacy	NOUN
bracis-33611	325	35	-	-	PUNCT
bracis-33611	325	36	preserving	preserve	VERB
bracis-33611	325	37	traffic	traffic	NOUN
bracis-33611	325	38	flow	flow	NOUN
bracis-33611	325	39	prediction	prediction	NOUN
bracis-33611	325	40	:	:	PUNCT
bracis-33611	325	41	a	a	DET
bracis-33611	325	42	federated	federated	ADJ
bracis-33611	325	43	learning	learning	NOUN
bracis-33611	325	44	approach	approach	NOUN
bracis-33611	325	45	.	.	PUNCT
bracis-33611	326	1	ieee	ieee	NOUN
bracis-33611	326	2	internet	internet	NOUN
bracis-33611	326	3	things	thing	NOUN
bracis-33611	326	4	j.	j.	PROPN
bracis-33611	326	5	7(8	7(8	PROPN
bracis-33611	326	6	)	)	PUNCT
bracis-33611	326	7	,	,	PUNCT
bracis-33611	326	8	7751–7763	7751–7763	NUM
bracis-33611	326	9	(	(	PUNCT
bracis-33611	326	10	2020	2020	NUM
bracis-33611	326	11	)	)	PUNCT
bracis-33611	326	12	article	article	NOUN
bracis-33611	326	13	  	  	SPACE
bracis-33611	326	14	math	math	NOUN
bracis-33611	326	15	  	  	SPACE
bracis-33611	326	16	google	google	PROPN
bracis-33611	326	17	scholar	scholar	NOUN
bracis-33611	326	18	  	  	SPACE
bracis-33611	326	19	zhang	zhang	PROPN
bracis-33611	326	20	,	,	PUNCT
bracis-33611	326	21	c.	c.	PROPN
bracis-33611	326	22	,	,	PUNCT
bracis-33611	326	23	zhang	zhang	PROPN
bracis-33611	326	24	,	,	PUNCT
bracis-33611	326	25	s.	s.	PROPN
bracis-33611	326	26	,	,	PUNCT
bracis-33611	326	27	yu	yu	PROPN
bracis-33611	326	28	,	,	PUNCT
bracis-33611	326	29	j.j.q	j.j.q	ADJ
bracis-33611	326	30	.	.	PROPN
bracis-33611	326	31	,	,	PUNCT
bracis-33611	326	32	yu	yu	PROPN
bracis-33611	326	33	,	,	PUNCT
bracis-33611	326	34	s.	s.	PROPN
bracis-33611	326	35	:	:	PUNCT
bracis-33611	326	36	fastgnn	fastgnn	NOUN
bracis-33611	326	37	:	:	PUNCT
bracis-33611	326	38	a	a	DET
bracis-33611	326	39	topological	topological	ADJ
bracis-33611	326	40	information	information	NOUN
bracis-33611	326	41	protected	protect	VERB
bracis-33611	326	42	federated	federated	ADJ
bracis-33611	326	43	learning	learning	NOUN
bracis-33611	326	44	approach	approach	NOUN
bracis-33611	326	45	for	for	ADP
bracis-33611	326	46	traffic	traffic	NOUN
bracis-33611	326	47	speed	speed	NOUN
bracis-33611	326	48	forecasting	forecasting	NOUN
bracis-33611	326	49	.	.	PUNCT
bracis-33611	327	1	ieee	ieee	PROPN
bracis-33611	327	2	trans	trans	PROPN
bracis-33611	327	3	.	.	PROPN
bracis-33611	328	1	industr	industr	PROPN
bracis-33611	328	2	.	.	PROPN
bracis-33611	328	3	inf	inf	PROPN
bracis-33611	328	4	.	.	PUNCT
bracis-33611	329	1	17(12	17(12	NUM
bracis-33611	329	2	)	)	PUNCT
bracis-33611	329	3	,	,	PUNCT
bracis-33611	329	4	8464–8474	8464–8474	NUM
bracis-33611	329	5	(	(	PUNCT
bracis-33611	329	6	2021	2021	NUM
bracis-33611	329	7	)	)	PUNCT
bracis-33611	329	8	article	article	NOUN
bracis-33611	329	9	  	  	SPACE
bracis-33611	329	10	math	math	NOUN
bracis-33611	329	11	  	  	SPACE
bracis-33611	329	12	google	google	PROPN
bracis-33611	329	13	scholar	scholar	NOUN
bracis-33611	329	14	  	  	SPACE
bracis-33611	329	15	zhang	zhang	PROPN
bracis-33611	329	16	,	,	PUNCT
bracis-33611	329	17	c.	c.	PROPN
bracis-33611	329	18	,	,	PUNCT
bracis-33611	329	19	cui	cui	PROPN
bracis-33611	329	20	,	,	PUNCT
bracis-33611	329	21	l.	l.	PROPN
bracis-33611	329	22	,	,	PUNCT
bracis-33611	329	23	yu	yu	PROPN
bracis-33611	329	24	,	,	PUNCT
bracis-33611	329	25	s.	s.	PROPN
bracis-33611	329	26	,	,	PUNCT
bracis-33611	329	27	james	james	PROPN
bracis-33611	329	28	,	,	PUNCT
bracis-33611	329	29	j.	j.	PROPN
bracis-33611	329	30	:	:	PUNCT
bracis-33611	329	31	a	a	DET
bracis-33611	329	32	communication	communication	NOUN
bracis-33611	329	33	-	-	PUNCT
bracis-33611	329	34	efficient	efficient	ADJ
bracis-33611	329	35	federated	federated	ADJ
bracis-33611	329	36	learning	learning	NOUN
bracis-33611	329	37	scheme	scheme	NOUN
bracis-33611	329	38	for	for	ADP
bracis-33611	329	39	iot	iot	NOUN
bracis-33611	329	40	-	-	PUNCT
bracis-33611	329	41	based	base	VERB
bracis-33611	329	42	traffic	traffic	NOUN
bracis-33611	329	43	forecasting	forecasting	NOUN
bracis-33611	329	44	.	.	PUNCT
bracis-33611	330	1	ieee	ieee	NOUN
bracis-33611	330	2	internet	internet	NOUN
bracis-33611	330	3	things	thing	NOUN
bracis-33611	330	4	j.	j.	PROPN
bracis-33611	330	5	9(14	9(14	PROPN
bracis-33611	330	6	)	)	PUNCT
bracis-33611	330	7	,	,	PUNCT
bracis-33611	330	8	11918–11931	11918–11931	NUM
bracis-33611	330	9	(	(	PUNCT
bracis-33611	330	10	2021	2021	NUM
bracis-33611	330	11	)	)	PUNCT
bracis-33611	330	12	article	article	NOUN
bracis-33611	330	13	  	  	SPACE
bracis-33611	330	14	math	math	NOUN
bracis-33611	330	15	  	  	SPACE
bracis-33611	330	16	google	google	PROPN
bracis-33611	330	17	scholar	scholar	NOUN
bracis-33611	330	18	  	  	SPACE
bracis-33611	330	19	xia	xia	PROPN
bracis-33611	330	20	,	,	PUNCT
bracis-33611	330	21	m.	m.	NOUN
bracis-33611	330	22	,	,	PUNCT
bracis-33611	330	23	jin	jin	PROPN
bracis-33611	330	24	,	,	PUNCT
bracis-33611	330	25	d.	d.	PROPN
bracis-33611	330	26	,	,	PUNCT
bracis-33611	330	27	chen	chen	PROPN
bracis-33611	330	28	,	,	PUNCT
bracis-33611	330	29	j.	j.	PROPN
bracis-33611	330	30	:	:	PUNCT
bracis-33611	330	31	short	short	ADJ
bracis-33611	330	32	-	-	PUNCT
bracis-33611	330	33	term	term	NOUN
bracis-33611	330	34	traffic	traffic	NOUN
bracis-33611	330	35	flow	flow	NOUN
bracis-33611	330	36	prediction	prediction	NOUN
bracis-33611	330	37	based	base	VERB
bracis-33611	330	38	on	on	ADP
bracis-33611	330	39	graph	graph	NOUN
bracis-33611	330	40	convolutional	convolutional	ADJ
bracis-33611	330	41	networks	network	NOUN
bracis-33611	330	42	and	and	CCONJ
bracis-33611	330	43	federated	federated	ADJ
bracis-33611	330	44	learning	learning	NOUN
bracis-33611	330	45	.	.	PUNCT
bracis-33611	331	1	ieee	ieee	PROPN
bracis-33611	331	2	trans	trans	PROPN
bracis-33611	331	3	.	.	PUNCT
bracis-33611	332	1	intell	intell	PROPN
bracis-33611	332	2	.	.	PUNCT
bracis-33611	333	1	transp	transp	PROPN
bracis-33611	333	2	.	.	PUNCT
bracis-33611	334	1	syst	syst	PROPN
bracis-33611	334	2	.	.	PUNCT
bracis-33611	335	1	24(1	24(1	NUM
bracis-33611	335	2	)	)	PUNCT
bracis-33611	335	3	,	,	PUNCT
bracis-33611	335	4	1191–1203	1191–1203	NUM
bracis-33611	335	5	(	(	PUNCT
bracis-33611	335	6	2023	2023	NUM
bracis-33611	335	7	)	)	PUNCT
bracis-33611	335	8	article	article	NOUN
bracis-33611	335	9	  	  	SPACE
bracis-33611	335	10	math	math	NOUN
bracis-33611	335	11	  	  	SPACE
bracis-33611	335	12	google	google	PROPN
bracis-33611	335	13	scholar	scholar	NOUN
bracis-33611	335	14	  	  	SPACE
bracis-33611	335	15	qi	qi	PROPN
bracis-33611	335	16	,	,	PUNCT
bracis-33611	335	17	t.	t.	PROPN
bracis-33611	335	18	,	,	PUNCT
bracis-33611	335	19	chen	chen	PROPN
bracis-33611	335	20	,	,	PUNCT
bracis-33611	335	21	l.	l.	PROPN
bracis-33611	335	22	,	,	PUNCT
bracis-33611	335	23	li	li	PROPN
bracis-33611	335	24	,	,	PUNCT
bracis-33611	335	25	g.	g.	PROPN
bracis-33611	335	26	,	,	PUNCT
bracis-33611	335	27	li	li	PROPN
bracis-33611	335	28	,	,	PUNCT
bracis-33611	335	29	y.	y.	PROPN
bracis-33611	335	30	,	,	PUNCT
bracis-33611	335	31	wang	wang	PROPN
bracis-33611	335	32	,	,	PUNCT
bracis-33611	335	33	c.	c.	PROPN
bracis-33611	335	34	:	:	PUNCT
bracis-33611	336	1	fedagcn	fedagcn	PROPN
bracis-33611	336	2	:	:	PUNCT
bracis-33611	336	3	a	a	DET
bracis-33611	336	4	traffic	traffic	NOUN
bracis-33611	336	5	flow	flow	NOUN
bracis-33611	336	6	prediction	prediction	NOUN
bracis-33611	336	7	framework	framework	NOUN
bracis-33611	336	8	based	base	VERB
bracis-33611	336	9	on	on	ADP
bracis-33611	336	10	federated	federated	ADJ
bracis-33611	336	11	learning	learning	NOUN
bracis-33611	336	12	and	and	CCONJ
bracis-33611	336	13	asynchronous	asynchronous	ADJ
bracis-33611	336	14	graph	graph	NOUN
bracis-33611	336	15	convolutional	convolutional	ADJ
bracis-33611	336	16	network	network	NOUN
bracis-33611	336	17	.	.	PUNCT
bracis-33611	337	1	appl	appl	PROPN
bracis-33611	337	2	.	.	PUNCT
bracis-33611	337	3	soft	soft	ADJ
bracis-33611	337	4	comput	comput	NOUN
bracis-33611	337	5	.	.	PUNCT
bracis-33611	338	1	138	138	NUM
bracis-33611	338	2	,	,	PUNCT
bracis-33611	338	3	110175	110175	NUM
bracis-33611	338	4	(	(	PUNCT
bracis-33611	338	5	2023	2023	NUM
bracis-33611	338	6	)	)	PUNCT
bracis-33611	338	7	google	google	PROPN
bracis-33611	338	8	scholar	scholar	NOUN
bracis-33611	338	9	  	  	SPACE
bracis-33611	338	10	orang	orang	PROPN
bracis-33611	338	11	,	,	PUNCT
bracis-33611	338	12	o.	o.	PROPN
bracis-33611	338	13	,	,	PUNCT
bracis-33611	338	14	silva	silva	PROPN
bracis-33611	338	15	,	,	PUNCT
bracis-33611	338	16	r.	r.	PROPN
bracis-33611	338	17	,	,	PUNCT
bracis-33611	338	18	de	de	X
bracis-33611	338	19	lima	lima	PROPN
bracis-33611	338	20	e	e	PROPN
bracis-33611	338	21	silva	silva	PROPN
bracis-33611	338	22	,	,	PUNCT
bracis-33611	338	23	p.c	p.c	PROPN
bracis-33611	338	24	.	.	PROPN
bracis-33611	338	25	,	,	PUNCT
bracis-33611	338	26	guimarães	guimarães	PROPN
bracis-33611	338	27	,	,	PUNCT
bracis-33611	338	28	f.g	f.g	PROPN
bracis-33611	338	29	.	.	PROPN
bracis-33611	338	30	:	:	PUNCT
bracis-33611	339	1	solar	solar	ADJ
bracis-33611	339	2	energy	energy	NOUN
bracis-33611	339	3	forecasting	forecasting	NOUN
bracis-33611	339	4	with	with	ADP
bracis-33611	339	5	fuzzy	fuzzy	ADJ
bracis-33611	339	6	time	time	NOUN
bracis-33611	339	7	series	series	PROPN
bracis-33611	339	8	using	use	VERB
bracis-33611	339	9	high	high	ADJ
bracis-33611	339	10	-	-	PUNCT
bracis-33611	339	11	order	order	NOUN
bracis-33611	339	12	fuzzy	fuzzy	ADJ
bracis-33611	339	13	cognitive	cognitive	ADJ
bracis-33611	339	14	maps	map	NOUN
bracis-33611	339	15	.	.	PUNCT
bracis-33611	340	1	in	in	ADP
bracis-33611	340	2	:	:	PUNCT
bracis-33611	340	3	2020	2020	NUM
bracis-33611	340	4	ieee	ieee	PROPN
bracis-33611	340	5	international	international	ADJ
bracis-33611	340	6	conference	conference	NOUN
bracis-33611	340	7	on	on	ADP
bracis-33611	340	8	fuzzy	fuzzy	ADJ
bracis-33611	340	9	systems	system	NOUN
bracis-33611	340	10	(	(	PUNCT
bracis-33611	340	11	fuzz	fuzz	NOUN
bracis-33611	340	12	-	-	PUNCT
bracis-33611	340	13	ieee	ieee	NOUN
bracis-33611	340	14	)	)	PUNCT
bracis-33611	340	15	,	,	PUNCT
bracis-33611	340	16	pp	pp	PROPN
bracis-33611	340	17	.	.	PUNCT
bracis-33611	341	1	1–8	1–8	NUM
bracis-33611	341	2	(	(	PUNCT
bracis-33611	341	3	2020	2020	NUM
bracis-33611	341	4	)	)	PUNCT
bracis-33611	341	5	google	google	PROPN
bracis-33611	341	6	scholar	scholar	NOUN
bracis-33611	341	7	  	  	SPACE
bracis-33611	341	8	download	download	NOUN
bracis-33611	341	9	references	reference	NOUN
bracis-33611	341	10	acknowledgment	acknowledgment	NOUN
bracis-33611	341	11	this	this	DET
bracis-33611	341	12	work	work	NOUN
bracis-33611	341	13	was	be	AUX
bracis-33611	341	14	partially	partially	ADV
bracis-33611	341	15	funded	fund	VERB
bracis-33611	341	16	by	by	ADP
bracis-33611	341	17	grant	grant	NOUN
bracis-33611	341	18	apq-00426	apq-00426	NOUN
bracis-33611	341	19	-	-	PUNCT
bracis-33611	341	20	22	22	NUM
bracis-33611	341	21	,	,	PUNCT
bracis-33611	341	22	fundação	fundação	PROPN
bracis-33611	341	23	de	de	X
bracis-33611	341	24	amparo	amparo	PROPN
bracis-33611	341	25	a	a	DET
bracis-33611	341	26	pesquisa	pesquisa	NOUN
bracis-33611	341	27	do	do	AUX
bracis-33611	341	28	estado	estado	VERB
bracis-33611	341	29	de	de	PROPN
bracis-33611	341	30	minas	minas	PROPN
bracis-33611	341	31	gerais	gerais	PROPN
bracis-33611	341	32	(	(	PUNCT
bracis-33611	341	33	fapemig	fapemig	PROPN
bracis-33611	341	34	)	)	PUNCT
bracis-33611	341	35	,	,	PUNCT
bracis-33611	341	36	grant	grant	VERB
bracis-33611	341	37	2023/00721	2023/00721	NUM
bracis-33611	341	38	-	-	SYM
bracis-33611	341	39	1	1	NUM
bracis-33611	341	40	,	,	PUNCT
bracis-33611	341	41	são	são	PROPN
bracis-33611	341	42	paulo	paulo	PROPN
bracis-33611	341	43	research	research	PROPN
bracis-33611	341	44	foundation	foundation	PROPN
bracis-33611	341	45	(	(	PUNCT
bracis-33611	341	46	fapesp	fapesp	NOUN
bracis-33611	341	47	)	)	PUNCT
bracis-33611	341	48	,	,	PUNCT
bracis-33611	341	49	and	and	CCONJ
bracis-33611	341	50	grant	grant	VERB
bracis-33611	341	51	312682/2021	312682/2021	NUM
bracis-33611	341	52	-	-	SYM
bracis-33611	341	53	2	2	NUM
bracis-33611	341	54	,	,	PUNCT
bracis-33611	341	55	conselho	conselho	ADJ
bracis-33611	341	56	nacional	nacional	PROPN
bracis-33611	341	57	de	de	X
bracis-33611	341	58	desenvolvimento	desenvolvimento	PROPN
bracis-33611	341	59	científico	científico	PROPN
bracis-33611	341	60	e	e	NOUN
bracis-33611	341	61	tecnológico	tecnológico	PROPN
bracis-33611	341	62	(	(	PUNCT
bracis-33611	341	63	cnpq	cnpq	NOUN
bracis-33611	341	64	)	)	PUNCT
bracis-33611	341	65	.	.	PUNCT
bracis-33611	342	1	author	author	NOUN
bracis-33611	342	2	information	information	NOUN
bracis-33611	342	3	authors	author	NOUN
bracis-33611	342	4	and	and	CCONJ
bracis-33611	342	5	affiliations	affiliation	NOUN
bracis-33611	342	6	graduate	graduate	NOUN
bracis-33611	342	7	program	program	NOUN
bracis-33611	342	8	in	in	ADP
bracis-33611	342	9	electrical	electrical	ADJ
bracis-33611	342	10	engineering	engineering	NOUN
bracis-33611	342	11	,	,	PUNCT
bracis-33611	342	12	federal	federal	ADJ
bracis-33611	342	13	university	university	PROPN
bracis-33611	342	14	of	of	ADP
bracis-33611	342	15	minas	minas	PROPN
bracis-33611	342	16	gerais	gerais	PROPN
bracis-33611	342	17	,	,	PUNCT
bracis-33611	342	18	belo	belo	PROPN
bracis-33611	342	19	horizonte	horizonte	PROPN
bracis-33611	342	20	,	,	PUNCT
bracis-33611	342	21	brazil	brazil	PROPN
bracis-33611	342	22	felipe	felipe	PROPN
bracis-33611	342	23	a.	a.	PROPN
bracis-33611	342	24	r.	r.	PROPN
bracis-33611	342	25	da	da	PROPN
bracis-33611	342	26	silva	silva	PROPN
bracis-33611	342	27	federal	federal	PROPN
bracis-33611	342	28	institute	institute	PROPN
bracis-33611	342	29	of	of	ADP
bracis-33611	342	30	northern	northern	PROPN
bracis-33611	342	31	minas	minas	PROPN
bracis-33611	342	32	gerais	gerais	PROPN
bracis-33611	342	33	,	,	PUNCT
bracis-33611	342	34	januaria	januaria	PROPN
bracis-33611	342	35	,	,	PUNCT
bracis-33611	342	36	brazil	brazil	PROPN
bracis-33611	342	37	petrônio	petrônio	PROPN
bracis-33611	342	38	c.	c.	PROPN
bracis-33611	342	39	l.	l.	PROPN
bracis-33611	342	40	silva	silva	PROPN
bracis-33611	342	41	department	department	PROPN
bracis-33611	342	42	of	of	ADP
bracis-33611	342	43	computer	computer	NOUN
bracis-33611	342	44	science	science	PROPN
bracis-33611	342	45	,	,	PUNCT
bracis-33611	342	46	federal	federal	ADJ
bracis-33611	342	47	university	university	PROPN
bracis-33611	342	48	of	of	ADP
bracis-33611	342	49	minas	minas	PROPN
bracis-33611	342	50	gerais	gerais	PROPN
bracis-33611	342	51	,	,	PUNCT
bracis-33611	342	52	belo	belo	PROPN
bracis-33611	342	53	horizonte	horizonte	PROPN
bracis-33611	342	54	,	,	PUNCT
bracis-33611	342	55	brazil	brazil	PROPN
bracis-33611	342	56	omid	omid	PROPN
bracis-33611	342	57	orang	orang	PROPN
bracis-33611	342	58	,	,	PUNCT
bracis-33611	342	59	 	 	SPACE
bracis-33611	342	60	petrônio	petrônio	PROPN
bracis-33611	342	61	c.	c.	PROPN
bracis-33611	342	62	l.	l.	PROPN
bracis-33611	342	63	silva	silva	PROPN
bracis-33611	342	64	,	,	PUNCT
bracis-33611	342	65	 	 	SPACE
bracis-33611	342	66	pedro	pedro	PROPN
bracis-33611	342	67	h.	h.	PROPN
bracis-33611	342	68	s.	s.	PROPN
bracis-33611	342	69	s.	s.	PROPN
bracis-33611	342	70	barros	barros	PROPN
bracis-33611	342	71	,	,	PUNCT
bracis-33611	342	72	 	 	SPACE
bracis-33611	342	73	heitor	heitor	PROPN
bracis-33611	342	74	s.	s.	PROPN
bracis-33611	342	75	ramos	ramos	PROPN
bracis-33611	342	76	 	 	SPACE
bracis-33611	342	77	&	&	CCONJ
bracis-33611	342	78	 	 	SPACE
bracis-33611	342	79	frederico	frederico	PROPN
bracis-33611	342	80	g.	g.	PROPN
bracis-33611	342	81	guimarães	guimarães	PROPN
bracis-33611	342	82	authors	author	NOUN
bracis-33611	342	83	omid	omid	PROPN
bracis-33611	342	84	orangview	orangview	PROPN
bracis-33611	342	85	author	author	NOUN
bracis-33611	342	86	publications	publication	NOUN
bracis-33611	342	87	search	search	NOUN
bracis-33611	342	88	author	author	NOUN
bracis-33611	342	89	on	on	ADP
bracis-33611	342	90	:	:	PUNCT
bracis-33611	342	91	pubmed	pubmed	PROPN
bracis-33611	342	92	 	 	SPACE
bracis-33611	342	93	google	google	PROPN
bracis-33611	342	94	scholar	scholar	NOUN
bracis-33611	342	95	felipe	felipe	PROPN
bracis-33611	342	96	a.	a.	PROPN
bracis-33611	342	97	r.	r.	PROPN
bracis-33611	342	98	da	da	PROPN
bracis-33611	342	99	silvaview	silvaview	PROPN
bracis-33611	342	100	author	author	NOUN
bracis-33611	342	101	publications	publication	NOUN
bracis-33611	342	102	search	search	NOUN
bracis-33611	342	103	author	author	NOUN
bracis-33611	342	104	on	on	ADP
bracis-33611	342	105	:	:	PUNCT
bracis-33611	342	106	pubmed	pubmed	PROPN
bracis-33611	342	107	 	 	SPACE
bracis-33611	342	108	google	google	PROPN
bracis-33611	342	109	scholar	scholar	NOUN
bracis-33611	342	110	petrônio	petrônio	PROPN
bracis-33611	342	111	c.	c.	PROPN
bracis-33611	342	112	l.	l.	PROPN
bracis-33611	342	113	silvaview	silvaview	PROPN
bracis-33611	342	114	author	author	NOUN
bracis-33611	342	115	publications	publication	NOUN
bracis-33611	342	116	search	search	NOUN
bracis-33611	342	117	author	author	NOUN
bracis-33611	342	118	on	on	ADP
bracis-33611	342	119	:	:	PUNCT
bracis-33611	342	120	pubmed	pubmed	PROPN
bracis-33611	342	121	 	 	SPACE
bracis-33611	342	122	google	google	PROPN
bracis-33611	342	123	scholar	scholar	PROPN
bracis-33611	342	124	pedro	pedro	PROPN
bracis-33611	342	125	h.	h.	PROPN
bracis-33611	342	126	s.	s.	PROPN
bracis-33611	342	127	s.	s.	PROPN
bracis-33611	342	128	barrosview	barrosview	PROPN
bracis-33611	342	129	author	author	NOUN
bracis-33611	342	130	publications	publication	NOUN
bracis-33611	342	131	search	search	NOUN
bracis-33611	342	132	author	author	NOUN
bracis-33611	342	133	on	on	ADP
bracis-33611	342	134	:	:	PUNCT
bracis-33611	342	135	pubmed	pubmed	PROPN
bracis-33611	342	136	 	 	SPACE
bracis-33611	342	137	google	google	PROPN
bracis-33611	342	138	scholar	scholar	NOUN
bracis-33611	342	139	heitor	heitor	PROPN
bracis-33611	342	140	s.	s.	PROPN
bracis-33611	342	141	ramosview	ramosview	PROPN
bracis-33611	342	142	author	author	NOUN
bracis-33611	342	143	publications	publication	VERB
bracis-33611	342	144	search	search	NOUN
bracis-33611	342	145	author	author	NOUN
bracis-33611	342	146	on	on	ADP
bracis-33611	342	147	:	:	PUNCT
bracis-33611	342	148	pubmed	pubmed	PROPN
bracis-33611	342	149	 	 	SPACE
bracis-33611	342	150	google	google	PROPN
bracis-33611	342	151	scholar	scholar	PROPN
bracis-33611	342	152	frederico	frederico	PROPN
bracis-33611	342	153	g.	g.	PROPN
bracis-33611	342	154	guimarãesview	guimarãesview	PROPN
bracis-33611	342	155	author	author	NOUN
bracis-33611	342	156	publications	publication	NOUN
bracis-33611	342	157	search	search	NOUN
bracis-33611	342	158	author	author	NOUN
bracis-33611	342	159	on	on	ADP
bracis-33611	342	160	:	:	PUNCT
bracis-33611	342	161	pubmed	pubmed	PROPN
bracis-33611	342	162	 	 	SPACE
bracis-33611	342	163	google	google	PROPN
bracis-33611	342	164	scholar	scholar	NOUN
bracis-33611	342	165	corresponding	correspond	VERB
bracis-33611	342	166	author	author	NOUN
bracis-33611	342	167	correspondence	correspondence	NOUN
bracis-33611	342	168	to	to	PART
bracis-33611	342	169	petrônio	petrônio	VERB
bracis-33611	342	170	c.	c.	PROPN
bracis-33611	342	171	l.	l.	PROPN
bracis-33611	342	172	silva	silva	PROPN
bracis-33611	342	173	.	.	PUNCT
bracis-33611	343	1	editor	editor	NOUN
bracis-33611	343	2	information	information	NOUN
bracis-33611	343	3	editors	editor	NOUN
bracis-33611	343	4	and	and	CCONJ
bracis-33611	343	5	affiliations	affiliation	NOUN
bracis-33611	343	6	universidade	universidade	VERB
bracis-33611	343	7	federal	federal	PROPN
bracis-33611	343	8	fluminense	fluminense	PROPN
bracis-33611	343	9	,	,	PUNCT
bracis-33611	343	10	niterói	niterói	PROPN
bracis-33611	343	11	,	,	PUNCT
bracis-33611	343	12	brazil	brazil	PROPN
bracis-33611	343	13	aline	aline	PROPN
bracis-33611	343	14	paes	paes	PROPN
bracis-33611	343	15	instituto	instituto	PROPN
bracis-33611	343	16	tecnológico	tecnológico	PROPN
bracis-33611	343	17	de	de	PROPN
bracis-33611	343	18	aeronáutica	aeronáutica	PROPN
bracis-33611	343	19	,	,	PUNCT
bracis-33611	343	20	são	são	PROPN
bracis-33611	343	21	josé	josé	PROPN
bracis-33611	343	22	dos	dos	PROPN
bracis-33611	343	23	campos	campos	PROPN
bracis-33611	343	24	,	,	PUNCT
bracis-33611	343	25	brazil	brazil	PROPN
bracis-33611	343	26	filipe	filipe	PROPN
bracis-33611	343	27	a.	a.	PROPN
bracis-33611	343	28	n.	n.	PROPN
bracis-33611	343	29	verri	verri	PROPN
bracis-33611	343	30	rights	right	NOUN
bracis-33611	343	31	and	and	CCONJ
bracis-33611	343	32	permissions	permission	NOUN
bracis-33611	343	33	reprints	reprint	NOUN
bracis-33611	343	34	and	and	CCONJ
bracis-33611	343	35	permissions	permission	VERB
bracis-33611	343	36	copyright	copyright	NOUN
bracis-33611	343	37	information	information	NOUN
bracis-33611	343	38	©	©	ADP
bracis-33611	343	39	2025	2025	NUM
bracis-33611	343	40	the	the	DET
bracis-33611	343	41	author(s	author(s	NOUN
bracis-33611	343	42	)	)	PUNCT
bracis-33611	343	43	,	,	PUNCT
bracis-33611	343	44	under	under	ADP
bracis-33611	343	45	exclusive	exclusive	ADJ
bracis-33611	343	46	license	license	NOUN
bracis-33611	343	47	to	to	ADP
bracis-33611	343	48	springer	springer	NOUN
bracis-33611	343	49	nature	nature	PROPN
bracis-33611	343	50	switzerland	switzerland	PROPN
bracis-33611	343	51	ag	ag	PROPN
bracis-33611	343	52	about	about	ADP
bracis-33611	343	53	this	this	DET
bracis-33611	343	54	paper	paper	NOUN
bracis-33611	343	55	cite	cite	VERB
bracis-33611	343	56	this	this	DET
bracis-33611	343	57	paper	paper	NOUN
bracis-33611	343	58	orang	orang	PROPN
bracis-33611	343	59	,	,	PUNCT
bracis-33611	343	60	o.	o.	PROPN
bracis-33611	343	61	,	,	PUNCT
bracis-33611	343	62	da	da	PROPN
bracis-33611	343	63	silva	silva	PROPN
bracis-33611	343	64	,	,	PUNCT
bracis-33611	343	65	f.a.r	f.a.r	NOUN
bracis-33611	343	66	.	.	PROPN
bracis-33611	343	67	,	,	PUNCT
bracis-33611	343	68	silva	silva	PROPN
bracis-33611	343	69	,	,	PUNCT
bracis-33611	343	70	p.c.l	p.c.l	NOUN
bracis-33611	343	71	.	.	PROPN
bracis-33611	343	72	,	,	PUNCT
bracis-33611	343	73	barros	barros	PROPN
bracis-33611	343	74	,	,	PUNCT
bracis-33611	343	75	p.h.s.s	p.h.s.s	PROPN
bracis-33611	343	76	.	.	PROPN
bracis-33611	343	77	,	,	PUNCT
bracis-33611	343	78	ramos	ramos	PROPN
bracis-33611	343	79	,	,	PUNCT
bracis-33611	343	80	h.s	h.s	PROPN
bracis-33611	343	81	.	.	PROPN
bracis-33611	343	82	,	,	PUNCT
bracis-33611	343	83	guimarães	guimarães	PROPN
bracis-33611	343	84	,	,	PUNCT
bracis-33611	343	85	f.g	f.g	PROPN
bracis-33611	343	86	.	.	PROPN
bracis-33611	343	87	(	(	PUNCT
bracis-33611	343	88	2025	2025	NUM
bracis-33611	343	89	)	)	PUNCT
bracis-33611	343	90	.	.	PUNCT
bracis-33611	344	1	traffic	traffic	NOUN
bracis-33611	344	2	forecasting	forecasting	NOUN
bracis-33611	344	3	using	use	VERB
bracis-33611	344	4	federated	federated	ADJ
bracis-33611	344	5	randomized	randomize	VERB
bracis-33611	344	6	high	high	ADJ
bracis-33611	344	7	-	-	PUNCT
bracis-33611	344	8	order	order	NOUN
bracis-33611	344	9	fuzzy	fuzzy	ADJ
bracis-33611	344	10	cognitive	cognitive	ADJ
bracis-33611	344	11	maps	map	NOUN
bracis-33611	344	12	.	.	PUNCT
bracis-33611	345	1	in	in	ADP
bracis-33611	345	2	:	:	PUNCT
bracis-33611	345	3	paes	paes	PROPN
bracis-33611	345	4	,	,	PUNCT
bracis-33611	345	5	a.	a.	PROPN
bracis-33611	345	6	,	,	PUNCT
bracis-33611	345	7	verri	verri	NOUN
bracis-33611	345	8	,	,	PUNCT
bracis-33611	345	9	f.a.n	f.a.n	ADJ
bracis-33611	345	10	.	.	PUNCT
bracis-33611	345	11	(	(	PUNCT
bracis-33611	345	12	eds	ed	NOUN
bracis-33611	345	13	)	)	PUNCT
bracis-33611	345	14	intelligent	intelligent	ADJ
bracis-33611	345	15	systems	system	NOUN
bracis-33611	345	16	.	.	PUNCT
bracis-33611	345	17	bracis	bracis	PROPN
bracis-33611	345	18	2024	2024	NUM
bracis-33611	345	19	.	.	PUNCT
bracis-33611	346	1	lecture	lecture	NOUN
bracis-33611	346	2	notes	note	NOUN
bracis-33611	346	3	in	in	ADP
bracis-33611	346	4	computer	computer	NOUN
bracis-33611	346	5	science	science	NOUN
bracis-33611	346	6	(	(	PUNCT
bracis-33611	346	7	)	)	PUNCT
bracis-33611	346	8	,	,	PUNCT
bracis-33611	346	9	vol	vol	NOUN
bracis-33611	346	10	15413	15413	NUM
bracis-33611	346	11	.	.	PUNCT
bracis-33611	347	1	springer	springer	NOUN
bracis-33611	347	2	,	,	PUNCT
bracis-33611	347	3	cham	cham	PROPN
bracis-33611	347	4	.	.	PUNCT
bracis-33611	348	1	https://doi.org/10.1007/978-3-031-79032-4_31	https://doi.org/10.1007/978-3-031-79032-4_31	PROPN
bracis-33611	348	2	download	download	NOUN
bracis-33611	348	3	citation	citation	NOUN
bracis-33611	348	4	.ris	.ris	PUNCT
bracis-33611	348	5	.enw	.enw	PROPN
bracis-33611	348	6	.bib	.bib	PUNCT
bracis-33611	349	1	doi	doi	PROPN
bracis-33611	349	2	:	:	PUNCT
bracis-33611	349	3	https://doi.org/10.1007/978-3-031-79032-4_31	https://doi.org/10.1007/978-3-031-79032-4_31	PROPN
bracis-33611	349	4	published	publish	VERB
bracis-33611	349	5	:	:	PUNCT
bracis-33611	349	6	30	30	NUM
bracis-33611	349	7	january	january	PROPN
bracis-33611	349	8	2025	2025	NUM
bracis-33611	349	9	publisher	publisher	NOUN
bracis-33611	349	10	name	name	NOUN
bracis-33611	349	11	:	:	PUNCT
bracis-33611	349	12	springer	springer	NOUN
bracis-33611	349	13	,	,	PUNCT
bracis-33611	349	14	cham	cham	PROPN
bracis-33611	349	15	print	print	PROPN
bracis-33611	349	16	isbn	isbn	PROPN
bracis-33611	349	17	:	:	PUNCT
bracis-33611	349	18	978	978	NUM
bracis-33611	349	19	-	-	SYM
bracis-33611	349	20	3	3	NUM
bracis-33611	349	21	-	-	PUNCT
bracis-33611	349	22	031	031	NUM
bracis-33611	349	23	-	-	PUNCT
bracis-33611	349	24	79031	79031	NUM
bracis-33611	349	25	-	-	SYM
bracis-33611	349	26	7	7	NUM
bracis-33611	349	27	online	online	ADJ
bracis-33611	349	28	isbn	isbn	NOUN
bracis-33611	349	29	:	:	PUNCT
bracis-33611	349	30	978	978	NUM
bracis-33611	349	31	-	-	SYM
bracis-33611	349	32	3	3	NUM
bracis-33611	349	33	-	-	PUNCT
bracis-33611	349	34	031	031	NUM
bracis-33611	349	35	-	-	PUNCT
bracis-33611	349	36	79032	79032	NUM
bracis-33611	349	37	-	-	SYM
bracis-33611	349	38	4	4	NUM
bracis-33611	349	39	ebook	ebook	NOUN
bracis-33611	349	40	packages	package	NOUN
bracis-33611	349	41	:	:	PUNCT
bracis-33611	349	42	computer	computer	NOUN
bracis-33611	349	43	sciencecomputer	sciencecomputer	NOUN
bracis-33611	349	44	science	science	NOUN
bracis-33611	349	45	(	(	PUNCT
bracis-33611	349	46	r0	r0	NOUN
bracis-33611	349	47	)	)	PUNCT
bracis-33611	349	48	share	share	VERB
bracis-33611	349	49	this	this	DET
bracis-33611	349	50	paper	paper	NOUN
bracis-33611	349	51	anyone	anyone	PRON
bracis-33611	349	52	you	you	PRON
bracis-33611	349	53	share	share	VERB
bracis-33611	349	54	the	the	DET
bracis-33611	349	55	following	follow	VERB
bracis-33611	349	56	link	link	NOUN
bracis-33611	349	57	with	with	ADP
bracis-33611	349	58	will	will	AUX
bracis-33611	349	59	be	be	AUX
bracis-33611	349	60	able	able	ADJ
bracis-33611	349	61	to	to	PART
bracis-33611	349	62	read	read	VERB
bracis-33611	349	63	this	this	DET
bracis-33611	349	64	content	content	NOUN
bracis-33611	349	65	:	:	PUNCT
bracis-33611	349	66	get	get	VERB
bracis-33611	349	67	shareable	shareable	ADJ
bracis-33611	349	68	linksorry	linksorry	NOUN
bracis-33611	349	69	,	,	PUNCT
bracis-33611	349	70	a	a	DET
bracis-33611	349	71	shareable	shareable	ADJ
bracis-33611	349	72	link	link	NOUN
bracis-33611	349	73	is	be	AUX
bracis-33611	349	74	not	not	PART
bracis-33611	349	75	currently	currently	ADV
bracis-33611	349	76	available	available	ADJ
bracis-33611	349	77	for	for	ADP
bracis-33611	349	78	this	this	DET
bracis-33611	349	79	article	article	NOUN
bracis-33611	349	80	.	.	PUNCT
bracis-33611	350	1	copy	copy	VERB
bracis-33611	350	2	shareable	shareable	ADJ
bracis-33611	350	3	link	link	NOUN
bracis-33611	350	4	to	to	PART
bracis-33611	350	5	clipboard	clipboard	NOUN
bracis-33611	350	6	provided	provide	VERB
bracis-33611	350	7	by	by	ADP
bracis-33611	350	8	the	the	DET
bracis-33611	350	9	springer	springer	NOUN
bracis-33611	350	10	nature	nature	PROPN
bracis-33611	350	11	sharedit	sharedit	PROPN
bracis-33611	350	12	content	content	NOUN
bracis-33611	350	13	-	-	PUNCT
bracis-33611	350	14	sharing	share	VERB
bracis-33611	350	15	initiative	initiative	NOUN
bracis-33611	350	16	keywords	keyword	NOUN
bracis-33611	350	17	traffic	traffic	NOUN
bracis-33611	350	18	prediction	prediction	NOUN
bracis-33611	350	19	federated	federated	ADJ
bracis-33611	350	20	learning	learning	NOUN
bracis-33611	350	21	randomized	randomize	VERB
bracis-33611	350	22	high	high	ADJ
bracis-33611	350	23	-	-	PUNCT
bracis-33611	350	24	order	order	NOUN
bracis-33611	350	25	fuzzy	fuzzy	ADJ
bracis-33611	350	26	cognitive	cognitive	ADJ
bracis-33611	350	27	maps	map	NOUN
bracis-33611	350	28	echo	echo	VERB
bracis-33611	350	29	state	state	NOUN
bracis-33611	350	30	network	network	NOUN
bracis-33611	350	31	least	least	ADJ
bracis-33611	350	32	squares	square	NOUN
bracis-33611	350	33	publish	publish	VERB
bracis-33611	350	34	with	with	ADP
bracis-33611	350	35	us	us	PROPN
bracis-33611	350	36	policies	policy	NOUN
bracis-33611	350	37	and	and	CCONJ
bracis-33611	350	38	ethics	ethic	NOUN
bracis-33611	350	39	profiles	profile	NOUN
bracis-33611	350	40	petrônio	petrônio	VERB
bracis-33611	351	1	c.	c.	PROPN
bracis-33611	351	2	l.	l.	PROPN
bracis-33611	351	3	silva	silva	PROPN
bracis-33611	351	4	view	view	PROPN
bracis-33611	351	5	author	author	NOUN
bracis-33611	351	6	profile	profile	PROPN
bracis-33611	351	7	pedro	pedro	PROPN
bracis-33611	351	8	h.	h.	PROPN
bracis-33611	351	9	s.	s.	PROPN
bracis-33611	351	10	s.	s.	PROPN
bracis-33611	351	11	barros	barros	PROPN
bracis-33611	352	1	view	view	PROPN
bracis-33611	352	2	author	author	NOUN
bracis-33611	352	3	profile	profile	NOUN
bracis-33611	352	4	search	search	NOUN
bracis-33611	352	5	search	search	NOUN
bracis-33611	352	6	by	by	ADP
bracis-33611	352	7	keyword	keyword	NOUN
bracis-33611	352	8	or	or	CCONJ
bracis-33611	352	9	author	author	NOUN
bracis-33611	352	10	search	search	NOUN
bracis-33611	352	11	navigation	navigation	NOUN
bracis-33611	352	12	find	find	VERB
bracis-33611	352	13	a	a	DET
bracis-33611	352	14	journal	journal	NOUN
bracis-33611	352	15	publish	publish	VERB
bracis-33611	352	16	with	with	ADP
bracis-33611	352	17	us	we	PRON
bracis-33611	352	18	track	track	VERB
bracis-33611	352	19	your	your	PRON
bracis-33611	352	20	research	research	NOUN
bracis-33611	352	21	discover	discover	VERB
bracis-33611	352	22	content	content	NOUN
bracis-33611	352	23	journals	journal	NOUN
bracis-33611	352	24	a	a	DET
bracis-33611	352	25	-	-	PUNCT
bracis-33611	352	26	z	z	NOUN
bracis-33611	352	27	books	book	NOUN
bracis-33611	352	28	a	a	DET
bracis-33611	352	29	-	-	PUNCT
bracis-33611	352	30	z	z	NOUN
bracis-33611	352	31	publish	publish	NOUN
bracis-33611	352	32	with	with	ADP
bracis-33611	352	33	us	us	PROPN
bracis-33611	352	34	journal	journal	PROPN
bracis-33611	352	35	finder	finder	PROPN
bracis-33611	352	36	publish	publish	VERB
bracis-33611	352	37	your	your	PRON
bracis-33611	352	38	research	research	NOUN
bracis-33611	352	39	language	language	NOUN
bracis-33611	352	40	editing	edit	VERB
bracis-33611	352	41	open	open	ADJ
bracis-33611	352	42	access	access	NOUN
bracis-33611	352	43	publishing	publishing	NOUN
bracis-33611	352	44	products	product	NOUN
bracis-33611	352	45	and	and	CCONJ
bracis-33611	352	46	services	service	NOUN
bracis-33611	352	47	our	our	PRON
bracis-33611	352	48	products	product	NOUN
bracis-33611	352	49	librarians	librarian	VERB
bracis-33611	352	50	societies	society	NOUN
bracis-33611	352	51	partners	partner	NOUN
bracis-33611	352	52	and	and	CCONJ
bracis-33611	352	53	advertisers	advertiser	NOUN
bracis-33611	352	54	our	our	PRON
bracis-33611	352	55	brands	brand	NOUN
bracis-33611	352	56	springer	springer	NOUN
bracis-33611	352	57	nature	nature	PROPN
bracis-33611	352	58	portfolio	portfolio	PROPN
bracis-33611	352	59	bmc	bmc	PROPN
bracis-33611	352	60	palgrave	palgrave	PROPN
bracis-33611	352	61	macmillan	macmillan	PROPN
bracis-33611	352	62	apress	apress	PROPN
bracis-33611	352	63	discover	discover	VERB
bracis-33611	352	64	your	your	PRON
bracis-33611	352	65	privacy	privacy	NOUN
bracis-33611	352	66	choices	choice	NOUN
bracis-33611	352	67	/	/	SYM
bracis-33611	352	68	manage	manage	NOUN
bracis-33611	352	69	cookies	cookie	NOUN
bracis-33611	352	70	your	your	PRON
bracis-33611	352	71	us	us	PROPN
bracis-33611	353	1	state	state	NOUN
bracis-33611	353	2	privacy	privacy	NOUN
bracis-33611	353	3	rights	right	NOUN
bracis-33611	353	4	accessibility	accessibility	NOUN
bracis-33611	353	5	statement	statement	NOUN
bracis-33611	353	6	terms	term	NOUN
bracis-33611	353	7	and	and	CCONJ
bracis-33611	353	8	conditions	condition	NOUN
bracis-33611	353	9	privacy	privacy	NOUN
bracis-33611	353	10	policy	policy	NOUN
bracis-33611	353	11	help	help	NOUN
bracis-33611	353	12	and	and	CCONJ
bracis-33611	353	13	support	support	VERB
bracis-33611	353	14	legal	legal	ADJ
bracis-33611	353	15	notice	notice	NOUN
bracis-33611	353	16	cancel	cancel	VERB
bracis-33611	353	17	contracts	contract	NOUN
bracis-33611	353	18	here	here	ADV
bracis-33611	353	19	129.74.145.123	129.74.145.123	NUM
bracis-33611	353	20	hesburgh	hesburgh	PROPN
bracis-33611	353	21	library	library	PROPN
bracis-33611	353	22	er	er	INTJ
bracis-33611	353	23	unit	unit	NOUN
bracis-33611	353	24	(	(	PUNCT
bracis-33611	353	25	3005732405	3005732405	NUM
bracis-33611	353	26	)	)	PUNCT
bracis-33611	353	27	northeast	northeast	ADJ
bracis-33611	353	28	research	research	NOUN
bracis-33611	353	29	libraries	library	NOUN
bracis-33611	353	30	(	(	PUNCT
bracis-33611	353	31	nerl	nerl	PROPN
bracis-33611	353	32	)	)	PUNCT
bracis-33611	353	33	(	(	PUNCT
bracis-33611	353	34	8200828607	8200828607	NUM
bracis-33611	353	35	)	)	PUNCT
bracis-33611	353	36	nerl	nerl	VERB
bracis-33611	353	37	ta	ta	X
bracis-33611	353	38	account	account	NOUN
bracis-33611	353	39	(	(	PUNCT
bracis-33611	353	40	3006206169	3006206169	NUM
bracis-33611	353	41	)	)	PUNCT
bracis-33611	353	42	university	university	NOUN
bracis-33611	353	43	of	of	ADP
bracis-33611	353	44	notre	notre	PROPN
bracis-33611	353	45	dame	dame	PROPN
bracis-33611	353	46	hesburgh	hesburgh	PROPN
bracis-33611	353	47	library	library	NOUN
bracis-33611	353	48	(	(	PUNCT
bracis-33611	353	49	3000184373	3000184373	NUM
bracis-33611	353	50	)	)	PUNCT
bracis-33611	354	1	©	©	ADP
bracis-33611	354	2	2025	2025	NUM
bracis-33611	354	3	springer	springer	NOUN
bracis-33611	354	4	nature	nature	NOUN