id	sid	tid	token	lemma	pos
fcis-12008	1	1	frontiers	frontier	NOUN
fcis-12008	1	2	in	in	ADP
fcis-12008	1	3	computing	computing	NOUN
fcis-12008	1	4	and	and	CCONJ
fcis-12008	1	5	intelligent	intelligent	ADJ
fcis-12008	1	6	systems	system	NOUN
fcis-12008	1	7	issn	issn	VERB
fcis-12008	1	8	:	:	PUNCT
fcis-12008	1	9	2832	2832	NUM
fcis-12008	1	10	-	-	SYM
fcis-12008	1	11	6024	6024	NUM
fcis-12008	1	12	|	|	NOUN
fcis-12008	1	13	vol	vol	NOUN
fcis-12008	1	14	.	.	PROPN
fcis-12008	2	1	5	5	NUM
fcis-12008	2	2	,	,	PUNCT
fcis-12008	2	3	no	no	INTJ
fcis-12008	2	4	.	.	NOUN
fcis-12008	2	5	1	1	NUM
fcis-12008	2	6	,	,	PUNCT
fcis-12008	2	7	2023	2023	NUM
fcis-12008	2	8	111	111	NUM
fcis-12008	2	9	large‐scale	large‐scale	NOUN
fcis-12008	2	10	passenger	passenger	NOUN
fcis-12008	2	11	behavior	behavior	NOUN
fcis-12008	2	12	learning	learn	VERB
fcis-12008	2	13	and	and	CCONJ
fcis-12008	2	14	prediction	prediction	NOUN
fcis-12008	2	15	in	in	ADP
fcis-12008	2	16	airport	airport	NOUN
fcis-12008	2	17	terminals	terminal	NOUN
fcis-12008	2	18	based	base	VERB
fcis-12008	2	19	on	on	ADP
fcis-12008	2	20	multi‐agent	multi‐agent	PROPN
fcis-12008	2	21	reinforcement	reinforcement	NOUN
fcis-12008	2	22	learning	learn	VERB
fcis-12008	3	1	yue	yue	PROPN
fcis-12008	3	2	li	li	PROPN
fcis-12008	3	3	*	*	PROPN
fcis-12008	3	4	,	,	PUNCT
fcis-12008	3	5	guokang	guokang	PROPN
fcis-12008	3	6	gao	gao	PROPN
fcis-12008	3	7	school	school	PROPN
fcis-12008	3	8	of	of	ADP
fcis-12008	3	9	software	software	NOUN
fcis-12008	3	10	engineering	engineering	PROPN
fcis-12008	3	11	,	,	PUNCT
fcis-12008	3	12	chengdu	chengdu	PROPN
fcis-12008	3	13	university	university	PROPN
fcis-12008	3	14	of	of	ADP
fcis-12008	3	15	information	information	NOUN
fcis-12008	3	16	technology	technology	PROPN
fcis-12008	3	17	,	,	PUNCT
fcis-12008	3	18	chengdu	chengdu	PROPN
fcis-12008	3	19	,	,	PUNCT
fcis-12008	3	20	sichuan	sichuan	PROPN
fcis-12008	3	21	,	,	PUNCT
fcis-12008	3	22	610225	610225	NUM
fcis-12008	3	23	,	,	PUNCT
fcis-12008	3	24	china	china	PROPN
fcis-12008	3	25	*	*	PUNCT
fcis-12008	3	26	corresponding	correspond	VERB
fcis-12008	3	27	author	author	NOUN
fcis-12008	3	28	:	:	PUNCT
fcis-12008	3	29	yue	yue	PROPN
fcis-12008	3	30	li	li	PROPN
fcis-12008	3	31	(	(	PUNCT
fcis-12008	3	32	email	email	NOUN
fcis-12008	3	33	:	:	PUNCT
fcis-12008	3	34	13880226883@163.com	13880226883@163.com	X
fcis-12008	3	35	)	)	PUNCT
fcis-12008	3	36	abstract	abstract	NOUN
fcis-12008	3	37	:	:	PUNCT
fcis-12008	3	38	for	for	ADP
fcis-12008	3	39	the	the	DET
fcis-12008	3	40	problem	problem	NOUN
fcis-12008	3	41	of	of	ADP
fcis-12008	3	42	predicting	predict	VERB
fcis-12008	3	43	passenger	passenger	NOUN
fcis-12008	3	44	flow	flow	NOUN
fcis-12008	3	45	in	in	ADP
fcis-12008	3	46	airport	airport	NOUN
fcis-12008	3	47	terminals	terminal	NOUN
fcis-12008	3	48	,	,	PUNCT
fcis-12008	3	49	multi	multi	ADJ
fcis-12008	3	50	-	-	ADJ
fcis-12008	3	51	agent	agent	ADJ
fcis-12008	3	52	reinforcement	reinforcement	NOUN
fcis-12008	3	53	learning	learning	NOUN
fcis-12008	3	54	is	be	AUX
fcis-12008	3	55	applied	apply	VERB
fcis-12008	3	56	to	to	ADP
fcis-12008	3	57	airport	airport	NOUN
fcis-12008	3	58	terminals	terminal	NOUN
fcis-12008	3	59	simulation	simulation	NOUN
fcis-12008	3	60	.	.	PUNCT
fcis-12008	4	1	multi	multi	ADJ
fcis-12008	4	2	-	-	ADJ
fcis-12008	4	3	agent	agent	ADJ
fcis-12008	4	4	reinforcement	reinforcement	NOUN
fcis-12008	4	5	learning	learning	NOUN
fcis-12008	4	6	based	base	VERB
fcis-12008	4	7	on	on	ADP
fcis-12008	4	8	group	group	NOUN
fcis-12008	4	9	shared	share	VERB
fcis-12008	4	10	policy	policy	NOUN
fcis-12008	4	11	with	with	ADP
fcis-12008	4	12	mean	mean	ADJ
fcis-12008	4	13	-	-	PUNCT
fcis-12008	4	14	field	field	NOUN
fcis-12008	4	15	and	and	CCONJ
fcis-12008	4	16	intrinsic	intrinsic	ADJ
fcis-12008	4	17	rewards	reward	NOUN
fcis-12008	4	18	(	(	PUNCT
fcis-12008	4	19	gq	gq	PROPN
fcis-12008	4	20	-	-	PUNCT
fcis-12008	4	21	mfi	mfi	PROPN
fcis-12008	4	22	)	)	PUNCT
fcis-12008	4	23	is	be	AUX
fcis-12008	4	24	proposed	propose	VERB
fcis-12008	4	25	to	to	PART
fcis-12008	4	26	predict	predict	VERB
fcis-12008	4	27	passenger	passenger	NOUN
fcis-12008	4	28	behavior	behavior	NOUN
fcis-12008	4	29	in	in	ADP
fcis-12008	4	30	order	order	NOUN
fcis-12008	4	31	to	to	PART
fcis-12008	4	32	simulate	simulate	VERB
fcis-12008	4	33	the	the	DET
fcis-12008	4	34	distribution	distribution	NOUN
fcis-12008	4	35	of	of	ADP
fcis-12008	4	36	flow	flow	NOUN
fcis-12008	4	37	in	in	ADP
fcis-12008	4	38	different	different	ADJ
fcis-12008	4	39	areas	area	NOUN
fcis-12008	4	40	of	of	ADP
fcis-12008	4	41	the	the	DET
fcis-12008	4	42	terminal	terminal	NOUN
fcis-12008	4	43	at	at	ADP
fcis-12008	4	44	different	different	ADJ
fcis-12008	4	45	time	time	NOUN
fcis-12008	4	46	periods	period	NOUN
fcis-12008	4	47	.	.	PUNCT
fcis-12008	5	1	independent	independent	ADJ
fcis-12008	5	2	learning	learning	NOUN
fcis-12008	5	3	of	of	ADP
fcis-12008	5	4	multi	multi	ADJ
fcis-12008	5	5	-	-	ADJ
fcis-12008	5	6	agent	agent	NOUN
fcis-12008	5	7	may	may	AUX
fcis-12008	5	8	lead	lead	VERB
fcis-12008	5	9	to	to	ADP
fcis-12008	5	10	environmental	environmental	ADJ
fcis-12008	5	11	instability	instability	NOUN
fcis-12008	5	12	and	and	CCONJ
fcis-12008	5	13	long	long	ADJ
fcis-12008	5	14	convergence	convergence	NOUN
fcis-12008	5	15	time	time	NOUN
fcis-12008	5	16	.	.	PUNCT
fcis-12008	6	1	to	to	PART
fcis-12008	6	2	improve	improve	VERB
fcis-12008	6	3	the	the	DET
fcis-12008	6	4	adaptability	adaptability	NOUN
fcis-12008	6	5	of	of	ADP
fcis-12008	6	6	agents	agent	NOUN
fcis-12008	6	7	in	in	ADP
fcis-12008	6	8	non	non	ADJ
fcis-12008	6	9	-	-	ADJ
fcis-12008	6	10	stationary	stationary	ADJ
fcis-12008	6	11	environments	environment	NOUN
fcis-12008	6	12	and	and	CCONJ
fcis-12008	6	13	accelerate	accelerate	VERB
fcis-12008	6	14	learning	learning	NOUN
fcis-12008	6	15	time	time	NOUN
fcis-12008	6	16	,	,	PUNCT
fcis-12008	6	17	a	a	DET
fcis-12008	6	18	multiagent	multiagent	NOUN
fcis-12008	6	19	grouping	grouping	NOUN
fcis-12008	6	20	learning	learning	NOUN
fcis-12008	6	21	strategy	strategy	NOUN
fcis-12008	6	22	is	be	AUX
fcis-12008	6	23	proposed	propose	VERB
fcis-12008	6	24	.	.	PUNCT
fcis-12008	7	1	clustering	clustering	NOUN
fcis-12008	7	2	is	be	AUX
fcis-12008	7	3	used	use	VERB
fcis-12008	7	4	to	to	PART
fcis-12008	7	5	group	group	NOUN
fcis-12008	7	6	multi	multi	NOUN
fcis-12008	7	7	-	-	NOUN
fcis-12008	7	8	agent	agent	NOUN
fcis-12008	7	9	,	,	PUNCT
fcis-12008	7	10	and	and	CCONJ
fcis-12008	7	11	a	a	DET
fcis-12008	7	12	shared	share	VERB
fcis-12008	7	13	q	q	NOUN
fcis-12008	7	14	-	-	PUNCT
fcis-12008	7	15	table	table	NOUN
fcis-12008	7	16	is	be	AUX
fcis-12008	7	17	set	set	VERB
fcis-12008	7	18	within	within	ADP
fcis-12008	7	19	each	each	DET
fcis-12008	7	20	group	group	NOUN
fcis-12008	7	21	to	to	PART
fcis-12008	7	22	improve	improve	VERB
fcis-12008	7	23	the	the	DET
fcis-12008	7	24	learning	learning	NOUN
fcis-12008	7	25	efficiency	efficiency	NOUN
fcis-12008	7	26	of	of	ADP
fcis-12008	7	27	multi	multi	NOUN
fcis-12008	7	28	-	-	NOUN
fcis-12008	7	29	agent	agent	NOUN
fcis-12008	7	30	.	.	PUNCT
fcis-12008	8	1	meanwhile	meanwhile	ADV
fcis-12008	8	2	,	,	PUNCT
fcis-12008	8	3	in	in	ADP
fcis-12008	8	4	order	order	NOUN
fcis-12008	8	5	to	to	PART
fcis-12008	8	6	simplify	simplify	VERB
fcis-12008	8	7	the	the	DET
fcis-12008	8	8	interaction	interaction	NOUN
fcis-12008	8	9	information	information	NOUN
fcis-12008	8	10	among	among	ADP
fcis-12008	8	11	the	the	DET
fcis-12008	8	12	agent	agent	NOUN
fcis-12008	8	13	after	after	ADP
fcis-12008	8	14	grouping	group	VERB
fcis-12008	8	15	,	,	PUNCT
fcis-12008	8	16	the	the	DET
fcis-12008	8	17	idea	idea	NOUN
fcis-12008	8	18	of	of	ADP
fcis-12008	8	19	average	average	ADJ
fcis-12008	8	20	field	field	NOUN
fcis-12008	8	21	is	be	AUX
fcis-12008	8	22	used	use	VERB
fcis-12008	8	23	to	to	PART
fcis-12008	8	24	transmit	transmit	VERB
fcis-12008	8	25	partial	partial	ADJ
fcis-12008	8	26	global	global	ADJ
fcis-12008	8	27	information	information	NOUN
fcis-12008	8	28	among	among	ADP
fcis-12008	8	29	the	the	DET
fcis-12008	8	30	agent	agent	NOUN
fcis-12008	8	31	within	within	ADP
fcis-12008	8	32	the	the	DET
fcis-12008	8	33	group	group	NOUN
fcis-12008	8	34	.	.	PUNCT
fcis-12008	9	1	intrinsic	intrinsic	ADJ
fcis-12008	9	2	rewards	reward	NOUN
fcis-12008	9	3	are	be	AUX
fcis-12008	9	4	added	add	VERB
fcis-12008	9	5	to	to	PART
fcis-12008	9	6	make	make	VERB
fcis-12008	9	7	the	the	DET
fcis-12008	9	8	agent	agent	NOUN
fcis-12008	9	9	closer	close	ADV
fcis-12008	9	10	to	to	ADP
fcis-12008	9	11	human	human	ADJ
fcis-12008	9	12	cognition	cognition	NOUN
fcis-12008	9	13	and	and	CCONJ
fcis-12008	9	14	behavioral	behavioral	ADJ
fcis-12008	9	15	patterns	pattern	NOUN
fcis-12008	9	16	.	.	PUNCT
fcis-12008	10	1	by	by	ADP
fcis-12008	10	2	conducting	conduct	VERB
fcis-12008	10	3	the	the	DET
fcis-12008	10	4	airport	airport	NOUN
fcis-12008	10	5	terminal	terminal	NOUN
fcis-12008	10	6	simulations	simulation	NOUN
fcis-12008	10	7	using	use	VERB
fcis-12008	10	8	anylogic	anylogic	NOUN
fcis-12008	10	9	,	,	PUNCT
fcis-12008	10	10	the	the	DET
fcis-12008	10	11	experimental	experimental	ADJ
fcis-12008	10	12	results	result	NOUN
fcis-12008	10	13	show	show	VERB
fcis-12008	10	14	that	that	SCONJ
fcis-12008	10	15	the	the	DET
fcis-12008	10	16	training	training	NOUN
fcis-12008	10	17	speed	speed	NOUN
fcis-12008	10	18	of	of	ADP
fcis-12008	10	19	this	this	DET
fcis-12008	10	20	algorithm	algorithm	NOUN
fcis-12008	10	21	is	be	AUX
fcis-12008	10	22	17	17	NUM
fcis-12008	10	23	%	%	NOUN
fcis-12008	10	24	higher	high	ADJ
fcis-12008	10	25	than	than	ADP
fcis-12008	10	26	that	that	PRON
fcis-12008	10	27	of	of	ADP
fcis-12008	10	28	q	q	NOUN
fcis-12008	10	29	-	-	PUNCT
fcis-12008	10	30	learning	learn	VERB
fcis-12008	10	31	algorithm	algorithm	NOUN
fcis-12008	10	32	,	,	PUNCT
fcis-12008	10	33	and	and	CCONJ
fcis-12008	10	34	it	it	PRON
fcis-12008	10	35	achieves	achieve	VERB
fcis-12008	10	36	good	good	ADJ
fcis-12008	10	37	prediction	prediction	NOUN
fcis-12008	10	38	accuracy	accuracy	NOUN
fcis-12008	10	39	in	in	ADP
fcis-12008	10	40	predicting	predict	VERB
fcis-12008	10	41	the	the	DET
fcis-12008	10	42	number	number	NOUN
fcis-12008	10	43	of	of	ADP
fcis-12008	10	44	security	security	NOUN
fcis-12008	10	45	check	check	VERB
fcis-12008	10	46	passengers	passenger	NOUN
fcis-12008	10	47	with	with	ADP
fcis-12008	10	48	a	a	DET
fcis-12008	10	49	time	time	NOUN
fcis-12008	10	50	scale	scale	NOUN
fcis-12008	10	51	of	of	ADP
fcis-12008	10	52	10	10	NUM
fcis-12008	10	53	minutes	minute	NOUN
fcis-12008	10	54	.	.	PUNCT
fcis-12008	11	1	keywords	keyword	NOUN
fcis-12008	11	2	:	:	PUNCT
fcis-12008	11	3	reinforcement	reinforcement	NOUN
fcis-12008	11	4	learning	learning	NOUN
fcis-12008	11	5	;	;	PUNCT
fcis-12008	11	6	multi	multi	ADJ
fcis-12008	11	7	-	-	NOUN
fcis-12008	11	8	agent	agent	ADJ
fcis-12008	11	9	;	;	PUNCT
fcis-12008	11	10	airport	airport	NOUN
fcis-12008	11	11	passengers	passenger	NOUN
fcis-12008	11	12	;	;	PUNCT
fcis-12008	11	13	anylogic	anylogic	NOUN
fcis-12008	11	14	.	.	PUNCT
fcis-12008	12	1	1	1	X
fcis-12008	12	2	.	.	X
fcis-12008	12	3	introduction	introduction	NOUN
fcis-12008	12	4	with	with	ADP
fcis-12008	12	5	the	the	DET
fcis-12008	12	6	development	development	NOUN
fcis-12008	12	7	of	of	ADP
fcis-12008	12	8	the	the	DET
fcis-12008	12	9	times	time	NOUN
fcis-12008	12	10	,	,	PUNCT
fcis-12008	12	11	china	china	PROPN
fcis-12008	12	12	has	have	AUX
fcis-12008	12	13	shifted	shift	VERB
fcis-12008	12	14	towards	towards	ADP
fcis-12008	12	15	a	a	DET
fcis-12008	12	16	stage	stage	NOUN
fcis-12008	12	17	of	of	ADP
fcis-12008	12	18	high	high	ADJ
fcis-12008	12	19	-	-	PUNCT
fcis-12008	12	20	quality	quality	NOUN
fcis-12008	12	21	development	development	NOUN
fcis-12008	12	22	.	.	PUNCT
fcis-12008	13	1	the	the	DET
fcis-12008	13	2	economy	economy	NOUN
fcis-12008	13	3	has	have	AUX
fcis-12008	13	4	been	be	AUX
fcis-12008	13	5	consistently	consistently	ADV
fcis-12008	13	6	strong	strong	ADJ
fcis-12008	13	7	,	,	PUNCT
fcis-12008	13	8	and	and	CCONJ
fcis-12008	13	9	the	the	DET
fcis-12008	13	10	size	size	NOUN
fcis-12008	13	11	and	and	CCONJ
fcis-12008	13	12	proportion	proportion	NOUN
fcis-12008	13	13	of	of	ADP
fcis-12008	13	14	the	the	DET
fcis-12008	13	15	middleincome	middleincome	PROPN
fcis-12008	13	16	group	group	NOUN
fcis-12008	13	17	have	have	AUX
fcis-12008	13	18	increased	increase	VERB
fcis-12008	13	19	.	.	PUNCT
fcis-12008	14	1	the	the	DET
fcis-12008	14	2	aviation	aviation	NOUN
fcis-12008	14	3	market	market	NOUN
fcis-12008	14	4	has	have	VERB
fcis-12008	14	5	tremendous	tremendous	ADJ
fcis-12008	14	6	potential	potential	NOUN
fcis-12008	14	7	,	,	PUNCT
fcis-12008	14	8	and	and	CCONJ
fcis-12008	14	9	the	the	DET
fcis-12008	14	10	development	development	NOUN
fcis-12008	14	11	of	of	ADP
fcis-12008	14	12	civil	civil	ADJ
fcis-12008	14	13	aviation	aviation	NOUN
fcis-12008	14	14	is	be	AUX
fcis-12008	14	15	still	still	ADV
fcis-12008	14	16	in	in	ADP
fcis-12008	14	17	a	a	DET
fcis-12008	14	18	growth	growth	NOUN
fcis-12008	14	19	phase	phase	NOUN
fcis-12008	14	20	.	.	PUNCT
fcis-12008	15	1	people	people	NOUN
fcis-12008	15	2	have	have	VERB
fcis-12008	15	3	higher	high	ADJ
fcis-12008	15	4	expectations	expectation	NOUN
fcis-12008	15	5	for	for	ADP
fcis-12008	15	6	the	the	DET
fcis-12008	15	7	convenience	convenience	NOUN
fcis-12008	15	8	,	,	PUNCT
fcis-12008	15	9	fairness	fairness	NOUN
fcis-12008	15	10	,	,	PUNCT
fcis-12008	15	11	diversity	diversity	NOUN
fcis-12008	15	12	,	,	PUNCT
fcis-12008	15	13	and	and	CCONJ
fcis-12008	15	14	quality	quality	NOUN
fcis-12008	15	15	of	of	ADP
fcis-12008	15	16	aviation	aviation	NOUN
fcis-12008	15	17	services	service	NOUN
fcis-12008	15	18	.	.	PUNCT
fcis-12008	16	1	civil	civil	ADJ
fcis-12008	16	2	aviation	aviation	NOUN
fcis-12008	16	3	needs	need	VERB
fcis-12008	16	4	to	to	PART
fcis-12008	16	5	further	far	ADV
fcis-12008	16	6	improve	improve	VERB
fcis-12008	16	7	its	its	PRON
fcis-12008	16	8	capacity	capacity	NOUN
fcis-12008	16	9	,	,	PUNCT
fcis-12008	16	10	enhance	enhance	VERB
fcis-12008	16	11	service	service	NOUN
fcis-12008	16	12	quality	quality	NOUN
fcis-12008	16	13	,	,	PUNCT
fcis-12008	16	14	and	and	CCONJ
fcis-12008	16	15	strengthen	strengthen	VERB
fcis-12008	16	16	passenger	passenger	NOUN
fcis-12008	16	17	satisfaction	satisfaction	NOUN
fcis-12008	16	18	.	.	PUNCT
fcis-12008	17	1	to	to	PART
fcis-12008	17	2	enhance	enhance	VERB
fcis-12008	17	3	service	service	NOUN
fcis-12008	17	4	quality	quality	NOUN
fcis-12008	17	5	,	,	PUNCT
fcis-12008	17	6	it	it	PRON
fcis-12008	17	7	is	be	AUX
fcis-12008	17	8	crucial	crucial	ADJ
fcis-12008	17	9	to	to	PART
fcis-12008	17	10	accurately	accurately	ADV
fcis-12008	17	11	grasp	grasp	VERB
fcis-12008	17	12	the	the	DET
fcis-12008	17	13	passenger	passenger	NOUN
fcis-12008	17	14	flow	flow	NOUN
fcis-12008	17	15	in	in	ADP
fcis-12008	17	16	airport	airport	NOUN
fcis-12008	17	17	terminals	terminal	NOUN
fcis-12008	17	18	.	.	PUNCT
fcis-12008	18	1	only	only	ADV
fcis-12008	18	2	by	by	ADP
fcis-12008	18	3	adopting	adopt	VERB
fcis-12008	18	4	scientific	scientific	ADJ
fcis-12008	18	5	and	and	CCONJ
fcis-12008	18	6	appropriate	appropriate	ADJ
fcis-12008	18	7	methods	method	NOUN
fcis-12008	18	8	to	to	PART
fcis-12008	18	9	accurately	accurately	ADV
fcis-12008	18	10	understand	understand	VERB
fcis-12008	18	11	the	the	DET
fcis-12008	18	12	flow	flow	NOUN
fcis-12008	18	13	of	of	ADP
fcis-12008	18	14	airport	airport	NOUN
fcis-12008	18	15	terminals	terminal	NOUN
fcis-12008	18	16	can	can	AUX
fcis-12008	18	17	we	we	PRON
fcis-12008	18	18	avoid	avoid	VERB
fcis-12008	18	19	large	large	ADJ
fcis-12008	18	20	-	-	PUNCT
fcis-12008	18	21	scale	scale	NOUN
fcis-12008	18	22	queues	queue	NOUN
fcis-12008	18	23	and	and	CCONJ
fcis-12008	18	24	chaos	chaos	NOUN
fcis-12008	18	25	caused	cause	VERB
fcis-12008	18	26	by	by	ADP
fcis-12008	18	27	excessive	excessive	ADJ
fcis-12008	18	28	passenger	passenger	NOUN
fcis-12008	18	29	flow	flow	NOUN
fcis-12008	18	30	.	.	PUNCT
fcis-12008	19	1	this	this	PRON
fcis-12008	19	2	,	,	PUNCT
fcis-12008	19	3	in	in	ADP
fcis-12008	19	4	turn	turn	NOUN
fcis-12008	19	5	,	,	PUNCT
fcis-12008	19	6	helps	help	VERB
fcis-12008	19	7	passengers	passenger	NOUN
fcis-12008	19	8	choose	choose	VERB
fcis-12008	19	9	the	the	DET
fcis-12008	19	10	right	right	ADJ
fcis-12008	19	11	travel	travel	NOUN
fcis-12008	19	12	time	time	NOUN
fcis-12008	19	13	,	,	PUNCT
fcis-12008	19	14	reduce	reduce	VERB
fcis-12008	19	15	waiting	waiting	NOUN
fcis-12008	19	16	time	time	NOUN
fcis-12008	19	17	in	in	ADP
fcis-12008	19	18	queues	queue	NOUN
fcis-12008	19	19	,	,	PUNCT
fcis-12008	19	20	improve	improve	VERB
fcis-12008	19	21	the	the	DET
fcis-12008	19	22	phenomenon	phenomenon	NOUN
fcis-12008	19	23	of	of	ADP
fcis-12008	19	24	long	long	ADJ
fcis-12008	19	25	queues	queue	NOUN
fcis-12008	19	26	in	in	ADP
fcis-12008	19	27	airport	airport	NOUN
fcis-12008	19	28	terminals	terminal	NOUN
fcis-12008	19	29	,	,	PUNCT
fcis-12008	19	30	and	and	CCONJ
fcis-12008	19	31	enhance	enhance	VERB
fcis-12008	19	32	the	the	DET
fcis-12008	19	33	level	level	NOUN
fcis-12008	19	34	of	of	ADP
fcis-12008	19	35	service	service	NOUN
fcis-12008	19	36	in	in	ADP
fcis-12008	19	37	airport	airport	NOUN
fcis-12008	19	38	terminals	terminal	NOUN
fcis-12008	19	39	.	.	PUNCT
fcis-12008	20	1	multi	multi	ADJ
fcis-12008	20	2	-	-	ADJ
fcis-12008	20	3	agent	agent	ADJ
fcis-12008	20	4	reinforcement	reinforcement	NOUN
fcis-12008	20	5	learning	learning	NOUN
fcis-12008	20	6	is	be	AUX
fcis-12008	20	7	an	an	DET
fcis-12008	20	8	important	important	ADJ
fcis-12008	20	9	branch	branch	NOUN
fcis-12008	20	10	of	of	ADP
fcis-12008	20	11	reinforcement	reinforcement	NOUN
fcis-12008	20	12	learning	learning	NOUN
fcis-12008	20	13	that	that	PRON
fcis-12008	20	14	extends	extend	VERB
fcis-12008	20	15	to	to	ADP
fcis-12008	20	16	multi	multi	ADJ
fcis-12008	20	17	-	-	ADJ
fcis-12008	20	18	agent	agent	ADJ
fcis-12008	20	19	systems	system	NOUN
fcis-12008	20	20	,	,	PUNCT
fcis-12008	20	21	characterized	characterize	VERB
fcis-12008	20	22	by	by	ADP
fcis-12008	20	23	autonomy	autonomy	NOUN
fcis-12008	20	24	,	,	PUNCT
fcis-12008	20	25	coordination	coordination	NOUN
fcis-12008	20	26	,	,	PUNCT
fcis-12008	20	27	and	and	CCONJ
fcis-12008	20	28	distribution	distribution	NOUN
fcis-12008	20	29	[	[	X
fcis-12008	20	30	1	1	NUM
fcis-12008	20	31	]	]	PUNCT
fcis-12008	20	32	.	.	PUNCT
fcis-12008	21	1	in	in	ADP
fcis-12008	21	2	a	a	DET
fcis-12008	21	3	multi	multi	ADJ
fcis-12008	21	4	-	-	ADJ
fcis-12008	21	5	agent	agent	ADJ
fcis-12008	21	6	system	system	NOUN
fcis-12008	21	7	,	,	PUNCT
fcis-12008	21	8	each	each	DET
fcis-12008	21	9	agent	agent	NOUN
fcis-12008	21	10	collects	collect	VERB
fcis-12008	21	11	data	datum	NOUN
fcis-12008	21	12	by	by	ADP
fcis-12008	21	13	receiving	receive	VERB
fcis-12008	21	14	environmental	environmental	ADJ
fcis-12008	21	15	information	information	NOUN
fcis-12008	21	16	,	,	PUNCT
fcis-12008	21	17	selects	select	VERB
fcis-12008	21	18	actions	action	NOUN
fcis-12008	21	19	to	to	PART
fcis-12008	21	20	interact	interact	VERB
fcis-12008	21	21	with	with	ADP
fcis-12008	21	22	the	the	DET
fcis-12008	21	23	environment	environment	NOUN
fcis-12008	21	24	,	,	PUNCT
fcis-12008	21	25	and	and	CCONJ
fcis-12008	21	26	learns	learn	VERB
fcis-12008	21	27	to	to	PART
fcis-12008	21	28	improve	improve	VERB
fcis-12008	21	29	its	its	PRON
fcis-12008	21	30	strategies	strategy	NOUN
fcis-12008	21	31	based	base	VERB
fcis-12008	21	32	on	on	ADP
fcis-12008	21	33	the	the	DET
fcis-12008	21	34	rewards	reward	NOUN
fcis-12008	21	35	obtained	obtain	VERB
fcis-12008	21	36	,	,	PUNCT
fcis-12008	21	37	thereby	thereby	ADV
fcis-12008	21	38	obtaining	obtain	VERB
fcis-12008	21	39	the	the	DET
fcis-12008	21	40	optimal	optimal	ADJ
fcis-12008	21	41	strategy	strategy	NOUN
fcis-12008	21	42	in	in	ADP
fcis-12008	21	43	that	that	DET
fcis-12008	21	44	environment	environment	NOUN
fcis-12008	21	45	.	.	PUNCT
fcis-12008	22	1	existing	exist	VERB
fcis-12008	22	2	methods	method	NOUN
fcis-12008	22	3	for	for	ADP
fcis-12008	22	4	predicting	predict	VERB
fcis-12008	22	5	airport	airport	NOUN
fcis-12008	22	6	terminal	terminal	ADJ
fcis-12008	22	7	passenger	passenger	NOUN
fcis-12008	22	8	flow	flow	NOUN
fcis-12008	22	9	rely	rely	VERB
fcis-12008	22	10	on	on	ADP
fcis-12008	22	11	a	a	DET
fcis-12008	22	12	large	large	ADJ
fcis-12008	22	13	amount	amount	NOUN
fcis-12008	22	14	of	of	ADP
fcis-12008	22	15	statistical	statistical	ADJ
fcis-12008	22	16	data	datum	NOUN
fcis-12008	22	17	,	,	PUNCT
fcis-12008	22	18	and	and	CCONJ
fcis-12008	22	19	some	some	DET
fcis-12008	22	20	data	datum	NOUN
fcis-12008	22	21	is	be	AUX
fcis-12008	22	22	difficult	difficult	ADJ
fcis-12008	22	23	to	to	PART
fcis-12008	22	24	obtain	obtain	VERB
fcis-12008	22	25	in	in	ADP
fcis-12008	22	26	reality	reality	NOUN
fcis-12008	22	27	.	.	PUNCT
fcis-12008	23	1	additionally	additionally	ADV
fcis-12008	23	2	,	,	PUNCT
fcis-12008	23	3	current	current	ADJ
fcis-12008	23	4	research	research	NOUN
fcis-12008	23	5	has	have	AUX
fcis-12008	23	6	focused	focus	VERB
fcis-12008	23	7	more	more	ADJ
fcis-12008	23	8	on	on	ADP
fcis-12008	23	9	the	the	DET
fcis-12008	23	10	temporal	temporal	ADJ
fcis-12008	23	11	distribution	distribution	NOUN
fcis-12008	23	12	of	of	ADP
fcis-12008	23	13	passengers	passenger	NOUN
fcis-12008	23	14	in	in	ADP
fcis-12008	23	15	airport	airport	NOUN
fcis-12008	23	16	terminals	terminal	NOUN
fcis-12008	23	17	,	,	PUNCT
fcis-12008	23	18	overlooking	overlook	VERB
fcis-12008	23	19	the	the	DET
fcis-12008	23	20	spatial	spatial	ADJ
fcis-12008	23	21	distribution	distribution	NOUN
fcis-12008	23	22	.	.	PUNCT
fcis-12008	24	1	therefore	therefore	ADV
fcis-12008	24	2	,	,	PUNCT
fcis-12008	24	3	this	this	DET
fcis-12008	24	4	study	study	NOUN
fcis-12008	24	5	focuses	focus	VERB
fcis-12008	24	6	on	on	ADP
fcis-12008	24	7	the	the	DET
fcis-12008	24	8	behavioral	behavioral	ADJ
fcis-12008	24	9	actions	action	NOUN
fcis-12008	24	10	of	of	ADP
fcis-12008	24	11	passengers	passenger	NOUN
fcis-12008	24	12	in	in	ADP
fcis-12008	24	13	airport	airport	NOUN
fcis-12008	24	14	terminals	terminal	NOUN
fcis-12008	24	15	.	.	PUNCT
fcis-12008	25	1	utilizing	utilize	VERB
fcis-12008	25	2	the	the	DET
fcis-12008	25	3	anylogic	anylogic	NOUN
fcis-12008	25	4	software	software	NOUN
fcis-12008	25	5	,	,	PUNCT
fcis-12008	25	6	which	which	PRON
fcis-12008	25	7	is	be	AUX
fcis-12008	25	8	based	base	VERB
fcis-12008	25	9	on	on	ADP
fcis-12008	25	10	agent	agent	NOUN
fcis-12008	25	11	-	-	PUNCT
fcis-12008	25	12	based	base	VERB
fcis-12008	25	13	modeling	modeling	NOUN
fcis-12008	25	14	,	,	PUNCT
fcis-12008	25	15	we	we	PRON
fcis-12008	25	16	simulate	simulate	VERB
fcis-12008	25	17	the	the	DET
fcis-12008	25	18	internal	internal	ADJ
fcis-12008	25	19	layout	layout	NOUN
fcis-12008	25	20	of	of	ADP
fcis-12008	25	21	airport	airport	NOUN
fcis-12008	25	22	terminals	terminal	NOUN
fcis-12008	25	23	and	and	CCONJ
fcis-12008	25	24	the	the	DET
fcis-12008	25	25	boarding	boarding	NOUN
fcis-12008	25	26	process	process	NOUN
fcis-12008	25	27	of	of	ADP
fcis-12008	25	28	passengers	passenger	NOUN
fcis-12008	25	29	.	.	PUNCT
fcis-12008	26	1	by	by	ADP
fcis-12008	26	2	combining	combine	VERB
fcis-12008	26	3	multi	multi	ADJ
fcis-12008	26	4	-	-	ADJ
fcis-12008	26	5	agent	agent	ADJ
fcis-12008	26	6	reinforcement	reinforcement	NOUN
fcis-12008	26	7	learning	learning	NOUN
fcis-12008	26	8	,	,	PUNCT
fcis-12008	26	9	we	we	PRON
fcis-12008	26	10	predict	predict	VERB
fcis-12008	26	11	the	the	DET
fcis-12008	26	12	behavioral	behavioral	ADJ
fcis-12008	26	13	actions	action	NOUN
fcis-12008	26	14	of	of	ADP
fcis-12008	26	15	passengers	passenger	NOUN
fcis-12008	26	16	in	in	ADP
fcis-12008	26	17	airport	airport	NOUN
fcis-12008	26	18	terminals	terminal	NOUN
fcis-12008	26	19	,	,	PUNCT
fcis-12008	26	20	thereby	thereby	ADV
fcis-12008	26	21	simulating	simulate	VERB
fcis-12008	26	22	the	the	DET
fcis-12008	26	23	flow	flow	NOUN
fcis-12008	26	24	in	in	ADP
fcis-12008	26	25	different	different	ADJ
fcis-12008	26	26	areas	area	NOUN
fcis-12008	26	27	of	of	ADP
fcis-12008	26	28	the	the	DET
fcis-12008	26	29	terminal	terminal	NOUN
fcis-12008	26	30	at	at	ADP
fcis-12008	26	31	different	different	ADJ
fcis-12008	26	32	time	time	NOUN
fcis-12008	26	33	periods	period	NOUN
fcis-12008	26	34	.	.	PUNCT
fcis-12008	27	1	the	the	DET
fcis-12008	27	2	primary	primary	ADJ
fcis-12008	27	3	challenges	challenge	NOUN
fcis-12008	27	4	encountered	encounter	VERB
fcis-12008	27	5	in	in	ADP
fcis-12008	27	6	this	this	DET
fcis-12008	27	7	study	study	NOUN
fcis-12008	27	8	include	include	VERB
fcis-12008	27	9	:	:	PUNCT
fcis-12008	27	10	1	1	X
fcis-12008	27	11	)	)	PUNCT
fcis-12008	27	12	addressing	address	VERB
fcis-12008	27	13	the	the	DET
fcis-12008	27	14	issue	issue	NOUN
fcis-12008	27	15	of	of	ADP
fcis-12008	27	16	environmental	environmental	ADJ
fcis-12008	27	17	instability	instability	NOUN
fcis-12008	27	18	by	by	ADP
fcis-12008	27	19	grouping	group	VERB
fcis-12008	27	20	agents	agent	NOUN
fcis-12008	27	21	with	with	ADP
fcis-12008	27	22	similar	similar	ADJ
fcis-12008	27	23	state	state	NOUN
fcis-12008	27	24	and	and	CCONJ
fcis-12008	27	25	action	action	NOUN
fcis-12008	27	26	spaces	space	NOUN
fcis-12008	27	27	and	and	CCONJ
fcis-12008	27	28	conducting	conduct	VERB
fcis-12008	27	29	group	group	NOUN
fcis-12008	27	30	training	training	NOUN
fcis-12008	27	31	to	to	PART
fcis-12008	27	32	enhance	enhance	VERB
fcis-12008	27	33	their	their	PRON
fcis-12008	27	34	adaptability	adaptability	NOUN
fcis-12008	27	35	to	to	ADP
fcis-12008	27	36	nonstationary	nonstationary	ADJ
fcis-12008	27	37	environments	environment	NOUN
fcis-12008	27	38	;	;	PUNCT
fcis-12008	27	39	2	2	X
fcis-12008	27	40	)	)	PUNCT
fcis-12008	27	41	overcoming	overcome	VERB
fcis-12008	27	42	the	the	DET
fcis-12008	27	43	limitation	limitation	NOUN
fcis-12008	27	44	of	of	ADP
fcis-12008	27	45	individual	individual	ADJ
fcis-12008	27	46	independent	independent	ADJ
fcis-12008	27	47	learning	learning	NOUN
fcis-12008	27	48	results	result	NOUN
fcis-12008	27	49	by	by	ADP
fcis-12008	27	50	implementing	implement	VERB
fcis-12008	27	51	shared	share	VERB
fcis-12008	27	52	q	q	NOUN
fcis-12008	27	53	-	-	PUNCT
fcis-12008	27	54	tables	table	NOUN
fcis-12008	27	55	within	within	ADP
fcis-12008	27	56	each	each	DET
fcis-12008	27	57	group	group	NOUN
fcis-12008	27	58	,	,	PUNCT
fcis-12008	27	59	facilitating	facilitate	VERB
fcis-12008	27	60	experience	experience	NOUN
fcis-12008	27	61	sharing	sharing	NOUN
fcis-12008	27	62	and	and	CCONJ
fcis-12008	27	63	information	information	NOUN
fcis-12008	27	64	exchange	exchange	NOUN
fcis-12008	27	65	among	among	ADP
fcis-12008	27	66	agents	agent	NOUN
fcis-12008	27	67	,	,	PUNCT
fcis-12008	27	68	enabling	enable	VERB
fcis-12008	27	69	them	they	PRON
fcis-12008	27	70	to	to	PART
fcis-12008	27	71	learn	learn	VERB
fcis-12008	27	72	and	and	CCONJ
fcis-12008	27	73	optimize	optimize	VERB
fcis-12008	27	74	their	their	PRON
fcis-12008	27	75	strategies	strategy	NOUN
fcis-12008	27	76	based	base	VERB
fcis-12008	27	77	on	on	ADP
fcis-12008	27	78	the	the	DET
fcis-12008	27	79	experiences	experience	NOUN
fcis-12008	27	80	of	of	ADP
fcis-12008	27	81	other	other	ADJ
fcis-12008	27	82	agents	agent	NOUN
fcis-12008	27	83	;	;	PUNCT
fcis-12008	27	84	3	3	X
fcis-12008	27	85	)	)	PUNCT
fcis-12008	27	86	simplifying	simplify	VERB
fcis-12008	27	87	the	the	DET
fcis-12008	27	88	complex	complex	ADJ
fcis-12008	27	89	interaction	interaction	NOUN
fcis-12008	27	90	among	among	ADP
fcis-12008	27	91	agents	agent	NOUN
fcis-12008	27	92	by	by	ADP
fcis-12008	27	93	introducing	introduce	VERB
fcis-12008	27	94	the	the	DET
fcis-12008	27	95	concept	concept	NOUN
fcis-12008	27	96	of	of	ADP
fcis-12008	27	97	average	average	ADJ
fcis-12008	27	98	field	field	NOUN
fcis-12008	27	99	,	,	PUNCT
fcis-12008	27	100	reducing	reduce	VERB
fcis-12008	27	101	interaction	interaction	NOUN
fcis-12008	27	102	complexity	complexity	NOUN
fcis-12008	27	103	and	and	CCONJ
fcis-12008	27	104	learning	learn	VERB
fcis-12008	27	105	costs	cost	NOUN
fcis-12008	27	106	,	,	PUNCT
fcis-12008	27	107	and	and	CCONJ
fcis-12008	27	108	achieving	achieve	VERB
fcis-12008	27	109	a	a	DET
fcis-12008	27	110	more	more	ADV
fcis-12008	27	111	stable	stable	ADJ
fcis-12008	27	112	algorithm	algorithm	NOUN
fcis-12008	27	113	learning	learning	NOUN
fcis-12008	27	114	process	process	NOUN
fcis-12008	27	115	,	,	PUNCT
fcis-12008	27	116	leading	lead	VERB
fcis-12008	27	117	to	to	ADP
fcis-12008	27	118	the	the	DET
fcis-12008	27	119	acquisition	acquisition	NOUN
fcis-12008	27	120	of	of	ADP
fcis-12008	27	121	superior	superior	ADJ
fcis-12008	27	122	cooperative	cooperative	ADJ
fcis-12008	27	123	strategies	strategy	NOUN
fcis-12008	27	124	by	by	ADP
fcis-12008	27	125	the	the	DET
fcis-12008	27	126	agents	agent	NOUN
fcis-12008	27	127	;	;	PUNCT
fcis-12008	27	128	4	4	X
fcis-12008	27	129	)	)	PUNCT
fcis-12008	27	130	tackling	tackle	VERB
fcis-12008	27	131	the	the	DET
fcis-12008	27	132	problem	problem	NOUN
fcis-12008	27	133	of	of	ADP
fcis-12008	27	134	sparse	sparse	ADJ
fcis-12008	27	135	rewards	reward	NOUN
fcis-12008	27	136	by	by	ADP
fcis-12008	27	137	incorporating	incorporate	VERB
fcis-12008	27	138	intrinsic	intrinsic	ADJ
fcis-12008	27	139	rewards	reward	NOUN
fcis-12008	27	140	,	,	PUNCT
fcis-12008	27	141	which	which	PRON
fcis-12008	27	142	work	work	VERB
fcis-12008	27	143	in	in	ADP
fcis-12008	27	144	conjunction	conjunction	NOUN
fcis-12008	27	145	with	with	ADP
fcis-12008	27	146	external	external	ADJ
fcis-12008	27	147	rewards	reward	NOUN
fcis-12008	27	148	defined	define	VERB
fcis-12008	27	149	for	for	ADP
fcis-12008	27	150	the	the	DET
fcis-12008	27	151	task	task	NOUN
fcis-12008	27	152	,	,	PUNCT
fcis-12008	27	153	helping	help	VERB
fcis-12008	27	154	agents	agent	NOUN
fcis-12008	27	155	achieve	achieve	VERB
fcis-12008	27	156	goals	goal	NOUN
fcis-12008	27	157	in	in	ADP
fcis-12008	27	158	the	the	DET
fcis-12008	27	159	complex	complex	ADJ
fcis-12008	27	160	airport	airport	NOUN
fcis-12008	27	161	terminal	terminal	NOUN
fcis-12008	27	162	scenarios	scenario	NOUN
fcis-12008	27	163	.	.	PUNCT
fcis-12008	28	1	2	2	X
fcis-12008	28	2	.	.	X
fcis-12008	28	3	related	relate	VERB
fcis-12008	28	4	work	work	NOUN
fcis-12008	28	5	with	with	ADP
fcis-12008	28	6	the	the	DET
fcis-12008	28	7	increasing	increase	VERB
fcis-12008	28	8	global	global	ADJ
fcis-12008	28	9	air	air	NOUN
fcis-12008	28	10	passenger	passenger	NOUN
fcis-12008	28	11	volume	volume	NOUN
fcis-12008	28	12	and	and	CCONJ
fcis-12008	28	13	the	the	DET
fcis-12008	28	14	growing	grow	VERB
fcis-12008	28	15	demands	demand	NOUN
fcis-12008	28	16	for	for	ADP
fcis-12008	28	17	airport	airport	NOUN
fcis-12008	28	18	development	development	NOUN
fcis-12008	28	19	,	,	PUNCT
fcis-12008	28	20	artificial	artificial	ADJ
fcis-12008	28	21	intelligence	intelligence	NOUN
fcis-12008	28	22	(	(	PUNCT
fcis-12008	28	23	ai	ai	NOUN
fcis-12008	28	24	)	)	PUNCT
fcis-12008	28	25	technology	technology	NOUN
fcis-12008	28	26	has	have	AUX
fcis-12008	28	27	gradually	gradually	ADV
fcis-12008	28	28	become	become	VERB
fcis-12008	28	29	a	a	DET
fcis-12008	28	30	crucial	crucial	ADJ
fcis-12008	28	31	support	support	NOUN
fcis-12008	28	32	for	for	ADP
fcis-12008	28	33	airport	airport	NOUN
fcis-12008	28	34	terminals	terminal	NOUN
fcis-12008	28	35	.	.	PUNCT
fcis-12008	29	1	there	there	PRON
fcis-12008	29	2	is	be	VERB
fcis-12008	29	3	a	a	DET
fcis-12008	29	4	growing	grow	VERB
fcis-12008	29	5	number	number	NOUN
fcis-12008	29	6	of	of	ADP
fcis-12008	29	7	researchers	researcher	NOUN
fcis-12008	29	8	both	both	CCONJ
fcis-12008	29	9	domestically	domestically	ADV
fcis-12008	29	10	and	and	CCONJ
fcis-12008	29	11	internationally	internationally	ADV
fcis-12008	29	12	focusing	focus	VERB
fcis-12008	29	13	on	on	ADP
fcis-12008	29	14	airport	airport	NOUN
fcis-12008	29	15	terminals	terminal	NOUN
fcis-12008	29	16	,	,	PUNCT
fcis-12008	29	17	and	and	CCONJ
fcis-12008	29	18	the	the	DET
fcis-12008	29	19	research	research	NOUN
fcis-12008	29	20	scope	scope	NOUN
fcis-12008	29	21	is	be	AUX
fcis-12008	29	22	expanding	expand	VERB
fcis-12008	29	23	.	.	PUNCT
fcis-12008	30	1	there	there	PRON
fcis-12008	30	2	have	have	AUX
fcis-12008	30	3	been	be	AUX
fcis-12008	30	4	abundant	abundant	ADJ
fcis-12008	30	5	112	112	NUM
fcis-12008	30	6	research	research	NOUN
fcis-12008	30	7	findings	finding	NOUN
fcis-12008	30	8	in	in	ADP
fcis-12008	30	9	areas	area	NOUN
fcis-12008	30	10	such	such	ADJ
fcis-12008	30	11	as	as	ADP
fcis-12008	30	12	flow	flow	NOUN
fcis-12008	30	13	prediction	prediction	NOUN
fcis-12008	30	14	,	,	PUNCT
fcis-12008	30	15	service	service	NOUN
fcis-12008	30	16	facility	facility	NOUN
fcis-12008	30	17	planning	planning	NOUN
fcis-12008	30	18	,	,	PUNCT
fcis-12008	30	19	service	service	NOUN
fcis-12008	30	20	process	process	NOUN
fcis-12008	30	21	optimization	optimization	NOUN
fcis-12008	30	22	,	,	PUNCT
fcis-12008	30	23	and	and	CCONJ
fcis-12008	30	24	airport	airport	NOUN
fcis-12008	30	25	terminals	terminal	NOUN
fcis-12008	30	26	resource	resource	NOUN
fcis-12008	30	27	optimization	optimization	NOUN
fcis-12008	30	28	.	.	PUNCT
fcis-12008	31	1	xia	xia	PROPN
fcis-12008	31	2	feng	feng	PROPN
fcis-12008	31	3	et	et	PROPN
fcis-12008	31	4	al	al	PROPN
fcis-12008	31	5	.	.	PUNCT
fcis-12008	32	1	[	[	X
fcis-12008	32	2	2	2	X
fcis-12008	32	3	]	]	PUNCT
fcis-12008	32	4	reconstructed	reconstruct	VERB
fcis-12008	32	5	the	the	DET
fcis-12008	32	6	phase	phase	NOUN
fcis-12008	32	7	space	space	NOUN
fcis-12008	32	8	of	of	ADP
fcis-12008	32	9	security	security	NOUN
fcis-12008	32	10	check	check	NOUN
fcis-12008	32	11	passenger	passenger	NOUN
fcis-12008	32	12	flow	flow	NOUN
fcis-12008	32	13	time	time	NOUN
fcis-12008	32	14	series	series	NOUN
fcis-12008	32	15	and	and	CCONJ
fcis-12008	32	16	used	use	VERB
fcis-12008	32	17	the	the	DET
fcis-12008	32	18	wolf	wolf	PROPN
fcis-12008	32	19	method	method	NOUN
fcis-12008	32	20	to	to	PART
fcis-12008	32	21	determine	determine	VERB
fcis-12008	32	22	the	the	DET
fcis-12008	32	23	chaotic	chaotic	ADJ
fcis-12008	32	24	nature	nature	NOUN
fcis-12008	32	25	of	of	ADP
fcis-12008	32	26	the	the	DET
fcis-12008	32	27	time	time	NOUN
fcis-12008	32	28	series	series	PROPN
fcis-12008	32	29	,	,	PUNCT
fcis-12008	32	30	followed	follow	VERB
fcis-12008	32	31	by	by	ADP
fcis-12008	32	32	bp	bp	PROPN
fcis-12008	32	33	neural	neural	ADJ
fcis-12008	32	34	network	network	NOUN
fcis-12008	32	35	prediction	prediction	NOUN
fcis-12008	32	36	for	for	ADP
fcis-12008	32	37	the	the	DET
fcis-12008	32	38	chaotic	chaotic	ADJ
fcis-12008	32	39	time	time	NOUN
fcis-12008	32	40	series	series	PROPN
fcis-12008	32	41	.	.	PUNCT
fcis-12008	33	1	xinglong	xinglong	PROPN
fcis-12008	33	2	wang	wang	PROPN
fcis-12008	33	3	et	et	PROPN
fcis-12008	33	4	al	al	PROPN
fcis-12008	33	5	.	.	PUNCT
fcis-12008	34	1	[	[	X
fcis-12008	34	2	3	3	NUM
fcis-12008	34	3	]	]	PUNCT
fcis-12008	34	4	conducted	conduct	VERB
fcis-12008	34	5	historical	historical	ADJ
fcis-12008	34	6	data	datum	NOUN
fcis-12008	34	7	statistics	statistic	NOUN
fcis-12008	34	8	on	on	ADP
fcis-12008	34	9	the	the	DET
fcis-12008	34	10	operations	operation	NOUN
fcis-12008	34	11	of	of	ADP
fcis-12008	34	12	a	a	DET
fcis-12008	34	13	target	target	NOUN
fcis-12008	34	14	airport	airport	NOUN
fcis-12008	34	15	under	under	ADP
fcis-12008	34	16	different	different	ADJ
fcis-12008	34	17	weather	weather	NOUN
fcis-12008	34	18	conditions	condition	NOUN
fcis-12008	34	19	,	,	PUNCT
fcis-12008	34	20	constructed	construct	VERB
fcis-12008	34	21	a	a	DET
fcis-12008	34	22	similarity	similarity	NOUN
fcis-12008	34	23	matrix	matrix	NOUN
fcis-12008	34	24	,	,	PUNCT
fcis-12008	34	25	and	and	CCONJ
fcis-12008	34	26	established	establish	VERB
fcis-12008	34	27	a	a	DET
fcis-12008	34	28	grey	grey	ADJ
fcis-12008	34	29	cluster	cluster	NOUN
fcis-12008	34	30	model	model	NOUN
fcis-12008	34	31	to	to	PART
fcis-12008	34	32	select	select	VERB
fcis-12008	34	33	similar	similar	ADJ
fcis-12008	34	34	days	day	NOUN
fcis-12008	34	35	at	at	ADP
fcis-12008	34	36	the	the	DET
fcis-12008	34	37	airport	airport	NOUN
fcis-12008	34	38	.	.	PUNCT
fcis-12008	35	1	then	then	ADV
fcis-12008	35	2	,	,	PUNCT
fcis-12008	35	3	they	they	PRON
fcis-12008	35	4	employed	employ	VERB
fcis-12008	35	5	a	a	DET
fcis-12008	35	6	particle	particle	NOUN
fcis-12008	35	7	swarm	swarm	NOUN
fcis-12008	35	8	optimization	optimization	NOUN
fcis-12008	35	9	-	-	PUNCT
fcis-12008	35	10	based	base	VERB
fcis-12008	35	11	support	support	NOUN
fcis-12008	35	12	vector	vector	NOUN
fcis-12008	35	13	machine	machine	NOUN
fcis-12008	35	14	method	method	NOUN
fcis-12008	35	15	to	to	PART
fcis-12008	35	16	train	train	VERB
fcis-12008	35	17	the	the	DET
fcis-12008	35	18	selected	select	VERB
fcis-12008	35	19	similar	similar	ADJ
fcis-12008	35	20	day	day	NOUN
fcis-12008	35	21	samples	sample	NOUN
fcis-12008	35	22	and	and	CCONJ
fcis-12008	35	23	predict	predict	VERB
fcis-12008	35	24	airport	airport	NOUN
fcis-12008	35	25	traffic	traffic	NOUN
fcis-12008	35	26	flow	flow	NOUN
fcis-12008	35	27	.	.	PUNCT
fcis-12008	36	1	xiang	xiang	PROPN
fcis-12008	36	2	zhong	zhong	PROPN
fcis-12008	36	3	et	et	PROPN
fcis-12008	36	4	al	al	PROPN
fcis-12008	36	5	.	.	PUNCT
fcis-12008	37	1	[	[	X
fcis-12008	37	2	4	4	X
fcis-12008	37	3	]	]	PUNCT
fcis-12008	37	4	considered	consider	VERB
fcis-12008	37	5	four	four	NUM
fcis-12008	37	6	factors	factor	NOUN
fcis-12008	37	7	,	,	PUNCT
fcis-12008	37	8	including	include	VERB
fcis-12008	37	9	time	time	NOUN
fcis-12008	37	10	period	period	NOUN
fcis-12008	37	11	,	,	PUNCT
fcis-12008	37	12	visual	visual	ADJ
fcis-12008	37	13	distance	distance	NOUN
fcis-12008	37	14	of	of	ADP
fcis-12008	37	15	the	the	DET
fcis-12008	37	16	area	area	NOUN
fcis-12008	37	17	,	,	PUNCT
fcis-12008	37	18	flight	flight	NOUN
fcis-12008	37	19	quantity	quantity	NOUN
fcis-12008	37	20	,	,	PUNCT
fcis-12008	37	21	and	and	CCONJ
fcis-12008	37	22	check	check	NOUN
fcis-12008	37	23	-	-	PUNCT
fcis-12008	37	24	in	in	ADP
fcis-12008	37	25	passenger	passenger	NOUN
fcis-12008	37	26	flow	flow	NOUN
fcis-12008	37	27	,	,	PUNCT
fcis-12008	37	28	that	that	PRON
fcis-12008	37	29	affect	affect	VERB
fcis-12008	37	30	security	security	NOUN
fcis-12008	37	31	check	check	NOUN
fcis-12008	37	32	passenger	passenger	NOUN
fcis-12008	37	33	flow	flow	NOUN
fcis-12008	37	34	,	,	PUNCT
fcis-12008	37	35	and	and	CCONJ
fcis-12008	37	36	used	use	VERB
fcis-12008	37	37	the	the	DET
fcis-12008	37	38	bp	bp	PROPN
fcis-12008	37	39	neural	neural	ADJ
fcis-12008	37	40	network	network	NOUN
fcis-12008	37	41	algorithm	algorithm	NOUN
fcis-12008	37	42	to	to	PART
fcis-12008	37	43	establish	establish	VERB
fcis-12008	37	44	a	a	DET
fcis-12008	37	45	prediction	prediction	NOUN
fcis-12008	37	46	model	model	NOUN
fcis-12008	37	47	for	for	ADP
fcis-12008	37	48	airport	airport	NOUN
fcis-12008	37	49	security	security	NOUN
fcis-12008	37	50	check	check	NOUN
fcis-12008	37	51	passenger	passenger	NOUN
fcis-12008	37	52	flow	flow	NOUN
fcis-12008	37	53	.	.	PUNCT
fcis-12008	38	1	álvaro	álvaro	PROPN
fcis-12008	38	2	et	et	PROPN
fcis-12008	38	3	al	al	PROPN
fcis-12008	38	4	.	.	PUNCT
fcis-12008	39	1	[	[	X
fcis-12008	39	2	5	5	NUM
fcis-12008	39	3	]	]	PUNCT
fcis-12008	39	4	proposed	propose	VERB
fcis-12008	39	5	a	a	DET
fcis-12008	39	6	queuing	queue	VERB
fcis-12008	39	7	behavior	behavior	NOUN
fcis-12008	39	8	model	model	NOUN
fcis-12008	39	9	based	base	VERB
fcis-12008	39	10	on	on	ADP
fcis-12008	39	11	real	real	ADJ
fcis-12008	39	12	flight	flight	NOUN
fcis-12008	39	13	data	datum	NOUN
fcis-12008	39	14	,	,	PUNCT
fcis-12008	39	15	which	which	PRON
fcis-12008	39	16	can	can	AUX
fcis-12008	39	17	be	be	AUX
fcis-12008	39	18	used	use	VERB
fcis-12008	39	19	for	for	ADP
fcis-12008	39	20	real	real	ADJ
fcis-12008	39	21	-	-	PUNCT
fcis-12008	39	22	time	time	NOUN
fcis-12008	39	23	prediction	prediction	NOUN
fcis-12008	39	24	of	of	ADP
fcis-12008	39	25	waiting	waiting	NOUN
fcis-12008	39	26	times	time	NOUN
fcis-12008	39	27	in	in	ADP
fcis-12008	39	28	queues	queue	NOUN
fcis-12008	39	29	.	.	PUNCT
fcis-12008	40	1	multi	multi	ADJ
fcis-12008	40	2	-	-	ADJ
fcis-12008	40	3	agent	agent	ADJ
fcis-12008	40	4	reinforcement	reinforcement	NOUN
fcis-12008	40	5	learning	learning	NOUN
fcis-12008	40	6	applies	apply	VERB
fcis-12008	40	7	reinforcement	reinforcement	NOUN
fcis-12008	40	8	learning	learning	NOUN
fcis-12008	40	9	techniques	technique	NOUN
fcis-12008	40	10	and	and	CCONJ
fcis-12008	40	11	game	game	NOUN
fcis-12008	40	12	theory	theory	NOUN
fcis-12008	40	13	to	to	ADP
fcis-12008	40	14	multi	multi	ADJ
fcis-12008	40	15	-	-	ADJ
fcis-12008	40	16	agent	agent	ADJ
fcis-12008	40	17	systems	system	NOUN
fcis-12008	40	18	,	,	PUNCT
fcis-12008	40	19	enabling	enable	VERB
fcis-12008	40	20	multiple	multiple	ADJ
fcis-12008	40	21	agents	agent	NOUN
fcis-12008	40	22	to	to	PART
fcis-12008	40	23	interact	interact	VERB
fcis-12008	40	24	and	and	CCONJ
fcis-12008	40	25	make	make	VERB
fcis-12008	40	26	decisions	decision	NOUN
fcis-12008	40	27	to	to	PART
fcis-12008	40	28	complete	complete	VERB
fcis-12008	40	29	complex	complex	ADJ
fcis-12008	40	30	tasks	task	NOUN
fcis-12008	40	31	in	in	ADP
fcis-12008	40	32	higher	higher	ADV
fcis-12008	40	33	-	-	PUNCT
fcis-12008	40	34	dimensional	dimensional	ADJ
fcis-12008	40	35	and	and	CCONJ
fcis-12008	40	36	dynamic	dynamic	ADJ
fcis-12008	40	37	real	real	ADJ
fcis-12008	40	38	-	-	PUNCT
fcis-12008	40	39	world	world	NOUN
fcis-12008	40	40	scenarios	scenario	NOUN
fcis-12008	40	41	.	.	PUNCT
fcis-12008	41	1	scalability	scalability	NOUN
fcis-12008	41	2	is	be	AUX
fcis-12008	41	3	currently	currently	ADV
fcis-12008	41	4	a	a	DET
fcis-12008	41	5	key	key	ADJ
fcis-12008	41	6	focus	focus	NOUN
fcis-12008	41	7	.	.	PUNCT
fcis-12008	42	1	chenghao	chenghao	PROPN
fcis-12008	42	2	li	li	PROPN
fcis-12008	42	3	et	et	PROPN
fcis-12008	42	4	al	al	PROPN
fcis-12008	42	5	.	.	PUNCT
fcis-12008	43	1	[	[	X
fcis-12008	43	2	6	6	NUM
fcis-12008	43	3	]	]	PUNCT
fcis-12008	43	4	introduced	introduce	VERB
fcis-12008	43	5	diversity	diversity	NOUN
fcis-12008	43	6	into	into	ADP
fcis-12008	43	7	shared	share	VERB
fcis-12008	43	8	multiagent	multiagent	NOUN
fcis-12008	43	9	reinforcement	reinforcement	NOUN
fcis-12008	43	10	learning	learning	NOUN
fcis-12008	43	11	and	and	CCONJ
fcis-12008	43	12	proposed	propose	VERB
fcis-12008	43	13	a	a	DET
fcis-12008	43	14	regularization	regularization	NOUN
fcis-12008	43	15	based	base	VERB
fcis-12008	43	16	on	on	ADP
fcis-12008	43	17	information	information	NOUN
fcis-12008	43	18	theory	theory	NOUN
fcis-12008	43	19	to	to	PART
fcis-12008	43	20	maximize	maximize	VERB
fcis-12008	43	21	the	the	DET
fcis-12008	43	22	mutual	mutual	ADJ
fcis-12008	43	23	information	information	NOUN
fcis-12008	43	24	between	between	ADP
fcis-12008	43	25	the	the	DET
fcis-12008	43	26	agent	agent	NOUN
fcis-12008	43	27	’s	’s	PART
fcis-12008	43	28	identity	identity	NOUN
fcis-12008	43	29	and	and	CCONJ
fcis-12008	43	30	its	its	PRON
fcis-12008	43	31	trajectory	trajectory	NOUN
fcis-12008	43	32	,	,	PUNCT
fcis-12008	43	33	addressing	address	VERB
fcis-12008	43	34	the	the	DET
fcis-12008	43	35	problem	problem	NOUN
fcis-12008	43	36	of	of	ADP
fcis-12008	43	37	similar	similar	ADJ
fcis-12008	43	38	behaviors	behavior	NOUN
fcis-12008	43	39	resulting	result	VERB
fcis-12008	43	40	from	from	ADP
fcis-12008	43	41	sharing	share	VERB
fcis-12008	43	42	and	and	CCONJ
fcis-12008	43	43	limiting	limit	VERB
fcis-12008	43	44	their	their	PRON
fcis-12008	43	45	coordination	coordination	NOUN
fcis-12008	43	46	ability	ability	NOUN
fcis-12008	43	47	.	.	PUNCT
fcis-12008	44	1	yang	yang	PROPN
fcis-12008	44	2	et	et	PROPN
fcis-12008	44	3	al	al	PROPN
fcis-12008	44	4	.	.	PUNCT
fcis-12008	45	1	[	[	X
fcis-12008	45	2	7	7	X
fcis-12008	45	3	]	]	PUNCT
fcis-12008	45	4	first	first	ADV
fcis-12008	45	5	proposed	propose	VERB
fcis-12008	45	6	the	the	DET
fcis-12008	45	7	use	use	NOUN
fcis-12008	45	8	of	of	ADP
fcis-12008	45	9	mean	mean	ADJ
fcis-12008	45	10	-	-	PUNCT
fcis-12008	45	11	field	field	NOUN
fcis-12008	45	12	to	to	PART
fcis-12008	45	13	simplify	simplify	VERB
fcis-12008	45	14	interactions	interaction	NOUN
fcis-12008	45	15	among	among	ADP
fcis-12008	45	16	agents	agent	NOUN
fcis-12008	45	17	,	,	PUNCT
fcis-12008	45	18	replacing	replace	VERB
fcis-12008	45	19	all	all	DET
fcis-12008	45	20	other	other	ADJ
fcis-12008	45	21	agents	agent	NOUN
fcis-12008	45	22	within	within	ADP
fcis-12008	45	23	an	an	DET
fcis-12008	45	24	individual	individual	NOUN
fcis-12008	45	25	’s	’s	PART
fcis-12008	45	26	scope	scope	NOUN
fcis-12008	45	27	with	with	ADP
fcis-12008	45	28	a	a	DET
fcis-12008	45	29	mean	mean	ADJ
fcis-12008	45	30	value	value	NOUN
fcis-12008	45	31	.	.	PUNCT
fcis-12008	46	1	this	this	DET
fcis-12008	46	2	algorithm	algorithm	NOUN
fcis-12008	46	3	reduces	reduce	VERB
fcis-12008	46	4	the	the	DET
fcis-12008	46	5	multi	multi	ADJ
fcis-12008	46	6	-	-	ADJ
fcis-12008	46	7	agent	agent	ADJ
fcis-12008	46	8	problem	problem	NOUN
fcis-12008	46	9	to	to	ADP
fcis-12008	46	10	a	a	DET
fcis-12008	46	11	two	two	NUM
fcis-12008	46	12	-	-	PUNCT
fcis-12008	46	13	agent	agent	NOUN
fcis-12008	46	14	problem	problem	NOUN
fcis-12008	46	15	and	and	CCONJ
fcis-12008	46	16	effectively	effectively	ADV
fcis-12008	46	17	solves	solve	VERB
fcis-12008	46	18	the	the	DET
fcis-12008	46	19	nonstationarity	nonstationarity	NOUN
fcis-12008	46	20	and	and	CCONJ
fcis-12008	46	21	scale	scale	NOUN
fcis-12008	46	22	issues	issue	NOUN
fcis-12008	46	23	in	in	ADP
fcis-12008	46	24	multi	multi	ADJ
fcis-12008	46	25	-	-	ADJ
fcis-12008	46	26	agent	agent	ADJ
fcis-12008	46	27	environments	environment	NOUN
fcis-12008	46	28	.	.	PUNCT
fcis-12008	47	1	dianxi	dianxi	NOUN
fcis-12008	47	2	shi	shi	PROPN
fcis-12008	47	3	et	et	PROPN
fcis-12008	47	4	al	al	PROPN
fcis-12008	47	5	.	.	PUNCT
fcis-12008	48	1	[	[	X
fcis-12008	48	2	8	8	NUM
fcis-12008	48	3	]	]	PUNCT
fcis-12008	48	4	addressed	address	VERB
fcis-12008	48	5	the	the	DET
fcis-12008	48	6	credit	credit	NOUN
fcis-12008	48	7	assignment	assignment	NOUN
fcis-12008	48	8	problem	problem	NOUN
fcis-12008	48	9	in	in	ADP
fcis-12008	48	10	heterogeneous	heterogeneous	ADJ
fcis-12008	48	11	multi	multi	ADJ
fcis-12008	48	12	-	-	ADJ
fcis-12008	48	13	agent	agent	ADJ
fcis-12008	48	14	systems	system	NOUN
fcis-12008	48	15	with	with	ADP
fcis-12008	48	16	different	different	ADJ
fcis-12008	48	17	roles	role	NOUN
fcis-12008	48	18	,	,	PUNCT
fcis-12008	48	19	which	which	PRON
fcis-12008	48	20	makes	make	VERB
fcis-12008	48	21	it	it	PRON
fcis-12008	48	22	difficult	difficult	ADJ
fcis-12008	48	23	to	to	PART
fcis-12008	48	24	learn	learn	VERB
fcis-12008	48	25	effective	effective	ADJ
fcis-12008	48	26	cooperative	cooperative	ADJ
fcis-12008	48	27	strategies	strategy	NOUN
fcis-12008	48	28	.	.	PUNCT
fcis-12008	49	1	they	they	PRON
fcis-12008	49	2	proposed	propose	VERB
fcis-12008	49	3	an	an	DET
fcis-12008	49	4	end	end	NOUN
fcis-12008	49	5	-	-	PUNCT
fcis-12008	49	6	to	to	ADP
fcis-12008	49	7	-	-	PUNCT
fcis-12008	49	8	end	end	NOUN
fcis-12008	49	9	cooperative	cooperative	ADJ
fcis-12008	49	10	adaptive	adaptive	ADJ
fcis-12008	49	11	reward	reward	NOUN
fcis-12008	49	12	method	method	NOUN
fcis-12008	49	13	based	base	VERB
fcis-12008	49	14	on	on	ADP
fcis-12008	49	15	multi	multi	ADJ
fcis-12008	49	16	-	-	ADJ
fcis-12008	49	17	agent	agent	ADJ
fcis-12008	49	18	reinforcement	reinforcement	NOUN
fcis-12008	49	19	learning	learning	NOUN
fcis-12008	49	20	to	to	PART
fcis-12008	49	21	guide	guide	VERB
fcis-12008	49	22	agents	agent	NOUN
fcis-12008	49	23	in	in	ADP
fcis-12008	49	24	generating	generate	VERB
fcis-12008	49	25	cooperative	cooperative	ADJ
fcis-12008	49	26	strategies	strategy	NOUN
fcis-12008	49	27	based	base	VERB
fcis-12008	49	28	on	on	ADP
fcis-12008	49	29	the	the	DET
fcis-12008	49	30	situation	situation	NOUN
fcis-12008	49	31	on	on	ADP
fcis-12008	49	32	the	the	DET
fcis-12008	49	33	field	field	NOUN
fcis-12008	49	34	.	.	PUNCT
fcis-12008	50	1	andres	andres	PROPN
fcis-12008	50	2	et	et	PROPN
fcis-12008	50	3	al	al	PROPN
fcis-12008	50	4	.	.	PUNCT
fcis-12008	51	1	[	[	X
fcis-12008	51	2	9	9	NUM
fcis-12008	51	3	]	]	PUNCT
fcis-12008	51	4	presented	present	VERB
fcis-12008	51	5	a	a	DET
fcis-12008	51	6	collaborative	collaborative	ADJ
fcis-12008	51	7	learning	learning	NOUN
fcis-12008	51	8	framework	framework	NOUN
fcis-12008	51	9	for	for	ADP
fcis-12008	51	10	heterogeneous	heterogeneous	ADJ
fcis-12008	51	11	agents	agent	NOUN
fcis-12008	51	12	in	in	ADP
fcis-12008	51	13	the	the	DET
fcis-12008	51	14	same	same	ADJ
fcis-12008	51	15	environment	environment	NOUN
fcis-12008	51	16	,	,	PUNCT
fcis-12008	51	17	combining	combine	VERB
fcis-12008	51	18	intrinsic	intrinsic	ADJ
fcis-12008	51	19	motivation	motivation	NOUN
fcis-12008	51	20	with	with	ADP
fcis-12008	51	21	transfer	transfer	NOUN
fcis-12008	51	22	learning	learn	VERB
fcis-12008	51	23	to	to	PART
fcis-12008	51	24	achieve	achieve	VERB
fcis-12008	51	25	more	more	ADV
fcis-12008	51	26	effective	effective	ADJ
fcis-12008	51	27	exploration	exploration	NOUN
fcis-12008	51	28	and	and	CCONJ
fcis-12008	51	29	learning	learning	NOUN
fcis-12008	51	30	.	.	PUNCT
fcis-12008	52	1	3	3	X
fcis-12008	52	2	.	.	X
fcis-12008	52	3	problem	problem	NOUN
fcis-12008	52	4	description	description	NOUN
fcis-12008	52	5	the	the	DET
fcis-12008	52	6	goal	goal	NOUN
fcis-12008	52	7	of	of	ADP
fcis-12008	52	8	this	this	DET
fcis-12008	52	9	paper	paper	NOUN
fcis-12008	52	10	is	be	AUX
fcis-12008	52	11	to	to	PART
fcis-12008	52	12	predict	predict	VERB
fcis-12008	52	13	the	the	DET
fcis-12008	52	14	spatial	spatial	ADJ
fcis-12008	52	15	behavior	behavior	NOUN
fcis-12008	52	16	of	of	ADP
fcis-12008	52	17	travelers	traveler	NOUN
fcis-12008	52	18	in	in	ADP
fcis-12008	52	19	an	an	DET
fcis-12008	52	20	airport	airport	NOUN
fcis-12008	52	21	terminal	terminal	NOUN
fcis-12008	52	22	,	,	PUNCT
fcis-12008	52	23	thus	thus	ADV
fcis-12008	52	24	enabling	enable	VERB
fcis-12008	52	25	a	a	DET
fcis-12008	52	26	more	more	ADV
fcis-12008	52	27	accurate	accurate	ADJ
fcis-12008	52	28	simulation	simulation	NOUN
fcis-12008	52	29	of	of	ADP
fcis-12008	52	30	the	the	DET
fcis-12008	52	31	density	density	NOUN
fcis-12008	52	32	of	of	ADP
fcis-12008	52	33	people	people	NOUN
fcis-12008	52	34	in	in	ADP
fcis-12008	52	35	different	different	ADJ
fcis-12008	52	36	areas	area	NOUN
fcis-12008	52	37	of	of	ADP
fcis-12008	52	38	the	the	DET
fcis-12008	52	39	terminal	terminal	NOUN
fcis-12008	52	40	.	.	PUNCT
fcis-12008	53	1	in	in	ADP
fcis-12008	53	2	order	order	NOUN
fcis-12008	53	3	to	to	PART
fcis-12008	53	4	simplify	simplify	VERB
fcis-12008	53	5	the	the	DET
fcis-12008	53	6	description	description	NOUN
fcis-12008	53	7	of	of	ADP
fcis-12008	53	8	the	the	DET
fcis-12008	53	9	problem	problem	NOUN
fcis-12008	53	10	,	,	PUNCT
fcis-12008	53	11	time	time	NOUN
fcis-12008	53	12	is	be	AUX
fcis-12008	53	13	discretized	discretize	VERB
fcis-12008	53	14	in	in	ADP
fcis-12008	53	15	the	the	DET
fcis-12008	53	16	time	time	NOUN
fcis-12008	53	17	dimension	dimension	NOUN
fcis-12008	53	18	with	with	ADP
fcis-12008	53	19	equal	equal	ADJ
fcis-12008	53	20	-	-	PUNCT
fcis-12008	53	21	length	length	NOUN
fcis-12008	53	22	time	time	NOUN
fcis-12008	53	23	slices	slice	NOUN
fcis-12008	53	24	.	.	PUNCT
fcis-12008	54	1	based	base	VERB
fcis-12008	54	2	on	on	ADP
fcis-12008	54	3	the	the	DET
fcis-12008	54	4	above	above	NOUN
fcis-12008	54	5	,	,	PUNCT
fcis-12008	54	6	in	in	ADP
fcis-12008	54	7	a	a	DET
fcis-12008	54	8	time	time	NOUN
fcis-12008	54	9	slot	slot	NOUN
fcis-12008	54	10	t	t	PROPN
fcis-12008	54	11	,	,	PUNCT
fcis-12008	54	12	the	the	DET
fcis-12008	54	13	behavior	behavior	NOUN
fcis-12008	54	14	of	of	ADP
fcis-12008	54	15	a	a	DET
fcis-12008	54	16	single	single	ADJ
fcis-12008	54	17	passenger	passenger	NOUN
fcis-12008	54	18	can	can	AUX
fcis-12008	54	19	be	be	AUX
fcis-12008	54	20	described	describe	VERB
fcis-12008	54	21	as	as	ADP
fcis-12008	54	22	:	:	PUNCT
fcis-12008	54	23	1	1	NUM
fcis-12008	54	24	)	)	PUNCT
fcis-12008	54	25	passenger	passenger	NOUN
fcis-12008	54	26	arrives	arrive	VERB
fcis-12008	54	27	at	at	ADP
fcis-12008	54	28	the	the	DET
fcis-12008	54	29	terminal	terminal	NOUN
fcis-12008	54	30	and	and	CCONJ
fcis-12008	54	31	selects	select	VERB
fcis-12008	54	32	his	his	PRON
fcis-12008	54	33	activity	activity	NOUN
fcis-12008	54	34	according	accord	VERB
fcis-12008	54	35	to	to	ADP
fcis-12008	54	36	the	the	DET
fcis-12008	54	37	situation	situation	NOUN
fcis-12008	54	38	;	;	PUNCT
fcis-12008	54	39	2	2	X
fcis-12008	54	40	)	)	PUNCT
fcis-12008	54	41	passenger	passenger	NOUN
fcis-12008	54	42	who	who	PRON
fcis-12008	54	43	go	go	VERB
fcis-12008	54	44	to	to	ADP
fcis-12008	54	45	the	the	DET
fcis-12008	54	46	event	event	NOUN
fcis-12008	54	47	location	location	NOUN
fcis-12008	54	48	receive	receive	VERB
fcis-12008	54	49	rewards	reward	NOUN
fcis-12008	54	50	,	,	PUNCT
fcis-12008	54	51	and	and	CCONJ
fcis-12008	54	52	complete	complete	VERB
fcis-12008	54	53	the	the	DET
fcis-12008	54	54	event	event	NOUN
fcis-12008	54	55	after	after	ADP
fcis-12008	54	56	∆t	∆t	PROPN
fcis-12008	54	57	;	;	PUNCT
fcis-12008	54	58	3	3	X
fcis-12008	54	59	)	)	PUNCT
fcis-12008	54	60	passenger	passenger	NOUN
fcis-12008	54	61	select	select	VERB
fcis-12008	54	62	the	the	DET
fcis-12008	54	63	next	next	ADJ
fcis-12008	54	64	activity	activity	NOUN
fcis-12008	54	65	starting	start	VERB
fcis-12008	54	66	from	from	ADP
fcis-12008	54	67	the	the	DET
fcis-12008	54	68	previous	previous	ADJ
fcis-12008	54	69	activity	activity	NOUN
fcis-12008	54	70	location	location	NOUN
fcis-12008	54	71	until	until	ADP
fcis-12008	54	72	boarding	board	VERB
fcis-12008	54	73	the	the	DET
fcis-12008	54	74	flight	flight	NOUN
fcis-12008	54	75	.	.	PUNCT
fcis-12008	55	1	as	as	SCONJ
fcis-12008	55	2	shown	show	VERB
fcis-12008	55	3	in	in	ADP
fcis-12008	55	4	figure	figure	NOUN
fcis-12008	55	5	1	1	NUM
fcis-12008	55	6	.	.	PUNCT
fcis-12008	55	7	toilet	toilet	PROPN
fcis-12008	55	8	rest	rest	PROPN
fcis-12008	55	9	area	area	PROPN
fcis-12008	55	10	restaurant	restaurant	NOUN
fcis-12008	55	11	storeboarding	storeboarde	VERB
fcis-12008	55	12	check	check	NOUN
fcis-12008	55	13	-	-	PUNCT
fcis-12008	55	14	in	in	ADP
fcis-12008	55	15	security	security	NOUN
fcis-12008	55	16	check	check	NOUN
fcis-12008	55	17	fig	fig	NOUN
fcis-12008	55	18	1	1	NUM
fcis-12008	55	19	.	.	PUNCT
fcis-12008	55	20	individual	individual	ADJ
fcis-12008	55	21	passenger	passenger	NOUN
fcis-12008	55	22	behavior	behavior	NOUN
fcis-12008	55	23	at	at	ADP
fcis-12008	55	24	the	the	DET
fcis-12008	55	25	airport	airport	NOUN
fcis-12008	55	26	terminal	terminal	NOUN
fcis-12008	55	27	considering	consider	VERB
fcis-12008	55	28	that	that	SCONJ
fcis-12008	55	29	in	in	ADP
fcis-12008	55	30	the	the	DET
fcis-12008	55	31	real	real	ADJ
fcis-12008	55	32	world	world	NOUN
fcis-12008	55	33	,	,	PUNCT
fcis-12008	55	34	passengers	passenger	NOUN
fcis-12008	55	35	'	'	PART
fcis-12008	55	36	activities	activity	NOUN
fcis-12008	55	37	last	last	ADJ
fcis-12008	55	38	for	for	ADP
fcis-12008	55	39	varying	vary	VERB
fcis-12008	55	40	lengths	length	NOUN
fcis-12008	55	41	of	of	ADP
fcis-12008	55	42	time	time	NOUN
fcis-12008	55	43	,	,	PUNCT
fcis-12008	55	44	the	the	DET
fcis-12008	55	45	span	span	NOUN
fcis-12008	55	46	of	of	ADP
fcis-12008	55	47	actions	action	NOUN
fcis-12008	55	48	is	be	AUX
fcis-12008	55	49	adapted	adapt	VERB
fcis-12008	55	50	from	from	ADP
fcis-12008	55	51	one	one	NUM
fcis-12008	55	52	time	time	NOUN
fcis-12008	55	53	slice	slice	NOUN
fcis-12008	55	54	to	to	ADP
fcis-12008	55	55	multiple	multiple	ADJ
fcis-12008	55	56	time	time	NOUN
fcis-12008	55	57	slices	slice	NOUN
fcis-12008	55	58	.	.	PUNCT
fcis-12008	56	1	a	a	DET
fcis-12008	56	2	semi	semi	ADJ
fcis-12008	56	3	-	-	ADJ
fcis-12008	56	4	markov	markov	ADJ
fcis-12008	56	5	decision	decision	NOUN
fcis-12008	56	6	process	process	NOUN
fcis-12008	56	7	(	(	PUNCT
fcis-12008	56	8	smdp	smdp	ADJ
fcis-12008	56	9	)	)	PUNCT
fcis-12008	56	10	is	be	AUX
fcis-12008	56	11	built	build	VERB
fcis-12008	56	12	from	from	ADP
fcis-12008	56	13	the	the	DET
fcis-12008	56	14	perspective	perspective	NOUN
fcis-12008	56	15	of	of	ADP
fcis-12008	56	16	a	a	DET
fcis-12008	56	17	single	single	ADJ
fcis-12008	56	18	passenger	passenger	NOUN
fcis-12008	56	19	(	(	PUNCT
fcis-12008	56	20	local	local	ADJ
fcis-12008	56	21	view	view	NOUN
fcis-12008	56	22	)	)	PUNCT
fcis-12008	56	23	,	,	PUNCT
fcis-12008	56	24	whereby	whereby	SCONJ
fcis-12008	56	25	each	each	DET
fcis-12008	56	26	passenger	passenger	NOUN
fcis-12008	56	27	is	be	AUX
fcis-12008	56	28	considered	consider	VERB
fcis-12008	56	29	as	as	ADP
fcis-12008	56	30	an	an	DET
fcis-12008	56	31	intelligence	intelligence	NOUN
fcis-12008	56	32	,	,	PUNCT
fcis-12008	56	33	each	each	PRON
fcis-12008	56	34	of	of	ADP
fcis-12008	56	35	which	which	PRON
fcis-12008	56	36	still	still	ADV
fcis-12008	56	37	follows	follow	VERB
fcis-12008	56	38	the	the	DET
fcis-12008	56	39	goal	goal	NOUN
fcis-12008	56	40	of	of	ADP
fcis-12008	56	41	reinforcement	reinforcement	NOUN
fcis-12008	56	42	learning	learning	NOUN
fcis-12008	56	43	,	,	PUNCT
fcis-12008	56	44	which	which	PRON
fcis-12008	56	45	is	be	AUX
fcis-12008	56	46	to	to	PART
fcis-12008	56	47	maximize	maximize	VERB
fcis-12008	56	48	the	the	DET
fcis-12008	56	49	cumulative	cumulative	ADJ
fcis-12008	56	50	reward	reward	NOUN
fcis-12008	56	51	that	that	PRON
fcis-12008	56	52	can	can	AUX
fcis-12008	56	53	be	be	AUX
fcis-12008	56	54	obtained	obtain	VERB
fcis-12008	56	55	.	.	PUNCT
fcis-12008	57	1	semi	semi	ADJ
fcis-12008	57	2	-	-	ADJ
fcis-12008	57	3	markov	markov	ADJ
fcis-12008	57	4	decision	decision	NOUN
fcis-12008	57	5	can	can	AUX
fcis-12008	57	6	be	be	AUX
fcis-12008	57	7	represented	represent	VERB
fcis-12008	57	8	by	by	ADP
fcis-12008	57	9	the	the	DET
fcis-12008	57	10	tuple	tuple	PROPN
fcis-12008	57	11	〈	〈	PROPN
fcis-12008	57	12	,	,	PUNCT
fcis-12008	57	13	,	,	PUNCT
fcis-12008	57	14	,	,	PUNCT
fcis-12008	57	15	〉	〉	NOUN
fcis-12008	57	16	,	,	PUNCT
fcis-12008	57	17	where	where	SCONJ
fcis-12008	57	18	s	s	PROPN
fcis-12008	57	19	denotes	denote	VERB
fcis-12008	57	20	the	the	DET
fcis-12008	57	21	state	state	NOUN
fcis-12008	57	22	space	space	NOUN
fcis-12008	57	23	of	of	ADP
fcis-12008	57	24	the	the	DET
fcis-12008	57	25	intelligent	intelligent	ADJ
fcis-12008	57	26	,	,	PUNCT
fcis-12008	57	27	and	and	CCONJ
fcis-12008	57	28	a	a	DET
fcis-12008	57	29	denotes	denote	NOUN
fcis-12008	57	30	the	the	DET
fcis-12008	57	31	action	action	NOUN
fcis-12008	57	32	space	space	NOUN
fcis-12008	57	33	of	of	ADP
fcis-12008	57	34	the	the	DET
fcis-12008	57	35	intelligent	intelligent	ADJ
fcis-12008	57	36	,	,	PUNCT
fcis-12008	57	37	and	and	CCONJ
fcis-12008	57	38	p	p	NOUN
fcis-12008	57	39	is	be	AUX
fcis-12008	57	40	the	the	DET
fcis-12008	57	41	state	state	NOUN
fcis-12008	57	42	transfer	transfer	NOUN
fcis-12008	57	43	probability	probability	NOUN
fcis-12008	57	44	,	,	PUNCT
fcis-12008	57	45	and	and	CCONJ
fcis-12008	57	46	p	p	NOUN
fcis-12008	57	47	denotes	denote	VERB
fcis-12008	57	48	the	the	DET
fcis-12008	57	49	reward	reward	NOUN
fcis-12008	57	50	function	function	NOUN
fcis-12008	57	51	.	.	PUNCT
fcis-12008	58	1	mapping	mapping	NOUN
fcis-12008	58	2	to	to	ADP
fcis-12008	58	3	the	the	DET
fcis-12008	58	4	real	real	ADJ
fcis-12008	58	5	world	world	NOUN
fcis-12008	58	6	,	,	PUNCT
fcis-12008	58	7	the	the	DET
fcis-12008	58	8	relevant	relevant	ADJ
fcis-12008	58	9	definitions	definition	NOUN
fcis-12008	58	10	are	be	AUX
fcis-12008	58	11	as	as	SCONJ
fcis-12008	58	12	follows	follow	VERB
fcis-12008	58	13	:	:	PUNCT
fcis-12008	58	14	1	1	X
fcis-12008	58	15	)	)	PUNCT
fcis-12008	58	16	state	state	NOUN
fcis-12008	58	17	space	space	NOUN
fcis-12008	58	18	s	s	PART
fcis-12008	58	19	.	.	PUNCT
fcis-12008	59	1	the	the	DET
fcis-12008	59	2	state	state	NOUN
fcis-12008	59	3	of	of	ADP
fcis-12008	59	4	a	a	DET
fcis-12008	59	5	passenger	passenger	NOUN
fcis-12008	59	6	at	at	ADP
fcis-12008	59	7	time	time	NOUN
fcis-12008	59	8	t	t	PROPN
fcis-12008	59	9	is	be	AUX
fcis-12008	59	10	denoted	denote	VERB
fcis-12008	59	11	by	by	ADP
fcis-12008	59	12	∈	∈	PROPN
fcis-12008	59	13	denoted	denote	VERB
fcis-12008	59	14	by	by	ADP
fcis-12008	59	15	three	three	NUM
fcis-12008	59	16	parts	part	NOUN
fcis-12008	59	17	.	.	PUNCT
fcis-12008	60	1	the	the	DET
fcis-12008	60	2	first	first	ADJ
fcis-12008	60	3	part	part	NOUN
fcis-12008	60	4	,	,	PUNCT
fcis-12008	60	5	,	,	PUNCT
fcis-12008	60	6	is	be	AUX
fcis-12008	60	7	the	the	DET
fcis-12008	60	8	difference	difference	NOUN
fcis-12008	60	9	between	between	ADP
fcis-12008	60	10	the	the	DET
fcis-12008	60	11	passenger	passenger	NOUN
fcis-12008	60	12	's	's	PART
fcis-12008	60	13	departure	departure	NOUN
fcis-12008	60	14	time	time	NOUN
fcis-12008	60	15	from	from	ADP
fcis-12008	60	16	the	the	DET
fcis-12008	60	17	flight	flight	NOUN
fcis-12008	60	18	at	at	ADP
fcis-12008	60	19	time	time	NOUN
fcis-12008	60	20	t.	t.	PROPN
fcis-12008	60	21	if	if	SCONJ
fcis-12008	60	22	is	be	AUX
fcis-12008	60	23	small	small	ADJ
fcis-12008	60	24	,	,	PUNCT
fcis-12008	60	25	the	the	DET
fcis-12008	60	26	passenger	passenger	NOUN
fcis-12008	60	27	may	may	AUX
fcis-12008	60	28	forgo	forgo	VERB
fcis-12008	60	29	additional	additional	ADJ
fcis-12008	60	30	activities	activity	NOUN
fcis-12008	60	31	that	that	PRON
fcis-12008	60	32	he	he	PRON
fcis-12008	60	33	had	have	AUX
fcis-12008	60	34	planned	plan	VERB
fcis-12008	60	35	,	,	PUNCT
fcis-12008	60	36	such	such	ADJ
fcis-12008	60	37	as	as	ADP
fcis-12008	60	38	shopping	shopping	NOUN
fcis-12008	60	39	or	or	CCONJ
fcis-12008	60	40	eating	eat	VERB
fcis-12008	60	41	at	at	ADP
fcis-12008	60	42	a	a	DET
fcis-12008	60	43	restaurant	restaurant	NOUN
fcis-12008	60	44	,	,	PUNCT
fcis-12008	60	45	and	and	CCONJ
fcis-12008	60	46	choose	choose	VERB
fcis-12008	60	47	to	to	PART
fcis-12008	60	48	go	go	VERB
fcis-12008	60	49	through	through	ADP
fcis-12008	60	50	the	the	DET
fcis-12008	60	51	necessary	necessary	ADJ
fcis-12008	60	52	check	check	NOUN
fcis-12008	60	53	-	-	PUNCT
fcis-12008	60	54	in	in	ADP
fcis-12008	60	55	process	process	NOUN
fcis-12008	60	56	to	to	PART
fcis-12008	60	57	ensure	ensure	VERB
fcis-12008	60	58	that	that	SCONJ
fcis-12008	60	59	he	he	PRON
fcis-12008	60	60	can	can	AUX
fcis-12008	60	61	board	board	VERB
fcis-12008	60	62	the	the	DET
fcis-12008	60	63	plane	plane	NOUN
fcis-12008	60	64	on	on	ADP
fcis-12008	60	65	time	time	NOUN
fcis-12008	60	66	.	.	PUNCT
fcis-12008	61	1	if	if	SCONJ
fcis-12008	61	2	is	be	AUX
fcis-12008	61	3	larger	large	ADJ
fcis-12008	61	4	,	,	PUNCT
fcis-12008	61	5	the	the	DET
fcis-12008	61	6	passenger	passenger	NOUN
fcis-12008	61	7	usually	usually	ADV
fcis-12008	61	8	chooses	choose	VERB
fcis-12008	61	9	some	some	DET
fcis-12008	61	10	extra	extra	ADJ
fcis-12008	61	11	activities	activity	NOUN
fcis-12008	61	12	to	to	PART
fcis-12008	61	13	pass	pass	VERB
fcis-12008	61	14	the	the	DET
fcis-12008	61	15	time	time	NOUN
fcis-12008	61	16	according	accord	VERB
fcis-12008	61	17	to	to	ADP
fcis-12008	61	18	his	his	PRON
fcis-12008	61	19	/	/	SYM
fcis-12008	61	20	her	her	PRON
fcis-12008	61	21	preference	preference	NOUN
fcis-12008	61	22	.	.	PUNCT
fcis-12008	62	1	the	the	DET
fcis-12008	62	2	second	second	ADJ
fcis-12008	62	3	part	part	NOUN
fcis-12008	62	4	is	be	AUX
fcis-12008	62	5	the	the	DET
fcis-12008	62	6	distance	distance	NOUN
fcis-12008	62	7	between	between	ADP
fcis-12008	62	8	the	the	DET
fcis-12008	62	9	geographic	geographic	ADJ
fcis-12008	62	10	location	location	NOUN
fcis-12008	62	11	of	of	ADP
fcis-12008	62	12	the	the	DET
fcis-12008	62	13	passenger	passenger	NOUN
fcis-12008	62	14	at	at	ADP
fcis-12008	62	15	time	time	NOUN
fcis-12008	62	16	t	t	PROPN
fcis-12008	62	17	and	and	CCONJ
fcis-12008	62	18	the	the	DET
fcis-12008	62	19	nearest	near	ADJ
fcis-12008	62	20	various	various	ADJ
fcis-12008	62	21	service	service	NOUN
fcis-12008	62	22	facilities	facility	NOUN
fcis-12008	62	23	.	.	PUNCT
fcis-12008	63	1	the	the	DET
fcis-12008	63	2	third	third	ADJ
fcis-12008	63	3	part	part	NOUN
fcis-12008	63	4	,	,	PUNCT
fcis-12008	63	5	,	,	PUNCT
fcis-12008	63	6	is	be	AUX
fcis-12008	63	7	the	the	DET
fcis-12008	63	8	number	number	NOUN
fcis-12008	63	9	of	of	ADP
fcis-12008	63	10	passengers	passenger	NOUN
fcis-12008	63	11	queuing	queue	VERB
fcis-12008	63	12	at	at	ADP
fcis-12008	63	13	the	the	DET
fcis-12008	63	14	nearest	near	ADJ
fcis-12008	63	15	various	various	ADJ
fcis-12008	63	16	service	service	NOUN
fcis-12008	63	17	facilities	facility	NOUN
fcis-12008	63	18	at	at	ADP
fcis-12008	63	19	time	time	NOUN
fcis-12008	63	20	t.	t.	PROPN
fcis-12008	63	21	the	the	DET
fcis-12008	63	22	environment	environment	NOUN
fcis-12008	63	23	is	be	AUX
fcis-12008	63	24	also	also	ADV
fcis-12008	63	25	one	one	NUM
fcis-12008	63	26	of	of	ADP
fcis-12008	63	27	the	the	DET
fcis-12008	63	28	important	important	ADJ
fcis-12008	63	29	factors	factor	NOUN
fcis-12008	63	30	affecting	affect	VERB
fcis-12008	63	31	passenger	passenger	NOUN
fcis-12008	63	32	behavior	behavior	NOUN
fcis-12008	63	33	.	.	PUNCT
fcis-12008	64	1	the	the	DET
fcis-12008	64	2	various	various	ADJ
fcis-12008	64	3	service	service	NOUN
fcis-12008	64	4	facilities	facility	NOUN
fcis-12008	64	5	in	in	ADP
fcis-12008	64	6	the	the	DET
fcis-12008	64	7	terminal	terminal	ADJ
fcis-12008	64	8	attract	attract	VERB
fcis-12008	64	9	passengers	passenger	NOUN
fcis-12008	64	10	,	,	PUNCT
fcis-12008	64	11	but	but	CCONJ
fcis-12008	64	12	the	the	DET
fcis-12008	64	13	distance	distance	NOUN
fcis-12008	64	14	between	between	ADP
fcis-12008	64	15	passengers	passenger	NOUN
fcis-12008	64	16	and	and	CCONJ
fcis-12008	64	17	the	the	DET
fcis-12008	64	18	facilities	facility	NOUN
fcis-12008	64	19	,	,	PUNCT
fcis-12008	64	20	as	as	ADV
fcis-12008	64	21	well	well	ADV
fcis-12008	64	22	as	as	ADP
fcis-12008	64	23	the	the	DET
fcis-12008	64	24	phenomenon	phenomenon	NOUN
fcis-12008	64	25	of	of	ADP
fcis-12008	64	26	congestion	congestion	NOUN
fcis-12008	64	27	and	and	CCONJ
fcis-12008	64	28	queuing	queue	VERB
fcis-12008	64	29	at	at	ADP
fcis-12008	64	30	the	the	DET
fcis-12008	64	31	facilities	facility	NOUN
fcis-12008	64	32	,	,	PUNCT
fcis-12008	64	33	will	will	AUX
fcis-12008	64	34	affect	affect	VERB
fcis-12008	64	35	passengers	passenger	NOUN
fcis-12008	64	36	'	'	PART
fcis-12008	64	37	activity	activity	NOUN
fcis-12008	64	38	decisions	decision	NOUN
fcis-12008	64	39	[	[	X
fcis-12008	64	40	10	10	NUM
fcis-12008	64	41	]	]	PUNCT
fcis-12008	64	42	.	.	PUNCT
fcis-12008	65	1	for	for	ADP
fcis-12008	65	2	example	example	NOUN
fcis-12008	65	3	,	,	PUNCT
fcis-12008	65	4	when	when	SCONJ
fcis-12008	65	5	travelers	traveler	NOUN
fcis-12008	65	6	find	find	VERB
fcis-12008	65	7	the	the	DET
fcis-12008	65	8	target	target	NOUN
fcis-12008	65	9	security	security	NOUN
fcis-12008	65	10	checkpoint	checkpoint	NOUN
fcis-12008	65	11	travelers	traveler	NOUN
fcis-12008	65	12	may	may	AUX
fcis-12008	65	13	first	first	ADV
fcis-12008	65	14	go	go	VERB
fcis-12008	65	15	to	to	ADP
fcis-12008	65	16	other	other	ADJ
fcis-12008	65	17	service	service	NOUN
fcis-12008	65	18	facilities	facility	NOUN
fcis-12008	65	19	nearby	nearby	ADV
fcis-12008	65	20	,	,	PUNCT
fcis-12008	65	21	and	and	CCONJ
fcis-12008	65	22	then	then	ADV
fcis-12008	65	23	go	go	VERB
fcis-12008	65	24	to	to	ADP
fcis-12008	65	25	the	the	DET
fcis-12008	65	26	security	security	NOUN
fcis-12008	65	27	checkpoint	checkpoint	NOUN
fcis-12008	65	28	when	when	SCONJ
fcis-12008	65	29	the	the	DET
fcis-12008	65	30	security	security	NOUN
fcis-12008	65	31	checkpoint	checkpoint	NOUN
fcis-12008	65	32	is	be	AUX
fcis-12008	65	33	no	no	ADV
fcis-12008	65	34	longer	long	ADV
fcis-12008	65	35	congested	congest	VERB
fcis-12008	65	36	with	with	ADP
fcis-12008	65	37	queues	queue	NOUN
fcis-12008	65	38	.	.	PUNCT
fcis-12008	66	1	to	to	PART
fcis-12008	66	2	summarize	summarize	VERB
fcis-12008	66	3	,	,	PUNCT
fcis-12008	66	4	the	the	DET
fcis-12008	66	5	state	state	NOUN
fcis-12008	66	6	can	can	AUX
fcis-12008	66	7	be	be	AUX
fcis-12008	66	8	represented	represent	VERB
fcis-12008	66	9	by	by	ADP
fcis-12008	66	10	a	a	DET
fcis-12008	66	11	ternary	ternary	ADJ
fcis-12008	66	12	group	group	NOUN
fcis-12008	66	13	∶	∶	NOUN
fcis-12008	66	14	,	,	PUNCT
fcis-12008	66	15	,	,	PUNCT
fcis-12008	66	16	.	.	PUNCT
fcis-12008	67	1	2	2	X
fcis-12008	67	2	)	)	PUNCT
fcis-12008	67	3	action	action	NOUN
fcis-12008	67	4	space	space	NOUN
fcis-12008	67	5	a	a	NOUN
fcis-12008	67	6	,	,	PUNCT
fcis-12008	67	7	the	the	DET
fcis-12008	67	8	actions	action	NOUN
fcis-12008	67	9	that	that	PRON
fcis-12008	67	10	can	can	AUX
fcis-12008	67	11	be	be	AUX
fcis-12008	67	12	executed	execute	VERB
fcis-12008	67	13	by	by	ADP
fcis-12008	67	14	the	the	DET
fcis-12008	67	15	agent	agent	NOUN
fcis-12008	67	16	.	.	PUNCT
fcis-12008	68	1	the	the	DET
fcis-12008	68	2	process	process	NOUN
fcis-12008	68	3	of	of	ADP
fcis-12008	68	4	passengers	passenger	NOUN
fcis-12008	68	5	arriving	arrive	VERB
fcis-12008	68	6	at	at	ADP
fcis-12008	68	7	the	the	DET
fcis-12008	68	8	airport	airport	NOUN
fcis-12008	68	9	until	until	ADP
fcis-12008	68	10	boarding	board	VERB
fcis-12008	68	11	the	the	DET
fcis-12008	68	12	plane	plane	NOUN
fcis-12008	68	13	is	be	AUX
fcis-12008	68	14	completed	complete	VERB
fcis-12008	68	15	in	in	ADP
fcis-12008	68	16	the	the	DET
fcis-12008	68	17	terminal	terminal	NOUN
fcis-12008	68	18	.	.	PUNCT
fcis-12008	69	1	starting	start	VERB
fcis-12008	69	2	from	from	ADP
fcis-12008	69	3	reality	reality	NOUN
fcis-12008	69	4	,	,	PUNCT
fcis-12008	69	5	we	we	PRON
fcis-12008	69	6	consider	consider	VERB
fcis-12008	69	7	the	the	DET
fcis-12008	69	8	various	various	ADJ
fcis-12008	69	9	facilities	facility	NOUN
fcis-12008	69	10	and	and	CCONJ
fcis-12008	69	11	services	service	NOUN
fcis-12008	69	12	provided	provide	VERB
fcis-12008	69	13	by	by	ADP
fcis-12008	69	14	the	the	DET
fcis-12008	69	15	terminal	terminal	ADJ
fcis-12008	69	16	building	building	NOUN
fcis-12008	69	17	.	.	PUNCT
fcis-12008	70	1	the	the	DET
fcis-12008	70	2	actions	action	NOUN
fcis-12008	70	3	that	that	PRON
fcis-12008	70	4	passengers	passenger	NOUN
fcis-12008	70	5	choose	choose	VERB
fcis-12008	70	6	to	to	PART
fcis-12008	70	7	perform	perform	VERB
fcis-12008	70	8	in	in	ADP
fcis-12008	70	9	are	be	AUX
fcis-12008	70	10	represented	represent	VERB
fcis-12008	70	11	by	by	ADP
fcis-12008	70	12	,	,	PUNCT
fcis-12008	70	13	and	and	CCONJ
fcis-12008	70	14	are	be	AUX
fcis-12008	70	15	set	set	VERB
fcis-12008	70	16	to	to	ADP
fcis-12008	70	17	six	six	NUM
fcis-12008	70	18	types	type	NOUN
fcis-12008	70	19	:	:	PUNCT
fcis-12008	70	20	check	check	NOUN
fcis-12008	70	21	-	-	PUNCT
fcis-12008	70	22	in	in	ADP
fcis-12008	70	23	,	,	PUNCT
fcis-12008	70	24	security	security	NOUN
fcis-12008	70	25	check	check	NOUN
fcis-12008	70	26	,	,	PUNCT
fcis-12008	70	27	shopping	shopping	NOUN
fcis-12008	70	28	,	,	PUNCT
fcis-12008	70	29	rest	rest	NOUN
fcis-12008	70	30	,	,	PUNCT
fcis-12008	70	31	catering	catering	NOUN
fcis-12008	70	32	,	,	PUNCT
fcis-12008	70	33	and	and	CCONJ
fcis-12008	70	34	bathroom.because	bathroom.because	NOUN
fcis-12008	70	35	of	of	ADP
fcis-12008	70	36	the	the	DET
fcis-12008	70	37	consideration	consideration	NOUN
fcis-12008	70	38	of	of	ADP
fcis-12008	70	39	discrete	discrete	ADJ
fcis-12008	70	40	action	action	NOUN
fcis-12008	70	41	113	113	NUM
fcis-12008	70	42	space	space	NOUN
fcis-12008	70	43	,	,	PUNCT
fcis-12008	70	44	one	one	NUM
fcis-12008	70	45	-	-	PUNCT
fcis-12008	70	46	hot	hot	ADJ
fcis-12008	70	47	coding	coding	NOUN
fcis-12008	70	48	method	method	NOUN
fcis-12008	70	49	is	be	AUX
fcis-12008	70	50	used	use	VERB
fcis-12008	70	51	to	to	PART
fcis-12008	70	52	encode	encode	VERB
fcis-12008	70	53	the	the	DET
fcis-12008	70	54	six	six	NUM
fcis-12008	70	55	actions	action	NOUN
fcis-12008	70	56	using	use	VERB
fcis-12008	70	57	6	6	NUM
fcis-12008	70	58	-	-	PUNCT
fcis-12008	70	59	bit	bit	NOUN
fcis-12008	70	60	state	state	NOUN
fcis-12008	70	61	registers	register	NOUN
fcis-12008	70	62	,	,	PUNCT
fcis-12008	70	63	and	and	CCONJ
fcis-12008	70	64	each	each	DET
fcis-12008	70	65	action	action	NOUN
fcis-12008	70	66	has	have	VERB
fcis-12008	70	67	its	its	PRON
fcis-12008	70	68	own	own	ADJ
fcis-12008	70	69	independent	independent	ADJ
fcis-12008	70	70	coding	coding	NOUN
fcis-12008	70	71	,	,	PUNCT
fcis-12008	70	72	the	the	DET
fcis-12008	70	73	a	a	DET
fcis-12008	70	74	∈	∈	PROPN
fcis-12008	70	75	100000	100000	NUM
fcis-12008	70	76	,	,	PUNCT
fcis-12008	70	77	010000	010000	NUM
fcis-12008	70	78	,	,	PUNCT
fcis-12008	70	79	001000	001000	NUM
fcis-12008	70	80	,	,	PUNCT
fcis-12008	70	81	000100,000010,000001	000100,000010,000001	NOUN
fcis-12008	70	82	.	.	PUNCT
fcis-12008	71	1	3	3	X
fcis-12008	71	2	)	)	PUNCT
fcis-12008	71	3	state	state	NOUN
fcis-12008	71	4	transfer	transfer	NOUN
fcis-12008	71	5	probability	probability	NOUN
fcis-12008	71	6	p	p	NOUN
fcis-12008	71	7	,	,	PUNCT
fcis-12008	71	8	the	the	DET
fcis-12008	71	9	probability	probability	NOUN
fcis-12008	71	10	of	of	ADP
fcis-12008	71	11	the	the	DET
fcis-12008	71	12	passenger	passenger	NOUN
fcis-12008	71	13	's	's	PART
fcis-12008	71	14	state	state	NOUN
fcis-12008	71	15	transitioning	transition	VERB
fcis-12008	71	16	from	from	ADP
fcis-12008	71	17	to	to	ADP
fcis-12008	71	18	after	after	ADP
fcis-12008	71	19	executing	execute	VERB
fcis-12008	71	20	action	action	NOUN
fcis-12008	71	21	at	at	ADP
fcis-12008	71	22	time	time	NOUN
fcis-12008	71	23	t.	t.	PROPN
fcis-12008	71	24	4	4	NUM
fcis-12008	71	25	)	)	PUNCT
fcis-12008	71	26	reward	reward	NOUN
fcis-12008	71	27	functionr	functionr	NOUN
fcis-12008	71	28	,	,	PUNCT
fcis-12008	71	29	the	the	DET
fcis-12008	71	30	reward	reward	NOUN
fcis-12008	71	31	received	receive	VERB
fcis-12008	71	32	by	by	ADP
fcis-12008	71	33	the	the	DET
fcis-12008	71	34	agent	agent	NOUN
fcis-12008	71	35	after	after	ADP
fcis-12008	71	36	performing	perform	VERB
fcis-12008	71	37	an	an	DET
fcis-12008	71	38	action	action	NOUN
fcis-12008	71	39	.	.	PUNCT
fcis-12008	72	1	r	r	NOUN
fcis-12008	72	2	s	s	PROPN
fcis-12008	72	3	,	,	PUNCT
fcis-12008	72	4	a	a	DET
fcis-12008	72	5	indicates	indicate	VERB
fcis-12008	72	6	that	that	SCONJ
fcis-12008	72	7	the	the	DET
fcis-12008	72	8	passenger	passenger	NOUN
fcis-12008	72	9	is	be	AUX
fcis-12008	72	10	in	in	ADP
fcis-12008	72	11	the	the	DET
fcis-12008	72	12	state	state	NOUN
fcis-12008	72	13	performs	perform	VERB
fcis-12008	72	14	an	an	DET
fcis-12008	72	15	action	action	NOUN
fcis-12008	72	16	,	,	PUNCT
fcis-12008	72	17	when	when	SCONJ
fcis-12008	72	18	the	the	DET
fcis-12008	72	19	state	state	NOUN
fcis-12008	72	20	changes	change	VERB
fcis-12008	72	21	from	from	ADP
fcis-12008	72	22	transitions	transition	NOUN
fcis-12008	72	23	to	to	ADP
fcis-12008	72	24	the	the	DET
fcis-12008	72	25	reward	reward	NOUN
fcis-12008	72	26	received	receive	VERB
fcis-12008	72	27	by	by	ADP
fcis-12008	72	28	the	the	DET
fcis-12008	72	29	agent	agent	NOUN
fcis-12008	72	30	.	.	PUNCT
fcis-12008	73	1	this	this	PRON
fcis-12008	73	2	transforms	transform	VERB
fcis-12008	73	3	the	the	DET
fcis-12008	73	4	problem	problem	NOUN
fcis-12008	73	5	into	into	ADP
fcis-12008	73	6	a	a	DET
fcis-12008	73	7	locally	locally	ADV
fcis-12008	73	8	observable	observable	ADJ
fcis-12008	73	9	semi	semi	ADJ
fcis-12008	73	10	-	-	ADJ
fcis-12008	73	11	markov	markov	ADJ
fcis-12008	73	12	problem	problem	NOUN
fcis-12008	73	13	with	with	ADP
fcis-12008	73	14	multi	multi	NOUN
fcis-12008	73	15	-	-	NOUN
fcis-12008	73	16	agent	agent	NOUN
fcis-12008	73	17	.	.	PUNCT
fcis-12008	74	1	4	4	X
fcis-12008	74	2	.	.	X
fcis-12008	74	3	algorithm	algorithm	NOUN
fcis-12008	74	4	design	design	VERB
fcis-12008	74	5	4.1	4.1	NUM
fcis-12008	74	6	.	.	PUNCT
fcis-12008	75	1	group	group	NOUN
fcis-12008	75	2	shared	share	VERB
fcis-12008	75	3	policy	policy	NOUN
fcis-12008	75	4	q	q	NOUN
fcis-12008	75	5	-	-	PUNCT
fcis-12008	75	6	learning	learning	NOUN
fcis-12008	75	7	is	be	AUX
fcis-12008	75	8	a	a	DET
fcis-12008	75	9	value	value	NOUN
fcis-12008	75	10	-	-	PUNCT
fcis-12008	75	11	based	base	VERB
fcis-12008	75	12	reinforcement	reinforcement	NOUN
fcis-12008	75	13	learning	learning	NOUN
fcis-12008	75	14	algorithm	algorithm	NOUN
fcis-12008	75	15	that	that	PRON
fcis-12008	75	16	utilizes	utilize	VERB
fcis-12008	75	17	q	q	NOUN
fcis-12008	75	18	-	-	PUNCT
fcis-12008	75	19	functions	function	NOUN
fcis-12008	75	20	to	to	PART
fcis-12008	75	21	find	find	VERB
fcis-12008	75	22	optimal	optimal	ADJ
fcis-12008	75	23	actionselection	actionselection	NOUN
fcis-12008	75	24	policies[11	policies[11	NOUN
fcis-12008	75	25	]	]	PUNCT
fcis-12008	75	26	.	.	PUNCT
fcis-12008	76	1	its	its	PRON
fcis-12008	76	2	formula	formula	NOUN
fcis-12008	76	3	is	be	AUX
fcis-12008	76	4	:	:	PUNCT
fcis-12008	76	5	q	q	PROPN
fcis-12008	76	6	s	s	X
fcis-12008	76	7	,	,	PUNCT
fcis-12008	76	8	a	a	DET
fcis-12008	76	9	q	q	NOUN
fcis-12008	76	10	s	s	X
fcis-12008	76	11	,	,	PUNCT
fcis-12008	76	12	a	a	DET
fcis-12008	76	13	α	α	NOUN
fcis-12008	76	14	r	r	NOUN
fcis-12008	76	15	s	s	PROPN
fcis-12008	76	16	,	,	PUNCT
fcis-12008	76	17	a	a	DET
fcis-12008	76	18	γmaxq	γmaxq	NOUN
fcis-12008	76	19	s	s	PART
fcis-12008	76	20	,	,	PUNCT
fcis-12008	76	21	a	a	DET
fcis-12008	76	22	q	q	NOUN
fcis-12008	76	23	s	s	X
fcis-12008	76	24	,	,	PUNCT
fcis-12008	76	25	a	a	PRON
fcis-12008	76	26	among	among	ADP
fcis-12008	76	27	them	they	PRON
fcis-12008	76	28	,	,	PUNCT
fcis-12008	76	29	,	,	PUNCT
fcis-12008	76	30	denotes	denote	VERB
fcis-12008	76	31	the	the	DET
fcis-12008	76	32	value	value	NOUN
fcis-12008	76	33	of	of	ADP
fcis-12008	76	34	taking	take	VERB
fcis-12008	76	35	action	action	NOUN
fcis-12008	76	36	a	a	PRON
fcis-12008	76	37	in	in	ADP
fcis-12008	76	38	state	state	NOUN
fcis-12008	76	39	s	s	PROPN
fcis-12008	76	40	at	at	ADP
fcis-12008	76	41	time	time	NOUN
fcis-12008	76	42	t	t	PROPN
fcis-12008	76	43	,	,	PUNCT
fcis-12008	76	44	which	which	PRON
fcis-12008	76	45	is	be	AUX
fcis-12008	76	46	the	the	DET
fcis-12008	76	47	estimated	estimate	VERB
fcis-12008	76	48	action	action	NOUN
fcis-12008	76	49	value	value	NOUN
fcis-12008	76	50	function	function	NOUN
fcis-12008	76	51	;	;	PUNCT
fcis-12008	76	52	0	0	NUM
fcis-12008	76	53	1	1	NUM
fcis-12008	76	54	denotes	denote	VERB
fcis-12008	76	55	the	the	DET
fcis-12008	76	56	learning	learning	NOUN
fcis-12008	76	57	rate	rate	NOUN
fcis-12008	76	58	,	,	PUNCT
fcis-12008	76	59	which	which	PRON
fcis-12008	76	60	determines	determine	VERB
fcis-12008	76	61	the	the	DET
fcis-12008	76	62	speed	speed	NOUN
fcis-12008	76	63	of	of	ADP
fcis-12008	76	64	updating	updating	NOUN
fcis-12008	76	65	;	;	PUNCT
fcis-12008	76	66	,	,	PUNCT
fcis-12008	76	67	denotes	denote	VERB
fcis-12008	76	68	the	the	DET
fcis-12008	76	69	immediate	immediate	ADJ
fcis-12008	76	70	reward	reward	NOUN
fcis-12008	76	71	obtained	obtain	VERB
fcis-12008	76	72	after	after	ADP
fcis-12008	76	73	taking	take	VERB
fcis-12008	76	74	action	action	NOUN
fcis-12008	76	75	a	a	PRON
fcis-12008	76	76	in	in	ADP
fcis-12008	76	77	the	the	DET
fcis-12008	76	78	current	current	ADJ
fcis-12008	76	79	state	state	NOUN
fcis-12008	76	80	s	s	NOUN
fcis-12008	76	81	;	;	PUNCT
fcis-12008	76	82	0	0	NUM
fcis-12008	76	83	1	1	NUM
fcis-12008	76	84	denotes	denote	VERB
fcis-12008	76	85	the	the	DET
fcis-12008	76	86	discount	discount	NOUN
fcis-12008	76	87	factor	factor	NOUN
fcis-12008	76	88	,	,	PUNCT
fcis-12008	76	89	which	which	PRON
fcis-12008	76	90	measures	measure	VERB
fcis-12008	76	91	the	the	DET
fcis-12008	76	92	importance	importance	NOUN
fcis-12008	76	93	attached	attach	VERB
fcis-12008	76	94	to	to	ADP
fcis-12008	76	95	the	the	DET
fcis-12008	76	96	goal	goal	NOUN
fcis-12008	76	97	;	;	PUNCT
fcis-12008	76	98	,	,	PUNCT
fcis-12008	76	99	denotes	denote	NOUN
fcis-12008	76	100	selecting	select	VERB
fcis-12008	76	101	the	the	DET
fcis-12008	76	102	action	action	NOUN
fcis-12008	76	103	with	with	ADP
fcis-12008	76	104	the	the	DET
fcis-12008	76	105	highest	high	ADJ
fcis-12008	76	106	value	value	NOUN
fcis-12008	76	107	among	among	ADP
fcis-12008	76	108	all	all	DET
fcis-12008	76	109	possible	possible	ADJ
fcis-12008	76	110	actions	action	NOUN
fcis-12008	76	111	in	in	ADP
fcis-12008	76	112	state	state	NOUN
fcis-12008	76	113	.	.	PUNCT
fcis-12008	77	1	by	by	ADP
fcis-12008	77	2	continuously	continuously	ADV
fcis-12008	77	3	iterating	iterate	VERB
fcis-12008	77	4	and	and	CCONJ
fcis-12008	77	5	updating	update	VERB
fcis-12008	77	6	the	the	DET
fcis-12008	77	7	q	q	NOUN
fcis-12008	77	8	-	-	PUNCT
fcis-12008	77	9	value	value	NOUN
fcis-12008	77	10	,	,	PUNCT
fcis-12008	77	11	a	a	DET
fcis-12008	77	12	converged	converged	ADJ
fcis-12008	77	13	q	q	ADJ
fcis-12008	77	14	-	-	PUNCT
fcis-12008	77	15	value	value	NOUN
fcis-12008	77	16	function	function	NOUN
fcis-12008	77	17	can	can	AUX
fcis-12008	77	18	be	be	AUX
fcis-12008	77	19	obtained	obtain	VERB
fcis-12008	77	20	to	to	PART
fcis-12008	77	21	guide	guide	VERB
fcis-12008	77	22	agents	agent	NOUN
fcis-12008	77	23	in	in	ADP
fcis-12008	77	24	making	make	VERB
fcis-12008	77	25	optimal	optimal	ADJ
fcis-12008	77	26	decisions	decision	NOUN
fcis-12008	77	27	in	in	ADP
fcis-12008	77	28	the	the	DET
fcis-12008	77	29	environment	environment	NOUN
fcis-12008	77	30	.	.	PUNCT
fcis-12008	78	1	the	the	DET
fcis-12008	78	2	action	action	NOUN
fcis-12008	78	3	strategy	strategy	NOUN
fcis-12008	78	4	of	of	ADP
fcis-12008	78	5	the	the	DET
fcis-12008	78	6	agent	agent	NOUN
fcis-12008	78	7	is	be	AUX
fcis-12008	78	8	ε	ε	PROPN
fcis-12008	78	9	-	-	PUNCT
fcis-12008	78	10	greedy	greedy	ADJ
fcis-12008	78	11	strategy	strategy	NOUN
fcis-12008	78	12	,	,	PUNCT
fcis-12008	78	13	ε	ε	PROPN
fcis-12008	78	14	is	be	AUX
fcis-12008	78	15	a	a	DET
fcis-12008	78	16	policy	policy	NOUN
fcis-12008	78	17	parameter	parameter	NOUN
fcis-12008	78	18	,	,	PUNCT
fcis-12008	78	19	the	the	DET
fcis-12008	78	20	agent	agent	NOUN
fcis-12008	78	21	randomly	randomly	ADV
fcis-12008	78	22	selects	select	VERB
fcis-12008	78	23	actions	action	NOUN
fcis-12008	78	24	with	with	ADP
fcis-12008	78	25	probability	probability	NOUN
fcis-12008	78	26	ε	ε	PROPN
fcis-12008	78	27	,	,	PUNCT
fcis-12008	78	28	and	and	CCONJ
fcis-12008	78	29	with	with	ADP
fcis-12008	78	30	probability1	probability1	NOUN
fcis-12008	78	31	εselect	εselect	VERB
fcis-12008	78	32	the	the	DET
fcis-12008	78	33	action	action	NOUN
fcis-12008	78	34	that	that	PRON
fcis-12008	78	35	will	will	AUX
fcis-12008	78	36	result	result	VERB
fcis-12008	78	37	in	in	ADP
fcis-12008	78	38	the	the	DET
fcis-12008	78	39	max	max	PROPN
fcis-12008	78	40	q	q	NOUN
fcis-12008	78	41	-	-	PUNCT
fcis-12008	78	42	value	value	NOUN
fcis-12008	78	43	:	:	PUNCT
fcis-12008	78	44	random	random	ADJ
fcis-12008	78	45	actions	action	NOUN
fcis-12008	78	46	in	in	ADP
fcis-12008	78	47	a	a	DET
fcis-12008	78	48	,	,	PUNCT
fcis-12008	78	49	argmax	argmax	NOUN
fcis-12008	78	50	,	,	PUNCT
fcis-12008	78	51	,	,	PUNCT
fcis-12008	78	52	1	1	NUM
fcis-12008	78	53	to	to	PART
fcis-12008	78	54	address	address	VERB
fcis-12008	78	55	the	the	DET
fcis-12008	78	56	problems	problem	NOUN
fcis-12008	78	57	raised	raise	VERB
fcis-12008	78	58	by	by	ADP
fcis-12008	78	59	challenges	challenge	NOUN
fcis-12008	78	60	1	1	NUM
fcis-12008	78	61	)	)	PUNCT
fcis-12008	78	62	and	and	CCONJ
fcis-12008	78	63	2	2	NUM
fcis-12008	78	64	)	)	PUNCT
fcis-12008	78	65	in	in	ADP
fcis-12008	78	66	the	the	DET
fcis-12008	78	67	introduction	introduction	NOUN
fcis-12008	78	68	,	,	PUNCT
fcis-12008	78	69	i.e.	i.e.	X
fcis-12008	78	70	,	,	PUNCT
fcis-12008	78	71	the	the	DET
fcis-12008	78	72	environment	environment	NOUN
fcis-12008	78	73	of	of	ADP
fcis-12008	78	74	multi	multi	ADJ
fcis-12008	78	75	-	-	ADJ
fcis-12008	78	76	intelligence	intelligence	ADJ
fcis-12008	78	77	reinforcement	reinforcement	NOUN
fcis-12008	78	78	learning	learning	NOUN
fcis-12008	78	79	is	be	AUX
fcis-12008	78	80	non	non	ADJ
fcis-12008	78	81	-	-	ADJ
fcis-12008	78	82	stationary	stationary	ADJ
fcis-12008	78	83	and	and	CCONJ
fcis-12008	78	84	the	the	DET
fcis-12008	78	85	learning	learning	NOUN
fcis-12008	78	86	results	result	NOUN
fcis-12008	78	87	are	be	AUX
fcis-12008	78	88	limited	limited	ADJ
fcis-12008	78	89	.	.	PUNCT
fcis-12008	79	1	in	in	ADP
fcis-12008	79	2	this	this	DET
fcis-12008	79	3	paper	paper	NOUN
fcis-12008	79	4	,	,	PUNCT
fcis-12008	79	5	we	we	PRON
fcis-12008	79	6	propose	propose	VERB
fcis-12008	79	7	a	a	DET
fcis-12008	79	8	group	group	NOUN
fcis-12008	79	9	shared	share	VERB
fcis-12008	79	10	policy	policy	NOUN
fcis-12008	79	11	based	base	VERB
fcis-12008	79	12	on	on	ADP
fcis-12008	79	13	q	q	NOUN
fcis-12008	79	14	-	-	PUNCT
fcis-12008	79	15	learning	learning	NOUN
fcis-12008	79	16	,	,	PUNCT
fcis-12008	79	17	as	as	SCONJ
fcis-12008	79	18	shown	show	VERB
fcis-12008	79	19	in	in	ADP
fcis-12008	79	20	figure	figure	NOUN
fcis-12008	79	21	2	2	NUM
fcis-12008	79	22	.	.	PUNCT
fcis-12008	80	1	in	in	ADP
fcis-12008	80	2	nonstationary	nonstationary	ADJ
fcis-12008	80	3	environments	environment	NOUN
fcis-12008	80	4	,	,	PUNCT
fcis-12008	80	5	this	this	DET
fcis-12008	80	6	policy	policy	NOUN
fcis-12008	80	7	enables	enable	VERB
fcis-12008	80	8	the	the	DET
fcis-12008	80	9	agent	agent	NOUN
fcis-12008	80	10	to	to	PART
fcis-12008	80	11	obtain	obtain	VERB
fcis-12008	80	12	information	information	NOUN
fcis-12008	80	13	about	about	ADP
fcis-12008	80	14	others	other	NOUN
fcis-12008	80	15	from	from	ADP
fcis-12008	80	16	sharing	share	VERB
fcis-12008	80	17	,	,	PUNCT
fcis-12008	80	18	enabling	enable	VERB
fcis-12008	80	19	the	the	DET
fcis-12008	80	20	agent	agent	NOUN
fcis-12008	80	21	to	to	PART
fcis-12008	80	22	better	well	ADV
fcis-12008	80	23	adapt	adapt	VERB
fcis-12008	80	24	to	to	ADP
fcis-12008	80	25	environmental	environmental	ADJ
fcis-12008	80	26	instability	instability	NOUN
fcis-12008	80	27	and	and	CCONJ
fcis-12008	80	28	changes	change	NOUN
fcis-12008	80	29	,	,	PUNCT
fcis-12008	80	30	and	and	CCONJ
fcis-12008	80	31	promoting	promote	VERB
fcis-12008	80	32	learning	learning	NOUN
fcis-12008	80	33	and	and	CCONJ
fcis-12008	80	34	collaboration	collaboration	NOUN
fcis-12008	80	35	between	between	ADP
fcis-12008	80	36	the	the	DET
fcis-12008	80	37	agent	agent	NOUN
fcis-12008	80	38	.	.	PUNCT
fcis-12008	81	1	environment	environment	NOUN
fcis-12008	81	2	q‐table	q‐table	PROPN
fcis-12008	81	3	a2	a2	PROPN
fcis-12008	81	4	o2	o2	PROPN
fcis-12008	81	5	o3a3a1	o3a3a1	PROPN
fcis-12008	81	6	o1	o1	NOUN
fcis-12008	81	7	an	an	DET
fcis-12008	81	8	on	on	ADP
fcis-12008	81	9	…	…	PUNCT
fcis-12008	81	10	agent	agent	NOUN
fcis-12008	81	11	 	 	SPACE
fcis-12008	81	12	1	1	NUM
fcis-12008	81	13	agent	agent	NOUN
fcis-12008	81	14	 	 	SPACE
fcis-12008	81	15	2	2	NUM
fcis-12008	81	16	agent	agent	NOUN
fcis-12008	81	17	 	 	SPACE
fcis-12008	81	18	3	3	NUM
fcis-12008	81	19	agent	agent	NOUN
fcis-12008	81	20	 	 	SPACE
fcis-12008	81	21	n	n	PROPN
fcis-12008	81	22	q‐table	q‐table	PROPN
fcis-12008	81	23	（	（	PROPN
fcis-12008	81	24	s，a	s，a	PROPN
fcis-12008	81	25	）	）	PROPN
fcis-12008	81	26	q‐table	q‐table	PUNCT
fcis-12008	82	1	（	（	PROPN
fcis-12008	82	2	s，a	s，a	PROPN
fcis-12008	82	3	）	）	PROPN
fcis-12008	82	4	q‐table	q‐table	PUNCT
fcis-12008	82	5	（	（	PROPN
fcis-12008	82	6	s，a	s，a	PROPN
fcis-12008	82	7	）	）	PROPN
fcis-12008	82	8	q‐table	q‐table	PUNCT
fcis-12008	83	1	（	（	PROPN
fcis-12008	83	2	s，a	s，a	PROPN
fcis-12008	83	3	）	）	PROPN
fcis-12008	83	4	environment	environment	PROPN
fcis-12008	83	5	a2	a2	PROPN
fcis-12008	83	6	o2	o2	PROPN
fcis-12008	83	7	o3a3a1	o3a3a1	PROPN
fcis-12008	83	8	o1	o1	NOUN
fcis-12008	83	9	an	an	DET
fcis-12008	83	10	on	on	ADP
fcis-12008	83	11	…	…	PUNCT
fcis-12008	83	12	agent	agent	NOUN
fcis-12008	83	13	 	 	SPACE
fcis-12008	83	14	1	1	NUM
fcis-12008	83	15	agent	agent	NOUN
fcis-12008	83	16	 	 	SPACE
fcis-12008	83	17	2	2	NUM
fcis-12008	83	18	agent	agent	NOUN
fcis-12008	83	19	 	 	SPACE
fcis-12008	83	20	3	3	NUM
fcis-12008	83	21	agent	agent	NOUN
fcis-12008	83	22	 	 	SPACE
fcis-12008	83	23	n	n	PROPN
fcis-12008	83	24	q‐table	q‐table	PROPN
fcis-12008	83	25	（	（	PROPN
fcis-12008	83	26	s，a	s，a	PROPN
fcis-12008	83	27	）	）	PROPN
fcis-12008	83	28	q‐table	q‐table	PUNCT
fcis-12008	83	29	（	（	PROPN
fcis-12008	83	30	s，a	s，a	PROPN
fcis-12008	83	31	）	）	PROPN
fcis-12008	83	32	q‐table	q‐table	PUNCT
fcis-12008	84	1	（	（	PROPN
fcis-12008	84	2	s，a	s，a	PROPN
fcis-12008	84	3	）	）	PROPN
fcis-12008	84	4	q‐table	q‐table	PUNCT
fcis-12008	84	5	（	（	PROPN
fcis-12008	84	6	s，a	s，a	PROPN
fcis-12008	84	7	）	）	PROPN
fcis-12008	84	8	q1	q1	PROPN
fcis-12008	84	9	*	*	PROPN
fcis-12008	84	10	（	（	PROPN
fcis-12008	85	1	s，a	s，a	PROPN
fcis-12008	85	2	）	）	PROPN
fcis-12008	85	3	qz	qz	PROPN
fcis-12008	85	4	*	*	PROPN
fcis-12008	85	5	（	（	PROPN
fcis-12008	85	6	s，a	s，a	PROPN
fcis-12008	85	7	）	）	PROPN
fcis-12008	85	8	…	…	PUNCT
fcis-12008	85	9	q2	q2	X
fcis-12008	85	10	*	*	PUNCT
fcis-12008	85	11	（	（	PUNCT
fcis-12008	85	12	s，a	s，a	PROPN
fcis-12008	85	13	）	）	SYM
fcis-12008	85	14	update	update	NOUN
fcis-12008	85	15	select	select	ADJ
fcis-12008	85	16	 	 	SPACE
fcis-12008	85	17	action	action	NOUN
fcis-12008	85	18	 	 	SPACE
fcis-12008	85	19	a	a	PRON
fcis-12008	85	20	  	  	SPACE
fcis-12008	85	21	based	base	VERB
fcis-12008	85	22	 	 	SPACE
fcis-12008	85	23	on	on	ADP
fcis-12008	85	24	  	  	SPACE
fcis-12008	85	25	q1	q1	NOUN
fcis-12008	85	26	*	*	PUNCT
fcis-12008	85	27	…	…	PUNCT
fcis-12008	85	28	{	{	PUNCT
fcis-12008	85	29	1,2,3,	1,2,3,	NUM
fcis-12008	85	30	…	…	SYM
fcis-12008	85	31	,3	,3	ADJ
fcis-12008	85	32	}	}	PUNCT
fcis-12008	85	33	{	{	PUNCT
fcis-12008	85	34	3,2,4,	3,2,4,	NUM
fcis-12008	85	35	…	…	SYM
fcis-12008	85	36	,4	,4	NOUN
fcis-12008	85	37	}	}	PUNCT
fcis-12008	85	38	{	{	PUNCT
fcis-12008	85	39	1,2,5,	1,2,5,	NUM
fcis-12008	85	40	…	…	SYM
fcis-12008	85	41	,0	,0	X
fcis-12008	85	42	}	}	PUNCT
fcis-12008	85	43	{	{	PUNCT
fcis-12008	85	44	4,4,1,	4,4,1,	NOUN
fcis-12008	85	45	…	…	PUNCT
fcis-12008	85	46	,7	,7	ADJ
fcis-12008	85	47	}	}	PUNCT
fcis-12008	85	48	…	…	PUNCT
fcis-12008	85	49	x3	x3	INTJ
fcis-12008	85	50	x2	x2	INTJ
fcis-12008	86	1	x1	x1	NUM
fcis-12008	86	2	xn	xn	NUM
fcis-12008	86	3	optimal	optimal	ADJ
fcis-12008	86	4	 	 	SPACE
fcis-12008	86	5	action	action	NOUN
fcis-12008	86	6	 	 	SPACE
fcis-12008	86	7	vector	vector	NOUN
fcis-12008	86	8	provide	provide	NOUN
fcis-12008	86	9	 	 	SPACE
fcis-12008	86	10	data	datum	NOUN
fcis-12008	86	11	initialize	initialize	VERB
fcis-12008	86	12	 	 	SPACE
fcis-12008	86	13	cluster	cluster	NOUN
fcis-12008	86	14	  	  	SPACE
fcis-12008	86	15	center	center	NOUN
fcis-12008	86	16	assign	assign	VERB
fcis-12008	86	17	 	 	SPACE
fcis-12008	86	18	data	datum	NOUN
fcis-12008	86	19	 	 	SPACE
fcis-12008	86	20	points	point	NOUN
fcis-12008	86	21	 	 	SPACE
fcis-12008	86	22	based	base	VERB
fcis-12008	86	23	 	 	SPACE
fcis-12008	86	24	on	on	ADP
fcis-12008	86	25	  	  	SPACE
fcis-12008	86	26	euclidean	euclidean	ADJ
fcis-12008	86	27	 	 	SPACE
fcis-12008	86	28	distance	distance	NOUN
fcis-12008	86	29	 	 	SPACE
fcis-12008	86	30	and	and	CCONJ
fcis-12008	86	31	  	  	SPACE
fcis-12008	86	32	calculate	calculate	VERB
fcis-12008	86	33	 	 	SPACE
fcis-12008	86	34	the	the	DET
fcis-12008	86	35	 	 	SPACE
fcis-12008	86	36	average	average	ADJ
fcis-12008	86	37	 	 	SPACE
fcis-12008	86	38	error	error	NOUN
fcis-12008	86	39	recalculate	recalculate	VERB
fcis-12008	86	40	 	 	SPACE
fcis-12008	86	41	the	the	DET
fcis-12008	86	42	 	 	SPACE
fcis-12008	86	43	centroid	centroid	NOUN
fcis-12008	86	44	  	  	SPACE
fcis-12008	86	45	of	of	ADP
fcis-12008	86	46	 	 	SPACE
fcis-12008	86	47	each	each	DET
fcis-12008	86	48	 	 	SPACE
fcis-12008	86	49	cluster	cluster	NOUN
fcis-12008	86	50	does	do	AUX
fcis-12008	86	51	 	 	SPACE
fcis-12008	86	52	the	the	DET
fcis-12008	86	53	  	  	SPACE
fcis-12008	86	54	centroid	centroid	NOUN
fcis-12008	86	55	 	 	SPACE
fcis-12008	86	56	value	value	NOUN
fcis-12008	86	57	  	  	SPACE
fcis-12008	86	58	change	change	NOUN
fcis-12008	86	59	?	?	PUNCT
fcis-12008	87	1	output	output	NOUN
fcis-12008	87	2	 	 	SPACE
fcis-12008	87	3	clustering	cluster	VERB
fcis-12008	87	4	  	  	SPACE
fcis-12008	87	5	results	result	NOUN
fcis-12008	87	6	yes	yes	INTJ
fcis-12008	87	7	no	no	DET
fcis-12008	87	8	fig	fig	NOUN
fcis-12008	87	9	2	2	NUM
fcis-12008	87	10	.	.	PUNCT
fcis-12008	87	11	group	group	NOUN
fcis-12008	87	12	shared	share	VERB
fcis-12008	87	13	policy	policy	NOUN
fcis-12008	87	14	firstly	firstly	ADV
fcis-12008	87	15	,	,	PUNCT
fcis-12008	87	16	a	a	DET
fcis-12008	87	17	round	round	NOUN
fcis-12008	87	18	of	of	ADP
fcis-12008	87	19	training	training	NOUN
fcis-12008	87	20	is	be	AUX
fcis-12008	87	21	conducted	conduct	VERB
fcis-12008	87	22	on	on	ADP
fcis-12008	87	23	the	the	DET
fcis-12008	87	24	agent	agent	NOUN
fcis-12008	87	25	to	to	PART
fcis-12008	87	26	obtain	obtain	VERB
fcis-12008	87	27	the	the	DET
fcis-12008	87	28	set	set	NOUN
fcis-12008	87	29	of	of	ADP
fcis-12008	87	30	optimal	optimal	ADJ
fcis-12008	87	31	actions	action	NOUN
fcis-12008	87	32	.	.	PUNCT
fcis-12008	88	1	the	the	DET
fcis-12008	88	2	optimal	optimal	ADJ
fcis-12008	88	3	actions	action	NOUN
fcis-12008	88	4	are	be	AUX
fcis-12008	88	5	clustered	cluster	VERB
fcis-12008	88	6	by	by	ADP
fcis-12008	88	7	k	k	NOUN
fcis-12008	88	8	-	-	PUNCT
fcis-12008	88	9	means	mean	NOUN
fcis-12008	88	10	,	,	PUNCT
fcis-12008	88	11	and	and	CCONJ
fcis-12008	88	12	the	the	DET
fcis-12008	88	13	agent	agent	NOUN
fcis-12008	88	14	is	be	AUX
fcis-12008	88	15	divided	divide	VERB
fcis-12008	88	16	into	into	ADP
fcis-12008	88	17	h	h	NOUN
fcis-12008	88	18	clusters	cluster	NOUN
fcis-12008	88	19	by	by	ADP
fcis-12008	88	20	minimizing	minimize	VERB
fcis-12008	88	21	the	the	DET
fcis-12008	88	22	sum	sum	NOUN
fcis-12008	88	23	of	of	ADP
fcis-12008	88	24	error	error	NOUN
fcis-12008	88	25	squares	square	NOUN
fcis-12008	88	26	and	and	CCONJ
fcis-12008	88	27	sse	sse	NOUN
fcis-12008	88	28	.	.	PUNCT
fcis-12008	89	1	the	the	DET
fcis-12008	89	2	detailed	detailed	ADJ
fcis-12008	89	3	definition	definition	NOUN
fcis-12008	89	4	is	be	AUX
fcis-12008	89	5	given	give	VERB
fcis-12008	89	6	below	below	ADV
fcis-12008	89	7	.	.	PUNCT
fcis-12008	90	1	definition	definition	NOUN
fcis-12008	90	2	1	1	NUM
fcis-12008	90	3	.	.	PUNCT
fcis-12008	90	4	optimal	optimal	ADJ
fcis-12008	90	5	action	action	NOUN
fcis-12008	90	6	x	x	PUNCT
fcis-12008	90	7	is	be	AUX
fcis-12008	90	8	the	the	DET
fcis-12008	90	9	vector	vector	NOUN
fcis-12008	90	10	consisting	consist	VERB
fcis-12008	90	11	of	of	ADP
fcis-12008	90	12	the	the	DET
fcis-12008	90	13	actions	action	NOUN
fcis-12008	90	14	that	that	PRON
fcis-12008	90	15	maximize	maximize	VERB
fcis-12008	90	16	the	the	DET
fcis-12008	90	17	q	q	NOUN
fcis-12008	90	18	-	-	PUNCT
fcis-12008	90	19	value	value	NOUN
fcis-12008	90	20	in	in	ADP
fcis-12008	90	21	each	each	DET
fcis-12008	90	22	state	state	NOUN
fcis-12008	90	23	of	of	ADP
fcis-12008	90	24	the	the	DET
fcis-12008	90	25	agentj	agentj	NOUN
fcis-12008	90	26	,	,	PUNCT
fcis-12008	90	27	denoted	denote	VERB
fcis-12008	90	28	as	as	SCONJ
fcis-12008	90	29	follows	follow	VERB
fcis-12008	90	30	:	:	PUNCT
fcis-12008	90	31	argmax	argmax	PROPN
fcis-12008	90	32	q	q	PROPN
fcis-12008	90	33	s	s	PROPN
fcis-12008	90	34	,	,	PUNCT
fcis-12008	90	35	a	a	PRON
fcis-12008	90	36	,	,	PUNCT
fcis-12008	90	37	argmax	argmax	NOUN
fcis-12008	90	38	q	q	PROPN
fcis-12008	91	1	s	s	PROPN
fcis-12008	91	2	,	,	PUNCT
fcis-12008	91	3	a	a	PRON
fcis-12008	91	4	,	,	PUNCT
fcis-12008	91	5	…	…	PUNCT
fcis-12008	91	6	,	,	PUNCT
fcis-12008	91	7	argmax	argmax	X
fcis-12008	91	8	q	q	PROPN
fcis-12008	91	9	s	s	PROPN
fcis-12008	91	10	,	,	PUNCT
fcis-12008	91	11	a	a	DET
fcis-12008	91	12	definition	definition	NOUN
fcis-12008	91	13	2	2	NUM
fcis-12008	91	14	.	.	PUNCT
fcis-12008	92	1	euclidean	euclidean	ADJ
fcis-12008	92	2	distance	distance	NOUN
fcis-12008	92	3	dist	dist	NOUN
fcis-12008	92	4	is	be	AUX
fcis-12008	92	5	the	the	DET
fcis-12008	92	6	shortest	short	ADJ
fcis-12008	92	7	distance	distance	NOUN
fcis-12008	92	8	in	in	ADP
fcis-12008	92	9	a	a	DET
fcis-12008	92	10	straight	straight	ADJ
fcis-12008	92	11	line	line	NOUN
fcis-12008	92	12	between	between	ADP
fcis-12008	92	13	two	two	NUM
fcis-12008	92	14	points	point	NOUN
fcis-12008	92	15	in	in	ADP
fcis-12008	92	16	space	space	NOUN
fcis-12008	92	17	.	.	PUNCT
fcis-12008	93	1	in	in	ADP
fcis-12008	93	2	ndimensional	ndimensional	ADJ
fcis-12008	93	3	space	space	NOUN
fcis-12008	93	4	,	,	PUNCT
fcis-12008	93	5	given	give	VERB
fcis-12008	93	6	two	two	NUM
fcis-12008	93	7	optimal	optimal	ADJ
fcis-12008	93	8	action	action	NOUN
fcis-12008	93	9	vectors	vector	NOUN
fcis-12008	93	10	x	x	PUNCT
fcis-12008	93	11	and	and	CCONJ
fcis-12008	93	12	x	x	INTJ
fcis-12008	93	13	,	,	PUNCT
fcis-12008	93	14	the	the	DET
fcis-12008	93	15	euclidean	euclidean	ADJ
fcis-12008	93	16	distance	distance	NOUN
fcis-12008	93	17	between	between	ADP
fcis-12008	93	18	x	x	PUNCT
fcis-12008	93	19	and	and	CCONJ
fcis-12008	93	20	x	x	NUM
fcis-12008	93	21	is	be	AUX
fcis-12008	93	22	denoted	denote	VERB
fcis-12008	93	23	as	as	ADP
fcis-12008	93	24	:	:	PUNCT
fcis-12008	93	25	,	,	PUNCT
fcis-12008	93	26	∥	∥	X
fcis-12008	93	27	∥	∥	PUNCT
fcis-12008	93	28	definition	definition	NOUN
fcis-12008	93	29	3	3	NUM
fcis-12008	93	30	.	.	PUNCT
fcis-12008	94	1	cluster	cluster	NOUN
fcis-12008	94	2	is	be	AUX
fcis-12008	94	3	a	a	DET
fcis-12008	94	4	collection	collection	NOUN
fcis-12008	94	5	of	of	ADP
fcis-12008	94	6	data	datum	NOUN
fcis-12008	94	7	points	point	NOUN
fcis-12008	94	8	,	,	PUNCT
fcis-12008	94	9	where	where	SCONJ
fcis-12008	94	10	data	datum	NOUN
fcis-12008	94	11	points	point	VERB
fcis-12008	94	12	within	within	ADP
fcis-12008	94	13	the	the	DET
fcis-12008	94	14	same	same	ADJ
fcis-12008	94	15	cluster	cluster	NOUN
fcis-12008	94	16	have	have	VERB
fcis-12008	94	17	similar	similar	ADJ
fcis-12008	94	18	characteristics	characteristic	NOUN
fcis-12008	94	19	.	.	PUNCT
fcis-12008	95	1	definition	definition	NOUN
fcis-12008	95	2	4	4	NUM
fcis-12008	95	3	.	.	PUNCT
fcis-12008	95	4	center	center	NOUN
fcis-12008	95	5	of	of	ADP
fcis-12008	95	6	mass	mass	NOUN
fcis-12008	95	7	is	be	AUX
fcis-12008	95	8	the	the	DET
fcis-12008	95	9	center	center	ADJ
fcis-12008	95	10	point	point	NOUN
fcis-12008	95	11	of	of	ADP
fcis-12008	95	12	a	a	DET
fcis-12008	95	13	cluster	cluster	NOUN
fcis-12008	95	14	,	,	PUNCT
fcis-12008	95	15	which	which	PRON
fcis-12008	95	16	can	can	AUX
fcis-12008	95	17	be	be	AUX
fcis-12008	95	18	regarded	regard	VERB
fcis-12008	95	19	as	as	ADP
fcis-12008	95	20	the	the	DET
fcis-12008	95	21	average	average	ADJ
fcis-12008	95	22	position	position	NOUN
fcis-12008	95	23	of	of	ADP
fcis-12008	95	24	the	the	DET
fcis-12008	95	25	data	data	NOUN
fcis-12008	95	26	points	point	NOUN
fcis-12008	95	27	within	within	ADP
fcis-12008	95	28	the	the	DET
fcis-12008	95	29	cluster	cluster	NOUN
fcis-12008	95	30	,	,	PUNCT
fcis-12008	95	31	i.e.	i.e.	X
fcis-12008	95	32	,	,	PUNCT
fcis-12008	95	33	the	the	DET
fcis-12008	95	34	average	average	NOUN
fcis-12008	95	35	of	of	ADP
fcis-12008	95	36	the	the	DET
fcis-12008	95	37	eigenvalues	eigenvalue	NOUN
fcis-12008	95	38	of	of	ADP
fcis-12008	95	39	all	all	DET
fcis-12008	95	40	the	the	DET
fcis-12008	95	41	data	data	NOUN
fcis-12008	95	42	points	point	NOUN
fcis-12008	95	43	within	within	ADP
fcis-12008	95	44	the	the	DET
fcis-12008	95	45	cluster	cluster	NOUN
fcis-12008	95	46	in	in	ADP
fcis-12008	95	47	each	each	DET
fcis-12008	95	48	dimension	dimension	NOUN
fcis-12008	95	49	,	,	PUNCT
fcis-12008	95	50	expressed	express	VERB
fcis-12008	95	51	as	as	SCONJ
fcis-12008	95	52	follows	follow	VERB
fcis-12008	95	53	:	:	PUNCT
fcis-12008	95	54	1	1	NUM
fcis-12008	95	55	|	|	ADV
fcis-12008	96	1	|	|	ADV
fcis-12008	96	2	∈	∈	PROPN
fcis-12008	96	3	where	where	SCONJ
fcis-12008	96	4	|	|	ADV
fcis-12008	96	5	|	|	ADV
fcis-12008	96	6	denotes	denote	VERB
fcis-12008	96	7	the	the	DET
fcis-12008	96	8	cluster	cluster	NOUN
fcis-12008	96	9	the	the	DET
fcis-12008	96	10	number	number	NOUN
fcis-12008	96	11	of	of	ADP
fcis-12008	96	12	data	datum	NOUN
fcis-12008	96	13	points	point	NOUN
fcis-12008	96	14	in	in	ADP
fcis-12008	96	15	the	the	DET
fcis-12008	96	16	denotes	denote	NOUN
fcis-12008	96	17	the	the	DET
fcis-12008	96	18	number	number	NOUN
fcis-12008	96	19	of	of	ADP
fcis-12008	96	20	data	datum	NOUN
fcis-12008	96	21	points	point	NOUN
fcis-12008	96	22	in	in	ADP
fcis-12008	96	23	the	the	DET
fcis-12008	96	24	cluster	cluster	NOUN
fcis-12008	96	25	for	for	ADP
fcis-12008	96	26	each	each	DET
fcis-12008	96	27	data	datum	NOUN
fcis-12008	96	28	point	point	NOUN
fcis-12008	96	29	in	in	ADP
fcis-12008	96	30	the	the	DET
fcis-12008	96	31	cluster	cluster	NOUN
fcis-12008	96	32	.	.	PUNCT
fcis-12008	97	1	definition	definition	NOUN
fcis-12008	97	2	5	5	NUM
fcis-12008	97	3	.	.	PUNCT
fcis-12008	98	1	the	the	DET
fcis-12008	98	2	sum	sum	NOUN
fcis-12008	98	3	of	of	ADP
fcis-12008	98	4	squared	square	VERB
fcis-12008	98	5	errors	error	NOUN
fcis-12008	98	6	(	(	PUNCT
fcis-12008	98	7	sse	sse	PROPN
fcis-12008	98	8	)	)	PUNCT
fcis-12008	98	9	,	,	PUNCT
fcis-12008	98	10	the	the	DET
fcis-12008	98	11	sum	sum	NOUN
fcis-12008	98	12	of	of	ADP
fcis-12008	98	13	the	the	DET
fcis-12008	98	14	squared	squared	ADJ
fcis-12008	98	15	values	value	NOUN
fcis-12008	98	16	of	of	ADP
fcis-12008	98	17	the	the	DET
fcis-12008	98	18	euclidean	euclidean	ADJ
fcis-12008	98	19	distances	distance	NOUN
fcis-12008	98	20	from	from	ADP
fcis-12008	98	21	each	each	DET
fcis-12008	98	22	data	datum	NOUN
fcis-12008	98	23	point	point	NOUN
fcis-12008	98	24	to	to	ADP
fcis-12008	98	25	the	the	DET
fcis-12008	98	26	center	center	NOUN
fcis-12008	98	27	of	of	ADP
fcis-12008	98	28	mass	mass	NOUN
fcis-12008	98	29	within	within	ADP
fcis-12008	98	30	its	its	PRON
fcis-12008	98	31	cluster	cluster	NOUN
fcis-12008	98	32	,	,	PUNCT
fcis-12008	98	33	is	be	AUX
fcis-12008	98	34	expressed	express	VERB
fcis-12008	98	35	as	as	SCONJ
fcis-12008	98	36	follows	follow	VERB
fcis-12008	98	37	:	:	PUNCT
fcis-12008	98	38	,	,	PUNCT
fcis-12008	98	39	a	a	DET
fcis-12008	98	40	smaller	small	ADJ
fcis-12008	98	41	value	value	NOUN
fcis-12008	98	42	of	of	ADP
fcis-12008	98	43	sse	sse	NOUN
fcis-12008	98	44	indicates	indicate	VERB
fcis-12008	98	45	that	that	SCONJ
fcis-12008	98	46	the	the	DET
fcis-12008	98	47	data	data	NOUN
fcis-12008	98	48	points	point	NOUN
fcis-12008	98	49	are	be	AUX
fcis-12008	98	50	closer	close	ADJ
fcis-12008	98	51	to	to	ADP
fcis-12008	98	52	their	their	PRON
fcis-12008	98	53	center	center	NOUN
fcis-12008	98	54	of	of	ADP
fcis-12008	98	55	mass	mass	PROPN
fcis-12008	98	56	.	.	PUNCT
fcis-12008	99	1	algorithm	algorithm	PROPN
fcis-12008	99	2	1	1	NUM
fcis-12008	99	3	.	.	PUNCT
fcis-12008	99	4	grouping	group	VERB
fcis-12008	99	5	algorithm	algorithm	NOUN
fcis-12008	99	6	input	input	NOUN
fcis-12008	99	7	:	:	PUNCT
fcis-12008	99	8	number	number	NOUN
fcis-12008	99	9	of	of	ADP
fcis-12008	99	10	clusters	cluster	NOUN
fcis-12008	99	11	h	h	NOUN
fcis-12008	99	12	,	,	PUNCT
fcis-12008	99	13	optimal	optimal	ADJ
fcis-12008	99	14	action	action	NOUN
fcis-12008	99	15	xj	xj	PROPN
fcis-12008	99	16	output	output	NOUN
fcis-12008	99	17	:	:	PUNCT
fcis-12008	99	18	grouping	group	VERB
fcis-12008	99	19	results	result	NOUN
fcis-12008	99	20	1	1	NUM
fcis-12008	99	21	randomly	randomly	ADV
fcis-12008	99	22	initialize	initialize	VERB
fcis-12008	99	23	h	h	NOUN
fcis-12008	99	24	-	-	PUNCT
fcis-12008	99	25	cluster	cluster	NOUN
fcis-12008	99	26	cluster	cluster	NOUN
fcis-12008	99	27	centers	center	NOUN
fcis-12008	99	28	c1	c1	PROPN
fcis-12008	99	29	,	,	PUNCT
fcis-12008	99	30	...	...	PUNCT
fcis-12008	99	31	,	,	PUNCT
fcis-12008	99	32	ch	ch	NOUN
fcis-12008	99	33	2	2	NUM
fcis-12008	99	34	repeat	repeat	NOUN
fcis-12008	99	35	:	:	PUNCT
fcis-12008	99	36	3	3	NUM
fcis-12008	99	37	for	for	ADP
fcis-12008	99	38	j	j	PROPN
fcis-12008	99	39	=	=	SYM
fcis-12008	99	40	1	1	NUM
fcis-12008	99	41	:	:	PUNCT
fcis-12008	99	42	n	n	PRON
fcis-12008	99	43	do	do	VERB
fcis-12008	99	44	4	4	NUM
fcis-12008	99	45	for	for	ADP
fcis-12008	99	46	h	h	NOUN
fcis-12008	100	1	=	=	NOUN
fcis-12008	100	2	1	1	NUM
fcis-12008	100	3	:	:	PUNCT
fcis-12008	100	4	h	h	NOUN
fcis-12008	100	5	do	do	VERB
fcis-12008	100	6	5	5	NUM
fcis-12008	100	7	arg	arg	NOUN
fcis-12008	100	8	min	min	PROPN
fcis-12008	100	9	 	 	SPACE
fcis-12008	100	10	∥∥	∥∥	X
fcis-12008	100	11	∥∥	∥∥	X
fcis-12008	100	12	6	6	NUM
fcis-12008	100	13	end	end	NOUN
fcis-12008	100	14	for	for	ADP
fcis-12008	100	15	7	7	NUM
fcis-12008	100	16	end	end	NOUN
fcis-12008	100	17	for	for	ADP
fcis-12008	100	18	8	8	NUM
fcis-12008	100	19	for	for	ADP
fcis-12008	100	20	h	h	NOUN
fcis-12008	100	21	=	=	NOUN
fcis-12008	100	22	1	1	NUM
fcis-12008	100	23	:	:	PUNCT
fcis-12008	100	24	h	h	NOUN
fcis-12008	100	25	do	do	VERB
fcis-12008	100	26	9	9	NUM
fcis-12008	100	27	updating	update	VERB
fcis-12008	100	28	the	the	DET
fcis-12008	100	29	center	center	NOUN
fcis-12008	100	30	of	of	ADP
fcis-12008	100	31	mass	mass	NOUN
fcis-12008	101	1	|	|	ADV
fcis-12008	101	2	|	|	ADV
fcis-12008	101	3	∑	∑	ADV
fcis-12008	101	4	∈	∈	PROPN
fcis-12008	101	5	10	10	NUM
fcis-12008	101	6	end	end	NOUN
fcis-12008	101	7	for	for	ADP
fcis-12008	101	8	11	11	NUM
fcis-12008	101	9	until	until	ADP
fcis-12008	101	10	:	:	PUNCT
fcis-12008	101	11	no	no	DET
fcis-12008	101	12	change	change	NOUN
fcis-12008	101	13	in	in	ADP
fcis-12008	101	14	c	c	PROPN
fcis-12008	101	15	,	,	PUNCT
fcis-12008	101	16	return	return	VERB
fcis-12008	101	17	clustering	clustering	NOUN
fcis-12008	101	18	results	result	VERB
fcis-12008	101	19	the	the	DET
fcis-12008	101	20	optimal	optimal	ADJ
fcis-12008	101	21	number	number	NOUN
fcis-12008	101	22	of	of	ADP
fcis-12008	101	23	clusters	cluster	NOUN
fcis-12008	101	24	h	h	PROPN
fcis-12008	101	25	in	in	ADP
fcis-12008	101	26	algorithm	algorithm	NOUN
fcis-12008	101	27	1	1	NUM
fcis-12008	101	28	is	be	AUX
fcis-12008	101	29	difficult	difficult	ADJ
fcis-12008	101	30	to	to	PART
fcis-12008	101	31	obtain	obtain	VERB
fcis-12008	101	32	,	,	PUNCT
fcis-12008	101	33	and	and	CCONJ
fcis-12008	101	34	here	here	ADV
fcis-12008	101	35	the	the	DET
fcis-12008	101	36	elbow	elbow	NOUN
fcis-12008	101	37	method	method	NOUN
fcis-12008	101	38	is	be	AUX
fcis-12008	101	39	used	use	VERB
fcis-12008	101	40	to	to	PART
fcis-12008	101	41	determine	determine	VERB
fcis-12008	101	42	the	the	DET
fcis-12008	101	43	h	h	NOUN
fcis-12008	101	44	value	value	NOUN
fcis-12008	101	45	.	.	PUNCT
fcis-12008	102	1	the	the	DET
fcis-12008	102	2	basic	basic	ADJ
fcis-12008	102	3	idea	idea	NOUN
fcis-12008	102	4	is	be	AUX
fcis-12008	102	5	to	to	PART
fcis-12008	102	6	select	select	VERB
fcis-12008	102	7	different	different	ADJ
fcis-12008	102	8	h	h	NOUN
fcis-12008	102	9	values	value	NOUN
fcis-12008	102	10	to	to	PART
fcis-12008	102	11	perform	perform	VERB
fcis-12008	102	12	k	k	NOUN
fcis-12008	102	13	-	-	PUNCT
fcis-12008	102	14	means	means	NOUN
fcis-12008	102	15	clustering	cluster	VERB
fcis-12008	102	16	on	on	ADP
fcis-12008	102	17	the	the	DET
fcis-12008	102	18	dataset	dataset	NOUN
fcis-12008	102	19	.	.	PUNCT
fcis-12008	103	1	when	when	SCONJ
fcis-12008	103	2	h	h	NOUN
fcis-12008	103	3	is	be	AUX
fcis-12008	103	4	less	less	ADJ
fcis-12008	103	5	than	than	ADP
fcis-12008	103	6	the	the	DET
fcis-12008	103	7	true	true	ADJ
fcis-12008	103	8	number	number	NOUN
fcis-12008	103	9	of	of	ADP
fcis-12008	103	10	clusters	cluster	NOUN
fcis-12008	103	11	in	in	ADP
fcis-12008	103	12	the	the	DET
fcis-12008	103	13	data	datum	NOUN
fcis-12008	103	14	,	,	PUNCT
fcis-12008	103	15	every	every	DET
fcis-12008	103	16	unit	unit	NOUN
fcis-12008	103	17	increase	increase	NOUN
fcis-12008	103	18	in	in	ADP
fcis-12008	103	19	h	h	NOUN
fcis-12008	103	20	will	will	AUX
fcis-12008	103	21	significantly	significantly	ADV
fcis-12008	103	22	increase	increase	VERB
fcis-12008	103	23	the	the	DET
fcis-12008	103	24	degree	degree	NOUN
fcis-12008	103	25	of	of	ADP
fcis-12008	103	26	aggregation	aggregation	NOUN
fcis-12008	103	27	of	of	ADP
fcis-12008	103	28	each	each	DET
fcis-12008	103	29	cluster	cluster	NOUN
fcis-12008	103	30	,	,	PUNCT
fcis-12008	103	31	and	and	CCONJ
fcis-12008	103	32	the	the	DET
fcis-12008	103	33	decrease	decrease	NOUN
fcis-12008	103	34	in	in	ADP
fcis-12008	103	35	sse	sse	PROPN
fcis-12008	103	36	will	will	AUX
fcis-12008	103	37	be	be	AUX
fcis-12008	103	38	significant	significant	ADJ
fcis-12008	103	39	;	;	PUNCT
fcis-12008	103	40	when	when	SCONJ
fcis-12008	103	41	h	h	PROPN
fcis-12008	103	42	approaches	approach	VERB
fcis-12008	103	43	the	the	DET
fcis-12008	103	44	true	true	ADJ
fcis-12008	103	45	number	number	NOUN
fcis-12008	103	46	of	of	ADP
fcis-12008	103	47	clusters	cluster	NOUN
fcis-12008	103	48	in	in	ADP
fcis-12008	103	49	the	the	DET
fcis-12008	103	50	data	datum	NOUN
fcis-12008	103	51	,	,	PUNCT
fcis-12008	103	52	the	the	DET
fcis-12008	103	53	degree	degree	NOUN
fcis-12008	103	54	of	of	ADP
fcis-12008	103	55	aggregation	aggregation	NOUN
fcis-12008	103	56	return	return	NOUN
fcis-12008	103	57	obtained	obtain	VERB
fcis-12008	103	58	by	by	ADP
fcis-12008	103	59	increasing	increase	VERB
fcis-12008	103	60	k	k	PROPN
fcis-12008	103	61	will	will	AUX
fcis-12008	103	62	quickly	quickly	ADV
fcis-12008	103	63	decrease	decrease	VERB
fcis-12008	103	64	,	,	PUNCT
fcis-12008	103	65	and	and	CCONJ
fcis-12008	103	66	the	the	DET
fcis-12008	103	67	decrease	decrease	NOUN
fcis-12008	103	68	in	in	ADP
fcis-12008	103	69	sse	sse	PROPN
fcis-12008	103	70	114	114	NUM
fcis-12008	103	71	will	will	AUX
fcis-12008	103	72	also	also	ADV
fcis-12008	103	73	decrease	decrease	VERB
fcis-12008	103	74	;	;	PUNCT
fcis-12008	103	75	as	as	SCONJ
fcis-12008	103	76	k	k	PROPN
fcis-12008	103	77	continues	continue	VERB
fcis-12008	103	78	to	to	PART
fcis-12008	103	79	increase	increase	VERB
fcis-12008	103	80	,	,	PUNCT
fcis-12008	103	81	the	the	DET
fcis-12008	103	82	change	change	NOUN
fcis-12008	103	83	in	in	ADP
fcis-12008	103	84	sse	sse	PROPN
fcis-12008	103	85	tends	tend	VERB
fcis-12008	103	86	to	to	PART
fcis-12008	103	87	be	be	AUX
fcis-12008	103	88	gradual	gradual	ADJ
fcis-12008	103	89	,	,	PUNCT
fcis-12008	103	90	and	and	CCONJ
fcis-12008	103	91	the	the	DET
fcis-12008	103	92	inflection	inflection	NOUN
fcis-12008	103	93	point	point	NOUN
fcis-12008	103	94	of	of	ADP
fcis-12008	103	95	sse	sse	NOUN
fcis-12008	103	96	value	value	NOUN
fcis-12008	103	97	change	change	NOUN
fcis-12008	103	98	,	,	PUNCT
fcis-12008	103	99	i.e.	i.e.	X
fcis-12008	103	100	the	the	DET
fcis-12008	103	101	corresponding	corresponding	ADJ
fcis-12008	103	102	h	h	NOUN
fcis-12008	103	103	value	value	NOUN
fcis-12008	103	104	at	at	ADP
fcis-12008	103	105	the	the	DET
fcis-12008	103	106	elbow	elbow	NOUN
fcis-12008	103	107	,	,	PUNCT
fcis-12008	103	108	is	be	AUX
fcis-12008	103	109	considered	consider	VERB
fcis-12008	103	110	the	the	DET
fcis-12008	103	111	optimal	optimal	ADJ
fcis-12008	103	112	number	number	NOUN
fcis-12008	103	113	of	of	ADP
fcis-12008	103	114	clusters	cluster	NOUN
fcis-12008	103	115	for	for	ADP
fcis-12008	103	116	the	the	DET
fcis-12008	103	117	data	datum	NOUN
fcis-12008	103	118	.	.	PUNCT
fcis-12008	104	1	after	after	ADP
fcis-12008	104	2	obtaining	obtain	VERB
fcis-12008	104	3	the	the	DET
fcis-12008	104	4	cluster	cluster	NOUN
fcis-12008	104	5	labels	label	NOUN
fcis-12008	104	6	for	for	ADP
fcis-12008	104	7	each	each	DET
fcis-12008	104	8	optimal	optimal	ADJ
fcis-12008	104	9	action	action	NOUN
fcis-12008	104	10	from	from	ADP
fcis-12008	104	11	algorithm	algorithm	NOUN
fcis-12008	104	12	1	1	NUM
fcis-12008	104	13	,	,	PUNCT
fcis-12008	104	14	the	the	DET
fcis-12008	104	15	agent	agent	NOUN
fcis-12008	104	16	is	be	AUX
fcis-12008	104	17	divided	divide	VERB
fcis-12008	104	18	into	into	ADP
fcis-12008	104	19	h	h	NOUN
fcis-12008	104	20	groups	group	NOUN
fcis-12008	104	21	.	.	PUNCT
fcis-12008	105	1	set	set	VERB
fcis-12008	105	2	up	up	ADP
fcis-12008	105	3	a	a	DET
fcis-12008	105	4	shared	share	VERB
fcis-12008	105	5	table	table	NOUN
fcis-12008	105	6	∗	∗	NOUN
fcis-12008	105	7	for	for	ADP
fcis-12008	105	8	each	each	DET
fcis-12008	105	9	group	group	NOUN
fcis-12008	105	10	,	,	PUNCT
fcis-12008	105	11	using	use	VERB
fcis-12008	105	12	a	a	DET
fcis-12008	105	13	continuous	continuous	ADJ
fcis-12008	105	14	sharing	sharing	NOUN
fcis-12008	105	15	method	method	NOUN
fcis-12008	105	16	.	.	PUNCT
fcis-12008	106	1	every	every	DET
fcis-12008	106	2	time	time	NOUN
fcis-12008	106	3	there	there	PRON
fcis-12008	106	4	is	be	VERB
fcis-12008	106	5	a	a	DET
fcis-12008	106	6	state	state	NOUN
fcis-12008	106	7	transition	transition	NOUN
fcis-12008	106	8	,	,	PUNCT
fcis-12008	106	9	the	the	DET
fcis-12008	106	10	intelligent	intelligent	ADJ
fcis-12008	106	11	agent	agent	NOUN
fcis-12008	106	12	will	will	AUX
fcis-12008	106	13	update	update	VERB
fcis-12008	106	14	the	the	DET
fcis-12008	106	15	learned	learn	VERB
fcis-12008	106	16	q	q	NOUN
fcis-12008	106	17	-	-	PUNCT
fcis-12008	106	18	value	value	NOUN
fcis-12008	106	19	to	to	ADP
fcis-12008	106	20	∗	∗	NOUN
fcis-12008	106	21	.	.	PUNCT
fcis-12008	107	1	the	the	DET
fcis-12008	107	2	agent	agent	PROPN
fcis-12008	107	3	j	j	PROPN
fcis-12008	107	4	updates	update	VERB
fcis-12008	107	5	in	in	ADP
fcis-12008	107	6	the	the	DET
fcis-12008	107	7	state	state	NOUN
fcis-12008	107	8	as	as	SCONJ
fcis-12008	107	9	follows	follow	VERB
fcis-12008	107	10	:	:	PUNCT
fcis-12008	107	11	∗	∗	NOUN
fcis-12008	107	12	,	,	PUNCT
fcis-12008	107	13	←	←	PROPN
fcis-12008	107	14	∗	∗	NOUN
fcis-12008	107	15	,	,	PUNCT
fcis-12008	107	16	 	 	SPACE
fcis-12008	107	17	qj	qj	PROPN
fcis-12008	107	18	,	,	PUNCT
fcis-12008	107	19	j	j	PROPN
fcis-12008	107	20	∈	∈	PROPN
fcis-12008	107	21	ch	ch	NOUN
fcis-12008	107	22	the	the	DET
fcis-12008	107	23	purpose	purpose	NOUN
fcis-12008	107	24	of	of	ADP
fcis-12008	107	25	using	use	VERB
fcis-12008	107	26	cumulative	cumulative	ADJ
fcis-12008	107	27	sum	sum	NOUN
fcis-12008	107	28	is	be	AUX
fcis-12008	107	29	to	to	PART
fcis-12008	107	30	gather	gather	VERB
fcis-12008	107	31	the	the	DET
fcis-12008	107	32	estimated	estimate	VERB
fcis-12008	107	33	values	value	NOUN
fcis-12008	107	34	of	of	ADP
fcis-12008	107	35	multi	multi	ADJ
fcis-12008	107	36	-	-	NOUN
fcis-12008	107	37	agent	agent	NOUN
fcis-12008	107	38	on	on	ADP
fcis-12008	107	39	the	the	DET
fcis-12008	107	40	same	same	ADJ
fcis-12008	107	41	state	state	NOUN
fcis-12008	107	42	action	action	NOUN
fcis-12008	107	43	pair	pair	NOUN
fcis-12008	107	44	in	in	ADP
fcis-12008	107	45	the	the	DET
fcis-12008	107	46	∗table	∗table	ADJ
fcis-12008	107	47	,	,	PUNCT
fcis-12008	107	48	thereby	thereby	ADV
fcis-12008	107	49	generating	generate	VERB
fcis-12008	107	50	more	more	ADV
fcis-12008	107	51	comprehensive	comprehensive	ADJ
fcis-12008	107	52	and	and	CCONJ
fcis-12008	107	53	comprehensive	comprehensive	ADJ
fcis-12008	107	54	information	information	NOUN
fcis-12008	107	55	.	.	PUNCT
fcis-12008	108	1	this	this	PRON
fcis-12008	108	2	can	can	AUX
fcis-12008	108	3	avoid	avoid	VERB
fcis-12008	108	4	inaccurate	inaccurate	ADJ
fcis-12008	108	5	estimation	estimation	NOUN
fcis-12008	108	6	caused	cause	VERB
fcis-12008	108	7	by	by	ADP
fcis-12008	108	8	the	the	DET
fcis-12008	108	9	limitations	limitation	NOUN
fcis-12008	108	10	of	of	ADP
fcis-12008	108	11	a	a	DET
fcis-12008	108	12	single	single	ADJ
fcis-12008	108	13	agent	agent	NOUN
fcis-12008	108	14	,	,	PUNCT
fcis-12008	108	15	and	and	CCONJ
fcis-12008	108	16	improve	improve	VERB
fcis-12008	108	17	the	the	DET
fcis-12008	108	18	agent	agent	NOUN
fcis-12008	108	19	's	's	PART
fcis-12008	108	20	ability	ability	NOUN
fcis-12008	108	21	to	to	PART
fcis-12008	108	22	understand	understand	VERB
fcis-12008	108	23	the	the	DET
fcis-12008	108	24	environment	environment	NOUN
fcis-12008	108	25	.	.	PUNCT
fcis-12008	109	1	4.2	4.2	NUM
fcis-12008	109	2	.	.	PUNCT
fcis-12008	109	3	mean	mean	ADJ
fcis-12008	109	4	-	-	PUNCT
fcis-12008	109	5	field	field	NOUN
fcis-12008	109	6	theory	theory	NOUN
fcis-12008	109	7	in	in	ADP
fcis-12008	109	8	3.1	3.1	NUM
fcis-12008	109	9	,	,	PUNCT
fcis-12008	109	10	the	the	DET
fcis-12008	109	11	agent	agent	NOUN
fcis-12008	109	12	with	with	ADP
fcis-12008	109	13	similar	similar	ADJ
fcis-12008	109	14	characteristics	characteristic	NOUN
fcis-12008	109	15	is	be	AUX
fcis-12008	109	16	grouped	group	VERB
fcis-12008	109	17	together	together	ADV
fcis-12008	109	18	and	and	CCONJ
fcis-12008	109	19	their	their	PRON
fcis-12008	109	20	q	q	NOUN
fcis-12008	109	21	-	-	PUNCT
fcis-12008	109	22	values	value	NOUN
fcis-12008	109	23	are	be	AUX
fcis-12008	109	24	shared	share	VERB
fcis-12008	109	25	.	.	PUNCT
fcis-12008	110	1	however	however	ADV
fcis-12008	110	2	,	,	PUNCT
fcis-12008	110	3	the	the	DET
fcis-12008	110	4	interaction	interaction	NOUN
fcis-12008	110	5	between	between	ADP
fcis-12008	110	6	agents	agent	NOUN
fcis-12008	110	7	is	be	AUX
fcis-12008	110	8	still	still	ADV
fcis-12008	110	9	quite	quite	ADV
fcis-12008	110	10	complex	complex	ADJ
fcis-12008	110	11	,	,	PUNCT
fcis-12008	110	12	as	as	SCONJ
fcis-12008	110	13	each	each	DET
fcis-12008	110	14	agent	agent	NOUN
fcis-12008	110	15	must	must	AUX
fcis-12008	110	16	consider	consider	VERB
fcis-12008	110	17	the	the	DET
fcis-12008	110	18	action	action	NOUN
fcis-12008	110	19	information	information	NOUN
fcis-12008	110	20	of	of	ADP
fcis-12008	110	21	others	other	NOUN
fcis-12008	110	22	in	in	ADP
fcis-12008	110	23	the	the	DET
fcis-12008	110	24	group	group	NOUN
fcis-12008	110	25	and	and	CCONJ
fcis-12008	110	26	adjust	adjust	VERB
fcis-12008	110	27	their	their	PRON
fcis-12008	110	28	decisions	decision	NOUN
fcis-12008	110	29	based	base	VERB
fcis-12008	110	30	on	on	ADP
fcis-12008	110	31	this	this	DET
fcis-12008	110	32	information	information	NOUN
fcis-12008	110	33	,	,	PUNCT
fcis-12008	110	34	which	which	PRON
fcis-12008	110	35	is	be	AUX
fcis-12008	110	36	a	a	DET
fcis-12008	110	37	complex	complex	ADJ
fcis-12008	110	38	and	and	CCONJ
fcis-12008	110	39	computationally	computationally	ADV
fcis-12008	110	40	intensive	intensive	ADJ
fcis-12008	110	41	process	process	NOUN
fcis-12008	110	42	.	.	PUNCT
fcis-12008	111	1	therefore	therefore	ADV
fcis-12008	111	2	,	,	PUNCT
fcis-12008	111	3	drawing	draw	VERB
fcis-12008	111	4	on	on	ADP
fcis-12008	111	5	the	the	DET
fcis-12008	111	6	mean	mean	ADJ
fcis-12008	111	7	-	-	PUNCT
fcis-12008	111	8	field	field	NOUN
fcis-12008	111	9	by	by	ADP
fcis-12008	111	10	yang	yang	PROPN
fcis-12008	111	11	et	et	PROPN
fcis-12008	111	12	al	al	PROPN
fcis-12008	111	13	.	.	PUNCT
fcis-12008	112	1	[	[	X
fcis-12008	112	2	6	6	NUM
fcis-12008	112	3	]	]	PUNCT
fcis-12008	112	4	,	,	PUNCT
fcis-12008	112	5	the	the	DET
fcis-12008	112	6	interaction	interaction	NOUN
fcis-12008	112	7	is	be	AUX
fcis-12008	112	8	further	far	ADV
fcis-12008	112	9	simplified	simplify	VERB
fcis-12008	112	10	,	,	PUNCT
fcis-12008	112	11	transforming	transform	VERB
fcis-12008	112	12	the	the	DET
fcis-12008	112	13	joint	joint	ADJ
fcis-12008	112	14	actions	action	NOUN
fcis-12008	112	15	of	of	ADP
fcis-12008	112	16	agents	agent	NOUN
fcis-12008	112	17	into	into	ADP
fcis-12008	112	18	the	the	DET
fcis-12008	112	19	average	average	ADJ
fcis-12008	112	20	actions	action	NOUN
fcis-12008	112	21	formed	form	VERB
fcis-12008	112	22	by	by	ADP
fcis-12008	112	23	agents	agent	NOUN
fcis-12008	112	24	through	through	ADP
fcis-12008	112	25	the	the	DET
fcis-12008	112	26	mean	mean	ADJ
fcis-12008	112	27	field	field	NOUN
fcis-12008	112	28	,	,	PUNCT
fcis-12008	112	29	and	and	CCONJ
fcis-12008	112	30	serving	serve	VERB
fcis-12008	112	31	as	as	ADP
fcis-12008	112	32	parameters	parameter	NOUN
fcis-12008	112	33	for	for	ADP
fcis-12008	112	34	the	the	DET
fcis-12008	112	35	value	value	NOUN
fcis-12008	112	36	function	function	NOUN
fcis-12008	112	37	update	update	NOUN
fcis-12008	112	38	function	function	NOUN
fcis-12008	112	39	in	in	ADP
fcis-12008	112	40	q	q	NOUN
fcis-12008	112	41	-	-	PUNCT
fcis-12008	112	42	learning	learning	NOUN
fcis-12008	112	43	.	.	PUNCT
fcis-12008	113	1	as	as	SCONJ
fcis-12008	113	2	shown	show	VERB
fcis-12008	113	3	in	in	ADP
fcis-12008	113	4	figure	figure	NOUN
fcis-12008	113	5	3	3	NUM
fcis-12008	113	6	,	,	PUNCT
fcis-12008	113	7	each	each	DET
fcis-12008	113	8	agent	agent	NOUN
fcis-12008	113	9	is	be	AUX
fcis-12008	113	10	represented	represent	VERB
fcis-12008	113	11	as	as	ADP
fcis-12008	113	12	a	a	DET
fcis-12008	113	13	point	point	NOUN
fcis-12008	113	14	in	in	ADP
fcis-12008	113	15	the	the	DET
fcis-12008	113	16	airport	airport	NOUN
fcis-12008	113	17	terminal	terminal	NOUN
fcis-12008	113	18	.	.	PUNCT
fcis-12008	114	1	taking	take	VERB
fcis-12008	114	2	the	the	DET
fcis-12008	114	3	black	black	ADJ
fcis-12008	114	4	dot	dot	NOUN
fcis-12008	114	5	as	as	ADP
fcis-12008	114	6	an	an	DET
fcis-12008	114	7	example	example	NOUN
fcis-12008	114	8	,	,	PUNCT
fcis-12008	114	9	this	this	DET
fcis-12008	114	10	point	point	NOUN
fcis-12008	114	11	is	be	AUX
fcis-12008	114	12	only	only	ADV
fcis-12008	114	13	affected	affect	VERB
fcis-12008	114	14	by	by	ADP
fcis-12008	114	15	the	the	DET
fcis-12008	114	16	average	average	ADJ
fcis-12008	114	17	effect	effect	NOUN
fcis-12008	114	18	of	of	ADP
fcis-12008	114	19	the	the	DET
fcis-12008	114	20	red	red	ADJ
fcis-12008	114	21	dots	dot	NOUN
fcis-12008	114	22	in	in	ADP
fcis-12008	114	23	its	its	PRON
fcis-12008	114	24	neighboring	neighboring	NOUN
fcis-12008	114	25	(	(	PUNCT
fcis-12008	114	26	orange	orange	PROPN
fcis-12008	114	27	area	area	PROPN
fcis-12008	114	28	)	)	PUNCT
fcis-12008	114	29	.	.	PUNCT
fcis-12008	115	1	the	the	DET
fcis-12008	115	2	interaction	interaction	NOUN
fcis-12008	115	3	between	between	ADP
fcis-12008	115	4	multi	multi	ADJ
fcis-12008	115	5	-	-	ADJ
fcis-12008	115	6	agent	agent	NOUN
fcis-12008	115	7	is	be	AUX
fcis-12008	115	8	effectively	effectively	ADV
fcis-12008	115	9	transformed	transform	VERB
fcis-12008	115	10	into	into	ADP
fcis-12008	115	11	the	the	DET
fcis-12008	115	12	interaction	interaction	NOUN
fcis-12008	115	13	between	between	ADP
fcis-12008	115	14	two	two	NUM
fcis-12008	115	15	agents	agent	NOUN
fcis-12008	115	16	,	,	PUNCT
fcis-12008	115	17	simplifying	simplify	VERB
fcis-12008	115	18	the	the	DET
fcis-12008	115	19	scale	scale	NOUN
fcis-12008	115	20	of	of	ADP
fcis-12008	115	21	the	the	DET
fcis-12008	115	22	interaction	interaction	NOUN
fcis-12008	115	23	.	.	PUNCT
fcis-12008	116	1	toilet	toilet	PROPN
fcis-12008	116	2	rest	rest	PROPN
fcis-12008	116	3	area	area	PROPN
fcis-12008	116	4	restaurant	restaurant	NOUN
fcis-12008	116	5	storeboarding	storeboarde	VERB
fcis-12008	116	6	check	check	NOUN
fcis-12008	116	7	-	-	PUNCT
fcis-12008	116	8	in	in	ADP
fcis-12008	116	9	security	security	NOUN
fcis-12008	116	10	check	check	NOUN
fcis-12008	116	11	fig	fig	NOUN
fcis-12008	116	12	3	3	NUM
fcis-12008	116	13	.	.	PUNCT
fcis-12008	117	1	mean	mean	ADJ
fcis-12008	117	2	-	-	PUNCT
fcis-12008	117	3	field	field	NOUN
fcis-12008	117	4	theory	theory	NOUN
fcis-12008	117	5	in	in	ADP
fcis-12008	117	6	the	the	DET
fcis-12008	117	7	airport	airport	NOUN
fcis-12008	117	8	terminal	terminal	NOUN
fcis-12008	117	9	therefore	therefore	ADV
fcis-12008	117	10	,	,	PUNCT
fcis-12008	117	11	redefine	redefine	VERB
fcis-12008	117	12	the	the	DET
fcis-12008	117	13	q	q	NOUN
fcis-12008	117	14	function	function	NOUN
fcis-12008	117	15	of	of	ADP
fcis-12008	117	16	q	q	NOUN
fcis-12008	117	17	-	-	PUNCT
fcis-12008	117	18	learning	learning	NOUN
fcis-12008	117	19	:	:	PUNCT
fcis-12008	117	20	,	,	PUNCT
fcis-12008	117	21	1	1	X
fcis-12008	117	22	∑	∑	PUNCT
fcis-12008	117	23	∈	∈	PROPN
fcis-12008	117	24	,	,	PUNCT
fcis-12008	117	25	,	,	PUNCT
fcis-12008	117	26	n	n	PROPN
fcis-12008	117	27	j	j	PROPN
fcis-12008	117	28	denotes	denote	VERB
fcis-12008	117	29	the	the	DET
fcis-12008	117	30	set	set	NOUN
fcis-12008	117	31	of	of	ADP
fcis-12008	117	32	the	the	DET
fcis-12008	117	33	neighboring	neighboring	ADJ
fcis-12008	117	34	agent	agent	NOUN
fcis-12008	117	35	of	of	ADP
fcis-12008	117	36	agent	agent	PROPN
fcis-12008	117	37	j	j	PROPN
fcis-12008	117	38	;	;	PUNCT
fcis-12008	117	39	n	n	X
fcis-12008	117	40	|n	|n	PRON
fcis-12008	117	41	j	j	PROPN
fcis-12008	118	1	|	|	ADV
fcis-12008	118	2	denotes	denote	VERB
fcis-12008	118	3	the	the	DET
fcis-12008	118	4	number	number	NOUN
fcis-12008	118	5	of	of	ADP
fcis-12008	118	6	the	the	DET
fcis-12008	118	7	neighboring	neighboring	ADJ
fcis-12008	118	8	agent	agent	NOUN
fcis-12008	118	9	of	of	ADP
fcis-12008	118	10	the	the	DET
fcis-12008	118	11	agent	agent	NOUN
fcis-12008	118	12	j.	j.	PROPN
fcis-12008	118	13	the	the	DET
fcis-12008	118	14	neighboring	neighboring	ADJ
fcis-12008	118	15	agent	agent	NOUN
fcis-12008	118	16	of	of	ADP
fcis-12008	118	17	agent	agent	PROPN
fcis-12008	118	18	j	j	PROPN
fcis-12008	118	19	is	be	AUX
fcis-12008	118	20	defined	define	VERB
fcis-12008	118	21	as	as	ADP
fcis-12008	118	22	an	an	DET
fcis-12008	118	23	agent	agent	NOUN
fcis-12008	118	24	in	in	ADP
fcis-12008	118	25	the	the	DET
fcis-12008	118	26	same	same	ADJ
fcis-12008	118	27	group	group	NOUN
fcis-12008	118	28	as	as	ADP
fcis-12008	118	29	agent	agent	NOUN
fcis-12008	118	30	j	j	PROPN
fcis-12008	118	31	that	that	PRON
fcis-12008	118	32	has	have	AUX
fcis-12008	118	33	arrived	arrive	VERB
fcis-12008	118	34	at	at	ADP
fcis-12008	118	35	the	the	DET
fcis-12008	118	36	airport	airport	NOUN
fcis-12008	118	37	and	and	CCONJ
fcis-12008	118	38	has	have	AUX
fcis-12008	118	39	not	not	PART
fcis-12008	118	40	yet	yet	ADV
fcis-12008	118	41	boarded	board	VERB
fcis-12008	118	42	the	the	DET
fcis-12008	118	43	plane	plane	NOUN
fcis-12008	118	44	.	.	PUNCT
fcis-12008	119	1	the	the	DET
fcis-12008	119	2	action	action	NOUN
fcis-12008	119	3	of	of	ADP
fcis-12008	119	4	each	each	DET
fcis-12008	119	5	neighboring	neighbor	VERB
fcis-12008	119	6	agent	agent	NOUN
fcis-12008	119	7	can	can	AUX
fcis-12008	119	8	be	be	AUX
fcis-12008	119	9	calculated	calculate	VERB
fcis-12008	119	10	by	by	ADP
fcis-12008	119	11	summing	sum	VERB
fcis-12008	119	12	and	and	CCONJ
fcis-12008	119	13	averaging	average	VERB
fcis-12008	119	14	the	the	DET
fcis-12008	119	15	action	action	NOUN
fcis-12008	119	16	codes	code	NOUN
fcis-12008	119	17	of	of	ADP
fcis-12008	119	18	the	the	DET
fcis-12008	119	19	neighboring	neighboring	ADJ
fcis-12008	119	20	agent	agent	NOUN
fcis-12008	119	21	of	of	ADP
fcis-12008	119	22	agent	agent	PROPN
fcis-12008	119	23	j	j	PROPN
fcis-12008	119	24	:	:	PUNCT
fcis-12008	119	25	‾	‾	PROPN
fcis-12008	119	26	,	,	PUNCT
fcis-12008	119	27	‾	‾	NOUN
fcis-12008	119	28	1	1	NUM
fcis-12008	119	29	∑	∑	ADP
fcis-12008	119	30	  	  	SPACE
fcis-12008	119	31	the	the	DET
fcis-12008	119	32	δa	δa	PROPN
fcis-12008	119	33	,	,	PUNCT
fcis-12008	119	34	is	be	AUX
fcis-12008	119	35	the	the	DET
fcis-12008	119	36	difference	difference	NOUN
fcis-12008	119	37	between	between	ADP
fcis-12008	119	38	the	the	DET
fcis-12008	119	39	encoding	encoding	NOUN
fcis-12008	119	40	of	of	ADP
fcis-12008	119	41	the	the	DET
fcis-12008	119	42	action	action	NOUN
fcis-12008	119	43	of	of	ADP
fcis-12008	119	44	the	the	DET
fcis-12008	119	45	neighbouring	neighbouring	ADJ
fcis-12008	119	46	agent	agent	NOUN
fcis-12008	119	47	of	of	ADP
fcis-12008	119	48	agent	agent	NOUN
fcis-12008	119	49	j	j	PROPN
fcis-12008	119	50	and	and	CCONJ
fcis-12008	119	51	the	the	DET
fcis-12008	119	52	encoding	encoding	NOUN
fcis-12008	119	53	of	of	ADP
fcis-12008	119	54	their	their	PRON
fcis-12008	119	55	average	average	ADJ
fcis-12008	119	56	action	action	NOUN
fcis-12008	119	57	.	.	PUNCT
fcis-12008	120	1	the	the	DET
fcis-12008	120	2	above	above	ADJ
fcis-12008	120	3	two	two	NUM
fcis-12008	120	4	formulas	formula	NOUN
fcis-12008	120	5	can	can	AUX
fcis-12008	120	6	be	be	AUX
fcis-12008	120	7	derived	derive	VERB
fcis-12008	120	8	:	:	PUNCT
fcis-12008	120	9	therefore	therefore	ADV
fcis-12008	120	10	,	,	PUNCT
fcis-12008	120	11	the	the	DET
fcis-12008	120	12	update	update	NOUN
fcis-12008	120	13	formula	formula	NOUN
fcis-12008	120	14	for	for	ADP
fcis-12008	120	15	the	the	DET
fcis-12008	120	16	value	value	NOUN
fcis-12008	120	17	function	function	NOUN
fcis-12008	120	18	,	,	PUNCT
fcis-12008	120	19	of	of	ADP
fcis-12008	120	20	agent	agent	NOUN
fcis-12008	120	21	j	j	PROPN
fcis-12008	120	22	at	at	ADP
fcis-12008	120	23	time	time	NOUN
fcis-12008	120	24	t	t	PROPN
fcis-12008	120	25	is	be	AUX
fcis-12008	120	26	:	:	PUNCT
fcis-12008	120	27	,	,	PUNCT
fcis-12008	120	28	,	,	PUNCT
fcis-12008	120	29	,	,	PUNCT
fcis-12008	120	30	‾	‾	NOUN
fcis-12008	120	31	1	1	NUM
fcis-12008	120	32	α	α	NOUN
fcis-12008	120	33	,	,	PUNCT
fcis-12008	120	34	,	,	PUNCT
fcis-12008	120	35	‾	‾	NOUN
fcis-12008	120	36	α	α	NOUN
fcis-12008	120	37	r	r	NOUN
fcis-12008	120	38	s	s	PROPN
fcis-12008	120	39	,	,	PUNCT
fcis-12008	120	40	a	a	DET
fcis-12008	120	41	∗	∗	NOUN
fcis-12008	120	42	,	,	PUNCT
fcis-12008	120	43	a	a	PRON
fcis-12008	120	44	,	,	PUNCT
fcis-12008	120	45	‾	‾	NOUN
fcis-12008	120	46	4.3	4.3	NUM
fcis-12008	120	47	.	.	PUNCT
fcis-12008	120	48	intrinsic	intrinsic	ADJ
fcis-12008	120	49	rewards	reward	NOUN
fcis-12008	120	50	traditional	traditional	ADJ
fcis-12008	120	51	reinforcement	reinforcement	NOUN
fcis-12008	120	52	learning	learning	NOUN
fcis-12008	120	53	usually	usually	ADV
fcis-12008	120	54	only	only	ADV
fcis-12008	120	55	considers	consider	VERB
fcis-12008	120	56	its	its	PRON
fcis-12008	120	57	extrinsic	extrinsic	ADJ
fcis-12008	120	58	motivation	motivation	NOUN
fcis-12008	120	59	,	,	PUNCT
fcis-12008	120	60	that	that	ADV
fcis-12008	120	61	is	is	ADV
fcis-12008	120	62	,	,	PUNCT
fcis-12008	120	63	designing	design	VERB
fcis-12008	120	64	a	a	DET
fcis-12008	120	65	specialized	specialized	ADJ
fcis-12008	120	66	external	external	ADJ
fcis-12008	120	67	reward	reward	NOUN
fcis-12008	120	68	function	function	NOUN
fcis-12008	120	69	for	for	ADP
fcis-12008	120	70	a	a	DET
fcis-12008	120	71	specific	specific	ADJ
fcis-12008	120	72	target	target	NOUN
fcis-12008	120	73	task	task	NOUN
fcis-12008	120	74	to	to	PART
fcis-12008	120	75	guide	guide	VERB
fcis-12008	120	76	agents	agent	NOUN
fcis-12008	120	77	in	in	ADP
fcis-12008	120	78	learning	learn	VERB
fcis-12008	120	79	behavioral	behavioral	ADJ
fcis-12008	120	80	strategies	strategy	NOUN
fcis-12008	120	81	,	,	PUNCT
fcis-12008	120	82	in	in	ADP
fcis-12008	120	83	order	order	NOUN
fcis-12008	120	84	to	to	PART
fcis-12008	120	85	maximize	maximize	VERB
fcis-12008	120	86	long	long	ADJ
fcis-12008	120	87	-	-	PUNCT
fcis-12008	120	88	term	term	NOUN
fcis-12008	120	89	cumulative	cumulative	ADJ
fcis-12008	120	90	rewards	reward	NOUN
fcis-12008	120	91	[	[	X
fcis-12008	120	92	12	12	NUM
fcis-12008	120	93	]	]	PUNCT
fcis-12008	120	94	.	.	PUNCT
fcis-12008	121	1	but	but	CCONJ
fcis-12008	121	2	when	when	SCONJ
fcis-12008	121	3	in	in	ADP
fcis-12008	121	4	an	an	DET
fcis-12008	121	5	environment	environment	NOUN
fcis-12008	121	6	with	with	ADP
fcis-12008	121	7	sparse	sparse	ADJ
fcis-12008	121	8	rewards	reward	NOUN
fcis-12008	121	9	,	,	PUNCT
fcis-12008	121	10	the	the	DET
fcis-12008	121	11	agent	agent	NOUN
fcis-12008	121	12	is	be	AUX
fcis-12008	121	13	unable	unable	ADJ
fcis-12008	121	14	to	to	PART
fcis-12008	121	15	achieve	achieve	VERB
fcis-12008	121	16	the	the	DET
fcis-12008	121	17	expected	expect	VERB
fcis-12008	121	18	behavior	behavior	NOUN
fcis-12008	121	19	of	of	ADP
fcis-12008	121	20	the	the	DET
fcis-12008	121	21	target	target	NOUN
fcis-12008	121	22	task	task	NOUN
fcis-12008	121	23	.	.	PUNCT
fcis-12008	122	1	in	in	ADP
fcis-12008	122	2	order	order	NOUN
fcis-12008	122	3	to	to	PART
fcis-12008	122	4	enhance	enhance	VERB
fcis-12008	122	5	the	the	DET
fcis-12008	122	6	autonomy	autonomy	NOUN
fcis-12008	122	7	of	of	ADP
fcis-12008	122	8	intelligent	intelligent	ADJ
fcis-12008	122	9	agents	agent	NOUN
fcis-12008	122	10	in	in	ADP
fcis-12008	122	11	learning	learn	VERB
fcis-12008	122	12	in	in	ADP
fcis-12008	122	13	complex	complex	ADJ
fcis-12008	122	14	airport	airport	NOUN
fcis-12008	122	15	terminal	terminal	ADJ
fcis-12008	122	16	scenarios	scenario	NOUN
fcis-12008	122	17	,	,	PUNCT
fcis-12008	122	18	to	to	PART
fcis-12008	122	19	assist	assist	VERB
fcis-12008	122	20	in	in	ADP
fcis-12008	122	21	improving	improve	VERB
fcis-12008	122	22	the	the	DET
fcis-12008	122	23	learning	learning	NOUN
fcis-12008	122	24	efficiency	efficiency	NOUN
fcis-12008	122	25	of	of	ADP
fcis-12008	122	26	specific	specific	ADJ
fcis-12008	122	27	tasks	task	NOUN
fcis-12008	122	28	in	in	ADP
fcis-12008	122	29	reinforcement	reinforcement	NOUN
fcis-12008	122	30	learning	learning	NOUN
fcis-12008	122	31	[	[	X
fcis-12008	122	32	13	13	NUM
fcis-12008	122	33	]	]	PUNCT
fcis-12008	122	34	,	,	PUNCT
fcis-12008	122	35	and	and	CCONJ
fcis-12008	122	36	to	to	PART
fcis-12008	122	37	endow	endow	VERB
fcis-12008	122	38	intelligent	intelligent	ADJ
fcis-12008	122	39	agents	agent	NOUN
fcis-12008	122	40	with	with	ADP
fcis-12008	122	41	behavior	behavior	NOUN
fcis-12008	122	42	patterns	pattern	NOUN
fcis-12008	122	43	closer	close	ADV
fcis-12008	122	44	to	to	ADP
fcis-12008	122	45	those	those	PRON
fcis-12008	122	46	of	of	ADP
fcis-12008	122	47	humans	human	NOUN
fcis-12008	122	48	in	in	ADP
fcis-12008	122	49	the	the	DET
fcis-12008	122	50	real	real	ADJ
fcis-12008	122	51	world	world	NOUN
fcis-12008	122	52	,	,	PUNCT
fcis-12008	122	53	intrinsic	intrinsic	ADJ
fcis-12008	122	54	motivation	motivation	NOUN
fcis-12008	122	55	is	be	AUX
fcis-12008	122	56	considered	consider	VERB
fcis-12008	122	57	in	in	ADP
fcis-12008	122	58	the	the	DET
fcis-12008	122	59	design	design	NOUN
fcis-12008	122	60	of	of	ADP
fcis-12008	122	61	reward	reward	NOUN
fcis-12008	122	62	functions	function	NOUN
fcis-12008	122	63	.	.	PUNCT
fcis-12008	123	1	intrinsic	intrinsic	ADJ
fcis-12008	123	2	motivation	motivation	NOUN
fcis-12008	123	3	originates	originate	NOUN
fcis-12008	123	4	from	from	ADP
fcis-12008	123	5	the	the	DET
fcis-12008	123	6	concept	concept	NOUN
fcis-12008	123	7	of	of	ADP
fcis-12008	123	8	selfmotivation	selfmotivation	NOUN
fcis-12008	123	9	and	and	CCONJ
fcis-12008	123	10	psychology	psychology	NOUN
fcis-12008	123	11	,	,	PUNCT
fcis-12008	123	12	and	and	CCONJ
fcis-12008	123	13	its	its	PRON
fcis-12008	123	14	discovery	discovery	NOUN
fcis-12008	123	15	and	and	CCONJ
fcis-12008	123	16	discussion	discussion	NOUN
fcis-12008	123	17	were	be	AUX
fcis-12008	123	18	first	first	ADV
fcis-12008	123	19	seen	see	VERB
fcis-12008	123	20	in	in	ADP
fcis-12008	123	21	harlow	harlow	PROPN
fcis-12008	123	22	's	's	PART
fcis-12008	123	23	1950	1950	NUM
fcis-12008	123	24	explanation	explanation	NOUN
fcis-12008	123	25	of	of	ADP
fcis-12008	123	26	the	the	DET
fcis-12008	123	27	phenomenon	phenomenon	NOUN
fcis-12008	123	28	of	of	ADP
fcis-12008	123	29	macaques	macaque	NOUN
fcis-12008	123	30	solving	solve	VERB
fcis-12008	123	31	mechanical	mechanical	ADJ
fcis-12008	123	32	puzzles	puzzle	NOUN
fcis-12008	123	33	for	for	ADP
fcis-12008	123	34	hours	hour	NOUN
fcis-12008	123	35	without	without	ADP
fcis-12008	123	36	any	any	DET
fcis-12008	123	37	external	external	ADJ
fcis-12008	123	38	reward	reward	NOUN
fcis-12008	123	39	conditions	condition	NOUN
fcis-12008	123	40	.	.	PUNCT
fcis-12008	124	1	it	it	PRON
fcis-12008	124	2	originates	originate	VERB
fcis-12008	124	3	from	from	ADP
fcis-12008	124	4	individual	individual	ADJ
fcis-12008	124	5	internal	internal	ADJ
fcis-12008	124	6	needs	need	NOUN
fcis-12008	124	7	,	,	PUNCT
fcis-12008	124	8	interests	interest	NOUN
fcis-12008	124	9	,	,	PUNCT
fcis-12008	124	10	personal	personal	ADJ
fcis-12008	124	11	values	value	NOUN
fcis-12008	124	12	,	,	PUNCT
fcis-12008	124	13	sense	sense	NOUN
fcis-12008	124	14	of	of	ADP
fcis-12008	124	15	achievement	achievement	NOUN
fcis-12008	124	16	,	,	PUNCT
fcis-12008	124	17	etc	etc	X
fcis-12008	124	18	.	.	X
fcis-12008	125	1	[	[	X
fcis-12008	125	2	15	15	NUM
fcis-12008	125	3	]	]	PUNCT
fcis-12008	125	4	.	.	PUNCT
fcis-12008	126	1	the	the	DET
fcis-12008	126	2	number	number	NOUN
fcis-12008	126	3	of	of	ADP
fcis-12008	126	4	people	people	NOUN
fcis-12008	126	5	queuing	queue	VERB
fcis-12008	126	6	and	and	CCONJ
fcis-12008	126	7	distance	distance	NOUN
fcis-12008	126	8	can	can	AUX
fcis-12008	126	9	be	be	AUX
fcis-12008	126	10	seen	see	VERB
fcis-12008	126	11	as	as	ADP
fcis-12008	126	12	intrinsic	intrinsic	ADJ
fcis-12008	126	13	motivations	motivation	NOUN
fcis-12008	126	14	that	that	PRON
fcis-12008	126	15	affect	affect	VERB
fcis-12008	126	16	passengers	passenger	NOUN
fcis-12008	126	17	'	'	PART
fcis-12008	126	18	behavior	behavior	NOUN
fcis-12008	126	19	choices	choice	NOUN
fcis-12008	126	20	at	at	ADP
fcis-12008	126	21	the	the	DET
fcis-12008	126	22	terminal	terminal	NOUN
fcis-12008	126	23	.	.	PUNCT
fcis-12008	127	1	passengers	passenger	NOUN
fcis-12008	127	2	tend	tend	VERB
fcis-12008	127	3	to	to	PART
fcis-12008	127	4	choose	choose	VERB
fcis-12008	127	5	service	service	NOUN
fcis-12008	127	6	facilities	facility	NOUN
fcis-12008	127	7	with	with	ADP
fcis-12008	127	8	fewer	few	ADJ
fcis-12008	127	9	queues	queue	NOUN
fcis-12008	127	10	to	to	PART
fcis-12008	127	11	shorten	shorten	VERB
fcis-12008	127	12	waiting	waiting	NOUN
fcis-12008	127	13	time	time	NOUN
fcis-12008	127	14	and	and	CCONJ
fcis-12008	127	15	improve	improve	VERB
fcis-12008	127	16	their	their	PRON
fcis-12008	127	17	efficiency	efficiency	NOUN
fcis-12008	127	18	and	and	CCONJ
fcis-12008	127	19	comfort	comfort	NOUN
fcis-12008	127	20	.	.	PUNCT
fcis-12008	128	1	distance	distance	NOUN
fcis-12008	128	2	refers	refer	VERB
fcis-12008	128	3	to	to	ADP
fcis-12008	128	4	the	the	DET
fcis-12008	128	5	distance	distance	NOUN
fcis-12008	128	6	that	that	SCONJ
fcis-12008	128	7	passengers	passenger	NOUN
fcis-12008	128	8	need	need	VERB
fcis-12008	128	9	to	to	PART
fcis-12008	128	10	walk	walk	VERB
fcis-12008	128	11	,	,	PUNCT
fcis-12008	128	12	and	and	CCONJ
fcis-12008	128	13	passengers	passenger	NOUN
fcis-12008	128	14	will	will	AUX
fcis-12008	128	15	consider	consider	VERB
fcis-12008	128	16	the	the	DET
fcis-12008	128	17	distance	distance	NOUN
fcis-12008	128	18	and	and	CCONJ
fcis-12008	128	19	time	time	NOUN
fcis-12008	128	20	consumption	consumption	NOUN
fcis-12008	128	21	of	of	ADP
fcis-12008	128	22	walking	walking	NOUN
fcis-12008	128	23	,	,	PUNCT
fcis-12008	128	24	and	and	CCONJ
fcis-12008	128	25	then	then	ADV
fcis-12008	128	26	choose	choose	VERB
fcis-12008	128	27	a	a	DET
fcis-12008	128	28	service	service	NOUN
fcis-12008	128	29	facility	facility	NOUN
fcis-12008	128	30	closer	close	ADJ
fcis-12008	128	31	to	to	ADP
fcis-12008	128	32	their	their	PRON
fcis-12008	128	33	destination	destination	NOUN
fcis-12008	128	34	to	to	PART
fcis-12008	128	35	improve	improve	VERB
fcis-12008	128	36	convenience	convenience	NOUN
fcis-12008	128	37	and	and	CCONJ
fcis-12008	128	38	save	save	VERB
fcis-12008	128	39	time	time	NOUN
fcis-12008	128	40	and	and	CCONJ
fcis-12008	128	41	energy	energy	NOUN
fcis-12008	128	42	.	.	PUNCT
fcis-12008	129	1	by	by	ADP
fcis-12008	129	2	mapping	map	VERB
fcis-12008	129	3	the	the	DET
fcis-12008	129	4	perceived	perceive	VERB
fcis-12008	129	5	queue	queue	NOUN
fcis-12008	129	6	size	size	NOUN
fcis-12008	129	7	and	and	CCONJ
fcis-12008	129	8	distance	distance	NOUN
fcis-12008	129	9	status	status	NOUN
fcis-12008	129	10	of	of	ADP
fcis-12008	129	11	passengers	passenger	NOUN
fcis-12008	129	12	into	into	ADP
fcis-12008	129	13	intrinsic	intrinsic	ADJ
fcis-12008	129	14	reward	reward	NOUN
fcis-12008	129	15	signals	signal	NOUN
fcis-12008	129	16	,	,	PUNCT
fcis-12008	129	17	the	the	DET
fcis-12008	129	18	agent	agent	NOUN
fcis-12008	129	19	is	be	AUX
fcis-12008	129	20	incentivized	incentivize	VERB
fcis-12008	129	21	to	to	PART
fcis-12008	129	22	prioritize	prioritize	VERB
fcis-12008	129	23	options	option	NOUN
fcis-12008	129	24	with	with	ADP
fcis-12008	129	25	fewer	few	ADJ
fcis-12008	129	26	queue	queue	NOUN
fcis-12008	129	27	sizes	size	NOUN
fcis-12008	129	28	and	and	CCONJ
fcis-12008	129	29	closer	close	ADJ
fcis-12008	129	30	distances	distance	NOUN
fcis-12008	129	31	when	when	SCONJ
fcis-12008	129	32	choosing	choose	VERB
fcis-12008	129	33	behavior	behavior	NOUN
fcis-12008	129	34	,	,	PUNCT
fcis-12008	129	35	thereby	thereby	ADV
fcis-12008	129	36	promoting	promote	VERB
fcis-12008	129	37	the	the	DET
fcis-12008	129	38	agent	agent	NOUN
fcis-12008	129	39	's	's	PART
fcis-12008	129	40	decisionmaking	decisionmaking	NOUN
fcis-12008	129	41	in	in	ADP
fcis-12008	129	42	the	the	DET
fcis-12008	129	43	airport	airport	NOUN
fcis-12008	129	44	terminal	terminal	PROPN
fcis-12008	129	45	environment	environment	NOUN
fcis-12008	129	46	to	to	PART
fcis-12008	129	47	be	be	AUX
fcis-12008	129	48	closer	close	ADJ
fcis-12008	129	49	to	to	ADP
fcis-12008	129	50	the	the	DET
fcis-12008	129	51	behavior	behavior	NOUN
fcis-12008	129	52	of	of	ADP
fcis-12008	129	53	real	real	ADJ
fcis-12008	129	54	-	-	PUNCT
fcis-12008	129	55	world	world	NOUN
fcis-12008	129	56	terminal	terminal	ADJ
fcis-12008	129	57	passengers	passenger	NOUN
fcis-12008	129	58	.	.	PUNCT
fcis-12008	130	1	therefore	therefore	ADV
fcis-12008	130	2	,	,	PUNCT
fcis-12008	130	3	the	the	DET
fcis-12008	130	4	reward	reward	NOUN
fcis-12008	130	5	function	function	NOUN
fcis-12008	130	6	for	for	ADP
fcis-12008	130	7	q	q	NOUN
fcis-12008	130	8	-	-	PUNCT
fcis-12008	130	9	learning	learning	NOUN
fcis-12008	130	10	is	be	AUX
fcis-12008	130	11	redefined	redefine	VERB
fcis-12008	130	12	,	,	PUNCT
fcis-12008	130	13	with	with	ADP
fcis-12008	130	14	different	different	ADJ
fcis-12008	130	15	rewards	reward	NOUN
fcis-12008	130	16	given	give	VERB
fcis-12008	130	17	according	accord	VERB
fcis-12008	130	18	to	to	ADP
fcis-12008	130	19	the	the	DET
fcis-12008	130	20	different	different	ADJ
fcis-12008	130	21	destinations	destination	NOUN
fcis-12008	130	22	of	of	ADP
fcis-12008	130	23	passengers	passenger	NOUN
fcis-12008	130	24	,	,	PUNCT
fcis-12008	130	25	consisting	consist	VERB
fcis-12008	130	26	of	of	ADP
fcis-12008	130	27	two	two	NUM
fcis-12008	130	28	parts	part	NOUN
fcis-12008	130	29	:	:	PUNCT
fcis-12008	130	30	external	external	ADJ
fcis-12008	130	31	rewards	reward	NOUN
fcis-12008	130	32	ext	ext	PROPN
fcis-12008	130	33	st	st	PROPN
fcis-12008	130	34	,	,	PUNCT
fcis-12008	130	35	at	at	ADP
fcis-12008	130	36	and	and	CCONJ
fcis-12008	130	37	internal	internal	ADJ
fcis-12008	130	38	rewards	reward	NOUN
fcis-12008	130	39	int	int	PROPN
fcis-12008	130	40	st	st	PROPN
fcis-12008	130	41	,	,	PUNCT
fcis-12008	130	42	at	at	ADP
fcis-12008	130	43	:	:	PUNCT
fcis-12008	130	44	,	,	PUNCT
fcis-12008	130	45	r	r	NOUN
fcis-12008	130	46	,	,	PUNCT
fcis-12008	130	47	r	r	NOUN
fcis-12008	130	48	,	,	PUNCT
fcis-12008	130	49	external	external	ADJ
fcis-12008	130	50	rewards	reward	NOUN
fcis-12008	130	51	ext	ext	PROPN
fcis-12008	130	52	st	st	PROPN
fcis-12008	130	53	,	,	PUNCT
fcis-12008	130	54	at	at	ADP
fcis-12008	130	55	are	be	AUX
fcis-12008	130	56	sparse	sparse	ADJ
fcis-12008	130	57	rewards	reward	NOUN
fcis-12008	130	58	that	that	PRON
fcis-12008	130	59	passengers	passenger	NOUN
fcis-12008	130	60	receive	receive	VERB
fcis-12008	130	61	when	when	SCONJ
fcis-12008	130	62	go	go	VERB
fcis-12008	130	63	to	to	ADP
fcis-12008	130	64	activity	activity	NOUN
fcis-12008	130	65	location	location	NOUN
fcis-12008	130	66	i.	i.	NOUN
fcis-12008	130	67	as	as	ADV
fcis-12008	130	68	long	long	ADV
fcis-12008	130	69	as	as	ADP
fcis-12008	130	70	115	115	NUM
fcis-12008	130	71	the	the	DET
fcis-12008	130	72	pedestrian	pedestrian	NOUN
fcis-12008	130	73	density	density	NOUN
fcis-12008	130	74	obj	obj	PROPN
fcis-12008	130	75	of	of	ADP
fcis-12008	130	76	the	the	DET
fcis-12008	130	77	activity	activity	NOUN
fcis-12008	130	78	location	location	NOUN
fcis-12008	130	79	i	i	PRON
fcis-12008	130	80	meets	meet	VERB
fcis-12008	130	81	the	the	DET
fcis-12008	130	82	given	give	VERB
fcis-12008	130	83	true	true	ADJ
fcis-12008	130	84	value	value	NOUN
fcis-12008	130	85	real	real	NOUN
fcis-12008	130	86	,	,	PUNCT
fcis-12008	130	87	it	it	PRON
fcis-12008	130	88	returns	return	VERB
fcis-12008	130	89	1	1	NUM
fcis-12008	130	90	.	.	PUNCT
fcis-12008	131	1	otherwise	otherwise	ADV
fcis-12008	131	2	,	,	PUNCT
fcis-12008	131	3	it	it	PRON
fcis-12008	131	4	returns	return	VERB
fcis-12008	131	5	0	0	NUM
fcis-12008	131	6	.	.	PUNCT
fcis-12008	132	1	ext	ext	PROPN
fcis-12008	132	2	st	st	PROPN
fcis-12008	132	3	,	,	PUNCT
fcis-12008	132	4	at	at	ADP
fcis-12008	132	5	1	1	NUM
fcis-12008	132	6	,	,	PUNCT
fcis-12008	132	7	if	if	SCONJ
fcis-12008	132	8	real	real	ADJ
fcis-12008	132	9	0	0	NUM
fcis-12008	132	10	,	,	PUNCT
fcis-12008	132	11	else	else	ADV
fcis-12008	132	12	intrinsic	intrinsic	ADJ
fcis-12008	132	13	rewards	reward	NOUN
fcis-12008	132	14	rint	rint	VERB
fcis-12008	132	15	s	s	PART
fcis-12008	132	16	,	,	PUNCT
fcis-12008	132	17	a	a	DET
fcis-12008	132	18	consists	consist	NOUN
fcis-12008	132	19	of	of	ADP
fcis-12008	132	20	two	two	NUM
fcis-12008	132	21	parts	part	NOUN
fcis-12008	132	22	:	:	PUNCT
fcis-12008	132	23	rint	rint	PROPN
fcis-12008	132	24	s	s	PROPN
fcis-12008	132	25	,	,	PUNCT
fcis-12008	132	26	a	a	DET
fcis-12008	132	27	r	r	NOUN
fcis-12008	132	28	s	s	NOUN
fcis-12008	132	29	,	,	PUNCT
fcis-12008	132	30	a	a	DET
fcis-12008	132	31	r	r	NOUN
fcis-12008	132	32	s	s	NOUN
fcis-12008	132	33	,	,	PUNCT
fcis-12008	132	34	a	a	PRON
fcis-12008	132	35	where	where	SCONJ
fcis-12008	132	36	r	r	NOUN
fcis-12008	132	37	s	s	PROPN
fcis-12008	132	38	,	,	PUNCT
fcis-12008	132	39	a	a	PRON
fcis-12008	132	40	is	be	AUX
fcis-12008	132	41	the	the	DET
fcis-12008	132	42	number	number	NOUN
fcis-12008	132	43	of	of	ADP
fcis-12008	132	44	people	people	NOUN
fcis-12008	132	45	in	in	ADP
fcis-12008	132	46	the	the	DET
fcis-12008	132	47	queue	queue	NOUN
fcis-12008	132	48	at	at	ADP
fcis-12008	132	49	activity	activity	NOUN
fcis-12008	132	50	location	location	NOUN
fcis-12008	132	51	i	i	PRON
fcis-12008	132	52	,	,	PUNCT
fcis-12008	132	53	and	and	CCONJ
fcis-12008	132	54	r	r	NOUN
fcis-12008	132	55	s	s	PROPN
fcis-12008	132	56	,	,	PUNCT
fcis-12008	132	57	a	a	PRON
fcis-12008	132	58	is	be	AUX
fcis-12008	132	59	the	the	DET
fcis-12008	132	60	distance	distance	NOUN
fcis-12008	132	61	passengers	passenger	NOUN
fcis-12008	132	62	to	to	PART
fcis-12008	132	63	go	go	VERB
fcis-12008	132	64	to	to	ADP
fcis-12008	132	65	activity	activity	NOUN
fcis-12008	132	66	location	location	NOUN
fcis-12008	132	67	i.	i.	NOUN
fcis-12008	132	68	4.4	4.4	NUM
fcis-12008	132	69	.	.	PUNCT
fcis-12008	133	1	gq	gq	PROPN
fcis-12008	133	2	-	-	PUNCT
fcis-12008	133	3	mfi	mfi	PROPN
fcis-12008	133	4	algorithm	algorithm	PROPN
fcis-12008	133	5	2	2	NUM
fcis-12008	133	6	.	.	PUNCT
fcis-12008	133	7	gq	gq	PROPN
fcis-12008	133	8	-	-	PUNCT
fcis-12008	133	9	mfi	mfi	PROPN
fcis-12008	133	10	input	input	NOUN
fcis-12008	133	11	:	:	PUNCT
fcis-12008	133	12	collection	collection	NOUN
fcis-12008	133	13	of	of	ADP
fcis-12008	133	14	agents	agent	NOUN
fcis-12008	133	15	,	,	PUNCT
fcis-12008	133	16	output	output	NOUN
fcis-12008	133	17	of	of	ADP
fcis-12008	133	18	algorithm	algorithm	NOUN
fcis-12008	133	19	1	1	NUM
fcis-12008	133	20	output	output	NOUN
fcis-12008	133	21	:	:	PUNCT
fcis-12008	133	22	collection	collection	NOUN
fcis-12008	133	23	of	of	ADP
fcis-12008	133	24	agents	agent	NOUN
fcis-12008	133	25	1	1	NUM
fcis-12008	133	26	load	load	VERB
fcis-12008	133	27	the	the	DET
fcis-12008	133	28	airport	airport	NOUN
fcis-12008	133	29	terminal	terminal	PROPN
fcis-12008	133	30	simulation	simulation	PROPN
fcis-12008	133	31	environment	environment	PROPN
fcis-12008	133	32	,	,	PUNCT
fcis-12008	133	33	initialize	initialize	VERB
fcis-12008	133	34	the	the	DET
fcis-12008	133	35	agent	agent	NOUN
fcis-12008	133	36	parameters	parameter	NOUN
fcis-12008	133	37	2	2	NUM
fcis-12008	133	38	set	set	VERB
fcis-12008	133	39	up	up	ADP
fcis-12008	133	40	and	and	CCONJ
fcis-12008	133	41	initialize	initialize	VERB
fcis-12008	133	42	a	a	DET
fcis-12008	133	43	shared	share	VERB
fcis-12008	133	44	q∗	q∗	NOUN
fcis-12008	133	45	table	table	NOUN
fcis-12008	133	46	for	for	ADP
fcis-12008	133	47	each	each	DET
fcis-12008	133	48	group	group	NOUN
fcis-12008	133	49	and	and	CCONJ
fcis-12008	133	50	initialize	initialize	VERB
fcis-12008	133	51	the	the	DET
fcis-12008	133	52	q	q	NOUN
fcis-12008	133	53	-	-	PUNCT
fcis-12008	133	54	value	value	NOUN
fcis-12008	133	55	for	for	ADP
fcis-12008	133	56	each	each	DET
fcis-12008	133	57	agent	agent	NOUN
fcis-12008	133	58	3	3	NUM
fcis-12008	133	59	run	run	VERB
fcis-12008	133	60	the	the	DET
fcis-12008	133	61	airport	airport	NOUN
fcis-12008	133	62	terminal	terminal	PROPN
fcis-12008	133	63	simulation	simulation	NOUN
fcis-12008	133	64	environment	environment	NOUN
fcis-12008	133	65	and	and	CCONJ
fcis-12008	133	66	obtain	obtain	VERB
fcis-12008	133	67	observations	observation	NOUN
fcis-12008	133	68	4	4	NUM
fcis-12008	133	69	learning	learning	NOUN
fcis-12008	133	70	process	process	NOUN
fcis-12008	133	71	of	of	ADP
fcis-12008	133	72	the	the	DET
fcis-12008	133	73	agent	agent	NOUN
fcis-12008	133	74	for	for	ADP
fcis-12008	133	75	agent	agent	NOUN
fcis-12008	134	1	i	i	PRON
fcis-12008	134	2	i	i	PRON
fcis-12008	134	3	n	n	VERB
fcis-12008	134	4	do	do	AUX
fcis-12008	134	5	state	state	NOUN
fcis-12008	134	6	←	←	PROPN
fcis-12008	134	7	computes	compute	VERB
fcis-12008	134	8	the	the	DET
fcis-12008	134	9	state	state	NOUN
fcis-12008	134	10	of	of	ADP
fcis-12008	134	11	the	the	DET
fcis-12008	134	12	agent	agent	NOUN
fcis-12008	134	13	actions	action	NOUN
fcis-12008	134	14	←	←	PROPN
fcis-12008	134	15	optional	optional	ADJ
fcis-12008	134	16	actions	action	NOUN
fcis-12008	134	17	of	of	ADP
fcis-12008	134	18	the	the	DET
fcis-12008	134	19	agent	agent	NOUN
fcis-12008	134	20	obtained	obtain	VERB
fcis-12008	134	21	based	base	VERB
fcis-12008	134	22	on	on	ADP
fcis-12008	134	23	the	the	DET
fcis-12008	134	24	state	state	NOUN
fcis-12008	134	25	←	←	PROPN
fcis-12008	134	26	get	get	VERB
fcis-12008	134	27	the	the	DET
fcis-12008	134	28	neighboring	neighbor	VERB
fcis-12008	134	29	agent	agent	NOUN
fcis-12008	134	30	of	of	ADP
fcis-12008	134	31	the	the	DET
fcis-12008	134	32	agent	agent	NOUN
fcis-12008	134	33	←	←	PROPN
fcis-12008	134	34	calculates	calculate	VERB
fcis-12008	134	35	the	the	DET
fcis-12008	134	36	average	average	ADJ
fcis-12008	134	37	action	action	NOUN
fcis-12008	134	38	of	of	ADP
fcis-12008	134	39	the	the	DET
fcis-12008	134	40	neighboring	neighboring	ADJ
fcis-12008	134	41	agent	agent	NOUN
fcis-12008	134	42	with	with	ADP
fcis-12008	134	43	probability	probability	NOUN
fcis-12008	134	44	ε	ε	NOUN
fcis-12008	134	45	:	:	PUNCT
fcis-12008	134	46	action	action	NOUN
fcis-12008	134	47	=	=	SYM
fcis-12008	134	48	random(actions	random(action	NOUN
fcis-12008	134	49	)	)	PUNCT
fcis-12008	134	50	else	else	ADV
fcis-12008	134	51	if	if	SCONJ
fcis-12008	134	52	agent	agent	NOUN
fcis-12008	134	53	i	i	PRON
fcis-12008	134	54	has	have	AUX
fcis-12008	134	55	updated	update	VERB
fcis-12008	134	56	∗	∗	NOUN
fcis-12008	134	57	:	:	PUNCT
fcis-12008	134	58	action	action	NOUN
fcis-12008	134	59	max	max	PROPN
fcis-12008	134	60	q∗	q∗	PROPN
fcis-12008	134	61	,	,	PUNCT
fcis-12008	134	62	else	else	ADV
fcis-12008	134	63	:	:	PUNCT
fcis-12008	134	64	action	action	NOUN
fcis-12008	134	65	max	max	PROPN
fcis-12008	134	66	q∗	q∗	PROPN
fcis-12008	134	67	,	,	PUNCT
fcis-12008	134	68	,	,	PUNCT
fcis-12008	134	69	select	select	ADJ
fcis-12008	134	70	actions	action	NOUN
fcis-12008	134	71	to	to	PART
fcis-12008	134	72	act	act	VERB
fcis-12008	134	73	on	on	ADP
fcis-12008	134	74	the	the	DET
fcis-12008	134	75	environment	environment	NOUN
fcis-12008	134	76	and	and	CCONJ
fcis-12008	134	77	collect	collect	VERB
fcis-12008	134	78	rewards	reward	NOUN
fcis-12008	134	79	feed	feed	VERB
fcis-12008	134	80	reward	reward	NOUN
fcis-12008	134	81	back	back	ADV
fcis-12008	134	82	to	to	ADP
fcis-12008	134	83	the	the	DET
fcis-12008	134	84	agent	agent	NOUN
fcis-12008	134	85	:	:	PUNCT
fcis-12008	134	86	r	r	NOUN
fcis-12008	134	87	,	,	PUNCT
fcis-12008	134	88	r	r	NOUN
fcis-12008	134	89	,	,	PUNCT
fcis-12008	134	90	update	update	VERB
fcis-12008	134	91	the	the	PRON
fcis-12008	134	92	and	and	CCONJ
fcis-12008	134	93	∗	∗	NOUN
fcis-12008	134	94	end	end	NOUN
fcis-12008	134	95	for	for	ADP
fcis-12008	134	96	5	5	NUM
fcis-12008	134	97	.	.	PUNCT
fcis-12008	134	98	experiment	experiment	NOUN
fcis-12008	134	99	and	and	CCONJ
fcis-12008	134	100	analysis	analysis	NOUN
fcis-12008	134	101	5.1	5.1	NUM
fcis-12008	134	102	.	.	PUNCT
fcis-12008	135	1	experimental	experimental	ADJ
fcis-12008	135	2	setup	setup	NOUN
fcis-12008	135	3	this	this	DET
fcis-12008	135	4	experiment	experiment	NOUN
fcis-12008	135	5	uses	use	VERB
fcis-12008	135	6	anylogic	anylogic	NOUN
fcis-12008	135	7	software	software	NOUN
fcis-12008	135	8	as	as	ADP
fcis-12008	135	9	the	the	DET
fcis-12008	135	10	terminal	terminal	ADJ
fcis-12008	135	11	simulation	simulation	NOUN
fcis-12008	135	12	platform	platform	NOUN
fcis-12008	135	13	to	to	PART
fcis-12008	135	14	achieve	achieve	VERB
fcis-12008	135	15	passenger	passenger	NOUN
fcis-12008	135	16	behavior	behavior	NOUN
fcis-12008	135	17	simulation	simulation	NOUN
fcis-12008	135	18	.	.	PUNCT
fcis-12008	136	1	anylogic	anylogic	PROPN
fcis-12008	136	2	is	be	AUX
fcis-12008	136	3	based	base	VERB
fcis-12008	136	4	on	on	ADP
fcis-12008	136	5	three	three	NUM
fcis-12008	136	6	main	main	ADJ
fcis-12008	136	7	modeling	modeling	NOUN
fcis-12008	136	8	methods	method	NOUN
fcis-12008	136	9	:	:	PUNCT
fcis-12008	136	10	discrete	discrete	ADJ
fcis-12008	136	11	event	event	NOUN
fcis-12008	136	12	,	,	PUNCT
fcis-12008	136	13	agent	agent	NOUN
fcis-12008	136	14	based	base	VERB
fcis-12008	136	15	,	,	PUNCT
fcis-12008	136	16	and	and	CCONJ
fcis-12008	136	17	system	system	NOUN
fcis-12008	136	18	dynamics	dynamic	NOUN
fcis-12008	136	19	,	,	PUNCT
fcis-12008	136	20	and	and	CCONJ
fcis-12008	136	21	can	can	AUX
fcis-12008	136	22	provide	provide	VERB
fcis-12008	136	23	modeling	modeling	NOUN
fcis-12008	136	24	of	of	ADP
fcis-12008	136	25	the	the	DET
fcis-12008	136	26	internal	internal	ADJ
fcis-12008	136	27	layout	layout	NOUN
fcis-12008	136	28	of	of	ADP
fcis-12008	136	29	the	the	DET
fcis-12008	136	30	terminal	terminal	ADJ
fcis-12008	136	31	and	and	CCONJ
fcis-12008	136	32	passenger	passenger	NOUN
fcis-12008	136	33	boarding	boarding	NOUN
fcis-12008	136	34	process	process	NOUN
fcis-12008	136	35	required	require	VERB
fcis-12008	136	36	for	for	ADP
fcis-12008	136	37	experiments	experiment	NOUN
fcis-12008	136	38	.	.	PUNCT
fcis-12008	137	1	in	in	ADP
fcis-12008	137	2	order	order	NOUN
fcis-12008	137	3	to	to	PART
fcis-12008	137	4	ensure	ensure	VERB
fcis-12008	137	5	the	the	DET
fcis-12008	137	6	authenticity	authenticity	NOUN
fcis-12008	137	7	of	of	ADP
fcis-12008	137	8	the	the	DET
fcis-12008	137	9	experiment	experiment	NOUN
fcis-12008	137	10	,	,	PUNCT
fcis-12008	137	11	the	the	DET
fcis-12008	137	12	layout	layout	NOUN
fcis-12008	137	13	of	of	ADP
fcis-12008	137	14	the	the	DET
fcis-12008	137	15	t2	t2	PROPN
fcis-12008	137	16	terminal	terminal	NOUN
fcis-12008	137	17	of	of	ADP
fcis-12008	137	18	chengdu	chengdu	PROPN
fcis-12008	137	19	shuangliu	shuangliu	PROPN
fcis-12008	137	20	airport	airport	PROPN
fcis-12008	137	21	and	and	CCONJ
fcis-12008	137	22	the	the	DET
fcis-12008	137	23	flight	flight	NOUN
fcis-12008	137	24	information	information	NOUN
fcis-12008	137	25	of	of	ADP
fcis-12008	137	26	a	a	DET
fcis-12008	137	27	day	day	NOUN
fcis-12008	137	28	from	from	ADP
fcis-12008	137	29	6:00	6:00	NUM
fcis-12008	137	30	to	to	ADP
fcis-12008	137	31	12:00	12:00	NUM
fcis-12008	137	32	,	,	PUNCT
fcis-12008	137	33	a	a	DET
fcis-12008	137	34	total	total	NOUN
fcis-12008	137	35	of	of	ADP
fcis-12008	137	36	6	6	NUM
fcis-12008	137	37	hours	hour	NOUN
fcis-12008	137	38	,	,	PUNCT
fcis-12008	137	39	and	and	CCONJ
fcis-12008	137	40	the	the	DET
fcis-12008	137	41	data	datum	NOUN
fcis-12008	137	42	on	on	ADP
fcis-12008	137	43	the	the	DET
fcis-12008	137	44	density	density	NOUN
fcis-12008	137	45	of	of	ADP
fcis-12008	137	46	people	people	NOUN
fcis-12008	137	47	in	in	ADP
fcis-12008	137	48	each	each	DET
fcis-12008	137	49	area	area	NOUN
fcis-12008	137	50	of	of	ADP
fcis-12008	137	51	the	the	DET
fcis-12008	137	52	terminal	terminal	NOUN
fcis-12008	137	53	were	be	AUX
fcis-12008	137	54	used	use	VERB
fcis-12008	137	55	to	to	PART
fcis-12008	137	56	carry	carry	VERB
fcis-12008	137	57	out	out	ADP
fcis-12008	137	58	simulation	simulation	NOUN
fcis-12008	137	59	in	in	ADP
fcis-12008	137	60	the	the	DET
fcis-12008	137	61	anylogic	anylogic	NOUN
fcis-12008	137	62	software	software	NOUN
fcis-12008	137	63	.	.	PUNCT
fcis-12008	138	1	1	1	X
fcis-12008	138	2	)	)	PUNCT
fcis-12008	138	3	environmental	environmental	ADJ
fcis-12008	138	4	data	datum	NOUN
fcis-12008	138	5	settings	setting	NOUN
fcis-12008	138	6	.	.	PUNCT
fcis-12008	139	1	the	the	DET
fcis-12008	139	2	environmental	environmental	ADJ
fcis-12008	139	3	data	datum	NOUN
fcis-12008	139	4	mainly	mainly	ADV
fcis-12008	139	5	includes	include	VERB
fcis-12008	139	6	the	the	DET
fcis-12008	139	7	layout	layout	ADJ
fcis-12008	139	8	information	information	NOUN
fcis-12008	139	9	of	of	ADP
fcis-12008	139	10	the	the	DET
fcis-12008	139	11	terminal	terminal	NOUN
fcis-12008	139	12	,	,	PUNCT
fcis-12008	139	13	the	the	DET
fcis-12008	139	14	number	number	NOUN
fcis-12008	139	15	and	and	CCONJ
fcis-12008	139	16	service	service	NOUN
fcis-12008	139	17	duration	duration	NOUN
fcis-12008	139	18	of	of	ADP
fcis-12008	139	19	each	each	DET
fcis-12008	139	20	service	service	NOUN
fcis-12008	139	21	facility	facility	NOUN
fcis-12008	139	22	,	,	PUNCT
fcis-12008	139	23	the	the	DET
fcis-12008	139	24	corresponding	corresponding	ADJ
fcis-12008	139	25	airline	airline	NOUN
fcis-12008	139	26	type	type	NOUN
fcis-12008	139	27	data	datum	NOUN
fcis-12008	139	28	of	of	ADP
fcis-12008	139	29	manual	manual	ADJ
fcis-12008	139	30	check	check	NOUN
fcis-12008	139	31	-	-	PUNCT
fcis-12008	139	32	in	in	ADP
fcis-12008	139	33	windows	window	NOUN
fcis-12008	139	34	and	and	CCONJ
fcis-12008	139	35	boarding	boarding	NOUN
fcis-12008	139	36	gates	gate	NOUN
fcis-12008	139	37	,	,	PUNCT
fcis-12008	139	38	and	and	CCONJ
fcis-12008	139	39	the	the	DET
fcis-12008	139	40	opening	open	VERB
fcis-12008	139	41	hours	hour	NOUN
fcis-12008	139	42	of	of	ADP
fcis-12008	139	43	security	security	NOUN
fcis-12008	139	44	checks	check	NOUN
fcis-12008	139	45	.	.	PUNCT
fcis-12008	140	1	these	these	DET
fcis-12008	140	2	data	datum	NOUN
fcis-12008	140	3	were	be	AUX
fcis-12008	140	4	collated	collate	VERB
fcis-12008	140	5	from	from	ADP
fcis-12008	140	6	historical	historical	ADJ
fcis-12008	140	7	data	datum	NOUN
fcis-12008	140	8	information	information	NOUN
fcis-12008	140	9	provided	provide	VERB
fcis-12008	140	10	by	by	ADP
fcis-12008	140	11	the	the	DET
fcis-12008	140	12	airport	airport	NOUN
fcis-12008	140	13	terminal	terminal	NOUN
fcis-12008	140	14	.	.	PUNCT
fcis-12008	141	1	2	2	X
fcis-12008	141	2	)	)	PUNCT
fcis-12008	141	3	passenger	passenger	NOUN
fcis-12008	141	4	data	datum	NOUN
fcis-12008	141	5	settings	setting	NOUN
fcis-12008	141	6	.	.	PUNCT
fcis-12008	142	1	130	130	NUM
fcis-12008	142	2	flight	flight	NOUN
fcis-12008	142	3	information	information	NOUN
fcis-12008	142	4	totaling	total	VERB
fcis-12008	142	5	25051	25051	NUM
fcis-12008	142	6	passengers	passenger	NOUN
fcis-12008	142	7	were	be	AUX
fcis-12008	142	8	obtained	obtain	VERB
fcis-12008	142	9	from	from	ADP
fcis-12008	142	10	the	the	DET
fcis-12008	142	11	flight	flight	NOUN
fcis-12008	142	12	information	information	NOUN
fcis-12008	142	13	provided	provide	VERB
fcis-12008	142	14	by	by	ADP
fcis-12008	142	15	the	the	DET
fcis-12008	142	16	airport	airport	NOUN
fcis-12008	142	17	,	,	PUNCT
fcis-12008	142	18	and	and	CCONJ
fcis-12008	142	19	then	then	ADV
fcis-12008	142	20	a	a	DET
fcis-12008	142	21	passenger	passenger	NOUN
fcis-12008	142	22	aggregation	aggregation	NOUN
fcis-12008	142	23	model	model	NOUN
fcis-12008	142	24	dominated	dominate	VERB
fcis-12008	142	25	by	by	ADP
fcis-12008	142	26	flight	flight	NOUN
fcis-12008	142	27	information	information	NOUN
fcis-12008	142	28	was	be	AUX
fcis-12008	142	29	established	establish	VERB
fcis-12008	142	30	using	use	VERB
fcis-12008	142	31	the	the	DET
fcis-12008	142	32	logarithmic	logarithmic	ADJ
fcis-12008	142	33	normal	normal	ADJ
fcis-12008	142	34	distribution	distribution	NOUN
fcis-12008	142	35	and	and	CCONJ
fcis-12008	142	36	regression	regression	NOUN
fcis-12008	142	37	analysis	analysis	NOUN
fcis-12008	142	38	proposed	propose	VERB
fcis-12008	142	39	by	by	ADP
fcis-12008	142	40	zhiwei	zhiwei	PROPN
fcis-12008	142	41	xing	xing	PROPN
fcis-12008	142	42	et	et	PROPN
fcis-12008	142	43	al	al	PROPN
fcis-12008	142	44	.	.	PUNCT
fcis-12008	143	1	[	[	X
fcis-12008	143	2	16	16	NUM
fcis-12008	143	3	]	]	PUNCT
fcis-12008	143	4	to	to	PART
fcis-12008	143	5	generate	generate	VERB
fcis-12008	143	6	passengers	passenger	NOUN
fcis-12008	143	7	.	.	PUNCT
fcis-12008	144	1	the	the	DET
fcis-12008	144	2	2d	2d	PROPN
fcis-12008	144	3	simulation	simulation	NOUN
fcis-12008	144	4	effect	effect	NOUN
fcis-12008	144	5	of	of	ADP
fcis-12008	144	6	anylogic	anylogic	NOUN
fcis-12008	144	7	is	be	AUX
fcis-12008	144	8	shown	show	VERB
fcis-12008	144	9	in	in	ADP
fcis-12008	144	10	figure	figure	NOUN
fcis-12008	144	11	4	4	NUM
fcis-12008	144	12	.	.	PUNCT
fcis-12008	145	1	among	among	ADP
fcis-12008	145	2	them	they	PRON
fcis-12008	145	3	,	,	PUNCT
fcis-12008	145	4	the	the	DET
fcis-12008	145	5	red	red	ADJ
fcis-12008	145	6	area	area	NOUN
fcis-12008	145	7	represents	represent	VERB
fcis-12008	145	8	the	the	DET
fcis-12008	145	9	passenger	passenger	NOUN
fcis-12008	145	10	rest	rest	NOUN
fcis-12008	145	11	area	area	NOUN
fcis-12008	145	12	,	,	PUNCT
fcis-12008	145	13	the	the	DET
fcis-12008	145	14	blue	blue	ADJ
fcis-12008	145	15	area	area	NOUN
fcis-12008	145	16	represents	represent	VERB
fcis-12008	145	17	the	the	DET
fcis-12008	145	18	bathroom	bathroom	NOUN
fcis-12008	145	19	,	,	PUNCT
fcis-12008	145	20	and	and	CCONJ
fcis-12008	145	21	the	the	DET
fcis-12008	145	22	green	green	ADJ
fcis-12008	145	23	area	area	NOUN
fcis-12008	145	24	represents	represent	VERB
fcis-12008	145	25	various	various	ADJ
fcis-12008	145	26	service	service	NOUN
fcis-12008	145	27	areas	area	NOUN
fcis-12008	145	28	,	,	PUNCT
fcis-12008	145	29	including	include	VERB
fcis-12008	145	30	catering	catering	NOUN
fcis-12008	145	31	and	and	CCONJ
fcis-12008	145	32	retail	retail	ADJ
fcis-12008	145	33	areas	area	NOUN
fcis-12008	145	34	.	.	PUNCT
fcis-12008	146	1	there	there	PRON
fcis-12008	146	2	are	be	VERB
fcis-12008	146	3	a	a	DET
fcis-12008	146	4	total	total	NOUN
fcis-12008	146	5	of	of	ADP
fcis-12008	146	6	70	70	NUM
fcis-12008	146	7	service	service	NOUN
fcis-12008	146	8	facilities	facility	NOUN
fcis-12008	146	9	,	,	PUNCT
fcis-12008	146	10	60	60	NUM
fcis-12008	146	11	check	check	NOUN
fcis-12008	146	12	-	-	PUNCT
fcis-12008	146	13	in	in	ADP
fcis-12008	146	14	counters	counter	NOUN
fcis-12008	146	15	,	,	PUNCT
fcis-12008	146	16	24	24	NUM
fcis-12008	146	17	regular	regular	ADJ
fcis-12008	146	18	security	security	NOUN
fcis-12008	146	19	checkpoints	checkpoint	NOUN
fcis-12008	146	20	,	,	PUNCT
fcis-12008	146	21	and	and	CCONJ
fcis-12008	146	22	4	4	NUM
fcis-12008	146	23	vip	vip	NOUN
fcis-12008	146	24	security	security	NOUN
fcis-12008	146	25	checkpoints	checkpoint	NOUN
fcis-12008	146	26	inside	inside	ADP
fcis-12008	146	27	the	the	DET
fcis-12008	146	28	terminal	terminal	NOUN
fcis-12008	146	29	.	.	PUNCT
fcis-12008	147	1	the	the	DET
fcis-12008	147	2	modeling	modeling	NOUN
fcis-12008	147	3	of	of	ADP
fcis-12008	147	4	the	the	DET
fcis-12008	147	5	passenger	passenger	NOUN
fcis-12008	147	6	boarding	boarding	NOUN
fcis-12008	147	7	process	process	NOUN
fcis-12008	147	8	is	be	AUX
fcis-12008	147	9	shown	show	VERB
fcis-12008	147	10	in	in	ADP
fcis-12008	147	11	figure	figure	NOUN
fcis-12008	147	12	5	5	NUM
fcis-12008	147	13	.	.	PUNCT
fcis-12008	148	1	passengers	passenger	NOUN
fcis-12008	148	2	are	be	AUX
fcis-12008	148	3	generated	generate	VERB
fcis-12008	148	4	at	at	ADP
fcis-12008	148	5	the	the	DET
fcis-12008	148	6	portal	portal	NOUN
fcis-12008	148	7	on	on	ADP
fcis-12008	148	8	a	a	DET
fcis-12008	148	9	regular	regular	ADJ
fcis-12008	148	10	basis	basis	NOUN
fcis-12008	148	11	based	base	VERB
fcis-12008	148	12	on	on	ADP
fcis-12008	148	13	flight	flight	NOUN
fcis-12008	148	14	information	information	NOUN
fcis-12008	148	15	through	through	ADP
fcis-12008	148	16	the	the	DET
fcis-12008	148	17	passenger	passenger	NOUN
fcis-12008	148	18	arrival	arrival	NOUN
fcis-12008	148	19	component	component	NOUN
fcis-12008	148	20	.	.	PUNCT
fcis-12008	149	1	after	after	ADP
fcis-12008	149	2	completing	complete	VERB
fcis-12008	149	3	a	a	DET
fcis-12008	149	4	series	series	NOUN
fcis-12008	149	5	of	of	ADP
fcis-12008	149	6	activities	activity	NOUN
fcis-12008	149	7	such	such	ADJ
fcis-12008	149	8	as	as	ADP
fcis-12008	149	9	check	check	NOUN
fcis-12008	149	10	-	-	PUNCT
fcis-12008	149	11	in	in	ADP
fcis-12008	149	12	and	and	CCONJ
fcis-12008	149	13	security	security	NOUN
fcis-12008	149	14	checks	check	NOUN
fcis-12008	149	15	,	,	PUNCT
fcis-12008	149	16	it	it	PRON
fcis-12008	149	17	ultimately	ultimately	ADV
fcis-12008	149	18	leaves	leave	VERB
fcis-12008	149	19	the	the	DET
fcis-12008	149	20	airport	airport	NOUN
fcis-12008	149	21	through	through	ADP
fcis-12008	149	22	the	the	DET
fcis-12008	149	23	boarding	boarding	NOUN
fcis-12008	149	24	gate	gate	NOUN
fcis-12008	149	25	.	.	PUNCT
fcis-12008	150	1	fig	fig	NOUN
fcis-12008	150	2	4	4	NUM
fcis-12008	150	3	.	.	PUNCT
fcis-12008	150	4	2d	2d	NUM
fcis-12008	150	5	rendering	rendering	NOUN
fcis-12008	150	6	of	of	ADP
fcis-12008	150	7	anylogic	anylogic	PROPN
fcis-12008	150	8	simulation	simulation	NOUN
fcis-12008	150	9	fig	fig	NOUN
fcis-12008	150	10	5	5	NUM
fcis-12008	150	11	.	.	PUNCT
fcis-12008	150	12	passenger	passenger	NOUN
fcis-12008	150	13	boarding	boarding	NOUN
fcis-12008	150	14	flow	flow	NOUN
fcis-12008	150	15	chart	chart	NOUN
fcis-12008	150	16	in	in	ADP
fcis-12008	150	17	this	this	DET
fcis-12008	150	18	paper	paper	NOUN
fcis-12008	150	19	,	,	PUNCT
fcis-12008	150	20	five	five	NUM
fcis-12008	150	21	groups	group	NOUN
fcis-12008	150	22	of	of	ADP
fcis-12008	150	23	experimental	experimental	ADJ
fcis-12008	150	24	environments	environment	NOUN
fcis-12008	150	25	are	be	AUX
fcis-12008	150	26	set	set	VERB
fcis-12008	150	27	up	up	ADP
fcis-12008	150	28	,	,	PUNCT
fcis-12008	150	29	in	in	ADP
fcis-12008	150	30	which	which	PRON
fcis-12008	150	31	the	the	DET
fcis-12008	150	32	first	first	ADJ
fcis-12008	150	33	group	group	NOUN
fcis-12008	150	34	is	be	AUX
fcis-12008	150	35	the	the	DET
fcis-12008	150	36	gq	gq	PROPN
fcis-12008	150	37	-	-	PUNCT
fcis-12008	150	38	mfi	mfi	PROPN
fcis-12008	150	39	algorithm	algorithm	NOUN
fcis-12008	150	40	and	and	CCONJ
fcis-12008	150	41	the	the	DET
fcis-12008	150	42	other	other	ADJ
fcis-12008	150	43	four	four	NUM
fcis-12008	150	44	groups	group	NOUN
fcis-12008	150	45	are	be	AUX
fcis-12008	150	46	the	the	DET
fcis-12008	150	47	comparison	comparison	NOUN
fcis-12008	150	48	groups	group	NOUN
fcis-12008	150	49	,	,	PUNCT
fcis-12008	150	50	and	and	CCONJ
fcis-12008	150	51	the	the	DET
fcis-12008	150	52	detailed	detailed	ADJ
fcis-12008	150	53	settings	setting	NOUN
fcis-12008	150	54	of	of	ADP
fcis-12008	150	55	each	each	DET
fcis-12008	150	56	group	group	NOUN
fcis-12008	150	57	are	be	AUX
fcis-12008	150	58	shown	show	VERB
fcis-12008	150	59	in	in	ADP
fcis-12008	150	60	the	the	DET
fcis-12008	150	61	following	follow	VERB
fcis-12008	150	62	table	table	NOUN
fcis-12008	150	63	1	1	NUM
fcis-12008	150	64	:	:	SYM
fcis-12008	150	65	116	116	NUM
fcis-12008	150	66	table	table	NOUN
fcis-12008	150	67	1	1	NUM
fcis-12008	150	68	.	.	PUNCT
fcis-12008	151	1	the	the	DET
fcis-12008	151	2	detailed	detailed	ADJ
fcis-12008	151	3	settings	setting	NOUN
fcis-12008	151	4	of	of	ADP
fcis-12008	151	5	each	each	DET
fcis-12008	151	6	group	group	NOUN
fcis-12008	151	7	algorithm	algorithm	NOUN
fcis-12008	151	8	type	type	NOUN
fcis-12008	151	9	reward	reward	NOUN
fcis-12008	151	10	type	type	NOUN
fcis-12008	151	11	acronyms	acronym	NOUN
fcis-12008	151	12	gq	gq	PROPN
fcis-12008	151	13	-	-	PUNCT
fcis-12008	151	14	mfi	mfi	PROPN
fcis-12008	151	15	r	r	NOUN
fcis-12008	151	16	r	r	NOUN
fcis-12008	151	17	gq	gq	PROPN
fcis-12008	151	18	-	-	PUNCT
fcis-12008	151	19	mfi	mfi	PROPN
fcis-12008	151	20	q	q	NOUN
fcis-12008	151	21	-	-	PUNCT
fcis-12008	151	22	learning	learn	VERB
fcis-12008	151	23	r	r	NOUN
fcis-12008	151	24	r	r	NOUN
fcis-12008	151	25	q	q	NOUN
fcis-12008	151	26	-	-	PUNCT
fcis-12008	151	27	learning	learn	VERB
fcis-12008	151	28	q	q	NOUN
fcis-12008	151	29	-	-	PUNCT
fcis-12008	151	30	learning	learning	ADJ
fcis-12008	151	31	using	use	VERB
fcis-12008	151	32	the	the	DET
fcis-12008	151	33	group	group	NOUN
fcis-12008	151	34	shared	share	VERB
fcis-12008	151	35	q	q	ADJ
fcis-12008	151	36	-	-	PUNCT
fcis-12008	151	37	table	table	NOUN
fcis-12008	151	38	policy	policy	NOUN
fcis-12008	151	39	r	r	NOUN
fcis-12008	151	40	r	r	NOUN
fcis-12008	151	41	gq	gq	NOUN
fcis-12008	151	42	-	-	PUNCT
fcis-12008	151	43	learning	learn	VERB
fcis-12008	151	44	mean	mean	ADJ
fcis-12008	151	45	-	-	PUNCT
fcis-12008	151	46	field	field	NOUN
fcis-12008	151	47	q	q	NOUN
fcis-12008	151	48	-	-	PUNCT
fcis-12008	151	49	learning	learn	VERB
fcis-12008	151	50	r	r	NOUN
fcis-12008	151	51	r	r	NOUN
fcis-12008	151	52	mfq	mfq	NOUN
fcis-12008	151	53	mean	mean	ADJ
fcis-12008	151	54	-	-	PUNCT
fcis-12008	151	55	field	field	NOUN
fcis-12008	151	56	q	q	NOUN
fcis-12008	151	57	-	-	PUNCT
fcis-12008	151	58	learning	learning	ADJ
fcis-12008	151	59	using	use	VERB
fcis-12008	151	60	the	the	DET
fcis-12008	151	61	group	group	NOUN
fcis-12008	151	62	shared	share	VERB
fcis-12008	151	63	q	q	ADJ
fcis-12008	151	64	-	-	PUNCT
fcis-12008	151	65	table	table	NOUN
fcis-12008	151	66	policy	policy	NOUN
fcis-12008	151	67	r	r	NOUN
fcis-12008	151	68	gq	gq	NOUN
fcis-12008	151	69	-	-	PUNCT
fcis-12008	151	70	mf	mf	NOUN
fcis-12008	151	71	5.2	5.2	NUM
fcis-12008	151	72	.	.	PUNCT
fcis-12008	152	1	result	result	VERB
fcis-12008	152	2	5.2.1	5.2.1	NUM
fcis-12008	152	3	.	.	PUNCT
fcis-12008	152	4	accuracy	accuracy	NOUN
fcis-12008	152	5	of	of	ADP
fcis-12008	152	6	pedestrian	pedestrian	NOUN
fcis-12008	152	7	flow	flow	NOUN
fcis-12008	152	8	density	density	NOUN
fcis-12008	152	9	crowd	crowd	NOUN
fcis-12008	152	10	density	density	NOUN
fcis-12008	152	11	accuracy	accuracy	NOUN
fcis-12008	152	12	is	be	AUX
fcis-12008	152	13	used	use	VERB
fcis-12008	152	14	as	as	ADP
fcis-12008	152	15	an	an	DET
fcis-12008	152	16	evaluation	evaluation	NOUN
fcis-12008	152	17	metric	metric	NOUN
fcis-12008	152	18	,	,	PUNCT
fcis-12008	152	19	defined	define	VERB
fcis-12008	152	20	as	as	ADP
fcis-12008	152	21	the	the	DET
fcis-12008	152	22	ratio	ratio	NOUN
fcis-12008	152	23	of	of	ADP
fcis-12008	152	24	the	the	DET
fcis-12008	152	25	number	number	NOUN
fcis-12008	152	26	of	of	ADP
fcis-12008	152	27	zones	zone	NOUN
fcis-12008	152	28	f	f	PROPN
fcis-12008	152	29	in	in	ADP
fcis-12008	152	30	which	which	PRON
fcis-12008	152	31	the	the	DET
fcis-12008	152	32	prediction	prediction	NOUN
fcis-12008	152	33	of	of	ADP
fcis-12008	152	34	crowd	crowd	NOUN
fcis-12008	152	35	density	density	NOUN
fcis-12008	152	36	at	at	ADP
fcis-12008	152	37	a	a	DET
fcis-12008	152	38	certain	certain	ADJ
fcis-12008	152	39	time	time	NOUN
fcis-12008	152	40	period	period	NOUN
fcis-12008	152	41	in	in	ADP
fcis-12008	152	42	each	each	DET
fcis-12008	152	43	round	round	NOUN
fcis-12008	152	44	of	of	ADP
fcis-12008	152	45	training	training	NOUN
fcis-12008	152	46	matches	match	VERB
fcis-12008	152	47	the	the	DET
fcis-12008	152	48	true	true	ADJ
fcis-12008	152	49	situation	situation	NOUN
fcis-12008	152	50	to	to	ADP
fcis-12008	152	51	the	the	DET
fcis-12008	152	52	total	total	ADJ
fcis-12008	152	53	number	number	NOUN
fcis-12008	152	54	of	of	ADP
fcis-12008	152	55	zones	zone	NOUN
fcis-12008	152	56	f.	f.	PROPN
fcis-12008	152	57	apfd	apfd	PROPN
fcis-12008	153	1	f	f	PROPN
fcis-12008	153	2	f	f	PROPN
fcis-12008	153	3	where	where	SCONJ
fcis-12008	153	4	apfd	apfd	PROPN
fcis-12008	153	5	denotes	denote	VERB
fcis-12008	153	6	the	the	DET
fcis-12008	153	7	accuracy	accuracy	NOUN
fcis-12008	153	8	of	of	ADP
fcis-12008	153	9	pedestrian	pedestrian	NOUN
fcis-12008	153	10	flow	flow	NOUN
fcis-12008	153	11	density	density	NOUN
fcis-12008	153	12	and	and	CCONJ
fcis-12008	153	13	takes	take	VERB
fcis-12008	153	14	a	a	DET
fcis-12008	153	15	value	value	NOUN
fcis-12008	153	16	ranging	range	VERB
fcis-12008	153	17	from	from	ADP
fcis-12008	153	18	0	0	NUM
fcis-12008	153	19	to	to	ADP
fcis-12008	153	20	1	1	NUM
fcis-12008	153	21	,	,	PUNCT
fcis-12008	153	22	with	with	ADP
fcis-12008	153	23	closer	close	ADJ
fcis-12008	153	24	to	to	PART
fcis-12008	153	25	1	1	NUM
fcis-12008	153	26	indicating	indicate	VERB
fcis-12008	153	27	closer	close	ADV
fcis-12008	153	28	to	to	ADP
fcis-12008	153	29	the	the	DET
fcis-12008	153	30	real	real	ADJ
fcis-12008	153	31	situation	situation	NOUN
fcis-12008	153	32	.	.	PUNCT
fcis-12008	154	1	the	the	DET
fcis-12008	154	2	experimental	experimental	ADJ
fcis-12008	154	3	results	result	NOUN
fcis-12008	154	4	of	of	ADP
fcis-12008	154	5	comparing	compare	VERB
fcis-12008	154	6	the	the	DET
fcis-12008	154	7	accuracy	accuracy	NOUN
fcis-12008	154	8	of	of	ADP
fcis-12008	154	9	pedestrian	pedestrian	NOUN
fcis-12008	154	10	flow	flow	NOUN
fcis-12008	154	11	density	density	NOUN
fcis-12008	154	12	are	be	AUX
fcis-12008	154	13	shown	show	VERB
fcis-12008	154	14	in	in	ADP
fcis-12008	154	15	figure	figure	NOUN
fcis-12008	154	16	6	6	NUM
fcis-12008	154	17	.	.	PUNCT
fcis-12008	155	1	it	it	PRON
fcis-12008	155	2	can	can	AUX
fcis-12008	155	3	be	be	AUX
fcis-12008	155	4	seen	see	VERB
fcis-12008	155	5	that	that	SCONJ
fcis-12008	155	6	in	in	ADP
fcis-12008	155	7	the	the	DET
fcis-12008	155	8	initial	initial	ADJ
fcis-12008	155	9	stage	stage	NOUN
fcis-12008	155	10	of	of	ADP
fcis-12008	155	11	training	training	NOUN
fcis-12008	155	12	,	,	PUNCT
fcis-12008	155	13	the	the	DET
fcis-12008	155	14	accuracy	accuracy	NOUN
fcis-12008	155	15	rates	rate	NOUN
fcis-12008	155	16	of	of	ADP
fcis-12008	155	17	the	the	DET
fcis-12008	155	18	five	five	NUM
fcis-12008	155	19	are	be	AUX
fcis-12008	155	20	not	not	PART
fcis-12008	155	21	very	very	ADV
fcis-12008	155	22	different	different	ADJ
fcis-12008	155	23	.	.	PUNCT
fcis-12008	156	1	with	with	ADP
fcis-12008	156	2	the	the	DET
fcis-12008	156	3	increase	increase	NOUN
fcis-12008	156	4	of	of	ADP
fcis-12008	156	5	learning	learn	VERB
fcis-12008	156	6	cycles	cycle	NOUN
fcis-12008	156	7	,	,	PUNCT
fcis-12008	156	8	obvious	obvious	ADJ
fcis-12008	156	9	differences	difference	NOUN
fcis-12008	156	10	begin	begin	VERB
fcis-12008	156	11	to	to	PART
fcis-12008	156	12	appear	appear	VERB
fcis-12008	156	13	.	.	PUNCT
fcis-12008	157	1	q	q	X
fcis-12008	157	2	-	-	PUNCT
fcis-12008	157	3	learning	learning	NOUN
fcis-12008	157	4	has	have	VERB
fcis-12008	157	5	a	a	DET
fcis-12008	157	6	relatively	relatively	ADV
fcis-12008	157	7	low	low	ADJ
fcis-12008	157	8	accuracy	accuracy	NOUN
fcis-12008	157	9	rate	rate	NOUN
fcis-12008	157	10	,	,	PUNCT
fcis-12008	157	11	its	its	PRON
fcis-12008	157	12	learning	learning	NOUN
fcis-12008	157	13	effect	effect	NOUN
fcis-12008	157	14	is	be	AUX
fcis-12008	157	15	poor	poor	ADJ
fcis-12008	157	16	,	,	PUNCT
fcis-12008	157	17	and	and	CCONJ
fcis-12008	157	18	there	there	PRON
fcis-12008	157	19	is	be	VERB
fcis-12008	157	20	no	no	DET
fcis-12008	157	21	obvious	obvious	ADJ
fcis-12008	157	22	improvement	improvement	NOUN
fcis-12008	157	23	with	with	ADP
fcis-12008	157	24	the	the	DET
fcis-12008	157	25	increase	increase	NOUN
fcis-12008	157	26	of	of	ADP
fcis-12008	157	27	learning	learn	VERB
fcis-12008	157	28	cycles	cycle	NOUN
fcis-12008	157	29	.	.	PUNCT
fcis-12008	158	1	gq	gq	PROPN
fcis-12008	158	2	-	-	PUNCT
fcis-12008	158	3	learning	learning	NOUN
fcis-12008	158	4	,	,	PUNCT
fcis-12008	158	5	on	on	ADP
fcis-12008	158	6	the	the	DET
fcis-12008	158	7	other	other	ADJ
fcis-12008	158	8	hand	hand	NOUN
fcis-12008	158	9	,	,	PUNCT
fcis-12008	158	10	has	have	VERB
fcis-12008	158	11	an	an	DET
fcis-12008	158	12	increasing	increase	VERB
fcis-12008	158	13	accuracy	accuracy	NOUN
fcis-12008	158	14	rate	rate	NOUN
fcis-12008	158	15	with	with	ADP
fcis-12008	158	16	the	the	DET
fcis-12008	158	17	increase	increase	NOUN
fcis-12008	158	18	of	of	ADP
fcis-12008	158	19	learning	learn	VERB
fcis-12008	158	20	cycles	cycle	NOUN
fcis-12008	158	21	,	,	PUNCT
fcis-12008	158	22	which	which	PRON
fcis-12008	158	23	indicates	indicate	VERB
fcis-12008	158	24	that	that	SCONJ
fcis-12008	158	25	in	in	ADP
fcis-12008	158	26	the	the	DET
fcis-12008	158	27	policy	policy	NOUN
fcis-12008	158	28	of	of	ADP
fcis-12008	158	29	group	group	NOUN
fcis-12008	158	30	shared	share	VERB
fcis-12008	158	31	q	q	ADJ
fcis-12008	158	32	-	-	PUNCT
fcis-12008	158	33	table	table	NOUN
fcis-12008	158	34	agent	agent	NOUN
fcis-12008	158	35	can	can	AUX
fcis-12008	158	36	make	make	VERB
fcis-12008	158	37	full	full	ADJ
fcis-12008	158	38	use	use	NOUN
fcis-12008	158	39	of	of	ADP
fcis-12008	158	40	the	the	DET
fcis-12008	158	41	experience	experience	NOUN
fcis-12008	158	42	that	that	PRON
fcis-12008	158	43	has	have	AUX
fcis-12008	158	44	been	be	AUX
fcis-12008	158	45	learned	learn	VERB
fcis-12008	158	46	by	by	ADP
fcis-12008	158	47	the	the	DET
fcis-12008	158	48	others	other	NOUN
fcis-12008	158	49	,	,	PUNCT
fcis-12008	158	50	which	which	PRON
fcis-12008	158	51	accelerates	accelerate	VERB
fcis-12008	158	52	the	the	DET
fcis-12008	158	53	overall	overall	ADJ
fcis-12008	158	54	learning	learning	NOUN
fcis-12008	158	55	process	process	NOUN
fcis-12008	158	56	.	.	PUNCT
fcis-12008	159	1	the	the	DET
fcis-12008	159	2	overall	overall	ADJ
fcis-12008	159	3	learning	learning	NOUN
fcis-12008	159	4	process	process	NOUN
fcis-12008	159	5	is	be	AUX
fcis-12008	159	6	accelerated	accelerate	VERB
fcis-12008	159	7	,	,	PUNCT
fcis-12008	159	8	and	and	CCONJ
fcis-12008	159	9	the	the	DET
fcis-12008	159	10	agent	agent	NOUN
fcis-12008	159	11	begin	begin	VERB
fcis-12008	159	12	to	to	PART
fcis-12008	159	13	gradually	gradually	ADV
fcis-12008	159	14	approach	approach	VERB
fcis-12008	159	15	the	the	DET
fcis-12008	159	16	best	good	ADJ
fcis-12008	159	17	behavioral	behavioral	ADJ
fcis-12008	159	18	patterns	pattern	NOUN
fcis-12008	159	19	.	.	PUNCT
fcis-12008	160	1	mfq	mfq	NOUN
fcis-12008	160	2	accuracy	accuracy	NOUN
fcis-12008	160	3	rate	rate	NOUN
fcis-12008	160	4	fluctuates	fluctuate	VERB
fcis-12008	160	5	more	more	ADV
fcis-12008	160	6	significantly	significantly	ADV
fcis-12008	160	7	.	.	PUNCT
fcis-12008	161	1	gq	gq	PROPN
fcis-12008	161	2	-	-	PUNCT
fcis-12008	161	3	mfi	mfi	PROPN
fcis-12008	161	4	begins	begin	VERB
fcis-12008	161	5	to	to	PART
fcis-12008	161	6	exceed	exceed	VERB
fcis-12008	161	7	the	the	DET
fcis-12008	161	8	other	other	ADJ
fcis-12008	161	9	four	four	NUM
fcis-12008	161	10	after	after	SCONJ
fcis-12008	161	11	the	the	DET
fcis-12008	161	12	learning	learn	VERB
fcis-12008	161	13	cycle	cycle	NOUN
fcis-12008	161	14	reaches	reach	VERB
fcis-12008	161	15	a	a	DET
fcis-12008	161	16	certain	certain	ADJ
fcis-12008	161	17	level	level	NOUN
fcis-12008	161	18	and	and	CCONJ
fcis-12008	161	19	maintains	maintain	VERB
fcis-12008	161	20	a	a	DET
fcis-12008	161	21	higher	high	ADJ
fcis-12008	161	22	level	level	NOUN
fcis-12008	161	23	of	of	ADP
fcis-12008	161	24	accuracy	accuracy	NOUN
fcis-12008	161	25	.	.	PUNCT
fcis-12008	162	1	other	other	ADJ
fcis-12008	162	2	things	thing	NOUN
fcis-12008	162	3	being	be	AUX
fcis-12008	162	4	equal	equal	ADJ
fcis-12008	162	5	,	,	PUNCT
fcis-12008	162	6	after	after	ADP
fcis-12008	162	7	adding	add	VERB
fcis-12008	162	8	intrinsic	intrinsic	ADJ
fcis-12008	162	9	rewards	reward	NOUN
fcis-12008	162	10	,	,	PUNCT
fcis-12008	162	11	gq	gq	PROPN
fcis-12008	162	12	-	-	PUNCT
fcis-12008	162	13	mfi	mfi	PROPN
fcis-12008	162	14	converges	converge	VERB
fcis-12008	162	15	about	about	ADP
fcis-12008	162	16	13	13	NUM
fcis-12008	162	17	rounds	round	NOUN
fcis-12008	162	18	earlier	early	ADV
fcis-12008	162	19	than	than	ADP
fcis-12008	162	20	gq	gq	NOUN
fcis-12008	162	21	-	-	PUNCT
fcis-12008	162	22	mf	mf	NOUN
fcis-12008	162	23	and	and	CCONJ
fcis-12008	162	24	reaches	reach	VERB
fcis-12008	162	25	the	the	DET
fcis-12008	162	26	optimal	optimal	ADJ
fcis-12008	162	27	accuracy	accuracy	NOUN
fcis-12008	162	28	rate	rate	NOUN
fcis-12008	162	29	right	right	ADV
fcis-12008	162	30	after	after	ADP
fcis-12008	162	31	convergence	convergence	NOUN
fcis-12008	162	32	.	.	PUNCT
fcis-12008	163	1	this	this	PRON
fcis-12008	163	2	is	be	AUX
fcis-12008	163	3	due	due	ADJ
fcis-12008	163	4	to	to	ADP
fcis-12008	163	5	the	the	DET
fcis-12008	163	6	fact	fact	NOUN
fcis-12008	163	7	that	that	SCONJ
fcis-12008	163	8	the	the	DET
fcis-12008	163	9	gq	gq	PROPN
fcis-12008	163	10	-	-	PUNCT
fcis-12008	163	11	mf	mf	NOUN
fcis-12008	163	12	merely	merely	ADV
fcis-12008	163	13	encourages	encourage	VERB
fcis-12008	163	14	the	the	DET
fcis-12008	163	15	agent	agent	NOUN
fcis-12008	163	16	to	to	PART
fcis-12008	163	17	go	go	VERB
fcis-12008	163	18	to	to	ADP
fcis-12008	163	19	the	the	DET
fcis-12008	163	20	activity	activity	NOUN
fcis-12008	163	21	sites	site	NOUN
fcis-12008	163	22	and	and	CCONJ
fcis-12008	163	23	ignores	ignore	VERB
fcis-12008	163	24	the	the	DET
fcis-12008	163	25	psychological	psychological	ADJ
fcis-12008	163	26	factor	factor	NOUN
fcis-12008	163	27	of	of	ADP
fcis-12008	163	28	choosing	choose	VERB
fcis-12008	163	29	the	the	DET
fcis-12008	163	30	activity	activity	NOUN
fcis-12008	163	31	sites	site	NOUN
fcis-12008	163	32	,	,	PUNCT
fcis-12008	163	33	which	which	PRON
fcis-12008	163	34	leads	lead	VERB
fcis-12008	163	35	to	to	ADP
fcis-12008	163	36	the	the	DET
fcis-12008	163	37	fact	fact	NOUN
fcis-12008	163	38	that	that	SCONJ
fcis-12008	163	39	the	the	DET
fcis-12008	163	40	agent	agent	NOUN
fcis-12008	163	41	will	will	AUX
fcis-12008	163	42	try	try	VERB
fcis-12008	163	43	various	various	ADJ
fcis-12008	163	44	activity	activity	NOUN
fcis-12008	163	45	sites	site	NOUN
fcis-12008	163	46	several	several	ADJ
fcis-12008	163	47	times	time	NOUN
fcis-12008	163	48	for	for	ADP
fcis-12008	163	49	meaningless	meaningless	ADJ
fcis-12008	163	50	exploration	exploration	NOUN
fcis-12008	163	51	during	during	ADP
fcis-12008	163	52	training	training	NOUN
fcis-12008	163	53	,	,	PUNCT
fcis-12008	163	54	which	which	PRON
fcis-12008	163	55	ultimately	ultimately	ADV
fcis-12008	163	56	leads	lead	VERB
fcis-12008	163	57	to	to	ADP
fcis-12008	163	58	slowing	slow	VERB
fcis-12008	163	59	down	down	ADP
fcis-12008	163	60	the	the	DET
fcis-12008	163	61	training	training	NOUN
fcis-12008	163	62	progress	progress	NOUN
fcis-12008	163	63	.	.	PUNCT
fcis-12008	164	1	fig	fig	NOUN
fcis-12008	164	2	6	6	NUM
fcis-12008	164	3	.	.	PUNCT
fcis-12008	164	4	comparison	comparison	NOUN
fcis-12008	164	5	of	of	ADP
fcis-12008	164	6	the	the	DET
fcis-12008	164	7	accuracy	accuracy	NOUN
fcis-12008	164	8	of	of	ADP
fcis-12008	164	9	crowd	crowd	NOUN
fcis-12008	164	10	density	density	NOUN
fcis-12008	164	11	5.2.2	5.2.2	NUM
fcis-12008	164	12	.	.	PUNCT
fcis-12008	165	1	prediction	prediction	NOUN
fcis-12008	165	2	of	of	ADP
fcis-12008	165	3	the	the	DET
fcis-12008	165	4	number	number	NOUN
fcis-12008	165	5	of	of	ADP
fcis-12008	165	6	security	security	NOUN
fcis-12008	165	7	check	check	NOUN
fcis-12008	165	8	passengers	passenger	NOUN
fcis-12008	165	9	the	the	DET
fcis-12008	165	10	number	number	NOUN
fcis-12008	165	11	of	of	ADP
fcis-12008	165	12	passengers	passenger	NOUN
fcis-12008	165	13	passing	pass	VERB
fcis-12008	165	14	through	through	ADP
fcis-12008	165	15	the	the	DET
fcis-12008	165	16	security	security	NOUN
fcis-12008	165	17	checkpoint	checkpoint	NOUN
fcis-12008	165	18	in	in	ADP
fcis-12008	165	19	a	a	DET
fcis-12008	165	20	certain	certain	ADJ
fcis-12008	165	21	time	time	NOUN
fcis-12008	165	22	reflects	reflect	VERB
fcis-12008	165	23	the	the	DET
fcis-12008	165	24	crowd	crowd	NOUN
fcis-12008	165	25	density	density	NOUN
fcis-12008	165	26	situation	situation	NOUN
fcis-12008	165	27	from	from	ADP
fcis-12008	165	28	the	the	DET
fcis-12008	165	29	side	side	NOUN
fcis-12008	165	30	.	.	PUNCT
fcis-12008	166	1	import	import	VERB
fcis-12008	166	2	the	the	DET
fcis-12008	166	3	training	training	NOUN
fcis-12008	166	4	results	result	NOUN
fcis-12008	166	5	of	of	ADP
fcis-12008	166	6	each	each	DET
fcis-12008	166	7	algorithm	algorithm	NOUN
fcis-12008	166	8	into	into	ADP
fcis-12008	166	9	anylogic	anylogic	NOUN
fcis-12008	166	10	,	,	PUNCT
fcis-12008	166	11	keep	keep	VERB
fcis-12008	166	12	the	the	DET
fcis-12008	166	13	environment	environment	NOUN
fcis-12008	166	14	data	data	NOUN
fcis-12008	166	15	settings	setting	NOUN
fcis-12008	166	16	unchanged	unchanged	ADJ
fcis-12008	166	17	,	,	PUNCT
fcis-12008	166	18	change	change	VERB
fcis-12008	166	19	the	the	DET
fcis-12008	166	20	passenger	passenger	NOUN
fcis-12008	166	21	data	data	NOUN
fcis-12008	166	22	settings	setting	NOUN
fcis-12008	166	23	and	and	CCONJ
fcis-12008	166	24	input	input	VERB
fcis-12008	166	25	new	new	ADJ
fcis-12008	166	26	flight	flight	NOUN
fcis-12008	166	27	information	information	NOUN
fcis-12008	166	28	.	.	PUNCT
fcis-12008	167	1	run	run	VERB
fcis-12008	167	2	the	the	DET
fcis-12008	167	3	simulation	simulation	NOUN
fcis-12008	167	4	model	model	NOUN
fcis-12008	167	5	and	and	CCONJ
fcis-12008	167	6	statistically	statistically	ADV
fcis-12008	167	7	get	get	VERB
fcis-12008	167	8	36	36	NUM
fcis-12008	167	9	predicted	predict	VERB
fcis-12008	167	10	values	value	NOUN
fcis-12008	167	11	of	of	ADP
fcis-12008	167	12	the	the	DET
fcis-12008	167	13	number	number	NOUN
fcis-12008	167	14	of	of	ADP
fcis-12008	167	15	security	security	NOUN
fcis-12008	167	16	check	check	VERB
fcis-12008	167	17	passengers	passenger	NOUN
fcis-12008	167	18	in	in	ADP
fcis-12008	167	19	6	6	NUM
fcis-12008	167	20	hours	hour	NOUN
fcis-12008	167	21	at	at	ADP
fcis-12008	167	22	10min	10min	NOUN
fcis-12008	167	23	intervals	interval	NOUN
fcis-12008	167	24	.	.	PUNCT
fcis-12008	168	1	compare	compare	VERB
fcis-12008	168	2	this	this	DET
fcis-12008	168	3	result	result	NOUN
fcis-12008	168	4	with	with	ADP
fcis-12008	168	5	the	the	DET
fcis-12008	168	6	obtained	obtain	VERB
fcis-12008	168	7	real	real	ADJ
fcis-12008	168	8	value	value	NOUN
fcis-12008	168	9	of	of	ADP
fcis-12008	168	10	the	the	DET
fcis-12008	168	11	number	number	NOUN
fcis-12008	168	12	of	of	ADP
fcis-12008	168	13	security	security	NOUN
fcis-12008	168	14	check	check	VERB
fcis-12008	168	15	passengers	passenger	NOUN
fcis-12008	168	16	in	in	ADP
fcis-12008	168	17	the	the	DET
fcis-12008	168	18	airport	airport	NOUN
fcis-12008	168	19	terminal	terminal	NOUN
fcis-12008	168	20	,	,	PUNCT
fcis-12008	168	21	as	as	SCONJ
fcis-12008	168	22	shown	show	VERB
fcis-12008	168	23	in	in	ADP
fcis-12008	168	24	figure	figure	NOUN
fcis-12008	168	25	7	7	NUM
fcis-12008	168	26	.	.	PUNCT
fcis-12008	168	27	fig	fig	PROPN
fcis-12008	168	28	7	7	NUM
fcis-12008	168	29	.	.	PUNCT
fcis-12008	168	30	comparison	comparison	NOUN
fcis-12008	168	31	of	of	ADP
fcis-12008	168	32	the	the	DET
fcis-12008	168	33	number	number	NOUN
fcis-12008	168	34	of	of	ADP
fcis-12008	168	35	security	security	NOUN
fcis-12008	168	36	check	check	NOUN
fcis-12008	168	37	passengers	passenger	NOUN
fcis-12008	168	38	the	the	DET
fcis-12008	168	39	root	root	NOUN
fcis-12008	168	40	mean	mean	VERB
fcis-12008	168	41	square	square	ADJ
fcis-12008	168	42	error	error	NOUN
fcis-12008	168	43	(	(	PUNCT
fcis-12008	168	44	rmse	rmse	NOUN
fcis-12008	168	45	)	)	PUNCT
fcis-12008	168	46	and	and	CCONJ
fcis-12008	168	47	mean	mean	VERB
fcis-12008	168	48	absolute	absolute	ADJ
fcis-12008	168	49	percentage	percentage	NOUN
fcis-12008	168	50	error	error	NOUN
fcis-12008	168	51	(	(	PUNCT
fcis-12008	168	52	mape	mape	NOUN
fcis-12008	168	53	)	)	PUNCT
fcis-12008	168	54	of	of	ADP
fcis-12008	168	55	the	the	DET
fcis-12008	168	56	six	six	NUM
fcis-12008	168	57	algorithms	algorithm	NOUN
fcis-12008	168	58	are	be	AUX
fcis-12008	168	59	calculated	calculate	VERB
fcis-12008	168	60	as	as	SCONJ
fcis-12008	168	61	shown	show	VERB
fcis-12008	168	62	in	in	ADP
fcis-12008	168	63	the	the	DET
fcis-12008	168	64	following	follow	VERB
fcis-12008	168	65	equation	equation	NOUN
fcis-12008	168	66	:	:	PUNCT
fcis-12008	168	67	rmse	rmse	PROPN
fcis-12008	168	68	∑	∑	ADP
fcis-12008	168	69	  	  	SPACE
fcis-12008	168	70	y	y	PROPN
fcis-12008	168	71	ỹ	ỹ	PROPN
fcis-12008	168	72	mape	mape	NOUN
fcis-12008	168	73	∑	∑	ADP
fcis-12008	168	74	  	  	SPACE
fcis-12008	168	75	|	|	ADV
fcis-12008	168	76	˜	˜	PROPN
fcis-12008	168	77	|	|	ADV
fcis-12008	168	78	where	where	SCONJ
fcis-12008	168	79	y	y	PROPN
fcis-12008	168	80	is	be	AUX
fcis-12008	168	81	the	the	DET
fcis-12008	168	82	true	true	ADJ
fcis-12008	168	83	value	value	NOUN
fcis-12008	168	84	of	of	ADP
fcis-12008	168	85	the	the	DET
fcis-12008	168	86	number	number	NOUN
fcis-12008	168	87	of	of	ADP
fcis-12008	168	88	security	security	NOUN
fcis-12008	168	89	check	check	NOUN
fcis-12008	168	90	passengers	passenger	NOUN
fcis-12008	168	91	,	,	PUNCT
fcis-12008	168	92	and	and	CCONJ
fcis-12008	168	93	ỹ	ỹ	PROPN
fcis-12008	168	94	is	be	AUX
fcis-12008	168	95	the	the	DET
fcis-12008	168	96	predicted	predict	VERB
fcis-12008	168	97	value	value	NOUN
fcis-12008	168	98	of	of	ADP
fcis-12008	168	99	the	the	DET
fcis-12008	168	100	number	number	NOUN
fcis-12008	168	101	of	of	ADP
fcis-12008	168	102	security	security	NOUN
fcis-12008	168	103	check	check	NOUN
fcis-12008	168	104	passengers	passenger	NOUN
fcis-12008	168	105	.	.	PUNCT
fcis-12008	169	1	the	the	DET
fcis-12008	169	2	results	result	NOUN
fcis-12008	169	3	of	of	ADP
fcis-12008	169	4	the	the	DET
fcis-12008	169	5	calculations	calculation	NOUN
fcis-12008	169	6	were	be	AUX
fcis-12008	169	7	counted	count	VERB
fcis-12008	169	8	and	and	CCONJ
fcis-12008	169	9	are	be	AUX
fcis-12008	169	10	shown	show	VERB
fcis-12008	169	11	in	in	ADP
fcis-12008	169	12	table	table	NOUN
fcis-12008	169	13	2	2	NUM
fcis-12008	169	14	.	.	PUNCT
fcis-12008	169	15	table	table	NOUN
fcis-12008	169	16	2	2	NUM
fcis-12008	169	17	shows	show	VERB
fcis-12008	169	18	that	that	SCONJ
fcis-12008	169	19	the	the	DET
fcis-12008	169	20	gqi	gqi	PROPN
fcis-12008	169	21	-	-	PUNCT
fcis-12008	169	22	mfc	mfc	PROPN
fcis-12008	169	23	outperforms	outperform	VERB
fcis-12008	169	24	the	the	DET
fcis-12008	169	25	others	other	NOUN
fcis-12008	169	26	and	and	CCONJ
fcis-12008	169	27	has	have	VERB
fcis-12008	169	28	a	a	DET
fcis-12008	169	29	better	well	ADJ
fcis-12008	169	30	performance	performance	NOUN
fcis-12008	169	31	in	in	ADP
fcis-12008	169	32	the	the	DET
fcis-12008	169	33	time	time	NOUN
fcis-12008	169	34	scale	scale	NOUN
fcis-12008	169	35	of	of	ADP
fcis-12008	169	36	10min	10min	NOUN
fcis-12008	169	37	.	.	PUNCT
fcis-12008	170	1	table	table	NOUN
fcis-12008	170	2	2	2	NUM
fcis-12008	170	3	.	.	PUNCT
fcis-12008	170	4	rmse	rmse	PROPN
fcis-12008	170	5	and	and	CCONJ
fcis-12008	170	6	mape	mape	NOUN
fcis-12008	170	7	algorithm	algorithm	PROPN
fcis-12008	170	8	rmse	rmse	PROPN
fcis-12008	170	9	mape	mape	PROPN
fcis-12008	170	10	gq	gq	PROPN
fcis-12008	170	11	-	-	PUNCT
fcis-12008	170	12	mfi	mfi	PROPN
fcis-12008	170	13	71.94	71.94	NUM
fcis-12008	170	14	8.19	8.19	NUM
fcis-12008	170	15	q	q	NOUN
fcis-12008	170	16	-	-	PUNCT
fcis-12008	170	17	learning	learn	VERB
fcis-12008	170	18	148.73	148.73	NUM
fcis-12008	170	19	13.66	13.66	NUM
fcis-12008	170	20	gq	gq	NOUN
fcis-12008	170	21	-	-	PUNCT
fcis-12008	170	22	learning	learn	VERB
fcis-12008	170	23	99.06	99.06	NUM
fcis-12008	170	24	9.04	9.04	NUM
fcis-12008	170	25	mfq	mfq	NOUN
fcis-12008	170	26	80.85	80.85	NUM
fcis-12008	170	27	8.12	8.12	NUM
fcis-12008	170	28	gq	gq	PROPN
fcis-12008	170	29	-	-	PUNCT
fcis-12008	170	30	mf	mf	VERB
fcis-12008	170	31	111.71	111.71	NUM
fcis-12008	170	32	9.63	9.63	NUM
fcis-12008	170	33	6	6	NUM
fcis-12008	170	34	.	.	PUNCT
fcis-12008	170	35	conclusion	conclusion	NOUN
fcis-12008	170	36	in	in	ADP
fcis-12008	170	37	the	the	DET
fcis-12008	170	38	context	context	NOUN
fcis-12008	170	39	of	of	ADP
fcis-12008	170	40	the	the	DET
fcis-12008	170	41	large	large	ADJ
fcis-12008	170	42	-	-	PUNCT
fcis-12008	170	43	scale	scale	NOUN
fcis-12008	170	44	airport	airport	NOUN
fcis-12008	170	45	terminal	terminal	NOUN
fcis-12008	170	46	,	,	PUNCT
fcis-12008	170	47	passengers	passenger	NOUN
fcis-12008	170	48	are	be	AUX
fcis-12008	170	49	treated	treat	VERB
fcis-12008	170	50	as	as	ADP
fcis-12008	170	51	the	the	DET
fcis-12008	170	52	agent	agent	NOUN
fcis-12008	170	53	for	for	ADP
fcis-12008	170	54	reinforcement	reinforcement	NOUN
fcis-12008	170	55	learning	learning	NOUN
fcis-12008	170	56	.	.	PUNCT
fcis-12008	171	1	this	this	DET
fcis-12008	171	2	paper	paper	NOUN
fcis-12008	171	3	proposes	propose	VERB
fcis-12008	171	4	a	a	DET
fcis-12008	171	5	group	group	NOUN
fcis-12008	171	6	shared	share	VERB
fcis-12008	171	7	q	q	ADJ
fcis-12008	171	8	-	-	PUNCT
fcis-12008	171	9	table	table	NOUN
fcis-12008	171	10	framework	framework	NOUN
fcis-12008	171	11	for	for	ADP
fcis-12008	171	12	a	a	DET
fcis-12008	171	13	large	large	ADJ
fcis-12008	171	14	number	number	NOUN
fcis-12008	171	15	of	of	ADP
fcis-12008	171	16	multi	multi	ADJ
fcis-12008	171	17	-	-	ADJ
fcis-12008	171	18	agent	agent	ADJ
fcis-12008	171	19	systems	system	NOUN
fcis-12008	171	20	,	,	PUNCT
fcis-12008	171	21	introduces	introduce	VERB
fcis-12008	171	22	the	the	DET
fcis-12008	171	23	mean	mean	ADJ
fcis-12008	171	24	-	-	PUNCT
fcis-12008	171	25	field	field	NOUN
fcis-12008	171	26	to	to	PART
fcis-12008	171	27	simplify	simplify	VERB
fcis-12008	171	28	the	the	DET
fcis-12008	171	29	interaction	interaction	NOUN
fcis-12008	171	30	information	information	NOUN
fcis-12008	171	31	of	of	ADP
fcis-12008	171	32	multi	multi	ADJ
fcis-12008	171	33	-	-	ADJ
fcis-12008	171	34	agent	agent	ADJ
fcis-12008	171	35	systems	system	NOUN
fcis-12008	171	36	,	,	PUNCT
fcis-12008	171	37	and	and	CCONJ
fcis-12008	171	38	combined	combine	VERB
fcis-12008	171	39	with	with	ADP
fcis-12008	171	40	the	the	DET
fcis-12008	171	41	corresponding	corresponding	ADJ
fcis-12008	171	42	intrinsic	intrinsic	ADJ
fcis-12008	171	43	reward	reward	NOUN
fcis-12008	171	44	function	function	NOUN
fcis-12008	171	45	.	.	PUNCT
fcis-12008	172	1	it	it	PRON
fcis-12008	172	2	improves	improve	VERB
fcis-12008	172	3	the	the	DET
fcis-12008	172	4	convergence	convergence	NOUN
fcis-12008	172	5	speed	speed	NOUN
fcis-12008	172	6	of	of	ADP
fcis-12008	172	7	the	the	DET
fcis-12008	172	8	algorithm	algorithm	NOUN
fcis-12008	172	9	and	and	CCONJ
fcis-12008	172	10	achieves	achieve	VERB
fcis-12008	172	11	a	a	DET
fcis-12008	172	12	more	more	ADV
fcis-12008	172	13	stable	stable	ADJ
fcis-12008	172	14	algorithm	algorithm	NOUN
fcis-12008	172	15	learning	learning	NOUN
fcis-12008	172	16	process	process	NOUN
fcis-12008	172	17	.	.	PUNCT
fcis-12008	173	1	the	the	DET
fcis-12008	173	2	experimental	experimental	ADJ
fcis-12008	173	3	results	result	NOUN
fcis-12008	173	4	validate	validate	VERB
fcis-12008	173	5	the	the	DET
fcis-12008	173	6	applicability	applicability	NOUN
fcis-12008	173	7	and	and	CCONJ
fcis-12008	173	8	effectiveness	effectiveness	NOUN
fcis-12008	173	9	of	of	ADP
fcis-12008	173	10	the	the	DET
fcis-12008	173	11	algorithm	algorithm	NOUN
fcis-12008	173	12	.	.	PUNCT
fcis-12008	174	1	117	117	NUM
fcis-12008	174	2	references	reference	NOUN
fcis-12008	174	3	[	[	X
fcis-12008	174	4	1	1	NUM
fcis-12008	174	5	]	]	X
fcis-12008	174	6	dewey	dewey	PROPN
fcis-12008	174	7	,	,	PUNCT
fcis-12008	174	8	ding	ding	NOUN
fcis-12008	174	9	shifei	shifei	NOUN
fcis-12008	174	10	.	.	PUNCT
fcis-12008	175	1	review	review	NOUN
fcis-12008	175	2	of	of	ADP
fcis-12008	175	3	multi	multi	ADJ
fcis-12008	175	4	-	-	ADJ
fcis-12008	175	5	agent	agent	ADJ
fcis-12008	175	6	reinforcement	reinforcement	NOUN
fcis-12008	175	7	learning	learning	NOUN
fcis-12008	176	1	[	[	X
fcis-12008	176	2	j	j	X
fcis-12008	176	3	]	]	X
fcis-12008	176	4	.	.	PUNCT
fcis-12008	177	1	computer	computer	NOUN
fcis-12008	177	2	science	science	NOUN
fcis-12008	177	3	,	,	PUNCT
fcis-12008	177	4	2019,46	2019,46	NUM
fcis-12008	177	5	(	(	PUNCT
fcis-12008	177	6	08	08	NUM
fcis-12008	177	7	):	):	PUNCT
fcis-12008	177	8	1	1	NUM
fcis-12008	177	9	-	-	SYM
fcis-12008	177	10	8	8	NUM
fcis-12008	177	11	.	.	PUNCT
fcis-12008	178	1	[	[	X
fcis-12008	178	2	2	2	X
fcis-12008	178	3	]	]	X
fcis-12008	178	4	feng	feng	PROPN
fcis-12008	178	5	xia	xia	PROPN
fcis-12008	178	6	,	,	PUNCT
fcis-12008	178	7	zhao	zhao	PROPN
fcis-12008	178	8	liqiang	liqiang	PROPN
fcis-12008	178	9	.	.	PUNCT
fcis-12008	179	1	prediction	prediction	NOUN
fcis-12008	179	2	of	of	ADP
fcis-12008	179	3	terminal	terminal	ADJ
fcis-12008	179	4	security	security	NOUN
fcis-12008	179	5	check	check	NOUN
fcis-12008	179	6	passenger	passenger	NOUN
fcis-12008	179	7	flow	flow	NOUN
fcis-12008	179	8	based	base	VERB
fcis-12008	179	9	on	on	ADP
fcis-12008	179	10	time	time	NOUN
fcis-12008	179	11	series	series	NOUN
fcis-12008	179	12	analysis	analysis	NOUN
fcis-12008	179	13	[	[	X
fcis-12008	179	14	j	j	X
fcis-12008	179	15	]	]	X
fcis-12008	179	16	.	.	PUNCT
fcis-12008	180	1	modern	modern	ADJ
fcis-12008	180	2	electronic	electronic	ADJ
fcis-12008	180	3	technology	technology	NOUN
fcis-12008	180	4	,	,	PUNCT
fcis-12008	180	5	2023,46	2023,46	NUM
fcis-12008	180	6	(	(	PUNCT
fcis-12008	180	7	06	06	NUM
fcis-12008	180	8	):	):	PUNCT
fcis-12008	180	9	135	135	NUM
fcis-12008	180	10	-	-	SYM
fcis-12008	180	11	142	142	NUM
fcis-12008	180	12	.	.	PUNCT
fcis-12008	181	1	doi	doi	NOUN
fcis-12008	181	2	:	:	PUNCT
fcis-12008	181	3	10.16652	10.16652	NUM
fcis-12008	181	4	/	/	SYM
fcis-12008	181	5	j.issn.1004	j.issn.1004	NOUN
fcis-12008	181	6	-	-	PUNCT
fcis-12008	181	7	373x.2023.06.024	373x.2023.06.024	NOUN
fcis-12008	181	8	.	.	PUNCT
fcis-12008	182	1	[	[	X
fcis-12008	182	2	3	3	X
fcis-12008	182	3	]	]	X
fcis-12008	182	4	wang	wang	PROPN
fcis-12008	182	5	xinglong	xinglong	PROPN
fcis-12008	182	6	,	,	PUNCT
fcis-12008	182	7	shi	shi	PROPN
fcis-12008	182	8	zongbei	zongbei	PROPN
fcis-12008	182	9	,	,	PUNCT
fcis-12008	182	10	he	he	PRON
fcis-12008	182	11	min	min	PROPN
fcis-12008	182	12	.	.	PROPN
fcis-12008	182	13	airport	airport	PROPN
fcis-12008	182	14	traffic	traffic	NOUN
fcis-12008	182	15	prediction	prediction	NOUN
fcis-12008	182	16	based	base	VERB
fcis-12008	182	17	on	on	ADP
fcis-12008	182	18	similar	similar	ADJ
fcis-12008	182	19	day	day	NOUN
fcis-12008	182	20	pso	pso	NOUN
fcis-12008	182	21	-	-	PUNCT
fcis-12008	182	22	svm	svm	PROPN
fcis-12008	182	23	[	[	X
fcis-12008	182	24	j	j	X
fcis-12008	182	25	]	]	X
fcis-12008	182	26	.	.	PUNCT
fcis-12008	183	1	computer	computer	NOUN
fcis-12008	183	2	simulation	simulation	NOUN
fcis-12008	183	3	,	,	PUNCT
fcis-12008	183	4	2022	2022	NUM
fcis-12008	183	5	,	,	PUNCT
fcis-12008	183	6	39	39	NUM
fcis-12008	183	7	(	(	PUNCT
fcis-12008	183	8	07	07	NUM
fcis-12008	183	9	):	):	PUNCT
fcis-12008	183	10	86	86	NUM
fcis-12008	183	11	-	-	SYM
fcis-12008	183	12	90	90	NUM
fcis-12008	183	13	+	+	NUM
fcis-12008	183	14	123	123	NUM
fcis-12008	183	15	.	.	PUNCT
fcis-12008	184	1	[	[	X
fcis-12008	184	2	4	4	NUM
fcis-12008	184	3	]	]	X
fcis-12008	184	4	zhong	zhong	PROPN
fcis-12008	184	5	xiang	xiang	PROPN
fcis-12008	184	6	,	,	PUNCT
fcis-12008	184	7	zhu	zhu	PROPN
fcis-12008	184	8	caiyun	caiyun	PROPN
fcis-12008	184	9	,	,	PUNCT
fcis-12008	184	10	han	han	PROPN
fcis-12008	184	11	xu	xu	PROPN
fcis-12008	184	12	.	.	PUNCT
fcis-12008	185	1	airport	airport	NOUN
fcis-12008	185	2	security	security	NOUN
fcis-12008	185	3	passenger	passenger	NOUN
fcis-12008	185	4	flow	flow	NOUN
fcis-12008	185	5	prediction	prediction	NOUN
fcis-12008	185	6	model	model	NOUN
fcis-12008	185	7	based	base	VERB
fcis-12008	185	8	on	on	ADP
fcis-12008	185	9	bp	bp	PROPN
fcis-12008	185	10	neural	neural	ADJ
fcis-12008	185	11	network	network	NOUN
fcis-12008	185	12	[	[	X
fcis-12008	185	13	j	j	X
fcis-12008	185	14	]	]	X
fcis-12008	185	15	.	.	PUNCT
fcis-12008	186	1	aviation	aviation	NOUN
fcis-12008	186	2	engineering	engineering	NOUN
fcis-12008	186	3	progress	progress	NOUN
fcis-12008	186	4	,	,	PUNCT
fcis-12008	186	5	2019,10	2019,10	NUM
fcis-12008	186	6	(	(	PUNCT
fcis-12008	186	7	05	05	NUM
fcis-12008	186	8	):	):	PUNCT
fcis-12008	186	9	655	655	NUM
fcis-12008	186	10	-	-	PUNCT
fcis-12008	186	11	663	663	NUM
fcis-12008	186	12	.	.	PUNCT
fcis-12008	187	1	[	[	X
fcis-12008	187	2	5	5	NUM
fcis-12008	187	3	]	]	PUNCT
fcis-12008	187	4	rodríguez	rodríguez	NOUN
fcis-12008	187	5	-	-	PUNCT
fcis-12008	187	6	sanz	sanz	PROPN
fcis-12008	187	7	á	á	PROPN
fcis-12008	187	8	,	,	PUNCT
fcis-12008	187	9	de	de	PROPN
fcis-12008	187	10	marcos	marcos	PROPN
fcis-12008	187	11	a	a	DET
fcis-12008	187	12	f	f	PROPN
fcis-12008	187	13	,	,	PUNCT
fcis-12008	187	14	pérez	pérez	NOUN
fcis-12008	187	15	-	-	PUNCT
fcis-12008	187	16	castán	castán	NOUN
fcis-12008	187	17	j	j	PROPN
fcis-12008	187	18	a	a	PROPN
fcis-12008	187	19	,	,	PUNCT
fcis-12008	187	20	et	et	PROPN
fcis-12008	187	21	al	al	PROPN
fcis-12008	187	22	.	.	PUNCT
fcis-12008	187	23	queue	queue	ADJ
fcis-12008	187	24	behavioural	behavioural	ADJ
fcis-12008	187	25	patterns	pattern	NOUN
fcis-12008	187	26	for	for	ADP
fcis-12008	187	27	passengers	passenger	NOUN
fcis-12008	187	28	at	at	ADP
fcis-12008	187	29	airport	airport	NOUN
fcis-12008	187	30	terminals	terminal	NOUN
fcis-12008	187	31	:	:	PUNCT
fcis-12008	187	32	a	a	DET
fcis-12008	187	33	machine	machine	NOUN
fcis-12008	187	34	learning	learn	VERB
fcis-12008	187	35	approach[j	approach[j	PROPN
fcis-12008	187	36	]	]	PUNCT
fcis-12008	187	37	.	.	PUNCT
fcis-12008	188	1	journal	journal	PROPN
fcis-12008	188	2	of	of	ADP
fcis-12008	188	3	air	air	PROPN
fcis-12008	188	4	transport	transport	PROPN
fcis-12008	188	5	management	management	NOUN
fcis-12008	188	6	,	,	PUNCT
fcis-12008	188	7	2021	2021	NUM
fcis-12008	188	8	,	,	PUNCT
fcis-12008	188	9	90	90	NUM
fcis-12008	188	10	:	:	SYM
fcis-12008	188	11	101940	101940	NUM
fcis-12008	188	12	.	.	PUNCT
fcis-12008	189	1	[	[	X
fcis-12008	189	2	6	6	NUM
fcis-12008	189	3	]	]	X
fcis-12008	189	4	li	li	PROPN
fcis-12008	189	5	c	c	PROPN
fcis-12008	189	6	,	,	PUNCT
fcis-12008	189	7	wang	wang	PROPN
fcis-12008	189	8	t	t	PROPN
fcis-12008	189	9	,	,	PUNCT
fcis-12008	189	10	wu	wu	PROPN
fcis-12008	189	11	c	c	PROPN
fcis-12008	189	12	,	,	PUNCT
fcis-12008	189	13	et	et	PROPN
fcis-12008	189	14	al	al	PROPN
fcis-12008	189	15	.	.	PUNCT
fcis-12008	190	1	celebrating	celebrate	VERB
fcis-12008	190	2	diversity	diversity	NOUN
fcis-12008	190	3	in	in	ADP
fcis-12008	190	4	shared	share	VERB
fcis-12008	190	5	multi	multi	ADJ
fcis-12008	190	6	-	-	ADJ
fcis-12008	190	7	agent	agent	ADJ
fcis-12008	190	8	reinforcement	reinforcement	NOUN
fcis-12008	190	9	learning[j	learning[j	NOUN
fcis-12008	190	10	]	]	PUNCT
fcis-12008	190	11	.	.	PUNCT
fcis-12008	191	1	advances	advance	NOUN
fcis-12008	191	2	in	in	ADP
fcis-12008	191	3	neural	neural	ADJ
fcis-12008	191	4	information	information	NOUN
fcis-12008	191	5	processing	processing	NOUN
fcis-12008	191	6	systems	system	NOUN
fcis-12008	191	7	,	,	PUNCT
fcis-12008	191	8	2021	2021	NUM
fcis-12008	191	9	,	,	PUNCT
fcis-12008	191	10	34	34	NUM
fcis-12008	191	11	:	:	SYM
fcis-12008	191	12	3991	3991	NUM
fcis-12008	191	13	-	-	SYM
fcis-12008	191	14	4002	4002	NUM
fcis-12008	191	15	.	.	PUNCT
fcis-12008	192	1	[	[	X
fcis-12008	192	2	7	7	X
fcis-12008	192	3	]	]	X
fcis-12008	192	4	yang	yang	PROPN
fcis-12008	192	5	y	y	PROPN
fcis-12008	192	6	,	,	PUNCT
fcis-12008	192	7	luo	luo	PROPN
fcis-12008	192	8	r	r	PROPN
fcis-12008	192	9	,	,	PUNCT
fcis-12008	192	10	li	li	PROPN
fcis-12008	192	11	m	m	PROPN
fcis-12008	192	12	,	,	PUNCT
fcis-12008	192	13	et	et	PROPN
fcis-12008	192	14	al.mean	al.mean	X
fcis-12008	192	15	field	field	VERB
fcis-12008	192	16	multi	multi	ADJ
fcis-12008	192	17	-	-	ADJ
fcis-12008	192	18	agent	agent	ADJ
fcis-12008	192	19	reinforcement	reinforcement	NOUN
fcis-12008	192	20	learning	learning	NOUN
fcis-12008	193	1	[	[	X
fcis-12008	193	2	c]//	c]//	PROPN
fcis-12008	193	3	icml	icml	NOUN
fcis-12008	193	4	2018	2018	NUM
fcis-12008	193	5	:	:	PUNCT
fcis-12008	193	6	thirty	thirty	NUM
fcis-12008	193	7	-	-	PUNCT
fcis-12008	193	8	fifth	fifth	ADJ
fcis-12008	193	9	international	international	ADJ
fcis-12008	193	10	conference	conference	NOUN
fcis-12008	193	11	on	on	ADP
fcis-12008	193	12	machine	machine	NOUN
fcis-12008	193	13	learning.2018,55675576	learning.2018,55675576	NOUN
fcis-12008	193	14	.	.	PUNCT
fcis-12008	194	1	[	[	X
fcis-12008	194	2	8	8	NUM
fcis-12008	194	3	]	]	X
fcis-12008	194	4	shi	shi	PROPN
fcis-12008	194	5	dianxi	dianxi	PROPN
fcis-12008	194	6	,	,	PUNCT
fcis-12008	194	7	zhao	zhao	PROPN
fcis-12008	194	8	chenran	chenran	NOUN
fcis-12008	194	9	,	,	PUNCT
fcis-12008	194	10	zhang	zhang	PROPN
fcis-12008	194	11	yaowen	yaowen	PROPN
fcis-12008	194	12	,	,	PUNCT
fcis-12008	194	13	et	et	PROPN
fcis-12008	194	14	al	al	PROPN
fcis-12008	194	15	.	.	PUNCT
fcis-12008	195	1	adaptive	adaptive	PROPN
fcis-12008	195	2	reward	reward	NOUN
fcis-12008	195	3	method	method	NOUN
fcis-12008	195	4	for	for	ADP
fcis-12008	195	5	end	end	NOUN
fcis-12008	195	6	-	-	PUNCT
fcis-12008	195	7	to	to	ADP
fcis-12008	195	8	-	-	PUNCT
fcis-12008	195	9	end	end	NOUN
fcis-12008	195	10	cooperation	cooperation	NOUN
fcis-12008	195	11	based	base	VERB
fcis-12008	195	12	on	on	ADP
fcis-12008	195	13	multiagent	multiagent	NOUN
fcis-12008	195	14	reinforcement	reinforcement	NOUN
fcis-12008	195	15	learning	learning	NOUN
fcis-12008	196	1	[	[	X
fcis-12008	196	2	j	j	X
fcis-12008	196	3	]	]	X
fcis-12008	196	4	.	.	PUNCT
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fcis-12008	197	2	science	science	NOUN
fcis-12008	197	3	,	,	PUNCT
fcis-12008	197	4	2022,49	2022,49	PROPN
fcis-12008	197	5	(	(	PUNCT
fcis-12008	197	6	08	08	NUM
fcis-12008	197	7	):	):	PUNCT
fcis-12008	197	8	247	247	NUM
fcis-12008	197	9	-	-	SYM
fcis-12008	197	10	256	256	NUM
fcis-12008	197	11	.	.	PUNCT
fcis-12008	198	1	[	[	X
fcis-12008	198	2	9	9	NUM
fcis-12008	198	3	]	]	PUNCT
fcis-12008	198	4	andres	andre	VERB
fcis-12008	198	5	a	a	DET
fcis-12008	198	6	,	,	PUNCT
fcis-12008	198	7	villar	villar	PROPN
fcis-12008	198	8	-	-	PUNCT
fcis-12008	198	9	rodriguez	rodriguez	PROPN
fcis-12008	198	10	e	e	PROPN
fcis-12008	198	11	,	,	PUNCT
fcis-12008	198	12	ser	ser	PROPN
fcis-12008	198	13	j	j	PROPN
fcis-12008	198	14	d.	d.	PROPN
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fcis-12008	198	17	of	of	ADP
fcis-12008	198	18	heterogeneous	heterogeneous	ADJ
fcis-12008	198	19	reinforcement	reinforcement	NOUN
fcis-12008	198	20	learning	learn	VERB
fcis-12008	198	21	agents	agent	NOUN
fcis-12008	198	22	in	in	ADP
fcis-12008	198	23	environments	environment	NOUN
fcis-12008	198	24	with	with	ADP
fcis-12008	198	25	sparse	sparse	ADJ
fcis-12008	198	26	rewards	reward	NOUN
fcis-12008	198	27	:	:	PUNCT
fcis-12008	198	28	what	what	PRON
fcis-12008	198	29	and	and	CCONJ
fcis-12008	198	30	when	when	SCONJ
fcis-12008	198	31	to	to	PART
fcis-12008	198	32	share	share	VERB
fcis-12008	198	33	?	?	PUNCT
fcis-12008	199	1	[	[	X
fcis-12008	199	2	j	j	X
fcis-12008	199	3	]	]	X
fcis-12008	199	4	.	.	PUNCT
fcis-12008	199	5	neural	neural	ADJ
fcis-12008	199	6	computing	computing	NOUN
fcis-12008	199	7	and	and	CCONJ
fcis-12008	199	8	applications	application	NOUN
fcis-12008	199	9	,	,	PUNCT
fcis-12008	199	10	2022	2022	NUM
fcis-12008	199	11	:	:	PUNCT
fcis-12008	199	12	1	1	NUM
fcis-12008	199	13	-	-	SYM
fcis-12008	199	14	28	28	NUM
fcis-12008	199	15	.	.	PUNCT
fcis-12008	200	1	[	[	X
fcis-12008	200	2	10	10	NUM
fcis-12008	200	3	]	]	X
fcis-12008	200	4	ma	ma	PROPN
fcis-12008	200	5	w.	w.	PROPN
fcis-12008	200	6	agent	agent	PROPN
fcis-12008	200	7	-	-	PUNCT
fcis-12008	200	8	based	base	VERB
fcis-12008	200	9	model	model	NOUN
fcis-12008	200	10	of	of	ADP
fcis-12008	200	11	passenger	passenger	NOUN
fcis-12008	200	12	flows	flow	NOUN
fcis-12008	200	13	in	in	ADP
fcis-12008	200	14	airport	airport	NOUN
fcis-12008	200	15	terminals	terminal	NOUN
fcis-12008	200	16	.	.	PUNCT
fcis-12008	201	1	(	(	PUNCT
fcis-12008	201	2	phd)[j	phd)[j	NOUN
fcis-12008	201	3	]	]	PUNCT
fcis-12008	201	4	.	.	PUNCT
fcis-12008	202	1	2013	2013	NUM
fcis-12008	202	2	.	.	PUNCT
fcis-12008	203	1	[	[	X
fcis-12008	203	2	11	11	NUM
fcis-12008	203	3	]	]	X
fcis-12008	203	4	clifton	clifton	PROPN
fcis-12008	203	5	j	j	PROPN
fcis-12008	203	6	,	,	PUNCT
fcis-12008	203	7	laber	laber	PROPN
fcis-12008	203	8	e.	e.	PROPN
fcis-12008	203	9	q	q	PROPN
fcis-12008	203	10	-	-	PUNCT
fcis-12008	203	11	learning	learning	ADJ
fcis-12008	203	12	:	:	PUNCT
fcis-12008	203	13	theory	theory	NOUN
fcis-12008	203	14	and	and	CCONJ
fcis-12008	203	15	applications[j	applications[j	NOUN
fcis-12008	203	16	]	]	PUNCT
fcis-12008	203	17	.	.	PUNCT
fcis-12008	204	1	annual	annual	ADJ
fcis-12008	204	2	review	review	NOUN
fcis-12008	204	3	of	of	ADP
fcis-12008	204	4	statistics	statistic	NOUN
fcis-12008	204	5	and	and	CCONJ
fcis-12008	204	6	its	its	PRON
fcis-12008	204	7	application	application	NOUN
fcis-12008	204	8	,	,	PUNCT
fcis-12008	204	9	2020	2020	NUM
fcis-12008	204	10	,	,	PUNCT
fcis-12008	204	11	7	7	NUM
fcis-12008	204	12	:	:	SYM
fcis-12008	204	13	279301	279301	NUM
fcis-12008	204	14	.	.	PUNCT
fcis-12008	205	1	[	[	X
fcis-12008	205	2	12	12	NUM
fcis-12008	205	3	]	]	X
fcis-12008	205	4	aubret	aubret	ADJ
fcis-12008	205	5	,	,	PUNCT
fcis-12008	205	6	matignon	matignon	VERB
fcis-12008	205	7	a	a	PRON
fcis-12008	205	8	,	,	PUNCT
fcis-12008	205	9	hassas	hassas	PROPN
fcis-12008	205	10	l	l	NOUN
fcis-12008	205	11	,	,	PUNCT
fcis-12008	205	12	etal	etal	NOUN
fcis-12008	205	13	.	.	PUNCT
fcis-12008	206	1	an	an	DET
fcis-12008	206	2	information	information	NOUN
fcis-12008	206	3	-	-	PUNCT
fcis-12008	206	4	theoretic	theoretic	NOUN
fcis-12008	206	5	perspective	perspective	NOUN
fcis-12008	206	6	on	on	ADP
fcis-12008	206	7	intrinsic	intrinsic	ADJ
fcis-12008	206	8	motivation	motivation	NOUN
fcis-12008	206	9	in	in	ADP
fcis-12008	206	10	reinforcement	reinforcement	NOUN
fcis-12008	206	11	learning	learning	NOUN
fcis-12008	206	12	:	:	PUNCT
fcis-12008	206	13	a	a	DET
fcis-12008	206	14	survey[j	survey[j	PROPN
fcis-12008	206	15	]	]	PUNCT
fcis-12008	206	16	.	.	PUNCT
fcis-12008	207	1	entropy	entropy	PROPN
fcis-12008	207	2	,	,	PUNCT
fcis-12008	207	3	2023	2023	NUM
fcis-12008	207	4	,	,	PUNCT
fcis-12008	207	5	25(2):327	25(2):327	PROPN
fcis-12008	207	6	.	.	PUNCT
fcis-12008	208	1	[	[	X
fcis-12008	208	2	13	13	NUM
fcis-12008	208	3	]	]	PUNCT
fcis-12008	208	4	barto	barto	PROPN
fcis-12008	208	5	a	a	DET
fcis-12008	208	6	g.	g.	NOUN
fcis-12008	208	7	intrinsic	intrinsic	ADJ
fcis-12008	208	8	motivation	motivation	NOUN
fcis-12008	208	9	and	and	CCONJ
fcis-12008	208	10	reinforcement	reinforcement	NOUN
fcis-12008	208	11	learning[j	learning[j	NOUN
fcis-12008	208	12	]	]	PUNCT
fcis-12008	208	13	.	.	PUNCT
fcis-12008	209	1	intrinsically	intrinsically	ADV
fcis-12008	209	2	motivated	motivated	ADJ
fcis-12008	209	3	learning	learning	NOUN
fcis-12008	209	4	in	in	ADP
fcis-12008	209	5	natural	natural	ADJ
fcis-12008	209	6	and	and	CCONJ
fcis-12008	209	7	artificial	artificial	ADJ
fcis-12008	209	8	systems	system	NOUN
fcis-12008	209	9	,	,	PUNCT
fcis-12008	209	10	2013	2013	NUM
fcis-12008	209	11	:	:	PUNCT
fcis-12008	209	12	17	17	NUM
fcis-12008	209	13	-	-	SYM
fcis-12008	209	14	47	47	NUM
fcis-12008	209	15	.	.	PUNCT
fcis-12008	210	1	[	[	X
fcis-12008	210	2	14	14	NUM
fcis-12008	210	3	]	]	X
fcis-12008	210	4	harlow	harlow	NOUN
fcis-12008	210	5	h	h	NOUN
fcis-12008	210	6	f.learning	f.learne	VERB
fcis-12008	210	7	and	and	CCONJ
fcis-12008	210	8	satiation	satiation	NOUN
fcis-12008	210	9	of	of	ADP
fcis-12008	210	10	response	response	NOUN
fcis-12008	210	11	in	in	ADP
fcis-12008	210	12	intrinsically	intrinsically	ADV
fcis-12008	210	13	motivated	motivated	ADJ
fcis-12008	210	14	complex	complex	ADJ
fcis-12008	210	15	puzzle	puzzle	NOUN
fcis-12008	210	16	performance	performance	NOUN
fcis-12008	210	17	by	by	ADP
fcis-12008	210	18	monkeys[j	monkeys[j	PROPN
fcis-12008	210	19	]	]	PUNCT
fcis-12008	210	20	.	.	PUNCT
fcis-12008	211	1	journal	journal	PROPN
fcis-12008	211	2	of	of	ADP
fcis-12008	211	3	comparative	comparative	ADJ
fcis-12008	211	4	and	and	CCONJ
fcis-12008	211	5	pnysiological	pnysiological	ADJ
fcis-12008	211	6	psychology	psychology	NOUN
fcis-12008	211	7	,	,	PUNCT
fcis-12008	211	8	1950	1950	NUM
fcis-12008	211	9	,	,	PUNCT
fcis-12008	211	10	43(4	43(4	NOUN
fcis-12008	211	11	):	):	PUNCT
fcis-12008	212	1	[	[	X
fcis-12008	212	2	6]289	6]289	NUM
fcis-12008	212	3	-	-	PUNCT
fcis-12008	212	4	294	294	NUM
fcis-12008	212	5	.	.	PUNCT
fcis-12008	213	1	[	[	X
fcis-12008	213	2	15	15	NUM
fcis-12008	213	3	]	]	X
fcis-12008	213	4	shahid	shahid	PROPN
fcis-12008	213	5	s	s	PART
fcis-12008	213	6	,	,	PUNCT
fcis-12008	213	7	paul	paul	PROPN
fcis-12008	213	8	j.	j.	PROPN
fcis-12008	213	9	intrinsic	intrinsic	ADJ
fcis-12008	213	10	motivation	motivation	NOUN
fcis-12008	213	11	of	of	ADP
fcis-12008	213	12	luxury	luxury	NOUN
fcis-12008	213	13	consumers	consumer	NOUN
fcis-12008	213	14	in	in	ADP
fcis-12008	213	15	an	an	DET
fcis-12008	213	16	emerging	emerge	VERB
fcis-12008	213	17	market[j	market[j	NOUN
fcis-12008	213	18	]	]	PUNCT
fcis-12008	213	19	.	.	PUNCT
fcis-12008	214	1	journal	journal	PROPN
fcis-12008	214	2	of	of	ADP
fcis-12008	214	3	retailing	retailing	NOUN
fcis-12008	214	4	and	and	CCONJ
fcis-12008	214	5	consumer	consumer	NOUN
fcis-12008	214	6	services	service	NOUN
fcis-12008	214	7	,	,	PUNCT
fcis-12008	214	8	2021	2021	NUM
fcis-12008	214	9	,	,	PUNCT
fcis-12008	214	10	61	61	NUM
fcis-12008	214	11	:	:	SYM
fcis-12008	214	12	102531	102531	NUM
fcis-12008	214	13	.	.	PUNCT
fcis-12008	215	1	[	[	X
fcis-12008	215	2	16	16	NUM
fcis-12008	215	3	]	]	PUNCT
fcis-12008	215	4	xing	xing	PROPN
fcis-12008	215	5	zhiwei	zhiwei	PROPN
fcis-12008	215	6	,	,	PUNCT
fcis-12008	215	7	feng	feng	PROPN
fcis-12008	215	8	wenxing	wenxing	PROPN
fcis-12008	215	9	,	,	PUNCT
fcis-12008	215	10	luo	luo	PROPN
fcis-12008	215	11	qian	qian	PROPN
fcis-12008	215	12	,	,	PUNCT
fcis-12008	215	13	et	et	PROPN
fcis-12008	215	14	al	al	PROPN
fcis-12008	215	15	.	.	PUNCT
fcis-12008	216	1	a	a	DET
fcis-12008	216	2	single	single	ADJ
fcis-12008	216	3	flight	flight	NOUN
fcis-12008	216	4	departure	departure	NOUN
fcis-12008	216	5	passenger	passenger	NOUN
fcis-12008	216	6	aggregation	aggregation	NOUN
fcis-12008	216	7	model	model	NOUN
fcis-12008	216	8	based	base	VERB
fcis-12008	216	9	on	on	ADP
fcis-12008	216	10	flight	flight	NOUN
fcis-12008	216	11	departure	departure	NOUN
fcis-12008	216	12	time	time	NOUN
fcis-12008	216	13	domination	domination	NOUN
fcis-12008	216	14	[	[	X
fcis-12008	216	15	j	j	X
fcis-12008	216	16	]	]	X
fcis-12008	216	17	.	.	PUNCT
fcis-12008	217	1	journal	journal	PROPN
fcis-12008	217	2	of	of	ADP
fcis-12008	217	3	university	university	PROPN
fcis-12008	217	4	of	of	ADP
fcis-12008	217	5	electronic	electronic	ADJ
fcis-12008	217	6	science	science	NOUN
fcis-12008	217	7	and	and	CCONJ
fcis-12008	217	8	technology	technology	NOUN
fcis-12008	217	9	,	,	PUNCT
fcis-12008	217	10	2015,44	2015,44	NUM
fcis-12008	217	11	(	(	PUNCT
fcis-12008	217	12	05	05	NUM
fcis-12008	217	13	):	):	PUNCT
fcis-12008	217	14	719	719	NUM
fcis-12008	217	15	-	-	SYM
fcis-12008	217	16	724	724	NUM
fcis-12008	217	17	.	.	PUNCT