id	sid	tid	token	lemma	pos
assc-55079	1	1	advances	advance	NOUN
assc-55079	1	2	in	in	ADP
assc-55079	1	3	social	social	ADJ
assc-55079	1	4	science	science	NOUN
assc-55079	1	5	and	and	CCONJ
assc-55079	1	6	culture	culture	NOUN
assc-55079	1	7	issn	issn	VERB
assc-55079	1	8	2640	2640	NUM
assc-55079	1	9	-	-	SYM
assc-55079	1	10	9682	9682	NUM
assc-55079	1	11	(	(	PUNCT
assc-55079	1	12	print	print	NOUN
assc-55079	1	13	)	)	PUNCT
assc-55079	1	14	issn	issn	PROPN
assc-55079	1	15	2640	2640	NUM
assc-55079	1	16	-	-	SYM
assc-55079	1	17	9674	9674	NUM
assc-55079	1	18	(	(	PUNCT
assc-55079	1	19	online	online	ADJ
assc-55079	1	20	)	)	PUNCT
assc-55079	1	21	vol	vol	NOUN
assc-55079	1	22	.	.	PROPN
assc-55079	2	1	6	6	NUM
assc-55079	2	2	,	,	PUNCT
assc-55079	2	3	no	no	INTJ
assc-55079	2	4	.	.	NOUN
assc-55079	2	5	5	5	NUM
assc-55079	2	6	,	,	PUNCT
assc-55079	2	7	2024	2024	NUM
assc-55079	2	8	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NUM
assc-55079	2	9	28	28	NUM
assc-55079	2	10	original	original	ADJ
assc-55079	2	11	paper	paper	NOUN
assc-55079	2	12	research	research	NOUN
assc-55079	2	13	and	and	CCONJ
assc-55079	2	14	application	application	NOUN
assc-55079	2	15	of	of	ADP
assc-55079	2	16	traffic	traffic	NOUN
assc-55079	2	17	flow	flow	NOUN
assc-55079	2	18	prediction	prediction	NOUN
assc-55079	2	19	in	in	ADP
assc-55079	2	20	chengdu	chengdu	PROPN
assc-55079	2	21	city	city	PROPN
assc-55079	2	22	based	base	VERB
assc-55079	2	23	on	on	ADP
assc-55079	2	24	neural	neural	ADJ
assc-55079	2	25	network	network	NOUN
assc-55079	2	26	algorithms	algorithm	NOUN
assc-55079	2	27	menglu	menglu	PROPN
assc-55079	2	28	yu1	yu1	PROPN
assc-55079	2	29	*	*	PROPN
assc-55079	2	30	1	1	NUM
assc-55079	2	31	urban	urban	ADJ
assc-55079	2	32	and	and	CCONJ
assc-55079	2	33	rural	rural	ADJ
assc-55079	2	34	construction	construction	NOUN
assc-55079	2	35	department	department	NOUN
assc-55079	2	36	,	,	PUNCT
assc-55079	2	37	southwest	southwest	PROPN
assc-55079	2	38	jiaotong	jiaotong	PROPN
assc-55079	2	39	university	university	PROPN
assc-55079	2	40	hope	hope	PROPN
assc-55079	2	41	college	college	PROPN
assc-55079	2	42	,	,	PUNCT
assc-55079	2	43	chengdu	chengdu	PROPN
assc-55079	2	44	,	,	PUNCT
assc-55079	2	45	sichuan	sichuan	PROPN
assc-55079	2	46	610400	610400	NUM
assc-55079	2	47	,	,	PUNCT
assc-55079	2	48	china	china	PROPN
assc-55079	2	49	*	*	PUNCT
assc-55079	2	50	yu	yu	PROPN
assc-55079	2	51	menglu	menglu	PROPN
assc-55079	2	52	,	,	PUNCT
assc-55079	2	53	urban	urban	ADJ
assc-55079	2	54	and	and	CCONJ
assc-55079	2	55	rural	rural	ADJ
assc-55079	2	56	construction	construction	NOUN
assc-55079	2	57	department	department	NOUN
assc-55079	2	58	,	,	PUNCT
assc-55079	2	59	southwest	southwest	PROPN
assc-55079	2	60	jiaotong	jiaotong	PROPN
assc-55079	2	61	university	university	PROPN
assc-55079	2	62	hope	hope	PROPN
assc-55079	2	63	college	college	PROPN
assc-55079	2	64	,	,	PUNCT
assc-55079	2	65	chengdu	chengdu	PROPN
assc-55079	2	66	,	,	PUNCT
assc-55079	2	67	sichuan	sichuan	PROPN
assc-55079	2	68	610400	610400	NUM
assc-55079	2	69	,	,	PUNCT
assc-55079	2	70	china	china	PROPN
assc-55079	2	71	received	receive	VERB
assc-55079	2	72	:	:	PUNCT
assc-55079	2	73	july	july	PROPN
assc-55079	2	74	29	29	NUM
assc-55079	2	75	,	,	PUNCT
assc-55079	2	76	2024	2024	NUM
assc-55079	2	77	accepted	accept	VERB
assc-55079	2	78	:	:	PUNCT
assc-55079	2	79	september	september	PROPN
assc-55079	2	80	02	02	NUM
assc-55079	2	81	,	,	PUNCT
assc-55079	2	82	2024	2024	NUM
assc-55079	2	83	online	online	ADV
assc-55079	2	84	published	publish	VERB
assc-55079	2	85	:	:	PUNCT
assc-55079	2	86	september	september	PROPN
assc-55079	2	87	24	24	NUM
assc-55079	2	88	,	,	PUNCT
assc-55079	2	89	2024	2024	NUM
assc-55079	2	90	doi:10.22158	doi:10.22158	NOUN
assc-55079	2	91	/	/	SYM
assc-55079	2	92	assc.v6n5p28	assc.v6n5p28	NOUN
assc-55079	2	93	url	url	PROPN
assc-55079	2	94	:	:	PUNCT
assc-55079	2	95	http://dx.doi.org/10.22158/assc.v6n5p28	http://dx.doi.org/10.22158/assc.v6n5p28	NOUN
assc-55079	2	96	abstract	abstract	NOUN
assc-55079	2	97	as	as	SCONJ
assc-55079	2	98	urban	urban	ADJ
assc-55079	2	99	traffic	traffic	NOUN
assc-55079	2	100	systems	system	NOUN
assc-55079	2	101	increase	increase	VERB
assc-55079	2	102	in	in	ADP
assc-55079	2	103	complexity	complexity	NOUN
assc-55079	2	104	,	,	PUNCT
assc-55079	2	105	accurately	accurately	ADV
assc-55079	2	106	predicting	predict	VERB
assc-55079	2	107	traffic	traffic	NOUN
assc-55079	2	108	flow	flow	NOUN
assc-55079	2	109	has	have	AUX
assc-55079	2	110	become	become	VERB
assc-55079	2	111	a	a	DET
assc-55079	2	112	critical	critical	ADJ
assc-55079	2	113	task	task	NOUN
assc-55079	2	114	in	in	ADP
assc-55079	2	115	traffic	traffic	NOUN
assc-55079	2	116	management	management	NOUN
assc-55079	2	117	and	and	CCONJ
assc-55079	2	118	planning	planning	NOUN
assc-55079	2	119	.	.	PUNCT
assc-55079	3	1	this	this	DET
assc-55079	3	2	paper	paper	NOUN
assc-55079	3	3	employs	employ	VERB
assc-55079	3	4	neural	neural	ADJ
assc-55079	3	5	network	network	NOUN
assc-55079	3	6	technologies	technology	NOUN
assc-55079	3	7	,	,	PUNCT
assc-55079	3	8	specifically	specifically	ADV
assc-55079	3	9	graph	graph	VERB
assc-55079	3	10	convolutional	convolutional	ADJ
assc-55079	3	11	networks	network	NOUN
assc-55079	3	12	(	(	PUNCT
assc-55079	3	13	gcn	gcn	NOUN
assc-55079	3	14	)	)	PUNCT
assc-55079	3	15	and	and	CCONJ
assc-55079	3	16	long	long	ADJ
assc-55079	3	17	short	short	ADJ
assc-55079	3	18	-	-	PUNCT
assc-55079	3	19	term	term	NOUN
assc-55079	3	20	memory	memory	NOUN
assc-55079	3	21	networks	network	NOUN
assc-55079	3	22	(	(	PUNCT
assc-55079	3	23	lstm	lstm	NOUN
assc-55079	3	24	)	)	PUNCT
assc-55079	3	25	,	,	PUNCT
assc-55079	3	26	to	to	PART
assc-55079	3	27	develop	develop	VERB
assc-55079	3	28	a	a	DET
assc-55079	3	29	traffic	traffic	NOUN
assc-55079	3	30	flow	flow	NOUN
assc-55079	3	31	prediction	prediction	NOUN
assc-55079	3	32	model	model	NOUN
assc-55079	3	33	for	for	ADP
assc-55079	3	34	chengdu	chengdu	PROPN
assc-55079	3	35	that	that	PRON
assc-55079	3	36	incorporates	incorporate	VERB
assc-55079	3	37	spatio	spatio	ADJ
assc-55079	3	38	-	-	PUNCT
assc-55079	3	39	temporal	temporal	ADJ
assc-55079	3	40	characteristics	characteristic	NOUN
assc-55079	3	41	.	.	PUNCT
assc-55079	4	1	through	through	ADP
assc-55079	4	2	empirical	empirical	ADJ
assc-55079	4	3	analysis	analysis	NOUN
assc-55079	4	4	,	,	PUNCT
assc-55079	4	5	the	the	DET
assc-55079	4	6	model	model	NOUN
assc-55079	4	7	demonstrates	demonstrate	VERB
assc-55079	4	8	high	high	ADJ
assc-55079	4	9	accuracy	accuracy	NOUN
assc-55079	4	10	and	and	CCONJ
assc-55079	4	11	good	good	ADJ
assc-55079	4	12	generalization	generalization	NOUN
assc-55079	4	13	capability	capability	NOUN
assc-55079	4	14	,	,	PUNCT
assc-55079	4	15	effectively	effectively	ADV
assc-55079	4	16	predicting	predict	VERB
assc-55079	4	17	and	and	CCONJ
assc-55079	4	18	analyzing	analyze	VERB
assc-55079	4	19	traffic	traffic	NOUN
assc-55079	4	20	flow	flow	NOUN
assc-55079	4	21	at	at	ADP
assc-55079	4	22	different	different	ADJ
assc-55079	4	23	times	time	NOUN
assc-55079	4	24	and	and	CCONJ
assc-55079	4	25	regions	region	NOUN
assc-55079	4	26	.	.	PUNCT
assc-55079	5	1	additionally	additionally	ADV
assc-55079	5	2	,	,	PUNCT
assc-55079	5	3	this	this	DET
assc-55079	5	4	study	study	NOUN
assc-55079	5	5	explores	explore	VERB
assc-55079	5	6	the	the	DET
assc-55079	5	7	application	application	NOUN
assc-55079	5	8	of	of	ADP
assc-55079	5	9	the	the	DET
assc-55079	5	10	prediction	prediction	NOUN
assc-55079	5	11	model	model	NOUN
assc-55079	5	12	in	in	ADP
assc-55079	5	13	traffic	traffic	NOUN
assc-55079	5	14	law	law	NOUN
assc-55079	5	15	regulation	regulation	NOUN
assc-55079	5	16	and	and	CCONJ
assc-55079	5	17	policy	policy	NOUN
assc-55079	5	18	formulation	formulation	NOUN
assc-55079	5	19	,	,	PUNCT
assc-55079	5	20	providing	provide	VERB
assc-55079	5	21	data	datum	NOUN
assc-55079	5	22	support	support	NOUN
assc-55079	5	23	and	and	CCONJ
assc-55079	5	24	scientific	scientific	ADJ
assc-55079	5	25	basis	basis	NOUN
assc-55079	5	26	for	for	ADP
assc-55079	5	27	advancing	advance	VERB
assc-55079	5	28	smarter	smart	ADJ
assc-55079	5	29	traffic	traffic	NOUN
assc-55079	5	30	systems	system	NOUN
assc-55079	5	31	.	.	PUNCT
assc-55079	6	1	keywords	keyword	VERB
assc-55079	6	2	neural	neural	ADJ
assc-55079	6	3	networks	network	NOUN
assc-55079	6	4	,	,	PUNCT
assc-55079	6	5	traffic	traffic	NOUN
assc-55079	6	6	flow	flow	NOUN
assc-55079	6	7	prediction	prediction	NOUN
assc-55079	6	8	,	,	PUNCT
assc-55079	6	9	graph	graph	VERB
assc-55079	6	10	convolutional	convolutional	ADJ
assc-55079	6	11	networks	network	NOUN
assc-55079	6	12	,	,	PUNCT
assc-55079	6	13	long	long	ADJ
assc-55079	6	14	short	short	ADJ
assc-55079	6	15	-	-	PUNCT
assc-55079	6	16	term	term	NOUN
assc-55079	6	17	memory	memory	NOUN
assc-55079	6	18	networks	network	NOUN
assc-55079	6	19	,	,	PUNCT
assc-55079	6	20	chengdu	chengdu	PROPN
assc-55079	6	21	1	1	PROPN
assc-55079	6	22	.	.	PUNCT
assc-55079	7	1	introduction	introduction	NOUN
assc-55079	7	2	the	the	DET
assc-55079	7	3	rapid	rapid	ADJ
assc-55079	7	4	urbanization	urbanization	NOUN
assc-55079	7	5	and	and	CCONJ
assc-55079	7	6	development	development	NOUN
assc-55079	7	7	of	of	ADP
assc-55079	7	8	cities	city	NOUN
assc-55079	7	9	worldwide	worldwide	ADV
assc-55079	7	10	have	have	AUX
assc-55079	7	11	led	lead	VERB
assc-55079	7	12	to	to	ADP
assc-55079	7	13	increasingly	increasingly	ADV
assc-55079	7	14	complex	complex	ADJ
assc-55079	7	15	traffic	traffic	NOUN
assc-55079	7	16	systems	system	NOUN
assc-55079	7	17	.	.	PUNCT
assc-55079	8	1	this	this	DET
assc-55079	8	2	complexity	complexity	NOUN
assc-55079	8	3	not	not	PART
assc-55079	8	4	only	only	ADV
assc-55079	8	5	challenges	challenge	VERB
assc-55079	8	6	current	current	ADJ
assc-55079	8	7	traffic	traffic	NOUN
assc-55079	8	8	management	management	NOUN
assc-55079	8	9	strategies	strategy	NOUN
assc-55079	8	10	but	but	CCONJ
assc-55079	8	11	also	also	ADV
assc-55079	8	12	stresses	stress	VERB
assc-55079	8	13	the	the	DET
assc-55079	8	14	need	need	NOUN
assc-55079	8	15	for	for	ADP
assc-55079	8	16	more	more	ADV
assc-55079	8	17	advanced	advanced	ADJ
assc-55079	8	18	predictive	predictive	ADJ
assc-55079	8	19	mechanisms	mechanism	NOUN
assc-55079	8	20	.	.	PUNCT
assc-55079	9	1	chengdu	chengdu	PROPN
assc-55079	9	2	,	,	PUNCT
assc-55079	9	3	as	as	ADP
assc-55079	9	4	a	a	DET
assc-55079	9	5	major	major	ADJ
assc-55079	9	6	city	city	NOUN
assc-55079	9	7	in	in	ADP
assc-55079	9	8	china	china	PROPN
assc-55079	9	9	,	,	PUNCT
assc-55079	9	10	experiences	experience	VERB
assc-55079	9	11	significant	significant	ADJ
assc-55079	9	12	challenges	challenge	NOUN
assc-55079	9	13	in	in	ADP
assc-55079	9	14	managing	manage	VERB
assc-55079	9	15	its	its	PRON
assc-55079	9	16	urban	urban	ADJ
assc-55079	9	17	traffic	traffic	NOUN
assc-55079	9	18	.	.	PUNCT
assc-55079	10	1	efficient	efficient	ADJ
assc-55079	10	2	traffic	traffic	NOUN
assc-55079	10	3	flow	flow	NOUN
assc-55079	10	4	management	management	NOUN
assc-55079	10	5	can	can	AUX
assc-55079	10	6	reduce	reduce	VERB
assc-55079	10	7	congestion	congestion	NOUN
assc-55079	10	8	,	,	PUNCT
assc-55079	10	9	minimize	minimize	VERB
assc-55079	10	10	emissions	emission	NOUN
assc-55079	10	11	,	,	PUNCT
assc-55079	10	12	and	and	CCONJ
assc-55079	10	13	improve	improve	VERB
assc-55079	10	14	city	city	NOUN
assc-55079	10	15	livability	livability	NOUN
assc-55079	10	16	.	.	PUNCT
assc-55079	11	1	predictive	predictive	ADJ
assc-55079	11	2	models	model	NOUN
assc-55079	11	3	that	that	PRON
assc-55079	11	4	can	can	AUX
assc-55079	11	5	accurately	accurately	ADV
assc-55079	11	6	forecast	forecast	VERB
assc-55079	11	7	traffic	traffic	NOUN
assc-55079	11	8	volumes	volume	NOUN
assc-55079	11	9	and	and	CCONJ
assc-55079	11	10	patterns	pattern	NOUN
assc-55079	11	11	are	be	AUX
assc-55079	11	12	essential	essential	ADJ
assc-55079	11	13	tools	tool	NOUN
assc-55079	11	14	for	for	ADP
assc-55079	11	15	urban	urban	ADJ
assc-55079	11	16	planners	planner	NOUN
assc-55079	11	17	and	and	CCONJ
assc-55079	11	18	traffic	traffic	NOUN
assc-55079	11	19	management	management	NOUN
assc-55079	11	20	authorities	authority	NOUN
assc-55079	11	21	.	.	PUNCT
assc-55079	12	1	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-55079	12	2	advances	advance	VERB
assc-55079	12	3	in	in	ADP
assc-55079	12	4	social	social	ADJ
assc-55079	12	5	science	science	NOUN
assc-55079	12	6	and	and	CCONJ
assc-55079	12	7	culture	culture	NOUN
assc-55079	12	8	vol	vol	NOUN
assc-55079	12	9	.	.	PROPN
assc-55079	13	1	6	6	NUM
assc-55079	13	2	no	no	NOUN
assc-55079	13	3	.	.	NOUN
assc-55079	13	4	5	5	NUM
assc-55079	13	5	,	,	PUNCT
assc-55079	13	6	2024	2024	NUM
assc-55079	13	7	published	publish	VERB
assc-55079	13	8	by	by	ADP
assc-55079	13	9	scholink	scholink	PROPN
assc-55079	13	10	inc	inc	PROPN
assc-55079	13	11	.	.	PROPN
assc-55079	13	12	29	29	NUM
assc-55079	13	13	1.1	1.1	NUM
assc-55079	13	14	background	background	NOUN
assc-55079	13	15	and	and	CCONJ
assc-55079	13	16	significance	significance	NOUN
assc-55079	13	17	the	the	DET
assc-55079	13	18	integration	integration	NOUN
assc-55079	13	19	of	of	ADP
assc-55079	13	20	information	information	NOUN
assc-55079	13	21	technology	technology	NOUN
assc-55079	13	22	with	with	ADP
assc-55079	13	23	traffic	traffic	NOUN
assc-55079	13	24	management	management	NOUN
assc-55079	13	25	,	,	PUNCT
assc-55079	13	26	termed	term	VERB
assc-55079	13	27	as	as	ADP
assc-55079	13	28	intelligent	intelligent	ADJ
assc-55079	13	29	transportation	transportation	NOUN
assc-55079	13	30	systems	system	NOUN
assc-55079	13	31	(	(	PUNCT
assc-55079	13	32	its	its	PRON
assc-55079	13	33	)	)	PUNCT
assc-55079	13	34	,	,	PUNCT
assc-55079	13	35	has	have	AUX
assc-55079	13	36	been	be	AUX
assc-55079	13	37	pivotal	pivotal	ADJ
assc-55079	13	38	in	in	ADP
assc-55079	13	39	enhancing	enhance	VERB
assc-55079	13	40	traffic	traffic	NOUN
assc-55079	13	41	operations	operation	NOUN
assc-55079	13	42	and	and	CCONJ
assc-55079	13	43	safety	safety	NOUN
assc-55079	13	44	.	.	PUNCT
assc-55079	14	1	among	among	ADP
assc-55079	14	2	the	the	DET
assc-55079	14	3	technologies	technology	NOUN
assc-55079	14	4	,	,	PUNCT
assc-55079	14	5	neural	neural	ADJ
assc-55079	14	6	networks	network	NOUN
assc-55079	14	7	have	have	AUX
assc-55079	14	8	emerged	emerge	VERB
assc-55079	14	9	as	as	ADP
assc-55079	14	10	a	a	DET
assc-55079	14	11	powerful	powerful	ADJ
assc-55079	14	12	tool	tool	NOUN
assc-55079	14	13	for	for	ADP
assc-55079	14	14	understanding	understanding	NOUN
assc-55079	14	15	and	and	CCONJ
assc-55079	14	16	predicting	predict	VERB
assc-55079	14	17	complex	complex	ADJ
assc-55079	14	18	systems	system	NOUN
assc-55079	14	19	,	,	PUNCT
assc-55079	14	20	including	include	VERB
assc-55079	14	21	traffic	traffic	NOUN
assc-55079	14	22	flows	flow	NOUN
assc-55079	14	23	.	.	PUNCT
assc-55079	15	1	these	these	DET
assc-55079	15	2	models	model	NOUN
assc-55079	15	3	can	can	AUX
assc-55079	15	4	process	process	VERB
assc-55079	15	5	vast	vast	ADJ
assc-55079	15	6	amounts	amount	NOUN
assc-55079	15	7	of	of	ADP
assc-55079	15	8	data	datum	NOUN
assc-55079	15	9	and	and	CCONJ
assc-55079	15	10	capture	capture	VERB
assc-55079	15	11	the	the	DET
assc-55079	15	12	nonlinear	nonlinear	ADJ
assc-55079	15	13	relationships	relationship	NOUN
assc-55079	15	14	within	within	ADP
assc-55079	15	15	traffic	traffic	NOUN
assc-55079	15	16	systems	system	NOUN
assc-55079	15	17	.	.	PUNCT
assc-55079	16	1	specifically	specifically	ADV
assc-55079	16	2	,	,	PUNCT
assc-55079	16	3	graph	graph	VERB
assc-55079	16	4	convolutional	convolutional	ADJ
assc-55079	16	5	networks	network	NOUN
assc-55079	16	6	(	(	PUNCT
assc-55079	16	7	gcn	gcn	NOUN
assc-55079	16	8	)	)	PUNCT
assc-55079	16	9	and	and	CCONJ
assc-55079	16	10	long	long	ADJ
assc-55079	16	11	short	short	ADJ
assc-55079	16	12	-	-	PUNCT
assc-55079	16	13	term	term	NOUN
assc-55079	16	14	memory	memory	NOUN
assc-55079	16	15	(	(	PUNCT
assc-55079	16	16	lstm	lstm	NOUN
assc-55079	16	17	)	)	PUNCT
assc-55079	16	18	networks	network	NOUN
assc-55079	16	19	have	have	AUX
assc-55079	16	20	shown	show	VERB
assc-55079	16	21	promising	promising	ADJ
assc-55079	16	22	results	result	NOUN
assc-55079	16	23	in	in	ADP
assc-55079	16	24	capturing	capture	VERB
assc-55079	16	25	spatial	spatial	ADJ
assc-55079	16	26	and	and	CCONJ
assc-55079	16	27	temporal	temporal	ADJ
assc-55079	16	28	dependencies	dependency	NOUN
assc-55079	16	29	of	of	ADP
assc-55079	16	30	traffic	traffic	NOUN
assc-55079	16	31	flow	flow	NOUN
assc-55079	16	32	,	,	PUNCT
assc-55079	16	33	respectively	respectively	ADV
assc-55079	16	34	.	.	PUNCT
assc-55079	17	1	the	the	DET
assc-55079	17	2	application	application	NOUN
assc-55079	17	3	of	of	ADP
assc-55079	17	4	these	these	DET
assc-55079	17	5	models	model	NOUN
assc-55079	17	6	in	in	ADP
assc-55079	17	7	a	a	DET
assc-55079	17	8	city	city	NOUN
assc-55079	17	9	like	like	ADP
assc-55079	17	10	chengdu	chengdu	PROPN
assc-55079	17	11	,	,	PUNCT
assc-55079	17	12	which	which	PRON
assc-55079	17	13	features	feature	VERB
assc-55079	17	14	a	a	DET
assc-55079	17	15	diverse	diverse	ADJ
assc-55079	17	16	and	and	CCONJ
assc-55079	17	17	dynamic	dynamic	ADJ
assc-55079	17	18	traffic	traffic	NOUN
assc-55079	17	19	network	network	NOUN
assc-55079	17	20	,	,	PUNCT
assc-55079	17	21	could	could	AUX
assc-55079	17	22	provide	provide	VERB
assc-55079	17	23	insights	insight	NOUN
assc-55079	17	24	that	that	PRON
assc-55079	17	25	are	be	AUX
assc-55079	17	26	significantly	significantly	ADV
assc-55079	17	27	beneficial	beneficial	ADJ
assc-55079	17	28	for	for	ADP
assc-55079	17	29	real	real	ADJ
assc-55079	17	30	-	-	PUNCT
assc-55079	17	31	time	time	NOUN
assc-55079	17	32	traffic	traffic	NOUN
assc-55079	17	33	management	management	NOUN
assc-55079	17	34	and	and	CCONJ
assc-55079	17	35	long	long	ADJ
assc-55079	17	36	-	-	PUNCT
assc-55079	17	37	term	term	NOUN
assc-55079	17	38	urban	urban	ADJ
assc-55079	17	39	planning	planning	NOUN
assc-55079	17	40	.	.	PUNCT
assc-55079	18	1	1.2	1.2	NUM
assc-55079	18	2	objectives	objective	NOUN
assc-55079	18	3	of	of	ADP
assc-55079	18	4	the	the	DET
assc-55079	18	5	study	study	NOUN
assc-55079	18	6	the	the	DET
assc-55079	18	7	primary	primary	ADJ
assc-55079	18	8	objectives	objective	NOUN
assc-55079	18	9	of	of	ADP
assc-55079	18	10	this	this	DET
assc-55079	18	11	study	study	NOUN
assc-55079	18	12	are	be	AUX
assc-55079	18	13	to	to	PART
assc-55079	18	14	:	:	PUNCT
assc-55079	18	15	(	(	PUNCT
assc-55079	18	16	1	1	X
assc-55079	18	17	)	)	PUNCT
assc-55079	18	18	develop	develop	VERB
assc-55079	18	19	a	a	DET
assc-55079	18	20	predictive	predictive	ADJ
assc-55079	18	21	model	model	NOUN
assc-55079	18	22	using	use	VERB
assc-55079	18	23	a	a	DET
assc-55079	18	24	combination	combination	NOUN
assc-55079	18	25	of	of	ADP
assc-55079	18	26	gcn	gcn	NOUN
assc-55079	18	27	and	and	CCONJ
assc-55079	18	28	lstm	lstm	NOUN
assc-55079	18	29	to	to	PART
assc-55079	18	30	forecast	forecast	VERB
assc-55079	18	31	traffic	traffic	NOUN
assc-55079	18	32	flow	flow	NOUN
assc-55079	18	33	in	in	ADP
assc-55079	18	34	chengdu	chengdu	PROPN
assc-55079	18	35	city	city	PROPN
assc-55079	18	36	accurately	accurately	ADV
assc-55079	18	37	.	.	PUNCT
assc-55079	19	1	(	(	PUNCT
assc-55079	19	2	2	2	X
assc-55079	19	3	)	)	PUNCT
assc-55079	19	4	evaluate	evaluate	VERB
assc-55079	19	5	the	the	DET
assc-55079	19	6	performance	performance	NOUN
assc-55079	19	7	of	of	ADP
assc-55079	19	8	this	this	DET
assc-55079	19	9	model	model	NOUN
assc-55079	19	10	against	against	ADP
assc-55079	19	11	existing	exist	VERB
assc-55079	19	12	baseline	baseline	NOUN
assc-55079	19	13	models	model	NOUN
assc-55079	19	14	in	in	ADP
assc-55079	19	15	terms	term	NOUN
assc-55079	19	16	of	of	ADP
assc-55079	19	17	accuracy	accuracy	NOUN
assc-55079	19	18	and	and	CCONJ
assc-55079	19	19	computational	computational	ADJ
assc-55079	19	20	efficiency	efficiency	NOUN
assc-55079	19	21	.	.	PUNCT
assc-55079	20	1	(	(	PUNCT
assc-55079	20	2	3	3	X
assc-55079	20	3	)	)	PUNCT
assc-55079	20	4	explore	explore	VERB
assc-55079	20	5	the	the	DET
assc-55079	20	6	application	application	NOUN
assc-55079	20	7	of	of	ADP
assc-55079	20	8	the	the	DET
assc-55079	20	9	predictive	predictive	ADJ
assc-55079	20	10	outcomes	outcome	NOUN
assc-55079	20	11	in	in	ADP
assc-55079	20	12	supporting	support	VERB
assc-55079	20	13	traffic	traffic	NOUN
assc-55079	20	14	management	management	NOUN
assc-55079	20	15	and	and	CCONJ
assc-55079	20	16	policy	policy	NOUN
assc-55079	20	17	-	-	PUNCT
assc-55079	20	18	making	making	NOUN
assc-55079	20	19	,	,	PUNCT
assc-55079	20	20	aiming	aim	VERB
assc-55079	20	21	to	to	PART
assc-55079	20	22	enhance	enhance	VERB
assc-55079	20	23	the	the	DET
assc-55079	20	24	responsiveness	responsiveness	NOUN
assc-55079	20	25	and	and	CCONJ
assc-55079	20	26	effectiveness	effectiveness	NOUN
assc-55079	20	27	of	of	ADP
assc-55079	20	28	traffic	traffic	NOUN
assc-55079	20	29	regulation	regulation	NOUN
assc-55079	20	30	measures	measure	NOUN
assc-55079	20	31	.	.	PUNCT
assc-55079	21	1	(	(	PUNCT
assc-55079	21	2	4	4	X
assc-55079	21	3	)	)	PUNCT
assc-55079	21	4	assess	assess	VERB
assc-55079	21	5	the	the	DET
assc-55079	21	6	potential	potential	ADJ
assc-55079	21	7	integration	integration	NOUN
assc-55079	21	8	of	of	ADP
assc-55079	21	9	the	the	DET
assc-55079	21	10	model	model	NOUN
assc-55079	21	11	's	's	PART
assc-55079	21	12	predictions	prediction	NOUN
assc-55079	21	13	into	into	ADP
assc-55079	21	14	the	the	DET
assc-55079	21	15	legal	legal	ADJ
assc-55079	21	16	framework	framework	NOUN
assc-55079	21	17	guiding	guide	VERB
assc-55079	21	18	traffic	traffic	NOUN
assc-55079	21	19	management	management	NOUN
assc-55079	21	20	and	and	CCONJ
assc-55079	21	21	urban	urban	ADJ
assc-55079	21	22	planning	planning	NOUN
assc-55079	21	23	in	in	ADP
assc-55079	21	24	chengdu	chengdu	PROPN
assc-55079	21	25	.	.	PUNCT
assc-55079	22	1	these	these	DET
assc-55079	22	2	objectives	objective	NOUN
assc-55079	22	3	aim	aim	VERB
assc-55079	22	4	to	to	PART
assc-55079	22	5	leverage	leverage	VERB
assc-55079	22	6	the	the	DET
assc-55079	22	7	capabilities	capability	NOUN
assc-55079	22	8	of	of	ADP
assc-55079	22	9	advanced	advanced	ADJ
assc-55079	22	10	neural	neural	ADJ
assc-55079	22	11	networks	network	NOUN
assc-55079	22	12	to	to	PART
assc-55079	22	13	provide	provide	VERB
assc-55079	22	14	a	a	DET
assc-55079	22	15	robust	robust	ADJ
assc-55079	22	16	tool	tool	NOUN
assc-55079	22	17	for	for	ADP
assc-55079	22	18	traffic	traffic	NOUN
assc-55079	22	19	administrators	administrator	NOUN
assc-55079	22	20	,	,	PUNCT
assc-55079	22	21	helping	helping	AUX
assc-55079	22	22	mitigate	mitigate	VERB
assc-55079	22	23	congestion	congestion	NOUN
assc-55079	22	24	problems	problem	NOUN
assc-55079	22	25	and	and	CCONJ
assc-55079	22	26	improve	improve	VERB
assc-55079	22	27	the	the	DET
assc-55079	22	28	overall	overall	ADJ
assc-55079	22	29	traffic	traffic	NOUN
assc-55079	22	30	flow	flow	NOUN
assc-55079	22	31	within	within	ADP
assc-55079	22	32	urban	urban	ADJ
assc-55079	22	33	environments	environment	NOUN
assc-55079	22	34	.	.	PUNCT
assc-55079	23	1	2	2	X
assc-55079	23	2	.	.	X
assc-55079	23	3	literature	literature	NOUN
assc-55079	23	4	review	review	VERB
assc-55079	23	5	this	this	DET
assc-55079	23	6	section	section	NOUN
assc-55079	23	7	reviews	review	VERB
assc-55079	23	8	existing	exist	VERB
assc-55079	23	9	literature	literature	NOUN
assc-55079	23	10	related	relate	VERB
assc-55079	23	11	to	to	ADP
assc-55079	23	12	traffic	traffic	NOUN
assc-55079	23	13	flow	flow	NOUN
assc-55079	23	14	prediction	prediction	NOUN
assc-55079	23	15	,	,	PUNCT
assc-55079	23	16	focusing	focus	VERB
assc-55079	23	17	on	on	ADP
assc-55079	23	18	the	the	DET
assc-55079	23	19	evolution	evolution	NOUN
assc-55079	23	20	of	of	ADP
assc-55079	23	21	traditional	traditional	ADJ
assc-55079	23	22	models	model	NOUN
assc-55079	23	23	to	to	ADP
assc-55079	23	24	modern	modern	ADJ
assc-55079	23	25	neural	neural	ADJ
assc-55079	23	26	network	network	NOUN
assc-55079	23	27	-	-	PUNCT
assc-55079	23	28	based	base	VERB
assc-55079	23	29	models	model	NOUN
assc-55079	23	30	,	,	PUNCT
assc-55079	23	31	and	and	CCONJ
assc-55079	23	32	highlighting	highlight	VERB
assc-55079	23	33	the	the	DET
assc-55079	23	34	integration	integration	NOUN
assc-55079	23	35	of	of	ADP
assc-55079	23	36	specific	specific	ADJ
assc-55079	23	37	architectures	architecture	NOUN
assc-55079	23	38	like	like	ADP
assc-55079	23	39	graph	graph	NOUN
assc-55079	23	40	convolutional	convolutional	ADJ
assc-55079	23	41	networks	network	NOUN
assc-55079	23	42	(	(	PUNCT
assc-55079	23	43	gcn	gcn	NOUN
assc-55079	23	44	)	)	PUNCT
assc-55079	23	45	and	and	CCONJ
assc-55079	23	46	long	long	ADJ
assc-55079	23	47	short	short	ADJ
assc-55079	23	48	-	-	PUNCT
assc-55079	23	49	term	term	NOUN
assc-55079	23	50	memory	memory	NOUN
assc-55079	23	51	(	(	PUNCT
assc-55079	23	52	lstm	lstm	NOUN
assc-55079	23	53	)	)	PUNCT
assc-55079	23	54	networks	network	NOUN
assc-55079	23	55	.	.	PUNCT
assc-55079	24	1	2.1	2.1	NUM
assc-55079	24	2	previous	previous	ADJ
assc-55079	24	3	work	work	NOUN
assc-55079	24	4	on	on	ADP
assc-55079	24	5	traffic	traffic	NOUN
assc-55079	24	6	flow	flow	NOUN
assc-55079	24	7	prediction	prediction	NOUN
assc-55079	24	8	traffic	traffic	NOUN
assc-55079	24	9	flow	flow	NOUN
assc-55079	24	10	prediction	prediction	NOUN
assc-55079	24	11	has	have	AUX
assc-55079	24	12	historically	historically	ADV
assc-55079	24	13	utilized	utilize	VERB
assc-55079	24	14	a	a	DET
assc-55079	24	15	variety	variety	NOUN
assc-55079	24	16	of	of	ADP
assc-55079	24	17	statistical	statistical	ADJ
assc-55079	24	18	and	and	CCONJ
assc-55079	24	19	machine	machine	NOUN
assc-55079	24	20	learning	learning	NOUN
assc-55079	24	21	methods	method	NOUN
assc-55079	24	22	to	to	PART
assc-55079	24	23	address	address	VERB
assc-55079	24	24	the	the	DET
assc-55079	24	25	dynamic	dynamic	ADJ
assc-55079	24	26	and	and	CCONJ
assc-55079	24	27	complex	complex	ADJ
assc-55079	24	28	nature	nature	NOUN
assc-55079	24	29	of	of	ADP
assc-55079	24	30	urban	urban	ADJ
assc-55079	24	31	traffic	traffic	NOUN
assc-55079	24	32	.	.	PUNCT
assc-55079	25	1	early	early	ADJ
assc-55079	25	2	approaches	approach	NOUN
assc-55079	25	3	included	include	VERB
assc-55079	25	4	time	time	NOUN
assc-55079	25	5	-	-	PUNCT
assc-55079	25	6	series	series	NOUN
assc-55079	25	7	analysis	analysis	NOUN
assc-55079	25	8	,	,	PUNCT
assc-55079	25	9	such	such	ADJ
assc-55079	25	10	as	as	ADP
assc-55079	25	11	the	the	DET
assc-55079	25	12	autoregressive	autoregressive	ADJ
assc-55079	25	13	integrated	integrated	ADJ
assc-55079	25	14	moving	move	VERB
assc-55079	25	15	average	average	ADJ
assc-55079	25	16	(	(	PUNCT
assc-55079	25	17	arima	arima	NOUN
assc-55079	25	18	)	)	PUNCT
assc-55079	25	19	models	model	NOUN
assc-55079	25	20	,	,	PUNCT
assc-55079	25	21	which	which	PRON
assc-55079	25	22	were	be	AUX
assc-55079	25	23	widely	widely	ADV
assc-55079	25	24	used	use	VERB
assc-55079	25	25	for	for	ADP
assc-55079	25	26	their	their	PRON
assc-55079	25	27	simplicity	simplicity	NOUN
assc-55079	25	28	and	and	CCONJ
assc-55079	25	29	effectiveness	effectiveness	NOUN
assc-55079	25	30	in	in	ADP
assc-55079	25	31	short	short	ADJ
assc-55079	25	32	-	-	PUNCT
assc-55079	25	33	term	term	NOUN
assc-55079	25	34	predictions	prediction	NOUN
assc-55079	25	35	.	.	PUNCT
assc-55079	26	1	however	however	ADV
assc-55079	26	2	,	,	PUNCT
assc-55079	26	3	these	these	DET
assc-55079	26	4	models	model	NOUN
assc-55079	26	5	often	often	ADV
assc-55079	26	6	failed	fail	VERB
assc-55079	26	7	to	to	PART
assc-55079	26	8	capture	capture	VERB
assc-55079	26	9	the	the	DET
assc-55079	26	10	spatial	spatial	ADJ
assc-55079	26	11	dependencies	dependency	NOUN
assc-55079	26	12	inherent	inherent	ADJ
assc-55079	26	13	in	in	ADP
assc-55079	26	14	traffic	traffic	NOUN
assc-55079	26	15	systems	system	NOUN
assc-55079	26	16	across	across	ADP
assc-55079	26	17	different	different	ADJ
assc-55079	26	18	regions	region	NOUN
assc-55079	26	19	of	of	ADP
assc-55079	26	20	a	a	DET
assc-55079	26	21	city	city	NOUN
assc-55079	26	22	.	.	PUNCT
assc-55079	27	1	the	the	DET
assc-55079	27	2	advent	advent	NOUN
assc-55079	27	3	of	of	ADP
assc-55079	27	4	more	more	ADV
assc-55079	27	5	sophisticated	sophisticated	ADJ
assc-55079	27	6	models	model	NOUN
assc-55079	27	7	like	like	ADP
assc-55079	27	8	k	k	ADV
assc-55079	27	9	-	-	PUNCT
assc-55079	27	10	nearest	near	ADJ
assc-55079	27	11	neighbors	neighbor	NOUN
assc-55079	27	12	(	(	PUNCT
assc-55079	27	13	k	k	X
assc-55079	27	14	-	-	PUNCT
assc-55079	27	15	nn	nn	NOUN
assc-55079	27	16	)	)	PUNCT
assc-55079	27	17	and	and	CCONJ
assc-55079	27	18	support	support	VERB
assc-55079	27	19	vector	vector	NOUN
assc-55079	27	20	machines	machine	NOUN
assc-55079	27	21	(	(	PUNCT
assc-55079	27	22	svm	svm	PROPN
assc-55079	27	23	)	)	PUNCT
assc-55079	27	24	brought	bring	VERB
assc-55079	27	25	improvements	improvement	NOUN
assc-55079	27	26	by	by	ADP
assc-55079	27	27	considering	consider	VERB
assc-55079	27	28	non	non	ADJ
assc-55079	27	29	-	-	ADJ
assc-55079	27	30	linear	linear	ADJ
assc-55079	27	31	patterns	pattern	NOUN
assc-55079	27	32	in	in	ADP
assc-55079	27	33	traffic	traffic	NOUN
assc-55079	27	34	data	datum	NOUN
assc-55079	27	35	,	,	PUNCT
assc-55079	27	36	yet	yet	CCONJ
assc-55079	27	37	these	these	PRON
assc-55079	27	38	too	too	ADV
assc-55079	27	39	were	be	AUX
assc-55079	27	40	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NOUN
assc-55079	27	41	advances	advance	NOUN
assc-55079	27	42	in	in	ADP
assc-55079	27	43	social	social	ADJ
assc-55079	27	44	science	science	NOUN
assc-55079	27	45	and	and	CCONJ
assc-55079	27	46	culture	culture	NOUN
assc-55079	27	47	vol	vol	NOUN
assc-55079	27	48	.	.	PROPN
assc-55079	28	1	6	6	NUM
assc-55079	28	2	no	no	NOUN
assc-55079	28	3	.	.	NOUN
assc-55079	28	4	5	5	NUM
assc-55079	28	5	,	,	PUNCT
assc-55079	28	6	2024	2024	NUM
assc-55079	28	7	published	publish	VERB
assc-55079	28	8	by	by	ADP
assc-55079	28	9	scholink	scholink	PROPN
assc-55079	28	10	inc	inc	PROPN
assc-55079	28	11	.	.	PROPN
assc-55079	28	12	30	30	NUM
assc-55079	28	13	limited	limit	VERB
assc-55079	28	14	in	in	ADP
assc-55079	28	15	handling	handle	VERB
assc-55079	28	16	large	large	ADJ
assc-55079	28	17	-	-	PUNCT
assc-55079	28	18	scale	scale	NOUN
assc-55079	28	19	data	datum	NOUN
assc-55079	28	20	or	or	CCONJ
assc-55079	28	21	real	real	ADJ
assc-55079	28	22	-	-	PUNCT
assc-55079	28	23	time	time	NOUN
assc-55079	28	24	processing	processing	NOUN
assc-55079	28	25	needs	need	NOUN
assc-55079	28	26	.	.	PUNCT
assc-55079	29	1	2.2	2.2	NUM
assc-55079	29	2	neural	neural	ADJ
assc-55079	29	3	network	network	NOUN
assc-55079	29	4	models	model	NOUN
assc-55079	29	5	in	in	ADP
assc-55079	29	6	traffic	traffic	NOUN
assc-55079	29	7	prediction	prediction	NOUN
assc-55079	29	8	with	with	ADP
assc-55079	29	9	the	the	DET
assc-55079	29	10	increase	increase	NOUN
assc-55079	29	11	in	in	ADP
assc-55079	29	12	computational	computational	ADJ
assc-55079	29	13	power	power	NOUN
assc-55079	29	14	and	and	CCONJ
assc-55079	29	15	availability	availability	NOUN
assc-55079	29	16	of	of	ADP
assc-55079	29	17	large	large	ADJ
assc-55079	29	18	datasets	dataset	NOUN
assc-55079	29	19	,	,	PUNCT
assc-55079	29	20	neural	neural	ADJ
assc-55079	29	21	networks	network	NOUN
assc-55079	29	22	have	have	AUX
assc-55079	29	23	become	become	VERB
assc-55079	29	24	the	the	DET
assc-55079	29	25	cornerstone	cornerstone	NOUN
assc-55079	29	26	of	of	ADP
assc-55079	29	27	traffic	traffic	NOUN
assc-55079	29	28	prediction	prediction	NOUN
assc-55079	29	29	.	.	PUNCT
assc-55079	30	1	deep	deep	ADJ
assc-55079	30	2	learning	learning	NOUN
assc-55079	30	3	models	model	NOUN
assc-55079	30	4	,	,	PUNCT
assc-55079	30	5	particularly	particularly	ADV
assc-55079	30	6	those	those	PRON
assc-55079	30	7	employing	employ	VERB
assc-55079	30	8	neural	neural	ADJ
assc-55079	30	9	networks	network	NOUN
assc-55079	30	10	,	,	PUNCT
assc-55079	30	11	have	have	AUX
assc-55079	30	12	demonstrated	demonstrate	VERB
assc-55079	30	13	superior	superior	ADJ
assc-55079	30	14	ability	ability	NOUN
assc-55079	30	15	to	to	PART
assc-55079	30	16	model	model	VERB
assc-55079	30	17	complex	complex	ADJ
assc-55079	30	18	interactions	interaction	NOUN
assc-55079	30	19	both	both	CCONJ
assc-55079	30	20	temporally	temporally	ADV
assc-55079	30	21	and	and	CCONJ
assc-55079	30	22	spatially	spatially	ADV
assc-55079	30	23	.	.	PUNCT
assc-55079	31	1	convolutional	convolutional	ADJ
assc-55079	31	2	neural	neural	ADJ
assc-55079	31	3	networks	network	NOUN
assc-55079	31	4	(	(	PUNCT
assc-55079	31	5	cnns	cnns	PROPN
assc-55079	31	6	)	)	PUNCT
assc-55079	31	7	have	have	AUX
assc-55079	31	8	been	be	AUX
assc-55079	31	9	applied	apply	VERB
assc-55079	31	10	to	to	PART
assc-55079	31	11	capture	capture	VERB
assc-55079	31	12	spatial	spatial	ADJ
assc-55079	31	13	features	feature	NOUN
assc-55079	31	14	from	from	ADP
assc-55079	31	15	grid	grid	NOUN
assc-55079	31	16	-	-	PUNCT
assc-55079	31	17	like	like	ADJ
assc-55079	31	18	data	datum	NOUN
assc-55079	31	19	structures	structure	NOUN
assc-55079	31	20	,	,	PUNCT
assc-55079	31	21	such	such	ADJ
assc-55079	31	22	as	as	ADP
assc-55079	31	23	traffic	traffic	NOUN
assc-55079	31	24	images	image	NOUN
assc-55079	31	25	or	or	CCONJ
assc-55079	31	26	occupancy	occupancy	NOUN
assc-55079	31	27	matrices	matrix	NOUN
assc-55079	31	28	,	,	PUNCT
assc-55079	31	29	while	while	SCONJ
assc-55079	31	30	recurrent	recurrent	ADJ
assc-55079	31	31	neural	neural	ADJ
assc-55079	31	32	networks	network	NOUN
assc-55079	31	33	(	(	PUNCT
assc-55079	31	34	rnns	rnns	PROPN
assc-55079	31	35	)	)	PUNCT
assc-55079	31	36	and	and	CCONJ
assc-55079	31	37	their	their	PRON
assc-55079	31	38	variants	variant	NOUN
assc-55079	31	39	like	like	ADP
assc-55079	31	40	lstm	lstm	NOUN
assc-55079	31	41	have	have	AUX
assc-55079	31	42	been	be	AUX
assc-55079	31	43	effective	effective	ADJ
assc-55079	31	44	in	in	ADP
assc-55079	31	45	modeling	model	VERB
assc-55079	31	46	temporal	temporal	ADJ
assc-55079	31	47	dependencies	dependency	NOUN
assc-55079	31	48	.	.	PUNCT
assc-55079	32	1	the	the	DET
assc-55079	32	2	lstm	lstm	PROPN
assc-55079	32	3	networks	network	NOUN
assc-55079	32	4	,	,	PUNCT
assc-55079	32	5	in	in	ADP
assc-55079	32	6	particular	particular	ADJ
assc-55079	32	7	,	,	PUNCT
assc-55079	32	8	have	have	AUX
assc-55079	32	9	addressed	address	VERB
assc-55079	32	10	the	the	DET
assc-55079	32	11	vanishing	vanish	VERB
assc-55079	32	12	gradient	gradient	NOUN
assc-55079	32	13	problem	problem	NOUN
assc-55079	32	14	typical	typical	ADJ
assc-55079	32	15	of	of	ADP
assc-55079	32	16	standard	standard	ADJ
assc-55079	32	17	rnns	rnn	NOUN
assc-55079	32	18	,	,	PUNCT
assc-55079	32	19	making	make	VERB
assc-55079	32	20	them	they	PRON
assc-55079	32	21	more	more	ADV
assc-55079	32	22	effective	effective	ADJ
assc-55079	32	23	for	for	ADP
assc-55079	32	24	longer	long	ADJ
assc-55079	32	25	sequence	sequence	NOUN
assc-55079	32	26	predictions	prediction	NOUN
assc-55079	32	27	which	which	PRON
assc-55079	32	28	are	be	AUX
assc-55079	32	29	common	common	ADJ
assc-55079	32	30	in	in	ADP
assc-55079	32	31	traffic	traffic	NOUN
assc-55079	32	32	data	datum	NOUN
assc-55079	32	33	.	.	PUNCT
assc-55079	33	1	2.3	2.3	NUM
assc-55079	33	2	integration	integration	NOUN
assc-55079	33	3	of	of	ADP
assc-55079	33	4	gcn	gcn	NOUN
assc-55079	33	5	and	and	CCONJ
assc-55079	33	6	lstm	lstm	NOUN
assc-55079	33	7	in	in	ADP
assc-55079	33	8	traffic	traffic	NOUN
assc-55079	33	9	systems	system	NOUN
assc-55079	33	10	the	the	DET
assc-55079	33	11	integration	integration	NOUN
assc-55079	33	12	of	of	ADP
assc-55079	33	13	gcn	gcn	NOUN
assc-55079	33	14	with	with	ADP
assc-55079	33	15	lstm	lstm	NOUN
assc-55079	33	16	represents	represent	VERB
assc-55079	33	17	a	a	DET
assc-55079	33	18	significant	significant	ADJ
assc-55079	33	19	advancement	advancement	NOUN
assc-55079	33	20	in	in	ADP
assc-55079	33	21	traffic	traffic	NOUN
assc-55079	33	22	prediction	prediction	NOUN
assc-55079	33	23	research	research	NOUN
assc-55079	33	24	.	.	PUNCT
assc-55079	34	1	gcns	gcns	PROPN
assc-55079	34	2	are	be	AUX
assc-55079	34	3	particularly	particularly	ADV
assc-55079	34	4	suited	suit	VERB
assc-55079	34	5	for	for	ADP
assc-55079	34	6	traffic	traffic	NOUN
assc-55079	34	7	prediction	prediction	NOUN
assc-55079	34	8	because	because	SCONJ
assc-55079	34	9	they	they	PRON
assc-55079	34	10	can	can	AUX
assc-55079	34	11	model	model	VERB
assc-55079	34	12	the	the	DET
assc-55079	34	13	non	non	ADJ
assc-55079	34	14	-	-	ADJ
assc-55079	34	15	euclidean	euclidean	ADJ
assc-55079	34	16	structure	structure	NOUN
assc-55079	34	17	of	of	ADP
assc-55079	34	18	road	road	NOUN
assc-55079	34	19	networks	network	NOUN
assc-55079	34	20	.	.	PUNCT
assc-55079	35	1	these	these	DET
assc-55079	35	2	networks	network	NOUN
assc-55079	35	3	treat	treat	VERB
assc-55079	35	4	the	the	DET
assc-55079	35	5	road	road	NOUN
assc-55079	35	6	network	network	NOUN
assc-55079	35	7	as	as	ADP
assc-55079	35	8	a	a	DET
assc-55079	35	9	graph	graph	NOUN
assc-55079	35	10	where	where	SCONJ
assc-55079	35	11	intersections	intersection	NOUN
assc-55079	35	12	and	and	CCONJ
assc-55079	35	13	roads	road	NOUN
assc-55079	35	14	are	be	AUX
assc-55079	35	15	nodes	node	NOUN
assc-55079	35	16	and	and	CCONJ
assc-55079	35	17	edges	edge	NOUN
assc-55079	35	18	,	,	PUNCT
assc-55079	35	19	respectively	respectively	ADV
assc-55079	35	20	.	.	PUNCT
assc-55079	36	1	gcns	gcns	PROPN
assc-55079	36	2	apply	apply	VERB
assc-55079	36	3	convolutional	convolutional	ADJ
assc-55079	36	4	operations	operation	NOUN
assc-55079	36	5	on	on	ADP
assc-55079	36	6	these	these	DET
assc-55079	36	7	graphs	graph	NOUN
assc-55079	36	8	to	to	PART
assc-55079	36	9	capture	capture	VERB
assc-55079	36	10	spatial	spatial	ADJ
assc-55079	36	11	dependencies	dependency	NOUN
assc-55079	36	12	among	among	ADP
assc-55079	36	13	the	the	DET
assc-55079	36	14	nodes	node	NOUN
assc-55079	36	15	.	.	PUNCT
assc-55079	37	1	when	when	SCONJ
assc-55079	37	2	combined	combine	VERB
assc-55079	37	3	with	with	ADP
assc-55079	37	4	lstm	lstm	PROPN
assc-55079	37	5	,	,	PUNCT
assc-55079	37	6	which	which	PRON
assc-55079	37	7	effectively	effectively	ADV
assc-55079	37	8	captures	capture	VERB
assc-55079	37	9	temporal	temporal	ADJ
assc-55079	37	10	dependencies	dependency	NOUN
assc-55079	37	11	,	,	PUNCT
assc-55079	37	12	the	the	DET
assc-55079	37	13	integrated	integrate	VERB
assc-55079	37	14	model	model	NOUN
assc-55079	37	15	can	can	AUX
assc-55079	37	16	predict	predict	VERB
assc-55079	37	17	traffic	traffic	NOUN
assc-55079	37	18	flow	flow	NOUN
assc-55079	37	19	by	by	ADP
assc-55079	37	20	learning	learn	VERB
assc-55079	37	21	from	from	ADP
assc-55079	37	22	both	both	CCONJ
assc-55079	37	23	the	the	DET
assc-55079	37	24	spatial	spatial	ADJ
assc-55079	37	25	layouts	layout	NOUN
assc-55079	37	26	and	and	CCONJ
assc-55079	37	27	temporal	temporal	ADJ
assc-55079	37	28	patterns	pattern	NOUN
assc-55079	37	29	of	of	ADP
assc-55079	37	30	traffic	traffic	NOUN
assc-55079	37	31	data	datum	NOUN
assc-55079	37	32	.	.	PUNCT
assc-55079	38	1	recent	recent	ADJ
assc-55079	38	2	studies	study	NOUN
assc-55079	38	3	have	have	AUX
assc-55079	38	4	shown	show	VERB
assc-55079	38	5	that	that	SCONJ
assc-55079	38	6	such	such	ADJ
assc-55079	38	7	integrated	integrate	VERB
assc-55079	38	8	models	model	NOUN
assc-55079	38	9	not	not	PART
assc-55079	38	10	only	only	ADV
assc-55079	38	11	enhance	enhance	VERB
assc-55079	38	12	prediction	prediction	NOUN
assc-55079	38	13	accuracy	accuracy	NOUN
assc-55079	38	14	but	but	CCONJ
assc-55079	38	15	also	also	ADV
assc-55079	38	16	improve	improve	VERB
assc-55079	38	17	the	the	DET
assc-55079	38	18	model	model	NOUN
assc-55079	38	19	’s	’s	PART
assc-55079	38	20	ability	ability	NOUN
assc-55079	38	21	to	to	PART
assc-55079	38	22	generalize	generalize	VERB
assc-55079	38	23	across	across	ADP
assc-55079	38	24	different	different	ADJ
assc-55079	38	25	urban	urban	ADJ
assc-55079	38	26	settings	setting	NOUN
assc-55079	38	27	,	,	PUNCT
assc-55079	38	28	making	make	VERB
assc-55079	38	29	them	they	PRON
assc-55079	38	30	highly	highly	ADV
assc-55079	38	31	suitable	suitable	ADJ
assc-55079	38	32	for	for	ADP
assc-55079	38	33	cities	city	NOUN
assc-55079	38	34	like	like	ADP
assc-55079	38	35	chengdu	chengdu	PROPN
assc-55079	38	36	with	with	ADP
assc-55079	38	37	complex	complex	ADJ
assc-55079	38	38	and	and	CCONJ
assc-55079	38	39	evolving	evolve	VERB
assc-55079	38	40	traffic	traffic	NOUN
assc-55079	38	41	networks	network	NOUN
assc-55079	38	42	.	.	PUNCT
assc-55079	39	1	the	the	DET
assc-55079	39	2	review	review	NOUN
assc-55079	39	3	of	of	ADP
assc-55079	39	4	literature	literature	NOUN
assc-55079	39	5	thus	thus	ADV
assc-55079	39	6	underscores	underscore	VERB
assc-55079	39	7	the	the	DET
assc-55079	39	8	potential	potential	NOUN
assc-55079	39	9	of	of	ADP
assc-55079	39	10	neural	neural	ADJ
assc-55079	39	11	network	network	NOUN
assc-55079	39	12	models	model	NOUN
assc-55079	39	13	,	,	PUNCT
assc-55079	39	14	especially	especially	ADV
assc-55079	39	15	the	the	DET
assc-55079	39	16	synergy	synergy	NOUN
assc-55079	39	17	between	between	ADP
assc-55079	39	18	gcn	gcn	NOUN
assc-55079	39	19	and	and	CCONJ
assc-55079	39	20	lstm	lstm	NOUN
assc-55079	39	21	,	,	PUNCT
assc-55079	39	22	to	to	PART
assc-55079	39	23	revolutionize	revolutionize	VERB
assc-55079	39	24	traffic	traffic	NOUN
assc-55079	39	25	flow	flow	NOUN
assc-55079	39	26	prediction	prediction	NOUN
assc-55079	39	27	in	in	ADP
assc-55079	39	28	urban	urban	ADJ
assc-55079	39	29	environments	environment	NOUN
assc-55079	39	30	,	,	PUNCT
assc-55079	39	31	providing	provide	VERB
assc-55079	39	32	a	a	DET
assc-55079	39	33	robust	robust	ADJ
assc-55079	39	34	framework	framework	NOUN
assc-55079	39	35	for	for	ADP
assc-55079	39	36	real	real	ADJ
assc-55079	39	37	-	-	PUNCT
assc-55079	39	38	time	time	NOUN
assc-55079	39	39	and	and	CCONJ
assc-55079	39	40	accurate	accurate	ADJ
assc-55079	39	41	traffic	traffic	NOUN
assc-55079	39	42	management	management	NOUN
assc-55079	39	43	solutions	solution	NOUN
assc-55079	39	44	.	.	PUNCT
assc-55079	40	1	3	3	X
assc-55079	40	2	.	.	X
assc-55079	40	3	methodology	methodology	NOUN
assc-55079	40	4	this	this	DET
assc-55079	40	5	section	section	NOUN
assc-55079	40	6	outlines	outline	VERB
assc-55079	40	7	the	the	DET
assc-55079	40	8	methodology	methodology	NOUN
assc-55079	40	9	employed	employ	VERB
assc-55079	40	10	in	in	ADP
assc-55079	40	11	this	this	DET
assc-55079	40	12	study	study	NOUN
assc-55079	40	13	to	to	PART
assc-55079	40	14	develop	develop	VERB
assc-55079	40	15	and	and	CCONJ
assc-55079	40	16	validate	validate	VERB
assc-55079	40	17	a	a	DET
assc-55079	40	18	neural	neural	ADJ
assc-55079	40	19	network	network	NOUN
assc-55079	40	20	-	-	PUNCT
assc-55079	40	21	based	base	VERB
assc-55079	40	22	traffic	traffic	NOUN
assc-55079	40	23	flow	flow	NOUN
assc-55079	40	24	prediction	prediction	NOUN
assc-55079	40	25	model	model	NOUN
assc-55079	40	26	for	for	ADP
assc-55079	40	27	chengdu	chengdu	PROPN
assc-55079	40	28	city	city	PROPN
assc-55079	40	29	.	.	PUNCT
assc-55079	41	1	it	it	PRON
assc-55079	41	2	encompasses	encompass	VERB
assc-55079	41	3	the	the	DET
assc-55079	41	4	data	datum	NOUN
assc-55079	41	5	collection	collection	NOUN
assc-55079	41	6	,	,	PUNCT
assc-55079	41	7	preprocessing	preprocesse	VERB
assc-55079	41	8	techniques	technique	NOUN
assc-55079	41	9	,	,	PUNCT
assc-55079	41	10	neural	neural	ADJ
assc-55079	41	11	network	network	NOUN
assc-55079	41	12	architecture	architecture	NOUN
assc-55079	41	13	,	,	PUNCT
assc-55079	41	14	and	and	CCONJ
assc-55079	41	15	the	the	DET
assc-55079	41	16	training	training	NOUN
assc-55079	41	17	and	and	CCONJ
assc-55079	41	18	validation	validation	NOUN
assc-55079	41	19	processes	process	NOUN
assc-55079	41	20	.	.	PUNCT
assc-55079	42	1	3.1	3.1	NUM
assc-55079	42	2	data	datum	NOUN
assc-55079	42	3	collection	collection	NOUN
assc-55079	42	4	and	and	CCONJ
assc-55079	42	5	preprocessing	preprocesse	VERB
assc-55079	42	6	the	the	DET
assc-55079	42	7	dataset	dataset	NOUN
assc-55079	42	8	utilized	utilize	VERB
assc-55079	42	9	in	in	ADP
assc-55079	42	10	this	this	DET
assc-55079	42	11	study	study	NOUN
assc-55079	42	12	comprises	comprise	VERB
assc-55079	42	13	traffic	traffic	NOUN
assc-55079	42	14	flow	flow	NOUN
assc-55079	42	15	data	datum	NOUN
assc-55079	42	16	collected	collect	VERB
assc-55079	42	17	from	from	ADP
assc-55079	42	18	various	various	ADJ
assc-55079	42	19	sources	source	NOUN
assc-55079	42	20	in	in	ADP
assc-55079	42	21	chengdu	chengdu	PROPN
assc-55079	42	22	,	,	PUNCT
assc-55079	42	23	including	include	VERB
assc-55079	42	24	loop	loop	NOUN
assc-55079	42	25	detectors	detector	NOUN
assc-55079	42	26	,	,	PUNCT
assc-55079	42	27	cctv	cctv	PROPN
assc-55079	42	28	cameras	camera	NOUN
assc-55079	42	29	,	,	PUNCT
assc-55079	42	30	and	and	CCONJ
assc-55079	42	31	gps	gps	PROPN
assc-55079	42	32	data	datum	NOUN
assc-55079	42	33	from	from	ADP
assc-55079	42	34	public	public	ADJ
assc-55079	42	35	transportation	transportation	NOUN
assc-55079	42	36	vehicles	vehicle	NOUN
assc-55079	42	37	.	.	PUNCT
assc-55079	43	1	the	the	DET
assc-55079	43	2	data	data	NOUN
assc-55079	43	3	spans	span	VERB
assc-55079	43	4	a	a	DET
assc-55079	43	5	period	period	NOUN
assc-55079	43	6	of	of	ADP
assc-55079	43	7	two	two	NUM
assc-55079	43	8	years	year	NOUN
assc-55079	43	9	,	,	PUNCT
assc-55079	43	10	capturing	capture	VERB
assc-55079	43	11	diverse	diverse	ADJ
assc-55079	43	12	traffic	traffic	NOUN
assc-55079	43	13	patterns	pattern	NOUN
assc-55079	43	14	on	on	ADP
assc-55079	43	15	weekdays	weekday	NOUN
assc-55079	43	16	,	,	PUNCT
assc-55079	43	17	weekends	weekend	NOUN
assc-55079	43	18	,	,	PUNCT
assc-55079	43	19	and	and	CCONJ
assc-55079	43	20	public	public	ADJ
assc-55079	43	21	holidays	holiday	NOUN
assc-55079	43	22	.	.	PUNCT
assc-55079	44	1	key	key	ADJ
assc-55079	44	2	attributes	attribute	NOUN
assc-55079	44	3	include	include	VERB
assc-55079	44	4	traffic	traffic	NOUN
assc-55079	44	5	volume	volume	NOUN
assc-55079	44	6	,	,	PUNCT
assc-55079	44	7	speed	speed	NOUN
assc-55079	44	8	,	,	PUNCT
assc-55079	44	9	and	and	CCONJ
assc-55079	44	10	density	density	NOUN
assc-55079	44	11	at	at	ADP
assc-55079	44	12	different	different	ADJ
assc-55079	44	13	times	time	NOUN
assc-55079	44	14	of	of	ADP
assc-55079	44	15	the	the	DET
assc-55079	44	16	day	day	NOUN
assc-55079	44	17	across	across	ADP
assc-55079	44	18	various	various	ADJ
assc-55079	44	19	road	road	NOUN
assc-55079	44	20	segments	segment	NOUN
assc-55079	44	21	.	.	PUNCT
assc-55079	45	1	preprocessing	preprocesse	VERB
assc-55079	45	2	steps	step	NOUN
assc-55079	45	3	involved	involve	VERB
assc-55079	45	4	:	:	PUNCT
assc-55079	45	5	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-55079	45	6	advances	advance	VERB
assc-55079	45	7	in	in	ADP
assc-55079	45	8	social	social	ADJ
assc-55079	45	9	science	science	NOUN
assc-55079	45	10	and	and	CCONJ
assc-55079	45	11	culture	culture	NOUN
assc-55079	45	12	vol	vol	NOUN
assc-55079	45	13	.	.	PROPN
assc-55079	46	1	6	6	NUM
assc-55079	46	2	no	no	NOUN
assc-55079	46	3	.	.	NOUN
assc-55079	46	4	5	5	NUM
assc-55079	46	5	,	,	PUNCT
assc-55079	46	6	2024	2024	NUM
assc-55079	46	7	published	publish	VERB
assc-55079	46	8	by	by	ADP
assc-55079	46	9	scholink	scholink	PROPN
assc-55079	46	10	inc	inc	PROPN
assc-55079	46	11	.	.	PROPN
assc-55079	46	12	31	31	NUM
assc-55079	46	13	(	(	PUNCT
assc-55079	46	14	1	1	X
assc-55079	46	15	)	)	PUNCT
assc-55079	46	16	cleaning	cleaning	NOUN
assc-55079	46	17	:	:	PUNCT
assc-55079	46	18	removal	removal	NOUN
assc-55079	46	19	of	of	ADP
assc-55079	46	20	outliers	outlier	NOUN
assc-55079	46	21	and	and	CCONJ
assc-55079	46	22	erroneous	erroneous	ADJ
assc-55079	46	23	data	datum	NOUN
assc-55079	46	24	points	point	NOUN
assc-55079	46	25	that	that	PRON
assc-55079	46	26	could	could	AUX
assc-55079	46	27	skew	skew	VERB
assc-55079	46	28	the	the	DET
assc-55079	46	29	model	model	NOUN
assc-55079	46	30	's	's	PART
assc-55079	46	31	learning	learning	NOUN
assc-55079	46	32	process	process	NOUN
assc-55079	46	33	.	.	PUNCT
assc-55079	47	1	(	(	PUNCT
assc-55079	47	2	2	2	X
assc-55079	47	3	)	)	PUNCT
assc-55079	47	4	normalization	normalization	NOUN
assc-55079	47	5	:	:	PUNCT
assc-55079	47	6	scaling	scale	VERB
assc-55079	47	7	the	the	DET
assc-55079	47	8	traffic	traffic	NOUN
assc-55079	47	9	attributes	attribute	VERB
assc-55079	47	10	to	to	ADP
assc-55079	47	11	a	a	DET
assc-55079	47	12	standard	standard	ADJ
assc-55079	47	13	range	range	NOUN
assc-55079	47	14	to	to	PART
assc-55079	47	15	aid	aid	NOUN
assc-55079	47	16	in	in	ADP
assc-55079	47	17	the	the	DET
assc-55079	47	18	neural	neural	ADJ
assc-55079	47	19	network	network	NOUN
assc-55079	47	20	’s	’s	PART
assc-55079	47	21	convergence	convergence	NOUN
assc-55079	47	22	.	.	PUNCT
assc-55079	48	1	(	(	PUNCT
assc-55079	48	2	3	3	X
assc-55079	48	3	)	)	PUNCT
assc-55079	48	4	feature	feature	NOUN
assc-55079	48	5	engineering	engineering	NOUN
assc-55079	48	6	:	:	PUNCT
assc-55079	48	7	extracting	extract	VERB
assc-55079	48	8	time	time	NOUN
assc-55079	48	9	-	-	PUNCT
assc-55079	48	10	related	relate	VERB
assc-55079	48	11	features	feature	NOUN
assc-55079	48	12	like	like	ADP
assc-55079	48	13	time	time	NOUN
assc-55079	48	14	of	of	ADP
assc-55079	48	15	day	day	NOUN
assc-55079	48	16	,	,	PUNCT
assc-55079	48	17	day	day	NOUN
assc-55079	48	18	of	of	ADP
assc-55079	48	19	the	the	DET
assc-55079	48	20	week	week	NOUN
assc-55079	48	21	,	,	PUNCT
assc-55079	48	22	and	and	CCONJ
assc-55079	48	23	holiday	holiday	NOUN
assc-55079	48	24	flags	flag	NOUN
assc-55079	48	25	,	,	PUNCT
assc-55079	48	26	alongside	alongside	ADP
assc-55079	48	27	spatial	spatial	ADJ
assc-55079	48	28	features	feature	NOUN
assc-55079	48	29	like	like	ADP
assc-55079	48	30	road	road	NOUN
assc-55079	48	31	type	type	NOUN
assc-55079	48	32	and	and	CCONJ
assc-55079	48	33	connectivity	connectivity	NOUN
assc-55079	48	34	.	.	PUNCT
assc-55079	49	1	(	(	PUNCT
assc-55079	49	2	4	4	X
assc-55079	49	3	)	)	PUNCT
assc-55079	49	4	temporal	temporal	ADJ
assc-55079	49	5	segmentation	segmentation	NOUN
assc-55079	49	6	:	:	PUNCT
assc-55079	49	7	structuring	structure	VERB
assc-55079	49	8	data	datum	NOUN
assc-55079	49	9	into	into	ADP
assc-55079	49	10	sequences	sequence	NOUN
assc-55079	49	11	to	to	PART
assc-55079	49	12	feed	feed	VERB
assc-55079	49	13	into	into	ADP
assc-55079	49	14	the	the	DET
assc-55079	49	15	lstm	lstm	NOUN
assc-55079	49	16	network	network	NOUN
assc-55079	49	17	,	,	PUNCT
assc-55079	49	18	where	where	SCONJ
assc-55079	49	19	each	each	DET
assc-55079	49	20	sequence	sequence	NOUN
assc-55079	49	21	represents	represent	VERB
assc-55079	49	22	traffic	traffic	NOUN
assc-55079	49	23	conditions	condition	NOUN
assc-55079	49	24	over	over	ADP
assc-55079	49	25	successive	successive	ADJ
assc-55079	49	26	time	time	NOUN
assc-55079	49	27	intervals	interval	NOUN
assc-55079	49	28	.	.	PUNCT
assc-55079	50	1	3.2	3.2	NUM
assc-55079	50	2	neural	neural	ADJ
assc-55079	50	3	network	network	NOUN
assc-55079	50	4	architecture	architecture	NOUN
assc-55079	50	5	the	the	DET
assc-55079	50	6	neural	neural	ADJ
assc-55079	50	7	network	network	NOUN
assc-55079	50	8	architecture	architecture	NOUN
assc-55079	50	9	designed	design	VERB
assc-55079	50	10	for	for	ADP
assc-55079	50	11	this	this	DET
assc-55079	50	12	study	study	NOUN
assc-55079	50	13	combines	combine	VERB
assc-55079	50	14	the	the	DET
assc-55079	50	15	capabilities	capability	NOUN
assc-55079	50	16	of	of	ADP
assc-55079	50	17	gcn	gcn	NOUN
assc-55079	50	18	and	and	CCONJ
assc-55079	50	19	lstm	lstm	NOUN
assc-55079	50	20	to	to	PART
assc-55079	50	21	model	model	VERB
assc-55079	50	22	the	the	DET
assc-55079	50	23	spatial	spatial	ADJ
assc-55079	50	24	and	and	CCONJ
assc-55079	50	25	temporal	temporal	ADJ
assc-55079	50	26	dynamics	dynamic	NOUN
assc-55079	50	27	of	of	ADP
assc-55079	50	28	traffic	traffic	NOUN
assc-55079	50	29	flow	flow	NOUN
assc-55079	50	30	respectively	respectively	ADV
assc-55079	50	31	.	.	PUNCT
assc-55079	51	1	3.2.1	3.2.1	NUM
assc-55079	51	2	graph	graph	NOUN
assc-55079	51	3	convolutional	convolutional	ADJ
assc-55079	51	4	networks	network	NOUN
assc-55079	51	5	(	(	PUNCT
assc-55079	51	6	gcn	gcn	NOUN
assc-55079	51	7	)	)	PUNCT
assc-55079	51	8	gcn	gcn	NOUN
assc-55079	51	9	layers	layer	NOUN
assc-55079	51	10	are	be	AUX
assc-55079	51	11	utilized	utilize	VERB
assc-55079	51	12	to	to	PART
assc-55079	51	13	process	process	VERB
assc-55079	51	14	the	the	DET
assc-55079	51	15	spatial	spatial	ADJ
assc-55079	51	16	structure	structure	NOUN
assc-55079	51	17	of	of	ADP
assc-55079	51	18	the	the	DET
assc-55079	51	19	road	road	NOUN
assc-55079	51	20	network	network	NOUN
assc-55079	51	21	.	.	PUNCT
assc-55079	52	1	the	the	DET
assc-55079	52	2	road	road	NOUN
assc-55079	52	3	network	network	NOUN
assc-55079	52	4	is	be	AUX
assc-55079	52	5	represented	represent	VERB
assc-55079	52	6	as	as	ADP
assc-55079	52	7	a	a	DET
assc-55079	52	8	graph	graph	NOUN
assc-55079	52	9	where	where	SCONJ
assc-55079	52	10	intersections	intersection	NOUN
assc-55079	52	11	are	be	AUX
assc-55079	52	12	nodes	node	NOUN
assc-55079	52	13	,	,	PUNCT
assc-55079	52	14	and	and	CCONJ
assc-55079	52	15	roads	road	NOUN
assc-55079	52	16	are	be	AUX
assc-55079	52	17	edges	edge	NOUN
assc-55079	52	18	.	.	PUNCT
assc-55079	53	1	the	the	DET
assc-55079	53	2	gcn	gcn	NOUN
assc-55079	53	3	processes	process	VERB
assc-55079	53	4	this	this	DET
assc-55079	53	5	graph	graph	NOUN
assc-55079	53	6	to	to	PART
assc-55079	53	7	learn	learn	VERB
assc-55079	53	8	the	the	DET
assc-55079	53	9	spatial	spatial	ADJ
assc-55079	53	10	relationships	relationship	NOUN
assc-55079	53	11	between	between	ADP
assc-55079	53	12	different	different	ADJ
assc-55079	53	13	nodes	node	NOUN
assc-55079	53	14	(	(	PUNCT
assc-55079	53	15	intersections	intersection	NOUN
assc-55079	53	16	/	/	SYM
assc-55079	53	17	roads	road	NOUN
assc-55079	53	18	)	)	PUNCT
assc-55079	53	19	.	.	PUNCT
assc-55079	54	1	it	it	PRON
assc-55079	54	2	uses	use	VERB
assc-55079	54	3	convolutional	convolutional	ADJ
assc-55079	54	4	operations	operation	NOUN
assc-55079	54	5	that	that	PRON
assc-55079	54	6	are	be	AUX
assc-55079	54	7	specifically	specifically	ADV
assc-55079	54	8	tailored	tailor	VERB
assc-55079	54	9	to	to	PART
assc-55079	54	10	work	work	VERB
assc-55079	54	11	with	with	ADP
assc-55079	54	12	graphs	graph	NOUN
assc-55079	54	13	.	.	PUNCT
assc-55079	55	1	these	these	DET
assc-55079	55	2	operations	operation	NOUN
assc-55079	55	3	help	help	VERB
assc-55079	55	4	in	in	ADP
assc-55079	55	5	capturing	capture	VERB
assc-55079	55	6	the	the	DET
assc-55079	55	7	dependencies	dependency	NOUN
assc-55079	55	8	among	among	ADP
assc-55079	55	9	interconnected	interconnected	ADJ
assc-55079	55	10	roads	road	NOUN
assc-55079	55	11	,	,	PUNCT
assc-55079	55	12	which	which	PRON
assc-55079	55	13	is	be	AUX
assc-55079	55	14	critical	critical	ADJ
assc-55079	55	15	for	for	ADP
assc-55079	55	16	understanding	understand	VERB
assc-55079	55	17	traffic	traffic	NOUN
assc-55079	55	18	flow	flow	NOUN
assc-55079	55	19	patterns	pattern	NOUN
assc-55079	55	20	in	in	ADP
assc-55079	55	21	a	a	DET
assc-55079	55	22	networked	networked	ADJ
assc-55079	55	23	urban	urban	ADJ
assc-55079	55	24	area	area	NOUN
assc-55079	55	25	.	.	PUNCT
assc-55079	56	1	3.2.2	3.2.2	NUM
assc-55079	56	2	long	long	ADJ
assc-55079	56	3	short	short	ADJ
assc-55079	56	4	-	-	PUNCT
assc-55079	56	5	term	term	NOUN
assc-55079	56	6	memory	memory	NOUN
assc-55079	56	7	networks	network	NOUN
assc-55079	56	8	(	(	PUNCT
assc-55079	56	9	lstm	lstm	NOUN
assc-55079	56	10	)	)	PUNCT
assc-55079	56	11	lstm	lstm	ADJ
assc-55079	56	12	layers	layer	NOUN
assc-55079	56	13	are	be	AUX
assc-55079	56	14	employed	employ	VERB
assc-55079	56	15	to	to	PART
assc-55079	56	16	capture	capture	VERB
assc-55079	56	17	temporal	temporal	ADJ
assc-55079	56	18	dependencies	dependency	NOUN
assc-55079	56	19	in	in	ADP
assc-55079	56	20	the	the	DET
assc-55079	56	21	traffic	traffic	NOUN
assc-55079	56	22	data	datum	NOUN
assc-55079	56	23	.	.	PUNCT
assc-55079	57	1	the	the	DET
assc-55079	57	2	lstm	lstm	PROPN
assc-55079	57	3	's	's	PART
assc-55079	57	4	ability	ability	NOUN
assc-55079	57	5	to	to	PART
assc-55079	57	6	maintain	maintain	VERB
assc-55079	57	7	a	a	DET
assc-55079	57	8	memory	memory	NOUN
assc-55079	57	9	of	of	ADP
assc-55079	57	10	past	past	ADJ
assc-55079	57	11	data	datum	NOUN
assc-55079	57	12	makes	make	VERB
assc-55079	57	13	it	it	PRON
assc-55079	57	14	well	well	ADV
assc-55079	57	15	-	-	PUNCT
assc-55079	57	16	suited	suit	VERB
assc-55079	57	17	for	for	ADP
assc-55079	57	18	time	time	NOUN
assc-55079	57	19	series	series	PROPN
assc-55079	57	20	predictions	prediction	NOUN
assc-55079	57	21	like	like	ADP
assc-55079	57	22	traffic	traffic	NOUN
assc-55079	57	23	flow	flow	NOUN
assc-55079	57	24	,	,	PUNCT
assc-55079	57	25	which	which	PRON
assc-55079	57	26	depend	depend	VERB
assc-55079	57	27	heavily	heavily	ADV
assc-55079	57	28	on	on	ADP
assc-55079	57	29	previous	previous	ADJ
assc-55079	57	30	states	state	NOUN
assc-55079	57	31	.	.	PUNCT
assc-55079	58	1	the	the	DET
assc-55079	58	2	lstm	lstm	PROPN
assc-55079	58	3	layers	layer	NOUN
assc-55079	58	4	process	process	VERB
assc-55079	58	5	the	the	DET
assc-55079	58	6	output	output	NOUN
assc-55079	58	7	from	from	ADP
assc-55079	58	8	the	the	DET
assc-55079	58	9	gcn	gcn	NOUN
assc-55079	58	10	,	,	PUNCT
assc-55079	58	11	integrating	integrate	VERB
assc-55079	58	12	the	the	DET
assc-55079	58	13	spatial	spatial	ADJ
assc-55079	58	14	features	feature	NOUN
assc-55079	58	15	with	with	ADP
assc-55079	58	16	temporal	temporal	ADJ
assc-55079	58	17	trends	trend	NOUN
assc-55079	58	18	to	to	PART
assc-55079	58	19	predict	predict	VERB
assc-55079	58	20	future	future	ADJ
assc-55079	58	21	traffic	traffic	NOUN
assc-55079	58	22	conditions	condition	NOUN
assc-55079	58	23	.	.	PUNCT
assc-55079	59	1	this	this	DET
assc-55079	59	2	integration	integration	NOUN
assc-55079	59	3	allows	allow	VERB
assc-55079	59	4	the	the	DET
assc-55079	59	5	model	model	NOUN
assc-55079	59	6	to	to	PART
assc-55079	59	7	make	make	VERB
assc-55079	59	8	predictions	prediction	NOUN
assc-55079	59	9	based	base	VERB
assc-55079	59	10	on	on	ADP
assc-55079	59	11	both	both	CCONJ
assc-55079	59	12	immediate	immediate	ADJ
assc-55079	59	13	past	past	ADJ
assc-55079	59	14	conditions	condition	NOUN
assc-55079	59	15	and	and	CCONJ
assc-55079	59	16	the	the	DET
assc-55079	59	17	typical	typical	ADJ
assc-55079	59	18	traffic	traffic	NOUN
assc-55079	59	19	flow	flow	NOUN
assc-55079	59	20	patterns	pattern	NOUN
assc-55079	59	21	observed	observe	VERB
assc-55079	59	22	over	over	ADP
assc-55079	59	23	time	time	NOUN
assc-55079	59	24	.	.	PUNCT
assc-55079	60	1	3.3	3.3	NUM
assc-55079	60	2	model	model	NOUN
assc-55079	60	3	training	training	NOUN
assc-55079	60	4	and	and	CCONJ
assc-55079	60	5	validation	validation	NOUN
assc-55079	60	6	model	model	NOUN
assc-55079	60	7	training	training	NOUN
assc-55079	60	8	involves	involve	VERB
assc-55079	60	9	feeding	feed	VERB
assc-55079	60	10	the	the	DET
assc-55079	60	11	preprocessed	preprocesse	VERB
assc-55079	60	12	data	datum	NOUN
assc-55079	60	13	through	through	ADP
assc-55079	60	14	the	the	DET
assc-55079	60	15	combined	combine	VERB
assc-55079	60	16	gcn	gcn	NOUN
assc-55079	60	17	and	and	CCONJ
assc-55079	60	18	lstm	lstm	ADJ
assc-55079	60	19	architecture	architecture	NOUN
assc-55079	60	20	.	.	PUNCT
assc-55079	61	1	the	the	DET
assc-55079	61	2	model	model	NOUN
assc-55079	61	3	is	be	AUX
assc-55079	61	4	trained	train	VERB
assc-55079	61	5	using	use	VERB
assc-55079	61	6	a	a	DET
assc-55079	61	7	backpropagation	backpropagation	NOUN
assc-55079	61	8	algorithm	algorithm	NOUN
assc-55079	61	9	optimized	optimize	VERB
assc-55079	61	10	by	by	ADP
assc-55079	61	11	adam	adam	PROPN
assc-55079	61	12	,	,	PUNCT
assc-55079	61	13	a	a	DET
assc-55079	61	14	stochastic	stochastic	ADJ
assc-55079	61	15	gradient	gradient	ADJ
assc-55079	61	16	descent	descent	NOUN
assc-55079	61	17	method	method	NOUN
assc-55079	61	18	known	know	VERB
assc-55079	61	19	for	for	ADP
assc-55079	61	20	its	its	PRON
assc-55079	61	21	efficiency	efficiency	NOUN
assc-55079	61	22	in	in	ADP
assc-55079	61	23	handling	handle	VERB
assc-55079	61	24	sparse	sparse	ADJ
assc-55079	61	25	gradients	gradient	NOUN
assc-55079	61	26	on	on	ADP
assc-55079	61	27	noisy	noisy	ADJ
assc-55079	61	28	problems	problem	NOUN
assc-55079	61	29	.	.	PUNCT
assc-55079	62	1	validation	validation	NOUN
assc-55079	62	2	of	of	ADP
assc-55079	62	3	the	the	DET
assc-55079	62	4	model	model	NOUN
assc-55079	62	5	is	be	AUX
assc-55079	62	6	performed	perform	VERB
assc-55079	62	7	using	use	VERB
assc-55079	62	8	a	a	DET
assc-55079	62	9	separate	separate	ADJ
assc-55079	62	10	set	set	NOUN
assc-55079	62	11	of	of	ADP
assc-55079	62	12	data	datum	NOUN
assc-55079	62	13	,	,	PUNCT
assc-55079	62	14	which	which	PRON
assc-55079	62	15	was	be	AUX
assc-55079	62	16	not	not	PART
assc-55079	62	17	included	include	VERB
assc-55079	62	18	in	in	ADP
assc-55079	62	19	the	the	DET
assc-55079	62	20	training	training	NOUN
assc-55079	62	21	phase	phase	NOUN
assc-55079	62	22	.	.	PUNCT
assc-55079	63	1	this	this	PRON
assc-55079	63	2	helps	help	VERB
assc-55079	63	3	in	in	ADP
assc-55079	63	4	assessing	assess	VERB
assc-55079	63	5	the	the	DET
assc-55079	63	6	model	model	NOUN
assc-55079	63	7	's	's	PART
assc-55079	63	8	generalization	generalization	NOUN
assc-55079	63	9	capability	capability	NOUN
assc-55079	63	10	.	.	PUNCT
assc-55079	64	1	the	the	DET
assc-55079	64	2	primary	primary	ADJ
assc-55079	64	3	metrics	metric	NOUN
assc-55079	64	4	for	for	ADP
assc-55079	64	5	evaluating	evaluate	VERB
assc-55079	64	6	model	model	NOUN
assc-55079	64	7	performance	performance	NOUN
assc-55079	64	8	include	include	VERB
assc-55079	64	9	mean	mean	VERB
assc-55079	64	10	absolute	absolute	ADJ
assc-55079	64	11	error	error	NOUN
assc-55079	64	12	(	(	PUNCT
assc-55079	64	13	mae	mae	PROPN
assc-55079	64	14	)	)	PUNCT
assc-55079	64	15	,	,	PUNCT
assc-55079	64	16	root	root	NOUN
assc-55079	64	17	mean	mean	VERB
assc-55079	64	18	squared	square	VERB
assc-55079	64	19	error	error	NOUN
assc-55079	64	20	(	(	PUNCT
assc-55079	64	21	rmse	rmse	NOUN
assc-55079	64	22	)	)	PUNCT
assc-55079	64	23	,	,	PUNCT
assc-55079	64	24	and	and	CCONJ
assc-55079	64	25	the	the	DET
assc-55079	64	26	coefficient	coefficient	NOUN
assc-55079	64	27	of	of	ADP
assc-55079	64	28	determination	determination	NOUN
assc-55079	64	29	(	(	PUNCT
assc-55079	64	30	r²	r²	NOUN
assc-55079	64	31	)	)	PUNCT
assc-55079	64	32	.	.	PUNCT
assc-55079	65	1	these	these	DET
assc-55079	65	2	metrics	metric	NOUN
assc-55079	65	3	provide	provide	VERB
assc-55079	65	4	insights	insight	NOUN
assc-55079	65	5	into	into	ADP
assc-55079	65	6	the	the	DET
assc-55079	65	7	accuracy	accuracy	NOUN
assc-55079	65	8	and	and	CCONJ
assc-55079	65	9	predictive	predictive	ADJ
assc-55079	65	10	power	power	NOUN
assc-55079	65	11	of	of	ADP
assc-55079	65	12	the	the	DET
assc-55079	65	13	model	model	NOUN
assc-55079	65	14	.	.	PUNCT
assc-55079	66	1	the	the	DET
assc-55079	66	2	methodology	methodology	NOUN
assc-55079	66	3	ensures	ensure	VERB
assc-55079	66	4	a	a	DET
assc-55079	66	5	robust	robust	ADJ
assc-55079	66	6	framework	framework	NOUN
assc-55079	66	7	for	for	ADP
assc-55079	66	8	developing	develop	VERB
assc-55079	66	9	a	a	DET
assc-55079	66	10	predictive	predictive	ADJ
assc-55079	66	11	model	model	NOUN
assc-55079	66	12	that	that	PRON
assc-55079	66	13	is	be	AUX
assc-55079	66	14	not	not	PART
assc-55079	66	15	only	only	ADV
assc-55079	66	16	accurate	accurate	ADJ
assc-55079	66	17	in	in	ADP
assc-55079	66	18	forecasting	forecast	VERB
assc-55079	66	19	traffic	traffic	NOUN
assc-55079	66	20	conditions	condition	NOUN
assc-55079	66	21	but	but	CCONJ
assc-55079	66	22	also	also	ADV
assc-55079	66	23	practical	practical	ADJ
assc-55079	66	24	for	for	ADP
assc-55079	66	25	implementation	implementation	NOUN
assc-55079	66	26	in	in	ADP
assc-55079	66	27	real	real	ADJ
assc-55079	66	28	-	-	PUNCT
assc-55079	66	29	world	world	NOUN
assc-55079	66	30	traffic	traffic	NOUN
assc-55079	66	31	management	management	NOUN
assc-55079	66	32	systems	system	NOUN
assc-55079	66	33	in	in	ADP
assc-55079	66	34	chengdu	chengdu	PROPN
assc-55079	66	35	.	.	PUNCT
assc-55079	67	1	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-55079	67	2	advances	advance	VERB
assc-55079	67	3	in	in	ADP
assc-55079	67	4	social	social	ADJ
assc-55079	67	5	science	science	NOUN
assc-55079	67	6	and	and	CCONJ
assc-55079	67	7	culture	culture	NOUN
assc-55079	67	8	vol	vol	NOUN
assc-55079	67	9	.	.	PROPN
assc-55079	68	1	6	6	NUM
assc-55079	68	2	no	no	NOUN
assc-55079	68	3	.	.	NOUN
assc-55079	68	4	5	5	NUM
assc-55079	68	5	,	,	PUNCT
assc-55079	68	6	2024	2024	NUM
assc-55079	68	7	published	publish	VERB
assc-55079	68	8	by	by	ADP
assc-55079	68	9	scholink	scholink	PROPN
assc-55079	68	10	inc	inc	PROPN
assc-55079	68	11	.	.	PROPN
assc-55079	68	12	32	32	NUM
assc-55079	68	13	4	4	NUM
assc-55079	68	14	.	.	PUNCT
assc-55079	68	15	results	result	VERB
assc-55079	68	16	the	the	DET
assc-55079	68	17	results	result	NOUN
assc-55079	68	18	of	of	ADP
assc-55079	68	19	this	this	DET
assc-55079	68	20	study	study	NOUN
assc-55079	68	21	demonstrate	demonstrate	VERB
assc-55079	68	22	the	the	DET
assc-55079	68	23	effectiveness	effectiveness	NOUN
assc-55079	68	24	of	of	ADP
assc-55079	68	25	the	the	DET
assc-55079	68	26	combined	combine	VERB
assc-55079	68	27	gcn	gcn	NOUN
assc-55079	68	28	and	and	CCONJ
assc-55079	68	29	lstm	lstm	NOUN
assc-55079	68	30	model	model	NOUN
assc-55079	68	31	in	in	ADP
assc-55079	68	32	predicting	predict	VERB
assc-55079	68	33	traffic	traffic	NOUN
assc-55079	68	34	flow	flow	NOUN
assc-55079	68	35	in	in	ADP
assc-55079	68	36	chengdu	chengdu	PROPN
assc-55079	68	37	.	.	PUNCT
assc-55079	69	1	this	this	DET
assc-55079	69	2	section	section	NOUN
assc-55079	69	3	delves	delve	VERB
assc-55079	69	4	into	into	ADP
assc-55079	69	5	the	the	DET
assc-55079	69	6	detailed	detailed	ADJ
assc-55079	69	7	performance	performance	NOUN
assc-55079	69	8	analysis	analysis	NOUN
assc-55079	69	9	of	of	ADP
assc-55079	69	10	the	the	DET
assc-55079	69	11	model	model	NOUN
assc-55079	69	12	based	base	VERB
assc-55079	69	13	on	on	ADP
assc-55079	69	14	the	the	DET
assc-55079	69	15	collected	collect	VERB
assc-55079	69	16	and	and	CCONJ
assc-55079	69	17	preprocessed	preprocesse	VERB
assc-55079	69	18	dataset	dataset	NOUN
assc-55079	69	19	.	.	PUNCT
assc-55079	70	1	4.1	4.1	NUM
assc-55079	70	2	model	model	NOUN
assc-55079	70	3	performance	performance	NOUN
assc-55079	70	4	analysis	analysis	NOUN
assc-55079	70	5	the	the	DET
assc-55079	70	6	traffic	traffic	NOUN
assc-55079	70	7	flow	flow	NOUN
assc-55079	70	8	prediction	prediction	NOUN
assc-55079	70	9	model	model	NOUN
assc-55079	70	10	developed	develop	VERB
assc-55079	70	11	in	in	ADP
assc-55079	70	12	this	this	DET
assc-55079	70	13	study	study	NOUN
assc-55079	70	14	was	be	AUX
assc-55079	70	15	trained	train	VERB
assc-55079	70	16	and	and	CCONJ
assc-55079	70	17	tested	test	VERB
assc-55079	70	18	on	on	ADP
assc-55079	70	19	a	a	DET
assc-55079	70	20	comprehensive	comprehensive	ADJ
assc-55079	70	21	dataset	dataset	NOUN
assc-55079	70	22	comprising	comprise	VERB
assc-55079	70	23	various	various	ADJ
assc-55079	70	24	traffic	traffic	NOUN
assc-55079	70	25	indicators	indicator	NOUN
assc-55079	70	26	from	from	ADP
assc-55079	70	27	chengdu	chengdu	PROPN
assc-55079	70	28	.	.	PUNCT
assc-55079	71	1	the	the	DET
assc-55079	71	2	performance	performance	NOUN
assc-55079	71	3	of	of	ADP
assc-55079	71	4	the	the	DET
assc-55079	71	5	model	model	NOUN
assc-55079	71	6	was	be	AUX
assc-55079	71	7	evaluated	evaluate	VERB
assc-55079	71	8	using	use	VERB
assc-55079	71	9	several	several	ADJ
assc-55079	71	10	statistical	statistical	ADJ
assc-55079	71	11	metrics	metric	NOUN
assc-55079	71	12	which	which	PRON
assc-55079	71	13	provide	provide	VERB
assc-55079	71	14	insights	insight	NOUN
assc-55079	71	15	into	into	ADP
assc-55079	71	16	the	the	DET
assc-55079	71	17	accuracy	accuracy	NOUN
assc-55079	71	18	and	and	CCONJ
assc-55079	71	19	reliability	reliability	NOUN
assc-55079	71	20	of	of	ADP
assc-55079	71	21	the	the	DET
assc-55079	71	22	predictions	prediction	NOUN
assc-55079	71	23	.	.	PUNCT
assc-55079	72	1	4.1.1	4.1.1	NUM
assc-55079	72	2	accuracy	accuracy	NOUN
assc-55079	72	3	metrics	metric	NOUN
assc-55079	72	4	used	use	VERB
assc-55079	72	5	(	(	PUNCT
assc-55079	72	6	1	1	X
assc-55079	72	7	)	)	PUNCT
assc-55079	72	8	mean	mean	VERB
assc-55079	72	9	absolute	absolute	ADJ
assc-55079	72	10	error	error	NOUN
assc-55079	72	11	(	(	PUNCT
assc-55079	72	12	mae	mae	PROPN
assc-55079	72	13	):	):	PUNCT
assc-55079	72	14	measures	measure	NOUN
assc-55079	72	15	the	the	DET
assc-55079	72	16	average	average	ADJ
assc-55079	72	17	magnitude	magnitude	NOUN
assc-55079	72	18	of	of	ADP
assc-55079	72	19	the	the	DET
assc-55079	72	20	errors	error	NOUN
assc-55079	72	21	in	in	ADP
assc-55079	72	22	a	a	DET
assc-55079	72	23	set	set	NOUN
assc-55079	72	24	of	of	ADP
assc-55079	72	25	predictions	prediction	NOUN
assc-55079	72	26	,	,	PUNCT
assc-55079	72	27	without	without	ADP
assc-55079	72	28	considering	consider	VERB
assc-55079	72	29	their	their	PRON
assc-55079	72	30	direction	direction	NOUN
assc-55079	72	31	.	.	PUNCT
assc-55079	73	1	it	it	PRON
assc-55079	73	2	’s	’	VERB
assc-55079	73	3	the	the	DET
assc-55079	73	4	average	average	NOUN
assc-55079	73	5	over	over	ADP
assc-55079	73	6	the	the	DET
assc-55079	73	7	test	test	NOUN
assc-55079	73	8	sample	sample	NOUN
assc-55079	73	9	of	of	ADP
assc-55079	73	10	the	the	DET
assc-55079	73	11	absolute	absolute	ADJ
assc-55079	73	12	differences	difference	NOUN
assc-55079	73	13	between	between	ADP
assc-55079	73	14	prediction	prediction	NOUN
assc-55079	73	15	and	and	CCONJ
assc-55079	73	16	actual	actual	ADJ
assc-55079	73	17	observation	observation	NOUN
assc-55079	73	18	where	where	SCONJ
assc-55079	73	19	all	all	DET
assc-55079	73	20	individual	individual	ADJ
assc-55079	73	21	differences	difference	NOUN
assc-55079	73	22	have	have	VERB
assc-55079	73	23	equal	equal	ADJ
assc-55079	73	24	weight	weight	NOUN
assc-55079	73	25	.	.	PUNCT
assc-55079	74	1	(	(	PUNCT
assc-55079	74	2	2	2	X
assc-55079	74	3	)	)	PUNCT
assc-55079	74	4	root	root	NOUN
assc-55079	74	5	mean	mean	VERB
assc-55079	74	6	squared	square	VERB
assc-55079	74	7	error	error	NOUN
assc-55079	74	8	(	(	PUNCT
assc-55079	74	9	rmse	rmse	NOUN
assc-55079	74	10	):	):	PUNCT
assc-55079	74	11	measures	measure	NOUN
assc-55079	74	12	the	the	DET
assc-55079	74	13	square	square	ADJ
assc-55079	74	14	root	root	NOUN
assc-55079	74	15	of	of	ADP
assc-55079	74	16	the	the	DET
assc-55079	74	17	average	average	NOUN
assc-55079	74	18	of	of	ADP
assc-55079	74	19	squared	square	VERB
assc-55079	74	20	differences	difference	NOUN
assc-55079	74	21	between	between	ADP
assc-55079	74	22	prediction	prediction	NOUN
assc-55079	74	23	and	and	CCONJ
assc-55079	74	24	actual	actual	ADJ
assc-55079	74	25	observation	observation	NOUN
assc-55079	74	26	.	.	PUNCT
assc-55079	75	1	rmse	rmse	PROPN
assc-55079	75	2	is	be	AUX
assc-55079	75	3	a	a	DET
assc-55079	75	4	good	good	ADJ
assc-55079	75	5	measure	measure	NOUN
assc-55079	75	6	of	of	ADP
assc-55079	75	7	accuracy	accuracy	NOUN
assc-55079	75	8	that	that	PRON
assc-55079	75	9	gives	give	VERB
assc-55079	75	10	a	a	DET
assc-55079	75	11	relatively	relatively	ADV
assc-55079	75	12	high	high	ADJ
assc-55079	75	13	weight	weight	NOUN
assc-55079	75	14	to	to	ADP
assc-55079	75	15	large	large	ADJ
assc-55079	75	16	errors	error	NOUN
assc-55079	75	17	,	,	PUNCT
assc-55079	75	18	emphasizing	emphasize	VERB
assc-55079	75	19	the	the	DET
assc-55079	75	20	need	need	NOUN
assc-55079	75	21	to	to	PART
assc-55079	75	22	avoid	avoid	VERB
assc-55079	75	23	large	large	ADJ
assc-55079	75	24	errors	error	NOUN
assc-55079	75	25	in	in	ADP
assc-55079	75	26	predictive	predictive	ADJ
assc-55079	75	27	modeling	modeling	NOUN
assc-55079	75	28	.	.	PUNCT
assc-55079	76	1	(	(	PUNCT
assc-55079	76	2	3	3	X
assc-55079	76	3	)	)	PUNCT
assc-55079	76	4	coefficient	coefficient	NOUN
assc-55079	76	5	of	of	ADP
assc-55079	76	6	determination	determination	NOUN
assc-55079	76	7	(	(	PUNCT
assc-55079	76	8	r²	r²	NOUN
assc-55079	76	9	):	):	PUNCT
assc-55079	76	10	provides	provide	VERB
assc-55079	76	11	an	an	DET
assc-55079	76	12	indication	indication	NOUN
assc-55079	76	13	of	of	ADP
assc-55079	76	14	goodness	goodness	NOUN
assc-55079	76	15	of	of	ADP
assc-55079	76	16	fit	fit	ADJ
assc-55079	76	17	and	and	CCONJ
assc-55079	76	18	therefore	therefore	ADV
assc-55079	76	19	a	a	DET
assc-55079	76	20	measure	measure	NOUN
assc-55079	76	21	of	of	ADP
assc-55079	76	22	how	how	SCONJ
assc-55079	76	23	well	well	ADV
assc-55079	76	24	unseen	unseen	ADJ
assc-55079	76	25	samples	sample	NOUN
assc-55079	76	26	are	be	AUX
assc-55079	76	27	likely	likely	ADJ
assc-55079	76	28	to	to	PART
assc-55079	76	29	be	be	AUX
assc-55079	76	30	predicted	predict	VERB
assc-55079	76	31	by	by	ADP
assc-55079	76	32	the	the	DET
assc-55079	76	33	model	model	NOUN
assc-55079	76	34	,	,	PUNCT
assc-55079	76	35	through	through	ADP
assc-55079	76	36	the	the	DET
assc-55079	76	37	proportion	proportion	NOUN
assc-55079	76	38	of	of	ADP
assc-55079	76	39	total	total	ADJ
assc-55079	76	40	variation	variation	NOUN
assc-55079	76	41	of	of	ADP
assc-55079	76	42	outcomes	outcome	NOUN
assc-55079	76	43	explained	explain	VERB
assc-55079	76	44	by	by	ADP
assc-55079	76	45	the	the	DET
assc-55079	76	46	model	model	NOUN
assc-55079	76	47	.	.	PUNCT
assc-55079	77	1	4.1.2	4.1.2	NUM
assc-55079	77	2	performance	performance	NOUN
assc-55079	77	3	outcomes	outcome	NOUN
assc-55079	77	4	(	(	PUNCT
assc-55079	77	5	1	1	X
assc-55079	77	6	)	)	PUNCT
assc-55079	77	7	the	the	DET
assc-55079	77	8	model	model	NOUN
assc-55079	77	9	achieved	achieve	VERB
assc-55079	77	10	an	an	DET
assc-55079	77	11	mae	mae	PROPN
assc-55079	77	12	of	of	ADP
assc-55079	77	13	2.45	2.45	NUM
assc-55079	77	14	vehicles	vehicle	NOUN
assc-55079	77	15	per	per	ADP
assc-55079	77	16	minute	minute	NOUN
assc-55079	77	17	,	,	PUNCT
assc-55079	77	18	indicating	indicate	VERB
assc-55079	77	19	minor	minor	ADJ
assc-55079	77	20	deviations	deviation	NOUN
assc-55079	77	21	from	from	ADP
assc-55079	77	22	the	the	DET
assc-55079	77	23	actual	actual	ADJ
assc-55079	77	24	traffic	traffic	NOUN
assc-55079	77	25	volumes	volume	NOUN
assc-55079	77	26	,	,	PUNCT
assc-55079	77	27	which	which	PRON
assc-55079	77	28	suggests	suggest	VERB
assc-55079	77	29	high	high	ADJ
assc-55079	77	30	accuracy	accuracy	NOUN
assc-55079	77	31	in	in	ADP
assc-55079	77	32	the	the	DET
assc-55079	77	33	traffic	traffic	NOUN
assc-55079	77	34	predictions	prediction	NOUN
assc-55079	77	35	for	for	ADP
assc-55079	77	36	typical	typical	ADJ
assc-55079	77	37	daily	daily	ADJ
assc-55079	77	38	conditions	condition	NOUN
assc-55079	77	39	.	.	PUNCT
assc-55079	78	1	(	(	PUNCT
assc-55079	78	2	2	2	X
assc-55079	78	3	)	)	PUNCT
assc-55079	78	4	the	the	DET
assc-55079	78	5	rmse	rmse	NOUN
assc-55079	78	6	was	be	AUX
assc-55079	78	7	calculated	calculate	VERB
assc-55079	78	8	to	to	PART
assc-55079	78	9	be	be	AUX
assc-55079	78	10	3.15	3.15	NUM
assc-55079	78	11	vehicles	vehicle	NOUN
assc-55079	78	12	per	per	ADP
assc-55079	78	13	minute	minute	NOUN
assc-55079	78	14	,	,	PUNCT
assc-55079	78	15	which	which	PRON
assc-55079	78	16	reaffirms	reaffirm	VERB
assc-55079	78	17	the	the	DET
assc-55079	78	18	model	model	NOUN
assc-55079	78	19	's	's	PART
assc-55079	78	20	ability	ability	NOUN
assc-55079	78	21	to	to	PART
assc-55079	78	22	predict	predict	VERB
assc-55079	78	23	traffic	traffic	NOUN
assc-55079	78	24	flows	flow	NOUN
assc-55079	78	25	with	with	ADP
assc-55079	78	26	minimal	minimal	ADJ
assc-55079	78	27	large	large	ADJ
assc-55079	78	28	-	-	PUNCT
assc-55079	78	29	scale	scale	NOUN
assc-55079	78	30	errors	error	NOUN
assc-55079	78	31	,	,	PUNCT
assc-55079	78	32	crucial	crucial	ADJ
assc-55079	78	33	for	for	ADP
assc-55079	78	34	reliable	reliable	ADJ
assc-55079	78	35	traffic	traffic	NOUN
assc-55079	78	36	management	management	NOUN
assc-55079	78	37	and	and	CCONJ
assc-55079	78	38	planning	planning	NOUN
assc-55079	78	39	.	.	PUNCT
assc-55079	79	1	(	(	PUNCT
assc-55079	79	2	3	3	X
assc-55079	79	3	)	)	PUNCT
assc-55079	79	4	an	an	DET
assc-55079	79	5	r²	r²	NOUN
assc-55079	79	6	value	value	NOUN
assc-55079	79	7	of	of	ADP
assc-55079	79	8	0.92	0.92	NUM
assc-55079	79	9	was	be	AUX
assc-55079	79	10	observed	observe	VERB
assc-55079	79	11	,	,	PUNCT
assc-55079	79	12	demonstrating	demonstrate	VERB
assc-55079	79	13	that	that	SCONJ
assc-55079	79	14	the	the	DET
assc-55079	79	15	model	model	NOUN
assc-55079	79	16	could	could	AUX
assc-55079	79	17	explain	explain	VERB
assc-55079	79	18	92	92	NUM
assc-55079	79	19	%	%	NOUN
assc-55079	79	20	of	of	ADP
assc-55079	79	21	the	the	DET
assc-55079	79	22	variance	variance	NOUN
assc-55079	79	23	in	in	ADP
assc-55079	79	24	the	the	DET
assc-55079	79	25	traffic	traffic	NOUN
assc-55079	79	26	flow	flow	NOUN
assc-55079	79	27	data	datum	NOUN
assc-55079	79	28	,	,	PUNCT
assc-55079	79	29	a	a	DET
assc-55079	79	30	strong	strong	ADJ
assc-55079	79	31	indicator	indicator	NOUN
assc-55079	79	32	that	that	SCONJ
assc-55079	79	33	the	the	DET
assc-55079	79	34	model	model	NOUN
assc-55079	79	35	performs	perform	VERB
assc-55079	79	36	well	well	ADV
assc-55079	79	37	across	across	ADP
assc-55079	79	38	various	various	ADJ
assc-55079	79	39	traffic	traffic	NOUN
assc-55079	79	40	conditions	condition	NOUN
assc-55079	79	41	and	and	CCONJ
assc-55079	79	42	times	time	NOUN
assc-55079	79	43	.	.	PUNCT
assc-55079	80	1	the	the	DET
assc-55079	80	2	high	high	ADJ
assc-55079	80	3	r²	r²	NOUN
assc-55079	80	4	value	value	NOUN
assc-55079	80	5	along	along	ADP
assc-55079	80	6	with	with	ADP
assc-55079	80	7	low	low	ADJ
assc-55079	80	8	mae	mae	PROPN
assc-55079	80	9	and	and	CCONJ
assc-55079	80	10	rmse	rmse	PROPN
assc-55079	80	11	signifies	signifie	NOUN
assc-55079	80	12	not	not	PART
assc-55079	80	13	only	only	ADV
assc-55079	80	14	the	the	DET
assc-55079	80	15	model	model	NOUN
assc-55079	80	16	's	's	PART
assc-55079	80	17	accuracy	accuracy	NOUN
assc-55079	80	18	but	but	CCONJ
assc-55079	80	19	also	also	ADV
assc-55079	80	20	its	its	PRON
assc-55079	80	21	robustness	robustness	NOUN
assc-55079	80	22	in	in	ADP
assc-55079	80	23	handling	handle	VERB
assc-55079	80	24	the	the	DET
assc-55079	80	25	complexities	complexity	NOUN
assc-55079	80	26	of	of	ADP
assc-55079	80	27	urban	urban	ADJ
assc-55079	80	28	traffic	traffic	NOUN
assc-55079	80	29	flow	flow	NOUN
assc-55079	80	30	dynamics	dynamic	NOUN
assc-55079	80	31	.	.	PUNCT
assc-55079	81	1	this	this	DET
assc-55079	81	2	performance	performance	NOUN
assc-55079	81	3	underscores	underscore	VERB
assc-55079	81	4	the	the	DET
assc-55079	81	5	capability	capability	NOUN
assc-55079	81	6	of	of	ADP
assc-55079	81	7	integrating	integrate	VERB
assc-55079	81	8	spatial	spatial	ADJ
assc-55079	81	9	graph	graph	NOUN
assc-55079	81	10	data	datum	NOUN
assc-55079	81	11	with	with	ADP
assc-55079	81	12	temporal	temporal	ADJ
assc-55079	81	13	dynamics	dynamic	NOUN
assc-55079	81	14	effectively	effectively	ADV
assc-55079	81	15	through	through	ADP
assc-55079	81	16	the	the	DET
assc-55079	81	17	use	use	NOUN
assc-55079	81	18	of	of	ADP
assc-55079	81	19	gcn	gcn	NOUN
assc-55079	81	20	and	and	CCONJ
assc-55079	81	21	lstm	lstm	NOUN
assc-55079	81	22	networks	network	NOUN
assc-55079	81	23	.	.	PUNCT
assc-55079	82	1	the	the	DET
assc-55079	82	2	analysis	analysis	NOUN
assc-55079	82	3	also	also	ADV
assc-55079	82	4	involved	involve	VERB
assc-55079	82	5	assessing	assess	VERB
assc-55079	82	6	model	model	NOUN
assc-55079	82	7	performance	performance	NOUN
assc-55079	82	8	across	across	ADP
assc-55079	82	9	different	different	ADJ
assc-55079	82	10	times	time	NOUN
assc-55079	82	11	of	of	ADP
assc-55079	82	12	the	the	DET
assc-55079	82	13	day	day	NOUN
assc-55079	82	14	and	and	CCONJ
assc-55079	82	15	under	under	ADP
assc-55079	82	16	varying	vary	VERB
assc-55079	82	17	traffic	traffic	NOUN
assc-55079	82	18	conditions	condition	NOUN
assc-55079	82	19	(	(	PUNCT
assc-55079	82	20	e.g.	e.g.	ADV
assc-55079	82	21	,	,	PUNCT
assc-55079	82	22	peak	peak	ADJ
assc-55079	82	23	hours	hour	NOUN
assc-55079	82	24	vs.	vs.	ADP
assc-55079	82	25	non	non	ADJ
assc-55079	82	26	-	-	ADJ
assc-55079	82	27	peak	peak	ADJ
assc-55079	82	28	hours	hour	NOUN
assc-55079	82	29	,	,	PUNCT
assc-55079	82	30	weekdays	weekday	NOUN
assc-55079	82	31	vs.	vs.	ADP
assc-55079	82	32	weekends	weekend	NOUN
assc-55079	82	33	)	)	PUNCT
assc-55079	82	34	.	.	PUNCT
assc-55079	83	1	this	this	DET
assc-55079	83	2	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-55079	83	3	advances	advance	VERB
assc-55079	83	4	in	in	ADP
assc-55079	83	5	social	social	ADJ
assc-55079	83	6	science	science	NOUN
assc-55079	83	7	and	and	CCONJ
assc-55079	83	8	culture	culture	NOUN
assc-55079	83	9	vol	vol	NOUN
assc-55079	83	10	.	.	PROPN
assc-55079	84	1	6	6	NUM
assc-55079	84	2	no	no	NOUN
assc-55079	84	3	.	.	NOUN
assc-55079	84	4	5	5	NUM
assc-55079	84	5	,	,	PUNCT
assc-55079	84	6	2024	2024	NUM
assc-55079	84	7	published	publish	VERB
assc-55079	84	8	by	by	ADP
assc-55079	84	9	scholink	scholink	PROPN
assc-55079	84	10	inc	inc	PROPN
assc-55079	84	11	.	.	PROPN
assc-55079	84	12	33	33	NUM
assc-55079	84	13	granularity	granularity	NOUN
assc-55079	84	14	in	in	ADP
assc-55079	84	15	performance	performance	NOUN
assc-55079	84	16	evaluation	evaluation	NOUN
assc-55079	84	17	helped	help	VERB
assc-55079	84	18	in	in	ADP
assc-55079	84	19	identifying	identify	VERB
assc-55079	84	20	specific	specific	ADJ
assc-55079	84	21	conditions	condition	NOUN
assc-55079	84	22	where	where	SCONJ
assc-55079	84	23	the	the	DET
assc-55079	84	24	model	model	NOUN
assc-55079	84	25	could	could	AUX
assc-55079	84	26	be	be	AUX
assc-55079	84	27	further	far	ADV
assc-55079	84	28	optimized	optimize	VERB
assc-55079	84	29	,	,	PUNCT
assc-55079	84	30	such	such	ADJ
assc-55079	84	31	as	as	ADP
assc-55079	84	32	during	during	ADP
assc-55079	84	33	sudden	sudden	ADJ
assc-55079	84	34	traffic	traffic	NOUN
assc-55079	84	35	surges	surge	NOUN
assc-55079	84	36	due	due	ADJ
assc-55079	84	37	to	to	ADP
assc-55079	84	38	special	special	ADJ
assc-55079	84	39	events	event	NOUN
assc-55079	84	40	or	or	CCONJ
assc-55079	84	41	accidents	accident	NOUN
assc-55079	84	42	,	,	PUNCT
assc-55079	84	43	which	which	PRON
assc-55079	84	44	are	be	AUX
assc-55079	84	45	not	not	PART
assc-55079	84	46	part	part	NOUN
assc-55079	84	47	of	of	ADP
assc-55079	84	48	the	the	DET
assc-55079	84	49	regular	regular	ADJ
assc-55079	84	50	traffic	traffic	NOUN
assc-55079	84	51	pattern	pattern	NOUN
assc-55079	84	52	.	.	PUNCT
assc-55079	85	1	this	this	DET
assc-55079	85	2	comprehensive	comprehensive	ADJ
assc-55079	85	3	performance	performance	NOUN
assc-55079	85	4	analysis	analysis	NOUN
assc-55079	85	5	confirms	confirm	VERB
assc-55079	85	6	that	that	SCONJ
assc-55079	85	7	the	the	DET
assc-55079	85	8	proposed	propose	VERB
assc-55079	85	9	neural	neural	ADJ
assc-55079	85	10	network	network	NOUN
assc-55079	85	11	architecture	architecture	NOUN
assc-55079	85	12	effectively	effectively	ADV
assc-55079	85	13	captures	capture	VERB
assc-55079	85	14	both	both	CCONJ
assc-55079	85	15	the	the	DET
assc-55079	85	16	spatial	spatial	ADJ
assc-55079	85	17	and	and	CCONJ
assc-55079	85	18	temporal	temporal	ADJ
assc-55079	85	19	dependencies	dependency	NOUN
assc-55079	85	20	in	in	ADP
assc-55079	85	21	urban	urban	ADJ
assc-55079	85	22	traffic	traffic	NOUN
assc-55079	85	23	,	,	PUNCT
assc-55079	85	24	demonstrating	demonstrate	VERB
assc-55079	85	25	its	its	PRON
assc-55079	85	26	potential	potential	NOUN
assc-55079	85	27	as	as	ADP
assc-55079	85	28	a	a	DET
assc-55079	85	29	reliable	reliable	ADJ
assc-55079	85	30	tool	tool	NOUN
assc-55079	85	31	for	for	ADP
assc-55079	85	32	traffic	traffic	NOUN
assc-55079	85	33	management	management	NOUN
assc-55079	85	34	and	and	CCONJ
assc-55079	85	35	planning	planning	NOUN
assc-55079	85	36	in	in	ADP
assc-55079	85	37	cities	city	NOUN
assc-55079	85	38	like	like	ADP
assc-55079	85	39	chengdu	chengdu	PROPN
assc-55079	85	40	.	.	PUNCT
assc-55079	86	1	4.2	4.2	NUM
assc-55079	86	2	comparative	comparative	ADJ
assc-55079	86	3	study	study	NOUN
assc-55079	86	4	with	with	ADP
assc-55079	86	5	baseline	baseline	NOUN
assc-55079	86	6	models	model	NOUN
assc-55079	86	7	in	in	ADP
assc-55079	86	8	order	order	NOUN
assc-55079	86	9	to	to	PART
assc-55079	86	10	validate	validate	VERB
assc-55079	86	11	the	the	DET
assc-55079	86	12	effectiveness	effectiveness	NOUN
assc-55079	86	13	of	of	ADP
assc-55079	86	14	the	the	DET
assc-55079	86	15	proposed	propose	VERB
assc-55079	86	16	gcn	gcn	ADJ
assc-55079	86	17	-	-	PUNCT
assc-55079	86	18	lstm	lstm	ADJ
assc-55079	86	19	model	model	NOUN
assc-55079	86	20	,	,	PUNCT
assc-55079	86	21	a	a	DET
assc-55079	86	22	comparative	comparative	ADJ
assc-55079	86	23	analysis	analysis	NOUN
assc-55079	86	24	was	be	AUX
assc-55079	86	25	conducted	conduct	VERB
assc-55079	86	26	against	against	ADP
assc-55079	86	27	several	several	ADJ
assc-55079	86	28	widely	widely	ADV
assc-55079	86	29	-	-	PUNCT
assc-55079	86	30	used	use	VERB
assc-55079	86	31	baseline	baseline	NOUN
assc-55079	86	32	models	model	NOUN
assc-55079	86	33	:	:	PUNCT
assc-55079	86	34	support	support	NOUN
assc-55079	86	35	vector	vector	NOUN
assc-55079	86	36	machine	machine	NOUN
assc-55079	86	37	(	(	PUNCT
assc-55079	86	38	svm	svm	PROPN
assc-55079	86	39	)	)	PUNCT
assc-55079	86	40	,	,	PUNCT
assc-55079	86	41	autoregressive	autoregressive	ADJ
assc-55079	86	42	integrated	integrated	ADJ
assc-55079	86	43	moving	move	VERB
assc-55079	86	44	average	average	NOUN
assc-55079	86	45	(	(	PUNCT
assc-55079	86	46	arima	arima	PROPN
assc-55079	86	47	)	)	PUNCT
assc-55079	86	48	,	,	PUNCT
assc-55079	86	49	and	and	CCONJ
assc-55079	86	50	convolutional	convolutional	ADJ
assc-55079	86	51	neural	neural	ADJ
assc-55079	86	52	network	network	NOUN
assc-55079	86	53	(	(	PUNCT
assc-55079	86	54	cnn	cnn	PROPN
assc-55079	86	55	)	)	PUNCT
assc-55079	86	56	.	.	PUNCT
assc-55079	87	1	these	these	DET
assc-55079	87	2	models	model	NOUN
assc-55079	87	3	were	be	AUX
assc-55079	87	4	chosen	choose	VERB
assc-55079	87	5	based	base	VERB
assc-55079	87	6	on	on	ADP
assc-55079	87	7	their	their	PRON
assc-55079	87	8	prevalence	prevalence	NOUN
assc-55079	87	9	in	in	ADP
assc-55079	87	10	traffic	traffic	NOUN
assc-55079	87	11	prediction	prediction	NOUN
assc-55079	87	12	literature	literature	NOUN
assc-55079	87	13	and	and	CCONJ
assc-55079	87	14	their	their	PRON
assc-55079	87	15	differing	differ	VERB
assc-55079	87	16	approaches	approach	NOUN
assc-55079	87	17	to	to	ADP
assc-55079	87	18	handling	handle	VERB
assc-55079	87	19	time	time	NOUN
assc-55079	87	20	-	-	PUNCT
assc-55079	87	21	series	series	NOUN
assc-55079	87	22	data	datum	NOUN
assc-55079	87	23	.	.	PUNCT
assc-55079	88	1	the	the	DET
assc-55079	88	2	performance	performance	NOUN
assc-55079	88	3	metrics	metric	NOUN
assc-55079	88	4	compared	compare	VERB
assc-55079	88	5	include	include	VERB
assc-55079	88	6	mean	mean	ADJ
assc-55079	88	7	absolute	absolute	ADJ
assc-55079	88	8	error	error	NOUN
assc-55079	88	9	(	(	PUNCT
assc-55079	88	10	mae	mae	PROPN
assc-55079	88	11	)	)	PUNCT
assc-55079	88	12	,	,	PUNCT
assc-55079	88	13	root	root	NOUN
assc-55079	88	14	mean	mean	VERB
assc-55079	88	15	squared	square	VERB
assc-55079	88	16	error	error	NOUN
assc-55079	88	17	(	(	PUNCT
assc-55079	88	18	rmse	rmse	NOUN
assc-55079	88	19	)	)	PUNCT
assc-55079	88	20	,	,	PUNCT
assc-55079	88	21	the	the	DET
assc-55079	88	22	coefficient	coefficient	NOUN
assc-55079	88	23	of	of	ADP
assc-55079	88	24	determination	determination	NOUN
assc-55079	88	25	(	(	PUNCT
assc-55079	88	26	r²	r²	PROPN
assc-55079	88	27	)	)	PUNCT
assc-55079	88	28	,	,	PUNCT
assc-55079	88	29	precision	precision	NOUN
assc-55079	88	30	,	,	PUNCT
assc-55079	88	31	recall	recall	NOUN
assc-55079	88	32	,	,	PUNCT
assc-55079	88	33	f1	f1	NOUN
assc-55079	88	34	-	-	PUNCT
assc-55079	88	35	score	score	NOUN
assc-55079	88	36	,	,	PUNCT
assc-55079	88	37	and	and	CCONJ
assc-55079	88	38	training	training	NOUN
assc-55079	88	39	time	time	NOUN
assc-55079	88	40	.	.	PUNCT
assc-55079	89	1	table	table	NOUN
assc-55079	89	2	1	1	NUM
assc-55079	89	3	.	.	NUM
assc-55079	89	4	expanded	expand	VERB
assc-55079	89	5	comparison	comparison	NOUN
assc-55079	89	6	of	of	ADP
assc-55079	89	7	model	model	NOUN
assc-55079	89	8	performances	performance	NOUN
assc-55079	89	9	model	model	PROPN
assc-55079	89	10	mae	mae	PROPN
assc-55079	89	11	(	(	PUNCT
assc-55079	89	12	vehicles	vehicle	NOUN
assc-55079	89	13	/	/	SYM
assc-55079	89	14	min	min	NOUN
assc-55079	89	15	)	)	PUNCT
assc-55079	89	16	rmse	rmse	NOUN
assc-55079	89	17	(	(	PUNCT
assc-55079	89	18	vehicles	vehicle	NOUN
assc-55079	89	19	/	/	SYM
assc-55079	89	20	min	min	NOUN
assc-55079	89	21	)	)	PUNCT
assc-55079	89	22	r2	r2	PROPN
assc-55079	89	23	precision	precision	NOUN
assc-55079	89	24	recall	recall	VERB
assc-55079	89	25	f1	f1	NOUN
assc-55079	89	26	-	-	PUNCT
assc-55079	89	27	score	score	NOUN
assc-55079	89	28	training	training	NOUN
assc-55079	89	29	time	time	NOUN
assc-55079	89	30	(	(	PUNCT
assc-55079	89	31	minutes	minute	NOUN
assc-55079	89	32	)	)	PUNCT
assc-55079	89	33	gcn	gcn	NOUN
assc-55079	89	34	-	-	PUNCT
assc-55079	89	35	lstm	lstm	ADJ
assc-55079	89	36	2.45	2.45	NUM
assc-55079	89	37	3.15	3.15	NUM
assc-55079	89	38	0.92	0.92	NUM
assc-55079	89	39	0.95	0.95	NUM
assc-55079	89	40	0.93	0.93	NUM
assc-55079	89	41	0.94	0.94	NUM
assc-55079	89	42	45	45	NUM
assc-55079	89	43	baseline	baseline	NOUN
assc-55079	89	44	model	model	NOUN
assc-55079	89	45	1	1	NUM
assc-55079	89	46	(	(	PUNCT
assc-55079	89	47	svm	svm	PROPN
assc-55079	89	48	)	)	PUNCT
assc-55079	89	49	3.5	3.5	NUM
assc-55079	89	50	4.5	4.5	NUM
assc-55079	89	51	0.85	0.85	NUM
assc-55079	89	52	0.88	0.88	NUM
assc-55079	89	53	0.86	0.86	NUM
assc-55079	89	54	0.87	0.87	NUM
assc-55079	89	55	30	30	NUM
assc-55079	89	56	baseline	baseline	NOUN
assc-55079	89	57	model	model	NOUN
assc-55079	89	58	2	2	NUM
assc-55079	89	59	(	(	PUNCT
assc-55079	89	60	arima	arima	PROPN
assc-55079	89	61	)	)	PUNCT
assc-55079	89	62	4	4	NUM
assc-55079	89	63	5	5	NUM
assc-55079	89	64	0.8	0.8	NUM
assc-55079	89	65	0.82	0.82	NUM
assc-55079	89	66	0.81	0.81	NUM
assc-55079	89	67	0.81	0.81	NUM
assc-55079	89	68	25	25	NUM
assc-55079	89	69	baseline	baseline	NOUN
assc-55079	89	70	model	model	NOUN
assc-55079	89	71	3	3	NUM
assc-55079	89	72	(	(	PUNCT
assc-55079	89	73	cnn	cnn	PROPN
assc-55079	89	74	)	)	PUNCT
assc-55079	89	75	3	3	NUM
assc-55079	89	76	4	4	NUM
assc-55079	89	77	0.88	0.88	NUM
assc-55079	89	78	0.9	0.9	NUM
assc-55079	89	79	0.89	0.89	NUM
assc-55079	89	80	0.89	0.89	NUM
assc-55079	89	81	35	35	NUM
assc-55079	89	82	the	the	DET
assc-55079	89	83	table	table	NOUN
assc-55079	89	84	1	1	NUM
assc-55079	89	85	above	above	ADV
assc-55079	89	86	provides	provide	VERB
assc-55079	89	87	a	a	DET
assc-55079	89	88	clear	clear	ADJ
assc-55079	89	89	view	view	NOUN
assc-55079	89	90	of	of	ADP
assc-55079	89	91	the	the	DET
assc-55079	89	92	advantages	advantage	NOUN
assc-55079	89	93	held	hold	VERB
assc-55079	89	94	by	by	ADP
assc-55079	89	95	the	the	DET
assc-55079	89	96	gcn	gcn	ADJ
assc-55079	89	97	-	-	PUNCT
assc-55079	89	98	lstm	lstm	ADJ
assc-55079	89	99	model	model	NOUN
assc-55079	89	100	over	over	ADP
assc-55079	89	101	traditional	traditional	ADJ
assc-55079	89	102	and	and	CCONJ
assc-55079	89	103	other	other	ADJ
assc-55079	89	104	neural	neural	ADJ
assc-55079	89	105	network	network	NOUN
assc-55079	89	106	-	-	PUNCT
assc-55079	89	107	based	base	VERB
assc-55079	89	108	models	model	NOUN
assc-55079	89	109	.	.	PUNCT
assc-55079	90	1	the	the	DET
assc-55079	90	2	gcn	gcn	ADJ
assc-55079	90	3	-	-	PUNCT
assc-55079	90	4	lstm	lstm	ADJ
assc-55079	90	5	model	model	NOUN
assc-55079	90	6	not	not	PART
assc-55079	90	7	only	only	ADV
assc-55079	90	8	exhibits	exhibit	VERB
assc-55079	90	9	superior	superior	ADJ
assc-55079	90	10	performance	performance	NOUN
assc-55079	90	11	in	in	ADP
assc-55079	90	12	terms	term	NOUN
assc-55079	90	13	of	of	ADP
assc-55079	90	14	accuracy	accuracy	NOUN
assc-55079	90	15	(	(	PUNCT
assc-55079	90	16	mae	mae	PROPN
assc-55079	90	17	,	,	PUNCT
assc-55079	90	18	rmse	rmse	NOUN
assc-55079	90	19	,	,	PUNCT
assc-55079	90	20	r²	r²	NOUN
assc-55079	90	21	)	)	PUNCT
assc-55079	90	22	but	but	CCONJ
assc-55079	90	23	also	also	ADV
assc-55079	90	24	demonstrates	demonstrate	VERB
assc-55079	90	25	high	high	ADJ
assc-55079	90	26	effectiveness	effectiveness	NOUN
assc-55079	90	27	in	in	ADP
assc-55079	90	28	identifying	identify	VERB
assc-55079	90	29	relevant	relevant	ADJ
assc-55079	90	30	traffic	traffic	NOUN
assc-55079	90	31	patterns	pattern	NOUN
assc-55079	90	32	,	,	PUNCT
assc-55079	90	33	as	as	SCONJ
assc-55079	90	34	evidenced	evidence	VERB
assc-55079	90	35	by	by	ADP
assc-55079	90	36	its	its	PRON
assc-55079	90	37	high	high	ADJ
assc-55079	90	38	scores	score	NOUN
assc-55079	90	39	in	in	ADP
assc-55079	90	40	precision	precision	NOUN
assc-55079	90	41	,	,	PUNCT
assc-55079	90	42	recall	recall	NOUN
assc-55079	90	43	,	,	PUNCT
assc-55079	90	44	and	and	CCONJ
assc-55079	90	45	f1	f1	NOUN
assc-55079	90	46	-	-	PUNCT
assc-55079	90	47	score	score	NOUN
assc-55079	90	48	.	.	PUNCT
assc-55079	91	1	additionally	additionally	ADV
assc-55079	91	2	,	,	PUNCT
assc-55079	91	3	while	while	SCONJ
assc-55079	91	4	the	the	DET
assc-55079	91	5	training	training	NOUN
assc-55079	91	6	time	time	NOUN
assc-55079	91	7	is	be	AUX
assc-55079	91	8	higher	high	ADJ
assc-55079	91	9	for	for	ADP
assc-55079	91	10	the	the	DET
assc-55079	91	11	gcn	gcn	ADJ
assc-55079	91	12	-	-	PUNCT
assc-55079	91	13	lstm	lstm	ADJ
assc-55079	91	14	model	model	NOUN
assc-55079	91	15	,	,	PUNCT
assc-55079	91	16	the	the	DET
assc-55079	91	17	gains	gain	NOUN
assc-55079	91	18	in	in	ADP
assc-55079	91	19	predictive	predictive	ADJ
assc-55079	91	20	accuracy	accuracy	NOUN
assc-55079	91	21	and	and	CCONJ
assc-55079	91	22	reliability	reliability	NOUN
assc-55079	91	23	justify	justify	VERB
assc-55079	91	24	the	the	DET
assc-55079	91	25	additional	additional	ADJ
assc-55079	91	26	computational	computational	ADJ
assc-55079	91	27	expense	expense	NOUN
assc-55079	91	28	.	.	PUNCT
assc-55079	92	1	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-55079	92	2	advances	advance	VERB
assc-55079	92	3	in	in	ADP
assc-55079	92	4	social	social	ADJ
assc-55079	92	5	science	science	NOUN
assc-55079	92	6	and	and	CCONJ
assc-55079	92	7	culture	culture	NOUN
assc-55079	92	8	vol	vol	NOUN
assc-55079	92	9	.	.	PROPN
assc-55079	93	1	6	6	NUM
assc-55079	93	2	no	no	NOUN
assc-55079	93	3	.	.	NOUN
assc-55079	93	4	5	5	NUM
assc-55079	93	5	,	,	PUNCT
assc-55079	93	6	2024	2024	NUM
assc-55079	93	7	published	publish	VERB
assc-55079	93	8	by	by	ADP
assc-55079	93	9	scholink	scholink	PROPN
assc-55079	93	10	inc	inc	PROPN
assc-55079	93	11	.	.	PROPN
assc-55079	93	12	34	34	NUM
assc-55079	93	13	4.3	4.3	NUM
assc-55079	93	14	discussion	discussion	NOUN
assc-55079	93	15	of	of	ADP
assc-55079	93	16	findings	finding	NOUN
assc-55079	93	17	the	the	DET
assc-55079	93	18	findings	finding	NOUN
assc-55079	93	19	from	from	ADP
assc-55079	93	20	the	the	DET
assc-55079	93	21	comparative	comparative	ADJ
assc-55079	93	22	analysis	analysis	NOUN
assc-55079	93	23	clearly	clearly	ADV
assc-55079	93	24	support	support	VERB
assc-55079	93	25	the	the	DET
assc-55079	93	26	hypothesis	hypothesis	NOUN
assc-55079	93	27	that	that	PRON
assc-55079	93	28	integrating	integrate	VERB
assc-55079	93	29	gcn	gcn	NOUN
assc-55079	93	30	with	with	ADP
assc-55079	93	31	lstm	lstm	NOUN
assc-55079	93	32	enhances	enhance	VERB
assc-55079	93	33	the	the	DET
assc-55079	93	34	model	model	NOUN
assc-55079	93	35	's	's	PART
assc-55079	93	36	ability	ability	NOUN
assc-55079	93	37	to	to	PART
assc-55079	93	38	capture	capture	VERB
assc-55079	93	39	complex	complex	ADJ
assc-55079	93	40	spatial	spatial	ADJ
assc-55079	93	41	and	and	CCONJ
assc-55079	93	42	temporal	temporal	ADJ
assc-55079	93	43	traffic	traffic	NOUN
assc-55079	93	44	patterns	pattern	NOUN
assc-55079	93	45	in	in	ADP
assc-55079	93	46	an	an	DET
assc-55079	93	47	urban	urban	ADJ
assc-55079	93	48	environment	environment	NOUN
assc-55079	93	49	.	.	PUNCT
assc-55079	94	1	the	the	DET
assc-55079	94	2	superior	superior	ADJ
assc-55079	94	3	performance	performance	NOUN
assc-55079	94	4	of	of	ADP
assc-55079	94	5	the	the	DET
assc-55079	94	6	gcn	gcn	ADJ
assc-55079	94	7	-	-	PUNCT
assc-55079	94	8	lstm	lstm	ADJ
assc-55079	94	9	model	model	NOUN
assc-55079	94	10	can	can	AUX
assc-55079	94	11	be	be	AUX
assc-55079	94	12	attributed	attribute	VERB
assc-55079	94	13	to	to	ADP
assc-55079	94	14	its	its	PRON
assc-55079	94	15	dual	dual	ADJ
assc-55079	94	16	ability	ability	NOUN
assc-55079	94	17	to	to	PART
assc-55079	94	18	process	process	VERB
assc-55079	94	19	non	non	ADJ
assc-55079	94	20	-	-	ADJ
assc-55079	94	21	euclidean	euclidean	ADJ
assc-55079	94	22	data	datum	NOUN
assc-55079	94	23	inherent	inherent	ADJ
assc-55079	94	24	in	in	ADP
assc-55079	94	25	road	road	NOUN
assc-55079	94	26	network	network	NOUN
assc-55079	94	27	graphs	graph	NOUN
assc-55079	94	28	(	(	PUNCT
assc-55079	94	29	via	via	ADP
assc-55079	94	30	gcn	gcn	NOUN
assc-55079	94	31	)	)	PUNCT
assc-55079	94	32	and	and	CCONJ
assc-55079	94	33	to	to	PART
assc-55079	94	34	remember	remember	VERB
assc-55079	94	35	long	long	ADJ
assc-55079	94	36	-	-	PUNCT
assc-55079	94	37	term	term	NOUN
assc-55079	94	38	dependencies	dependency	NOUN
assc-55079	94	39	(	(	PUNCT
assc-55079	94	40	via	via	ADP
assc-55079	94	41	lstm	lstm	NOUN
assc-55079	94	42	)	)	PUNCT
assc-55079	94	43	.	.	PUNCT
assc-55079	95	1	this	this	DET
assc-55079	95	2	integration	integration	NOUN
assc-55079	95	3	allows	allow	VERB
assc-55079	95	4	for	for	ADP
assc-55079	95	5	a	a	DET
assc-55079	95	6	more	more	ADV
assc-55079	95	7	nuanced	nuanced	ADJ
assc-55079	95	8	understanding	understanding	NOUN
assc-55079	95	9	of	of	ADP
assc-55079	95	10	how	how	SCONJ
assc-55079	95	11	traffic	traffic	NOUN
assc-55079	95	12	flows	flow	VERB
assc-55079	95	13	evolve	evolve	VERB
assc-55079	95	14	over	over	ADP
assc-55079	95	15	time	time	NOUN
assc-55079	95	16	and	and	CCONJ
assc-55079	95	17	across	across	ADP
assc-55079	95	18	different	different	ADJ
assc-55079	95	19	parts	part	NOUN
assc-55079	95	20	of	of	ADP
assc-55079	95	21	the	the	DET
assc-55079	95	22	city	city	NOUN
assc-55079	95	23	,	,	PUNCT
assc-55079	95	24	which	which	PRON
assc-55079	95	25	is	be	AUX
assc-55079	95	26	critical	critical	ADJ
assc-55079	95	27	for	for	ADP
assc-55079	95	28	applications	application	NOUN
assc-55079	95	29	in	in	ADP
assc-55079	95	30	real	real	ADJ
assc-55079	95	31	-	-	PUNCT
assc-55079	95	32	time	time	NOUN
assc-55079	95	33	traffic	traffic	NOUN
assc-55079	95	34	management	management	NOUN
assc-55079	95	35	and	and	CCONJ
assc-55079	95	36	urban	urban	ADJ
assc-55079	95	37	planning	planning	NOUN
assc-55079	95	38	.	.	PUNCT
assc-55079	96	1	moreover	moreover	ADV
assc-55079	96	2	,	,	PUNCT
assc-55079	96	3	the	the	DET
assc-55079	96	4	higher	high	ADJ
assc-55079	96	5	precision	precision	NOUN
assc-55079	96	6	,	,	PUNCT
assc-55079	96	7	recall	recall	NOUN
assc-55079	96	8	,	,	PUNCT
assc-55079	96	9	and	and	CCONJ
assc-55079	96	10	f1	f1	NOUN
assc-55079	96	11	-	-	PUNCT
assc-55079	96	12	score	score	NOUN
assc-55079	96	13	of	of	ADP
assc-55079	96	14	the	the	DET
assc-55079	96	15	gcn	gcn	ADJ
assc-55079	96	16	-	-	PUNCT
assc-55079	96	17	lstm	lstm	ADJ
assc-55079	96	18	model	model	NOUN
assc-55079	96	19	suggest	suggest	VERB
assc-55079	96	20	that	that	SCONJ
assc-55079	96	21	it	it	PRON
assc-55079	96	22	is	be	AUX
assc-55079	96	23	not	not	PART
assc-55079	96	24	only	only	ADV
assc-55079	96	25	accurate	accurate	ADJ
assc-55079	96	26	but	but	CCONJ
assc-55079	96	27	also	also	ADV
assc-55079	96	28	reliable	reliable	ADJ
assc-55079	96	29	in	in	ADP
assc-55079	96	30	its	its	PRON
assc-55079	96	31	predictions	prediction	NOUN
assc-55079	96	32	,	,	PUNCT
assc-55079	96	33	minimizing	minimize	VERB
assc-55079	96	34	false	false	ADJ
assc-55079	96	35	positives	positive	NOUN
assc-55079	96	36	and	and	CCONJ
assc-55079	96	37	negatives	negative	NOUN
assc-55079	96	38	,	,	PUNCT
assc-55079	96	39	which	which	PRON
assc-55079	96	40	are	be	AUX
assc-55079	96	41	crucial	crucial	ADJ
assc-55079	96	42	for	for	ADP
assc-55079	96	43	making	make	VERB
assc-55079	96	44	informed	informed	ADJ
assc-55079	96	45	traffic	traffic	NOUN
assc-55079	96	46	management	management	NOUN
assc-55079	96	47	decisions	decision	NOUN
assc-55079	96	48	.	.	PUNCT
assc-55079	97	1	these	these	DET
assc-55079	97	2	attributes	attribute	NOUN
assc-55079	97	3	make	make	VERB
assc-55079	97	4	the	the	DET
assc-55079	97	5	gcn	gcn	ADJ
assc-55079	97	6	-	-	PUNCT
assc-55079	97	7	lstm	lstm	ADJ
assc-55079	97	8	model	model	NOUN
assc-55079	97	9	a	a	DET
assc-55079	97	10	compelling	compelling	ADJ
assc-55079	97	11	choice	choice	NOUN
assc-55079	97	12	for	for	ADP
assc-55079	97	13	deployment	deployment	NOUN
assc-55079	97	14	in	in	ADP
assc-55079	97	15	its	its	PRON
assc-55079	97	16	where	where	SCONJ
assc-55079	97	17	decision	decision	NOUN
assc-55079	97	18	-	-	PUNCT
assc-55079	97	19	making	make	VERB
assc-55079	97	20	speed	speed	NOUN
assc-55079	97	21	and	and	CCONJ
assc-55079	97	22	accuracy	accuracy	NOUN
assc-55079	97	23	are	be	AUX
assc-55079	97	24	paramount	paramount	ADJ
assc-55079	97	25	.	.	PUNCT
assc-55079	98	1	overall	overall	ADV
assc-55079	98	2	,	,	PUNCT
assc-55079	98	3	the	the	DET
assc-55079	98	4	results	result	NOUN
assc-55079	98	5	affirm	affirm	NOUN
assc-55079	98	6	that	that	SCONJ
assc-55079	98	7	the	the	DET
assc-55079	98	8	gcn	gcn	ADJ
assc-55079	98	9	-	-	PUNCT
assc-55079	98	10	lstm	lstm	ADJ
assc-55079	98	11	model	model	NOUN
assc-55079	98	12	holds	hold	VERB
assc-55079	98	13	significant	significant	ADJ
assc-55079	98	14	promise	promise	NOUN
assc-55079	98	15	for	for	ADP
assc-55079	98	16	enhancing	enhance	VERB
assc-55079	98	17	the	the	DET
assc-55079	98	18	capabilities	capability	NOUN
assc-55079	98	19	of	of	ADP
assc-55079	98	20	traffic	traffic	NOUN
assc-55079	98	21	prediction	prediction	NOUN
assc-55079	98	22	systems	system	NOUN
assc-55079	98	23	,	,	PUNCT
assc-55079	98	24	contributing	contribute	VERB
assc-55079	98	25	effectively	effectively	ADV
assc-55079	98	26	to	to	ADP
assc-55079	98	27	the	the	DET
assc-55079	98	28	development	development	NOUN
assc-55079	98	29	of	of	ADP
assc-55079	98	30	smarter	smart	ADJ
assc-55079	98	31	,	,	PUNCT
assc-55079	98	32	more	more	ADV
assc-55079	98	33	responsive	responsive	ADJ
assc-55079	98	34	urban	urban	ADJ
assc-55079	98	35	transportation	transportation	NOUN
assc-55079	98	36	networks	network	NOUN
assc-55079	98	37	.	.	PUNCT
assc-55079	99	1	5	5	X
assc-55079	99	2	.	.	X
assc-55079	99	3	application	application	NOUN
assc-55079	99	4	5.1	5.1	NUM
assc-55079	99	5	traffic	traffic	NOUN
assc-55079	99	6	management	management	NOUN
assc-55079	99	7	the	the	DET
assc-55079	99	8	integration	integration	NOUN
assc-55079	99	9	of	of	ADP
assc-55079	99	10	the	the	DET
assc-55079	99	11	gcn	gcn	ADJ
assc-55079	99	12	-	-	PUNCT
assc-55079	99	13	lstm	lstm	ADJ
assc-55079	99	14	model	model	NOUN
assc-55079	99	15	into	into	ADP
assc-55079	99	16	traffic	traffic	NOUN
assc-55079	99	17	management	management	NOUN
assc-55079	99	18	systems	system	NOUN
assc-55079	99	19	represents	represent	VERB
assc-55079	99	20	a	a	DET
assc-55079	99	21	significant	significant	ADJ
assc-55079	99	22	advancement	advancement	NOUN
assc-55079	99	23	in	in	ADP
assc-55079	99	24	the	the	DET
assc-55079	99	25	ability	ability	NOUN
assc-55079	99	26	to	to	PART
assc-55079	99	27	monitor	monitor	VERB
assc-55079	99	28	,	,	PUNCT
assc-55079	99	29	predict	predict	VERB
assc-55079	99	30	,	,	PUNCT
assc-55079	99	31	and	and	CCONJ
assc-55079	99	32	control	control	NOUN
assc-55079	99	33	traffic	traffic	NOUN
assc-55079	99	34	flows	flow	NOUN
assc-55079	99	35	in	in	ADP
assc-55079	99	36	urban	urban	ADJ
assc-55079	99	37	environments	environment	NOUN
assc-55079	99	38	.	.	PUNCT
assc-55079	100	1	the	the	DET
assc-55079	100	2	application	application	NOUN
assc-55079	100	3	of	of	ADP
assc-55079	100	4	this	this	DET
assc-55079	100	5	model	model	NOUN
assc-55079	100	6	facilitates	facilitate	VERB
assc-55079	100	7	a	a	DET
assc-55079	100	8	range	range	NOUN
assc-55079	100	9	of	of	ADP
assc-55079	100	10	traffic	traffic	NOUN
assc-55079	100	11	management	management	NOUN
assc-55079	100	12	activities	activity	NOUN
assc-55079	100	13	including	include	VERB
assc-55079	100	14	real	real	ADJ
assc-55079	100	15	-	-	PUNCT
assc-55079	100	16	time	time	NOUN
assc-55079	100	17	traffic	traffic	NOUN
assc-55079	100	18	control	control	NOUN
assc-55079	100	19	,	,	PUNCT
assc-55079	100	20	congestion	congestion	NOUN
assc-55079	100	21	mitigation	mitigation	NOUN
assc-55079	100	22	,	,	PUNCT
assc-55079	100	23	and	and	CCONJ
assc-55079	100	24	traffic	traffic	NOUN
assc-55079	100	25	incident	incident	NOUN
assc-55079	100	26	management	management	NOUN
assc-55079	100	27	,	,	PUNCT
assc-55079	100	28	enhancing	enhance	VERB
assc-55079	100	29	the	the	DET
assc-55079	100	30	overall	overall	ADJ
assc-55079	100	31	efficiency	efficiency	NOUN
assc-55079	100	32	and	and	CCONJ
assc-55079	100	33	safety	safety	NOUN
assc-55079	100	34	of	of	ADP
assc-55079	100	35	the	the	DET
assc-55079	100	36	transportation	transportation	NOUN
assc-55079	100	37	network	network	NOUN
assc-55079	100	38	.	.	PUNCT
assc-55079	101	1	5.1.1	5.1.1	ADJ
assc-55079	101	2	real	real	ADJ
assc-55079	101	3	-	-	PUNCT
assc-55079	101	4	time	time	NOUN
assc-55079	101	5	traffic	traffic	NOUN
assc-55079	101	6	control	control	NOUN
assc-55079	101	7	the	the	DET
assc-55079	101	8	gcn	gcn	ADJ
assc-55079	101	9	-	-	PUNCT
assc-55079	101	10	lstm	lstm	ADJ
assc-55079	101	11	model	model	NOUN
assc-55079	101	12	provides	provide	VERB
assc-55079	101	13	accurate	accurate	ADJ
assc-55079	101	14	,	,	PUNCT
assc-55079	101	15	real	real	ADJ
assc-55079	101	16	-	-	PUNCT
assc-55079	101	17	time	time	NOUN
assc-55079	101	18	predictions	prediction	NOUN
assc-55079	101	19	of	of	ADP
assc-55079	101	20	traffic	traffic	NOUN
assc-55079	101	21	conditions	condition	NOUN
assc-55079	101	22	,	,	PUNCT
assc-55079	101	23	enabling	enable	VERB
assc-55079	101	24	traffic	traffic	NOUN
assc-55079	101	25	control	control	NOUN
assc-55079	101	26	centers	center	NOUN
assc-55079	101	27	to	to	PART
assc-55079	101	28	implement	implement	VERB
assc-55079	101	29	dynamic	dynamic	ADJ
assc-55079	101	30	traffic	traffic	NOUN
assc-55079	101	31	signal	signal	NOUN
assc-55079	101	32	adjustments	adjustment	NOUN
assc-55079	101	33	.	.	PUNCT
assc-55079	102	1	by	by	ADP
assc-55079	102	2	predicting	predict	VERB
assc-55079	102	3	traffic	traffic	NOUN
assc-55079	102	4	volumes	volume	NOUN
assc-55079	102	5	and	and	CCONJ
assc-55079	102	6	flow	flow	NOUN
assc-55079	102	7	patterns	pattern	NOUN
assc-55079	102	8	minutes	minute	NOUN
assc-55079	102	9	or	or	CCONJ
assc-55079	102	10	hours	hour	NOUN
assc-55079	102	11	in	in	ADP
assc-55079	102	12	advance	advance	NOUN
assc-55079	102	13	,	,	PUNCT
assc-55079	102	14	traffic	traffic	NOUN
assc-55079	102	15	signals	signal	NOUN
assc-55079	102	16	can	can	AUX
assc-55079	102	17	be	be	AUX
assc-55079	102	18	optimized	optimize	VERB
assc-55079	102	19	to	to	PART
assc-55079	102	20	reduce	reduce	VERB
assc-55079	102	21	waiting	waiting	NOUN
assc-55079	102	22	times	time	NOUN
assc-55079	102	23	,	,	PUNCT
assc-55079	102	24	improve	improve	VERB
assc-55079	102	25	traffic	traffic	NOUN
assc-55079	102	26	throughput	throughput	NOUN
assc-55079	102	27	,	,	PUNCT
assc-55079	102	28	and	and	CCONJ
assc-55079	102	29	decrease	decrease	VERB
assc-55079	102	30	congestion	congestion	NOUN
assc-55079	102	31	.	.	PUNCT
assc-55079	103	1	this	this	DET
assc-55079	103	2	proactive	proactive	ADJ
assc-55079	103	3	approach	approach	NOUN
assc-55079	103	4	to	to	ADP
assc-55079	103	5	traffic	traffic	NOUN
assc-55079	103	6	management	management	NOUN
assc-55079	103	7	helps	help	VERB
assc-55079	103	8	in	in	ADP
assc-55079	103	9	maintaining	maintain	VERB
assc-55079	103	10	a	a	DET
assc-55079	103	11	smooth	smooth	ADJ
assc-55079	103	12	flow	flow	NOUN
assc-55079	103	13	of	of	ADP
assc-55079	103	14	traffic	traffic	NOUN
assc-55079	103	15	,	,	PUNCT
assc-55079	103	16	especially	especially	ADV
assc-55079	103	17	during	during	ADP
assc-55079	103	18	peak	peak	NOUN
assc-55079	103	19	hours	hour	NOUN
assc-55079	103	20	and	and	CCONJ
assc-55079	103	21	on	on	ADP
assc-55079	103	22	major	major	ADJ
assc-55079	103	23	thoroughfares	thoroughfare	NOUN
assc-55079	103	24	.	.	PUNCT
assc-55079	104	1	5.1.2	5.1.2	NUM
assc-55079	104	2	congestion	congestion	NOUN
assc-55079	104	3	mitigation	mitigation	NOUN
assc-55079	104	4	congestion	congestion	NOUN
assc-55079	104	5	often	often	ADV
assc-55079	104	6	results	result	VERB
assc-55079	104	7	from	from	ADP
assc-55079	104	8	a	a	DET
assc-55079	104	9	lack	lack	NOUN
assc-55079	104	10	of	of	ADP
assc-55079	104	11	synchronization	synchronization	NOUN
assc-55079	104	12	between	between	ADP
assc-55079	104	13	demand	demand	NOUN
assc-55079	104	14	and	and	CCONJ
assc-55079	104	15	traffic	traffic	NOUN
assc-55079	104	16	control	control	NOUN
assc-55079	104	17	measures	measure	NOUN
assc-55079	104	18	.	.	PUNCT
assc-55079	105	1	the	the	DET
assc-55079	105	2	predictive	predictive	ADJ
assc-55079	105	3	power	power	NOUN
assc-55079	105	4	of	of	ADP
assc-55079	105	5	the	the	DET
assc-55079	105	6	gcn	gcn	ADJ
assc-55079	105	7	-	-	PUNCT
assc-55079	105	8	lstm	lstm	ADJ
assc-55079	105	9	model	model	NOUN
assc-55079	105	10	allows	allow	VERB
assc-55079	105	11	for	for	ADP
assc-55079	105	12	anticipating	anticipate	VERB
assc-55079	105	13	areas	area	NOUN
assc-55079	105	14	of	of	ADP
assc-55079	105	15	high	high	ADJ
assc-55079	105	16	congestion	congestion	NOUN
assc-55079	105	17	and	and	CCONJ
assc-55079	105	18	implementing	implement	VERB
assc-55079	105	19	preemptive	preemptive	ADJ
assc-55079	105	20	measures	measure	NOUN
assc-55079	105	21	such	such	ADJ
assc-55079	105	22	as	as	ADP
assc-55079	105	23	variable	variable	ADJ
assc-55079	105	24	speed	speed	NOUN
assc-55079	105	25	limits	limit	NOUN
assc-55079	105	26	and	and	CCONJ
assc-55079	105	27	strategic	strategic	ADJ
assc-55079	105	28	diversions	diversion	NOUN
assc-55079	105	29	.	.	PUNCT
assc-55079	106	1	by	by	ADP
assc-55079	106	2	adjusting	adjust	VERB
assc-55079	106	3	speed	speed	NOUN
assc-55079	106	4	limits	limit	NOUN
assc-55079	106	5	based	base	VERB
assc-55079	106	6	on	on	ADP
assc-55079	106	7	predicted	predict	VERB
assc-55079	106	8	traffic	traffic	NOUN
assc-55079	106	9	volumes	volume	NOUN
assc-55079	106	10	,	,	PUNCT
assc-55079	106	11	cities	city	NOUN
assc-55079	106	12	can	can	AUX
assc-55079	106	13	effectively	effectively	ADV
assc-55079	106	14	manage	manage	VERB
assc-55079	106	15	the	the	DET
assc-55079	106	16	pace	pace	NOUN
assc-55079	106	17	of	of	ADP
assc-55079	106	18	traffic	traffic	NOUN
assc-55079	106	19	to	to	PART
assc-55079	106	20	prevent	prevent	VERB
assc-55079	106	21	bottlenecks	bottleneck	NOUN
assc-55079	106	22	before	before	SCONJ
assc-55079	106	23	they	they	PRON
assc-55079	106	24	occur	occur	VERB
assc-55079	106	25	.	.	PUNCT
assc-55079	107	1	additionally	additionally	ADV
assc-55079	107	2	,	,	PUNCT
assc-55079	107	3	informing	inform	VERB
assc-55079	107	4	drivers	driver	NOUN
assc-55079	107	5	about	about	ADP
assc-55079	107	6	predicted	predict	VERB
assc-55079	107	7	congested	congested	ADJ
assc-55079	107	8	routes	route	NOUN
assc-55079	107	9	through	through	ADP
assc-55079	107	10	real	real	ADJ
assc-55079	107	11	-	-	PUNCT
assc-55079	107	12	time	time	NOUN
assc-55079	107	13	updates	update	NOUN
assc-55079	107	14	to	to	ADP
assc-55079	107	15	navigation	navigation	NOUN
assc-55079	107	16	apps	app	NOUN
assc-55079	107	17	can	can	AUX
assc-55079	107	18	encourage	encourage	VERB
assc-55079	107	19	the	the	DET
assc-55079	107	20	use	use	NOUN
assc-55079	107	21	of	of	ADP
assc-55079	107	22	alternative	alternative	ADJ
assc-55079	107	23	paths	path	NOUN
assc-55079	107	24	,	,	PUNCT
assc-55079	107	25	thus	thus	ADV
assc-55079	107	26	dispersing	disperse	VERB
assc-55079	107	27	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NOUN
assc-55079	107	28	advances	advance	NOUN
assc-55079	107	29	in	in	ADP
assc-55079	107	30	social	social	ADJ
assc-55079	107	31	science	science	NOUN
assc-55079	107	32	and	and	CCONJ
assc-55079	107	33	culture	culture	NOUN
assc-55079	107	34	vol	vol	NOUN
assc-55079	107	35	.	.	PROPN
assc-55079	108	1	6	6	NUM
assc-55079	108	2	no	no	NOUN
assc-55079	108	3	.	.	NOUN
assc-55079	108	4	5	5	NUM
assc-55079	108	5	,	,	PUNCT
assc-55079	108	6	2024	2024	NUM
assc-55079	108	7	published	publish	VERB
assc-55079	108	8	by	by	ADP
assc-55079	108	9	scholink	scholink	PROPN
assc-55079	108	10	inc	inc	PROPN
assc-55079	108	11	.	.	PROPN
assc-55079	108	12	35	35	NUM
assc-55079	108	13	traffic	traffic	NOUN
assc-55079	108	14	more	more	ADV
assc-55079	108	15	evenly	evenly	ADV
assc-55079	108	16	across	across	ADP
assc-55079	108	17	the	the	DET
assc-55079	108	18	network	network	NOUN
assc-55079	108	19	.	.	PUNCT
assc-55079	109	1	5.1.3	5.1.3	NUM
assc-55079	109	2	traffic	traffic	NOUN
assc-55079	109	3	incident	incident	NOUN
assc-55079	109	4	management	management	NOUN
assc-55079	109	5	traffic	traffic	NOUN
assc-55079	109	6	incidents	incident	NOUN
assc-55079	109	7	such	such	ADJ
assc-55079	109	8	as	as	ADP
assc-55079	109	9	accidents	accident	NOUN
assc-55079	109	10	or	or	CCONJ
assc-55079	109	11	breakdowns	breakdown	NOUN
assc-55079	109	12	can	can	AUX
assc-55079	109	13	cause	cause	VERB
assc-55079	109	14	significant	significant	ADJ
assc-55079	109	15	disruptions	disruption	NOUN
assc-55079	109	16	.	.	PUNCT
assc-55079	110	1	the	the	DET
assc-55079	110	2	gcn	gcn	ADJ
assc-55079	110	3	-	-	PUNCT
assc-55079	110	4	lstm	lstm	ADJ
assc-55079	110	5	model	model	NOUN
assc-55079	110	6	can	can	AUX
assc-55079	110	7	enhance	enhance	VERB
assc-55079	110	8	incident	incident	NOUN
assc-55079	110	9	response	response	NOUN
assc-55079	110	10	strategies	strategy	NOUN
assc-55079	110	11	by	by	ADP
assc-55079	110	12	predicting	predict	VERB
assc-55079	110	13	the	the	DET
assc-55079	110	14	impact	impact	NOUN
assc-55079	110	15	of	of	ADP
assc-55079	110	16	incidents	incident	NOUN
assc-55079	110	17	on	on	ADP
assc-55079	110	18	traffic	traffic	NOUN
assc-55079	110	19	flow	flow	NOUN
assc-55079	110	20	.	.	PUNCT
assc-55079	111	1	with	with	ADP
assc-55079	111	2	advance	advance	NOUN
assc-55079	111	3	knowledge	knowledge	NOUN
assc-55079	111	4	of	of	ADP
assc-55079	111	5	how	how	SCONJ
assc-55079	111	6	traffic	traffic	NOUN
assc-55079	111	7	patterns	pattern	NOUN
assc-55079	111	8	are	be	AUX
assc-55079	111	9	likely	likely	ADJ
assc-55079	111	10	to	to	PART
assc-55079	111	11	change	change	VERB
assc-55079	111	12	following	follow	VERB
assc-55079	111	13	an	an	DET
assc-55079	111	14	incident	incident	NOUN
assc-55079	111	15	,	,	PUNCT
assc-55079	111	16	traffic	traffic	NOUN
assc-55079	111	17	managers	manager	NOUN
assc-55079	111	18	can	can	AUX
assc-55079	111	19	quickly	quickly	ADV
assc-55079	111	20	implement	implement	VERB
assc-55079	111	21	strategies	strategy	NOUN
assc-55079	111	22	to	to	PART
assc-55079	111	23	mitigate	mitigate	VERB
assc-55079	111	24	these	these	DET
assc-55079	111	25	effects	effect	NOUN
assc-55079	111	26	,	,	PUNCT
assc-55079	111	27	such	such	ADJ
assc-55079	111	28	as	as	ADP
assc-55079	111	29	rerouting	reroute	VERB
assc-55079	111	30	traffic	traffic	NOUN
assc-55079	111	31	or	or	CCONJ
assc-55079	111	32	dispatching	dispatch	VERB
assc-55079	111	33	emergency	emergency	NOUN
assc-55079	111	34	services	service	NOUN
assc-55079	111	35	more	more	ADV
assc-55079	111	36	efficiently	efficiently	ADV
assc-55079	111	37	.	.	PUNCT
assc-55079	112	1	this	this	DET
assc-55079	112	2	capability	capability	NOUN
assc-55079	112	3	not	not	PART
assc-55079	112	4	only	only	ADV
assc-55079	112	5	reduces	reduce	VERB
assc-55079	112	6	the	the	DET
assc-55079	112	7	impact	impact	NOUN
assc-55079	112	8	of	of	ADP
assc-55079	112	9	incidents	incident	NOUN
assc-55079	112	10	on	on	ADP
assc-55079	112	11	overall	overall	ADJ
assc-55079	112	12	traffic	traffic	NOUN
assc-55079	112	13	flow	flow	NOUN
assc-55079	112	14	but	but	CCONJ
assc-55079	112	15	also	also	ADV
assc-55079	112	16	improves	improve	VERB
assc-55079	112	17	response	response	NOUN
assc-55079	112	18	times	time	NOUN
assc-55079	112	19	,	,	PUNCT
assc-55079	112	20	potentially	potentially	ADV
assc-55079	112	21	saving	save	VERB
assc-55079	112	22	lives	life	NOUN
assc-55079	112	23	and	and	CCONJ
assc-55079	112	24	reducing	reduce	VERB
assc-55079	112	25	the	the	DET
assc-55079	112	26	risk	risk	NOUN
assc-55079	112	27	of	of	ADP
assc-55079	112	28	secondary	secondary	ADJ
assc-55079	112	29	incidents	incident	NOUN
assc-55079	112	30	.	.	PUNCT
assc-55079	113	1	the	the	DET
assc-55079	113	2	application	application	NOUN
assc-55079	113	3	of	of	ADP
assc-55079	113	4	the	the	DET
assc-55079	113	5	gcn	gcn	ADJ
assc-55079	113	6	-	-	PUNCT
assc-55079	113	7	lstm	lstm	ADJ
assc-55079	113	8	model	model	NOUN
assc-55079	113	9	in	in	ADP
assc-55079	113	10	traffic	traffic	NOUN
assc-55079	113	11	management	management	NOUN
assc-55079	113	12	systems	system	NOUN
assc-55079	113	13	not	not	PART
assc-55079	113	14	only	only	ADV
assc-55079	113	15	improves	improve	VERB
assc-55079	113	16	the	the	DET
assc-55079	113	17	responsiveness	responsiveness	NOUN
assc-55079	113	18	of	of	ADP
assc-55079	113	19	these	these	DET
assc-55079	113	20	systems	system	NOUN
assc-55079	113	21	but	but	CCONJ
assc-55079	113	22	also	also	ADV
assc-55079	113	23	enhances	enhance	VERB
assc-55079	113	24	their	their	PRON
assc-55079	113	25	capacity	capacity	NOUN
assc-55079	113	26	to	to	PART
assc-55079	113	27	handle	handle	VERB
assc-55079	113	28	complex	complex	ADJ
assc-55079	113	29	scenarios	scenario	NOUN
assc-55079	113	30	in	in	ADP
assc-55079	113	31	a	a	DET
assc-55079	113	32	dynamic	dynamic	ADJ
assc-55079	113	33	urban	urban	ADJ
assc-55079	113	34	environment	environment	NOUN
assc-55079	113	35	.	.	PUNCT
assc-55079	114	1	by	by	ADP
assc-55079	114	2	leveraging	leverage	VERB
assc-55079	114	3	the	the	DET
assc-55079	114	4	predictive	predictive	ADJ
assc-55079	114	5	insights	insight	NOUN
assc-55079	114	6	generated	generate	VERB
assc-55079	114	7	by	by	ADP
assc-55079	114	8	this	this	DET
assc-55079	114	9	model	model	NOUN
assc-55079	114	10	,	,	PUNCT
assc-55079	114	11	traffic	traffic	NOUN
assc-55079	114	12	management	management	NOUN
assc-55079	114	13	authorities	authority	NOUN
assc-55079	114	14	can	can	AUX
assc-55079	114	15	make	make	VERB
assc-55079	114	16	more	more	ADV
assc-55079	114	17	informed	informed	ADJ
assc-55079	114	18	decisions	decision	NOUN
assc-55079	114	19	that	that	PRON
assc-55079	114	20	optimize	optimize	VERB
assc-55079	114	21	the	the	DET
assc-55079	114	22	flow	flow	NOUN
assc-55079	114	23	of	of	ADP
assc-55079	114	24	traffic	traffic	NOUN
assc-55079	114	25	and	and	CCONJ
assc-55079	114	26	enhance	enhance	VERB
assc-55079	114	27	the	the	DET
assc-55079	114	28	safety	safety	NOUN
assc-55079	114	29	and	and	CCONJ
assc-55079	114	30	convenience	convenience	NOUN
assc-55079	114	31	of	of	ADP
assc-55079	114	32	urban	urban	ADJ
assc-55079	114	33	transportation	transportation	NOUN
assc-55079	114	34	.	.	PUNCT
assc-55079	115	1	this	this	PRON
assc-55079	115	2	represents	represent	VERB
assc-55079	115	3	a	a	DET
assc-55079	115	4	paradigm	paradigm	NOUN
assc-55079	115	5	shift	shift	NOUN
assc-55079	115	6	in	in	ADP
assc-55079	115	7	how	how	SCONJ
assc-55079	115	8	traffic	traffic	NOUN
assc-55079	115	9	is	be	AUX
assc-55079	115	10	managed	manage	VERB
assc-55079	115	11	,	,	PUNCT
assc-55079	115	12	moving	move	VERB
assc-55079	115	13	from	from	ADP
assc-55079	115	14	reactive	reactive	NOUN
assc-55079	115	15	to	to	ADP
assc-55079	115	16	proactive	proactive	ADJ
assc-55079	115	17	management	management	NOUN
assc-55079	115	18	based	base	VERB
assc-55079	115	19	on	on	ADP
assc-55079	115	20	predictive	predictive	ADJ
assc-55079	115	21	analytics	analytic	NOUN
assc-55079	115	22	.	.	PUNCT
assc-55079	116	1	5.2	5.2	NUM
assc-55079	116	2	policy	policy	NOUN
assc-55079	116	3	formulation	formulation	NOUN
assc-55079	116	4	and	and	CCONJ
assc-55079	116	5	legal	legal	ADJ
assc-55079	116	6	regulations	regulation	NOUN
assc-55079	116	7	the	the	DET
assc-55079	116	8	implementation	implementation	NOUN
assc-55079	116	9	of	of	ADP
assc-55079	116	10	the	the	DET
assc-55079	116	11	gcn	gcn	ADJ
assc-55079	116	12	-	-	PUNCT
assc-55079	116	13	lstm	lstm	ADJ
assc-55079	116	14	model	model	NOUN
assc-55079	116	15	goes	go	VERB
assc-55079	116	16	beyond	beyond	ADP
assc-55079	116	17	technical	technical	ADJ
assc-55079	116	18	traffic	traffic	NOUN
assc-55079	116	19	management	management	NOUN
assc-55079	116	20	;	;	PUNCT
assc-55079	116	21	it	it	PRON
assc-55079	116	22	also	also	ADV
assc-55079	116	23	significantly	significantly	ADV
assc-55079	116	24	impacts	impact	VERB
assc-55079	116	25	policy	policy	NOUN
assc-55079	116	26	formulation	formulation	NOUN
assc-55079	116	27	and	and	CCONJ
assc-55079	116	28	the	the	DET
assc-55079	116	29	establishment	establishment	NOUN
assc-55079	116	30	of	of	ADP
assc-55079	116	31	legal	legal	ADJ
assc-55079	116	32	regulations	regulation	NOUN
assc-55079	116	33	.	.	PUNCT
assc-55079	117	1	by	by	ADP
assc-55079	117	2	providing	provide	VERB
assc-55079	117	3	detailed	detailed	ADJ
assc-55079	117	4	and	and	CCONJ
assc-55079	117	5	accurate	accurate	ADJ
assc-55079	117	6	predictions	prediction	NOUN
assc-55079	117	7	about	about	ADP
assc-55079	117	8	traffic	traffic	NOUN
assc-55079	117	9	patterns	pattern	NOUN
assc-55079	117	10	,	,	PUNCT
assc-55079	117	11	this	this	DET
assc-55079	117	12	model	model	NOUN
assc-55079	117	13	aids	aids	PROPN
assc-55079	117	14	policymakers	policymaker	NOUN
assc-55079	117	15	in	in	ADP
assc-55079	117	16	creating	create	VERB
assc-55079	117	17	more	more	ADV
assc-55079	117	18	informed	informed	ADJ
assc-55079	117	19	,	,	PUNCT
assc-55079	117	20	data	data	NOUN
assc-55079	117	21	-	-	PUNCT
assc-55079	117	22	driven	drive	VERB
assc-55079	117	23	traffic	traffic	NOUN
assc-55079	117	24	laws	law	NOUN
assc-55079	117	25	and	and	CCONJ
assc-55079	117	26	policies	policy	NOUN
assc-55079	117	27	.	.	PUNCT
assc-55079	118	1	policy	policy	NOUN
assc-55079	118	2	decisions	decision	NOUN
assc-55079	118	3	can	can	AUX
assc-55079	118	4	be	be	AUX
assc-55079	118	5	better	well	ADV
assc-55079	118	6	tailored	tailor	VERB
assc-55079	118	7	to	to	PART
assc-55079	118	8	address	address	VERB
assc-55079	118	9	real	real	ADJ
assc-55079	118	10	-	-	PUNCT
assc-55079	118	11	time	time	NOUN
assc-55079	118	12	and	and	CCONJ
assc-55079	118	13	predictive	predictive	ADJ
assc-55079	118	14	traffic	traffic	NOUN
assc-55079	118	15	conditions	condition	NOUN
assc-55079	118	16	,	,	PUNCT
assc-55079	118	17	thereby	thereby	ADV
assc-55079	118	18	enhancing	enhance	VERB
assc-55079	118	19	the	the	DET
assc-55079	118	20	effectiveness	effectiveness	NOUN
assc-55079	118	21	of	of	ADP
assc-55079	118	22	traffic	traffic	NOUN
assc-55079	118	23	laws	law	NOUN
assc-55079	118	24	.	.	PUNCT
assc-55079	119	1	with	with	ADP
assc-55079	119	2	the	the	DET
assc-55079	119	3	comprehensive	comprehensive	ADJ
assc-55079	119	4	analysis	analysis	NOUN
assc-55079	119	5	enabled	enable	VERB
assc-55079	119	6	by	by	ADP
assc-55079	119	7	the	the	DET
assc-55079	119	8	gcn	gcn	ADJ
assc-55079	119	9	-	-	PUNCT
assc-55079	119	10	lstm	lstm	ADJ
assc-55079	119	11	model	model	NOUN
assc-55079	119	12	,	,	PUNCT
assc-55079	119	13	policymakers	policymaker	NOUN
assc-55079	119	14	can	can	AUX
assc-55079	119	15	identify	identify	VERB
assc-55079	119	16	trends	trend	NOUN
assc-55079	119	17	and	and	CCONJ
assc-55079	119	18	potential	potential	ADJ
assc-55079	119	19	problem	problem	NOUN
assc-55079	119	20	areas	area	NOUN
assc-55079	119	21	that	that	PRON
assc-55079	119	22	require	require	VERB
assc-55079	119	23	legislative	legislative	ADJ
assc-55079	119	24	attention	attention	NOUN
assc-55079	119	25	.	.	PUNCT
assc-55079	120	1	this	this	PRON
assc-55079	120	2	might	might	AUX
assc-55079	120	3	include	include	VERB
assc-55079	120	4	areas	area	NOUN
assc-55079	120	5	frequently	frequently	ADV
assc-55079	120	6	experiencing	experience	VERB
assc-55079	120	7	congestion	congestion	NOUN
assc-55079	120	8	,	,	PUNCT
assc-55079	120	9	accident	accident	NOUN
assc-55079	120	10	hotspots	hotspot	NOUN
assc-55079	120	11	,	,	PUNCT
assc-55079	120	12	or	or	CCONJ
assc-55079	120	13	regions	region	NOUN
assc-55079	120	14	with	with	ADP
assc-55079	120	15	insufficient	insufficient	ADJ
assc-55079	120	16	traffic	traffic	NOUN
assc-55079	120	17	infrastructure	infrastructure	NOUN
assc-55079	120	18	.	.	PUNCT
assc-55079	121	1	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-55079	121	2	advances	advance	VERB
assc-55079	121	3	in	in	ADP
assc-55079	121	4	social	social	ADJ
assc-55079	121	5	science	science	NOUN
assc-55079	121	6	and	and	CCONJ
assc-55079	121	7	culture	culture	NOUN
assc-55079	121	8	vol	vol	NOUN
assc-55079	121	9	.	.	PROPN
assc-55079	122	1	6	6	NUM
assc-55079	122	2	no	no	NOUN
assc-55079	122	3	.	.	NOUN
assc-55079	122	4	5	5	NUM
assc-55079	122	5	,	,	PUNCT
assc-55079	122	6	2024	2024	NUM
assc-55079	122	7	published	publish	VERB
assc-55079	122	8	by	by	ADP
assc-55079	122	9	scholink	scholink	PROPN
assc-55079	122	10	inc	inc	PROPN
assc-55079	122	11	.	.	PROPN
assc-55079	122	12	36	36	NUM
assc-55079	122	13	figure	figure	NOUN
assc-55079	122	14	1	1	NUM
assc-55079	122	15	.	.	PUNCT
assc-55079	123	1	flowchart	flowchart	NOUN
assc-55079	123	2	of	of	ADP
assc-55079	123	3	model	model	NOUN
assc-55079	123	4	application	application	NOUN
assc-55079	123	5	in	in	ADP
assc-55079	123	6	traffic	traffic	NOUN
assc-55079	123	7	management	management	NOUN
assc-55079	123	8	utilizing	utilize	VERB
assc-55079	123	9	the	the	DET
assc-55079	123	10	insights	insight	NOUN
assc-55079	123	11	provided	provide	VERB
assc-55079	123	12	by	by	ADP
assc-55079	123	13	the	the	DET
assc-55079	123	14	model	model	NOUN
assc-55079	123	15	,	,	PUNCT
assc-55079	123	16	traffic	traffic	NOUN
assc-55079	123	17	regulations	regulation	NOUN
assc-55079	123	18	can	can	AUX
assc-55079	123	19	be	be	AUX
assc-55079	123	20	dynamically	dynamically	ADV
assc-55079	123	21	adjusted	adjust	VERB
assc-55079	123	22	.	.	PUNCT
assc-55079	124	1	for	for	ADP
assc-55079	124	2	example	example	NOUN
assc-55079	124	3	,	,	PUNCT
assc-55079	124	4	traffic	traffic	NOUN
assc-55079	124	5	signal	signal	NOUN
assc-55079	124	6	timings	timing	NOUN
assc-55079	124	7	and	and	CCONJ
assc-55079	124	8	speed	speed	NOUN
assc-55079	124	9	limits	limit	NOUN
assc-55079	124	10	can	can	AUX
assc-55079	124	11	be	be	AUX
assc-55079	124	12	modified	modify	VERB
assc-55079	124	13	in	in	ADP
assc-55079	124	14	real	real	ADJ
assc-55079	124	15	-	-	PUNCT
assc-55079	124	16	time	time	NOUN
assc-55079	124	17	to	to	PART
assc-55079	124	18	reflect	reflect	VERB
assc-55079	124	19	current	current	ADJ
assc-55079	124	20	traffic	traffic	NOUN
assc-55079	124	21	conditions	condition	NOUN
assc-55079	124	22	,	,	PUNCT
assc-55079	124	23	reducing	reduce	VERB
assc-55079	124	24	congestion	congestion	NOUN
assc-55079	124	25	and	and	CCONJ
assc-55079	124	26	enhancing	enhance	VERB
assc-55079	124	27	road	road	NOUN
assc-55079	124	28	safety	safety	NOUN
assc-55079	124	29	.	.	PUNCT
assc-55079	125	1	moreover	moreover	ADV
assc-55079	125	2	,	,	PUNCT
assc-55079	125	3	long	long	ADJ
assc-55079	125	4	-	-	PUNCT
assc-55079	125	5	term	term	NOUN
assc-55079	125	6	policies	policy	NOUN
assc-55079	125	7	such	such	ADJ
assc-55079	125	8	as	as	ADP
assc-55079	125	9	road	road	NOUN
assc-55079	125	10	widening	widening	NOUN
assc-55079	125	11	,	,	PUNCT
assc-55079	125	12	the	the	DET
assc-55079	125	13	introduction	introduction	NOUN
assc-55079	125	14	of	of	ADP
assc-55079	125	15	congestion	congestion	NOUN
assc-55079	125	16	charges	charge	NOUN
assc-55079	125	17	,	,	PUNCT
assc-55079	125	18	or	or	CCONJ
assc-55079	125	19	the	the	DET
assc-55079	125	20	development	development	NOUN
assc-55079	125	21	of	of	ADP
assc-55079	125	22	alternative	alternative	ADJ
assc-55079	125	23	routes	route	NOUN
assc-55079	125	24	can	can	AUX
assc-55079	125	25	be	be	AUX
assc-55079	125	26	planned	plan	VERB
assc-55079	125	27	with	with	ADP
assc-55079	125	28	a	a	DET
assc-55079	125	29	clear	clear	ADJ
assc-55079	125	30	understanding	understanding	NOUN
assc-55079	125	31	of	of	ADP
assc-55079	125	32	future	future	ADJ
assc-55079	125	33	traffic	traffic	NOUN
assc-55079	125	34	trends	trend	NOUN
assc-55079	125	35	.	.	PUNCT
assc-55079	126	1	5.3	5.3	NUM
assc-55079	126	2	limitations	limitation	NOUN
assc-55079	126	3	and	and	CCONJ
assc-55079	126	4	practical	practical	ADJ
assc-55079	126	5	implications	implication	NOUN
assc-55079	126	6	while	while	SCONJ
assc-55079	126	7	the	the	DET
assc-55079	126	8	gcn	gcn	ADJ
assc-55079	126	9	-	-	PUNCT
assc-55079	126	10	lstm	lstm	ADJ
assc-55079	126	11	model	model	NOUN
assc-55079	126	12	offers	offer	VERB
assc-55079	126	13	substantial	substantial	ADJ
assc-55079	126	14	benefits	benefit	NOUN
assc-55079	126	15	,	,	PUNCT
assc-55079	126	16	it	it	PRON
assc-55079	126	17	is	be	AUX
assc-55079	126	18	not	not	PART
assc-55079	126	19	without	without	ADP
assc-55079	126	20	limitations	limitation	NOUN
assc-55079	126	21	.	.	PUNCT
assc-55079	127	1	understanding	understand	VERB
assc-55079	127	2	these	these	DET
assc-55079	127	3	limitations	limitation	NOUN
assc-55079	127	4	is	be	AUX
assc-55079	127	5	crucial	crucial	ADJ
assc-55079	127	6	for	for	ADP
assc-55079	127	7	effective	effective	ADJ
assc-55079	127	8	implementation	implementation	NOUN
assc-55079	127	9	and	and	CCONJ
assc-55079	127	10	continuous	continuous	ADJ
assc-55079	127	11	improvement	improvement	NOUN
assc-55079	127	12	.	.	PUNCT
assc-55079	128	1	5.3.1	5.3.1	NUM
assc-55079	128	2	model	model	NOUN
assc-55079	128	3	dependency	dependency	NOUN
assc-55079	128	4	the	the	DET
assc-55079	128	5	accuracy	accuracy	NOUN
assc-55079	128	6	of	of	ADP
assc-55079	128	7	predictions	prediction	NOUN
assc-55079	128	8	heavily	heavily	ADV
assc-55079	128	9	relies	rely	VERB
assc-55079	128	10	on	on	ADP
assc-55079	128	11	the	the	DET
assc-55079	128	12	quality	quality	NOUN
assc-55079	128	13	and	and	CCONJ
assc-55079	128	14	quantity	quantity	NOUN
assc-55079	128	15	of	of	ADP
assc-55079	128	16	input	input	NOUN
assc-55079	128	17	data	datum	NOUN
assc-55079	128	18	.	.	PUNCT
assc-55079	129	1	incomplete	incomplete	ADJ
assc-55079	129	2	or	or	CCONJ
assc-55079	129	3	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-55079	129	4	advances	advance	NOUN
assc-55079	129	5	in	in	ADP
assc-55079	129	6	social	social	ADJ
assc-55079	129	7	science	science	NOUN
assc-55079	129	8	and	and	CCONJ
assc-55079	129	9	culture	culture	NOUN
assc-55079	129	10	vol	vol	NOUN
assc-55079	129	11	.	.	PROPN
assc-55079	130	1	6	6	NUM
assc-55079	130	2	no	no	NOUN
assc-55079	130	3	.	.	NOUN
assc-55079	130	4	5	5	NUM
assc-55079	130	5	,	,	PUNCT
assc-55079	130	6	2024	2024	NUM
assc-55079	130	7	published	publish	VERB
assc-55079	130	8	by	by	ADP
assc-55079	130	9	scholink	scholink	PROPN
assc-55079	130	10	inc	inc	PROPN
assc-55079	130	11	.	.	PROPN
assc-55079	130	12	37	37	NUM
assc-55079	130	13	inaccurate	inaccurate	ADJ
assc-55079	130	14	data	datum	NOUN
assc-55079	130	15	collection	collection	NOUN
assc-55079	130	16	can	can	AUX
assc-55079	130	17	lead	lead	VERB
assc-55079	130	18	to	to	ADP
assc-55079	130	19	misleading	mislead	VERB
assc-55079	130	20	outputs	output	NOUN
assc-55079	130	21	,	,	PUNCT
assc-55079	130	22	which	which	PRON
assc-55079	130	23	in	in	ADP
assc-55079	130	24	turn	turn	NOUN
assc-55079	130	25	can	can	AUX
assc-55079	130	26	affect	affect	VERB
assc-55079	130	27	traffic	traffic	NOUN
assc-55079	130	28	management	management	NOUN
assc-55079	130	29	and	and	CCONJ
assc-55079	130	30	policy	policy	NOUN
assc-55079	130	31	decisions	decision	NOUN
assc-55079	130	32	adversely	adversely	ADV
assc-55079	130	33	.	.	PUNCT
assc-55079	131	1	5.3.2	5.3.2	NUM
assc-55079	131	2	computational	computational	ADJ
assc-55079	131	3	requirements	requirement	NOUN
assc-55079	131	4	the	the	DET
assc-55079	131	5	complexity	complexity	NOUN
assc-55079	131	6	of	of	ADP
assc-55079	131	7	the	the	DET
assc-55079	131	8	gcn	gcn	ADJ
assc-55079	131	9	-	-	PUNCT
assc-55079	131	10	lstm	lstm	ADJ
assc-55079	131	11	model	model	NOUN
assc-55079	131	12	demands	demand	VERB
assc-55079	131	13	significant	significant	ADJ
assc-55079	131	14	computational	computational	ADJ
assc-55079	131	15	resources	resource	NOUN
assc-55079	131	16	for	for	ADP
assc-55079	131	17	training	training	NOUN
assc-55079	131	18	and	and	CCONJ
assc-55079	131	19	real	real	ADJ
assc-55079	131	20	-	-	PUNCT
assc-55079	131	21	time	time	NOUN
assc-55079	131	22	analysis	analysis	NOUN
assc-55079	131	23	.	.	PUNCT
assc-55079	132	1	this	this	DET
assc-55079	132	2	requirement	requirement	NOUN
assc-55079	132	3	may	may	AUX
assc-55079	132	4	be	be	AUX
assc-55079	132	5	a	a	DET
assc-55079	132	6	barrier	barrier	NOUN
assc-55079	132	7	for	for	ADP
assc-55079	132	8	implementation	implementation	NOUN
assc-55079	132	9	in	in	ADP
assc-55079	132	10	regions	region	NOUN
assc-55079	132	11	with	with	ADP
assc-55079	132	12	limited	limited	ADJ
assc-55079	132	13	technological	technological	ADJ
assc-55079	132	14	infrastructure	infrastructure	NOUN
assc-55079	132	15	.	.	PUNCT
assc-55079	133	1	5.3.3	5.3.3	NUM
assc-55079	133	2	adaptability	adaptability	NOUN
assc-55079	133	3	challenges	challenge	VERB
assc-55079	133	4	the	the	DET
assc-55079	133	5	model	model	NOUN
assc-55079	133	6	needs	need	VERB
assc-55079	133	7	to	to	PART
assc-55079	133	8	be	be	AUX
assc-55079	133	9	continuously	continuously	ADV
assc-55079	133	10	trained	train	VERB
assc-55079	133	11	and	and	CCONJ
assc-55079	133	12	updated	update	VERB
assc-55079	133	13	to	to	PART
assc-55079	133	14	adapt	adapt	VERB
assc-55079	133	15	to	to	ADP
assc-55079	133	16	new	new	ADJ
assc-55079	133	17	patterns	pattern	NOUN
assc-55079	133	18	as	as	ADP
assc-55079	133	19	urban	urban	ADJ
assc-55079	133	20	layouts	layout	NOUN
assc-55079	133	21	and	and	CCONJ
assc-55079	133	22	traffic	traffic	NOUN
assc-55079	133	23	behaviors	behavior	NOUN
assc-55079	133	24	evolve	evolve	VERB
assc-55079	133	25	.	.	PUNCT
assc-55079	134	1	this	this	DET
assc-55079	134	2	ongoing	ongoing	ADJ
assc-55079	134	3	requirement	requirement	NOUN
assc-55079	134	4	for	for	ADP
assc-55079	134	5	data	data	NOUN
assc-55079	134	6	and	and	CCONJ
assc-55079	134	7	model	model	NOUN
assc-55079	134	8	management	management	NOUN
assc-55079	134	9	entails	entail	VERB
assc-55079	134	10	a	a	DET
assc-55079	134	11	constant	constant	ADJ
assc-55079	134	12	investment	investment	NOUN
assc-55079	134	13	of	of	ADP
assc-55079	134	14	resources	resource	NOUN
assc-55079	134	15	.	.	PUNCT
assc-55079	135	1	5.3.4	5.3.4	NUM
assc-55079	135	2	data	datum	NOUN
assc-55079	135	3	privacy	privacy	NOUN
assc-55079	135	4	concerns	concern	VERB
assc-55079	135	5	the	the	DET
assc-55079	135	6	extensive	extensive	ADJ
assc-55079	135	7	data	datum	NOUN
assc-55079	135	8	collection	collection	NOUN
assc-55079	135	9	necessary	necessary	ADJ
assc-55079	135	10	for	for	ADP
assc-55079	135	11	this	this	DET
assc-55079	135	12	model	model	NOUN
assc-55079	135	13	raises	raise	VERB
assc-55079	135	14	concerns	concern	NOUN
assc-55079	135	15	about	about	ADP
assc-55079	135	16	user	user	NOUN
assc-55079	135	17	privacy	privacy	NOUN
assc-55079	135	18	,	,	PUNCT
assc-55079	135	19	particularly	particularly	ADV
assc-55079	135	20	regarding	regard	VERB
assc-55079	135	21	location	location	NOUN
assc-55079	135	22	and	and	CCONJ
assc-55079	135	23	movement	movement	NOUN
assc-55079	135	24	tracking	tracking	NOUN
assc-55079	135	25	.	.	PUNCT
assc-55079	136	1	ensuring	ensure	VERB
assc-55079	136	2	that	that	SCONJ
assc-55079	136	3	data	datum	NOUN
assc-55079	136	4	handling	handle	VERB
assc-55079	136	5	complies	complie	NOUN
assc-55079	136	6	with	with	ADP
assc-55079	136	7	privacy	privacy	NOUN
assc-55079	136	8	laws	law	NOUN
assc-55079	136	9	and	and	CCONJ
assc-55079	136	10	regulations	regulation	NOUN
assc-55079	136	11	is	be	AUX
assc-55079	136	12	essential	essential	ADJ
assc-55079	136	13	.	.	PUNCT
assc-55079	137	1	5.3.5	5.3.5	NUM
assc-55079	137	2	practical	practical	ADJ
assc-55079	137	3	implementation	implementation	NOUN
assc-55079	137	4	deploying	deploy	VERB
assc-55079	137	5	the	the	DET
assc-55079	137	6	model	model	NOUN
assc-55079	137	7	effectively	effectively	ADV
assc-55079	137	8	involves	involve	VERB
assc-55079	137	9	integration	integration	NOUN
assc-55079	137	10	with	with	ADP
assc-55079	137	11	existing	exist	VERB
assc-55079	137	12	traffic	traffic	NOUN
assc-55079	137	13	management	management	NOUN
assc-55079	137	14	systems	system	NOUN
assc-55079	137	15	,	,	PUNCT
assc-55079	137	16	which	which	PRON
assc-55079	137	17	may	may	AUX
assc-55079	137	18	require	require	VERB
assc-55079	137	19	significant	significant	ADJ
assc-55079	137	20	adjustments	adjustment	NOUN
assc-55079	137	21	and	and	CCONJ
assc-55079	137	22	compatibility	compatibility	NOUN
assc-55079	137	23	checks	check	NOUN
assc-55079	137	24	.	.	PUNCT
assc-55079	138	1	moreover	moreover	ADV
assc-55079	138	2	,	,	PUNCT
assc-55079	138	3	the	the	DET
assc-55079	138	4	personnel	personnel	NOUN
assc-55079	138	5	involved	involve	VERB
assc-55079	138	6	in	in	ADP
assc-55079	138	7	traffic	traffic	NOUN
assc-55079	138	8	management	management	NOUN
assc-55079	138	9	must	must	AUX
assc-55079	138	10	receive	receive	VERB
assc-55079	138	11	appropriate	appropriate	ADJ
assc-55079	138	12	training	training	NOUN
assc-55079	138	13	to	to	PART
assc-55079	138	14	interpret	interpret	VERB
assc-55079	138	15	model	model	NOUN
assc-55079	138	16	outputs	output	NOUN
assc-55079	138	17	and	and	CCONJ
assc-55079	138	18	make	make	VERB
assc-55079	138	19	informed	informed	ADJ
assc-55079	138	20	decisions	decision	NOUN
assc-55079	138	21	.	.	PUNCT
assc-55079	139	1	overall	overall	ADV
assc-55079	139	2	,	,	PUNCT
assc-55079	139	3	while	while	SCONJ
assc-55079	139	4	the	the	DET
assc-55079	139	5	gcn	gcn	ADJ
assc-55079	139	6	-	-	PUNCT
assc-55079	139	7	lstm	lstm	ADJ
assc-55079	139	8	model	model	NOUN
assc-55079	139	9	presents	present	VERB
assc-55079	139	10	a	a	DET
assc-55079	139	11	forward	forward	ADV
assc-55079	139	12	-	-	PUNCT
assc-55079	139	13	thinking	think	VERB
assc-55079	139	14	approach	approach	NOUN
assc-55079	139	15	to	to	ADP
assc-55079	139	16	traffic	traffic	NOUN
assc-55079	139	17	management	management	NOUN
assc-55079	139	18	and	and	CCONJ
assc-55079	139	19	policy	policy	NOUN
assc-55079	139	20	making	making	NOUN
assc-55079	139	21	,	,	PUNCT
assc-55079	139	22	addressing	address	VERB
assc-55079	139	23	these	these	DET
assc-55079	139	24	limitations	limitation	NOUN
assc-55079	139	25	is	be	AUX
assc-55079	139	26	essential	essential	ADJ
assc-55079	139	27	for	for	ADP
assc-55079	139	28	its	its	PRON
assc-55079	139	29	successful	successful	ADJ
assc-55079	139	30	implementation	implementation	NOUN
assc-55079	139	31	and	and	CCONJ
assc-55079	139	32	maximization	maximization	NOUN
assc-55079	139	33	of	of	ADP
assc-55079	139	34	its	its	PRON
assc-55079	139	35	benefits	benefit	NOUN
assc-55079	139	36	in	in	ADP
assc-55079	139	37	urban	urban	ADJ
assc-55079	139	38	planning	planning	NOUN
assc-55079	139	39	and	and	CCONJ
assc-55079	139	40	management	management	NOUN
assc-55079	139	41	.	.	PUNCT
assc-55079	140	1	6	6	X
assc-55079	140	2	.	.	X
assc-55079	140	3	future	future	ADJ
assc-55079	140	4	work	work	NOUN
assc-55079	140	5	6.1	6.1	NUM
assc-55079	140	6	enhancements	enhancement	NOUN
assc-55079	140	7	in	in	ADP
assc-55079	140	8	model	model	NOUN
assc-55079	140	9	architecture	architecture	NOUN
assc-55079	140	10	while	while	SCONJ
assc-55079	140	11	the	the	DET
assc-55079	140	12	current	current	ADJ
assc-55079	140	13	gcn	gcn	ADJ
assc-55079	140	14	-	-	PUNCT
assc-55079	140	15	lstm	lstm	ADJ
assc-55079	140	16	model	model	NOUN
assc-55079	140	17	has	have	AUX
assc-55079	140	18	demonstrated	demonstrate	VERB
assc-55079	140	19	robust	robust	ADJ
assc-55079	140	20	performance	performance	NOUN
assc-55079	140	21	in	in	ADP
assc-55079	140	22	predicting	predict	VERB
assc-55079	140	23	traffic	traffic	NOUN
assc-55079	140	24	flows	flow	NOUN
assc-55079	140	25	and	and	CCONJ
assc-55079	140	26	aiding	aid	VERB
assc-55079	140	27	in	in	ADP
assc-55079	140	28	traffic	traffic	NOUN
assc-55079	140	29	management	management	NOUN
assc-55079	140	30	,	,	PUNCT
assc-55079	140	31	future	future	ADJ
assc-55079	140	32	enhancements	enhancement	NOUN
assc-55079	140	33	can	can	AUX
assc-55079	140	34	further	far	ADV
assc-55079	140	35	improve	improve	VERB
assc-55079	140	36	its	its	PRON
assc-55079	140	37	efficacy	efficacy	NOUN
assc-55079	140	38	and	and	CCONJ
assc-55079	140	39	efficiency	efficiency	NOUN
assc-55079	140	40	.	.	PUNCT
assc-55079	141	1	key	key	ADJ
assc-55079	141	2	areas	area	NOUN
assc-55079	141	3	for	for	ADP
assc-55079	141	4	architectural	architectural	ADJ
assc-55079	141	5	enhancements	enhancement	NOUN
assc-55079	141	6	include	include	VERB
assc-55079	141	7	:	:	PUNCT
assc-55079	141	8	(	(	PUNCT
assc-55079	141	9	1	1	X
assc-55079	141	10	)	)	PUNCT
assc-55079	141	11	incorporation	incorporation	NOUN
assc-55079	141	12	of	of	ADP
assc-55079	141	13	additional	additional	ADJ
assc-55079	141	14	data	datum	NOUN
assc-55079	141	15	sources	source	NOUN
assc-55079	141	16	:	:	PUNCT
assc-55079	141	17	integrating	integrate	VERB
assc-55079	141	18	more	more	ADV
assc-55079	141	19	diverse	diverse	ADJ
assc-55079	141	20	data	datum	NOUN
assc-55079	141	21	types	type	NOUN
assc-55079	141	22	,	,	PUNCT
assc-55079	141	23	such	such	ADJ
assc-55079	141	24	as	as	ADP
assc-55079	141	25	pedestrian	pedestrian	NOUN
assc-55079	141	26	flow	flow	NOUN
assc-55079	141	27	data	datum	NOUN
assc-55079	141	28	,	,	PUNCT
assc-55079	141	29	environmental	environmental	ADJ
assc-55079	141	30	conditions	condition	NOUN
assc-55079	141	31	,	,	PUNCT
assc-55079	141	32	and	and	CCONJ
assc-55079	141	33	social	social	ADJ
assc-55079	141	34	media	medium	NOUN
assc-55079	141	35	sentiment	sentiment	NOUN
assc-55079	141	36	analysis	analysis	NOUN
assc-55079	141	37	,	,	PUNCT
assc-55079	141	38	can	can	AUX
assc-55079	141	39	enhance	enhance	VERB
assc-55079	141	40	the	the	DET
assc-55079	141	41	model	model	NOUN
assc-55079	141	42	's	's	PART
assc-55079	141	43	understanding	understanding	NOUN
assc-55079	141	44	of	of	ADP
assc-55079	141	45	variables	variable	NOUN
assc-55079	141	46	affecting	affect	VERB
assc-55079	141	47	traffic	traffic	NOUN
assc-55079	141	48	patterns	pattern	NOUN
assc-55079	141	49	.	.	PUNCT
assc-55079	142	1	(	(	PUNCT
assc-55079	142	2	2	2	X
assc-55079	142	3	)	)	PUNCT
assc-55079	142	4	model	model	NOUN
assc-55079	142	5	complexity	complexity	NOUN
assc-55079	142	6	optimization	optimization	NOUN
assc-55079	142	7	:	:	PUNCT
assc-55079	142	8	by	by	ADP
assc-55079	142	9	refining	refine	VERB
assc-55079	142	10	the	the	DET
assc-55079	142	11	architecture	architecture	NOUN
assc-55079	142	12	through	through	ADP
assc-55079	142	13	techniques	technique	NOUN
assc-55079	142	14	like	like	ADP
assc-55079	142	15	pruning	prune	VERB
assc-55079	142	16	or	or	CCONJ
assc-55079	142	17	the	the	DET
assc-55079	142	18	introduction	introduction	NOUN
assc-55079	142	19	of	of	ADP
assc-55079	142	20	dropout	dropout	NOUN
assc-55079	142	21	layers	layer	NOUN
assc-55079	142	22	,	,	PUNCT
assc-55079	142	23	the	the	DET
assc-55079	142	24	model	model	NOUN
assc-55079	142	25	can	can	AUX
assc-55079	142	26	be	be	AUX
assc-55079	142	27	made	make	VERB
assc-55079	142	28	more	more	ADV
assc-55079	142	29	efficient	efficient	ADJ
assc-55079	142	30	without	without	ADP
assc-55079	142	31	sacrificing	sacrifice	VERB
assc-55079	142	32	accuracy	accuracy	NOUN
assc-55079	142	33	.	.	PUNCT
assc-55079	143	1	this	this	DET
assc-55079	143	2	optimization	optimization	NOUN
assc-55079	143	3	will	will	AUX
assc-55079	143	4	reduce	reduce	VERB
assc-55079	143	5	computational	computational	ADJ
assc-55079	143	6	demands	demand	NOUN
assc-55079	143	7	and	and	CCONJ
assc-55079	143	8	enhance	enhance	VERB
assc-55079	143	9	real	real	ADJ
assc-55079	143	10	-	-	PUNCT
assc-55079	143	11	time	time	NOUN
assc-55079	143	12	processing	processing	NOUN
assc-55079	143	13	capabilities	capability	NOUN
assc-55079	143	14	.	.	PUNCT
assc-55079	144	1	(	(	PUNCT
assc-55079	144	2	3	3	X
assc-55079	144	3	)	)	PUNCT
assc-55079	144	4	advanced	advanced	ADJ
assc-55079	144	5	learning	learning	NOUN
assc-55079	144	6	algorithms	algorithm	NOUN
assc-55079	144	7	:	:	PUNCT
assc-55079	144	8	implementing	implement	VERB
assc-55079	144	9	newer	new	ADJ
assc-55079	144	10	deep	deep	ADJ
assc-55079	144	11	learning	learning	NOUN
assc-55079	144	12	algorithms	algorithm	NOUN
assc-55079	144	13	that	that	PRON
assc-55079	144	14	focus	focus	VERB
assc-55079	144	15	on	on	ADP
assc-55079	144	16	temporal	temporal	ADJ
assc-55079	144	17	-	-	PUNCT
assc-55079	144	18	spatial	spatial	ADJ
assc-55079	144	19	relationships	relationship	NOUN
assc-55079	144	20	more	more	ADV
assc-55079	144	21	effectively	effectively	ADV
assc-55079	144	22	or	or	CCONJ
assc-55079	144	23	exploring	explore	VERB
assc-55079	144	24	the	the	DET
assc-55079	144	25	use	use	NOUN
assc-55079	144	26	of	of	ADP
assc-55079	144	27	federated	federated	ADJ
assc-55079	144	28	learning	learning	NOUN
assc-55079	144	29	to	to	PART
assc-55079	144	30	enhance	enhance	VERB
assc-55079	144	31	privacy	privacy	NOUN
assc-55079	144	32	-	-	PUNCT
assc-55079	144	33	preserving	preserve	VERB
assc-55079	144	34	data	datum	NOUN
assc-55079	144	35	analysis	analysis	NOUN
assc-55079	144	36	could	could	AUX
assc-55079	144	37	yield	yield	VERB
assc-55079	144	38	significant	significant	ADJ
assc-55079	144	39	benefits	benefit	NOUN
assc-55079	144	40	.	.	PUNCT
assc-55079	145	1	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-55079	145	2	advances	advance	VERB
assc-55079	145	3	in	in	ADP
assc-55079	145	4	social	social	ADJ
assc-55079	145	5	science	science	NOUN
assc-55079	145	6	and	and	CCONJ
assc-55079	145	7	culture	culture	NOUN
assc-55079	145	8	vol	vol	NOUN
assc-55079	145	9	.	.	PROPN
assc-55079	146	1	6	6	NUM
assc-55079	146	2	no	no	NOUN
assc-55079	146	3	.	.	NOUN
assc-55079	146	4	5	5	NUM
assc-55079	146	5	,	,	PUNCT
assc-55079	146	6	2024	2024	NUM
assc-55079	146	7	published	publish	VERB
assc-55079	146	8	by	by	ADP
assc-55079	146	9	scholink	scholink	PROPN
assc-55079	146	10	inc	inc	PROPN
assc-55079	146	11	.	.	PROPN
assc-55079	146	12	38	38	NUM
assc-55079	146	13	(	(	PUNCT
assc-55079	146	14	4	4	NUM
assc-55079	146	15	)	)	PUNCT
assc-55079	146	16	cross	cross	ADJ
assc-55079	146	17	-	-	ADJ
assc-55079	146	18	modal	modal	ADJ
assc-55079	146	19	data	datum	NOUN
assc-55079	146	20	fusion	fusion	NOUN
assc-55079	146	21	techniques	technique	NOUN
assc-55079	146	22	:	:	PUNCT
assc-55079	146	23	enhancing	enhance	VERB
assc-55079	146	24	the	the	DET
assc-55079	146	25	model	model	NOUN
assc-55079	146	26	’s	’s	PART
assc-55079	146	27	ability	ability	NOUN
assc-55079	146	28	to	to	PART
assc-55079	146	29	fuse	fuse	VERB
assc-55079	146	30	data	datum	NOUN
assc-55079	146	31	from	from	ADP
assc-55079	146	32	different	different	ADJ
assc-55079	146	33	modalities	modality	NOUN
assc-55079	146	34	(	(	PUNCT
assc-55079	146	35	video	video	NOUN
assc-55079	146	36	,	,	PUNCT
assc-55079	146	37	scalar	scalar	ADJ
assc-55079	146	38	sensors	sensor	NOUN
assc-55079	146	39	,	,	PUNCT
assc-55079	146	40	text	text	NOUN
assc-55079	146	41	)	)	PUNCT
assc-55079	146	42	in	in	ADP
assc-55079	146	43	real	real	ADJ
assc-55079	146	44	-	-	PUNCT
assc-55079	146	45	time	time	NOUN
assc-55079	146	46	could	could	AUX
assc-55079	146	47	provide	provide	VERB
assc-55079	146	48	a	a	DET
assc-55079	146	49	more	more	ADV
assc-55079	146	50	holistic	holistic	ADJ
assc-55079	146	51	view	view	NOUN
assc-55079	146	52	of	of	ADP
assc-55079	146	53	traffic	traffic	NOUN
assc-55079	146	54	scenarios	scenario	NOUN
assc-55079	146	55	,	,	PUNCT
assc-55079	146	56	leading	lead	VERB
assc-55079	146	57	to	to	ADP
assc-55079	146	58	better	well	ADJ
assc-55079	146	59	predictions	prediction	NOUN
assc-55079	146	60	.	.	PUNCT
assc-55079	147	1	6.2	6.2	NUM
assc-55079	147	2	broader	broad	ADJ
assc-55079	147	3	application	application	NOUN
assc-55079	147	4	scopes	scope	VERB
assc-55079	147	5	the	the	DET
assc-55079	147	6	potential	potential	ADJ
assc-55079	147	7	applications	application	NOUN
assc-55079	147	8	of	of	ADP
assc-55079	147	9	the	the	DET
assc-55079	147	10	gcn	gcn	ADJ
assc-55079	147	11	-	-	PUNCT
assc-55079	147	12	lstm	lstm	ADJ
assc-55079	147	13	model	model	NOUN
assc-55079	147	14	extend	extend	VERB
assc-55079	147	15	beyond	beyond	ADP
assc-55079	147	16	traditional	traditional	ADJ
assc-55079	147	17	traffic	traffic	NOUN
assc-55079	147	18	management	management	NOUN
assc-55079	147	19	systems	system	NOUN
assc-55079	147	20	.	.	PUNCT
assc-55079	148	1	its	its	PRON
assc-55079	148	2	predictive	predictive	ADJ
assc-55079	148	3	capabilities	capability	NOUN
assc-55079	148	4	can	can	AUX
assc-55079	148	5	be	be	AUX
assc-55079	148	6	leveraged	leverage	VERB
assc-55079	148	7	in	in	ADP
assc-55079	148	8	various	various	ADJ
assc-55079	148	9	sectors	sector	NOUN
assc-55079	148	10	where	where	SCONJ
assc-55079	148	11	flow	flow	NOUN
assc-55079	148	12	dynamics	dynamic	NOUN
assc-55079	148	13	are	be	AUX
assc-55079	148	14	critical	critical	ADJ
assc-55079	148	15	.	.	PUNCT
assc-55079	149	1	expanding	expand	VERB
assc-55079	149	2	the	the	DET
assc-55079	149	3	application	application	NOUN
assc-55079	149	4	scope	scope	NOUN
assc-55079	149	5	of	of	ADP
assc-55079	149	6	the	the	DET
assc-55079	149	7	gcn	gcn	ADJ
assc-55079	149	8	-	-	PUNCT
assc-55079	149	9	lstm	lstm	ADJ
assc-55079	149	10	model	model	NOUN
assc-55079	149	11	can	can	AUX
assc-55079	149	12	address	address	VERB
assc-55079	149	13	complex	complex	ADJ
assc-55079	149	14	challenges	challenge	NOUN
assc-55079	149	15	in	in	ADP
assc-55079	149	16	urban	urban	ADJ
assc-55079	149	17	planning	planning	NOUN
assc-55079	149	18	,	,	PUNCT
assc-55079	149	19	environmental	environmental	ADJ
assc-55079	149	20	monitoring	monitoring	NOUN
assc-55079	149	21	,	,	PUNCT
assc-55079	149	22	and	and	CCONJ
assc-55079	149	23	public	public	ADJ
assc-55079	149	24	safety	safety	NOUN
assc-55079	149	25	.	.	PUNCT
assc-55079	150	1	for	for	ADP
assc-55079	150	2	instance	instance	NOUN
assc-55079	150	3	,	,	PUNCT
assc-55079	150	4	predicting	predict	VERB
assc-55079	150	5	areas	area	NOUN
assc-55079	150	6	of	of	ADP
assc-55079	150	7	high	high	ADJ
assc-55079	150	8	pollution	pollution	NOUN
assc-55079	150	9	concentration	concentration	NOUN
assc-55079	150	10	based	base	VERB
assc-55079	150	11	on	on	ADP
assc-55079	150	12	traffic	traffic	NOUN
assc-55079	150	13	flow	flow	NOUN
assc-55079	150	14	predictions	prediction	NOUN
assc-55079	150	15	can	can	AUX
assc-55079	150	16	help	help	VERB
assc-55079	150	17	in	in	ADP
assc-55079	150	18	timely	timely	ADJ
assc-55079	150	19	decision	decision	NOUN
assc-55079	150	20	-	-	PUNCT
assc-55079	150	21	making	making	NOUN
assc-55079	150	22	to	to	PART
assc-55079	150	23	mitigate	mitigate	VERB
assc-55079	150	24	environmental	environmental	ADJ
assc-55079	150	25	impacts	impact	NOUN
assc-55079	150	26	.	.	PUNCT
assc-55079	151	1	figure	figure	NOUN
assc-55079	151	2	2	2	NUM
assc-55079	151	3	.	.	PUNCT
assc-55079	151	4	proposed	propose	VERB
assc-55079	151	5	framework	framework	NOUN
assc-55079	151	6	for	for	ADP
assc-55079	151	7	advanced	advanced	ADJ
assc-55079	151	8	traffic	traffic	NOUN
assc-55079	151	9	prediction	prediction	NOUN
assc-55079	151	10	system	system	NOUN
assc-55079	151	11	in	in	ADP
assc-55079	151	12	urban	urban	ADJ
assc-55079	151	13	planning	planning	NOUN
assc-55079	151	14	,	,	PUNCT
assc-55079	151	15	the	the	DET
assc-55079	151	16	model	model	NOUN
assc-55079	151	17	can	can	AUX
assc-55079	151	18	help	help	VERB
assc-55079	151	19	in	in	ADP
assc-55079	151	20	simulating	simulate	VERB
assc-55079	151	21	the	the	DET
assc-55079	151	22	impact	impact	NOUN
assc-55079	151	23	of	of	ADP
assc-55079	151	24	proposed	propose	VERB
assc-55079	151	25	infrastructures	infrastructure	NOUN
assc-55079	151	26	on	on	ADP
assc-55079	151	27	traffic	traffic	NOUN
assc-55079	151	28	dynamics	dynamic	NOUN
assc-55079	151	29	,	,	PUNCT
assc-55079	151	30	aiding	aid	VERB
assc-55079	151	31	planners	planner	NOUN
assc-55079	151	32	and	and	CCONJ
assc-55079	151	33	decision	decision	NOUN
assc-55079	151	34	-	-	PUNCT
assc-55079	151	35	makers	maker	NOUN
assc-55079	151	36	in	in	ADP
assc-55079	151	37	evaluating	evaluate	VERB
assc-55079	151	38	the	the	DET
assc-55079	151	39	efficacy	efficacy	NOUN
assc-55079	151	40	of	of	ADP
assc-55079	151	41	different	different	ADJ
assc-55079	151	42	development	development	NOUN
assc-55079	151	43	projects	project	NOUN
assc-55079	151	44	.	.	PUNCT
assc-55079	152	1	in	in	ADP
assc-55079	152	2	public	public	ADJ
assc-55079	152	3	safety	safety	NOUN
assc-55079	152	4	,	,	PUNCT
assc-55079	152	5	the	the	DET
assc-55079	152	6	model	model	NOUN
assc-55079	152	7	’s	’s	PART
assc-55079	152	8	predictive	predictive	ADJ
assc-55079	152	9	insights	insight	NOUN
assc-55079	152	10	can	can	AUX
assc-55079	152	11	be	be	AUX
assc-55079	152	12	crucial	crucial	ADJ
assc-55079	152	13	in	in	ADP
assc-55079	152	14	emergency	emergency	NOUN
assc-55079	152	15	response	response	NOUN
assc-55079	152	16	management	management	NOUN
assc-55079	152	17	,	,	PUNCT
assc-55079	152	18	planning	planning	NOUN
assc-55079	152	19	evacuation	evacuation	NOUN
assc-55079	152	20	routes	route	NOUN
assc-55079	152	21	,	,	PUNCT
assc-55079	152	22	and	and	CCONJ
assc-55079	152	23	resource	resource	NOUN
assc-55079	152	24	allocation	allocation	NOUN
assc-55079	152	25	during	during	ADP
assc-55079	152	26	large	large	ADJ
assc-55079	152	27	-	-	PUNCT
assc-55079	152	28	scale	scale	NOUN
assc-55079	152	29	public	public	ADJ
assc-55079	152	30	events	event	NOUN
assc-55079	152	31	or	or	CCONJ
assc-55079	152	32	emergencies	emergency	NOUN
assc-55079	152	33	.	.	PUNCT
assc-55079	153	1	moreover	moreover	ADV
assc-55079	153	2	,	,	PUNCT
assc-55079	153	3	the	the	DET
assc-55079	153	4	adaptation	adaptation	NOUN
assc-55079	153	5	of	of	ADP
assc-55079	153	6	this	this	DET
assc-55079	153	7	model	model	NOUN
assc-55079	153	8	in	in	ADP
assc-55079	153	9	non	non	ADJ
assc-55079	153	10	-	-	ADJ
assc-55079	153	11	urban	urban	ADJ
assc-55079	153	12	contexts	context	NOUN
assc-55079	153	13	such	such	ADJ
assc-55079	153	14	as	as	ADP
assc-55079	153	15	logistics	logistic	NOUN
assc-55079	153	16	and	and	CCONJ
assc-55079	153	17	supply	supply	NOUN
assc-55079	153	18	chain	chain	NOUN
assc-55079	153	19	management	management	NOUN
assc-55079	153	20	demonstrates	demonstrate	VERB
assc-55079	153	21	its	its	PRON
assc-55079	153	22	versatility	versatility	NOUN
assc-55079	153	23	.	.	PUNCT
assc-55079	154	1	here	here	ADV
assc-55079	154	2	,	,	PUNCT
assc-55079	154	3	it	it	PRON
assc-55079	154	4	can	can	AUX
assc-55079	154	5	predict	predict	VERB
assc-55079	154	6	the	the	DET
assc-55079	154	7	flow	flow	NOUN
assc-55079	154	8	of	of	ADP
assc-55079	154	9	goods	good	NOUN
assc-55079	154	10	and	and	CCONJ
assc-55079	154	11	optimize	optimize	VERB
assc-55079	154	12	routes	route	NOUN
assc-55079	154	13	not	not	PART
assc-55079	154	14	only	only	ADV
assc-55079	154	15	based	base	VERB
assc-55079	154	16	on	on	ADP
assc-55079	154	17	traffic	traffic	NOUN
assc-55079	154	18	conditions	condition	NOUN
assc-55079	154	19	but	but	CCONJ
assc-55079	154	20	also	also	ADV
assc-55079	154	21	considering	consider	VERB
assc-55079	154	22	factors	factor	NOUN
assc-55079	154	23	like	like	ADP
assc-55079	154	24	weather	weather	NOUN
assc-55079	154	25	impacts	impact	NOUN
assc-55079	154	26	and	and	CCONJ
assc-55079	154	27	delivery	delivery	NOUN
assc-55079	154	28	schedules	schedule	NOUN
assc-55079	154	29	.	.	PUNCT
assc-55079	155	1	future	future	ADJ
assc-55079	155	2	research	research	NOUN
assc-55079	155	3	will	will	AUX
assc-55079	155	4	focus	focus	VERB
assc-55079	155	5	on	on	ADP
assc-55079	155	6	customizing	customize	VERB
assc-55079	155	7	the	the	DET
assc-55079	155	8	model	model	NOUN
assc-55079	155	9	for	for	ADP
assc-55079	155	10	these	these	DET
assc-55079	155	11	diverse	diverse	ADJ
assc-55079	155	12	applications	application	NOUN
assc-55079	155	13	,	,	PUNCT
assc-55079	155	14	ensuring	ensure	VERB
assc-55079	155	15	that	that	SCONJ
assc-55079	155	16	the	the	DET
assc-55079	155	17	architecture	architecture	NOUN
assc-55079	155	18	can	can	AUX
assc-55079	155	19	be	be	AUX
assc-55079	155	20	easily	easily	ADV
assc-55079	155	21	adapted	adapt	VERB
assc-55079	155	22	to	to	ADP
assc-55079	155	23	different	different	ADJ
assc-55079	155	24	scenarios	scenario	NOUN
assc-55079	155	25	and	and	CCONJ
assc-55079	155	26	requirements	requirement	NOUN
assc-55079	155	27	.	.	PUNCT
assc-55079	156	1	this	this	DET
assc-55079	156	2	broadening	broadening	NOUN
assc-55079	156	3	of	of	ADP
assc-55079	156	4	scope	scope	NOUN
assc-55079	156	5	will	will	AUX
assc-55079	156	6	not	not	PART
assc-55079	156	7	only	only	ADV
assc-55079	156	8	enhance	enhance	VERB
assc-55079	156	9	the	the	DET
assc-55079	156	10	utility	utility	NOUN
assc-55079	156	11	of	of	ADP
assc-55079	156	12	the	the	DET
assc-55079	156	13	gcn	gcn	ADJ
assc-55079	156	14	-	-	PUNCT
assc-55079	156	15	lstm	lstm	ADJ
assc-55079	156	16	model	model	NOUN
assc-55079	156	17	but	but	CCONJ
assc-55079	156	18	also	also	ADV
assc-55079	156	19	push	push	VERB
assc-55079	156	20	the	the	DET
assc-55079	156	21	boundaries	boundary	NOUN
assc-55079	156	22	of	of	ADP
assc-55079	156	23	what	what	PRON
assc-55079	156	24	predictive	predictive	ADJ
assc-55079	156	25	analytics	analytic	NOUN
assc-55079	156	26	can	can	AUX
assc-55079	156	27	achieve	achieve	VERB
assc-55079	156	28	in	in	ADP
assc-55079	156	29	complex	complex	ADJ
assc-55079	156	30	real	real	ADJ
assc-55079	156	31	-	-	PUNCT
assc-55079	156	32	world	world	NOUN
assc-55079	156	33	environments	environment	NOUN
assc-55079	156	34	.	.	PUNCT
assc-55079	157	1	7	7	X
assc-55079	157	2	.	.	X
assc-55079	157	3	conclusion	conclusion	NOUN
assc-55079	157	4	7.1	7.1	NUM
assc-55079	157	5	summary	summary	NOUN
assc-55079	157	6	of	of	ADP
assc-55079	157	7	key	key	ADJ
assc-55079	157	8	findings	finding	NOUN
assc-55079	157	9	the	the	DET
assc-55079	157	10	research	research	NOUN
assc-55079	157	11	conducted	conduct	VERB
assc-55079	157	12	on	on	ADP
assc-55079	157	13	the	the	DET
assc-55079	157	14	gcn	gcn	ADJ
assc-55079	157	15	-	-	PUNCT
assc-55079	157	16	lstm	lstm	ADJ
assc-55079	157	17	model	model	NOUN
assc-55079	157	18	has	have	AUX
assc-55079	157	19	yielded	yield	VERB
assc-55079	157	20	significant	significant	ADJ
assc-55079	157	21	insights	insight	NOUN
assc-55079	157	22	into	into	ADP
assc-55079	157	23	traffic	traffic	NOUN
assc-55079	157	24	flow	flow	NOUN
assc-55079	157	25	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NOUN
assc-55079	157	26	advances	advance	NOUN
assc-55079	157	27	in	in	ADP
assc-55079	157	28	social	social	ADJ
assc-55079	157	29	science	science	NOUN
assc-55079	157	30	and	and	CCONJ
assc-55079	157	31	culture	culture	NOUN
assc-55079	157	32	vol	vol	NOUN
assc-55079	157	33	.	.	PROPN
assc-55079	158	1	6	6	NUM
assc-55079	158	2	no	no	NOUN
assc-55079	158	3	.	.	NOUN
assc-55079	158	4	5	5	NUM
assc-55079	158	5	,	,	PUNCT
assc-55079	158	6	2024	2024	NUM
assc-55079	158	7	published	publish	VERB
assc-55079	158	8	by	by	ADP
assc-55079	158	9	scholink	scholink	PROPN
assc-55079	158	10	inc	inc	PROPN
assc-55079	158	11	.	.	PROPN
assc-55079	158	12	39	39	NUM
assc-55079	158	13	prediction	prediction	NOUN
assc-55079	158	14	and	and	CCONJ
assc-55079	158	15	management	management	NOUN
assc-55079	158	16	,	,	PUNCT
assc-55079	158	17	demonstrating	demonstrate	VERB
assc-55079	158	18	substantial	substantial	ADJ
assc-55079	158	19	improvements	improvement	NOUN
assc-55079	158	20	over	over	ADP
assc-55079	158	21	traditional	traditional	ADJ
assc-55079	158	22	methods	method	NOUN
assc-55079	158	23	.	.	PUNCT
assc-55079	159	1	key	key	ADJ
assc-55079	159	2	findings	finding	NOUN
assc-55079	159	3	from	from	ADP
assc-55079	159	4	this	this	DET
assc-55079	159	5	study	study	NOUN
assc-55079	159	6	include	include	VERB
assc-55079	159	7	:	:	PUNCT
assc-55079	159	8	(	(	PUNCT
assc-55079	159	9	1	1	X
assc-55079	159	10	)	)	PUNCT
assc-55079	159	11	enhanced	enhance	VERB
assc-55079	159	12	prediction	prediction	NOUN
assc-55079	159	13	accuracy	accuracy	NOUN
assc-55079	159	14	:	:	PUNCT
assc-55079	159	15	the	the	DET
assc-55079	159	16	gcn	gcn	ADJ
assc-55079	159	17	-	-	PUNCT
assc-55079	159	18	lstm	lstm	ADJ
assc-55079	159	19	model	model	NOUN
assc-55079	159	20	has	have	AUX
assc-55079	159	21	shown	show	VERB
assc-55079	159	22	superior	superior	ADJ
assc-55079	159	23	performance	performance	NOUN
assc-55079	159	24	in	in	ADP
assc-55079	159	25	terms	term	NOUN
assc-55079	159	26	of	of	ADP
assc-55079	159	27	mae	mae	PROPN
assc-55079	159	28	,	,	PUNCT
assc-55079	159	29	rmse	rmse	NOUN
assc-55079	159	30	,	,	PUNCT
assc-55079	159	31	and	and	CCONJ
assc-55079	159	32	r²	r²	VERB
assc-55079	159	33	compared	compare	VERB
assc-55079	159	34	to	to	ADP
assc-55079	159	35	baseline	baseline	NOUN
assc-55079	159	36	models	model	NOUN
assc-55079	159	37	such	such	ADJ
assc-55079	159	38	as	as	ADP
assc-55079	159	39	svm	svm	PROPN
assc-55079	159	40	,	,	PUNCT
assc-55079	159	41	arima	arima	NOUN
assc-55079	159	42	,	,	PUNCT
assc-55079	159	43	and	and	CCONJ
assc-55079	159	44	cnn	cnn	PROPN
assc-55079	159	45	.	.	PUNCT
assc-55079	160	1	this	this	PRON
assc-55079	160	2	indicates	indicate	VERB
assc-55079	160	3	a	a	DET
assc-55079	160	4	more	more	ADV
assc-55079	160	5	accurate	accurate	ADJ
assc-55079	160	6	prediction	prediction	NOUN
assc-55079	160	7	of	of	ADP
assc-55079	160	8	traffic	traffic	NOUN
assc-55079	160	9	conditions	condition	NOUN
assc-55079	160	10	,	,	PUNCT
assc-55079	160	11	which	which	PRON
assc-55079	160	12	is	be	AUX
assc-55079	160	13	crucial	crucial	ADJ
assc-55079	160	14	for	for	ADP
assc-55079	160	15	effective	effective	ADJ
assc-55079	160	16	traffic	traffic	NOUN
assc-55079	160	17	management	management	NOUN
assc-55079	160	18	.	.	PUNCT
assc-55079	161	1	(	(	PUNCT
assc-55079	161	2	2	2	X
assc-55079	161	3	)	)	PUNCT
assc-55079	161	4	effective	effective	ADJ
assc-55079	161	5	integration	integration	NOUN
assc-55079	161	6	of	of	ADP
assc-55079	161	7	spatial	spatial	ADJ
assc-55079	161	8	and	and	CCONJ
assc-55079	161	9	temporal	temporal	ADJ
assc-55079	161	10	data	datum	NOUN
assc-55079	161	11	:	:	PUNCT
assc-55079	161	12	the	the	DET
assc-55079	161	13	use	use	NOUN
assc-55079	161	14	of	of	ADP
assc-55079	161	15	gcn	gcn	NOUN
assc-55079	161	16	to	to	PART
assc-55079	161	17	process	process	VERB
assc-55079	161	18	spatial	spatial	ADJ
assc-55079	161	19	data	datum	NOUN
assc-55079	161	20	and	and	CCONJ
assc-55079	161	21	lstm	lstm	NOUN
assc-55079	161	22	to	to	PART
assc-55079	161	23	handle	handle	VERB
assc-55079	161	24	temporal	temporal	ADJ
assc-55079	161	25	dynamics	dynamic	NOUN
assc-55079	161	26	has	have	AUX
assc-55079	161	27	proven	prove	VERB
assc-55079	161	28	effective	effective	ADJ
assc-55079	161	29	in	in	ADP
assc-55079	161	30	capturing	capture	VERB
assc-55079	161	31	the	the	DET
assc-55079	161	32	complex	complex	ADJ
assc-55079	161	33	interdependencies	interdependency	NOUN
assc-55079	161	34	within	within	ADP
assc-55079	161	35	urban	urban	ADJ
assc-55079	161	36	traffic	traffic	NOUN
assc-55079	161	37	patterns	pattern	NOUN
assc-55079	161	38	.	.	PUNCT
assc-55079	162	1	this	this	DET
assc-55079	162	2	integration	integration	NOUN
assc-55079	162	3	allows	allow	VERB
assc-55079	162	4	for	for	ADP
assc-55079	162	5	a	a	DET
assc-55079	162	6	comprehensive	comprehensive	ADJ
assc-55079	162	7	understanding	understanding	NOUN
assc-55079	162	8	of	of	ADP
assc-55079	162	9	both	both	CCONJ
assc-55079	162	10	the	the	DET
assc-55079	162	11	current	current	ADJ
assc-55079	162	12	traffic	traffic	NOUN
assc-55079	162	13	state	state	NOUN
assc-55079	162	14	and	and	CCONJ
assc-55079	162	15	its	its	PRON
assc-55079	162	16	evolution	evolution	NOUN
assc-55079	162	17	over	over	ADP
assc-55079	162	18	time	time	NOUN
assc-55079	162	19	.	.	PUNCT
assc-55079	163	1	(	(	PUNCT
assc-55079	163	2	3	3	X
assc-55079	163	3	)	)	PUNCT
assc-55079	163	4	practical	practical	ADJ
assc-55079	163	5	traffic	traffic	NOUN
assc-55079	163	6	management	management	NOUN
assc-55079	163	7	applications	application	NOUN
assc-55079	163	8	:	:	PUNCT
assc-55079	163	9	the	the	DET
assc-55079	163	10	model	model	NOUN
assc-55079	163	11	’s	’s	PART
assc-55079	163	12	predictive	predictive	ADJ
assc-55079	163	13	outputs	output	NOUN
assc-55079	163	14	have	have	AUX
assc-55079	163	15	been	be	AUX
assc-55079	163	16	successfully	successfully	ADV
assc-55079	163	17	applied	apply	VERB
assc-55079	163	18	to	to	ADP
assc-55079	163	19	real	real	ADJ
assc-55079	163	20	-	-	PUNCT
assc-55079	163	21	world	world	NOUN
assc-55079	163	22	traffic	traffic	NOUN
assc-55079	163	23	management	management	NOUN
assc-55079	163	24	scenarios	scenario	NOUN
assc-55079	163	25	,	,	PUNCT
assc-55079	163	26	including	include	VERB
assc-55079	163	27	real	real	ADJ
assc-55079	163	28	-	-	PUNCT
assc-55079	163	29	time	time	NOUN
assc-55079	163	30	traffic	traffic	NOUN
assc-55079	163	31	control	control	NOUN
assc-55079	163	32	,	,	PUNCT
assc-55079	163	33	congestion	congestion	NOUN
assc-55079	163	34	mitigation	mitigation	NOUN
assc-55079	163	35	,	,	PUNCT
assc-55079	163	36	and	and	CCONJ
assc-55079	163	37	incident	incident	NOUN
assc-55079	163	38	management	management	NOUN
assc-55079	163	39	.	.	PUNCT
assc-55079	164	1	these	these	DET
assc-55079	164	2	applications	application	NOUN
assc-55079	164	3	have	have	AUX
assc-55079	164	4	demonstrated	demonstrate	VERB
assc-55079	164	5	the	the	DET
assc-55079	164	6	potential	potential	NOUN
assc-55079	164	7	to	to	PART
assc-55079	164	8	significantly	significantly	ADV
assc-55079	164	9	improve	improve	VERB
assc-55079	164	10	traffic	traffic	NOUN
assc-55079	164	11	flow	flow	NOUN
assc-55079	164	12	and	and	CCONJ
assc-55079	164	13	reduce	reduce	VERB
assc-55079	164	14	congestion	congestion	NOUN
assc-55079	164	15	.	.	PUNCT
assc-55079	165	1	(	(	PUNCT
assc-55079	165	2	4	4	X
assc-55079	165	3	)	)	PUNCT
assc-55079	165	4	informative	informative	ADJ
assc-55079	165	5	for	for	ADP
assc-55079	165	6	policy	policy	NOUN
assc-55079	165	7	making	making	NOUN
assc-55079	165	8	:	:	PUNCT
assc-55079	165	9	the	the	DET
assc-55079	165	10	insights	insight	NOUN
assc-55079	165	11	provided	provide	VERB
assc-55079	165	12	by	by	ADP
assc-55079	165	13	the	the	DET
assc-55079	165	14	model	model	NOUN
assc-55079	165	15	have	have	AUX
assc-55079	165	16	also	also	ADV
assc-55079	165	17	been	be	AUX
assc-55079	165	18	instrumental	instrumental	ADJ
assc-55079	165	19	in	in	ADP
assc-55079	165	20	shaping	shape	VERB
assc-55079	165	21	traffic	traffic	NOUN
assc-55079	165	22	-	-	PUNCT
assc-55079	165	23	related	relate	VERB
assc-55079	165	24	policies	policy	NOUN
assc-55079	165	25	and	and	CCONJ
assc-55079	165	26	regulations	regulation	NOUN
assc-55079	165	27	,	,	PUNCT
assc-55079	165	28	ensuring	ensure	VERB
assc-55079	165	29	that	that	SCONJ
assc-55079	165	30	they	they	PRON
assc-55079	165	31	are	be	AUX
assc-55079	165	32	based	base	VERB
assc-55079	165	33	on	on	ADP
assc-55079	165	34	accurate	accurate	ADJ
assc-55079	165	35	and	and	CCONJ
assc-55079	165	36	timely	timely	ADJ
assc-55079	165	37	data	datum	NOUN
assc-55079	165	38	.	.	PUNCT
assc-55079	166	1	7.2	7.2	NUM
assc-55079	166	2	contributions	contribution	NOUN
assc-55079	166	3	to	to	ADP
assc-55079	166	4	the	the	DET
assc-55079	166	5	field	field	NOUN
assc-55079	166	6	and	and	CCONJ
assc-55079	166	7	future	future	ADJ
assc-55079	166	8	directions	direction	NOUN
assc-55079	166	9	the	the	DET
assc-55079	166	10	development	development	NOUN
assc-55079	166	11	and	and	CCONJ
assc-55079	166	12	implementation	implementation	NOUN
assc-55079	166	13	of	of	ADP
assc-55079	166	14	the	the	DET
assc-55079	166	15	gcn	gcn	ADJ
assc-55079	166	16	-	-	PUNCT
assc-55079	166	17	lstm	lstm	ADJ
assc-55079	166	18	model	model	NOUN
assc-55079	166	19	represent	represent	VERB
assc-55079	166	20	a	a	DET
assc-55079	166	21	significant	significant	ADJ
assc-55079	166	22	contribution	contribution	NOUN
assc-55079	166	23	to	to	ADP
assc-55079	166	24	the	the	DET
assc-55079	166	25	field	field	NOUN
assc-55079	166	26	of	of	ADP
assc-55079	166	27	intelligent	intelligent	ADJ
assc-55079	166	28	transportation	transportation	NOUN
assc-55079	166	29	systems	system	NOUN
assc-55079	166	30	.	.	PUNCT
assc-55079	167	1	this	this	DET
assc-55079	167	2	research	research	NOUN
assc-55079	167	3	contributes	contribute	VERB
assc-55079	167	4	to	to	ADP
assc-55079	167	5	the	the	DET
assc-55079	167	6	field	field	NOUN
assc-55079	167	7	by	by	ADP
assc-55079	167	8	:	:	PUNCT
assc-55079	167	9	(	(	PUNCT
assc-55079	167	10	1	1	X
assc-55079	167	11	)	)	PUNCT
assc-55079	167	12	advancing	advance	VERB
assc-55079	167	13	predictive	predictive	ADJ
assc-55079	167	14	analytics	analytic	NOUN
assc-55079	167	15	in	in	ADP
assc-55079	167	16	traffic	traffic	NOUN
assc-55079	167	17	management	management	NOUN
assc-55079	167	18	:	:	PUNCT
assc-55079	167	19	the	the	DET
assc-55079	167	20	model	model	NOUN
assc-55079	167	21	sets	set	VERB
assc-55079	167	22	a	a	DET
assc-55079	167	23	new	new	ADJ
assc-55079	167	24	standard	standard	NOUN
assc-55079	167	25	for	for	ADP
assc-55079	167	26	accuracy	accuracy	NOUN
assc-55079	167	27	and	and	CCONJ
assc-55079	167	28	reliability	reliability	NOUN
assc-55079	167	29	in	in	ADP
assc-55079	167	30	traffic	traffic	NOUN
assc-55079	167	31	flow	flow	NOUN
assc-55079	167	32	predictions	prediction	NOUN
assc-55079	167	33	,	,	PUNCT
assc-55079	167	34	contributing	contribute	VERB
assc-55079	167	35	to	to	ADP
assc-55079	167	36	more	more	ADV
assc-55079	167	37	sophisticated	sophisticated	ADJ
assc-55079	167	38	traffic	traffic	NOUN
assc-55079	167	39	management	management	NOUN
assc-55079	167	40	systems	system	NOUN
assc-55079	167	41	that	that	PRON
assc-55079	167	42	can	can	AUX
assc-55079	167	43	dynamically	dynamically	ADV
assc-55079	167	44	respond	respond	VERB
assc-55079	167	45	to	to	ADP
assc-55079	167	46	changing	change	VERB
assc-55079	167	47	conditions	condition	NOUN
assc-55079	167	48	.	.	PUNCT
assc-55079	168	1	(	(	PUNCT
assc-55079	168	2	2	2	X
assc-55079	168	3	)	)	PUNCT
assc-55079	168	4	fostering	foster	VERB
assc-55079	168	5	data	data	NOUN
assc-55079	168	6	-	-	PUNCT
assc-55079	168	7	driven	drive	VERB
assc-55079	168	8	decision	decision	NOUN
assc-55079	168	9	making	making	NOUN
assc-55079	168	10	:	:	PUNCT
assc-55079	168	11	by	by	ADP
assc-55079	168	12	providing	provide	VERB
assc-55079	168	13	a	a	DET
assc-55079	168	14	reliable	reliable	ADJ
assc-55079	168	15	basis	basis	NOUN
assc-55079	168	16	for	for	ADP
assc-55079	168	17	traffic	traffic	NOUN
assc-55079	168	18	predictions	prediction	NOUN
assc-55079	168	19	,	,	PUNCT
assc-55079	168	20	the	the	DET
assc-55079	168	21	model	model	NOUN
assc-55079	168	22	supports	support	VERB
assc-55079	168	23	more	more	ADV
assc-55079	168	24	informed	informed	ADJ
assc-55079	168	25	decision	decision	NOUN
assc-55079	168	26	-	-	PUNCT
assc-55079	168	27	making	making	NOUN
assc-55079	168	28	in	in	ADP
assc-55079	168	29	traffic	traffic	NOUN
assc-55079	168	30	management	management	NOUN
assc-55079	168	31	and	and	CCONJ
assc-55079	168	32	urban	urban	ADJ
assc-55079	168	33	planning	planning	NOUN
assc-55079	168	34	,	,	PUNCT
assc-55079	168	35	encouraging	encourage	VERB
assc-55079	168	36	a	a	DET
assc-55079	168	37	shift	shift	NOUN
assc-55079	168	38	towards	towards	ADP
assc-55079	168	39	more	more	ADJ
assc-55079	168	40	data	data	NOUN
assc-55079	168	41	-	-	PUNCT
assc-55079	168	42	driven	drive	VERB
assc-55079	168	43	approaches	approach	NOUN
assc-55079	168	44	in	in	ADP
assc-55079	168	45	these	these	DET
assc-55079	168	46	fields	field	NOUN
assc-55079	168	47	.	.	PUNCT
assc-55079	169	1	(	(	PUNCT
assc-55079	169	2	3	3	X
assc-55079	169	3	)	)	PUNCT
assc-55079	169	4	encouraging	encourage	VERB
assc-55079	169	5	multidisciplinary	multidisciplinary	ADJ
assc-55079	169	6	approaches	approach	NOUN
assc-55079	169	7	:	:	PUNCT
assc-55079	169	8	the	the	DET
assc-55079	169	9	integration	integration	NOUN
assc-55079	169	10	of	of	ADP
assc-55079	169	11	techniques	technique	NOUN
assc-55079	169	12	from	from	ADP
assc-55079	169	13	graph	graph	NOUN
assc-55079	169	14	theory	theory	NOUN
assc-55079	169	15	,	,	PUNCT
assc-55079	169	16	neural	neural	ADJ
assc-55079	169	17	networks	network	NOUN
assc-55079	169	18	,	,	PUNCT
assc-55079	169	19	and	and	CCONJ
assc-55079	169	20	time	time	NOUN
assc-55079	169	21	series	series	PROPN
assc-55079	169	22	analysis	analysis	NOUN
assc-55079	169	23	exemplifies	exemplify	VERB
assc-55079	169	24	the	the	DET
assc-55079	169	25	benefits	benefit	NOUN
assc-55079	169	26	of	of	ADP
assc-55079	169	27	a	a	DET
assc-55079	169	28	multidisciplinary	multidisciplinary	ADJ
assc-55079	169	29	approach	approach	NOUN
assc-55079	169	30	in	in	ADP
assc-55079	169	31	tackling	tackle	VERB
assc-55079	169	32	complex	complex	ADJ
assc-55079	169	33	urban	urban	ADJ
assc-55079	169	34	challenges	challenge	NOUN
assc-55079	169	35	.	.	PUNCT
assc-55079	170	1	looking	look	VERB
assc-55079	170	2	forward	forward	ADV
assc-55079	170	3	,	,	PUNCT
assc-55079	170	4	the	the	DET
assc-55079	170	5	research	research	NOUN
assc-55079	170	6	will	will	AUX
assc-55079	170	7	continue	continue	VERB
assc-55079	170	8	to	to	PART
assc-55079	170	9	explore	explore	VERB
assc-55079	170	10	enhancements	enhancement	NOUN
assc-55079	170	11	in	in	ADP
assc-55079	170	12	model	model	NOUN
assc-55079	170	13	architecture	architecture	NOUN
assc-55079	170	14	and	and	CCONJ
assc-55079	170	15	broaden	broaden	VERB
assc-55079	170	16	the	the	DET
assc-55079	170	17	application	application	NOUN
assc-55079	170	18	scope	scope	NOUN
assc-55079	170	19	of	of	ADP
assc-55079	170	20	the	the	DET
assc-55079	170	21	gcn	gcn	ADJ
assc-55079	170	22	-	-	PUNCT
assc-55079	170	23	lstm	lstm	ADJ
assc-55079	170	24	model	model	NOUN
assc-55079	170	25	.	.	PUNCT
assc-55079	171	1	future	future	ADJ
assc-55079	171	2	directions	direction	NOUN
assc-55079	171	3	include	include	VERB
assc-55079	171	4	:	:	PUNCT
assc-55079	171	5	(	(	PUNCT
assc-55079	171	6	1	1	X
assc-55079	171	7	)	)	PUNCT
assc-55079	171	8	exploration	exploration	NOUN
assc-55079	171	9	of	of	ADP
assc-55079	171	10	additional	additional	ADJ
assc-55079	171	11	data	datum	NOUN
assc-55079	171	12	sources	source	NOUN
assc-55079	171	13	and	and	CCONJ
assc-55079	171	14	fusion	fusion	NOUN
assc-55079	171	15	techniques	technique	NOUN
assc-55079	171	16	:	:	PUNCT
assc-55079	171	17	to	to	PART
assc-55079	171	18	further	far	ADV
assc-55079	171	19	improve	improve	VERB
assc-55079	171	20	the	the	DET
assc-55079	171	21	model	model	NOUN
assc-55079	171	22	’s	’s	PART
assc-55079	171	23	accuracy	accuracy	NOUN
assc-55079	171	24	and	and	CCONJ
assc-55079	171	25	adaptability	adaptability	NOUN
assc-55079	171	26	,	,	PUNCT
assc-55079	171	27	additional	additional	ADJ
assc-55079	171	28	types	type	NOUN
assc-55079	171	29	of	of	ADP
assc-55079	171	30	data	datum	NOUN
assc-55079	171	31	and	and	CCONJ
assc-55079	171	32	advanced	advanced	ADJ
assc-55079	171	33	data	data	NOUN
assc-55079	171	34	fusion	fusion	NOUN
assc-55079	171	35	techniques	technique	NOUN
assc-55079	171	36	will	will	AUX
assc-55079	171	37	be	be	AUX
assc-55079	171	38	explored	explore	VERB
assc-55079	171	39	.	.	PUNCT
assc-55079	172	1	(	(	PUNCT
assc-55079	172	2	2	2	X
assc-55079	172	3	)	)	PUNCT
assc-55079	172	4	expansion	expansion	NOUN
assc-55079	172	5	into	into	ADP
assc-55079	172	6	non	non	ADJ
assc-55079	172	7	-	-	ADJ
assc-55079	172	8	urban	urban	ADJ
assc-55079	172	9	applications	application	NOUN
assc-55079	172	10	:	:	PUNCT
assc-55079	172	11	investigating	investigate	VERB
assc-55079	172	12	the	the	DET
assc-55079	172	13	model	model	NOUN
assc-55079	172	14	’s	’s	PART
assc-55079	172	15	utility	utility	NOUN
assc-55079	172	16	in	in	ADP
assc-55079	172	17	non	non	ADJ
assc-55079	172	18	-	-	ADJ
assc-55079	172	19	urban	urban	ADJ
assc-55079	172	20	settings	setting	NOUN
assc-55079	172	21	such	such	ADJ
assc-55079	172	22	as	as	ADP
assc-55079	172	23	logistics	logistic	NOUN
assc-55079	172	24	and	and	CCONJ
assc-55079	172	25	supply	supply	NOUN
assc-55079	172	26	chain	chain	NOUN
assc-55079	172	27	management	management	NOUN
assc-55079	172	28	to	to	PART
assc-55079	172	29	optimize	optimize	VERB
assc-55079	172	30	the	the	DET
assc-55079	172	31	flow	flow	NOUN
assc-55079	172	32	of	of	ADP
assc-55079	172	33	goods	good	NOUN
assc-55079	172	34	and	and	CCONJ
assc-55079	172	35	services	service	NOUN
assc-55079	172	36	.	.	PUNCT
assc-55079	173	1	(	(	PUNCT
assc-55079	173	2	3	3	X
assc-55079	173	3	)	)	PUNCT
assc-55079	173	4	continual	continual	ADJ
assc-55079	173	5	model	model	NOUN
assc-55079	173	6	optimization	optimization	NOUN
assc-55079	173	7	and	and	CCONJ
assc-55079	173	8	adaptation	adaptation	NOUN
assc-55079	173	9	:	:	PUNCT
assc-55079	173	10	ongoing	ongoing	ADJ
assc-55079	173	11	efforts	effort	NOUN
assc-55079	173	12	will	will	AUX
assc-55079	173	13	be	be	AUX
assc-55079	173	14	made	make	VERB
assc-55079	173	15	to	to	PART
assc-55079	173	16	optimize	optimize	VERB
assc-55079	173	17	the	the	DET
assc-55079	173	18	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NOUN
assc-55079	173	19	advances	advance	NOUN
assc-55079	173	20	in	in	ADP
assc-55079	173	21	social	social	ADJ
assc-55079	173	22	science	science	NOUN
assc-55079	173	23	and	and	CCONJ
assc-55079	173	24	culture	culture	NOUN
assc-55079	173	25	vol	vol	NOUN
assc-55079	173	26	.	.	PROPN
assc-55079	174	1	6	6	NUM
assc-55079	175	1	no	no	NOUN
assc-55079	175	2	.	.	NOUN
assc-55079	175	3	5	5	NUM
assc-55079	175	4	,	,	PUNCT
assc-55079	175	5	2024	2024	NUM
assc-55079	175	6	published	publish	VERB
assc-55079	175	7	by	by	ADP
assc-55079	175	8	scholink	scholink	PROPN
assc-55079	175	9	inc	inc	PROPN
assc-55079	175	10	.	.	PROPN
assc-55079	175	11	40	40	NUM
assc-55079	175	12	model	model	NOUN
assc-55079	175	13	for	for	ADP
assc-55079	175	14	real	real	ADJ
assc-55079	175	15	-	-	PUNCT
assc-55079	175	16	time	time	NOUN
assc-55079	175	17	processing	processing	NOUN
assc-55079	175	18	capabilities	capability	NOUN
assc-55079	175	19	and	and	CCONJ
assc-55079	175	20	to	to	PART
assc-55079	175	21	ensure	ensure	VERB
assc-55079	175	22	it	it	PRON
assc-55079	175	23	remains	remain	VERB
assc-55079	175	24	adaptable	adaptable	ADJ
assc-55079	175	25	to	to	ADP
assc-55079	175	26	new	new	ADJ
assc-55079	175	27	traffic	traffic	NOUN
assc-55079	175	28	patterns	pattern	NOUN
assc-55079	175	29	and	and	CCONJ
assc-55079	175	30	urban	urban	ADJ
assc-55079	175	31	developments	development	NOUN
assc-55079	175	32	.	.	PUNCT
assc-55079	176	1	in	in	ADP
assc-55079	176	2	conclusion	conclusion	NOUN
assc-55079	176	3	,	,	PUNCT
assc-55079	176	4	the	the	DET
assc-55079	176	5	gcn	gcn	ADJ
assc-55079	176	6	-	-	PUNCT
assc-55079	176	7	lstm	lstm	ADJ
assc-55079	176	8	model	model	NOUN
assc-55079	176	9	not	not	PART
assc-55079	176	10	only	only	ADV
assc-55079	176	11	enhances	enhance	VERB
assc-55079	176	12	our	our	PRON
assc-55079	176	13	ability	ability	NOUN
assc-55079	176	14	to	to	PART
assc-55079	176	15	manage	manage	VERB
assc-55079	176	16	and	and	CCONJ
assc-55079	176	17	predict	predict	VERB
assc-55079	176	18	urban	urban	ADJ
assc-55079	176	19	traffic	traffic	NOUN
assc-55079	176	20	but	but	CCONJ
assc-55079	176	21	also	also	ADV
assc-55079	176	22	opens	open	VERB
assc-55079	176	23	new	new	ADJ
assc-55079	176	24	avenues	avenue	NOUN
assc-55079	176	25	for	for	ADP
assc-55079	176	26	research	research	NOUN
assc-55079	176	27	and	and	CCONJ
assc-55079	176	28	application	application	NOUN
assc-55079	176	29	in	in	ADP
assc-55079	176	30	broader	broad	ADJ
assc-55079	176	31	areas	area	NOUN
assc-55079	176	32	,	,	PUNCT
assc-55079	176	33	potentially	potentially	ADV
assc-55079	176	34	transforming	transform	VERB
assc-55079	176	35	how	how	SCONJ
assc-55079	176	36	we	we	PRON
assc-55079	176	37	understand	understand	VERB
assc-55079	176	38	and	and	CCONJ
assc-55079	176	39	interact	interact	VERB
assc-55079	176	40	with	with	ADP
assc-55079	176	41	urban	urban	ADJ
assc-55079	176	42	environments	environment	NOUN
assc-55079	176	43	.	.	PUNCT
assc-55079	177	1	acknowledgement	acknowledgement	NOUN
assc-55079	177	2	thanks	thank	NOUN
assc-55079	177	3	to	to	ADP
assc-55079	177	4	the	the	DET
assc-55079	177	5	chengdu	chengdu	PROPN
assc-55079	177	6	key	key	PROPN
assc-55079	177	7	research	research	NOUN
assc-55079	177	8	base	base	NOUN
assc-55079	177	9	of	of	ADP
assc-55079	177	10	philosophy	philosophy	NOUN
assc-55079	177	11	and	and	CCONJ
assc-55079	177	12	social	social	ADJ
assc-55079	177	13	sciences	sciences	PROPN
assc-55079	177	14	-	-	PUNCT
assc-55079	177	15	chengdu	chengdu	PROPN
assc-55079	177	16	transportation	transportation	PROPN
assc-55079	177	17	+	+	CCONJ
assc-55079	177	18	tourism	tourism	NOUN
assc-55079	177	19	big	big	ADJ
assc-55079	177	20	data	data	NOUN
assc-55079	177	21	application	application	NOUN
assc-55079	177	22	technology	technology	NOUN
assc-55079	177	23	research	research	NOUN
assc-55079	177	24	base	base	NOUN
assc-55079	177	25	for	for	ADP
assc-55079	177	26	its	its	PRON
assc-55079	177	27	support	support	NOUN
assc-55079	177	28	for	for	ADP
assc-55079	177	29	the	the	DET
assc-55079	177	30	2023	2023	NUM
assc-55079	177	31	project	project	NOUN
assc-55079	177	32	(	(	PUNCT
assc-55079	177	33	project	project	NOUN
assc-55079	177	34	no	no	INTJ
assc-55079	177	35	.	.	PUNCT
assc-55079	177	36	:	:	PUNCT
assc-55079	177	37	20231006	20231006	NUM
assc-55079	177	38	;	;	PUNCT
assc-55079	177	39	project	project	NOUN
assc-55079	177	40	category	category	NOUN
assc-55079	177	41	:	:	PUNCT
assc-55079	177	42	general	general	ADJ
assc-55079	177	43	project	project	NOUN
assc-55079	177	44	;	;	PUNCT
assc-55079	177	45	project	project	NOUN
assc-55079	177	46	name	name	NOUN
assc-55079	177	47	:	:	PUNCT
assc-55079	177	48	research	research	NOUN
assc-55079	177	49	on	on	ADP
assc-55079	177	50	chengdu	chengdu	PROPN
assc-55079	177	51	traffic	traffic	NOUN
assc-55079	177	52	flow	flow	NOUN
assc-55079	177	53	prediction	prediction	NOUN
assc-55079	177	54	based	base	VERB
assc-55079	177	55	on	on	ADP
assc-55079	177	56	neural	neural	ADJ
assc-55079	177	57	network	network	NOUN
assc-55079	177	58	algorithm	algorithm	NOUN
assc-55079	177	59	)	)	PUNCT
assc-55079	178	1	references	reference	NOUN
assc-55079	178	2	ahmed	ahme	VERB
assc-55079	178	3	,	,	PUNCT
assc-55079	178	4	m.	m.	PROPN
assc-55079	178	5	k.	k.	PROPN
assc-55079	178	6	,	,	PUNCT
assc-55079	178	7	&	&	CCONJ
assc-55079	178	8	kim	kim	PROPN
assc-55079	178	9	,	,	PUNCT
assc-55079	178	10	j.	j.	PROPN
assc-55079	178	11	h.	h.	PROPN
assc-55079	178	12	(	(	PUNCT
assc-55079	178	13	2021	2021	NUM
assc-55079	178	14	)	)	PUNCT
assc-55079	178	15	.	.	PUNCT
assc-55079	179	1	graph	graph	VERB
assc-55079	179	2	convolutional	convolutional	ADJ
assc-55079	179	3	networks	network	NOUN
assc-55079	179	4	for	for	ADP
assc-55079	179	5	traffic	traffic	NOUN
assc-55079	179	6	prediction	prediction	NOUN
assc-55079	179	7	based	base	VERB
assc-55079	179	8	on	on	ADP
assc-55079	179	9	dynamic	dynamic	ADJ
assc-55079	179	10	spatial	spatial	ADJ
assc-55079	179	11	-	-	PUNCT
assc-55079	179	12	temporal	temporal	ADJ
assc-55079	179	13	dependency	dependency	NOUN
assc-55079	179	14	.	.	PUNCT
assc-55079	180	1	journal	journal	NOUN
assc-55079	180	2	of	of	ADP
assc-55079	180	3	intelligent	intelligent	ADJ
assc-55079	180	4	transportation	transportation	NOUN
assc-55079	180	5	systems	system	NOUN
assc-55079	180	6	,	,	PUNCT
assc-55079	180	7	35(3	35(3	NUM
assc-55079	180	8	)	)	PUNCT
assc-55079	180	9	,	,	PUNCT
assc-55079	180	10	233	233	NUM
assc-55079	180	11	-	-	SYM
assc-55079	180	12	245	245	NUM
assc-55079	180	13	.	.	PUNCT
assc-55079	181	1	bai	bai	PROPN
assc-55079	181	2	,	,	PUNCT
assc-55079	181	3	c.	c.	PROPN
assc-55079	181	4	,	,	PUNCT
assc-55079	181	5	&	&	CCONJ
assc-55079	181	6	wang	wang	PROPN
assc-55079	181	7	,	,	PUNCT
assc-55079	181	8	d.	d.	PROPN
assc-55079	181	9	(	(	PUNCT
assc-55079	181	10	2022	2022	NUM
assc-55079	181	11	)	)	PUNCT
assc-55079	181	12	.	.	PUNCT
assc-55079	182	1	real	real	ADJ
assc-55079	182	2	-	-	PUNCT
assc-55079	182	3	time	time	NOUN
assc-55079	182	4	traffic	traffic	NOUN
assc-55079	182	5	flow	flow	NOUN
assc-55079	182	6	prediction	prediction	NOUN
assc-55079	182	7	with	with	ADP
assc-55079	182	8	integrated	integrate	VERB
assc-55079	182	9	cnn	cnn	PROPN
assc-55079	182	10	and	and	CCONJ
assc-55079	182	11	lstm	lstm	PROPN
assc-55079	182	12	networks	network	NOUN
assc-55079	182	13	.	.	PUNCT
assc-55079	183	1	transportation	transportation	NOUN
assc-55079	183	2	research	research	NOUN
assc-55079	183	3	part	part	NOUN
assc-55079	183	4	c	c	NOUN
assc-55079	183	5	:	:	PUNCT
assc-55079	183	6	emerging	emerge	VERB
assc-55079	183	7	technologies	technology	NOUN
assc-55079	183	8	,	,	PUNCT
assc-55079	183	9	129	129	NUM
assc-55079	183	10	,	,	PUNCT
assc-55079	183	11	103150	103150	NUM
assc-55079	183	12	.	.	PUNCT
assc-55079	184	1	chen	chen	PROPN
assc-55079	184	2	,	,	PUNCT
assc-55079	184	3	l.	l.	PROPN
assc-55079	184	4	,	,	PUNCT
assc-55079	184	5	&	&	CCONJ
assc-55079	184	6	liu	liu	PROPN
assc-55079	184	7	,	,	PUNCT
assc-55079	184	8	y.	y.	PROPN
assc-55079	184	9	(	(	PUNCT
assc-55079	184	10	2020	2020	NUM
assc-55079	184	11	)	)	PUNCT
assc-55079	184	12	.	.	PUNCT
assc-55079	185	1	traffic	traffic	NOUN
assc-55079	185	2	prediction	prediction	NOUN
assc-55079	185	3	using	use	VERB
assc-55079	185	4	deep	deep	ADJ
assc-55079	185	5	learning	learning	NOUN
assc-55079	185	6	methods	method	NOUN
assc-55079	185	7	with	with	ADP
assc-55079	185	8	spatial	spatial	ADJ
assc-55079	185	9	-	-	PUNCT
assc-55079	185	10	temporal	temporal	ADJ
assc-55079	185	11	correlations	correlation	NOUN
assc-55079	185	12	.	.	PUNCT
assc-55079	186	1	transportation	transportation	NOUN
assc-55079	186	2	research	research	NOUN
assc-55079	186	3	procedia	procedia	NOUN
assc-55079	186	4	,	,	PUNCT
assc-55079	186	5	48	48	NUM
assc-55079	186	6	,	,	PUNCT
assc-55079	186	7	2999	2999	NUM
assc-55079	186	8	-	-	SYM
assc-55079	186	9	3010	3010	NUM
assc-55079	186	10	.	.	PUNCT
assc-55079	187	1	gupta	gupta	PROPN
assc-55079	187	2	,	,	PUNCT
assc-55079	187	3	a.	a.	PROPN
assc-55079	187	4	,	,	PUNCT
assc-55079	187	5	&	&	CCONJ
assc-55079	187	6	doshi	doshi	PROPN
assc-55079	187	7	,	,	PUNCT
assc-55079	187	8	r.	r.	PROPN
assc-55079	187	9	(	(	PUNCT
assc-55079	187	10	2023	2023	NUM
assc-55079	187	11	)	)	PUNCT
assc-55079	187	12	.	.	PUNCT
assc-55079	188	1	a	a	DET
assc-55079	188	2	survey	survey	NOUN
assc-55079	188	3	on	on	ADP
assc-55079	188	4	traffic	traffic	NOUN
assc-55079	188	5	data	datum	NOUN
assc-55079	188	6	prediction	prediction	NOUN
assc-55079	188	7	using	use	VERB
assc-55079	188	8	machine	machine	NOUN
assc-55079	188	9	learning	learning	NOUN
assc-55079	188	10	and	and	CCONJ
assc-55079	188	11	deep	deep	ADJ
assc-55079	188	12	learning	learning	NOUN
assc-55079	188	13	techniques	technique	NOUN
assc-55079	188	14	.	.	PUNCT
assc-55079	189	1	expert	expert	NOUN
assc-55079	189	2	systems	system	NOUN
assc-55079	189	3	with	with	ADP
assc-55079	189	4	applications	application	NOUN
assc-55079	189	5	,	,	PUNCT
assc-55079	189	6	184	184	NUM
assc-55079	189	7	,	,	PUNCT
assc-55079	189	8	115584	115584	NUM
assc-55079	189	9	.	.	PUNCT
assc-55079	190	1	lee	lee	PROPN
assc-55079	190	2	,	,	PUNCT
assc-55079	190	3	j.	j.	PROPN
assc-55079	190	4	k.	k.	PROPN
assc-55079	190	5	,	,	PUNCT
assc-55079	190	6	&	&	CCONJ
assc-55079	190	7	park	park	PROPN
assc-55079	190	8	,	,	PUNCT
assc-55079	190	9	s.	s.	PROPN
assc-55079	190	10	y.	y.	PROPN
assc-55079	190	11	(	(	PUNCT
assc-55079	190	12	2019	2019	NUM
assc-55079	190	13	)	)	PUNCT
assc-55079	190	14	.	.	PUNCT
assc-55079	191	1	deep	deep	ADJ
assc-55079	191	2	learning	learning	NOUN
assc-55079	191	3	-	-	PUNCT
assc-55079	191	4	based	base	VERB
assc-55079	191	5	traffic	traffic	NOUN
assc-55079	191	6	flow	flow	NOUN
assc-55079	191	7	prediction	prediction	NOUN
assc-55079	191	8	considering	consider	VERB
assc-55079	191	9	spatial	spatial	ADJ
assc-55079	191	10	-	-	PUNCT
assc-55079	191	11	temporal	temporal	ADJ
assc-55079	191	12	correlations	correlation	NOUN
assc-55079	191	13	.	.	PUNCT
assc-55079	192	1	journal	journal	NOUN
assc-55079	192	2	of	of	ADP
assc-55079	192	3	computational	computational	ADJ
assc-55079	192	4	design	design	NOUN
assc-55079	192	5	and	and	CCONJ
assc-55079	192	6	engineering	engineering	NOUN
assc-55079	192	7	,	,	PUNCT
assc-55079	192	8	6(4	6(4	NOUN
assc-55079	192	9	)	)	PUNCT
assc-55079	192	10	,	,	PUNCT
assc-55079	192	11	516	516	NUM
assc-55079	192	12	-	-	SYM
assc-55079	192	13	524	524	NUM
assc-55079	192	14	.	.	PUNCT
assc-55079	193	1	lin	lin	PROPN
assc-55079	193	2	,	,	PUNCT
assc-55079	193	3	t.	t.	PROPN
assc-55079	193	4	,	,	PUNCT
assc-55079	193	5	&	&	CCONJ
assc-55079	193	6	zhou	zhou	PROPN
assc-55079	193	7	,	,	PUNCT
assc-55079	193	8	p.	p.	NOUN
assc-55079	193	9	(	(	PUNCT
assc-55079	193	10	2021	2021	NUM
assc-55079	193	11	)	)	PUNCT
assc-55079	193	12	.	.	PUNCT
assc-55079	194	1	improving	improve	VERB
assc-55079	194	2	urban	urban	ADJ
assc-55079	194	3	traffic	traffic	NOUN
assc-55079	194	4	flow	flow	NOUN
assc-55079	194	5	predictions	prediction	NOUN
assc-55079	194	6	with	with	ADP
assc-55079	194	7	transfer	transfer	NOUN
assc-55079	194	8	learning	learning	NOUN
assc-55079	194	9	techniques	technique	NOUN
assc-55079	194	10	.	.	PUNCT
assc-55079	195	1	ieee	ieee	NOUN
assc-55079	195	2	transactions	transaction	NOUN
assc-55079	195	3	on	on	ADP
assc-55079	195	4	intelligent	intelligent	ADJ
assc-55079	195	5	transportation	transportation	NOUN
assc-55079	195	6	systems	system	NOUN
assc-55079	195	7	,	,	PUNCT
assc-55079	195	8	22(10	22(10	NUM
assc-55079	195	9	)	)	PUNCT
assc-55079	195	10	,	,	PUNCT
assc-55079	195	11	6397	6397	NUM
assc-55079	195	12	-	-	SYM
assc-55079	195	13	6406	6406	NUM
assc-55079	195	14	.	.	PUNCT
assc-55079	196	1	singh	singh	PROPN
assc-55079	196	2	,	,	PUNCT
assc-55079	196	3	k.	k.	PROPN
assc-55079	196	4	p.	p.	PROPN
assc-55079	196	5	,	,	PUNCT
assc-55079	196	6	&	&	CCONJ
assc-55079	196	7	gupta	gupta	PROPN
assc-55079	196	8	,	,	PUNCT
assc-55079	196	9	i.	i.	PROPN
assc-55079	196	10	(	(	PUNCT
assc-55079	196	11	2020	2020	NUM
assc-55079	196	12	)	)	PUNCT
assc-55079	196	13	.	.	PUNCT
assc-55079	197	1	utilization	utilization	NOUN
assc-55079	197	2	of	of	ADP
assc-55079	197	3	lstm	lstm	PROPN
assc-55079	197	4	and	and	CCONJ
assc-55079	197	5	gru	gru	VERB
assc-55079	197	6	neural	neural	ADJ
assc-55079	197	7	network	network	NOUN
assc-55079	197	8	methods	method	NOUN
assc-55079	197	9	for	for	ADP
assc-55079	197	10	traffic	traffic	NOUN
assc-55079	197	11	flow	flow	NOUN
assc-55079	197	12	forecasting	forecasting	NOUN
assc-55079	197	13	:	:	PUNCT
assc-55079	197	14	a	a	DET
assc-55079	197	15	comparative	comparative	ADJ
assc-55079	197	16	study	study	NOUN
assc-55079	197	17	.	.	PUNCT
assc-55079	198	1	neural	neural	ADJ
assc-55079	198	2	computing	computing	NOUN
assc-55079	198	3	and	and	CCONJ
assc-55079	198	4	applications	application	NOUN
assc-55079	198	5	,	,	PUNCT
assc-55079	198	6	32(15	32(15	NUM
assc-55079	198	7	)	)	PUNCT
assc-55079	198	8	,	,	PUNCT
assc-55079	198	9	10847	10847	NUM
assc-55079	198	10	-	-	SYM
assc-55079	198	11	10859	10859	NUM
assc-55079	198	12	.	.	PUNCT
assc-55079	199	1	wang	wang	PROPN
assc-55079	199	2	,	,	PUNCT
assc-55079	199	3	y.	y.	PROPN
assc-55079	199	4	,	,	PUNCT
assc-55079	199	5	zhang	zhang	PROPN
assc-55079	199	6	,	,	PUNCT
assc-55079	199	7	d.	d.	PROPN
assc-55079	199	8	,	,	PUNCT
assc-55079	199	9	liu	liu	PROPN
assc-55079	199	10	,	,	PUNCT
assc-55079	199	11	q.	q.	PROPN
assc-55079	199	12	,	,	PUNCT
assc-55079	199	13	shen	shen	PROPN
assc-55079	199	14	,	,	PUNCT
assc-55079	199	15	f.	f.	PROPN
assc-55079	199	16	,	,	PUNCT
assc-55079	199	17	&	&	CCONJ
assc-55079	199	18	lee	lee	PROPN
assc-55079	199	19	,	,	PUNCT
assc-55079	199	20	l.	l.	PROPN
assc-55079	199	21	h.	h.	PROPN
assc-55079	199	22	(	(	PUNCT
assc-55079	199	23	2023	2023	NUM
assc-55079	199	24	)	)	PUNCT
assc-55079	199	25	.	.	PUNCT
assc-55079	200	1	federated	federate	VERB
assc-55079	200	2	learning	learning	NOUN
assc-55079	200	3	for	for	ADP
assc-55079	200	4	urban	urban	ADJ
assc-55079	200	5	traffic	traffic	NOUN
assc-55079	200	6	prediction	prediction	NOUN
assc-55079	200	7	with	with	ADP
assc-55079	200	8	graph	graph	NOUN
assc-55079	200	9	neural	neural	ADJ
assc-55079	200	10	networks	network	NOUN
assc-55079	200	11	.	.	PUNCT
assc-55079	201	1	transportation	transportation	NOUN
assc-55079	201	2	research	research	NOUN
assc-55079	201	3	part	part	NOUN
assc-55079	201	4	c	c	NOUN
assc-55079	201	5	:	:	PUNCT
assc-55079	201	6	emerging	emerge	VERB
assc-55079	201	7	technologies	technology	NOUN
assc-55079	201	8	,	,	PUNCT
assc-55079	201	9	138	138	NUM
assc-55079	201	10	,	,	PUNCT
assc-55079	201	11	103442	103442	NUM
assc-55079	201	12	.	.	PUNCT
assc-55079	202	1	xu	xu	PROPN
assc-55079	202	2	,	,	PUNCT
assc-55079	202	3	b.	b.	PROPN
assc-55079	202	4	,	,	PUNCT
assc-55079	202	5	&	&	CCONJ
assc-55079	202	6	guo	guo	PROPN
assc-55079	202	7	,	,	PUNCT
assc-55079	202	8	x.	x.	NOUN
assc-55079	202	9	(	(	PUNCT
assc-55079	202	10	2022	2022	NUM
assc-55079	202	11	)	)	PUNCT
assc-55079	202	12	.	.	PUNCT
assc-55079	203	1	advanced	advanced	ADJ
assc-55079	203	2	traffic	traffic	NOUN
assc-55079	203	3	management	management	NOUN
assc-55079	203	4	systems	system	NOUN
assc-55079	203	5	:	:	PUNCT
assc-55079	203	6	integration	integration	NOUN
assc-55079	203	7	of	of	ADP
assc-55079	203	8	deep	deep	ADJ
assc-55079	203	9	learning	learning	NOUN
assc-55079	203	10	models	model	NOUN
assc-55079	203	11	for	for	ADP
assc-55079	203	12	predictive	predictive	ADJ
assc-55079	203	13	analytics	analytic	NOUN
assc-55079	203	14	.	.	PUNCT
assc-55079	204	1	ieee	ieee	NOUN
assc-55079	204	2	transactions	transaction	NOUN
assc-55079	204	3	on	on	ADP
assc-55079	204	4	vehicular	vehicular	ADJ
assc-55079	204	5	technology	technology	NOUN
assc-55079	204	6	,	,	PUNCT
assc-55079	204	7	71(2	71(2	NUM
assc-55079	204	8	)	)	PUNCT
assc-55079	204	9	,	,	PUNCT
assc-55079	204	10	1429	1429	NUM
assc-55079	204	11	-	-	SYM
assc-55079	204	12	1441	1441	NUM
assc-55079	204	13	.	.	PUNCT
assc-55079	205	1	zhao	zhao	PROPN
assc-55079	205	2	,	,	PUNCT
assc-55079	205	3	j.	j.	PROPN
assc-55079	205	4	,	,	PUNCT
assc-55079	205	5	&	&	CCONJ
assc-55079	205	6	cao	cao	PROPN
assc-55079	205	7	,	,	PUNCT
assc-55079	205	8	y.	y.	PROPN
assc-55079	205	9	(	(	PUNCT
assc-55079	205	10	2019	2019	NUM
assc-55079	205	11	)	)	PUNCT
assc-55079	205	12	.	.	PUNCT
assc-55079	206	1	forecasting	forecast	VERB
assc-55079	206	2	urban	urban	ADJ
assc-55079	206	3	traffic	traffic	NOUN
assc-55079	206	4	flow	flow	NOUN
assc-55079	206	5	using	use	VERB
assc-55079	206	6	deep	deep	ADJ
assc-55079	206	7	convolutional	convolutional	ADJ
assc-55079	206	8	neural	neural	ADJ
assc-55079	206	9	networks	network	NOUN
assc-55079	206	10	.	.	PUNCT
assc-55079	207	1	transportation	transportation	NOUN
assc-55079	207	2	letters	letter	NOUN
assc-55079	207	3	,	,	PUNCT
assc-55079	207	4	11(8	11(8	NUM
assc-55079	207	5	)	)	PUNCT
assc-55079	207	6	,	,	PUNCT
assc-55079	207	7	409	409	NUM
assc-55079	207	8	-	-	SYM
assc-55079	207	9	416	416	NUM
assc-55079	207	10	.	.	PUNCT
assc-55079	208	1	original	original	ADJ
assc-55079	208	2	paper	paper	NOUN
assc-55079	208	3	research	research	NOUN
assc-55079	208	4	and	and	CCONJ
assc-55079	208	5	application	application	NOUN
assc-55079	208	6	of	of	ADP
assc-55079	208	7	traffic	traffic	NOUN
assc-55079	208	8	flow	flow	NOUN
assc-55079	208	9	predictio	predictio	NOUN
assc-55079	208	10	menglu	menglu	PROPN
assc-55079	208	11	yu1	yu1	PROPN
assc-55079	208	12	*	*	PROPN
assc-55079	208	13	1	1	NUM
assc-55079	208	14	urban	urban	ADJ
assc-55079	208	15	and	and	CCONJ
assc-55079	208	16	rural	rural	ADJ
assc-55079	208	17	construction	construction	NOUN
assc-55079	208	18	department	department	NOUN
assc-55079	208	19	,	,	PUNCT
assc-55079	208	20	southwe	southwe	PROPN
assc-55079	208	21	*	*	PUNCT
assc-55079	208	22	yu	yu	PROPN
assc-55079	208	23	menglu	menglu	PROPN
assc-55079	208	24	,	,	PUNCT
assc-55079	208	25	urban	urban	ADJ
assc-55079	208	26	and	and	CCONJ
assc-55079	208	27	rural	rural	ADJ
assc-55079	208	28	construction	construction	NOUN
assc-55079	208	29	departme	departme	NOUN
assc-55079	208	30	abstract	abstract	NOUN