id	sid	tid	token	lemma	pos
fumecheng-13166	1	1	plane	plane	NOUN
fumecheng-13166	1	2	thermoelastic	thermoelastic	ADJ
fumecheng-13166	1	3	waves	wave	NOUN
fumecheng-13166	1	4	in	in	ADP
fumecheng-13166	1	5	infinite	infinite	ADJ
fumecheng-13166	1	6	half	half	ADJ
fumecheng-13166	1	7	-	-	PUNCT
fumecheng-13166	1	8	space	space	NOUN
fumecheng-13166	1	9	caused	cause	VERB
fumecheng-13166	1	10	facta	facta	PROPN
fumecheng-13166	1	11	universitatis	universitatis	PROPN
fumecheng-13166	1	12	series	series	NOUN
fumecheng-13166	1	13	:	:	PUNCT
fumecheng-13166	1	14	mechanical	mechanical	ADJ
fumecheng-13166	1	15	engineering	engineering	NOUN
fumecheng-13166	1	16	https://doi.org/10.22190/fume241128018h	https://doi.org/10.22190/fume241128018h	NOUN
fumecheng-13166	1	17	©	©	PROPN
fumecheng-13166	1	18	2025	2025	NUM
fumecheng-13166	1	19	by	by	ADP
fumecheng-13166	1	20	university	university	PROPN
fumecheng-13166	1	21	of	of	ADP
fumecheng-13166	1	22	niš	niš	PROPN
fumecheng-13166	1	23	,	,	PUNCT
fumecheng-13166	1	24	serbia	serbia	PROPN
fumecheng-13166	1	25	|	|	ADV
fumecheng-13166	1	26	creative	creative	ADJ
fumecheng-13166	1	27	commons	common	NOUN
fumecheng-13166	1	28	license	license	NOUN
fumecheng-13166	1	29	:	:	PUNCT
fumecheng-13166	1	30	cc	cc	VERB
fumecheng-13166	1	31	by	by	ADP
fumecheng-13166	1	32	-	-	PUNCT
fumecheng-13166	1	33	nc	nc	VERB
fumecheng-13166	1	34	-	-	PUNCT
fumecheng-13166	1	35	nd	nd	ADV
fumecheng-13166	1	36	original	original	ADJ
fumecheng-13166	1	37	scientific	scientific	ADJ
fumecheng-13166	1	38	paper	paper	X
fumecheng-13166	1	39	enhancing	enhance	VERB
fumecheng-13166	1	40	support	support	NOUN
fumecheng-13166	1	41	vector	vector	NOUN
fumecheng-13166	1	42	machine	machine	NOUN
fumecheng-13166	1	43	performance	performance	NOUN
fumecheng-13166	1	44	in	in	ADP
fumecheng-13166	1	45	forecasting	forecast	VERB
fumecheng-13166	1	46	the	the	DET
fumecheng-13166	1	47	number	number	NOUN
fumecheng-13166	1	48	of	of	ADP
fumecheng-13166	1	49	vehicles	vehicle	NOUN
fumecheng-13166	1	50	involved	involve	VERB
fumecheng-13166	1	51	in	in	ADP
fumecheng-13166	1	52	traffic	traffic	NOUN
fumecheng-13166	1	53	crashes	crash	NOUN
fumecheng-13166	1	54	via	via	ADP
fumecheng-13166	1	55	metaheuristic	metaheuristic	ADJ
fumecheng-13166	1	56	optimization	optimization	NOUN
fumecheng-13166	1	57	algorithms	algorithms	PROPN
fumecheng-13166	1	58	sina	sina	PROPN
fumecheng-13166	1	59	s.	s.	PROPN
fumecheng-13166	1	60	haghshenas1	haghshenas1	PROPN
fumecheng-13166	1	61	,	,	PUNCT
fumecheng-13166	1	62	mohammad	mohammad	PROPN
fumecheng-13166	1	63	hassan	hassan	PROPN
fumecheng-13166	1	64	m.	m.	PROPN
fumecheng-13166	1	65	seraji1	seraji1	PROPN
fumecheng-13166	1	66	,	,	PUNCT
fumecheng-13166	1	67	sami	sami	PROPN
fumecheng-13166	1	68	s.	s.	PROPN
fumecheng-13166	1	69	haghshenas1	haghshenas1	PROPN
fumecheng-13166	1	70	,	,	PUNCT
fumecheng-13166	1	71	giuseppe	giuseppe	PROPN
fumecheng-13166	1	72	guido1	guido1	PROPN
fumecheng-13166	1	73	,	,	PUNCT
fumecheng-13166	1	74	vittorio	vittorio	PROPN
fumecheng-13166	1	75	astarita1	astarita1	PROPN
fumecheng-13166	1	76	,	,	PUNCT
fumecheng-13166	1	77	vladimir	vladimir	PROPN
fumecheng-13166	1	78	simic2,3,4	simic2,3,4	PROPN
fumecheng-13166	1	79	,	,	PUNCT
fumecheng-13166	1	80	dragan	dragan	VERB
fumecheng-13166	1	81	marinkovic5	marinkovic5	PUNCT
fumecheng-13166	2	1	1department	1department	NUM
fumecheng-13166	2	2	of	of	ADP
fumecheng-13166	2	3	civil	civil	ADJ
fumecheng-13166	2	4	engineering	engineering	NOUN
fumecheng-13166	2	5	,	,	PUNCT
fumecheng-13166	2	6	university	university	NOUN
fumecheng-13166	2	7	of	of	ADP
fumecheng-13166	2	8	calabria	calabria	PROPN
fumecheng-13166	2	9	,	,	PUNCT
fumecheng-13166	2	10	via	via	ADP
fumecheng-13166	2	11	bucci	bucci	PROPN
fumecheng-13166	2	12	,	,	PUNCT
fumecheng-13166	2	13	rende	rende	PROPN
fumecheng-13166	2	14	,	,	PUNCT
fumecheng-13166	2	15	italy	italy	PROPN
fumecheng-13166	2	16	2university	2university	NUM
fumecheng-13166	2	17	of	of	ADP
fumecheng-13166	2	18	belgrade	belgrade	PROPN
fumecheng-13166	2	19	,	,	PUNCT
fumecheng-13166	2	20	faculty	faculty	NOUN
fumecheng-13166	2	21	of	of	ADP
fumecheng-13166	2	22	transport	transport	NOUN
fumecheng-13166	2	23	and	and	CCONJ
fumecheng-13166	2	24	traffic	traffic	NOUN
fumecheng-13166	2	25	engineering	engineering	NOUN
fumecheng-13166	2	26	,	,	PUNCT
fumecheng-13166	2	27	belgrade	belgrade	PROPN
fumecheng-13166	2	28	,	,	PUNCT
fumecheng-13166	2	29	serbia	serbia	PROPN
fumecheng-13166	2	30	3yuan	3yuan	PROPN
fumecheng-13166	2	31	ze	ze	PROPN
fumecheng-13166	2	32	university	university	PROPN
fumecheng-13166	2	33	,	,	PUNCT
fumecheng-13166	2	34	college	college	NOUN
fumecheng-13166	2	35	of	of	ADP
fumecheng-13166	2	36	engineering	engineering	NOUN
fumecheng-13166	2	37	,	,	PUNCT
fumecheng-13166	2	38	department	department	NOUN
fumecheng-13166	2	39	of	of	ADP
fumecheng-13166	2	40	industrial	industrial	ADJ
fumecheng-13166	2	41	engineering	engineering	NOUN
fumecheng-13166	2	42	and	and	CCONJ
fumecheng-13166	2	43	management	management	NOUN
fumecheng-13166	2	44	,	,	PUNCT
fumecheng-13166	2	45	taoyuan	taoyuan	PROPN
fumecheng-13166	2	46	city	city	PROPN
fumecheng-13166	2	47	,	,	PUNCT
fumecheng-13166	2	48	taiwan	taiwan	PROPN
fumecheng-13166	2	49	4department	4department	NUM
fumecheng-13166	2	50	of	of	ADP
fumecheng-13166	2	51	computer	computer	NOUN
fumecheng-13166	2	52	science	science	NOUN
fumecheng-13166	2	53	and	and	CCONJ
fumecheng-13166	2	54	engineering	engineering	NOUN
fumecheng-13166	2	55	,	,	PUNCT
fumecheng-13166	2	56	college	college	NOUN
fumecheng-13166	2	57	of	of	ADP
fumecheng-13166	2	58	informatics	informatics	PROPN
fumecheng-13166	2	59	,	,	PUNCT
fumecheng-13166	2	60	korea	korea	PROPN
fumecheng-13166	2	61	university	university	PROPN
fumecheng-13166	2	62	,	,	PUNCT
fumecheng-13166	2	63	seoul	seoul	PROPN
fumecheng-13166	2	64	,	,	PUNCT
fumecheng-13166	2	65	republic	republic	NOUN
fumecheng-13166	2	66	of	of	ADP
fumecheng-13166	2	67	korea	korea	PROPN
fumecheng-13166	2	68	5institute	5institute	NUM
fumecheng-13166	2	69	of	of	ADP
fumecheng-13166	2	70	mechanical	mechanical	ADJ
fumecheng-13166	2	71	science	science	NOUN
fumecheng-13166	2	72	,	,	PUNCT
fumecheng-13166	2	73	vilnius	vilnius	PROPN
fumecheng-13166	2	74	gediminas	gediminas	PROPN
fumecheng-13166	2	75	technical	technical	PROPN
fumecheng-13166	2	76	university	university	PROPN
fumecheng-13166	2	77	,	,	PUNCT
fumecheng-13166	2	78	lithuania	lithuania	PROPN
fumecheng-13166	2	79	abstract	abstract	NOUN
fumecheng-13166	2	80	.	.	PUNCT
fumecheng-13166	3	1	traffic	traffic	NOUN
fumecheng-13166	3	2	accidents	accident	NOUN
fumecheng-13166	3	3	cause	cause	VERB
fumecheng-13166	3	4	huge	huge	ADJ
fumecheng-13166	3	5	financial	financial	ADJ
fumecheng-13166	3	6	,	,	PUNCT
fumecheng-13166	3	7	human	human	ADJ
fumecheng-13166	3	8	,	,	PUNCT
fumecheng-13166	3	9	and	and	CCONJ
fumecheng-13166	3	10	emotional	emotional	ADJ
fumecheng-13166	3	11	losses	loss	NOUN
fumecheng-13166	3	12	every	every	DET
fumecheng-13166	3	13	year	year	NOUN
fumecheng-13166	3	14	.	.	PUNCT
fumecheng-13166	4	1	with	with	ADP
fumecheng-13166	4	2	increased	increase	VERB
fumecheng-13166	4	3	urbanization	urbanization	NOUN
fumecheng-13166	4	4	and	and	CCONJ
fumecheng-13166	4	5	population	population	NOUN
fumecheng-13166	4	6	growth	growth	NOUN
fumecheng-13166	4	7	,	,	PUNCT
fumecheng-13166	4	8	safety	safety	NOUN
fumecheng-13166	4	9	problems	problem	NOUN
fumecheng-13166	4	10	are	be	AUX
fumecheng-13166	4	11	also	also	ADV
fumecheng-13166	4	12	increasing	increase	VERB
fumecheng-13166	4	13	.	.	PUNCT
fumecheng-13166	5	1	this	this	DET
fumecheng-13166	5	2	study	study	NOUN
fumecheng-13166	5	3	develops	develop	VERB
fumecheng-13166	5	4	a	a	DET
fumecheng-13166	5	5	novel	novel	ADJ
fumecheng-13166	5	6	approach	approach	NOUN
fumecheng-13166	5	7	by	by	ADP
fumecheng-13166	5	8	integrating	integrate	VERB
fumecheng-13166	5	9	support	support	NOUN
fumecheng-13166	5	10	vector	vector	NOUN
fumecheng-13166	5	11	machine	machine	NOUN
fumecheng-13166	5	12	(	(	PUNCT
fumecheng-13166	5	13	svm	svm	PROPN
fumecheng-13166	5	14	)	)	PUNCT
fumecheng-13166	5	15	with	with	ADP
fumecheng-13166	5	16	advanced	advanced	ADJ
fumecheng-13166	5	17	meta	meta	ADJ
fumecheng-13166	5	18	-	-	PUNCT
fumecheng-13166	5	19	heuristic	heuristic	ADJ
fumecheng-13166	5	20	algorithms	algorithm	NOUN
fumecheng-13166	5	21	to	to	PART
fumecheng-13166	5	22	build	build	VERB
fumecheng-13166	5	23	a	a	DET
fumecheng-13166	5	24	classification	classification	NOUN
fumecheng-13166	5	25	model	model	NOUN
fumecheng-13166	5	26	of	of	ADP
fumecheng-13166	5	27	the	the	DET
fumecheng-13166	5	28	number	number	NOUN
fumecheng-13166	5	29	of	of	ADP
fumecheng-13166	5	30	vehicles	vehicle	NOUN
fumecheng-13166	5	31	involved	involve	VERB
fumecheng-13166	5	32	in	in	ADP
fumecheng-13166	5	33	a	a	DET
fumecheng-13166	5	34	traffic	traffic	NOUN
fumecheng-13166	5	35	accident	accident	NOUN
fumecheng-13166	5	36	and	and	CCONJ
fumecheng-13166	5	37	the	the	DET
fumecheng-13166	5	38	ranking	ranking	NOUN
fumecheng-13166	5	39	of	of	ADP
fumecheng-13166	5	40	factors	factor	NOUN
fumecheng-13166	5	41	contributing	contribute	VERB
fumecheng-13166	5	42	to	to	ADP
fumecheng-13166	5	43	the	the	DET
fumecheng-13166	5	44	accident	accident	NOUN
fumecheng-13166	5	45	,	,	PUNCT
fumecheng-13166	5	46	which	which	PRON
fumecheng-13166	5	47	is	be	AUX
fumecheng-13166	5	48	essential	essential	ADJ
fumecheng-13166	5	49	for	for	ADP
fumecheng-13166	5	50	improving	improve	VERB
fumecheng-13166	5	51	transportation	transportation	NOUN
fumecheng-13166	5	52	safety	safety	NOUN
fumecheng-13166	5	53	management	management	NOUN
fumecheng-13166	5	54	.	.	PUNCT
fumecheng-13166	6	1	for	for	ADP
fumecheng-13166	6	2	this	this	DET
fumecheng-13166	6	3	purpose	purpose	NOUN
fumecheng-13166	6	4	,	,	PUNCT
fumecheng-13166	6	5	nine	nine	NUM
fumecheng-13166	6	6	factors	factor	NOUN
fumecheng-13166	6	7	contributing	contribute	VERB
fumecheng-13166	6	8	to	to	ADP
fumecheng-13166	6	9	impacting	impact	VERB
fumecheng-13166	6	10	road	road	NOUN
fumecheng-13166	6	11	safe	safe	ADJ
fumecheng-13166	6	12	transport	transport	NOUN
fumecheng-13166	6	13	in	in	ADP
fumecheng-13166	6	14	urban	urban	ADJ
fumecheng-13166	6	15	areas	area	NOUN
fumecheng-13166	6	16	of	of	ADP
fumecheng-13166	6	17	cosenza	cosenza	PROPN
fumecheng-13166	6	18	,	,	PUNCT
fumecheng-13166	6	19	southern	southern	PROPN
fumecheng-13166	6	20	italy	italy	PROPN
fumecheng-13166	6	21	,	,	PUNCT
fumecheng-13166	6	22	are	be	AUX
fumecheng-13166	6	23	assessed	assess	VERB
fumecheng-13166	6	24	and	and	CCONJ
fumecheng-13166	6	25	ranked	rank	VERB
fumecheng-13166	6	26	through	through	ADP
fumecheng-13166	6	27	the	the	DET
fumecheng-13166	6	28	application	application	NOUN
fumecheng-13166	6	29	of	of	ADP
fumecheng-13166	6	30	a	a	DET
fumecheng-13166	6	31	stochastic	stochastic	ADJ
fumecheng-13166	6	32	approach	approach	NOUN
fumecheng-13166	6	33	.	.	PUNCT
fumecheng-13166	7	1	these	these	DET
fumecheng-13166	7	2	features	feature	NOUN
fumecheng-13166	7	3	were	be	AUX
fumecheng-13166	7	4	determined	determine	VERB
fumecheng-13166	7	5	using	use	VERB
fumecheng-13166	7	6	machine	machine	NOUN
fumecheng-13166	7	7	learning	learning	NOUN
fumecheng-13166	7	8	techniques	technique	NOUN
fumecheng-13166	7	9	,	,	PUNCT
fumecheng-13166	7	10	including	include	VERB
fumecheng-13166	7	11	svm	svm	PROPN
fumecheng-13166	7	12	,	,	PUNCT
fumecheng-13166	7	13	combined	combine	VERB
fumecheng-13166	7	14	with	with	ADP
fumecheng-13166	7	15	some	some	DET
fumecheng-13166	7	16	metaheuristic	metaheuristic	ADJ
fumecheng-13166	7	17	optimization	optimization	NOUN
fumecheng-13166	7	18	methods	method	NOUN
fumecheng-13166	7	19	involving	involve	VERB
fumecheng-13166	7	20	the	the	DET
fumecheng-13166	7	21	cuckoo	cuckoo	NOUN
fumecheng-13166	7	22	search	search	NOUN
fumecheng-13166	7	23	algorithm	algorithm	NOUN
fumecheng-13166	7	24	(	(	PUNCT
fumecheng-13166	7	25	csa	csa	PROPN
fumecheng-13166	7	26	)	)	PUNCT
fumecheng-13166	7	27	,	,	PUNCT
fumecheng-13166	7	28	multi	multi	ADJ
fumecheng-13166	7	29	-	-	ADJ
fumecheng-13166	7	30	verse	verse	ADJ
fumecheng-13166	7	31	optimizer	optimizer	NOUN
fumecheng-13166	7	32	(	(	PUNCT
fumecheng-13166	7	33	mvo	mvo	NOUN
fumecheng-13166	7	34	)	)	PUNCT
fumecheng-13166	7	35	,	,	PUNCT
fumecheng-13166	7	36	and	and	CCONJ
fumecheng-13166	7	37	whale	whale	NOUN
fumecheng-13166	7	38	optimization	optimization	NOUN
fumecheng-13166	7	39	algorithm	algorithm	NOUN
fumecheng-13166	7	40	(	(	PUNCT
fumecheng-13166	7	41	woa	woa	NOUN
fumecheng-13166	7	42	)	)	PUNCT
fumecheng-13166	7	43	.	.	PUNCT
fumecheng-13166	8	1	with	with	ADP
fumecheng-13166	8	2	the	the	DET
fumecheng-13166	8	3	svm	svm	ADJ
fumecheng-13166	8	4	-	-	ADJ
fumecheng-13166	8	5	woa	woa	ADJ
fumecheng-13166	8	6	algorithm	algorithm	NOUN
fumecheng-13166	8	7	offering	offer	VERB
fumecheng-13166	8	8	a	a	DET
fumecheng-13166	8	9	great	great	ADJ
fumecheng-13166	8	10	accuracy	accuracy	NOUN
fumecheng-13166	8	11	value	value	NOUN
fumecheng-13166	8	12	,	,	PUNCT
fumecheng-13166	8	13	the	the	DET
fumecheng-13166	8	14	results	result	NOUN
fumecheng-13166	8	15	reveal	reveal	VERB
fumecheng-13166	8	16	that	that	SCONJ
fumecheng-13166	8	17	these	these	DET
fumecheng-13166	8	18	approaches	approach	NOUN
fumecheng-13166	8	19	are	be	AUX
fumecheng-13166	8	20	successful	successful	ADJ
fumecheng-13166	8	21	in	in	ADP
fumecheng-13166	8	22	detecting	detect	VERB
fumecheng-13166	8	23	elements	element	NOUN
fumecheng-13166	8	24	influencing	influence	VERB
fumecheng-13166	8	25	traffic	traffic	NOUN
fumecheng-13166	8	26	safety	safety	NOUN
fumecheng-13166	8	27	management	management	NOUN
fumecheng-13166	8	28	in	in	ADP
fumecheng-13166	8	29	road	road	NOUN
fumecheng-13166	8	30	transportation	transportation	NOUN
fumecheng-13166	8	31	.	.	PUNCT
fumecheng-13166	9	1	key	key	ADJ
fumecheng-13166	9	2	words	word	NOUN
fumecheng-13166	9	3	:	:	PUNCT
fumecheng-13166	9	4	traffic	traffic	NOUN
fumecheng-13166	9	5	safety	safety	NOUN
fumecheng-13166	9	6	,	,	PUNCT
fumecheng-13166	9	7	accident	accident	NOUN
fumecheng-13166	9	8	factors	factor	NOUN
fumecheng-13166	9	9	,	,	PUNCT
fumecheng-13166	9	10	urban	urban	ADJ
fumecheng-13166	9	11	areas	area	NOUN
fumecheng-13166	9	12	,	,	PUNCT
fumecheng-13166	9	13	machine	machine	NOUN
fumecheng-13166	9	14	learning	learning	NOUN
fumecheng-13166	9	15	,	,	PUNCT
fumecheng-13166	9	16	metaheuristic	metaheuristic	ADJ
fumecheng-13166	9	17	optimization	optimization	NOUN
fumecheng-13166	9	18	methods	method	NOUN
fumecheng-13166	9	19	received	receive	VERB
fumecheng-13166	9	20	:	:	PUNCT
fumecheng-13166	9	21	november	november	PROPN
fumecheng-13166	9	22	28	28	NUM
fumecheng-13166	9	23	,	,	PUNCT
fumecheng-13166	9	24	2024	2024	NUM
fumecheng-13166	9	25	/	/	SYM
fumecheng-13166	9	26	accepted	accept	VERB
fumecheng-13166	9	27	april	april	PROPN
fumecheng-13166	9	28	15	15	NUM
fumecheng-13166	9	29	,	,	PUNCT
fumecheng-13166	9	30	2025	2025	NUM
fumecheng-13166	9	31	corresponding	correspond	VERB
fumecheng-13166	9	32	author	author	NOUN
fumecheng-13166	9	33	:	:	PUNCT
fumecheng-13166	9	34	vladimir	vladimir	PROPN
fumecheng-13166	9	35	simic	simic	PROPN
fumecheng-13166	9	36	university	university	PROPN
fumecheng-13166	9	37	of	of	ADP
fumecheng-13166	9	38	belgrade	belgrade	PROPN
fumecheng-13166	9	39	,	,	PUNCT
fumecheng-13166	9	40	faculty	faculty	NOUN
fumecheng-13166	9	41	of	of	ADP
fumecheng-13166	9	42	transport	transport	NOUN
fumecheng-13166	9	43	and	and	CCONJ
fumecheng-13166	9	44	traffic	traffic	NOUN
fumecheng-13166	9	45	engineering	engineering	NOUN
fumecheng-13166	9	46	,	,	PUNCT
fumecheng-13166	9	47	vojvode	vojvode	PROPN
fumecheng-13166	9	48	stepe	stepe	NOUN
fumecheng-13166	9	49	,	,	PUNCT
fumecheng-13166	9	50	belgrade	belgrade	PROPN
fumecheng-13166	9	51	,	,	PUNCT
fumecheng-13166	9	52	serbia	serbia	PROPN
fumecheng-13166	9	53	e	e	NOUN
fumecheng-13166	9	54	-	-	NOUN
fumecheng-13166	9	55	mail	mail	NOUN
fumecheng-13166	9	56	:	:	PUNCT
fumecheng-13166	9	57	vsima@sf.bg.ac.rs	vsima@sf.bg.ac.rs	PROPN
fumecheng-13166	9	58	2	2	NUM
fumecheng-13166	9	59	s.	s.	PROPN
fumecheng-13166	9	60	s.	s.	PROPN
fumecheng-13166	9	61	haghshenas	haghshenas	PROPN
fumecheng-13166	9	62	,	,	PUNCT
fumecheng-13166	9	63	m.	m.	NOUN
fumecheng-13166	9	64	h.	h.	PROPN
fumecheng-13166	9	65	m.	m.	PROPN
fumecheng-13166	9	66	seraji	seraji	PROPN
fumecheng-13166	9	67	,	,	PUNCT
fumecheng-13166	9	68	s.	s.	PROPN
fumecheng-13166	9	69	s.	s.	PROPN
fumecheng-13166	9	70	haghshenas	haghshenas	PROPN
fumecheng-13166	9	71	,	,	PUNCT
fumecheng-13166	9	72	et	et	PROPN
fumecheng-13166	9	73	al	al	PROPN
fumecheng-13166	9	74	.	.	PROPN
fumecheng-13166	10	1	1	1	NUM
fumecheng-13166	10	2	.	.	PUNCT
fumecheng-13166	11	1	introduction	introduction	NOUN
fumecheng-13166	11	2	traffic	traffic	NOUN
fumecheng-13166	11	3	accidents	accident	NOUN
fumecheng-13166	11	4	pose	pose	VERB
fumecheng-13166	11	5	a	a	DET
fumecheng-13166	11	6	severe	severe	ADJ
fumecheng-13166	11	7	challenge	challenge	NOUN
fumecheng-13166	11	8	globally	globally	ADV
fumecheng-13166	11	9	in	in	ADP
fumecheng-13166	11	10	terms	term	NOUN
fumecheng-13166	11	11	of	of	ADP
fumecheng-13166	11	12	great	great	ADJ
fumecheng-13166	11	13	economic	economic	ADJ
fumecheng-13166	11	14	losses	loss	NOUN
fumecheng-13166	11	15	,	,	PUNCT
fumecheng-13166	11	16	human	human	ADJ
fumecheng-13166	11	17	fatalities	fatality	NOUN
fumecheng-13166	11	18	,	,	PUNCT
fumecheng-13166	11	19	injuries	injury	NOUN
fumecheng-13166	11	20	,	,	PUNCT
fumecheng-13166	11	21	and	and	CCONJ
fumecheng-13166	11	22	even	even	ADV
fumecheng-13166	11	23	serious	serious	ADJ
fumecheng-13166	11	24	emotional	emotional	ADJ
fumecheng-13166	11	25	and	and	CCONJ
fumecheng-13166	11	26	psychological	psychological	ADJ
fumecheng-13166	11	27	effects	effect	NOUN
fumecheng-13166	11	28	on	on	ADP
fumecheng-13166	11	29	people	people	NOUN
fumecheng-13166	11	30	and	and	CCONJ
fumecheng-13166	11	31	society	society	NOUN
fumecheng-13166	11	32	.	.	PUNCT
fumecheng-13166	12	1	growing	grow	VERB
fumecheng-13166	12	2	urbanization	urbanization	NOUN
fumecheng-13166	12	3	and	and	CCONJ
fumecheng-13166	12	4	population	population	NOUN
fumecheng-13166	12	5	seem	seem	VERB
fumecheng-13166	12	6	to	to	PART
fumecheng-13166	12	7	increase	increase	VERB
fumecheng-13166	12	8	the	the	DET
fumecheng-13166	12	9	need	need	NOUN
fumecheng-13166	12	10	for	for	ADP
fumecheng-13166	12	11	ensuring	ensure	VERB
fumecheng-13166	12	12	better	well	ADJ
fumecheng-13166	12	13	road	road	NOUN
fumecheng-13166	12	14	safety	safety	NOUN
fumecheng-13166	12	15	and	and	CCONJ
fumecheng-13166	12	16	adopting	adopt	VERB
fumecheng-13166	12	17	effective	effective	ADJ
fumecheng-13166	12	18	traffic	traffic	NOUN
fumecheng-13166	12	19	management	management	NOUN
fumecheng-13166	12	20	strategies	strategy	NOUN
fumecheng-13166	12	21	[	[	X
fumecheng-13166	12	22	1	1	NUM
fumecheng-13166	12	23	,	,	PUNCT
fumecheng-13166	12	24	2	2	NUM
fumecheng-13166	12	25	]	]	PUNCT
fumecheng-13166	12	26	.	.	PUNCT
fumecheng-13166	13	1	basically	basically	ADV
fumecheng-13166	13	2	,	,	PUNCT
fumecheng-13166	13	3	improvement	improvement	NOUN
fumecheng-13166	13	4	in	in	ADP
fumecheng-13166	13	5	road	road	NOUN
fumecheng-13166	13	6	safety	safety	NOUN
fumecheng-13166	13	7	relates	relate	VERB
fumecheng-13166	13	8	to	to	ADP
fumecheng-13166	13	9	the	the	DET
fumecheng-13166	13	10	identification	identification	NOUN
fumecheng-13166	13	11	and	and	CCONJ
fumecheng-13166	13	12	understanding	understanding	NOUN
fumecheng-13166	13	13	of	of	ADP
fumecheng-13166	13	14	various	various	ADJ
fumecheng-13166	13	15	factors	factor	NOUN
fumecheng-13166	13	16	leading	lead	VERB
fumecheng-13166	13	17	to	to	ADP
fumecheng-13166	13	18	traffic	traffic	NOUN
fumecheng-13166	13	19	accidents	accident	NOUN
fumecheng-13166	13	20	.	.	PUNCT
fumecheng-13166	14	1	the	the	DET
fumecheng-13166	14	2	value	value	NOUN
fumecheng-13166	14	3	of	of	ADP
fumecheng-13166	14	4	such	such	ADJ
fumecheng-13166	14	5	knowledge	knowledge	NOUN
fumecheng-13166	14	6	is	be	AUX
fumecheng-13166	14	7	quite	quite	ADV
fumecheng-13166	14	8	substantial	substantial	ADJ
fumecheng-13166	14	9	for	for	ADP
fumecheng-13166	14	10	decisions	decision	NOUN
fumecheng-13166	14	11	and	and	CCONJ
fumecheng-13166	14	12	steps	step	VERB
fumecheng-13166	14	13	transportation	transportation	NOUN
fumecheng-13166	14	14	professionals	professional	NOUN
fumecheng-13166	14	15	need	need	VERB
fumecheng-13166	14	16	to	to	PART
fumecheng-13166	14	17	take	take	VERB
fumecheng-13166	14	18	while	while	SCONJ
fumecheng-13166	14	19	designing	design	VERB
fumecheng-13166	14	20	and	and	CCONJ
fumecheng-13166	14	21	implementing	implement	VERB
fumecheng-13166	14	22	appropriate	appropriate	ADJ
fumecheng-13166	14	23	measures	measure	NOUN
fumecheng-13166	14	24	to	to	PART
fumecheng-13166	14	25	minimize	minimize	VERB
fumecheng-13166	14	26	the	the	DET
fumecheng-13166	14	27	risk	risk	NOUN
fumecheng-13166	14	28	of	of	ADP
fumecheng-13166	14	29	accidents	accident	NOUN
fumecheng-13166	14	30	and	and	CCONJ
fumecheng-13166	14	31	make	make	VERB
fumecheng-13166	14	32	roads	road	NOUN
fumecheng-13166	14	33	safer	safe	ADJ
fumecheng-13166	14	34	[	[	X
fumecheng-13166	14	35	1	1	NUM
fumecheng-13166	14	36	,	,	PUNCT
fumecheng-13166	14	37	3	3	NUM
fumecheng-13166	14	38	]	]	PUNCT
fumecheng-13166	14	39	.	.	PUNCT
fumecheng-13166	15	1	conventional	conventional	ADJ
fumecheng-13166	15	2	methods	method	NOUN
fumecheng-13166	15	3	for	for	ADP
fumecheng-13166	15	4	traffic	traffic	NOUN
fumecheng-13166	15	5	accident	accident	NOUN
fumecheng-13166	15	6	prediction	prediction	NOUN
fumecheng-13166	15	7	,	,	PUNCT
fumecheng-13166	15	8	most	most	ADJ
fumecheng-13166	15	9	of	of	ADP
fumecheng-13166	15	10	them	they	PRON
fumecheng-13166	15	11	rooted	root	VERB
fumecheng-13166	15	12	in	in	ADP
fumecheng-13166	15	13	statistical	statistical	ADJ
fumecheng-13166	15	14	models	model	NOUN
fumecheng-13166	15	15	and	and	CCONJ
fumecheng-13166	15	16	regression	regression	NOUN
fumecheng-13166	15	17	analysis	analysis	NOUN
fumecheng-13166	15	18	,	,	PUNCT
fumecheng-13166	15	19	normally	normally	ADV
fumecheng-13166	15	20	operate	operate	VERB
fumecheng-13166	15	21	under	under	ADP
fumecheng-13166	15	22	the	the	DET
fumecheng-13166	15	23	assumption	assumption	NOUN
fumecheng-13166	15	24	of	of	ADP
fumecheng-13166	15	25	linear	linear	ADJ
fumecheng-13166	15	26	relationships	relationship	NOUN
fumecheng-13166	15	27	between	between	ADP
fumecheng-13166	15	28	contributing	contribute	VERB
fumecheng-13166	15	29	factors	factor	NOUN
fumecheng-13166	15	30	and	and	CCONJ
fumecheng-13166	15	31	accident	accident	NOUN
fumecheng-13166	15	32	occurrences	occurrence	NOUN
fumecheng-13166	15	33	.	.	PUNCT
fumecheng-13166	16	1	these	these	DET
fumecheng-13166	16	2	models	model	NOUN
fumecheng-13166	16	3	assume	assume	VERB
fumecheng-13166	16	4	linear	linear	ADJ
fumecheng-13166	16	5	relationships	relationship	NOUN
fumecheng-13166	16	6	,	,	PUNCT
fumecheng-13166	16	7	which	which	PRON
fumecheng-13166	16	8	often	often	ADV
fumecheng-13166	16	9	fail	fail	VERB
fumecheng-13166	16	10	to	to	PART
fumecheng-13166	16	11	capture	capture	VERB
fumecheng-13166	16	12	the	the	DET
fumecheng-13166	16	13	nonlinear	nonlinear	ADJ
fumecheng-13166	16	14	dynamics	dynamic	NOUN
fumecheng-13166	16	15	of	of	ADP
fumecheng-13166	16	16	real	real	ADJ
fumecheng-13166	16	17	-	-	PUNCT
fumecheng-13166	16	18	world	world	NOUN
fumecheng-13166	16	19	traffic	traffic	NOUN
fumecheng-13166	16	20	systems	system	NOUN
fumecheng-13166	16	21	.	.	PUNCT
fumecheng-13166	17	1	these	these	DET
fumecheng-13166	17	2	limitations	limitation	NOUN
fumecheng-13166	17	3	have	have	AUX
fumecheng-13166	17	4	consequently	consequently	ADV
fumecheng-13166	17	5	made	make	VERB
fumecheng-13166	17	6	advanced	advanced	ADJ
fumecheng-13166	17	7	computational	computational	ADJ
fumecheng-13166	17	8	methods	method	NOUN
fumecheng-13166	17	9	,	,	PUNCT
fumecheng-13166	17	10	including	include	VERB
fumecheng-13166	17	11	techniques	technique	NOUN
fumecheng-13166	17	12	of	of	ADP
fumecheng-13166	17	13	artificial	artificial	ADJ
fumecheng-13166	17	14	intelligence	intelligence	NOUN
fumecheng-13166	17	15	(	(	PUNCT
fumecheng-13166	17	16	ai	ai	NOUN
fumecheng-13166	17	17	)	)	PUNCT
fumecheng-13166	17	18	and	and	CCONJ
fumecheng-13166	17	19	machine	machine	NOUN
fumecheng-13166	17	20	learning	learning	NOUN
fumecheng-13166	17	21	(	(	PUNCT
fumecheng-13166	17	22	ml	ml	NOUN
fumecheng-13166	17	23	)	)	PUNCT
fumecheng-13166	17	24	,	,	PUNCT
fumecheng-13166	17	25	increasingly	increasingly	ADV
fumecheng-13166	17	26	embraced	embrace	VERB
fumecheng-13166	17	27	by	by	ADP
fumecheng-13166	17	28	researchers	researcher	NOUN
fumecheng-13166	17	29	in	in	ADP
fumecheng-13166	17	30	their	their	PRON
fumecheng-13166	17	31	struggle	struggle	NOUN
fumecheng-13166	17	32	to	to	PART
fumecheng-13166	17	33	improve	improve	VERB
fumecheng-13166	17	34	predictive	predictive	ADJ
fumecheng-13166	17	35	modeling	modeling	NOUN
fumecheng-13166	17	36	capability	capability	NOUN
fumecheng-13166	17	37	[	[	X
fumecheng-13166	17	38	4	4	NUM
fumecheng-13166	17	39	]	]	PUNCT
fumecheng-13166	17	40	.	.	PUNCT
fumecheng-13166	18	1	the	the	DET
fumecheng-13166	18	2	nature	nature	NOUN
fumecheng-13166	18	3	of	of	ADP
fumecheng-13166	18	4	complexity	complexity	NOUN
fumecheng-13166	18	5	in	in	ADP
fumecheng-13166	18	6	such	such	ADJ
fumecheng-13166	18	7	approaches	approach	NOUN
fumecheng-13166	18	8	means	mean	VERB
fumecheng-13166	18	9	they	they	PRON
fumecheng-13166	18	10	are	be	AUX
fumecheng-13166	18	11	very	very	ADV
fumecheng-13166	18	12	good	good	ADJ
fumecheng-13166	18	13	at	at	ADP
fumecheng-13166	18	14	unraveling	unravel	VERB
fumecheng-13166	18	15	complex	complex	ADJ
fumecheng-13166	18	16	patterns	pattern	NOUN
fumecheng-13166	18	17	and	and	CCONJ
fumecheng-13166	18	18	relationships	relationship	NOUN
fumecheng-13166	18	19	that	that	PRON
fumecheng-13166	18	20	may	may	AUX
fumecheng-13166	18	21	exist	exist	VERB
fumecheng-13166	18	22	yet	yet	ADV
fumecheng-13166	18	23	remain	remain	VERB
fumecheng-13166	18	24	obscure	obscure	ADJ
fumecheng-13166	18	25	in	in	ADP
fumecheng-13166	18	26	high	high	ADJ
fumecheng-13166	18	27	-	-	PUNCT
fumecheng-13166	18	28	dimensional	dimensional	ADJ
fumecheng-13166	18	29	data	datum	NOUN
fumecheng-13166	18	30	,	,	PUNCT
fumecheng-13166	18	31	an	an	DET
fumecheng-13166	18	32	attribute	attribute	NOUN
fumecheng-13166	18	33	particularly	particularly	ADV
fumecheng-13166	18	34	appropriate	appropriate	ADJ
fumecheng-13166	18	35	in	in	ADP
fumecheng-13166	18	36	the	the	DET
fumecheng-13166	18	37	context	context	NOUN
fumecheng-13166	18	38	of	of	ADP
fumecheng-13166	18	39	traffic	traffic	NOUN
fumecheng-13166	18	40	accident	accident	NOUN
fumecheng-13166	18	41	prediction	prediction	NOUN
fumecheng-13166	18	42	.	.	PUNCT
fumecheng-13166	19	1	among	among	ADP
fumecheng-13166	19	2	these	these	PRON
fumecheng-13166	19	3	,	,	PUNCT
fumecheng-13166	19	4	support	support	VERB
fumecheng-13166	19	5	vector	vector	NOUN
fumecheng-13166	19	6	machines	machine	NOUN
fumecheng-13166	19	7	(	(	PUNCT
fumecheng-13166	19	8	svms	svms	NOUN
fumecheng-13166	19	9	)	)	PUNCT
fumecheng-13166	19	10	have	have	AUX
fumecheng-13166	19	11	drawn	draw	VERB
fumecheng-13166	19	12	significant	significant	ADJ
fumecheng-13166	19	13	attention	attention	NOUN
fumecheng-13166	19	14	due	due	ADP
fumecheng-13166	19	15	to	to	ADP
fumecheng-13166	19	16	their	their	PRON
fumecheng-13166	19	17	capability	capability	NOUN
fumecheng-13166	19	18	to	to	PART
fumecheng-13166	19	19	deal	deal	VERB
fumecheng-13166	19	20	with	with	ADP
fumecheng-13166	19	21	nonlinear	nonlinear	ADJ
fumecheng-13166	19	22	and	and	CCONJ
fumecheng-13166	19	23	high	high	ADJ
fumecheng-13166	19	24	-	-	PUNCT
fumecheng-13166	19	25	dimensional	dimensional	ADJ
fumecheng-13166	19	26	input	input	NOUN
fumecheng-13166	19	27	effectively	effectively	ADV
fumecheng-13166	19	28	.	.	PUNCT
fumecheng-13166	20	1	svms	svms	NOUN
fumecheng-13166	20	2	are	be	AUX
fumecheng-13166	20	3	grounded	ground	VERB
fumecheng-13166	20	4	in	in	ADP
fumecheng-13166	20	5	statistical	statistical	ADJ
fumecheng-13166	20	6	learning	learning	NOUN
fumecheng-13166	20	7	theory	theory	NOUN
fumecheng-13166	20	8	.	.	PUNCT
fumecheng-13166	21	1	they	they	PRON
fumecheng-13166	21	2	also	also	ADV
fumecheng-13166	21	3	perform	perform	VERB
fumecheng-13166	21	4	with	with	ADP
fumecheng-13166	21	5	a	a	DET
fumecheng-13166	21	6	great	great	ADJ
fumecheng-13166	21	7	deal	deal	NOUN
fumecheng-13166	21	8	of	of	ADP
fumecheng-13166	21	9	consistency	consistency	NOUN
fumecheng-13166	21	10	compared	compare	VERB
fumecheng-13166	21	11	to	to	ADP
fumecheng-13166	21	12	conventional	conventional	ADJ
fumecheng-13166	21	13	statistical	statistical	ADJ
fumecheng-13166	21	14	models	model	NOUN
fumecheng-13166	21	15	that	that	PRON
fumecheng-13166	21	16	not	not	PART
fumecheng-13166	21	17	only	only	ADV
fumecheng-13166	21	18	stress	stress	VERB
fumecheng-13166	21	19	better	well	ADJ
fumecheng-13166	21	20	accuracy	accuracy	NOUN
fumecheng-13166	21	21	but	but	CCONJ
fumecheng-13166	21	22	also	also	ADV
fumecheng-13166	21	23	generalized	generalized	ADJ
fumecheng-13166	21	24	capability	capability	NOUN
fumecheng-13166	21	25	.	.	PUNCT
fumecheng-13166	22	1	other	other	ADJ
fumecheng-13166	22	2	researchers	researcher	NOUN
fumecheng-13166	22	3	have	have	AUX
fumecheng-13166	22	4	focused	focus	VERB
fumecheng-13166	22	5	on	on	ADP
fumecheng-13166	22	6	improving	improve	VERB
fumecheng-13166	22	7	the	the	DET
fumecheng-13166	22	8	prediction	prediction	NOUN
fumecheng-13166	22	9	capability	capability	NOUN
fumecheng-13166	22	10	of	of	ADP
fumecheng-13166	22	11	the	the	DET
fumecheng-13166	22	12	svms	svms	NOUN
fumecheng-13166	22	13	using	use	VERB
fumecheng-13166	22	14	metaheuristic	metaheuristic	ADJ
fumecheng-13166	22	15	optimization	optimization	NOUN
fumecheng-13166	22	16	algorithms	algorithm	NOUN
fumecheng-13166	22	17	[	[	X
fumecheng-13166	22	18	5	5	NUM
fumecheng-13166	22	19	]	]	PUNCT
fumecheng-13166	22	20	.	.	PUNCT
fumecheng-13166	23	1	the	the	DET
fumecheng-13166	23	2	metaheuristic	metaheuristic	ADJ
fumecheng-13166	23	3	algorithms	algorithm	NOUN
fumecheng-13166	23	4	are	be	AUX
fumecheng-13166	23	5	inspired	inspire	VERB
fumecheng-13166	23	6	by	by	ADP
fumecheng-13166	23	7	natural	natural	ADJ
fumecheng-13166	23	8	phenomena	phenomenon	NOUN
fumecheng-13166	23	9	such	such	ADJ
fumecheng-13166	23	10	as	as	ADP
fumecheng-13166	23	11	evolutionary	evolutionary	ADJ
fumecheng-13166	23	12	processes	process	NOUN
fumecheng-13166	23	13	and	and	CCONJ
fumecheng-13166	23	14	swarm	swarm	NOUN
fumecheng-13166	23	15	behavior	behavior	NOUN
fumecheng-13166	23	16	that	that	PRON
fumecheng-13166	23	17	provide	provide	VERB
fumecheng-13166	23	18	ways	way	NOUN
fumecheng-13166	23	19	of	of	ADP
fumecheng-13166	23	20	improving	improve	VERB
fumecheng-13166	23	21	the	the	DET
fumecheng-13166	23	22	parameters	parameter	NOUN
fumecheng-13166	23	23	used	use	VERB
fumecheng-13166	23	24	by	by	ADP
fumecheng-13166	23	25	the	the	DET
fumecheng-13166	23	26	svms	svms	NOUN
fumecheng-13166	23	27	with	with	ADP
fumecheng-13166	23	28	the	the	DET
fumecheng-13166	23	29	aim	aim	NOUN
fumecheng-13166	23	30	of	of	ADP
fumecheng-13166	23	31	increasing	increase	VERB
fumecheng-13166	23	32	their	their	PRON
fumecheng-13166	23	33	predictive	predictive	ADJ
fumecheng-13166	23	34	accuracy	accuracy	NOUN
fumecheng-13166	23	35	and	and	CCONJ
fumecheng-13166	23	36	efficiency	efficiency	NOUN
fumecheng-13166	23	37	.	.	PUNCT
fumecheng-13166	24	1	a	a	DET
fumecheng-13166	24	2	wide	wide	ADJ
fumecheng-13166	24	3	range	range	NOUN
fumecheng-13166	24	4	of	of	ADP
fumecheng-13166	24	5	metaheuristic	metaheuristic	ADJ
fumecheng-13166	24	6	methods	method	NOUN
fumecheng-13166	24	7	,	,	PUNCT
fumecheng-13166	24	8	each	each	PRON
fumecheng-13166	24	9	with	with	ADP
fumecheng-13166	24	10	distinct	distinct	ADJ
fumecheng-13166	24	11	advantages	advantage	NOUN
fumecheng-13166	24	12	and	and	CCONJ
fumecheng-13166	24	13	constraints	constraint	NOUN
fumecheng-13166	24	14	,	,	PUNCT
fumecheng-13166	24	15	have	have	AUX
fumecheng-13166	24	16	been	be	AUX
fumecheng-13166	24	17	effectively	effectively	ADV
fumecheng-13166	24	18	used	use	VERB
fumecheng-13166	24	19	to	to	PART
fumecheng-13166	24	20	optimize	optimize	VERB
fumecheng-13166	24	21	svm	svm	ADJ
fumecheng-13166	24	22	models	model	NOUN
fumecheng-13166	24	23	in	in	ADP
fumecheng-13166	24	24	several	several	ADJ
fumecheng-13166	24	25	areas	area	NOUN
fumecheng-13166	24	26	,	,	PUNCT
fumecheng-13166	24	27	including	include	VERB
fumecheng-13166	24	28	the	the	DET
fumecheng-13166	24	29	crucial	crucial	ADJ
fumecheng-13166	24	30	space	space	NOUN
fumecheng-13166	24	31	of	of	ADP
fumecheng-13166	24	32	traffic	traffic	NOUN
fumecheng-13166	24	33	accident	accident	NOUN
fumecheng-13166	24	34	prediction	prediction	NOUN
fumecheng-13166	25	1	[	[	X
fumecheng-13166	25	2	6	6	NUM
fumecheng-13166	25	3	-	-	SYM
fumecheng-13166	25	4	8	8	NUM
fumecheng-13166	25	5	]	]	PUNCT
fumecheng-13166	25	6	.	.	PUNCT
fumecheng-13166	26	1	this	this	PRON
fumecheng-13166	26	2	is	be	AUX
fumecheng-13166	26	3	notwithstanding	notwithstanding	ADP
fumecheng-13166	26	4	the	the	DET
fumecheng-13166	26	5	fact	fact	NOUN
fumecheng-13166	26	6	that	that	SCONJ
fumecheng-13166	26	7	all	all	DET
fumecheng-13166	26	8	these	these	DET
fumecheng-13166	26	9	highly	highly	ADV
fumecheng-13166	26	10	remarkable	remarkable	ADJ
fumecheng-13166	26	11	achievements	achievement	NOUN
fumecheng-13166	26	12	have	have	AUX
fumecheng-13166	26	13	been	be	AUX
fumecheng-13166	26	14	recorded	record	VERB
fumecheng-13166	26	15	over	over	ADP
fumecheng-13166	26	16	the	the	DET
fumecheng-13166	26	17	recent	recent	ADJ
fumecheng-13166	26	18	years	year	NOUN
fumecheng-13166	26	19	in	in	ADP
fumecheng-13166	26	20	the	the	DET
fumecheng-13166	26	21	area	area	NOUN
fumecheng-13166	26	22	of	of	ADP
fumecheng-13166	26	23	traffic	traffic	NOUN
fumecheng-13166	26	24	accident	accident	NOUN
fumecheng-13166	26	25	prediction	prediction	NOUN
fumecheng-13166	26	26	using	use	VERB
fumecheng-13166	26	27	svms	svms	NOUN
fumecheng-13166	26	28	combined	combine	VERB
fumecheng-13166	26	29	with	with	ADP
fumecheng-13166	26	30	metaheuristic	metaheuristic	ADJ
fumecheng-13166	26	31	optimization	optimization	NOUN
fumecheng-13166	26	32	.	.	PUNCT
fumecheng-13166	27	1	besides	besides	SCONJ
fumecheng-13166	27	2	,	,	PUNCT
fumecheng-13166	27	3	many	many	ADJ
fumecheng-13166	27	4	challenges	challenge	NOUN
fumecheng-13166	27	5	persist	persist	VERB
fumecheng-13166	27	6	.	.	PUNCT
fumecheng-13166	28	1	first	first	ADV
fumecheng-13166	28	2	,	,	PUNCT
fumecheng-13166	28	3	the	the	DET
fumecheng-13166	28	4	computational	computational	ADJ
fumecheng-13166	28	5	complexity	complexity	NOUN
fumecheng-13166	28	6	of	of	ADP
fumecheng-13166	28	7	developing	develop	VERB
fumecheng-13166	28	8	processes	process	NOUN
fumecheng-13166	28	9	for	for	ADP
fumecheng-13166	28	10	the	the	DET
fumecheng-13166	28	11	svm	svm	ADJ
fumecheng-13166	28	12	models	model	NOUN
fumecheng-13166	28	13	makes	make	VERB
fumecheng-13166	28	14	it	it	PRON
fumecheng-13166	28	15	difficult	difficult	ADJ
fumecheng-13166	28	16	to	to	PART
fumecheng-13166	28	17	deploy	deploy	VERB
fumecheng-13166	28	18	them	they	PRON
fumecheng-13166	28	19	in	in	ADP
fumecheng-13166	28	20	real	real	ADJ
fumecheng-13166	28	21	situations	situation	NOUN
fumecheng-13166	28	22	and	and	CCONJ
fumecheng-13166	28	23	further	further	ADJ
fumecheng-13166	28	24	scalability	scalability	NOUN
fumecheng-13166	28	25	is	be	AUX
fumecheng-13166	28	26	hard	hard	ADJ
fumecheng-13166	28	27	,	,	PUNCT
fumecheng-13166	28	28	especially	especially	ADV
fumecheng-13166	28	29	when	when	SCONJ
fumecheng-13166	28	30	united	unite	VERB
fumecheng-13166	28	31	with	with	ADP
fumecheng-13166	28	32	metaheuristic	metaheuristic	ADJ
fumecheng-13166	28	33	optimization	optimization	NOUN
fumecheng-13166	28	34	[	[	X
fumecheng-13166	28	35	5	5	NUM
fumecheng-13166	28	36	]	]	PUNCT
fumecheng-13166	28	37	.	.	PUNCT
fumecheng-13166	29	1	second	second	ADJ
fumecheng-13166	29	2	,	,	PUNCT
fumecheng-13166	29	3	the	the	DET
fumecheng-13166	29	4	volume	volume	NOUN
fumecheng-13166	29	5	and	and	CCONJ
fumecheng-13166	29	6	quality	quality	NOUN
fumecheng-13166	29	7	of	of	ADP
fumecheng-13166	29	8	the	the	DET
fumecheng-13166	29	9	input	input	NOUN
fumecheng-13166	29	10	data	datum	NOUN
fumecheng-13166	29	11	,	,	PUNCT
fumecheng-13166	29	12	including	include	VERB
fumecheng-13166	29	13	real	real	ADJ
fumecheng-13166	29	14	-	-	PUNCT
fumecheng-13166	29	15	time	time	NOUN
fumecheng-13166	29	16	traffic	traffic	NOUN
fumecheng-13166	29	17	flow	flow	NOUN
fumecheng-13166	29	18	and	and	CCONJ
fumecheng-13166	29	19	weather	weather	NOUN
fumecheng-13166	29	20	,	,	PUNCT
fumecheng-13166	29	21	fundamentally	fundamentally	ADV
fumecheng-13166	29	22	influence	influence	VERB
fumecheng-13166	29	23	the	the	DET
fumecheng-13166	29	24	accuracy	accuracy	NOUN
fumecheng-13166	29	25	of	of	ADP
fumecheng-13166	29	26	prediction	prediction	NOUN
fumecheng-13166	29	27	models	model	NOUN
fumecheng-13166	29	28	[	[	X
fumecheng-13166	29	29	9	9	NUM
fumecheng-13166	29	30	]	]	PUNCT
fumecheng-13166	29	31	.	.	PUNCT
fumecheng-13166	30	1	consequently	consequently	ADV
fumecheng-13166	30	2	,	,	PUNCT
fumecheng-13166	30	3	this	this	PRON
fumecheng-13166	30	4	implies	imply	VERB
fumecheng-13166	30	5	that	that	SCONJ
fumecheng-13166	30	6	,	,	PUNCT
fumecheng-13166	30	7	with	with	ADP
fumecheng-13166	30	8	increasing	increase	VERB
fumecheng-13166	30	9	urgency	urgency	NOUN
fumecheng-13166	30	10	for	for	ADP
fumecheng-13166	30	11	finding	find	VERB
fumecheng-13166	30	12	a	a	DET
fumecheng-13166	30	13	solution	solution	NOUN
fumecheng-13166	30	14	to	to	ADP
fumecheng-13166	30	15	such	such	ADJ
fumecheng-13166	30	16	problems	problem	NOUN
fumecheng-13166	30	17	,	,	PUNCT
fumecheng-13166	30	18	computation	computation	NOUN
fumecheng-13166	30	19	-	-	PUNCT
fumecheng-13166	30	20	efficient	efficient	ADJ
fumecheng-13166	30	21	algorithms	algorithm	NOUN
fumecheng-13166	30	22	that	that	PRON
fumecheng-13166	30	23	can	can	AUX
fumecheng-13166	30	24	emerge	emerge	VERB
fumecheng-13166	30	25	patterns	pattern	NOUN
fumecheng-13166	30	26	from	from	ADP
fumecheng-13166	30	27	big	big	ADJ
fumecheng-13166	30	28	quantities	quantity	NOUN
fumecheng-13166	30	29	of	of	ADP
fumecheng-13166	30	30	data	datum	NOUN
fumecheng-13166	30	31	in	in	ADP
fumecheng-13166	30	32	real	real	ADJ
fumecheng-13166	30	33	-	-	PUNCT
fumecheng-13166	30	34	time	time	NOUN
fumecheng-13166	30	35	and	and	CCONJ
fumecheng-13166	30	36	provide	provide	VERB
fumecheng-13166	30	37	predictions	prediction	NOUN
fumecheng-13166	30	38	with	with	ADP
fumecheng-13166	30	39	real	real	ADJ
fumecheng-13166	30	40	timescales	timescale	NOUN
fumecheng-13166	30	41	are	be	AUX
fumecheng-13166	30	42	in	in	ADP
fumecheng-13166	30	43	need	need	NOUN
fumecheng-13166	30	44	[	[	X
fumecheng-13166	30	45	10	10	NUM
fumecheng-13166	30	46	]	]	PUNCT
fumecheng-13166	30	47	.	.	PUNCT
fumecheng-13166	31	1	this	this	DET
fumecheng-13166	31	2	study	study	NOUN
fumecheng-13166	31	3	addresses	address	NOUN
fumecheng-13166	31	4	known	know	VERB
fumecheng-13166	31	5	limitations	limitation	NOUN
fumecheng-13166	31	6	in	in	ADP
fumecheng-13166	31	7	traffic	traffic	NOUN
fumecheng-13166	31	8	accident	accident	NOUN
fumecheng-13166	31	9	prediction	prediction	NOUN
fumecheng-13166	31	10	research	research	NOUN
fumecheng-13166	31	11	and	and	CCONJ
fumecheng-13166	31	12	offers	offer	VERB
fumecheng-13166	31	13	a	a	DET
fumecheng-13166	31	14	multifarious	multifarious	ADJ
fumecheng-13166	31	15	contribution	contribution	NOUN
fumecheng-13166	31	16	.	.	PUNCT
fumecheng-13166	32	1	at	at	ADP
fumecheng-13166	32	2	first	first	ADV
fumecheng-13166	32	3	,	,	PUNCT
fumecheng-13166	32	4	the	the	DET
fumecheng-13166	32	5	research	research	NOUN
fumecheng-13166	32	6	improves	improve	VERB
fumecheng-13166	32	7	the	the	DET
fumecheng-13166	32	8	ability	ability	NOUN
fumecheng-13166	32	9	to	to	PART
fumecheng-13166	32	10	predict	predict	VERB
fumecheng-13166	32	11	by	by	ADP
fumecheng-13166	32	12	combining	combine	VERB
fumecheng-13166	32	13	svms	svms	NOUN
fumecheng-13166	32	14	with	with	ADP
fumecheng-13166	32	15	a	a	DET
fumecheng-13166	32	16	number	number	NOUN
fumecheng-13166	32	17	of	of	ADP
fumecheng-13166	32	18	metaheuristic	metaheuristic	ADJ
fumecheng-13166	32	19	optimization	optimization	NOUN
fumecheng-13166	32	20	techniques	technique	NOUN
fumecheng-13166	32	21	.	.	PUNCT
fumecheng-13166	33	1	by	by	ADP
fumecheng-13166	33	2	systematically	systematically	ADV
fumecheng-13166	33	3	comparing	compare	VERB
fumecheng-13166	33	4	various	various	ADJ
fumecheng-13166	33	5	algorithms	algorithm	NOUN
fumecheng-13166	33	6	,	,	PUNCT
fumecheng-13166	33	7	their	their	PRON
fumecheng-13166	33	8	pros	pro	NOUN
fumecheng-13166	33	9	and	and	CCONJ
fumecheng-13166	33	10	cons	con	NOUN
fumecheng-13166	33	11	are	be	AUX
fumecheng-13166	33	12	made	make	VERB
fumecheng-13166	33	13	clear	clear	ADJ
fumecheng-13166	33	14	,	,	PUNCT
fumecheng-13166	33	15	making	make	VERB
fumecheng-13166	33	16	it	it	PRON
fumecheng-13166	33	17	easy	easy	ADJ
fumecheng-13166	33	18	to	to	PART
fumecheng-13166	33	19	pick	pick	VERB
fumecheng-13166	33	20	the	the	DET
fumecheng-13166	33	21	most	most	ADV
fumecheng-13166	33	22	appropriate	appropriate	ADJ
fumecheng-13166	33	23	optimization	optimization	NOUN
fumecheng-13166	33	24	method	method	NOUN
fumecheng-13166	33	25	for	for	ADP
fumecheng-13166	33	26	any	any	DET
fumecheng-13166	33	27	given	give	VERB
fumecheng-13166	33	28	traffic	traffic	NOUN
fumecheng-13166	33	29	situation	situation	NOUN
fumecheng-13166	33	30	.	.	PUNCT
fumecheng-13166	34	1	enhancing	enhance	VERB
fumecheng-13166	34	2	support	support	NOUN
fumecheng-13166	34	3	vector	vector	NOUN
fumecheng-13166	34	4	machine	machine	NOUN
fumecheng-13166	34	5	performance	performance	NOUN
fumecheng-13166	34	6	in	in	ADP
fumecheng-13166	34	7	forecasting	forecast	VERB
fumecheng-13166	34	8	the	the	DET
fumecheng-13166	34	9	number	number	NOUN
fumecheng-13166	34	10	of	of	ADP
fumecheng-13166	34	11	vehicles	vehicle	NOUN
fumecheng-13166	34	12	…	…	PUNCT
fumecheng-13166	34	13	3	3	NUM
fumecheng-13166	34	14	the	the	DET
fumecheng-13166	34	15	study	study	NOUN
fumecheng-13166	34	16	also	also	ADV
fumecheng-13166	34	17	looks	look	VERB
fumecheng-13166	34	18	at	at	ADP
fumecheng-13166	34	19	urban	urban	ADJ
fumecheng-13166	34	20	roads	road	NOUN
fumecheng-13166	34	21	in	in	ADP
fumecheng-13166	34	22	cosenza	cosenza	PROPN
fumecheng-13166	34	23	,	,	PUNCT
fumecheng-13166	34	24	which	which	PRON
fumecheng-13166	34	25	is	be	AUX
fumecheng-13166	34	26	in	in	ADP
fumecheng-13166	34	27	southern	southern	PROPN
fumecheng-13166	34	28	italy	italy	PROPN
fumecheng-13166	34	29	,	,	PUNCT
fumecheng-13166	34	30	in	in	ADP
fumecheng-13166	34	31	a	a	DET
fumecheng-13166	34	32	way	way	NOUN
fumecheng-13166	34	33	that	that	PRON
fumecheng-13166	34	34	is	be	AUX
fumecheng-13166	34	35	specific	specific	ADJ
fumecheng-13166	34	36	to	to	ADP
fumecheng-13166	34	37	that	that	DET
fumecheng-13166	34	38	area	area	NOUN
fumecheng-13166	34	39	.	.	PUNCT
fumecheng-13166	35	1	this	this	PRON
fumecheng-13166	35	2	shows	show	VERB
fumecheng-13166	35	3	how	how	SCONJ
fumecheng-13166	35	4	local	local	ADJ
fumecheng-13166	35	5	factors	factor	NOUN
fumecheng-13166	35	6	can	can	AUX
fumecheng-13166	35	7	affect	affect	VERB
fumecheng-13166	35	8	predicting	predict	VERB
fumecheng-13166	35	9	accidents	accident	NOUN
fumecheng-13166	35	10	.	.	PUNCT
fumecheng-13166	36	1	as	as	ADP
fumecheng-13166	36	2	a	a	DET
fumecheng-13166	36	3	result	result	NOUN
fumecheng-13166	36	4	,	,	PUNCT
fumecheng-13166	36	5	the	the	DET
fumecheng-13166	36	6	most	most	ADV
fumecheng-13166	36	7	important	important	ADJ
fumecheng-13166	36	8	factors	factor	NOUN
fumecheng-13166	36	9	that	that	PRON
fumecheng-13166	36	10	can	can	AUX
fumecheng-13166	36	11	cause	cause	VERB
fumecheng-13166	36	12	accidents	accident	NOUN
fumecheng-13166	36	13	can	can	AUX
fumecheng-13166	36	14	be	be	AUX
fumecheng-13166	36	15	found	find	VERB
fumecheng-13166	36	16	and	and	CCONJ
fumecheng-13166	36	17	ranked	rank	VERB
fumecheng-13166	36	18	,	,	PUNCT
fumecheng-13166	36	19	meeting	meet	VERB
fumecheng-13166	36	20	the	the	DET
fumecheng-13166	36	21	need	need	NOUN
fumecheng-13166	36	22	for	for	ADP
fumecheng-13166	36	23	safety	safety	NOUN
fumecheng-13166	36	24	solutions	solution	NOUN
fumecheng-13166	36	25	that	that	PRON
fumecheng-13166	36	26	are	be	AUX
fumecheng-13166	36	27	tailored	tailor	VERB
fumecheng-13166	36	28	to	to	ADP
fumecheng-13166	36	29	the	the	DET
fumecheng-13166	36	30	specific	specific	ADJ
fumecheng-13166	36	31	situation	situation	NOUN
fumecheng-13166	36	32	.	.	PUNCT
fumecheng-13166	37	1	lastly	lastly	ADV
fumecheng-13166	37	2	,	,	PUNCT
fumecheng-13166	37	3	this	this	DET
fumecheng-13166	37	4	study	study	NOUN
fumecheng-13166	37	5	fills	fill	VERB
fumecheng-13166	37	6	in	in	ADP
fumecheng-13166	37	7	a	a	DET
fumecheng-13166	37	8	gap	gap	NOUN
fumecheng-13166	37	9	in	in	ADP
fumecheng-13166	37	10	the	the	DET
fumecheng-13166	37	11	existing	exist	VERB
fumecheng-13166	37	12	body	body	NOUN
fumecheng-13166	37	13	of	of	ADP
fumecheng-13166	37	14	work	work	NOUN
fumecheng-13166	37	15	by	by	ADP
fumecheng-13166	37	16	applying	apply	VERB
fumecheng-13166	37	17	new	new	ADJ
fumecheng-13166	37	18	developments	development	NOUN
fumecheng-13166	37	19	in	in	ADP
fumecheng-13166	37	20	theoretical	theoretical	ADJ
fumecheng-13166	37	21	modeling	modeling	NOUN
fumecheng-13166	37	22	to	to	ADP
fumecheng-13166	37	23	real	real	ADJ
fumecheng-13166	37	24	-	-	PUNCT
fumecheng-13166	37	25	world	world	NOUN
fumecheng-13166	37	26	problems	problem	NOUN
fumecheng-13166	37	27	that	that	PRON
fumecheng-13166	37	28	have	have	VERB
fumecheng-13166	37	29	to	to	PART
fumecheng-13166	37	30	do	do	VERB
fumecheng-13166	37	31	with	with	ADP
fumecheng-13166	37	32	scalability	scalability	NOUN
fumecheng-13166	37	33	and	and	CCONJ
fumecheng-13166	37	34	high	high	ADJ
fumecheng-13166	37	35	-	-	PUNCT
fumecheng-13166	37	36	dimensional	dimensional	ADJ
fumecheng-13166	37	37	computational	computational	ADJ
fumecheng-13166	37	38	complexity	complexity	NOUN
fumecheng-13166	37	39	.	.	PUNCT
fumecheng-13166	38	1	this	this	PRON
fumecheng-13166	38	2	means	mean	VERB
fumecheng-13166	38	3	that	that	SCONJ
fumecheng-13166	38	4	there	there	PRON
fumecheng-13166	38	5	are	be	VERB
fumecheng-13166	38	6	now	now	ADV
fumecheng-13166	38	7	even	even	ADV
fumecheng-13166	38	8	better	well	ADJ
fumecheng-13166	38	9	algorithms	algorithm	NOUN
fumecheng-13166	38	10	that	that	PRON
fumecheng-13166	38	11	can	can	AUX
fumecheng-13166	38	12	handle	handle	VERB
fumecheng-13166	38	13	large	large	ADJ
fumecheng-13166	38	14	amounts	amount	NOUN
fumecheng-13166	38	15	of	of	ADP
fumecheng-13166	38	16	traffic	traffic	NOUN
fumecheng-13166	38	17	data	datum	NOUN
fumecheng-13166	38	18	while	while	SCONJ
fumecheng-13166	38	19	still	still	ADV
fumecheng-13166	38	20	being	be	AUX
fumecheng-13166	38	21	accurate	accurate	ADJ
fumecheng-13166	38	22	.	.	PUNCT
fumecheng-13166	39	1	these	these	DET
fumecheng-13166	39	2	algorithms	algorithm	NOUN
fumecheng-13166	39	3	can	can	AUX
fumecheng-13166	39	4	give	give	VERB
fumecheng-13166	39	5	policymakers	policymaker	NOUN
fumecheng-13166	39	6	and	and	CCONJ
fumecheng-13166	39	7	transportation	transportation	NOUN
fumecheng-13166	39	8	engineers	engineer	NOUN
fumecheng-13166	39	9	useful	useful	ADJ
fumecheng-13166	39	10	information	information	NOUN
fumecheng-13166	39	11	that	that	PRON
fumecheng-13166	39	12	they	they	PRON
fumecheng-13166	39	13	can	can	AUX
fumecheng-13166	39	14	use	use	VERB
fumecheng-13166	39	15	to	to	PART
fumecheng-13166	39	16	make	make	VERB
fumecheng-13166	39	17	the	the	DET
fumecheng-13166	39	18	roads	road	NOUN
fumecheng-13166	39	19	safer	safe	ADJ
fumecheng-13166	39	20	.	.	PUNCT
fumecheng-13166	40	1	2	2	X
fumecheng-13166	40	2	.	.	X
fumecheng-13166	40	3	literature	literature	NOUN
fumecheng-13166	40	4	review	review	NOUN
fumecheng-13166	40	5	from	from	ADP
fumecheng-13166	40	6	traditional	traditional	ADJ
fumecheng-13166	40	7	statistical	statistical	ADJ
fumecheng-13166	40	8	methods	method	NOUN
fumecheng-13166	40	9	to	to	ADP
fumecheng-13166	40	10	state	state	NOUN
fumecheng-13166	40	11	-	-	PUNCT
fumecheng-13166	40	12	of	of	ADP
fumecheng-13166	40	13	-	-	PUNCT
fumecheng-13166	40	14	the	the	DET
fumecheng-13166	40	15	-	-	PUNCT
fumecheng-13166	40	16	art	art	NOUN
fumecheng-13166	40	17	ai	ai	NOUN
fumecheng-13166	40	18	systems	system	NOUN
fumecheng-13166	40	19	,	,	PUNCT
fumecheng-13166	40	20	this	this	DET
fumecheng-13166	40	21	literature	literature	NOUN
fumecheng-13166	40	22	review	review	NOUN
fumecheng-13166	40	23	investigates	investigate	VERB
fumecheng-13166	40	24	the	the	DET
fumecheng-13166	40	25	development	development	NOUN
fumecheng-13166	40	26	of	of	ADP
fumecheng-13166	40	27	methodologies	methodology	NOUN
fumecheng-13166	40	28	in	in	ADP
fumecheng-13166	40	29	traffic	traffic	NOUN
fumecheng-13166	40	30	accident	accident	NOUN
fumecheng-13166	40	31	analysis	analysis	NOUN
fumecheng-13166	40	32	and	and	CCONJ
fumecheng-13166	40	33	prediction	prediction	NOUN
fumecheng-13166	40	34	,	,	PUNCT
fumecheng-13166	40	35	therefore	therefore	ADV
fumecheng-13166	40	36	stressing	stress	VERB
fumecheng-13166	40	37	important	important	ADJ
fumecheng-13166	40	38	trends	trend	NOUN
fumecheng-13166	40	39	and	and	CCONJ
fumecheng-13166	40	40	possible	possible	ADJ
fumecheng-13166	40	41	future	future	ADJ
fumecheng-13166	40	42	directions	direction	NOUN
fumecheng-13166	40	43	of	of	ADP
fumecheng-13166	40	44	study	study	NOUN
fumecheng-13166	40	45	.	.	PUNCT
fumecheng-13166	41	1	the	the	DET
fumecheng-13166	41	2	application	application	NOUN
fumecheng-13166	41	3	of	of	ADP
fumecheng-13166	41	4	conventional	conventional	ADJ
fumecheng-13166	41	5	methods	method	NOUN
fumecheng-13166	41	6	,	,	PUNCT
fumecheng-13166	41	7	such	such	ADJ
fumecheng-13166	41	8	as	as	ADP
fumecheng-13166	41	9	traditional	traditional	ADJ
fumecheng-13166	41	10	statistics	statistic	NOUN
fumecheng-13166	41	11	and	and	CCONJ
fumecheng-13166	41	12	economic	economic	ADJ
fumecheng-13166	41	13	methods	method	NOUN
fumecheng-13166	41	14	,	,	PUNCT
fumecheng-13166	41	15	has	have	AUX
fumecheng-13166	41	16	proved	prove	VERB
fumecheng-13166	41	17	helpful	helpful	ADJ
fumecheng-13166	41	18	in	in	ADP
fumecheng-13166	41	19	understanding	understand	VERB
fumecheng-13166	41	20	traffic	traffic	NOUN
fumecheng-13166	41	21	.	.	PUNCT
fumecheng-13166	42	1	sipos	sipos	PROPN
fumecheng-13166	42	2	et	et	PROPN
fumecheng-13166	42	3	al	al	PROPN
fumecheng-13166	42	4	.	.	PUNCT
fumecheng-13166	43	1	[	[	X
fumecheng-13166	43	2	11	11	NUM
fumecheng-13166	43	3	]	]	PUNCT
fumecheng-13166	43	4	performed	perform	VERB
fumecheng-13166	43	5	a	a	DET
fumecheng-13166	43	6	spatial	spatial	ADJ
fumecheng-13166	43	7	econometric	econometric	ADJ
fumecheng-13166	43	8	analysis	analysis	NOUN
fumecheng-13166	43	9	,	,	PUNCT
fumecheng-13166	43	10	especially	especially	ADV
fumecheng-13166	43	11	spatial	spatial	ADJ
fumecheng-13166	43	12	autocorrelation	autocorrelation	NOUN
fumecheng-13166	43	13	and	and	CCONJ
fumecheng-13166	43	14	geographically	geographically	ADV
fumecheng-13166	43	15	weighted	weight	VERB
fumecheng-13166	43	16	regression	regression	NOUN
fumecheng-13166	43	17	,	,	PUNCT
fumecheng-13166	43	18	to	to	PART
fumecheng-13166	43	19	find	find	VERB
fumecheng-13166	43	20	the	the	DET
fumecheng-13166	43	21	geographical	geographical	ADJ
fumecheng-13166	43	22	trend	trend	NOUN
fumecheng-13166	43	23	of	of	ADP
fumecheng-13166	43	24	traffic	traffic	NOUN
fumecheng-13166	43	25	accidents	accident	NOUN
fumecheng-13166	43	26	.	.	PUNCT
fumecheng-13166	44	1	this	this	PRON
fumecheng-13166	44	2	would	would	AUX
fumecheng-13166	44	3	show	show	VERB
fumecheng-13166	44	4	how	how	SCONJ
fumecheng-13166	44	5	the	the	DET
fumecheng-13166	44	6	spatial	spatial	ADJ
fumecheng-13166	44	7	factors	factor	NOUN
fumecheng-13166	44	8	affect	affect	VERB
fumecheng-13166	44	9	the	the	DET
fumecheng-13166	44	10	probability	probability	NOUN
fumecheng-13166	44	11	of	of	ADP
fumecheng-13166	44	12	occurrence	occurrence	NOUN
fumecheng-13166	44	13	of	of	ADP
fumecheng-13166	44	14	accidents	accident	NOUN
fumecheng-13166	44	15	.	.	PUNCT
fumecheng-13166	45	1	lord	lord	PROPN
fumecheng-13166	45	2	and	and	CCONJ
fumecheng-13166	45	3	mannering	mannere	VERB
fumecheng-13166	45	4	[	[	X
fumecheng-13166	45	5	12	12	NUM
fumecheng-13166	45	6	]	]	PUNCT
fumecheng-13166	45	7	conducted	conduct	VERB
fumecheng-13166	45	8	a	a	DET
fumecheng-13166	45	9	thorough	thorough	ADJ
fumecheng-13166	45	10	study	study	NOUN
fumecheng-13166	45	11	and	and	CCONJ
fumecheng-13166	45	12	evaluation	evaluation	NOUN
fumecheng-13166	45	13	of	of	ADP
fumecheng-13166	45	14	the	the	DET
fumecheng-13166	45	15	different	different	ADJ
fumecheng-13166	45	16	statistical	statistical	ADJ
fumecheng-13166	45	17	methods	method	NOUN
fumecheng-13166	45	18	used	use	VERB
fumecheng-13166	45	19	to	to	PART
fumecheng-13166	45	20	look	look	VERB
fumecheng-13166	45	21	at	at	ADP
fumecheng-13166	45	22	crash	crash	NOUN
fumecheng-13166	45	23	-	-	PUNCT
fumecheng-13166	45	24	frequency	frequency	NOUN
fumecheng-13166	45	25	data	datum	NOUN
fumecheng-13166	45	26	.	.	PUNCT
fumecheng-13166	46	1	this	this	PRON
fumecheng-13166	46	2	showed	show	VERB
fumecheng-13166	46	3	how	how	SCONJ
fumecheng-13166	46	4	important	important	ADJ
fumecheng-13166	46	5	it	it	PRON
fumecheng-13166	46	6	was	be	AUX
fumecheng-13166	46	7	to	to	PART
fumecheng-13166	46	8	choose	choose	VERB
fumecheng-13166	46	9	the	the	DET
fumecheng-13166	46	10	right	right	ADJ
fumecheng-13166	46	11	methods	method	NOUN
fumecheng-13166	46	12	for	for	ADP
fumecheng-13166	46	13	each	each	DET
fumecheng-13166	46	14	situation	situation	NOUN
fumecheng-13166	46	15	.	.	PUNCT
fumecheng-13166	47	1	vedagiri	vedagiri	NOUN
fumecheng-13166	47	2	and	and	CCONJ
fumecheng-13166	47	3	killi	killi	PROPN
fumecheng-13166	48	1	[	[	X
fumecheng-13166	48	2	13	13	NUM
fumecheng-13166	48	3	]	]	PUNCT
fumecheng-13166	48	4	used	use	VERB
fumecheng-13166	48	5	surrogate	surrogate	ADJ
fumecheng-13166	48	6	safety	safety	NOUN
fumecheng-13166	48	7	measures	measure	NOUN
fumecheng-13166	48	8	like	like	ADP
fumecheng-13166	48	9	time	time	NOUN
fumecheng-13166	48	10	-	-	PUNCT
fumecheng-13166	48	11	to	to	ADP
fumecheng-13166	48	12	-	-	PUNCT
fumecheng-13166	48	13	collision	collision	VERB
fumecheng-13166	48	14	and	and	CCONJ
fumecheng-13166	48	15	postencroachment	postencroachment	NOUN
fumecheng-13166	48	16	time	time	NOUN
fumecheng-13166	48	17	in	in	ADP
fumecheng-13166	48	18	analyzing	analyze	VERB
fumecheng-13166	48	19	uncontrolled	uncontrolled	ADJ
fumecheng-13166	48	20	intersections	intersection	NOUN
fumecheng-13166	48	21	in	in	ADP
fumecheng-13166	48	22	mixed	mixed	ADJ
fumecheng-13166	48	23	traffic	traffic	NOUN
fumecheng-13166	48	24	streams	stream	NOUN
fumecheng-13166	48	25	.	.	PUNCT
fumecheng-13166	49	1	this	this	PRON
fumecheng-13166	49	2	illustrates	illustrate	VERB
fumecheng-13166	49	3	how	how	SCONJ
fumecheng-13166	49	4	the	the	DET
fumecheng-13166	49	5	more	more	ADV
fumecheng-13166	49	6	general	general	ADJ
fumecheng-13166	49	7	approaches	approach	NOUN
fumecheng-13166	49	8	may	may	AUX
fumecheng-13166	49	9	be	be	AUX
fumecheng-13166	49	10	used	use	VERB
fumecheng-13166	49	11	to	to	PART
fumecheng-13166	49	12	evaluate	evaluate	VERB
fumecheng-13166	49	13	traffic	traffic	NOUN
fumecheng-13166	49	14	safety	safety	NOUN
fumecheng-13166	49	15	across	across	ADP
fumecheng-13166	49	16	particular	particular	ADJ
fumecheng-13166	49	17	situations	situation	NOUN
fumecheng-13166	49	18	.	.	PUNCT
fumecheng-13166	50	1	also	also	ADV
fumecheng-13166	50	2	,	,	PUNCT
fumecheng-13166	50	3	sawalha	sawalha	NOUN
fumecheng-13166	50	4	and	and	CCONJ
fumecheng-13166	50	5	sayed	say	VERB
fumecheng-13166	50	6	[	[	X
fumecheng-13166	50	7	14	14	NUM
fumecheng-13166	50	8	]	]	PUNCT
fumecheng-13166	50	9	looked	look	VERB
fumecheng-13166	50	10	at	at	ADP
fumecheng-13166	50	11	it	it	PRON
fumecheng-13166	50	12	from	from	ADP
fumecheng-13166	50	13	the	the	DET
fumecheng-13166	50	14	temporal	temporal	ADJ
fumecheng-13166	50	15	point	point	NOUN
fumecheng-13166	50	16	of	of	ADP
fumecheng-13166	50	17	view	view	NOUN
fumecheng-13166	50	18	.	.	PUNCT
fumecheng-13166	51	1	they	they	PRON
fumecheng-13166	51	2	applied	apply	VERB
fumecheng-13166	51	3	regression	regression	NOUN
fumecheng-13166	51	4	analysis	analysis	NOUN
fumecheng-13166	51	5	on	on	ADP
fumecheng-13166	51	6	crash	crash	NOUN
fumecheng-13166	51	7	data	datum	NOUN
fumecheng-13166	51	8	from	from	ADP
fumecheng-13166	51	9	major	major	ADJ
fumecheng-13166	51	10	arterial	arterial	ADJ
fumecheng-13166	51	11	roads	road	NOUN
fumecheng-13166	51	12	to	to	PART
fumecheng-13166	51	13	develop	develop	VERB
fumecheng-13166	51	14	how	how	SCONJ
fumecheng-13166	51	15	safety	safety	NOUN
fumecheng-13166	51	16	varies	vary	VERB
fumecheng-13166	51	17	over	over	ADP
fumecheng-13166	51	18	time	time	NOUN
fumecheng-13166	51	19	and	and	CCONJ
fumecheng-13166	51	20	the	the	DET
fumecheng-13166	51	21	impacts	impact	NOUN
fumecheng-13166	51	22	of	of	ADP
fumecheng-13166	51	23	actions	action	NOUN
fumecheng-13166	51	24	on	on	ADP
fumecheng-13166	51	25	that	that	DET
fumecheng-13166	51	26	variation	variation	NOUN
fumecheng-13166	51	27	in	in	ADP
fumecheng-13166	51	28	safety	safety	NOUN
fumecheng-13166	51	29	changes	change	NOUN
fumecheng-13166	51	30	.	.	PUNCT
fumecheng-13166	52	1	traditional	traditional	ADJ
fumecheng-13166	52	2	statistical	statistical	ADJ
fumecheng-13166	52	3	methods	method	NOUN
fumecheng-13166	52	4	can	can	AUX
fumecheng-13166	52	5	be	be	AUX
fumecheng-13166	52	6	applied	apply	VERB
fumecheng-13166	52	7	under	under	ADP
fumecheng-13166	52	8	various	various	ADJ
fumecheng-13166	52	9	circumstances	circumstance	NOUN
fumecheng-13166	52	10	,	,	PUNCT
fumecheng-13166	52	11	as	as	SCONJ
fumecheng-13166	52	12	shown	show	VERB
fumecheng-13166	52	13	by	by	ADP
fumecheng-13166	52	14	dell'acqua	dell'acqua	NOUN
fumecheng-13166	52	15	and	and	CCONJ
fumecheng-13166	52	16	russo	russo	NOUN
fumecheng-13166	52	17	's	's	PART
fumecheng-13166	52	18	[	[	X
fumecheng-13166	52	19	15	15	NUM
fumecheng-13166	52	20	]	]	X
fumecheng-13166	52	21	work	work	NOUN
fumecheng-13166	52	22	in	in	ADP
fumecheng-13166	52	23	developing	develop	VERB
fumecheng-13166	52	24	the	the	DET
fumecheng-13166	52	25	safety	safety	NOUN
fumecheng-13166	52	26	performance	performance	NOUN
fumecheng-13166	52	27	function	function	NOUN
fumecheng-13166	52	28	for	for	ADP
fumecheng-13166	52	29	lowvolume	lowvolume	NOUN
fumecheng-13166	52	30	roads	road	NOUN
fumecheng-13166	52	31	by	by	ADP
fumecheng-13166	52	32	negative	negative	ADJ
fumecheng-13166	52	33	binomial	binomial	ADJ
fumecheng-13166	52	34	regression	regression	NOUN
fumecheng-13166	52	35	.	.	PUNCT
fumecheng-13166	53	1	all	all	DET
fumecheng-13166	53	2	these	these	DET
fumecheng-13166	53	3	functions	function	NOUN
fumecheng-13166	53	4	take	take	VERB
fumecheng-13166	53	5	into	into	ADP
fumecheng-13166	53	6	account	account	NOUN
fumecheng-13166	53	7	the	the	DET
fumecheng-13166	53	8	difficulties	difficulty	NOUN
fumecheng-13166	53	9	arising	arise	VERB
fumecheng-13166	53	10	from	from	ADP
fumecheng-13166	53	11	fluctuating	fluctuate	VERB
fumecheng-13166	53	12	road	road	NOUN
fumecheng-13166	53	13	and	and	CCONJ
fumecheng-13166	53	14	traffic	traffic	NOUN
fumecheng-13166	53	15	conditions	condition	NOUN
fumecheng-13166	53	16	.	.	PUNCT
fumecheng-13166	54	1	the	the	DET
fumecheng-13166	54	2	introduction	introduction	NOUN
fumecheng-13166	54	3	of	of	ADP
fumecheng-13166	54	4	data	datum	NOUN
fumecheng-13166	54	5	mining	mining	NOUN
fumecheng-13166	54	6	and	and	CCONJ
fumecheng-13166	54	7	ml	ml	PROPN
fumecheng-13166	54	8	has	have	AUX
fumecheng-13166	54	9	opened	open	VERB
fumecheng-13166	54	10	up	up	ADP
fumecheng-13166	54	11	new	new	ADJ
fumecheng-13166	54	12	possibilities	possibility	NOUN
fumecheng-13166	54	13	for	for	ADP
fumecheng-13166	54	14	forecasting	forecasting	NOUN
fumecheng-13166	54	15	and	and	CCONJ
fumecheng-13166	54	16	analyzing	analyze	VERB
fumecheng-13166	54	17	traffic	traffic	NOUN
fumecheng-13166	54	18	accidents	accident	NOUN
fumecheng-13166	54	19	.	.	PUNCT
fumecheng-13166	55	1	li	li	PROPN
fumecheng-13166	55	2	et	et	PROPN
fumecheng-13166	55	3	al	al	PROPN
fumecheng-13166	55	4	.	.	PUNCT
fumecheng-13166	56	1	[	[	X
fumecheng-13166	56	2	16	16	NUM
fumecheng-13166	56	3	]	]	PUNCT
fumecheng-13166	56	4	used	use	VERB
fumecheng-13166	56	5	data	data	NOUN
fumecheng-13166	56	6	mining	mining	NOUN
fumecheng-13166	56	7	techniques	technique	NOUN
fumecheng-13166	56	8	such	such	ADJ
fumecheng-13166	56	9	as	as	ADP
fumecheng-13166	56	10	association	association	NOUN
fumecheng-13166	56	11	rule	rule	NOUN
fumecheng-13166	56	12	mining	mining	NOUN
fumecheng-13166	56	13	and	and	CCONJ
fumecheng-13166	56	14	decision	decision	NOUN
fumecheng-13166	56	15	trees	tree	NOUN
fumecheng-13166	56	16	to	to	PART
fumecheng-13166	56	17	determine	determine	VERB
fumecheng-13166	56	18	the	the	DET
fumecheng-13166	56	19	causes	cause	NOUN
fumecheng-13166	56	20	of	of	ADP
fumecheng-13166	56	21	one	one	NUM
fumecheng-13166	56	22	category	category	NOUN
fumecheng-13166	56	23	of	of	ADP
fumecheng-13166	56	24	pointless	pointless	ADJ
fumecheng-13166	56	25	catastrophic	catastrophic	ADJ
fumecheng-13166	56	26	traffic	traffic	NOUN
fumecheng-13166	56	27	accidents	accident	NOUN
fumecheng-13166	56	28	,	,	PUNCT
fumecheng-13166	56	29	thereby	thereby	ADV
fumecheng-13166	56	30	demonstrating	demonstrate	VERB
fumecheng-13166	56	31	the	the	DET
fumecheng-13166	56	32	usefulness	usefulness	NOUN
fumecheng-13166	56	33	of	of	ADP
fumecheng-13166	56	34	this	this	DET
fumecheng-13166	56	35	type	type	NOUN
fumecheng-13166	56	36	of	of	ADP
fumecheng-13166	56	37	method	method	NOUN
fumecheng-13166	56	38	in	in	ADP
fumecheng-13166	56	39	processing	processing	NOUN
fumecheng-13166	56	40	crash	crash	NOUN
fumecheng-13166	56	41	data	datum	NOUN
fumecheng-13166	56	42	.	.	PUNCT
fumecheng-13166	57	1	pourroostaei	pourroostaei	PROPN
fumecheng-13166	57	2	ardakani	ardakani	PROPN
fumecheng-13166	57	3	et	et	PROPN
fumecheng-13166	57	4	al	al	PROPN
fumecheng-13166	57	5	.	.	PUNCT
fumecheng-13166	58	1	[	[	X
fumecheng-13166	58	2	17	17	NUM
fumecheng-13166	58	3	]	]	PUNCT
fumecheng-13166	58	4	elaborated	elaborate	VERB
fumecheng-13166	58	5	further	far	ADV
fumecheng-13166	58	6	on	on	ADP
fumecheng-13166	58	7	this	this	PRON
fumecheng-13166	58	8	by	by	ADP
fumecheng-13166	58	9	showing	show	VERB
fumecheng-13166	58	10	the	the	DET
fumecheng-13166	58	11	practicality	practicality	NOUN
fumecheng-13166	58	12	of	of	ADP
fumecheng-13166	58	13	ml	ml	NOUN
fumecheng-13166	58	14	techniques	technique	NOUN
fumecheng-13166	58	15	with	with	ADP
fumecheng-13166	58	16	the	the	DET
fumecheng-13166	58	17	use	use	NOUN
fumecheng-13166	58	18	of	of	ADP
fumecheng-13166	58	19	models	model	NOUN
fumecheng-13166	58	20	like	like	ADP
fumecheng-13166	58	21	random	random	ADJ
fumecheng-13166	58	22	forest	forest	NOUN
fumecheng-13166	58	23	(	(	PUNCT
fumecheng-13166	58	24	rf	rf	NOUN
fumecheng-13166	58	25	)	)	PUNCT
fumecheng-13166	58	26	to	to	PART
fumecheng-13166	58	27	carry	carry	VERB
fumecheng-13166	58	28	out	out	ADP
fumecheng-13166	58	29	predictions	prediction	NOUN
fumecheng-13166	58	30	on	on	ADP
fumecheng-13166	58	31	road	road	NOUN
fumecheng-13166	58	32	car	car	NOUN
fumecheng-13166	58	33	accidents	accident	NOUN
fumecheng-13166	58	34	.	.	PUNCT
fumecheng-13166	59	1	they	they	PRON
fumecheng-13166	59	2	underlined	underline	VERB
fumecheng-13166	59	3	how	how	SCONJ
fumecheng-13166	59	4	these	these	DET
fumecheng-13166	59	5	techniques	technique	NOUN
fumecheng-13166	59	6	raised	raise	VERB
fumecheng-13166	59	7	forecast	forecast	NOUN
fumecheng-13166	59	8	accuracy	accuracy	NOUN
fumecheng-13166	59	9	,	,	PUNCT
fumecheng-13166	59	10	which	which	PRON
fumecheng-13166	59	11	would	would	AUX
fumecheng-13166	59	12	help	help	VERB
fumecheng-13166	59	13	to	to	PART
fumecheng-13166	59	14	produce	produce	VERB
fumecheng-13166	59	15	more	more	ADV
fumecheng-13166	59	16	accurate	accurate	ADJ
fumecheng-13166	59	17	and	and	CCONJ
fumecheng-13166	59	18	efficient	efficient	ADJ
fumecheng-13166	59	19	traffic	traffic	NOUN
fumecheng-13166	59	20	safety	safety	NOUN
fumecheng-13166	59	21	rules	rule	NOUN
fumecheng-13166	59	22	.	.	PUNCT
fumecheng-13166	60	1	wang	wang	PROPN
fumecheng-13166	60	2	et	et	PROPN
fumecheng-13166	60	3	al	al	PROPN
fumecheng-13166	60	4	.	.	PUNCT
fumecheng-13166	61	1	[	[	X
fumecheng-13166	61	2	18	18	NUM
fumecheng-13166	61	3	]	]	PUNCT
fumecheng-13166	61	4	proposed	propose	VERB
fumecheng-13166	61	5	a	a	DET
fumecheng-13166	61	6	more	more	ADV
fumecheng-13166	61	7	advanced	advanced	ADJ
fumecheng-13166	61	8	strategy	strategy	NOUN
fumecheng-13166	61	9	based	base	VERB
fumecheng-13166	61	10	on	on	ADP
fumecheng-13166	61	11	multi	multi	ADJ
fumecheng-13166	61	12	-	-	ADJ
fumecheng-13166	61	13	view	view	ADJ
fumecheng-13166	61	14	multi	multi	ADJ
fumecheng-13166	61	15	-	-	ADJ
fumecheng-13166	61	16	task	task	ADJ
fumecheng-13166	61	17	spatiotemporal	spatiotemporal	ADJ
fumecheng-13166	61	18	networks	network	NOUN
fumecheng-13166	61	19	,	,	PUNCT
fumecheng-13166	61	20	incorporating	incorporate	VERB
fumecheng-13166	61	21	convolutional	convolutional	ADJ
fumecheng-13166	61	22	neural	neural	ADJ
fumecheng-13166	61	23	networks	network	NOUN
fumecheng-13166	61	24	and	and	CCONJ
fumecheng-13166	61	25	graph	graph	VERB
fumecheng-13166	61	26	convolutional	convolutional	ADJ
fumecheng-13166	61	27	networks	network	NOUN
fumecheng-13166	61	28	,	,	PUNCT
fumecheng-13166	61	29	where	where	SCONJ
fumecheng-13166	61	30	various	various	ADJ
fumecheng-13166	61	31	kinds	kind	NOUN
fumecheng-13166	61	32	of	of	ADP
fumecheng-13166	61	33	data	datum	NOUN
fumecheng-13166	61	34	and	and	CCONJ
fumecheng-13166	61	35	various	various	ADJ
fumecheng-13166	61	36	tasks	task	NOUN
fumecheng-13166	61	37	are	be	AUX
fumecheng-13166	61	38	effectively	effectively	ADV
fumecheng-13166	61	39	combined	combine	VERB
fumecheng-13166	61	40	for	for	ADP
fumecheng-13166	61	41	a	a	DET
fumecheng-13166	61	42	global	global	ADJ
fumecheng-13166	61	43	prediction	prediction	NOUN
fumecheng-13166	61	44	.	.	PUNCT
fumecheng-13166	62	1	4	4	NUM
fumecheng-13166	62	2	s.	s.	PROPN
fumecheng-13166	62	3	s.	s.	PROPN
fumecheng-13166	62	4	haghshenas	haghshenas	PROPN
fumecheng-13166	62	5	,	,	PUNCT
fumecheng-13166	62	6	m.	m.	NOUN
fumecheng-13166	62	7	h.	h.	PROPN
fumecheng-13166	62	8	m.	m.	PROPN
fumecheng-13166	62	9	seraji	seraji	PROPN
fumecheng-13166	62	10	,	,	PUNCT
fumecheng-13166	62	11	s.	s.	PROPN
fumecheng-13166	62	12	s.	s.	PROPN
fumecheng-13166	62	13	haghshenas	haghshenas	PROPN
fumecheng-13166	62	14	,	,	PUNCT
fumecheng-13166	62	15	et	et	PROPN
fumecheng-13166	62	16	al	al	PROPN
fumecheng-13166	62	17	.	.	PUNCT
fumecheng-13166	63	1	researchers	researcher	NOUN
fumecheng-13166	63	2	have	have	AUX
fumecheng-13166	63	3	also	also	ADV
fumecheng-13166	63	4	concentrated	concentrate	VERB
fumecheng-13166	63	5	on	on	ADP
fumecheng-13166	63	6	improving	improve	VERB
fumecheng-13166	63	7	predicting	predicting	NOUN
fumecheng-13166	63	8	models	model	NOUN
fumecheng-13166	63	9	and	and	CCONJ
fumecheng-13166	63	10	handling	handle	VERB
fumecheng-13166	63	11	natural	natural	ADJ
fumecheng-13166	63	12	data	datum	NOUN
fumecheng-13166	63	13	difficulties	difficulty	NOUN
fumecheng-13166	63	14	in	in	ADP
fumecheng-13166	63	15	traffic	traffic	NOUN
fumecheng-13166	63	16	accident	accident	NOUN
fumecheng-13166	63	17	research	research	NOUN
fumecheng-13166	63	18	.	.	PUNCT
fumecheng-13166	64	1	guido	guido	NOUN
fumecheng-13166	64	2	et	et	PROPN
fumecheng-13166	64	3	al	al	PROPN
fumecheng-13166	64	4	.	.	PUNCT
fumecheng-13166	65	1	[	[	X
fumecheng-13166	65	2	19	19	NUM
fumecheng-13166	65	3	]	]	PUNCT
fumecheng-13166	65	4	studied	study	VERB
fumecheng-13166	65	5	feature	feature	NOUN
fumecheng-13166	65	6	selection	selection	NOUN
fumecheng-13166	65	7	methods	method	NOUN
fumecheng-13166	65	8	including	include	VERB
fumecheng-13166	65	9	information	information	NOUN
fumecheng-13166	65	10	gain	gain	NOUN
fumecheng-13166	65	11	and	and	CCONJ
fumecheng-13166	65	12	correlation	correlation	NOUN
fumecheng-13166	65	13	-	-	PUNCT
fumecheng-13166	65	14	based	base	VERB
fumecheng-13166	65	15	feature	feature	NOUN
fumecheng-13166	65	16	selection	selection	NOUN
fumecheng-13166	65	17	as	as	ADV
fumecheng-13166	65	18	well	well	ADV
fumecheng-13166	65	19	as	as	ADP
fumecheng-13166	65	20	screening	screen	VERB
fumecheng-13166	65	21	the	the	DET
fumecheng-13166	65	22	possible	possible	ADJ
fumecheng-13166	65	23	factors	factor	NOUN
fumecheng-13166	65	24	regarding	regard	VERB
fumecheng-13166	65	25	safety	safety	NOUN
fumecheng-13166	65	26	management	management	NOUN
fumecheng-13166	65	27	,	,	PUNCT
fumecheng-13166	65	28	indicating	indicate	VERB
fumecheng-13166	65	29	their	their	PRON
fumecheng-13166	65	30	contribution	contribution	NOUN
fumecheng-13166	65	31	to	to	ADP
fumecheng-13166	65	32	the	the	DET
fumecheng-13166	65	33	improvement	improvement	NOUN
fumecheng-13166	65	34	of	of	ADP
fumecheng-13166	65	35	predictive	predictive	ADJ
fumecheng-13166	65	36	accuracy	accuracy	NOUN
fumecheng-13166	65	37	.	.	PUNCT
fumecheng-13166	66	1	advanced	advanced	ADJ
fumecheng-13166	66	2	data	datum	NOUN
fumecheng-13166	66	3	modeling	modeling	NOUN
fumecheng-13166	66	4	,	,	PUNCT
fumecheng-13166	66	5	such	such	ADJ
fumecheng-13166	66	6	as	as	ADP
fumecheng-13166	66	7	that	that	DET
fumecheng-13166	66	8	using	use	VERB
fumecheng-13166	66	9	,	,	PUNCT
fumecheng-13166	66	10	for	for	ADP
fumecheng-13166	66	11	example	example	NOUN
fumecheng-13166	66	12	,	,	PUNCT
fumecheng-13166	66	13	the	the	DET
fumecheng-13166	66	14	sarima	sarima	NOUN
fumecheng-13166	66	15	model	model	NOUN
fumecheng-13166	66	16	of	of	ADP
fumecheng-13166	66	17	deretić	deretić	PROPN
fumecheng-13166	66	18	et	et	PROPN
fumecheng-13166	66	19	al	al	PROPN
fumecheng-13166	66	20	.	.	PUNCT
fumecheng-13166	67	1	[	[	X
fumecheng-13166	67	2	20	20	NUM
fumecheng-13166	67	3	]	]	PUNCT
fumecheng-13166	67	4	,	,	PUNCT
fumecheng-13166	67	5	has	have	AUX
fumecheng-13166	67	6	made	make	VERB
fumecheng-13166	67	7	it	it	PRON
fumecheng-13166	67	8	possible	possible	ADJ
fumecheng-13166	67	9	to	to	PART
fumecheng-13166	67	10	forecast	forecast	VERB
fumecheng-13166	67	11	traffic	traffic	NOUN
fumecheng-13166	67	12	accidents	accident	NOUN
fumecheng-13166	67	13	based	base	VERB
fumecheng-13166	67	14	on	on	ADP
fumecheng-13166	67	15	historical	historical	ADJ
fumecheng-13166	67	16	patterns	pattern	NOUN
fumecheng-13166	67	17	.	.	PUNCT
fumecheng-13166	68	1	dimitrijevic	dimitrijevic	PROPN
fumecheng-13166	68	2	et	et	PROPN
fumecheng-13166	68	3	al	al	PROPN
fumecheng-13166	68	4	.	.	PUNCT
fumecheng-13166	69	1	[	[	X
fumecheng-13166	69	2	21	21	NUM
fumecheng-13166	69	3	]	]	PUNCT
fumecheng-13166	69	4	used	use	VERB
fumecheng-13166	69	5	the	the	DET
fumecheng-13166	69	6	rfbased	rfbased	ADJ
fumecheng-13166	69	7	classifier	classifier	NOUN
fumecheng-13166	69	8	to	to	PART
fumecheng-13166	69	9	include	include	VERB
fumecheng-13166	69	10	both	both	CCONJ
fumecheng-13166	69	11	proactive	proactive	ADJ
fumecheng-13166	69	12	and	and	CCONJ
fumecheng-13166	69	13	reactive	reactive	ADJ
fumecheng-13166	69	14	accident	accident	NOUN
fumecheng-13166	69	15	data	datum	NOUN
fumecheng-13166	69	16	in	in	ADP
fumecheng-13166	69	17	their	their	PRON
fumecheng-13166	69	18	models	model	NOUN
fumecheng-13166	69	19	as	as	ADV
fumecheng-13166	69	20	well	well	ADV
fumecheng-13166	69	21	as	as	ADP
fumecheng-13166	69	22	improve	improve	VERB
fumecheng-13166	69	23	the	the	DET
fumecheng-13166	69	24	accuracy	accuracy	NOUN
fumecheng-13166	69	25	and	and	CCONJ
fumecheng-13166	69	26	location	location	NOUN
fumecheng-13166	69	27	-	-	PUNCT
fumecheng-13166	69	28	specific	specific	ADJ
fumecheng-13166	69	29	forecasts	forecast	NOUN
fumecheng-13166	69	30	of	of	ADP
fumecheng-13166	69	31	short	short	ADJ
fumecheng-13166	69	32	-	-	PUNCT
fumecheng-13166	69	33	term	term	NOUN
fumecheng-13166	69	34	crash	crash	NOUN
fumecheng-13166	69	35	risk	risk	NOUN
fumecheng-13166	69	36	prediction	prediction	NOUN
fumecheng-13166	69	37	.	.	PUNCT
fumecheng-13166	70	1	danesh	danesh	PROPN
fumecheng-13166	70	2	et	et	PROPN
fumecheng-13166	70	3	al	al	PROPN
fumecheng-13166	70	4	.	.	PUNCT
fumecheng-13166	71	1	[	[	X
fumecheng-13166	71	2	22	22	NUM
fumecheng-13166	71	3	]	]	PUNCT
fumecheng-13166	71	4	developed	develop	VERB
fumecheng-13166	71	5	data	datum	NOUN
fumecheng-13166	71	6	leveling	leveling	NOUN
fumecheng-13166	71	7	methods	method	NOUN
fumecheng-13166	71	8	including	include	VERB
fumecheng-13166	71	9	random	random	ADJ
fumecheng-13166	71	10	under	under	NOUN
fumecheng-13166	71	11	-	-	PUNCT
fumecheng-13166	71	12	sampling	sample	VERB
fumecheng-13166	71	13	and	and	CCONJ
fumecheng-13166	71	14	smote	smote	VERB
fumecheng-13166	71	15	and	and	CCONJ
fumecheng-13166	71	16	applied	apply	VERB
fumecheng-13166	71	17	metaheuristic	metaheuristic	ADJ
fumecheng-13166	71	18	optimization	optimization	NOUN
fumecheng-13166	71	19	approaches	approach	NOUN
fumecheng-13166	71	20	,	,	PUNCT
fumecheng-13166	71	21	including	include	VERB
fumecheng-13166	71	22	the	the	DET
fumecheng-13166	71	23	genetic	genetic	ADJ
fumecheng-13166	71	24	algorithm	algorithm	NOUN
fumecheng-13166	71	25	,	,	PUNCT
fumecheng-13166	71	26	to	to	PART
fumecheng-13166	71	27	guarantee	guarantee	VERB
fumecheng-13166	71	28	unbiased	unbiased	ADJ
fumecheng-13166	71	29	model	model	NOUN
fumecheng-13166	71	30	performance	performance	NOUN
fumecheng-13166	71	31	,	,	PUNCT
fumecheng-13166	71	32	thereby	thereby	ADV
fumecheng-13166	71	33	addressing	address	VERB
fumecheng-13166	71	34	the	the	DET
fumecheng-13166	71	35	issue	issue	NOUN
fumecheng-13166	71	36	of	of	ADP
fumecheng-13166	71	37	imbalanced	imbalanced	ADJ
fumecheng-13166	71	38	datasets	dataset	NOUN
fumecheng-13166	71	39	in	in	ADP
fumecheng-13166	71	40	crash	crash	NOUN
fumecheng-13166	71	41	prediction	prediction	NOUN
fumecheng-13166	71	42	.	.	PUNCT
fumecheng-13166	72	1	a	a	DET
fumecheng-13166	72	2	growing	grow	VERB
fumecheng-13166	72	3	area	area	NOUN
fumecheng-13166	72	4	of	of	ADP
fumecheng-13166	72	5	study	study	NOUN
fumecheng-13166	72	6	in	in	ADP
fumecheng-13166	72	7	recent	recent	ADJ
fumecheng-13166	72	8	years	year	NOUN
fumecheng-13166	72	9	is	be	AUX
fumecheng-13166	72	10	also	also	ADV
fumecheng-13166	72	11	the	the	DET
fumecheng-13166	72	12	combination	combination	NOUN
fumecheng-13166	72	13	of	of	ADP
fumecheng-13166	72	14	traditional	traditional	ADJ
fumecheng-13166	72	15	statistical	statistical	ADJ
fumecheng-13166	72	16	methods	method	NOUN
fumecheng-13166	72	17	with	with	ADP
fumecheng-13166	72	18	ai	ai	ADJ
fumecheng-13166	72	19	techniques	technique	NOUN
fumecheng-13166	72	20	.	.	PUNCT
fumecheng-13166	73	1	the	the	DET
fumecheng-13166	73	2	hybrid	hybrid	NOUN
fumecheng-13166	73	3	model	model	NOUN
fumecheng-13166	73	4	proposed	propose	VERB
fumecheng-13166	73	5	by	by	ADP
fumecheng-13166	73	6	dong	dong	PROPN
fumecheng-13166	73	7	et	et	PROPN
fumecheng-13166	73	8	al	al	PROPN
fumecheng-13166	73	9	.	.	PUNCT
fumecheng-13166	74	1	[	[	X
fumecheng-13166	74	2	23	23	NUM
fumecheng-13166	74	3	]	]	PUNCT
fumecheng-13166	74	4	combined	combine	VERB
fumecheng-13166	74	5	a	a	DET
fumecheng-13166	74	6	statespace	statespace	NOUN
fumecheng-13166	74	7	framework	framework	NOUN
fumecheng-13166	74	8	with	with	ADP
fumecheng-13166	74	9	support	support	NOUN
fumecheng-13166	74	10	vector	vector	NOUN
fumecheng-13166	74	11	regression	regression	NOUN
fumecheng-13166	74	12	.	.	PUNCT
fumecheng-13166	75	1	this	this	DET
fumecheng-13166	75	2	model	model	NOUN
fumecheng-13166	75	3	showcased	showcase	VERB
fumecheng-13166	75	4	the	the	DET
fumecheng-13166	75	5	potential	potential	NOUN
fumecheng-13166	75	6	of	of	ADP
fumecheng-13166	75	7	merging	merge	VERB
fumecheng-13166	75	8	statistical	statistical	ADJ
fumecheng-13166	75	9	and	and	CCONJ
fumecheng-13166	75	10	ml	ml	ADP
fumecheng-13166	75	11	techniques	technique	NOUN
fumecheng-13166	75	12	to	to	PART
fumecheng-13166	75	13	enhance	enhance	VERB
fumecheng-13166	75	14	the	the	DET
fumecheng-13166	75	15	prediction	prediction	NOUN
fumecheng-13166	75	16	of	of	ADP
fumecheng-13166	75	17	traffic	traffic	NOUN
fumecheng-13166	75	18	accidents	accident	NOUN
fumecheng-13166	75	19	.	.	PUNCT
fumecheng-13166	76	1	the	the	DET
fumecheng-13166	76	2	model	model	NOUN
fumecheng-13166	76	3	took	take	VERB
fumecheng-13166	76	4	into	into	ADP
fumecheng-13166	76	5	consideration	consideration	NOUN
fumecheng-13166	76	6	both	both	CCONJ
fumecheng-13166	76	7	temporal	temporal	ADJ
fumecheng-13166	76	8	and	and	CCONJ
fumecheng-13166	76	9	spatial	spatial	ADJ
fumecheng-13166	76	10	dynamics	dynamic	NOUN
fumecheng-13166	76	11	present	present	ADJ
fumecheng-13166	76	12	in	in	ADP
fumecheng-13166	76	13	the	the	DET
fumecheng-13166	76	14	data	datum	NOUN
fumecheng-13166	76	15	.	.	PUNCT
fumecheng-13166	77	1	mannering	mannere	VERB
fumecheng-13166	77	2	and	and	CCONJ
fumecheng-13166	77	3	bhat	bhat	PROPN
fumecheng-13166	77	4	[	[	X
fumecheng-13166	77	5	24	24	NUM
fumecheng-13166	77	6	]	]	PUNCT
fumecheng-13166	77	7	provided	provide	VERB
fumecheng-13166	77	8	a	a	DET
fumecheng-13166	77	9	review	review	NOUN
fumecheng-13166	77	10	of	of	ADP
fumecheng-13166	77	11	the	the	DET
fumecheng-13166	77	12	analytic	analytic	ADJ
fumecheng-13166	77	13	methods	method	NOUN
fumecheng-13166	77	14	in	in	ADP
fumecheng-13166	77	15	accident	accident	NOUN
fumecheng-13166	77	16	research	research	NOUN
fumecheng-13166	77	17	,	,	PUNCT
fumecheng-13166	77	18	including	include	VERB
fumecheng-13166	77	19	conventional	conventional	ADJ
fumecheng-13166	77	20	and	and	CCONJ
fumecheng-13166	77	21	upcoming	upcoming	ADJ
fumecheng-13166	77	22	techniques	technique	NOUN
fumecheng-13166	77	23	.	.	PUNCT
fumecheng-13166	78	1	they	they	PRON
fumecheng-13166	78	2	also	also	ADV
fumecheng-13166	78	3	provided	provide	VERB
fumecheng-13166	78	4	a	a	DET
fumecheng-13166	78	5	glimpse	glimpse	NOUN
fumecheng-13166	78	6	of	of	ADP
fumecheng-13166	78	7	future	future	ADJ
fumecheng-13166	78	8	directions	direction	NOUN
fumecheng-13166	78	9	for	for	ADP
fumecheng-13166	78	10	the	the	DET
fumecheng-13166	78	11	same	same	ADJ
fumecheng-13166	78	12	.	.	PUNCT
fumecheng-13166	79	1	the	the	DET
fumecheng-13166	79	2	practical	practical	ADJ
fumecheng-13166	79	3	implementation	implementation	NOUN
fumecheng-13166	79	4	of	of	ADP
fumecheng-13166	79	5	ml	ml	NOUN
fumecheng-13166	79	6	in	in	ADP
fumecheng-13166	79	7	real	real	ADJ
fumecheng-13166	79	8	-	-	PUNCT
fumecheng-13166	79	9	world	world	NOUN
fumecheng-13166	79	10	applications	application	NOUN
fumecheng-13166	79	11	is	be	AUX
fumecheng-13166	79	12	reflected	reflect	VERB
fumecheng-13166	79	13	in	in	ADP
fumecheng-13166	79	14	a	a	DET
fumecheng-13166	79	15	case	case	NOUN
fumecheng-13166	79	16	study	study	NOUN
fumecheng-13166	79	17	carried	carry	VERB
fumecheng-13166	79	18	out	out	ADP
fumecheng-13166	79	19	by	by	ADP
fumecheng-13166	79	20	sufian	sufian	PROPN
fumecheng-13166	79	21	et	et	PROPN
fumecheng-13166	79	22	al	al	PROPN
fumecheng-13166	79	23	.	.	PUNCT
fumecheng-13166	80	1	[	[	X
fumecheng-13166	80	2	25	25	NUM
fumecheng-13166	80	3	]	]	PUNCT
fumecheng-13166	80	4	on	on	ADP
fumecheng-13166	80	5	traffic	traffic	NOUN
fumecheng-13166	80	6	accident	accident	NOUN
fumecheng-13166	80	7	prediction	prediction	NOUN
fumecheng-13166	80	8	using	use	VERB
fumecheng-13166	80	9	heterogeneous	heterogeneous	ADJ
fumecheng-13166	80	10	urban	urban	ADJ
fumecheng-13166	80	11	data	datum	NOUN
fumecheng-13166	80	12	,	,	PUNCT
fumecheng-13166	80	13	where	where	SCONJ
fumecheng-13166	80	14	they	they	PRON
fumecheng-13166	80	15	employed	employ	VERB
fumecheng-13166	80	16	various	various	ADJ
fumecheng-13166	80	17	ml	ml	NOUN
fumecheng-13166	80	18	models	model	NOUN
fumecheng-13166	80	19	and	and	CCONJ
fumecheng-13166	80	20	showed	show	VERB
fumecheng-13166	80	21	their	their	PRON
fumecheng-13166	80	22	practical	practical	ADJ
fumecheng-13166	80	23	implementation	implementation	NOUN
fumecheng-13166	80	24	.	.	PUNCT
fumecheng-13166	81	1	3	3	X
fumecheng-13166	81	2	.	.	X
fumecheng-13166	81	3	methodology	methodology	NOUN
fumecheng-13166	81	4	traffic	traffic	NOUN
fumecheng-13166	81	5	accident	accident	NOUN
fumecheng-13166	81	6	prediction	prediction	NOUN
fumecheng-13166	81	7	and	and	CCONJ
fumecheng-13166	81	8	factor	factor	NOUN
fumecheng-13166	81	9	analysis	analysis	NOUN
fumecheng-13166	81	10	involve	involve	VERB
fumecheng-13166	81	11	navigating	navigate	VERB
fumecheng-13166	81	12	complex	complex	ADJ
fumecheng-13166	81	13	,	,	PUNCT
fumecheng-13166	81	14	often	often	ADV
fumecheng-13166	81	15	nonlinear	nonlinear	ADJ
fumecheng-13166	81	16	relationships	relationship	NOUN
fumecheng-13166	81	17	within	within	ADP
fumecheng-13166	81	18	high	high	ADJ
fumecheng-13166	81	19	-	-	PUNCT
fumecheng-13166	81	20	dimensional	dimensional	ADJ
fumecheng-13166	81	21	datasets	dataset	NOUN
fumecheng-13166	81	22	.	.	PUNCT
fumecheng-13166	82	1	while	while	SCONJ
fumecheng-13166	82	2	traditional	traditional	ADJ
fumecheng-13166	82	3	statistical	statistical	ADJ
fumecheng-13166	82	4	methods	method	NOUN
fumecheng-13166	82	5	are	be	AUX
fumecheng-13166	82	6	indeed	indeed	ADV
fumecheng-13166	82	7	useful	useful	ADJ
fumecheng-13166	82	8	,	,	PUNCT
fumecheng-13166	82	9	they	they	PRON
fumecheng-13166	82	10	capture	capture	VERB
fumecheng-13166	82	11	the	the	DET
fumecheng-13166	82	12	underlying	underlying	ADJ
fumecheng-13166	82	13	complexity	complexity	NOUN
fumecheng-13166	82	14	rather	rather	ADV
fumecheng-13166	82	15	inadequately	inadequately	ADV
fumecheng-13166	82	16	.	.	PUNCT
fumecheng-13166	83	1	so	so	ADV
fumecheng-13166	83	2	,	,	PUNCT
fumecheng-13166	83	3	in	in	ADP
fumecheng-13166	83	4	this	this	DET
fumecheng-13166	83	5	study	study	NOUN
fumecheng-13166	83	6	,	,	PUNCT
fumecheng-13166	83	7	the	the	DET
fumecheng-13166	83	8	power	power	NOUN
fumecheng-13166	83	9	of	of	ADP
fumecheng-13166	83	10	ml	ml	NOUN
fumecheng-13166	83	11	is	be	AUX
fumecheng-13166	83	12	used	use	VERB
fumecheng-13166	83	13	;	;	PUNCT
fumecheng-13166	83	14	i.e.	i.e.	X
fumecheng-13166	83	15	svms	svms	NOUN
fumecheng-13166	83	16	that	that	PRON
fumecheng-13166	83	17	have	have	VERB
fumecheng-13166	83	18	high	high	ADJ
fumecheng-13166	83	19	recognition	recognition	NOUN
fumecheng-13166	83	20	for	for	ADP
fumecheng-13166	83	21	handling	handle	VERB
fumecheng-13166	83	22	nonlinear	nonlinear	ADJ
fumecheng-13166	83	23	and	and	CCONJ
fumecheng-13166	83	24	high	high	ADJ
fumecheng-13166	83	25	-	-	PUNCT
fumecheng-13166	83	26	dimensional	dimensional	ADJ
fumecheng-13166	83	27	data	datum	NOUN
fumecheng-13166	83	28	with	with	ADP
fumecheng-13166	83	29	great	great	ADJ
fumecheng-13166	83	30	efficiency	efficiency	NOUN
fumecheng-13166	83	31	.	.	PUNCT
fumecheng-13166	84	1	to	to	PART
fumecheng-13166	84	2	enhance	enhance	VERB
fumecheng-13166	84	3	the	the	DET
fumecheng-13166	84	4	predictive	predictive	ADJ
fumecheng-13166	84	5	capabilities	capability	NOUN
fumecheng-13166	84	6	of	of	ADP
fumecheng-13166	84	7	svms	svms	NOUN
fumecheng-13166	84	8	,	,	PUNCT
fumecheng-13166	84	9	we	we	PRON
fumecheng-13166	84	10	couple	couple	VERB
fumecheng-13166	84	11	them	they	PRON
fumecheng-13166	84	12	with	with	ADP
fumecheng-13166	84	13	nature	nature	NOUN
fumecheng-13166	84	14	-	-	PUNCT
fumecheng-13166	84	15	inspired	inspire	VERB
fumecheng-13166	84	16	metaheuristic	metaheuristic	ADJ
fumecheng-13166	84	17	optimization	optimization	NOUN
fumecheng-13166	84	18	techniques	technique	NOUN
fumecheng-13166	84	19	to	to	PART
fumecheng-13166	84	20	tune	tune	VERB
fumecheng-13166	84	21	model	model	NOUN
fumecheng-13166	84	22	parameters	parameter	NOUN
fumecheng-13166	84	23	for	for	ADP
fumecheng-13166	84	24	efficient	efficient	ADJ
fumecheng-13166	84	25	performance	performance	NOUN
fumecheng-13166	84	26	optimization	optimization	NOUN
fumecheng-13166	84	27	.	.	PUNCT
fumecheng-13166	85	1	the	the	DET
fumecheng-13166	85	2	theoretical	theoretical	ADJ
fumecheng-13166	85	3	underpinning	underpinning	NOUN
fumecheng-13166	85	4	of	of	ADP
fumecheng-13166	85	5	svm	svm	PROPN
fumecheng-13166	85	6	and	and	CCONJ
fumecheng-13166	85	7	the	the	DET
fumecheng-13166	85	8	adopted	adopt	VERB
fumecheng-13166	85	9	metaheuristic	metaheuristic	ADJ
fumecheng-13166	85	10	algorithms	algorithm	NOUN
fumecheng-13166	85	11	in	in	ADP
fumecheng-13166	85	12	this	this	DET
fumecheng-13166	85	13	paper	paper	NOUN
fumecheng-13166	85	14	,	,	PUNCT
fumecheng-13166	85	15	namely	namely	ADV
fumecheng-13166	85	16	,	,	PUNCT
fumecheng-13166	85	17	the	the	DET
fumecheng-13166	85	18	cuckoo	cuckoo	NOUN
fumecheng-13166	85	19	search	search	NOUN
fumecheng-13166	85	20	algorithm	algorithm	NOUN
fumecheng-13166	85	21	(	(	PUNCT
fumecheng-13166	85	22	csa	csa	PROPN
fumecheng-13166	85	23	)	)	PUNCT
fumecheng-13166	85	24	,	,	PUNCT
fumecheng-13166	85	25	multi	multi	ADJ
fumecheng-13166	85	26	-	-	ADJ
fumecheng-13166	85	27	verse	verse	ADJ
fumecheng-13166	85	28	optimizer	optimizer	NOUN
fumecheng-13166	85	29	(	(	PUNCT
fumecheng-13166	85	30	mvo	mvo	NOUN
fumecheng-13166	85	31	)	)	PUNCT
fumecheng-13166	85	32	,	,	PUNCT
fumecheng-13166	85	33	and	and	CCONJ
fumecheng-13166	85	34	whale	whale	NOUN
fumecheng-13166	85	35	optimization	optimization	NOUN
fumecheng-13166	85	36	algorithm	algorithm	NOUN
fumecheng-13166	85	37	(	(	PUNCT
fumecheng-13166	85	38	woa	woa	PROPN
fumecheng-13166	85	39	)	)	PUNCT
fumecheng-13166	85	40	,	,	PUNCT
fumecheng-13166	85	41	will	will	AUX
fumecheng-13166	85	42	be	be	AUX
fumecheng-13166	85	43	included	include	VERB
fumecheng-13166	85	44	in	in	ADP
fumecheng-13166	85	45	the	the	DET
fumecheng-13166	85	46	following	follow	VERB
fumecheng-13166	85	47	sections	section	NOUN
fumecheng-13166	85	48	.	.	PUNCT
fumecheng-13166	86	1	this	this	PRON
fumecheng-13166	86	2	also	also	ADV
fumecheng-13166	86	3	encompasses	encompass	VERB
fumecheng-13166	86	4	the	the	DET
fumecheng-13166	86	5	methodological	methodological	ADJ
fumecheng-13166	86	6	framework	framework	NOUN
fumecheng-13166	86	7	related	relate	VERB
fumecheng-13166	86	8	to	to	ADP
fumecheng-13166	86	9	data	datum	NOUN
fumecheng-13166	86	10	preparation	preparation	NOUN
fumecheng-13166	86	11	,	,	PUNCT
fumecheng-13166	86	12	model	model	NOUN
fumecheng-13166	86	13	construction	construction	NOUN
fumecheng-13166	86	14	,	,	PUNCT
fumecheng-13166	86	15	and	and	CCONJ
fumecheng-13166	86	16	evaluation	evaluation	NOUN
fumecheng-13166	86	17	.	.	PUNCT
fumecheng-13166	87	1	the	the	DET
fumecheng-13166	87	2	approach	approach	NOUN
fumecheng-13166	87	3	,	,	PUNCT
fumecheng-13166	87	4	with	with	ADP
fumecheng-13166	87	5	its	its	PRON
fumecheng-13166	87	6	integration	integration	NOUN
fumecheng-13166	87	7	of	of	ADP
fumecheng-13166	87	8	svms	svms	NOUN
fumecheng-13166	87	9	and	and	CCONJ
fumecheng-13166	87	10	metaheuristic	metaheuristic	ADJ
fumecheng-13166	87	11	optimization	optimization	NOUN
fumecheng-13166	87	12	,	,	PUNCT
fumecheng-13166	87	13	shall	shall	AUX
fumecheng-13166	87	14	provide	provide	VERB
fumecheng-13166	87	15	a	a	DET
fumecheng-13166	87	16	robust	robust	ADJ
fumecheng-13166	87	17	and	and	CCONJ
fumecheng-13166	87	18	accurate	accurate	ADJ
fumecheng-13166	87	19	means	mean	NOUN
fumecheng-13166	87	20	toward	toward	ADP
fumecheng-13166	87	21	the	the	DET
fumecheng-13166	87	22	prediction	prediction	NOUN
fumecheng-13166	87	23	of	of	ADP
fumecheng-13166	87	24	the	the	DET
fumecheng-13166	87	25	number	number	NOUN
fumecheng-13166	87	26	of	of	ADP
fumecheng-13166	87	27	vehicles	vehicle	NOUN
fumecheng-13166	87	28	involved	involve	VERB
fumecheng-13166	87	29	in	in	ADP
fumecheng-13166	87	30	a	a	DET
fumecheng-13166	87	31	traffic	traffic	NOUN
fumecheng-13166	87	32	accident	accident	NOUN
fumecheng-13166	87	33	and	and	CCONJ
fumecheng-13166	87	34	the	the	DET
fumecheng-13166	87	35	identification	identification	NOUN
fumecheng-13166	87	36	of	of	ADP
fumecheng-13166	87	37	those	those	DET
fumecheng-13166	87	38	significant	significant	ADJ
fumecheng-13166	87	39	factors	factor	NOUN
fumecheng-13166	87	40	that	that	PRON
fumecheng-13166	87	41	determine	determine	VERB
fumecheng-13166	87	42	such	such	ADJ
fumecheng-13166	87	43	accidents	accident	NOUN
fumecheng-13166	87	44	for	for	ADP
fumecheng-13166	87	45	the	the	DET
fumecheng-13166	87	46	development	development	NOUN
fumecheng-13166	87	47	of	of	ADP
fumecheng-13166	87	48	appropriate	appropriate	ADJ
fumecheng-13166	87	49	road	road	NOUN
fumecheng-13166	87	50	safety	safety	NOUN
fumecheng-13166	87	51	measures	measure	NOUN
fumecheng-13166	87	52	.	.	PUNCT
fumecheng-13166	88	1	3.1	3.1	NUM
fumecheng-13166	88	2	.	.	PUNCT
fumecheng-13166	89	1	support	support	NOUN
fumecheng-13166	89	2	vector	vector	NOUN
fumecheng-13166	89	3	machine	machine	NOUN
fumecheng-13166	89	4	artificial	artificial	ADJ
fumecheng-13166	89	5	intelligence	intelligence	NOUN
fumecheng-13166	89	6	(	(	PUNCT
fumecheng-13166	89	7	ai	ai	NOUN
fumecheng-13166	89	8	)	)	PUNCT
fumecheng-13166	89	9	and	and	CCONJ
fumecheng-13166	89	10	ml	ml	PROPN
fumecheng-13166	89	11	approaches	approach	NOUN
fumecheng-13166	89	12	are	be	AUX
fumecheng-13166	89	13	being	be	AUX
fumecheng-13166	89	14	used	use	VERB
fumecheng-13166	89	15	by	by	ADP
fumecheng-13166	89	16	many	many	ADJ
fumecheng-13166	89	17	academics	academic	NOUN
fumecheng-13166	89	18	and	and	CCONJ
fumecheng-13166	89	19	industry	industry	NOUN
fumecheng-13166	89	20	sectors	sector	NOUN
fumecheng-13166	89	21	,	,	PUNCT
fumecheng-13166	89	22	which	which	PRON
fumecheng-13166	89	23	are	be	AUX
fumecheng-13166	89	24	changing	change	VERB
fumecheng-13166	89	25	how	how	SCONJ
fumecheng-13166	89	26	we	we	PRON
fumecheng-13166	89	27	approach	approach	VERB
fumecheng-13166	89	28	complex	complex	ADJ
fumecheng-13166	89	29	problems	problem	NOUN
fumecheng-13166	89	30	and	and	CCONJ
fumecheng-13166	89	31	enhancing	enhance	VERB
fumecheng-13166	89	32	operational	operational	ADJ
fumecheng-13166	89	33	efficiency	efficiency	NOUN
fumecheng-13166	89	34	[	[	X
fumecheng-13166	89	35	26	26	NUM
fumecheng-13166	89	36	-	-	SYM
fumecheng-13166	89	37	29	29	NUM
fumecheng-13166	89	38	]	]	PUNCT
fumecheng-13166	89	39	.	.	PUNCT
fumecheng-13166	90	1	svm	svm	PROPN
fumecheng-13166	90	2	is	be	AUX
fumecheng-13166	90	3	a	a	DET
fumecheng-13166	90	4	successful	successful	ADJ
fumecheng-13166	90	5	ml	ml	X
fumecheng-13166	90	6	algorithm	algorithm	NOUN
fumecheng-13166	90	7	developed	develop	VERB
fumecheng-13166	90	8	by	by	ADP
fumecheng-13166	90	9	cortes	corte	NOUN
fumecheng-13166	90	10	enhancing	enhance	VERB
fumecheng-13166	90	11	support	support	NOUN
fumecheng-13166	90	12	vector	vector	NOUN
fumecheng-13166	90	13	machine	machine	NOUN
fumecheng-13166	90	14	performance	performance	NOUN
fumecheng-13166	90	15	in	in	ADP
fumecheng-13166	90	16	forecasting	forecast	VERB
fumecheng-13166	90	17	the	the	DET
fumecheng-13166	90	18	number	number	NOUN
fumecheng-13166	90	19	of	of	ADP
fumecheng-13166	90	20	vehicles	vehicle	NOUN
fumecheng-13166	90	21	…	…	PUNCT
fumecheng-13166	90	22	5	5	NUM
fumecheng-13166	90	23	and	and	CCONJ
fumecheng-13166	90	24	vapnik	vapnik	X
fumecheng-13166	90	25	in	in	ADP
fumecheng-13166	90	26	1995	1995	NUM
fumecheng-13166	90	27	[	[	X
fumecheng-13166	90	28	30	30	NUM
fumecheng-13166	90	29	]	]	PUNCT
fumecheng-13166	90	30	.	.	PUNCT
fumecheng-13166	91	1	it	it	PRON
fumecheng-13166	91	2	is	be	AUX
fumecheng-13166	91	3	a	a	DET
fumecheng-13166	91	4	supervised	supervised	ADJ
fumecheng-13166	91	5	learning	learning	NOUN
fumecheng-13166	91	6	algorithm	algorithm	NOUN
fumecheng-13166	91	7	used	use	VERB
fumecheng-13166	91	8	in	in	ADP
fumecheng-13166	91	9	regression	regression	NOUN
fumecheng-13166	91	10	and	and	CCONJ
fumecheng-13166	91	11	classification	classification	NOUN
fumecheng-13166	91	12	tasks	task	NOUN
fumecheng-13166	91	13	.	.	PUNCT
fumecheng-13166	92	1	svms	svms	NOUN
fumecheng-13166	92	2	are	be	AUX
fumecheng-13166	92	3	linear	linear	PROPN
fumecheng-13166	92	4	classifiers	classifier	NOUN
fumecheng-13166	92	5	that	that	PRON
fumecheng-13166	92	6	maximize	maximize	VERB
fumecheng-13166	92	7	the	the	DET
fumecheng-13166	92	8	margin	margin	NOUN
fumecheng-13166	92	9	between	between	ADP
fumecheng-13166	92	10	two	two	NUM
fumecheng-13166	92	11	classes	class	NOUN
fumecheng-13166	92	12	by	by	ADP
fumecheng-13166	92	13	creating	create	VERB
fumecheng-13166	92	14	a	a	DET
fumecheng-13166	92	15	classification	classification	NOUN
fumecheng-13166	92	16	hyperplane	hyperplane	NOUN
fumecheng-13166	92	17	in	in	ADP
fumecheng-13166	92	18	the	the	DET
fumecheng-13166	92	19	center	center	NOUN
fumecheng-13166	92	20	of	of	ADP
fumecheng-13166	92	21	the	the	DET
fumecheng-13166	92	22	maximum	maximum	ADJ
fumecheng-13166	92	23	margin	margin	NOUN
fumecheng-13166	92	24	.	.	PUNCT
fumecheng-13166	93	1	the	the	DET
fumecheng-13166	93	2	objective	objective	NOUN
fumecheng-13166	93	3	is	be	AUX
fumecheng-13166	93	4	to	to	PART
fumecheng-13166	93	5	identify	identify	VERB
fumecheng-13166	93	6	the	the	DET
fumecheng-13166	93	7	optimal	optimal	ADJ
fumecheng-13166	93	8	hyperplane	hyperplane	NOUN
fumecheng-13166	93	9	in	in	ADP
fumecheng-13166	93	10	an	an	DET
fumecheng-13166	93	11	n	n	ADV
fumecheng-13166	93	12	-	-	PUNCT
fumecheng-13166	93	13	dimensional	dimensional	ADJ
fumecheng-13166	93	14	space	space	NOUN
fumecheng-13166	93	15	.	.	PUNCT
fumecheng-13166	94	1	two	two	NUM
fumecheng-13166	94	2	labels	label	NOUN
fumecheng-13166	94	3	are	be	AUX
fumecheng-13166	94	4	assigned	assign	VERB
fumecheng-13166	94	5	for	for	ADP
fumecheng-13166	94	6	classification	classification	NOUN
fumecheng-13166	94	7	:	:	PUNCT
fumecheng-13166	94	8	+1	+1	PROPN
fumecheng-13166	94	9	for	for	ADP
fumecheng-13166	94	10	cases	case	NOUN
fumecheng-13166	94	11	above	above	ADP
fumecheng-13166	94	12	the	the	DET
fumecheng-13166	94	13	hyperplane	hyperplane	NOUN
fumecheng-13166	94	14	and	and	CCONJ
fumecheng-13166	94	15	-1	-1	ADP
fumecheng-13166	94	16	for	for	ADP
fumecheng-13166	94	17	those	those	DET
fumecheng-13166	94	18	below	below	ADV
fumecheng-13166	94	19	.	.	PUNCT
fumecheng-13166	95	1	eq	eq	X
fumecheng-13166	95	2	.	.	PUNCT
fumecheng-13166	96	1	(	(	PUNCT
fumecheng-13166	96	2	1	1	X
fumecheng-13166	96	3	)	)	PUNCT
fumecheng-13166	96	4	displays	display	VERB
fumecheng-13166	96	5	a	a	DET
fumecheng-13166	96	6	collection	collection	NOUN
fumecheng-13166	96	7	of	of	ADP
fumecheng-13166	96	8	sample	sample	NOUN
fumecheng-13166	96	9	sets	set	NOUN
fumecheng-13166	96	10	utilized	utilize	VERB
fumecheng-13166	96	11	in	in	ADP
fumecheng-13166	96	12	the	the	DET
fumecheng-13166	96	13	process	process	NOUN
fumecheng-13166	96	14	of	of	ADP
fumecheng-13166	96	15	learning	learn	VERB
fumecheng-13166	96	16	data	datum	NOUN
fumecheng-13166	96	17	for	for	ADP
fumecheng-13166	96	18	categorization	categorization	NOUN
fumecheng-13166	96	19	[	[	X
fumecheng-13166	96	20	31	31	NUM
fumecheng-13166	96	21	]	]	SYM
fumecheng-13166	96	22	:	:	PUNCT
fumecheng-13166	96	23	𝑆	𝑆	PROPN
fumecheng-13166	96	24	=	=	SYM
fumecheng-13166	96	25	{	{	PUNCT
fumecheng-13166	96	26	(	(	PUNCT
fumecheng-13166	96	27	𝑥𝑖	𝑥𝑖	PROPN
fumecheng-13166	96	28	,	,	PUNCT
fumecheng-13166	96	29	𝑦𝑖)𝑖=1	𝑦𝑖)𝑖=1	PROPN
fumecheng-13166	96	30	𝑛	𝑛	ADP
fumecheng-13166	96	31	|𝑥𝑖	|𝑥𝑖	PROPN
fumecheng-13166	96	32	∈	∈	PROPN
fumecheng-13166	96	33	𝑅𝑁	𝑅𝑁	PROPN
fumecheng-13166	96	34	,	,	PUNCT
fumecheng-13166	96	35	𝑦𝑖	𝑦𝑖	PROPN
fumecheng-13166	96	36	∈	∈	PROPN
fumecheng-13166	96	37	{	{	PUNCT
fumecheng-13166	96	38	−1,1	−1,1	NOUN
fumecheng-13166	96	39	}	}	PUNCT
fumecheng-13166	96	40	,	,	PUNCT
fumecheng-13166	96	41	𝑖	𝑖	SYM
fumecheng-13166	96	42	=	=	SYM
fumecheng-13166	96	43	1,2	1,2	NUM
fumecheng-13166	96	44	,	,	PUNCT
fumecheng-13166	96	45	.	.	PUNCT
fumecheng-13166	96	46	.	.	PUNCT
fumecheng-13166	96	47	.	.	PUNCT
fumecheng-13166	96	48	.	.	PUNCT
fumecheng-13166	97	1	.	.	PUNCT
fumecheng-13166	98	1	.	.	PUNCT
fumecheng-13166	99	1	,	,	PUNCT
fumecheng-13166	99	2	𝑙	𝑙	X
fumecheng-13166	99	3	}	}	PUNCT
fumecheng-13166	99	4	(	(	PUNCT
fumecheng-13166	99	5	1	1	X
fumecheng-13166	99	6	)	)	PUNCT
fumecheng-13166	99	7	here	here	ADV
fumecheng-13166	99	8	,	,	PUNCT
fumecheng-13166	99	9	xi	xi	PROPN
fumecheng-13166	99	10	marks	mark	VERB
fumecheng-13166	99	11	the	the	DET
fumecheng-13166	99	12	data	datum	NOUN
fumecheng-13166	99	13	and	and	CCONJ
fumecheng-13166	99	14	yi	yi	PROPN
fumecheng-13166	99	15	is	be	AUX
fumecheng-13166	99	16	the	the	DET
fumecheng-13166	99	17	target	target	NOUN
fumecheng-13166	99	18	variable	variable	NOUN
fumecheng-13166	99	19	for	for	ADP
fumecheng-13166	99	20	the	the	DET
fumecheng-13166	99	21	i	i	PROPN
fumecheng-13166	99	22	-	-	PUNCT
fumecheng-13166	99	23	th	th	VERB
fumecheng-13166	99	24	sample	sample	NOUN
fumecheng-13166	99	25	.	.	PUNCT
fumecheng-13166	100	1	determined	determine	VERB
fumecheng-13166	100	2	by	by	ADP
fumecheng-13166	100	3	applying	apply	VERB
fumecheng-13166	100	4	current	current	ADJ
fumecheng-13166	100	5	support	support	NOUN
fumecheng-13166	100	6	vectors	vector	NOUN
fumecheng-13166	100	7	and	and	CCONJ
fumecheng-13166	100	8	constraints	constraint	NOUN
fumecheng-13166	100	9	,	,	PUNCT
fumecheng-13166	100	10	the	the	DET
fumecheng-13166	100	11	ideal	ideal	ADJ
fumecheng-13166	100	12	hyperplane	hyperplane	NOUN
fumecheng-13166	100	13	is	be	AUX
fumecheng-13166	100	14	the	the	DET
fumecheng-13166	100	15	one	one	NUM
fumecheng-13166	100	16	with	with	ADP
fumecheng-13166	100	17	the	the	DET
fumecheng-13166	100	18	biggest	big	ADJ
fumecheng-13166	100	19	margin	margin	NOUN
fumecheng-13166	100	20	among	among	ADP
fumecheng-13166	100	21	the	the	DET
fumecheng-13166	100	22	produced	produce	VERB
fumecheng-13166	100	23	hyperplanes	hyperplane	NOUN
fumecheng-13166	100	24	.	.	PUNCT
fumecheng-13166	101	1	eqs	eqs	PROPN
fumecheng-13166	101	2	.	.	PUNCT
fumecheng-13166	102	1	(	(	PUNCT
fumecheng-13166	102	2	2	2	NUM
fumecheng-13166	102	3	)	)	PUNCT
fumecheng-13166	102	4	and	and	CCONJ
fumecheng-13166	102	5	(	(	PUNCT
fumecheng-13166	102	6	3	3	X
fumecheng-13166	102	7	)	)	PUNCT
fumecheng-13166	102	8	express	express	VERB
fumecheng-13166	102	9	constraints	constraint	NOUN
fumecheng-13166	102	10	[	[	X
fumecheng-13166	102	11	32	32	NUM
fumecheng-13166	102	12	]	]	PUNCT
fumecheng-13166	102	13	:	:	PUNCT
fumecheng-13166	102	14	𝑀𝑖𝑛	𝑀𝑖𝑛	NOUN
fumecheng-13166	102	15	1	1	NUM
fumecheng-13166	102	16	2	2	NUM
fumecheng-13166	102	17	‖𝑤‖2	‖𝑤‖2	NOUN
fumecheng-13166	102	18	(	(	PUNCT
fumecheng-13166	102	19	2	2	X
fumecheng-13166	102	20	)	)	PUNCT
fumecheng-13166	102	21	𝑠.	𝑠.	NOUN
fumecheng-13166	102	22	𝑡.	𝑡.	NOUN
fumecheng-13166	102	23	𝑦𝑖(𝑤𝑥𝑖	𝑦𝑖(𝑤𝑥𝑖	PROPN
fumecheng-13166	102	24	+	+	CCONJ
fumecheng-13166	102	25	𝑏	𝑏	NOUN
fumecheng-13166	102	26	)	)	PUNCT
fumecheng-13166	102	27	≥	≥	NOUN
fumecheng-13166	102	28	1	1	NUM
fumecheng-13166	102	29	(	(	PUNCT
fumecheng-13166	102	30	3	3	NUM
fumecheng-13166	102	31	)	)	PUNCT
fumecheng-13166	102	32	where	where	SCONJ
fumecheng-13166	102	33	w	w	NOUN
fumecheng-13166	102	34	denotes	denote	VERB
fumecheng-13166	102	35	the	the	DET
fumecheng-13166	102	36	weight	weight	NOUN
fumecheng-13166	102	37	vector	vector	NOUN
fumecheng-13166	102	38	and	and	CCONJ
fumecheng-13166	102	39	b	b	NOUN
fumecheng-13166	102	40	denotes	denote	NOUN
fumecheng-13166	102	41	the	the	DET
fumecheng-13166	102	42	bias	bias	NOUN
fumecheng-13166	102	43	vector	vector	NOUN
fumecheng-13166	102	44	[	[	X
fumecheng-13166	102	45	30	30	NUM
fumecheng-13166	102	46	]	]	PUNCT
fumecheng-13166	102	47	.	.	PUNCT
fumecheng-13166	103	1	subsequently	subsequently	ADV
fumecheng-13166	103	2	,	,	PUNCT
fumecheng-13166	103	3	after	after	ADP
fumecheng-13166	103	4	taking	take	VERB
fumecheng-13166	103	5	into	into	ADP
fumecheng-13166	103	6	account	account	NOUN
fumecheng-13166	103	7	an	an	DET
fumecheng-13166	103	8	error	error	NOUN
fumecheng-13166	103	9	coefficient	coefficient	NOUN
fumecheng-13166	103	10	,	,	PUNCT
fumecheng-13166	103	11	the	the	DET
fumecheng-13166	103	12	constraints	constraint	NOUN
fumecheng-13166	103	13	are	be	AUX
fumecheng-13166	103	14	reformulated	reformulate	VERB
fumecheng-13166	103	15	and	and	CCONJ
fumecheng-13166	103	16	rectified	rectify	VERB
fumecheng-13166	103	17	based	base	VERB
fumecheng-13166	103	18	on	on	ADP
fumecheng-13166	103	19	eqs	eqs	PROPN
fumecheng-13166	103	20	.	.	PUNCT
fumecheng-13166	104	1	(	(	PUNCT
fumecheng-13166	104	2	4	4	NUM
fumecheng-13166	104	3	)	)	PUNCT
fumecheng-13166	104	4	and	and	CCONJ
fumecheng-13166	104	5	(	(	PUNCT
fumecheng-13166	104	6	5	5	NUM
fumecheng-13166	104	7	)	)	PUNCT
fumecheng-13166	104	8	.	.	PUNCT
fumecheng-13166	105	1	the	the	DET
fumecheng-13166	105	2	purpose	purpose	NOUN
fumecheng-13166	105	3	of	of	ADP
fumecheng-13166	105	4	this	this	DET
fumecheng-13166	105	5	error	error	NOUN
fumecheng-13166	105	6	coefficient	coefficient	NOUN
fumecheng-13166	105	7	is	be	AUX
fumecheng-13166	105	8	to	to	PART
fumecheng-13166	105	9	enhance	enhance	VERB
fumecheng-13166	105	10	the	the	DET
fumecheng-13166	105	11	precision	precision	NOUN
fumecheng-13166	105	12	of	of	ADP
fumecheng-13166	105	13	categorization	categorization	NOUN
fumecheng-13166	105	14	[	[	X
fumecheng-13166	105	15	33	33	NUM
fumecheng-13166	105	16	]	]	X
fumecheng-13166	105	17	:	:	PUNCT
fumecheng-13166	105	18	𝑀𝑖𝑛	𝑀𝑖𝑛	NOUN
fumecheng-13166	105	19	1	1	NUM
fumecheng-13166	105	20	2	2	NUM
fumecheng-13166	105	21	‖𝑤‖2	‖𝑤‖2	NOUN
fumecheng-13166	105	22	+	+	CCONJ
fumecheng-13166	105	23	𝑐	𝑐	NOUN
fumecheng-13166	105	24	∑	∑	PUNCT
fumecheng-13166	105	25	𝜀𝑖	𝜀𝑖	NOUN
fumecheng-13166	105	26	(	(	PUNCT
fumecheng-13166	105	27	𝜀𝑖	𝜀𝑖	ADP
fumecheng-13166	105	28	≥	≥	NOUN
fumecheng-13166	105	29	0)𝑛	0)𝑛	NOUN
fumecheng-13166	105	30	𝑖=1	𝑖=1	PUNCT
fumecheng-13166	106	1	(	(	PUNCT
fumecheng-13166	106	2	4	4	X
fumecheng-13166	106	3	)	)	PUNCT
fumecheng-13166	106	4	𝑠.	𝑠.	NOUN
fumecheng-13166	106	5	𝑡.	𝑡.	NOUN
fumecheng-13166	106	6	{	{	PUNCT
fumecheng-13166	107	1	𝑦𝑖(𝑤𝑥𝑖	𝑦𝑖(𝑤𝑥𝑖	NOUN
fumecheng-13166	107	2	+	+	CCONJ
fumecheng-13166	107	3	𝑏	𝑏	NOUN
fumecheng-13166	107	4	)	)	PUNCT
fumecheng-13166	107	5	≥	≥	NOUN
fumecheng-13166	107	6	1	1	NUM
fumecheng-13166	107	7	−	−	NOUN
fumecheng-13166	107	8	𝜀𝑖	𝜀𝑖	ADP
fumecheng-13166	107	9	𝑐	𝑐	PROPN
fumecheng-13166	107	10	≥	≥	NUM
fumecheng-13166	107	11	0	0	NUM
fumecheng-13166	108	1	(	(	PUNCT
fumecheng-13166	108	2	𝑖	𝑖	SYM
fumecheng-13166	108	3	=	=	NOUN
fumecheng-13166	108	4	1,2,3	1,2,3	NUM
fumecheng-13166	108	5	,	,	PUNCT
fumecheng-13166	108	6	.	.	PUNCT
fumecheng-13166	108	7	.	.	PUNCT
fumecheng-13166	108	8	.	.	PUNCT
fumecheng-13166	108	9	.	.	PUNCT
fumecheng-13166	108	10	.	.	PUNCT
fumecheng-13166	109	1	.	.	PUNCT
fumecheng-13166	110	1	,	,	PUNCT
fumecheng-13166	110	2	𝑛	𝑛	X
fumecheng-13166	110	3	)	)	PUNCT
fumecheng-13166	110	4	(	(	PUNCT
fumecheng-13166	110	5	5	5	X
fumecheng-13166	110	6	)	)	PUNCT
fumecheng-13166	110	7	the	the	DET
fumecheng-13166	110	8	penalty	penalty	NOUN
fumecheng-13166	110	9	coefficient	coefficient	NOUN
fumecheng-13166	110	10	is	be	AUX
fumecheng-13166	110	11	denoted	denote	VERB
fumecheng-13166	110	12	by	by	ADP
fumecheng-13166	110	13	the	the	DET
fumecheng-13166	110	14	symbol	symbol	NOUN
fumecheng-13166	110	15	c.	c.	PROPN
fumecheng-13166	110	16	next	next	ADV
fumecheng-13166	110	17	,	,	PUNCT
fumecheng-13166	110	18	the	the	DET
fumecheng-13166	110	19	lagrange	lagrange	NOUN
fumecheng-13166	110	20	approach	approach	NOUN
fumecheng-13166	110	21	is	be	AUX
fumecheng-13166	110	22	employed	employ	VERB
fumecheng-13166	110	23	to	to	PART
fumecheng-13166	110	24	address	address	VERB
fumecheng-13166	110	25	classification	classification	NOUN
fumecheng-13166	110	26	difficulties	difficulty	NOUN
fumecheng-13166	110	27	in	in	ADP
fumecheng-13166	110	28	svm	svm	PROPN
fumecheng-13166	110	29	.	.	PUNCT
fumecheng-13166	111	1	these	these	DET
fumecheng-13166	111	2	problems	problem	NOUN
fumecheng-13166	111	3	are	be	AUX
fumecheng-13166	111	4	formulated	formulate	VERB
fumecheng-13166	111	5	as	as	ADP
fumecheng-13166	111	6	a	a	DET
fumecheng-13166	111	7	dual	dual	ADJ
fumecheng-13166	111	8	optimization	optimization	NOUN
fumecheng-13166	111	9	problem	problem	NOUN
fumecheng-13166	111	10	,	,	PUNCT
fumecheng-13166	111	11	which	which	PRON
fumecheng-13166	111	12	is	be	AUX
fumecheng-13166	111	13	based	base	VERB
fumecheng-13166	111	14	on	on	ADP
fumecheng-13166	111	15	eq	eq	ADP
fumecheng-13166	111	16	.	.	PUNCT
fumecheng-13166	112	1	(	(	PUNCT
fumecheng-13166	112	2	6	6	NUM
fumecheng-13166	112	3	)	)	PUNCT
fumecheng-13166	113	1	[	[	X
fumecheng-13166	113	2	34	34	NUM
fumecheng-13166	113	3	]	]	X
fumecheng-13166	113	4	:	:	PUNCT
fumecheng-13166	113	5	{	{	PUNCT
fumecheng-13166	113	6	𝑊(𝑎	𝑊(𝑎	NOUN
fumecheng-13166	113	7	)	)	PUNCT
fumecheng-13166	113	8	=	=	PUNCT
fumecheng-13166	113	9	∑	∑	PROPN
fumecheng-13166	113	10	𝑎𝑖	𝑎𝑖	PRON
fumecheng-13166	113	11	−	−	PROPN
fumecheng-13166	113	12	1	1	NUM
fumecheng-13166	113	13	2	2	NUM
fumecheng-13166	113	14	𝑛	𝑛	DET
fumecheng-13166	113	15	𝑖=1	𝑖=1	PUNCT
fumecheng-13166	113	16	∑	∑	ADV
fumecheng-13166	113	17	𝑎𝑖	𝑎𝑖	ADP
fumecheng-13166	113	18	𝑛	𝑛	PRON
fumecheng-13166	113	19	𝑖,𝑗=1	𝑖,𝑗=1	ADV
fumecheng-13166	113	20	𝑎𝑗𝑦𝑖𝑦𝑗𝐾(𝑥𝑖	𝑎𝑗𝑦𝑖𝑦𝑗𝐾(𝑥𝑖	ADJ
fumecheng-13166	113	21	,	,	PUNCT
fumecheng-13166	113	22	𝑥𝑗	𝑥𝑗	PROPN
fumecheng-13166	113	23	)	)	PUNCT
fumecheng-13166	113	24	𝑠.	𝑠.	NOUN
fumecheng-13166	113	25	𝑡.	𝑡.	NOUN
fumecheng-13166	113	26	∑	∑	PROPN
fumecheng-13166	113	27	𝑎𝑖𝑦𝑖(0	𝑎𝑖𝑦𝑖(0	PROPN
fumecheng-13166	113	28	≤	≤	NUM
fumecheng-13166	113	29	𝑎𝑖	𝑎𝑖	ADP
fumecheng-13166	113	30	≤	≤	NUM
fumecheng-13166	113	31	𝑐	𝑐	NOUN
fumecheng-13166	113	32	;	;	PUNCT
fumecheng-13166	113	33	𝑖	𝑖	SYM
fumecheng-13166	113	34	=	=	NOUN
fumecheng-13166	113	35	1,2,3	1,2,3	NUM
fumecheng-13166	113	36	,	,	PUNCT
fumecheng-13166	113	37	.	.	PUNCT
fumecheng-13166	113	38	.	.	PUNCT
fumecheng-13166	113	39	.	.	PUNCT
fumecheng-13166	114	1	.	.	PUNCT
fumecheng-13166	115	1	,	,	PUNCT
fumecheng-13166	115	2	𝑛)𝑛	𝑛)𝑛	X
fumecheng-13166	115	3	𝑖=1	𝑖=1	PUNCT
fumecheng-13166	115	4	(	(	PUNCT
fumecheng-13166	115	5	6	6	NUM
fumecheng-13166	115	6	)	)	PUNCT
fumecheng-13166	115	7	the	the	DET
fumecheng-13166	115	8	function	function	NOUN
fumecheng-13166	115	9	k	k	PROPN
fumecheng-13166	115	10	is	be	AUX
fumecheng-13166	115	11	a	a	DET
fumecheng-13166	115	12	mathematical	mathematical	ADJ
fumecheng-13166	115	13	function	function	NOUN
fumecheng-13166	115	14	referred	refer	VERB
fumecheng-13166	115	15	to	to	ADP
fumecheng-13166	115	16	as	as	ADP
fumecheng-13166	115	17	the	the	DET
fumecheng-13166	115	18	kernel	kernel	PROPN
fumecheng-13166	115	19	function	function	PROPN
fumecheng-13166	115	20	.	.	PUNCT
fumecheng-13166	116	1	various	various	ADJ
fumecheng-13166	116	2	types	type	NOUN
fumecheng-13166	116	3	of	of	ADP
fumecheng-13166	116	4	kernel	kernel	NOUN
fumecheng-13166	116	5	functions	function	NOUN
fumecheng-13166	116	6	are	be	AUX
fumecheng-13166	116	7	available	available	ADJ
fumecheng-13166	116	8	including	include	VERB
fumecheng-13166	116	9	the	the	DET
fumecheng-13166	116	10	linear	linear	PROPN
fumecheng-13166	116	11	(	(	PUNCT
fumecheng-13166	116	12	lin	lin	PROPN
fumecheng-13166	116	13	)	)	PUNCT
fumecheng-13166	116	14	,	,	PUNCT
fumecheng-13166	116	15	radial	radial	ADJ
fumecheng-13166	116	16	basis	basis	NOUN
fumecheng-13166	116	17	function	function	NOUN
fumecheng-13166	116	18	(	(	PUNCT
fumecheng-13166	116	19	rbf	rbf	PROPN
fumecheng-13166	116	20	)	)	PUNCT
fumecheng-13166	116	21	,	,	PUNCT
fumecheng-13166	116	22	and	and	CCONJ
fumecheng-13166	116	23	polynomial	polynomial	ADJ
fumecheng-13166	116	24	(	(	PUNCT
fumecheng-13166	116	25	pol	pol	NOUN
fumecheng-13166	116	26	)	)	PUNCT
fumecheng-13166	116	27	.	.	PUNCT
fumecheng-13166	117	1	parameters	parameter	NOUN
fumecheng-13166	117	2	gamma	gamma	PROPN
fumecheng-13166	117	3	(	(	PUNCT
fumecheng-13166	117	4	𝛾	𝛾	PROPN
fumecheng-13166	117	5	)	)	PUNCT
fumecheng-13166	117	6	and	and	CCONJ
fumecheng-13166	117	7	d	d	AUX
fumecheng-13166	117	8	define	define	VERB
fumecheng-13166	117	9	the	the	DET
fumecheng-13166	117	10	several	several	ADJ
fumecheng-13166	117	11	kinds	kind	NOUN
fumecheng-13166	117	12	of	of	ADP
fumecheng-13166	117	13	kernels	kernel	NOUN
fumecheng-13166	117	14	for	for	ADP
fumecheng-13166	117	15	rbf	rbf	PROPN
fumecheng-13166	117	16	and	and	CCONJ
fumecheng-13166	117	17	pol	pol	PROPN
fumecheng-13166	117	18	.	.	PUNCT
fumecheng-13166	118	1	here	here	ADV
fumecheng-13166	118	2	,	,	PUNCT
fumecheng-13166	118	3	d	d	PROPN
fumecheng-13166	118	4	denotes	denote	VERB
fumecheng-13166	118	5	the	the	DET
fumecheng-13166	118	6	degree	degree	NOUN
fumecheng-13166	118	7	term	term	NOUN
fumecheng-13166	118	8	of	of	ADP
fumecheng-13166	118	9	the	the	DET
fumecheng-13166	118	10	polynomial	polynomial	ADJ
fumecheng-13166	118	11	(	(	PUNCT
fumecheng-13166	118	12	pol	pol	PROPN
fumecheng-13166	118	13	)	)	PUNCT
fumecheng-13166	118	14	kernel	kernel	PROPN
fumecheng-13166	118	15	function	function	PROPN
fumecheng-13166	118	16	,	,	PUNCT
fumecheng-13166	118	17	while	while	SCONJ
fumecheng-13166	118	18	gamma	gamma	PROPN
fumecheng-13166	118	19	(	(	PUNCT
fumecheng-13166	118	20	𝛾	𝛾	NOUN
fumecheng-13166	118	21	)	)	PUNCT
fumecheng-13166	118	22	is	be	AUX
fumecheng-13166	118	23	used	use	VERB
fumecheng-13166	118	24	for	for	ADP
fumecheng-13166	118	25	both	both	CCONJ
fumecheng-13166	118	26	rbf	rbf	PROPN
fumecheng-13166	118	27	and	and	CCONJ
fumecheng-13166	118	28	polynomial	polynomial	ADJ
fumecheng-13166	118	29	kernels	kernel	NOUN
fumecheng-13166	118	30	[	[	X
fumecheng-13166	118	31	35	35	NUM
fumecheng-13166	118	32	]	]	PUNCT
fumecheng-13166	118	33	.	.	PUNCT
fumecheng-13166	119	1	the	the	DET
fumecheng-13166	119	2	main	main	ADJ
fumecheng-13166	119	3	responsibility	responsibility	NOUN
fumecheng-13166	119	4	of	of	ADP
fumecheng-13166	119	5	the	the	DET
fumecheng-13166	119	6	kernel	kernel	NOUN
fumecheng-13166	119	7	is	be	AUX
fumecheng-13166	119	8	to	to	PART
fumecheng-13166	119	9	convert	convert	VERB
fumecheng-13166	119	10	the	the	DET
fumecheng-13166	119	11	input	input	NOUN
fumecheng-13166	119	12	data	datum	NOUN
fumecheng-13166	119	13	into	into	ADP
fumecheng-13166	119	14	the	the	DET
fumecheng-13166	119	15	needed	need	VERB
fumecheng-13166	119	16	structure	structure	NOUN
fumecheng-13166	119	17	.	.	PUNCT
fumecheng-13166	120	1	the	the	DET
fumecheng-13166	120	2	accuracy	accuracy	NOUN
fumecheng-13166	120	3	of	of	ADP
fumecheng-13166	120	4	categorization	categorization	NOUN
fumecheng-13166	120	5	could	could	AUX
fumecheng-13166	120	6	change	change	VERB
fumecheng-13166	120	7	depending	depend	VERB
fumecheng-13166	120	8	on	on	ADP
fumecheng-13166	120	9	the	the	DET
fumecheng-13166	120	10	knowledge	knowledge	NOUN
fumecheng-13166	120	11	about	about	ADP
fumecheng-13166	120	12	the	the	DET
fumecheng-13166	120	13	application	application	NOUN
fumecheng-13166	120	14	of	of	ADP
fumecheng-13166	120	15	several	several	ADJ
fumecheng-13166	120	16	kernel	kernel	NOUN
fumecheng-13166	120	17	functions	function	NOUN
fumecheng-13166	120	18	in	in	ADP
fumecheng-13166	120	19	pertinent	pertinent	ADJ
fumecheng-13166	120	20	situations	situation	NOUN
fumecheng-13166	120	21	.	.	PUNCT
fumecheng-13166	121	1	eqs	eqs	PROPN
fumecheng-13166	121	2	.	.	PUNCT
fumecheng-13166	122	1	(	(	PUNCT
fumecheng-13166	122	2	7	7	NUM
fumecheng-13166	122	3	-	-	SYM
fumecheng-13166	122	4	9	9	NUM
fumecheng-13166	122	5	)	)	PUNCT
fumecheng-13166	122	6	provide	provide	VERB
fumecheng-13166	122	7	respectively	respectively	ADV
fumecheng-13166	122	8	the	the	DET
fumecheng-13166	122	9	formulas	formula	NOUN
fumecheng-13166	122	10	of	of	ADP
fumecheng-13166	122	11	certain	certain	ADJ
fumecheng-13166	122	12	kernel	kernel	NOUN
fumecheng-13166	122	13	functions	function	NOUN
fumecheng-13166	122	14	,	,	PUNCT
fumecheng-13166	122	15	including	include	VERB
fumecheng-13166	122	16	lin	lin	PROPN
fumecheng-13166	122	17	,	,	PUNCT
fumecheng-13166	122	18	rbf	rbf	PROPN
fumecheng-13166	122	19	,	,	PUNCT
fumecheng-13166	122	20	and	and	CCONJ
fumecheng-13166	122	21	pol	pol	NOUN
fumecheng-13166	123	1	[	[	X
fumecheng-13166	123	2	36	36	NUM
fumecheng-13166	123	3	]	]	PUNCT
fumecheng-13166	123	4	:	:	PUNCT
fumecheng-13166	123	5	𝐺(𝑥𝑖	𝐺(𝑥𝑖	VERB
fumecheng-13166	123	6	,	,	PUNCT
fumecheng-13166	123	7	𝑥𝑗	𝑥𝑗	PROPN
fumecheng-13166	123	8	)	)	PUNCT
fumecheng-13166	123	9	=	=	SYM
fumecheng-13166	124	1	𝑥𝑖	𝑥𝑖	ADP
fumecheng-13166	124	2	𝑡𝑥𝑗	𝑡𝑥𝑗	NOUN
fumecheng-13166	124	3	(	(	PUNCT
fumecheng-13166	124	4	7	7	NUM
fumecheng-13166	124	5	)	)	PUNCT
fumecheng-13166	124	6	𝐺(𝑥𝑖	𝐺(𝑥𝑖	VERB
fumecheng-13166	124	7	,	,	PUNCT
fumecheng-13166	124	8	𝑥𝑗	𝑥𝑗	PROPN
fumecheng-13166	124	9	)	)	PUNCT
fumecheng-13166	124	10	=	=	PUNCT
fumecheng-13166	125	1	𝑒𝑥𝑝(−𝛾‖𝑥𝑖	𝑒𝑥𝑝(−𝛾‖𝑥𝑖	NOUN
fumecheng-13166	125	2	−	−	NOUN
fumecheng-13166	125	3	𝑥𝑗‖	𝑥𝑗‖	NOUN
fumecheng-13166	125	4	2	2	NUM
fumecheng-13166	125	5	)	)	PUNCT
fumecheng-13166	125	6	(	(	PUNCT
fumecheng-13166	125	7	8)	8)	NUM
fumecheng-13166	125	8	𝐺(𝑥𝑖	𝐺(𝑥𝑖	VERB
fumecheng-13166	125	9	,	,	PUNCT
fumecheng-13166	125	10	𝑥𝑗	𝑥𝑗	PROPN
fumecheng-13166	125	11	)	)	PUNCT
fumecheng-13166	125	12	=	=	SYM
fumecheng-13166	126	1	(	(	PUNCT
fumecheng-13166	126	2	−𝛾𝑥𝑖	−𝛾𝑥𝑖	NOUN
fumecheng-13166	126	3	𝑡𝑥	𝑡𝑥	PROPN
fumecheng-13166	127	1	+	+	CCONJ
fumecheng-13166	127	2	1)𝑑	1)𝑑	NUM
fumecheng-13166	127	3	(	(	PUNCT
fumecheng-13166	127	4	9	9	NUM
fumecheng-13166	127	5	)	)	PUNCT
fumecheng-13166	127	6	6	6	NUM
fumecheng-13166	127	7	s.	s.	PROPN
fumecheng-13166	127	8	s.	s.	PROPN
fumecheng-13166	127	9	haghshenas	haghshenas	PROPN
fumecheng-13166	127	10	,	,	PUNCT
fumecheng-13166	127	11	m.	m.	NOUN
fumecheng-13166	127	12	h.	h.	PROPN
fumecheng-13166	127	13	m.	m.	PROPN
fumecheng-13166	127	14	seraji	seraji	PROPN
fumecheng-13166	127	15	,	,	PUNCT
fumecheng-13166	127	16	s.	s.	PROPN
fumecheng-13166	127	17	s.	s.	PROPN
fumecheng-13166	127	18	haghshenas	haghshenas	PROPN
fumecheng-13166	127	19	,	,	PUNCT
fumecheng-13166	127	20	et	et	PROPN
fumecheng-13166	127	21	al	al	PROPN
fumecheng-13166	127	22	.	.	PROPN
fumecheng-13166	127	23	3.2	3.2	NUM
fumecheng-13166	127	24	.	.	PUNCT
fumecheng-13166	128	1	whale	whale	NOUN
fumecheng-13166	128	2	optimization	optimization	NOUN
fumecheng-13166	128	3	algorithm	algorithm	NOUN
fumecheng-13166	128	4	the	the	DET
fumecheng-13166	128	5	metaheuristics	metaheuristic	NOUN
fumecheng-13166	128	6	algorithms	algorithm	NOUN
fumecheng-13166	128	7	are	be	AUX
fumecheng-13166	128	8	considered	consider	VERB
fumecheng-13166	128	9	very	very	ADV
fumecheng-13166	128	10	important	important	ADJ
fumecheng-13166	128	11	in	in	ADP
fumecheng-13166	128	12	the	the	DET
fumecheng-13166	128	13	area	area	NOUN
fumecheng-13166	128	14	of	of	ADP
fumecheng-13166	128	15	engineering	engineering	NOUN
fumecheng-13166	128	16	,	,	PUNCT
fumecheng-13166	128	17	especially	especially	ADV
fumecheng-13166	128	18	because	because	SCONJ
fumecheng-13166	128	19	many	many	ADJ
fumecheng-13166	128	20	practical	practical	ADJ
fumecheng-13166	128	21	problems	problem	NOUN
fumecheng-13166	128	22	require	require	VERB
fumecheng-13166	128	23	complex	complex	ADJ
fumecheng-13166	128	24	system	system	NOUN
fumecheng-13166	128	25	and	and	CCONJ
fumecheng-13166	128	26	process	process	NOUN
fumecheng-13166	128	27	optimization	optimization	NOUN
fumecheng-13166	128	28	for	for	ADP
fumecheng-13166	128	29	which	which	PRON
fumecheng-13166	128	30	other	other	ADJ
fumecheng-13166	128	31	methods	method	NOUN
fumecheng-13166	128	32	have	have	AUX
fumecheng-13166	128	33	proven	prove	VERB
fumecheng-13166	128	34	inefficient	inefficient	ADJ
fumecheng-13166	128	35	[	[	PUNCT
fumecheng-13166	128	36	37	37	NUM
fumecheng-13166	128	37	-	-	SYM
fumecheng-13166	128	38	40	40	NUM
fumecheng-13166	128	39	]	]	PUNCT
fumecheng-13166	128	40	.	.	PUNCT
fumecheng-13166	129	1	the	the	DET
fumecheng-13166	129	2	whale	whale	NOUN
fumecheng-13166	129	3	optimization	optimization	NOUN
fumecheng-13166	129	4	algorithm	algorithm	NOUN
fumecheng-13166	129	5	(	(	PUNCT
fumecheng-13166	129	6	woa	woa	INTJ
fumecheng-13166	129	7	)	)	PUNCT
fumecheng-13166	129	8	is	be	AUX
fumecheng-13166	129	9	a	a	DET
fumecheng-13166	129	10	metaheuristic	metaheuristic	ADJ
fumecheng-13166	129	11	algorithm	algorithm	NOUN
fumecheng-13166	129	12	that	that	PRON
fumecheng-13166	129	13	uses	use	VERB
fumecheng-13166	129	14	swarm	swarm	NOUN
fumecheng-13166	129	15	behavior	behavior	NOUN
fumecheng-13166	129	16	to	to	PART
fumecheng-13166	129	17	solve	solve	VERB
fumecheng-13166	129	18	continuous	continuous	ADJ
fumecheng-13166	129	19	optimization	optimization	NOUN
fumecheng-13166	129	20	challenges	challenge	NOUN
fumecheng-13166	129	21	.	.	PUNCT
fumecheng-13166	130	1	it	it	PRON
fumecheng-13166	130	2	is	be	AUX
fumecheng-13166	130	3	straightforward	straightforward	ADJ
fumecheng-13166	130	4	to	to	PART
fumecheng-13166	130	5	develop	develop	VERB
fumecheng-13166	130	6	and	and	CCONJ
fumecheng-13166	130	7	robust	robust	ADJ
fumecheng-13166	130	8	,	,	PUNCT
fumecheng-13166	130	9	comparable	comparable	ADJ
fumecheng-13166	130	10	to	to	ADP
fumecheng-13166	130	11	nature	nature	NOUN
fumecheng-13166	130	12	-	-	PUNCT
fumecheng-13166	130	13	inspired	inspire	VERB
fumecheng-13166	130	14	algorithms	algorithm	NOUN
fumecheng-13166	130	15	[	[	X
fumecheng-13166	130	16	41	41	NUM
fumecheng-13166	130	17	]	]	PUNCT
fumecheng-13166	130	18	.	.	PUNCT
fumecheng-13166	131	1	the	the	DET
fumecheng-13166	131	2	woa	woa	PROPN
fumecheng-13166	131	3	model	model	NOUN
fumecheng-13166	131	4	involves	involve	VERB
fumecheng-13166	131	5	the	the	DET
fumecheng-13166	131	6	humpback	humpback	NOUN
fumecheng-13166	131	7	whale	whale	NOUN
fumecheng-13166	131	8	population	population	NOUN
fumecheng-13166	131	9	in	in	ADP
fumecheng-13166	131	10	a	a	DET
fumecheng-13166	131	11	complex	complex	ADJ
fumecheng-13166	131	12	search	search	NOUN
fumecheng-13166	131	13	space	space	NOUN
fumecheng-13166	131	14	,	,	PUNCT
fumecheng-13166	131	15	with	with	ADP
fumecheng-13166	131	16	individual	individual	ADJ
fumecheng-13166	131	17	whale	whale	NOUN
fumecheng-13166	131	18	positions	position	NOUN
fumecheng-13166	131	19	as	as	ADP
fumecheng-13166	131	20	choice	choice	NOUN
fumecheng-13166	131	21	variables	variable	NOUN
fumecheng-13166	131	22	and	and	CCONJ
fumecheng-13166	131	23	distance	distance	NOUN
fumecheng-13166	131	24	between	between	ADP
fumecheng-13166	131	25	them	they	PRON
fumecheng-13166	131	26	and	and	CCONJ
fumecheng-13166	131	27	food	food	NOUN
fumecheng-13166	131	28	as	as	ADP
fumecheng-13166	131	29	the	the	DET
fumecheng-13166	131	30	objective	objective	ADJ
fumecheng-13166	131	31	cost	cost	NOUN
fumecheng-13166	131	32	.	.	PUNCT
fumecheng-13166	132	1	the	the	DET
fumecheng-13166	132	2	movement	movement	NOUN
fumecheng-13166	132	3	of	of	ADP
fumecheng-13166	132	4	an	an	DET
fumecheng-13166	132	5	individual	individual	ADJ
fumecheng-13166	132	6	whale	whale	NOUN
fumecheng-13166	132	7	is	be	AUX
fumecheng-13166	132	8	determined	determine	VERB
fumecheng-13166	132	9	through	through	ADP
fumecheng-13166	132	10	three	three	NUM
fumecheng-13166	132	11	processes	process	NOUN
fumecheng-13166	132	12	:	:	PUNCT
fumecheng-13166	132	13	encircling	encircle	VERB
fumecheng-13166	132	14	prey	prey	NOUN
fumecheng-13166	132	15	,	,	PUNCT
fumecheng-13166	132	16	spiral	spiral	ADJ
fumecheng-13166	132	17	bubble	bubble	NOUN
fumecheng-13166	132	18	-	-	PUNCT
fumecheng-13166	132	19	net	net	ADJ
fumecheng-13166	132	20	feeding	feeding	NOUN
fumecheng-13166	132	21	technique	technique	NOUN
fumecheng-13166	132	22	,	,	PUNCT
fumecheng-13166	132	23	and	and	CCONJ
fumecheng-13166	132	24	prey	prey	PROPN
fumecheng-13166	132	25	search	search	NOUN
fumecheng-13166	132	26	.	.	PUNCT
fumecheng-13166	133	1	this	this	DET
fumecheng-13166	133	2	method	method	NOUN
fumecheng-13166	133	3	is	be	AUX
fumecheng-13166	133	4	comparable	comparable	ADJ
fumecheng-13166	133	5	to	to	ADP
fumecheng-13166	133	6	nature	nature	NOUN
fumecheng-13166	133	7	-	-	PUNCT
fumecheng-13166	133	8	inspired	inspire	VERB
fumecheng-13166	133	9	algorithms	algorithm	NOUN
fumecheng-13166	133	10	due	due	ADP
fumecheng-13166	133	11	to	to	ADP
fumecheng-13166	133	12	its	its	PRON
fumecheng-13166	133	13	simplicity	simplicity	NOUN
fumecheng-13166	133	14	and	and	CCONJ
fumecheng-13166	133	15	robustness	robustness	NOUN
fumecheng-13166	133	16	[	[	X
fumecheng-13166	133	17	42	42	NUM
fumecheng-13166	133	18	]	]	PUNCT
fumecheng-13166	133	19	.	.	PUNCT
fumecheng-13166	134	1	humpback	humpback	NOUN
fumecheng-13166	134	2	whales	whale	NOUN
fumecheng-13166	134	3	surround	surround	VERB
fumecheng-13166	134	4	their	their	PRON
fumecheng-13166	134	5	prey	prey	NOUN
fumecheng-13166	134	6	after	after	ADP
fumecheng-13166	134	7	sensing	sense	VERB
fumecheng-13166	134	8	where	where	SCONJ
fumecheng-13166	134	9	it	it	PRON
fumecheng-13166	134	10	is	be	AUX
fumecheng-13166	134	11	.	.	PUNCT
fumecheng-13166	135	1	the	the	DET
fumecheng-13166	135	2	woa	woa	NOUN
fumecheng-13166	135	3	method	method	NOUN
fumecheng-13166	135	4	supposes	suppose	VERB
fumecheng-13166	135	5	the	the	DET
fumecheng-13166	135	6	target	target	NOUN
fumecheng-13166	135	7	prey	prey	NOUN
fumecheng-13166	135	8	,	,	PUNCT
fumecheng-13166	135	9	or	or	CCONJ
fumecheng-13166	135	10	in	in	ADP
fumecheng-13166	135	11	close	close	ADJ
fumecheng-13166	135	12	approach	approach	NOUN
fumecheng-13166	135	13	to	to	ADP
fumecheng-13166	135	14	the	the	DET
fumecheng-13166	135	15	optimal	optimal	ADJ
fumecheng-13166	135	16	solution	solution	NOUN
fumecheng-13166	135	17	,	,	PUNCT
fumecheng-13166	135	18	is	be	AUX
fumecheng-13166	135	19	the	the	DET
fumecheng-13166	135	20	current	current	ADJ
fumecheng-13166	135	21	best	good	ADJ
fumecheng-13166	135	22	candidate	candidate	NOUN
fumecheng-13166	135	23	solution	solution	NOUN
fumecheng-13166	135	24	.	.	PUNCT
fumecheng-13166	136	1	while	while	SCONJ
fumecheng-13166	136	2	the	the	DET
fumecheng-13166	136	3	remaining	remain	VERB
fumecheng-13166	136	4	search	search	NOUN
fumecheng-13166	136	5	agents	agent	NOUN
fumecheng-13166	136	6	change	change	VERB
fumecheng-13166	136	7	their	their	PRON
fumecheng-13166	136	8	locations	location	NOUN
fumecheng-13166	136	9	to	to	PART
fumecheng-13166	136	10	be	be	AUX
fumecheng-13166	136	11	closer	close	ADJ
fumecheng-13166	136	12	to	to	ADP
fumecheng-13166	136	13	the	the	DET
fumecheng-13166	136	14	ideal	ideal	ADJ
fumecheng-13166	136	15	search	search	NOUN
fumecheng-13166	136	16	agent	agent	NOUN
fumecheng-13166	136	17	,	,	PUNCT
fumecheng-13166	136	18	it	it	PRON
fumecheng-13166	136	19	aims	aim	VERB
fumecheng-13166	136	20	to	to	PART
fumecheng-13166	136	21	identify	identify	VERB
fumecheng-13166	136	22	the	the	DET
fumecheng-13166	136	23	best	good	ADJ
fumecheng-13166	136	24	search	search	NOUN
fumecheng-13166	136	25	agent	agent	NOUN
fumecheng-13166	136	26	.	.	PUNCT
fumecheng-13166	137	1	mathematically	mathematically	ADV
fumecheng-13166	137	2	,	,	PUNCT
fumecheng-13166	137	3	this	this	DET
fumecheng-13166	137	4	behavior	behavior	NOUN
fumecheng-13166	137	5	is	be	AUX
fumecheng-13166	137	6	expressed	express	VERB
fumecheng-13166	137	7	by	by	ADP
fumecheng-13166	137	8	the	the	DET
fumecheng-13166	137	9	following	follow	VERB
fumecheng-13166	137	10	equations	equation	NOUN
fumecheng-13166	137	11	[	[	X
fumecheng-13166	137	12	41	41	NUM
fumecheng-13166	137	13	]	]	X
fumecheng-13166	137	14	:	:	PUNCT
fumecheng-13166	137	15	�	�	PROPN
fumecheng-13166	137	16	⃗⃗	⃗⃗	PROPN
fumecheng-13166	137	17	�	�	PROPN
fumecheng-13166	137	18	=	=	SYM
fumecheng-13166	137	19	|𝐶	|𝐶	NOUN
fumecheng-13166	137	20	.	.	PUNCT
fumecheng-13166	138	1	𝑋∗⃗⃗	𝑋∗⃗⃗	PROPN
fumecheng-13166	138	2	⃗⃗	⃗⃗	PROPN
fumecheng-13166	138	3	(	(	PUNCT
fumecheng-13166	138	4	𝑡	𝑡	NOUN
fumecheng-13166	138	5	)	)	PUNCT
fumecheng-13166	138	6	−	−	PROPN
fumecheng-13166	138	7	𝑋	𝑋	PROPN
fumecheng-13166	138	8	(	(	PUNCT
fumecheng-13166	138	9	𝑡)|	𝑡)|	PROPN
fumecheng-13166	138	10	(	(	PUNCT
fumecheng-13166	138	11	10	10	NUM
fumecheng-13166	138	12	)	)	PUNCT
fumecheng-13166	138	13	𝑋	𝑋	NOUN
fumecheng-13166	138	14	(	(	PUNCT
fumecheng-13166	138	15	𝑡	𝑡	X
fumecheng-13166	138	16	+	+	NOUN
fumecheng-13166	138	17	1	1	NUM
fumecheng-13166	138	18	)	)	PUNCT
fumecheng-13166	138	19	=	=	SYM
fumecheng-13166	138	20	𝑋∗⃗⃗	𝑋∗⃗⃗	NUM
fumecheng-13166	138	21	⃗⃗	⃗⃗	NOUN
fumecheng-13166	138	22	(	(	PUNCT
fumecheng-13166	138	23	𝑡	𝑡	NOUN
fumecheng-13166	138	24	)	)	PUNCT
fumecheng-13166	138	25	−	−	PROPN
fumecheng-13166	138	26	𝐴	𝐴	PROPN
fumecheng-13166	138	27	.	.	PUNCT
fumecheng-13166	139	1	�	�	PROPN
fumecheng-13166	139	2	⃗⃗	⃗⃗	PROPN
fumecheng-13166	139	3	�	�	PROPN
fumecheng-13166	139	4	(	(	PUNCT
fumecheng-13166	139	5	11	11	NUM
fumecheng-13166	139	6	)	)	PUNCT
fumecheng-13166	139	7	𝐴	𝐴	NOUN
fumecheng-13166	139	8	=	=	PUNCT
fumecheng-13166	139	9	2𝑎	2𝑎	NUM
fumecheng-13166	139	10	.	.	PUNCT
fumecheng-13166	140	1	𝑟	𝑟	X
fumecheng-13166	141	1	−	−	NOUN
fumecheng-13166	141	2	𝑎	𝑎	X
fumecheng-13166	141	3	(	(	PUNCT
fumecheng-13166	141	4	12	12	NUM
fumecheng-13166	141	5	)	)	PUNCT
fumecheng-13166	141	6	𝐶	𝐶	NOUN
fumecheng-13166	141	7	=	=	SYM
fumecheng-13166	141	8	2	2	NUM
fumecheng-13166	141	9	∙	∙	PROPN
fumecheng-13166	141	10	𝑟	𝑟	X
fumecheng-13166	141	11	(	(	PUNCT
fumecheng-13166	141	12	13	13	NUM
fumecheng-13166	141	13	)	)	PUNCT
fumecheng-13166	141	14	where	where	SCONJ
fumecheng-13166	141	15	𝑋∗⃗⃗	𝑋∗⃗⃗	PROPN
fumecheng-13166	141	16	⃗⃗	⃗⃗	PROPN
fumecheng-13166	141	17	denotes	denote	VERB
fumecheng-13166	141	18	the	the	DET
fumecheng-13166	141	19	current	current	ADJ
fumecheng-13166	141	20	best	good	ADJ
fumecheng-13166	141	21	position	position	NOUN
fumecheng-13166	141	22	,	,	PUNCT
fumecheng-13166	141	23	𝑋	𝑋	PROPN
fumecheng-13166	141	24	represents	represent	VERB
fumecheng-13166	141	25	the	the	DET
fumecheng-13166	141	26	position	position	NOUN
fumecheng-13166	141	27	of	of	ADP
fumecheng-13166	141	28	the	the	DET
fumecheng-13166	141	29	current	current	ADJ
fumecheng-13166	141	30	whale	whale	NOUN
fumecheng-13166	141	31	,	,	PUNCT
fumecheng-13166	141	32	t	t	PROPN
fumecheng-13166	141	33	indicates	indicate	VERB
fumecheng-13166	141	34	the	the	DET
fumecheng-13166	141	35	recent	recent	ADJ
fumecheng-13166	141	36	iteration	iteration	NOUN
fumecheng-13166	141	37	,	,	PUNCT
fumecheng-13166	141	38	𝐴	𝐴	PROPN
fumecheng-13166	141	39	and	and	CCONJ
fumecheng-13166	141	40	𝐶	𝐶	PROPN
fumecheng-13166	141	41	are	be	AUX
fumecheng-13166	141	42	coefficient	coefficient	ADJ
fumecheng-13166	141	43	vectors	vector	NOUN
fumecheng-13166	141	44	,	,	PUNCT
fumecheng-13166	141	45	𝑎	𝑎	NOUN
fumecheng-13166	141	46	represents	represent	VERB
fumecheng-13166	141	47	a	a	DET
fumecheng-13166	141	48	linearly	linearly	ADV
fumecheng-13166	141	49	decreasing	decrease	VERB
fumecheng-13166	141	50	value	value	NOUN
fumecheng-13166	141	51	ranging	range	VERB
fumecheng-13166	141	52	from	from	ADP
fumecheng-13166	141	53	2	2	NUM
fumecheng-13166	141	54	to	to	ADP
fumecheng-13166	141	55	0	0	NUM
fumecheng-13166	141	56	during	during	ADP
fumecheng-13166	141	57	the	the	DET
fumecheng-13166	141	58	iterations	iteration	NOUN
fumecheng-13166	141	59	,	,	PUNCT
fumecheng-13166	141	60	and	and	CCONJ
fumecheng-13166	141	61	𝑟	𝑟	PRON
fumecheng-13166	141	62	is	be	AUX
fumecheng-13166	141	63	a	a	DET
fumecheng-13166	141	64	random	random	ADJ
fumecheng-13166	141	65	number	number	NOUN
fumecheng-13166	141	66	uniformly	uniformly	ADV
fumecheng-13166	141	67	distributed	distribute	VERB
fumecheng-13166	141	68	between	between	ADP
fumecheng-13166	141	69	0	0	NUM
fumecheng-13166	141	70	and	and	CCONJ
fumecheng-13166	141	71	1	1	NUM
fumecheng-13166	141	72	[	[	X
fumecheng-13166	141	73	40	40	NUM
fumecheng-13166	141	74	]	]	PUNCT
fumecheng-13166	141	75	.	.	PUNCT
fumecheng-13166	142	1	the	the	DET
fumecheng-13166	142	2	symbol	symbol	NOUN
fumecheng-13166	142	3	‘	'	PUNCT
fumecheng-13166	142	4	‘	'	PUNCT
fumecheng-13166	142	5	|	|	ADV
fumecheng-13166	142	6	|	|	ADV
fumecheng-13166	142	7	’’	’'	PUNCT
fumecheng-13166	142	8	denotes	denote	VERB
fumecheng-13166	142	9	the	the	DET
fumecheng-13166	142	10	absolute	absolute	ADJ
fumecheng-13166	142	11	value	value	NOUN
fumecheng-13166	142	12	,	,	PUNCT
fumecheng-13166	142	13	and	and	CCONJ
fumecheng-13166	142	14	element	element	ADJ
fumecheng-13166	142	15	-	-	ADJ
fumecheng-13166	142	16	wise	wise	ADJ
fumecheng-13166	142	17	multiplication	multiplication	NOUN
fumecheng-13166	142	18	is	be	AUX
fumecheng-13166	142	19	shown	show	VERB
fumecheng-13166	142	20	by	by	ADP
fumecheng-13166	142	21	“	"	PUNCT
fumecheng-13166	142	22	⋅	⋅	PROPN
fumecheng-13166	142	23	”	"	PUNCT
fumecheng-13166	142	24	[	[	X
fumecheng-13166	142	25	41	41	NUM
fumecheng-13166	142	26	]	]	PUNCT
fumecheng-13166	142	27	.	.	PUNCT
fumecheng-13166	143	1	a	a	DET
fumecheng-13166	143	2	mathematical	mathematical	ADJ
fumecheng-13166	143	3	equation	equation	NOUN
fumecheng-13166	143	4	is	be	AUX
fumecheng-13166	143	5	used	use	VERB
fumecheng-13166	143	6	to	to	PART
fumecheng-13166	143	7	simulate	simulate	VERB
fumecheng-13166	143	8	the	the	DET
fumecheng-13166	143	9	spiral	spiral	ADJ
fumecheng-13166	143	10	movement	movement	NOUN
fumecheng-13166	143	11	pattern	pattern	NOUN
fumecheng-13166	143	12	observed	observe	VERB
fumecheng-13166	143	13	between	between	ADP
fumecheng-13166	143	14	humpback	humpback	NOUN
fumecheng-13166	143	15	whales	whale	NOUN
fumecheng-13166	143	16	and	and	CCONJ
fumecheng-13166	143	17	their	their	PRON
fumecheng-13166	143	18	prey	prey	NOUN
fumecheng-13166	143	19	,	,	PUNCT
fumecheng-13166	143	20	resembling	resemble	VERB
fumecheng-13166	143	21	the	the	DET
fumecheng-13166	143	22	helix	helix	NOUN
fumecheng-13166	143	23	-	-	PUNCT
fumecheng-13166	143	24	shaped	shape	VERB
fumecheng-13166	143	25	motion	motion	NOUN
fumecheng-13166	143	26	of	of	ADP
fumecheng-13166	143	27	these	these	DET
fumecheng-13166	143	28	whales	whale	NOUN
fumecheng-13166	144	1	[	[	X
fumecheng-13166	144	2	42	42	NUM
fumecheng-13166	144	3	]	]	X
fumecheng-13166	144	4	:	:	PUNCT
fumecheng-13166	144	5	𝑋	𝑋	PROPN
fumecheng-13166	144	6	(	(	PUNCT
fumecheng-13166	144	7	𝑡	𝑡	X
fumecheng-13166	144	8	+	+	NOUN
fumecheng-13166	144	9	1	1	NUM
fumecheng-13166	144	10	)	)	PUNCT
fumecheng-13166	144	11	=	=	NOUN
fumecheng-13166	145	1	𝐷′⃗⃗⃗⃗	𝐷′⃗⃗⃗⃗	PROPN
fumecheng-13166	145	2	𝑒𝑏1	𝑒𝑏1	VERB
fumecheng-13166	145	3	.	.	PUNCT
fumecheng-13166	146	1	cos(2𝜋𝑙	cos(2𝜋𝑙	NOUN
fumecheng-13166	146	2	)	)	PUNCT
fumecheng-13166	147	1	+	+	CCONJ
fumecheng-13166	147	2	𝑋∗⃗⃗	𝑋∗⃗⃗	NUM
fumecheng-13166	147	3	⃗⃗	⃗⃗	NOUN
fumecheng-13166	147	4	(	(	PUNCT
fumecheng-13166	147	5	𝑡	𝑡	NOUN
fumecheng-13166	147	6	)	)	PUNCT
fumecheng-13166	147	7	(	(	PUNCT
fumecheng-13166	147	8	14	14	X
fumecheng-13166	147	9	)	)	PUNCT
fumecheng-13166	147	10	𝑋	𝑋	NOUN
fumecheng-13166	147	11	(	(	PUNCT
fumecheng-13166	147	12	𝑡	𝑡	X
fumecheng-13166	147	13	+	+	NOUN
fumecheng-13166	147	14	1	1	NUM
fumecheng-13166	147	15	)	)	PUNCT
fumecheng-13166	147	16	=	=	NOUN
fumecheng-13166	147	17	{	{	PUNCT
fumecheng-13166	147	18	𝑋∗⃗⃗	𝑋∗⃗⃗	NUM
fumecheng-13166	147	19	⃗⃗	⃗⃗	NOUN
fumecheng-13166	147	20	(	(	PUNCT
fumecheng-13166	147	21	𝑡	𝑡	NOUN
fumecheng-13166	147	22	)	)	PUNCT
fumecheng-13166	147	23	−	−	PROPN
fumecheng-13166	147	24	𝐴	𝐴	PROPN
fumecheng-13166	147	25	.	.	PUNCT
fumecheng-13166	148	1	�	�	PROPN
fumecheng-13166	148	2	⃗⃗	⃗⃗	PROPN
fumecheng-13166	148	3	�	�	PROPN
fumecheng-13166	148	4	𝑖𝑓	𝑖𝑓	ADP
fumecheng-13166	148	5	𝑝	𝑝	PROPN
fumecheng-13166	148	6	<	<	X
fumecheng-13166	148	7	0.5	0.5	NUM
fumecheng-13166	148	8	𝐷′⃗⃗⃗⃗	𝐷′⃗⃗⃗⃗	PROPN
fumecheng-13166	148	9	𝑒𝑏1	𝑒𝑏1	NOUN
fumecheng-13166	148	10	.	.	PUNCT
fumecheng-13166	149	1	cos(2𝜋𝑙	cos(2𝜋𝑙	NOUN
fumecheng-13166	149	2	)	)	PUNCT
fumecheng-13166	150	1	+	+	CCONJ
fumecheng-13166	150	2	𝑋∗⃗⃗	𝑋∗⃗⃗	NUM
fumecheng-13166	150	3	⃗⃗	⃗⃗	NOUN
fumecheng-13166	150	4	(	(	PUNCT
fumecheng-13166	150	5	𝑡	𝑡	NOUN
fumecheng-13166	150	6	)	)	PUNCT
fumecheng-13166	150	7	𝑖𝑓	𝑖𝑓	ADP
fumecheng-13166	150	8	𝑝	𝑝	PROPN
fumecheng-13166	150	9	≥	≥	NOUN
fumecheng-13166	150	10	0.5	0.5	NUM
fumecheng-13166	150	11	(	(	PUNCT
fumecheng-13166	150	12	15	15	NUM
fumecheng-13166	150	13	)	)	PUNCT
fumecheng-13166	150	14	where	where	SCONJ
fumecheng-13166	150	15	𝐷′⃗⃗⃗⃗	𝐷′⃗⃗⃗⃗	PROPN
fumecheng-13166	150	16	represents	represent	VERB
fumecheng-13166	150	17	the	the	DET
fumecheng-13166	150	18	distance	distance	NOUN
fumecheng-13166	150	19	of	of	ADP
fumecheng-13166	150	20	the	the	DET
fumecheng-13166	150	21	ith	ith	PROPN
fumecheng-13166	150	22	whale	whale	NOUN
fumecheng-13166	150	23	to	to	ADP
fumecheng-13166	150	24	the	the	DET
fumecheng-13166	150	25	prey	prey	NOUN
fumecheng-13166	150	26	,	,	PUNCT
fumecheng-13166	150	27	b	b	PROPN
fumecheng-13166	150	28	denotes	denote	VERB
fumecheng-13166	150	29	a	a	DET
fumecheng-13166	150	30	constant	constant	ADJ
fumecheng-13166	150	31	defining	define	VERB
fumecheng-13166	150	32	the	the	DET
fumecheng-13166	150	33	spiral	spiral	ADJ
fumecheng-13166	150	34	shape	shape	NOUN
fumecheng-13166	150	35	,	,	PUNCT
fumecheng-13166	150	36	l	l	NOUN
fumecheng-13166	150	37	is	be	AUX
fumecheng-13166	150	38	a	a	DET
fumecheng-13166	150	39	random	random	ADJ
fumecheng-13166	150	40	number	number	NOUN
fumecheng-13166	150	41	in	in	ADP
fumecheng-13166	150	42	[	[	X
fumecheng-13166	150	43	–	–	PUNCT
fumecheng-13166	150	44	1	1	NUM
fumecheng-13166	150	45	,	,	PUNCT
fumecheng-13166	150	46	1	1	NUM
fumecheng-13166	150	47	]	]	PUNCT
fumecheng-13166	150	48	,	,	PUNCT
fumecheng-13166	150	49	whereas	whereas	SCONJ
fumecheng-13166	150	50	p	p	NOUN
fumecheng-13166	150	51	is	be	AUX
fumecheng-13166	150	52	a	a	DET
fumecheng-13166	150	53	randomly	randomly	ADV
fumecheng-13166	150	54	chosen	choose	VERB
fumecheng-13166	150	55	value	value	NOUN
fumecheng-13166	150	56	that	that	PRON
fumecheng-13166	150	57	falls	fall	VERB
fumecheng-13166	150	58	within	within	ADP
fumecheng-13166	150	59	the	the	DET
fumecheng-13166	150	60	range	range	NOUN
fumecheng-13166	150	61	of	of	ADP
fumecheng-13166	150	62	-1	-1	INTJ
fumecheng-13166	150	63	to	to	ADP
fumecheng-13166	150	64	1	1	NUM
fumecheng-13166	150	65	[	[	X
fumecheng-13166	150	66	42	42	NUM
fumecheng-13166	150	67	]	]	PUNCT
fumecheng-13166	150	68	.	.	PUNCT
fumecheng-13166	151	1	in	in	ADP
fumecheng-13166	151	2	the	the	DET
fumecheng-13166	151	3	exploration	exploration	NOUN
fumecheng-13166	151	4	phase	phase	NOUN
fumecheng-13166	151	5	of	of	ADP
fumecheng-13166	151	6	prey	prey	PROPN
fumecheng-13166	151	7	search	search	NOUN
fumecheng-13166	151	8	,	,	PUNCT
fumecheng-13166	151	9	global	global	ADJ
fumecheng-13166	151	10	optimizers	optimizer	NOUN
fumecheng-13166	151	11	are	be	AUX
fumecheng-13166	151	12	utilized	utilize	VERB
fumecheng-13166	151	13	.	.	PUNCT
fumecheng-13166	152	1	if	if	SCONJ
fumecheng-13166	152	2	the	the	DET
fumecheng-13166	152	3	value	value	NOUN
fumecheng-13166	152	4	of	of	ADP
fumecheng-13166	152	5	a	a	PRON
fumecheng-13166	152	6	is	be	AUX
fumecheng-13166	152	7	greater	great	ADJ
fumecheng-13166	152	8	than	than	ADP
fumecheng-13166	152	9	1	1	NUM
fumecheng-13166	152	10	or	or	CCONJ
fumecheng-13166	152	11	less	less	ADJ
fumecheng-13166	152	12	than	than	ADP
fumecheng-13166	152	13	-1	-1	ADV
fumecheng-13166	152	14	,	,	PUNCT
fumecheng-13166	152	15	the	the	DET
fumecheng-13166	152	16	search	search	NOUN
fumecheng-13166	152	17	agent	agent	NOUN
fumecheng-13166	152	18	is	be	AUX
fumecheng-13166	152	19	updated	update	VERB
fumecheng-13166	152	20	according	accord	VERB
fumecheng-13166	152	21	to	to	ADP
fumecheng-13166	152	22	a	a	DET
fumecheng-13166	152	23	randomly	randomly	ADV
fumecheng-13166	152	24	selected	select	VERB
fumecheng-13166	152	25	search	search	NOUN
fumecheng-13166	152	26	agent	agent	NOUN
fumecheng-13166	152	27	,	,	PUNCT
fumecheng-13166	152	28	replacing	replace	VERB
fumecheng-13166	152	29	the	the	DET
fumecheng-13166	152	30	current	current	ADJ
fumecheng-13166	152	31	best	good	ADJ
fumecheng-13166	152	32	search	search	NOUN
fumecheng-13166	152	33	agent	agent	NOUN
fumecheng-13166	152	34	[	[	X
fumecheng-13166	152	35	42	42	NUM
fumecheng-13166	152	36	]	]	X
fumecheng-13166	152	37	:	:	PUNCT
fumecheng-13166	152	38	�	�	PROPN
fumecheng-13166	152	39	⃗⃗	⃗⃗	PROPN
fumecheng-13166	152	40	�	�	PROPN
fumecheng-13166	152	41	=	=	SYM
fumecheng-13166	152	42	|𝐶	|𝐶	NOUN
fumecheng-13166	152	43	.	.	PUNCT
fumecheng-13166	153	1	𝑋𝑟𝑎𝑛𝑑	𝑋𝑟𝑎𝑛𝑑	PROPN
fumecheng-13166	153	2	⃗⃗	⃗⃗	PROPN
fumecheng-13166	153	3	⃗⃗	⃗⃗	PROPN
fumecheng-13166	153	4	⃗⃗	⃗⃗	PROPN
fumecheng-13166	153	5	⃗⃗	⃗⃗	PROPN
fumecheng-13166	153	6	⃗⃗	⃗⃗	PROPN
fumecheng-13166	153	7	⃗	⃗	PROPN
fumecheng-13166	153	8	−	−	PROPN
fumecheng-13166	153	9	𝑋	𝑋	PROPN
fumecheng-13166	153	10	|	|	NOUN
fumecheng-13166	153	11	(	(	PUNCT
fumecheng-13166	153	12	16	16	NUM
fumecheng-13166	153	13	)	)	PUNCT
fumecheng-13166	153	14	𝑋	𝑋	PROPN
fumecheng-13166	153	15	(	(	PUNCT
fumecheng-13166	153	16	𝑡	𝑡	X
fumecheng-13166	153	17	+	+	NOUN
fumecheng-13166	153	18	1	1	NUM
fumecheng-13166	153	19	)	)	PUNCT
fumecheng-13166	154	1	=	=	SYM
fumecheng-13166	154	2	𝑋𝑟𝑎𝑛𝑑	𝑋𝑟𝑎𝑛𝑑	PROPN
fumecheng-13166	154	3	⃗⃗	⃗⃗	PROPN
fumecheng-13166	154	4	⃗⃗	⃗⃗	PROPN
fumecheng-13166	154	5	⃗⃗	⃗⃗	PROPN
fumecheng-13166	154	6	⃗⃗	⃗⃗	PROPN
fumecheng-13166	154	7	⃗⃗	⃗⃗	PROPN
fumecheng-13166	155	1	⃗	⃗	PROPN
fumecheng-13166	155	2	−	−	PROPN
fumecheng-13166	155	3	𝑋	𝑋	PROPN
fumecheng-13166	155	4	.	.	PUNCT
fumecheng-13166	155	5	�	�	PROPN
fumecheng-13166	155	6	⃗⃗	⃗⃗	PROPN
fumecheng-13166	155	7	�	�	PROPN
fumecheng-13166	155	8	(	(	PUNCT
fumecheng-13166	155	9	17	17	NUM
fumecheng-13166	155	10	)	)	PUNCT
fumecheng-13166	155	11	enhancing	enhance	VERB
fumecheng-13166	155	12	support	support	NOUN
fumecheng-13166	155	13	vector	vector	NOUN
fumecheng-13166	155	14	machine	machine	NOUN
fumecheng-13166	155	15	performance	performance	NOUN
fumecheng-13166	155	16	in	in	ADP
fumecheng-13166	155	17	forecasting	forecast	VERB
fumecheng-13166	155	18	the	the	DET
fumecheng-13166	155	19	number	number	NOUN
fumecheng-13166	155	20	of	of	ADP
fumecheng-13166	155	21	vehicles	vehicle	NOUN
fumecheng-13166	155	22	…	…	PUNCT
fumecheng-13166	155	23	7	7	NUM
fumecheng-13166	155	24	where	where	SCONJ
fumecheng-13166	155	25	𝑋𝑟𝑎𝑛𝑑	𝑋𝑟𝑎𝑛𝑑	PROPN
fumecheng-13166	155	26	⃗⃗	⃗⃗	PROPN
fumecheng-13166	155	27	⃗⃗	⃗⃗	PROPN
fumecheng-13166	155	28	⃗⃗	⃗⃗	PROPN
fumecheng-13166	155	29	⃗⃗	⃗⃗	PROPN
fumecheng-13166	155	30	⃗⃗	⃗⃗	PROPN
fumecheng-13166	155	31	⃗	⃗	PROPN
fumecheng-13166	155	32	is	be	AUX
fumecheng-13166	155	33	selected	select	VERB
fumecheng-13166	155	34	arbitrarily	arbitrarily	ADV
fumecheng-13166	155	35	from	from	ADP
fumecheng-13166	155	36	the	the	DET
fumecheng-13166	155	37	whales	whale	NOUN
fumecheng-13166	155	38	in	in	ADP
fumecheng-13166	155	39	the	the	DET
fumecheng-13166	155	40	current	current	ADJ
fumecheng-13166	155	41	iteration	iteration	NOUN
fumecheng-13166	155	42	[	[	X
fumecheng-13166	155	43	42	42	NUM
fumecheng-13166	155	44	]	]	PUNCT
fumecheng-13166	155	45	.	.	PUNCT
fumecheng-13166	156	1	3.3	3.3	NUM
fumecheng-13166	156	2	.	.	PUNCT
fumecheng-13166	157	1	cuckoo	cuckoo	NOUN
fumecheng-13166	157	2	search	search	NOUN
fumecheng-13166	157	3	algorithm	algorithm	NOUN
fumecheng-13166	157	4	the	the	DET
fumecheng-13166	157	5	cuckoo	cuckoo	NOUN
fumecheng-13166	157	6	search	search	NOUN
fumecheng-13166	157	7	algorithm	algorithm	NOUN
fumecheng-13166	157	8	(	(	PUNCT
fumecheng-13166	157	9	csa	csa	PROPN
fumecheng-13166	157	10	)	)	PUNCT
fumecheng-13166	157	11	is	be	AUX
fumecheng-13166	157	12	a	a	DET
fumecheng-13166	157	13	metaheuristic	metaheuristic	ADJ
fumecheng-13166	157	14	optimization	optimization	NOUN
fumecheng-13166	157	15	technique	technique	NOUN
fumecheng-13166	157	16	inspired	inspire	VERB
fumecheng-13166	157	17	by	by	ADP
fumecheng-13166	157	18	the	the	DET
fumecheng-13166	157	19	brood	brood	NOUN
fumecheng-13166	157	20	parasitism	parasitism	NOUN
fumecheng-13166	157	21	behavior	behavior	NOUN
fumecheng-13166	157	22	observed	observe	VERB
fumecheng-13166	157	23	in	in	ADP
fumecheng-13166	157	24	certain	certain	ADJ
fumecheng-13166	157	25	cuckoo	cuckoo	NOUN
fumecheng-13166	157	26	species	specie	NOUN
fumecheng-13166	157	27	.	.	PUNCT
fumecheng-13166	158	1	in	in	ADP
fumecheng-13166	158	2	nature	nature	NOUN
fumecheng-13166	158	3	,	,	PUNCT
fumecheng-13166	158	4	some	some	DET
fumecheng-13166	158	5	cuckoos	cuckoo	NOUN
fumecheng-13166	158	6	lay	lie	VERB
fumecheng-13166	158	7	their	their	PRON
fumecheng-13166	158	8	eggs	egg	NOUN
fumecheng-13166	158	9	in	in	ADP
fumecheng-13166	158	10	the	the	DET
fumecheng-13166	158	11	nests	nest	NOUN
fumecheng-13166	158	12	of	of	ADP
fumecheng-13166	158	13	other	other	ADJ
fumecheng-13166	158	14	host	host	NOUN
fumecheng-13166	158	15	birds	bird	NOUN
fumecheng-13166	158	16	,	,	PUNCT
fumecheng-13166	158	17	relying	rely	VERB
fumecheng-13166	158	18	on	on	ADP
fumecheng-13166	158	19	the	the	DET
fumecheng-13166	158	20	host	host	NOUN
fumecheng-13166	158	21	to	to	PART
fumecheng-13166	158	22	raise	raise	VERB
fumecheng-13166	158	23	their	their	PRON
fumecheng-13166	158	24	offspring	offspring	NOUN
fumecheng-13166	158	25	.	.	PUNCT
fumecheng-13166	159	1	however	however	ADV
fumecheng-13166	159	2	,	,	PUNCT
fumecheng-13166	159	3	there	there	PRON
fumecheng-13166	159	4	is	be	VERB
fumecheng-13166	159	5	a	a	DET
fumecheng-13166	159	6	probability	probability	NOUN
fumecheng-13166	159	7	that	that	SCONJ
fumecheng-13166	159	8	the	the	DET
fumecheng-13166	159	9	host	host	NOUN
fumecheng-13166	159	10	bird	bird	NOUN
fumecheng-13166	159	11	may	may	AUX
fumecheng-13166	159	12	detect	detect	VERB
fumecheng-13166	159	13	and	and	CCONJ
fumecheng-13166	159	14	discard	discard	VERB
fumecheng-13166	159	15	the	the	DET
fumecheng-13166	159	16	foreign	foreign	ADJ
fumecheng-13166	159	17	eggs	egg	NOUN
fumecheng-13166	159	18	[	[	X
fumecheng-13166	159	19	43	43	NUM
fumecheng-13166	159	20	]	]	PUNCT
fumecheng-13166	159	21	.	.	PUNCT
fumecheng-13166	160	1	three	three	NUM
fumecheng-13166	160	2	basic	basic	ADJ
fumecheng-13166	160	3	guidelines	guideline	NOUN
fumecheng-13166	160	4	defined	define	VERB
fumecheng-13166	160	5	by	by	ADP
fumecheng-13166	160	6	csa	csa	PROPN
fumecheng-13166	160	7	help	help	PROPN
fumecheng-13166	160	8	to	to	PART
fumecheng-13166	160	9	replicate	replicate	VERB
fumecheng-13166	160	10	cuckoo	cuckoo	NOUN
fumecheng-13166	160	11	behavior	behavior	NOUN
fumecheng-13166	160	12	[	[	X
fumecheng-13166	160	13	44	44	NUM
fumecheng-13166	160	14	]	]	SYM
fumecheng-13166	160	15	:	:	PUNCT
fumecheng-13166	160	16	1	1	X
fumecheng-13166	160	17	.	.	X
fumecheng-13166	161	1	each	each	DET
fumecheng-13166	161	2	cuckoo	cuckoo	NOUN
fumecheng-13166	161	3	lays	lay	VERB
fumecheng-13166	161	4	one	one	NUM
fumecheng-13166	161	5	egg	egg	NOUN
fumecheng-13166	161	6	in	in	ADP
fumecheng-13166	161	7	a	a	DET
fumecheng-13166	161	8	randomly	randomly	ADV
fumecheng-13166	161	9	chosen	choose	VERB
fumecheng-13166	161	10	host	host	NOUN
fumecheng-13166	161	11	nest	nest	NOUN
fumecheng-13166	161	12	;	;	PUNCT
fumecheng-13166	161	13	the	the	DET
fumecheng-13166	161	14	number	number	NOUN
fumecheng-13166	161	15	of	of	ADP
fumecheng-13166	161	16	available	available	ADJ
fumecheng-13166	161	17	nests	nest	NOUN
fumecheng-13166	161	18	remains	remain	VERB
fumecheng-13166	161	19	constant	constant	ADJ
fumecheng-13166	161	20	.	.	PUNCT
fumecheng-13166	162	1	2	2	X
fumecheng-13166	162	2	.	.	X
fumecheng-13166	162	3	high	high	ADJ
fumecheng-13166	162	4	-	-	PUNCT
fumecheng-13166	162	5	quality	quality	NOUN
fumecheng-13166	162	6	eggs	egg	NOUN
fumecheng-13166	162	7	will	will	AUX
fumecheng-13166	162	8	be	be	AUX
fumecheng-13166	162	9	reserved	reserve	VERB
fumecheng-13166	162	10	for	for	ADP
fumecheng-13166	162	11	the	the	DET
fumecheng-13166	162	12	next	next	ADJ
fumecheng-13166	162	13	generation	generation	NOUN
fumecheng-13166	162	14	.	.	PUNCT
fumecheng-13166	163	1	3	3	X
fumecheng-13166	163	2	.	.	X
fumecheng-13166	163	3	host	host	NOUN
fumecheng-13166	163	4	birds	bird	NOUN
fumecheng-13166	163	5	run	run	VERB
fumecheng-13166	163	6	the	the	DET
fumecheng-13166	163	7	chance	chance	NOUN
fumecheng-13166	163	8	of	of	ADP
fumecheng-13166	163	9	seeing	see	VERB
fumecheng-13166	163	10	and	and	CCONJ
fumecheng-13166	163	11	discarding	discard	VERB
fumecheng-13166	163	12	alien	alien	ADJ
fumecheng-13166	163	13	eggs	egg	NOUN
fumecheng-13166	163	14	.	.	PUNCT
fumecheng-13166	164	1	a	a	DET
fumecheng-13166	164	2	constant	constant	ADJ
fumecheng-13166	164	3	switch	switch	NOUN
fumecheng-13166	164	4	parameter	parameter	NOUN
fumecheng-13166	164	5	pa	pa	PROPN
fumecheng-13166	164	6	balances	balance	VERB
fumecheng-13166	164	7	the	the	DET
fumecheng-13166	164	8	global	global	ADJ
fumecheng-13166	164	9	search	search	NOUN
fumecheng-13166	164	10	(	(	PUNCT
fumecheng-13166	164	11	exploration	exploration	NOUN
fumecheng-13166	164	12	)	)	PUNCT
fumecheng-13166	164	13	and	and	CCONJ
fumecheng-13166	164	14	local	local	ADJ
fumecheng-13166	164	15	search	search	NOUN
fumecheng-13166	164	16	(	(	PUNCT
fumecheng-13166	164	17	exploitation	exploitation	NOUN
fumecheng-13166	164	18	)	)	PUNCT
fumecheng-13166	164	19	that	that	PRON
fumecheng-13166	164	20	define	define	VERB
fumecheng-13166	164	21	csa	csa	PROPN
fumecheng-13166	164	22	.	.	PUNCT
fumecheng-13166	164	23	levy	levy	PROPN
fumecheng-13166	164	24	fly	fly	NOUN
fumecheng-13166	164	25	[	[	X
fumecheng-13166	164	26	44	44	NUM
fumecheng-13166	164	27	]	]	PUNCT
fumecheng-13166	164	28	is	be	AUX
fumecheng-13166	164	29	proposed	propose	VERB
fumecheng-13166	164	30	to	to	PART
fumecheng-13166	164	31	implement	implement	VERB
fumecheng-13166	164	32	it	it	PRON
fumecheng-13166	164	33	for	for	ADP
fumecheng-13166	164	34	the	the	DET
fumecheng-13166	164	35	global	global	ADJ
fumecheng-13166	164	36	exploration	exploration	NOUN
fumecheng-13166	164	37	:	:	PUNCT
fumecheng-13166	165	1	𝑥𝑖	𝑥𝑖	ADP
fumecheng-13166	166	1	𝑡+1	𝑡+1	PROPN
fumecheng-13166	166	2	=	=	SYM
fumecheng-13166	166	3	𝑥𝑖	𝑥𝑖	NUM
fumecheng-13166	166	4	𝑡	𝑡	PROPN
fumecheng-13166	166	5	+	+	PROPN
fumecheng-13166	166	6	𝛼	𝛼	PROPN
fumecheng-13166	166	7	⊕	⊕	PROPN
fumecheng-13166	166	8	levy(𝑠	levy(𝑠	PROPN
fumecheng-13166	166	9	,	,	PUNCT
fumecheng-13166	166	10	𝜆	𝜆	NOUN
fumecheng-13166	166	11	)	)	PUNCT
fumecheng-13166	166	12	(	(	PUNCT
fumecheng-13166	166	13	18	18	NUM
fumecheng-13166	166	14	)	)	PUNCT
fumecheng-13166	166	15	where	where	SCONJ
fumecheng-13166	166	16	α	α	NOUN
fumecheng-13166	166	17	is	be	AUX
fumecheng-13166	166	18	the	the	DET
fumecheng-13166	166	19	scale	scale	NOUN
fumecheng-13166	166	20	factor	factor	NOUN
fumecheng-13166	166	21	,	,	PUNCT
fumecheng-13166	166	22	⊕	⊕	PROPN
fumecheng-13166	166	23	denotes	denote	VERB
fumecheng-13166	166	24	entry	entry	NOUN
fumecheng-13166	166	25	-	-	PUNCT
fumecheng-13166	166	26	wise	wise	ADJ
fumecheng-13166	166	27	multiplications	multiplication	NOUN
fumecheng-13166	166	28	,	,	PUNCT
fumecheng-13166	166	29	λ	λ	X
fumecheng-13166	166	30	(	(	PUNCT
fumecheng-13166	166	31	1	1	NUM
fumecheng-13166	166	32	<	<	X
fumecheng-13166	166	33	λ	λ	X
fumecheng-13166	166	34	<	<	X
fumecheng-13166	166	35	3	3	NUM
fumecheng-13166	166	36	)	)	PUNCT
fumecheng-13166	166	37	is	be	AUX
fumecheng-13166	166	38	the	the	DET
fumecheng-13166	166	39	power	power	NOUN
fumecheng-13166	166	40	coefficient	coefficient	NOUN
fumecheng-13166	166	41	,	,	PUNCT
fumecheng-13166	166	42	levy	levy	NOUN
fumecheng-13166	166	43	(	(	PUNCT
fumecheng-13166	166	44	s	s	PROPN
fumecheng-13166	166	45	,	,	PUNCT
fumecheng-13166	166	46	λ	λ	NOUN
fumecheng-13166	166	47	)	)	PUNCT
fumecheng-13166	166	48	is	be	AUX
fumecheng-13166	166	49	the	the	DET
fumecheng-13166	166	50	characteristic	characteristic	ADJ
fumecheng-13166	166	51	scale	scale	NOUN
fumecheng-13166	166	52	,	,	PUNCT
fumecheng-13166	166	53	which	which	PRON
fumecheng-13166	166	54	may	may	AUX
fumecheng-13166	166	55	be	be	AUX
fumecheng-13166	166	56	computed	compute	VERB
fumecheng-13166	166	57	as	as	ADP
fumecheng-13166	166	58	𝑥𝑖	𝑥𝑖	ADP
fumecheng-13166	166	59	𝑡	𝑡	PROPN
fumecheng-13166	166	60	and	and	CCONJ
fumecheng-13166	166	61	𝑥𝑖	𝑥𝑖	ADP
fumecheng-13166	166	62	𝑡+1	𝑡+1	NOUN
fumecheng-13166	166	63	,	,	PUNCT
fumecheng-13166	166	64	respectively	respectively	ADV
fumecheng-13166	166	65	.	.	PUNCT
fumecheng-13166	167	1	levy(𝑠	levy(𝑠	NOUN
fumecheng-13166	167	2	,	,	PUNCT
fumecheng-13166	167	3	𝜆	𝜆	NOUN
fumecheng-13166	167	4	)	)	PUNCT
fumecheng-13166	167	5	≈	≈	NOUN
fumecheng-13166	167	6	𝜆γ(𝜆).sin(𝜋𝜆	𝜆γ(𝜆).sin(𝜋𝜆	NOUN
fumecheng-13166	167	7	2⁄	2⁄	NUM
fumecheng-13166	167	8	)	)	PUNCT
fumecheng-13166	167	9	𝜋	𝜋	NOUN
fumecheng-13166	167	10	1	1	NUM
fumecheng-13166	167	11	𝑠1+𝜆	𝑠1+𝜆	NOUN
fumecheng-13166	167	12	,	,	PUNCT
fumecheng-13166	167	13	(	(	PUNCT
fumecheng-13166	167	14	𝑠	𝑠	X
fumecheng-13166	167	15	≫	≫	PROPN
fumecheng-13166	167	16	𝑠0	𝑠0	VERB
fumecheng-13166	167	17	≫	≫	PROPN
fumecheng-13166	167	18	0	0	NUM
fumecheng-13166	167	19	)	)	PUNCT
fumecheng-13166	167	20	(	(	PUNCT
fumecheng-13166	167	21	19	19	NUM
fumecheng-13166	167	22	)	)	PUNCT
fumecheng-13166	167	23	formulated	formulate	VERB
fumecheng-13166	167	24	in	in	ADP
fumecheng-13166	167	25	eq	eq	ADP
fumecheng-13166	167	26	.	.	PUNCT
fumecheng-13166	168	1	(	(	PUNCT
fumecheng-13166	168	2	19	19	NUM
fumecheng-13166	168	3	)	)	PUNCT
fumecheng-13166	168	4	,	,	PUNCT
fumecheng-13166	168	5	γ	γ	PROPN
fumecheng-13166	168	6	symbolizes	symbolize	VERB
fumecheng-13166	168	7	the	the	DET
fumecheng-13166	168	8	gamma	gamma	NOUN
fumecheng-13166	168	9	function	function	NOUN
fumecheng-13166	168	10	,	,	PUNCT
fumecheng-13166	168	11	s0	s0	PROPN
fumecheng-13166	168	12	is	be	AUX
fumecheng-13166	168	13	the	the	DET
fumecheng-13166	168	14	initial	initial	ADJ
fumecheng-13166	168	15	step	step	NOUN
fumecheng-13166	168	16	size	size	NOUN
fumecheng-13166	168	17	of	of	ADP
fumecheng-13166	168	18	levy	levy	NOUN
fumecheng-13166	168	19	flight	flight	NOUN
fumecheng-13166	168	20	,	,	PUNCT
fumecheng-13166	168	21	and	and	CCONJ
fumecheng-13166	168	22	s	s	VERB
fumecheng-13166	168	23	represents	represent	VERB
fumecheng-13166	168	24	the	the	DET
fumecheng-13166	168	25	step	step	NOUN
fumecheng-13166	168	26	size	size	NOUN
fumecheng-13166	168	27	of	of	ADP
fumecheng-13166	168	28	levy	levy	NOUN
fumecheng-13166	168	29	flight	flight	NOUN
fumecheng-13166	168	30	[	[	X
fumecheng-13166	168	31	45	45	NUM
fumecheng-13166	168	32	]	]	PUNCT
fumecheng-13166	168	33	:	:	PUNCT
fumecheng-13166	168	34	𝑠	𝑠	PROPN
fumecheng-13166	168	35	=	=	SYM
fumecheng-13166	168	36	𝑈	𝑈	PROPN
fumecheng-13166	168	37	|𝑉|1	|𝑉|1	NOUN
fumecheng-13166	168	38	𝜆⁄	𝜆⁄	CCONJ
fumecheng-13166	168	39	(	(	PUNCT
fumecheng-13166	168	40	20	20	NUM
fumecheng-13166	168	41	)	)	PUNCT
fumecheng-13166	168	42	u	u	NOUN
fumecheng-13166	168	43	and	and	CCONJ
fumecheng-13166	168	44	v	v	NOUN
fumecheng-13166	168	45	denote	denote	VERB
fumecheng-13166	168	46	random	random	ADJ
fumecheng-13166	168	47	values	value	NOUN
fumecheng-13166	168	48	following	follow	VERB
fumecheng-13166	168	49	normal	normal	ADJ
fumecheng-13166	168	50	distribution	distribution	NOUN
fumecheng-13166	168	51	:	:	PUNCT
fumecheng-13166	168	52	𝑈~𝑁(0	𝑈~𝑁(0	ADJ
fumecheng-13166	168	53	,	,	PUNCT
fumecheng-13166	168	54	𝜎2	𝜎2	NOUN
fumecheng-13166	168	55	)	)	PUNCT
fumecheng-13166	168	56	,	,	PUNCT
fumecheng-13166	168	57	𝑉~𝑁(0,1	𝑉~𝑁(0,1	NOUN
fumecheng-13166	168	58	)	)	PUNCT
fumecheng-13166	168	59	(	(	PUNCT
fumecheng-13166	168	60	21	21	NUM
fumecheng-13166	168	61	)	)	PUNCT
fumecheng-13166	168	62	where	where	SCONJ
fumecheng-13166	168	63	σ	σ	PROPN
fumecheng-13166	168	64	is	be	AUX
fumecheng-13166	168	65	the	the	DET
fumecheng-13166	168	66	variance	variance	NOUN
fumecheng-13166	168	67	of	of	ADP
fumecheng-13166	168	68	the	the	DET
fumecheng-13166	168	69	normal	normal	ADJ
fumecheng-13166	168	70	distribution	distribution	NOUN
fumecheng-13166	168	71	followed	follow	VERB
fumecheng-13166	168	72	by	by	ADP
fumecheng-13166	168	73	u	u	NOUN
fumecheng-13166	168	74	,	,	PUNCT
fumecheng-13166	168	75	which	which	PRON
fumecheng-13166	168	76	is	be	AUX
fumecheng-13166	168	77	computed	compute	VERB
fumecheng-13166	168	78	as	as	SCONJ
fumecheng-13166	168	79	follows	follow	VERB
fumecheng-13166	168	80	[	[	X
fumecheng-13166	168	81	45	45	NUM
fumecheng-13166	168	82	]	]	X
fumecheng-13166	168	83	:	:	PUNCT
fumecheng-13166	168	84	𝜎2	𝜎2	NOUN
fumecheng-13166	168	85	=	=	PUNCT
fumecheng-13166	168	86	[	[	PUNCT
fumecheng-13166	168	87	γ(1+𝜆	γ(1+𝜆	NOUN
fumecheng-13166	168	88	)	)	PUNCT
fumecheng-13166	168	89	𝜆γ((1+𝜆	𝜆γ((1+𝜆	NOUN
fumecheng-13166	168	90	)	)	PUNCT
fumecheng-13166	168	91	2⁄	2⁄	NUM
fumecheng-13166	168	92	)	)	PUNCT
fumecheng-13166	168	93	∙	∙	PROPN
fumecheng-13166	168	94	sin	sin	NOUN
fumecheng-13166	168	95	(	(	PUNCT
fumecheng-13166	168	96	𝜋𝜆	𝜋𝜆	PROPN
fumecheng-13166	168	97	2⁄	2⁄	NUM
fumecheng-13166	168	98	2(𝜆−1	2(𝜆−1	NOUN
fumecheng-13166	168	99	)	)	PUNCT
fumecheng-13166	168	100	2⁄	2⁄	NUM
fumecheng-13166	168	101	]	]	PUNCT
fumecheng-13166	168	102	1	1	NUM
fumecheng-13166	168	103	𝜆⁄	𝜆⁄	PROPN
fumecheng-13166	168	104	(	(	PUNCT
fumecheng-13166	168	105	22	22	NUM
fumecheng-13166	168	106	)	)	PUNCT
fumecheng-13166	168	107	one	one	NOUN
fumecheng-13166	168	108	may	may	AUX
fumecheng-13166	168	109	arrange	arrange	VERB
fumecheng-13166	168	110	the	the	DET
fumecheng-13166	168	111	local	local	ADJ
fumecheng-13166	168	112	search	search	NOUN
fumecheng-13166	168	113	for	for	ADP
fumecheng-13166	168	114	csa	csa	PROPN
fumecheng-13166	168	115	as	as	SCONJ
fumecheng-13166	168	116	follows	follow	VERB
fumecheng-13166	168	117	[	[	X
fumecheng-13166	168	118	45	45	NUM
fumecheng-13166	168	119	]	]	PUNCT
fumecheng-13166	168	120	:	:	PUNCT
fumecheng-13166	169	1	𝑥𝑖	𝑥𝑖	ADP
fumecheng-13166	169	2	𝑡+1	𝑡+1	PROPN
fumecheng-13166	169	3	=	=	SYM
fumecheng-13166	169	4	{	{	PUNCT
fumecheng-13166	169	5	𝑥𝑖	𝑥𝑖	NUM
fumecheng-13166	169	6	𝑡	𝑡	PROPN
fumecheng-13166	169	7	+	+	PROPN
fumecheng-13166	169	8	𝛼𝑠	𝛼𝑠	PROPN
fumecheng-13166	169	9	⊗	⊗	PROPN
fumecheng-13166	169	10	𝐻(𝑝𝑎−∈	𝐻(𝑝𝑎−∈	PROPN
fumecheng-13166	169	11	)	)	PUNCT
fumecheng-13166	169	12	⊕	⊕	PROPN
fumecheng-13166	169	13	(	(	PUNCT
fumecheng-13166	169	14	𝑥𝑗	𝑥𝑗	PROPN
fumecheng-13166	169	15	𝑡	𝑡	PROPN
fumecheng-13166	169	16	−	−	PROPN
fumecheng-13166	169	17	𝑥𝑘	𝑥𝑘	SYM
fumecheng-13166	169	18	𝑡	𝑡	PROPN
fumecheng-13166	169	19	)	)	PUNCT
fumecheng-13166	169	20	,	,	PUNCT
fumecheng-13166	169	21	𝑟	𝑟	X
fumecheng-13166	169	22	>	>	X
fumecheng-13166	170	1	𝑃𝑎	𝑃𝑎	PROPN
fumecheng-13166	170	2	𝑥𝑖	𝑥𝑖	NUM
fumecheng-13166	170	3	𝑡	𝑡	PROPN
fumecheng-13166	170	4	,	,	PUNCT
fumecheng-13166	170	5	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	PROPN
fumecheng-13166	170	6	(	(	PUNCT
fumecheng-13166	170	7	23	23	NUM
fumecheng-13166	170	8	)	)	PUNCT
fumecheng-13166	170	9	where	where	SCONJ
fumecheng-13166	170	10	𝐻(𝑝𝑎−∈	𝐻(𝑝𝑎−∈	PROPN
fumecheng-13166	170	11	)	)	PUNCT
fumecheng-13166	170	12	is	be	AUX
fumecheng-13166	170	13	the	the	DET
fumecheng-13166	170	14	heaviside	heaviside	ADJ
fumecheng-13166	170	15	function	function	NOUN
fumecheng-13166	170	16	,	,	PUNCT
fumecheng-13166	170	17	∈	∈	PROPN
fumecheng-13166	170	18	is	be	AUX
fumecheng-13166	170	19	a	a	DET
fumecheng-13166	170	20	random	random	ADJ
fumecheng-13166	170	21	integer	integer	NOUN
fumecheng-13166	170	22	taken	take	VERB
fumecheng-13166	170	23	from	from	ADP
fumecheng-13166	170	24	the	the	DET
fumecheng-13166	170	25	uniform	uniform	ADJ
fumecheng-13166	170	26	distribution	distribution	NOUN
fumecheng-13166	170	27	,	,	PUNCT
fumecheng-13166	170	28	where	where	SCONJ
fumecheng-13166	170	29	𝑥𝑗	𝑥𝑗	PROPN
fumecheng-13166	170	30	𝑡	𝑡	PROPN
fumecheng-13166	170	31	and	and	CCONJ
fumecheng-13166	170	32	𝑥𝑘	𝑥𝑘	NUM
fumecheng-13166	170	33	𝑡	𝑡	PROPN
fumecheng-13166	170	34	are	be	AUX
fumecheng-13166	170	35	two	two	NUM
fumecheng-13166	170	36	solutions	solution	NOUN
fumecheng-13166	170	37	acquired	acquire	VERB
fumecheng-13166	170	38	via	via	ADP
fumecheng-13166	170	39	random	random	ADJ
fumecheng-13166	170	40	permutation	permutation	NOUN
fumecheng-13166	170	41	.	.	PUNCT
fumecheng-13166	171	1	8	8	NUM
fumecheng-13166	171	2	s.	s.	PROPN
fumecheng-13166	171	3	s.	s.	PROPN
fumecheng-13166	171	4	haghshenas	haghshenas	PROPN
fumecheng-13166	171	5	,	,	PUNCT
fumecheng-13166	171	6	m.	m.	NOUN
fumecheng-13166	171	7	h.	h.	PROPN
fumecheng-13166	171	8	m.	m.	PROPN
fumecheng-13166	171	9	seraji	seraji	PROPN
fumecheng-13166	171	10	,	,	PUNCT
fumecheng-13166	171	11	s.	s.	PROPN
fumecheng-13166	171	12	s.	s.	PROPN
fumecheng-13166	171	13	haghshenas	haghshenas	PROPN
fumecheng-13166	171	14	,	,	PUNCT
fumecheng-13166	171	15	et	et	PROPN
fumecheng-13166	171	16	al	al	PROPN
fumecheng-13166	171	17	.	.	PROPN
fumecheng-13166	171	18	3.4	3.4	NUM
fumecheng-13166	171	19	.	.	PUNCT
fumecheng-13166	172	1	multi	multi	ADJ
fumecheng-13166	172	2	-	-	ADJ
fumecheng-13166	172	3	verse	verse	ADJ
fumecheng-13166	172	4	optimization	optimization	NOUN
fumecheng-13166	172	5	mvo	mvo	PROPN
fumecheng-13166	172	6	is	be	AUX
fumecheng-13166	172	7	a	a	DET
fumecheng-13166	172	8	metaheuristic	metaheuristic	ADJ
fumecheng-13166	172	9	technique	technique	NOUN
fumecheng-13166	172	10	exploring	explore	VERB
fumecheng-13166	172	11	search	search	NOUN
fumecheng-13166	172	12	space	space	NOUN
fumecheng-13166	172	13	by	by	ADP
fumecheng-13166	172	14	simulating	simulate	VERB
fumecheng-13166	172	15	wormholes	wormhole	NOUN
fumecheng-13166	172	16	,	,	PUNCT
fumecheng-13166	172	17	black	black	ADJ
fumecheng-13166	172	18	holes	hole	NOUN
fumecheng-13166	172	19	,	,	PUNCT
fumecheng-13166	172	20	and	and	CCONJ
fumecheng-13166	172	21	white	white	ADJ
fumecheng-13166	172	22	holes	hole	NOUN
fumecheng-13166	172	23	.	.	PUNCT
fumecheng-13166	173	1	an	an	DET
fumecheng-13166	173	2	inflation	inflation	NOUN
fumecheng-13166	173	3	rate	rate	NOUN
fumecheng-13166	173	4	between	between	ADP
fumecheng-13166	173	5	exploitation	exploitation	NOUN
fumecheng-13166	173	6	and	and	CCONJ
fumecheng-13166	173	7	exploration	exploration	NOUN
fumecheng-13166	173	8	balances	balance	NOUN
fumecheng-13166	173	9	wormhole	wormhole	NOUN
fumecheng-13166	173	10	to	to	ADP
fumecheng-13166	173	11	black	black	ADJ
fumecheng-13166	173	12	-	-	PUNCT
fumecheng-13166	173	13	white	white	ADJ
fumecheng-13166	173	14	hole	hole	NOUN
fumecheng-13166	173	15	ratios	ratio	NOUN
fumecheng-13166	173	16	.	.	PUNCT
fumecheng-13166	174	1	in	in	ADP
fumecheng-13166	174	2	this	this	DET
fumecheng-13166	174	3	context	context	NOUN
fumecheng-13166	174	4	,	,	PUNCT
fumecheng-13166	174	5	candidate	candidate	NOUN
fumecheng-13166	174	6	solutions	solution	NOUN
fumecheng-13166	174	7	are	be	AUX
fumecheng-13166	174	8	universes	universe	NOUN
fumecheng-13166	174	9	;	;	PUNCT
fumecheng-13166	174	10	decision	decision	NOUN
fumecheng-13166	174	11	variables	variable	NOUN
fumecheng-13166	174	12	are	be	AUX
fumecheng-13166	174	13	things	thing	NOUN
fumecheng-13166	174	14	or	or	CCONJ
fumecheng-13166	174	15	components	component	NOUN
fumecheng-13166	174	16	found	find	VERB
fumecheng-13166	174	17	within	within	ADP
fumecheng-13166	174	18	those	those	DET
fumecheng-13166	174	19	universes	universe	NOUN
fumecheng-13166	174	20	.	.	PUNCT
fumecheng-13166	175	1	the	the	DET
fumecheng-13166	175	2	inflation	inflation	NOUN
fumecheng-13166	175	3	rate	rate	NOUN
fumecheng-13166	175	4	controls	control	VERB
fumecheng-13166	175	5	the	the	DET
fumecheng-13166	175	6	likelihood	likelihood	NOUN
fumecheng-13166	175	7	of	of	ADP
fumecheng-13166	175	8	finding	find	VERB
fumecheng-13166	175	9	both	both	CCONJ
fumecheng-13166	175	10	white	white	ADJ
fumecheng-13166	175	11	(	(	PUNCT
fumecheng-13166	175	12	exploration	exploration	NOUN
fumecheng-13166	175	13	)	)	PUNCT
fumecheng-13166	175	14	and	and	CCONJ
fumecheng-13166	175	15	black	black	ADJ
fumecheng-13166	175	16	holes	hole	NOUN
fumecheng-13166	175	17	(	(	PUNCT
fumecheng-13166	175	18	exploitation	exploitation	NOUN
fumecheng-13166	175	19	)	)	PUNCT
fumecheng-13166	175	20	;	;	PUNCT
fumecheng-13166	175	21	i.e.	i.e.	X
fumecheng-13166	175	22	low	low	ADJ
fumecheng-13166	175	23	rates	rate	NOUN
fumecheng-13166	175	24	indicate	indicate	VERB
fumecheng-13166	175	25	the	the	DET
fumecheng-13166	175	26	best	good	ADJ
fumecheng-13166	175	27	chance	chance	NOUN
fumecheng-13166	175	28	of	of	ADP
fumecheng-13166	175	29	a	a	DET
fumecheng-13166	175	30	black	black	ADJ
fumecheng-13166	175	31	hole	hole	NOUN
fumecheng-13166	175	32	and	and	CCONJ
fumecheng-13166	175	33	high	high	ADJ
fumecheng-13166	175	34	rates	rate	NOUN
fumecheng-13166	175	35	indicate	indicate	VERB
fumecheng-13166	175	36	the	the	DET
fumecheng-13166	175	37	highest	high	ADJ
fumecheng-13166	175	38	possibilities	possibility	NOUN
fumecheng-13166	175	39	.	.	PUNCT
fumecheng-13166	176	1	a	a	DET
fumecheng-13166	176	2	roulette	roulette	NOUN
fumecheng-13166	176	3	wheel	wheel	NOUN
fumecheng-13166	176	4	selection	selection	NOUN
fumecheng-13166	176	5	mechanism	mechanism	NOUN
fumecheng-13166	176	6	is	be	AUX
fumecheng-13166	176	7	used	use	VERB
fumecheng-13166	176	8	in	in	ADP
fumecheng-13166	176	9	mvo	mvo	PROPN
fumecheng-13166	176	10	to	to	PART
fumecheng-13166	176	11	solve	solve	VERB
fumecheng-13166	176	12	the	the	DET
fumecheng-13166	176	13	analytical	analytical	ADJ
fumecheng-13166	176	14	model	model	NOUN
fumecheng-13166	176	15	and	and	CCONJ
fumecheng-13166	176	16	exchange	exchange	VERB
fumecheng-13166	176	17	the	the	DET
fumecheng-13166	176	18	items	item	NOUN
fumecheng-13166	176	19	between	between	ADP
fumecheng-13166	176	20	the	the	DET
fumecheng-13166	176	21	worlds	world	NOUN
fumecheng-13166	176	22	of	of	ADP
fumecheng-13166	176	23	black	black	ADJ
fumecheng-13166	176	24	and	and	CCONJ
fumecheng-13166	176	25	white	white	ADJ
fumecheng-13166	176	26	hole	hole	NOUN
fumecheng-13166	176	27	tunnels	tunnel	NOUN
fumecheng-13166	176	28	.	.	PUNCT
fumecheng-13166	177	1	the	the	DET
fumecheng-13166	177	2	solution	solution	NOUN
fumecheng-13166	177	3	space	space	NOUN
fumecheng-13166	177	4	exhibits	exhibit	VERB
fumecheng-13166	177	5	a	a	DET
fumecheng-13166	177	6	random	random	ADJ
fumecheng-13166	177	7	global	global	ADJ
fumecheng-13166	177	8	representation	representation	NOUN
fumecheng-13166	177	9	as	as	ADP
fumecheng-13166	177	10	[	[	X
fumecheng-13166	177	11	46	46	NUM
fumecheng-13166	177	12	]	]	X
fumecheng-13166	177	13	:	:	PUNCT
fumecheng-13166	177	14	𝑈	𝑈	NOUN
fumecheng-13166	177	15	=	=	PUNCT
fumecheng-13166	177	16	[	[	PUNCT
fumecheng-13166	177	17	𝑥1	𝑥1	NOUN
fumecheng-13166	177	18	1	1	NUM
fumecheng-13166	177	19	𝑥1	𝑥1	PROPN
fumecheng-13166	177	20	2	2	NUM
fumecheng-13166	177	21	⋯	⋯	PROPN
fumecheng-13166	177	22	𝑥1	𝑥1	PROPN
fumecheng-13166	177	23	𝑑	𝑑	PROPN
fumecheng-13166	177	24	𝑥2	𝑥2	PROPN
fumecheng-13166	177	25	1	1	NUM
fumecheng-13166	177	26	𝑥2	𝑥2	NOUN
fumecheng-13166	177	27	2	2	NUM
fumecheng-13166	177	28	⋯	⋯	NOUN
fumecheng-13166	177	29	𝑥2	𝑥2	NOUN
fumecheng-13166	177	30	𝑑	𝑑	NOUN
fumecheng-13166	177	31	⋮	⋮	ADJ
fumecheng-13166	177	32	⋮	⋮	ADJ
fumecheng-13166	177	33	⋮	⋮	PROPN
fumecheng-13166	177	34	⋮	⋮	NOUN
fumecheng-13166	177	35	𝑥𝑛	𝑥𝑛	PROPN
fumecheng-13166	177	36	1	1	NUM
fumecheng-13166	177	37	𝑥𝑛	𝑥𝑛	PROPN
fumecheng-13166	177	38	2	2	NUM
fumecheng-13166	177	39	…	…	PUNCT
fumecheng-13166	177	40	𝑥𝑛	𝑥𝑛	PROPN
fumecheng-13166	177	41	𝑑	𝑑	NOUN
fumecheng-13166	177	42	]	]	X
fumecheng-13166	177	43	(	(	PUNCT
fumecheng-13166	177	44	24	24	NUM
fumecheng-13166	177	45	)	)	PUNCT
fumecheng-13166	177	46	in	in	ADP
fumecheng-13166	177	47	this	this	DET
fumecheng-13166	177	48	context	context	NOUN
fumecheng-13166	177	49	,	,	PUNCT
fumecheng-13166	177	50	u	u	PRON
fumecheng-13166	177	51	symbolizes	symbolize	VERB
fumecheng-13166	177	52	the	the	DET
fumecheng-13166	177	53	world	world	NOUN
fumecheng-13166	177	54	,	,	PUNCT
fumecheng-13166	177	55	n	n	PRON
fumecheng-13166	177	56	denotes	denote	VERB
fumecheng-13166	177	57	the	the	DET
fumecheng-13166	177	58	frequency	frequency	NOUN
fumecheng-13166	177	59	of	of	ADP
fumecheng-13166	177	60	search	search	NOUN
fumecheng-13166	177	61	components	component	NOUN
fumecheng-13166	177	62	,	,	PUNCT
fumecheng-13166	177	63	d	d	PRON
fumecheng-13166	177	64	represents	represent	VERB
fumecheng-13166	177	65	the	the	DET
fumecheng-13166	177	66	measurements	measurement	NOUN
fumecheng-13166	177	67	of	of	ADP
fumecheng-13166	177	68	control	control	NOUN
fumecheng-13166	177	69	parameters	parameter	NOUN
fumecheng-13166	177	70	,	,	PUNCT
fumecheng-13166	177	71	and	and	CCONJ
fumecheng-13166	177	72	𝑥𝑖	𝑥𝑖	PRON
fumecheng-13166	177	73	𝑗	𝑗	INTJ
fumecheng-13166	177	74	represents	represent	VERB
fumecheng-13166	177	75	the	the	DET
fumecheng-13166	177	76	jth	jth	PROPN
fumecheng-13166	177	77	parameter	parameter	NOUN
fumecheng-13166	177	78	of	of	ADP
fumecheng-13166	177	79	the	the	DET
fumecheng-13166	177	80	i	i	PROPN
fumecheng-13166	177	81	-	-	PUNCT
fumecheng-13166	177	82	th	th	X
fumecheng-13166	177	83	world	world	NOUN
fumecheng-13166	177	84	,	,	PUNCT
fumecheng-13166	177	85	which	which	PRON
fumecheng-13166	177	86	follows	follow	VERB
fumecheng-13166	177	87	the	the	DET
fumecheng-13166	177	88	form	form	NOUN
fumecheng-13166	177	89	described	describe	VERB
fumecheng-13166	177	90	below	below	ADP
fumecheng-13166	177	91	[	[	X
fumecheng-13166	177	92	46	46	NUM
fumecheng-13166	177	93	]	]	X
fumecheng-13166	177	94	:	:	PUNCT
fumecheng-13166	178	1	𝑥𝑖	𝑥𝑖	ADP
fumecheng-13166	178	2	𝑗	𝑗	NOUN
fumecheng-13166	178	3	=	=	PUNCT
fumecheng-13166	178	4	{	{	PUNCT
fumecheng-13166	178	5	𝑥𝑘	𝑥𝑘	X
fumecheng-13166	178	6	𝑗	𝑗	PRON
fumecheng-13166	178	7	𝑟1	𝑟1	NOUN
fumecheng-13166	178	8	<	<	X
fumecheng-13166	178	9	𝑁𝐼(𝑈𝑖	𝑁𝐼(𝑈𝑖	NUM
fumecheng-13166	178	10	)	)	PUNCT
fumecheng-13166	178	11	𝑥𝑖	𝑥𝑖	ADP
fumecheng-13166	178	12	𝑗	𝑗	PROPN
fumecheng-13166	178	13	𝑟1	𝑟1	NOUN
fumecheng-13166	178	14	≥	≥	X
fumecheng-13166	178	15	𝑁𝐼(𝑈𝑖	𝑁𝐼(𝑈𝑖	NUM
fumecheng-13166	178	16	)	)	PUNCT
fumecheng-13166	178	17	(	(	PUNCT
fumecheng-13166	178	18	25	25	NUM
fumecheng-13166	178	19	)	)	PUNCT
fumecheng-13166	178	20	where	where	SCONJ
fumecheng-13166	178	21	ui	ui	PROPN
fumecheng-13166	178	22	represents	represent	VERB
fumecheng-13166	178	23	the	the	DET
fumecheng-13166	178	24	ith	ith	PROPN
fumecheng-13166	178	25	world	world	NOUN
fumecheng-13166	178	26	,	,	PUNCT
fumecheng-13166	178	27	ni	ni	PROPN
fumecheng-13166	178	28	represents	represent	VERB
fumecheng-13166	178	29	the	the	DET
fumecheng-13166	178	30	normalized	normalized	ADJ
fumecheng-13166	178	31	inflation	inflation	NOUN
fumecheng-13166	178	32	rate	rate	NOUN
fumecheng-13166	178	33	,	,	PUNCT
fumecheng-13166	178	34	𝑟1	𝑟1	PROPN
fumecheng-13166	178	35	represents	represent	VERB
fumecheng-13166	178	36	a	a	DET
fumecheng-13166	178	37	random	random	ADJ
fumecheng-13166	178	38	integer	integer	NOUN
fumecheng-13166	178	39	between	between	ADP
fumecheng-13166	178	40	0	0	NUM
fumecheng-13166	178	41	and	and	CCONJ
fumecheng-13166	178	42	1	1	NUM
fumecheng-13166	178	43	,	,	PUNCT
fumecheng-13166	178	44	and	and	CCONJ
fumecheng-13166	178	45	𝑥𝑘	𝑥𝑘	X
fumecheng-13166	178	46	𝑗	𝑗	INTJ
fumecheng-13166	178	47	represents	represent	VERB
fumecheng-13166	178	48	the	the	DET
fumecheng-13166	178	49	jth	jth	PROPN
fumecheng-13166	178	50	variable	variable	NOUN
fumecheng-13166	178	51	of	of	ADP
fumecheng-13166	178	52	the	the	DET
fumecheng-13166	178	53	kth	kth	PROPN
fumecheng-13166	178	54	world	world	NOUN
fumecheng-13166	178	55	,	,	PUNCT
fumecheng-13166	178	56	selected	select	VERB
fumecheng-13166	178	57	using	use	VERB
fumecheng-13166	178	58	the	the	DET
fumecheng-13166	178	59	roulette	roulette	NOUN
fumecheng-13166	178	60	wheel	wheel	NOUN
fumecheng-13166	178	61	scenario	scenario	NOUN
fumecheng-13166	178	62	.	.	PUNCT
fumecheng-13166	179	1	the	the	DET
fumecheng-13166	179	2	operational	operational	ADJ
fumecheng-13166	179	3	mechanism	mechanism	NOUN
fumecheng-13166	179	4	of	of	ADP
fumecheng-13166	179	5	the	the	DET
fumecheng-13166	179	6	transferred	transfer	VERB
fumecheng-13166	179	7	items	item	NOUN
fumecheng-13166	179	8	via	via	ADP
fumecheng-13166	179	9	wormholes	wormhole	NOUN
fumecheng-13166	179	10	is	be	AUX
fumecheng-13166	179	11	shown	show	VERB
fumecheng-13166	179	12	as	as	SCONJ
fumecheng-13166	179	13	follows	follow	VERB
fumecheng-13166	179	14	[	[	X
fumecheng-13166	179	15	46	46	NUM
fumecheng-13166	179	16	]	]	X
fumecheng-13166	179	17	:	:	PUNCT
fumecheng-13166	179	18	𝑥𝑖	𝑥𝑖	ADP
fumecheng-13166	179	19	𝑗	𝑗	NOUN
fumecheng-13166	179	20	=	=	X
fumecheng-13166	179	21	{	{	PUNCT
fumecheng-13166	179	22	{	{	PUNCT
fumecheng-13166	179	23	𝑥𝑗	𝑥𝑗	PROPN
fumecheng-13166	179	24	+	+	ADJ
fumecheng-13166	179	25	𝑇𝐷𝑅	𝑇𝐷𝑅	PROPN
fumecheng-13166	179	26	∙	∙	PROPN
fumecheng-13166	180	1	[	[	X
fumecheng-13166	180	2	(	(	PUNCT
fumecheng-13166	180	3	𝑢𝑏𝑗	𝑢𝑏𝑗	INTJ
fumecheng-13166	180	4	−	−	NOUN
fumecheng-13166	180	5	)	)	PUNCT
fumecheng-13166	180	6	∙	∙	NOUN
fumecheng-13166	180	7	𝑟4	𝑟4	PROPN
fumecheng-13166	180	8	+	+	CCONJ
fumecheng-13166	180	9	𝑙𝑏𝑗	𝑙𝑏𝑗	NOUN
fumecheng-13166	180	10	]	]	X
fumecheng-13166	180	11	𝑟3	𝑟3	NOUN
fumecheng-13166	180	12	<	<	X
fumecheng-13166	180	13	0.5	0.5	NUM
fumecheng-13166	180	14	𝑥𝑗	𝑥𝑗	PROPN
fumecheng-13166	180	15	−	−	PROPN
fumecheng-13166	180	16	𝑇𝐷𝑅	𝑇𝐷𝑅	PROPN
fumecheng-13166	180	17	∙	∙	PROPN
fumecheng-13166	181	1	[	[	X
fumecheng-13166	181	2	(	(	PUNCT
fumecheng-13166	181	3	𝑢𝑏𝑗	𝑢𝑏𝑗	INTJ
fumecheng-13166	181	4	−	−	NOUN
fumecheng-13166	181	5	)	)	PUNCT
fumecheng-13166	181	6	∙	∙	NOUN
fumecheng-13166	181	7	𝑟4	𝑟4	PROPN
fumecheng-13166	181	8	+	+	CCONJ
fumecheng-13166	181	9	𝑙𝑏𝑗	𝑙𝑏𝑗	NOUN
fumecheng-13166	181	10	]	]	X
fumecheng-13166	181	11	𝑟3	𝑟3	NOUN
fumecheng-13166	181	12	≥	≥	NOUN
fumecheng-13166	181	13	0.5	0.5	NUM
fumecheng-13166	181	14	𝑟2	𝑟2	NOUN
fumecheng-13166	181	15	<	<	X
fumecheng-13166	181	16	𝑊𝐸𝑃	𝑊𝐸𝑃	PROPN
fumecheng-13166	181	17	𝑥𝑖	𝑥𝑖	NUM
fumecheng-13166	181	18	𝑗	𝑗	PRON
fumecheng-13166	181	19	𝑟2	𝑟2	NOUN
fumecheng-13166	181	20	≥	≥	NOUN
fumecheng-13166	181	21	𝑊𝐸𝑃	𝑊𝐸𝑃	PROPN
fumecheng-13166	181	22	(	(	PUNCT
fumecheng-13166	181	23	26	26	NUM
fumecheng-13166	181	24	)	)	PUNCT
fumecheng-13166	181	25	here	here	ADV
fumecheng-13166	181	26	𝑥𝑗	𝑥𝑗	PROPN
fumecheng-13166	181	27	is	be	AUX
fumecheng-13166	181	28	the	the	DET
fumecheng-13166	181	29	jth	jth	PROPN
fumecheng-13166	181	30	variable	variable	NOUN
fumecheng-13166	181	31	of	of	ADP
fumecheng-13166	181	32	the	the	DET
fumecheng-13166	181	33	optimum	optimum	ADJ
fumecheng-13166	181	34	world	world	NOUN
fumecheng-13166	181	35	;	;	PUNCT
fumecheng-13166	181	36	wep	wep	PROPN
fumecheng-13166	181	37	(	(	PUNCT
fumecheng-13166	181	38	wormhole	wormhole	NOUN
fumecheng-13166	181	39	existence	existence	NOUN
fumecheng-13166	181	40	probability	probability	NOUN
fumecheng-13166	181	41	)	)	PUNCT
fumecheng-13166	181	42	and	and	CCONJ
fumecheng-13166	181	43	tdr	tdr	PROPN
fumecheng-13166	181	44	(	(	PUNCT
fumecheng-13166	181	45	traveling	travel	VERB
fumecheng-13166	181	46	distance	distance	NOUN
fumecheng-13166	181	47	rate	rate	NOUN
fumecheng-13166	181	48	)	)	PUNCT
fumecheng-13166	181	49	are	be	AUX
fumecheng-13166	181	50	coefficients	coefficient	NOUN
fumecheng-13166	181	51	;	;	PUNCT
fumecheng-13166	181	52	ubj	ubj	NOUN
fumecheng-13166	181	53	and	and	CCONJ
fumecheng-13166	181	54	lbj	lbj	PROPN
fumecheng-13166	181	55	indicate	indicate	VERB
fumecheng-13166	181	56	the	the	DET
fumecheng-13166	181	57	upper	upper	ADJ
fumecheng-13166	181	58	and	and	CCONJ
fumecheng-13166	181	59	lower	low	ADJ
fumecheng-13166	181	60	limit	limit	NOUN
fumecheng-13166	181	61	of	of	ADP
fumecheng-13166	181	62	jth	jth	PROPN
fumecheng-13166	181	63	variable	variable	NOUN
fumecheng-13166	181	64	,	,	PUNCT
fumecheng-13166	181	65	𝑥𝑖	𝑥𝑖	PRON
fumecheng-13166	181	66	𝑗	𝑗	INTJ
fumecheng-13166	181	67	indicates	indicate	VERB
fumecheng-13166	181	68	the	the	DET
fumecheng-13166	181	69	jth	jth	PROPN
fumecheng-13166	181	70	parameter	parameter	NOUN
fumecheng-13166	181	71	of	of	ADP
fumecheng-13166	181	72	the	the	DET
fumecheng-13166	181	73	ith	ith	PROPN
fumecheng-13166	181	74	world	world	NOUN
fumecheng-13166	181	75	;	;	PUNCT
fumecheng-13166	181	76	𝑟4	𝑟4	PROPN
fumecheng-13166	181	77	,	,	PUNCT
fumecheng-13166	181	78	𝑟3	𝑟3	NOUN
fumecheng-13166	181	79	,	,	PUNCT
fumecheng-13166	181	80	and	and	CCONJ
fumecheng-13166	181	81	𝑟2	𝑟2	NOUN
fumecheng-13166	181	82	are	be	AUX
fumecheng-13166	181	83	accidental	accidental	ADJ
fumecheng-13166	181	84	numbers	number	NOUN
fumecheng-13166	181	85	belonging	belong	VERB
fumecheng-13166	181	86	to	to	ADP
fumecheng-13166	181	87	[	[	X
fumecheng-13166	181	88	0	0	NUM
fumecheng-13166	181	89	,	,	PUNCT
fumecheng-13166	181	90	1	1	NUM
fumecheng-13166	181	91	]	]	PUNCT
fumecheng-13166	181	92	.	.	PUNCT
fumecheng-13166	182	1	wep	wep	PROPN
fumecheng-13166	182	2	takes	take	VERB
fumecheng-13166	182	3	the	the	DET
fumecheng-13166	182	4	following	follow	VERB
fumecheng-13166	182	5	form	form	NOUN
fumecheng-13166	182	6	and	and	CCONJ
fumecheng-13166	182	7	enhances	enhance	VERB
fumecheng-13166	182	8	the	the	DET
fumecheng-13166	182	9	exploitation	exploitation	NOUN
fumecheng-13166	182	10	[	[	X
fumecheng-13166	182	11	46	46	NUM
fumecheng-13166	182	12	]	]	X
fumecheng-13166	182	13	:	:	PUNCT
fumecheng-13166	182	14	𝑥𝑖	𝑥𝑖	ADP
fumecheng-13166	182	15	𝑗	𝑗	X
fumecheng-13166	182	16	=	=	SYM
fumecheng-13166	182	17	𝑊𝐸𝑃	𝑊𝐸𝑃	PROPN
fumecheng-13166	182	18	=	=	PUNCT
fumecheng-13166	182	19	𝑚𝑖𝑛	𝑚𝑖𝑛	PROPN
fumecheng-13166	182	20	+	+	CCONJ
fumecheng-13166	182	21	𝑡	𝑡	PROPN
fumecheng-13166	182	22	×	×	NOUN
fumecheng-13166	182	23	(	(	PUNCT
fumecheng-13166	182	24	𝑚𝑎𝑥−𝑚𝑖𝑛	𝑚𝑎𝑥−𝑚𝑖𝑛	NUM
fumecheng-13166	182	25	𝑇𝑚𝑎𝑥	𝑇𝑚𝑎𝑥	PROPN
fumecheng-13166	182	26	)	)	PUNCT
fumecheng-13166	182	27	(	(	PUNCT
fumecheng-13166	182	28	27	27	NUM
fumecheng-13166	182	29	)	)	PUNCT
fumecheng-13166	182	30	where	where	SCONJ
fumecheng-13166	182	31	the	the	DET
fumecheng-13166	182	32	variable	variable	NOUN
fumecheng-13166	182	33	i	i	PRON
fumecheng-13166	182	34	represents	represent	VERB
fumecheng-13166	182	35	the	the	DET
fumecheng-13166	182	36	current	current	ADJ
fumecheng-13166	182	37	repetition	repetition	NOUN
fumecheng-13166	182	38	,	,	PUNCT
fumecheng-13166	182	39	𝑇𝑚𝑎𝑥	𝑇𝑚𝑎𝑥	PROPN
fumecheng-13166	182	40	represents	represent	VERB
fumecheng-13166	182	41	the	the	DET
fumecheng-13166	182	42	greatest	great	ADJ
fumecheng-13166	182	43	repetition	repetition	NOUN
fumecheng-13166	182	44	frequency	frequency	NOUN
fumecheng-13166	182	45	,	,	PUNCT
fumecheng-13166	182	46	and	and	CCONJ
fumecheng-13166	182	47	"	"	PUNCT
fumecheng-13166	182	48	min	min	NOUN
fumecheng-13166	182	49	"	"	PUNCT
fumecheng-13166	182	50	and	and	CCONJ
fumecheng-13166	182	51	"	"	PUNCT
fumecheng-13166	182	52	max	max	PROPN
fumecheng-13166	182	53	"	"	PUNCT
fumecheng-13166	182	54	represent	represent	VERB
fumecheng-13166	182	55	the	the	DET
fumecheng-13166	182	56	lowest	low	ADJ
fumecheng-13166	182	57	and	and	CCONJ
fumecheng-13166	182	58	maximum	maximum	ADJ
fumecheng-13166	182	59	values	value	NOUN
fumecheng-13166	182	60	of	of	ADP
fumecheng-13166	182	61	the	the	DET
fumecheng-13166	182	62	controlled	control	VERB
fumecheng-13166	182	63	variables	variable	NOUN
fumecheng-13166	182	64	.	.	PUNCT
fumecheng-13166	183	1	the	the	DET
fumecheng-13166	183	2	acquisition	acquisition	NOUN
fumecheng-13166	183	3	of	of	ADP
fumecheng-13166	183	4	tdr	tdr	PROPN
fumecheng-13166	183	5	is	be	AUX
fumecheng-13166	183	6	done	do	VERB
fumecheng-13166	183	7	in	in	ADP
fumecheng-13166	183	8	the	the	DET
fumecheng-13166	183	9	following	follow	VERB
fumecheng-13166	183	10	manner	manner	NOUN
fumecheng-13166	183	11	[	[	X
fumecheng-13166	183	12	46	46	NUM
fumecheng-13166	183	13	]	]	X
fumecheng-13166	183	14	:	:	PUNCT
fumecheng-13166	184	1	𝑇𝐷𝑅	𝑇𝐷𝑅	PROPN
fumecheng-13166	184	2	=	=	NOUN
fumecheng-13166	184	3	1	1	NUM
fumecheng-13166	184	4	−	−	NOUN
fumecheng-13166	184	5	𝑡(1	𝑡(1	PROPN
fumecheng-13166	184	6	𝑝⁄	𝑝⁄	PROPN
fumecheng-13166	184	7	)	)	PUNCT
fumecheng-13166	185	1	𝑇𝑚𝑎𝑥	𝑇𝑚𝑎𝑥	PROPN
fumecheng-13166	185	2	(	(	PUNCT
fumecheng-13166	185	3	1	1	NUM
fumecheng-13166	185	4	𝑝⁄	𝑝⁄	NUM
fumecheng-13166	185	5	)	)	PUNCT
fumecheng-13166	185	6	(	(	PUNCT
fumecheng-13166	185	7	28	28	X
fumecheng-13166	185	8	)	)	PUNCT
fumecheng-13166	185	9	enhancing	enhance	VERB
fumecheng-13166	185	10	support	support	NOUN
fumecheng-13166	185	11	vector	vector	NOUN
fumecheng-13166	185	12	machine	machine	NOUN
fumecheng-13166	185	13	performance	performance	NOUN
fumecheng-13166	185	14	in	in	ADP
fumecheng-13166	185	15	forecasting	forecast	VERB
fumecheng-13166	185	16	the	the	DET
fumecheng-13166	185	17	number	number	NOUN
fumecheng-13166	185	18	of	of	ADP
fumecheng-13166	185	19	vehicles	vehicle	NOUN
fumecheng-13166	185	20	…	…	PUNCT
fumecheng-13166	185	21	9	9	NUM
fumecheng-13166	185	22	where	where	SCONJ
fumecheng-13166	185	23	,	,	PUNCT
fumecheng-13166	185	24	p	p	NOUN
fumecheng-13166	185	25	represents	represent	VERB
fumecheng-13166	185	26	the	the	DET
fumecheng-13166	185	27	level	level	NOUN
fumecheng-13166	185	28	of	of	ADP
fumecheng-13166	185	29	precision	precision	NOUN
fumecheng-13166	185	30	achieved	achieve	VERB
fumecheng-13166	185	31	during	during	ADP
fumecheng-13166	185	32	the	the	DET
fumecheng-13166	185	33	iterations	iteration	NOUN
fumecheng-13166	185	34	of	of	ADP
fumecheng-13166	185	35	exploitation	exploitation	NOUN
fumecheng-13166	185	36	.	.	PUNCT
fumecheng-13166	186	1	as	as	ADP
fumecheng-13166	186	2	the	the	DET
fumecheng-13166	186	3	value	value	NOUN
fumecheng-13166	186	4	of	of	ADP
fumecheng-13166	186	5	p	p	NOUN
fumecheng-13166	186	6	increases	increase	NOUN
fumecheng-13166	186	7	,	,	PUNCT
fumecheng-13166	186	8	the	the	DET
fumecheng-13166	186	9	exploitation	exploitation	NOUN
fumecheng-13166	186	10	/	/	SYM
fumecheng-13166	186	11	local	local	ADJ
fumecheng-13166	186	12	search	search	NOUN
fumecheng-13166	186	13	process	process	NOUN
fumecheng-13166	186	14	becomes	become	VERB
fumecheng-13166	186	15	faster	fast	ADJ
fumecheng-13166	186	16	and	and	CCONJ
fumecheng-13166	186	17	more	more	ADV
fumecheng-13166	186	18	precise	precise	ADJ
fumecheng-13166	186	19	.	.	PUNCT
fumecheng-13166	187	1	4	4	X
fumecheng-13166	187	2	.	.	X
fumecheng-13166	187	3	case	case	NOUN
fumecheng-13166	187	4	study	study	VERB
fumecheng-13166	187	5	the	the	DET
fumecheng-13166	187	6	proposed	propose	VERB
fumecheng-13166	187	7	method	method	NOUN
fumecheng-13166	187	8	for	for	ADP
fumecheng-13166	187	9	analyzing	analyze	VERB
fumecheng-13166	187	10	road	road	NOUN
fumecheng-13166	187	11	accidents	accident	NOUN
fumecheng-13166	187	12	in	in	ADP
fumecheng-13166	187	13	italy	italy	PROPN
fumecheng-13166	187	14	was	be	AUX
fumecheng-13166	187	15	tested	test	VERB
fumecheng-13166	187	16	using	use	VERB
fumecheng-13166	187	17	a	a	DET
fumecheng-13166	187	18	dataset	dataset	NOUN
fumecheng-13166	187	19	of	of	ADP
fumecheng-13166	187	20	564	564	NUM
fumecheng-13166	187	21	accident	accident	NOUN
fumecheng-13166	187	22	records	record	NOUN
fumecheng-13166	187	23	from	from	ADP
fumecheng-13166	187	24	the	the	DET
fumecheng-13166	187	25	regional	regional	ADJ
fumecheng-13166	187	26	road	road	NOUN
fumecheng-13166	187	27	accident	accident	NOUN
fumecheng-13166	187	28	center	center	NOUN
fumecheng-13166	187	29	(	(	PUNCT
fumecheng-13166	187	30	crisc	crisc	PROPN
fumecheng-13166	187	31	)	)	PUNCT
fumecheng-13166	187	32	of	of	ADP
fumecheng-13166	187	33	the	the	DET
fumecheng-13166	187	34	calabria	calabria	PROPN
fumecheng-13166	187	35	region	region	NOUN
fumecheng-13166	187	36	,	,	PUNCT
fumecheng-13166	187	37	covering	cover	VERB
fumecheng-13166	187	38	the	the	DET
fumecheng-13166	187	39	years	year	NOUN
fumecheng-13166	187	40	2001	2001	NUM
fumecheng-13166	187	41	-	-	SYM
fumecheng-13166	187	42	2020	2020	NUM
fumecheng-13166	187	43	.	.	PUNCT
fumecheng-13166	188	1	crisc	crisc	PROPN
fumecheng-13166	188	2	acquires	acquire	VERB
fumecheng-13166	188	3	on	on	ADP
fumecheng-13166	188	4	its	its	PRON
fumecheng-13166	188	5	platform	platform	NOUN
fumecheng-13166	188	6	the	the	DET
fumecheng-13166	188	7	accidents	accident	NOUN
fumecheng-13166	188	8	recorded	record	VERB
fumecheng-13166	188	9	by	by	ADP
fumecheng-13166	188	10	istat	istat	PROPN
fumecheng-13166	188	11	in	in	ADP
fumecheng-13166	188	12	the	the	DET
fumecheng-13166	188	13	regional	regional	ADJ
fumecheng-13166	188	14	territory	territory	NOUN
fumecheng-13166	188	15	.	.	PUNCT
fumecheng-13166	189	1	istat	istat	PROPN
fumecheng-13166	189	2	,	,	PUNCT
fumecheng-13166	189	3	the	the	DET
fumecheng-13166	189	4	italian	italian	ADJ
fumecheng-13166	189	5	national	national	PROPN
fumecheng-13166	189	6	institute	institute	PROPN
fumecheng-13166	189	7	of	of	ADP
fumecheng-13166	189	8	statistics	statistic	NOUN
fumecheng-13166	189	9	,	,	PUNCT
fumecheng-13166	189	10	is	be	AUX
fumecheng-13166	189	11	the	the	DET
fumecheng-13166	189	12	primary	primary	ADJ
fumecheng-13166	189	13	source	source	NOUN
fumecheng-13166	189	14	of	of	ADP
fumecheng-13166	189	15	official	official	ADJ
fumecheng-13166	189	16	statistical	statistical	ADJ
fumecheng-13166	189	17	data	datum	NOUN
fumecheng-13166	189	18	in	in	ADP
fumecheng-13166	189	19	italy	italy	PROPN
fumecheng-13166	189	20	,	,	PUNCT
fumecheng-13166	189	21	responsible	responsible	ADJ
fumecheng-13166	189	22	for	for	ADP
fumecheng-13166	189	23	gathering	gather	VERB
fumecheng-13166	189	24	and	and	CCONJ
fumecheng-13166	189	25	producing	produce	VERB
fumecheng-13166	189	26	information	information	NOUN
fumecheng-13166	189	27	about	about	ADP
fumecheng-13166	189	28	the	the	DET
fumecheng-13166	189	29	italian	italian	ADJ
fumecheng-13166	189	30	economy	economy	NOUN
fumecheng-13166	189	31	and	and	CCONJ
fumecheng-13166	189	32	society	society	NOUN
fumecheng-13166	189	33	.	.	PUNCT
fumecheng-13166	190	1	the	the	DET
fumecheng-13166	190	2	data	data	NOUN
fumecheng-13166	190	3	is	be	AUX
fumecheng-13166	190	4	gathered	gather	VERB
fumecheng-13166	190	5	through	through	ADP
fumecheng-13166	190	6	a	a	DET
fumecheng-13166	190	7	monthly	monthly	ADJ
fumecheng-13166	190	8	survey	survey	NOUN
fumecheng-13166	190	9	involving	involve	VERB
fumecheng-13166	190	10	various	various	ADJ
fumecheng-13166	190	11	authorities	authority	NOUN
fumecheng-13166	190	12	,	,	PUNCT
fumecheng-13166	190	13	such	such	ADJ
fumecheng-13166	190	14	as	as	ADP
fumecheng-13166	190	15	traffic	traffic	NOUN
fumecheng-13166	190	16	police	police	NOUN
fumecheng-13166	190	17	,	,	PUNCT
fumecheng-13166	190	18	carabinieri	carabinieri	PROPN
fumecheng-13166	190	19	,	,	PUNCT
fumecheng-13166	190	20	and	and	CCONJ
fumecheng-13166	190	21	municipal	municipal	ADJ
fumecheng-13166	190	22	police	police	NOUN
fumecheng-13166	190	23	,	,	PUNCT
fumecheng-13166	190	24	who	who	PRON
fumecheng-13166	190	25	use	use	VERB
fumecheng-13166	190	26	the	the	DET
fumecheng-13166	190	27	istat	istat	PROPN
fumecheng-13166	190	28	ctt	ctt	PROPN
fumecheng-13166	190	29	/	/	SYM
fumecheng-13166	190	30	inc	inc	PROPN
fumecheng-13166	190	31	model	model	NOUN
fumecheng-13166	190	32	known	know	VERB
fumecheng-13166	190	33	as	as	ADP
fumecheng-13166	190	34	"	"	PUNCT
fumecheng-13166	190	35	road	road	NOUN
fumecheng-13166	190	36	accidents	accident	NOUN
fumecheng-13166	190	37	"	"	PUNCT
fumecheng-13166	190	38	to	to	PART
fumecheng-13166	190	39	document	document	VERB
fumecheng-13166	190	40	each	each	DET
fumecheng-13166	190	41	accident	accident	NOUN
fumecheng-13166	190	42	involving	involve	VERB
fumecheng-13166	190	43	a	a	DET
fumecheng-13166	190	44	vehicle	vehicle	NOUN
fumecheng-13166	190	45	on	on	ADP
fumecheng-13166	190	46	the	the	DET
fumecheng-13166	190	47	road	road	NOUN
fumecheng-13166	190	48	network	network	NOUN
fumecheng-13166	190	49	that	that	PRON
fumecheng-13166	190	50	resulted	result	VERB
fumecheng-13166	190	51	in	in	ADP
fumecheng-13166	190	52	injuries	injury	NOUN
fumecheng-13166	190	53	[	[	X
fumecheng-13166	190	54	47	47	NUM
fumecheng-13166	190	55	]	]	PUNCT
fumecheng-13166	190	56	.	.	PUNCT
fumecheng-13166	191	1	the	the	DET
fumecheng-13166	191	2	survey	survey	NOUN
fumecheng-13166	191	3	parameters	parameter	NOUN
fumecheng-13166	191	4	include	include	VERB
fumecheng-13166	191	5	road	road	NOUN
fumecheng-13166	191	6	accidents	accident	NOUN
fumecheng-13166	191	7	,	,	PUNCT
fumecheng-13166	191	8	fatalities	fatality	NOUN
fumecheng-13166	191	9	,	,	PUNCT
fumecheng-13166	191	10	and	and	CCONJ
fumecheng-13166	191	11	injuries	injury	NOUN
fumecheng-13166	191	12	.	.	PUNCT
fumecheng-13166	192	1	road	road	NOUN
fumecheng-13166	192	2	accidents	accident	NOUN
fumecheng-13166	192	3	involve	involve	VERB
fumecheng-13166	192	4	accidents	accident	NOUN
fumecheng-13166	192	5	on	on	ADP
fumecheng-13166	192	6	a	a	DET
fumecheng-13166	192	7	road	road	NOUN
fumecheng-13166	192	8	open	open	ADJ
fumecheng-13166	192	9	to	to	ADP
fumecheng-13166	192	10	public	public	ADJ
fumecheng-13166	192	11	traffic	traffic	NOUN
fumecheng-13166	192	12	,	,	PUNCT
fumecheng-13166	192	13	resulting	result	VERB
fumecheng-13166	192	14	in	in	ADP
fumecheng-13166	192	15	injuries	injury	NOUN
fumecheng-13166	192	16	or	or	CCONJ
fumecheng-13166	192	17	fatalities	fatality	NOUN
fumecheng-13166	192	18	to	to	ADP
fumecheng-13166	192	19	one	one	NUM
fumecheng-13166	192	20	or	or	CCONJ
fumecheng-13166	192	21	more	more	ADJ
fumecheng-13166	192	22	individuals	individual	NOUN
fumecheng-13166	192	23	and	and	CCONJ
fumecheng-13166	192	24	involving	involve	VERB
fumecheng-13166	192	25	at	at	ADV
fumecheng-13166	192	26	least	least	ADV
fumecheng-13166	192	27	one	one	NUM
fumecheng-13166	192	28	vehicle	vehicle	NOUN
fumecheng-13166	192	29	.	.	PUNCT
fumecheng-13166	193	1	fatalities	fatality	NOUN
fumecheng-13166	193	2	include	include	VERB
fumecheng-13166	193	3	individuals	individual	NOUN
fumecheng-13166	193	4	who	who	PRON
fumecheng-13166	193	5	perish	perish	VERB
fumecheng-13166	193	6	immediately	immediately	ADV
fumecheng-13166	193	7	or	or	CCONJ
fumecheng-13166	193	8	within	within	ADP
fumecheng-13166	193	9	24	24	NUM
fumecheng-13166	193	10	hours	hour	NOUN
fumecheng-13166	193	11	following	follow	VERB
fumecheng-13166	193	12	the	the	DET
fumecheng-13166	193	13	accident	accident	NOUN
fumecheng-13166	193	14	,	,	PUNCT
fumecheng-13166	193	15	while	while	SCONJ
fumecheng-13166	193	16	injuries	injury	NOUN
fumecheng-13166	193	17	are	be	AUX
fumecheng-13166	193	18	categorized	categorize	VERB
fumecheng-13166	193	19	as	as	ADP
fumecheng-13166	193	20	serious	serious	ADJ
fumecheng-13166	193	21	or	or	CCONJ
fumecheng-13166	193	22	minor	minor	ADJ
fumecheng-13166	193	23	injuries	injury	NOUN
fumecheng-13166	193	24	[	[	X
fumecheng-13166	193	25	47	47	NUM
fumecheng-13166	193	26	]	]	PUNCT
fumecheng-13166	193	27	.	.	PUNCT
fumecheng-13166	194	1	a	a	DET
fumecheng-13166	194	2	comprehensive	comprehensive	ADJ
fumecheng-13166	194	3	total	total	NOUN
fumecheng-13166	194	4	of	of	ADP
fumecheng-13166	194	5	data	datum	NOUN
fumecheng-13166	194	6	on	on	ADP
fumecheng-13166	194	7	accident	accident	NOUN
fumecheng-13166	194	8	accidents	accident	NOUN
fumecheng-13166	194	9	were	be	AUX
fumecheng-13166	194	10	meticulously	meticulously	ADV
fumecheng-13166	194	11	documented	document	VERB
fumecheng-13166	194	12	and	and	CCONJ
fumecheng-13166	194	13	assessed	assess	VERB
fumecheng-13166	194	14	across	across	ADP
fumecheng-13166	194	15	urban	urban	ADJ
fumecheng-13166	194	16	and	and	CCONJ
fumecheng-13166	194	17	rural	rural	ADJ
fumecheng-13166	194	18	areas	area	NOUN
fumecheng-13166	194	19	of	of	ADP
fumecheng-13166	194	20	the	the	DET
fumecheng-13166	194	21	calabria	calabria	PROPN
fumecheng-13166	194	22	region	region	NOUN
fumecheng-13166	194	23	,	,	PUNCT
fumecheng-13166	194	24	in	in	ADP
fumecheng-13166	194	25	southern	southern	PROPN
fumecheng-13166	194	26	italy	italy	PROPN
fumecheng-13166	194	27	(	(	PUNCT
fumecheng-13166	194	28	fig	fig	NOUN
fumecheng-13166	194	29	.	.	PUNCT
fumecheng-13166	195	1	1	1	NUM
fumecheng-13166	195	2	)	)	PUNCT
fumecheng-13166	195	3	.	.	PUNCT
fumecheng-13166	196	1	these	these	DET
fumecheng-13166	196	2	accidents	accident	NOUN
fumecheng-13166	196	3	have	have	AUX
fumecheng-13166	196	4	been	be	AUX
fumecheng-13166	196	5	categorized	categorize	VERB
fumecheng-13166	196	6	and	and	CCONJ
fumecheng-13166	196	7	grouped	group	VERB
fumecheng-13166	196	8	based	base	VERB
fumecheng-13166	196	9	on	on	ADP
fumecheng-13166	196	10	several	several	ADJ
fumecheng-13166	196	11	criteria	criterion	NOUN
fumecheng-13166	196	12	(	(	PUNCT
fumecheng-13166	196	13	table	table	NOUN
fumecheng-13166	196	14	1	1	NUM
fumecheng-13166	196	15	)	)	PUNCT
fumecheng-13166	196	16	.	.	PUNCT
fumecheng-13166	197	1	fig	fig	NOUN
fumecheng-13166	197	2	.	.	PUNCT
fumecheng-13166	198	1	1	1	NUM
fumecheng-13166	198	2	accident	accident	NOUN
fumecheng-13166	198	3	sites	site	NOUN
fumecheng-13166	198	4	in	in	ADP
fumecheng-13166	198	5	the	the	DET
fumecheng-13166	198	6	calabria	calabria	NOUN
fumecheng-13166	198	7	region	region	NOUN
fumecheng-13166	198	8	for	for	ADP
fumecheng-13166	198	9	the	the	DET
fumecheng-13166	198	10	years	year	NOUN
fumecheng-13166	198	11	2001	2001	NUM
fumecheng-13166	198	12	-	-	SYM
fumecheng-13166	198	13	2020	2020	NUM
fumecheng-13166	198	14	.	.	PUNCT
fumecheng-13166	199	1	(	(	PUNCT
fumecheng-13166	199	2	source	source	NOUN
fumecheng-13166	199	3	:	:	PUNCT
fumecheng-13166	199	4	crisc	crisc	PROPN
fumecheng-13166	199	5	regione	regione	PROPN
fumecheng-13166	199	6	calabria	calabria	PROPN
fumecheng-13166	199	7	)	)	PUNCT
fumecheng-13166	199	8	10	10	NUM
fumecheng-13166	200	1	s.	s.	PROPN
fumecheng-13166	200	2	s.	s.	PROPN
fumecheng-13166	200	3	haghshenas	haghshenas	PROPN
fumecheng-13166	200	4	,	,	PUNCT
fumecheng-13166	200	5	m.	m.	NOUN
fumecheng-13166	200	6	h.	h.	PROPN
fumecheng-13166	200	7	m.	m.	PROPN
fumecheng-13166	200	8	seraji	seraji	PROPN
fumecheng-13166	200	9	,	,	PUNCT
fumecheng-13166	200	10	s.	s.	PROPN
fumecheng-13166	200	11	s.	s.	PROPN
fumecheng-13166	200	12	haghshenas	haghshenas	PROPN
fumecheng-13166	200	13	,	,	PUNCT
fumecheng-13166	200	14	et	et	PROPN
fumecheng-13166	200	15	al	al	PROPN
fumecheng-13166	200	16	.	.	PROPN
fumecheng-13166	200	17	table	table	NOUN
fumecheng-13166	200	18	1	1	NUM
fumecheng-13166	200	19	accident	accident	NOUN
fumecheng-13166	200	20	database	database	NOUN
fumecheng-13166	200	21	fields	field	NOUN
fumecheng-13166	200	22	were	be	AUX
fumecheng-13166	200	23	analyzed	analyze	VERB
fumecheng-13166	200	24	data	datum	NOUN
fumecheng-13166	200	25	field	field	NOUN
fumecheng-13166	200	26	type	type	NOUN
fumecheng-13166	200	27	data	datum	NOUN
fumecheng-13166	200	28	field	field	NOUN
fumecheng-13166	200	29	description	description	NOUN
fumecheng-13166	200	30	human	human	ADJ
fumecheng-13166	200	31	characteristic	characteristic	ADJ
fumecheng-13166	200	32	driver	driver	NOUN
fumecheng-13166	200	33	gender	gender	NOUN
fumecheng-13166	200	34	male	male	NOUN
fumecheng-13166	200	35	or	or	CCONJ
fumecheng-13166	200	36	female	female	ADJ
fumecheng-13166	200	37	driver	driver	NOUN
fumecheng-13166	200	38	age	age	NOUN
fumecheng-13166	200	39	young	young	ADJ
fumecheng-13166	200	40	,	,	PUNCT
fumecheng-13166	200	41	middle	middle	ADJ
fumecheng-13166	200	42	-	-	PUNCT
fumecheng-13166	200	43	age	age	NOUN
fumecheng-13166	200	44	,	,	PUNCT
fumecheng-13166	200	45	old	old	ADJ
fumecheng-13166	200	46	vehicle	vehicle	NOUN
fumecheng-13166	200	47	characteristic	characteristic	ADJ
fumecheng-13166	200	48	vehicle	vehicle	NOUN
fumecheng-13166	200	49	type	type	NOUN
fumecheng-13166	200	50	motorcycle	motorcycle	NOUN
fumecheng-13166	200	51	,	,	PUNCT
fumecheng-13166	200	52	car	car	NOUN
fumecheng-13166	200	53	,	,	PUNCT
fumecheng-13166	200	54	bus	bus	NOUN
fumecheng-13166	200	55	,	,	PUNCT
fumecheng-13166	200	56	truck	truck	NOUN
fumecheng-13166	200	57	,	,	PUNCT
fumecheng-13166	200	58	other	other	ADJ
fumecheng-13166	200	59	road	road	NOUN
fumecheng-13166	200	60	road	road	NOUN
fumecheng-13166	200	61	type	type	NOUN
fumecheng-13166	200	62	two	two	NUM
fumecheng-13166	200	63	carriageways	carriageway	NOUN
fumecheng-13166	200	64	,	,	PUNCT
fumecheng-13166	200	65	more	more	ADJ
fumecheng-13166	200	66	than	than	ADP
fumecheng-13166	200	67	two	two	NUM
fumecheng-13166	200	68	carriageways	carriageway	NOUN
fumecheng-13166	200	69	,	,	PUNCT
fumecheng-13166	200	70	one	one	NUM
fumecheng-13166	200	71	two	two	NUM
fumecheng-13166	200	72	-	-	PUNCT
fumecheng-13166	200	73	way	way	NOUN
fumecheng-13166	200	74	carriageway	carriageway	NOUN
fumecheng-13166	200	75	,	,	PUNCT
fumecheng-13166	200	76	one	one	NUM
fumecheng-13166	200	77	one	one	NUM
fumecheng-13166	200	78	-	-	PUNCT
fumecheng-13166	200	79	way	way	NOUN
fumecheng-13166	200	80	carriageway	carriageway	NOUN
fumecheng-13166	200	81	;	;	PUNCT
fumecheng-13166	200	82	road	road	NOUN
fumecheng-13166	200	83	signal	signal	NOUN
fumecheng-13166	200	84	absent	absent	ADJ
fumecheng-13166	200	85	,	,	PUNCT
fumecheng-13166	200	86	horizontal	horizontal	ADJ
fumecheng-13166	200	87	,	,	PUNCT
fumecheng-13166	200	88	temporary	temporary	ADJ
fumecheng-13166	200	89	construction	construction	NOUN
fumecheng-13166	200	90	,	,	PUNCT
fumecheng-13166	200	91	vertical	vertical	ADJ
fumecheng-13166	200	92	,	,	PUNCT
fumecheng-13166	200	93	vertical	vertical	ADJ
fumecheng-13166	200	94	and	and	CCONJ
fumecheng-13166	200	95	horizontal	horizontal	ADJ
fumecheng-13166	200	96	;	;	PUNCT
fumecheng-13166	200	97	road	road	NOUN
fumecheng-13166	200	98	surface	surface	NOUN
fumecheng-13166	200	99	dry	dry	ADJ
fumecheng-13166	200	100	,	,	PUNCT
fumecheng-13166	200	101	wet	wet	ADJ
fumecheng-13166	200	102	,	,	PUNCT
fumecheng-13166	200	103	icy	icy	ADJ
fumecheng-13166	200	104	,	,	PUNCT
fumecheng-13166	200	105	snow	snow	NOUN
fumecheng-13166	200	106	,	,	PUNCT
fumecheng-13166	200	107	covered	cover	VERB
fumecheng-13166	200	108	,	,	PUNCT
fumecheng-13166	200	109	slippery	slippery	NOUN
fumecheng-13166	200	110	;	;	PUNCT
fumecheng-13166	200	111	environment	environment	NOUN
fumecheng-13166	200	112	date	date	NOUN
fumecheng-13166	200	113	light	light	ADJ
fumecheng-13166	200	114	daylight	daylight	NOUN
fumecheng-13166	200	115	and	and	CCONJ
fumecheng-13166	200	116	nighttime	nighttime	ADJ
fumecheng-13166	200	117	weather	weather	NOUN
fumecheng-13166	200	118	conditions	condition	NOUN
fumecheng-13166	200	119	clear	clear	ADJ
fumecheng-13166	200	120	/	/	SYM
fumecheng-13166	200	121	sunny	sunny	ADJ
fumecheng-13166	200	122	,	,	PUNCT
fumecheng-13166	200	123	hail	hail	NOUN
fumecheng-13166	200	124	,	,	PUNCT
fumecheng-13166	200	125	rain	rain	NOUN
fumecheng-13166	200	126	,	,	PUNCT
fumecheng-13166	200	127	snow	snow	NOUN
fumecheng-13166	200	128	,	,	PUNCT
fumecheng-13166	200	129	fog	fog	PROPN
fumecheng-13166	200	130	,	,	PUNCT
fumecheng-13166	200	131	strong	strong	ADJ
fumecheng-13166	200	132	wind	wind	NOUN
fumecheng-13166	200	133	,	,	PUNCT
fumecheng-13166	200	134	other	other	ADJ
fumecheng-13166	200	135	;	;	PUNCT
fumecheng-13166	200	136	location	location	NOUN
fumecheng-13166	200	137	urban	urban	ADJ
fumecheng-13166	200	138	area	area	NOUN
fumecheng-13166	200	139	intersection	intersection	NOUN
fumecheng-13166	200	140	,	,	PUNCT
fumecheng-13166	200	141	non	non	NOUN
fumecheng-13166	200	142	-	-	NOUN
fumecheng-13166	200	143	intersection	intersection	NOUN
fumecheng-13166	200	144	,	,	PUNCT
fumecheng-13166	200	145	others	other	NOUN
fumecheng-13166	200	146	;	;	PUNCT
fumecheng-13166	200	147	accident	accident	NOUN
fumecheng-13166	200	148	characteristic	characteristic	ADJ
fumecheng-13166	200	149	number	number	NOUN
fumecheng-13166	200	150	of	of	ADP
fumecheng-13166	200	151	vehicles	vehicle	NOUN
fumecheng-13166	200	152	number	number	NOUN
fumecheng-13166	200	153	of	of	ADP
fumecheng-13166	200	154	vehicles	vehicle	NOUN
fumecheng-13166	200	155	involved	involve	VERB
fumecheng-13166	200	156	,	,	PUNCT
fumecheng-13166	200	157	one	one	NUM
fumecheng-13166	200	158	or	or	CCONJ
fumecheng-13166	200	159	more	more	ADJ
fumecheng-13166	200	160	than	than	ADP
fumecheng-13166	200	161	one	one	NUM
fumecheng-13166	200	162	.	.	PUNCT
fumecheng-13166	201	1	5	5	X
fumecheng-13166	201	2	.	.	X
fumecheng-13166	201	3	modelling	modelling	NOUN
fumecheng-13166	201	4	process	process	NOUN
fumecheng-13166	201	5	this	this	DET
fumecheng-13166	201	6	study	study	NOUN
fumecheng-13166	201	7	used	use	VERB
fumecheng-13166	201	8	a	a	DET
fumecheng-13166	201	9	binary	binary	ADJ
fumecheng-13166	201	10	classification	classification	NOUN
fumecheng-13166	201	11	method	method	NOUN
fumecheng-13166	201	12	to	to	PART
fumecheng-13166	201	13	identify	identify	VERB
fumecheng-13166	201	14	patterns	pattern	NOUN
fumecheng-13166	201	15	and	and	CCONJ
fumecheng-13166	201	16	correlations	correlation	NOUN
fumecheng-13166	201	17	between	between	ADP
fumecheng-13166	201	18	different	different	ADJ
fumecheng-13166	201	19	input	input	NOUN
fumecheng-13166	201	20	elements	element	NOUN
fumecheng-13166	201	21	and	and	CCONJ
fumecheng-13166	201	22	the	the	DET
fumecheng-13166	201	23	number	number	NOUN
fumecheng-13166	201	24	of	of	ADP
fumecheng-13166	201	25	vehicles	vehicle	NOUN
fumecheng-13166	201	26	involved	involve	VERB
fumecheng-13166	201	27	in	in	ADP
fumecheng-13166	201	28	accidents	accident	NOUN
fumecheng-13166	201	29	.	.	PUNCT
fumecheng-13166	202	1	the	the	DET
fumecheng-13166	202	2	objective	objective	NOUN
fumecheng-13166	202	3	of	of	ADP
fumecheng-13166	202	4	the	the	DET
fumecheng-13166	202	5	binary	binary	ADJ
fumecheng-13166	202	6	classification	classification	NOUN
fumecheng-13166	202	7	model	model	NOUN
fumecheng-13166	202	8	was	be	AUX
fumecheng-13166	202	9	to	to	PART
fumecheng-13166	202	10	determine	determine	VERB
fumecheng-13166	202	11	whether	whether	SCONJ
fumecheng-13166	202	12	any	any	DET
fumecheng-13166	202	13	correlation	correlation	NOUN
fumecheng-13166	202	14	between	between	ADP
fumecheng-13166	202	15	daylight	daylight	NOUN
fumecheng-13166	202	16	,	,	PUNCT
fumecheng-13166	202	17	location	location	NOUN
fumecheng-13166	202	18	,	,	PUNCT
fumecheng-13166	202	19	road	road	NOUN
fumecheng-13166	202	20	type	type	NOUN
fumecheng-13166	202	21	,	,	PUNCT
fumecheng-13166	202	22	road	road	NOUN
fumecheng-13166	202	23	surface	surface	NOUN
fumecheng-13166	202	24	,	,	PUNCT
fumecheng-13166	202	25	road	road	NOUN
fumecheng-13166	202	26	signs	sign	NOUN
fumecheng-13166	202	27	,	,	PUNCT
fumecheng-13166	202	28	weather	weather	NOUN
fumecheng-13166	202	29	conditions	condition	NOUN
fumecheng-13166	202	30	,	,	PUNCT
fumecheng-13166	202	31	types	type	NOUN
fumecheng-13166	202	32	of	of	ADP
fumecheng-13166	202	33	vehicles	vehicle	NOUN
fumecheng-13166	202	34	,	,	PUNCT
fumecheng-13166	202	35	driver	driver	NOUN
fumecheng-13166	202	36	age	age	NOUN
fumecheng-13166	202	37	,	,	PUNCT
fumecheng-13166	202	38	and	and	CCONJ
fumecheng-13166	202	39	driver	driver	NOUN
fumecheng-13166	202	40	gender	gender	NOUN
fumecheng-13166	202	41	against	against	ADP
fumecheng-13166	202	42	the	the	DET
fumecheng-13166	202	43	number	number	NOUN
fumecheng-13166	202	44	of	of	ADP
fumecheng-13166	202	45	vehicles	vehicle	NOUN
fumecheng-13166	202	46	as	as	ADP
fumecheng-13166	202	47	the	the	DET
fumecheng-13166	202	48	dependent	dependent	ADJ
fumecheng-13166	202	49	variable	variable	NOUN
fumecheng-13166	202	50	.	.	PUNCT
fumecheng-13166	203	1	identifying	identify	VERB
fumecheng-13166	203	2	the	the	DET
fumecheng-13166	203	3	control	control	NOUN
fumecheng-13166	203	4	parameters	parameter	NOUN
fumecheng-13166	203	5	and	and	CCONJ
fumecheng-13166	203	6	performance	performance	NOUN
fumecheng-13166	203	7	indices	index	NOUN
fumecheng-13166	203	8	are	be	AUX
fumecheng-13166	203	9	the	the	DET
fumecheng-13166	203	10	major	major	ADJ
fumecheng-13166	203	11	steps	step	NOUN
fumecheng-13166	203	12	of	of	ADP
fumecheng-13166	203	13	algorithms	algorithm	NOUN
fumecheng-13166	203	14	to	to	PART
fumecheng-13166	203	15	reach	reach	VERB
fumecheng-13166	203	16	the	the	DET
fumecheng-13166	203	17	optimal	optimal	ADJ
fumecheng-13166	203	18	binary	binary	ADJ
fumecheng-13166	203	19	model	model	NOUN
fumecheng-13166	203	20	[	[	X
fumecheng-13166	203	21	48	48	NUM
fumecheng-13166	203	22	]	]	PUNCT
fumecheng-13166	203	23	.	.	PUNCT
fumecheng-13166	204	1	in	in	ADP
fumecheng-13166	204	2	this	this	DET
fumecheng-13166	204	3	regard	regard	NOUN
fumecheng-13166	204	4	,	,	PUNCT
fumecheng-13166	204	5	the	the	DET
fumecheng-13166	204	6	current	current	ADJ
fumecheng-13166	204	7	study	study	NOUN
fumecheng-13166	204	8	developed	develop	VERB
fumecheng-13166	204	9	and	and	CCONJ
fumecheng-13166	204	10	compared	compare	VERB
fumecheng-13166	204	11	four	four	NUM
fumecheng-13166	204	12	machine	machine	NOUN
fumecheng-13166	204	13	-	-	PUNCT
fumecheng-13166	204	14	learning	learn	VERB
fumecheng-13166	204	15	algorithms	algorithm	NOUN
fumecheng-13166	204	16	;	;	PUNCT
fumecheng-13166	204	17	i.e.	i.e.	X
fumecheng-13166	204	18	svm	svm	PROPN
fumecheng-13166	204	19	,	,	PUNCT
fumecheng-13166	204	20	svm	svm	PROPN
fumecheng-13166	204	21	-	-	PUNCT
fumecheng-13166	204	22	csa	csa	ADJ
fumecheng-13166	204	23	,	,	PUNCT
fumecheng-13166	204	24	svm	svm	PROPN
fumecheng-13166	204	25	-	-	PUNCT
fumecheng-13166	204	26	woa	woa	ADJ
fumecheng-13166	204	27	,	,	PUNCT
fumecheng-13166	204	28	and	and	CCONJ
fumecheng-13166	204	29	svm	svm	PROPN
fumecheng-13166	204	30	-	-	PROPN
fumecheng-13166	204	31	mvo	mvo	NOUN
fumecheng-13166	204	32	.	.	PUNCT
fumecheng-13166	205	1	the	the	DET
fumecheng-13166	205	2	input	input	NOUN
fumecheng-13166	205	3	dataset	dataset	NOUN
fumecheng-13166	205	4	consisted	consist	VERB
fumecheng-13166	205	5	of	of	ADP
fumecheng-13166	205	6	nine	nine	NUM
fumecheng-13166	205	7	factors	factor	NOUN
fumecheng-13166	205	8	related	relate	VERB
fumecheng-13166	205	9	to	to	ADP
fumecheng-13166	205	10	the	the	DET
fumecheng-13166	205	11	number	number	NOUN
fumecheng-13166	205	12	of	of	ADP
fumecheng-13166	205	13	vehicles	vehicle	NOUN
fumecheng-13166	205	14	in	in	ADP
fumecheng-13166	205	15	the	the	DET
fumecheng-13166	205	16	urban	urban	ADJ
fumecheng-13166	205	17	area	area	NOUN
fumecheng-13166	205	18	of	of	ADP
fumecheng-13166	205	19	cosenza	cosenza	PROPN
fumecheng-13166	205	20	,	,	PUNCT
fumecheng-13166	205	21	southern	southern	PROPN
fumecheng-13166	205	22	italy	italy	PROPN
fumecheng-13166	205	23	.	.	PUNCT
fumecheng-13166	206	1	data	datum	NOUN
fumecheng-13166	206	2	were	be	AUX
fumecheng-13166	206	3	classified	classify	VERB
fumecheng-13166	206	4	by	by	ADP
fumecheng-13166	206	5	two	two	NUM
fumecheng-13166	206	6	classes	class	NOUN
fumecheng-13166	206	7	:	:	PUNCT
fumecheng-13166	206	8	'	'	PUNCT
fumecheng-13166	206	9	1	1	NUM
fumecheng-13166	206	10	'	'	PUNCT
fumecheng-13166	206	11	,	,	PUNCT
fumecheng-13166	206	12	in	in	ADP
fumecheng-13166	206	13	the	the	DET
fumecheng-13166	206	14	case	case	NOUN
fumecheng-13166	206	15	when	when	SCONJ
fumecheng-13166	206	16	at	at	ADP
fumecheng-13166	206	17	most	most	ADV
fumecheng-13166	206	18	one	one	NUM
fumecheng-13166	206	19	car	car	NOUN
fumecheng-13166	206	20	participated	participate	VERB
fumecheng-13166	206	21	in	in	ADP
fumecheng-13166	206	22	an	an	DET
fumecheng-13166	206	23	accident	accident	NOUN
fumecheng-13166	206	24	,	,	PUNCT
fumecheng-13166	206	25	and	and	CCONJ
fumecheng-13166	206	26	'	'	PUNCT
fumecheng-13166	206	27	2	2	NUM
fumecheng-13166	206	28	'	'	PUNCT
fumecheng-13166	206	29	in	in	ADP
fumecheng-13166	206	30	the	the	DET
fumecheng-13166	206	31	case	case	NOUN
fumecheng-13166	206	32	with	with	ADP
fumecheng-13166	206	33	at	at	ADV
fumecheng-13166	206	34	least	least	ADV
fumecheng-13166	206	35	two	two	NUM
fumecheng-13166	206	36	or	or	CCONJ
fumecheng-13166	206	37	more	more	ADV
fumecheng-13166	206	38	involved	involve	VERB
fumecheng-13166	206	39	vehicles	vehicle	NOUN
fumecheng-13166	206	40	.	.	PUNCT
fumecheng-13166	207	1	the	the	DET
fumecheng-13166	207	2	main	main	ADJ
fumecheng-13166	207	3	class	class	NOUN
fumecheng-13166	207	4	separation	separation	NOUN
fumecheng-13166	207	5	criterion	criterion	NOUN
fumecheng-13166	207	6	considered	consider	VERB
fumecheng-13166	207	7	was	be	AUX
fumecheng-13166	207	8	based	base	VERB
fumecheng-13166	207	9	on	on	ADP
fumecheng-13166	207	10	taking	take	VERB
fumecheng-13166	207	11	into	into	ADP
fumecheng-13166	207	12	account	account	NOUN
fumecheng-13166	207	13	the	the	DET
fumecheng-13166	207	14	minimum	minimum	ADJ
fumecheng-13166	207	15	number	number	NOUN
fumecheng-13166	207	16	of	of	ADP
fumecheng-13166	207	17	vehicles	vehicle	NOUN
fumecheng-13166	207	18	involved	involve	VERB
fumecheng-13166	207	19	in	in	ADP
fumecheng-13166	207	20	an	an	DET
fumecheng-13166	207	21	accident	accident	NOUN
fumecheng-13166	207	22	.	.	PUNCT
fumecheng-13166	208	1	the	the	DET
fumecheng-13166	208	2	best	good	ADJ
fumecheng-13166	208	3	classification	classification	NOUN
fumecheng-13166	208	4	models	model	NOUN
fumecheng-13166	208	5	were	be	AUX
fumecheng-13166	208	6	developed	develop	VERB
fumecheng-13166	208	7	and	and	CCONJ
fumecheng-13166	208	8	compared	compare	VERB
fumecheng-13166	208	9	,	,	PUNCT
fumecheng-13166	208	10	and	and	CCONJ
fumecheng-13166	208	11	the	the	DET
fumecheng-13166	208	12	sensitivity	sensitivity	NOUN
fumecheng-13166	208	13	analysis	analysis	NOUN
fumecheng-13166	208	14	was	be	AUX
fumecheng-13166	208	15	carried	carry	VERB
fumecheng-13166	208	16	out	out	ADP
fumecheng-13166	208	17	to	to	PART
fumecheng-13166	208	18	determine	determine	VERB
fumecheng-13166	208	19	the	the	DET
fumecheng-13166	208	20	relevance	relevance	NOUN
fumecheng-13166	208	21	of	of	ADP
fumecheng-13166	208	22	an	an	DET
fumecheng-13166	208	23	effect	effect	NOUN
fumecheng-13166	208	24	independently	independently	ADV
fumecheng-13166	208	25	exerted	exert	VERB
fumecheng-13166	208	26	by	by	ADP
fumecheng-13166	208	27	each	each	DET
fumecheng-13166	208	28	factor	factor	NOUN
fumecheng-13166	208	29	.	.	PUNCT
fumecheng-13166	209	1	the	the	DET
fumecheng-13166	209	2	confusion	confusion	NOUN
fumecheng-13166	209	3	matrix	matrix	NOUN
fumecheng-13166	209	4	's	's	PART
fumecheng-13166	209	5	accuracy	accuracy	NOUN
fumecheng-13166	209	6	and	and	CCONJ
fumecheng-13166	209	7	error	error	NOUN
fumecheng-13166	209	8	in	in	ADP
fumecheng-13166	209	9	binary	binary	ADJ
fumecheng-13166	209	10	classification	classification	NOUN
fumecheng-13166	209	11	modeling	modeling	NOUN
fumecheng-13166	209	12	are	be	AUX
fumecheng-13166	209	13	practical	practical	ADJ
fumecheng-13166	209	14	performance	performance	NOUN
fumecheng-13166	209	15	indicators	indicator	NOUN
fumecheng-13166	209	16	.	.	PUNCT
fumecheng-13166	210	1	data	datum	NOUN
fumecheng-13166	210	2	normalization	normalization	NOUN
fumecheng-13166	210	3	is	be	AUX
fumecheng-13166	210	4	essential	essential	ADJ
fumecheng-13166	210	5	for	for	ADP
fumecheng-13166	210	6	data	data	NOUN
fumecheng-13166	210	7	-	-	PUNCT
fumecheng-13166	210	8	driven	drive	VERB
fumecheng-13166	210	9	system	system	NOUN
fumecheng-13166	210	10	modeling	model	VERB
fumecheng-13166	210	11	methods	method	NOUN
fumecheng-13166	210	12	,	,	PUNCT
fumecheng-13166	210	13	as	as	SCONJ
fumecheng-13166	210	14	greater	great	ADJ
fumecheng-13166	210	15	scale	scale	NOUN
fumecheng-13166	210	16	factors	factor	NOUN
fumecheng-13166	210	17	might	might	AUX
fumecheng-13166	210	18	lead	lead	VERB
fumecheng-13166	210	19	to	to	ADP
fumecheng-13166	210	20	computational	computational	ADJ
fumecheng-13166	210	21	deviations	deviation	NOUN
fumecheng-13166	210	22	.	.	PUNCT
fumecheng-13166	211	1	all	all	DET
fumecheng-13166	211	2	data	datum	NOUN
fumecheng-13166	211	3	undergoes	undergo	VERB
fumecheng-13166	211	4	min	min	PROPN
fumecheng-13166	211	5	-	-	PROPN
fumecheng-13166	211	6	max	max	PROPN
fumecheng-13166	211	7	normalization	normalization	NOUN
fumecheng-13166	211	8	prior	prior	ADV
fumecheng-13166	211	9	to	to	ADP
fumecheng-13166	211	10	modeling	modeling	NOUN
fumecheng-13166	211	11	.	.	PUNCT
fumecheng-13166	212	1	enhancing	enhance	VERB
fumecheng-13166	212	2	support	support	NOUN
fumecheng-13166	212	3	vector	vector	NOUN
fumecheng-13166	212	4	machine	machine	NOUN
fumecheng-13166	212	5	performance	performance	NOUN
fumecheng-13166	212	6	in	in	ADP
fumecheng-13166	212	7	forecasting	forecast	VERB
fumecheng-13166	212	8	the	the	DET
fumecheng-13166	212	9	number	number	NOUN
fumecheng-13166	212	10	of	of	ADP
fumecheng-13166	212	11	vehicles	vehicle	NOUN
fumecheng-13166	212	12	…	…	PUNCT
fumecheng-13166	212	13	11	11	NUM
fumecheng-13166	212	14	5.1	5.1	NUM
fumecheng-13166	212	15	.	.	PUNCT
fumecheng-13166	213	1	correlation	correlation	NOUN
fumecheng-13166	213	2	analysis	analysis	NOUN
fumecheng-13166	213	3	this	this	DET
fumecheng-13166	213	4	study	study	NOUN
fumecheng-13166	213	5	highlights	highlight	NOUN
fumecheng-13166	213	6	that	that	SCONJ
fumecheng-13166	213	7	computing	compute	VERB
fumecheng-13166	213	8	and	and	CCONJ
fumecheng-13166	213	9	controlling	control	VERB
fumecheng-13166	213	10	the	the	DET
fumecheng-13166	213	11	parametric	parametric	ADJ
fumecheng-13166	213	12	correlation	correlation	NOUN
fumecheng-13166	213	13	of	of	ADP
fumecheng-13166	213	14	independent	independent	ADJ
fumecheng-13166	213	15	input	input	NOUN
fumecheng-13166	213	16	datasets	dataset	NOUN
fumecheng-13166	213	17	are	be	AUX
fumecheng-13166	213	18	of	of	ADP
fumecheng-13166	213	19	prime	prime	ADJ
fumecheng-13166	213	20	importance	importance	NOUN
fumecheng-13166	213	21	in	in	ADP
fumecheng-13166	213	22	providing	provide	VERB
fumecheng-13166	213	23	correct	correct	ADJ
fumecheng-13166	213	24	results	result	NOUN
fumecheng-13166	213	25	and	and	CCONJ
fumecheng-13166	213	26	to	to	PART
fumecheng-13166	213	27	avoid	avoid	VERB
fumecheng-13166	213	28	misinterpretation	misinterpretation	NOUN
fumecheng-13166	213	29	of	of	ADP
fumecheng-13166	213	30	the	the	DET
fumecheng-13166	213	31	data	datum	NOUN
fumecheng-13166	213	32	.	.	PUNCT
fumecheng-13166	214	1	pearson	pearson	PROPN
fumecheng-13166	214	2	's	's	PART
fumecheng-13166	214	3	correlation	correlation	NOUN
fumecheng-13166	214	4	coefficient	coefficient	NOUN
fumecheng-13166	214	5	,	,	PUNCT
fumecheng-13166	214	6	sometimes	sometimes	ADV
fumecheng-13166	214	7	also	also	ADV
fumecheng-13166	214	8	referred	refer	VERB
fumecheng-13166	214	9	to	to	ADP
fumecheng-13166	214	10	as	as	ADP
fumecheng-13166	214	11	the	the	DET
fumecheng-13166	214	12	bilateral	bilateral	ADJ
fumecheng-13166	214	13	correlation	correlation	NOUN
fumecheng-13166	214	14	coefficient	coefficient	NOUN
fumecheng-13166	214	15	or	or	CCONJ
fumecheng-13166	214	16	pearson	pearson	NOUN
fumecheng-13166	214	17	product	product	NOUN
fumecheng-13166	214	18	-	-	PUNCT
fumecheng-13166	214	19	moment	moment	NOUN
fumecheng-13166	214	20	correlation	correlation	NOUN
fumecheng-13166	214	21	coefficient	coefficient	NOUN
fumecheng-13166	214	22	,	,	PUNCT
fumecheng-13166	214	23	is	be	AUX
fumecheng-13166	214	24	one	one	NUM
fumecheng-13166	214	25	of	of	ADP
fumecheng-13166	214	26	the	the	DET
fumecheng-13166	214	27	most	most	ADV
fumecheng-13166	214	28	useful	useful	ADJ
fumecheng-13166	214	29	methods	method	NOUN
fumecheng-13166	214	30	to	to	PART
fumecheng-13166	214	31	assess	assess	VERB
fumecheng-13166	214	32	linear	linear	ADJ
fumecheng-13166	214	33	connections	connection	NOUN
fumecheng-13166	214	34	between	between	ADP
fumecheng-13166	214	35	variables	variable	NOUN
fumecheng-13166	214	36	.	.	PUNCT
fumecheng-13166	215	1	eqs	eqs	PROPN
fumecheng-13166	215	2	.	.	PUNCT
fumecheng-13166	216	1	(	(	PUNCT
fumecheng-13166	216	2	2932	2932	NUM
fumecheng-13166	216	3	)	)	PUNCT
fumecheng-13166	216	4	depict	depict	VERB
fumecheng-13166	216	5	the	the	DET
fumecheng-13166	216	6	relationships	relationship	NOUN
fumecheng-13166	216	7	of	of	ADP
fumecheng-13166	216	8	pearson	pearson	PROPN
fumecheng-13166	216	9	's	's	PART
fumecheng-13166	216	10	correlation	correlation	NOUN
fumecheng-13166	216	11	coefficient	coefficient	NOUN
fumecheng-13166	217	1	[	[	X
fumecheng-13166	217	2	49	49	NUM
fumecheng-13166	217	3	]	]	PUNCT
fumecheng-13166	217	4	.	.	PUNCT
fumecheng-13166	218	1	𝜌	𝜌	ADP
fumecheng-13166	218	2	=	=	SYM
fumecheng-13166	218	3	𝑟	𝑟	NOUN
fumecheng-13166	218	4	=	=	SYM
fumecheng-13166	218	5	𝑆𝑃𝐷𝑥𝑦	𝑆𝑃𝐷𝑥𝑦	PROPN
fumecheng-13166	218	6	√𝑆𝑆𝑋.𝑆𝑆𝑌	√𝑆𝑆𝑋.𝑆𝑆𝑌	PROPN
fumecheng-13166	218	7	(	(	PUNCT
fumecheng-13166	218	8	29	29	NUM
fumecheng-13166	218	9	)	)	PUNCT
fumecheng-13166	218	10	𝑆𝑃𝐷𝑥𝑦	𝑆𝑃𝐷𝑥𝑦	PROPN
fumecheng-13166	218	11	=	=	SYM
fumecheng-13166	218	12	∑𝑥𝑦	∑𝑥𝑦	X
fumecheng-13166	218	13	−	−	PROPN
fumecheng-13166	218	14	(	(	PUNCT
fumecheng-13166	218	15	∑𝑥)(∑𝑦	∑𝑥)(∑𝑦	ADJ
fumecheng-13166	218	16	)	)	PUNCT
fumecheng-13166	218	17	𝑛	𝑛	PROPN
fumecheng-13166	218	18	(	(	PUNCT
fumecheng-13166	218	19	30	30	NUM
fumecheng-13166	218	20	)	)	PUNCT
fumecheng-13166	218	21	𝑆𝑆𝑋	𝑆𝑆𝑋	PROPN
fumecheng-13166	218	22	=	=	SYM
fumecheng-13166	218	23	∑	∑	PROPN
fumecheng-13166	218	24	𝑥𝑖	𝑥𝑖	NUM
fumecheng-13166	218	25	2𝑛	2𝑛	PROPN
fumecheng-13166	218	26	𝑖	𝑖	SYM
fumecheng-13166	218	27	−	−	PROPN
fumecheng-13166	219	1	(	(	PUNCT
fumecheng-13166	219	2	∑𝑥𝑖	∑𝑥𝑖	ADP
fumecheng-13166	219	3	)	)	PUNCT
fumecheng-13166	219	4	2	2	NUM
fumecheng-13166	219	5	𝑛	𝑛	PROPN
fumecheng-13166	219	6	(	(	PUNCT
fumecheng-13166	219	7	31	31	NUM
fumecheng-13166	219	8	)	)	PUNCT
fumecheng-13166	219	9	𝑆𝑆𝑌	𝑆𝑆𝑌	NOUN
fumecheng-13166	219	10	=	=	PUNCT
fumecheng-13166	219	11	∑	∑	PROPN
fumecheng-13166	219	12	𝑦𝑖	𝑦𝑖	PROPN
fumecheng-13166	219	13	2𝑛	2𝑛	PROPN
fumecheng-13166	219	14	𝑖	𝑖	SYM
fumecheng-13166	219	15	−	−	PROPN
fumecheng-13166	219	16	(	(	PUNCT
fumecheng-13166	219	17	∑𝑦𝑖	∑𝑦𝑖	SYM
fumecheng-13166	219	18	)	)	PUNCT
fumecheng-13166	219	19	2	2	NUM
fumecheng-13166	219	20	𝑛	𝑛	PROPN
fumecheng-13166	219	21	(	(	PUNCT
fumecheng-13166	219	22	32	32	NUM
fumecheng-13166	219	23	)	)	PUNCT
fumecheng-13166	219	24	here	here	ADV
fumecheng-13166	219	25	,	,	PUNCT
fumecheng-13166	219	26	x	x	PUNCT
fumecheng-13166	219	27	and	and	CCONJ
fumecheng-13166	219	28	y	y	PROPN
fumecheng-13166	219	29	constitute	constitute	VERB
fumecheng-13166	219	30	the	the	DET
fumecheng-13166	219	31	independent	independent	ADJ
fumecheng-13166	219	32	parameters	parameter	NOUN
fumecheng-13166	219	33	;	;	PUNCT
fumecheng-13166	219	34	ssx	ssx	PROPN
fumecheng-13166	219	35	and	and	CCONJ
fumecheng-13166	219	36	ssy	ssy	PROPN
fumecheng-13166	219	37	respectively	respectively	ADV
fumecheng-13166	219	38	show	show	VERB
fumecheng-13166	219	39	the	the	DET
fumecheng-13166	219	40	standard	standard	ADJ
fumecheng-13166	219	41	deviation	deviation	NOUN
fumecheng-13166	219	42	of	of	ADP
fumecheng-13166	219	43	x	x	PUNCT
fumecheng-13166	219	44	and	and	CCONJ
fumecheng-13166	219	45	y.	y.	PROPN
fumecheng-13166	219	46	moreover	moreover	ADV
fumecheng-13166	219	47	,	,	PUNCT
fumecheng-13166	219	48	spdxy	spdxy	PROPN
fumecheng-13166	219	49	expresses	express	VERB
fumecheng-13166	219	50	the	the	DET
fumecheng-13166	219	51	covariance	covariance	NOUN
fumecheng-13166	219	52	between	between	ADP
fumecheng-13166	219	53	variables	variable	NOUN
fumecheng-13166	219	54	x	x	X
fumecheng-13166	219	55	and	and	CCONJ
fumecheng-13166	219	56	y.	y.	PROPN
fumecheng-13166	219	57	denoted	denote	VERB
fumecheng-13166	219	58	as	as	ADP
fumecheng-13166	219	59	ρ(r	ρ(r	PROPN
fumecheng-13166	219	60	)	)	PUNCT
fumecheng-13166	219	61	,	,	PUNCT
fumecheng-13166	219	62	pearson	pearson	PROPN
fumecheng-13166	219	63	's	's	PART
fumecheng-13166	219	64	correlation	correlation	NOUN
fumecheng-13166	219	65	coefficient	coefficient	NOUN
fumecheng-13166	219	66	is	be	AUX
fumecheng-13166	219	67	a	a	DET
fumecheng-13166	219	68	statistical	statistical	ADJ
fumecheng-13166	219	69	evaluation	evaluation	NOUN
fumecheng-13166	219	70	spanning	span	VERB
fumecheng-13166	219	71	-1	-1	PUNCT
fumecheng-13166	219	72	and	and	CCONJ
fumecheng-13166	219	73	+1	+1	PROPN
fumecheng-13166	219	74	.	.	PUNCT
fumecheng-13166	220	1	the	the	DET
fumecheng-13166	220	2	strength	strength	NOUN
fumecheng-13166	220	3	of	of	ADP
fumecheng-13166	220	4	the	the	DET
fumecheng-13166	220	5	association	association	NOUN
fumecheng-13166	220	6	between	between	ADP
fumecheng-13166	220	7	the	the	DET
fumecheng-13166	220	8	two	two	NUM
fumecheng-13166	220	9	independent	independent	ADJ
fumecheng-13166	220	10	variables	variable	NOUN
fumecheng-13166	220	11	is	be	AUX
fumecheng-13166	220	12	found	find	VERB
fumecheng-13166	220	13	by	by	ADP
fumecheng-13166	220	14	means	mean	NOUN
fumecheng-13166	220	15	of	of	ADP
fumecheng-13166	220	16	these	these	DET
fumecheng-13166	220	17	coefficient	coefficient	NOUN
fumecheng-13166	220	18	magnitudes	magnitude	NOUN
fumecheng-13166	220	19	.	.	PUNCT
fumecheng-13166	221	1	furthermore	furthermore	ADV
fumecheng-13166	221	2	,	,	PUNCT
fumecheng-13166	221	3	the	the	DET
fumecheng-13166	221	4	positive	positive	ADJ
fumecheng-13166	221	5	and	and	CCONJ
fumecheng-13166	221	6	negative	negative	ADJ
fumecheng-13166	221	7	signs	sign	NOUN
fumecheng-13166	221	8	of	of	ADP
fumecheng-13166	221	9	these	these	DET
fumecheng-13166	221	10	coefficients	coefficient	NOUN
fumecheng-13166	221	11	point	point	VERB
fumecheng-13166	221	12	accordingly	accordingly	ADV
fumecheng-13166	221	13	to	to	ADP
fumecheng-13166	221	14	the	the	DET
fumecheng-13166	221	15	direction	direction	NOUN
fumecheng-13166	221	16	of	of	ADP
fumecheng-13166	221	17	the	the	DET
fumecheng-13166	221	18	link	link	NOUN
fumecheng-13166	221	19	,	,	PUNCT
fumecheng-13166	221	20	either	either	CCONJ
fumecheng-13166	221	21	direct	direct	ADJ
fumecheng-13166	221	22	or	or	CCONJ
fumecheng-13166	221	23	reverse	reverse	NOUN
fumecheng-13166	221	24	.	.	PUNCT
fumecheng-13166	222	1	while	while	SCONJ
fumecheng-13166	222	2	a	a	DET
fumecheng-13166	222	3	correlation	correlation	NOUN
fumecheng-13166	222	4	value	value	NOUN
fumecheng-13166	222	5	close	close	ADV
fumecheng-13166	222	6	to	to	ADP
fumecheng-13166	222	7	0	0	NUM
fumecheng-13166	222	8	suggests	suggest	VERB
fumecheng-13166	222	9	a	a	DET
fumecheng-13166	222	10	poor	poor	ADJ
fumecheng-13166	222	11	association	association	NOUN
fumecheng-13166	222	12	between	between	ADP
fumecheng-13166	222	13	two	two	NUM
fumecheng-13166	222	14	independent	independent	ADJ
fumecheng-13166	222	15	factors	factor	NOUN
fumecheng-13166	222	16	,	,	PUNCT
fumecheng-13166	222	17	a	a	DET
fumecheng-13166	222	18	correlation	correlation	NOUN
fumecheng-13166	222	19	number	number	NOUN
fumecheng-13166	222	20	close	close	ADJ
fumecheng-13166	222	21	to	to	PART
fumecheng-13166	222	22	1	1	NUM
fumecheng-13166	222	23	denotes	denote	NOUN
fumecheng-13166	222	24	a	a	DET
fumecheng-13166	222	25	significant	significant	ADJ
fumecheng-13166	222	26	relationship	relationship	NOUN
fumecheng-13166	222	27	between	between	ADP
fumecheng-13166	222	28	them	they	PRON
fumecheng-13166	223	1	[	[	X
fumecheng-13166	223	2	50	50	NUM
fumecheng-13166	223	3	]	]	PUNCT
fumecheng-13166	223	4	.	.	PUNCT
fumecheng-13166	224	1	it	it	PRON
fumecheng-13166	224	2	should	should	AUX
fumecheng-13166	224	3	be	be	AUX
fumecheng-13166	224	4	noted	note	VERB
fumecheng-13166	224	5	that	that	SCONJ
fumecheng-13166	224	6	the	the	DET
fumecheng-13166	224	7	python	python	PROPN
fumecheng-13166	224	8	package	package	NOUN
fumecheng-13166	224	9	seaborn	seaborn	PROPN
fumecheng-13166	225	1	[	[	X
fumecheng-13166	225	2	51	51	NUM
fumecheng-13166	225	3	]	]	PUNCT
fumecheng-13166	225	4	was	be	AUX
fumecheng-13166	225	5	used	use	VERB
fumecheng-13166	225	6	to	to	PART
fumecheng-13166	225	7	obtain	obtain	VERB
fumecheng-13166	225	8	the	the	DET
fumecheng-13166	225	9	results	result	NOUN
fumecheng-13166	225	10	presented	present	VERB
fumecheng-13166	225	11	in	in	ADP
fumecheng-13166	225	12	fig	fig	NOUN
fumecheng-13166	225	13	.	.	PUNCT
fumecheng-13166	226	1	2	2	X
fumecheng-13166	226	2	.	.	X
fumecheng-13166	226	3	fig	fig	NOUN
fumecheng-13166	226	4	.	.	PUNCT
fumecheng-13166	227	1	2	2	NUM
fumecheng-13166	227	2	pearson	pearson	NOUN
fumecheng-13166	227	3	correlation	correlation	NOUN
fumecheng-13166	227	4	matrix	matrix	NOUN
fumecheng-13166	227	5	with	with	ADP
fumecheng-13166	227	6	circle	circle	NOUN
fumecheng-13166	227	7	markers	marker	NOUN
fumecheng-13166	227	8	12	12	NUM
fumecheng-13166	227	9	s.	s.	PROPN
fumecheng-13166	227	10	s.	s.	PROPN
fumecheng-13166	227	11	haghshenas	haghshenas	PROPN
fumecheng-13166	227	12	,	,	PUNCT
fumecheng-13166	227	13	m.	m.	NOUN
fumecheng-13166	227	14	h.	h.	PROPN
fumecheng-13166	227	15	m.	m.	PROPN
fumecheng-13166	227	16	seraji	seraji	PROPN
fumecheng-13166	227	17	,	,	PUNCT
fumecheng-13166	227	18	s.	s.	PROPN
fumecheng-13166	227	19	s.	s.	PROPN
fumecheng-13166	227	20	haghshenas	haghshenas	PROPN
fumecheng-13166	227	21	,	,	PUNCT
fumecheng-13166	227	22	et	et	PROPN
fumecheng-13166	227	23	al	al	PROPN
fumecheng-13166	227	24	.	.	PROPN
fumecheng-13166	227	25	fig	fig	PROPN
fumecheng-13166	227	26	.	.	PUNCT
fumecheng-13166	228	1	2	2	NUM
fumecheng-13166	228	2	shows	show	VERB
fumecheng-13166	228	3	the	the	DET
fumecheng-13166	228	4	pearson	pearson	PROPN
fumecheng-13166	228	5	correlation	correlation	NOUN
fumecheng-13166	228	6	coefficient	coefficient	NOUN
fumecheng-13166	228	7	matrix	matrix	NOUN
fumecheng-13166	228	8	for	for	ADP
fumecheng-13166	228	9	the	the	DET
fumecheng-13166	228	10	dataset	dataset	NOUN
fumecheng-13166	228	11	,	,	PUNCT
fumecheng-13166	228	12	visualized	visualize	VERB
fumecheng-13166	228	13	using	use	VERB
fumecheng-13166	228	14	a	a	DET
fumecheng-13166	228	15	grid	grid	NOUN
fumecheng-13166	228	16	of	of	ADP
fumecheng-13166	228	17	colored	colored	ADJ
fumecheng-13166	228	18	circles	circle	NOUN
fumecheng-13166	228	19	.	.	PUNCT
fumecheng-13166	229	1	the	the	DET
fumecheng-13166	229	2	strength	strength	NOUN
fumecheng-13166	229	3	and	and	CCONJ
fumecheng-13166	229	4	nature	nature	NOUN
fumecheng-13166	229	5	of	of	ADP
fumecheng-13166	229	6	the	the	DET
fumecheng-13166	229	7	link	link	NOUN
fumecheng-13166	229	8	between	between	ADP
fumecheng-13166	229	9	variables	variable	NOUN
fumecheng-13166	229	10	including	include	VERB
fumecheng-13166	229	11	daylight	daylight	NOUN
fumecheng-13166	229	12	(	(	PUNCT
fumecheng-13166	229	13	dl	dl	PROPN
fumecheng-13166	229	14	)	)	PUNCT
fumecheng-13166	229	15	,	,	PUNCT
fumecheng-13166	229	16	location	location	NOUN
fumecheng-13166	229	17	(	(	PUNCT
fumecheng-13166	229	18	l	l	NOUN
fumecheng-13166	229	19	)	)	PUNCT
fumecheng-13166	229	20	,	,	PUNCT
fumecheng-13166	229	21	road	road	NOUN
fumecheng-13166	229	22	type	type	NOUN
fumecheng-13166	229	23	(	(	PUNCT
fumecheng-13166	229	24	rt	rt	NOUN
fumecheng-13166	229	25	)	)	PUNCT
fumecheng-13166	229	26	,	,	PUNCT
fumecheng-13166	229	27	road	road	NOUN
fumecheng-13166	229	28	surface	surface	NOUN
fumecheng-13166	229	29	(	(	PUNCT
fumecheng-13166	229	30	rs	rs	NOUN
fumecheng-13166	229	31	)	)	PUNCT
fumecheng-13166	229	32	,	,	PUNCT
fumecheng-13166	229	33	road	road	NOUN
fumecheng-13166	229	34	signs	sign	NOUN
fumecheng-13166	229	35	(	(	PUNCT
fumecheng-13166	229	36	sg	sg	PROPN
fumecheng-13166	229	37	)	)	PUNCT
fumecheng-13166	229	38	,	,	PUNCT
fumecheng-13166	229	39	weather	weather	NOUN
fumecheng-13166	229	40	conditions	condition	NOUN
fumecheng-13166	229	41	(	(	PUNCT
fumecheng-13166	229	42	wc	wc	PROPN
fumecheng-13166	229	43	)	)	PUNCT
fumecheng-13166	229	44	,	,	PUNCT
fumecheng-13166	229	45	vehicle	vehicle	NOUN
fumecheng-13166	229	46	type	type	NOUN
fumecheng-13166	229	47	(	(	PUNCT
fumecheng-13166	229	48	vt	vt	NOUN
fumecheng-13166	229	49	)	)	PUNCT
fumecheng-13166	229	50	,	,	PUNCT
fumecheng-13166	229	51	driver	driver	NOUN
fumecheng-13166	229	52	age	age	NOUN
fumecheng-13166	229	53	(	(	PUNCT
fumecheng-13166	229	54	da	da	NOUN
fumecheng-13166	229	55	)	)	PUNCT
fumecheng-13166	229	56	,	,	PUNCT
fumecheng-13166	229	57	and	and	CCONJ
fumecheng-13166	229	58	driver	driver	NOUN
fumecheng-13166	229	59	gender	gender	NOUN
fumecheng-13166	229	60	(	(	PUNCT
fumecheng-13166	229	61	dg	dg	PROPN
fumecheng-13166	229	62	)	)	PUNCT
fumecheng-13166	229	63	each	each	DET
fumecheng-13166	229	64	circle	circle	NOUN
fumecheng-13166	229	65	's	's	PART
fumecheng-13166	229	66	size	size	NOUN
fumecheng-13166	229	67	and	and	CCONJ
fumecheng-13166	229	68	color	color	NOUN
fumecheng-13166	229	69	intensity	intensity	NOUN
fumecheng-13166	229	70	reflect	reflect	VERB
fumecheng-13166	229	71	.	.	PUNCT
fumecheng-13166	230	1	red	red	PROPN
fumecheng-13166	230	2	shows	show	VERB
fumecheng-13166	230	3	positive	positive	ADJ
fumecheng-13166	230	4	correlations	correlation	NOUN
fumecheng-13166	230	5	;	;	PUNCT
fumecheng-13166	230	6	blue	blue	ADJ
fumecheng-13166	230	7	shows	show	VERB
fumecheng-13166	230	8	negative	negative	ADJ
fumecheng-13166	230	9	correlations	correlation	NOUN
fumecheng-13166	230	10	;	;	PUNCT
fumecheng-13166	230	11	the	the	DET
fumecheng-13166	230	12	lack	lack	NOUN
fumecheng-13166	230	13	of	of	ADP
fumecheng-13166	230	14	a	a	DET
fumecheng-13166	230	15	circle	circle	NOUN
fumecheng-13166	230	16	denotes	denote	VERB
fumecheng-13166	230	17	no	no	DET
fumecheng-13166	230	18	noteworthy	noteworthy	ADJ
fumecheng-13166	230	19	correlation	correlation	NOUN
fumecheng-13166	230	20	.	.	PUNCT
fumecheng-13166	231	1	we	we	PRON
fumecheng-13166	231	2	regard	regard	VERB
fumecheng-13166	231	3	as	as	ADP
fumecheng-13166	231	4	"	"	PUNCT
fumecheng-13166	231	5	strong	strong	ADJ
fumecheng-13166	231	6	"	"	PUNCT
fumecheng-13166	231	7	any	any	DET
fumecheng-13166	231	8	ρ	ρ	NOUN
fumecheng-13166	231	9	whose	whose	DET
fumecheng-13166	231	10	absolute	absolute	ADJ
fumecheng-13166	231	11	value	value	NOUN
fumecheng-13166	231	12	exceeds	exceed	VERB
fumecheng-13166	231	13	0.85	0.85	NUM
fumecheng-13166	231	14	for	for	ADP
fumecheng-13166	231	15	modeling	modeling	NOUN
fumecheng-13166	231	16	needs	need	NOUN
fumecheng-13166	231	17	.	.	PUNCT
fumecheng-13166	232	1	not	not	PART
fumecheng-13166	232	2	one	one	NUM
fumecheng-13166	232	3	of	of	ADP
fumecheng-13166	232	4	the	the	DET
fumecheng-13166	232	5	coefficients	coefficient	NOUN
fumecheng-13166	232	6	in	in	ADP
fumecheng-13166	232	7	this	this	DET
fumecheng-13166	232	8	matrix	matrix	NOUN
fumecheng-13166	232	9	surpasses	surpasse	NOUN
fumecheng-13166	232	10	this	this	DET
fumecheng-13166	232	11	level	level	NOUN
fumecheng-13166	232	12	,	,	PUNCT
fumecheng-13166	232	13	though	though	ADV
fumecheng-13166	232	14	.	.	PUNCT
fumecheng-13166	233	1	this	this	DET
fumecheng-13166	233	2	graphic	graphic	ADJ
fumecheng-13166	233	3	depiction	depiction	NOUN
fumecheng-13166	233	4	highlights	highlight	VERB
fumecheng-13166	233	5	important	important	ADJ
fumecheng-13166	233	6	relationships	relationship	NOUN
fumecheng-13166	233	7	including	include	VERB
fumecheng-13166	233	8	the	the	DET
fumecheng-13166	233	9	modest	modest	ADJ
fumecheng-13166	233	10	negative	negative	ADJ
fumecheng-13166	233	11	correlation	correlation	NOUN
fumecheng-13166	233	12	between	between	ADP
fumecheng-13166	233	13	vehicle	vehicle	NOUN
fumecheng-13166	233	14	type	type	NOUN
fumecheng-13166	233	15	and	and	CCONJ
fumecheng-13166	233	16	location	location	NOUN
fumecheng-13166	233	17	(	(	PUNCT
fumecheng-13166	233	18	r	r	NOUN
fumecheng-13166	233	19	=	=	SYM
fumecheng-13166	233	20	-0.485	-0.485	X
fumecheng-13166	233	21	)	)	PUNCT
fumecheng-13166	233	22	and	and	CCONJ
fumecheng-13166	233	23	the	the	DET
fumecheng-13166	233	24	modest	modest	ADJ
fumecheng-13166	233	25	positive	positive	ADJ
fumecheng-13166	233	26	correlation	correlation	NOUN
fumecheng-13166	233	27	between	between	ADP
fumecheng-13166	233	28	vehicle	vehicle	NOUN
fumecheng-13166	233	29	type	type	NOUN
fumecheng-13166	233	30	and	and	CCONJ
fumecheng-13166	233	31	daylight	daylight	NOUN
fumecheng-13166	233	32	hours	hour	NOUN
fumecheng-13166	233	33	(	(	PUNCT
fumecheng-13166	233	34	r	r	NOUN
fumecheng-13166	233	35	=	=	SYM
fumecheng-13166	233	36	0.516	0.516	NUM
fumecheng-13166	233	37	)	)	PUNCT
fumecheng-13166	233	38	,	,	PUNCT
fumecheng-13166	233	39	so	so	ADV
fumecheng-13166	233	40	enabling	enable	VERB
fumecheng-13166	233	41	a	a	DET
fumecheng-13166	233	42	quick	quick	ADJ
fumecheng-13166	233	43	and	and	CCONJ
fumecheng-13166	233	44	easy	easy	ADJ
fumecheng-13166	233	45	knowledge	knowledge	NOUN
fumecheng-13166	233	46	of	of	ADP
fumecheng-13166	233	47	the	the	DET
fumecheng-13166	233	48	relationships	relationship	NOUN
fumecheng-13166	233	49	between	between	ADP
fumecheng-13166	233	50	variables	variable	NOUN
fumecheng-13166	233	51	.	.	PUNCT
fumecheng-13166	234	1	without	without	ADP
fumecheng-13166	234	2	consulting	consult	VERB
fumecheng-13166	234	3	numerical	numerical	PROPN
fumecheng-13166	234	4	data	data	PROPN
fumecheng-13166	234	5	,	,	PUNCT
fumecheng-13166	234	6	the	the	DET
fumecheng-13166	234	7	visual	visual	ADJ
fumecheng-13166	234	8	signals	signal	NOUN
fumecheng-13166	234	9	given	give	VERB
fumecheng-13166	234	10	by	by	ADP
fumecheng-13166	234	11	the	the	DET
fumecheng-13166	234	12	colored	color	VERB
fumecheng-13166	234	13	circles	circle	NOUN
fumecheng-13166	234	14	help	help	VERB
fumecheng-13166	234	15	one	one	NOUN
fumecheng-13166	234	16	to	to	PART
fumecheng-13166	234	17	recognize	recognize	VERB
fumecheng-13166	234	18	patterns	pattern	NOUN
fumecheng-13166	234	19	and	and	CCONJ
fumecheng-13166	234	20	connections	connection	NOUN
fumecheng-13166	234	21	in	in	ADP
fumecheng-13166	234	22	this	this	DET
fumecheng-13166	234	23	correlation	correlation	NOUN
fumecheng-13166	234	24	matrix	matrix	NOUN
fumecheng-13166	234	25	.	.	PUNCT
fumecheng-13166	235	1	the	the	DET
fumecheng-13166	235	2	study	study	NOUN
fumecheng-13166	235	3	of	of	ADP
fumecheng-13166	235	4	the	the	DET
fumecheng-13166	235	5	data	datum	NOUN
fumecheng-13166	235	6	shown	show	VERB
fumecheng-13166	235	7	in	in	ADP
fumecheng-13166	235	8	the	the	DET
fumecheng-13166	235	9	table	table	NOUN
fumecheng-13166	235	10	suggests	suggest	VERB
fumecheng-13166	235	11	that	that	SCONJ
fumecheng-13166	235	12	most	most	ADJ
fumecheng-13166	235	13	correlations	correlation	NOUN
fumecheng-13166	235	14	are	be	AUX
fumecheng-13166	235	15	near	near	ADP
fumecheng-13166	235	16	zero	zero	NUM
fumecheng-13166	235	17	,	,	PUNCT
fumecheng-13166	235	18	thereby	thereby	ADV
fumecheng-13166	235	19	implying	imply	VERB
fumecheng-13166	235	20	essentially	essentially	ADV
fumecheng-13166	235	21	linear	linear	ADJ
fumecheng-13166	235	22	connections	connection	NOUN
fumecheng-13166	235	23	among	among	ADP
fumecheng-13166	235	24	them	they	PRON
fumecheng-13166	235	25	.	.	PUNCT
fumecheng-13166	236	1	for	for	ADP
fumecheng-13166	236	2	example	example	NOUN
fumecheng-13166	236	3	,	,	PUNCT
fumecheng-13166	236	4	the	the	DET
fumecheng-13166	236	5	rather	rather	ADV
fumecheng-13166	236	6	evident	evident	ADJ
fumecheng-13166	236	7	moderate	moderate	ADJ
fumecheng-13166	236	8	negative	negative	ADJ
fumecheng-13166	236	9	correlation	correlation	NOUN
fumecheng-13166	236	10	between	between	ADP
fumecheng-13166	236	11	daylight	daylight	NOUN
fumecheng-13166	236	12	and	and	CCONJ
fumecheng-13166	236	13	location	location	NOUN
fumecheng-13166	236	14	(	(	PUNCT
fumecheng-13166	236	15	r	r	NOUN
fumecheng-13166	236	16	=	=	SYM
fumecheng-13166	236	17	-0.311	-0.311	NOUN
fumecheng-13166	236	18	)	)	PUNCT
fumecheng-13166	236	19	indicates	indicate	VERB
fumecheng-13166	236	20	that	that	SCONJ
fumecheng-13166	236	21	the	the	DET
fumecheng-13166	236	22	location	location	NOUN
fumecheng-13166	236	23	factor	factor	NOUN
fumecheng-13166	236	24	usually	usually	ADV
fumecheng-13166	236	25	tends	tend	VERB
fumecheng-13166	236	26	to	to	PART
fumecheng-13166	236	27	drop	drop	VERB
fumecheng-13166	236	28	as	as	ADP
fumecheng-13166	236	29	daylight	daylight	NOUN
fumecheng-13166	236	30	rises	rise	NOUN
fumecheng-13166	236	31	.	.	PUNCT
fumecheng-13166	237	1	correspondingly	correspondingly	ADV
fumecheng-13166	237	2	,	,	PUNCT
fumecheng-13166	237	3	the	the	DET
fumecheng-13166	237	4	modest	modest	ADJ
fumecheng-13166	237	5	positive	positive	ADJ
fumecheng-13166	237	6	connection	connection	NOUN
fumecheng-13166	237	7	between	between	ADP
fumecheng-13166	237	8	daylight	daylight	NOUN
fumecheng-13166	237	9	and	and	CCONJ
fumecheng-13166	237	10	driver	driver	NOUN
fumecheng-13166	237	11	age	age	NOUN
fumecheng-13166	237	12	(	(	PUNCT
fumecheng-13166	237	13	r	r	NOUN
fumecheng-13166	237	14	=	=	SYM
fumecheng-13166	237	15	0.349	0.349	NUM
fumecheng-13166	237	16	)	)	PUNCT
fumecheng-13166	237	17	suggests	suggest	VERB
fumecheng-13166	237	18	that	that	SCONJ
fumecheng-13166	237	19	older	old	ADJ
fumecheng-13166	237	20	drivers	driver	NOUN
fumecheng-13166	237	21	are	be	AUX
fumecheng-13166	237	22	more	more	ADV
fumecheng-13166	237	23	likely	likely	ADJ
fumecheng-13166	237	24	to	to	PART
fumecheng-13166	237	25	be	be	AUX
fumecheng-13166	237	26	on	on	ADP
fumecheng-13166	237	27	the	the	DET
fumecheng-13166	237	28	road	road	NOUN
fumecheng-13166	237	29	during	during	ADP
fumecheng-13166	237	30	daylight	daylight	NOUN
fumecheng-13166	237	31	hours	hour	NOUN
fumecheng-13166	237	32	.	.	PUNCT
fumecheng-13166	238	1	for	for	ADP
fumecheng-13166	238	2	initial	initial	ADJ
fumecheng-13166	238	3	research	research	NOUN
fumecheng-13166	238	4	,	,	PUNCT
fumecheng-13166	238	5	this	this	DET
fumecheng-13166	238	6	representation	representation	NOUN
fumecheng-13166	238	7	is	be	AUX
fumecheng-13166	238	8	a	a	DET
fumecheng-13166	238	9	useful	useful	ADJ
fumecheng-13166	238	10	tool	tool	NOUN
fumecheng-13166	238	11	since	since	SCONJ
fumecheng-13166	238	12	it	it	PRON
fumecheng-13166	238	13	helps	help	VERB
fumecheng-13166	238	14	scientists	scientist	NOUN
fumecheng-13166	238	15	rapidly	rapidly	ADV
fumecheng-13166	238	16	identify	identify	VERB
fumecheng-13166	238	17	important	important	ADJ
fumecheng-13166	238	18	relationships	relationship	NOUN
fumecheng-13166	238	19	and	and	CCONJ
fumecheng-13166	238	20	concentrate	concentrate	VERB
fumecheng-13166	238	21	on	on	ADP
fumecheng-13166	238	22	areas	area	NOUN
fumecheng-13166	238	23	that	that	PRON
fumecheng-13166	238	24	might	might	AUX
fumecheng-13166	238	25	call	call	VERB
fumecheng-13166	238	26	for	for	ADP
fumecheng-13166	238	27	more	more	ADJ
fumecheng-13166	238	28	study	study	NOUN
fumecheng-13166	238	29	.	.	PUNCT
fumecheng-13166	239	1	though	though	SCONJ
fumecheng-13166	239	2	two	two	NUM
fumecheng-13166	239	3	variables	variable	NOUN
fumecheng-13166	239	4	may	may	AUX
fumecheng-13166	239	5	be	be	AUX
fumecheng-13166	239	6	related	relate	VERB
fumecheng-13166	239	7	,	,	PUNCT
fumecheng-13166	239	8	this	this	PRON
fumecheng-13166	239	9	does	do	AUX
fumecheng-13166	239	10	not	not	PART
fumecheng-13166	239	11	guarantee	guarantee	VERB
fumecheng-13166	239	12	one	one	NUM
fumecheng-13166	239	13	thing	thing	NOUN
fumecheng-13166	239	14	causes	cause	VERB
fumecheng-13166	239	15	another	another	PRON
fumecheng-13166	239	16	.	.	PUNCT
fumecheng-13166	240	1	5.2	5.2	NUM
fumecheng-13166	240	2	.	.	PUNCT
fumecheng-13166	241	1	svm	svm	PROPN
fumecheng-13166	241	2	modelling	model	VERB
fumecheng-13166	241	3	this	this	DET
fumecheng-13166	241	4	work	work	NOUN
fumecheng-13166	241	5	developed	develop	VERB
fumecheng-13166	241	6	a	a	DET
fumecheng-13166	241	7	binary	binary	ADJ
fumecheng-13166	241	8	classification	classification	NOUN
fumecheng-13166	241	9	model	model	NOUN
fumecheng-13166	241	10	in	in	ADP
fumecheng-13166	241	11	matlab	matlab	PROPN
fumecheng-13166	241	12	using	use	VERB
fumecheng-13166	241	13	svm	svm	PROPN
fumecheng-13166	241	14	to	to	PART
fumecheng-13166	241	15	estimate	estimate	VERB
fumecheng-13166	241	16	the	the	DET
fumecheng-13166	241	17	involved	involved	ADJ
fumecheng-13166	241	18	vehicle	vehicle	NOUN
fumecheng-13166	241	19	count	count	NOUN
fumecheng-13166	241	20	.	.	PUNCT
fumecheng-13166	242	1	in	in	ADP
fumecheng-13166	242	2	this	this	DET
fumecheng-13166	242	3	research	research	NOUN
fumecheng-13166	242	4	,	,	PUNCT
fumecheng-13166	242	5	the	the	DET
fumecheng-13166	242	6	number	number	NOUN
fumecheng-13166	242	7	of	of	ADP
fumecheng-13166	242	8	accidents	accident	NOUN
fumecheng-13166	242	9	was	be	AUX
fumecheng-13166	242	10	the	the	DET
fumecheng-13166	242	11	dependent	dependent	ADJ
fumecheng-13166	242	12	variable	variable	NOUN
fumecheng-13166	242	13	;	;	PUNCT
fumecheng-13166	242	14	dl	dl	PROPN
fumecheng-13166	242	15	,	,	PUNCT
fumecheng-13166	242	16	l	l	PROPN
fumecheng-13166	242	17	,	,	PUNCT
fumecheng-13166	242	18	rt	rt	PROPN
fumecheng-13166	242	19	,	,	PUNCT
fumecheng-13166	242	20	rs	rs	NOUN
fumecheng-13166	242	21	,	,	PUNCT
fumecheng-13166	242	22	sg	sg	PROPN
fumecheng-13166	242	23	,	,	PUNCT
fumecheng-13166	242	24	wc	wc	PROPN
fumecheng-13166	242	25	,	,	PUNCT
fumecheng-13166	242	26	vt	vt	PROPN
fumecheng-13166	242	27	,	,	PUNCT
fumecheng-13166	242	28	da	da	PROPN
fumecheng-13166	242	29	,	,	PUNCT
fumecheng-13166	242	30	and	and	CCONJ
fumecheng-13166	242	31	dg	dg	NOUN
fumecheng-13166	242	32	were	be	AUX
fumecheng-13166	242	33	the	the	DET
fumecheng-13166	242	34	independent	independent	ADJ
fumecheng-13166	242	35	variables	variable	NOUN
fumecheng-13166	242	36	.	.	PUNCT
fumecheng-13166	243	1	the	the	DET
fumecheng-13166	243	2	good	good	ADJ
fumecheng-13166	243	3	performance	performance	NOUN
fumecheng-13166	243	4	of	of	ADP
fumecheng-13166	243	5	an	an	DET
fumecheng-13166	243	6	svm	svm	ADJ
fumecheng-13166	243	7	model	model	NOUN
fumecheng-13166	243	8	depends	depend	VERB
fumecheng-13166	243	9	on	on	ADP
fumecheng-13166	243	10	the	the	DET
fumecheng-13166	243	11	exact	exact	ADJ
fumecheng-13166	243	12	control	control	NOUN
fumecheng-13166	243	13	parameter	parameter	NOUN
fumecheng-13166	243	14	selection	selection	NOUN
fumecheng-13166	243	15	and	and	CCONJ
fumecheng-13166	243	16	appropriate	appropriate	ADJ
fumecheng-13166	243	17	architecture	architecture	NOUN
fumecheng-13166	243	18	of	of	ADP
fumecheng-13166	243	19	the	the	DET
fumecheng-13166	243	20	model	model	NOUN
fumecheng-13166	243	21	.	.	PUNCT
fumecheng-13166	244	1	therefore	therefore	ADV
fumecheng-13166	244	2	,	,	PUNCT
fumecheng-13166	244	3	we	we	PRON
fumecheng-13166	244	4	aimed	aim	VERB
fumecheng-13166	244	5	to	to	PART
fumecheng-13166	244	6	find	find	VERB
fumecheng-13166	244	7	an	an	DET
fumecheng-13166	244	8	optimum	optimum	ADJ
fumecheng-13166	244	9	svm	svm	ADJ
fumecheng-13166	244	10	model	model	NOUN
fumecheng-13166	244	11	for	for	ADP
fumecheng-13166	244	12	a	a	DET
fumecheng-13166	244	13	multi	multi	ADJ
fumecheng-13166	244	14	-	-	ADJ
fumecheng-13166	244	15	class	class	ADJ
fumecheng-13166	244	16	classification	classification	NOUN
fumecheng-13166	244	17	issue	issue	NOUN
fumecheng-13166	244	18	concerning	concern	VERB
fumecheng-13166	244	19	the	the	DET
fumecheng-13166	244	20	number	number	NOUN
fumecheng-13166	244	21	of	of	ADP
fumecheng-13166	244	22	cars	car	NOUN
fumecheng-13166	244	23	involved	involve	VERB
fumecheng-13166	244	24	in	in	ADP
fumecheng-13166	244	25	accidents	accident	NOUN
fumecheng-13166	244	26	by	by	ADP
fumecheng-13166	244	27	means	mean	NOUN
fumecheng-13166	244	28	of	of	ADP
fumecheng-13166	244	29	an	an	DET
fumecheng-13166	244	30	iterative	iterative	ADJ
fumecheng-13166	244	31	hyperparameter	hyperparameter	NOUN
fumecheng-13166	244	32	tuning	tuning	NOUN
fumecheng-13166	244	33	strategy	strategy	NOUN
fumecheng-13166	244	34	,	,	PUNCT
fumecheng-13166	244	35	often	often	ADV
fumecheng-13166	244	36	known	know	VERB
fumecheng-13166	244	37	as	as	ADP
fumecheng-13166	244	38	manual	manual	ADJ
fumecheng-13166	244	39	hyperparameter	hyperparameter	NOUN
fumecheng-13166	244	40	tuning	tuning	NOUN
fumecheng-13166	244	41	or	or	CCONJ
fumecheng-13166	244	42	a	a	DET
fumecheng-13166	244	43	guided	guide	VERB
fumecheng-13166	244	44	variation	variation	NOUN
fumecheng-13166	244	45	of	of	ADP
fumecheng-13166	244	46	grid	grid	NOUN
fumecheng-13166	244	47	search	search	NOUN
fumecheng-13166	244	48	[	[	X
fumecheng-13166	244	49	52	52	NUM
fumecheng-13166	244	50	]	]	PUNCT
fumecheng-13166	244	51	.	.	PUNCT
fumecheng-13166	245	1	in	in	ADP
fumecheng-13166	245	2	fact	fact	NOUN
fumecheng-13166	245	3	,	,	PUNCT
fumecheng-13166	245	4	specific	specific	ADJ
fumecheng-13166	245	5	relationships	relationship	NOUN
fumecheng-13166	245	6	for	for	ADP
fumecheng-13166	245	7	determining	determine	VERB
fumecheng-13166	245	8	control	control	NOUN
fumecheng-13166	245	9	parameters	parameter	NOUN
fumecheng-13166	245	10	do	do	AUX
fumecheng-13166	245	11	not	not	PART
fumecheng-13166	245	12	exist	exist	VERB
fumecheng-13166	245	13	or	or	CCONJ
fumecheng-13166	245	14	are	be	AUX
fumecheng-13166	245	15	limited	limit	VERB
fumecheng-13166	245	16	,	,	PUNCT
fumecheng-13166	245	17	hence	hence	ADV
fumecheng-13166	245	18	;	;	PUNCT
fumecheng-13166	245	19	we	we	PRON
fumecheng-13166	245	20	use	use	VERB
fumecheng-13166	245	21	the	the	DET
fumecheng-13166	245	22	try	try	NOUN
fumecheng-13166	245	23	and	and	CCONJ
fumecheng-13166	245	24	error	error	NOUN
fumecheng-13166	245	25	technique	technique	NOUN
fumecheng-13166	245	26	to	to	PART
fumecheng-13166	245	27	determine	determine	VERB
fumecheng-13166	245	28	them	they	PRON
fumecheng-13166	245	29	[	[	X
fumecheng-13166	245	30	53,54	53,54	NUM
fumecheng-13166	245	31	]	]	X
fumecheng-13166	245	32	.	.	PUNCT
fumecheng-13166	246	1	this	this	DET
fumecheng-13166	246	2	procedure	procedure	NOUN
fumecheng-13166	246	3	involved	involve	VERB
fumecheng-13166	246	4	systematic	systematic	ADJ
fumecheng-13166	246	5	adjustment	adjustment	NOUN
fumecheng-13166	246	6	of	of	ADP
fumecheng-13166	246	7	important	important	ADJ
fumecheng-13166	246	8	parameters	parameter	NOUN
fumecheng-13166	246	9	:	:	PUNCT
fumecheng-13166	246	10	the	the	DET
fumecheng-13166	246	11	kernel	kernel	PROPN
fumecheng-13166	246	12	function	function	PROPN
fumecheng-13166	246	13	,	,	PUNCT
fumecheng-13166	246	14	the	the	DET
fumecheng-13166	246	15	box	box	NOUN
fumecheng-13166	246	16	constraint	constraint	NOUN
fumecheng-13166	246	17	(	(	PUNCT
fumecheng-13166	246	18	c	c	NOUN
fumecheng-13166	246	19	)	)	PUNCT
fumecheng-13166	246	20	,	,	PUNCT
fumecheng-13166	246	21	and	and	CCONJ
fumecheng-13166	246	22	the	the	DET
fumecheng-13166	246	23	kernel	kernel	PROPN
fumecheng-13166	246	24	scale	scale	NOUN
fumecheng-13166	246	25	;	;	PUNCT
fumecheng-13166	246	26	i.e.	i.e.	X
fumecheng-13166	246	27	for	for	ADP
fumecheng-13166	246	28	the	the	DET
fumecheng-13166	246	29	rbf	rbf	PROPN
fumecheng-13166	246	30	kernel	kernel	PROPN
fumecheng-13166	246	31	.	.	PUNCT
fumecheng-13166	247	1	while	while	SCONJ
fumecheng-13166	247	2	conventional	conventional	ADJ
fumecheng-13166	247	3	grid	grid	NOUN
fumecheng-13166	247	4	search	search	NOUN
fumecheng-13166	247	5	investigates	investigate	VERB
fumecheng-13166	247	6	all	all	DET
fumecheng-13166	247	7	hyperparameter	hyperparameter	NOUN
fumecheng-13166	247	8	combinations	combination	NOUN
fumecheng-13166	247	9	within	within	ADP
fumecheng-13166	247	10	preset	preset	ADJ
fumecheng-13166	247	11	ranges	range	NOUN
fumecheng-13166	247	12	,	,	PUNCT
fumecheng-13166	247	13	our	our	PRON
fumecheng-13166	247	14	approach	approach	NOUN
fumecheng-13166	247	15	includes	include	VERB
fumecheng-13166	247	16	flexibility	flexibility	NOUN
fumecheng-13166	247	17	depending	depend	VERB
fumecheng-13166	247	18	on	on	ADP
fumecheng-13166	247	19	insights	insight	NOUN
fumecheng-13166	247	20	obtained	obtain	VERB
fumecheng-13166	247	21	from	from	ADP
fumecheng-13166	247	22	each	each	DET
fumecheng-13166	247	23	experimental	experimental	ADJ
fumecheng-13166	247	24	iteration	iteration	NOUN
fumecheng-13166	247	25	,	,	PUNCT
fumecheng-13166	247	26	therefore	therefore	ADV
fumecheng-13166	247	27	matching	match	VERB
fumecheng-13166	247	28	suggestions	suggestion	NOUN
fumecheng-13166	247	29	in	in	ADP
fumecheng-13166	247	30	the	the	DET
fumecheng-13166	247	31	literature	literature	NOUN
fumecheng-13166	247	32	for	for	ADP
fumecheng-13166	247	33	successful	successful	ADJ
fumecheng-13166	247	34	hyperparameter	hyperparameter	NOUN
fumecheng-13166	247	35	tuning	tune	VERB
fumecheng-13166	247	36	in	in	ADP
fumecheng-13166	247	37	svm	svm	ADJ
fumecheng-13166	247	38	models	model	NOUN
fumecheng-13166	247	39	[	[	X
fumecheng-13166	247	40	55	55	NUM
fumecheng-13166	247	41	]	]	PUNCT
fumecheng-13166	247	42	.	.	PUNCT
fumecheng-13166	248	1	model	model	NOUN
fumecheng-13166	248	2	effectiveness	effectiveness	NOUN
fumecheng-13166	248	3	was	be	AUX
fumecheng-13166	248	4	found	find	VERB
fumecheng-13166	248	5	by	by	ADP
fumecheng-13166	248	6	performance	performance	NOUN
fumecheng-13166	248	7	throughout	throughout	ADP
fumecheng-13166	248	8	training	training	NOUN
fumecheng-13166	248	9	,	,	PUNCT
fumecheng-13166	248	10	validation	validation	NOUN
fumecheng-13166	248	11	,	,	PUNCT
fumecheng-13166	248	12	and	and	CCONJ
fumecheng-13166	248	13	test	test	NOUN
fumecheng-13166	248	14	sets	set	NOUN
fumecheng-13166	248	15	.	.	PUNCT
fumecheng-13166	249	1	the	the	DET
fumecheng-13166	249	2	primary	primary	ADJ
fumecheng-13166	249	3	goal	goal	NOUN
fumecheng-13166	249	4	was	be	AUX
fumecheng-13166	249	5	to	to	PART
fumecheng-13166	249	6	optimize	optimize	VERB
fumecheng-13166	249	7	test	test	NOUN
fumecheng-13166	249	8	set	set	VERB
fumecheng-13166	249	9	accuracy	accuracy	NOUN
fumecheng-13166	249	10	by	by	ADP
fumecheng-13166	249	11	precisely	precisely	ADV
fumecheng-13166	249	12	matching	matching	NOUN
fumecheng-13166	249	13	model	model	NOUN
fumecheng-13166	249	14	complexity	complexity	NOUN
fumecheng-13166	249	15	with	with	ADP
fumecheng-13166	249	16	generalization	generalization	NOUN
fumecheng-13166	249	17	capacity	capacity	NOUN
fumecheng-13166	249	18	,	,	PUNCT
fumecheng-13166	249	19	hence	hence	ADV
fumecheng-13166	249	20	lowering	lower	VERB
fumecheng-13166	249	21	the	the	DET
fumecheng-13166	249	22	risk	risk	NOUN
fumecheng-13166	249	23	of	of	ADP
fumecheng-13166	249	24	overfitting	overfitte	VERB
fumecheng-13166	249	25	[	[	X
fumecheng-13166	249	26	56	56	NUM
fumecheng-13166	249	27	]	]	PUNCT
fumecheng-13166	249	28	.	.	PUNCT
fumecheng-13166	250	1	the	the	DET
fumecheng-13166	250	2	experimental	experimental	ADJ
fumecheng-13166	250	3	path	path	NOUN
fumecheng-13166	250	4	is	be	AUX
fumecheng-13166	250	5	summed	sum	VERB
fumecheng-13166	250	6	in	in	ADP
fumecheng-13166	250	7	table	table	NOUN
fumecheng-13166	250	8	2	2	NUM
fumecheng-13166	250	9	,	,	PUNCT
fumecheng-13166	250	10	which	which	PRON
fumecheng-13166	250	11	also	also	ADV
fumecheng-13166	250	12	offers	offer	VERB
fumecheng-13166	250	13	an	an	DET
fumecheng-13166	250	14	understanding	understanding	NOUN
fumecheng-13166	250	15	of	of	ADP
fumecheng-13166	250	16	the	the	DET
fumecheng-13166	250	17	justification	justification	NOUN
fumecheng-13166	250	18	for	for	ADP
fumecheng-13166	250	19	every	every	DET
fumecheng-13166	250	20	hyperparameter	hyperparameter	NOUN
fumecheng-13166	250	21	change	change	NOUN
fumecheng-13166	250	22	.	.	PUNCT
fumecheng-13166	251	1	enhancing	enhance	VERB
fumecheng-13166	251	2	support	support	NOUN
fumecheng-13166	251	3	vector	vector	NOUN
fumecheng-13166	251	4	machine	machine	NOUN
fumecheng-13166	251	5	performance	performance	NOUN
fumecheng-13166	251	6	in	in	ADP
fumecheng-13166	251	7	forecasting	forecast	VERB
fumecheng-13166	251	8	the	the	DET
fumecheng-13166	251	9	number	number	NOUN
fumecheng-13166	251	10	of	of	ADP
fumecheng-13166	251	11	vehicles	vehicle	NOUN
fumecheng-13166	251	12	…	…	PUNCT
fumecheng-13166	251	13	13	13	NUM
fumecheng-13166	251	14	table	table	NOUN
fumecheng-13166	251	15	2	2	NUM
fumecheng-13166	251	16	empirical	empirical	ADJ
fumecheng-13166	251	17	analysis	analysis	NOUN
fumecheng-13166	251	18	of	of	ADP
fumecheng-13166	251	19	svm	svm	ADJ
fumecheng-13166	251	20	hyperparameter	hyperparameter	NOUN
fumecheng-13166	251	21	tuning	tune	VERB
fumecheng-13166	251	22	no	no	PRON
fumecheng-13166	251	23	.	.	PUNCT
fumecheng-13166	251	24	kernel	kernel	PROPN
fumecheng-13166	251	25	function	function	PROPN
fumecheng-13166	251	26	box	box	PROPN
fumecheng-13166	251	27	constraint	constraint	PROPN
fumecheng-13166	251	28	(	(	PUNCT
fumecheng-13166	251	29	c	c	NOUN
fumecheng-13166	251	30	)	)	PUNCT
fumecheng-13166	251	31	kernel	kernel	NOUN
fumecheng-13166	251	32	scale	scale	NOUN
fumecheng-13166	251	33	(	(	PUNCT
fumecheng-13166	251	34	for	for	ADP
fumecheng-13166	251	35	rbf	rbf	PROPN
fumecheng-13166	251	36	)	)	PUNCT
fumecheng-13166	251	37	train	train	NOUN
fumecheng-13166	251	38	accuracy	accuracy	NOUN
fumecheng-13166	251	39	validati	validati	NOUN
fumecheng-13166	251	40	on	on	ADP
fumecheng-13166	251	41	accuracy	accuracy	NOUN
fumecheng-13166	251	42	test	test	NOUN
fumecheng-13166	251	43	accuracy	accuracy	NOUN
fumecheng-13166	251	44	notes	note	NOUN
fumecheng-13166	251	45	/	/	SYM
fumecheng-13166	251	46	observations	observation	NOUN
fumecheng-13166	251	47	1	1	NUM
fumecheng-13166	251	48	linear	linear	NOUN
fumecheng-13166	251	49	1	1	NUM
fumecheng-13166	251	50	(	(	PUNCT
fumecheng-13166	251	51	default	default	NOUN
fumecheng-13166	251	52	)	)	PUNCT
fumecheng-13166	251	53	85.73	85.73	NUM
fumecheng-13166	251	54	88.67	88.67	NUM
fumecheng-13166	251	55	80.00	80.00	NUM
fumecheng-13166	251	56	baseline	baseline	ADJ
fumecheng-13166	251	57	linear	linear	ADJ
fumecheng-13166	251	58	kernel	kernel	NOUN
fumecheng-13166	251	59	;	;	PUNCT
fumecheng-13166	251	60	satisfactory	satisfactory	ADJ
fumecheng-13166	251	61	but	but	CCONJ
fumecheng-13166	251	62	suboptimal	suboptimal	ADJ
fumecheng-13166	251	63	performance	performance	NOUN
fumecheng-13166	251	64	.	.	PUNCT
fumecheng-13166	252	1	2	2	NUM
fumecheng-13166	252	2	rbf	rbf	PROPN
fumecheng-13166	252	3	1	1	NUM
fumecheng-13166	252	4	(	(	PUNCT
fumecheng-13166	252	5	default	default	NOUN
fumecheng-13166	252	6	)	)	PUNCT
fumecheng-13166	252	7	auto	auto	NOUN
fumecheng-13166	252	8	89.20	89.20	NUM
fumecheng-13166	252	9	84.67	84.67	NUM
fumecheng-13166	252	10	86.00	86.00	NUM
fumecheng-13166	252	11	transition	transition	NOUN
fumecheng-13166	252	12	to	to	ADP
fumecheng-13166	252	13	rbf	rbf	PROPN
fumecheng-13166	252	14	kernel	kernel	PROPN
fumecheng-13166	252	15	;	;	PUNCT
fumecheng-13166	252	16	improved	improved	ADJ
fumecheng-13166	252	17	test	test	NOUN
fumecheng-13166	252	18	accuracy	accuracy	NOUN
fumecheng-13166	252	19	,	,	PUNCT
fumecheng-13166	252	20	yet	yet	CCONJ
fumecheng-13166	252	21	evidence	evidence	NOUN
fumecheng-13166	252	22	of	of	ADP
fumecheng-13166	252	23	mild	mild	ADJ
fumecheng-13166	252	24	overfitting	overfitting	NOUN
fumecheng-13166	252	25	(	(	PUNCT
fumecheng-13166	252	26	train	train	NOUN
fumecheng-13166	252	27	>	>	X
fumecheng-13166	252	28	validation	validation	NOUN
fumecheng-13166	252	29	)	)	PUNCT
fumecheng-13166	252	30	.	.	PUNCT
fumecheng-13166	253	1	3	3	NUM
fumecheng-13166	253	2	rbf	rbf	PROPN
fumecheng-13166	253	3	0.1	0.1	NUM
fumecheng-13166	253	4	auto	auto	NOUN
fumecheng-13166	253	5	84.13	84.13	NUM
fumecheng-13166	253	6	80.67	80.67	NUM
fumecheng-13166	253	7	82.00	82.00	NUM
fumecheng-13166	253	8	decreased	decrease	VERB
fumecheng-13166	253	9	c	c	NOUN
fumecheng-13166	253	10	to	to	PART
fumecheng-13166	253	11	reduce	reduce	VERB
fumecheng-13166	253	12	overfitting	overfitting	NOUN
fumecheng-13166	253	13	;	;	PUNCT
fumecheng-13166	253	14	successful	successful	ADJ
fumecheng-13166	253	15	in	in	ADP
fumecheng-13166	253	16	reducing	reduce	VERB
fumecheng-13166	253	17	overfitting	overfitting	NOUN
fumecheng-13166	253	18	but	but	CCONJ
fumecheng-13166	253	19	at	at	ADP
fumecheng-13166	253	20	the	the	DET
fumecheng-13166	253	21	cost	cost	NOUN
fumecheng-13166	253	22	of	of	ADP
fumecheng-13166	253	23	slightly	slightly	ADV
fumecheng-13166	253	24	diminished	diminished	ADJ
fumecheng-13166	253	25	test	test	NOUN
fumecheng-13166	253	26	accuracy	accuracy	NOUN
fumecheng-13166	253	27	.	.	PUNCT
fumecheng-13166	254	1	4	4	NUM
fumecheng-13166	254	2	rbf	rbf	PROPN
fumecheng-13166	254	3	10	10	NUM
fumecheng-13166	254	4	auto	auto	NOUN
fumecheng-13166	254	5	91.07	91.07	NUM
fumecheng-13166	254	6	79.33	79.33	NUM
fumecheng-13166	254	7	88.00	88.00	NUM
fumecheng-13166	254	8	increased	increase	VERB
fumecheng-13166	254	9	c	c	NOUN
fumecheng-13166	254	10	;	;	PUNCT
fumecheng-13166	254	11	substantial	substantial	ADJ
fumecheng-13166	254	12	test	test	NOUN
fumecheng-13166	254	13	accuracy	accuracy	NOUN
fumecheng-13166	254	14	improvement	improvement	NOUN
fumecheng-13166	254	15	,	,	PUNCT
fumecheng-13166	254	16	but	but	CCONJ
fumecheng-13166	254	17	overfitting	overfitting	NOUN
fumecheng-13166	254	18	exacerbated	exacerbate	VERB
fumecheng-13166	254	19	.	.	PUNCT
fumecheng-13166	255	1	5	5	NUM
fumecheng-13166	255	2	rbf	rbf	PROPN
fumecheng-13166	255	3	10	10	NUM
fumecheng-13166	255	4	0.1	0.1	NUM
fumecheng-13166	255	5	92.13	92.13	NUM
fumecheng-13166	255	6	74.00	74.00	NUM
fumecheng-13166	255	7	72.00	72.00	NUM
fumecheng-13166	255	8	decreased	decrease	VERB
fumecheng-13166	255	9	kernelscale	kernelscale	NOUN
fumecheng-13166	255	10	;	;	PUNCT
fumecheng-13166	255	11	induced	induce	VERB
fumecheng-13166	255	12	severe	severe	ADJ
fumecheng-13166	255	13	overfitting	overfitting	NOUN
fumecheng-13166	255	14	(	(	PUNCT
fumecheng-13166	255	15	high	high	ADJ
fumecheng-13166	255	16	train	train	NOUN
fumecheng-13166	255	17	,	,	PUNCT
fumecheng-13166	255	18	low	low	ADJ
fumecheng-13166	255	19	validation	validation	NOUN
fumecheng-13166	255	20	/	/	SYM
fumecheng-13166	255	21	test	test	NOUN
fumecheng-13166	255	22	)	)	PUNCT
fumecheng-13166	255	23	.	.	PUNCT
fumecheng-13166	256	1	6	6	NUM
fumecheng-13166	256	2	rbf	rbf	PROPN
fumecheng-13166	256	3	10	10	NUM
fumecheng-13166	256	4	10	10	NUM
fumecheng-13166	256	5	86.00	86.00	NUM
fumecheng-13166	256	6	87.33	87.33	NUM
fumecheng-13166	256	7	84.00	84.00	NUM
fumecheng-13166	256	8	increased	increase	VERB
fumecheng-13166	256	9	kernelscale	kernelscale	NOUN
fumecheng-13166	256	10	;	;	PUNCT
fumecheng-13166	256	11	successful	successful	ADJ
fumecheng-13166	256	12	overfitting	overfitte	VERB
fumecheng-13166	256	13	mitigation	mitigation	NOUN
fumecheng-13166	256	14	,	,	PUNCT
fumecheng-13166	256	15	yet	yet	CCONJ
fumecheng-13166	256	16	a	a	DET
fumecheng-13166	256	17	minor	minor	ADJ
fumecheng-13166	256	18	decline	decline	NOUN
fumecheng-13166	256	19	in	in	ADP
fumecheng-13166	256	20	test	test	NOUN
fumecheng-13166	256	21	accuracy	accuracy	NOUN
fumecheng-13166	256	22	.	.	PUNCT
fumecheng-13166	257	1	7	7	NUM
fumecheng-13166	257	2	rbf	rbf	PROPN
fumecheng-13166	257	3	5	5	NUM
fumecheng-13166	257	4	10	10	NUM
fumecheng-13166	257	5	85.47	85.47	NUM
fumecheng-13166	257	6	80.67	80.67	NUM
fumecheng-13166	257	7	84.00	84.00	NUM
fumecheng-13166	257	8	further	further	ADJ
fumecheng-13166	257	9	c	c	NOUN
fumecheng-13166	257	10	reduction	reduction	NOUN
fumecheng-13166	257	11	;	;	PUNCT
fumecheng-13166	257	12	overfitting	overfitte	VERB
fumecheng-13166	257	13	further	far	ADV
fumecheng-13166	257	14	curtailed	curtail	VERB
fumecheng-13166	257	15	,	,	PUNCT
fumecheng-13166	257	16	but	but	CCONJ
fumecheng-13166	257	17	no	no	DET
fumecheng-13166	257	18	test	test	NOUN
fumecheng-13166	257	19	accuracy	accuracy	NOUN
fumecheng-13166	257	20	gain	gain	NOUN
fumecheng-13166	257	21	.	.	PUNCT
fumecheng-13166	258	1	8	8	NUM
fumecheng-13166	258	2	polynomial	polynomial	ADJ
fumecheng-13166	258	3	1	1	NUM
fumecheng-13166	258	4	n	n	CCONJ
fumecheng-13166	258	5	/	/	SYM
fumecheng-13166	258	6	a	a	DET
fumecheng-13166	258	7	85.47	85.47	NUM
fumecheng-13166	258	8	80.67	80.67	NUM
fumecheng-13166	258	9	76.00	76.00	NUM
fumecheng-13166	258	10	explored	explore	VERB
fumecheng-13166	258	11	polynomial	polynomial	ADJ
fumecheng-13166	258	12	kernel	kernel	NOUN
fumecheng-13166	258	13	;	;	PUNCT
fumecheng-13166	258	14	inferior	inferior	ADJ
fumecheng-13166	258	15	test	test	NOUN
fumecheng-13166	258	16	accuracy	accuracy	NOUN
fumecheng-13166	258	17	compared	compare	VERB
fumecheng-13166	258	18	to	to	ADP
fumecheng-13166	258	19	rbf	rbf	PROPN
fumecheng-13166	258	20	.	.	PROPN
fumecheng-13166	258	21	9	9	NUM
fumecheng-13166	258	22	polynomial	polynomial	NOUN
fumecheng-13166	258	23	0.1	0.1	NUM
fumecheng-13166	258	24	n	n	CCONJ
fumecheng-13166	258	25	/	/	SYM
fumecheng-13166	258	26	a	a	PRON
fumecheng-13166	258	27	90.53	90.53	NUM
fumecheng-13166	258	28	80.67	80.67	NUM
fumecheng-13166	258	29	82.00	82.00	NUM
fumecheng-13166	258	30	decreased	decrease	VERB
fumecheng-13166	258	31	c	c	NOUN
fumecheng-13166	258	32	for	for	ADP
fumecheng-13166	258	33	polynomial	polynomial	ADJ
fumecheng-13166	258	34	kernel	kernel	NOUN
fumecheng-13166	258	35	;	;	PUNCT
fumecheng-13166	258	36	marginal	marginal	ADJ
fumecheng-13166	258	37	improvement	improvement	NOUN
fumecheng-13166	258	38	but	but	CCONJ
fumecheng-13166	258	39	still	still	ADV
fumecheng-13166	258	40	lags	lag	VERB
fumecheng-13166	258	41	behind	behind	ADP
fumecheng-13166	258	42	rbf	rbf	PROPN
fumecheng-13166	258	43	.	.	PROPN
fumecheng-13166	259	1	10	10	NUM
fumecheng-13166	259	2	polynomial	polynomial	ADJ
fumecheng-13166	259	3	10	10	NUM
fumecheng-13166	259	4	n	n	CCONJ
fumecheng-13166	259	5	/	/	SYM
fumecheng-13166	259	6	a	a	DET
fumecheng-13166	259	7	91.60	91.60	NUM
fumecheng-13166	259	8	83.33	83.33	NUM
fumecheng-13166	259	9	78.00	78.00	NUM
fumecheng-13166	259	10	increased	increase	VERB
fumecheng-13166	259	11	c	c	NOUN
fumecheng-13166	259	12	for	for	ADP
fumecheng-13166	259	13	polynomial	polynomial	ADJ
fumecheng-13166	259	14	kernel	kernel	NOUN
fumecheng-13166	259	15	;	;	PUNCT
fumecheng-13166	259	16	led	lead	VERB
fumecheng-13166	259	17	to	to	ADP
fumecheng-13166	259	18	overfitting	overfitte	VERB
fumecheng-13166	259	19	and	and	CCONJ
fumecheng-13166	259	20	decreased	decrease	VERB
fumecheng-13166	259	21	test	test	NOUN
fumecheng-13166	259	22	accuracy	accuracy	NOUN
fumecheng-13166	259	23	.	.	PUNCT
fumecheng-13166	260	1	11	11	NUM
fumecheng-13166	260	2	rbf	rbf	PROPN
fumecheng-13166	260	3	7.5	7.5	NUM
fumecheng-13166	260	4	10	10	NUM
fumecheng-13166	260	5	84.93	84.93	NUM
fumecheng-13166	260	6	83.33	83.33	NUM
fumecheng-13166	260	7	80.00	80.00	NUM
fumecheng-13166	260	8	further	far	ADV
fumecheng-13166	260	9	c	c	X
fumecheng-13166	260	10	fine	fine	ADV
fumecheng-13166	260	11	-	-	PUNCT
fumecheng-13166	260	12	tuning	tuning	NOUN
fumecheng-13166	260	13	for	for	ADP
fumecheng-13166	260	14	rbf	rbf	PROPN
fumecheng-13166	260	15	;	;	PUNCT
fumecheng-13166	260	16	overfitting	overfitte	VERB
fumecheng-13166	260	17	reduction	reduction	NOUN
fumecheng-13166	260	18	,	,	PUNCT
fumecheng-13166	260	19	but	but	CCONJ
fumecheng-13166	260	20	test	test	NOUN
fumecheng-13166	260	21	accuracy	accuracy	NOUN
fumecheng-13166	260	22	slightly	slightly	ADV
fumecheng-13166	260	23	lower	low	ADJ
fumecheng-13166	260	24	.	.	PUNCT
fumecheng-13166	261	1	12	12	NUM
fumecheng-13166	261	2	rbf	rbf	PROPN
fumecheng-13166	261	3	8.75	8.75	NUM
fumecheng-13166	261	4	10	10	NUM
fumecheng-13166	261	5	85.47	85.47	NUM
fumecheng-13166	261	6	83.33	83.33	NUM
fumecheng-13166	261	7	74.00	74.00	NUM
fumecheng-13166	261	8	additional	additional	ADJ
fumecheng-13166	261	9	c	c	NOUN
fumecheng-13166	261	10	fine	fine	ADV
fumecheng-13166	261	11	-	-	PUNCT
fumecheng-13166	261	12	tuning	tuning	NOUN
fumecheng-13166	261	13	;	;	PUNCT
fumecheng-13166	261	14	test	test	NOUN
fumecheng-13166	261	15	accuracy	accuracy	NOUN
fumecheng-13166	261	16	dropped	drop	VERB
fumecheng-13166	261	17	.	.	PUNCT
fumecheng-13166	262	1	13	13	NUM
fumecheng-13166	262	2	rbf	rbf	PROPN
fumecheng-13166	262	3	10	10	NUM
fumecheng-13166	262	4	5	5	NUM
fumecheng-13166	262	5	87.60	87.60	NUM
fumecheng-13166	262	6	84.67	84.67	NUM
fumecheng-13166	262	7	84.00	84.00	NUM
fumecheng-13166	262	8	adjusted	adjust	VERB
fumecheng-13166	262	9	kernelscale	kernelscale	NOUN
fumecheng-13166	262	10	;	;	PUNCT
fumecheng-13166	262	11	notable	notable	ADJ
fumecheng-13166	262	12	validation	validation	NOUN
fumecheng-13166	262	13	accuracy	accuracy	NOUN
fumecheng-13166	262	14	improvement	improvement	NOUN
fumecheng-13166	262	15	,	,	PUNCT
fumecheng-13166	262	16	test	test	NOUN
fumecheng-13166	262	17	accuracy	accuracy	NOUN
fumecheng-13166	262	18	maintained	maintain	VERB
fumecheng-13166	262	19	.	.	PUNCT
fumecheng-13166	263	1	14	14	NUM
fumecheng-13166	263	2	s.	s.	PROPN
fumecheng-13166	263	3	s.	s.	PROPN
fumecheng-13166	263	4	haghshenas	haghshenas	PROPN
fumecheng-13166	263	5	,	,	PUNCT
fumecheng-13166	263	6	m.	m.	NOUN
fumecheng-13166	263	7	h.	h.	PROPN
fumecheng-13166	263	8	m.	m.	PROPN
fumecheng-13166	263	9	seraji	seraji	PROPN
fumecheng-13166	263	10	,	,	PUNCT
fumecheng-13166	263	11	s.	s.	PROPN
fumecheng-13166	263	12	s.	s.	PROPN
fumecheng-13166	263	13	haghshenas	haghshenas	PROPN
fumecheng-13166	263	14	,	,	PUNCT
fumecheng-13166	263	15	et	et	PROPN
fumecheng-13166	263	16	al	al	PROPN
fumecheng-13166	263	17	.	.	PROPN
fumecheng-13166	263	18	14	14	NUM
fumecheng-13166	264	1	rbf	rbf	PROPN
fumecheng-13166	264	2	12	12	NUM
fumecheng-13166	264	3	5	5	NUM
fumecheng-13166	264	4	86.80	86.80	NUM
fumecheng-13166	264	5	86.00	86.00	NUM
fumecheng-13166	264	6	84.00	84.00	NUM
fumecheng-13166	264	7	slight	slight	ADJ
fumecheng-13166	264	8	c	c	NOUN
fumecheng-13166	264	9	increase	increase	NOUN
fumecheng-13166	264	10	;	;	PUNCT
fumecheng-13166	264	11	minor	minor	ADJ
fumecheng-13166	264	12	train	train	NOUN
fumecheng-13166	264	13	/	/	SYM
fumecheng-13166	264	14	validation	validation	NOUN
fumecheng-13166	264	15	improvement	improvement	NOUN
fumecheng-13166	264	16	,	,	PUNCT
fumecheng-13166	264	17	and	and	CCONJ
fumecheng-13166	264	18	no	no	DET
fumecheng-13166	264	19	change	change	NOUN
fumecheng-13166	264	20	in	in	ADP
fumecheng-13166	264	21	test	test	NOUN
fumecheng-13166	264	22	.	.	PUNCT
fumecheng-13166	265	1	15	15	NUM
fumecheng-13166	265	2	rbf	rbf	PROPN
fumecheng-13166	265	3	15	15	NUM
fumecheng-13166	265	4	5	5	NUM
fumecheng-13166	265	5	87.60	87.60	NUM
fumecheng-13166	265	6	82.00	82.00	NUM
fumecheng-13166	265	7	90.00	90.00	NUM
fumecheng-13166	265	8	further	far	ADV
fumecheng-13166	265	9	increased	increase	VERB
fumecheng-13166	265	10	c	c	NOUN
fumecheng-13166	265	11	;	;	PUNCT
fumecheng-13166	265	12	significant	significant	ADJ
fumecheng-13166	265	13	improvement	improvement	NOUN
fumecheng-13166	265	14	in	in	ADP
fumecheng-13166	265	15	test	test	NOUN
fumecheng-13166	265	16	accuracy	accuracy	NOUN
fumecheng-13166	265	17	,	,	PUNCT
fumecheng-13166	265	18	but	but	CCONJ
fumecheng-13166	265	19	a	a	DET
fumecheng-13166	265	20	slight	slight	ADJ
fumecheng-13166	265	21	decrease	decrease	NOUN
fumecheng-13166	265	22	in	in	ADP
fumecheng-13166	265	23	validation	validation	NOUN
fumecheng-13166	265	24	.	.	PUNCT
fumecheng-13166	266	1	16	16	NUM
fumecheng-13166	266	2	rbf	rbf	PROPN
fumecheng-13166	266	3	12	12	NUM
fumecheng-13166	266	4	5	5	NUM
fumecheng-13166	266	5	86.53	86.53	NUM
fumecheng-13166	266	6	82.00	82.00	NUM
fumecheng-13166	266	7	88.00	88.00	NUM
fumecheng-13166	266	8	decreased	decrease	VERB
fumecheng-13166	266	9	c	c	NOUN
fumecheng-13166	266	10	slightly	slightly	ADV
fumecheng-13166	266	11	;	;	PUNCT
fumecheng-13166	266	12	reduced	reduced	ADJ
fumecheng-13166	266	13	overfitting	overfitting	NOUN
fumecheng-13166	266	14	,	,	PUNCT
fumecheng-13166	266	15	maintained	maintain	VERB
fumecheng-13166	266	16	high	high	ADJ
fumecheng-13166	266	17	test	test	NOUN
fumecheng-13166	266	18	accuracy	accuracy	NOUN
fumecheng-13166	266	19	.	.	PUNCT
fumecheng-13166	267	1	17	17	NUM
fumecheng-13166	267	2	rbf	rbf	PROPN
fumecheng-13166	267	3	13.5	13.5	NUM
fumecheng-13166	267	4	5	5	NUM
fumecheng-13166	267	5	86.46	86.46	NUM
fumecheng-13166	267	6	87.33	87.33	NUM
fumecheng-13166	267	7	86.20	86.20	NUM
fumecheng-13166	267	8	further	far	ADV
fumecheng-13166	267	9	c	c	X
fumecheng-13166	267	10	fine	fine	ADV
fumecheng-13166	267	11	-	-	PUNCT
fumecheng-13166	267	12	tuning	tuning	NOUN
fumecheng-13166	267	13	;	;	PUNCT
fumecheng-13166	267	14	improved	improve	VERB
fumecheng-13166	267	15	validation	validation	NOUN
fumecheng-13166	267	16	,	,	PUNCT
fumecheng-13166	267	17	slight	slight	ADJ
fumecheng-13166	267	18	test	test	NOUN
fumecheng-13166	267	19	accuracy	accuracy	NOUN
fumecheng-13166	267	20	decrease	decrease	NOUN
fumecheng-13166	267	21	.	.	PUNCT
fumecheng-13166	268	1	with	with	ADP
fumecheng-13166	268	2	test	test	NOUN
fumecheng-13166	268	3	accuracy	accuracy	NOUN
fumecheng-13166	268	4	of	of	ADP
fumecheng-13166	268	5	86.2	86.2	NUM
fumecheng-13166	268	6	%	%	NOUN
fumecheng-13166	268	7	and	and	CCONJ
fumecheng-13166	268	8	a	a	DET
fumecheng-13166	268	9	solid	solid	ADJ
fumecheng-13166	268	10	balance	balance	NOUN
fumecheng-13166	268	11	between	between	ADP
fumecheng-13166	268	12	training	training	NOUN
fumecheng-13166	268	13	and	and	CCONJ
fumecheng-13166	268	14	validation	validation	NOUN
fumecheng-13166	268	15	accuracy	accuracy	NOUN
fumecheng-13166	268	16	,	,	PUNCT
fumecheng-13166	268	17	experiment	experiment	NOUN
fumecheng-13166	268	18	17	17	NUM
fumecheng-13166	268	19	turned	turn	VERB
fumecheng-13166	268	20	out	out	ADP
fumecheng-13166	268	21	to	to	PART
fumecheng-13166	268	22	be	be	AUX
fumecheng-13166	268	23	the	the	DET
fumecheng-13166	268	24	most	most	ADV
fumecheng-13166	268	25	fascinating	fascinating	ADJ
fumecheng-13166	268	26	configuration	configuration	NOUN
fumecheng-13166	268	27	based	base	VERB
fumecheng-13166	268	28	on	on	ADP
fumecheng-13166	268	29	the	the	DET
fumecheng-13166	268	30	series	series	NOUN
fumecheng-13166	268	31	of	of	ADP
fumecheng-13166	268	32	tests	test	NOUN
fumecheng-13166	268	33	.	.	PUNCT
fumecheng-13166	269	1	this	this	PRON
fumecheng-13166	269	2	underscores	underscore	VERB
fumecheng-13166	269	3	a	a	DET
fumecheng-13166	269	4	key	key	ADJ
fumecheng-13166	269	5	characteristic	characteristic	NOUN
fumecheng-13166	269	6	of	of	ADP
fumecheng-13166	269	7	predictive	predictive	ADJ
fumecheng-13166	269	8	models	model	NOUN
fumecheng-13166	269	9	:	:	PUNCT
fumecheng-13166	269	10	their	their	PRON
fumecheng-13166	269	11	capacity	capacity	NOUN
fumecheng-13166	269	12	to	to	PART
fumecheng-13166	269	13	generalize	generalize	VERB
fumecheng-13166	269	14	appropriately	appropriately	ADV
fumecheng-13166	269	15	to	to	ADP
fumecheng-13166	269	16	the	the	DET
fumecheng-13166	269	17	test	test	NOUN
fumecheng-13166	269	18	set	set	NOUN
fumecheng-13166	269	19	[	[	X
fumecheng-13166	269	20	57	57	NUM
fumecheng-13166	269	21	]	]	PUNCT
fumecheng-13166	269	22	.	.	PUNCT
fumecheng-13166	270	1	furthermore	furthermore	ADV
fumecheng-13166	270	2	,	,	PUNCT
fumecheng-13166	270	3	showing	show	VERB
fumecheng-13166	270	4	less	less	ADJ
fumecheng-13166	270	5	overfitting	overfitting	NOUN
fumecheng-13166	270	6	than	than	ADP
fumecheng-13166	270	7	other	other	ADJ
fumecheng-13166	270	8	configurations	configuration	NOUN
fumecheng-13166	270	9	with	with	ADP
fumecheng-13166	270	10	the	the	DET
fumecheng-13166	270	11	same	same	ADJ
fumecheng-13166	270	12	test	test	NOUN
fumecheng-13166	270	13	accuracy	accuracy	NOUN
fumecheng-13166	270	14	,	,	PUNCT
fumecheng-13166	270	15	it	it	PRON
fumecheng-13166	270	16	suggested	suggest	VERB
fumecheng-13166	270	17	a	a	DET
fumecheng-13166	270	18	more	more	ADV
fumecheng-13166	270	19	stable	stable	ADJ
fumecheng-13166	270	20	model	model	NOUN
fumecheng-13166	270	21	.	.	PUNCT
fumecheng-13166	271	1	analyzing	analyze	VERB
fumecheng-13166	271	2	the	the	DET
fumecheng-13166	271	3	final	final	ADJ
fumecheng-13166	271	4	model	model	NOUN
fumecheng-13166	271	5	's	's	PART
fumecheng-13166	271	6	confusion	confusion	NOUN
fumecheng-13166	271	7	matrix	matrix	NOUN
fumecheng-13166	271	8	and	and	CCONJ
fumecheng-13166	271	9	receiver	receiver	NOUN
fumecheng-13166	271	10	operating	operate	VERB
fumecheng-13166	271	11	characteristic	characteristic	NOUN
fumecheng-13166	271	12	(	(	PUNCT
fumecheng-13166	271	13	roc	roc	PROPN
fumecheng-13166	271	14	)	)	PUNCT
fumecheng-13166	271	15	curve	curve	NOUN
fumecheng-13166	271	16	would	would	AUX
fumecheng-13166	271	17	assist	assist	VERB
fumecheng-13166	271	18	us	we	PRON
fumecheng-13166	271	19	to	to	PART
fumecheng-13166	271	20	understand	understand	VERB
fumecheng-13166	271	21	its	its	PRON
fumecheng-13166	271	22	performance	performance	NOUN
fumecheng-13166	271	23	even	even	ADV
fumecheng-13166	271	24	further	far	ADV
fumecheng-13166	271	25	as	as	SCONJ
fumecheng-13166	271	26	seen	see	VERB
fumecheng-13166	271	27	in	in	ADP
fumecheng-13166	271	28	figs	fig	NOUN
fumecheng-13166	271	29	.	.	PUNCT
fumecheng-13166	272	1	3	3	NUM
fumecheng-13166	272	2	and	and	CCONJ
fumecheng-13166	272	3	4	4	NUM
fumecheng-13166	272	4	.	.	X
fumecheng-13166	272	5	fig	fig	NOUN
fumecheng-13166	272	6	.	.	PUNCT
fumecheng-13166	273	1	3	3	NUM
fumecheng-13166	273	2	confusion	confusion	NOUN
fumecheng-13166	273	3	matrices	matrix	NOUN
fumecheng-13166	273	4	for	for	ADP
fumecheng-13166	273	5	the	the	DET
fumecheng-13166	273	6	training	training	NOUN
fumecheng-13166	273	7	data	datum	NOUN
fumecheng-13166	273	8	(	(	PUNCT
fumecheng-13166	273	9	a	a	NOUN
fumecheng-13166	273	10	)	)	PUNCT
fumecheng-13166	273	11	and	and	CCONJ
fumecheng-13166	273	12	testing	testing	NOUN
fumecheng-13166	273	13	data	datum	NOUN
fumecheng-13166	273	14	(	(	PUNCT
fumecheng-13166	273	15	b	b	NOUN
fumecheng-13166	273	16	)	)	PUNCT
fumecheng-13166	273	17	according	accord	VERB
fumecheng-13166	273	18	to	to	ADP
fumecheng-13166	273	19	fig	fig	NOUN
fumecheng-13166	273	20	.	.	PUNCT
fumecheng-13166	274	1	3a	3a	NUM
fumecheng-13166	274	2	,	,	PUNCT
fumecheng-13166	274	3	the	the	DET
fumecheng-13166	274	4	17th	17th	ADJ
fumecheng-13166	274	5	binary	binary	ADJ
fumecheng-13166	274	6	classification	classification	NOUN
fumecheng-13166	274	7	model	model	NOUN
fumecheng-13166	274	8	for	for	ADP
fumecheng-13166	274	9	the	the	DET
fumecheng-13166	274	10	train	train	NOUN
fumecheng-13166	274	11	properly	properly	ADV
fumecheng-13166	274	12	identified	identify	VERB
fumecheng-13166	274	13	165	165	NUM
fumecheng-13166	274	14	occurrences	occurrence	NOUN
fumecheng-13166	274	15	of	of	ADP
fumecheng-13166	274	16	the	the	DET
fumecheng-13166	274	17	first	first	ADJ
fumecheng-13166	274	18	class	class	NOUN
fumecheng-13166	274	19	labeled	label	VERB
fumecheng-13166	274	20	"	"	PUNCT
fumecheng-13166	274	21	1	1	NUM
fumecheng-13166	274	22	,	,	PUNCT
fumecheng-13166	274	23	"	"	PUNCT
fumecheng-13166	274	24	hence	hence	ADV
fumecheng-13166	274	25	implying	imply	VERB
fumecheng-13166	274	26	the	the	DET
fumecheng-13166	274	27	participation	participation	NOUN
fumecheng-13166	274	28	of	of	ADP
fumecheng-13166	274	29	only	only	ADV
fumecheng-13166	274	30	one	one	NUM
fumecheng-13166	274	31	vehicle	vehicle	NOUN
fumecheng-13166	274	32	in	in	ADP
fumecheng-13166	274	33	the	the	DET
fumecheng-13166	274	34	accident	accident	NOUN
fumecheng-13166	274	35	.	.	PUNCT
fumecheng-13166	275	1	but	but	CCONJ
fumecheng-13166	275	2	it	it	PRON
fumecheng-13166	275	3	wrongly	wrongly	ADV
fumecheng-13166	275	4	classified	classify	VERB
fumecheng-13166	275	5	eighteen	eighteen	NUM
fumecheng-13166	275	6	second	second	ADJ
fumecheng-13166	275	7	-	-	PUNCT
fumecheng-13166	275	8	class	class	NOUN
fumecheng-13166	275	9	cases	case	NOUN
fumecheng-13166	275	10	(	(	PUNCT
fumecheng-13166	275	11	that	that	PRON
fumecheng-13166	275	12	is	is	ADV
fumecheng-13166	275	13	,	,	PUNCT
fumecheng-13166	275	14	involving	involve	VERB
fumecheng-13166	275	15	two	two	NUM
fumecheng-13166	275	16	or	or	CCONJ
fumecheng-13166	275	17	more	more	ADJ
fumecheng-13166	275	18	vehicles	vehicle	NOUN
fumecheng-13166	275	19	)	)	PUNCT
fumecheng-13166	275	20	as	as	ADP
fumecheng-13166	275	21	belonging	belong	VERB
fumecheng-13166	275	22	to	to	ADP
fumecheng-13166	275	23	the	the	DET
fumecheng-13166	275	24	first	first	ADJ
fumecheng-13166	275	25	class	class	NOUN
fumecheng-13166	275	26	designated	designate	VERB
fumecheng-13166	275	27	"	"	PUNCT
fumecheng-13166	275	28	1	1	NUM
fumecheng-13166	275	29	"	"	PUNCT
fumecheng-13166	275	30	.	.	PUNCT
fumecheng-13166	276	1	enhancing	enhance	VERB
fumecheng-13166	276	2	support	support	NOUN
fumecheng-13166	276	3	vector	vector	NOUN
fumecheng-13166	276	4	machine	machine	NOUN
fumecheng-13166	276	5	performance	performance	NOUN
fumecheng-13166	276	6	in	in	ADP
fumecheng-13166	276	7	forecasting	forecast	VERB
fumecheng-13166	276	8	the	the	DET
fumecheng-13166	276	9	number	number	NOUN
fumecheng-13166	276	10	of	of	ADP
fumecheng-13166	276	11	vehicles	vehicle	NOUN
fumecheng-13166	276	12	…	…	PUNCT
fumecheng-13166	276	13	15	15	NUM
fumecheng-13166	276	14	notably	notably	ADV
fumecheng-13166	276	15	,	,	PUNCT
fumecheng-13166	276	16	the	the	DET
fumecheng-13166	276	17	model	model	NOUN
fumecheng-13166	276	18	was	be	AUX
fumecheng-13166	276	19	able	able	ADJ
fumecheng-13166	276	20	to	to	PART
fumecheng-13166	276	21	classify	classify	VERB
fumecheng-13166	276	22	the	the	DET
fumecheng-13166	276	23	train	train	NOUN
fumecheng-13166	276	24	set	set	VERB
fumecheng-13166	276	25	with	with	ADP
fumecheng-13166	276	26	a	a	DET
fumecheng-13166	276	27	great	great	ADJ
fumecheng-13166	276	28	degree	degree	NOUN
fumecheng-13166	276	29	of	of	ADP
fumecheng-13166	276	30	accuracy	accuracy	NOUN
fumecheng-13166	276	31	,	,	PUNCT
fumecheng-13166	276	32	more	more	ADV
fumecheng-13166	276	33	especially	especially	ADV
fumecheng-13166	276	34	86	86	NUM
fumecheng-13166	276	35	%	%	NOUN
fumecheng-13166	276	36	.	.	PUNCT
fumecheng-13166	277	1	the	the	DET
fumecheng-13166	277	2	binary	binary	PROPN
fumecheng-13166	277	3	classification	classification	NOUN
fumecheng-13166	277	4	findings	finding	NOUN
fumecheng-13166	277	5	for	for	ADP
fumecheng-13166	277	6	the	the	DET
fumecheng-13166	277	7	test	test	NOUN
fumecheng-13166	277	8	data	datum	NOUN
fumecheng-13166	277	9	point	point	NOUN
fumecheng-13166	277	10	to	to	ADP
fumecheng-13166	277	11	21	21	NUM
fumecheng-13166	277	12	instances	instance	NOUN
fumecheng-13166	277	13	belonging	belong	VERB
fumecheng-13166	277	14	to	to	ADP
fumecheng-13166	277	15	the	the	DET
fumecheng-13166	277	16	second	second	ADJ
fumecheng-13166	277	17	class	class	NOUN
fumecheng-13166	277	18	with	with	ADP
fumecheng-13166	277	19	the	the	DET
fumecheng-13166	277	20	label	label	NOUN
fumecheng-13166	277	21	"	"	PUNCT
fumecheng-13166	277	22	2	2	NUM
fumecheng-13166	277	23	"	"	PUNCT
fumecheng-13166	277	24	and	and	CCONJ
fumecheng-13166	277	25	22	22	NUM
fumecheng-13166	277	26	cases	case	NOUN
fumecheng-13166	277	27	as	as	ADV
fumecheng-13166	277	28	properly	properly	ADV
fumecheng-13166	277	29	classified	classify	VERB
fumecheng-13166	277	30	as	as	ADP
fumecheng-13166	277	31	belonging	belong	VERB
fumecheng-13166	277	32	to	to	ADP
fumecheng-13166	277	33	the	the	DET
fumecheng-13166	277	34	first	first	ADJ
fumecheng-13166	277	35	class	class	NOUN
fumecheng-13166	277	36	with	with	ADP
fumecheng-13166	277	37	the	the	DET
fumecheng-13166	277	38	label	label	NOUN
fumecheng-13166	277	39	"	"	PUNCT
fumecheng-13166	277	40	1	1	NUM
fumecheng-13166	277	41	"	"	PUNCT
fumecheng-13166	277	42	(	(	PUNCT
fumecheng-13166	277	43	fig	fig	NOUN
fumecheng-13166	277	44	.	.	PUNCT
fumecheng-13166	277	45	3b	3b	NUM
fumecheng-13166	277	46	)	)	PUNCT
fumecheng-13166	277	47	.	.	PUNCT
fumecheng-13166	278	1	under	under	ADP
fumecheng-13166	278	2	labels	label	NOUN
fumecheng-13166	278	3	"	"	PUNCT
fumecheng-13166	278	4	1	1	NUM
fumecheng-13166	278	5	"	"	PUNCT
fumecheng-13166	278	6	and	and	CCONJ
fumecheng-13166	278	7	"	"	PUNCT
fumecheng-13166	278	8	2	2	NUM
fumecheng-13166	278	9	,	,	PUNCT
fumecheng-13166	278	10	"	"	PUNCT
fumecheng-13166	278	11	the	the	DET
fumecheng-13166	278	12	17th	17th	ADJ
fumecheng-13166	278	13	model	model	NOUN
fumecheng-13166	278	14	,	,	PUNCT
fumecheng-13166	278	15	however	however	ADV
fumecheng-13166	278	16	,	,	PUNCT
fumecheng-13166	278	17	incorrectly	incorrectly	ADV
fumecheng-13166	278	18	projected	project	VERB
fumecheng-13166	278	19	6	6	NUM
fumecheng-13166	278	20	instances	instance	NOUN
fumecheng-13166	278	21	from	from	ADP
fumecheng-13166	278	22	the	the	DET
fumecheng-13166	278	23	second	second	ADJ
fumecheng-13166	278	24	class	class	NOUN
fumecheng-13166	278	25	and	and	CCONJ
fumecheng-13166	278	26	1	1	NUM
fumecheng-13166	278	27	case	case	NOUN
fumecheng-13166	278	28	from	from	ADP
fumecheng-13166	278	29	the	the	DET
fumecheng-13166	278	30	first	first	ADJ
fumecheng-13166	278	31	class	class	NOUN
fumecheng-13166	278	32	.	.	PUNCT
fumecheng-13166	279	1	in	in	ADP
fumecheng-13166	279	2	test	test	NOUN
fumecheng-13166	279	3	data	datum	NOUN
fumecheng-13166	279	4	categorization	categorization	NOUN
fumecheng-13166	279	5	,	,	PUNCT
fumecheng-13166	279	6	the	the	DET
fumecheng-13166	279	7	17th	17th	ADJ
fumecheng-13166	279	8	model	model	NOUN
fumecheng-13166	279	9	therefore	therefore	ADV
fumecheng-13166	279	10	obtained	obtain	VERB
fumecheng-13166	279	11	a	a	DET
fumecheng-13166	279	12	reasonable	reasonable	ADJ
fumecheng-13166	279	13	accuracy	accuracy	NOUN
fumecheng-13166	279	14	of	of	ADP
fumecheng-13166	279	15	86	86	NUM
fumecheng-13166	279	16	%	%	NOUN
fumecheng-13166	279	17	.	.	PUNCT
fumecheng-13166	280	1	svm	svm	PROPN
fumecheng-13166	280	2	is	be	AUX
fumecheng-13166	280	3	shown	show	VERB
fumecheng-13166	280	4	in	in	ADP
fumecheng-13166	280	5	the	the	DET
fumecheng-13166	280	6	paper	paper	NOUN
fumecheng-13166	280	7	to	to	PART
fumecheng-13166	280	8	be	be	AUX
fumecheng-13166	280	9	a	a	DET
fumecheng-13166	280	10	consistent	consistent	ADJ
fumecheng-13166	280	11	method	method	NOUN
fumecheng-13166	280	12	for	for	ADP
fumecheng-13166	280	13	system	system	NOUN
fumecheng-13166	280	14	modeling	modeling	NOUN
fumecheng-13166	280	15	–	–	PUNCT
fumecheng-13166	280	16	more	more	ADV
fumecheng-13166	280	17	notably	notably	ADV
fumecheng-13166	280	18	,	,	PUNCT
fumecheng-13166	280	19	for	for	ADP
fumecheng-13166	280	20	accident	accident	NOUN
fumecheng-13166	280	21	prediction	prediction	NOUN
fumecheng-13166	280	22	.	.	PUNCT
fumecheng-13166	281	1	fig	fig	NOUN
fumecheng-13166	281	2	.	.	PUNCT
fumecheng-13166	282	1	4	4	NUM
fumecheng-13166	282	2	roc	roc	PROPN
fumecheng-13166	282	3	curve	curve	NOUN
fumecheng-13166	282	4	of	of	ADP
fumecheng-13166	282	5	best	good	ADJ
fumecheng-13166	282	6	svm	svm	ADJ
fumecheng-13166	282	7	model	model	NOUN
fumecheng-13166	282	8	for	for	ADP
fumecheng-13166	282	9	training	training	NOUN
fumecheng-13166	282	10	dataset	dataset	NOUN
fumecheng-13166	282	11	(	(	PUNCT
fumecheng-13166	282	12	a	a	NOUN
fumecheng-13166	282	13	)	)	PUNCT
fumecheng-13166	282	14	,	,	PUNCT
fumecheng-13166	282	15	and	and	CCONJ
fumecheng-13166	282	16	testing	test	VERB
fumecheng-13166	282	17	dataset	dataset	NOUN
fumecheng-13166	282	18	(	(	PUNCT
fumecheng-13166	282	19	b	b	NOUN
fumecheng-13166	282	20	)	)	PUNCT
fumecheng-13166	282	21	the	the	DET
fumecheng-13166	282	22	performance	performance	NOUN
fumecheng-13166	282	23	of	of	ADP
fumecheng-13166	282	24	model	model	NOUN
fumecheng-13166	282	25	17th	17th	NOUN
fumecheng-13166	282	26	was	be	AUX
fumecheng-13166	282	27	evaluated	evaluate	VERB
fumecheng-13166	282	28	using	use	VERB
fumecheng-13166	282	29	the	the	DET
fumecheng-13166	282	30	roc	roc	PROPN
fumecheng-13166	282	31	curve	curve	NOUN
fumecheng-13166	282	32	,	,	PUNCT
fumecheng-13166	282	33	a	a	DET
fumecheng-13166	282	34	probabilitybased	probabilitybase	VERB
fumecheng-13166	282	35	curve	curve	NOUN
fumecheng-13166	282	36	.	.	PUNCT
fumecheng-13166	283	1	the	the	DET
fumecheng-13166	283	2	model	model	NOUN
fumecheng-13166	283	3	's	's	PART
fumecheng-13166	283	4	auc	auc	NOUN
fumecheng-13166	283	5	was	be	AUX
fumecheng-13166	283	6	higher	high	ADJ
fumecheng-13166	283	7	than	than	ADP
fumecheng-13166	283	8	other	other	ADJ
fumecheng-13166	283	9	developed	develop	VERB
fumecheng-13166	283	10	models	model	NOUN
fumecheng-13166	283	11	,	,	PUNCT
fumecheng-13166	283	12	ranging	range	VERB
fumecheng-13166	283	13	from	from	ADP
fumecheng-13166	283	14	0	0	NUM
fumecheng-13166	283	15	to	to	PART
fumecheng-13166	283	16	1	1	NUM
fumecheng-13166	283	17	.	.	PUNCT
fumecheng-13166	284	1	auc	auc	NOUN
fumecheng-13166	284	2	values	value	NOUN
fumecheng-13166	284	3	between	between	ADP
fumecheng-13166	284	4	0	0	NUM
fumecheng-13166	284	5	and	and	CCONJ
fumecheng-13166	284	6	1	1	NUM
fumecheng-13166	284	7	indicate	indicate	VERB
fumecheng-13166	284	8	the	the	DET
fumecheng-13166	284	9	model	model	NOUN
fumecheng-13166	284	10	's	's	PART
fumecheng-13166	284	11	performance	performance	NOUN
fumecheng-13166	284	12	.	.	PUNCT
fumecheng-13166	285	1	auc	auc	NOUN
fumecheng-13166	285	2	values	value	NOUN
fumecheng-13166	285	3	less	less	ADJ
fumecheng-13166	285	4	than	than	ADP
fumecheng-13166	285	5	0.5	0.5	NUM
fumecheng-13166	285	6	indicate	indicate	VERB
fumecheng-13166	285	7	the	the	DET
fumecheng-13166	285	8	model	model	NOUN
fumecheng-13166	285	9	's	's	PART
fumecheng-13166	285	10	inadequacy	inadequacy	NOUN
fumecheng-13166	285	11	,	,	PUNCT
fumecheng-13166	285	12	while	while	SCONJ
fumecheng-13166	285	13	values	value	NOUN
fumecheng-13166	285	14	above	above	ADP
fumecheng-13166	285	15	0.5	0.5	NUM
fumecheng-13166	285	16	indicate	indicate	VERB
fumecheng-13166	285	17	the	the	DET
fumecheng-13166	285	18	model	model	NOUN
fumecheng-13166	285	19	's	's	PART
fumecheng-13166	285	20	effectiveness	effectiveness	NOUN
fumecheng-13166	285	21	in	in	ADP
fumecheng-13166	285	22	training	training	NOUN
fumecheng-13166	285	23	,	,	PUNCT
fumecheng-13166	285	24	testing	testing	NOUN
fumecheng-13166	285	25	,	,	PUNCT
fumecheng-13166	285	26	and	and	CCONJ
fumecheng-13166	285	27	total	total	ADJ
fumecheng-13166	285	28	roc	roc	PROPN
fumecheng-13166	285	29	curve	curve	NOUN
fumecheng-13166	285	30	[	[	X
fumecheng-13166	285	31	58	58	NUM
fumecheng-13166	285	32	]	]	PUNCT
fumecheng-13166	285	33	.	.	PUNCT
fumecheng-13166	286	1	this	this	PRON
fumecheng-13166	286	2	indicates	indicate	VERB
fumecheng-13166	286	3	the	the	DET
fumecheng-13166	286	4	model	model	NOUN
fumecheng-13166	286	5	's	's	PART
fumecheng-13166	286	6	superiority	superiority	NOUN
fumecheng-13166	286	7	in	in	ADP
fumecheng-13166	286	8	classification	classification	NOUN
fumecheng-13166	286	9	problems	problem	NOUN
fumecheng-13166	286	10	.	.	PUNCT
fumecheng-13166	287	1	by	by	ADP
fumecheng-13166	287	2	means	mean	NOUN
fumecheng-13166	287	3	of	of	ADP
fumecheng-13166	287	4	this	this	DET
fumecheng-13166	287	5	empirical	empirical	ADJ
fumecheng-13166	287	6	investigation	investigation	NOUN
fumecheng-13166	287	7	,	,	PUNCT
fumecheng-13166	287	8	we	we	PRON
fumecheng-13166	287	9	methodically	methodically	ADV
fumecheng-13166	287	10	traversed	traverse	VERB
fumecheng-13166	287	11	the	the	DET
fumecheng-13166	287	12	hyperparameter	hyperparameter	NOUN
fumecheng-13166	287	13	space	space	NOUN
fumecheng-13166	287	14	employing	employ	VERB
fumecheng-13166	287	15	a	a	DET
fumecheng-13166	287	16	directed	direct	VERB
fumecheng-13166	287	17	network	network	NOUN
fumecheng-13166	287	18	search	search	NOUN
fumecheng-13166	287	19	strategy	strategy	NOUN
fumecheng-13166	287	20	akin	akin	ADJ
fumecheng-13166	287	21	to	to	ADP
fumecheng-13166	287	22	that	that	PRON
fumecheng-13166	287	23	applied	apply	VERB
fumecheng-13166	287	24	in	in	ADP
fumecheng-13166	287	25	other	other	ADJ
fumecheng-13166	287	26	studies	study	NOUN
fumecheng-13166	287	27	on	on	ADP
fumecheng-13166	287	28	svm	svm	ADJ
fumecheng-13166	287	29	-	-	PUNCT
fumecheng-13166	287	30	based	base	VERB
fumecheng-13166	287	31	traffic	traffic	NOUN
fumecheng-13166	287	32	safety	safety	NOUN
fumecheng-13166	287	33	assessment	assessment	NOUN
fumecheng-13166	287	34	models	model	NOUN
fumecheng-13166	287	35	[	[	X
fumecheng-13166	287	36	59	59	NUM
fumecheng-13166	287	37	]	]	PUNCT
fumecheng-13166	287	38	.	.	PUNCT
fumecheng-13166	288	1	this	this	PRON
fumecheng-13166	288	2	resulted	result	VERB
fumecheng-13166	288	3	in	in	ADP
fumecheng-13166	288	4	the	the	DET
fumecheng-13166	288	5	discovery	discovery	NOUN
fumecheng-13166	288	6	of	of	ADP
fumecheng-13166	288	7	an	an	DET
fumecheng-13166	288	8	ideal	ideal	ADJ
fumecheng-13166	288	9	svm	svm	ADJ
fumecheng-13166	288	10	configuration	configuration	NOUN
fumecheng-13166	288	11	balancing	balancing	NOUN
fumecheng-13166	288	12	generalization	generalization	NOUN
fumecheng-13166	288	13	with	with	ADP
fumecheng-13166	288	14	model	model	NOUN
fumecheng-13166	288	15	complexity	complexity	NOUN
fumecheng-13166	288	16	.	.	PUNCT
fumecheng-13166	289	1	based	base	VERB
fumecheng-13166	289	2	on	on	ADP
fumecheng-13166	289	3	the	the	DET
fumecheng-13166	289	4	chosen	choose	VERB
fumecheng-13166	289	5	configuration	configuration	NOUN
fumecheng-13166	289	6	,	,	PUNCT
fumecheng-13166	289	7	which	which	PRON
fumecheng-13166	289	8	underlying	underlie	VERB
fumecheng-13166	289	9	the	the	DET
fumecheng-13166	289	10	rbf	rbf	PROPN
fumecheng-13166	289	11	kernel	kernel	PROPN
fumecheng-13166	289	12	,	,	PUNCT
fumecheng-13166	289	13	promising	promise	VERB
fumecheng-13166	289	14	performance	performance	NOUN
fumecheng-13166	289	15	on	on	ADP
fumecheng-13166	289	16	the	the	DET
fumecheng-13166	289	17	test	test	NOUN
fumecheng-13166	289	18	set	set	NOUN
fumecheng-13166	289	19	indicates	indicate	VERB
fumecheng-13166	289	20	its	its	PRON
fumecheng-13166	289	21	possible	possible	ADJ
fumecheng-13166	289	22	efficiency	efficiency	NOUN
fumecheng-13166	289	23	in	in	ADP
fumecheng-13166	289	24	estimating	estimate	VERB
fumecheng-13166	289	25	the	the	DET
fumecheng-13166	289	26	number	number	NOUN
fumecheng-13166	289	27	of	of	ADP
fumecheng-13166	289	28	vehicles	vehicle	NOUN
fumecheng-13166	289	29	involved	involve	VERB
fumecheng-13166	289	30	in	in	ADP
fumecheng-13166	289	31	crashes	crash	NOUN
fumecheng-13166	289	32	depending	depend	VERB
fumecheng-13166	289	33	on	on	ADP
fumecheng-13166	289	34	supplied	supply	VERB
fumecheng-13166	289	35	criteria	criterion	NOUN
fumecheng-13166	289	36	.	.	PUNCT
fumecheng-13166	290	1	16	16	NUM
fumecheng-13166	290	2	s.	s.	PROPN
fumecheng-13166	290	3	s.	s.	PROPN
fumecheng-13166	290	4	haghshenas	haghshenas	PROPN
fumecheng-13166	290	5	,	,	PUNCT
fumecheng-13166	290	6	m.	m.	NOUN
fumecheng-13166	290	7	h.	h.	PROPN
fumecheng-13166	290	8	m.	m.	PROPN
fumecheng-13166	290	9	seraji	seraji	PROPN
fumecheng-13166	290	10	,	,	PUNCT
fumecheng-13166	290	11	s.	s.	PROPN
fumecheng-13166	290	12	s.	s.	PROPN
fumecheng-13166	290	13	haghshenas	haghshenas	PROPN
fumecheng-13166	290	14	,	,	PUNCT
fumecheng-13166	290	15	et	et	PROPN
fumecheng-13166	290	16	al	al	PROPN
fumecheng-13166	290	17	.	.	PROPN
fumecheng-13166	290	18	5.3	5.3	NUM
fumecheng-13166	290	19	.	.	PUNCT
fumecheng-13166	291	1	svm	svm	PROPN
fumecheng-13166	291	2	-	-	PUNCT
fumecheng-13166	291	3	woa	woa	VERB
fumecheng-13166	291	4	a	a	DET
fumecheng-13166	291	5	predictive	predictive	ADJ
fumecheng-13166	291	6	model	model	NOUN
fumecheng-13166	291	7	was	be	AUX
fumecheng-13166	291	8	developed	develop	VERB
fumecheng-13166	291	9	in	in	ADP
fumecheng-13166	291	10	the	the	DET
fumecheng-13166	291	11	matlab	matlab	PROPN
fumecheng-13166	291	12	environment	environment	NOUN
fumecheng-13166	291	13	using	use	VERB
fumecheng-13166	291	14	a	a	DET
fumecheng-13166	291	15	mix	mix	NOUN
fumecheng-13166	291	16	of	of	ADP
fumecheng-13166	291	17	woa	woa	NOUN
fumecheng-13166	291	18	and	and	CCONJ
fumecheng-13166	291	19	svm	svm	PROPN
fumecheng-13166	291	20	.	.	PUNCT
fumecheng-13166	292	1	the	the	DET
fumecheng-13166	292	2	woa	woa	PROPN
fumecheng-13166	292	3	algorithm	algorithm	PROPN
fumecheng-13166	292	4	was	be	AUX
fumecheng-13166	292	5	employed	employ	VERB
fumecheng-13166	292	6	to	to	PART
fumecheng-13166	292	7	optimize	optimize	VERB
fumecheng-13166	292	8	some	some	DET
fumecheng-13166	292	9	parameters	parameter	NOUN
fumecheng-13166	292	10	of	of	ADP
fumecheng-13166	292	11	the	the	DET
fumecheng-13166	292	12	svm	svm	NOUN
fumecheng-13166	292	13	in	in	ADP
fumecheng-13166	292	14	order	order	NOUN
fumecheng-13166	292	15	to	to	PART
fumecheng-13166	292	16	maximize	maximize	VERB
fumecheng-13166	292	17	the	the	DET
fumecheng-13166	292	18	performance	performance	NOUN
fumecheng-13166	292	19	of	of	ADP
fumecheng-13166	292	20	the	the	DET
fumecheng-13166	292	21	svm	svm	ADJ
fumecheng-13166	292	22	model	model	NOUN
fumecheng-13166	292	23	.	.	PUNCT
fumecheng-13166	293	1	in	in	ADP
fumecheng-13166	293	2	the	the	DET
fumecheng-13166	293	3	modeling	modeling	NOUN
fumecheng-13166	293	4	process	process	NOUN
fumecheng-13166	293	5	,	,	PUNCT
fumecheng-13166	293	6	a	a	DET
fumecheng-13166	293	7	random	random	ADJ
fumecheng-13166	293	8	selection	selection	NOUN
fumecheng-13166	293	9	is	be	AUX
fumecheng-13166	293	10	made	make	VERB
fumecheng-13166	293	11	where	where	SCONJ
fumecheng-13166	293	12	75	75	NUM
fumecheng-13166	293	13	%	%	NOUN
fumecheng-13166	293	14	of	of	ADP
fumecheng-13166	293	15	the	the	DET
fumecheng-13166	293	16	dataset	dataset	NOUN
fumecheng-13166	293	17	(	(	PUNCT
fumecheng-13166	293	18	375	375	NUM
fumecheng-13166	293	19	data	data	NOUN
fumecheng-13166	293	20	points	point	NOUN
fumecheng-13166	293	21	)	)	PUNCT
fumecheng-13166	293	22	is	be	AUX
fumecheng-13166	293	23	designated	designate	VERB
fumecheng-13166	293	24	as	as	ADP
fumecheng-13166	293	25	the	the	DET
fumecheng-13166	293	26	training	training	NOUN
fumecheng-13166	293	27	dataset	dataset	NOUN
fumecheng-13166	293	28	,	,	PUNCT
fumecheng-13166	293	29	while	while	SCONJ
fumecheng-13166	293	30	the	the	DET
fumecheng-13166	293	31	remaining	remain	VERB
fumecheng-13166	293	32	25	25	NUM
fumecheng-13166	293	33	%	%	NOUN
fumecheng-13166	293	34	(	(	PUNCT
fumecheng-13166	293	35	125	125	NUM
fumecheng-13166	293	36	data	data	NOUN
fumecheng-13166	293	37	points	point	NOUN
fumecheng-13166	293	38	)	)	PUNCT
fumecheng-13166	293	39	is	be	AUX
fumecheng-13166	293	40	allocated	allocate	VERB
fumecheng-13166	293	41	as	as	SCONJ
fumecheng-13166	293	42	the	the	DET
fumecheng-13166	293	43	testing	testing	NOUN
fumecheng-13166	293	44	dataset	dataset	VERB
fumecheng-13166	294	1	[	[	X
fumecheng-13166	294	2	60	60	NUM
fumecheng-13166	294	3	]	]	PUNCT
fumecheng-13166	294	4	.	.	PUNCT
fumecheng-13166	295	1	when	when	SCONJ
fumecheng-13166	295	2	using	use	VERB
fumecheng-13166	295	3	the	the	DET
fumecheng-13166	295	4	svm	svm	ADJ
fumecheng-13166	295	5	algorithm	algorithm	NOUN
fumecheng-13166	295	6	for	for	ADP
fumecheng-13166	295	7	modeling	modeling	NOUN
fumecheng-13166	295	8	,	,	PUNCT
fumecheng-13166	295	9	all	all	DET
fumecheng-13166	295	10	data	datum	NOUN
fumecheng-13166	295	11	with	with	ADP
fumecheng-13166	295	12	labels	label	NOUN
fumecheng-13166	295	13	"	"	PUNCT
fumecheng-13166	295	14	1	1	NUM
fumecheng-13166	295	15	"	"	PUNCT
fumecheng-13166	295	16	and	and	CCONJ
fumecheng-13166	295	17	"	"	PUNCT
fumecheng-13166	295	18	2	2	NUM
fumecheng-13166	295	19	"	"	PUNCT
fumecheng-13166	295	20	were	be	AUX
fumecheng-13166	295	21	classified	classify	VERB
fumecheng-13166	295	22	into	into	ADP
fumecheng-13166	295	23	two	two	NUM
fumecheng-13166	295	24	classes	class	NOUN
fumecheng-13166	295	25	.	.	PUNCT
fumecheng-13166	296	1	defining	define	VERB
fumecheng-13166	296	2	the	the	DET
fumecheng-13166	296	3	control	control	NOUN
fumecheng-13166	296	4	parameters	parameter	NOUN
fumecheng-13166	296	5	of	of	ADP
fumecheng-13166	296	6	woa	woa	INTJ
fumecheng-13166	296	7	will	will	AUX
fumecheng-13166	296	8	help	help	VERB
fumecheng-13166	296	9	one	one	NOUN
fumecheng-13166	296	10	to	to	PART
fumecheng-13166	296	11	efficiently	efficiently	ADV
fumecheng-13166	296	12	establish	establish	VERB
fumecheng-13166	296	13	and	and	CCONJ
fumecheng-13166	296	14	maximize	maximize	VERB
fumecheng-13166	296	15	the	the	DET
fumecheng-13166	296	16	svm	svm	PROPN
fumecheng-13166	296	17	model	model	NOUN
fumecheng-13166	296	18	's	's	PART
fumecheng-13166	296	19	parameters	parameter	NOUN
fumecheng-13166	296	20	.	.	PUNCT
fumecheng-13166	297	1	the	the	DET
fumecheng-13166	297	2	capacity	capacity	NOUN
fumecheng-13166	297	3	of	of	ADP
fumecheng-13166	297	4	the	the	DET
fumecheng-13166	297	5	model	model	NOUN
fumecheng-13166	297	6	to	to	PART
fumecheng-13166	297	7	converge	converge	VERB
fumecheng-13166	297	8	fast	fast	ADV
fumecheng-13166	297	9	and	and	CCONJ
fumecheng-13166	297	10	precisely	precisely	ADV
fumecheng-13166	297	11	is	be	AUX
fumecheng-13166	297	12	much	much	ADV
fumecheng-13166	297	13	influenced	influence	VERB
fumecheng-13166	297	14	by	by	ADP
fumecheng-13166	297	15	these	these	DET
fumecheng-13166	297	16	values	value	NOUN
fumecheng-13166	297	17	.	.	PUNCT
fumecheng-13166	298	1	although	although	SCONJ
fumecheng-13166	298	2	exact	exact	ADJ
fumecheng-13166	298	3	correlations	correlation	NOUN
fumecheng-13166	298	4	to	to	PART
fumecheng-13166	298	5	define	define	VERB
fumecheng-13166	298	6	these	these	DET
fumecheng-13166	298	7	criteria	criterion	NOUN
fumecheng-13166	298	8	are	be	AUX
fumecheng-13166	298	9	not	not	PART
fumecheng-13166	298	10	known	know	VERB
fumecheng-13166	298	11	,	,	PUNCT
fumecheng-13166	298	12	past	past	ADJ
fumecheng-13166	298	13	studies	study	NOUN
fumecheng-13166	298	14	and	and	CCONJ
fumecheng-13166	298	15	professional	professional	ADJ
fumecheng-13166	298	16	opinions	opinion	NOUN
fumecheng-13166	298	17	have	have	AUX
fumecheng-13166	298	18	helped	help	VERB
fumecheng-13166	298	19	to	to	PART
fumecheng-13166	298	20	create	create	VERB
fumecheng-13166	298	21	ranges	range	NOUN
fumecheng-13166	298	22	for	for	ADP
fumecheng-13166	298	23	every	every	DET
fumecheng-13166	298	24	one	one	NUM
fumecheng-13166	298	25	of	of	ADP
fumecheng-13166	298	26	them	they	PRON
fumecheng-13166	298	27	.	.	PUNCT
fumecheng-13166	299	1	this	this	PRON
fumecheng-13166	299	2	covers	cover	VERB
fumecheng-13166	299	3	the	the	DET
fumecheng-13166	299	4	count	count	NOUN
fumecheng-13166	299	5	of	of	ADP
fumecheng-13166	299	6	whale	whale	NOUN
fumecheng-13166	299	7	populations	population	NOUN
fumecheng-13166	299	8	(	(	PUNCT
fumecheng-13166	299	9	between	between	ADP
fumecheng-13166	299	10	5	5	NUM
fumecheng-13166	299	11	and	and	CCONJ
fumecheng-13166	299	12	60	60	NUM
fumecheng-13166	299	13	)	)	PUNCT
fumecheng-13166	299	14	and	and	CCONJ
fumecheng-13166	299	15	the	the	DET
fumecheng-13166	299	16	iterations	iteration	NOUN
fumecheng-13166	299	17	(	(	PUNCT
fumecheng-13166	299	18	between	between	ADP
fumecheng-13166	299	19	10	10	NUM
fumecheng-13166	299	20	and	and	CCONJ
fumecheng-13166	299	21	200	200	NUM
fumecheng-13166	299	22	)	)	PUNCT
fumecheng-13166	299	23	.	.	PUNCT
fumecheng-13166	300	1	the	the	DET
fumecheng-13166	300	2	most	most	ADV
fumecheng-13166	300	3	appropriate	appropriate	ADJ
fumecheng-13166	300	4	choices	choice	NOUN
fumecheng-13166	300	5	then	then	ADV
fumecheng-13166	300	6	were	be	AUX
fumecheng-13166	300	7	selected	select	VERB
fumecheng-13166	300	8	by	by	ADP
fumecheng-13166	300	9	means	mean	NOUN
fumecheng-13166	300	10	of	of	ADP
fumecheng-13166	300	11	experimentation	experimentation	NOUN
fumecheng-13166	300	12	and	and	CCONJ
fumecheng-13166	300	13	improvement	improvement	NOUN
fumecheng-13166	300	14	[	[	X
fumecheng-13166	300	15	61	61	NUM
fumecheng-13166	300	16	]	]	PUNCT
fumecheng-13166	300	17	.	.	PUNCT
fumecheng-13166	301	1	the	the	DET
fumecheng-13166	301	2	model	model	NOUN
fumecheng-13166	301	3	also	also	ADV
fumecheng-13166	301	4	underwent	undergo	VERB
fumecheng-13166	301	5	k	k	ADJ
fumecheng-13166	301	6	-	-	ADJ
fumecheng-13166	301	7	fold	fold	ADJ
fumecheng-13166	301	8	cross	cross	NOUN
fumecheng-13166	301	9	-	-	NOUN
fumecheng-13166	301	10	validation	validation	ADJ
fumecheng-13166	301	11	,	,	PUNCT
fumecheng-13166	301	12	a	a	DET
fumecheng-13166	301	13	technique	technique	NOUN
fumecheng-13166	301	14	whereby	whereby	SCONJ
fumecheng-13166	301	15	the	the	DET
fumecheng-13166	301	16	data	datum	NOUN
fumecheng-13166	301	17	was	be	AUX
fumecheng-13166	301	18	split	split	VERB
fumecheng-13166	301	19	into	into	ADP
fumecheng-13166	301	20	k	k	PROPN
fumecheng-13166	301	21	subgroups	subgroup	NOUN
fumecheng-13166	301	22	.	.	PUNCT
fumecheng-13166	302	1	one	one	NUM
fumecheng-13166	302	2	of	of	ADP
fumecheng-13166	302	3	the	the	DET
fumecheng-13166	302	4	k-1	k-1	PROPN
fumecheng-13166	302	5	samples	sample	NOUN
fumecheng-13166	302	6	was	be	AUX
fumecheng-13166	302	7	set	set	VERB
fumecheng-13166	302	8	aside	aside	ADV
fumecheng-13166	302	9	for	for	ADP
fumecheng-13166	302	10	validation	validation	NOUN
fumecheng-13166	302	11	at	at	ADP
fumecheng-13166	302	12	each	each	DET
fumecheng-13166	302	13	iteration	iteration	NOUN
fumecheng-13166	302	14	under	under	ADP
fumecheng-13166	302	15	this	this	DET
fumecheng-13166	302	16	strategy	strategy	NOUN
fumecheng-13166	302	17	;	;	PUNCT
fumecheng-13166	302	18	the	the	DET
fumecheng-13166	302	19	other	other	ADJ
fumecheng-13166	302	20	k-1	k-1	PROPN
fumecheng-13166	302	21	sample	sample	PROPN
fumecheng-13166	302	22	was	be	AUX
fumecheng-13166	302	23	set	set	VERB
fumecheng-13166	302	24	aside	aside	ADV
fumecheng-13166	302	25	for	for	ADP
fumecheng-13166	302	26	training	training	NOUN
fumecheng-13166	302	27	.	.	PUNCT
fumecheng-13166	303	1	the	the	DET
fumecheng-13166	303	2	method	method	NOUN
fumecheng-13166	303	3	was	be	AUX
fumecheng-13166	303	4	repeated	repeat	VERB
fumecheng-13166	303	5	k	k	PROPN
fumecheng-13166	303	6	times	time	NOUN
fumecheng-13166	303	7	,	,	PUNCT
fumecheng-13166	303	8	once	once	ADV
fumecheng-13166	303	9	for	for	ADP
fumecheng-13166	303	10	training	training	NOUN
fumecheng-13166	303	11	and	and	CCONJ
fumecheng-13166	303	12	once	once	ADV
fumecheng-13166	303	13	for	for	ADP
fumecheng-13166	303	14	validation	validation	NOUN
fumecheng-13166	303	15	using	use	VERB
fumecheng-13166	303	16	every	every	DET
fumecheng-13166	303	17	subset	subset	NOUN
fumecheng-13166	303	18	of	of	ADP
fumecheng-13166	303	19	data	datum	NOUN
fumecheng-13166	303	20	.	.	PUNCT
fumecheng-13166	304	1	thus	thus	ADV
fumecheng-13166	304	2	,	,	PUNCT
fumecheng-13166	304	3	choosing	choose	VERB
fumecheng-13166	304	4	the	the	DET
fumecheng-13166	304	5	average	average	ADJ
fumecheng-13166	304	6	result	result	NOUN
fumecheng-13166	304	7	of	of	ADP
fumecheng-13166	304	8	this	this	DET
fumecheng-13166	304	9	k	k	PROPN
fumecheng-13166	304	10	validation	validation	PROPN
fumecheng-13166	304	11	helped	help	VERB
fumecheng-13166	304	12	to	to	PART
fumecheng-13166	304	13	define	define	VERB
fumecheng-13166	304	14	the	the	DET
fumecheng-13166	304	15	last	last	ADJ
fumecheng-13166	304	16	estimate	estimate	NOUN
fumecheng-13166	304	17	.	.	PUNCT
fumecheng-13166	305	1	the	the	DET
fumecheng-13166	305	2	determination	determination	NOUN
fumecheng-13166	305	3	of	of	ADP
fumecheng-13166	305	4	the	the	DET
fumecheng-13166	305	5	k	k	ADJ
fumecheng-13166	305	6	-	-	ADJ
fumecheng-13166	305	7	fold	fold	ADJ
fumecheng-13166	305	8	value	value	NOUN
fumecheng-13166	305	9	depends	depend	VERB
fumecheng-13166	305	10	on	on	ADP
fumecheng-13166	305	11	the	the	DET
fumecheng-13166	305	12	volume	volume	NOUN
fumecheng-13166	305	13	of	of	ADP
fumecheng-13166	305	14	data	datum	NOUN
fumecheng-13166	305	15	and	and	CCONJ
fumecheng-13166	305	16	the	the	DET
fumecheng-13166	305	17	opinion	opinion	NOUN
fumecheng-13166	305	18	of	of	ADP
fumecheng-13166	305	19	experts	expert	NOUN
fumecheng-13166	305	20	rather	rather	ADV
fumecheng-13166	305	21	than	than	ADP
fumecheng-13166	305	22	on	on	ADP
fumecheng-13166	305	23	a	a	DET
fumecheng-13166	305	24	specific	specific	ADJ
fumecheng-13166	305	25	technique	technique	NOUN
fumecheng-13166	305	26	.	.	PUNCT
fumecheng-13166	306	1	this	this	DET
fumecheng-13166	306	2	present	present	ADJ
fumecheng-13166	306	3	work	work	NOUN
fumecheng-13166	306	4	used	use	VERB
fumecheng-13166	306	5	a	a	DET
fumecheng-13166	306	6	k	k	ADJ
fumecheng-13166	306	7	-	-	ADJ
fumecheng-13166	306	8	fold	fold	ADJ
fumecheng-13166	306	9	value	value	NOUN
fumecheng-13166	306	10	of	of	ADP
fumecheng-13166	306	11	3	3	NUM
fumecheng-13166	306	12	.	.	PUNCT
fumecheng-13166	307	1	furthermore	furthermore	ADV
fumecheng-13166	307	2	,	,	PUNCT
fumecheng-13166	307	3	chosen	choose	VERB
fumecheng-13166	307	4	were	be	AUX
fumecheng-13166	307	5	three	three	NUM
fumecheng-13166	307	6	distinct	distinct	ADJ
fumecheng-13166	307	7	kernel	kernel	NOUN
fumecheng-13166	307	8	functions	function	NOUN
fumecheng-13166	307	9	:	:	PUNCT
fumecheng-13166	307	10	notably	notably	ADV
fumecheng-13166	307	11	rbf	rbf	PROPN
fumecheng-13166	307	12	,	,	PUNCT
fumecheng-13166	307	13	pol	pol	NOUN
fumecheng-13166	307	14	,	,	PUNCT
fumecheng-13166	307	15	and	and	CCONJ
fumecheng-13166	307	16	lin	lin	PROPN
fumecheng-13166	307	17	.	.	PUNCT
fumecheng-13166	308	1	for	for	ADP
fumecheng-13166	308	2	svm	svm	PROPN
fumecheng-13166	308	3	-	-	PUNCT
fumecheng-13166	308	4	woa	woa	ADJ
fumecheng-13166	308	5	,	,	PUNCT
fumecheng-13166	308	6	a	a	DET
fumecheng-13166	308	7	total	total	NOUN
fumecheng-13166	308	8	of	of	ADP
fumecheng-13166	308	9	48	48	NUM
fumecheng-13166	308	10	models	model	NOUN
fumecheng-13166	308	11	were	be	AUX
fumecheng-13166	308	12	constructed	construct	VERB
fumecheng-13166	308	13	;	;	PUNCT
fumecheng-13166	308	14	16	16	NUM
fumecheng-13166	308	15	models	model	NOUN
fumecheng-13166	308	16	were	be	AUX
fumecheng-13166	308	17	generated	generate	VERB
fumecheng-13166	308	18	for	for	SCONJ
fumecheng-13166	308	19	each	each	DET
fumecheng-13166	308	20	kernel	kernel	NOUN
fumecheng-13166	308	21	function	function	VERB
fumecheng-13166	308	22	dependent	dependent	ADJ
fumecheng-13166	308	23	on	on	ADP
fumecheng-13166	308	24	the	the	DET
fumecheng-13166	308	25	number	number	NOUN
fumecheng-13166	308	26	of	of	ADP
fumecheng-13166	308	27	control	control	NOUN
fumecheng-13166	308	28	parameters	parameter	NOUN
fumecheng-13166	308	29	.	.	PUNCT
fumecheng-13166	309	1	table	table	NOUN
fumecheng-13166	309	2	3	3	NUM
fumecheng-13166	309	3	shows	show	VERB
fumecheng-13166	309	4	16	16	NUM
fumecheng-13166	309	5	models	model	NOUN
fumecheng-13166	309	6	related	relate	VERB
fumecheng-13166	309	7	to	to	ADP
fumecheng-13166	309	8	rbf	rbf	PROPN
fumecheng-13166	309	9	as	as	ADP
fumecheng-13166	309	10	an	an	DET
fumecheng-13166	309	11	alternate	alternate	ADJ
fumecheng-13166	309	12	category	category	NOUN
fumecheng-13166	309	13	as	as	SCONJ
fumecheng-13166	309	14	the	the	DET
fumecheng-13166	309	15	most	most	ADV
fumecheng-13166	309	16	optimal	optimal	ADJ
fumecheng-13166	309	17	models	model	NOUN
fumecheng-13166	309	18	were	be	AUX
fumecheng-13166	309	19	linked	link	VERB
fumecheng-13166	309	20	to	to	ADP
fumecheng-13166	309	21	the	the	DET
fumecheng-13166	309	22	rbf	rbf	PROPN
fumecheng-13166	309	23	kernel	kernel	PROPN
fumecheng-13166	309	24	function	function	PROPN
fumecheng-13166	309	25	.	.	PUNCT
fumecheng-13166	310	1	table	table	NOUN
fumecheng-13166	310	2	3	3	NUM
fumecheng-13166	310	3	the	the	DET
fumecheng-13166	310	4	performance	performance	NOUN
fumecheng-13166	310	5	of	of	ADP
fumecheng-13166	310	6	training	training	NOUN
fumecheng-13166	310	7	and	and	CCONJ
fumecheng-13166	310	8	testing	testing	NOUN
fumecheng-13166	310	9	models	model	NOUN
fumecheng-13166	310	10	is	be	AUX
fumecheng-13166	310	11	determined	determine	VERB
fumecheng-13166	310	12	by	by	ADP
fumecheng-13166	310	13	the	the	DET
fumecheng-13166	310	14	different	different	ADJ
fumecheng-13166	310	15	control	control	NOUN
fumecheng-13166	310	16	parameters	parameter	NOUN
fumecheng-13166	311	1	no	no	INTJ
fumecheng-13166	311	2	.	.	PUNCT
fumecheng-13166	312	1	iterations	iteration	NOUN
fumecheng-13166	312	2	populations	population	NOUN
fumecheng-13166	312	3	training	training	NOUN
fumecheng-13166	312	4	accuracy	accuracy	NOUN
fumecheng-13166	312	5	(	(	PUNCT
fumecheng-13166	312	6	%	%	INTJ
fumecheng-13166	312	7	)	)	PUNCT
fumecheng-13166	312	8	testing	testing	NOUN
fumecheng-13166	312	9	accuracy	accuracy	NOUN
fumecheng-13166	312	10	(	(	PUNCT
fumecheng-13166	312	11	%	%	NOUN
fumecheng-13166	312	12	)	)	PUNCT
fumecheng-13166	312	13	1	1	NUM
fumecheng-13166	312	14	5	5	NUM
fumecheng-13166	312	15	10	10	NUM
fumecheng-13166	312	16	86.67	86.67	NUM
fumecheng-13166	312	17	85.60	85.60	NUM
fumecheng-13166	312	18	2	2	NUM
fumecheng-13166	312	19	5	5	NUM
fumecheng-13166	312	20	50	50	NUM
fumecheng-13166	312	21	88.00	88.00	NUM
fumecheng-13166	312	22	84.00	84.00	NUM
fumecheng-13166	312	23	3	3	NUM
fumecheng-13166	312	24	5	5	NUM
fumecheng-13166	312	25	100	100	NUM
fumecheng-13166	312	26	87.73	87.73	NUM
fumecheng-13166	312	27	87.20	87.20	NUM
fumecheng-13166	312	28	4	4	NUM
fumecheng-13166	312	29	5	5	NUM
fumecheng-13166	312	30	200	200	NUM
fumecheng-13166	312	31	87.47	87.47	NUM
fumecheng-13166	312	32	84.80	84.80	NUM
fumecheng-13166	312	33	5	5	NUM
fumecheng-13166	312	34	20	20	NUM
fumecheng-13166	312	35	10	10	NUM
fumecheng-13166	312	36	86.13	86.13	NUM
fumecheng-13166	312	37	83.20	83.20	NUM
fumecheng-13166	312	38	6	6	NUM
fumecheng-13166	312	39	20	20	NUM
fumecheng-13166	312	40	50	50	NUM
fumecheng-13166	312	41	88.00	88.00	NUM
fumecheng-13166	312	42	86.40	86.40	NUM
fumecheng-13166	312	43	7	7	NUM
fumecheng-13166	312	44	20	20	NUM
fumecheng-13166	312	45	100	100	NUM
fumecheng-13166	312	46	86.40	86.40	NUM
fumecheng-13166	312	47	85.60	85.60	NUM
fumecheng-13166	312	48	8	8	NUM
fumecheng-13166	312	49	20	20	NUM
fumecheng-13166	312	50	200	200	NUM
fumecheng-13166	312	51	89.07	89.07	NUM
fumecheng-13166	312	52	84.80	84.80	NUM
fumecheng-13166	312	53	9	9	NUM
fumecheng-13166	312	54	40	40	NUM
fumecheng-13166	312	55	10	10	NUM
fumecheng-13166	312	56	86.67	86.67	NUM
fumecheng-13166	312	57	84.00	84.00	NUM
fumecheng-13166	312	58	10	10	NUM
fumecheng-13166	312	59	40	40	NUM
fumecheng-13166	312	60	50	50	NUM
fumecheng-13166	312	61	86.13	86.13	NUM
fumecheng-13166	312	62	84.20	84.20	NUM
fumecheng-13166	312	63	11	11	NUM
fumecheng-13166	312	64	40	40	NUM
fumecheng-13166	312	65	100	100	NUM
fumecheng-13166	312	66	85.60	85.60	NUM
fumecheng-13166	312	67	84.00	84.00	NUM
fumecheng-13166	312	68	12	12	NUM
fumecheng-13166	312	69	40	40	NUM
fumecheng-13166	312	70	200	200	NUM
fumecheng-13166	312	71	88.53	88.53	NUM
fumecheng-13166	312	72	86.40	86.40	NUM
fumecheng-13166	312	73	13	13	NUM
fumecheng-13166	312	74	60	60	NUM
fumecheng-13166	312	75	10	10	NUM
fumecheng-13166	312	76	86.93	86.93	NUM
fumecheng-13166	312	77	86.20	86.20	NUM
fumecheng-13166	312	78	14	14	NUM
fumecheng-13166	312	79	60	60	NUM
fumecheng-13166	312	80	50	50	NUM
fumecheng-13166	312	81	87.20	87.20	NUM
fumecheng-13166	312	82	84.60	84.60	NUM
fumecheng-13166	312	83	15	15	NUM
fumecheng-13166	312	84	60	60	NUM
fumecheng-13166	312	85	100	100	NUM
fumecheng-13166	312	86	89.33	89.33	NUM
fumecheng-13166	312	87	86.40	86.40	NUM
fumecheng-13166	312	88	16	16	NUM
fumecheng-13166	312	89	60	60	NUM
fumecheng-13166	312	90	200	200	NUM
fumecheng-13166	312	91	89.07	89.07	NUM
fumecheng-13166	312	92	88.00	88.00	NUM
fumecheng-13166	312	93	enhancing	enhance	VERB
fumecheng-13166	312	94	support	support	NOUN
fumecheng-13166	312	95	vector	vector	NOUN
fumecheng-13166	312	96	machine	machine	NOUN
fumecheng-13166	312	97	performance	performance	NOUN
fumecheng-13166	312	98	in	in	ADP
fumecheng-13166	312	99	forecasting	forecast	VERB
fumecheng-13166	312	100	the	the	DET
fumecheng-13166	312	101	number	number	NOUN
fumecheng-13166	312	102	of	of	ADP
fumecheng-13166	312	103	vehicles	vehicle	NOUN
fumecheng-13166	312	104	…	…	PUNCT
fumecheng-13166	312	105	17	17	NUM
fumecheng-13166	312	106	after	after	ADP
fumecheng-13166	312	107	building	build	VERB
fumecheng-13166	312	108	several	several	ADJ
fumecheng-13166	312	109	models	model	NOUN
fumecheng-13166	312	110	and	and	CCONJ
fumecheng-13166	312	111	assessing	assess	VERB
fumecheng-13166	312	112	their	their	PRON
fumecheng-13166	312	113	accuracy	accuracy	NOUN
fumecheng-13166	312	114	,	,	PUNCT
fumecheng-13166	312	115	all	all	DET
fumecheng-13166	312	116	the	the	DET
fumecheng-13166	312	117	models	model	NOUN
fumecheng-13166	312	118	were	be	AUX
fumecheng-13166	312	119	ranked	rank	VERB
fumecheng-13166	312	120	simply	simply	ADV
fumecheng-13166	312	121	using	use	VERB
fumecheng-13166	312	122	a	a	DET
fumecheng-13166	312	123	basic	basic	ADJ
fumecheng-13166	312	124	ranking	rank	VERB
fumecheng-13166	312	125	system	system	NOUN
fumecheng-13166	312	126	[	[	X
fumecheng-13166	312	127	62	62	NUM
fumecheng-13166	312	128	]	]	PUNCT
fumecheng-13166	312	129	.	.	PUNCT
fumecheng-13166	313	1	the	the	DET
fumecheng-13166	313	2	scores	score	NOUN
fumecheng-13166	313	3	are	be	AUX
fumecheng-13166	313	4	given	give	VERB
fumecheng-13166	313	5	based	base	VERB
fumecheng-13166	313	6	on	on	ADP
fumecheng-13166	313	7	the	the	DET
fumecheng-13166	313	8	accuracy	accuracy	NOUN
fumecheng-13166	313	9	percentage	percentage	NOUN
fumecheng-13166	313	10	as	as	ADP
fumecheng-13166	313	11	a	a	DET
fumecheng-13166	313	12	performance	performance	NOUN
fumecheng-13166	313	13	indicator	indicator	NOUN
fumecheng-13166	313	14	,	,	PUNCT
fumecheng-13166	313	15	in	in	ADP
fumecheng-13166	313	16	a	a	DET
fumecheng-13166	313	17	scale	scale	NOUN
fumecheng-13166	313	18	from	from	ADP
fumecheng-13166	313	19	1	1	NUM
fumecheng-13166	313	20	to	to	ADP
fumecheng-13166	313	21	16	16	NUM
fumecheng-13166	313	22	.	.	PUNCT
fumecheng-13166	314	1	here	here	ADV
fumecheng-13166	314	2	,	,	PUNCT
fumecheng-13166	314	3	16	16	NUM
fumecheng-13166	314	4	denotes	denote	VERB
fumecheng-13166	314	5	the	the	DET
fumecheng-13166	314	6	highest	high	ADJ
fumecheng-13166	314	7	and	and	CCONJ
fumecheng-13166	314	8	1	1	NUM
fumecheng-13166	314	9	represents	represent	VERB
fumecheng-13166	314	10	the	the	DET
fumecheng-13166	314	11	lowest	low	ADJ
fumecheng-13166	314	12	performance	performance	NOUN
fumecheng-13166	314	13	.	.	PUNCT
fumecheng-13166	315	1	these	these	DET
fumecheng-13166	315	2	scores	score	NOUN
fumecheng-13166	315	3	will	will	AUX
fumecheng-13166	315	4	be	be	AUX
fumecheng-13166	315	5	given	give	VERB
fumecheng-13166	315	6	according	accord	VERB
fumecheng-13166	315	7	to	to	ADP
fumecheng-13166	315	8	the	the	DET
fumecheng-13166	315	9	performance	performance	NOUN
fumecheng-13166	315	10	of	of	ADP
fumecheng-13166	315	11	each	each	DET
fumecheng-13166	315	12	model	model	NOUN
fumecheng-13166	315	13	with	with	ADP
fumecheng-13166	315	14	respect	respect	NOUN
fumecheng-13166	315	15	to	to	ADP
fumecheng-13166	315	16	other	other	ADJ
fumecheng-13166	315	17	models	model	NOUN
fumecheng-13166	315	18	.	.	PUNCT
fumecheng-13166	316	1	after	after	ADP
fumecheng-13166	316	2	assigning	assign	VERB
fumecheng-13166	316	3	the	the	DET
fumecheng-13166	316	4	scores	score	NOUN
fumecheng-13166	316	5	for	for	ADP
fumecheng-13166	316	6	all	all	DET
fumecheng-13166	316	7	performance	performance	NOUN
fumecheng-13166	316	8	metrics	metric	NOUN
fumecheng-13166	316	9	,	,	PUNCT
fumecheng-13166	316	10	the	the	DET
fumecheng-13166	316	11	sum	sum	NOUN
fumecheng-13166	316	12	of	of	ADP
fumecheng-13166	316	13	the	the	DET
fumecheng-13166	316	14	scores	score	NOUN
fumecheng-13166	316	15	across	across	ADP
fumecheng-13166	316	16	all	all	DET
fumecheng-13166	316	17	indicators	indicator	NOUN
fumecheng-13166	316	18	gives	give	VERB
fumecheng-13166	316	19	the	the	DET
fumecheng-13166	316	20	total	total	ADJ
fumecheng-13166	316	21	score	score	NOUN
fumecheng-13166	316	22	of	of	ADP
fumecheng-13166	316	23	each	each	DET
fumecheng-13166	316	24	model	model	NOUN
fumecheng-13166	316	25	.	.	PUNCT
fumecheng-13166	317	1	then	then	ADV
fumecheng-13166	317	2	,	,	PUNCT
fumecheng-13166	317	3	ranking	ranking	NOUN
fumecheng-13166	317	4	is	be	AUX
fumecheng-13166	317	5	done	do	VERB
fumecheng-13166	317	6	by	by	ADP
fumecheng-13166	317	7	comparing	compare	VERB
fumecheng-13166	317	8	total	total	ADJ
fumecheng-13166	317	9	scores	score	NOUN
fumecheng-13166	317	10	to	to	PART
fumecheng-13166	317	11	determine	determine	VERB
fumecheng-13166	317	12	which	which	DET
fumecheng-13166	317	13	model	model	NOUN
fumecheng-13166	317	14	has	have	VERB
fumecheng-13166	317	15	the	the	DET
fumecheng-13166	317	16	highest	high	ADJ
fumecheng-13166	317	17	cumulative	cumulative	ADJ
fumecheng-13166	317	18	score	score	NOUN
fumecheng-13166	317	19	and	and	CCONJ
fumecheng-13166	317	20	hence	hence	ADV
fumecheng-13166	317	21	is	be	AUX
fumecheng-13166	317	22	the	the	DET
fumecheng-13166	317	23	best	good	ADJ
fumecheng-13166	317	24	performing	performing	NOUN
fumecheng-13166	317	25	.	.	PUNCT
fumecheng-13166	318	1	this	this	PRON
fumecheng-13166	318	2	will	will	AUX
fumecheng-13166	318	3	ensure	ensure	VERB
fumecheng-13166	318	4	that	that	SCONJ
fumecheng-13166	318	5	with	with	ADP
fumecheng-13166	318	6	this	this	DET
fumecheng-13166	318	7	scoring	scoring	NOUN
fumecheng-13166	318	8	and	and	CCONJ
fumecheng-13166	318	9	ranking	ranking	NOUN
fumecheng-13166	318	10	system	system	NOUN
fumecheng-13166	318	11	,	,	PUNCT
fumecheng-13166	318	12	multiple	multiple	ADJ
fumecheng-13166	318	13	dimensions	dimension	NOUN
fumecheng-13166	318	14	of	of	ADP
fumecheng-13166	318	15	performance	performance	NOUN
fumecheng-13166	318	16	will	will	AUX
fumecheng-13166	318	17	be	be	AUX
fumecheng-13166	318	18	considered	consider	VERB
fumecheng-13166	318	19	to	to	PART
fumecheng-13166	318	20	properly	properly	ADV
fumecheng-13166	318	21	evaluate	evaluate	VERB
fumecheng-13166	318	22	all	all	DET
fumecheng-13166	318	23	models	model	NOUN
fumecheng-13166	318	24	comprehensively	comprehensively	ADV
fumecheng-13166	318	25	and	and	CCONJ
fumecheng-13166	318	26	make	make	VERB
fumecheng-13166	318	27	a	a	DET
fumecheng-13166	318	28	balanced	balanced	ADJ
fumecheng-13166	318	29	comparison	comparison	NOUN
fumecheng-13166	318	30	,	,	PUNCT
fumecheng-13166	318	31	prioritizing	prioritize	VERB
fumecheng-13166	318	32	both	both	CCONJ
fumecheng-13166	318	33	training	training	NOUN
fumecheng-13166	318	34	and	and	CCONJ
fumecheng-13166	318	35	testing	testing	NOUN
fumecheng-13166	318	36	accuracy	accuracy	NOUN
fumecheng-13166	318	37	.	.	PUNCT
fumecheng-13166	319	1	table	table	NOUN
fumecheng-13166	319	2	4	4	NUM
fumecheng-13166	319	3	lists	list	VERB
fumecheng-13166	319	4	the	the	DET
fumecheng-13166	319	5	ranking	ranking	ADJ
fumecheng-13166	319	6	results	result	NOUN
fumecheng-13166	319	7	.	.	PUNCT
fumecheng-13166	320	1	table	table	NOUN
fumecheng-13166	320	2	4	4	NUM
fumecheng-13166	320	3	ranking	ranking	NOUN
fumecheng-13166	320	4	of	of	ADP
fumecheng-13166	320	5	developed	develop	VERB
fumecheng-13166	320	6	models	model	NOUN
fumecheng-13166	320	7	mlpwoa	mlpwoa	VERB
fumecheng-13166	320	8	model	model	NOUN
fumecheng-13166	320	9	number	number	NOUN
fumecheng-13166	320	10	iterations	iteration	NOUN
fumecheng-13166	320	11	populations	population	NOUN
fumecheng-13166	320	12	rating	rating	NOUN
fumecheng-13166	320	13	for	for	ADP
fumecheng-13166	320	14	accuracy	accuracy	NOUN
fumecheng-13166	320	15	of	of	ADP
fumecheng-13166	320	16	training	training	NOUN
fumecheng-13166	320	17	rating	rating	NOUN
fumecheng-13166	320	18	for	for	ADP
fumecheng-13166	320	19	accuracy	accuracy	NOUN
fumecheng-13166	320	20	of	of	ADP
fumecheng-13166	320	21	testing	test	VERB
fumecheng-13166	320	22	total	total	ADJ
fumecheng-13166	320	23	rank	rank	NOUN
fumecheng-13166	320	24	1	1	NUM
fumecheng-13166	320	25	5	5	NUM
fumecheng-13166	320	26	10	10	NUM
fumecheng-13166	320	27	8	8	NUM
fumecheng-13166	320	28	12	12	NUM
fumecheng-13166	320	29	20	20	NUM
fumecheng-13166	320	30	2	2	NUM
fumecheng-13166	320	31	5	5	NUM
fumecheng-13166	320	32	50	50	NUM
fumecheng-13166	320	33	13	13	NUM
fumecheng-13166	320	34	8	8	NUM
fumecheng-13166	320	35	21	21	NUM
fumecheng-13166	320	36	3	3	NUM
fumecheng-13166	320	37	5	5	NUM
fumecheng-13166	320	38	100	100	NUM
fumecheng-13166	320	39	12	12	NUM
fumecheng-13166	320	40	15	15	NUM
fumecheng-13166	320	41	27	27	NUM
fumecheng-13166	320	42	4	4	NUM
fumecheng-13166	320	43	5	5	NUM
fumecheng-13166	320	44	200	200	NUM
fumecheng-13166	320	45	11	11	NUM
fumecheng-13166	320	46	11	11	NUM
fumecheng-13166	320	47	22	22	NUM
fumecheng-13166	320	48	5	5	NUM
fumecheng-13166	320	49	20	20	NUM
fumecheng-13166	320	50	10	10	NUM
fumecheng-13166	320	51	6	6	NUM
fumecheng-13166	320	52	7	7	NUM
fumecheng-13166	320	53	13	13	NUM
fumecheng-13166	320	54	6	6	NUM
fumecheng-13166	320	55	20	20	NUM
fumecheng-13166	320	56	50	50	NUM
fumecheng-13166	320	57	13	13	NUM
fumecheng-13166	320	58	14	14	NUM
fumecheng-13166	320	59	27	27	NUM
fumecheng-13166	320	60	7	7	NUM
fumecheng-13166	320	61	20	20	NUM
fumecheng-13166	320	62	100	100	NUM
fumecheng-13166	320	63	7	7	NUM
fumecheng-13166	320	64	12	12	NUM
fumecheng-13166	320	65	19	19	NUM
fumecheng-13166	320	66	8	8	NUM
fumecheng-13166	320	67	20	20	NUM
fumecheng-13166	320	68	200	200	NUM
fumecheng-13166	320	69	15	15	NUM
fumecheng-13166	320	70	11	11	NUM
fumecheng-13166	320	71	26	26	NUM
fumecheng-13166	320	72	9	9	NUM
fumecheng-13166	320	73	40	40	NUM
fumecheng-13166	320	74	10	10	NUM
fumecheng-13166	320	75	8	8	NUM
fumecheng-13166	320	76	8	8	NUM
fumecheng-13166	320	77	16	16	NUM
fumecheng-13166	320	78	10	10	NUM
fumecheng-13166	320	79	40	40	NUM
fumecheng-13166	320	80	50	50	NUM
fumecheng-13166	320	81	6	6	NUM
fumecheng-13166	320	82	9	9	NUM
fumecheng-13166	320	83	15	15	NUM
fumecheng-13166	320	84	11	11	NUM
fumecheng-13166	320	85	40	40	NUM
fumecheng-13166	320	86	100	100	NUM
fumecheng-13166	320	87	5	5	NUM
fumecheng-13166	320	88	8	8	NUM
fumecheng-13166	320	89	13	13	NUM
fumecheng-13166	320	90	12	12	NUM
fumecheng-13166	320	91	40	40	NUM
fumecheng-13166	320	92	200	200	NUM
fumecheng-13166	320	93	14	14	NUM
fumecheng-13166	320	94	14	14	NUM
fumecheng-13166	320	95	28	28	NUM
fumecheng-13166	320	96	13	13	NUM
fumecheng-13166	320	97	60	60	NUM
fumecheng-13166	320	98	10	10	NUM
fumecheng-13166	320	99	9	9	NUM
fumecheng-13166	320	100	13	13	NUM
fumecheng-13166	320	101	22	22	NUM
fumecheng-13166	320	102	14	14	NUM
fumecheng-13166	320	103	60	60	NUM
fumecheng-13166	320	104	50	50	NUM
fumecheng-13166	320	105	10	10	NUM
fumecheng-13166	320	106	10	10	NUM
fumecheng-13166	320	107	20	20	NUM
fumecheng-13166	320	108	15	15	NUM
fumecheng-13166	320	109	60	60	NUM
fumecheng-13166	320	110	100	100	NUM
fumecheng-13166	320	111	16	16	NUM
fumecheng-13166	320	112	14	14	NUM
fumecheng-13166	320	113	30	30	NUM
fumecheng-13166	320	114	16	16	NUM
fumecheng-13166	320	115	60	60	NUM
fumecheng-13166	320	116	200	200	NUM
fumecheng-13166	320	117	15	15	NUM
fumecheng-13166	320	118	16	16	NUM
fumecheng-13166	320	119	31	31	NUM
fumecheng-13166	320	120	table	table	NOUN
fumecheng-13166	320	121	4	4	NUM
fumecheng-13166	320	122	shows	show	VERB
fumecheng-13166	320	123	that	that	SCONJ
fumecheng-13166	320	124	the	the	DET
fumecheng-13166	320	125	best	good	ADJ
fumecheng-13166	320	126	performance	performance	NOUN
fumecheng-13166	320	127	of	of	ADP
fumecheng-13166	320	128	model	model	NOUN
fumecheng-13166	320	129	number	number	NOUN
fumecheng-13166	320	130	16	16	NUM
fumecheng-13166	320	131	has	have	VERB
fumecheng-13166	320	132	a	a	DET
fumecheng-13166	320	133	rank	rank	NOUN
fumecheng-13166	320	134	of	of	ADP
fumecheng-13166	320	135	31	31	NUM
fumecheng-13166	320	136	out	out	ADP
fumecheng-13166	320	137	of	of	ADP
fumecheng-13166	320	138	the	the	DET
fumecheng-13166	320	139	total	total	ADJ
fumecheng-13166	320	140	15	15	NUM
fumecheng-13166	320	141	training	training	NOUN
fumecheng-13166	320	142	and	and	CCONJ
fumecheng-13166	320	143	16	16	NUM
fumecheng-13166	320	144	testing	testing	NOUN
fumecheng-13166	320	145	accuracy	accuracy	NOUN
fumecheng-13166	320	146	ratings	rating	NOUN
fumecheng-13166	320	147	.	.	PUNCT
fumecheng-13166	321	1	therefore	therefore	ADV
fumecheng-13166	321	2	,	,	PUNCT
fumecheng-13166	321	3	it	it	PRON
fumecheng-13166	321	4	implies	imply	VERB
fumecheng-13166	321	5	that	that	SCONJ
fumecheng-13166	321	6	at	at	ADP
fumecheng-13166	321	7	rank	rank	NOUN
fumecheng-13166	321	8	31	31	NUM
fumecheng-13166	321	9	,	,	PUNCT
fumecheng-13166	321	10	the	the	DET
fumecheng-13166	321	11	model	model	NOUN
fumecheng-13166	321	12	reaches	reach	VERB
fumecheng-13166	321	13	an	an	DET
fumecheng-13166	321	14	ideal	ideal	ADJ
fumecheng-13166	321	15	point	point	NOUN
fumecheng-13166	321	16	for	for	ADP
fumecheng-13166	321	17	balancing	balance	VERB
fumecheng-13166	321	18	between	between	ADP
fumecheng-13166	321	19	training	training	NOUN
fumecheng-13166	321	20	and	and	CCONJ
fumecheng-13166	321	21	testing	testing	NOUN
fumecheng-13166	321	22	accuracy	accuracy	NOUN
fumecheng-13166	321	23	.	.	PUNCT
fumecheng-13166	322	1	the	the	DET
fumecheng-13166	322	2	total	total	ADJ
fumecheng-13166	322	3	rank	rank	NOUN
fumecheng-13166	322	4	of	of	ADP
fumecheng-13166	322	5	model	model	NOUN
fumecheng-13166	322	6	number	number	NOUN
fumecheng-13166	322	7	15	15	NUM
fumecheng-13166	322	8	comes	come	VERB
fumecheng-13166	322	9	next	next	ADV
fumecheng-13166	322	10	with	with	ADP
fumecheng-13166	322	11	a	a	DET
fumecheng-13166	322	12	rank	rank	NOUN
fumecheng-13166	322	13	of	of	ADP
fumecheng-13166	322	14	30	30	NUM
fumecheng-13166	322	15	and	and	CCONJ
fumecheng-13166	322	16	performs	perform	VERB
fumecheng-13166	322	17	less	less	ADV
fumecheng-13166	322	18	compared	compare	VERB
fumecheng-13166	322	19	to	to	ADP
fumecheng-13166	322	20	model	model	NOUN
fumecheng-13166	322	21	16	16	NUM
fumecheng-13166	322	22	.	.	PUNCT
fumecheng-13166	323	1	the	the	DET
fumecheng-13166	323	2	remaining	remain	VERB
fumecheng-13166	323	3	models	model	NOUN
fumecheng-13166	323	4	have	have	AUX
fumecheng-13166	323	5	shown	show	VERB
fumecheng-13166	323	6	various	various	ADJ
fumecheng-13166	323	7	degrees	degree	NOUN
fumecheng-13166	323	8	of	of	ADP
fumecheng-13166	323	9	performances	performance	NOUN
fumecheng-13166	323	10	,	,	PUNCT
fumecheng-13166	323	11	the	the	DET
fumecheng-13166	323	12	least	least	ADV
fumecheng-13166	323	13	successful	successful	ADJ
fumecheng-13166	323	14	mix	mix	NOUN
fumecheng-13166	323	15	of	of	ADP
fumecheng-13166	323	16	training	training	NOUN
fumecheng-13166	323	17	and	and	CCONJ
fumecheng-13166	323	18	testing	testing	NOUN
fumecheng-13166	323	19	accuracy	accuracy	NOUN
fumecheng-13166	323	20	ratings	rating	NOUN
fumecheng-13166	323	21	of	of	ADP
fumecheng-13166	323	22	models	model	NOUN
fumecheng-13166	323	23	with	with	ADP
fumecheng-13166	323	24	numbers	number	NOUN
fumecheng-13166	323	25	5	5	NUM
fumecheng-13166	323	26	and	and	CCONJ
fumecheng-13166	323	27	11	11	NUM
fumecheng-13166	323	28	.	.	PUNCT
fumecheng-13166	324	1	with	with	ADP
fumecheng-13166	324	2	the	the	DET
fumecheng-13166	324	3	total	total	ADJ
fumecheng-13166	324	4	ranking	ranking	NOUN
fumecheng-13166	324	5	of	of	ADP
fumecheng-13166	324	6	28	28	NUM
fumecheng-13166	324	7	,	,	PUNCT
fumecheng-13166	324	8	model	model	NOUN
fumecheng-13166	324	9	number	number	NOUN
fumecheng-13166	324	10	12	12	NUM
fumecheng-13166	324	11	has	have	VERB
fumecheng-13166	324	12	the	the	DET
fumecheng-13166	324	13	third	third	ADV
fumecheng-13166	324	14	highest	high	ADJ
fumecheng-13166	324	15	total	total	ADJ
fumecheng-13166	324	16	ranking	ranking	NOUN
fumecheng-13166	324	17	,	,	PUNCT
fumecheng-13166	324	18	indicating	indicate	VERB
fumecheng-13166	324	19	that	that	SCONJ
fumecheng-13166	324	20	it	it	PRON
fumecheng-13166	324	21	has	have	VERB
fumecheng-13166	324	22	a	a	DET
fumecheng-13166	324	23	good	good	ADJ
fumecheng-13166	324	24	balance	balance	NOUN
fumecheng-13166	324	25	between	between	ADP
fumecheng-13166	324	26	its	its	PRON
fumecheng-13166	324	27	training	training	NOUN
fumecheng-13166	324	28	and	and	CCONJ
fumecheng-13166	324	29	testing	testing	NOUN
fumecheng-13166	324	30	accuracy	accuracy	NOUN
fumecheng-13166	324	31	.	.	PUNCT
fumecheng-13166	325	1	model	model	NOUN
fumecheng-13166	325	2	16	16	NUM
fumecheng-13166	325	3	has	have	VERB
fumecheng-13166	325	4	the	the	DET
fumecheng-13166	325	5	best	good	ADJ
fumecheng-13166	325	6	model	model	NOUN
fumecheng-13166	325	7	in	in	ADP
fumecheng-13166	325	8	terms	term	NOUN
fumecheng-13166	325	9	of	of	ADP
fumecheng-13166	325	10	a	a	DET
fumecheng-13166	325	11	total	total	ADJ
fumecheng-13166	325	12	rank	rank	NOUN
fumecheng-13166	325	13	measure	measure	NOUN
fumecheng-13166	325	14	for	for	ADP
fumecheng-13166	325	15	both	both	DET
fumecheng-13166	325	16	training	training	NOUN
fumecheng-13166	325	17	and	and	CCONJ
fumecheng-13166	325	18	testing	testing	NOUN
fumecheng-13166	325	19	accuracy	accuracy	NOUN
fumecheng-13166	325	20	.	.	PUNCT
fumecheng-13166	326	1	based	base	VERB
fumecheng-13166	326	2	on	on	ADP
fumecheng-13166	326	3	fig	fig	NOUN
fumecheng-13166	326	4	.	.	PUNCT
fumecheng-13166	327	1	5	5	NUM
fumecheng-13166	327	2	,	,	PUNCT
fumecheng-13166	327	3	the	the	DET
fumecheng-13166	327	4	16th	16th	ADJ
fumecheng-13166	327	5	binary	binary	ADJ
fumecheng-13166	327	6	classification	classification	NOUN
fumecheng-13166	327	7	model	model	NOUN
fumecheng-13166	327	8	accurately	accurately	ADV
fumecheng-13166	327	9	identified	identify	VERB
fumecheng-13166	327	10	163	163	NUM
fumecheng-13166	327	11	instances	instance	NOUN
fumecheng-13166	327	12	of	of	ADP
fumecheng-13166	327	13	the	the	DET
fumecheng-13166	327	14	first	first	ADJ
fumecheng-13166	327	15	class	class	NOUN
fumecheng-13166	327	16	labeled	label	VERB
fumecheng-13166	327	17	"	"	PUNCT
fumecheng-13166	327	18	1	1	NUM
fumecheng-13166	327	19	"	"	PUNCT
fumecheng-13166	327	20	in	in	ADP
fumecheng-13166	327	21	an	an	DET
fumecheng-13166	327	22	accident	accident	NOUN
fumecheng-13166	327	23	,	,	PUNCT
fumecheng-13166	327	24	indicating	indicate	VERB
fumecheng-13166	327	25	the	the	DET
fumecheng-13166	327	26	involvement	involvement	NOUN
fumecheng-13166	327	27	of	of	ADP
fumecheng-13166	327	28	only	only	ADV
fumecheng-13166	327	29	one	one	NUM
fumecheng-13166	327	30	car	car	NOUN
fumecheng-13166	327	31	.	.	PUNCT
fumecheng-13166	328	1	however	however	ADV
fumecheng-13166	328	2	,	,	PUNCT
fumecheng-13166	328	3	it	it	PRON
fumecheng-13166	328	4	incorrectly	incorrectly	ADV
fumecheng-13166	328	5	classified	classify	VERB
fumecheng-13166	328	6	8	8	NUM
fumecheng-13166	328	7	instances	instance	NOUN
fumecheng-13166	328	8	of	of	ADP
fumecheng-13166	328	9	the	the	DET
fumecheng-13166	328	10	second	second	ADJ
fumecheng-13166	328	11	class	class	NOUN
fumecheng-13166	328	12	,	,	PUNCT
fumecheng-13166	328	13	indicating	indicate	VERB
fumecheng-13166	328	14	involvement	involvement	NOUN
fumecheng-13166	328	15	of	of	ADP
fumecheng-13166	328	16	two	two	NUM
fumecheng-13166	328	17	or	or	CCONJ
fumecheng-13166	328	18	more	more	ADJ
fumecheng-13166	328	19	vehicles	vehicle	NOUN
fumecheng-13166	328	20	,	,	PUNCT
fumecheng-13166	328	21	as	as	ADP
fumecheng-13166	328	22	"	"	PUNCT
fumecheng-13166	328	23	1	1	NUM
fumecheng-13166	328	24	"	"	PUNCT
fumecheng-13166	328	25	.	.	PUNCT
fumecheng-13166	329	1	the	the	DET
fumecheng-13166	329	2	model	model	NOUN
fumecheng-13166	329	3	achieved	achieve	VERB
fumecheng-13166	329	4	a	a	DET
fumecheng-13166	329	5	high	high	ADJ
fumecheng-13166	329	6	level	level	NOUN
fumecheng-13166	329	7	of	of	ADP
fumecheng-13166	329	8	accuracy	accuracy	NOUN
fumecheng-13166	329	9	,	,	PUNCT
fumecheng-13166	329	10	specifically	specifically	ADV
fumecheng-13166	329	11	18	18	NUM
fumecheng-13166	329	12	s.	s.	PROPN
fumecheng-13166	329	13	s.	s.	PROPN
fumecheng-13166	329	14	haghshenas	haghshenas	PROPN
fumecheng-13166	329	15	,	,	PUNCT
fumecheng-13166	329	16	m.	m.	NOUN
fumecheng-13166	329	17	h.	h.	PROPN
fumecheng-13166	329	18	m.	m.	PROPN
fumecheng-13166	329	19	seraji	seraji	PROPN
fumecheng-13166	329	20	,	,	PUNCT
fumecheng-13166	329	21	s.	s.	PROPN
fumecheng-13166	329	22	s.	s.	PROPN
fumecheng-13166	329	23	haghshenas	haghshenas	PROPN
fumecheng-13166	329	24	,	,	PUNCT
fumecheng-13166	329	25	et	et	PROPN
fumecheng-13166	329	26	al	al	PROPN
fumecheng-13166	329	27	.	.	PROPN
fumecheng-13166	329	28	89.1	89.1	NUM
fumecheng-13166	329	29	%	%	NOUN
fumecheng-13166	329	30	,	,	PUNCT
fumecheng-13166	329	31	in	in	ADP
fumecheng-13166	329	32	categorizing	categorize	VERB
fumecheng-13166	329	33	the	the	DET
fumecheng-13166	329	34	training	training	NOUN
fumecheng-13166	329	35	dataset	dataset	NOUN
fumecheng-13166	329	36	.	.	PUNCT
fumecheng-13166	330	1	the	the	DET
fumecheng-13166	330	2	test	test	NOUN
fumecheng-13166	330	3	data	datum	NOUN
fumecheng-13166	330	4	showed	show	VERB
fumecheng-13166	330	5	that	that	SCONJ
fumecheng-13166	330	6	52	52	NUM
fumecheng-13166	330	7	cases	case	NOUN
fumecheng-13166	330	8	were	be	AUX
fumecheng-13166	330	9	correctly	correctly	ADV
fumecheng-13166	330	10	identified	identify	VERB
fumecheng-13166	330	11	as	as	ADP
fumecheng-13166	330	12	"	"	PUNCT
fumecheng-13166	330	13	1	1	NUM
fumecheng-13166	330	14	"	"	PUNCT
fumecheng-13166	330	15	and	and	CCONJ
fumecheng-13166	330	16	58	58	NUM
fumecheng-13166	330	17	as	as	ADP
fumecheng-13166	330	18	"	"	PUNCT
fumecheng-13166	330	19	2	2	NUM
fumecheng-13166	330	20	"	"	PUNCT
fumecheng-13166	330	21	,	,	PUNCT
fumecheng-13166	330	22	but	but	CCONJ
fumecheng-13166	330	23	the	the	DET
fumecheng-13166	330	24	model	model	NOUN
fumecheng-13166	330	25	incorrectly	incorrectly	ADV
fumecheng-13166	330	26	predicted	predict	VERB
fumecheng-13166	330	27	3	3	NUM
fumecheng-13166	330	28	cases	case	NOUN
fumecheng-13166	330	29	and	and	CCONJ
fumecheng-13166	330	30	12	12	NUM
fumecheng-13166	330	31	cases	case	NOUN
fumecheng-13166	330	32	from	from	ADP
fumecheng-13166	330	33	the	the	DET
fumecheng-13166	330	34	second	second	ADJ
fumecheng-13166	330	35	class	class	NOUN
fumecheng-13166	330	36	.	.	PUNCT
fumecheng-13166	331	1	the	the	DET
fumecheng-13166	331	2	16th	16th	ADJ
fumecheng-13166	331	3	model	model	NOUN
fumecheng-13166	331	4	achieved	achieve	VERB
fumecheng-13166	331	5	a	a	DET
fumecheng-13166	331	6	satisfactory	satisfactory	ADJ
fumecheng-13166	331	7	accuracy	accuracy	NOUN
fumecheng-13166	331	8	of	of	ADP
fumecheng-13166	331	9	88	88	NUM
fumecheng-13166	331	10	%	%	NOUN
fumecheng-13166	331	11	in	in	ADP
fumecheng-13166	331	12	classifying	classify	VERB
fumecheng-13166	331	13	the	the	DET
fumecheng-13166	331	14	test	test	NOUN
fumecheng-13166	331	15	data	datum	NOUN
fumecheng-13166	331	16	,	,	PUNCT
fumecheng-13166	331	17	demonstrating	demonstrate	VERB
fumecheng-13166	331	18	the	the	DET
fumecheng-13166	331	19	reliability	reliability	NOUN
fumecheng-13166	331	20	of	of	ADP
fumecheng-13166	331	21	the	the	DET
fumecheng-13166	331	22	combination	combination	NOUN
fumecheng-13166	331	23	of	of	ADP
fumecheng-13166	331	24	woa	woa	NOUN
fumecheng-13166	331	25	and	and	CCONJ
fumecheng-13166	331	26	svm	svm	VERB
fumecheng-13166	331	27	for	for	ADP
fumecheng-13166	331	28	system	system	NOUN
fumecheng-13166	331	29	modeling	modeling	NOUN
fumecheng-13166	331	30	.	.	PUNCT
fumecheng-13166	332	1	fig	fig	NOUN
fumecheng-13166	332	2	.	.	PUNCT
fumecheng-13166	333	1	5	5	NUM
fumecheng-13166	333	2	confusion	confusion	NOUN
fumecheng-13166	333	3	matrices	matrix	NOUN
fumecheng-13166	333	4	for	for	ADP
fumecheng-13166	333	5	the	the	DET
fumecheng-13166	333	6	training	training	NOUN
fumecheng-13166	333	7	data	datum	NOUN
fumecheng-13166	333	8	(	(	PUNCT
fumecheng-13166	333	9	a	a	NOUN
fumecheng-13166	333	10	)	)	PUNCT
fumecheng-13166	333	11	and	and	CCONJ
fumecheng-13166	333	12	testing	testing	NOUN
fumecheng-13166	333	13	data	datum	NOUN
fumecheng-13166	333	14	(	(	PUNCT
fumecheng-13166	333	15	b	b	NOUN
fumecheng-13166	333	16	)	)	PUNCT
fumecheng-13166	333	17	5.4	5.4	NUM
fumecheng-13166	333	18	.	.	PUNCT
fumecheng-13166	334	1	svm	svm	PROPN
fumecheng-13166	334	2	-	-	PROPN
fumecheng-13166	334	3	csa	csa	PROPN
fumecheng-13166	334	4	a	a	DET
fumecheng-13166	334	5	predictive	predictive	ADJ
fumecheng-13166	334	6	model	model	NOUN
fumecheng-13166	334	7	was	be	AUX
fumecheng-13166	334	8	developed	develop	VERB
fumecheng-13166	334	9	by	by	ADP
fumecheng-13166	334	10	combining	combine	VERB
fumecheng-13166	334	11	csa	csa	PROPN
fumecheng-13166	334	12	and	and	CCONJ
fumecheng-13166	334	13	svm	svm	PROPN
fumecheng-13166	334	14	in	in	ADP
fumecheng-13166	334	15	the	the	DET
fumecheng-13166	334	16	matlab	matlab	PROPN
fumecheng-13166	334	17	environment	environment	NOUN
fumecheng-13166	334	18	.	.	PUNCT
fumecheng-13166	335	1	in	in	ADP
fumecheng-13166	335	2	the	the	DET
fumecheng-13166	335	3	csa	csa	PROPN
fumecheng-13166	335	4	algorithm	algorithm	PROPN
fumecheng-13166	335	5	,	,	PUNCT
fumecheng-13166	335	6	the	the	DET
fumecheng-13166	335	7	optimum	optimum	ADJ
fumecheng-13166	335	8	performance	performance	NOUN
fumecheng-13166	335	9	of	of	ADP
fumecheng-13166	335	10	the	the	DET
fumecheng-13166	335	11	svm	svm	ADJ
fumecheng-13166	335	12	model	model	NOUN
fumecheng-13166	335	13	was	be	AUX
fumecheng-13166	335	14	achieved	achieve	VERB
fumecheng-13166	335	15	after	after	ADP
fumecheng-13166	335	16	optimizing	optimize	VERB
fumecheng-13166	335	17	its	its	PRON
fumecheng-13166	335	18	parameters	parameter	NOUN
fumecheng-13166	335	19	.	.	PUNCT
fumecheng-13166	336	1	the	the	DET
fumecheng-13166	336	2	same	same	ADJ
fumecheng-13166	336	3	datasets	dataset	NOUN
fumecheng-13166	336	4	used	use	VERB
fumecheng-13166	336	5	in	in	ADP
fumecheng-13166	336	6	the	the	DET
fumecheng-13166	336	7	svm	svm	ADJ
fumecheng-13166	336	8	analysis	analysis	NOUN
fumecheng-13166	336	9	were	be	AUX
fumecheng-13166	336	10	used	use	VERB
fumecheng-13166	336	11	to	to	PART
fumecheng-13166	336	12	develop	develop	VERB
fumecheng-13166	336	13	svm	svm	PROPN
fumecheng-13166	336	14	-	-	ADJ
fumecheng-13166	336	15	csa	csa	ADJ
fumecheng-13166	336	16	modeling	modeling	NOUN
fumecheng-13166	336	17	,	,	PUNCT
fumecheng-13166	336	18	comprising	comprise	VERB
fumecheng-13166	336	19	75	75	NUM
fumecheng-13166	336	20	%	%	NOUN
fumecheng-13166	336	21	of	of	ADP
fumecheng-13166	336	22	the	the	DET
fumecheng-13166	336	23	dataset	dataset	NOUN
fumecheng-13166	336	24	containing	contain	VERB
fumecheng-13166	336	25	375	375	NUM
fumecheng-13166	336	26	data	datum	NOUN
fumecheng-13166	336	27	as	as	ADP
fumecheng-13166	336	28	training	training	NOUN
fumecheng-13166	336	29	datasets	dataset	NOUN
fumecheng-13166	336	30	and	and	CCONJ
fumecheng-13166	336	31	25	25	NUM
fumecheng-13166	336	32	%	%	NOUN
fumecheng-13166	336	33	as	as	ADP
fumecheng-13166	336	34	125	125	NUM
fumecheng-13166	336	35	data	datum	NOUN
fumecheng-13166	336	36	as	as	ADP
fumecheng-13166	336	37	a	a	DET
fumecheng-13166	336	38	test	test	NOUN
fumecheng-13166	336	39	dataset	dataset	VERB
fumecheng-13166	336	40	[	[	PUNCT
fumecheng-13166	336	41	59	59	NUM
fumecheng-13166	336	42	]	]	PUNCT
fumecheng-13166	336	43	.	.	PUNCT
fumecheng-13166	337	1	all	all	DET
fumecheng-13166	337	2	the	the	DET
fumecheng-13166	337	3	data	datum	NOUN
fumecheng-13166	337	4	were	be	AUX
fumecheng-13166	337	5	labeled	label	VERB
fumecheng-13166	337	6	as	as	ADP
fumecheng-13166	337	7	two	two	NUM
fumecheng-13166	337	8	classes	class	NOUN
fumecheng-13166	337	9	,	,	PUNCT
fumecheng-13166	337	10	which	which	PRON
fumecheng-13166	337	11	were	be	AUX
fumecheng-13166	337	12	"	"	PUNCT
fumecheng-13166	337	13	1	1	NUM
fumecheng-13166	337	14	"	"	PUNCT
fumecheng-13166	337	15	and	and	CCONJ
fumecheng-13166	337	16	"	"	PUNCT
fumecheng-13166	337	17	2	2	NUM
fumecheng-13166	337	18	"	"	PUNCT
fumecheng-13166	337	19	.	.	PUNCT
fumecheng-13166	338	1	the	the	DET
fumecheng-13166	338	2	best	good	ADJ
fumecheng-13166	338	3	setting	setting	NOUN
fumecheng-13166	338	4	of	of	ADP
fumecheng-13166	338	5	the	the	DET
fumecheng-13166	338	6	svm	svm	PROPN
fumecheng-13166	338	7	model	model	NOUN
fumecheng-13166	338	8	had	have	AUX
fumecheng-13166	338	9	been	be	AUX
fumecheng-13166	338	10	chosen	choose	VERB
fumecheng-13166	338	11	in	in	ADP
fumecheng-13166	338	12	the	the	DET
fumecheng-13166	338	13	svm	svm	ADJ
fumecheng-13166	338	14	analysis	analysis	NOUN
fumecheng-13166	338	15	section	section	NOUN
fumecheng-13166	338	16	.	.	PUNCT
fumecheng-13166	339	1	the	the	DET
fumecheng-13166	339	2	determination	determination	NOUN
fumecheng-13166	339	3	of	of	ADP
fumecheng-13166	339	4	control	control	NOUN
fumecheng-13166	339	5	parameters	parameter	NOUN
fumecheng-13166	339	6	of	of	ADP
fumecheng-13166	339	7	csa	csa	PROPN
fumecheng-13166	339	8	was	be	AUX
fumecheng-13166	339	9	done	do	VERB
fumecheng-13166	339	10	,	,	PUNCT
fumecheng-13166	339	11	which	which	PRON
fumecheng-13166	339	12	plays	play	VERB
fumecheng-13166	339	13	an	an	DET
fumecheng-13166	339	14	important	important	ADJ
fumecheng-13166	339	15	role	role	NOUN
fumecheng-13166	339	16	in	in	ADP
fumecheng-13166	339	17	the	the	DET
fumecheng-13166	339	18	convergence	convergence	NOUN
fumecheng-13166	339	19	of	of	ADP
fumecheng-13166	339	20	the	the	DET
fumecheng-13166	339	21	model	model	NOUN
fumecheng-13166	339	22	.	.	PUNCT
fumecheng-13166	340	1	since	since	SCONJ
fumecheng-13166	340	2	there	there	PRON
fumecheng-13166	340	3	is	be	VERB
fumecheng-13166	340	4	no	no	DET
fumecheng-13166	340	5	relation	relation	NOUN
fumecheng-13166	340	6	that	that	PRON
fumecheng-13166	340	7	precisely	precisely	ADV
fumecheng-13166	340	8	determines	determine	VERB
fumecheng-13166	340	9	such	such	ADJ
fumecheng-13166	340	10	parameters	parameter	NOUN
fumecheng-13166	340	11	,	,	PUNCT
fumecheng-13166	340	12	the	the	DET
fumecheng-13166	340	13	approach	approach	NOUN
fumecheng-13166	340	14	to	to	PART
fumecheng-13166	340	15	be	be	AUX
fumecheng-13166	340	16	followed	follow	VERB
fumecheng-13166	340	17	was	be	AUX
fumecheng-13166	340	18	the	the	DET
fumecheng-13166	340	19	same	same	ADJ
fumecheng-13166	340	20	as	as	ADP
fumecheng-13166	340	21	in	in	ADP
fumecheng-13166	340	22	the	the	DET
fumecheng-13166	340	23	model	model	NOUN
fumecheng-13166	340	24	svm	svm	PROPN
fumecheng-13166	340	25	-	-	PUNCT
fumecheng-13166	340	26	woa	woa	PROPN
fumecheng-13166	340	27	.	.	PUNCT
fumecheng-13166	341	1	therefore	therefore	ADV
fumecheng-13166	341	2	,	,	PUNCT
fumecheng-13166	341	3	the	the	DET
fumecheng-13166	341	4	same	same	ADJ
fumecheng-13166	341	5	population	population	NOUN
fumecheng-13166	341	6	number	number	NOUN
fumecheng-13166	341	7	and	and	CCONJ
fumecheng-13166	341	8	number	number	NOUN
fumecheng-13166	341	9	of	of	ADP
fumecheng-13166	341	10	iterations	iteration	NOUN
fumecheng-13166	341	11	were	be	AUX
fumecheng-13166	341	12	considered	consider	VERB
fumecheng-13166	341	13	.	.	PUNCT
fumecheng-13166	342	1	the	the	DET
fumecheng-13166	342	2	best	good	ADJ
fumecheng-13166	342	3	parameters	parameter	NOUN
fumecheng-13166	342	4	were	be	AUX
fumecheng-13166	342	5	selected	select	VERB
fumecheng-13166	342	6	based	base	VERB
fumecheng-13166	342	7	on	on	ADP
fumecheng-13166	342	8	a	a	DET
fumecheng-13166	342	9	trial	trial	NOUN
fumecheng-13166	342	10	-	-	PUNCT
fumecheng-13166	342	11	and	and	CCONJ
fumecheng-13166	342	12	-	-	PUNCT
fumecheng-13166	342	13	error	error	NOUN
fumecheng-13166	342	14	approach	approach	NOUN
fumecheng-13166	342	15	.	.	PUNCT
fumecheng-13166	343	1	in	in	ADP
fumecheng-13166	343	2	addition	addition	NOUN
fumecheng-13166	343	3	,	,	PUNCT
fumecheng-13166	343	4	the	the	DET
fumecheng-13166	343	5	three	three	NUM
fumecheng-13166	343	6	different	different	ADJ
fumecheng-13166	343	7	types	type	NOUN
fumecheng-13166	343	8	of	of	ADP
fumecheng-13166	343	9	kernel	kernel	PROPN
fumecheng-13166	343	10	functions	function	NOUN
fumecheng-13166	343	11	including	include	VERB
fumecheng-13166	343	12	rbf	rbf	PROPN
fumecheng-13166	343	13	,	,	PUNCT
fumecheng-13166	343	14	pol	pol	NOUN
fumecheng-13166	343	15	,	,	PUNCT
fumecheng-13166	343	16	and	and	CCONJ
fumecheng-13166	343	17	lin	lin	PROPN
fumecheng-13166	343	18	were	be	AUX
fumecheng-13166	343	19	used	use	VERB
fumecheng-13166	343	20	.	.	PUNCT
fumecheng-13166	344	1	according	accord	VERB
fumecheng-13166	344	2	to	to	ADP
fumecheng-13166	344	3	the	the	DET
fumecheng-13166	344	4	number	number	NOUN
fumecheng-13166	344	5	of	of	ADP
fumecheng-13166	344	6	control	control	NOUN
fumecheng-13166	344	7	parameters	parameter	NOUN
fumecheng-13166	344	8	,	,	PUNCT
fumecheng-13166	344	9	a	a	DET
fumecheng-13166	344	10	total	total	NOUN
fumecheng-13166	344	11	of	of	ADP
fumecheng-13166	344	12	16	16	NUM
fumecheng-13166	344	13	models	model	NOUN
fumecheng-13166	344	14	were	be	AUX
fumecheng-13166	344	15	built	build	VERB
fumecheng-13166	344	16	and	and	CCONJ
fumecheng-13166	344	17	their	their	PRON
fumecheng-13166	344	18	outcomes	outcome	NOUN
fumecheng-13166	344	19	are	be	AUX
fumecheng-13166	344	20	displayed	display	VERB
fumecheng-13166	344	21	in	in	ADP
fumecheng-13166	344	22	table	table	NOUN
fumecheng-13166	344	23	5	5	NUM
fumecheng-13166	344	24	.	.	PUNCT
fumecheng-13166	345	1	following	follow	VERB
fumecheng-13166	345	2	the	the	DET
fumecheng-13166	345	3	construction	construction	NOUN
fumecheng-13166	345	4	of	of	ADP
fumecheng-13166	345	5	several	several	ADJ
fumecheng-13166	345	6	models	model	NOUN
fumecheng-13166	345	7	and	and	CCONJ
fumecheng-13166	345	8	the	the	DET
fumecheng-13166	345	9	evaluation	evaluation	NOUN
fumecheng-13166	345	10	of	of	ADP
fumecheng-13166	345	11	their	their	PRON
fumecheng-13166	345	12	accuracy	accuracy	NOUN
fumecheng-13166	345	13	,	,	PUNCT
fumecheng-13166	345	14	a	a	DET
fumecheng-13166	345	15	straightforward	straightforward	ADJ
fumecheng-13166	345	16	ranking	ranking	NOUN
fumecheng-13166	345	17	method	method	NOUN
fumecheng-13166	345	18	was	be	AUX
fumecheng-13166	345	19	employed	employ	VERB
fumecheng-13166	345	20	to	to	PART
fumecheng-13166	345	21	rank	rank	VERB
fumecheng-13166	345	22	all	all	DET
fumecheng-13166	345	23	the	the	DET
fumecheng-13166	345	24	models	model	NOUN
fumecheng-13166	346	1	[	[	X
fumecheng-13166	346	2	62	62	NUM
fumecheng-13166	346	3	]	]	PUNCT
fumecheng-13166	346	4	.	.	PUNCT
fumecheng-13166	347	1	the	the	DET
fumecheng-13166	347	2	ranking	ranking	ADJ
fumecheng-13166	347	3	outcomes	outcome	NOUN
fumecheng-13166	347	4	are	be	AUX
fumecheng-13166	347	5	presented	present	VERB
fumecheng-13166	347	6	in	in	ADP
fumecheng-13166	347	7	table	table	NOUN
fumecheng-13166	347	8	6	6	NUM
fumecheng-13166	347	9	.	.	PUNCT
fumecheng-13166	347	10	enhancing	enhance	VERB
fumecheng-13166	347	11	support	support	NOUN
fumecheng-13166	347	12	vector	vector	NOUN
fumecheng-13166	347	13	machine	machine	NOUN
fumecheng-13166	347	14	performance	performance	NOUN
fumecheng-13166	347	15	in	in	ADP
fumecheng-13166	347	16	forecasting	forecast	VERB
fumecheng-13166	347	17	the	the	DET
fumecheng-13166	347	18	number	number	NOUN
fumecheng-13166	347	19	of	of	ADP
fumecheng-13166	347	20	vehicles	vehicle	NOUN
fumecheng-13166	347	21	…	…	PUNCT
fumecheng-13166	347	22	19	19	NUM
fumecheng-13166	347	23	table	table	NOUN
fumecheng-13166	347	24	5	5	NUM
fumecheng-13166	347	25	the	the	DET
fumecheng-13166	347	26	performance	performance	NOUN
fumecheng-13166	347	27	of	of	ADP
fumecheng-13166	347	28	training	training	NOUN
fumecheng-13166	347	29	and	and	CCONJ
fumecheng-13166	347	30	testing	testing	NOUN
fumecheng-13166	347	31	models	model	NOUN
fumecheng-13166	347	32	is	be	AUX
fumecheng-13166	347	33	determined	determine	VERB
fumecheng-13166	347	34	by	by	ADP
fumecheng-13166	347	35	the	the	DET
fumecheng-13166	347	36	different	different	ADJ
fumecheng-13166	347	37	control	control	NOUN
fumecheng-13166	347	38	parameters	parameter	NOUN
fumecheng-13166	347	39	no	no	INTJ
fumecheng-13166	347	40	.	.	PUNCT
fumecheng-13166	348	1	iterations	iteration	NOUN
fumecheng-13166	348	2	populations	population	NOUN
fumecheng-13166	348	3	training	training	NOUN
fumecheng-13166	348	4	accuracy	accuracy	NOUN
fumecheng-13166	348	5	(	(	PUNCT
fumecheng-13166	348	6	%	%	INTJ
fumecheng-13166	348	7	)	)	PUNCT
fumecheng-13166	348	8	testing	testing	NOUN
fumecheng-13166	348	9	accuracy	accuracy	NOUN
fumecheng-13166	348	10	(	(	PUNCT
fumecheng-13166	348	11	%	%	NOUN
fumecheng-13166	348	12	)	)	PUNCT
fumecheng-13166	348	13	1	1	NUM
fumecheng-13166	348	14	5	5	NUM
fumecheng-13166	348	15	10	10	NUM
fumecheng-13166	348	16	85.07	85.07	NUM
fumecheng-13166	348	17	83.20	83.20	NUM
fumecheng-13166	348	18	2	2	NUM
fumecheng-13166	348	19	5	5	NUM
fumecheng-13166	348	20	50	50	NUM
fumecheng-13166	348	21	87.47	87.47	NUM
fumecheng-13166	348	22	85.60	85.60	NUM
fumecheng-13166	348	23	3	3	NUM
fumecheng-13166	348	24	5	5	NUM
fumecheng-13166	348	25	100	100	NUM
fumecheng-13166	348	26	87.07	87.07	NUM
fumecheng-13166	348	27	86.40	86.40	NUM
fumecheng-13166	348	28	4	4	NUM
fumecheng-13166	348	29	5	5	NUM
fumecheng-13166	348	30	200	200	NUM
fumecheng-13166	348	31	87.73	87.73	NUM
fumecheng-13166	348	32	87.20	87.20	NUM
fumecheng-13166	348	33	5	5	NUM
fumecheng-13166	348	34	20	20	NUM
fumecheng-13166	348	35	10	10	NUM
fumecheng-13166	348	36	85.60	85.60	NUM
fumecheng-13166	348	37	84.80	84.80	NUM
fumecheng-13166	348	38	6	6	NUM
fumecheng-13166	348	39	20	20	NUM
fumecheng-13166	348	40	50	50	NUM
fumecheng-13166	348	41	90.10	90.10	NUM
fumecheng-13166	348	42	88.00	88.00	NUM
fumecheng-13166	348	43	7	7	NUM
fumecheng-13166	348	44	20	20	NUM
fumecheng-13166	348	45	100	100	NUM
fumecheng-13166	348	46	88.80	88.80	NUM
fumecheng-13166	348	47	86.40	86.40	NUM
fumecheng-13166	348	48	8	8	NUM
fumecheng-13166	348	49	20	20	NUM
fumecheng-13166	348	50	200	200	NUM
fumecheng-13166	348	51	88.80	88.80	NUM
fumecheng-13166	348	52	88.80	88.80	NUM
fumecheng-13166	348	53	9	9	NUM
fumecheng-13166	348	54	40	40	NUM
fumecheng-13166	348	55	10	10	NUM
fumecheng-13166	348	56	90.13	90.13	NUM
fumecheng-13166	348	57	87.20	87.20	NUM
fumecheng-13166	348	58	10	10	NUM
fumecheng-13166	348	59	40	40	NUM
fumecheng-13166	348	60	50	50	NUM
fumecheng-13166	348	61	89.60	89.60	NUM
fumecheng-13166	348	62	87.30	87.30	NUM
fumecheng-13166	348	63	11	11	NUM
fumecheng-13166	348	64	40	40	NUM
fumecheng-13166	348	65	100	100	NUM
fumecheng-13166	348	66	87.70	87.70	NUM
fumecheng-13166	348	67	86.40	86.40	NUM
fumecheng-13166	348	68	12	12	NUM
fumecheng-13166	348	69	40	40	NUM
fumecheng-13166	348	70	200	200	NUM
fumecheng-13166	348	71	88.53	88.53	NUM
fumecheng-13166	348	72	85.60	85.60	NUM
fumecheng-13166	348	73	13	13	NUM
fumecheng-13166	348	74	60	60	NUM
fumecheng-13166	348	75	10	10	NUM
fumecheng-13166	348	76	88.27	88.27	NUM
fumecheng-13166	348	77	88.80	88.80	NUM
fumecheng-13166	348	78	14	14	NUM
fumecheng-13166	348	79	60	60	NUM
fumecheng-13166	348	80	50	50	NUM
fumecheng-13166	348	81	88.53	88.53	NUM
fumecheng-13166	348	82	88.00	88.00	NUM
fumecheng-13166	348	83	15	15	NUM
fumecheng-13166	348	84	60	60	NUM
fumecheng-13166	348	85	100	100	NUM
fumecheng-13166	348	86	86.93	86.93	NUM
fumecheng-13166	348	87	84.80	84.80	NUM
fumecheng-13166	348	88	16	16	NUM
fumecheng-13166	348	89	60	60	NUM
fumecheng-13166	348	90	200	200	NUM
fumecheng-13166	348	91	87.07	87.07	NUM
fumecheng-13166	348	92	85.00	85.00	NUM
fumecheng-13166	348	93	table	table	NOUN
fumecheng-13166	348	94	6	6	NUM
fumecheng-13166	348	95	ranking	ranking	NOUN
fumecheng-13166	348	96	of	of	ADP
fumecheng-13166	348	97	developed	develop	VERB
fumecheng-13166	348	98	models	model	NOUN
fumecheng-13166	348	99	mlp	mlp	NOUN
fumecheng-13166	348	100	-	-	PUNCT
fumecheng-13166	348	101	woa	woa	VERB
fumecheng-13166	348	102	model	model	NOUN
fumecheng-13166	348	103	number	number	NOUN
fumecheng-13166	348	104	iterations	iteration	NOUN
fumecheng-13166	348	105	populations	population	NOUN
fumecheng-13166	348	106	rating	rating	NOUN
fumecheng-13166	348	107	for	for	ADP
fumecheng-13166	348	108	accuracy	accuracy	NOUN
fumecheng-13166	348	109	of	of	ADP
fumecheng-13166	348	110	training	training	NOUN
fumecheng-13166	348	111	rating	rating	NOUN
fumecheng-13166	348	112	for	for	ADP
fumecheng-13166	348	113	accuracy	accuracy	NOUN
fumecheng-13166	348	114	of	of	ADP
fumecheng-13166	348	115	testing	test	VERB
fumecheng-13166	348	116	total	total	ADJ
fumecheng-13166	348	117	rank	rank	NOUN
fumecheng-13166	348	118	1	1	NUM
fumecheng-13166	348	119	5	5	NUM
fumecheng-13166	348	120	10	10	NUM
fumecheng-13166	348	121	4	4	NUM
fumecheng-13166	348	122	8	8	NUM
fumecheng-13166	348	123	12	12	NUM
fumecheng-13166	348	124	2	2	NUM
fumecheng-13166	348	125	5	5	NUM
fumecheng-13166	348	126	50	50	NUM
fumecheng-13166	348	127	8	8	NUM
fumecheng-13166	348	128	11	11	NUM
fumecheng-13166	348	129	19	19	NUM
fumecheng-13166	348	130	3	3	NUM
fumecheng-13166	348	131	5	5	NUM
fumecheng-13166	348	132	100	100	NUM
fumecheng-13166	348	133	7	7	NUM
fumecheng-13166	348	134	12	12	NUM
fumecheng-13166	348	135	19	19	NUM
fumecheng-13166	348	136	4	4	NUM
fumecheng-13166	348	137	5	5	NUM
fumecheng-13166	348	138	200	200	NUM
fumecheng-13166	348	139	10	10	NUM
fumecheng-13166	348	140	13	13	NUM
fumecheng-13166	348	141	23	23	NUM
fumecheng-13166	348	142	5	5	NUM
fumecheng-13166	348	143	20	20	NUM
fumecheng-13166	348	144	10	10	NUM
fumecheng-13166	348	145	5	5	NUM
fumecheng-13166	348	146	9	9	NUM
fumecheng-13166	348	147	14	14	NUM
fumecheng-13166	348	148	6	6	NUM
fumecheng-13166	348	149	20	20	NUM
fumecheng-13166	348	150	50	50	NUM
fumecheng-13166	348	151	15	15	NUM
fumecheng-13166	348	152	15	15	NUM
fumecheng-13166	348	153	30	30	NUM
fumecheng-13166	348	154	7	7	NUM
fumecheng-13166	348	155	20	20	NUM
fumecheng-13166	348	156	100	100	NUM
fumecheng-13166	348	157	13	13	NUM
fumecheng-13166	348	158	12	12	NUM
fumecheng-13166	348	159	25	25	NUM
fumecheng-13166	348	160	8	8	NUM
fumecheng-13166	348	161	20	20	NUM
fumecheng-13166	348	162	200	200	NUM
fumecheng-13166	348	163	13	13	NUM
fumecheng-13166	348	164	16	16	NUM
fumecheng-13166	348	165	29	29	NUM
fumecheng-13166	348	166	9	9	NUM
fumecheng-13166	348	167	40	40	NUM
fumecheng-13166	348	168	10	10	NUM
fumecheng-13166	348	169	16	16	NUM
fumecheng-13166	348	170	13	13	NUM
fumecheng-13166	348	171	29	29	NUM
fumecheng-13166	348	172	10	10	NUM
fumecheng-13166	348	173	40	40	NUM
fumecheng-13166	348	174	50	50	NUM
fumecheng-13166	348	175	14	14	NUM
fumecheng-13166	348	176	14	14	NUM
fumecheng-13166	348	177	28	28	NUM
fumecheng-13166	348	178	11	11	NUM
fumecheng-13166	348	179	40	40	NUM
fumecheng-13166	348	180	100	100	NUM
fumecheng-13166	348	181	9	9	NUM
fumecheng-13166	348	182	12	12	NUM
fumecheng-13166	348	183	21	21	NUM
fumecheng-13166	348	184	12	12	NUM
fumecheng-13166	348	185	40	40	NUM
fumecheng-13166	348	186	200	200	NUM
fumecheng-13166	348	187	12	12	NUM
fumecheng-13166	348	188	11	11	NUM
fumecheng-13166	348	189	23	23	NUM
fumecheng-13166	348	190	13	13	NUM
fumecheng-13166	348	191	60	60	NUM
fumecheng-13166	348	192	10	10	NUM
fumecheng-13166	348	193	11	11	NUM
fumecheng-13166	348	194	16	16	NUM
fumecheng-13166	348	195	27	27	NUM
fumecheng-13166	348	196	14	14	NUM
fumecheng-13166	348	197	60	60	NUM
fumecheng-13166	348	198	50	50	NUM
fumecheng-13166	348	199	12	12	NUM
fumecheng-13166	348	200	15	15	NUM
fumecheng-13166	348	201	27	27	NUM
fumecheng-13166	348	202	15	15	NUM
fumecheng-13166	348	203	60	60	NUM
fumecheng-13166	348	204	100	100	NUM
fumecheng-13166	348	205	6	6	NUM
fumecheng-13166	348	206	9	9	NUM
fumecheng-13166	348	207	15	15	NUM
fumecheng-13166	348	208	16	16	NUM
fumecheng-13166	348	209	60	60	NUM
fumecheng-13166	348	210	200	200	NUM
fumecheng-13166	348	211	7	7	NUM
fumecheng-13166	348	212	10	10	NUM
fumecheng-13166	348	213	17	17	NUM
fumecheng-13166	348	214	the	the	DET
fumecheng-13166	348	215	ranking	ranking	NOUN
fumecheng-13166	348	216	of	of	ADP
fumecheng-13166	348	217	the	the	DET
fumecheng-13166	348	218	created	create	VERB
fumecheng-13166	348	219	models	model	NOUN
fumecheng-13166	348	220	based	base	VERB
fumecheng-13166	348	221	on	on	ADP
fumecheng-13166	348	222	their	their	PRON
fumecheng-13166	348	223	performance	performance	NOUN
fumecheng-13166	348	224	in	in	ADP
fumecheng-13166	348	225	training	training	NOUN
fumecheng-13166	348	226	and	and	CCONJ
fumecheng-13166	348	227	testing	testing	NOUN
fumecheng-13166	348	228	is	be	AUX
fumecheng-13166	348	229	presented	present	VERB
fumecheng-13166	348	230	in	in	ADP
fumecheng-13166	348	231	table	table	NOUN
fumecheng-13166	348	232	6	6	NUM
fumecheng-13166	348	233	.	.	PUNCT
fumecheng-13166	349	1	the	the	DET
fumecheng-13166	349	2	model	model	NOUN
fumecheng-13166	349	3	with	with	ADP
fumecheng-13166	349	4	the	the	DET
fumecheng-13166	349	5	highest	high	ADJ
fumecheng-13166	349	6	performance	performance	NOUN
fumecheng-13166	349	7	is	be	AUX
fumecheng-13166	349	8	model	model	NOUN
fumecheng-13166	349	9	number	number	NOUN
fumecheng-13166	349	10	6	6	NUM
fumecheng-13166	349	11	,	,	PUNCT
fumecheng-13166	349	12	which	which	PRON
fumecheng-13166	349	13	has	have	VERB
fumecheng-13166	349	14	a	a	DET
fumecheng-13166	349	15	total	total	ADJ
fumecheng-13166	349	16	rank	rank	NOUN
fumecheng-13166	349	17	of	of	ADP
fumecheng-13166	349	18	30	30	NUM
fumecheng-13166	349	19	.	.	PUNCT
fumecheng-13166	350	1	this	this	DET
fumecheng-13166	350	2	rank	rank	NOUN
fumecheng-13166	350	3	is	be	AUX
fumecheng-13166	350	4	determined	determine	VERB
fumecheng-13166	350	5	by	by	ADP
fumecheng-13166	350	6	combining	combine	VERB
fumecheng-13166	350	7	a	a	DET
fumecheng-13166	350	8	training	training	NOUN
fumecheng-13166	350	9	accuracy	accuracy	NOUN
fumecheng-13166	350	10	rating	rating	NOUN
fumecheng-13166	350	11	of	of	ADP
fumecheng-13166	350	12	15	15	NUM
fumecheng-13166	350	13	and	and	CCONJ
fumecheng-13166	350	14	a	a	DET
fumecheng-13166	350	15	testing	testing	NOUN
fumecheng-13166	350	16	accuracy	accuracy	NOUN
fumecheng-13166	350	17	rating	rating	NOUN
fumecheng-13166	350	18	of	of	ADP
fumecheng-13166	350	19	15	15	NUM
fumecheng-13166	350	20	.	.	PUNCT
fumecheng-13166	351	1	the	the	DET
fumecheng-13166	351	2	model	model	NOUN
fumecheng-13166	351	3	's	's	PART
fumecheng-13166	351	4	exceptional	exceptional	ADJ
fumecheng-13166	351	5	total	total	ADJ
fumecheng-13166	351	6	rank	rank	NOUN
fumecheng-13166	351	7	indicates	indicate	VERB
fumecheng-13166	351	8	that	that	SCONJ
fumecheng-13166	351	9	it	it	PRON
fumecheng-13166	351	10	has	have	AUX
fumecheng-13166	351	11	achieved	achieve	VERB
fumecheng-13166	351	12	the	the	DET
fumecheng-13166	351	13	most	most	ADV
fumecheng-13166	351	14	optimal	optimal	ADJ
fumecheng-13166	351	15	balance	balance	NOUN
fumecheng-13166	351	16	between	between	ADP
fumecheng-13166	351	17	training	training	NOUN
fumecheng-13166	351	18	and	and	CCONJ
fumecheng-13166	351	19	testing	testing	NOUN
fumecheng-13166	351	20	accuracy	accuracy	NOUN
fumecheng-13166	351	21	compared	compare	VERB
fumecheng-13166	351	22	to	to	ADP
fumecheng-13166	351	23	all	all	DET
fumecheng-13166	351	24	the	the	DET
fumecheng-13166	351	25	analyzed	analyze	VERB
fumecheng-13166	351	26	models	model	NOUN
fumecheng-13166	351	27	.	.	PUNCT
fumecheng-13166	352	1	models	model	NOUN
fumecheng-13166	352	2	8	8	NUM
fumecheng-13166	352	3	and	and	CCONJ
fumecheng-13166	352	4	9	9	NUM
fumecheng-13166	352	5	,	,	PUNCT
fumecheng-13166	352	6	which	which	PRON
fumecheng-13166	352	7	come	come	VERB
fumecheng-13166	352	8	after	after	ADP
fumecheng-13166	352	9	model	model	NOUN
fumecheng-13166	352	10	number	number	NOUN
fumecheng-13166	352	11	6	6	NUM
fumecheng-13166	352	12	,	,	PUNCT
fumecheng-13166	352	13	have	have	VERB
fumecheng-13166	352	14	a	a	DET
fumecheng-13166	352	15	total	total	ADJ
fumecheng-13166	352	16	20	20	NUM
fumecheng-13166	352	17	s.	s.	PROPN
fumecheng-13166	352	18	s.	s.	PROPN
fumecheng-13166	352	19	haghshenas	haghshenas	PROPN
fumecheng-13166	352	20	,	,	PUNCT
fumecheng-13166	352	21	m.	m.	NOUN
fumecheng-13166	352	22	h.	h.	PROPN
fumecheng-13166	352	23	m.	m.	PROPN
fumecheng-13166	352	24	seraji	seraji	PROPN
fumecheng-13166	352	25	,	,	PUNCT
fumecheng-13166	352	26	s.	s.	PROPN
fumecheng-13166	352	27	s.	s.	PROPN
fumecheng-13166	352	28	haghshenas	haghshenas	PROPN
fumecheng-13166	352	29	,	,	PUNCT
fumecheng-13166	352	30	et	et	PROPN
fumecheng-13166	352	31	al	al	PROPN
fumecheng-13166	352	32	.	.	PROPN
fumecheng-13166	352	33	rank	rank	PROPN
fumecheng-13166	352	34	of	of	ADP
fumecheng-13166	352	35	29	29	NUM
fumecheng-13166	352	36	,	,	PUNCT
fumecheng-13166	352	37	making	make	VERB
fumecheng-13166	352	38	it	it	PRON
fumecheng-13166	352	39	the	the	DET
fumecheng-13166	352	40	second	second	ADJ
fumecheng-13166	352	41	highest	high	ADJ
fumecheng-13166	352	42	.	.	PUNCT
fumecheng-13166	353	1	this	this	DET
fumecheng-13166	353	2	model	model	NOUN
fumecheng-13166	353	3	exhibits	exhibit	VERB
fumecheng-13166	353	4	robust	robust	ADJ
fumecheng-13166	353	5	performance	performance	NOUN
fumecheng-13166	353	6	in	in	ADP
fumecheng-13166	353	7	both	both	DET
fumecheng-13166	353	8	domains	domain	NOUN
fumecheng-13166	353	9	but	but	CCONJ
fumecheng-13166	353	10	is	be	AUX
fumecheng-13166	353	11	slightly	slightly	ADV
fumecheng-13166	353	12	lower	low	ADJ
fumecheng-13166	353	13	than	than	ADP
fumecheng-13166	353	14	model	model	NOUN
fumecheng-13166	353	15	number	number	NOUN
fumecheng-13166	353	16	6	6	NUM
fumecheng-13166	353	17	.	.	PUNCT
fumecheng-13166	354	1	the	the	DET
fumecheng-13166	354	2	remaining	remain	VERB
fumecheng-13166	354	3	models	model	NOUN
fumecheng-13166	354	4	exhibit	exhibit	VERB
fumecheng-13166	354	5	a	a	DET
fumecheng-13166	354	6	variety	variety	NOUN
fumecheng-13166	354	7	of	of	ADP
fumecheng-13166	354	8	performance	performance	NOUN
fumecheng-13166	354	9	levels	level	NOUN
fumecheng-13166	354	10	.	.	PUNCT
fumecheng-13166	355	1	model	model	NOUN
fumecheng-13166	355	2	number	number	NOUN
fumecheng-13166	355	3	1	1	NUM
fumecheng-13166	355	4	has	have	VERB
fumecheng-13166	355	5	the	the	DET
fumecheng-13166	355	6	lowest	low	ADJ
fumecheng-13166	355	7	total	total	ADJ
fumecheng-13166	355	8	rank	rank	NOUN
fumecheng-13166	355	9	of	of	ADP
fumecheng-13166	355	10	12	12	NUM
fumecheng-13166	355	11	,	,	PUNCT
fumecheng-13166	355	12	indicating	indicate	VERB
fumecheng-13166	355	13	the	the	DET
fumecheng-13166	355	14	least	least	ADV
fumecheng-13166	355	15	effective	effective	ADJ
fumecheng-13166	355	16	combination	combination	NOUN
fumecheng-13166	355	17	of	of	ADP
fumecheng-13166	355	18	training	training	NOUN
fumecheng-13166	355	19	and	and	CCONJ
fumecheng-13166	355	20	testing	testing	NOUN
fumecheng-13166	355	21	accuracy	accuracy	NOUN
fumecheng-13166	355	22	ratings	rating	NOUN
fumecheng-13166	355	23	.	.	PUNCT
fumecheng-13166	356	1	conversely	conversely	ADV
fumecheng-13166	356	2	,	,	PUNCT
fumecheng-13166	356	3	model	model	NOUN
fumecheng-13166	356	4	number	number	NOUN
fumecheng-13166	356	5	10	10	NUM
fumecheng-13166	356	6	possesses	possess	VERB
fumecheng-13166	356	7	a	a	DET
fumecheng-13166	356	8	total	total	ADJ
fumecheng-13166	356	9	rank	rank	NOUN
fumecheng-13166	356	10	of	of	ADP
fumecheng-13166	356	11	28	28	NUM
fumecheng-13166	356	12	,	,	PUNCT
fumecheng-13166	356	13	which	which	PRON
fumecheng-13166	356	14	is	be	AUX
fumecheng-13166	356	15	the	the	DET
fumecheng-13166	356	16	third	third	ADJ
fumecheng-13166	356	17	highest	high	ADJ
fumecheng-13166	356	18	.	.	PUNCT
fumecheng-13166	357	1	this	this	PRON
fumecheng-13166	357	2	suggests	suggest	VERB
fumecheng-13166	357	3	that	that	SCONJ
fumecheng-13166	357	4	the	the	DET
fumecheng-13166	357	5	model	model	NOUN
fumecheng-13166	357	6	achieves	achieve	VERB
fumecheng-13166	357	7	a	a	DET
fumecheng-13166	357	8	commendable	commendable	ADJ
fumecheng-13166	357	9	equilibrium	equilibrium	NOUN
fumecheng-13166	357	10	between	between	ADP
fumecheng-13166	357	11	training	training	NOUN
fumecheng-13166	357	12	and	and	CCONJ
fumecheng-13166	357	13	testing	testing	NOUN
fumecheng-13166	357	14	accuracy	accuracy	NOUN
fumecheng-13166	357	15	.	.	PUNCT
fumecheng-13166	358	1	model	model	NOUN
fumecheng-13166	358	2	number	number	NOUN
fumecheng-13166	358	3	6	6	NUM
fumecheng-13166	358	4	is	be	AUX
fumecheng-13166	358	5	deemed	deem	VERB
fumecheng-13166	358	6	the	the	DET
fumecheng-13166	358	7	superior	superior	ADJ
fumecheng-13166	358	8	model	model	NOUN
fumecheng-13166	358	9	based	base	VERB
fumecheng-13166	358	10	on	on	ADP
fumecheng-13166	358	11	the	the	DET
fumecheng-13166	358	12	total	total	ADJ
fumecheng-13166	358	13	rank	rank	NOUN
fumecheng-13166	358	14	measure	measure	NOUN
fumecheng-13166	358	15	,	,	PUNCT
fumecheng-13166	358	16	which	which	PRON
fumecheng-13166	358	17	considers	consider	VERB
fumecheng-13166	358	18	both	both	DET
fumecheng-13166	358	19	training	training	NOUN
fumecheng-13166	358	20	and	and	CCONJ
fumecheng-13166	358	21	testing	testing	NOUN
fumecheng-13166	358	22	accuracy	accuracy	NOUN
fumecheng-13166	358	23	.	.	PUNCT
fumecheng-13166	359	1	the	the	DET
fumecheng-13166	359	2	remaining	remain	VERB
fumecheng-13166	359	3	models	model	NOUN
fumecheng-13166	359	4	exhibit	exhibit	VERB
fumecheng-13166	359	5	different	different	ADJ
fumecheng-13166	359	6	levels	level	NOUN
fumecheng-13166	359	7	of	of	ADP
fumecheng-13166	359	8	achievement	achievement	NOUN
fumecheng-13166	359	9	,	,	PUNCT
fumecheng-13166	359	10	with	with	ADP
fumecheng-13166	359	11	certain	certain	ADJ
fumecheng-13166	359	12	models	model	NOUN
fumecheng-13166	359	13	demonstrating	demonstrate	VERB
fumecheng-13166	359	14	exceptional	exceptional	ADJ
fumecheng-13166	359	15	training	training	NOUN
fumecheng-13166	359	16	accuracy	accuracy	NOUN
fumecheng-13166	359	17	,	,	PUNCT
fumecheng-13166	359	18	others	other	NOUN
fumecheng-13166	359	19	showcasing	showcase	VERB
fumecheng-13166	359	20	superior	superior	ADJ
fumecheng-13166	359	21	testing	testing	NOUN
fumecheng-13166	359	22	accuracy	accuracy	NOUN
fumecheng-13166	359	23	,	,	PUNCT
fumecheng-13166	359	24	and	and	CCONJ
fumecheng-13166	360	1	some	some	DET
fumecheng-13166	360	2	striking	strike	VERB
fumecheng-13166	360	3	a	a	DET
fumecheng-13166	360	4	harmonious	harmonious	ADJ
fumecheng-13166	360	5	equilibrium	equilibrium	NOUN
fumecheng-13166	360	6	between	between	ADP
fumecheng-13166	360	7	the	the	DET
fumecheng-13166	360	8	two	two	NUM
fumecheng-13166	360	9	.	.	PUNCT
fumecheng-13166	360	10	fig	fig	NOUN
fumecheng-13166	360	11	.	.	PUNCT
fumecheng-13166	361	1	6	6	NUM
fumecheng-13166	361	2	confusion	confusion	NOUN
fumecheng-13166	361	3	matrices	matrix	NOUN
fumecheng-13166	361	4	for	for	ADP
fumecheng-13166	361	5	the	the	DET
fumecheng-13166	361	6	training	training	NOUN
fumecheng-13166	361	7	data	datum	NOUN
fumecheng-13166	361	8	(	(	PUNCT
fumecheng-13166	361	9	a	a	NOUN
fumecheng-13166	361	10	)	)	PUNCT
fumecheng-13166	361	11	and	and	CCONJ
fumecheng-13166	361	12	testing	testing	NOUN
fumecheng-13166	361	13	data	datum	NOUN
fumecheng-13166	361	14	(	(	PUNCT
fumecheng-13166	361	15	b	b	NOUN
fumecheng-13166	361	16	)	)	PUNCT
fumecheng-13166	361	17	based	base	VERB
fumecheng-13166	361	18	on	on	ADP
fumecheng-13166	361	19	fig	fig	NOUN
fumecheng-13166	361	20	.	.	PUNCT
fumecheng-13166	362	1	6a	6a	NOUN
fumecheng-13166	362	2	,	,	PUNCT
fumecheng-13166	362	3	the	the	DET
fumecheng-13166	362	4	sixth	sixth	ADJ
fumecheng-13166	362	5	binary	binary	ADJ
fumecheng-13166	362	6	classification	classification	NOUN
fumecheng-13166	362	7	model	model	NOUN
fumecheng-13166	362	8	accurately	accurately	ADV
fumecheng-13166	362	9	identified	identify	VERB
fumecheng-13166	362	10	165	165	NUM
fumecheng-13166	362	11	instances	instance	NOUN
fumecheng-13166	362	12	of	of	ADP
fumecheng-13166	362	13	the	the	DET
fumecheng-13166	362	14	first	first	ADJ
fumecheng-13166	362	15	class	class	NOUN
fumecheng-13166	362	16	labeled	label	VERB
fumecheng-13166	362	17	"	"	PUNCT
fumecheng-13166	362	18	1	1	NUM
fumecheng-13166	362	19	"	"	PUNCT
fumecheng-13166	362	20	(	(	PUNCT
fumecheng-13166	362	21	indicating	indicate	VERB
fumecheng-13166	362	22	the	the	DET
fumecheng-13166	362	23	involvement	involvement	NOUN
fumecheng-13166	362	24	of	of	ADP
fumecheng-13166	362	25	only	only	ADV
fumecheng-13166	362	26	one	one	NUM
fumecheng-13166	362	27	car	car	NOUN
fumecheng-13166	362	28	in	in	ADP
fumecheng-13166	362	29	the	the	DET
fumecheng-13166	362	30	accident	accident	NOUN
fumecheng-13166	362	31	)	)	PUNCT
fumecheng-13166	362	32	.	.	PUNCT
fumecheng-13166	363	1	however	however	ADV
fumecheng-13166	363	2	,	,	PUNCT
fumecheng-13166	363	3	it	it	PRON
fumecheng-13166	363	4	incorrectly	incorrectly	ADV
fumecheng-13166	363	5	classified	classify	VERB
fumecheng-13166	363	6	8	8	NUM
fumecheng-13166	363	7	instances	instance	NOUN
fumecheng-13166	363	8	of	of	ADP
fumecheng-13166	363	9	the	the	DET
fumecheng-13166	363	10	second	second	ADJ
fumecheng-13166	363	11	class	class	NOUN
fumecheng-13166	363	12	(	(	PUNCT
fumecheng-13166	363	13	indicating	indicate	VERB
fumecheng-13166	363	14	involvement	involvement	NOUN
fumecheng-13166	363	15	of	of	ADP
fumecheng-13166	363	16	two	two	NUM
fumecheng-13166	363	17	or	or	CCONJ
fumecheng-13166	363	18	more	more	ADJ
fumecheng-13166	363	19	vehicles	vehicle	NOUN
fumecheng-13166	363	20	)	)	PUNCT
fumecheng-13166	363	21	as	as	ADP
fumecheng-13166	363	22	belonging	belong	VERB
fumecheng-13166	363	23	to	to	ADP
fumecheng-13166	363	24	the	the	DET
fumecheng-13166	363	25	first	first	ADJ
fumecheng-13166	363	26	class	class	NOUN
fumecheng-13166	363	27	labeled	label	VERB
fumecheng-13166	363	28	"	"	PUNCT
fumecheng-13166	363	29	1	1	NUM
fumecheng-13166	363	30	"	"	PUNCT
fumecheng-13166	363	31	.	.	PUNCT
fumecheng-13166	364	1	it	it	PRON
fumecheng-13166	364	2	is	be	AUX
fumecheng-13166	364	3	important	important	ADJ
fumecheng-13166	364	4	to	to	PART
fumecheng-13166	364	5	note	note	VERB
fumecheng-13166	364	6	that	that	SCONJ
fumecheng-13166	364	7	the	the	DET
fumecheng-13166	364	8	model	model	NOUN
fumecheng-13166	364	9	was	be	AUX
fumecheng-13166	364	10	able	able	ADJ
fumecheng-13166	364	11	to	to	PART
fumecheng-13166	364	12	categorize	categorize	VERB
fumecheng-13166	364	13	the	the	DET
fumecheng-13166	364	14	training	training	NOUN
fumecheng-13166	364	15	dataset	dataset	VERB
fumecheng-13166	364	16	with	with	ADP
fumecheng-13166	364	17	a	a	DET
fumecheng-13166	364	18	high	high	ADJ
fumecheng-13166	364	19	level	level	NOUN
fumecheng-13166	364	20	of	of	ADP
fumecheng-13166	364	21	accuracy	accuracy	NOUN
fumecheng-13166	364	22	,	,	PUNCT
fumecheng-13166	364	23	specifically	specifically	ADV
fumecheng-13166	364	24	90.1	90.1	NUM
fumecheng-13166	364	25	%	%	NOUN
fumecheng-13166	364	26	.	.	PUNCT
fumecheng-13166	365	1	according	accord	VERB
fumecheng-13166	365	2	to	to	ADP
fumecheng-13166	365	3	fig	fig	NOUN
fumecheng-13166	365	4	.	.	PUNCT
fumecheng-13166	366	1	6b	6b	NOUN
fumecheng-13166	366	2	,	,	PUNCT
fumecheng-13166	366	3	the	the	DET
fumecheng-13166	366	4	binary	binary	ADJ
fumecheng-13166	366	5	classification	classification	NOUN
fumecheng-13166	366	6	results	result	NOUN
fumecheng-13166	366	7	for	for	ADP
fumecheng-13166	366	8	the	the	DET
fumecheng-13166	366	9	test	test	NOUN
fumecheng-13166	366	10	data	datum	NOUN
fumecheng-13166	366	11	indicate	indicate	VERB
fumecheng-13166	366	12	that	that	SCONJ
fumecheng-13166	366	13	55	55	NUM
fumecheng-13166	366	14	cases	case	NOUN
fumecheng-13166	366	15	belonging	belong	VERB
fumecheng-13166	366	16	to	to	ADP
fumecheng-13166	366	17	the	the	DET
fumecheng-13166	366	18	first	first	ADJ
fumecheng-13166	366	19	class	class	NOUN
fumecheng-13166	366	20	with	with	ADP
fumecheng-13166	366	21	label	label	NOUN
fumecheng-13166	366	22	"	"	PUNCT
fumecheng-13166	366	23	1	1	NUM
fumecheng-13166	366	24	"	"	PUNCT
fumecheng-13166	366	25	and	and	CCONJ
fumecheng-13166	366	26	55	55	NUM
fumecheng-13166	366	27	cases	case	NOUN
fumecheng-13166	366	28	belonging	belong	VERB
fumecheng-13166	366	29	to	to	ADP
fumecheng-13166	366	30	the	the	DET
fumecheng-13166	366	31	second	second	ADJ
fumecheng-13166	366	32	class	class	NOUN
fumecheng-13166	366	33	with	with	ADP
fumecheng-13166	366	34	label	label	NOUN
fumecheng-13166	366	35	"	"	PUNCT
fumecheng-13166	366	36	2	2	NUM
fumecheng-13166	366	37	"	"	PUNCT
fumecheng-13166	366	38	were	be	AUX
fumecheng-13166	366	39	correctly	correctly	ADV
fumecheng-13166	366	40	identified	identify	VERB
fumecheng-13166	366	41	.	.	PUNCT
fumecheng-13166	367	1	however	however	ADV
fumecheng-13166	367	2	,	,	PUNCT
fumecheng-13166	367	3	the	the	DET
fumecheng-13166	367	4	sixth	sixth	ADJ
fumecheng-13166	367	5	model	model	NOUN
fumecheng-13166	367	6	incorrectly	incorrectly	ADV
fumecheng-13166	367	7	predicted	predict	VERB
fumecheng-13166	367	8	4	4	NUM
fumecheng-13166	367	9	cases	case	NOUN
fumecheng-13166	367	10	from	from	ADP
fumecheng-13166	367	11	the	the	DET
fumecheng-13166	367	12	first	first	ADJ
fumecheng-13166	367	13	class	class	NOUN
fumecheng-13166	367	14	and	and	CCONJ
fumecheng-13166	367	15	11	11	NUM
fumecheng-13166	367	16	cases	case	NOUN
fumecheng-13166	367	17	from	from	ADP
fumecheng-13166	367	18	the	the	DET
fumecheng-13166	367	19	second	second	ADJ
fumecheng-13166	367	20	class	class	NOUN
fumecheng-13166	367	21	,	,	PUNCT
fumecheng-13166	367	22	with	with	ADP
fumecheng-13166	367	23	labels	label	NOUN
fumecheng-13166	367	24	"	"	PUNCT
fumecheng-13166	367	25	1	1	NUM
fumecheng-13166	367	26	"	"	PUNCT
fumecheng-13166	367	27	and	and	CCONJ
fumecheng-13166	367	28	"	"	PUNCT
fumecheng-13166	367	29	2	2	NUM
fumecheng-13166	367	30	"	"	PUNCT
fumecheng-13166	367	31	respectively	respectively	ADV
fumecheng-13166	367	32	.	.	PUNCT
fumecheng-13166	368	1	as	as	ADP
fumecheng-13166	368	2	a	a	DET
fumecheng-13166	368	3	result	result	NOUN
fumecheng-13166	368	4	,	,	PUNCT
fumecheng-13166	368	5	the	the	DET
fumecheng-13166	368	6	sixth	sixth	ADJ
fumecheng-13166	368	7	model	model	NOUN
fumecheng-13166	368	8	achieved	achieve	VERB
fumecheng-13166	368	9	a	a	DET
fumecheng-13166	368	10	satisfactory	satisfactory	ADJ
fumecheng-13166	368	11	accuracy	accuracy	NOUN
fumecheng-13166	368	12	of	of	ADP
fumecheng-13166	368	13	88	88	NUM
fumecheng-13166	368	14	%	%	NOUN
fumecheng-13166	368	15	in	in	ADP
fumecheng-13166	368	16	classifying	classify	VERB
fumecheng-13166	368	17	the	the	DET
fumecheng-13166	368	18	test	test	NOUN
fumecheng-13166	368	19	data	datum	NOUN
fumecheng-13166	368	20	.	.	PUNCT
fumecheng-13166	369	1	the	the	DET
fumecheng-13166	369	2	investigation	investigation	NOUN
fumecheng-13166	369	3	demonstrates	demonstrate	VERB
fumecheng-13166	369	4	that	that	SCONJ
fumecheng-13166	369	5	the	the	DET
fumecheng-13166	369	6	combination	combination	NOUN
fumecheng-13166	369	7	of	of	ADP
fumecheng-13166	369	8	csa	csa	PROPN
fumecheng-13166	369	9	and	and	CCONJ
fumecheng-13166	369	10	svm	svm	PROPN
fumecheng-13166	369	11	is	be	AUX
fumecheng-13166	369	12	a	a	DET
fumecheng-13166	369	13	dependable	dependable	ADJ
fumecheng-13166	369	14	methodology	methodology	NOUN
fumecheng-13166	369	15	for	for	ADP
fumecheng-13166	369	16	system	system	NOUN
fumecheng-13166	369	17	modeling	modeling	NOUN
fumecheng-13166	369	18	,	,	PUNCT
fumecheng-13166	369	19	specifically	specifically	ADV
fumecheng-13166	369	20	in	in	ADP
fumecheng-13166	369	21	anticipating	anticipate	VERB
fumecheng-13166	369	22	accident	accident	NOUN
fumecheng-13166	369	23	occurrences	occurrence	NOUN
fumecheng-13166	369	24	.	.	PUNCT
fumecheng-13166	370	1	enhancing	enhance	VERB
fumecheng-13166	370	2	support	support	NOUN
fumecheng-13166	370	3	vector	vector	NOUN
fumecheng-13166	370	4	machine	machine	NOUN
fumecheng-13166	370	5	performance	performance	NOUN
fumecheng-13166	370	6	in	in	ADP
fumecheng-13166	370	7	forecasting	forecast	VERB
fumecheng-13166	370	8	the	the	DET
fumecheng-13166	370	9	number	number	NOUN
fumecheng-13166	370	10	of	of	ADP
fumecheng-13166	370	11	vehicles	vehicle	NOUN
fumecheng-13166	370	12	…	…	PUNCT
fumecheng-13166	370	13	21	21	NUM
fumecheng-13166	370	14	5.5	5.5	NUM
fumecheng-13166	370	15	.	.	PUNCT
fumecheng-13166	371	1	svm	svm	PROPN
fumecheng-13166	371	2	-	-	NOUN
fumecheng-13166	371	3	mvo	mvo	NOUN
fumecheng-13166	371	4	the	the	DET
fumecheng-13166	371	5	present	present	ADJ
fumecheng-13166	371	6	work	work	NOUN
fumecheng-13166	371	7	designed	design	VERB
fumecheng-13166	371	8	a	a	DET
fumecheng-13166	371	9	prediction	prediction	NOUN
fumecheng-13166	371	10	model	model	NOUN
fumecheng-13166	371	11	using	use	VERB
fumecheng-13166	371	12	the	the	DET
fumecheng-13166	371	13	matlab	matlab	PROPN
fumecheng-13166	371	14	environment	environment	NOUN
fumecheng-13166	371	15	,	,	PUNCT
fumecheng-13166	371	16	which	which	PRON
fumecheng-13166	371	17	integrates	integrate	VERB
fumecheng-13166	371	18	mvo	mvo	PROPN
fumecheng-13166	371	19	with	with	ADP
fumecheng-13166	371	20	svm	svm	PROPN
fumecheng-13166	371	21	.	.	PROPN
fumecheng-13166	372	1	parameters	parameter	NOUN
fumecheng-13166	372	2	of	of	ADP
fumecheng-13166	372	3	the	the	DET
fumecheng-13166	372	4	svm	svm	ADJ
fumecheng-13166	372	5	model	model	NOUN
fumecheng-13166	372	6	were	be	AUX
fumecheng-13166	372	7	tuned	tune	VERB
fumecheng-13166	372	8	using	use	VERB
fumecheng-13166	372	9	the	the	DET
fumecheng-13166	372	10	mvo	mvo	NOUN
fumecheng-13166	372	11	technique	technique	NOUN
fumecheng-13166	372	12	in	in	ADP
fumecheng-13166	372	13	order	order	NOUN
fumecheng-13166	372	14	to	to	PART
fumecheng-13166	372	15	achieve	achieve	VERB
fumecheng-13166	372	16	the	the	DET
fumecheng-13166	372	17	highest	high	ADJ
fumecheng-13166	372	18	performance	performance	NOUN
fumecheng-13166	372	19	.	.	PUNCT
fumecheng-13166	373	1	the	the	DET
fumecheng-13166	373	2	svm	svm	PROPN
fumecheng-13166	373	3	-	-	ADJ
fumecheng-13166	373	4	mvo	mvo	ADJ
fumecheng-13166	373	5	modeling	modeling	NOUN
fumecheng-13166	373	6	technique	technique	NOUN
fumecheng-13166	373	7	utilizes	utilize	VERB
fumecheng-13166	373	8	the	the	DET
fumecheng-13166	373	9	same	same	ADJ
fumecheng-13166	373	10	dataset	dataset	NOUN
fumecheng-13166	373	11	as	as	ADP
fumecheng-13166	373	12	svm	svm	ADJ
fumecheng-13166	373	13	analysis	analysis	NOUN
fumecheng-13166	373	14	,	,	PUNCT
fumecheng-13166	373	15	with	with	ADP
fumecheng-13166	373	16	75	75	NUM
fumecheng-13166	373	17	%	%	NOUN
fumecheng-13166	373	18	of	of	ADP
fumecheng-13166	373	19	the	the	DET
fumecheng-13166	373	20	data	datum	NOUN
fumecheng-13166	373	21	allocated	allocate	VERB
fumecheng-13166	373	22	for	for	ADP
fumecheng-13166	373	23	training	training	NOUN
fumecheng-13166	373	24	and	and	CCONJ
fumecheng-13166	373	25	the	the	DET
fumecheng-13166	373	26	remaining	remain	VERB
fumecheng-13166	373	27	25	25	NUM
fumecheng-13166	373	28	%	%	NOUN
fumecheng-13166	373	29	for	for	ADP
fumecheng-13166	373	30	testing	testing	NOUN
fumecheng-13166	373	31	[	[	X
fumecheng-13166	373	32	59	59	NUM
fumecheng-13166	373	33	]	]	PUNCT
fumecheng-13166	373	34	.	.	PUNCT
fumecheng-13166	374	1	based	base	VERB
fumecheng-13166	374	2	on	on	ADP
fumecheng-13166	374	3	the	the	DET
fumecheng-13166	374	4	entire	entire	ADJ
fumecheng-13166	374	5	dataset	dataset	NOUN
fumecheng-13166	374	6	,	,	PUNCT
fumecheng-13166	374	7	the	the	DET
fumecheng-13166	374	8	two	two	NUM
fumecheng-13166	374	9	categories	category	NOUN
fumecheng-13166	374	10	were	be	AUX
fumecheng-13166	374	11	designated	designate	VERB
fumecheng-13166	374	12	as	as	ADP
fumecheng-13166	374	13	"	"	PUNCT
fumecheng-13166	374	14	1	1	NUM
fumecheng-13166	374	15	"	"	PUNCT
fumecheng-13166	374	16	and	and	CCONJ
fumecheng-13166	374	17	"	"	PUNCT
fumecheng-13166	374	18	2	2	NUM
fumecheng-13166	374	19	"	"	PUNCT
fumecheng-13166	374	20	.	.	PUNCT
fumecheng-13166	375	1	applying	apply	VERB
fumecheng-13166	375	2	the	the	DET
fumecheng-13166	375	3	same	same	ADJ
fumecheng-13166	375	4	approach	approach	NOUN
fumecheng-13166	375	5	as	as	ADP
fumecheng-13166	375	6	the	the	DET
fumecheng-13166	375	7	svm	svm	PROPN
fumecheng-13166	375	8	-	-	ADJ
fumecheng-13166	375	9	woa	woa	ADJ
fumecheng-13166	375	10	model	model	NOUN
fumecheng-13166	375	11	,	,	PUNCT
fumecheng-13166	375	12	the	the	DET
fumecheng-13166	375	13	control	control	NOUN
fumecheng-13166	375	14	parameters	parameter	NOUN
fumecheng-13166	375	15	of	of	ADP
fumecheng-13166	375	16	the	the	DET
fumecheng-13166	375	17	mvo	mvo	PROPN
fumecheng-13166	375	18	were	be	AUX
fumecheng-13166	375	19	determined	determine	VERB
fumecheng-13166	375	20	through	through	ADP
fumecheng-13166	375	21	a	a	DET
fumecheng-13166	375	22	process	process	NOUN
fumecheng-13166	375	23	of	of	ADP
fumecheng-13166	375	24	rigorous	rigorous	ADJ
fumecheng-13166	375	25	experimentation	experimentation	NOUN
fumecheng-13166	375	26	.	.	PUNCT
fumecheng-13166	376	1	three	three	NUM
fumecheng-13166	376	2	unique	unique	ADJ
fumecheng-13166	376	3	kernel	kernel	NOUN
fumecheng-13166	376	4	functions	function	NOUN
fumecheng-13166	376	5	were	be	AUX
fumecheng-13166	376	6	utilized	utilize	VERB
fumecheng-13166	376	7	,	,	PUNCT
fumecheng-13166	376	8	and	and	CCONJ
fumecheng-13166	376	9	a	a	DET
fumecheng-13166	376	10	total	total	NOUN
fumecheng-13166	376	11	of	of	ADP
fumecheng-13166	376	12	sixteen	sixteen	NUM
fumecheng-13166	376	13	models	model	NOUN
fumecheng-13166	376	14	were	be	AUX
fumecheng-13166	376	15	produced	produce	VERB
fumecheng-13166	376	16	,	,	PUNCT
fumecheng-13166	376	17	depending	depend	VERB
fumecheng-13166	376	18	on	on	ADP
fumecheng-13166	376	19	the	the	DET
fumecheng-13166	376	20	number	number	NOUN
fumecheng-13166	376	21	of	of	ADP
fumecheng-13166	376	22	control	control	NOUN
fumecheng-13166	376	23	parameters	parameter	NOUN
fumecheng-13166	376	24	being	be	AUX
fumecheng-13166	376	25	considered	consider	VERB
fumecheng-13166	376	26	.	.	PUNCT
fumecheng-13166	377	1	the	the	DET
fumecheng-13166	377	2	results	result	NOUN
fumecheng-13166	377	3	of	of	ADP
fumecheng-13166	377	4	these	these	DET
fumecheng-13166	377	5	models	model	NOUN
fumecheng-13166	377	6	are	be	AUX
fumecheng-13166	377	7	presented	present	VERB
fumecheng-13166	377	8	in	in	ADP
fumecheng-13166	377	9	table	table	NOUN
fumecheng-13166	377	10	7	7	NUM
fumecheng-13166	377	11	.	.	PUNCT
fumecheng-13166	377	12	table	table	NOUN
fumecheng-13166	377	13	7	7	NUM
fumecheng-13166	377	14	the	the	DET
fumecheng-13166	377	15	performance	performance	NOUN
fumecheng-13166	377	16	of	of	ADP
fumecheng-13166	377	17	training	training	NOUN
fumecheng-13166	377	18	and	and	CCONJ
fumecheng-13166	377	19	testing	testing	NOUN
fumecheng-13166	377	20	models	model	NOUN
fumecheng-13166	377	21	is	be	AUX
fumecheng-13166	377	22	determined	determine	VERB
fumecheng-13166	377	23	by	by	ADP
fumecheng-13166	377	24	the	the	DET
fumecheng-13166	377	25	different	different	ADJ
fumecheng-13166	377	26	control	control	NOUN
fumecheng-13166	377	27	parameters	parameter	NOUN
fumecheng-13166	378	1	no	no	INTJ
fumecheng-13166	378	2	.	.	PUNCT
fumecheng-13166	379	1	iterations	iteration	NOUN
fumecheng-13166	379	2	populations	population	NOUN
fumecheng-13166	379	3	training	training	NOUN
fumecheng-13166	379	4	accuracy	accuracy	NOUN
fumecheng-13166	379	5	(	(	PUNCT
fumecheng-13166	379	6	%	%	INTJ
fumecheng-13166	379	7	)	)	PUNCT
fumecheng-13166	379	8	testing	testing	NOUN
fumecheng-13166	379	9	accuracy	accuracy	NOUN
fumecheng-13166	379	10	(	(	PUNCT
fumecheng-13166	379	11	%	%	NOUN
fumecheng-13166	379	12	)	)	PUNCT
fumecheng-13166	379	13	1	1	NUM
fumecheng-13166	379	14	5	5	NUM
fumecheng-13166	379	15	10	10	NUM
fumecheng-13166	379	16	85.87	85.87	NUM
fumecheng-13166	379	17	84.00	84.00	NUM
fumecheng-13166	379	18	2	2	NUM
fumecheng-13166	379	19	5	5	NUM
fumecheng-13166	379	20	50	50	NUM
fumecheng-13166	379	21	88.53	88.53	NUM
fumecheng-13166	379	22	86.40	86.40	NUM
fumecheng-13166	379	23	3	3	NUM
fumecheng-13166	379	24	5	5	NUM
fumecheng-13166	379	25	100	100	NUM
fumecheng-13166	379	26	88.80	88.80	NUM
fumecheng-13166	379	27	85.60	85.60	NUM
fumecheng-13166	379	28	4	4	NUM
fumecheng-13166	379	29	5	5	NUM
fumecheng-13166	379	30	200	200	NUM
fumecheng-13166	379	31	86.13	86.13	NUM
fumecheng-13166	379	32	84.80	84.80	NUM
fumecheng-13166	379	33	5	5	NUM
fumecheng-13166	379	34	20	20	NUM
fumecheng-13166	379	35	10	10	NUM
fumecheng-13166	379	36	87.20	87.20	NUM
fumecheng-13166	379	37	84.80	84.80	NUM
fumecheng-13166	379	38	6	6	NUM
fumecheng-13166	379	39	20	20	NUM
fumecheng-13166	379	40	50	50	NUM
fumecheng-13166	379	41	87.73	87.73	NUM
fumecheng-13166	379	42	86.40	86.40	NUM
fumecheng-13166	379	43	7	7	NUM
fumecheng-13166	379	44	20	20	NUM
fumecheng-13166	379	45	100	100	NUM
fumecheng-13166	379	46	88.80	88.80	NUM
fumecheng-13166	379	47	87.20	87.20	NUM
fumecheng-13166	379	48	8	8	NUM
fumecheng-13166	379	49	20	20	NUM
fumecheng-13166	379	50	200	200	NUM
fumecheng-13166	379	51	89.60	89.60	NUM
fumecheng-13166	379	52	87.20	87.20	NUM
fumecheng-13166	379	53	9	9	NUM
fumecheng-13166	379	54	40	40	NUM
fumecheng-13166	379	55	10	10	NUM
fumecheng-13166	379	56	85.87	85.87	NUM
fumecheng-13166	379	57	84.00	84.00	NUM
fumecheng-13166	379	58	10	10	NUM
fumecheng-13166	379	59	40	40	NUM
fumecheng-13166	379	60	50	50	NUM
fumecheng-13166	379	61	88.27	88.27	NUM
fumecheng-13166	379	62	87.20	87.20	NUM
fumecheng-13166	379	63	11	11	NUM
fumecheng-13166	379	64	40	40	NUM
fumecheng-13166	379	65	100	100	NUM
fumecheng-13166	379	66	88.27	88.27	NUM
fumecheng-13166	379	67	86.40	86.40	NUM
fumecheng-13166	379	68	12	12	NUM
fumecheng-13166	379	69	40	40	NUM
fumecheng-13166	379	70	200	200	NUM
fumecheng-13166	379	71	88.00	88.00	NUM
fumecheng-13166	379	72	87.20	87.20	NUM
fumecheng-13166	379	73	13	13	NUM
fumecheng-13166	379	74	60	60	NUM
fumecheng-13166	379	75	10	10	NUM
fumecheng-13166	379	76	86.93	86.93	NUM
fumecheng-13166	379	77	84.00	84.00	NUM
fumecheng-13166	379	78	14	14	NUM
fumecheng-13166	379	79	60	60	NUM
fumecheng-13166	379	80	50	50	NUM
fumecheng-13166	379	81	88.27	88.27	NUM
fumecheng-13166	379	82	87.20	87.20	NUM
fumecheng-13166	379	83	15	15	NUM
fumecheng-13166	379	84	60	60	NUM
fumecheng-13166	379	85	100	100	NUM
fumecheng-13166	379	86	88.80	88.80	NUM
fumecheng-13166	379	87	87.00	87.00	NUM
fumecheng-13166	379	88	16	16	NUM
fumecheng-13166	379	89	60	60	NUM
fumecheng-13166	379	90	200	200	NUM
fumecheng-13166	379	91	89.00	89.00	NUM
fumecheng-13166	379	92	87.20	87.20	NUM
fumecheng-13166	379	93	following	follow	VERB
fumecheng-13166	379	94	the	the	DET
fumecheng-13166	379	95	construction	construction	NOUN
fumecheng-13166	379	96	of	of	ADP
fumecheng-13166	379	97	several	several	ADJ
fumecheng-13166	379	98	models	model	NOUN
fumecheng-13166	379	99	and	and	CCONJ
fumecheng-13166	379	100	the	the	DET
fumecheng-13166	379	101	evaluation	evaluation	NOUN
fumecheng-13166	379	102	of	of	ADP
fumecheng-13166	379	103	their	their	PRON
fumecheng-13166	379	104	accuracy	accuracy	NOUN
fumecheng-13166	379	105	,	,	PUNCT
fumecheng-13166	379	106	a	a	DET
fumecheng-13166	379	107	straightforward	straightforward	ADJ
fumecheng-13166	379	108	ranking	ranking	NOUN
fumecheng-13166	379	109	method	method	NOUN
fumecheng-13166	379	110	was	be	AUX
fumecheng-13166	379	111	employed	employ	VERB
fumecheng-13166	379	112	to	to	PART
fumecheng-13166	379	113	rank	rank	VERB
fumecheng-13166	379	114	all	all	DET
fumecheng-13166	379	115	the	the	DET
fumecheng-13166	379	116	models	model	NOUN
fumecheng-13166	379	117	.	.	PUNCT
fumecheng-13166	380	1	the	the	DET
fumecheng-13166	380	2	ranking	ranking	ADJ
fumecheng-13166	380	3	outcomes	outcome	NOUN
fumecheng-13166	380	4	are	be	AUX
fumecheng-13166	380	5	presented	present	VERB
fumecheng-13166	380	6	in	in	ADP
fumecheng-13166	380	7	table	table	NOUN
fumecheng-13166	380	8	8	8	NUM
fumecheng-13166	380	9	.	.	PUNCT
fumecheng-13166	381	1	it	it	PRON
fumecheng-13166	381	2	displays	display	VERB
fumecheng-13166	381	3	the	the	DET
fumecheng-13166	381	4	models	model	NOUN
fumecheng-13166	381	5	'	'	PART
fumecheng-13166	381	6	relative	relative	ADJ
fumecheng-13166	381	7	rankings	ranking	NOUN
fumecheng-13166	381	8	according	accord	VERB
fumecheng-13166	381	9	to	to	ADP
fumecheng-13166	381	10	their	their	PRON
fumecheng-13166	381	11	performance	performance	NOUN
fumecheng-13166	381	12	in	in	ADP
fumecheng-13166	381	13	both	both	DET
fumecheng-13166	381	14	training	training	NOUN
fumecheng-13166	381	15	and	and	CCONJ
fumecheng-13166	381	16	testing	testing	NOUN
fumecheng-13166	381	17	.	.	PUNCT
fumecheng-13166	382	1	model	model	NOUN
fumecheng-13166	382	2	8	8	NUM
fumecheng-13166	382	3	attained	attain	VERB
fumecheng-13166	382	4	the	the	DET
fumecheng-13166	382	5	highest	high	ADJ
fumecheng-13166	382	6	level	level	NOUN
fumecheng-13166	382	7	of	of	ADP
fumecheng-13166	382	8	equilibrium	equilibrium	NOUN
fumecheng-13166	382	9	between	between	ADP
fumecheng-13166	382	10	training	training	NOUN
fumecheng-13166	382	11	and	and	CCONJ
fumecheng-13166	382	12	test	test	NOUN
fumecheng-13166	382	13	accuracy	accuracy	NOUN
fumecheng-13166	382	14	,	,	PUNCT
fumecheng-13166	382	15	resulting	result	VERB
fumecheng-13166	382	16	in	in	ADP
fumecheng-13166	382	17	a	a	DET
fumecheng-13166	382	18	total	total	ADJ
fumecheng-13166	382	19	rank	rank	NOUN
fumecheng-13166	382	20	of	of	ADP
fumecheng-13166	382	21	32	32	NUM
fumecheng-13166	382	22	.	.	PUNCT
fumecheng-13166	383	1	model	model	PROPN
fumecheng-13166	383	2	16	16	NUM
fumecheng-13166	383	3	,	,	PUNCT
fumecheng-13166	383	4	with	with	ADP
fumecheng-13166	383	5	a	a	DET
fumecheng-13166	383	6	rating	rating	NOUN
fumecheng-13166	383	7	of	of	ADP
fumecheng-13166	383	8	31	31	NUM
fumecheng-13166	383	9	,	,	PUNCT
fumecheng-13166	383	10	demonstrates	demonstrate	VERB
fumecheng-13166	383	11	robust	robust	ADJ
fumecheng-13166	383	12	performance	performance	NOUN
fumecheng-13166	383	13	in	in	ADP
fumecheng-13166	383	14	both	both	DET
fumecheng-13166	383	15	domains	domain	NOUN
fumecheng-13166	383	16	,	,	PUNCT
fumecheng-13166	383	17	but	but	CCONJ
fumecheng-13166	383	18	slightly	slightly	ADV
fumecheng-13166	383	19	below	below	ADP
fumecheng-13166	383	20	that	that	PRON
fumecheng-13166	383	21	of	of	ADP
fumecheng-13166	383	22	model	model	NOUN
fumecheng-13166	383	23	8	8	NUM
fumecheng-13166	383	24	.	.	PUNCT
fumecheng-13166	383	25	model	model	PROPN
fumecheng-13166	383	26	8	8	NUM
fumecheng-13166	383	27	,	,	PUNCT
fumecheng-13166	383	28	widely	widely	ADV
fumecheng-13166	383	29	regarded	regard	VERB
fumecheng-13166	383	30	as	as	ADP
fumecheng-13166	383	31	the	the	DET
fumecheng-13166	383	32	leading	lead	VERB
fumecheng-13166	383	33	model	model	NOUN
fumecheng-13166	383	34	,	,	PUNCT
fumecheng-13166	383	35	has	have	VERB
fumecheng-13166	383	36	distinct	distinct	ADJ
fumecheng-13166	383	37	degrees	degree	NOUN
fumecheng-13166	383	38	of	of	ADP
fumecheng-13166	383	39	achievement	achievement	NOUN
fumecheng-13166	383	40	.	.	PUNCT
fumecheng-13166	384	1	according	accord	VERB
fumecheng-13166	384	2	to	to	ADP
fumecheng-13166	384	3	fig	fig	NOUN
fumecheng-13166	384	4	.	.	PUNCT
fumecheng-13166	385	1	7	7	NUM
fumecheng-13166	385	2	,	,	PUNCT
fumecheng-13166	385	3	which	which	PRON
fumecheng-13166	385	4	shows	show	VERB
fumecheng-13166	385	5	the	the	DET
fumecheng-13166	385	6	confusion	confusion	NOUN
fumecheng-13166	385	7	matrix	matrix	NOUN
fumecheng-13166	385	8	,	,	PUNCT
fumecheng-13166	385	9	the	the	DET
fumecheng-13166	385	10	8th	8th	ADJ
fumecheng-13166	385	11	binary	binary	ADJ
fumecheng-13166	385	12	classification	classification	NOUN
fumecheng-13166	385	13	model	model	NOUN
fumecheng-13166	385	14	accurately	accurately	ADV
fumecheng-13166	385	15	identified	identify	VERB
fumecheng-13166	385	16	162	162	NUM
fumecheng-13166	385	17	instances	instance	NOUN
fumecheng-13166	385	18	of	of	ADP
fumecheng-13166	385	19	the	the	DET
fumecheng-13166	385	20	first	first	ADJ
fumecheng-13166	385	21	class	class	NOUN
fumecheng-13166	385	22	labeled	label	VERB
fumecheng-13166	385	23	"	"	PUNCT
fumecheng-13166	385	24	1	1	NUM
fumecheng-13166	385	25	"	"	PUNCT
fumecheng-13166	385	26	in	in	ADP
fumecheng-13166	385	27	an	an	DET
fumecheng-13166	385	28	accident	accident	NOUN
fumecheng-13166	385	29	,	,	PUNCT
fumecheng-13166	385	30	with	with	ADP
fumecheng-13166	385	31	a	a	DET
fumecheng-13166	385	32	high	high	ADJ
fumecheng-13166	385	33	level	level	NOUN
fumecheng-13166	385	34	of	of	ADP
fumecheng-13166	385	35	accuracy	accuracy	NOUN
fumecheng-13166	385	36	of	of	ADP
fumecheng-13166	385	37	89.6	89.6	NUM
fumecheng-13166	385	38	%	%	NOUN
fumecheng-13166	385	39	.	.	PUNCT
fumecheng-13166	386	1	however	however	ADV
fumecheng-13166	386	2	,	,	PUNCT
fumecheng-13166	386	3	it	it	PRON
fumecheng-13166	386	4	incorrectly	incorrectly	ADV
fumecheng-13166	386	5	classified	classify	VERB
fumecheng-13166	386	6	6	6	NUM
fumecheng-13166	386	7	instances	instance	NOUN
fumecheng-13166	386	8	of	of	ADP
fumecheng-13166	386	9	the	the	DET
fumecheng-13166	386	10	second	second	ADJ
fumecheng-13166	386	11	class	class	NOUN
fumecheng-13166	386	12	,	,	PUNCT
fumecheng-13166	386	13	indicating	indicate	VERB
fumecheng-13166	386	14	the	the	DET
fumecheng-13166	386	15	involvement	involvement	NOUN
fumecheng-13166	386	16	of	of	ADP
fumecheng-13166	386	17	two	two	NUM
fumecheng-13166	386	18	or	or	CCONJ
fumecheng-13166	386	19	more	more	ADJ
fumecheng-13166	386	20	vehicles	vehicle	NOUN
fumecheng-13166	386	21	,	,	PUNCT
fumecheng-13166	386	22	as	as	ADP
fumecheng-13166	386	23	"	"	PUNCT
fumecheng-13166	386	24	1	1	NUM
fumecheng-13166	386	25	"	"	PUNCT
fumecheng-13166	386	26	.	.	PUNCT
fumecheng-13166	387	1	the	the	DET
fumecheng-13166	387	2	model	model	NOUN
fumecheng-13166	387	3	was	be	AUX
fumecheng-13166	387	4	able	able	ADJ
fumecheng-13166	387	5	to	to	PART
fumecheng-13166	387	6	categorize	categorize	VERB
fumecheng-13166	387	7	the	the	DET
fumecheng-13166	387	8	training	training	NOUN
fumecheng-13166	387	9	dataset	dataset	VERB
fumecheng-13166	387	10	with	with	ADP
fumecheng-13166	387	11	a	a	DET
fumecheng-13166	387	12	satisfactory	satisfactory	ADJ
fumecheng-13166	387	13	accuracy	accuracy	NOUN
fumecheng-13166	387	14	of	of	ADP
fumecheng-13166	387	15	87.2	87.2	NUM
fumecheng-13166	387	16	%	%	NOUN
fumecheng-13166	387	17	.	.	PUNCT
fumecheng-13166	388	1	the	the	DET
fumecheng-13166	388	2	third	third	ADJ
fumecheng-13166	388	3	model	model	NOUN
fumecheng-13166	388	4	achieved	achieve	VERB
fumecheng-13166	388	5	a	a	DET
fumecheng-13166	388	6	satisfactory	satisfactory	ADJ
fumecheng-13166	388	7	accuracy	accuracy	NOUN
fumecheng-13166	388	8	of	of	ADP
fumecheng-13166	388	9	87.2	87.2	NUM
fumecheng-13166	388	10	%	%	NOUN
fumecheng-13166	388	11	in	in	ADP
fumecheng-13166	388	12	classifying	classify	VERB
fumecheng-13166	388	13	the	the	DET
fumecheng-13166	388	14	test	test	NOUN
fumecheng-13166	388	15	data	datum	NOUN
fumecheng-13166	388	16	.	.	PUNCT
fumecheng-13166	389	1	22	22	NUM
fumecheng-13166	389	2	s.	s.	PROPN
fumecheng-13166	389	3	s.	s.	PROPN
fumecheng-13166	389	4	haghshenas	haghshenas	PROPN
fumecheng-13166	389	5	,	,	PUNCT
fumecheng-13166	389	6	m.	m.	NOUN
fumecheng-13166	389	7	h.	h.	PROPN
fumecheng-13166	389	8	m.	m.	PROPN
fumecheng-13166	389	9	seraji	seraji	PROPN
fumecheng-13166	389	10	,	,	PUNCT
fumecheng-13166	389	11	s.	s.	PROPN
fumecheng-13166	389	12	s.	s.	PROPN
fumecheng-13166	389	13	haghshenas	haghshenas	PROPN
fumecheng-13166	389	14	,	,	PUNCT
fumecheng-13166	389	15	et	et	PROPN
fumecheng-13166	389	16	al	al	PROPN
fumecheng-13166	389	17	.	.	PROPN
fumecheng-13166	389	18	table	table	NOUN
fumecheng-13166	389	19	8	8	NUM
fumecheng-13166	389	20	ranking	ranking	NOUN
fumecheng-13166	389	21	of	of	ADP
fumecheng-13166	389	22	developed	develop	VERB
fumecheng-13166	389	23	models	model	NOUN
fumecheng-13166	389	24	mlp	mlp	NOUN
fumecheng-13166	389	25	-	-	PUNCT
fumecheng-13166	389	26	woa	woa	VERB
fumecheng-13166	389	27	model	model	NOUN
fumecheng-13166	389	28	number	number	NOUN
fumecheng-13166	389	29	iterations	iteration	NOUN
fumecheng-13166	389	30	populations	population	NOUN
fumecheng-13166	389	31	rating	rating	NOUN
fumecheng-13166	389	32	for	for	ADP
fumecheng-13166	389	33	accuracy	accuracy	NOUN
fumecheng-13166	389	34	of	of	ADP
fumecheng-13166	389	35	training	training	NOUN
fumecheng-13166	389	36	rating	rating	NOUN
fumecheng-13166	389	37	for	for	ADP
fumecheng-13166	389	38	accuracy	accuracy	NOUN
fumecheng-13166	389	39	of	of	ADP
fumecheng-13166	389	40	testing	test	VERB
fumecheng-13166	389	41	total	total	ADJ
fumecheng-13166	389	42	rank	rank	NOUN
fumecheng-13166	389	43	1	1	NUM
fumecheng-13166	389	44	5	5	NUM
fumecheng-13166	389	45	10	10	NUM
fumecheng-13166	389	46	6	6	NUM
fumecheng-13166	389	47	11	11	NUM
fumecheng-13166	389	48	17	17	NUM
fumecheng-13166	389	49	2	2	NUM
fumecheng-13166	389	50	5	5	NUM
fumecheng-13166	389	51	50	50	NUM
fumecheng-13166	389	52	13	13	NUM
fumecheng-13166	389	53	14	14	NUM
fumecheng-13166	389	54	27	27	NUM
fumecheng-13166	389	55	3	3	NUM
fumecheng-13166	389	56	5	5	NUM
fumecheng-13166	389	57	100	100	NUM
fumecheng-13166	389	58	14	14	NUM
fumecheng-13166	389	59	13	13	NUM
fumecheng-13166	389	60	27	27	NUM
fumecheng-13166	389	61	4	4	NUM
fumecheng-13166	389	62	5	5	NUM
fumecheng-13166	389	63	200	200	NUM
fumecheng-13166	389	64	7	7	NUM
fumecheng-13166	389	65	12	12	NUM
fumecheng-13166	389	66	19	19	NUM
fumecheng-13166	389	67	5	5	NUM
fumecheng-13166	389	68	20	20	NUM
fumecheng-13166	389	69	10	10	NUM
fumecheng-13166	389	70	9	9	NUM
fumecheng-13166	389	71	12	12	NUM
fumecheng-13166	389	72	21	21	NUM
fumecheng-13166	389	73	6	6	NUM
fumecheng-13166	389	74	20	20	NUM
fumecheng-13166	389	75	50	50	NUM
fumecheng-13166	389	76	10	10	NUM
fumecheng-13166	389	77	14	14	NUM
fumecheng-13166	389	78	24	24	NUM
fumecheng-13166	389	79	7	7	NUM
fumecheng-13166	389	80	20	20	NUM
fumecheng-13166	389	81	100	100	NUM
fumecheng-13166	389	82	14	14	NUM
fumecheng-13166	389	83	16	16	NUM
fumecheng-13166	389	84	30	30	NUM
fumecheng-13166	389	85	8	8	NUM
fumecheng-13166	389	86	20	20	NUM
fumecheng-13166	389	87	200	200	NUM
fumecheng-13166	389	88	16	16	NUM
fumecheng-13166	389	89	16	16	NUM
fumecheng-13166	389	90	32	32	NUM
fumecheng-13166	389	91	9	9	NUM
fumecheng-13166	389	92	40	40	NUM
fumecheng-13166	389	93	10	10	NUM
fumecheng-13166	389	94	6	6	NUM
fumecheng-13166	389	95	11	11	NUM
fumecheng-13166	389	96	17	17	NUM
fumecheng-13166	389	97	10	10	NUM
fumecheng-13166	389	98	40	40	NUM
fumecheng-13166	389	99	50	50	NUM
fumecheng-13166	389	100	12	12	NUM
fumecheng-13166	389	101	16	16	NUM
fumecheng-13166	389	102	28	28	NUM
fumecheng-13166	389	103	11	11	NUM
fumecheng-13166	389	104	40	40	NUM
fumecheng-13166	389	105	100	100	NUM
fumecheng-13166	389	106	12	12	NUM
fumecheng-13166	389	107	14	14	NUM
fumecheng-13166	389	108	26	26	NUM
fumecheng-13166	389	109	12	12	NUM
fumecheng-13166	389	110	40	40	NUM
fumecheng-13166	389	111	200	200	NUM
fumecheng-13166	389	112	11	11	NUM
fumecheng-13166	389	113	16	16	NUM
fumecheng-13166	389	114	27	27	NUM
fumecheng-13166	389	115	13	13	NUM
fumecheng-13166	389	116	60	60	NUM
fumecheng-13166	389	117	10	10	NUM
fumecheng-13166	389	118	8	8	NUM
fumecheng-13166	389	119	11	11	NUM
fumecheng-13166	389	120	19	19	NUM
fumecheng-13166	389	121	14	14	NUM
fumecheng-13166	389	122	60	60	NUM
fumecheng-13166	389	123	50	50	NUM
fumecheng-13166	389	124	12	12	NUM
fumecheng-13166	389	125	16	16	NUM
fumecheng-13166	389	126	28	28	NUM
fumecheng-13166	389	127	15	15	NUM
fumecheng-13166	389	128	60	60	NUM
fumecheng-13166	389	129	100	100	NUM
fumecheng-13166	389	130	14	14	NUM
fumecheng-13166	389	131	15	15	NUM
fumecheng-13166	389	132	29	29	NUM
fumecheng-13166	389	133	16	16	NUM
fumecheng-13166	389	134	60	60	NUM
fumecheng-13166	389	135	200	200	NUM
fumecheng-13166	389	136	15	15	NUM
fumecheng-13166	389	137	16	16	NUM
fumecheng-13166	389	138	31	31	NUM
fumecheng-13166	389	139	fig	fig	NOUN
fumecheng-13166	389	140	.	.	PUNCT
fumecheng-13166	390	1	7	7	NUM
fumecheng-13166	390	2	confusion	confusion	NOUN
fumecheng-13166	390	3	matrices	matrix	NOUN
fumecheng-13166	390	4	for	for	ADP
fumecheng-13166	390	5	the	the	DET
fumecheng-13166	390	6	training	training	NOUN
fumecheng-13166	390	7	data	datum	NOUN
fumecheng-13166	390	8	(	(	PUNCT
fumecheng-13166	390	9	a	a	NOUN
fumecheng-13166	390	10	)	)	PUNCT
fumecheng-13166	390	11	and	and	CCONJ
fumecheng-13166	390	12	testing	testing	NOUN
fumecheng-13166	390	13	data	datum	NOUN
fumecheng-13166	390	14	(	(	PUNCT
fumecheng-13166	390	15	b	b	NOUN
fumecheng-13166	390	16	)	)	PUNCT
fumecheng-13166	390	17	6	6	NUM
fumecheng-13166	390	18	.	.	X
fumecheng-13166	390	19	result	result	NOUN
fumecheng-13166	390	20	and	and	CCONJ
fumecheng-13166	390	21	discussion	discussion	NOUN
fumecheng-13166	390	22	each	each	DET
fumecheng-13166	390	23	year	year	NOUN
fumecheng-13166	390	24	,	,	PUNCT
fumecheng-13166	390	25	many	many	ADJ
fumecheng-13166	390	26	people	people	NOUN
fumecheng-13166	390	27	die	die	VERB
fumecheng-13166	390	28	as	as	ADP
fumecheng-13166	390	29	a	a	DET
fumecheng-13166	390	30	result	result	NOUN
fumecheng-13166	390	31	of	of	ADP
fumecheng-13166	390	32	road	road	NOUN
fumecheng-13166	390	33	traffic	traffic	NOUN
fumecheng-13166	390	34	crashes	crash	NOUN
fumecheng-13166	390	35	.	.	PUNCT
fumecheng-13166	391	1	therefore	therefore	ADV
fumecheng-13166	391	2	,	,	PUNCT
fumecheng-13166	391	3	knowing	know	VERB
fumecheng-13166	391	4	the	the	DET
fumecheng-13166	391	5	impact	impact	NOUN
fumecheng-13166	391	6	of	of	ADP
fumecheng-13166	391	7	various	various	ADJ
fumecheng-13166	391	8	contributing	contribute	VERB
fumecheng-13166	391	9	factors	factor	NOUN
fumecheng-13166	391	10	on	on	ADP
fumecheng-13166	391	11	the	the	DET
fumecheng-13166	391	12	number	number	NOUN
fumecheng-13166	391	13	of	of	ADP
fumecheng-13166	391	14	road	road	NOUN
fumecheng-13166	391	15	accidents	accident	NOUN
fumecheng-13166	391	16	and	and	CCONJ
fumecheng-13166	391	17	taking	take	VERB
fumecheng-13166	391	18	the	the	DET
fumecheng-13166	391	19	necessary	necessary	ADJ
fumecheng-13166	391	20	measures	measure	NOUN
fumecheng-13166	391	21	to	to	PART
fumecheng-13166	391	22	reduce	reduce	VERB
fumecheng-13166	391	23	accidents	accident	NOUN
fumecheng-13166	391	24	can	can	AUX
fumecheng-13166	391	25	have	have	VERB
fumecheng-13166	391	26	a	a	DET
fumecheng-13166	391	27	significant	significant	ADJ
fumecheng-13166	391	28	impact	impact	NOUN
fumecheng-13166	391	29	on	on	ADP
fumecheng-13166	391	30	increasing	increase	VERB
fumecheng-13166	391	31	the	the	DET
fumecheng-13166	391	32	level	level	NOUN
fumecheng-13166	391	33	of	of	ADP
fumecheng-13166	391	34	road	road	NOUN
fumecheng-13166	391	35	safety	safety	NOUN
fumecheng-13166	391	36	.	.	PUNCT
fumecheng-13166	392	1	in	in	ADP
fumecheng-13166	392	2	this	this	DET
fumecheng-13166	392	3	research	research	NOUN
fumecheng-13166	392	4	,	,	PUNCT
fumecheng-13166	392	5	four	four	NUM
fumecheng-13166	392	6	ml	ml	NOUN
fumecheng-13166	392	7	methods	method	NOUN
fumecheng-13166	392	8	,	,	PUNCT
fumecheng-13166	392	9	namely	namely	ADV
fumecheng-13166	392	10	svm	svm	ADJ
fumecheng-13166	392	11	,	,	PUNCT
fumecheng-13166	392	12	svm	svm	ADJ
fumecheng-13166	392	13	-	-	ADJ
fumecheng-13166	392	14	woa	woa	ADJ
fumecheng-13166	392	15	,	,	PUNCT
fumecheng-13166	392	16	svmcsa	svmcsa	ADJ
fumecheng-13166	392	17	,	,	PUNCT
fumecheng-13166	392	18	and	and	CCONJ
fumecheng-13166	392	19	svm	svm	ADJ
fumecheng-13166	392	20	-	-	ADJ
fumecheng-13166	392	21	mvo	mvo	NOUN
fumecheng-13166	392	22	were	be	AUX
fumecheng-13166	392	23	employed	employ	VERB
fumecheng-13166	392	24	to	to	PART
fumecheng-13166	392	25	conduct	conduct	VERB
fumecheng-13166	392	26	the	the	DET
fumecheng-13166	392	27	binary	binary	ADJ
fumecheng-13166	392	28	classification	classification	NOUN
fumecheng-13166	392	29	modeling	modeling	NOUN
fumecheng-13166	392	30	.	.	PUNCT
fumecheng-13166	393	1	after	after	ADP
fumecheng-13166	393	2	multiple	multiple	ADJ
fumecheng-13166	393	3	modeling	modeling	NOUN
fumecheng-13166	393	4	,	,	PUNCT
fumecheng-13166	393	5	the	the	DET
fumecheng-13166	393	6	best	good	ADJ
fumecheng-13166	393	7	model	model	NOUN
fumecheng-13166	393	8	was	be	AUX
fumecheng-13166	393	9	selected	select	VERB
fumecheng-13166	393	10	based	base	VERB
fumecheng-13166	393	11	on	on	ADP
fumecheng-13166	393	12	the	the	DET
fumecheng-13166	393	13	accuracy	accuracy	NOUN
fumecheng-13166	393	14	of	of	ADP
fumecheng-13166	393	15	the	the	DET
fumecheng-13166	393	16	modeling	modeling	NOUN
fumecheng-13166	393	17	enhancing	enhance	VERB
fumecheng-13166	393	18	support	support	NOUN
fumecheng-13166	393	19	vector	vector	NOUN
fumecheng-13166	393	20	machine	machine	NOUN
fumecheng-13166	393	21	performance	performance	NOUN
fumecheng-13166	393	22	in	in	ADP
fumecheng-13166	393	23	forecasting	forecast	VERB
fumecheng-13166	393	24	the	the	DET
fumecheng-13166	393	25	number	number	NOUN
fumecheng-13166	393	26	of	of	ADP
fumecheng-13166	393	27	vehicles	vehicle	NOUN
fumecheng-13166	393	28	…	…	PUNCT
fumecheng-13166	393	29	23	23	NUM
fumecheng-13166	393	30	performance	performance	NOUN
fumecheng-13166	393	31	.	.	PUNCT
fumecheng-13166	394	1	a	a	DET
fumecheng-13166	394	2	comparison	comparison	NOUN
fumecheng-13166	394	3	was	be	AUX
fumecheng-13166	394	4	made	make	VERB
fumecheng-13166	394	5	between	between	ADP
fumecheng-13166	394	6	the	the	DET
fumecheng-13166	394	7	best	good	ADJ
fumecheng-13166	394	8	models	model	NOUN
fumecheng-13166	394	9	based	base	VERB
fumecheng-13166	394	10	on	on	ADP
fumecheng-13166	394	11	the	the	DET
fumecheng-13166	394	12	accuracy	accuracy	NOUN
fumecheng-13166	394	13	of	of	ADP
fumecheng-13166	394	14	training	training	NOUN
fumecheng-13166	394	15	and	and	CCONJ
fumecheng-13166	394	16	testing	testing	NOUN
fumecheng-13166	394	17	,	,	PUNCT
fumecheng-13166	394	18	as	as	SCONJ
fumecheng-13166	394	19	shown	show	VERB
fumecheng-13166	394	20	in	in	ADP
fumecheng-13166	394	21	fig	fig	NOUN
fumecheng-13166	394	22	.	.	PUNCT
fumecheng-13166	395	1	8	8	NUM
fumecheng-13166	395	2	.	.	X
fumecheng-13166	395	3	fig	fig	NOUN
fumecheng-13166	395	4	.	.	PUNCT
fumecheng-13166	396	1	8	8	NUM
fumecheng-13166	396	2	comparison	comparison	NOUN
fumecheng-13166	396	3	between	between	ADP
fumecheng-13166	396	4	the	the	DET
fumecheng-13166	396	5	best	good	ADJ
fumecheng-13166	396	6	svm	svm	ADJ
fumecheng-13166	396	7	,	,	PUNCT
fumecheng-13166	396	8	svm	svm	PROPN
fumecheng-13166	396	9	-	-	PUNCT
fumecheng-13166	396	10	csa	csa	PROPN
fumecheng-13166	396	11	,	,	PUNCT
fumecheng-13166	396	12	mlp	mlp	PROPN
fumecheng-13166	396	13	-	-	PUNCT
fumecheng-13166	396	14	woa	woa	PROPN
fumecheng-13166	396	15	,	,	PUNCT
fumecheng-13166	396	16	and	and	CCONJ
fumecheng-13166	396	17	svm	svm	ADJ
fumecheng-13166	396	18	-	-	ADJ
fumecheng-13166	396	19	mvo	mvo	ADJ
fumecheng-13166	396	20	models	model	NOUN
fumecheng-13166	396	21	for	for	ADP
fumecheng-13166	396	22	training	training	NOUN
fumecheng-13166	396	23	and	and	CCONJ
fumecheng-13166	396	24	testing	testing	NOUN
fumecheng-13166	396	25	accuracies	accuracy	NOUN
fumecheng-13166	396	26	based	base	VERB
fumecheng-13166	396	27	on	on	ADP
fumecheng-13166	396	28	fig	fig	NOUN
fumecheng-13166	396	29	.	.	PUNCT
fumecheng-13166	397	1	8	8	NUM
fumecheng-13166	397	2	,	,	PUNCT
fumecheng-13166	397	3	the	the	DET
fumecheng-13166	397	4	svm	svm	PROPN
fumecheng-13166	397	5	-	-	PUNCT
fumecheng-13166	397	6	csa	csa	PROPN
fumecheng-13166	397	7	model	model	NOUN
fumecheng-13166	397	8	demonstrated	demonstrate	VERB
fumecheng-13166	397	9	superior	superior	ADJ
fumecheng-13166	397	10	performance	performance	NOUN
fumecheng-13166	397	11	compared	compare	VERB
fumecheng-13166	397	12	to	to	ADP
fumecheng-13166	397	13	the	the	DET
fumecheng-13166	397	14	other	other	ADJ
fumecheng-13166	397	15	best	good	ADJ
fumecheng-13166	397	16	models	model	NOUN
fumecheng-13166	397	17	in	in	ADP
fumecheng-13166	397	18	forecasting	forecast	VERB
fumecheng-13166	397	19	the	the	DET
fumecheng-13166	397	20	number	number	NOUN
fumecheng-13166	397	21	of	of	ADP
fumecheng-13166	397	22	accidents	accident	NOUN
fumecheng-13166	397	23	.	.	PUNCT
fumecheng-13166	398	1	it	it	PRON
fumecheng-13166	398	2	achieved	achieve	VERB
fumecheng-13166	398	3	training	training	NOUN
fumecheng-13166	398	4	and	and	CCONJ
fumecheng-13166	398	5	testing	testing	NOUN
fumecheng-13166	398	6	accuracies	accuracy	NOUN
fumecheng-13166	398	7	of	of	ADP
fumecheng-13166	398	8	90.1	90.1	NUM
fumecheng-13166	398	9	%	%	NOUN
fumecheng-13166	398	10	and	and	CCONJ
fumecheng-13166	398	11	88	88	NUM
fumecheng-13166	398	12	%	%	NOUN
fumecheng-13166	398	13	,	,	PUNCT
fumecheng-13166	398	14	respectively	respectively	ADV
fumecheng-13166	398	15	,	,	PUNCT
fumecheng-13166	398	16	which	which	PRON
fumecheng-13166	398	17	were	be	AUX
fumecheng-13166	398	18	greater	great	ADJ
fumecheng-13166	398	19	than	than	ADP
fumecheng-13166	398	20	the	the	DET
fumecheng-13166	398	21	accuracies	accuracy	NOUN
fumecheng-13166	398	22	of	of	ADP
fumecheng-13166	398	23	the	the	DET
fumecheng-13166	398	24	other	other	ADJ
fumecheng-13166	398	25	three	three	NUM
fumecheng-13166	398	26	models	model	NOUN
fumecheng-13166	398	27	.	.	PUNCT
fumecheng-13166	399	1	it	it	PRON
fumecheng-13166	399	2	is	be	AUX
fumecheng-13166	399	3	important	important	ADJ
fumecheng-13166	399	4	to	to	PART
fumecheng-13166	399	5	note	note	VERB
fumecheng-13166	399	6	that	that	SCONJ
fumecheng-13166	399	7	all	all	DET
fumecheng-13166	399	8	models	model	NOUN
fumecheng-13166	399	9	demonstrated	demonstrate	VERB
fumecheng-13166	399	10	satisfactory	satisfactory	ADJ
fumecheng-13166	399	11	levels	level	NOUN
fumecheng-13166	399	12	of	of	ADP
fumecheng-13166	399	13	accuracy	accuracy	NOUN
fumecheng-13166	399	14	and	and	CCONJ
fumecheng-13166	399	15	robustness	robustness	NOUN
fumecheng-13166	399	16	.	.	PUNCT
fumecheng-13166	400	1	therefore	therefore	ADV
fumecheng-13166	400	2	,	,	PUNCT
fumecheng-13166	400	3	it	it	PRON
fumecheng-13166	400	4	can	can	AUX
fumecheng-13166	400	5	be	be	AUX
fumecheng-13166	400	6	inferred	infer	VERB
fumecheng-13166	400	7	that	that	SCONJ
fumecheng-13166	400	8	they	they	PRON
fumecheng-13166	400	9	are	be	AUX
fumecheng-13166	400	10	dependable	dependable	ADJ
fumecheng-13166	400	11	modeling	modeling	NOUN
fumecheng-13166	400	12	systems	system	NOUN
fumecheng-13166	400	13	for	for	ADP
fumecheng-13166	400	14	predicting	predict	VERB
fumecheng-13166	400	15	the	the	DET
fumecheng-13166	400	16	occurrence	occurrence	NOUN
fumecheng-13166	400	17	of	of	ADP
fumecheng-13166	400	18	crashes	crash	NOUN
fumecheng-13166	400	19	.	.	PUNCT
fumecheng-13166	401	1	these	these	DET
fumecheng-13166	401	2	models	model	NOUN
fumecheng-13166	401	3	can	can	AUX
fumecheng-13166	401	4	serve	serve	VERB
fumecheng-13166	401	5	as	as	ADP
fumecheng-13166	401	6	valuable	valuable	ADJ
fumecheng-13166	401	7	tools	tool	NOUN
fumecheng-13166	401	8	for	for	ADP
fumecheng-13166	401	9	analyzing	analyze	VERB
fumecheng-13166	401	10	road	road	NOUN
fumecheng-13166	401	11	safety	safety	NOUN
fumecheng-13166	401	12	in	in	ADP
fumecheng-13166	401	13	the	the	DET
fumecheng-13166	401	14	field	field	NOUN
fumecheng-13166	401	15	of	of	ADP
fumecheng-13166	401	16	transportation	transportation	NOUN
fumecheng-13166	401	17	engineering	engineering	NOUN
fumecheng-13166	401	18	.	.	PUNCT
fumecheng-13166	402	1	the	the	DET
fumecheng-13166	402	2	occurrence	occurrence	NOUN
fumecheng-13166	402	3	of	of	ADP
fumecheng-13166	402	4	road	road	NOUN
fumecheng-13166	402	5	accidents	accident	NOUN
fumecheng-13166	402	6	can	can	AUX
fumecheng-13166	402	7	result	result	VERB
fumecheng-13166	402	8	in	in	ADP
fumecheng-13166	402	9	significant	significant	ADJ
fumecheng-13166	402	10	economic	economic	ADJ
fumecheng-13166	402	11	and	and	CCONJ
fumecheng-13166	402	12	human	human	ADJ
fumecheng-13166	402	13	detriment	detriment	NOUN
fumecheng-13166	402	14	to	to	ADP
fumecheng-13166	402	15	society	society	NOUN
fumecheng-13166	402	16	.	.	PUNCT
fumecheng-13166	403	1	consequently	consequently	ADV
fumecheng-13166	403	2	,	,	PUNCT
fumecheng-13166	403	3	evaluating	evaluate	VERB
fumecheng-13166	403	4	the	the	DET
fumecheng-13166	403	5	influence	influence	NOUN
fumecheng-13166	403	6	of	of	ADP
fumecheng-13166	403	7	factors	factor	NOUN
fumecheng-13166	403	8	that	that	PRON
fumecheng-13166	403	9	affect	affect	VERB
fumecheng-13166	403	10	the	the	DET
fumecheng-13166	403	11	frequency	frequency	NOUN
fumecheng-13166	403	12	of	of	ADP
fumecheng-13166	403	13	accidents	accident	NOUN
fumecheng-13166	403	14	can	can	AUX
fumecheng-13166	403	15	offer	offer	VERB
fumecheng-13166	403	16	engineers	engineer	NOUN
fumecheng-13166	403	17	engaged	engage	VERB
fumecheng-13166	403	18	in	in	ADP
fumecheng-13166	403	19	road	road	NOUN
fumecheng-13166	403	20	safety	safety	NOUN
fumecheng-13166	403	21	management	management	NOUN
fumecheng-13166	403	22	a	a	DET
fumecheng-13166	403	23	comprehensive	comprehensive	ADJ
fumecheng-13166	403	24	understanding	understanding	NOUN
fumecheng-13166	403	25	.	.	PUNCT
fumecheng-13166	404	1	to	to	PART
fumecheng-13166	404	2	evaluate	evaluate	VERB
fumecheng-13166	404	3	the	the	DET
fumecheng-13166	404	4	influence	influence	NOUN
fumecheng-13166	404	5	of	of	ADP
fumecheng-13166	404	6	daylight	daylight	PROPN
fumecheng-13166	404	7	(	(	PUNCT
fumecheng-13166	404	8	dl	dl	PROPN
fumecheng-13166	404	9	)	)	PUNCT
fumecheng-13166	404	10	,	,	PUNCT
fumecheng-13166	404	11	location	location	NOUN
fumecheng-13166	404	12	(	(	PUNCT
fumecheng-13166	404	13	l	l	NOUN
fumecheng-13166	404	14	)	)	PUNCT
fumecheng-13166	404	15	,	,	PUNCT
fumecheng-13166	404	16	road	road	NOUN
fumecheng-13166	404	17	type	type	NOUN
fumecheng-13166	404	18	(	(	PUNCT
fumecheng-13166	404	19	rt	rt	NOUN
fumecheng-13166	404	20	)	)	PUNCT
fumecheng-13166	404	21	,	,	PUNCT
fumecheng-13166	404	22	road	road	NOUN
fumecheng-13166	404	23	surface	surface	NOUN
fumecheng-13166	404	24	(	(	PUNCT
fumecheng-13166	404	25	rs	rs	NOUN
fumecheng-13166	404	26	)	)	PUNCT
fumecheng-13166	404	27	,	,	PUNCT
fumecheng-13166	404	28	road	road	NOUN
fumecheng-13166	404	29	signs	sign	NOUN
fumecheng-13166	404	30	(	(	PUNCT
fumecheng-13166	404	31	sg	sg	PROPN
fumecheng-13166	404	32	)	)	PUNCT
fumecheng-13166	404	33	,	,	PUNCT
fumecheng-13166	404	34	weather	weather	NOUN
fumecheng-13166	404	35	conditions	condition	NOUN
fumecheng-13166	404	36	(	(	PUNCT
fumecheng-13166	404	37	wc	wc	PROPN
fumecheng-13166	404	38	)	)	PUNCT
fumecheng-13166	404	39	,	,	PUNCT
fumecheng-13166	404	40	vehicle	vehicle	NOUN
fumecheng-13166	404	41	type	type	NOUN
fumecheng-13166	404	42	(	(	PUNCT
fumecheng-13166	404	43	vt	vt	NOUN
fumecheng-13166	404	44	)	)	PUNCT
fumecheng-13166	404	45	,	,	PUNCT
fumecheng-13166	404	46	driver	driver	NOUN
fumecheng-13166	404	47	age	age	NOUN
fumecheng-13166	404	48	(	(	PUNCT
fumecheng-13166	404	49	da	da	NOUN
fumecheng-13166	404	50	)	)	PUNCT
fumecheng-13166	404	51	,	,	PUNCT
fumecheng-13166	404	52	and	and	CCONJ
fumecheng-13166	404	53	driver	driver	NOUN
fumecheng-13166	404	54	gender	gender	NOUN
fumecheng-13166	404	55	(	(	PUNCT
fumecheng-13166	404	56	dg	dg	PROPN
fumecheng-13166	404	57	)	)	PUNCT
fumecheng-13166	404	58	on	on	ADP
fumecheng-13166	404	59	estimating	estimate	VERB
fumecheng-13166	404	60	the	the	DET
fumecheng-13166	404	61	number	number	NOUN
fumecheng-13166	404	62	of	of	ADP
fumecheng-13166	404	63	cars	car	NOUN
fumecheng-13166	404	64	involved	involve	VERB
fumecheng-13166	404	65	in	in	ADP
fumecheng-13166	404	66	accidents	accident	NOUN
fumecheng-13166	404	67	,	,	PUNCT
fumecheng-13166	404	68	a	a	DET
fumecheng-13166	404	69	sensitivity	sensitivity	NOUN
fumecheng-13166	404	70	analysis	analysis	NOUN
fumecheng-13166	404	71	was	be	AUX
fumecheng-13166	404	72	conducted	conduct	VERB
fumecheng-13166	404	73	.	.	PUNCT
fumecheng-13166	405	1	this	this	DET
fumecheng-13166	405	2	sensitivity	sensitivity	NOUN
fumecheng-13166	405	3	analysis	analysis	NOUN
fumecheng-13166	405	4	utilizes	utilize	VERB
fumecheng-13166	405	5	the	the	DET
fumecheng-13166	405	6	cosine	cosine	NOUN
fumecheng-13166	405	7	amplitude	amplitude	NOUN
fumecheng-13166	405	8	approach	approach	NOUN
fumecheng-13166	405	9	as	as	SCONJ
fumecheng-13166	405	10	described	describe	VERB
fumecheng-13166	405	11	by	by	ADP
fumecheng-13166	405	12	[	[	PUNCT
fumecheng-13166	405	13	63	63	NUM
fumecheng-13166	405	14	]	]	PUNCT
fumecheng-13166	405	15	:	:	PUNCT
fumecheng-13166	405	16	𝑟𝑖𝑗	𝑟𝑖𝑗	PROPN
fumecheng-13166	405	17	=	=	SYM
fumecheng-13166	405	18	∑	∑	PUNCT
fumecheng-13166	405	19	(	(	PUNCT
fumecheng-13166	405	20	𝑥𝑖𝑘×𝑦𝑗𝑘)𝑛	𝑥𝑖𝑘×𝑦𝑗𝑘)𝑛	X
fumecheng-13166	405	21	𝑘=1	𝑘=1	PUNCT
fumecheng-13166	405	22	√∑	√∑	PROPN
fumecheng-13166	405	23	𝑥𝑖𝑘	𝑥𝑖𝑘	PROPN
fumecheng-13166	405	24	2	2	NUM
fumecheng-13166	405	25	∑	∑	PUNCT
fumecheng-13166	405	26	𝑦𝑖𝑘	𝑦𝑖𝑘	VERB
fumecheng-13166	405	27	2𝑛	2𝑛	PROPN
fumecheng-13166	405	28	𝑘=1	𝑘=1	ADP
fumecheng-13166	405	29	𝑛	𝑛	PROPN
fumecheng-13166	405	30	𝑘=1	𝑘=1	X
fumecheng-13166	405	31	(	(	PUNCT
fumecheng-13166	405	32	33	33	NUM
fumecheng-13166	405	33	)	)	PUNCT
fumecheng-13166	405	34	where	where	SCONJ
fumecheng-13166	405	35	rij	rij	PROPN
fumecheng-13166	405	36	represents	represent	VERB
fumecheng-13166	405	37	the	the	DET
fumecheng-13166	405	38	strength	strength	NOUN
fumecheng-13166	405	39	of	of	ADP
fumecheng-13166	405	40	the	the	DET
fumecheng-13166	405	41	relationship	relationship	NOUN
fumecheng-13166	405	42	,	,	PUNCT
fumecheng-13166	405	43	n	n	PRON
fumecheng-13166	405	44	denotes	denote	VERB
fumecheng-13166	405	45	the	the	DET
fumecheng-13166	405	46	number	number	NOUN
fumecheng-13166	405	47	of	of	ADP
fumecheng-13166	405	48	datasets	dataset	NOUN
fumecheng-13166	405	49	,	,	PUNCT
fumecheng-13166	405	50	and	and	CCONJ
fumecheng-13166	405	51	xik	xik	PROPN
fumecheng-13166	405	52	and	and	CCONJ
fumecheng-13166	405	53	yij	yij	NOUN
fumecheng-13166	405	54	represent	represent	VERB
fumecheng-13166	405	55	the	the	DET
fumecheng-13166	405	56	input	input	NOUN
fumecheng-13166	405	57	parameters	parameter	NOUN
fumecheng-13166	405	58	and	and	CCONJ
fumecheng-13166	405	59	anticipated	anticipate	VERB
fumecheng-13166	405	60	output	output	NOUN
fumecheng-13166	405	61	,	,	PUNCT
fumecheng-13166	405	62	respectively	respectively	ADV
fumecheng-13166	405	63	.	.	PUNCT
fumecheng-13166	406	1	24	24	NUM
fumecheng-13166	406	2	s.	s.	PROPN
fumecheng-13166	406	3	s.	s.	PROPN
fumecheng-13166	406	4	haghshenas	haghshenas	PROPN
fumecheng-13166	406	5	,	,	PUNCT
fumecheng-13166	406	6	m.	m.	NOUN
fumecheng-13166	406	7	h.	h.	PROPN
fumecheng-13166	406	8	m.	m.	PROPN
fumecheng-13166	406	9	seraji	seraji	PROPN
fumecheng-13166	406	10	,	,	PUNCT
fumecheng-13166	406	11	s.	s.	PROPN
fumecheng-13166	406	12	s.	s.	PROPN
fumecheng-13166	406	13	haghshenas	haghshenas	PROPN
fumecheng-13166	406	14	,	,	PUNCT
fumecheng-13166	406	15	et	et	PROPN
fumecheng-13166	406	16	al	al	PROPN
fumecheng-13166	406	17	.	.	PROPN
fumecheng-13166	406	18	fig	fig	PROPN
fumecheng-13166	406	19	.	.	PUNCT
fumecheng-13166	407	1	9	9	NUM
fumecheng-13166	407	2	results	result	NOUN
fumecheng-13166	407	3	of	of	ADP
fumecheng-13166	407	4	sensitivity	sensitivity	NOUN
fumecheng-13166	407	5	analysis	analysis	NOUN
fumecheng-13166	407	6	obtained	obtain	VERB
fumecheng-13166	407	7	from	from	ADP
fumecheng-13166	407	8	the	the	DET
fumecheng-13166	407	9	svm	svm	PROPN
fumecheng-13166	407	10	-	-	ADJ
fumecheng-13166	407	11	csa	csa	PROPN
fumecheng-13166	407	12	model	model	NOUN
fumecheng-13166	407	13	additionally	additionally	ADV
fumecheng-13166	407	14	,	,	PUNCT
fumecheng-13166	407	15	the	the	DET
fumecheng-13166	407	16	individual	individual	ADJ
fumecheng-13166	407	17	conditional	conditional	ADJ
fumecheng-13166	407	18	expectation	expectation	NOUN
fumecheng-13166	407	19	(	(	PUNCT
fumecheng-13166	407	20	ice	ice	NOUN
fumecheng-13166	407	21	)	)	PUNCT
fumecheng-13166	407	22	plot	plot	NOUN
fumecheng-13166	407	23	(	(	PUNCT
fumecheng-13166	407	24	fig	fig	NOUN
fumecheng-13166	407	25	.	.	PUNCT
fumecheng-13166	407	26	10	10	NUM
fumecheng-13166	407	27	)	)	PUNCT
fumecheng-13166	407	28	was	be	AUX
fumecheng-13166	407	29	used	use	VERB
fumecheng-13166	407	30	to	to	PART
fumecheng-13166	407	31	achieve	achieve	VERB
fumecheng-13166	407	32	a	a	DET
fumecheng-13166	407	33	deeper	deep	ADJ
fumecheng-13166	407	34	understanding	understanding	NOUN
fumecheng-13166	407	35	of	of	ADP
fumecheng-13166	407	36	the	the	DET
fumecheng-13166	407	37	relationship	relationship	NOUN
fumecheng-13166	407	38	between	between	ADP
fumecheng-13166	407	39	the	the	DET
fumecheng-13166	407	40	most	most	ADV
fumecheng-13166	407	41	influential	influential	ADJ
fumecheng-13166	407	42	predictor	predictor	NOUN
fumecheng-13166	407	43	variable	variable	NOUN
fumecheng-13166	407	44	(	(	PUNCT
fumecheng-13166	407	45	vehicle	vehicle	NOUN
fumecheng-13166	407	46	type	type	NOUN
fumecheng-13166	407	47	)	)	PUNCT
fumecheng-13166	407	48	identified	identify	VERB
fumecheng-13166	407	49	in	in	ADP
fumecheng-13166	407	50	fig	fig	NOUN
fumecheng-13166	407	51	.	.	PUNCT
fumecheng-13166	408	1	9	9	NUM
fumecheng-13166	409	1	and	and	CCONJ
fumecheng-13166	409	2	the	the	DET
fumecheng-13166	409	3	expected	expect	VERB
fumecheng-13166	409	4	result	result	NOUN
fumecheng-13166	409	5	(	(	PUNCT
fumecheng-13166	409	6	number	number	NOUN
fumecheng-13166	409	7	of	of	ADP
fumecheng-13166	409	8	vehicles	vehicle	NOUN
fumecheng-13166	409	9	involved	involve	VERB
fumecheng-13166	409	10	in	in	ADP
fumecheng-13166	409	11	an	an	DET
fumecheng-13166	409	12	accident	accident	NOUN
fumecheng-13166	409	13	)	)	PUNCT
fumecheng-13166	409	14	.	.	PUNCT
fumecheng-13166	410	1	ice	ice	NOUN
fumecheng-13166	410	2	plots	plot	NOUN
fumecheng-13166	410	3	show	show	NOUN
fumecheng-13166	410	4	,	,	PUNCT
fumecheng-13166	410	5	for	for	ADP
fumecheng-13166	410	6	individual	individual	ADJ
fumecheng-13166	410	7	instances	instance	NOUN
fumecheng-13166	410	8	,	,	PUNCT
fumecheng-13166	410	9	how	how	SCONJ
fumecheng-13166	410	10	a	a	DET
fumecheng-13166	410	11	model	model	NOUN
fumecheng-13166	410	12	prediction	prediction	NOUN
fumecheng-13166	410	13	would	would	AUX
fumecheng-13166	410	14	change	change	VERB
fumecheng-13166	410	15	if	if	SCONJ
fumecheng-13166	410	16	the	the	DET
fumecheng-13166	410	17	value	value	NOUN
fumecheng-13166	410	18	of	of	ADP
fumecheng-13166	410	19	one	one	NUM
fumecheng-13166	410	20	feature	feature	NOUN
fumecheng-13166	410	21	varied	varied	ADJ
fumecheng-13166	410	22	,	,	PUNCT
fumecheng-13166	410	23	while	while	SCONJ
fumecheng-13166	410	24	the	the	DET
fumecheng-13166	410	25	other	other	ADJ
fumecheng-13166	410	26	features	feature	NOUN
fumecheng-13166	410	27	remained	remain	VERB
fumecheng-13166	410	28	constant	constant	ADJ
fumecheng-13166	410	29	[	[	PUNCT
fumecheng-13166	410	30	64	64	NUM
fumecheng-13166	410	31	]	]	PUNCT
fumecheng-13166	410	32	.	.	PUNCT
fumecheng-13166	411	1	fig	fig	NOUN
fumecheng-13166	411	2	.	.	PUNCT
fumecheng-13166	412	1	10	10	NUM
fumecheng-13166	412	2	individual	individual	ADJ
fumecheng-13166	412	3	conditional	conditional	ADJ
fumecheng-13166	412	4	expectation	expectation	NOUN
fumecheng-13166	412	5	plot	plot	NOUN
fumecheng-13166	412	6	for	for	ADP
fumecheng-13166	412	7	vehicle	vehicle	NOUN
fumecheng-13166	412	8	type	type	NOUN
fumecheng-13166	412	9	and	and	CCONJ
fumecheng-13166	412	10	multi	multi	ADJ
fumecheng-13166	412	11	-	-	ADJ
fumecheng-13166	412	12	vehicle	vehicle	NOUN
fumecheng-13166	412	13	accident	accident	NOUN
fumecheng-13166	412	14	probability	probability	NOUN
fumecheng-13166	412	15	enhancing	enhance	VERB
fumecheng-13166	412	16	support	support	NOUN
fumecheng-13166	412	17	vector	vector	NOUN
fumecheng-13166	412	18	machine	machine	NOUN
fumecheng-13166	412	19	performance	performance	NOUN
fumecheng-13166	412	20	in	in	ADP
fumecheng-13166	412	21	forecasting	forecast	VERB
fumecheng-13166	412	22	the	the	DET
fumecheng-13166	412	23	number	number	NOUN
fumecheng-13166	412	24	of	of	ADP
fumecheng-13166	412	25	vehicles	vehicle	NOUN
fumecheng-13166	412	26	…	…	PUNCT
fumecheng-13166	412	27	25	25	NUM
fumecheng-13166	412	28	the	the	DET
fumecheng-13166	412	29	ice	ice	NOUN
fumecheng-13166	412	30	plot	plot	NOUN
fumecheng-13166	412	31	visualizes	visualize	VERB
fumecheng-13166	412	32	the	the	DET
fumecheng-13166	412	33	effect	effect	NOUN
fumecheng-13166	412	34	of	of	ADP
fumecheng-13166	412	35	vehicle	vehicle	NOUN
fumecheng-13166	412	36	type	type	NOUN
fumecheng-13166	412	37	on	on	ADP
fumecheng-13166	412	38	the	the	DET
fumecheng-13166	412	39	probability	probability	NOUN
fumecheng-13166	412	40	of	of	ADP
fumecheng-13166	412	41	multi	multi	ADJ
fumecheng-13166	412	42	-	-	ADJ
fumecheng-13166	412	43	vehicle	vehicle	NOUN
fumecheng-13166	412	44	accidents	accident	NOUN
fumecheng-13166	412	45	.	.	PUNCT
fumecheng-13166	413	1	at	at	ADP
fumecheng-13166	413	2	an	an	DET
fumecheng-13166	413	3	aggregated	aggregated	ADJ
fumecheng-13166	413	4	level	level	NOUN
fumecheng-13166	413	5	,	,	PUNCT
fumecheng-13166	413	6	the	the	DET
fumecheng-13166	413	7	increase	increase	NOUN
fumecheng-13166	413	8	in	in	ADP
fumecheng-13166	413	9	probability	probability	NOUN
fumecheng-13166	413	10	tends	tend	VERB
fumecheng-13166	413	11	to	to	PART
fumecheng-13166	413	12	follow	follow	VERB
fumecheng-13166	413	13	the	the	DET
fumecheng-13166	413	14	change	change	NOUN
fumecheng-13166	413	15	from	from	ADP
fumecheng-13166	413	16	"	"	PUNCT
fumecheng-13166	413	17	bus	bus	NOUN
fumecheng-13166	413	18	/	/	SYM
fumecheng-13166	413	19	truck	truck	NOUN
fumecheng-13166	413	20	/	/	SYM
fumecheng-13166	413	21	other	other	ADJ
fumecheng-13166	413	22	"	"	PUNCT
fumecheng-13166	413	23	via	via	ADP
fumecheng-13166	413	24	"	"	PUNCT
fumecheng-13166	413	25	cars	car	NOUN
fumecheng-13166	413	26	"	"	PUNCT
fumecheng-13166	413	27	towards	towards	ADP
fumecheng-13166	413	28	"	"	PUNCT
fumecheng-13166	413	29	motorcycles	motorcycle	NOUN
fumecheng-13166	413	30	.	.	PUNCT
fumecheng-13166	413	31	"	"	PUNCT
fumecheng-13166	414	1	however	however	ADV
fumecheng-13166	414	2	,	,	PUNCT
fumecheng-13166	414	3	the	the	DET
fumecheng-13166	414	4	individual	individual	ADJ
fumecheng-13166	414	5	ice	ice	NOUN
fumecheng-13166	414	6	lines	line	NOUN
fumecheng-13166	414	7	behave	behave	VERB
fumecheng-13166	414	8	quite	quite	ADV
fumecheng-13166	414	9	differently	differently	ADV
fumecheng-13166	414	10	,	,	PUNCT
fumecheng-13166	414	11	showing	show	VERB
fumecheng-13166	414	12	that	that	SCONJ
fumecheng-13166	414	13	this	this	PRON
fumecheng-13166	414	14	is	be	AUX
fumecheng-13166	414	15	moderated	moderate	VERB
fumecheng-13166	414	16	by	by	ADP
fumecheng-13166	414	17	other	other	ADJ
fumecheng-13166	414	18	factors	factor	NOUN
fumecheng-13166	414	19	that	that	PRON
fumecheng-13166	414	20	vary	vary	VERB
fumecheng-13166	414	21	across	across	ADP
fumecheng-13166	414	22	the	the	DET
fumecheng-13166	414	23	instances	instance	NOUN
fumecheng-13166	414	24	.	.	PUNCT
fumecheng-13166	415	1	in	in	ADP
fumecheng-13166	415	2	the	the	DET
fumecheng-13166	415	3	ice	ice	NOUN
fumecheng-13166	415	4	plot	plot	NOUN
fumecheng-13166	415	5	,	,	PUNCT
fumecheng-13166	415	6	the	the	DET
fumecheng-13166	415	7	three	three	NUM
fumecheng-13166	415	8	-	-	PUNCT
fumecheng-13166	415	9	colored	color	VERB
fumecheng-13166	415	10	lines	line	NOUN
fumecheng-13166	415	11	correspond	correspond	VERB
fumecheng-13166	415	12	with	with	ADP
fumecheng-13166	415	13	the	the	DET
fumecheng-13166	415	14	three	three	NUM
fumecheng-13166	415	15	categories	category	NOUN
fumecheng-13166	415	16	of	of	ADP
fumecheng-13166	415	17	vehicle	vehicle	NOUN
fumecheng-13166	415	18	type	type	NOUN
fumecheng-13166	415	19	:	:	PUNCT
fumecheng-13166	415	20	blue	blue	ADJ
fumecheng-13166	415	21	for	for	ADP
fumecheng-13166	415	22	"	"	PUNCT
fumecheng-13166	415	23	bus	bus	NOUN
fumecheng-13166	415	24	/	/	SYM
fumecheng-13166	415	25	truck	truck	NOUN
fumecheng-13166	415	26	/	/	SYM
fumecheng-13166	415	27	other	other	ADJ
fumecheng-13166	415	28	"	"	PUNCT
fumecheng-13166	415	29	,	,	PUNCT
fumecheng-13166	415	30	red	red	ADJ
fumecheng-13166	415	31	for	for	ADP
fumecheng-13166	415	32	"	"	PUNCT
fumecheng-13166	415	33	cars	car	NOUN
fumecheng-13166	415	34	"	"	PUNCT
fumecheng-13166	415	35	,	,	PUNCT
fumecheng-13166	415	36	and	and	CCONJ
fumecheng-13166	415	37	orange	orange	VERB
fumecheng-13166	415	38	for	for	ADP
fumecheng-13166	415	39	"	"	PUNCT
fumecheng-13166	415	40	motorcycles	motorcycle	NOUN
fumecheng-13166	415	41	"	"	PUNCT
fumecheng-13166	415	42	.	.	PUNCT
fumecheng-13166	416	1	also	also	ADV
fumecheng-13166	416	2	,	,	PUNCT
fumecheng-13166	416	3	the	the	DET
fumecheng-13166	416	4	partial	partial	ADJ
fumecheng-13166	416	5	dependence	dependence	NOUN
fumecheng-13166	416	6	plot	plot	NOUN
fumecheng-13166	416	7	(	(	PUNCT
fumecheng-13166	416	8	pdp	pdp	PROPN
fumecheng-13166	416	9	)	)	PUNCT
fumecheng-13166	416	10	(	(	PUNCT
fumecheng-13166	416	11	black	black	ADJ
fumecheng-13166	416	12	line	line	NOUN
fumecheng-13166	416	13	)	)	PUNCT
fumecheng-13166	416	14	shows	show	VERB
fumecheng-13166	416	15	the	the	DET
fumecheng-13166	416	16	average	average	ADJ
fumecheng-13166	416	17	effect	effect	NOUN
fumecheng-13166	416	18	of	of	ADP
fumecheng-13166	416	19	one	one	NUM
fumecheng-13166	416	20	feature	feature	NOUN
fumecheng-13166	416	21	on	on	ADP
fumecheng-13166	416	22	model	model	NOUN
fumecheng-13166	416	23	predictions	prediction	NOUN
fumecheng-13166	416	24	,	,	PUNCT
fumecheng-13166	416	25	holding	hold	VERB
fumecheng-13166	416	26	all	all	DET
fumecheng-13166	416	27	other	other	ADJ
fumecheng-13166	416	28	features	feature	NOUN
fumecheng-13166	416	29	constant	constant	ADJ
fumecheng-13166	416	30	.	.	PUNCT
fumecheng-13166	417	1	the	the	DET
fumecheng-13166	417	2	pdp	pdp	PROPN
fumecheng-13166	417	3	is	be	AUX
fumecheng-13166	417	4	an	an	DET
fumecheng-13166	417	5	overall	overall	ADJ
fumecheng-13166	417	6	picture	picture	NOUN
fumecheng-13166	417	7	of	of	ADP
fumecheng-13166	417	8	the	the	DET
fumecheng-13166	417	9	dependence	dependence	NOUN
fumecheng-13166	417	10	that	that	PRON
fumecheng-13166	417	11	the	the	DET
fumecheng-13166	417	12	model	model	NOUN
fumecheng-13166	417	13	has	have	VERB
fumecheng-13166	417	14	on	on	ADP
fumecheng-13166	417	15	a	a	DET
fumecheng-13166	417	16	particular	particular	ADJ
fumecheng-13166	417	17	feature	feature	NOUN
fumecheng-13166	417	18	and	and	CCONJ
fumecheng-13166	417	19	is	be	AUX
fumecheng-13166	417	20	obtained	obtain	VERB
fumecheng-13166	417	21	by	by	ADP
fumecheng-13166	417	22	averaging	average	VERB
fumecheng-13166	417	23	the	the	DET
fumecheng-13166	417	24	lines	line	NOUN
fumecheng-13166	417	25	from	from	ADP
fumecheng-13166	417	26	ice	ice	NOUN
fumecheng-13166	417	27	plots	plot	NOUN
fumecheng-13166	417	28	[	[	X
fumecheng-13166	417	29	64	64	NUM
fumecheng-13166	417	30	,	,	PUNCT
fumecheng-13166	417	31	65	65	NUM
fumecheng-13166	417	32	]	]	PUNCT
fumecheng-13166	417	33	.	.	PUNCT
fumecheng-13166	418	1	figs	fig	NOUN
fumecheng-13166	418	2	.	.	PUNCT
fumecheng-13166	419	1	9	9	NUM
fumecheng-13166	419	2	and	and	CCONJ
fumecheng-13166	419	3	10	10	NUM
fumecheng-13166	419	4	demonstrate	demonstrate	VERB
fumecheng-13166	419	5	that	that	SCONJ
fumecheng-13166	419	6	the	the	DET
fumecheng-13166	419	7	model	model	NOUN
fumecheng-13166	419	8	analysis	analysis	NOUN
fumecheng-13166	419	9	yields	yield	NOUN
fumecheng-13166	419	10	results	result	NOUN
fumecheng-13166	419	11	reflecting	reflect	VERB
fumecheng-13166	419	12	the	the	DET
fumecheng-13166	419	13	influence	influence	NOUN
fumecheng-13166	419	14	of	of	ADP
fumecheng-13166	419	15	the	the	DET
fumecheng-13166	419	16	examined	examine	VERB
fumecheng-13166	419	17	components	component	NOUN
fumecheng-13166	419	18	,	,	PUNCT
fumecheng-13166	419	19	hence	hence	ADV
fumecheng-13166	419	20	confirming	confirm	VERB
fumecheng-13166	419	21	the	the	DET
fumecheng-13166	419	22	dependability	dependability	NOUN
fumecheng-13166	419	23	of	of	ADP
fumecheng-13166	419	24	the	the	DET
fumecheng-13166	419	25	findings	finding	NOUN
fumecheng-13166	419	26	.	.	PUNCT
fumecheng-13166	420	1	furthermore	furthermore	ADV
fumecheng-13166	420	2	,	,	PUNCT
fumecheng-13166	420	3	the	the	DET
fumecheng-13166	420	4	following	follow	VERB
fumecheng-13166	420	5	remarks	remark	NOUN
fumecheng-13166	420	6	can	can	AUX
fumecheng-13166	420	7	also	also	ADV
fumecheng-13166	420	8	be	be	AUX
fumecheng-13166	420	9	made	make	VERB
fumecheng-13166	420	10	.	.	PUNCT
fumecheng-13166	421	1	the	the	DET
fumecheng-13166	421	2	vehicle	vehicle	NOUN
fumecheng-13166	421	3	type	type	NOUN
fumecheng-13166	421	4	was	be	AUX
fumecheng-13166	421	5	found	find	VERB
fumecheng-13166	421	6	to	to	PART
fumecheng-13166	421	7	have	have	VERB
fumecheng-13166	421	8	the	the	DET
fumecheng-13166	421	9	most	most	ADJ
fumecheng-13166	421	10	imperative	imperative	ADJ
fumecheng-13166	421	11	impact	impact	NOUN
fumecheng-13166	421	12	on	on	ADP
fumecheng-13166	421	13	the	the	DET
fumecheng-13166	421	14	number	number	NOUN
fumecheng-13166	421	15	of	of	ADP
fumecheng-13166	421	16	cars	car	NOUN
fumecheng-13166	421	17	involved	involve	VERB
fumecheng-13166	421	18	in	in	ADP
fumecheng-13166	421	19	accidents	accident	NOUN
fumecheng-13166	421	20	.	.	PUNCT
fumecheng-13166	422	1	this	this	PRON
fumecheng-13166	422	2	points	point	VERB
fumecheng-13166	422	3	to	to	ADP
fumecheng-13166	422	4	the	the	DET
fumecheng-13166	422	5	indication	indication	NOUN
fumecheng-13166	422	6	that	that	SCONJ
fumecheng-13166	422	7	some	some	DET
fumecheng-13166	422	8	types	type	NOUN
fumecheng-13166	422	9	of	of	ADP
fumecheng-13166	422	10	vehicles	vehicle	NOUN
fumecheng-13166	422	11	are	be	AUX
fumecheng-13166	422	12	more	more	ADV
fumecheng-13166	422	13	prone	prone	ADJ
fumecheng-13166	422	14	to	to	ADP
fumecheng-13166	422	15	accidents	accident	NOUN
fumecheng-13166	422	16	and	and	CCONJ
fumecheng-13166	422	17	could	could	AUX
fumecheng-13166	422	18	further	far	ADV
fumecheng-13166	422	19	enhance	enhance	VERB
fumecheng-13166	422	20	the	the	DET
fumecheng-13166	422	21	devastating	devastating	ADJ
fumecheng-13166	422	22	effects	effect	NOUN
fumecheng-13166	422	23	of	of	ADP
fumecheng-13166	422	24	these	these	DET
fumecheng-13166	422	25	accidents	accident	NOUN
fumecheng-13166	422	26	as	as	ADV
fumecheng-13166	422	27	well	well	ADV
fumecheng-13166	422	28	[	[	X
fumecheng-13166	422	29	61	61	NUM
fumecheng-13166	422	30	]	]	PUNCT
fumecheng-13166	422	31	.	.	PUNCT
fumecheng-13166	423	1	indeed	indeed	ADV
fumecheng-13166	423	2	,	,	PUNCT
fumecheng-13166	423	3	further	further	ADJ
fumecheng-13166	423	4	confirmation	confirmation	NOUN
fumecheng-13166	423	5	of	of	ADP
fumecheng-13166	423	6	this	this	DET
fumecheng-13166	423	7	finding	finding	NOUN
fumecheng-13166	423	8	has	have	AUX
fumecheng-13166	423	9	been	be	AUX
fumecheng-13166	423	10	made	make	VERB
fumecheng-13166	423	11	through	through	ADP
fumecheng-13166	423	12	ice	ice	NOUN
fumecheng-13166	423	13	plot	plot	NOUN
fumecheng-13166	423	14	analysis	analysis	NOUN
fumecheng-13166	423	15	,	,	PUNCT
fumecheng-13166	423	16	which	which	PRON
fumecheng-13166	423	17	shows	show	VERB
fumecheng-13166	423	18	that	that	SCONJ
fumecheng-13166	423	19	the	the	DET
fumecheng-13166	423	20	highest	high	ADJ
fumecheng-13166	423	21	average	average	ADJ
fumecheng-13166	423	22	predicted	predict	VERB
fumecheng-13166	423	23	probability	probability	NOUN
fumecheng-13166	423	24	of	of	ADP
fumecheng-13166	423	25	involvement	involvement	NOUN
fumecheng-13166	423	26	in	in	ADP
fumecheng-13166	423	27	multi	multi	ADJ
fumecheng-13166	423	28	-	-	ADJ
fumecheng-13166	423	29	vehicle	vehicle	NOUN
fumecheng-13166	423	30	accidents	accident	NOUN
fumecheng-13166	423	31	is	be	AUX
fumecheng-13166	423	32	for	for	ADP
fumecheng-13166	423	33	motorcycles	motorcycle	NOUN
fumecheng-13166	423	34	,	,	PUNCT
fumecheng-13166	423	35	followed	follow	VERB
fumecheng-13166	423	36	by	by	ADP
fumecheng-13166	423	37	cars	car	NOUN
fumecheng-13166	423	38	,	,	PUNCT
fumecheng-13166	423	39	and	and	CCONJ
fumecheng-13166	423	40	then	then	ADV
fumecheng-13166	423	41	buses	bus	NOUN
fumecheng-13166	423	42	/	/	SYM
fumecheng-13166	423	43	trucks	truck	NOUN
fumecheng-13166	423	44	/	/	SYM
fumecheng-13166	423	45	other	other	ADJ
fumecheng-13166	423	46	vehicles	vehicle	NOUN
fumecheng-13166	423	47	.	.	PUNCT
fumecheng-13166	424	1	the	the	DET
fumecheng-13166	424	2	fact	fact	NOUN
fumecheng-13166	424	3	that	that	SCONJ
fumecheng-13166	424	4	the	the	DET
fumecheng-13166	424	5	type	type	NOUN
fumecheng-13166	424	6	of	of	ADP
fumecheng-13166	424	7	vehicle	vehicle	NOUN
fumecheng-13166	424	8	has	have	AUX
fumecheng-13166	424	9	a	a	DET
fumecheng-13166	424	10	relatively	relatively	ADV
fumecheng-13166	424	11	consistent	consistent	ADJ
fumecheng-13166	424	12	effect	effect	NOUN
fumecheng-13166	424	13	on	on	ADP
fumecheng-13166	424	14	the	the	DET
fumecheng-13166	424	15	prediction	prediction	NOUN
fumecheng-13166	424	16	for	for	ADP
fumecheng-13166	424	17	motorcycles	motorcycle	NOUN
fumecheng-13166	424	18	,	,	PUNCT
fumecheng-13166	424	19	given	give	VERB
fumecheng-13166	424	20	the	the	DET
fumecheng-13166	424	21	diversity	diversity	NOUN
fumecheng-13166	424	22	of	of	ADP
fumecheng-13166	424	23	instances	instance	NOUN
fumecheng-13166	424	24	in	in	ADP
fumecheng-13166	424	25	this	this	DET
fumecheng-13166	424	26	class	class	NOUN
fumecheng-13166	424	27	,	,	PUNCT
fumecheng-13166	424	28	would	would	AUX
fumecheng-13166	424	29	therefore	therefore	ADV
fumecheng-13166	424	30	imply	imply	VERB
fumecheng-13166	424	31	inherent	inherent	ADJ
fumecheng-13166	424	32	characteristics	characteristic	NOUN
fumecheng-13166	424	33	or	or	CCONJ
fumecheng-13166	424	34	patterns	pattern	NOUN
fumecheng-13166	424	35	of	of	ADP
fumecheng-13166	424	36	traffic	traffic	NOUN
fumecheng-13166	424	37	that	that	PRON
fumecheng-13166	424	38	put	put	VERB
fumecheng-13166	424	39	them	they	PRON
fumecheng-13166	424	40	at	at	ADP
fumecheng-13166	424	41	higher	high	ADJ
fumecheng-13166	424	42	risk	risk	NOUN
fumecheng-13166	424	43	.	.	PUNCT
fumecheng-13166	425	1	this	this	PRON
fumecheng-13166	425	2	is	be	AUX
fumecheng-13166	425	3	especially	especially	ADV
fumecheng-13166	425	4	present	present	ADJ
fumecheng-13166	425	5	in	in	ADP
fumecheng-13166	425	6	multi	multi	ADJ
fumecheng-13166	425	7	-	-	ADJ
fumecheng-13166	425	8	vehicle	vehicle	NOUN
fumecheng-13166	425	9	accidents	accident	NOUN
fumecheng-13166	425	10	.	.	PUNCT
fumecheng-13166	426	1	with	with	ADP
fumecheng-13166	426	2	the	the	DET
fumecheng-13166	426	3	increase	increase	NOUN
fumecheng-13166	426	4	in	in	ADP
fumecheng-13166	426	5	electric	electric	ADJ
fumecheng-13166	426	6	motorbikes	motorbike	NOUN
fumecheng-13166	426	7	and	and	CCONJ
fumecheng-13166	426	8	scooters	scooter	NOUN
fumecheng-13166	426	9	,	,	PUNCT
fumecheng-13166	426	10	the	the	DET
fumecheng-13166	426	11	demand	demand	NOUN
fumecheng-13166	426	12	for	for	ADP
fumecheng-13166	426	13	focused	focused	ADJ
fumecheng-13166	426	14	interventional	interventional	ADJ
fumecheng-13166	426	15	policies	policy	NOUN
fumecheng-13166	426	16	,	,	PUNCT
fumecheng-13166	426	17	such	such	ADJ
fumecheng-13166	426	18	as	as	ADP
fumecheng-13166	426	19	customized	customize	VERB
fumecheng-13166	426	20	training	training	NOUN
fumecheng-13166	426	21	programs	program	NOUN
fumecheng-13166	426	22	and	and	CCONJ
fumecheng-13166	426	23	improvements	improvement	NOUN
fumecheng-13166	426	24	in	in	ADP
fumecheng-13166	426	25	the	the	DET
fumecheng-13166	426	26	road	road	NOUN
fumecheng-13166	426	27	structure	structure	NOUN
fumecheng-13166	426	28	,	,	PUNCT
fumecheng-13166	426	29	also	also	ADV
fumecheng-13166	426	30	increases	increase	VERB
fumecheng-13166	426	31	[	[	PUNCT
fumecheng-13166	426	32	66	66	NUM
fumecheng-13166	426	33	-	-	SYM
fumecheng-13166	426	34	68	68	NUM
fumecheng-13166	426	35	]	]	PUNCT
fumecheng-13166	426	36	.	.	PUNCT
fumecheng-13166	427	1	therefore	therefore	ADV
fumecheng-13166	427	2	,	,	PUNCT
fumecheng-13166	427	3	we	we	PRON
fumecheng-13166	427	4	can	can	AUX
fumecheng-13166	427	5	conclude	conclude	VERB
fumecheng-13166	427	6	that	that	SCONJ
fumecheng-13166	427	7	this	this	PRON
fumecheng-13166	427	8	would	would	AUX
fumecheng-13166	427	9	form	form	VERB
fumecheng-13166	427	10	a	a	DET
fumecheng-13166	427	11	possible	possible	ADJ
fumecheng-13166	427	12	basis	basis	NOUN
fumecheng-13166	427	13	on	on	ADP
fumecheng-13166	427	14	which	which	PRON
fumecheng-13166	427	15	specific	specific	ADJ
fumecheng-13166	427	16	traffic	traffic	NOUN
fumecheng-13166	427	17	patterns	pattern	NOUN
fumecheng-13166	427	18	may	may	AUX
fumecheng-13166	427	19	be	be	AUX
fumecheng-13166	427	20	examined	examine	VERB
fumecheng-13166	427	21	as	as	ADP
fumecheng-13166	427	22	a	a	DET
fumecheng-13166	427	23	function	function	NOUN
fumecheng-13166	427	24	of	of	ADP
fumecheng-13166	427	25	the	the	DET
fumecheng-13166	427	26	vehicle	vehicle	NOUN
fumecheng-13166	427	27	type	type	NOUN
fumecheng-13166	427	28	.	.	PUNCT
fumecheng-13166	428	1	motorcycles	motorcycle	NOUN
fumecheng-13166	428	2	,	,	PUNCT
fumecheng-13166	428	3	having	have	VERB
fumecheng-13166	428	4	the	the	DET
fumecheng-13166	428	5	highest	high	ADJ
fumecheng-13166	428	6	relative	relative	ADJ
fumecheng-13166	428	7	risk	risk	NOUN
fumecheng-13166	428	8	,	,	PUNCT
fumecheng-13166	428	9	might	might	AUX
fumecheng-13166	428	10	be	be	AUX
fumecheng-13166	428	11	expected	expect	VERB
fumecheng-13166	428	12	to	to	PART
fumecheng-13166	428	13	have	have	VERB
fumecheng-13166	428	14	accidents	accident	NOUN
fumecheng-13166	428	15	due	due	ADJ
fumecheng-13166	428	16	to	to	ADP
fumecheng-13166	428	17	their	their	PRON
fumecheng-13166	428	18	lane	lane	NOUN
fumecheng-13166	428	19	changing	change	VERB
fumecheng-13166	428	20	and	and	CCONJ
fumecheng-13166	428	21	higher	high	ADJ
fumecheng-13166	428	22	speeds	speed	NOUN
fumecheng-13166	428	23	through	through	ADP
fumecheng-13166	428	24	congested	congested	ADJ
fumecheng-13166	428	25	traffic	traffic	NOUN
fumecheng-13166	428	26	.	.	PUNCT
fumecheng-13166	429	1	such	such	ADJ
fumecheng-13166	429	2	accidents	accident	NOUN
fumecheng-13166	429	3	,	,	PUNCT
fumecheng-13166	429	4	in	in	ADP
fumecheng-13166	429	5	particular	particular	ADJ
fumecheng-13166	429	6	,	,	PUNCT
fumecheng-13166	429	7	could	could	AUX
fumecheng-13166	429	8	be	be	AUX
fumecheng-13166	429	9	radically	radically	ADV
fumecheng-13166	429	10	minimized	minimize	VERB
fumecheng-13166	429	11	through	through	ADP
fumecheng-13166	429	12	the	the	DET
fumecheng-13166	429	13	introduction	introduction	NOUN
fumecheng-13166	429	14	of	of	ADP
fumecheng-13166	429	15	advanced	advanced	ADJ
fumecheng-13166	429	16	technologies	technology	NOUN
fumecheng-13166	429	17	related	relate	VERB
fumecheng-13166	429	18	to	to	ADP
fumecheng-13166	429	19	adaptive	adaptive	ADJ
fumecheng-13166	429	20	cruise	cruise	NOUN
fumecheng-13166	429	21	control	control	NOUN
fumecheng-13166	429	22	and	and	CCONJ
fumecheng-13166	429	23	warning	warning	NOUN
fumecheng-13166	429	24	systems	system	NOUN
fumecheng-13166	429	25	.	.	PUNCT
fumecheng-13166	430	1	such	such	DET
fumecheng-13166	430	2	an	an	DET
fumecheng-13166	430	3	approach	approach	NOUN
fumecheng-13166	430	4	would	would	AUX
fumecheng-13166	430	5	result	result	VERB
fumecheng-13166	430	6	in	in	ADP
fumecheng-13166	430	7	fewer	few	ADJ
fumecheng-13166	430	8	road	road	NOUN
fumecheng-13166	430	9	accidents	accident	NOUN
fumecheng-13166	430	10	,	,	PUNCT
fumecheng-13166	430	11	more	more	ADV
fumecheng-13166	430	12	even	even	ADV
fumecheng-13166	430	13	flow	flow	NOUN
fumecheng-13166	430	14	conditions	condition	NOUN
fumecheng-13166	430	15	of	of	ADP
fumecheng-13166	430	16	traffic	traffic	NOUN
fumecheng-13166	430	17	,	,	PUNCT
fumecheng-13166	430	18	and	and	CCONJ
fumecheng-13166	430	19	reduced	reduce	VERB
fumecheng-13166	430	20	costs	cost	NOUN
fumecheng-13166	430	21	arising	arise	VERB
fumecheng-13166	430	22	from	from	ADP
fumecheng-13166	430	23	these	these	DET
fumecheng-13166	430	24	road	road	NOUN
fumecheng-13166	430	25	accidents	accident	NOUN
fumecheng-13166	430	26	.	.	PUNCT
fumecheng-13166	431	1	furthermore	furthermore	ADV
fumecheng-13166	431	2	,	,	PUNCT
fumecheng-13166	431	3	location	location	NOUN
fumecheng-13166	431	4	is	be	AUX
fumecheng-13166	431	5	also	also	ADV
fumecheng-13166	431	6	a	a	DET
fumecheng-13166	431	7	very	very	ADV
fumecheng-13166	431	8	important	important	ADJ
fumecheng-13166	431	9	factor	factor	NOUN
fumecheng-13166	431	10	;	;	PUNCT
fumecheng-13166	431	11	i.e.	i.e.	X
fumecheng-13166	431	12	topography	topography	NOUN
fumecheng-13166	431	13	and	and	CCONJ
fumecheng-13166	431	14	features	feature	NOUN
fumecheng-13166	431	15	of	of	ADP
fumecheng-13166	431	16	any	any	DET
fumecheng-13166	431	17	area	area	NOUN
fumecheng-13166	431	18	or	or	CCONJ
fumecheng-13166	431	19	a	a	DET
fumecheng-13166	431	20	part	part	NOUN
fumecheng-13166	431	21	of	of	ADP
fumecheng-13166	431	22	the	the	DET
fumecheng-13166	431	23	road	road	NOUN
fumecheng-13166	431	24	can	can	AUX
fumecheng-13166	431	25	result	result	VERB
fumecheng-13166	431	26	in	in	ADP
fumecheng-13166	431	27	more	more	ADV
fumecheng-13166	431	28	frequent	frequent	ADJ
fumecheng-13166	431	29	accidents	accident	NOUN
fumecheng-13166	431	30	within	within	ADP
fumecheng-13166	431	31	these	these	DET
fumecheng-13166	431	32	areas	area	NOUN
fumecheng-13166	431	33	,	,	PUNCT
fumecheng-13166	431	34	requiring	require	VERB
fumecheng-13166	431	35	further	further	ADJ
fumecheng-13166	431	36	research	research	NOUN
fumecheng-13166	431	37	and	and	CCONJ
fumecheng-13166	431	38	focused	focused	ADJ
fumecheng-13166	431	39	solutions	solution	NOUN
fumecheng-13166	431	40	.	.	PUNCT
fumecheng-13166	432	1	bad	bad	ADJ
fumecheng-13166	432	2	weather	weather	NOUN
fumecheng-13166	432	3	,	,	PUNCT
fumecheng-13166	432	4	like	like	ADP
fumecheng-13166	432	5	rain	rain	NOUN
fumecheng-13166	432	6	or	or	CCONJ
fumecheng-13166	432	7	fog	fog	NOUN
fumecheng-13166	432	8	,	,	PUNCT
fumecheng-13166	432	9	also	also	ADV
fumecheng-13166	432	10	has	have	VERB
fumecheng-13166	432	11	a	a	DET
fumecheng-13166	432	12	great	great	ADJ
fumecheng-13166	432	13	impact	impact	NOUN
fumecheng-13166	432	14	on	on	ADP
fumecheng-13166	432	15	accident	accident	NOUN
fumecheng-13166	432	16	rates	rate	NOUN
fumecheng-13166	432	17	;	;	PUNCT
fumecheng-13166	432	18	that	that	PRON
fumecheng-13166	432	19	is	be	AUX
fumecheng-13166	432	20	the	the	DET
fumecheng-13166	432	21	meaning	meaning	NOUN
fumecheng-13166	432	22	of	of	ADP
fumecheng-13166	432	23	teaching	teach	VERB
fumecheng-13166	432	24	drivers	driver	NOUN
fumecheng-13166	432	25	how	how	SCONJ
fumecheng-13166	432	26	to	to	PART
fumecheng-13166	432	27	behave	behave	VERB
fumecheng-13166	432	28	in	in	ADP
fumecheng-13166	432	29	traffic	traffic	NOUN
fumecheng-13166	432	30	management	management	NOUN
fumecheng-13166	432	31	systems	system	NOUN
fumecheng-13166	432	32	capable	capable	ADJ
fumecheng-13166	432	33	of	of	ADP
fumecheng-13166	432	34	adapting	adapt	VERB
fumecheng-13166	432	35	to	to	ADP
fumecheng-13166	432	36	diverse	diverse	ADJ
fumecheng-13166	432	37	situations	situation	NOUN
fumecheng-13166	432	38	[	[	X
fumecheng-13166	432	39	66	66	NUM
fumecheng-13166	432	40	,	,	PUNCT
fumecheng-13166	432	41	69	69	NUM
fumecheng-13166	432	42	]	]	PUNCT
fumecheng-13166	432	43	.	.	PUNCT
fumecheng-13166	433	1	driving	drive	VERB
fumecheng-13166	433	2	factors	factor	NOUN
fumecheng-13166	433	3	,	,	PUNCT
fumecheng-13166	433	4	such	such	ADJ
fumecheng-13166	433	5	as	as	ADP
fumecheng-13166	433	6	gender	gender	NOUN
fumecheng-13166	433	7	and	and	CCONJ
fumecheng-13166	433	8	age	age	NOUN
fumecheng-13166	433	9	,	,	PUNCT
fumecheng-13166	433	10	further	further	ADJ
fumecheng-13166	433	11	influence	influence	NOUN
fumecheng-13166	433	12	involvement	involvement	NOUN
fumecheng-13166	433	13	in	in	ADP
fumecheng-13166	433	14	accidents	accident	NOUN
fumecheng-13166	433	15	;	;	PUNCT
fumecheng-13166	433	16	this	this	PRON
fumecheng-13166	433	17	might	might	AUX
fumecheng-13166	433	18	be	be	AUX
fumecheng-13166	433	19	due	due	ADJ
fumecheng-13166	433	20	to	to	ADP
fumecheng-13166	433	21	differences	difference	NOUN
fumecheng-13166	433	22	in	in	ADP
fumecheng-13166	433	23	either	either	CCONJ
fumecheng-13166	433	24	driving	drive	VERB
fumecheng-13166	433	25	style	style	NOUN
fumecheng-13166	433	26	or	or	CCONJ
fumecheng-13166	433	27	the	the	DET
fumecheng-13166	433	28	tendency	tendency	NOUN
fumecheng-13166	433	29	toward	toward	ADP
fumecheng-13166	433	30	risk	risk	NOUN
fumecheng-13166	433	31	exposure	exposure	NOUN
fumecheng-13166	433	32	.	.	PUNCT
fumecheng-13166	434	1	these	these	DET
fumecheng-13166	434	2	factors	factor	NOUN
fumecheng-13166	434	3	could	could	AUX
fumecheng-13166	434	4	be	be	AUX
fumecheng-13166	434	5	addressed	address	VERB
fumecheng-13166	434	6	through	through	ADP
fumecheng-13166	434	7	strategic	strategic	ADJ
fumecheng-13166	434	8	teaching	teaching	NOUN
fumecheng-13166	434	9	programs	program	NOUN
fumecheng-13166	434	10	and	and	CCONJ
fumecheng-13166	434	11	sensitization	sensitization	NOUN
fumecheng-13166	434	12	processes	process	NOUN
fumecheng-13166	434	13	effectively	effectively	ADV
fumecheng-13166	434	14	[	[	X
fumecheng-13166	434	15	66	66	NUM
fumecheng-13166	434	16	]	]	PUNCT
fumecheng-13166	434	17	.	.	PUNCT
fumecheng-13166	435	1	the	the	DET
fumecheng-13166	435	2	nature	nature	NOUN
fumecheng-13166	435	3	of	of	ADP
fumecheng-13166	435	4	the	the	DET
fumecheng-13166	435	5	road	road	NOUN
fumecheng-13166	435	6	is	be	AUX
fumecheng-13166	435	7	another	another	DET
fumecheng-13166	435	8	factor	factor	NOUN
fumecheng-13166	435	9	,	,	PUNCT
fumecheng-13166	435	10	with	with	ADP
fumecheng-13166	435	11	different	different	ADJ
fumecheng-13166	435	12	roads	road	NOUN
fumecheng-13166	435	13	being	be	AUX
fumecheng-13166	435	14	risky	risky	ADJ
fumecheng-13166	435	15	to	to	ADP
fumecheng-13166	435	16	different	different	ADJ
fumecheng-13166	435	17	measures	measure	NOUN
fumecheng-13166	435	18	.	.	PUNCT
fumecheng-13166	436	1	improved	improved	ADJ
fumecheng-13166	436	2	road	road	NOUN
fumecheng-13166	436	3	design	design	NOUN
fumecheng-13166	436	4	,	,	PUNCT
fumecheng-13166	436	5	traffic	traffic	NOUN
fumecheng-13166	436	6	control	control	NOUN
fumecheng-13166	436	7	,	,	PUNCT
fumecheng-13166	436	8	and	and	CCONJ
fumecheng-13166	436	9	signage	signage	NOUN
fumecheng-13166	436	10	can	can	AUX
fumecheng-13166	436	11	help	help	VERB
fumecheng-13166	436	12	drastically	drastically	ADV
fumecheng-13166	436	13	reduce	reduce	VERB
fumecheng-13166	436	14	these	these	DET
fumecheng-13166	436	15	risks	risk	NOUN
fumecheng-13166	436	16	[	[	X
fumecheng-13166	436	17	66	66	NUM
fumecheng-13166	436	18	]	]	PUNCT
fumecheng-13166	436	19	.	.	PUNCT
fumecheng-13166	437	1	in	in	ADP
fumecheng-13166	437	2	general	general	ADJ
fumecheng-13166	437	3	,	,	PUNCT
fumecheng-13166	437	4	diurnal	diurnal	ADJ
fumecheng-13166	437	5	daylight	daylight	NOUN
fumecheng-13166	437	6	conditions	condition	NOUN
fumecheng-13166	437	7	,	,	PUNCT
fumecheng-13166	437	8	with	with	ADP
fumecheng-13166	437	9	increased	increase	VERB
fumecheng-13166	437	10	visibility	visibility	NOUN
fumecheng-13166	437	11	at	at	ADP
fumecheng-13166	437	12	night	night	NOUN
fumecheng-13166	437	13	,	,	PUNCT
fumecheng-13166	437	14	accentuate	accentuate	VERB
fumecheng-13166	437	15	the	the	DET
fumecheng-13166	437	16	occurrence	occurrence	NOUN
fumecheng-13166	437	17	of	of	ADP
fumecheng-13166	437	18	accidents	accident	NOUN
fumecheng-13166	437	19	.	.	PUNCT
fumecheng-13166	438	1	therefore	therefore	ADV
fumecheng-13166	438	2	,	,	PUNCT
fumecheng-13166	438	3	priorities	priority	NOUN
fumecheng-13166	438	4	regarding	regard	VERB
fumecheng-13166	438	5	improved	improved	ADJ
fumecheng-13166	438	6	street	street	NOUN
fumecheng-13166	438	7	lighting	lighting	NOUN
fumecheng-13166	438	8	,	,	PUNCT
fumecheng-13166	438	9	marks	mark	NOUN
fumecheng-13166	438	10	for	for	ADP
fumecheng-13166	438	11	visibility	visibility	NOUN
fumecheng-13166	438	12	,	,	PUNCT
fumecheng-13166	438	13	and	and	CCONJ
fumecheng-13166	438	14	awareness	awareness	NOUN
fumecheng-13166	438	15	campaigns	campaign	NOUN
fumecheng-13166	438	16	are	be	AUX
fumecheng-13166	438	17	needed	need	VERB
fumecheng-13166	438	18	[	[	X
fumecheng-13166	438	19	70	70	NUM
fumecheng-13166	438	20	]	]	PUNCT
fumecheng-13166	438	21	.	.	PUNCT
fumecheng-13166	439	1	additionally	additionally	ADV
fumecheng-13166	439	2	,	,	PUNCT
fumecheng-13166	439	3	road	road	NOUN
fumecheng-13166	439	4	surface	surface	NOUN
fumecheng-13166	439	5	conditions	condition	NOUN
fumecheng-13166	439	6	and	and	CCONJ
fumecheng-13166	439	7	signage	signage	NOUN
fumecheng-13166	439	8	,	,	PUNCT
fumecheng-13166	439	9	although	although	SCONJ
fumecheng-13166	439	10	having	have	VERB
fumecheng-13166	439	11	a	a	DET
fumecheng-13166	439	12	relatively	relatively	ADV
fumecheng-13166	439	13	smaller	small	ADJ
fumecheng-13166	439	14	impact	impact	NOUN
fumecheng-13166	439	15	compared	compare	VERB
fumecheng-13166	439	16	to	to	ADP
fumecheng-13166	439	17	other	other	ADJ
fumecheng-13166	439	18	factors	factor	NOUN
fumecheng-13166	439	19	,	,	PUNCT
fumecheng-13166	439	20	still	still	ADV
fumecheng-13166	439	21	play	play	VERB
fumecheng-13166	439	22	a	a	DET
fumecheng-13166	439	23	role	role	NOUN
fumecheng-13166	439	24	in	in	ADP
fumecheng-13166	439	25	road	road	NOUN
fumecheng-13166	439	26	safety	safety	NOUN
fumecheng-13166	439	27	.	.	PUNCT
fumecheng-13166	440	1	guaranteeing	guarantee	VERB
fumecheng-13166	440	2	safety	safety	NOUN
fumecheng-13166	440	3	to	to	ADP
fumecheng-13166	440	4	26	26	NUM
fumecheng-13166	440	5	s.	s.	PROPN
fumecheng-13166	440	6	s.	s.	PROPN
fumecheng-13166	440	7	haghshenas	haghshenas	PROPN
fumecheng-13166	440	8	,	,	PUNCT
fumecheng-13166	440	9	m.	m.	NOUN
fumecheng-13166	440	10	h.	h.	PROPN
fumecheng-13166	440	11	m.	m.	PROPN
fumecheng-13166	440	12	seraji	seraji	PROPN
fumecheng-13166	440	13	,	,	PUNCT
fumecheng-13166	440	14	s.	s.	PROPN
fumecheng-13166	440	15	s.	s.	PROPN
fumecheng-13166	440	16	haghshenas	haghshenas	PROPN
fumecheng-13166	440	17	,	,	PUNCT
fumecheng-13166	440	18	et	et	PROPN
fumecheng-13166	440	19	al	al	PROPN
fumecheng-13166	440	20	.	.	PUNCT
fumecheng-13166	441	1	drivers	driver	NOUN
fumecheng-13166	441	2	actually	actually	ADV
fumecheng-13166	441	3	depends	depend	VERB
fumecheng-13166	441	4	mainly	mainly	ADV
fumecheng-13166	441	5	on	on	ADP
fumecheng-13166	441	6	proper	proper	ADJ
fumecheng-13166	441	7	maintenance	maintenance	NOUN
fumecheng-13166	441	8	,	,	PUNCT
fumecheng-13166	441	9	appropriate	appropriate	ADJ
fumecheng-13166	441	10	signs	sign	NOUN
fumecheng-13166	441	11	,	,	PUNCT
fumecheng-13166	441	12	and	and	CCONJ
fumecheng-13166	441	13	an	an	DET
fumecheng-13166	441	14	unobstructed	unobstructed	ADJ
fumecheng-13166	441	15	view	view	NOUN
fumecheng-13166	441	16	[	[	X
fumecheng-13166	441	17	71	71	NUM
fumecheng-13166	441	18	-	-	SYM
fumecheng-13166	441	19	73	73	NUM
fumecheng-13166	441	20	]	]	PUNCT
fumecheng-13166	441	21	.	.	PUNCT
fumecheng-13166	442	1	one	one	NUM
fumecheng-13166	442	2	of	of	ADP
fumecheng-13166	442	3	the	the	DET
fumecheng-13166	442	4	significant	significant	ADJ
fumecheng-13166	442	5	limitations	limitation	NOUN
fumecheng-13166	442	6	in	in	ADP
fumecheng-13166	442	7	the	the	DET
fumecheng-13166	442	8	proposed	propose	VERB
fumecheng-13166	442	9	approach	approach	NOUN
fumecheng-13166	442	10	is	be	AUX
fumecheng-13166	442	11	that	that	SCONJ
fumecheng-13166	442	12	it	it	PRON
fumecheng-13166	442	13	can	can	AUX
fumecheng-13166	442	14	not	not	PART
fumecheng-13166	442	15	operate	operate	VERB
fumecheng-13166	442	16	with	with	ADP
fumecheng-13166	442	17	incomplete	incomplete	ADJ
fumecheng-13166	442	18	data	datum	NOUN
fumecheng-13166	442	19	;	;	PUNCT
fumecheng-13166	442	20	therefore	therefore	ADV
fumecheng-13166	442	21	,	,	PUNCT
fumecheng-13166	442	22	full	full	ADJ
fumecheng-13166	442	23	and	and	CCONJ
fumecheng-13166	442	24	accurate	accurate	ADJ
fumecheng-13166	442	25	data	datum	NOUN
fumecheng-13166	442	26	availability	availability	NOUN
fumecheng-13166	442	27	is	be	AUX
fumecheng-13166	442	28	crucial	crucial	ADJ
fumecheng-13166	442	29	for	for	ADP
fumecheng-13166	442	30	the	the	DET
fumecheng-13166	442	31	successful	successful	ADJ
fumecheng-13166	442	32	implementation	implementation	NOUN
fumecheng-13166	442	33	of	of	ADP
fumecheng-13166	442	34	this	this	DET
fumecheng-13166	442	35	approach	approach	NOUN
fumecheng-13166	442	36	.	.	PUNCT
fumecheng-13166	443	1	moreover	moreover	ADV
fumecheng-13166	443	2	,	,	PUNCT
fumecheng-13166	443	3	the	the	DET
fumecheng-13166	443	4	results	result	NOUN
fumecheng-13166	443	5	and	and	CCONJ
fumecheng-13166	443	6	interpretations	interpretation	NOUN
fumecheng-13166	443	7	obtained	obtain	VERB
fumecheng-13166	443	8	from	from	ADP
fumecheng-13166	443	9	this	this	DET
fumecheng-13166	443	10	study	study	NOUN
fumecheng-13166	443	11	relate	relate	VERB
fumecheng-13166	443	12	only	only	ADV
fumecheng-13166	443	13	to	to	ADP
fumecheng-13166	443	14	the	the	DET
fumecheng-13166	443	15	urban	urban	ADJ
fumecheng-13166	443	16	road	road	NOUN
fumecheng-13166	443	17	conditions	condition	NOUN
fumecheng-13166	443	18	of	of	ADP
fumecheng-13166	443	19	calabria	calabria	NOUN
fumecheng-13166	443	20	;	;	PUNCT
fumecheng-13166	443	21	thus	thus	ADV
fumecheng-13166	443	22	,	,	PUNCT
fumecheng-13166	443	23	applications	application	NOUN
fumecheng-13166	443	24	in	in	ADP
fumecheng-13166	443	25	other	other	ADJ
fumecheng-13166	443	26	areas	area	NOUN
fumecheng-13166	443	27	or	or	CCONJ
fumecheng-13166	443	28	other	other	ADJ
fumecheng-13166	443	29	types	type	NOUN
fumecheng-13166	443	30	of	of	ADP
fumecheng-13166	443	31	road	road	NOUN
fumecheng-13166	443	32	scenarios	scenario	NOUN
fumecheng-13166	443	33	are	be	AUX
fumecheng-13166	443	34	not	not	PART
fumecheng-13166	443	35	directly	directly	ADV
fumecheng-13166	443	36	possible	possible	ADJ
fumecheng-13166	443	37	.	.	PUNCT
fumecheng-13166	444	1	nevertheless	nevertheless	ADV
fumecheng-13166	444	2	,	,	PUNCT
fumecheng-13166	444	3	this	this	DET
fumecheng-13166	444	4	research	research	NOUN
fumecheng-13166	444	5	proved	prove	VERB
fumecheng-13166	444	6	that	that	SCONJ
fumecheng-13166	444	7	classification	classification	NOUN
fumecheng-13166	444	8	techniques	technique	NOUN
fumecheng-13166	444	9	can	can	AUX
fumecheng-13166	444	10	be	be	AUX
fumecheng-13166	444	11	a	a	DET
fumecheng-13166	444	12	strong	strong	ADJ
fumecheng-13166	444	13	tool	tool	NOUN
fumecheng-13166	444	14	in	in	ADP
fumecheng-13166	444	15	the	the	DET
fumecheng-13166	444	16	prediction	prediction	NOUN
fumecheng-13166	444	17	of	of	ADP
fumecheng-13166	444	18	the	the	DET
fumecheng-13166	444	19	number	number	NOUN
fumecheng-13166	444	20	of	of	ADP
fumecheng-13166	444	21	vehicles	vehicle	NOUN
fumecheng-13166	444	22	involved	involve	VERB
fumecheng-13166	444	23	in	in	ADP
fumecheng-13166	444	24	traffic	traffic	NOUN
fumecheng-13166	444	25	accidents	accident	NOUN
fumecheng-13166	444	26	,	,	PUNCT
fumecheng-13166	444	27	thus	thus	ADV
fumecheng-13166	444	28	providing	provide	VERB
fumecheng-13166	444	29	important	important	ADJ
fumecheng-13166	444	30	information	information	NOUN
fumecheng-13166	444	31	to	to	ADP
fumecheng-13166	444	32	transportation	transportation	NOUN
fumecheng-13166	444	33	engineering	engineering	NOUN
fumecheng-13166	444	34	.	.	PUNCT
fumecheng-13166	445	1	finally	finally	ADV
fumecheng-13166	445	2	,	,	PUNCT
fumecheng-13166	445	3	some	some	PRON
fumecheng-13166	445	4	of	of	ADP
fumecheng-13166	445	5	the	the	DET
fumecheng-13166	445	6	future	future	ADJ
fumecheng-13166	445	7	directions	direction	NOUN
fumecheng-13166	445	8	of	of	ADP
fumecheng-13166	445	9	research	research	NOUN
fumecheng-13166	445	10	could	could	AUX
fumecheng-13166	445	11	be	be	AUX
fumecheng-13166	445	12	extension	extension	NOUN
fumecheng-13166	445	13	of	of	ADP
fumecheng-13166	445	14	applicability	applicability	NOUN
fumecheng-13166	445	15	by	by	ADP
fumecheng-13166	445	16	testing	test	VERB
fumecheng-13166	445	17	the	the	DET
fumecheng-13166	445	18	proposed	propose	VERB
fumecheng-13166	445	19	approach	approach	NOUN
fumecheng-13166	445	20	in	in	ADP
fumecheng-13166	445	21	a	a	DET
fumecheng-13166	445	22	wide	wide	ADJ
fumecheng-13166	445	23	range	range	NOUN
fumecheng-13166	445	24	of	of	ADP
fumecheng-13166	445	25	regions	region	NOUN
fumecheng-13166	445	26	and	and	CCONJ
fumecheng-13166	445	27	road	road	NOUN
fumecheng-13166	445	28	conditions	condition	NOUN
fumecheng-13166	445	29	to	to	PART
fumecheng-13166	445	30	enhance	enhance	VERB
fumecheng-13166	445	31	generalizability	generalizability	NOUN
fumecheng-13166	445	32	.	.	PUNCT
fumecheng-13166	446	1	future	future	ADJ
fumecheng-13166	446	2	studies	study	NOUN
fumecheng-13166	446	3	may	may	AUX
fumecheng-13166	446	4	investigate	investigate	VERB
fumecheng-13166	446	5	the	the	DET
fumecheng-13166	446	6	implications	implication	NOUN
fumecheng-13166	446	7	of	of	ADP
fumecheng-13166	446	8	emerging	emerge	VERB
fumecheng-13166	446	9	trends	trend	NOUN
fumecheng-13166	446	10	faced	face	VERB
fumecheng-13166	446	11	by	by	ADP
fumecheng-13166	446	12	accident	accident	NOUN
fumecheng-13166	446	13	prediction	prediction	NOUN
fumecheng-13166	446	14	models	model	NOUN
fumecheng-13166	446	15	with	with	ADP
fumecheng-13166	446	16	respect	respect	NOUN
fumecheng-13166	446	17	to	to	ADP
fumecheng-13166	446	18	electric	electric	ADJ
fumecheng-13166	446	19	scooters	scooter	NOUN
fumecheng-13166	446	20	and	and	CCONJ
fumecheng-13166	446	21	autonomous	autonomous	ADJ
fumecheng-13166	446	22	vehicles	vehicle	NOUN
fumecheng-13166	446	23	.	.	PUNCT
fumecheng-13166	447	1	the	the	DET
fumecheng-13166	447	2	interaction	interaction	NOUN
fumecheng-13166	447	3	between	between	ADP
fumecheng-13166	447	4	environmental	environmental	ADJ
fumecheng-13166	447	5	factors	factor	NOUN
fumecheng-13166	447	6	,	,	PUNCT
fumecheng-13166	447	7	vehicle	vehicle	NOUN
fumecheng-13166	447	8	types	type	NOUN
fumecheng-13166	447	9	,	,	PUNCT
fumecheng-13166	447	10	and	and	CCONJ
fumecheng-13166	447	11	driver	driver	NOUN
fumecheng-13166	447	12	characteristics	characteristic	NOUN
fumecheng-13166	447	13	would	would	AUX
fumecheng-13166	447	14	provide	provide	VERB
fumecheng-13166	447	15	deeper	deep	ADJ
fumecheng-13166	447	16	insights	insight	NOUN
fumecheng-13166	447	17	into	into	ADP
fumecheng-13166	447	18	the	the	DET
fumecheng-13166	447	19	causation	causation	NOUN
fumecheng-13166	447	20	of	of	ADP
fumecheng-13166	447	21	an	an	DET
fumecheng-13166	447	22	accident	accident	NOUN
fumecheng-13166	447	23	.	.	PUNCT
fumecheng-13166	448	1	longitudinally	longitudinally	ADV
fumecheng-13166	448	2	,	,	PUNCT
fumecheng-13166	448	3	evaluation	evaluation	NOUN
fumecheng-13166	448	4	studies	study	NOUN
fumecheng-13166	448	5	that	that	PRON
fumecheng-13166	448	6	determine	determine	VERB
fumecheng-13166	448	7	the	the	DET
fumecheng-13166	448	8	long	long	ADJ
fumecheng-13166	448	9	-	-	PUNCT
fumecheng-13166	448	10	term	term	NOUN
fumecheng-13166	448	11	effectiveness	effectiveness	NOUN
fumecheng-13166	448	12	of	of	ADP
fumecheng-13166	448	13	interventions	intervention	NOUN
fumecheng-13166	448	14	such	such	ADJ
fumecheng-13166	448	15	as	as	ADP
fumecheng-13166	448	16	infrastructure	infrastructure	NOUN
fumecheng-13166	448	17	improvement	improvement	NOUN
fumecheng-13166	448	18	,	,	PUNCT
fumecheng-13166	448	19	training	training	NOUN
fumecheng-13166	448	20	programs	program	NOUN
fumecheng-13166	448	21	,	,	PUNCT
fumecheng-13166	448	22	and	and	CCONJ
fumecheng-13166	448	23	publicity	publicity	NOUN
fumecheng-13166	448	24	should	should	AUX
fumecheng-13166	448	25	help	help	VERB
fumecheng-13166	448	26	revise	revise	VERB
fumecheng-13166	448	27	and	and	CCONJ
fumecheng-13166	448	28	prioritize	prioritize	VERB
fumecheng-13166	448	29	road	road	NOUN
fumecheng-13166	448	30	safety	safety	NOUN
fumecheng-13166	448	31	measures	measure	NOUN
fumecheng-13166	448	32	.	.	PUNCT
fumecheng-13166	449	1	7	7	X
fumecheng-13166	449	2	.	.	X
fumecheng-13166	449	3	conclusions	conclusion	NOUN
fumecheng-13166	449	4	this	this	DET
fumecheng-13166	449	5	study	study	NOUN
fumecheng-13166	449	6	applied	apply	VERB
fumecheng-13166	449	7	a	a	DET
fumecheng-13166	449	8	binary	binary	ADJ
fumecheng-13166	449	9	classification	classification	NOUN
fumecheng-13166	449	10	approach	approach	NOUN
fumecheng-13166	449	11	to	to	PART
fumecheng-13166	449	12	model	model	VERB
fumecheng-13166	449	13	the	the	DET
fumecheng-13166	449	14	relationship	relationship	NOUN
fumecheng-13166	449	15	between	between	ADP
fumecheng-13166	449	16	various	various	ADJ
fumecheng-13166	449	17	factors	factor	NOUN
fumecheng-13166	449	18	and	and	CCONJ
fumecheng-13166	449	19	the	the	DET
fumecheng-13166	449	20	number	number	NOUN
fumecheng-13166	449	21	of	of	ADP
fumecheng-13166	449	22	vehicles	vehicle	NOUN
fumecheng-13166	449	23	involved	involve	VERB
fumecheng-13166	449	24	in	in	ADP
fumecheng-13166	449	25	road	road	NOUN
fumecheng-13166	449	26	accidents	accident	NOUN
fumecheng-13166	449	27	in	in	ADP
fumecheng-13166	449	28	the	the	DET
fumecheng-13166	449	29	urban	urban	ADJ
fumecheng-13166	449	30	area	area	NOUN
fumecheng-13166	449	31	of	of	ADP
fumecheng-13166	449	32	cosenza	cosenza	PROPN
fumecheng-13166	449	33	,	,	PUNCT
fumecheng-13166	449	34	southern	southern	PROPN
fumecheng-13166	449	35	italy	italy	PROPN
fumecheng-13166	449	36	.	.	PUNCT
fumecheng-13166	450	1	variables	variable	NOUN
fumecheng-13166	450	2	such	such	ADJ
fumecheng-13166	450	3	as	as	ADP
fumecheng-13166	450	4	dl	dl	PROPN
fumecheng-13166	450	5	,	,	PUNCT
fumecheng-13166	450	6	l	l	PROPN
fumecheng-13166	450	7	,	,	PUNCT
fumecheng-13166	450	8	rt	rt	PROPN
fumecheng-13166	450	9	,	,	PUNCT
fumecheng-13166	450	10	rs	rs	NOUN
fumecheng-13166	450	11	,	,	PUNCT
fumecheng-13166	450	12	sg	sg	PROPN
fumecheng-13166	450	13	,	,	PUNCT
fumecheng-13166	450	14	wc	wc	PROPN
fumecheng-13166	450	15	,	,	PUNCT
fumecheng-13166	450	16	vt	vt	PROPN
fumecheng-13166	450	17	,	,	PUNCT
fumecheng-13166	450	18	da	da	PROPN
fumecheng-13166	450	19	,	,	PUNCT
fumecheng-13166	450	20	and	and	CCONJ
fumecheng-13166	450	21	dg	dg	NOUN
fumecheng-13166	450	22	were	be	AUX
fumecheng-13166	450	23	considered	consider	VERB
fumecheng-13166	450	24	as	as	ADP
fumecheng-13166	450	25	input	input	NOUN
fumecheng-13166	450	26	factors	factor	NOUN
fumecheng-13166	450	27	for	for	ADP
fumecheng-13166	450	28	the	the	DET
fumecheng-13166	450	29	analysis	analysis	NOUN
fumecheng-13166	450	30	.	.	PUNCT
fumecheng-13166	451	1	for	for	ADP
fumecheng-13166	451	2	this	this	DET
fumecheng-13166	451	3	purpose	purpose	NOUN
fumecheng-13166	451	4	,	,	PUNCT
fumecheng-13166	451	5	four	four	NUM
fumecheng-13166	451	6	machine	machine	NOUN
fumecheng-13166	451	7	learning	learning	NOUN
fumecheng-13166	451	8	models	model	NOUN
fumecheng-13166	451	9	,	,	PUNCT
fumecheng-13166	451	10	namely	namely	ADV
fumecheng-13166	451	11	svm	svm	ADJ
fumecheng-13166	451	12	,	,	PUNCT
fumecheng-13166	451	13	svm	svm	PROPN
fumecheng-13166	451	14	-	-	PUNCT
fumecheng-13166	451	15	csa	csa	ADJ
fumecheng-13166	451	16	,	,	PUNCT
fumecheng-13166	451	17	svm	svm	PROPN
fumecheng-13166	451	18	-	-	PUNCT
fumecheng-13166	451	19	woa	woa	ADJ
fumecheng-13166	451	20	,	,	PUNCT
fumecheng-13166	451	21	and	and	CCONJ
fumecheng-13166	451	22	svm	svm	PROPN
fumecheng-13166	451	23	-	-	ADJ
fumecheng-13166	451	24	mvo	mvo	NOUN
fumecheng-13166	451	25	,	,	PUNCT
fumecheng-13166	451	26	have	have	AUX
fumecheng-13166	451	27	been	be	AUX
fumecheng-13166	451	28	developed	develop	VERB
fumecheng-13166	451	29	and	and	CCONJ
fumecheng-13166	451	30	compared	compare	VERB
fumecheng-13166	451	31	to	to	PART
fumecheng-13166	451	32	choose	choose	VERB
fumecheng-13166	451	33	the	the	DET
fumecheng-13166	451	34	best	good	ADJ
fumecheng-13166	451	35	predictive	predictive	ADJ
fumecheng-13166	451	36	model	model	NOUN
fumecheng-13166	451	37	.	.	PUNCT
fumecheng-13166	452	1	the	the	DET
fumecheng-13166	452	2	classification	classification	NOUN
fumecheng-13166	452	3	process	process	NOUN
fumecheng-13166	452	4	distinguished	distinguish	VERB
fumecheng-13166	452	5	between	between	ADP
fumecheng-13166	452	6	single	single	ADJ
fumecheng-13166	452	7	-	-	PUNCT
fumecheng-13166	452	8	vehicle	vehicle	NOUN
fumecheng-13166	452	9	and	and	CCONJ
fumecheng-13166	452	10	multi	multi	ADJ
fumecheng-13166	452	11	-	-	ADJ
fumecheng-13166	452	12	vehicle	vehicle	NOUN
fumecheng-13166	452	13	accidents	accident	NOUN
fumecheng-13166	452	14	.	.	PUNCT
fumecheng-13166	453	1	model	model	NOUN
fumecheng-13166	453	2	performance	performance	NOUN
fumecheng-13166	453	3	was	be	AUX
fumecheng-13166	453	4	assessed	assess	VERB
fumecheng-13166	453	5	using	use	VERB
fumecheng-13166	453	6	confusion	confusion	NOUN
fumecheng-13166	453	7	matrices	matrix	NOUN
fumecheng-13166	453	8	and	and	CCONJ
fumecheng-13166	453	9	roc	roc	PROPN
fumecheng-13166	453	10	curves	curve	NOUN
fumecheng-13166	453	11	.	.	PUNCT
fumecheng-13166	454	1	among	among	ADP
fumecheng-13166	454	2	the	the	DET
fumecheng-13166	454	3	evaluated	evaluate	VERB
fumecheng-13166	454	4	models	model	NOUN
fumecheng-13166	454	5	,	,	PUNCT
fumecheng-13166	454	6	svm	svm	PROPN
fumecheng-13166	454	7	-	-	PUNCT
fumecheng-13166	454	8	csa	csa	PROPN
fumecheng-13166	454	9	achieved	achieve	VERB
fumecheng-13166	454	10	the	the	DET
fumecheng-13166	454	11	best	good	ADJ
fumecheng-13166	454	12	performance	performance	NOUN
fumecheng-13166	454	13	,	,	PUNCT
fumecheng-13166	454	14	with	with	ADP
fumecheng-13166	454	15	a	a	DET
fumecheng-13166	454	16	90.1	90.1	NUM
fumecheng-13166	454	17	%	%	NOUN
fumecheng-13166	454	18	increase	increase	NOUN
fumecheng-13166	454	19	in	in	ADP
fumecheng-13166	454	20	training	training	NOUN
fumecheng-13166	454	21	accuracy	accuracy	NOUN
fumecheng-13166	454	22	and	and	CCONJ
fumecheng-13166	454	23	a	a	DET
fumecheng-13166	454	24	high	high	ADJ
fumecheng-13166	454	25	test	test	NOUN
fumecheng-13166	454	26	accuracy	accuracy	NOUN
fumecheng-13166	454	27	of	of	ADP
fumecheng-13166	454	28	88	88	NUM
fumecheng-13166	454	29	%	%	NOUN
fumecheng-13166	454	30	,	,	PUNCT
fumecheng-13166	454	31	outperforming	outperform	VERB
fumecheng-13166	454	32	the	the	DET
fumecheng-13166	454	33	other	other	ADJ
fumecheng-13166	454	34	techniques	technique	NOUN
fumecheng-13166	454	35	.	.	PUNCT
fumecheng-13166	455	1	the	the	DET
fumecheng-13166	455	2	sensitivity	sensitivity	NOUN
fumecheng-13166	455	3	analysis	analysis	NOUN
fumecheng-13166	455	4	revealed	reveal	VERB
fumecheng-13166	455	5	that	that	SCONJ
fumecheng-13166	455	6	the	the	DET
fumecheng-13166	455	7	factor	factor	NOUN
fumecheng-13166	455	8	"	"	PUNCT
fumecheng-13166	455	9	vehicle	vehicle	NOUN
fumecheng-13166	455	10	type	type	NOUN
fumecheng-13166	455	11	"	"	PUNCT
fumecheng-13166	455	12	had	have	VERB
fumecheng-13166	455	13	the	the	DET
fumecheng-13166	455	14	highest	high	ADJ
fumecheng-13166	455	15	influence	influence	NOUN
fumecheng-13166	455	16	,	,	PUNCT
fumecheng-13166	455	17	while	while	SCONJ
fumecheng-13166	455	18	"	"	PUNCT
fumecheng-13166	455	19	road	road	NOUN
fumecheng-13166	455	20	signs	sign	NOUN
fumecheng-13166	455	21	"	"	PUNCT
fumecheng-13166	455	22	had	have	VERB
fumecheng-13166	455	23	the	the	DET
fumecheng-13166	455	24	least	least	ADJ
fumecheng-13166	455	25	.	.	PUNCT
fumecheng-13166	456	1	these	these	DET
fumecheng-13166	456	2	findings	finding	NOUN
fumecheng-13166	456	3	underline	underline	VERB
fumecheng-13166	456	4	the	the	DET
fumecheng-13166	456	5	effectiveness	effectiveness	NOUN
fumecheng-13166	456	6	of	of	ADP
fumecheng-13166	456	7	advanced	advanced	ADJ
fumecheng-13166	456	8	machine	machine	NOUN
fumecheng-13166	456	9	learning	learn	VERB
fumecheng-13166	456	10	techniques	technique	NOUN
fumecheng-13166	456	11	in	in	ADP
fumecheng-13166	456	12	establishing	establish	VERB
fumecheng-13166	456	13	the	the	DET
fumecheng-13166	456	14	key	key	ADJ
fumecheng-13166	456	15	accident	accident	NOUN
fumecheng-13166	456	16	-	-	PUNCT
fumecheng-13166	456	17	related	relate	VERB
fumecheng-13166	456	18	factors	factor	NOUN
fumecheng-13166	456	19	,	,	PUNCT
fumecheng-13166	456	20	therefore	therefore	ADV
fumecheng-13166	456	21	providing	provide	VERB
fumecheng-13166	456	22	useful	useful	ADJ
fumecheng-13166	456	23	insights	insight	NOUN
fumecheng-13166	456	24	into	into	ADP
fumecheng-13166	456	25	improvement	improvement	NOUN
fumecheng-13166	456	26	in	in	ADP
fumecheng-13166	456	27	road	road	NOUN
fumecheng-13166	456	28	safety	safety	NOUN
fumecheng-13166	456	29	and	and	CCONJ
fumecheng-13166	456	30	transportation	transportation	NOUN
fumecheng-13166	456	31	safety	safety	NOUN
fumecheng-13166	456	32	management	management	NOUN
fumecheng-13166	456	33	strategies	strategy	NOUN
fumecheng-13166	456	34	.	.	PUNCT
fumecheng-13166	457	1	references	reference	NOUN
fumecheng-13166	457	2	1	1	NUM
fumecheng-13166	457	3	.	.	PUNCT
fumecheng-13166	457	4	guido	guido	NOUN
fumecheng-13166	457	5	,	,	PUNCT
fumecheng-13166	457	6	g.	g.	PROPN
fumecheng-13166	457	7	,	,	PUNCT
fumecheng-13166	457	8	haghshenas	haghshenas	PROPN
fumecheng-13166	457	9	,	,	PUNCT
fumecheng-13166	457	10	s.s	s.s	PROPN
fumecheng-13166	457	11	.	.	PROPN
fumecheng-13166	457	12	,	,	PUNCT
fumecheng-13166	457	13	haghshenas	haghshenas	PROPN
fumecheng-13166	457	14	,	,	PUNCT
fumecheng-13166	457	15	s.s	s.s	PROPN
fumecheng-13166	457	16	.	.	PROPN
fumecheng-13166	457	17	,	,	PUNCT
fumecheng-13166	457	18	vitale	vitale	PROPN
fumecheng-13166	457	19	,	,	PUNCT
fumecheng-13166	457	20	a.	a.	PROPN
fumecheng-13166	457	21	,	,	PUNCT
fumecheng-13166	457	22	astarita	astarita	PROPN
fumecheng-13166	457	23	,	,	PUNCT
fumecheng-13166	457	24	v.	v.	PROPN
fumecheng-13166	457	25	,	,	PUNCT
fumecheng-13166	457	26	haghshenas	haghshena	NOUN
fumecheng-13166	457	27	,	,	PUNCT
fumecheng-13166	457	28	a.s	a.s	PROPN
fumecheng-13166	457	29	.	.	PROPN
fumecheng-13166	457	30	,	,	PUNCT
fumecheng-13166	457	31	2020	2020	NUM
fumecheng-13166	457	32	,	,	PUNCT
fumecheng-13166	457	33	feasibility	feasibility	NOUN
fumecheng-13166	457	34	of	of	ADP
fumecheng-13166	457	35	stochastic	stochastic	ADJ
fumecheng-13166	457	36	models	model	NOUN
fumecheng-13166	457	37	for	for	ADP
fumecheng-13166	457	38	evaluation	evaluation	NOUN
fumecheng-13166	457	39	of	of	ADP
fumecheng-13166	457	40	potential	potential	ADJ
fumecheng-13166	457	41	factors	factor	NOUN
fumecheng-13166	457	42	for	for	ADP
fumecheng-13166	457	43	safety	safety	NOUN
fumecheng-13166	457	44	:	:	PUNCT
fumecheng-13166	457	45	a	a	DET
fumecheng-13166	457	46	case	case	NOUN
fumecheng-13166	457	47	study	study	NOUN
fumecheng-13166	457	48	in	in	ADP
fumecheng-13166	457	49	southern	southern	PROPN
fumecheng-13166	457	50	italy	italy	PROPN
fumecheng-13166	457	51	,	,	PUNCT
fumecheng-13166	457	52	sustainability	sustainability	NOUN
fumecheng-13166	457	53	,	,	PUNCT
fumecheng-13166	457	54	12(18	12(18	NUM
fumecheng-13166	457	55	)	)	PUNCT
fumecheng-13166	457	56	,	,	PUNCT
fumecheng-13166	457	57	7541	7541	NUM
fumecheng-13166	457	58	.	.	PUNCT
fumecheng-13166	458	1	2	2	X
fumecheng-13166	458	2	.	.	X
fumecheng-13166	458	3	ristić	ristić	PROPN
fumecheng-13166	458	4	,	,	PUNCT
fumecheng-13166	458	5	b.	b.	PROPN
fumecheng-13166	458	6	,	,	PUNCT
fumecheng-13166	458	7	bogdanović	bogdanović	PROPN
fumecheng-13166	458	8	,	,	PUNCT
fumecheng-13166	458	9	v.	v.	PROPN
fumecheng-13166	458	10	,	,	PUNCT
fumecheng-13166	458	11	stević	stević	PROPN
fumecheng-13166	458	12	,	,	PUNCT
fumecheng-13166	458	13	ž	ž	PROPN
fumecheng-13166	458	14	.	.	PROPN
fumecheng-13166	458	15	,	,	PUNCT
fumecheng-13166	458	16	marinković	marinković	PROPN
fumecheng-13166	458	17	,	,	PUNCT
fumecheng-13166	458	18	d.	d.	PROPN
fumecheng-13166	458	19	,	,	PUNCT
fumecheng-13166	458	20	papić	papić	PROPN
fumecheng-13166	458	21	,	,	PUNCT
fumecheng-13166	458	22	z.	z.	PROPN
fumecheng-13166	458	23	,	,	PUNCT
fumecheng-13166	458	24	gojković	gojković	NOUN
fumecheng-13166	458	25	,	,	PUNCT
fumecheng-13166	458	26	p.	p.	PROPN
fumecheng-13166	458	27	,	,	PUNCT
fumecheng-13166	458	28	2024	2024	NUM
fumecheng-13166	458	29	,	,	PUNCT
fumecheng-13166	458	30	evaluation	evaluation	NOUN
fumecheng-13166	458	31	of	of	ADP
fumecheng-13166	458	32	pedestrian	pedestrian	NOUN
fumecheng-13166	458	33	crossings	crossing	NOUN
fumecheng-13166	458	34	based	base	VERB
fumecheng-13166	458	35	on	on	ADP
fumecheng-13166	458	36	the	the	DET
fumecheng-13166	458	37	concept	concept	NOUN
fumecheng-13166	458	38	of	of	ADP
fumecheng-13166	458	39	pedestrian	pedestrian	NOUN
fumecheng-13166	458	40	behavior	behavior	NOUN
fumecheng-13166	458	41	regarding	regard	VERB
fumecheng-13166	458	42	start	start	NOUN
fumecheng-13166	458	43	-	-	PUNCT
fumecheng-13166	458	44	up	up	ADP
fumecheng-13166	458	45	time	time	NOUN
fumecheng-13166	458	46	:	:	PUNCT
fumecheng-13166	458	47	integrated	integrate	VERB
fumecheng-13166	458	48	fuzzy	fuzzy	ADJ
fumecheng-13166	458	49	mcdm	mcdm	ADJ
fumecheng-13166	458	50	model	model	NOUN
fumecheng-13166	458	51	,	,	PUNCT
fumecheng-13166	458	52	tehnički	tehnički	PROPN
fumecheng-13166	458	53	vjesnik	vjesnik	PROPN
fumecheng-13166	458	54	,	,	PUNCT
fumecheng-13166	458	55	31(4	31(4	NUM
fumecheng-13166	458	56	)	)	PUNCT
fumecheng-13166	458	57	,	,	PUNCT
fumecheng-13166	458	58	pp	pp	ADJ
fumecheng-13166	458	59	.	.	PUNCT
fumecheng-13166	459	1	1206	1206	NUM
fumecheng-13166	459	2	-	-	SYM
fumecheng-13166	459	3	1214	1214	NUM
fumecheng-13166	459	4	.	.	PUNCT
fumecheng-13166	460	1	3	3	X
fumecheng-13166	460	2	.	.	X
fumecheng-13166	460	3	saafi	saafi	PROPN
fumecheng-13166	460	4	,	,	PUNCT
fumecheng-13166	460	5	n.	n.	NOUN
fumecheng-13166	460	6	,	,	PUNCT
fumecheng-13166	460	7	dhouib	dhouib	PROPN
fumecheng-13166	460	8	,	,	PUNCT
fumecheng-13166	460	9	k.	k.	PROPN
fumecheng-13166	460	10	,	,	PUNCT
fumecheng-13166	460	11	2024	2024	NUM
fumecheng-13166	460	12	,	,	PUNCT
fumecheng-13166	460	13	an	an	DET
fumecheng-13166	460	14	ontological	ontological	ADJ
fumecheng-13166	460	15	model	model	NOUN
fumecheng-13166	460	16	to	to	PART
fumecheng-13166	460	17	enhance	enhance	VERB
fumecheng-13166	460	18	traffic	traffic	NOUN
fumecheng-13166	460	19	conditions	condition	NOUN
fumecheng-13166	460	20	in	in	ADP
fumecheng-13166	460	21	smart	smart	ADJ
fumecheng-13166	460	22	city	city	NOUN
fumecheng-13166	460	23	domain	domain	NOUN
fumecheng-13166	460	24	,	,	PUNCT
fumecheng-13166	460	25	spectrum	spectrum	NOUN
fumecheng-13166	460	26	of	of	ADP
fumecheng-13166	460	27	engineering	engineering	NOUN
fumecheng-13166	460	28	and	and	CCONJ
fumecheng-13166	460	29	management	management	NOUN
fumecheng-13166	460	30	sciences	science	NOUN
fumecheng-13166	460	31	,	,	PUNCT
fumecheng-13166	460	32	2(1	2(1	NUM
fumecheng-13166	460	33	)	)	PUNCT
fumecheng-13166	460	34	,	,	PUNCT
fumecheng-13166	460	35	pp	pp	ADP
fumecheng-13166	460	36	.	.	PUNCT
fumecheng-13166	461	1	70	70	NUM
fumecheng-13166	461	2	-	-	SYM
fumecheng-13166	461	3	84	84	NUM
fumecheng-13166	461	4	.	.	PUNCT
fumecheng-13166	462	1	enhancing	enhance	VERB
fumecheng-13166	462	2	support	support	NOUN
fumecheng-13166	462	3	vector	vector	NOUN
fumecheng-13166	462	4	machine	machine	NOUN
fumecheng-13166	462	5	performance	performance	NOUN
fumecheng-13166	462	6	in	in	ADP
fumecheng-13166	462	7	forecasting	forecast	VERB
fumecheng-13166	462	8	the	the	DET
fumecheng-13166	462	9	number	number	NOUN
fumecheng-13166	462	10	of	of	ADP
fumecheng-13166	462	11	vehicles	vehicle	NOUN
fumecheng-13166	462	12	…	…	PUNCT
fumecheng-13166	462	13	27	27	NUM
fumecheng-13166	462	14	4	4	NUM
fumecheng-13166	462	15	.	.	PUNCT
fumecheng-13166	463	1	mondal	mondal	PROPN
fumecheng-13166	463	2	,	,	PUNCT
fumecheng-13166	463	3	s.	s.	PROPN
fumecheng-13166	463	4	,	,	PUNCT
fumecheng-13166	463	5	goswami	goswami	PROPN
fumecheng-13166	463	6	,	,	PUNCT
fumecheng-13166	463	7	s.	s.	PROPN
fumecheng-13166	463	8	s.	s.	PROPN
fumecheng-13166	463	9	,	,	PUNCT
fumecheng-13166	463	10	2024	2024	NUM
fumecheng-13166	463	11	,	,	PUNCT
fumecheng-13166	463	12	rise	rise	NOUN
fumecheng-13166	463	13	of	of	ADP
fumecheng-13166	463	14	intelligent	intelligent	ADJ
fumecheng-13166	463	15	machines	machine	NOUN
fumecheng-13166	463	16	:	:	PUNCT
fumecheng-13166	463	17	influence	influence	NOUN
fumecheng-13166	463	18	of	of	ADP
fumecheng-13166	463	19	artificial	artificial	ADJ
fumecheng-13166	463	20	intelligence	intelligence	NOUN
fumecheng-13166	463	21	on	on	ADP
fumecheng-13166	463	22	mechanical	mechanical	ADJ
fumecheng-13166	463	23	engineering	engineering	NOUN
fumecheng-13166	463	24	innovation	innovation	NOUN
fumecheng-13166	463	25	,	,	PUNCT
fumecheng-13166	463	26	spectrum	spectrum	NOUN
fumecheng-13166	463	27	of	of	ADP
fumecheng-13166	463	28	engineering	engineering	NOUN
fumecheng-13166	463	29	and	and	CCONJ
fumecheng-13166	463	30	management	management	NOUN
fumecheng-13166	463	31	sciences	science	NOUN
fumecheng-13166	463	32	,	,	PUNCT
fumecheng-13166	463	33	2(1	2(1	NUM
fumecheng-13166	463	34	)	)	PUNCT
fumecheng-13166	463	35	,	,	PUNCT
fumecheng-13166	463	36	pp	pp	ADP
fumecheng-13166	463	37	.	.	PUNCT
fumecheng-13166	464	1	46	46	NUM
fumecheng-13166	464	2	-	-	SYM
fumecheng-13166	464	3	55	55	NUM
fumecheng-13166	464	4	.	.	PUNCT
fumecheng-13166	465	1	5	5	NUM
fumecheng-13166	465	2	.	.	X
fumecheng-13166	465	3	korovkinas	korovkinas	PROPN
fumecheng-13166	465	4	,	,	PUNCT
fumecheng-13166	465	5	k.	k.	PROPN
fumecheng-13166	465	6	,	,	PUNCT
fumecheng-13166	465	7	danėnas	danėnas	PROPN
fumecheng-13166	465	8	,	,	PUNCT
fumecheng-13166	465	9	p.	p.	NOUN
fumecheng-13166	465	10	,	,	PUNCT
fumecheng-13166	465	11	garšva	garšva	PROPN
fumecheng-13166	465	12	,	,	PUNCT
fumecheng-13166	465	13	g.	g.	PROPN
fumecheng-13166	465	14	,	,	PUNCT
fumecheng-13166	465	15	2020	2020	NUM
fumecheng-13166	465	16	,	,	PUNCT
fumecheng-13166	465	17	support	support	NOUN
fumecheng-13166	465	18	vector	vector	NOUN
fumecheng-13166	465	19	machine	machine	NOUN
fumecheng-13166	465	20	parameter	parameter	NOUN
fumecheng-13166	465	21	tuning	tuning	NOUN
fumecheng-13166	465	22	based	base	VERB
fumecheng-13166	465	23	on	on	ADP
fumecheng-13166	465	24	particle	particle	NOUN
fumecheng-13166	465	25	swarm	swarm	NOUN
fumecheng-13166	465	26	optimization	optimization	NOUN
fumecheng-13166	465	27	metaheuristic	metaheuristic	ADJ
fumecheng-13166	465	28	,	,	PUNCT
fumecheng-13166	465	29	nonlinear	nonlinear	ADJ
fumecheng-13166	465	30	analysis	analysis	NOUN
fumecheng-13166	465	31	:	:	PUNCT
fumecheng-13166	465	32	modelling	modelling	NOUN
fumecheng-13166	465	33	and	and	CCONJ
fumecheng-13166	465	34	control	control	NOUN
fumecheng-13166	465	35	,	,	PUNCT
fumecheng-13166	465	36	25(2	25(2	NUM
fumecheng-13166	465	37	)	)	PUNCT
fumecheng-13166	465	38	,	,	PUNCT
fumecheng-13166	466	1	pp	pp	ADP
fumecheng-13166	466	2	.	.	PUNCT
fumecheng-13166	467	1	266	266	NUM
fumecheng-13166	467	2	-	-	SYM
fumecheng-13166	467	3	281	281	NUM
fumecheng-13166	467	4	.	.	PUNCT
fumecheng-13166	468	1	6	6	NUM
fumecheng-13166	468	2	.	.	X
fumecheng-13166	468	3	ul	ul	PROPN
fumecheng-13166	468	4	haq	haq	PROPN
fumecheng-13166	468	5	,	,	PUNCT
fumecheng-13166	468	6	h.	h.	PROPN
fumecheng-13166	468	7	b.	b.	PROPN
fumecheng-13166	468	8	,	,	PUNCT
fumecheng-13166	468	9	younis	younis	PROPN
fumecheng-13166	468	10	,	,	PUNCT
fumecheng-13166	468	11	r.	r.	PROPN
fumecheng-13166	468	12	,	,	PUNCT
fumecheng-13166	468	13	ali	ali	PROPN
fumecheng-13166	468	14	,	,	PUNCT
fumecheng-13166	468	15	m.	m.	PROPN
fumecheng-13166	468	16	s.	s.	PROPN
fumecheng-13166	468	17	,	,	PUNCT
fumecheng-13166	468	18	2025	2025	NUM
fumecheng-13166	468	19	,	,	PUNCT
fumecheng-13166	468	20	towards	towards	ADP
fumecheng-13166	468	21	robust	robust	ADJ
fumecheng-13166	468	22	network	network	NOUN
fumecheng-13166	468	23	security	security	NOUN
fumecheng-13166	468	24	:	:	PUNCT
fumecheng-13166	468	25	evaluating	evaluate	VERB
fumecheng-13166	468	26	machine	machine	NOUN
fumecheng-13166	468	27	learning	learn	VERB
fumecheng-13166	468	28	algorithms	algorithm	NOUN
fumecheng-13166	468	29	for	for	ADP
fumecheng-13166	468	30	intrusion	intrusion	NOUN
fumecheng-13166	468	31	detection	detection	NOUN
fumecheng-13166	468	32	,	,	PUNCT
fumecheng-13166	468	33	decision	decision	NOUN
fumecheng-13166	468	34	making	make	VERB
fumecheng-13166	468	35	advances	advance	NOUN
fumecheng-13166	468	36	,	,	PUNCT
fumecheng-13166	468	37	3(1	3(1	NUM
fumecheng-13166	468	38	)	)	PUNCT
fumecheng-13166	468	39	,	,	PUNCT
fumecheng-13166	468	40	pp	pp	ADP
fumecheng-13166	468	41	.	.	PUNCT
fumecheng-13166	469	1	126	126	NUM
fumecheng-13166	469	2	-	-	SYM
fumecheng-13166	469	3	138	138	NUM
fumecheng-13166	469	4	.	.	PUNCT
fumecheng-13166	470	1	7	7	X
fumecheng-13166	470	2	.	.	X
fumecheng-13166	470	3	cong	cong	NOUN
fumecheng-13166	470	4	,	,	PUNCT
fumecheng-13166	470	5	y.	y.	PROPN
fumecheng-13166	470	6	,	,	PUNCT
fumecheng-13166	470	7	wang	wang	PROPN
fumecheng-13166	470	8	,	,	PUNCT
fumecheng-13166	470	9	j.	j.	PROPN
fumecheng-13166	470	10	,	,	PUNCT
fumecheng-13166	470	11	li	li	PROPN
fumecheng-13166	470	12	,	,	PUNCT
fumecheng-13166	470	13	x.	x.	NOUN
fumecheng-13166	470	14	,	,	PUNCT
fumecheng-13166	470	15	2016	2016	NUM
fumecheng-13166	470	16	,	,	PUNCT
fumecheng-13166	470	17	traffic	traffic	NOUN
fumecheng-13166	470	18	flow	flow	NOUN
fumecheng-13166	470	19	forecasting	forecasting	NOUN
fumecheng-13166	470	20	by	by	ADP
fumecheng-13166	470	21	a	a	DET
fumecheng-13166	470	22	least	least	ADJ
fumecheng-13166	470	23	squares	square	NOUN
fumecheng-13166	470	24	support	support	NOUN
fumecheng-13166	470	25	vector	vector	NOUN
fumecheng-13166	470	26	machine	machine	NOUN
fumecheng-13166	470	27	with	with	ADP
fumecheng-13166	470	28	a	a	DET
fumecheng-13166	470	29	fruit	fruit	NOUN
fumecheng-13166	470	30	fly	fly	NOUN
fumecheng-13166	470	31	optimization	optimization	NOUN
fumecheng-13166	470	32	algorithm	algorithm	NOUN
fumecheng-13166	470	33	,	,	PUNCT
fumecheng-13166	470	34	procedia	procedia	NOUN
fumecheng-13166	470	35	engineering	engineering	NOUN
fumecheng-13166	470	36	,	,	PUNCT
fumecheng-13166	470	37	137	137	NUM
fumecheng-13166	470	38	,	,	PUNCT
fumecheng-13166	470	39	pp	pp	ADJ
fumecheng-13166	470	40	.	.	PUNCT
fumecheng-13166	471	1	59	59	NUM
fumecheng-13166	471	2	-	-	SYM
fumecheng-13166	471	3	68	68	NUM
fumecheng-13166	471	4	.	.	NOUN
fumecheng-13166	472	1	8	8	NUM
fumecheng-13166	472	2	.	.	X
fumecheng-13166	473	1	mokhtarimousavi	mokhtarimousavi	PROPN
fumecheng-13166	473	2	,	,	PUNCT
fumecheng-13166	473	3	s.	s.	PROPN
fumecheng-13166	473	4	,	,	PUNCT
fumecheng-13166	473	5	anderson	anderson	PROPN
fumecheng-13166	473	6	,	,	PUNCT
fumecheng-13166	473	7	j.c	j.c	PROPN
fumecheng-13166	473	8	.	.	PROPN
fumecheng-13166	473	9	,	,	PUNCT
fumecheng-13166	473	10	azizinamini	azizinamini	PROPN
fumecheng-13166	473	11	,	,	PUNCT
fumecheng-13166	473	12	a.	a.	NOUN
fumecheng-13166	473	13	,	,	PUNCT
fumecheng-13166	473	14	hadi	hadi	PROPN
fumecheng-13166	473	15	,	,	PUNCT
fumecheng-13166	473	16	m.	m.	NOUN
fumecheng-13166	473	17	,	,	PUNCT
fumecheng-13166	473	18	2019	2019	NUM
fumecheng-13166	473	19	,	,	PUNCT
fumecheng-13166	473	20	improved	improve	VERB
fumecheng-13166	473	21	support	support	NOUN
fumecheng-13166	473	22	vector	vector	NOUN
fumecheng-13166	473	23	machine	machine	NOUN
fumecheng-13166	473	24	models	model	NOUN
fumecheng-13166	473	25	for	for	ADP
fumecheng-13166	473	26	work	work	NOUN
fumecheng-13166	473	27	zone	zone	NOUN
fumecheng-13166	473	28	crash	crash	NOUN
fumecheng-13166	473	29	injury	injury	NOUN
fumecheng-13166	473	30	severity	severity	NOUN
fumecheng-13166	473	31	prediction	prediction	NOUN
fumecheng-13166	473	32	and	and	CCONJ
fumecheng-13166	473	33	analysis	analysis	NOUN
fumecheng-13166	473	34	,	,	PUNCT
fumecheng-13166	473	35	transportation	transportation	NOUN
fumecheng-13166	473	36	research	research	NOUN
fumecheng-13166	473	37	record	record	NOUN
fumecheng-13166	473	38	,	,	PUNCT
fumecheng-13166	473	39	2673(11	2673(11	NUM
fumecheng-13166	473	40	)	)	PUNCT
fumecheng-13166	473	41	,	,	PUNCT
fumecheng-13166	473	42	pp	pp	ADP
fumecheng-13166	473	43	.	.	PUNCT
fumecheng-13166	473	44	680692	680692	NUM
fumecheng-13166	473	45	.	.	PUNCT
fumecheng-13166	474	1	9	9	X
fumecheng-13166	474	2	.	.	X
fumecheng-13166	474	3	elamrani	elamrani	PROPN
fumecheng-13166	474	4	abou	abou	PROPN
fumecheng-13166	474	5	elassad	elassad	PROPN
fumecheng-13166	474	6	,	,	PUNCT
fumecheng-13166	474	7	z.	z.	PROPN
fumecheng-13166	474	8	,	,	PUNCT
fumecheng-13166	474	9	mousannif	mousannif	PROPN
fumecheng-13166	474	10	,	,	PUNCT
fumecheng-13166	474	11	h.	h.	PROPN
fumecheng-13166	474	12	,	,	PUNCT
fumecheng-13166	474	13	al	al	PROPN
fumecheng-13166	474	14	moatassime	moatassime	PROPN
fumecheng-13166	474	15	,	,	PUNCT
fumecheng-13166	474	16	h.	h.	PROPN
fumecheng-13166	474	17	,	,	PUNCT
fumecheng-13166	474	18	2020	2020	NUM
fumecheng-13166	474	19	,	,	PUNCT
fumecheng-13166	474	20	class	class	NOUN
fumecheng-13166	474	21	-	-	PUNCT
fumecheng-13166	474	22	imbalanced	imbalance	VERB
fumecheng-13166	474	23	crash	crash	NOUN
fumecheng-13166	474	24	prediction	prediction	NOUN
fumecheng-13166	474	25	based	base	VERB
fumecheng-13166	474	26	on	on	ADP
fumecheng-13166	474	27	real	real	ADJ
fumecheng-13166	474	28	-	-	PUNCT
fumecheng-13166	474	29	time	time	NOUN
fumecheng-13166	474	30	traffic	traffic	NOUN
fumecheng-13166	474	31	and	and	CCONJ
fumecheng-13166	474	32	weather	weather	NOUN
fumecheng-13166	474	33	data	datum	NOUN
fumecheng-13166	474	34	:	:	PUNCT
fumecheng-13166	474	35	a	a	DET
fumecheng-13166	474	36	driving	drive	VERB
fumecheng-13166	474	37	simulator	simulator	NOUN
fumecheng-13166	474	38	study	study	NOUN
fumecheng-13166	474	39	,	,	PUNCT
fumecheng-13166	474	40	traffic	traffic	NOUN
fumecheng-13166	474	41	injury	injury	NOUN
fumecheng-13166	474	42	prevention	prevention	NOUN
fumecheng-13166	474	43	,	,	PUNCT
fumecheng-13166	474	44	21(3	21(3	NUM
fumecheng-13166	474	45	)	)	PUNCT
fumecheng-13166	474	46	,	,	PUNCT
fumecheng-13166	474	47	pp	pp	PROPN
fumecheng-13166	474	48	.	.	PUNCT
fumecheng-13166	475	1	201	201	NUM
fumecheng-13166	475	2	-	-	SYM
fumecheng-13166	475	3	208	208	NUM
fumecheng-13166	475	4	.	.	PUNCT
fumecheng-13166	476	1	10	10	NUM
fumecheng-13166	476	2	.	.	X
fumecheng-13166	477	1	baig	baig	PROPN
fumecheng-13166	477	2	,	,	PUNCT
fumecheng-13166	477	3	m.	m.	PROPN
fumecheng-13166	477	4	h.	h.	PROPN
fumecheng-13166	477	5	m.	m.	PROPN
fumecheng-13166	477	6	,	,	PUNCT
fumecheng-13166	477	7	ul	ul	PROPN
fumecheng-13166	477	8	haq	haq	PROPN
fumecheng-13166	477	9	,	,	PUNCT
fumecheng-13166	477	10	h.	h.	PROPN
fumecheng-13166	477	11	b.	b.	PROPN
fumecheng-13166	477	12	,	,	PUNCT
fumecheng-13166	477	13	habib	habib	PROPN
fumecheng-13166	477	14	,	,	PUNCT
fumecheng-13166	477	15	w.	w.	PROPN
fumecheng-13166	477	16	,	,	PUNCT
fumecheng-13166	477	17	2024	2024	NUM
fumecheng-13166	477	18	,	,	PUNCT
fumecheng-13166	477	19	a	a	DET
fumecheng-13166	477	20	comparative	comparative	ADJ
fumecheng-13166	477	21	analysis	analysis	NOUN
fumecheng-13166	477	22	of	of	ADP
fumecheng-13166	477	23	aes	aes	PROPN
fumecheng-13166	477	24	,	,	PUNCT
fumecheng-13166	477	25	rsa	rsa	PROPN
fumecheng-13166	477	26	,	,	PUNCT
fumecheng-13166	477	27	and	and	CCONJ
fumecheng-13166	477	28	3des	3des	NUM
fumecheng-13166	477	29	encryption	encryption	NOUN
fumecheng-13166	477	30	standards	standard	NOUN
fumecheng-13166	477	31	based	base	VERB
fumecheng-13166	477	32	on	on	ADP
fumecheng-13166	477	33	speed	speed	NOUN
fumecheng-13166	477	34	and	and	CCONJ
fumecheng-13166	477	35	performance	performance	NOUN
fumecheng-13166	477	36	,	,	PUNCT
fumecheng-13166	477	37	management	management	NOUN
fumecheng-13166	477	38	science	science	NOUN
fumecheng-13166	477	39	advances	advance	NOUN
fumecheng-13166	477	40	,	,	PUNCT
fumecheng-13166	477	41	1(1	1(1	NUM
fumecheng-13166	477	42	)	)	PUNCT
fumecheng-13166	477	43	,	,	PUNCT
fumecheng-13166	477	44	pp	pp	PROPN
fumecheng-13166	477	45	.	.	PUNCT
fumecheng-13166	478	1	20	20	NUM
fumecheng-13166	478	2	-	-	SYM
fumecheng-13166	478	3	30	30	NUM
fumecheng-13166	478	4	.	.	PUNCT
fumecheng-13166	479	1	11	11	NUM
fumecheng-13166	479	2	.	.	PUNCT
fumecheng-13166	480	1	sipos	sipos	NOUN
fumecheng-13166	480	2	,	,	PUNCT
fumecheng-13166	480	3	t.	t.	PROPN
fumecheng-13166	480	4	,	,	PUNCT
fumecheng-13166	480	5	afework	afework	NOUN
fumecheng-13166	480	6	mekonnen	mekonnen	PROPN
fumecheng-13166	480	7	,	,	PUNCT
fumecheng-13166	480	8	a.	a.	NOUN
fumecheng-13166	480	9	,	,	PUNCT
fumecheng-13166	480	10	szabó	szabó	PROPN
fumecheng-13166	480	11	,	,	PUNCT
fumecheng-13166	480	12	z.	z.	PROPN
fumecheng-13166	480	13	,	,	PUNCT
fumecheng-13166	480	14	2021	2021	NUM
fumecheng-13166	480	15	,	,	PUNCT
fumecheng-13166	480	16	spatial	spatial	ADJ
fumecheng-13166	480	17	econometric	econometric	ADJ
fumecheng-13166	480	18	analysis	analysis	NOUN
fumecheng-13166	480	19	of	of	ADP
fumecheng-13166	480	20	road	road	NOUN
fumecheng-13166	480	21	traffic	traffic	NOUN
fumecheng-13166	480	22	crashes	crash	NOUN
fumecheng-13166	480	23	,	,	PUNCT
fumecheng-13166	480	24	sustainability	sustainability	NOUN
fumecheng-13166	480	25	,	,	PUNCT
fumecheng-13166	480	26	13(5	13(5	NUM
fumecheng-13166	480	27	)	)	PUNCT
fumecheng-13166	480	28	,	,	PUNCT
fumecheng-13166	480	29	2492	2492	NUM
fumecheng-13166	480	30	.	.	PUNCT
fumecheng-13166	481	1	12	12	NUM
fumecheng-13166	481	2	.	.	PUNCT
fumecheng-13166	482	1	lord	lord	PROPN
fumecheng-13166	482	2	,	,	PUNCT
fumecheng-13166	482	3	d.	d.	PROPN
fumecheng-13166	482	4	,	,	PUNCT
fumecheng-13166	482	5	mannering	mannere	VERB
fumecheng-13166	482	6	,	,	PUNCT
fumecheng-13166	482	7	f.	f.	PROPN
fumecheng-13166	482	8	,	,	PUNCT
fumecheng-13166	482	9	2010	2010	NUM
fumecheng-13166	482	10	,	,	PUNCT
fumecheng-13166	482	11	the	the	DET
fumecheng-13166	482	12	statistical	statistical	ADJ
fumecheng-13166	482	13	analysis	analysis	NOUN
fumecheng-13166	482	14	of	of	ADP
fumecheng-13166	482	15	crash	crash	NOUN
fumecheng-13166	482	16	-	-	PUNCT
fumecheng-13166	482	17	frequency	frequency	NOUN
fumecheng-13166	482	18	data	datum	NOUN
fumecheng-13166	482	19	:	:	PUNCT
fumecheng-13166	482	20	a	a	DET
fumecheng-13166	482	21	review	review	NOUN
fumecheng-13166	482	22	and	and	CCONJ
fumecheng-13166	482	23	assessment	assessment	NOUN
fumecheng-13166	482	24	of	of	ADP
fumecheng-13166	482	25	methodological	methodological	ADJ
fumecheng-13166	482	26	alternatives	alternative	NOUN
fumecheng-13166	482	27	,	,	PUNCT
fumecheng-13166	482	28	transportation	transportation	NOUN
fumecheng-13166	482	29	research	research	NOUN
fumecheng-13166	482	30	part	part	NOUN
fumecheng-13166	482	31	a	a	DET
fumecheng-13166	482	32	:	:	PUNCT
fumecheng-13166	482	33	policy	policy	NOUN
fumecheng-13166	482	34	and	and	CCONJ
fumecheng-13166	482	35	practice	practice	NOUN
fumecheng-13166	482	36	,	,	PUNCT
fumecheng-13166	482	37	44(5	44(5	NOUN
fumecheng-13166	482	38	)	)	PUNCT
fumecheng-13166	482	39	,	,	PUNCT
fumecheng-13166	482	40	pp	pp	PROPN
fumecheng-13166	482	41	.	.	PUNCT
fumecheng-13166	482	42	291	291	NUM
fumecheng-13166	482	43	-	-	SYM
fumecheng-13166	482	44	305	305	NUM
fumecheng-13166	482	45	.	.	PUNCT
fumecheng-13166	482	46	13	13	NUM
fumecheng-13166	482	47	.	.	PUNCT
fumecheng-13166	483	1	vedagiri	vedagiri	ADV
fumecheng-13166	483	2	,	,	PUNCT
fumecheng-13166	483	3	p.	p.	PROPN
fumecheng-13166	483	4	,	,	PUNCT
fumecheng-13166	483	5	killi	killi	PROPN
fumecheng-13166	483	6	,	,	PUNCT
fumecheng-13166	483	7	d.v	d.v	PROPN
fumecheng-13166	483	8	.	.	PROPN
fumecheng-13166	483	9	,	,	PUNCT
fumecheng-13166	483	10	2015	2015	NUM
fumecheng-13166	483	11	,	,	PUNCT
fumecheng-13166	483	12	traffic	traffic	NOUN
fumecheng-13166	483	13	safety	safety	NOUN
fumecheng-13166	483	14	evaluation	evaluation	NOUN
fumecheng-13166	483	15	of	of	ADP
fumecheng-13166	483	16	uncontrolled	uncontrolled	ADJ
fumecheng-13166	483	17	intersections	intersection	NOUN
fumecheng-13166	483	18	using	use	VERB
fumecheng-13166	483	19	surrogate	surrogate	ADJ
fumecheng-13166	483	20	safety	safety	NOUN
fumecheng-13166	483	21	measures	measure	NOUN
fumecheng-13166	483	22	under	under	ADP
fumecheng-13166	483	23	mixed	mixed	ADJ
fumecheng-13166	483	24	traffic	traffic	NOUN
fumecheng-13166	483	25	conditions	condition	NOUN
fumecheng-13166	483	26	,	,	PUNCT
fumecheng-13166	483	27	transportation	transportation	NOUN
fumecheng-13166	483	28	research	research	NOUN
fumecheng-13166	483	29	record	record	NOUN
fumecheng-13166	483	30	,	,	PUNCT
fumecheng-13166	483	31	2512(1	2512(1	NUM
fumecheng-13166	483	32	)	)	PUNCT
fumecheng-13166	483	33	,	,	PUNCT
fumecheng-13166	483	34	pp	pp	PROPN
fumecheng-13166	483	35	.	.	PUNCT
fumecheng-13166	484	1	81	81	NUM
fumecheng-13166	484	2	-	-	SYM
fumecheng-13166	484	3	89	89	NUM
fumecheng-13166	484	4	.	.	PUNCT
fumecheng-13166	485	1	14	14	NUM
fumecheng-13166	485	2	.	.	PUNCT
fumecheng-13166	486	1	sawalha	sawalha	NOUN
fumecheng-13166	486	2	,	,	PUNCT
fumecheng-13166	486	3	z.	z.	PROPN
fumecheng-13166	486	4	,	,	PUNCT
fumecheng-13166	486	5	sayed	say	VERB
fumecheng-13166	486	6	,	,	PUNCT
fumecheng-13166	486	7	t.	t.	PROPN
fumecheng-13166	486	8	,	,	PUNCT
fumecheng-13166	486	9	2001	2001	NUM
fumecheng-13166	486	10	,	,	PUNCT
fumecheng-13166	486	11	evaluating	evaluate	VERB
fumecheng-13166	486	12	safety	safety	NOUN
fumecheng-13166	486	13	of	of	ADP
fumecheng-13166	486	14	urban	urban	ADJ
fumecheng-13166	486	15	arterial	arterial	ADJ
fumecheng-13166	486	16	roadways	roadway	NOUN
fumecheng-13166	486	17	,	,	PUNCT
fumecheng-13166	486	18	journal	journal	NOUN
fumecheng-13166	486	19	of	of	ADP
fumecheng-13166	486	20	transportation	transportation	NOUN
fumecheng-13166	486	21	engineering	engineering	NOUN
fumecheng-13166	486	22	,	,	PUNCT
fumecheng-13166	486	23	127(2	127(2	NUM
fumecheng-13166	486	24	)	)	PUNCT
fumecheng-13166	486	25	,	,	PUNCT
fumecheng-13166	487	1	pp	pp	PROPN
fumecheng-13166	487	2	.	.	PUNCT
fumecheng-13166	488	1	151	151	NUM
fumecheng-13166	488	2	-	-	SYM
fumecheng-13166	488	3	158	158	NUM
fumecheng-13166	488	4	.	.	PUNCT
fumecheng-13166	489	1	15	15	NUM
fumecheng-13166	489	2	.	.	PUNCT
fumecheng-13166	490	1	dell’acqua	dell’acqua	NOUN
fumecheng-13166	490	2	,	,	PUNCT
fumecheng-13166	490	3	g.	g.	PROPN
fumecheng-13166	490	4	,	,	PUNCT
fumecheng-13166	490	5	russo	russo	PROPN
fumecheng-13166	490	6	,	,	PUNCT
fumecheng-13166	490	7	f.	f.	PROPN
fumecheng-13166	490	8	,	,	PUNCT
fumecheng-13166	490	9	2011	2011	NUM
fumecheng-13166	490	10	,	,	PUNCT
fumecheng-13166	490	11	safety	safety	NOUN
fumecheng-13166	490	12	performance	performance	NOUN
fumecheng-13166	490	13	functions	function	NOUN
fumecheng-13166	490	14	for	for	ADP
fumecheng-13166	490	15	low	low	ADJ
fumecheng-13166	490	16	-	-	PUNCT
fumecheng-13166	490	17	volume	volume	NOUN
fumecheng-13166	490	18	roads	road	NOUN
fumecheng-13166	490	19	,	,	PUNCT
fumecheng-13166	490	20	the	the	DET
fumecheng-13166	490	21	baltic	baltic	ADJ
fumecheng-13166	490	22	journal	journal	PROPN
fumecheng-13166	490	23	of	of	ADP
fumecheng-13166	490	24	road	road	NOUN
fumecheng-13166	490	25	and	and	CCONJ
fumecheng-13166	490	26	bridge	bridge	NOUN
fumecheng-13166	490	27	engineering	engineering	NOUN
fumecheng-13166	490	28	,	,	PUNCT
fumecheng-13166	490	29	6(4	6(4	NUM
fumecheng-13166	490	30	)	)	PUNCT
fumecheng-13166	490	31	,	,	PUNCT
fumecheng-13166	490	32	pp	pp	PROPN
fumecheng-13166	490	33	.	.	PUNCT
fumecheng-13166	491	1	225	225	NUM
fumecheng-13166	491	2	-	-	SYM
fumecheng-13166	491	3	234	234	NUM
fumecheng-13166	491	4	.	.	PUNCT
fumecheng-13166	492	1	16	16	NUM
fumecheng-13166	492	2	.	.	PUNCT
fumecheng-13166	493	1	li	li	PROPN
fumecheng-13166	493	2	,	,	PUNCT
fumecheng-13166	493	3	l.	l.	PROPN
fumecheng-13166	493	4	,	,	PUNCT
fumecheng-13166	493	5	shrestha	shrestha	PROPN
fumecheng-13166	493	6	,	,	PUNCT
fumecheng-13166	493	7	s.	s.	PROPN
fumecheng-13166	493	8	,	,	PUNCT
fumecheng-13166	493	9	hu	hu	PROPN
fumecheng-13166	493	10	,	,	PUNCT
fumecheng-13166	493	11	g.	g.	PROPN
fumecheng-13166	493	12	,	,	PUNCT
fumecheng-13166	493	13	2017	2017	NUM
fumecheng-13166	493	14	,	,	PUNCT
fumecheng-13166	493	15	june	june	PROPN
fumecheng-13166	493	16	,	,	PUNCT
fumecheng-13166	493	17	analysis	analysis	NOUN
fumecheng-13166	493	18	of	of	ADP
fumecheng-13166	493	19	road	road	NOUN
fumecheng-13166	493	20	traffic	traffic	NOUN
fumecheng-13166	493	21	fatal	fatal	ADJ
fumecheng-13166	493	22	accidents	accident	NOUN
fumecheng-13166	493	23	using	use	VERB
fumecheng-13166	493	24	data	datum	NOUN
fumecheng-13166	493	25	mining	mining	NOUN
fumecheng-13166	493	26	techniques	technique	NOUN
fumecheng-13166	493	27	,	,	PUNCT
fumecheng-13166	493	28	in	in	ADP
fumecheng-13166	493	29	2017	2017	NUM
fumecheng-13166	493	30	ieee	ieee	NOUN
fumecheng-13166	493	31	15th	15th	ADJ
fumecheng-13166	493	32	international	international	ADJ
fumecheng-13166	493	33	conference	conference	NOUN
fumecheng-13166	493	34	on	on	ADP
fumecheng-13166	493	35	software	software	NOUN
fumecheng-13166	493	36	engineering	engineering	NOUN
fumecheng-13166	493	37	research	research	NOUN
fumecheng-13166	493	38	,	,	PUNCT
fumecheng-13166	493	39	management	management	NOUN
fumecheng-13166	493	40	and	and	CCONJ
fumecheng-13166	493	41	applications	application	NOUN
fumecheng-13166	493	42	(	(	PUNCT
fumecheng-13166	493	43	sera	sera	NOUN
fumecheng-13166	493	44	)	)	PUNCT
fumecheng-13166	493	45	,	,	PUNCT
fumecheng-13166	493	46	pp	pp	PROPN
fumecheng-13166	493	47	.	.	PUNCT
fumecheng-13166	494	1	363	363	NUM
fumecheng-13166	494	2	-	-	SYM
fumecheng-13166	494	3	370	370	NUM
fumecheng-13166	494	4	.	.	PUNCT
fumecheng-13166	495	1	17	17	NUM
fumecheng-13166	495	2	.	.	PUNCT
fumecheng-13166	496	1	pourroostaei	pourroostaei	PROPN
fumecheng-13166	496	2	ardakani	ardakani	PROPN
fumecheng-13166	496	3	,	,	PUNCT
fumecheng-13166	496	4	s.	s.	PROPN
fumecheng-13166	496	5	,	,	PUNCT
fumecheng-13166	496	6	liang	liang	PROPN
fumecheng-13166	496	7	,	,	PUNCT
fumecheng-13166	496	8	x.	x.	PROPN
fumecheng-13166	496	9	,	,	PUNCT
fumecheng-13166	496	10	mengistu	mengistu	PROPN
fumecheng-13166	496	11	,	,	PUNCT
fumecheng-13166	496	12	k.t	k.t	PROPN
fumecheng-13166	496	13	.	.	PROPN
fumecheng-13166	496	14	,	,	PUNCT
fumecheng-13166	497	1	so	so	ADV
fumecheng-13166	497	2	,	,	PUNCT
fumecheng-13166	497	3	r.s	r.s	PROPN
fumecheng-13166	497	4	.	.	PROPN
fumecheng-13166	497	5	,	,	PUNCT
fumecheng-13166	497	6	wei	wei	PROPN
fumecheng-13166	497	7	,	,	PUNCT
fumecheng-13166	497	8	x.	x.	PROPN
fumecheng-13166	497	9	,	,	PUNCT
fumecheng-13166	497	10	he	he	PRON
fumecheng-13166	497	11	,	,	PUNCT
fumecheng-13166	497	12	b.	b.	PROPN
fumecheng-13166	497	13	,	,	PUNCT
fumecheng-13166	497	14	cheshmehzangi	cheshmehzangi	PROPN
fumecheng-13166	497	15	,	,	PUNCT
fumecheng-13166	497	16	a.	a.	NOUN
fumecheng-13166	497	17	,	,	PUNCT
fumecheng-13166	497	18	2023	2023	NUM
fumecheng-13166	497	19	,	,	PUNCT
fumecheng-13166	497	20	road	road	NOUN
fumecheng-13166	497	21	car	car	NOUN
fumecheng-13166	497	22	accident	accident	NOUN
fumecheng-13166	497	23	prediction	prediction	NOUN
fumecheng-13166	497	24	using	use	VERB
fumecheng-13166	497	25	a	a	DET
fumecheng-13166	497	26	machine	machine	NOUN
fumecheng-13166	497	27	-	-	PUNCT
fumecheng-13166	497	28	learning	learning	NOUN
fumecheng-13166	497	29	-	-	PUNCT
fumecheng-13166	497	30	enabled	enable	VERB
fumecheng-13166	497	31	data	datum	NOUN
fumecheng-13166	497	32	analysis	analysis	NOUN
fumecheng-13166	497	33	,	,	PUNCT
fumecheng-13166	497	34	sustainability	sustainability	NOUN
fumecheng-13166	497	35	,	,	PUNCT
fumecheng-13166	497	36	15(7	15(7	NUM
fumecheng-13166	497	37	)	)	PUNCT
fumecheng-13166	497	38	,	,	PUNCT
fumecheng-13166	497	39	5939	5939	NUM
fumecheng-13166	497	40	.	.	PUNCT
fumecheng-13166	498	1	18	18	NUM
fumecheng-13166	498	2	.	.	X
fumecheng-13166	498	3	wang	wang	PROPN
fumecheng-13166	498	4	,	,	PUNCT
fumecheng-13166	498	5	s.	s.	PROPN
fumecheng-13166	498	6	,	,	PUNCT
fumecheng-13166	498	7	zhang	zhang	PROPN
fumecheng-13166	498	8	,	,	PUNCT
fumecheng-13166	498	9	j.	j.	PROPN
fumecheng-13166	498	10	,	,	PUNCT
fumecheng-13166	498	11	li	li	PROPN
fumecheng-13166	498	12	,	,	PUNCT
fumecheng-13166	498	13	j.	j.	PROPN
fumecheng-13166	498	14	,	,	PUNCT
fumecheng-13166	498	15	miao	miao	PROPN
fumecheng-13166	498	16	,	,	PUNCT
fumecheng-13166	498	17	h.	h.	PROPN
fumecheng-13166	498	18	,	,	PUNCT
fumecheng-13166	498	19	cao	cao	PROPN
fumecheng-13166	498	20	,	,	PUNCT
fumecheng-13166	498	21	j.	j.	PROPN
fumecheng-13166	498	22	,	,	PUNCT
fumecheng-13166	498	23	2021	2021	NUM
fumecheng-13166	498	24	,	,	PUNCT
fumecheng-13166	498	25	traffic	traffic	NOUN
fumecheng-13166	498	26	accident	accident	NOUN
fumecheng-13166	498	27	risk	risk	NOUN
fumecheng-13166	498	28	prediction	prediction	NOUN
fumecheng-13166	498	29	via	via	ADP
fumecheng-13166	498	30	multi	multi	ADJ
fumecheng-13166	498	31	-	-	ADJ
fumecheng-13166	498	32	view	view	ADJ
fumecheng-13166	498	33	multi	multi	ADJ
fumecheng-13166	498	34	-	-	ADJ
fumecheng-13166	498	35	task	task	ADJ
fumecheng-13166	498	36	spatio	spatio	PROPN
fumecheng-13166	498	37	-	-	PUNCT
fumecheng-13166	498	38	temporal	temporal	ADJ
fumecheng-13166	498	39	networks	network	NOUN
fumecheng-13166	498	40	,	,	PUNCT
fumecheng-13166	498	41	ieee	ieee	NOUN
fumecheng-13166	498	42	transactions	transaction	NOUN
fumecheng-13166	498	43	on	on	ADP
fumecheng-13166	498	44	knowledge	knowledge	NOUN
fumecheng-13166	498	45	and	and	CCONJ
fumecheng-13166	498	46	data	datum	NOUN
fumecheng-13166	498	47	engineering	engineering	NOUN
fumecheng-13166	498	48	,	,	PUNCT
fumecheng-13166	498	49	35(12	35(12	NUM
fumecheng-13166	498	50	)	)	PUNCT
fumecheng-13166	498	51	,	,	PUNCT
fumecheng-13166	498	52	pp	pp	ADJ
fumecheng-13166	498	53	.	.	PUNCT
fumecheng-13166	498	54	12323	12323	NUM
fumecheng-13166	498	55	-	-	SYM
fumecheng-13166	498	56	12336	12336	NUM
fumecheng-13166	498	57	.	.	PUNCT
fumecheng-13166	499	1	19	19	NUM
fumecheng-13166	499	2	.	.	PUNCT
fumecheng-13166	499	3	guido	guido	PROPN
fumecheng-13166	499	4	,	,	PUNCT
fumecheng-13166	499	5	g.	g.	PROPN
fumecheng-13166	499	6	,	,	PUNCT
fumecheng-13166	499	7	shaffiee	shaffiee	PROPN
fumecheng-13166	499	8	haghshenas	haghshena	NOUN
fumecheng-13166	499	9	,	,	PUNCT
fumecheng-13166	499	10	s.	s.	PROPN
fumecheng-13166	499	11	,	,	PUNCT
fumecheng-13166	499	12	shaffiee	shaffiee	PROPN
fumecheng-13166	499	13	haghshenas	haghshena	NOUN
fumecheng-13166	499	14	,	,	PUNCT
fumecheng-13166	499	15	s.	s.	PROPN
fumecheng-13166	499	16	,	,	PUNCT
fumecheng-13166	499	17	vitale	vitale	PROPN
fumecheng-13166	499	18	,	,	PUNCT
fumecheng-13166	499	19	a.	a.	PROPN
fumecheng-13166	499	20	,	,	PUNCT
fumecheng-13166	499	21	astarita	astarita	PROPN
fumecheng-13166	499	22	,	,	PUNCT
fumecheng-13166	499	23	v.	v.	ADP
fumecheng-13166	499	24	,	,	PUNCT
fumecheng-13166	499	25	2022	2022	NUM
fumecheng-13166	499	26	,	,	PUNCT
fumecheng-13166	499	27	application	application	NOUN
fumecheng-13166	499	28	of	of	ADP
fumecheng-13166	499	29	feature	feature	NOUN
fumecheng-13166	499	30	selection	selection	NOUN
fumecheng-13166	499	31	approaches	approach	NOUN
fumecheng-13166	499	32	for	for	ADP
fumecheng-13166	499	33	prioritizing	prioritize	VERB
fumecheng-13166	499	34	and	and	CCONJ
fumecheng-13166	499	35	evaluating	evaluate	VERB
fumecheng-13166	499	36	the	the	DET
fumecheng-13166	499	37	potential	potential	ADJ
fumecheng-13166	499	38	factors	factor	NOUN
fumecheng-13166	499	39	for	for	ADP
fumecheng-13166	499	40	safety	safety	NOUN
fumecheng-13166	499	41	management	management	NOUN
fumecheng-13166	499	42	in	in	ADP
fumecheng-13166	499	43	transportation	transportation	NOUN
fumecheng-13166	499	44	systems	system	NOUN
fumecheng-13166	499	45	,	,	PUNCT
fumecheng-13166	499	46	computers	computer	NOUN
fumecheng-13166	499	47	,	,	PUNCT
fumecheng-13166	499	48	11(10	11(10	NUM
fumecheng-13166	499	49	)	)	PUNCT
fumecheng-13166	499	50	,	,	PUNCT
fumecheng-13166	499	51	145	145	NUM
fumecheng-13166	499	52	.	.	NOUN
fumecheng-13166	499	53	20	20	NUM
fumecheng-13166	499	54	.	.	PUNCT
fumecheng-13166	500	1	deretić	deretić	NOUN
fumecheng-13166	500	2	,	,	PUNCT
fumecheng-13166	500	3	n.	n.	NOUN
fumecheng-13166	500	4	,	,	PUNCT
fumecheng-13166	500	5	stanimirović	stanimirović	PROPN
fumecheng-13166	500	6	,	,	PUNCT
fumecheng-13166	500	7	d.	d.	PROPN
fumecheng-13166	500	8	,	,	PUNCT
fumecheng-13166	500	9	awadh	awadh	NOUN
fumecheng-13166	500	10	,	,	PUNCT
fumecheng-13166	500	11	m.a	m.a	PROPN
fumecheng-13166	500	12	.	.	PROPN
fumecheng-13166	500	13	,	,	PUNCT
fumecheng-13166	500	14	vujanović	vujanović	NOUN
fumecheng-13166	500	15	,	,	PUNCT
fumecheng-13166	500	16	n.	n.	NOUN
fumecheng-13166	500	17	,	,	PUNCT
fumecheng-13166	500	18	djukić	djukić	PROPN
fumecheng-13166	500	19	,	,	PUNCT
fumecheng-13166	500	20	a.	a.	NOUN
fumecheng-13166	500	21	,	,	PUNCT
fumecheng-13166	500	22	2022	2022	NUM
fumecheng-13166	500	23	,	,	PUNCT
fumecheng-13166	500	24	sarima	sarima	NOUN
fumecheng-13166	500	25	modelling	modelling	NOUN
fumecheng-13166	500	26	approach	approach	NOUN
fumecheng-13166	500	27	for	for	ADP
fumecheng-13166	500	28	forecasting	forecasting	NOUN
fumecheng-13166	500	29	of	of	ADP
fumecheng-13166	500	30	traffic	traffic	NOUN
fumecheng-13166	500	31	accidents	accident	NOUN
fumecheng-13166	500	32	,	,	PUNCT
fumecheng-13166	500	33	sustainability	sustainability	NOUN
fumecheng-13166	500	34	,	,	PUNCT
fumecheng-13166	500	35	14(8	14(8	NUM
fumecheng-13166	500	36	)	)	PUNCT
fumecheng-13166	500	37	,	,	PUNCT
fumecheng-13166	500	38	4403	4403	NUM
fumecheng-13166	500	39	.	.	PUNCT
fumecheng-13166	501	1	21	21	NUM
fumecheng-13166	501	2	.	.	X
fumecheng-13166	501	3	dimitrijevic	dimitrijevic	PROPN
fumecheng-13166	501	4	,	,	PUNCT
fumecheng-13166	501	5	b.	b.	PROPN
fumecheng-13166	501	6	,	,	PUNCT
fumecheng-13166	501	7	khales	khales	PROPN
fumecheng-13166	501	8	,	,	PUNCT
fumecheng-13166	501	9	s.d	s.d	PROPN
fumecheng-13166	501	10	.	.	PROPN
fumecheng-13166	501	11	,	,	PUNCT
fumecheng-13166	501	12	asadi	asadi	PROPN
fumecheng-13166	501	13	,	,	PUNCT
fumecheng-13166	501	14	r.	r.	PROPN
fumecheng-13166	501	15	,	,	PUNCT
fumecheng-13166	501	16	lee	lee	PROPN
fumecheng-13166	501	17	,	,	PUNCT
fumecheng-13166	501	18	j.	j.	PROPN
fumecheng-13166	501	19	,	,	PUNCT
fumecheng-13166	501	20	2022	2022	NUM
fumecheng-13166	501	21	,	,	PUNCT
fumecheng-13166	501	22	short	short	ADJ
fumecheng-13166	501	23	-	-	PUNCT
fumecheng-13166	501	24	term	term	NOUN
fumecheng-13166	501	25	segment	segment	NOUN
fumecheng-13166	501	26	-	-	PUNCT
fumecheng-13166	501	27	level	level	NOUN
fumecheng-13166	501	28	crash	crash	NOUN
fumecheng-13166	501	29	risk	risk	NOUN
fumecheng-13166	501	30	prediction	prediction	NOUN
fumecheng-13166	501	31	using	use	VERB
fumecheng-13166	501	32	advanced	advanced	ADJ
fumecheng-13166	501	33	data	datum	NOUN
fumecheng-13166	501	34	modeling	modeling	NOUN
fumecheng-13166	501	35	with	with	ADP
fumecheng-13166	501	36	proactive	proactive	ADJ
fumecheng-13166	501	37	and	and	CCONJ
fumecheng-13166	501	38	reactive	reactive	ADJ
fumecheng-13166	501	39	crash	crash	NOUN
fumecheng-13166	501	40	data	datum	NOUN
fumecheng-13166	501	41	,	,	PUNCT
fumecheng-13166	501	42	applied	apply	VERB
fumecheng-13166	501	43	sciences	science	NOUN
fumecheng-13166	501	44	,	,	PUNCT
fumecheng-13166	501	45	12(2	12(2	NUM
fumecheng-13166	501	46	)	)	PUNCT
fumecheng-13166	501	47	,	,	PUNCT
fumecheng-13166	501	48	856	856	NUM
fumecheng-13166	501	49	.	.	NOUN
fumecheng-13166	502	1	22	22	NUM
fumecheng-13166	502	2	.	.	PUNCT
fumecheng-13166	503	1	danesh	danesh	PROPN
fumecheng-13166	503	2	,	,	PUNCT
fumecheng-13166	503	3	a.	a.	NOUN
fumecheng-13166	503	4	,	,	PUNCT
fumecheng-13166	503	5	ehsani	ehsani	ADJ
fumecheng-13166	503	6	,	,	PUNCT
fumecheng-13166	503	7	m.	m.	NOUN
fumecheng-13166	503	8	,	,	PUNCT
fumecheng-13166	503	9	moghadas	moghadas	PROPN
fumecheng-13166	503	10	nejad	nejad	PROPN
fumecheng-13166	503	11	,	,	PUNCT
fumecheng-13166	503	12	f.	f.	PROPN
fumecheng-13166	503	13	,	,	PUNCT
fumecheng-13166	503	14	zakeri	zakeri	PROPN
fumecheng-13166	503	15	,	,	PUNCT
fumecheng-13166	503	16	h.	h.	PROPN
fumecheng-13166	503	17	,	,	PUNCT
fumecheng-13166	503	18	2022	2022	NUM
fumecheng-13166	503	19	,	,	PUNCT
fumecheng-13166	503	20	prediction	prediction	NOUN
fumecheng-13166	503	21	model	model	NOUN
fumecheng-13166	503	22	of	of	ADP
fumecheng-13166	503	23	crash	crash	NOUN
fumecheng-13166	503	24	severity	severity	NOUN
fumecheng-13166	503	25	in	in	ADP
fumecheng-13166	503	26	imbalanced	imbalanced	ADJ
fumecheng-13166	503	27	dataset	dataset	NOUN
fumecheng-13166	503	28	using	use	VERB
fumecheng-13166	503	29	data	datum	NOUN
fumecheng-13166	503	30	leveling	leveling	NOUN
fumecheng-13166	503	31	methods	method	NOUN
fumecheng-13166	503	32	and	and	CCONJ
fumecheng-13166	503	33	metaheuristic	metaheuristic	ADJ
fumecheng-13166	503	34	optimization	optimization	NOUN
fumecheng-13166	503	35	algorithms	algorithm	NOUN
fumecheng-13166	503	36	,	,	PUNCT
fumecheng-13166	503	37	international	international	ADJ
fumecheng-13166	503	38	journal	journal	NOUN
fumecheng-13166	503	39	of	of	ADP
fumecheng-13166	503	40	crashworthiness	crashworthiness	NOUN
fumecheng-13166	503	41	,	,	PUNCT
fumecheng-13166	503	42	27(6	27(6	NUM
fumecheng-13166	503	43	)	)	PUNCT
fumecheng-13166	503	44	,	,	PUNCT
fumecheng-13166	503	45	pp	pp	PROPN
fumecheng-13166	503	46	.	.	PUNCT
fumecheng-13166	503	47	1869	1869	NUM
fumecheng-13166	503	48	-	-	SYM
fumecheng-13166	503	49	1882	1882	NUM
fumecheng-13166	503	50	.	.	PUNCT
fumecheng-13166	504	1	23	23	NUM
fumecheng-13166	504	2	.	.	X
fumecheng-13166	504	3	dong	dong	PROPN
fumecheng-13166	504	4	,	,	PUNCT
fumecheng-13166	504	5	c.	c.	PROPN
fumecheng-13166	504	6	,	,	PUNCT
fumecheng-13166	504	7	xie	xie	PROPN
fumecheng-13166	504	8	,	,	PUNCT
fumecheng-13166	504	9	k.	k.	PROPN
fumecheng-13166	504	10	,	,	PUNCT
fumecheng-13166	504	11	sun	sun	PROPN
fumecheng-13166	504	12	,	,	PUNCT
fumecheng-13166	504	13	x.	x.	PROPN
fumecheng-13166	504	14	,	,	PUNCT
fumecheng-13166	504	15	lyu	lyu	NOUN
fumecheng-13166	504	16	,	,	PUNCT
fumecheng-13166	504	17	m.	m.	NOUN
fumecheng-13166	504	18	,	,	PUNCT
fumecheng-13166	504	19	yue	yue	PROPN
fumecheng-13166	504	20	,	,	PUNCT
fumecheng-13166	504	21	h.	h.	PROPN
fumecheng-13166	504	22	,	,	PUNCT
fumecheng-13166	504	23	2019	2019	NUM
fumecheng-13166	504	24	,	,	PUNCT
fumecheng-13166	504	25	roadway	roadway	NOUN
fumecheng-13166	504	26	traffic	traffic	NOUN
fumecheng-13166	504	27	crash	crash	NOUN
fumecheng-13166	504	28	prediction	prediction	NOUN
fumecheng-13166	504	29	using	use	VERB
fumecheng-13166	504	30	a	a	DET
fumecheng-13166	504	31	state	state	NOUN
fumecheng-13166	504	32	-	-	PUNCT
fumecheng-13166	504	33	space	space	NOUN
fumecheng-13166	504	34	model	model	NOUN
fumecheng-13166	504	35	based	base	VERB
fumecheng-13166	504	36	support	support	NOUN
fumecheng-13166	504	37	vector	vector	NOUN
fumecheng-13166	504	38	regression	regression	NOUN
fumecheng-13166	504	39	approach	approach	NOUN
fumecheng-13166	504	40	,	,	PUNCT
fumecheng-13166	504	41	plos	plos	PROPN
fumecheng-13166	504	42	one	one	NUM
fumecheng-13166	504	43	,	,	PUNCT
fumecheng-13166	504	44	14(4	14(4	NUM
fumecheng-13166	504	45	)	)	PUNCT
fumecheng-13166	504	46	,	,	PUNCT
fumecheng-13166	504	47	e0214866	e0214866	PROPN
fumecheng-13166	504	48	.	.	PROPN
fumecheng-13166	504	49	24	24	NUM
fumecheng-13166	504	50	.	.	PUNCT
fumecheng-13166	505	1	mannering	mannere	VERB
fumecheng-13166	505	2	,	,	PUNCT
fumecheng-13166	505	3	f.l	f.l	PROPN
fumecheng-13166	505	4	.	.	PROPN
fumecheng-13166	505	5	,	,	PUNCT
fumecheng-13166	505	6	bhat	bhat	PROPN
fumecheng-13166	505	7	,	,	PUNCT
fumecheng-13166	505	8	c.r	c.r	PROPN
fumecheng-13166	505	9	.	.	PROPN
fumecheng-13166	505	10	,	,	PUNCT
fumecheng-13166	505	11	2014	2014	NUM
fumecheng-13166	505	12	,	,	PUNCT
fumecheng-13166	505	13	analytic	analytic	ADJ
fumecheng-13166	505	14	methods	method	NOUN
fumecheng-13166	505	15	in	in	ADP
fumecheng-13166	505	16	accident	accident	NOUN
fumecheng-13166	505	17	research	research	NOUN
fumecheng-13166	505	18	:	:	PUNCT
fumecheng-13166	505	19	methodological	methodological	ADJ
fumecheng-13166	505	20	frontier	frontier	NOUN
fumecheng-13166	505	21	and	and	CCONJ
fumecheng-13166	505	22	future	future	ADJ
fumecheng-13166	505	23	directions	direction	NOUN
fumecheng-13166	505	24	,	,	PUNCT
fumecheng-13166	505	25	analytic	analytic	ADJ
fumecheng-13166	505	26	methods	method	NOUN
fumecheng-13166	505	27	in	in	ADP
fumecheng-13166	505	28	accident	accident	NOUN
fumecheng-13166	505	29	research	research	NOUN
fumecheng-13166	505	30	,	,	PUNCT
fumecheng-13166	505	31	1	1	NUM
fumecheng-13166	505	32	,	,	PUNCT
fumecheng-13166	505	33	pp	pp	ADJ
fumecheng-13166	505	34	.	.	PUNCT
fumecheng-13166	506	1	1	1	NUM
fumecheng-13166	506	2	-	-	SYM
fumecheng-13166	506	3	22	22	NUM
fumecheng-13166	506	4	.	.	PUNCT
fumecheng-13166	507	1	25	25	NUM
fumecheng-13166	507	2	.	.	X
fumecheng-13166	508	1	sufian	sufian	PROPN
fumecheng-13166	508	2	,	,	PUNCT
fumecheng-13166	508	3	m.a	m.a	PROPN
fumecheng-13166	508	4	.	.	PROPN
fumecheng-13166	508	5	,	,	PUNCT
fumecheng-13166	508	6	varadarajan	varadarajan	PROPN
fumecheng-13166	508	7	,	,	PUNCT
fumecheng-13166	508	8	j.	j.	PROPN
fumecheng-13166	508	9	,	,	PUNCT
fumecheng-13166	508	10	niu	niu	PROPN
fumecheng-13166	508	11	,	,	PUNCT
fumecheng-13166	508	12	m.	m.	NOUN
fumecheng-13166	508	13	,	,	PUNCT
fumecheng-13166	508	14	2024	2024	NUM
fumecheng-13166	508	15	,	,	PUNCT
fumecheng-13166	508	16	enhancing	enhance	VERB
fumecheng-13166	508	17	prediction	prediction	NOUN
fumecheng-13166	508	18	and	and	CCONJ
fumecheng-13166	508	19	analysis	analysis	NOUN
fumecheng-13166	508	20	of	of	ADP
fumecheng-13166	508	21	uk	uk	PROPN
fumecheng-13166	508	22	road	road	NOUN
fumecheng-13166	508	23	traffic	traffic	NOUN
fumecheng-13166	508	24	accident	accident	NOUN
fumecheng-13166	508	25	severity	severity	NOUN
fumecheng-13166	508	26	using	use	VERB
fumecheng-13166	508	27	ai	ai	VERB
fumecheng-13166	508	28	:	:	PUNCT
fumecheng-13166	508	29	integration	integration	NOUN
fumecheng-13166	508	30	of	of	ADP
fumecheng-13166	508	31	machine	machine	NOUN
fumecheng-13166	508	32	learning	learning	NOUN
fumecheng-13166	508	33	,	,	PUNCT
fumecheng-13166	508	34	econometric	econometric	ADJ
fumecheng-13166	508	35	techniques	technique	NOUN
fumecheng-13166	508	36	,	,	PUNCT
fumecheng-13166	508	37	and	and	CCONJ
fumecheng-13166	508	38	time	time	NOUN
fumecheng-13166	508	39	series	series	PROPN
fumecheng-13166	508	40	forecasting	forecasting	NOUN
fumecheng-13166	508	41	in	in	ADP
fumecheng-13166	508	42	public	public	ADJ
fumecheng-13166	508	43	health	health	NOUN
fumecheng-13166	508	44	research	research	NOUN
fumecheng-13166	508	45	,	,	PUNCT
fumecheng-13166	508	46	heliyon	heliyon	NOUN
fumecheng-13166	508	47	,	,	PUNCT
fumecheng-13166	508	48	10(7	10(7	NUM
fumecheng-13166	508	49	)	)	PUNCT
fumecheng-13166	508	50	,	,	PUNCT
fumecheng-13166	508	51	e28547	e28547	PROPN
fumecheng-13166	508	52	.	.	PROPN
fumecheng-13166	508	53	26	26	NUM
fumecheng-13166	508	54	.	.	PUNCT
fumecheng-13166	509	1	panda	panda	NOUN
fumecheng-13166	509	2	,	,	PUNCT
fumecheng-13166	509	3	c.	c.	PROPN
fumecheng-13166	509	4	,	,	PUNCT
fumecheng-13166	509	5	mishra	mishra	PROPN
fumecheng-13166	509	6	,	,	PUNCT
fumecheng-13166	509	7	a.	a.	PROPN
fumecheng-13166	509	8	k.	k.	PROPN
fumecheng-13166	509	9	,	,	PUNCT
fumecheng-13166	509	10	dash	dash	NOUN
fumecheng-13166	509	11	,	,	PUNCT
fumecheng-13166	509	12	a.	a.	NOUN
fumecheng-13166	509	13	k.	k.	PROPN
fumecheng-13166	509	14	,	,	PUNCT
fumecheng-13166	509	15	nawab	nawab	PROPN
fumecheng-13166	509	16	,	,	PUNCT
fumecheng-13166	509	17	h.	h.	PROPN
fumecheng-13166	509	18	,	,	PUNCT
fumecheng-13166	509	19	2023	2023	NUM
fumecheng-13166	509	20	,	,	PUNCT
fumecheng-13166	509	21	predicting	predict	VERB
fumecheng-13166	509	22	and	and	CCONJ
fumecheng-13166	509	23	explaining	explain	VERB
fumecheng-13166	509	24	severity	severity	NOUN
fumecheng-13166	509	25	of	of	ADP
fumecheng-13166	509	26	road	road	NOUN
fumecheng-13166	509	27	accident	accident	NOUN
fumecheng-13166	509	28	using	use	VERB
fumecheng-13166	509	29	artificial	artificial	ADJ
fumecheng-13166	509	30	intelligence	intelligence	NOUN
fumecheng-13166	509	31	techniques	technique	NOUN
fumecheng-13166	509	32	,	,	PUNCT
fumecheng-13166	509	33	shap	shap	NOUN
fumecheng-13166	509	34	and	and	CCONJ
fumecheng-13166	509	35	feature	feature	NOUN
fumecheng-13166	509	36	analysis	analysis	NOUN
fumecheng-13166	509	37	.	.	PUNCT
fumecheng-13166	510	1	international	international	ADJ
fumecheng-13166	510	2	journal	journal	NOUN
fumecheng-13166	510	3	of	of	ADP
fumecheng-13166	510	4	crashworthiness	crashworthiness	NOUN
fumecheng-13166	510	5	,	,	PUNCT
fumecheng-13166	510	6	28(2	28(2	NUM
fumecheng-13166	510	7	)	)	PUNCT
fumecheng-13166	510	8	,	,	PUNCT
fumecheng-13166	510	9	pp	pp	ADP
fumecheng-13166	510	10	.	.	PUNCT
fumecheng-13166	511	1	186	186	NUM
fumecheng-13166	511	2	-	-	SYM
fumecheng-13166	511	3	201	201	NUM
fumecheng-13166	511	4	.	.	PUNCT
fumecheng-13166	512	1	27	27	NUM
fumecheng-13166	512	2	.	.	PUNCT
fumecheng-13166	513	1	tselentis	tselentis	PROPN
fumecheng-13166	513	2	,	,	PUNCT
fumecheng-13166	513	3	d.	d.	PROPN
fumecheng-13166	513	4	i.	i.	PROPN
fumecheng-13166	513	5	,	,	PUNCT
fumecheng-13166	513	6	papadimitriou	papadimitriou	NOUN
fumecheng-13166	513	7	,	,	PUNCT
fumecheng-13166	513	8	e.	e.	PROPN
fumecheng-13166	513	9	,	,	PUNCT
fumecheng-13166	513	10	van	van	PROPN
fumecheng-13166	513	11	gelder	gelder	PROPN
fumecheng-13166	513	12	,	,	PUNCT
fumecheng-13166	513	13	p.	p.	PROPN
fumecheng-13166	513	14	,	,	PUNCT
fumecheng-13166	513	15	2023	2023	NUM
fumecheng-13166	513	16	,	,	PUNCT
fumecheng-13166	513	17	the	the	DET
fumecheng-13166	513	18	usefulness	usefulness	NOUN
fumecheng-13166	513	19	of	of	ADP
fumecheng-13166	513	20	artificial	artificial	ADJ
fumecheng-13166	513	21	intelligence	intelligence	NOUN
fumecheng-13166	513	22	for	for	ADP
fumecheng-13166	513	23	safety	safety	NOUN
fumecheng-13166	513	24	assessment	assessment	NOUN
fumecheng-13166	513	25	of	of	ADP
fumecheng-13166	513	26	different	different	ADJ
fumecheng-13166	513	27	transport	transport	NOUN
fumecheng-13166	513	28	modes	mode	NOUN
fumecheng-13166	513	29	.	.	PUNCT
fumecheng-13166	514	1	accident	accident	NOUN
fumecheng-13166	514	2	analysis	analysis	NOUN
fumecheng-13166	514	3	and	and	CCONJ
fumecheng-13166	514	4	prevention	prevention	NOUN
fumecheng-13166	514	5	,	,	PUNCT
fumecheng-13166	514	6	186	186	NUM
fumecheng-13166	514	7	,	,	PUNCT
fumecheng-13166	514	8	107034	107034	NUM
fumecheng-13166	514	9	.	.	PUNCT
fumecheng-13166	515	1	28	28	NUM
fumecheng-13166	515	2	.	.	X
fumecheng-13166	516	1	howlader	howlader	PROPN
fumecheng-13166	516	2	,	,	PUNCT
fumecheng-13166	516	3	m.	m.	NOUN
fumecheng-13166	516	4	m.	m.	NOUN
fumecheng-13166	516	5	,	,	PUNCT
fumecheng-13166	516	6	bhaskar	bhaskar	NOUN
fumecheng-13166	516	7	,	,	PUNCT
fumecheng-13166	516	8	a.	a.	PROPN
fumecheng-13166	516	9	,	,	PUNCT
fumecheng-13166	516	10	yasmin	yasmin	PROPN
fumecheng-13166	516	11	,	,	PUNCT
fumecheng-13166	516	12	s.	s.	PROPN
fumecheng-13166	516	13	,	,	PUNCT
fumecheng-13166	516	14	haque	haque	PROPN
fumecheng-13166	516	15	,	,	PUNCT
fumecheng-13166	516	16	m.	m.	NOUN
fumecheng-13166	516	17	m.	m.	NOUN
fumecheng-13166	516	18	,	,	PUNCT
fumecheng-13166	516	19	2024	2024	NUM
fumecheng-13166	516	20	,	,	PUNCT
fumecheng-13166	516	21	a	a	DET
fumecheng-13166	516	22	bivariate	bivariate	ADJ
fumecheng-13166	516	23	,	,	PUNCT
fumecheng-13166	516	24	non	non	ADJ
fumecheng-13166	516	25	-	-	ADJ
fumecheng-13166	516	26	stationary	stationary	ADJ
fumecheng-13166	516	27	extreme	extreme	ADJ
fumecheng-13166	516	28	value	value	NOUN
fumecheng-13166	516	29	model	model	NOUN
fumecheng-13166	516	30	for	for	ADP
fumecheng-13166	516	31	estimating	estimate	VERB
fumecheng-13166	516	32	opposing	opposing	ADJ
fumecheng-13166	516	33	-	-	PUNCT
fumecheng-13166	516	34	through	through	ADP
fumecheng-13166	516	35	crash	crash	NOUN
fumecheng-13166	516	36	frequency	frequency	NOUN
fumecheng-13166	516	37	by	by	ADP
fumecheng-13166	516	38	severity	severity	NOUN
fumecheng-13166	516	39	by	by	ADP
fumecheng-13166	516	40	applying	apply	VERB
fumecheng-13166	516	41	artificial	artificial	ADJ
fumecheng-13166	516	42	intelligence	intelligence	NOUN
fumecheng-13166	516	43	-	-	PUNCT
fumecheng-13166	516	44	based	base	VERB
fumecheng-13166	516	45	video	video	NOUN
fumecheng-13166	516	46	analytics	analytic	NOUN
fumecheng-13166	516	47	.	.	PUNCT
fumecheng-13166	517	1	transportation	transportation	NOUN
fumecheng-13166	517	2	research	research	NOUN
fumecheng-13166	517	3	part	part	NOUN
fumecheng-13166	517	4	c	c	NOUN
fumecheng-13166	517	5	:	:	PUNCT
fumecheng-13166	517	6	emerging	emerge	VERB
fumecheng-13166	517	7	technologies	technology	NOUN
fumecheng-13166	517	8	,	,	PUNCT
fumecheng-13166	517	9	160	160	NUM
fumecheng-13166	517	10	,	,	PUNCT
fumecheng-13166	517	11	104509	104509	NUM
fumecheng-13166	517	12	.	.	PUNCT
fumecheng-13166	518	1	28	28	NUM
fumecheng-13166	518	2	s.	s.	PROPN
fumecheng-13166	518	3	s.	s.	PROPN
fumecheng-13166	518	4	haghshenas	haghshenas	PROPN
fumecheng-13166	518	5	,	,	PUNCT
fumecheng-13166	518	6	m.	m.	NOUN
fumecheng-13166	518	7	h.	h.	PROPN
fumecheng-13166	518	8	m.	m.	PROPN
fumecheng-13166	518	9	seraji	seraji	PROPN
fumecheng-13166	518	10	,	,	PUNCT
fumecheng-13166	518	11	s.	s.	PROPN
fumecheng-13166	518	12	s.	s.	PROPN
fumecheng-13166	518	13	haghshenas	haghshenas	PROPN
fumecheng-13166	518	14	,	,	PUNCT
fumecheng-13166	518	15	et	et	PROPN
fumecheng-13166	518	16	al	al	PROPN
fumecheng-13166	518	17	.	.	PROPN
fumecheng-13166	518	18	29	29	NUM
fumecheng-13166	518	19	.	.	PUNCT
fumecheng-13166	519	1	mzili	mzili	NOUN
fumecheng-13166	519	2	,	,	PUNCT
fumecheng-13166	519	3	t.	t.	PROPN
fumecheng-13166	519	4	,	,	PUNCT
fumecheng-13166	519	5	mzili	mzili	NOUN
fumecheng-13166	519	6	,	,	PUNCT
fumecheng-13166	519	7	i.	i.	PROPN
fumecheng-13166	519	8	,	,	PUNCT
fumecheng-13166	519	9	riffi	riffi	PROPN
fumecheng-13166	519	10	,	,	PUNCT
fumecheng-13166	519	11	m.	m.	PROPN
fumecheng-13166	519	12	e.	e.	PROPN
fumecheng-13166	519	13	,	,	PUNCT
fumecheng-13166	519	14	pamucar	pamucar	PROPN
fumecheng-13166	519	15	,	,	PUNCT
fumecheng-13166	519	16	d.	d.	PROPN
fumecheng-13166	519	17	,	,	PUNCT
fumecheng-13166	519	18	simic	simic	PROPN
fumecheng-13166	519	19	,	,	PUNCT
fumecheng-13166	519	20	v.	v.	PROPN
fumecheng-13166	519	21	,	,	PUNCT
fumecheng-13166	519	22	abualigah	abualigah	PROPN
fumecheng-13166	519	23	,	,	PUNCT
fumecheng-13166	519	24	l.	l.	PROPN
fumecheng-13166	519	25	,	,	PUNCT
fumecheng-13166	519	26	almohsen	almohsen	PROPN
fumecheng-13166	519	27	,	,	PUNCT
fumecheng-13166	519	28	b.	b.	PROPN
fumecheng-13166	519	29	,	,	PUNCT
fumecheng-13166	519	30	2024	2024	NUM
fumecheng-13166	519	31	,	,	PUNCT
fumecheng-13166	519	32	hybrid	hybrid	ADJ
fumecheng-13166	519	33	genetic	genetic	ADJ
fumecheng-13166	519	34	and	and	CCONJ
fumecheng-13166	519	35	penguin	penguin	NOUN
fumecheng-13166	519	36	search	search	NOUN
fumecheng-13166	519	37	optimization	optimization	NOUN
fumecheng-13166	519	38	algorithm	algorithm	NOUN
fumecheng-13166	519	39	(	(	PUNCT
fumecheng-13166	519	40	ga	ga	NOUN
fumecheng-13166	519	41	-	-	PUNCT
fumecheng-13166	519	42	pseoa	pseoa	NOUN
fumecheng-13166	519	43	)	)	PUNCT
fumecheng-13166	519	44	for	for	ADP
fumecheng-13166	519	45	efficient	efficient	ADJ
fumecheng-13166	519	46	flow	flow	NOUN
fumecheng-13166	519	47	shop	shop	NOUN
fumecheng-13166	519	48	scheduling	scheduling	NOUN
fumecheng-13166	519	49	solutions	solution	NOUN
fumecheng-13166	519	50	,	,	PUNCT
fumecheng-13166	519	51	facta	facta	PROPN
fumecheng-13166	519	52	universitatis	universitatis	PROPN
fumecheng-13166	519	53	-	-	PUNCT
fumecheng-13166	519	54	series	series	NOUN
fumecheng-13166	519	55	mechanical	mechanical	ADJ
fumecheng-13166	519	56	engineering	engineering	NOUN
fumecheng-13166	519	57	,	,	PUNCT
fumecheng-13166	519	58	22(1	22(1	NUM
fumecheng-13166	519	59	)	)	PUNCT
fumecheng-13166	519	60	,	,	PUNCT
fumecheng-13166	519	61	pp	pp	PROPN
fumecheng-13166	519	62	.	.	PUNCT
fumecheng-13166	519	63	077	077	NUM
fumecheng-13166	519	64	-	-	PUNCT
fumecheng-13166	519	65	100	100	NUM
fumecheng-13166	519	66	.	.	PUNCT
fumecheng-13166	519	67	30	30	NUM
fumecheng-13166	519	68	.	.	PUNCT
fumecheng-13166	520	1	cortes	corte	NOUN
fumecheng-13166	520	2	,	,	PUNCT
fumecheng-13166	520	3	c.	c.	NOUN
fumecheng-13166	520	4	,	,	PUNCT
fumecheng-13166	520	5	vapnik	vapnik	X
fumecheng-13166	520	6	,	,	PUNCT
fumecheng-13166	520	7	v.	v.	ADP
fumecheng-13166	520	8	,	,	PUNCT
fumecheng-13166	520	9	1995	1995	NUM
fumecheng-13166	520	10	,	,	PUNCT
fumecheng-13166	520	11	support	support	NOUN
fumecheng-13166	520	12	-	-	PUNCT
fumecheng-13166	520	13	vector	vector	NOUN
fumecheng-13166	520	14	networks	network	NOUN
fumecheng-13166	520	15	,	,	PUNCT
fumecheng-13166	520	16	machine	machine	NOUN
fumecheng-13166	520	17	learning	learning	NOUN
fumecheng-13166	520	18	,	,	PUNCT
fumecheng-13166	520	19	20	20	NUM
fumecheng-13166	520	20	,	,	PUNCT
fumecheng-13166	520	21	pp	pp	ADJ
fumecheng-13166	520	22	.	.	PUNCT
fumecheng-13166	521	1	273	273	NUM
fumecheng-13166	521	2	-	-	SYM
fumecheng-13166	521	3	297	297	NUM
fumecheng-13166	521	4	.	.	PUNCT
fumecheng-13166	522	1	31	31	NUM
fumecheng-13166	522	2	.	.	PUNCT
fumecheng-13166	523	1	yan	yan	PROPN
fumecheng-13166	523	2	,	,	PUNCT
fumecheng-13166	523	3	x.	x.	PROPN
fumecheng-13166	523	4	,	,	PUNCT
fumecheng-13166	523	5	jia	jia	PROPN
fumecheng-13166	523	6	,	,	PUNCT
fumecheng-13166	523	7	m.	m.	NOUN
fumecheng-13166	523	8	,	,	PUNCT
fumecheng-13166	523	9	2018	2018	NUM
fumecheng-13166	523	10	,	,	PUNCT
fumecheng-13166	523	11	a	a	DET
fumecheng-13166	523	12	novel	novel	NOUN
fumecheng-13166	523	13	optimized	optimize	VERB
fumecheng-13166	523	14	svm	svm	ADJ
fumecheng-13166	523	15	classification	classification	NOUN
fumecheng-13166	523	16	algorithm	algorithm	NOUN
fumecheng-13166	523	17	with	with	ADP
fumecheng-13166	523	18	multi	multi	ADJ
fumecheng-13166	523	19	-	-	ADJ
fumecheng-13166	523	20	domain	domain	ADJ
fumecheng-13166	523	21	feature	feature	NOUN
fumecheng-13166	523	22	and	and	CCONJ
fumecheng-13166	523	23	its	its	PRON
fumecheng-13166	523	24	application	application	NOUN
fumecheng-13166	523	25	to	to	PART
fumecheng-13166	523	26	fault	fault	VERB
fumecheng-13166	523	27	diagnosis	diagnosis	NOUN
fumecheng-13166	523	28	of	of	ADP
fumecheng-13166	523	29	rolling	rolling	ADJ
fumecheng-13166	523	30	bearing	bearing	NOUN
fumecheng-13166	523	31	,	,	PUNCT
fumecheng-13166	523	32	neurocomputing	neurocomputing	NOUN
fumecheng-13166	523	33	,	,	PUNCT
fumecheng-13166	523	34	313	313	NUM
fumecheng-13166	523	35	,	,	PUNCT
fumecheng-13166	523	36	pp	pp	ADJ
fumecheng-13166	523	37	.	.	PUNCT
fumecheng-13166	524	1	47	47	NUM
fumecheng-13166	524	2	-	-	SYM
fumecheng-13166	524	3	64	64	NUM
fumecheng-13166	524	4	.	.	PUNCT
fumecheng-13166	525	1	32	32	NUM
fumecheng-13166	525	2	.	.	PUNCT
fumecheng-13166	526	1	maldonado	maldonado	PROPN
fumecheng-13166	526	2	,	,	PUNCT
fumecheng-13166	526	3	s.	s.	PROPN
fumecheng-13166	526	4	,	,	PUNCT
fumecheng-13166	526	5	lópez	lópez	PROPN
fumecheng-13166	526	6	,	,	PUNCT
fumecheng-13166	526	7	j.	j.	PROPN
fumecheng-13166	526	8	,	,	PUNCT
fumecheng-13166	526	9	jimenez	jimenez	PROPN
fumecheng-13166	526	10	-	-	PUNCT
fumecheng-13166	526	11	molina	molina	PROPN
fumecheng-13166	526	12	,	,	PUNCT
fumecheng-13166	526	13	a.	a.	PROPN
fumecheng-13166	526	14	,	,	PUNCT
fumecheng-13166	526	15	lira	lira	PROPN
fumecheng-13166	526	16	,	,	PUNCT
fumecheng-13166	526	17	h.	h.	PROPN
fumecheng-13166	526	18	,	,	PUNCT
fumecheng-13166	526	19	2020	2020	NUM
fumecheng-13166	526	20	,	,	PUNCT
fumecheng-13166	526	21	simultaneous	simultaneous	ADJ
fumecheng-13166	526	22	feature	feature	NOUN
fumecheng-13166	526	23	selection	selection	NOUN
fumecheng-13166	526	24	and	and	CCONJ
fumecheng-13166	526	25	heterogeneity	heterogeneity	NOUN
fumecheng-13166	526	26	control	control	NOUN
fumecheng-13166	526	27	for	for	ADP
fumecheng-13166	526	28	svm	svm	ADJ
fumecheng-13166	526	29	classification	classification	NOUN
fumecheng-13166	526	30	:	:	PUNCT
fumecheng-13166	526	31	an	an	DET
fumecheng-13166	526	32	application	application	NOUN
fumecheng-13166	526	33	to	to	ADP
fumecheng-13166	526	34	mental	mental	ADJ
fumecheng-13166	526	35	workload	workload	NOUN
fumecheng-13166	526	36	assessment	assessment	NOUN
fumecheng-13166	526	37	,	,	PUNCT
fumecheng-13166	526	38	expert	expert	NOUN
fumecheng-13166	526	39	systems	system	NOUN
fumecheng-13166	526	40	with	with	ADP
fumecheng-13166	526	41	applications	application	NOUN
fumecheng-13166	526	42	,	,	PUNCT
fumecheng-13166	526	43	143	143	NUM
fumecheng-13166	526	44	,	,	PUNCT
fumecheng-13166	526	45	112988	112988	NUM
fumecheng-13166	526	46	.	.	PUNCT
fumecheng-13166	527	1	33	33	NUM
fumecheng-13166	527	2	.	.	PUNCT
fumecheng-13166	528	1	zhou	zhou	PROPN
fumecheng-13166	528	2	,	,	PUNCT
fumecheng-13166	528	3	j.	j.	PROPN
fumecheng-13166	528	4	,	,	PUNCT
fumecheng-13166	528	5	qiu	qiu	PROPN
fumecheng-13166	528	6	,	,	PUNCT
fumecheng-13166	528	7	y.	y.	PROPN
fumecheng-13166	528	8	,	,	PUNCT
fumecheng-13166	528	9	zhu	zhu	PROPN
fumecheng-13166	528	10	,	,	PUNCT
fumecheng-13166	528	11	s.	s.	PROPN
fumecheng-13166	528	12	,	,	PUNCT
fumecheng-13166	528	13	armaghani	armaghani	PROPN
fumecheng-13166	528	14	,	,	PUNCT
fumecheng-13166	528	15	d.j	d.j	PROPN
fumecheng-13166	528	16	.	.	PROPN
fumecheng-13166	528	17	,	,	PUNCT
fumecheng-13166	528	18	li	li	PROPN
fumecheng-13166	528	19	,	,	PUNCT
fumecheng-13166	528	20	c.	c.	PROPN
fumecheng-13166	528	21	,	,	PUNCT
fumecheng-13166	528	22	nguyen	nguyen	PROPN
fumecheng-13166	528	23	,	,	PUNCT
fumecheng-13166	528	24	h.	h.	PROPN
fumecheng-13166	528	25	,	,	PUNCT
fumecheng-13166	528	26	yagiz	yagiz	NOUN
fumecheng-13166	528	27	,	,	PUNCT
fumecheng-13166	528	28	s.	s.	PROPN
fumecheng-13166	528	29	,	,	PUNCT
fumecheng-13166	528	30	2021	2021	NUM
fumecheng-13166	528	31	,	,	PUNCT
fumecheng-13166	528	32	optimization	optimization	NOUN
fumecheng-13166	528	33	of	of	ADP
fumecheng-13166	528	34	support	support	NOUN
fumecheng-13166	528	35	vector	vector	NOUN
fumecheng-13166	528	36	machine	machine	NOUN
fumecheng-13166	528	37	through	through	ADP
fumecheng-13166	528	38	the	the	DET
fumecheng-13166	528	39	use	use	NOUN
fumecheng-13166	528	40	of	of	ADP
fumecheng-13166	528	41	metaheuristic	metaheuristic	ADJ
fumecheng-13166	528	42	algorithms	algorithm	NOUN
fumecheng-13166	528	43	in	in	ADP
fumecheng-13166	528	44	forecasting	forecast	VERB
fumecheng-13166	528	45	tbm	tbm	NOUN
fumecheng-13166	528	46	advance	advance	NOUN
fumecheng-13166	528	47	rate	rate	NOUN
fumecheng-13166	528	48	,	,	PUNCT
fumecheng-13166	528	49	engineering	engineering	NOUN
fumecheng-13166	528	50	applications	application	NOUN
fumecheng-13166	528	51	of	of	ADP
fumecheng-13166	528	52	artificial	artificial	ADJ
fumecheng-13166	528	53	intelligence	intelligence	NOUN
fumecheng-13166	528	54	,	,	PUNCT
fumecheng-13166	528	55	97	97	NUM
fumecheng-13166	528	56	,	,	PUNCT
fumecheng-13166	528	57	104015	104015	NUM
fumecheng-13166	528	58	.	.	PUNCT
fumecheng-13166	529	1	34	34	NUM
fumecheng-13166	529	2	.	.	PUNCT
fumecheng-13166	530	1	zeng	zeng	PROPN
fumecheng-13166	530	2	,	,	PUNCT
fumecheng-13166	530	3	j.	j.	PROPN
fumecheng-13166	530	4	,	,	PUNCT
fumecheng-13166	530	5	roussis	roussis	NOUN
fumecheng-13166	530	6	,	,	PUNCT
fumecheng-13166	530	7	p.c	p.c	PROPN
fumecheng-13166	530	8	.	.	PROPN
fumecheng-13166	530	9	,	,	PUNCT
fumecheng-13166	530	10	mohammed	mohammed	PROPN
fumecheng-13166	530	11	,	,	PUNCT
fumecheng-13166	530	12	a.s	a.s	PROPN
fumecheng-13166	530	13	.	.	PROPN
fumecheng-13166	530	14	,	,	PUNCT
fumecheng-13166	530	15	maraveas	maraveas	PROPN
fumecheng-13166	530	16	,	,	PUNCT
fumecheng-13166	530	17	c.	c.	PROPN
fumecheng-13166	530	18	,	,	PUNCT
fumecheng-13166	530	19	fatemi	fatemi	PROPN
fumecheng-13166	530	20	,	,	PUNCT
fumecheng-13166	530	21	s.a	s.a	PROPN
fumecheng-13166	530	22	.	.	PROPN
fumecheng-13166	530	23	,	,	PUNCT
fumecheng-13166	530	24	armaghani	armaghani	PROPN
fumecheng-13166	530	25	,	,	PUNCT
fumecheng-13166	530	26	d.j	d.j	PROPN
fumecheng-13166	530	27	.	.	PROPN
fumecheng-13166	530	28	,	,	PUNCT
fumecheng-13166	530	29	asteris	asteris	ADV
fumecheng-13166	530	30	,	,	PUNCT
fumecheng-13166	530	31	p.g	p.g	PROPN
fumecheng-13166	530	32	.	.	PROPN
fumecheng-13166	530	33	,	,	PUNCT
fumecheng-13166	530	34	2021	2021	NUM
fumecheng-13166	530	35	,	,	PUNCT
fumecheng-13166	530	36	prediction	prediction	NOUN
fumecheng-13166	530	37	of	of	ADP
fumecheng-13166	530	38	peak	peak	NOUN
fumecheng-13166	530	39	particle	particle	NOUN
fumecheng-13166	530	40	velocity	velocity	NOUN
fumecheng-13166	530	41	caused	cause	VERB
fumecheng-13166	530	42	by	by	ADP
fumecheng-13166	530	43	blasting	blast	VERB
fumecheng-13166	530	44	through	through	ADP
fumecheng-13166	530	45	the	the	DET
fumecheng-13166	530	46	combinations	combination	NOUN
fumecheng-13166	530	47	of	of	ADP
fumecheng-13166	530	48	boosted	boost	VERB
fumecheng-13166	530	49	-	-	PUNCT
fumecheng-13166	530	50	chaid	chaid	NOUN
fumecheng-13166	530	51	and	and	CCONJ
fumecheng-13166	530	52	svm	svm	ADJ
fumecheng-13166	530	53	models	model	NOUN
fumecheng-13166	530	54	with	with	ADP
fumecheng-13166	530	55	various	various	ADJ
fumecheng-13166	530	56	kernels	kernel	NOUN
fumecheng-13166	530	57	,	,	PUNCT
fumecheng-13166	530	58	applied	apply	VERB
fumecheng-13166	530	59	sciences	science	NOUN
fumecheng-13166	530	60	,	,	PUNCT
fumecheng-13166	530	61	11(8	11(8	NUM
fumecheng-13166	530	62	)	)	PUNCT
fumecheng-13166	530	63	,	,	PUNCT
fumecheng-13166	530	64	3705	3705	NUM
fumecheng-13166	530	65	.	.	PUNCT
fumecheng-13166	531	1	35	35	NUM
fumecheng-13166	531	2	.	.	PUNCT
fumecheng-13166	532	1	jahed	jahed	PROPN
fumecheng-13166	532	2	armaghani	armaghani	PROPN
fumecheng-13166	532	3	,	,	PUNCT
fumecheng-13166	532	4	d.	d.	PROPN
fumecheng-13166	532	5	,	,	PUNCT
fumecheng-13166	532	6	asteris	asteris	ADV
fumecheng-13166	532	7	,	,	PUNCT
fumecheng-13166	532	8	p.g	p.g	PROPN
fumecheng-13166	532	9	.	.	PROPN
fumecheng-13166	532	10	,	,	PUNCT
fumecheng-13166	532	11	askarian	askarian	PROPN
fumecheng-13166	532	12	,	,	PUNCT
fumecheng-13166	532	13	b.	b.	PROPN
fumecheng-13166	532	14	,	,	PUNCT
fumecheng-13166	532	15	hasanipanah	hasanipanah	PROPN
fumecheng-13166	532	16	,	,	PUNCT
fumecheng-13166	532	17	m.	m.	NOUN
fumecheng-13166	532	18	,	,	PUNCT
fumecheng-13166	532	19	tarinejad	tarinejad	PROPN
fumecheng-13166	532	20	,	,	PUNCT
fumecheng-13166	532	21	r.	r.	PROPN
fumecheng-13166	532	22	,	,	PUNCT
fumecheng-13166	532	23	huynh	huynh	PROPN
fumecheng-13166	532	24	,	,	PUNCT
fumecheng-13166	532	25	v.v	v.v	PROPN
fumecheng-13166	532	26	.	.	PROPN
fumecheng-13166	532	27	,	,	PUNCT
fumecheng-13166	532	28	2020	2020	NUM
fumecheng-13166	532	29	,	,	PUNCT
fumecheng-13166	532	30	examining	examine	VERB
fumecheng-13166	532	31	hybrid	hybrid	NOUN
fumecheng-13166	532	32	and	and	CCONJ
fumecheng-13166	532	33	single	single	ADJ
fumecheng-13166	532	34	svm	svm	ADJ
fumecheng-13166	532	35	models	model	NOUN
fumecheng-13166	532	36	with	with	ADP
fumecheng-13166	532	37	different	different	ADJ
fumecheng-13166	532	38	kernels	kernel	NOUN
fumecheng-13166	532	39	to	to	PART
fumecheng-13166	532	40	predict	predict	VERB
fumecheng-13166	532	41	rock	rock	NOUN
fumecheng-13166	532	42	brittleness	brittleness	NOUN
fumecheng-13166	532	43	,	,	PUNCT
fumecheng-13166	532	44	sustainability	sustainability	NOUN
fumecheng-13166	532	45	,	,	PUNCT
fumecheng-13166	532	46	12(6	12(6	NUM
fumecheng-13166	532	47	)	)	PUNCT
fumecheng-13166	532	48	,	,	PUNCT
fumecheng-13166	532	49	2229	2229	NUM
fumecheng-13166	532	50	.	.	PUNCT
fumecheng-13166	533	1	36	36	NUM
fumecheng-13166	533	2	.	.	PUNCT
fumecheng-13166	533	3	zinno	zinno	PROPN
fumecheng-13166	533	4	,	,	PUNCT
fumecheng-13166	533	5	r.	r.	PROPN
fumecheng-13166	533	6	,	,	PUNCT
fumecheng-13166	533	7	haghshenas	haghshena	NOUN
fumecheng-13166	533	8	,	,	PUNCT
fumecheng-13166	533	9	s.	s.	PROPN
fumecheng-13166	533	10	s.	s.	PROPN
fumecheng-13166	533	11	,	,	PUNCT
fumecheng-13166	533	12	guido	guido	NOUN
fumecheng-13166	533	13	,	,	PUNCT
fumecheng-13166	533	14	g.	g.	PROPN
fumecheng-13166	533	15	,	,	PUNCT
fumecheng-13166	533	16	vitale	vitale	PROPN
fumecheng-13166	533	17	,	,	PUNCT
fumecheng-13166	533	18	a.	a.	NOUN
fumecheng-13166	533	19	,	,	PUNCT
fumecheng-13166	533	20	2022	2022	NUM
fumecheng-13166	533	21	,	,	PUNCT
fumecheng-13166	533	22	artificial	artificial	ADJ
fumecheng-13166	533	23	intelligence	intelligence	NOUN
fumecheng-13166	533	24	and	and	CCONJ
fumecheng-13166	533	25	structural	structural	ADJ
fumecheng-13166	533	26	health	health	NOUN
fumecheng-13166	533	27	monitoring	monitoring	NOUN
fumecheng-13166	533	28	of	of	ADP
fumecheng-13166	533	29	bridges	bridge	NOUN
fumecheng-13166	533	30	:	:	PUNCT
fumecheng-13166	533	31	a	a	DET
fumecheng-13166	533	32	review	review	NOUN
fumecheng-13166	533	33	of	of	ADP
fumecheng-13166	533	34	the	the	DET
fumecheng-13166	533	35	state	state	NOUN
fumecheng-13166	533	36	-	-	PUNCT
fumecheng-13166	533	37	of	of	ADP
fumecheng-13166	533	38	-	-	PUNCT
fumecheng-13166	533	39	the	the	DET
fumecheng-13166	533	40	-	-	PUNCT
fumecheng-13166	533	41	art	art	NOUN
fumecheng-13166	533	42	,	,	PUNCT
fumecheng-13166	533	43	ieee	ieee	NOUN
fumecheng-13166	533	44	access	access	NOUN
fumecheng-13166	533	45	,	,	PUNCT
fumecheng-13166	533	46	10	10	NUM
fumecheng-13166	533	47	,	,	PUNCT
fumecheng-13166	533	48	pp	pp	ADJ
fumecheng-13166	533	49	.	.	PUNCT
fumecheng-13166	534	1	88058	88058	NUM
fumecheng-13166	534	2	-	-	SYM
fumecheng-13166	534	3	88078	88078	NUM
fumecheng-13166	534	4	.	.	PUNCT
fumecheng-13166	535	1	37	37	NUM
fumecheng-13166	535	2	.	.	PUNCT
fumecheng-13166	535	3	hanifehnia	hanifehnia	PROPN
fumecheng-13166	535	4	,	,	PUNCT
fumecheng-13166	535	5	j.	j.	PROPN
fumecheng-13166	535	6	,	,	PUNCT
fumecheng-13166	535	7	esmaeilzadeh	esmaeilzadeh	PROPN
fumecheng-13166	535	8	,	,	PUNCT
fumecheng-13166	535	9	a.	a.	NOUN
fumecheng-13166	535	10	,	,	PUNCT
fumecheng-13166	535	11	mikaeil	mikaeil	PROPN
fumecheng-13166	535	12	,	,	PUNCT
fumecheng-13166	535	13	r.	r.	PROPN
fumecheng-13166	535	14	,	,	PUNCT
fumecheng-13166	535	15	atalou	atalou	PROPN
fumecheng-13166	535	16	,	,	PUNCT
fumecheng-13166	535	17	s.	s.	PROPN
fumecheng-13166	535	18	,	,	PUNCT
fumecheng-13166	535	19	2024	2024	NUM
fumecheng-13166	535	20	,	,	PUNCT
fumecheng-13166	535	21	prediction	prediction	NOUN
fumecheng-13166	535	22	of	of	ADP
fumecheng-13166	535	23	blast	blast	NOUN
fumecheng-13166	535	24	-	-	PUNCT
fumecheng-13166	535	25	induced	induce	VERB
fumecheng-13166	535	26	flyrock	flyrock	NOUN
fumecheng-13166	535	27	by	by	ADP
fumecheng-13166	535	28	using	use	VERB
fumecheng-13166	535	29	neural	neural	ADJ
fumecheng-13166	535	30	-	-	PUNCT
fumecheng-13166	535	31	imperialist	imperialist	ADJ
fumecheng-13166	535	32	competitive	competitive	ADJ
fumecheng-13166	535	33	method	method	NOUN
fumecheng-13166	535	34	(	(	PUNCT
fumecheng-13166	535	35	case	case	NOUN
fumecheng-13166	535	36	study	study	NOUN
fumecheng-13166	535	37	:	:	PUNCT
fumecheng-13166	535	38	sungun	sungun	PROPN
fumecheng-13166	535	39	copper	copper	NOUN
fumecheng-13166	535	40	mine	mine	NOUN
fumecheng-13166	535	41	)	)	PUNCT
fumecheng-13166	535	42	,	,	PUNCT
fumecheng-13166	535	43	rudarsko	rudarsko	ADJ
fumecheng-13166	535	44	-	-	PUNCT
fumecheng-13166	535	45	geološko	geološko	NOUN
fumecheng-13166	535	46	-	-	PUNCT
fumecheng-13166	535	47	naftni	naftni	NOUN
fumecheng-13166	535	48	zbornik	zbornik	NOUN
fumecheng-13166	535	49	,	,	PUNCT
fumecheng-13166	535	50	39(5	39(5	NUM
fumecheng-13166	535	51	)	)	PUNCT
fumecheng-13166	535	52	,	,	PUNCT
fumecheng-13166	535	53	pp	pp	ADP
fumecheng-13166	535	54	.	.	PUNCT
fumecheng-13166	536	1	109	109	NUM
fumecheng-13166	536	2	-	-	SYM
fumecheng-13166	536	3	120	120	NUM
fumecheng-13166	536	4	.	.	PUNCT
fumecheng-13166	537	1	38	38	NUM
fumecheng-13166	537	2	.	.	PUNCT
fumecheng-13166	537	3	golafshani	golafshani	PROPN
fumecheng-13166	537	4	,	,	PUNCT
fumecheng-13166	537	5	e.	e.	PROPN
fumecheng-13166	537	6	m.	m.	PROPN
fumecheng-13166	537	7	,	,	PUNCT
fumecheng-13166	537	8	behnood	behnood	PROPN
fumecheng-13166	537	9	,	,	PUNCT
fumecheng-13166	537	10	a.	a.	PROPN
fumecheng-13166	537	11	,	,	PUNCT
fumecheng-13166	537	12	kim	kim	PROPN
fumecheng-13166	537	13	,	,	PUNCT
fumecheng-13166	537	14	t.	t.	PROPN
fumecheng-13166	537	15	,	,	PUNCT
fumecheng-13166	537	16	ngo	ngo	PROPN
fumecheng-13166	537	17	,	,	PUNCT
fumecheng-13166	537	18	t.	t.	PROPN
fumecheng-13166	537	19	,	,	PUNCT
fumecheng-13166	537	20	kashani	kashani	PROPN
fumecheng-13166	537	21	,	,	PUNCT
fumecheng-13166	537	22	a.	a.	NOUN
fumecheng-13166	537	23	,	,	PUNCT
fumecheng-13166	537	24	2024	2024	NUM
fumecheng-13166	537	25	,	,	PUNCT
fumecheng-13166	537	26	metaheuristic	metaheuristic	ADJ
fumecheng-13166	537	27	optimization	optimization	NOUN
fumecheng-13166	537	28	based	base	VERB
fumecheng-13166	537	29	-	-	PUNCT
fumecheng-13166	537	30	ensemble	ensemble	ADJ
fumecheng-13166	537	31	learners	learner	NOUN
fumecheng-13166	537	32	for	for	ADP
fumecheng-13166	537	33	the	the	DET
fumecheng-13166	537	34	carbonation	carbonation	NOUN
fumecheng-13166	537	35	assessment	assessment	NOUN
fumecheng-13166	537	36	of	of	ADP
fumecheng-13166	537	37	recycled	recycled	ADJ
fumecheng-13166	537	38	aggregate	aggregate	ADJ
fumecheng-13166	537	39	concrete	concrete	NOUN
fumecheng-13166	537	40	,	,	PUNCT
fumecheng-13166	537	41	applied	apply	VERB
fumecheng-13166	537	42	soft	soft	ADJ
fumecheng-13166	537	43	computing	computing	NOUN
fumecheng-13166	537	44	,	,	PUNCT
fumecheng-13166	537	45	159	159	NUM
fumecheng-13166	537	46	,	,	PUNCT
fumecheng-13166	537	47	111661	111661	NUM
fumecheng-13166	537	48	.	.	PUNCT
fumecheng-13166	538	1	39	39	NUM
fumecheng-13166	538	2	.	.	PUNCT
fumecheng-13166	539	1	kandiri	kandiri	PROPN
fumecheng-13166	539	2	,	,	PUNCT
fumecheng-13166	539	3	a.	a.	NOUN
fumecheng-13166	539	4	,	,	PUNCT
fumecheng-13166	539	5	ghiasi	ghiasi	NOUN
fumecheng-13166	539	6	,	,	PUNCT
fumecheng-13166	539	7	r.	r.	PROPN
fumecheng-13166	539	8	,	,	PUNCT
fumecheng-13166	539	9	nogal	nogal	PROPN
fumecheng-13166	539	10	,	,	PUNCT
fumecheng-13166	539	11	m.	m.	NOUN
fumecheng-13166	539	12	,	,	PUNCT
fumecheng-13166	539	13	teixeira	teixeira	PROPN
fumecheng-13166	539	14	,	,	PUNCT
fumecheng-13166	539	15	r.	r.	PROPN
fumecheng-13166	539	16	,	,	PUNCT
fumecheng-13166	539	17	2024	2024	NUM
fumecheng-13166	539	18	,	,	PUNCT
fumecheng-13166	539	19	travel	travel	NOUN
fumecheng-13166	539	20	time	time	NOUN
fumecheng-13166	539	21	prediction	prediction	NOUN
fumecheng-13166	539	22	for	for	ADP
fumecheng-13166	539	23	an	an	DET
fumecheng-13166	539	24	intelligent	intelligent	ADJ
fumecheng-13166	539	25	transportation	transportation	NOUN
fumecheng-13166	539	26	system	system	NOUN
fumecheng-13166	539	27	based	base	VERB
fumecheng-13166	539	28	on	on	ADP
fumecheng-13166	539	29	a	a	DET
fumecheng-13166	539	30	data	data	NOUN
fumecheng-13166	539	31	-	-	PUNCT
fumecheng-13166	539	32	driven	drive	VERB
fumecheng-13166	539	33	feature	feature	NOUN
fumecheng-13166	539	34	selection	selection	NOUN
fumecheng-13166	539	35	method	method	NOUN
fumecheng-13166	539	36	considering	consider	VERB
fumecheng-13166	539	37	temporal	temporal	ADJ
fumecheng-13166	539	38	correlation	correlation	NOUN
fumecheng-13166	539	39	,	,	PUNCT
fumecheng-13166	539	40	transportation	transportation	NOUN
fumecheng-13166	539	41	engineering	engineering	NOUN
fumecheng-13166	539	42	,	,	PUNCT
fumecheng-13166	539	43	18	18	NUM
fumecheng-13166	539	44	,	,	PUNCT
fumecheng-13166	539	45	100272	100272	NUM
fumecheng-13166	539	46	.	.	PUNCT
fumecheng-13166	540	1	40	40	NUM
fumecheng-13166	540	2	.	.	PUNCT
fumecheng-13166	541	1	qiu	qiu	PROPN
fumecheng-13166	541	2	,	,	PUNCT
fumecheng-13166	541	3	s.	s.	PROPN
fumecheng-13166	541	4	,	,	PUNCT
fumecheng-13166	541	5	ge	ge	PROPN
fumecheng-13166	541	6	,	,	PUNCT
fumecheng-13166	541	7	h.	h.	PROPN
fumecheng-13166	541	8	,	,	PUNCT
fumecheng-13166	541	9	li	li	PROPN
fumecheng-13166	541	10	,	,	PUNCT
fumecheng-13166	541	11	z.	z.	PROPN
fumecheng-13166	541	12	,	,	PUNCT
fumecheng-13166	541	13	gao	gao	PROPN
fumecheng-13166	541	14	,	,	PUNCT
fumecheng-13166	541	15	z.	z.	PROPN
fumecheng-13166	541	16	,	,	PUNCT
fumecheng-13166	541	17	ai	ai	VERB
fumecheng-13166	541	18	,	,	PUNCT
fumecheng-13166	541	19	c.	c.	NOUN
fumecheng-13166	541	20	,	,	PUNCT
fumecheng-13166	541	21	2024	2024	NUM
fumecheng-13166	541	22	,	,	PUNCT
fumecheng-13166	541	23	network	network	NOUN
fumecheng-13166	541	24	-	-	PUNCT
fumecheng-13166	541	25	level	level	NOUN
fumecheng-13166	541	26	crash	crash	NOUN
fumecheng-13166	541	27	risk	risk	NOUN
fumecheng-13166	541	28	analysis	analysis	NOUN
fumecheng-13166	541	29	using	use	VERB
fumecheng-13166	541	30	large	large	ADJ
fumecheng-13166	541	31	-	-	PUNCT
fumecheng-13166	541	32	scale	scale	NOUN
fumecheng-13166	541	33	geometry	geometry	NOUN
fumecheng-13166	541	34	features	feature	NOUN
fumecheng-13166	541	35	,	,	PUNCT
fumecheng-13166	541	36	accident	accident	NOUN
fumecheng-13166	541	37	analysis	analysis	NOUN
fumecheng-13166	541	38	&	&	CCONJ
fumecheng-13166	541	39	prevention	prevention	NOUN
fumecheng-13166	541	40	,	,	PUNCT
fumecheng-13166	541	41	207	207	NUM
fumecheng-13166	541	42	,	,	PUNCT
fumecheng-13166	541	43	107746	107746	NUM
fumecheng-13166	541	44	.	.	PUNCT
fumecheng-13166	542	1	41	41	NUM
fumecheng-13166	542	2	.	.	PUNCT
fumecheng-13166	543	1	mirjalili	mirjalili	NOUN
fumecheng-13166	543	2	,	,	PUNCT
fumecheng-13166	543	3	s.	s.	PROPN
fumecheng-13166	543	4	,	,	PUNCT
fumecheng-13166	543	5	lewis	lewis	PROPN
fumecheng-13166	543	6	,	,	PUNCT
fumecheng-13166	543	7	a.	a.	NOUN
fumecheng-13166	543	8	,	,	PUNCT
fumecheng-13166	543	9	2016	2016	NUM
fumecheng-13166	543	10	,	,	PUNCT
fumecheng-13166	543	11	the	the	DET
fumecheng-13166	543	12	whale	whale	NOUN
fumecheng-13166	543	13	optimization	optimization	NOUN
fumecheng-13166	543	14	algorithm	algorithm	NOUN
fumecheng-13166	543	15	,	,	PUNCT
fumecheng-13166	543	16	advances	advance	NOUN
fumecheng-13166	543	17	in	in	ADP
fumecheng-13166	543	18	engineering	engineering	NOUN
fumecheng-13166	543	19	software	software	NOUN
fumecheng-13166	543	20	,	,	PUNCT
fumecheng-13166	543	21	95	95	NUM
fumecheng-13166	543	22	,	,	PUNCT
fumecheng-13166	543	23	pp	pp	ADJ
fumecheng-13166	543	24	.	.	PUNCT
fumecheng-13166	544	1	5167	5167	NUM
fumecheng-13166	544	2	.	.	PUNCT
fumecheng-13166	545	1	42	42	NUM
fumecheng-13166	545	2	.	.	PUNCT
fumecheng-13166	545	3	haghshenas	haghshenas	PROPN
fumecheng-13166	545	4	,	,	PUNCT
fumecheng-13166	545	5	s.	s.	PROPN
fumecheng-13166	545	6	s.	s.	PROPN
fumecheng-13166	545	7	,	,	PUNCT
fumecheng-13166	545	8	guido	guido	NOUN
fumecheng-13166	545	9	,	,	PUNCT
fumecheng-13166	545	10	g.	g.	PROPN
fumecheng-13166	545	11	,	,	PUNCT
fumecheng-13166	545	12	haghshenas	haghshenas	PROPN
fumecheng-13166	545	13	,	,	PUNCT
fumecheng-13166	545	14	s.	s.	PROPN
fumecheng-13166	545	15	s.	s.	PROPN
fumecheng-13166	545	16	,	,	PUNCT
fumecheng-13166	545	17	astarita	astarita	PROPN
fumecheng-13166	545	18	,	,	PUNCT
fumecheng-13166	545	19	v.	v.	ADP
fumecheng-13166	545	20	,	,	PUNCT
fumecheng-13166	545	21	2025	2025	NUM
fumecheng-13166	545	22	,	,	PUNCT
fumecheng-13166	545	23	predicting	predict	VERB
fumecheng-13166	545	24	the	the	DET
fumecheng-13166	545	25	level	level	NOUN
fumecheng-13166	545	26	of	of	ADP
fumecheng-13166	545	27	road	road	NOUN
fumecheng-13166	545	28	crash	crash	NOUN
fumecheng-13166	545	29	severity	severity	NOUN
fumecheng-13166	545	30	:	:	PUNCT
fumecheng-13166	545	31	a	a	DET
fumecheng-13166	545	32	comparative	comparative	ADJ
fumecheng-13166	545	33	analysis	analysis	NOUN
fumecheng-13166	545	34	of	of	ADP
fumecheng-13166	545	35	logit	logit	NOUN
fumecheng-13166	545	36	model	model	NOUN
fumecheng-13166	545	37	and	and	CCONJ
fumecheng-13166	545	38	machine	machine	NOUN
fumecheng-13166	545	39	learning	learning	NOUN
fumecheng-13166	545	40	models	model	NOUN
fumecheng-13166	545	41	,	,	PUNCT
fumecheng-13166	545	42	transportation	transportation	NOUN
fumecheng-13166	545	43	engineering	engineering	NOUN
fumecheng-13166	545	44	,	,	PUNCT
fumecheng-13166	545	45	20	20	NUM
fumecheng-13166	545	46	,	,	PUNCT
fumecheng-13166	545	47	100323	100323	NUM
fumecheng-13166	545	48	.	.	PUNCT
fumecheng-13166	546	1	43	43	NUM
fumecheng-13166	546	2	.	.	PUNCT
fumecheng-13166	547	1	yang	yang	PROPN
fumecheng-13166	547	2	,	,	PUNCT
fumecheng-13166	547	3	x.s	x.s	PROPN
fumecheng-13166	547	4	.	.	PROPN
fumecheng-13166	547	5	,	,	PUNCT
fumecheng-13166	547	6	deb	deb	PROPN
fumecheng-13166	547	7	,	,	PUNCT
fumecheng-13166	547	8	s.	s.	PROPN
fumecheng-13166	547	9	,	,	PUNCT
fumecheng-13166	547	10	2009	2009	NUM
fumecheng-13166	547	11	,	,	PUNCT
fumecheng-13166	547	12	december	december	PROPN
fumecheng-13166	547	13	,	,	PUNCT
fumecheng-13166	547	14	cuckoo	cuckoo	NOUN
fumecheng-13166	547	15	search	search	NOUN
fumecheng-13166	547	16	via	via	ADP
fumecheng-13166	547	17	lévy	lévy	ADJ
fumecheng-13166	547	18	flights	flight	NOUN
fumecheng-13166	547	19	,	,	PUNCT
fumecheng-13166	547	20	in	in	ADP
fumecheng-13166	547	21	2009	2009	NUM
fumecheng-13166	547	22	world	world	NOUN
fumecheng-13166	547	23	congress	congress	PROPN
fumecheng-13166	547	24	on	on	ADP
fumecheng-13166	547	25	nature	nature	PROPN
fumecheng-13166	547	26	&	&	CCONJ
fumecheng-13166	547	27	biologically	biologically	ADV
fumecheng-13166	547	28	inspired	inspire	VERB
fumecheng-13166	547	29	computing	computing	NOUN
fumecheng-13166	547	30	(	(	PUNCT
fumecheng-13166	547	31	nabic	nabic	ADJ
fumecheng-13166	547	32	)	)	PUNCT
fumecheng-13166	547	33	,	,	PUNCT
fumecheng-13166	547	34	pp	pp	ADJ
fumecheng-13166	547	35	.	.	PUNCT
fumecheng-13166	548	1	210	210	NUM
fumecheng-13166	548	2	-	-	SYM
fumecheng-13166	548	3	214	214	NUM
fumecheng-13166	548	4	.	.	PUNCT
fumecheng-13166	549	1	44	44	NUM
fumecheng-13166	549	2	.	.	PUNCT
fumecheng-13166	550	1	mantegna	mantegna	PROPN
fumecheng-13166	550	2	,	,	PUNCT
fumecheng-13166	550	3	r.n	r.n	PROPN
fumecheng-13166	550	4	.	.	PROPN
fumecheng-13166	550	5	,	,	PUNCT
fumecheng-13166	550	6	1994	1994	NUM
fumecheng-13166	550	7	,	,	PUNCT
fumecheng-13166	550	8	fast	fast	ADJ
fumecheng-13166	550	9	,	,	PUNCT
fumecheng-13166	550	10	accurate	accurate	ADJ
fumecheng-13166	550	11	algorithm	algorithm	NOUN
fumecheng-13166	550	12	for	for	ADP
fumecheng-13166	550	13	numerical	numerical	ADJ
fumecheng-13166	550	14	simulation	simulation	NOUN
fumecheng-13166	550	15	of	of	ADP
fumecheng-13166	550	16	levy	levy	NOUN
fumecheng-13166	550	17	stable	stable	ADJ
fumecheng-13166	550	18	stochastic	stochastic	NOUN
fumecheng-13166	550	19	processes	process	NOUN
fumecheng-13166	550	20	,	,	PUNCT
fumecheng-13166	550	21	physical	physical	ADJ
fumecheng-13166	550	22	review	review	NOUN
fumecheng-13166	550	23	e	e	NOUN
fumecheng-13166	550	24	,	,	PUNCT
fumecheng-13166	550	25	49(5	49(5	NUM
fumecheng-13166	550	26	)	)	PUNCT
fumecheng-13166	550	27	,	,	PUNCT
fumecheng-13166	550	28	4677	4677	NUM
fumecheng-13166	550	29	.	.	PUNCT
fumecheng-13166	551	1	45	45	NUM
fumecheng-13166	551	2	.	.	X
fumecheng-13166	551	3	yu	yu	PROPN
fumecheng-13166	551	4	,	,	PUNCT
fumecheng-13166	551	5	x.	x.	PROPN
fumecheng-13166	551	6	,	,	PUNCT
fumecheng-13166	551	7	luo	luo	PROPN
fumecheng-13166	551	8	,	,	PUNCT
fumecheng-13166	551	9	w.	w.	PROPN
fumecheng-13166	551	10	,	,	PUNCT
fumecheng-13166	551	11	2023	2023	NUM
fumecheng-13166	551	12	,	,	PUNCT
fumecheng-13166	551	13	reinforcement	reinforcement	NOUN
fumecheng-13166	551	14	learning	learning	NOUN
fumecheng-13166	551	15	-	-	PUNCT
fumecheng-13166	551	16	based	base	VERB
fumecheng-13166	551	17	multi	multi	ADJ
fumecheng-13166	551	18	-	-	ADJ
fumecheng-13166	551	19	strategy	strategy	ADJ
fumecheng-13166	551	20	cuckoo	cuckoo	NOUN
fumecheng-13166	551	21	search	search	NOUN
fumecheng-13166	551	22	algorithm	algorithm	NOUN
fumecheng-13166	551	23	for	for	ADP
fumecheng-13166	551	24	3d	3d	PROPN
fumecheng-13166	551	25	uav	uav	PROPN
fumecheng-13166	551	26	path	path	PROPN
fumecheng-13166	551	27	planning	planning	NOUN
fumecheng-13166	551	28	,	,	PUNCT
fumecheng-13166	551	29	expert	expert	NOUN
fumecheng-13166	551	30	systems	system	NOUN
fumecheng-13166	551	31	with	with	ADP
fumecheng-13166	551	32	applications	application	NOUN
fumecheng-13166	551	33	,	,	PUNCT
fumecheng-13166	551	34	223	223	NUM
fumecheng-13166	551	35	,	,	PUNCT
fumecheng-13166	551	36	119910	119910	NUM
fumecheng-13166	551	37	.	.	PUNCT
fumecheng-13166	552	1	46	46	NUM
fumecheng-13166	552	2	.	.	PUNCT
fumecheng-13166	553	1	mirjalili	mirjalili	NOUN
fumecheng-13166	553	2	,	,	PUNCT
fumecheng-13166	553	3	s.	s.	PROPN
fumecheng-13166	553	4	,	,	PUNCT
fumecheng-13166	553	5	mirjalili	mirjalili	NOUN
fumecheng-13166	553	6	,	,	PUNCT
fumecheng-13166	553	7	s.m	s.m	PROPN
fumecheng-13166	553	8	.	.	PROPN
fumecheng-13166	553	9	,	,	PUNCT
fumecheng-13166	553	10	hatamlou	hatamlou	PROPN
fumecheng-13166	553	11	,	,	PUNCT
fumecheng-13166	553	12	a.	a.	NOUN
fumecheng-13166	553	13	,	,	PUNCT
fumecheng-13166	553	14	2016	2016	NUM
fumecheng-13166	553	15	,	,	PUNCT
fumecheng-13166	553	16	multi	multi	ADJ
fumecheng-13166	553	17	-	-	ADJ
fumecheng-13166	553	18	verse	verse	ADJ
fumecheng-13166	553	19	optimizer	optimizer	NOUN
fumecheng-13166	553	20	:	:	PUNCT
fumecheng-13166	553	21	a	a	DET
fumecheng-13166	553	22	nature	nature	NOUN
fumecheng-13166	553	23	-	-	PUNCT
fumecheng-13166	553	24	inspired	inspire	VERB
fumecheng-13166	553	25	algorithm	algorithm	NOUN
fumecheng-13166	553	26	for	for	ADP
fumecheng-13166	553	27	global	global	ADJ
fumecheng-13166	553	28	optimization	optimization	NOUN
fumecheng-13166	553	29	,	,	PUNCT
fumecheng-13166	553	30	neural	neural	ADJ
fumecheng-13166	553	31	computing	computing	NOUN
fumecheng-13166	553	32	and	and	CCONJ
fumecheng-13166	553	33	applications	application	NOUN
fumecheng-13166	553	34	,	,	PUNCT
fumecheng-13166	553	35	27	27	NUM
fumecheng-13166	553	36	,	,	PUNCT
fumecheng-13166	553	37	pp	pp	ADJ
fumecheng-13166	553	38	.	.	PUNCT
fumecheng-13166	554	1	495	495	NUM
fumecheng-13166	554	2	-	-	SYM
fumecheng-13166	554	3	513	513	NUM
fumecheng-13166	554	4	.	.	PUNCT
fumecheng-13166	555	1	47	47	NUM
fumecheng-13166	555	2	.	.	PUNCT
fumecheng-13166	556	1	guido	guido	PROPN
fumecheng-13166	556	2	,	,	PUNCT
fumecheng-13166	556	3	g.	g.	PROPN
fumecheng-13166	556	4	,	,	PUNCT
fumecheng-13166	556	5	shaffiee	shaffiee	PROPN
fumecheng-13166	556	6	haghshenas	haghshena	NOUN
fumecheng-13166	556	7	,	,	PUNCT
fumecheng-13166	556	8	s.	s.	PROPN
fumecheng-13166	556	9	,	,	PUNCT
fumecheng-13166	556	10	shaffiee	shaffiee	PROPN
fumecheng-13166	556	11	haghshenas	haghshena	NOUN
fumecheng-13166	556	12	,	,	PUNCT
fumecheng-13166	556	13	s.	s.	PROPN
fumecheng-13166	556	14	,	,	PUNCT
fumecheng-13166	556	15	vitale	vitale	PROPN
fumecheng-13166	556	16	,	,	PUNCT
fumecheng-13166	556	17	a.	a.	PROPN
fumecheng-13166	556	18	,	,	PUNCT
fumecheng-13166	556	19	astarita	astarita	PROPN
fumecheng-13166	556	20	,	,	PUNCT
fumecheng-13166	556	21	v.	v.	ADP
fumecheng-13166	556	22	,	,	PUNCT
fumecheng-13166	556	23	park	park	NOUN
fumecheng-13166	556	24	,	,	PUNCT
fumecheng-13166	556	25	y.	y.	PROPN
fumecheng-13166	556	26	,	,	PUNCT
fumecheng-13166	556	27	geem	geem	PROPN
fumecheng-13166	556	28	,	,	PUNCT
fumecheng-13166	556	29	z.w	z.w	PROPN
fumecheng-13166	556	30	.	.	PROPN
fumecheng-13166	556	31	,	,	PUNCT
fumecheng-13166	556	32	2022	2022	NUM
fumecheng-13166	556	33	,	,	PUNCT
fumecheng-13166	556	34	evaluation	evaluation	NOUN
fumecheng-13166	556	35	of	of	ADP
fumecheng-13166	556	36	contributing	contribute	VERB
fumecheng-13166	556	37	factors	factor	NOUN
fumecheng-13166	556	38	affecting	affect	VERB
fumecheng-13166	556	39	number	number	NOUN
fumecheng-13166	556	40	of	of	ADP
fumecheng-13166	556	41	vehicles	vehicle	NOUN
fumecheng-13166	556	42	involved	involve	VERB
fumecheng-13166	556	43	in	in	ADP
fumecheng-13166	556	44	crashes	crash	NOUN
fumecheng-13166	556	45	using	use	VERB
fumecheng-13166	556	46	machine	machine	NOUN
fumecheng-13166	556	47	learning	learn	VERB
fumecheng-13166	556	48	techniques	technique	NOUN
fumecheng-13166	556	49	in	in	ADP
fumecheng-13166	556	50	rural	rural	ADJ
fumecheng-13166	556	51	roads	road	NOUN
fumecheng-13166	556	52	of	of	ADP
fumecheng-13166	556	53	cosenza	cosenza	PROPN
fumecheng-13166	556	54	,	,	PUNCT
fumecheng-13166	556	55	italy	italy	PROPN
fumecheng-13166	556	56	,	,	PUNCT
fumecheng-13166	556	57	safety	safety	NOUN
fumecheng-13166	556	58	,	,	PUNCT
fumecheng-13166	556	59	8(2	8(2	NUM
fumecheng-13166	556	60	)	)	PUNCT
fumecheng-13166	556	61	,	,	PUNCT
fumecheng-13166	556	62	28	28	NUM
fumecheng-13166	556	63	.	.	X
fumecheng-13166	556	64	48	48	NUM
fumecheng-13166	556	65	.	.	PUNCT
fumecheng-13166	557	1	fiorini	fiorini	PROPN
fumecheng-13166	557	2	morosini	morosini	PROPN
fumecheng-13166	557	3	,	,	PUNCT
fumecheng-13166	557	4	a.	a.	PROPN
fumecheng-13166	557	5	,	,	PUNCT
fumecheng-13166	557	6	shaffiee	shaffiee	PROPN
fumecheng-13166	557	7	haghshenas	haghshena	NOUN
fumecheng-13166	557	8	,	,	PUNCT
fumecheng-13166	557	9	s.	s.	PROPN
fumecheng-13166	557	10	,	,	PUNCT
fumecheng-13166	557	11	shaffiee	shaffiee	PROPN
fumecheng-13166	557	12	haghshenas	haghshena	NOUN
fumecheng-13166	557	13	,	,	PUNCT
fumecheng-13166	557	14	s.	s.	PROPN
fumecheng-13166	557	15	,	,	PUNCT
fumecheng-13166	557	16	geem	geem	PROPN
fumecheng-13166	557	17	,	,	PUNCT
fumecheng-13166	557	18	z.w	z.w	PROPN
fumecheng-13166	557	19	.	.	PROPN
fumecheng-13166	557	20	,	,	PUNCT
fumecheng-13166	557	21	2020	2020	NUM
fumecheng-13166	557	22	,	,	PUNCT
fumecheng-13166	557	23	development	development	NOUN
fumecheng-13166	557	24	of	of	ADP
fumecheng-13166	557	25	a	a	DET
fumecheng-13166	557	26	binary	binary	ADJ
fumecheng-13166	557	27	model	model	NOUN
fumecheng-13166	557	28	for	for	ADP
fumecheng-13166	557	29	evaluating	evaluate	VERB
fumecheng-13166	557	30	water	water	NOUN
fumecheng-13166	557	31	distribution	distribution	NOUN
fumecheng-13166	557	32	systems	system	NOUN
fumecheng-13166	557	33	by	by	ADP
fumecheng-13166	557	34	a	a	DET
fumecheng-13166	557	35	pressure	pressure	NOUN
fumecheng-13166	557	36	driven	drive	VERB
fumecheng-13166	557	37	analysis	analysis	NOUN
fumecheng-13166	557	38	(	(	PUNCT
fumecheng-13166	557	39	pda	pda	NOUN
fumecheng-13166	557	40	)	)	PUNCT
fumecheng-13166	557	41	approach	approach	NOUN
fumecheng-13166	557	42	,	,	PUNCT
fumecheng-13166	557	43	applied	apply	VERB
fumecheng-13166	557	44	sciences	science	NOUN
fumecheng-13166	557	45	,	,	PUNCT
fumecheng-13166	557	46	10(9	10(9	NUM
fumecheng-13166	557	47	)	)	PUNCT
fumecheng-13166	557	48	,	,	PUNCT
fumecheng-13166	557	49	3029	3029	NUM
fumecheng-13166	557	50	.	.	PUNCT
fumecheng-13166	558	1	49	49	NUM
fumecheng-13166	558	2	.	.	PUNCT
fumecheng-13166	559	1	feng	feng	PROPN
fumecheng-13166	559	2	,	,	PUNCT
fumecheng-13166	559	3	x.	x.	PROPN
fumecheng-13166	559	4	,	,	PUNCT
fumecheng-13166	559	5	li	li	PROPN
fumecheng-13166	559	6	,	,	PUNCT
fumecheng-13166	559	7	s.	s.	PROPN
fumecheng-13166	559	8	,	,	PUNCT
fumecheng-13166	559	9	yuan	yuan	PROPN
fumecheng-13166	559	10	,	,	PUNCT
fumecheng-13166	559	11	c.	c.	PROPN
fumecheng-13166	559	12	,	,	PUNCT
fumecheng-13166	559	13	zeng	zeng	PROPN
fumecheng-13166	559	14	,	,	PUNCT
fumecheng-13166	559	15	p.	p.	PROPN
fumecheng-13166	559	16	,	,	PUNCT
fumecheng-13166	559	17	sun	sun	NOUN
fumecheng-13166	559	18	,	,	PUNCT
fumecheng-13166	559	19	y.	y.	NOUN
fumecheng-13166	559	20	,	,	PUNCT
fumecheng-13166	559	21	2018	2018	NUM
fumecheng-13166	559	22	,	,	PUNCT
fumecheng-13166	559	23	prediction	prediction	NOUN
fumecheng-13166	559	24	of	of	ADP
fumecheng-13166	559	25	slope	slope	NOUN
fumecheng-13166	559	26	stability	stability	NOUN
fumecheng-13166	559	27	using	use	VERB
fumecheng-13166	559	28	naive	naive	ADJ
fumecheng-13166	559	29	bayes	bayes	NOUN
fumecheng-13166	559	30	classifier	classifier	NOUN
fumecheng-13166	559	31	,	,	PUNCT
fumecheng-13166	559	32	ksce	ksce	PROPN
fumecheng-13166	559	33	journal	journal	NOUN
fumecheng-13166	559	34	of	of	ADP
fumecheng-13166	559	35	civil	civil	ADJ
fumecheng-13166	559	36	engineering	engineering	NOUN
fumecheng-13166	559	37	,	,	PUNCT
fumecheng-13166	559	38	22	22	NUM
fumecheng-13166	559	39	,	,	PUNCT
fumecheng-13166	559	40	pp	pp	ADJ
fumecheng-13166	559	41	.	.	PUNCT
fumecheng-13166	560	1	941	941	NUM
fumecheng-13166	560	2	-	-	SYM
fumecheng-13166	560	3	950	950	NUM
fumecheng-13166	560	4	.	.	NOUN
fumecheng-13166	561	1	50	50	NUM
fumecheng-13166	561	2	.	.	PUNCT
fumecheng-13166	562	1	hosseini	hosseini	PROPN
fumecheng-13166	562	2	,	,	PUNCT
fumecheng-13166	562	3	s.	s.	PROPN
fumecheng-13166	562	4	m.	m.	PROPN
fumecheng-13166	562	5	,	,	PUNCT
fumecheng-13166	562	6	ataei	ataei	NOUN
fumecheng-13166	562	7	,	,	PUNCT
fumecheng-13166	562	8	m.	m.	NOUN
fumecheng-13166	562	9	,	,	PUNCT
fumecheng-13166	562	10	khalokakaei	khalokakaei	PROPN
fumecheng-13166	562	11	,	,	PUNCT
fumecheng-13166	562	12	r.	r.	PROPN
fumecheng-13166	562	13	,	,	PUNCT
fumecheng-13166	562	14	mikaeil	mikaeil	PROPN
fumecheng-13166	562	15	,	,	PUNCT
fumecheng-13166	562	16	r.	r.	PROPN
fumecheng-13166	562	17	,	,	PUNCT
fumecheng-13166	562	18	haghshenas	haghshena	NOUN
fumecheng-13166	562	19	,	,	PUNCT
fumecheng-13166	562	20	s.	s.	PROPN
fumecheng-13166	562	21	s.	s.	PROPN
fumecheng-13166	562	22	,	,	PUNCT
fumecheng-13166	562	23	2019	2019	NUM
fumecheng-13166	562	24	,	,	PUNCT
fumecheng-13166	562	25	investigating	investigate	VERB
fumecheng-13166	562	26	the	the	DET
fumecheng-13166	562	27	role	role	NOUN
fumecheng-13166	562	28	of	of	ADP
fumecheng-13166	562	29	the	the	DET
fumecheng-13166	562	30	cooling	cool	VERB
fumecheng-13166	562	31	and	and	CCONJ
fumecheng-13166	562	32	lubricant	lubricant	NOUN
fumecheng-13166	562	33	fluids	fluid	NOUN
fumecheng-13166	562	34	on	on	ADP
fumecheng-13166	562	35	the	the	DET
fumecheng-13166	562	36	performance	performance	NOUN
fumecheng-13166	562	37	of	of	ADP
fumecheng-13166	562	38	cutting	cut	VERB
fumecheng-13166	562	39	disks	disk	NOUN
fumecheng-13166	562	40	(	(	PUNCT
fumecheng-13166	562	41	case	case	NOUN
fumecheng-13166	562	42	study	study	NOUN
fumecheng-13166	562	43	:	:	PUNCT
fumecheng-13166	562	44	hard	hard	ADJ
fumecheng-13166	562	45	rocks	rock	NOUN
fumecheng-13166	562	46	)	)	PUNCT
fumecheng-13166	562	47	,	,	PUNCT
fumecheng-13166	562	48	rudarsko	rudarsko	NOUN
fumecheng-13166	562	49	-	-	PUNCT
fumecheng-13166	562	50	geološkonaftni	geološkonaftni	NOUN
fumecheng-13166	562	51	zbornik	zbornik	X
fumecheng-13166	562	52	,	,	PUNCT
fumecheng-13166	562	53	34(2	34(2	NUM
fumecheng-13166	562	54	)	)	PUNCT
fumecheng-13166	562	55	,	,	PUNCT
fumecheng-13166	563	1	pp	pp	ADP
fumecheng-13166	563	2	.	.	PUNCT
fumecheng-13166	564	1	13	13	NUM
fumecheng-13166	564	2	-	-	SYM
fumecheng-13166	564	3	25	25	NUM
fumecheng-13166	564	4	.	.	PUNCT
fumecheng-13166	565	1	51	51	NUM
fumecheng-13166	565	2	.	.	PUNCT
fumecheng-13166	566	1	waskom	waskom	PROPN
fumecheng-13166	566	2	,	,	PUNCT
fumecheng-13166	566	3	m.	m.	PROPN
fumecheng-13166	566	4	l.	l.	PROPN
fumecheng-13166	566	5	,	,	PUNCT
fumecheng-13166	566	6	2021	2021	NUM
fumecheng-13166	566	7	,	,	PUNCT
fumecheng-13166	566	8	seaborn	seaborn	PROPN
fumecheng-13166	566	9	:	:	PUNCT
fumecheng-13166	566	10	statistical	statistical	ADJ
fumecheng-13166	566	11	data	data	NOUN
fumecheng-13166	566	12	visualization	visualization	NOUN
fumecheng-13166	566	13	,	,	PUNCT
fumecheng-13166	566	14	journal	journal	NOUN
fumecheng-13166	566	15	of	of	ADP
fumecheng-13166	566	16	open	open	ADJ
fumecheng-13166	566	17	source	source	NOUN
fumecheng-13166	566	18	software	software	NOUN
fumecheng-13166	566	19	,	,	PUNCT
fumecheng-13166	566	20	6(60	6(60	NUM
fumecheng-13166	566	21	)	)	PUNCT
fumecheng-13166	566	22	,	,	PUNCT
fumecheng-13166	566	23	3021	3021	NUM
fumecheng-13166	566	24	.	.	PUNCT
fumecheng-13166	567	1	52	52	NUM
fumecheng-13166	567	2	.	.	PUNCT
fumecheng-13166	568	1	bergstra	bergstra	PROPN
fumecheng-13166	568	2	,	,	PUNCT
fumecheng-13166	568	3	j.	j.	PROPN
fumecheng-13166	568	4	,	,	PUNCT
fumecheng-13166	568	5	bardenet	bardenet	PROPN
fumecheng-13166	568	6	,	,	PUNCT
fumecheng-13166	568	7	r.	r.	PROPN
fumecheng-13166	568	8	,	,	PUNCT
fumecheng-13166	568	9	bengio	bengio	PROPN
fumecheng-13166	568	10	,	,	PUNCT
fumecheng-13166	568	11	y.	y.	PROPN
fumecheng-13166	568	12	,	,	PUNCT
fumecheng-13166	568	13	kégl	kégl	PROPN
fumecheng-13166	568	14	,	,	PUNCT
fumecheng-13166	568	15	b.	b.	PROPN
fumecheng-13166	568	16	,	,	PUNCT
fumecheng-13166	568	17	2011	2011	NUM
fumecheng-13166	568	18	,	,	PUNCT
fumecheng-13166	568	19	algorithms	algorithm	NOUN
fumecheng-13166	568	20	for	for	ADP
fumecheng-13166	568	21	hyper	hyper	ADJ
fumecheng-13166	568	22	-	-	ADJ
fumecheng-13166	568	23	parameter	parameter	ADJ
fumecheng-13166	568	24	optimization	optimization	NOUN
fumecheng-13166	568	25	,	,	PUNCT
fumecheng-13166	568	26	proceedings	proceeding	NOUN
fumecheng-13166	568	27	of	of	ADP
fumecheng-13166	568	28	the	the	DET
fumecheng-13166	568	29	24th	24th	ADJ
fumecheng-13166	568	30	international	international	ADJ
fumecheng-13166	568	31	conference	conference	NOUN
fumecheng-13166	568	32	on	on	ADP
fumecheng-13166	568	33	neural	neural	ADJ
fumecheng-13166	568	34	information	information	NOUN
fumecheng-13166	568	35	processing	processing	NOUN
fumecheng-13166	568	36	systems	system	NOUN
fumecheng-13166	568	37	,	,	PUNCT
fumecheng-13166	568	38	2011	2011	NUM
fumecheng-13166	568	39	,	,	PUNCT
fumecheng-13166	568	40	granada	granada	PROPN
fumecheng-13166	568	41	,	,	PUNCT
fumecheng-13166	568	42	spain	spain	PROPN
fumecheng-13166	568	43	.	.	PUNCT
fumecheng-13166	569	1	53	53	NUM
fumecheng-13166	569	2	.	.	PUNCT
fumecheng-13166	570	1	kaur	kaur	PROPN
fumecheng-13166	570	2	,	,	PUNCT
fumecheng-13166	570	3	r.	r.	PROPN
fumecheng-13166	570	4	,	,	PUNCT
fumecheng-13166	570	5	roul	roul	PROPN
fumecheng-13166	570	6	,	,	PUNCT
fumecheng-13166	570	7	r.	r.	PROPN
fumecheng-13166	570	8	k.	k.	PROPN
fumecheng-13166	570	9	,	,	PUNCT
fumecheng-13166	570	10	batra	batra	PROPN
fumecheng-13166	570	11	,	,	PUNCT
fumecheng-13166	570	12	s.	s.	PROPN
fumecheng-13166	570	13	,	,	PUNCT
fumecheng-13166	570	14	2023	2023	NUM
fumecheng-13166	570	15	,	,	PUNCT
fumecheng-13166	570	16	an	an	DET
fumecheng-13166	570	17	efficient	efficient	ADJ
fumecheng-13166	570	18	approach	approach	NOUN
fumecheng-13166	570	19	for	for	ADP
fumecheng-13166	570	20	accident	accident	NOUN
fumecheng-13166	570	21	severity	severity	NOUN
fumecheng-13166	570	22	classification	classification	NOUN
fumecheng-13166	570	23	in	in	ADP
fumecheng-13166	570	24	smart	smart	ADJ
fumecheng-13166	570	25	transportation	transportation	NOUN
fumecheng-13166	570	26	system	system	NOUN
fumecheng-13166	570	27	,	,	PUNCT
fumecheng-13166	570	28	arabian	arabian	ADJ
fumecheng-13166	570	29	journal	journal	NOUN
fumecheng-13166	570	30	for	for	ADP
fumecheng-13166	570	31	science	science	NOUN
fumecheng-13166	570	32	and	and	CCONJ
fumecheng-13166	570	33	engineering	engineering	NOUN
fumecheng-13166	570	34	,	,	PUNCT
fumecheng-13166	570	35	48(8	48(8	NUM
fumecheng-13166	570	36	)	)	PUNCT
fumecheng-13166	570	37	,	,	PUNCT
fumecheng-13166	570	38	pp	pp	PROPN
fumecheng-13166	570	39	.	.	PUNCT
fumecheng-13166	571	1	9645	9645	NUM
fumecheng-13166	571	2	-	-	SYM
fumecheng-13166	571	3	9659	9659	NUM
fumecheng-13166	571	4	.	.	PUNCT
fumecheng-13166	572	1	54	54	NUM
fumecheng-13166	572	2	.	.	PUNCT
fumecheng-13166	572	3	haghshenas	haghshenas	PROPN
fumecheng-13166	572	4	,	,	PUNCT
fumecheng-13166	572	5	s.	s.	PROPN
fumecheng-13166	572	6	s.	s.	PROPN
fumecheng-13166	572	7	,	,	PUNCT
fumecheng-13166	572	8	guido	guido	NOUN
fumecheng-13166	572	9	,	,	PUNCT
fumecheng-13166	572	10	g.	g.	PROPN
fumecheng-13166	572	11	,	,	PUNCT
fumecheng-13166	572	12	vitale	vitale	PROPN
fumecheng-13166	572	13	,	,	PUNCT
fumecheng-13166	572	14	a.	a.	PROPN
fumecheng-13166	572	15	,	,	PUNCT
fumecheng-13166	572	16	astarita	astarita	PROPN
fumecheng-13166	572	17	,	,	PUNCT
fumecheng-13166	572	18	v.	v.	ADP
fumecheng-13166	572	19	,	,	PUNCT
fumecheng-13166	572	20	2023	2023	NUM
fumecheng-13166	572	21	,	,	PUNCT
fumecheng-13166	572	22	assessment	assessment	NOUN
fumecheng-13166	572	23	of	of	ADP
fumecheng-13166	572	24	the	the	DET
fumecheng-13166	572	25	level	level	NOUN
fumecheng-13166	572	26	of	of	ADP
fumecheng-13166	572	27	road	road	NOUN
fumecheng-13166	572	28	crash	crash	NOUN
fumecheng-13166	572	29	severity	severity	NOUN
fumecheng-13166	572	30	:	:	PUNCT
fumecheng-13166	572	31	comparison	comparison	NOUN
fumecheng-13166	572	32	of	of	ADP
fumecheng-13166	572	33	intelligence	intelligence	NOUN
fumecheng-13166	572	34	studies	study	NOUN
fumecheng-13166	572	35	,	,	PUNCT
fumecheng-13166	572	36	expert	expert	NOUN
fumecheng-13166	572	37	systems	system	NOUN
fumecheng-13166	572	38	with	with	ADP
fumecheng-13166	572	39	applications	application	NOUN
fumecheng-13166	572	40	,	,	PUNCT
fumecheng-13166	572	41	234	234	NUM
fumecheng-13166	572	42	,	,	PUNCT
fumecheng-13166	572	43	121118	121118	NUM
fumecheng-13166	572	44	.	.	PUNCT
fumecheng-13166	573	1	enhancing	enhance	VERB
fumecheng-13166	573	2	support	support	NOUN
fumecheng-13166	573	3	vector	vector	NOUN
fumecheng-13166	573	4	machine	machine	NOUN
fumecheng-13166	573	5	performance	performance	NOUN
fumecheng-13166	573	6	in	in	ADP
fumecheng-13166	573	7	forecasting	forecast	VERB
fumecheng-13166	573	8	the	the	DET
fumecheng-13166	573	9	number	number	NOUN
fumecheng-13166	573	10	of	of	ADP
fumecheng-13166	573	11	vehicles	vehicle	NOUN
fumecheng-13166	573	12	…	…	PUNCT
fumecheng-13166	573	13	29	29	NUM
fumecheng-13166	573	14	55	55	NUM
fumecheng-13166	573	15	.	.	PUNCT
fumecheng-13166	574	1	cui	cui	PROPN
fumecheng-13166	574	2	,	,	PUNCT
fumecheng-13166	574	3	j.	j.	PROPN
fumecheng-13166	574	4	,	,	PUNCT
fumecheng-13166	574	5	zhang	zhang	PROPN
fumecheng-13166	574	6	,	,	PUNCT
fumecheng-13166	574	7	h.	h.	PROPN
fumecheng-13166	574	8	,	,	PUNCT
fumecheng-13166	574	9	zhao	zhao	PROPN
fumecheng-13166	574	10	,	,	PUNCT
fumecheng-13166	574	11	j.	j.	PROPN
fumecheng-13166	574	12	,	,	PUNCT
fumecheng-13166	574	13	zhang	zhang	PROPN
fumecheng-13166	574	14	,	,	PUNCT
fumecheng-13166	574	15	y.	y.	PROPN
fumecheng-13166	574	16	,	,	PUNCT
fumecheng-13166	574	17	2019	2019	NUM
fumecheng-13166	574	18	,	,	PUNCT
fumecheng-13166	574	19	research	research	NOUN
fumecheng-13166	574	20	on	on	ADP
fumecheng-13166	574	21	svm	svm	ADJ
fumecheng-13166	574	22	-	-	PUNCT
fumecheng-13166	574	23	based	base	VERB
fumecheng-13166	574	24	highway	highway	NOUN
fumecheng-13166	574	25	traffic	traffic	NOUN
fumecheng-13166	574	26	safety	safety	PROPN
fumecheng-13166	574	27	evaluation	evaluation	NOUN
fumecheng-13166	574	28	model	model	NOUN
fumecheng-13166	574	29	,	,	PUNCT
fumecheng-13166	574	30	in	in	ADP
fumecheng-13166	574	31	green	green	ADJ
fumecheng-13166	574	32	intelligent	intelligent	ADJ
fumecheng-13166	574	33	transportation	transportation	NOUN
fumecheng-13166	574	34	systems	system	NOUN
fumecheng-13166	574	35	:	:	PUNCT
fumecheng-13166	574	36	proceedings	proceeding	NOUN
fumecheng-13166	574	37	of	of	ADP
fumecheng-13166	574	38	the	the	DET
fumecheng-13166	574	39	8th	8th	ADJ
fumecheng-13166	574	40	international	international	ADJ
fumecheng-13166	574	41	conference	conference	NOUN
fumecheng-13166	574	42	on	on	ADP
fumecheng-13166	574	43	green	green	ADJ
fumecheng-13166	574	44	intelligent	intelligent	ADJ
fumecheng-13166	574	45	transportation	transportation	NOUN
fumecheng-13166	574	46	systems	system	NOUN
fumecheng-13166	574	47	and	and	CCONJ
fumecheng-13166	574	48	safety	safety	NOUN
fumecheng-13166	574	49	.	.	PUNCT
fumecheng-13166	575	1	pp	pp	ADV
fumecheng-13166	575	2	.	.	PUNCT
fumecheng-13166	576	1	799	799	NUM
fumecheng-13166	576	2	-	-	SYM
fumecheng-13166	576	3	809	809	NUM
fumecheng-13166	576	4	.	.	PUNCT
fumecheng-13166	577	1	56	56	NUM
fumecheng-13166	577	2	.	.	PUNCT
fumecheng-13166	577	3	alqahtani	alqahtani	PROPN
fumecheng-13166	577	4	,	,	PUNCT
fumecheng-13166	577	5	h.	h.	PROPN
fumecheng-13166	577	6	,	,	PUNCT
fumecheng-13166	577	7	kumar	kumar	PROPN
fumecheng-13166	577	8	,	,	PUNCT
fumecheng-13166	577	9	g.	g.	PROPN
fumecheng-13166	577	10	,	,	PUNCT
fumecheng-13166	577	11	2024	2024	NUM
fumecheng-13166	577	12	,	,	PUNCT
fumecheng-13166	577	13	machine	machine	NOUN
fumecheng-13166	577	14	learning	learning	NOUN
fumecheng-13166	577	15	for	for	ADP
fumecheng-13166	577	16	enhancing	enhance	VERB
fumecheng-13166	577	17	transportation	transportation	NOUN
fumecheng-13166	577	18	security	security	NOUN
fumecheng-13166	577	19	:	:	PUNCT
fumecheng-13166	577	20	a	a	DET
fumecheng-13166	577	21	comprehensive	comprehensive	ADJ
fumecheng-13166	577	22	analysis	analysis	NOUN
fumecheng-13166	577	23	of	of	ADP
fumecheng-13166	577	24	electric	electric	ADJ
fumecheng-13166	577	25	and	and	CCONJ
fumecheng-13166	577	26	flying	fly	VERB
fumecheng-13166	577	27	vehicle	vehicle	NOUN
fumecheng-13166	577	28	systems	system	NOUN
fumecheng-13166	577	29	,	,	PUNCT
fumecheng-13166	577	30	engineering	engineering	NOUN
fumecheng-13166	577	31	applications	application	NOUN
fumecheng-13166	577	32	of	of	ADP
fumecheng-13166	577	33	artificial	artificial	ADJ
fumecheng-13166	577	34	intelligence	intelligence	NOUN
fumecheng-13166	577	35	,	,	PUNCT
fumecheng-13166	577	36	129	129	NUM
fumecheng-13166	577	37	,	,	PUNCT
fumecheng-13166	577	38	107667	107667	NUM
fumecheng-13166	577	39	.	.	PUNCT
fumecheng-13166	578	1	57	57	NUM
fumecheng-13166	578	2	.	.	X
fumecheng-13166	578	3	cawley	cawley	NOUN
fumecheng-13166	578	4	,	,	PUNCT
fumecheng-13166	578	5	g.c	g.c	PROPN
fumecheng-13166	578	6	.	.	PROPN
fumecheng-13166	578	7	,	,	PUNCT
fumecheng-13166	578	8	talbot	talbot	PROPN
fumecheng-13166	578	9	,	,	PUNCT
fumecheng-13166	578	10	n.l	n.l	PROPN
fumecheng-13166	578	11	.	.	PROPN
fumecheng-13166	578	12	,	,	PUNCT
fumecheng-13166	578	13	2010	2010	NUM
fumecheng-13166	578	14	,	,	PUNCT
fumecheng-13166	578	15	on	on	ADP
fumecheng-13166	578	16	over	over	ADV
fumecheng-13166	578	17	-	-	PUNCT
fumecheng-13166	578	18	fitting	fit	VERB
fumecheng-13166	578	19	in	in	ADP
fumecheng-13166	578	20	model	model	NOUN
fumecheng-13166	578	21	selection	selection	NOUN
fumecheng-13166	578	22	and	and	CCONJ
fumecheng-13166	578	23	subsequent	subsequent	ADJ
fumecheng-13166	578	24	selection	selection	NOUN
fumecheng-13166	578	25	bias	bias	NOUN
fumecheng-13166	578	26	in	in	ADP
fumecheng-13166	578	27	performance	performance	NOUN
fumecheng-13166	578	28	evaluation	evaluation	NOUN
fumecheng-13166	578	29	,	,	PUNCT
fumecheng-13166	578	30	the	the	DET
fumecheng-13166	578	31	journal	journal	NOUN
fumecheng-13166	578	32	of	of	ADP
fumecheng-13166	578	33	machine	machine	NOUN
fumecheng-13166	578	34	learning	learn	VERB
fumecheng-13166	578	35	research	research	NOUN
fumecheng-13166	578	36	,	,	PUNCT
fumecheng-13166	578	37	11	11	NUM
fumecheng-13166	578	38	,	,	PUNCT
fumecheng-13166	578	39	pp	pp	ADJ
fumecheng-13166	578	40	.	.	PUNCT
fumecheng-13166	578	41	2079	2079	NUM
fumecheng-13166	578	42	-	-	SYM
fumecheng-13166	578	43	2107	2107	NUM
fumecheng-13166	578	44	.	.	PUNCT
fumecheng-13166	579	1	58	58	NUM
fumecheng-13166	579	2	.	.	PUNCT
fumecheng-13166	580	1	guido	guido	PROPN
fumecheng-13166	580	2	,	,	PUNCT
fumecheng-13166	580	3	g.	g.	PROPN
fumecheng-13166	580	4	,	,	PUNCT
fumecheng-13166	580	5	haghshenas	haghshenas	PROPN
fumecheng-13166	580	6	,	,	PUNCT
fumecheng-13166	580	7	s.s	s.s	PROPN
fumecheng-13166	580	8	.	.	PROPN
fumecheng-13166	580	9	,	,	PUNCT
fumecheng-13166	580	10	haghshenas	haghshenas	PROPN
fumecheng-13166	580	11	,	,	PUNCT
fumecheng-13166	580	12	s.s	s.s	PROPN
fumecheng-13166	580	13	.	.	PROPN
fumecheng-13166	580	14	,	,	PUNCT
fumecheng-13166	580	15	vitale	vitale	PROPN
fumecheng-13166	580	16	,	,	PUNCT
fumecheng-13166	580	17	a.	a.	PROPN
fumecheng-13166	580	18	,	,	PUNCT
fumecheng-13166	580	19	gallelli	gallelli	PROPN
fumecheng-13166	580	20	,	,	PUNCT
fumecheng-13166	580	21	v.	v.	PROPN
fumecheng-13166	580	22	,	,	PUNCT
fumecheng-13166	580	23	astarita	astarita	PROPN
fumecheng-13166	580	24	,	,	PUNCT
fumecheng-13166	580	25	v.	v.	ADP
fumecheng-13166	580	26	,	,	PUNCT
fumecheng-13166	580	27	2020	2020	NUM
fumecheng-13166	580	28	,	,	PUNCT
fumecheng-13166	580	29	development	development	NOUN
fumecheng-13166	580	30	of	of	ADP
fumecheng-13166	580	31	a	a	DET
fumecheng-13166	580	32	binary	binary	ADJ
fumecheng-13166	580	33	classification	classification	NOUN
fumecheng-13166	580	34	model	model	NOUN
fumecheng-13166	580	35	to	to	PART
fumecheng-13166	580	36	assess	assess	VERB
fumecheng-13166	580	37	safety	safety	NOUN
fumecheng-13166	580	38	in	in	ADP
fumecheng-13166	580	39	transportation	transportation	NOUN
fumecheng-13166	580	40	systems	system	NOUN
fumecheng-13166	580	41	using	use	VERB
fumecheng-13166	580	42	gmdh	gmdh	ADJ
fumecheng-13166	580	43	-	-	PUNCT
fumecheng-13166	580	44	type	type	NOUN
fumecheng-13166	580	45	neural	neural	ADJ
fumecheng-13166	580	46	network	network	NOUN
fumecheng-13166	580	47	algorithm	algorithm	NOUN
fumecheng-13166	580	48	,	,	PUNCT
fumecheng-13166	580	49	sustainability	sustainability	NOUN
fumecheng-13166	580	50	,	,	PUNCT
fumecheng-13166	580	51	12(17	12(17	NUM
fumecheng-13166	580	52	)	)	PUNCT
fumecheng-13166	580	53	,	,	PUNCT
fumecheng-13166	580	54	6735	6735	NUM
fumecheng-13166	580	55	.	.	PUNCT
fumecheng-13166	581	1	59	59	NUM
fumecheng-13166	581	2	.	.	PUNCT
fumecheng-13166	581	3	fawcett	fawcett	PROPN
fumecheng-13166	581	4	,	,	PUNCT
fumecheng-13166	581	5	t.	t.	PROPN
fumecheng-13166	581	6	,	,	PUNCT
fumecheng-13166	581	7	2006	2006	NUM
fumecheng-13166	581	8	,	,	PUNCT
fumecheng-13166	581	9	an	an	DET
fumecheng-13166	581	10	introduction	introduction	NOUN
fumecheng-13166	581	11	to	to	ADP
fumecheng-13166	581	12	roc	roc	PROPN
fumecheng-13166	581	13	analysis	analysis	NOUN
fumecheng-13166	581	14	,	,	PUNCT
fumecheng-13166	581	15	pattern	pattern	NOUN
fumecheng-13166	581	16	recognition	recognition	NOUN
fumecheng-13166	581	17	letters	letter	NOUN
fumecheng-13166	581	18	,	,	PUNCT
fumecheng-13166	581	19	27(8	27(8	NUM
fumecheng-13166	581	20	)	)	PUNCT
fumecheng-13166	581	21	,	,	PUNCT
fumecheng-13166	581	22	pp	pp	PROPN
fumecheng-13166	581	23	.	.	PUNCT
fumecheng-13166	582	1	861	861	NUM
fumecheng-13166	582	2	-	-	SYM
fumecheng-13166	582	3	874	874	NUM
fumecheng-13166	582	4	.	.	PUNCT
fumecheng-13166	583	1	60	60	NUM
fumecheng-13166	583	2	.	.	PUNCT
fumecheng-13166	584	1	looney	looney	NOUN
fumecheng-13166	584	2	,	,	PUNCT
fumecheng-13166	584	3	c.	c.	PROPN
fumecheng-13166	584	4	g.	g.	PROPN
fumecheng-13166	584	5	,	,	PUNCT
fumecheng-13166	584	6	1996	1996	NUM
fumecheng-13166	584	7	,	,	PUNCT
fumecheng-13166	584	8	advances	advance	NOUN
fumecheng-13166	584	9	in	in	ADP
fumecheng-13166	584	10	feedforward	feedforward	ADJ
fumecheng-13166	584	11	neural	neural	ADJ
fumecheng-13166	584	12	networks	network	NOUN
fumecheng-13166	584	13	:	:	PUNCT
fumecheng-13166	584	14	demystifying	demystify	VERB
fumecheng-13166	584	15	knowledge	knowledge	NOUN
fumecheng-13166	584	16	acquiring	acquire	VERB
fumecheng-13166	584	17	black	black	ADJ
fumecheng-13166	584	18	boxes	box	NOUN
fumecheng-13166	584	19	,	,	PUNCT
fumecheng-13166	584	20	ieee	ieee	NOUN
fumecheng-13166	584	21	transactions	transaction	NOUN
fumecheng-13166	584	22	on	on	ADP
fumecheng-13166	584	23	knowledge	knowledge	NOUN
fumecheng-13166	584	24	and	and	CCONJ
fumecheng-13166	584	25	data	datum	NOUN
fumecheng-13166	584	26	engineering	engineering	NOUN
fumecheng-13166	584	27	,	,	PUNCT
fumecheng-13166	584	28	8(2	8(2	NUM
fumecheng-13166	584	29	)	)	PUNCT
fumecheng-13166	584	30	,	,	PUNCT
fumecheng-13166	584	31	pp	pp	PROPN
fumecheng-13166	584	32	.	.	PUNCT
fumecheng-13166	585	1	211	211	NUM
fumecheng-13166	585	2	-	-	SYM
fumecheng-13166	585	3	226	226	NUM
fumecheng-13166	585	4	.	.	PUNCT
fumecheng-13166	586	1	61	61	NUM
fumecheng-13166	586	2	.	.	PUNCT
fumecheng-13166	587	1	zhou	zhou	PROPN
fumecheng-13166	587	2	,	,	PUNCT
fumecheng-13166	587	3	j.	j.	PROPN
fumecheng-13166	587	4	,	,	PUNCT
fumecheng-13166	587	5	zhu	zhu	PROPN
fumecheng-13166	587	6	,	,	PUNCT
fumecheng-13166	587	7	s.	s.	PROPN
fumecheng-13166	587	8	,	,	PUNCT
fumecheng-13166	587	9	qiu	qiu	PROPN
fumecheng-13166	587	10	,	,	PUNCT
fumecheng-13166	587	11	y.	y.	PROPN
fumecheng-13166	587	12	,	,	PUNCT
fumecheng-13166	587	13	armaghani	armaghani	PROPN
fumecheng-13166	587	14	,	,	PUNCT
fumecheng-13166	587	15	d.j	d.j	PROPN
fumecheng-13166	587	16	.	.	PROPN
fumecheng-13166	587	17	,	,	PUNCT
fumecheng-13166	587	18	zhou	zhou	PROPN
fumecheng-13166	587	19	,	,	PUNCT
fumecheng-13166	587	20	a.	a.	PROPN
fumecheng-13166	587	21	,	,	PUNCT
fumecheng-13166	587	22	yong	yong	PROPN
fumecheng-13166	587	23	,	,	PUNCT
fumecheng-13166	587	24	w.	w.	PROPN
fumecheng-13166	587	25	,	,	PUNCT
fumecheng-13166	587	26	2022	2022	NUM
fumecheng-13166	587	27	,	,	PUNCT
fumecheng-13166	587	28	predicting	predict	VERB
fumecheng-13166	587	29	tunnel	tunnel	NOUN
fumecheng-13166	587	30	squeezing	squeeze	VERB
fumecheng-13166	587	31	using	use	VERB
fumecheng-13166	587	32	support	support	NOUN
fumecheng-13166	587	33	vector	vector	NOUN
fumecheng-13166	587	34	machine	machine	NOUN
fumecheng-13166	587	35	optimized	optimize	VERB
fumecheng-13166	587	36	by	by	ADP
fumecheng-13166	587	37	whale	whale	NOUN
fumecheng-13166	587	38	optimization	optimization	NOUN
fumecheng-13166	587	39	algorithm	algorithm	NOUN
fumecheng-13166	587	40	,	,	PUNCT
fumecheng-13166	587	41	acta	acta	PROPN
fumecheng-13166	587	42	geotechnica	geotechnica	PROPN
fumecheng-13166	587	43	,	,	PUNCT
fumecheng-13166	587	44	17(4	17(4	NUM
fumecheng-13166	587	45	)	)	PUNCT
fumecheng-13166	587	46	,	,	PUNCT
fumecheng-13166	587	47	pp	pp	ADJ
fumecheng-13166	587	48	.	.	PUNCT
fumecheng-13166	588	1	1343	1343	NUM
fumecheng-13166	588	2	-	-	SYM
fumecheng-13166	588	3	1366	1366	NUM
fumecheng-13166	588	4	.	.	PUNCT
fumecheng-13166	589	1	62	62	NUM
fumecheng-13166	589	2	.	.	PUNCT
fumecheng-13166	590	1	zorlu	zorlu	PROPN
fumecheng-13166	590	2	,	,	PUNCT
fumecheng-13166	590	3	k.	k.	PROPN
fumecheng-13166	590	4	,	,	PUNCT
fumecheng-13166	590	5	gokceoglu	gokceoglu	NOUN
fumecheng-13166	590	6	,	,	PUNCT
fumecheng-13166	590	7	c.	c.	PROPN
fumecheng-13166	590	8	,	,	PUNCT
fumecheng-13166	590	9	ocakoglu	ocakoglu	NOUN
fumecheng-13166	590	10	,	,	PUNCT
fumecheng-13166	590	11	f.	f.	PROPN
fumecheng-13166	590	12	,	,	PUNCT
fumecheng-13166	590	13	nefeslioglu	nefeslioglu	PROPN
fumecheng-13166	590	14	,	,	PUNCT
fumecheng-13166	590	15	h.a	h.a	PROPN
fumecheng-13166	590	16	.	.	PROPN
fumecheng-13166	590	17	,	,	PUNCT
fumecheng-13166	590	18	acikalin	acikalin	PROPN
fumecheng-13166	590	19	,	,	PUNCT
fumecheng-13166	590	20	s.j.e.g	s.j.e.g	PROPN
fumecheng-13166	590	21	.	.	PROPN
fumecheng-13166	590	22	,	,	PUNCT
fumecheng-13166	590	23	2008	2008	NUM
fumecheng-13166	590	24	,	,	PUNCT
fumecheng-13166	590	25	prediction	prediction	NOUN
fumecheng-13166	590	26	of	of	ADP
fumecheng-13166	590	27	uniaxial	uniaxial	ADJ
fumecheng-13166	590	28	compressive	compressive	ADJ
fumecheng-13166	590	29	strength	strength	NOUN
fumecheng-13166	590	30	of	of	ADP
fumecheng-13166	590	31	sandstones	sandstone	NOUN
fumecheng-13166	590	32	using	use	VERB
fumecheng-13166	590	33	petrography	petrography	NOUN
fumecheng-13166	590	34	-	-	PUNCT
fumecheng-13166	590	35	based	base	VERB
fumecheng-13166	590	36	models	model	NOUN
fumecheng-13166	590	37	,	,	PUNCT
fumecheng-13166	590	38	engineering	engineering	NOUN
fumecheng-13166	590	39	geology	geology	NOUN
fumecheng-13166	590	40	,	,	PUNCT
fumecheng-13166	590	41	96(3	96(3	NOUN
fumecheng-13166	590	42	-	-	SYM
fumecheng-13166	590	43	4	4	NUM
fumecheng-13166	590	44	)	)	PUNCT
fumecheng-13166	590	45	,	,	PUNCT
fumecheng-13166	590	46	pp	pp	PROPN
fumecheng-13166	590	47	.	.	PUNCT
fumecheng-13166	590	48	141158	141158	NUM
fumecheng-13166	590	49	.	.	PUNCT
fumecheng-13166	591	1	63	63	NUM
fumecheng-13166	591	2	.	.	X
fumecheng-13166	591	3	yang	yang	PROPN
fumecheng-13166	591	4	,	,	PUNCT
fumecheng-13166	591	5	y.	y.	PROPN
fumecheng-13166	591	6	,	,	PUNCT
fumecheng-13166	591	7	zhang	zhang	PROPN
fumecheng-13166	591	8	,	,	PUNCT
fumecheng-13166	591	9	q.	q.	PROPN
fumecheng-13166	591	10	,	,	PUNCT
fumecheng-13166	591	11	1997	1997	NUM
fumecheng-13166	591	12	,	,	PUNCT
fumecheng-13166	591	13	a	a	DET
fumecheng-13166	591	14	hierarchical	hierarchical	ADJ
fumecheng-13166	591	15	analysis	analysis	NOUN
fumecheng-13166	591	16	for	for	ADP
fumecheng-13166	591	17	rock	rock	NOUN
fumecheng-13166	591	18	engineering	engineering	NOUN
fumecheng-13166	591	19	using	use	VERB
fumecheng-13166	591	20	artificial	artificial	ADJ
fumecheng-13166	591	21	neural	neural	ADJ
fumecheng-13166	591	22	networks	network	NOUN
fumecheng-13166	591	23	,	,	PUNCT
fumecheng-13166	591	24	rock	rock	NOUN
fumecheng-13166	591	25	mechanics	mechanic	NOUN
fumecheng-13166	591	26	and	and	CCONJ
fumecheng-13166	591	27	rock	rock	NOUN
fumecheng-13166	591	28	engineering	engineering	NOUN
fumecheng-13166	591	29	,	,	PUNCT
fumecheng-13166	591	30	30	30	NUM
fumecheng-13166	591	31	,	,	PUNCT
fumecheng-13166	591	32	pp	pp	ADJ
fumecheng-13166	591	33	.	.	PUNCT
fumecheng-13166	592	1	207	207	NUM
fumecheng-13166	592	2	-	-	SYM
fumecheng-13166	592	3	222	222	NUM
fumecheng-13166	592	4	.	.	PUNCT
fumecheng-13166	593	1	64	64	NUM
fumecheng-13166	593	2	.	.	PUNCT
fumecheng-13166	594	1	talebi	talebi	PROPN
fumecheng-13166	594	2	,	,	PUNCT
fumecheng-13166	594	3	e.	e.	PROPN
fumecheng-13166	594	4	,	,	PUNCT
fumecheng-13166	594	5	rogers	rogers	PROPN
fumecheng-13166	594	6	,	,	PUNCT
fumecheng-13166	594	7	w.p	w.p	PROPN
fumecheng-13166	594	8	.	.	PROPN
fumecheng-13166	594	9	,	,	PUNCT
fumecheng-13166	594	10	morgan	morgan	PROPN
fumecheng-13166	594	11	,	,	PUNCT
fumecheng-13166	594	12	t.	t.	PROPN
fumecheng-13166	594	13	,	,	PUNCT
fumecheng-13166	594	14	drews	drews	PROPN
fumecheng-13166	594	15	,	,	PUNCT
fumecheng-13166	594	16	f.a	f.a	PROPN
fumecheng-13166	594	17	.	.	PROPN
fumecheng-13166	594	18	,	,	PUNCT
fumecheng-13166	594	19	2021	2021	NUM
fumecheng-13166	594	20	,	,	PUNCT
fumecheng-13166	594	21	modeling	model	VERB
fumecheng-13166	594	22	mine	mine	ADJ
fumecheng-13166	594	23	workforce	workforce	NOUN
fumecheng-13166	594	24	fatigue	fatigue	NOUN
fumecheng-13166	594	25	:	:	PUNCT
fumecheng-13166	594	26	finding	find	VERB
fumecheng-13166	594	27	leading	lead	VERB
fumecheng-13166	594	28	indicators	indicator	NOUN
fumecheng-13166	594	29	of	of	ADP
fumecheng-13166	594	30	fatigue	fatigue	NOUN
fumecheng-13166	594	31	in	in	ADP
fumecheng-13166	594	32	operational	operational	ADJ
fumecheng-13166	594	33	data	datum	NOUN
fumecheng-13166	594	34	sets	set	NOUN
fumecheng-13166	594	35	,	,	PUNCT
fumecheng-13166	594	36	minerals	mineral	NOUN
fumecheng-13166	594	37	,	,	PUNCT
fumecheng-13166	594	38	11(6	11(6	NUM
fumecheng-13166	594	39	)	)	PUNCT
fumecheng-13166	594	40	,	,	PUNCT
fumecheng-13166	594	41	621	621	NUM
fumecheng-13166	594	42	.	.	PUNCT
fumecheng-13166	594	43	65	65	NUM
fumecheng-13166	594	44	.	.	PUNCT
fumecheng-13166	595	1	molnar	molnar	PROPN
fumecheng-13166	595	2	,	,	PUNCT
fumecheng-13166	595	3	c.	c.	PROPN
fumecheng-13166	595	4	,	,	PUNCT
fumecheng-13166	595	5	2020	2020	NUM
fumecheng-13166	595	6	,	,	PUNCT
fumecheng-13166	595	7	interpretable	interpretable	ADJ
fumecheng-13166	595	8	machine	machine	NOUN
fumecheng-13166	595	9	learning	learning	NOUN
fumecheng-13166	595	10	,	,	PUNCT
fumecheng-13166	595	11	lean	lean	ADJ
fumecheng-13166	595	12	publishing	publishing	NOUN
fumecheng-13166	595	13	,	,	PUNCT
fumecheng-13166	595	14	victoria	victoria	PROPN
fumecheng-13166	595	15	,	,	PUNCT
fumecheng-13166	595	16	british	british	PROPN
fumecheng-13166	595	17	columbia	columbia	PROPN
fumecheng-13166	595	18	,	,	PUNCT
fumecheng-13166	595	19	canada	canada	PROPN
fumecheng-13166	595	20	.	.	PUNCT
fumecheng-13166	596	1	66	66	NUM
fumecheng-13166	596	2	.	.	PUNCT
fumecheng-13166	597	1	lee	lee	PROPN
fumecheng-13166	597	2	,	,	PUNCT
fumecheng-13166	597	3	d.	d.	PROPN
fumecheng-13166	597	4	,	,	PUNCT
fumecheng-13166	597	5	guldmann	guldmann	PROPN
fumecheng-13166	597	6	,	,	PUNCT
fumecheng-13166	597	7	j.m	j.m	PROPN
fumecheng-13166	597	8	.	.	PROPN
fumecheng-13166	597	9	,	,	PUNCT
fumecheng-13166	597	10	von	von	PROPN
fumecheng-13166	597	11	rabenau	rabenau	PROPN
fumecheng-13166	597	12	,	,	PUNCT
fumecheng-13166	597	13	b.	b.	PROPN
fumecheng-13166	597	14	,	,	PUNCT
fumecheng-13166	597	15	2023	2023	NUM
fumecheng-13166	597	16	,	,	PUNCT
fumecheng-13166	597	17	impact	impact	NOUN
fumecheng-13166	597	18	of	of	ADP
fumecheng-13166	597	19	driver	driver	NOUN
fumecheng-13166	597	20	’s	’s	PART
fumecheng-13166	597	21	age	age	NOUN
fumecheng-13166	597	22	and	and	CCONJ
fumecheng-13166	597	23	gender	gender	NOUN
fumecheng-13166	597	24	,	,	PUNCT
fumecheng-13166	597	25	built	build	VERB
fumecheng-13166	597	26	environment	environment	NOUN
fumecheng-13166	597	27	,	,	PUNCT
fumecheng-13166	597	28	and	and	CCONJ
fumecheng-13166	597	29	road	road	NOUN
fumecheng-13166	597	30	conditions	condition	NOUN
fumecheng-13166	597	31	on	on	ADP
fumecheng-13166	597	32	crash	crash	NOUN
fumecheng-13166	597	33	severity	severity	NOUN
fumecheng-13166	597	34	:	:	PUNCT
fumecheng-13166	597	35	a	a	DET
fumecheng-13166	597	36	logit	logit	NOUN
fumecheng-13166	597	37	modeling	modeling	NOUN
fumecheng-13166	597	38	approach	approach	NOUN
fumecheng-13166	597	39	,	,	PUNCT
fumecheng-13166	597	40	international	international	ADJ
fumecheng-13166	597	41	journal	journal	NOUN
fumecheng-13166	597	42	of	of	ADP
fumecheng-13166	597	43	environmental	environmental	ADJ
fumecheng-13166	597	44	research	research	NOUN
fumecheng-13166	597	45	and	and	CCONJ
fumecheng-13166	597	46	public	public	ADJ
fumecheng-13166	597	47	health	health	NOUN
fumecheng-13166	597	48	,	,	PUNCT
fumecheng-13166	597	49	20(3	20(3	NOUN
fumecheng-13166	597	50	)	)	PUNCT
fumecheng-13166	597	51	,	,	PUNCT
fumecheng-13166	597	52	2338	2338	NUM
fumecheng-13166	597	53	.	.	PUNCT
fumecheng-13166	598	1	67	67	NUM
fumecheng-13166	598	2	.	.	PUNCT
fumecheng-13166	599	1	jimenez	jimenez	PROPN
fumecheng-13166	599	2	,	,	PUNCT
fumecheng-13166	599	3	a.	a.	PROPN
fumecheng-13166	599	4	,	,	PUNCT
fumecheng-13166	599	5	bocarejo	bocarejo	PROPN
fumecheng-13166	599	6	,	,	PUNCT
fumecheng-13166	599	7	j.p	j.p	PROPN
fumecheng-13166	599	8	.	.	PROPN
fumecheng-13166	599	9	,	,	PUNCT
fumecheng-13166	599	10	zarama	zarama	PROPN
fumecheng-13166	599	11	,	,	PUNCT
fumecheng-13166	599	12	r.	r.	PROPN
fumecheng-13166	599	13	,	,	PUNCT
fumecheng-13166	599	14	yerpez	yerpez	NOUN
fumecheng-13166	599	15	,	,	PUNCT
fumecheng-13166	599	16	j.	j.	PROPN
fumecheng-13166	599	17	,	,	PUNCT
fumecheng-13166	599	18	2015	2015	NUM
fumecheng-13166	599	19	,	,	PUNCT
fumecheng-13166	599	20	a	a	DET
fumecheng-13166	599	21	case	case	NOUN
fumecheng-13166	599	22	study	study	NOUN
fumecheng-13166	599	23	analysis	analysis	NOUN
fumecheng-13166	599	24	to	to	PART
fumecheng-13166	599	25	examine	examine	VERB
fumecheng-13166	599	26	motorcycle	motorcycle	NOUN
fumecheng-13166	599	27	crashes	crash	NOUN
fumecheng-13166	599	28	in	in	ADP
fumecheng-13166	599	29	bogota	bogota	PROPN
fumecheng-13166	599	30	,	,	PUNCT
fumecheng-13166	599	31	colombia	colombia	PROPN
fumecheng-13166	599	32	,	,	PUNCT
fumecheng-13166	599	33	journal	journal	NOUN
fumecheng-13166	599	34	of	of	ADP
fumecheng-13166	599	35	safety	safety	NOUN
fumecheng-13166	599	36	research	research	NOUN
fumecheng-13166	599	37	,	,	PUNCT
fumecheng-13166	599	38	52	52	NUM
fumecheng-13166	599	39	,	,	PUNCT
fumecheng-13166	599	40	pp	pp	ADJ
fumecheng-13166	599	41	.	.	PUNCT
fumecheng-13166	600	1	29	29	NUM
fumecheng-13166	600	2	-	-	SYM
fumecheng-13166	600	3	38	38	NUM
fumecheng-13166	600	4	.	.	PUNCT
fumecheng-13166	601	1	68	68	NUM
fumecheng-13166	601	2	.	.	PUNCT
fumecheng-13166	601	3	stigson	stigson	NOUN
fumecheng-13166	601	4	,	,	PUNCT
fumecheng-13166	601	5	h.	h.	PROPN
fumecheng-13166	601	6	,	,	PUNCT
fumecheng-13166	601	7	malakuti	malakuti	PROPN
fumecheng-13166	601	8	,	,	PUNCT
fumecheng-13166	601	9	i.	i.	PROPN
fumecheng-13166	601	10	,	,	PUNCT
fumecheng-13166	601	11	klingegård	klingegård	PROPN
fumecheng-13166	601	12	,	,	PUNCT
fumecheng-13166	601	13	m.	m.	NOUN
fumecheng-13166	601	14	,	,	PUNCT
fumecheng-13166	601	15	2021	2021	NUM
fumecheng-13166	601	16	,	,	PUNCT
fumecheng-13166	601	17	electric	electric	ADJ
fumecheng-13166	601	18	scooters	scooter	NOUN
fumecheng-13166	601	19	accidents	accident	NOUN
fumecheng-13166	601	20	:	:	PUNCT
fumecheng-13166	601	21	analyses	analysis	NOUN
fumecheng-13166	601	22	of	of	ADP
fumecheng-13166	601	23	two	two	NUM
fumecheng-13166	601	24	swedish	swedish	ADJ
fumecheng-13166	601	25	accident	accident	NOUN
fumecheng-13166	601	26	data	datum	NOUN
fumecheng-13166	601	27	sets	set	NOUN
fumecheng-13166	601	28	,	,	PUNCT
fumecheng-13166	601	29	accident	accident	NOUN
fumecheng-13166	601	30	analysis	analysis	NOUN
fumecheng-13166	601	31	&	&	CCONJ
fumecheng-13166	601	32	prevention	prevention	NOUN
fumecheng-13166	601	33	,	,	PUNCT
fumecheng-13166	601	34	163	163	NUM
fumecheng-13166	601	35	,	,	PUNCT
fumecheng-13166	601	36	106466	106466	NUM
fumecheng-13166	601	37	.	.	PUNCT
fumecheng-13166	602	1	69	69	NUM
fumecheng-13166	602	2	.	.	PUNCT
fumecheng-13166	603	1	faria	faria	PROPN
fumecheng-13166	603	2	,	,	PUNCT
fumecheng-13166	603	3	m.v	m.v	PROPN
fumecheng-13166	603	4	.	.	PROPN
fumecheng-13166	603	5	,	,	PUNCT
fumecheng-13166	603	6	baptista	baptista	PROPN
fumecheng-13166	603	7	,	,	PUNCT
fumecheng-13166	603	8	p.c	p.c	PROPN
fumecheng-13166	603	9	.	.	PROPN
fumecheng-13166	603	10	,	,	PUNCT
fumecheng-13166	603	11	farias	farias	PROPN
fumecheng-13166	603	12	,	,	PUNCT
fumecheng-13166	603	13	t.l	t.l	PROPN
fumecheng-13166	603	14	.	.	PROPN
fumecheng-13166	603	15	,	,	PUNCT
fumecheng-13166	603	16	pereira	pereira	PROPN
fumecheng-13166	603	17	,	,	PUNCT
fumecheng-13166	603	18	j.m	j.m	PROPN
fumecheng-13166	603	19	.	.	PROPN
fumecheng-13166	603	20	,	,	PUNCT
fumecheng-13166	603	21	2020	2020	NUM
fumecheng-13166	603	22	,	,	PUNCT
fumecheng-13166	603	23	assessing	assess	VERB
fumecheng-13166	603	24	the	the	DET
fumecheng-13166	603	25	impacts	impact	NOUN
fumecheng-13166	603	26	of	of	ADP
fumecheng-13166	603	27	driving	drive	VERB
fumecheng-13166	603	28	environment	environment	NOUN
fumecheng-13166	603	29	on	on	ADP
fumecheng-13166	603	30	driving	drive	VERB
fumecheng-13166	603	31	behavior	behavior	NOUN
fumecheng-13166	603	32	patterns	pattern	NOUN
fumecheng-13166	603	33	,	,	PUNCT
fumecheng-13166	603	34	transportation	transportation	NOUN
fumecheng-13166	603	35	,	,	PUNCT
fumecheng-13166	603	36	47(3	47(3	NOUN
fumecheng-13166	603	37	)	)	PUNCT
fumecheng-13166	603	38	,	,	PUNCT
fumecheng-13166	603	39	pp	pp	PROPN
fumecheng-13166	603	40	.	.	PUNCT
fumecheng-13166	603	41	1311	1311	NUM
fumecheng-13166	603	42	-	-	SYM
fumecheng-13166	603	43	1337	1337	NUM
fumecheng-13166	603	44	.	.	PUNCT
fumecheng-13166	604	1	70	70	NUM
fumecheng-13166	604	2	.	.	PUNCT
fumecheng-13166	604	3	carey	carey	PROPN
fumecheng-13166	604	4	,	,	PUNCT
fumecheng-13166	604	5	r.n	r.n	PROPN
fumecheng-13166	604	6	.	.	PROPN
fumecheng-13166	604	7	,	,	PUNCT
fumecheng-13166	604	8	sarma	sarma	PROPN
fumecheng-13166	604	9	,	,	PUNCT
fumecheng-13166	604	10	k.m	k.m	PROPN
fumecheng-13166	604	11	.	.	PROPN
fumecheng-13166	604	12	,	,	PUNCT
fumecheng-13166	604	13	2017	2017	NUM
fumecheng-13166	604	14	,	,	PUNCT
fumecheng-13166	604	15	impact	impact	NOUN
fumecheng-13166	604	16	of	of	ADP
fumecheng-13166	604	17	daylight	daylight	NOUN
fumecheng-13166	604	18	saving	save	VERB
fumecheng-13166	604	19	time	time	NOUN
fumecheng-13166	604	20	on	on	ADP
fumecheng-13166	604	21	road	road	NOUN
fumecheng-13166	604	22	traffic	traffic	NOUN
fumecheng-13166	604	23	collision	collision	NOUN
fumecheng-13166	604	24	risk	risk	NOUN
fumecheng-13166	604	25	:	:	PUNCT
fumecheng-13166	604	26	a	a	DET
fumecheng-13166	604	27	systematic	systematic	ADJ
fumecheng-13166	604	28	review	review	NOUN
fumecheng-13166	604	29	,	,	PUNCT
fumecheng-13166	604	30	bmj	bmj	PROPN
fumecheng-13166	604	31	open	open	ADJ
fumecheng-13166	604	32	,	,	PUNCT
fumecheng-13166	604	33	7(6	7(6	NUM
fumecheng-13166	604	34	)	)	PUNCT
fumecheng-13166	604	35	,	,	PUNCT
fumecheng-13166	605	1	e014319	e014319	PROPN
fumecheng-13166	605	2	.	.	PROPN
fumecheng-13166	606	1	71	71	NUM
fumecheng-13166	606	2	.	.	PUNCT
fumecheng-13166	607	1	pérez	pérez	NOUN
fumecheng-13166	607	2	-	-	PUNCT
fumecheng-13166	607	3	fortes	fortes	PROPN
fumecheng-13166	607	4	,	,	PUNCT
fumecheng-13166	607	5	a.p	a.p	PROPN
fumecheng-13166	607	6	.	.	PROPN
fumecheng-13166	607	7	,	,	PUNCT
fumecheng-13166	607	8	giudici	giudici	PROPN
fumecheng-13166	607	9	,	,	PUNCT
fumecheng-13166	607	10	h.	h.	PROPN
fumecheng-13166	607	11	,	,	PUNCT
fumecheng-13166	607	12	2022	2022	NUM
fumecheng-13166	607	13	,	,	PUNCT
fumecheng-13166	607	14	a	a	DET
fumecheng-13166	607	15	recent	recent	ADJ
fumecheng-13166	607	16	overview	overview	NOUN
fumecheng-13166	607	17	of	of	ADP
fumecheng-13166	607	18	the	the	DET
fumecheng-13166	607	19	effect	effect	NOUN
fumecheng-13166	607	20	of	of	ADP
fumecheng-13166	607	21	road	road	NOUN
fumecheng-13166	607	22	surface	surface	NOUN
fumecheng-13166	607	23	properties	property	NOUN
fumecheng-13166	607	24	on	on	ADP
fumecheng-13166	607	25	road	road	NOUN
fumecheng-13166	607	26	safety	safety	NOUN
fumecheng-13166	607	27	,	,	PUNCT
fumecheng-13166	607	28	environment	environment	NOUN
fumecheng-13166	607	29	,	,	PUNCT
fumecheng-13166	607	30	and	and	CCONJ
fumecheng-13166	607	31	how	how	SCONJ
fumecheng-13166	607	32	to	to	PART
fumecheng-13166	607	33	monitor	monitor	VERB
fumecheng-13166	607	34	them	they	PRON
fumecheng-13166	607	35	,	,	PUNCT
fumecheng-13166	607	36	environmental	environmental	ADJ
fumecheng-13166	607	37	science	science	NOUN
fumecheng-13166	607	38	and	and	CCONJ
fumecheng-13166	607	39	pollution	pollution	NOUN
fumecheng-13166	607	40	research	research	NOUN
fumecheng-13166	607	41	,	,	PUNCT
fumecheng-13166	607	42	29(44	29(44	NUM
fumecheng-13166	607	43	)	)	PUNCT
fumecheng-13166	607	44	,	,	PUNCT
fumecheng-13166	607	45	pp	pp	PROPN
fumecheng-13166	607	46	.	.	PUNCT
fumecheng-13166	607	47	65993	65993	NUM
fumecheng-13166	607	48	-	-	SYM
fumecheng-13166	607	49	66009	66009	NUM
fumecheng-13166	607	50	.	.	PUNCT
fumecheng-13166	608	1	72	72	NUM
fumecheng-13166	608	2	.	.	PUNCT
fumecheng-13166	608	3	babić	babić	NOUN
fumecheng-13166	608	4	,	,	PUNCT
fumecheng-13166	608	5	d.	d.	PROPN
fumecheng-13166	608	6	,	,	PUNCT
fumecheng-13166	608	7	fiolić	fiolić	NOUN
fumecheng-13166	608	8	,	,	PUNCT
fumecheng-13166	608	9	m.	m.	NOUN
fumecheng-13166	608	10	,	,	PUNCT
fumecheng-13166	608	11	babić	babić	NOUN
fumecheng-13166	608	12	,	,	PUNCT
fumecheng-13166	608	13	d.	d.	PROPN
fumecheng-13166	608	14	,	,	PUNCT
fumecheng-13166	608	15	gates	gate	NOUN
fumecheng-13166	608	16	,	,	PUNCT
fumecheng-13166	608	17	t.	t.	PROPN
fumecheng-13166	608	18	,	,	PUNCT
fumecheng-13166	608	19	2020	2020	NUM
fumecheng-13166	608	20	,	,	PUNCT
fumecheng-13166	608	21	road	road	NOUN
fumecheng-13166	608	22	markings	marking	NOUN
fumecheng-13166	608	23	and	and	CCONJ
fumecheng-13166	608	24	their	their	PRON
fumecheng-13166	608	25	impact	impact	NOUN
fumecheng-13166	608	26	on	on	ADP
fumecheng-13166	608	27	driver	driver	NOUN
fumecheng-13166	608	28	behaviour	behaviour	NOUN
fumecheng-13166	608	29	and	and	CCONJ
fumecheng-13166	608	30	road	road	NOUN
fumecheng-13166	608	31	safety	safety	NOUN
fumecheng-13166	608	32	:	:	PUNCT
fumecheng-13166	608	33	a	a	DET
fumecheng-13166	608	34	systematic	systematic	ADJ
fumecheng-13166	608	35	review	review	NOUN
fumecheng-13166	608	36	of	of	ADP
fumecheng-13166	608	37	current	current	ADJ
fumecheng-13166	608	38	findings	finding	NOUN
fumecheng-13166	608	39	,	,	PUNCT
fumecheng-13166	608	40	journal	journal	NOUN
fumecheng-13166	608	41	of	of	ADP
fumecheng-13166	608	42	advanced	advanced	ADJ
fumecheng-13166	608	43	transportation	transportation	NOUN
fumecheng-13166	608	44	,	,	PUNCT
fumecheng-13166	608	45	2020(1	2020(1	NUM
fumecheng-13166	608	46	)	)	PUNCT
fumecheng-13166	608	47	,	,	PUNCT
fumecheng-13166	608	48	7843743	7843743	NUM
fumecheng-13166	608	49	.	.	PUNCT
fumecheng-13166	609	1	73	73	NUM
fumecheng-13166	609	2	.	.	PUNCT
fumecheng-13166	610	1	babić	babić	NOUN
fumecheng-13166	610	2	,	,	PUNCT
fumecheng-13166	610	3	d.	d.	PROPN
fumecheng-13166	610	4	,	,	PUNCT
fumecheng-13166	610	5	babić	babić	NOUN
fumecheng-13166	610	6	,	,	PUNCT
fumecheng-13166	610	7	d.	d.	PROPN
fumecheng-13166	610	8	,	,	PUNCT
fumecheng-13166	610	9	fiolic	fiolic	ADJ
fumecheng-13166	610	10	,	,	PUNCT
fumecheng-13166	610	11	m.	m.	NOUN
fumecheng-13166	610	12	,	,	PUNCT
fumecheng-13166	610	13	ferko	ferko	NOUN
fumecheng-13166	610	14	,	,	PUNCT
fumecheng-13166	610	15	m.	m.	NOUN
fumecheng-13166	610	16	,	,	PUNCT
fumecheng-13166	610	17	2022	2022	NUM
fumecheng-13166	610	18	,	,	PUNCT
fumecheng-13166	610	19	road	road	NOUN
fumecheng-13166	610	20	markings	marking	NOUN
fumecheng-13166	610	21	and	and	CCONJ
fumecheng-13166	610	22	signs	sign	NOUN
fumecheng-13166	610	23	in	in	ADP
fumecheng-13166	610	24	road	road	NOUN
fumecheng-13166	610	25	safety	safety	NOUN
fumecheng-13166	610	26	,	,	PUNCT
fumecheng-13166	610	27	encyclopedia	encyclopedia	NOUN
fumecheng-13166	610	28	,	,	PUNCT
fumecheng-13166	610	29	2(4	2(4	NUM
fumecheng-13166	610	30	)	)	PUNCT
fumecheng-13166	610	31	,	,	PUNCT
fumecheng-13166	610	32	pp	pp	PROPN
fumecheng-13166	610	33	.	.	PUNCT
fumecheng-13166	611	1	1738	1738	NUM
fumecheng-13166	611	2	-	-	SYM
fumecheng-13166	611	3	1752	1752	NUM
fumecheng-13166	611	4	.	.	PUNCT