id	sid	tid	token	lemma	pos
fcis-3179	1	1	frontiers	frontier	NOUN
fcis-3179	1	2	in	in	ADP
fcis-3179	1	3	computing	computing	NOUN
fcis-3179	1	4	and	and	CCONJ
fcis-3179	1	5	intelligent	intelligent	ADJ
fcis-3179	1	6	systems	system	NOUN
fcis-3179	1	7	issn	issn	VERB
fcis-3179	1	8	:	:	PUNCT
fcis-3179	1	9	2832	2832	NUM
fcis-3179	1	10	-	-	SYM
fcis-3179	1	11	6024	6024	NUM
fcis-3179	1	12	|	|	NOUN
fcis-3179	1	13	vol	vol	NOUN
fcis-3179	1	14	.	.	PROPN
fcis-3179	2	1	2	2	NUM
fcis-3179	2	2	,	,	PUNCT
fcis-3179	2	3	no	no	INTJ
fcis-3179	2	4	.	.	NOUN
fcis-3179	2	5	1	1	NUM
fcis-3179	2	6	,	,	PUNCT
fcis-3179	2	7	2022	2022	NUM
fcis-3179	2	8	120	120	NUM
fcis-3179	2	9	applications	application	NOUN
fcis-3179	2	10	of	of	ADP
fcis-3179	2	11	ai	ai	NOUN
fcis-3179	2	12	in	in	ADP
fcis-3179	2	13	game	game	NOUN
fcis-3179	2	14	plug	plug	NOUN
fcis-3179	2	15	-	-	PUNCT
fcis-3179	2	16	ins	in	NOUN
fcis-3179	2	17	detection	detection	NOUN
fcis-3179	2	18	cheng	cheng	PROPN
fcis-3179	2	19	fang	fang	PROPN
fcis-3179	2	20	zhejiang	zhejiang	PROPN
fcis-3179	2	21	ivy	ivy	PROPN
fcis-3179	2	22	international	international	PROPN
fcis-3179	2	23	academy	academy	PROPN
fcis-3179	2	24	,	,	PUNCT
fcis-3179	2	25	hangzhou	hangzhou	PROPN
fcis-3179	2	26	,	,	PUNCT
fcis-3179	2	27	310000	310000	NUM
fcis-3179	2	28	,	,	PUNCT
fcis-3179	2	29	china	china	PROPN
fcis-3179	2	30	fangc742@gmail.com	fangc742@gmail.com	PROPN
fcis-3179	2	31	abstract	abstract	NOUN
fcis-3179	2	32	:	:	PUNCT
fcis-3179	2	33	with	with	ADP
fcis-3179	2	34	the	the	DET
fcis-3179	2	35	development	development	NOUN
fcis-3179	2	36	of	of	ADP
fcis-3179	2	37	the	the	DET
fcis-3179	2	38	machine	machine	NOUN
fcis-3179	2	39	learning	learning	NOUN
fcis-3179	2	40	and	and	CCONJ
fcis-3179	2	41	computer	computer	NOUN
fcis-3179	2	42	games	game	NOUN
fcis-3179	2	43	,	,	PUNCT
fcis-3179	2	44	more	more	ADJ
fcis-3179	2	45	and	and	CCONJ
fcis-3179	2	46	more	more	ADJ
fcis-3179	2	47	artificial	artificial	ADJ
fcis-3179	2	48	intelligence	intelligence	NOUN
fcis-3179	2	49	technologies	technology	NOUN
fcis-3179	2	50	are	be	AUX
fcis-3179	2	51	applied	apply	VERB
fcis-3179	2	52	in	in	ADP
fcis-3179	2	53	the	the	DET
fcis-3179	2	54	game	game	NOUN
fcis-3179	2	55	field	field	NOUN
fcis-3179	2	56	.	.	PUNCT
fcis-3179	3	1	from	from	ADP
fcis-3179	3	2	ibm	ibm	PROPN
fcis-3179	3	3	's	's	PART
fcis-3179	3	4	deep	deep	ADJ
fcis-3179	3	5	blue	blue	NOUN
fcis-3179	3	6	's	's	PART
fcis-3179	3	7	victory	victory	NOUN
fcis-3179	3	8	over	over	ADP
fcis-3179	3	9	chess	chess	NOUN
fcis-3179	3	10	king	king	NOUN
fcis-3179	3	11	kasparov	kasparov	PROPN
fcis-3179	3	12	in	in	ADP
fcis-3179	3	13	1997	1997	NUM
fcis-3179	3	14	to	to	ADP
fcis-3179	3	15	alphago	alphago	PROPN
fcis-3179	3	16	's	's	PART
fcis-3179	3	17	victory	victory	NOUN
fcis-3179	3	18	over	over	ADP
fcis-3179	3	19	go	go	VERB
fcis-3179	3	20	world	world	NOUN
fcis-3179	3	21	champion	champion	PROPN
fcis-3179	3	22	lee	lee	PROPN
fcis-3179	3	23	sedol	sedol	NOUN
fcis-3179	3	24	in	in	ADP
fcis-3179	3	25	2016	2016	NUM
fcis-3179	3	26	,	,	PUNCT
fcis-3179	3	27	ai	ai	AUX
fcis-3179	3	28	technology	technology	NOUN
fcis-3179	3	29	has	have	AUX
fcis-3179	3	30	played	play	VERB
fcis-3179	3	31	a	a	DET
fcis-3179	3	32	pivotal	pivotal	ADJ
fcis-3179	3	33	role	role	NOUN
fcis-3179	3	34	,	,	PUNCT
fcis-3179	3	35	thus	thus	ADV
fcis-3179	3	36	making	make	VERB
fcis-3179	3	37	artificial	artificial	ADJ
fcis-3179	3	38	intelligence	intelligence	NOUN
fcis-3179	3	39	famous	famous	ADJ
fcis-3179	3	40	.	.	PUNCT
fcis-3179	4	1	however	however	ADV
fcis-3179	4	2	,	,	PUNCT
fcis-3179	4	3	the	the	DET
fcis-3179	4	4	applications	application	NOUN
fcis-3179	4	5	of	of	ADP
fcis-3179	4	6	ai	ai	VERB
fcis-3179	4	7	against	against	ADP
fcis-3179	4	8	the	the	DET
fcis-3179	4	9	game	game	NOUN
fcis-3179	4	10	plug	plug	NOUN
fcis-3179	4	11	-	-	PUNCT
fcis-3179	4	12	ins	in	NOUN
fcis-3179	4	13	have	have	AUX
fcis-3179	4	14	been	be	AUX
fcis-3179	4	15	rarely	rarely	ADV
fcis-3179	4	16	reported	report	VERB
fcis-3179	4	17	.	.	PUNCT
fcis-3179	5	1	thus	thus	ADV
fcis-3179	5	2	,	,	PUNCT
fcis-3179	5	3	this	this	DET
fcis-3179	5	4	paper	paper	NOUN
fcis-3179	5	5	will	will	AUX
fcis-3179	5	6	introduce	introduce	VERB
fcis-3179	5	7	some	some	PRON
fcis-3179	5	8	ai	ai	VERB
fcis-3179	5	9	algorithms	algorithm	NOUN
fcis-3179	5	10	used	use	VERB
fcis-3179	5	11	in	in	ADP
fcis-3179	5	12	game	game	NOUN
fcis-3179	5	13	plug	plug	NOUN
fcis-3179	5	14	-	-	PUNCT
fcis-3179	5	15	ins	in	NOUN
fcis-3179	5	16	detection	detection	NOUN
fcis-3179	5	17	and	and	CCONJ
fcis-3179	5	18	some	some	DET
fcis-3179	5	19	application	application	NOUN
fcis-3179	5	20	cases	case	NOUN
fcis-3179	5	21	.	.	PUNCT
fcis-3179	6	1	keywords	keyword	NOUN
fcis-3179	6	2	:	:	PUNCT
fcis-3179	6	3	artificial	artificial	ADJ
fcis-3179	6	4	intelligence	intelligence	NOUN
fcis-3179	6	5	;	;	PUNCT
fcis-3179	6	6	video	video	NOUN
fcis-3179	6	7	games	game	NOUN
fcis-3179	6	8	;	;	PUNCT
fcis-3179	6	9	plug	plug	NOUN
fcis-3179	6	10	-	-	PUNCT
fcis-3179	6	11	ins	in	NOUN
fcis-3179	6	12	detection	detection	NOUN
fcis-3179	6	13	.	.	PUNCT
fcis-3179	7	1	1	1	X
fcis-3179	7	2	.	.	X
fcis-3179	7	3	introduction	introduction	NOUN
fcis-3179	7	4	artificial	artificial	ADJ
fcis-3179	7	5	intelligence	intelligence	NOUN
fcis-3179	7	6	(	(	PUNCT
fcis-3179	7	7	ai	ai	NOUN
fcis-3179	7	8	)	)	PUNCT
fcis-3179	7	9	,	,	PUNCT
fcis-3179	7	10	also	also	ADV
fcis-3179	7	11	known	know	VERB
fcis-3179	7	12	as	as	ADP
fcis-3179	7	13	machine	machine	NOUN
fcis-3179	7	14	intelligence	intelligence	NOUN
fcis-3179	7	15	,	,	PUNCT
fcis-3179	7	16	refers	refer	VERB
fcis-3179	7	17	to	to	ADP
fcis-3179	7	18	machines	machine	NOUN
fcis-3179	7	19	or	or	CCONJ
fcis-3179	7	20	systems	system	NOUN
fcis-3179	7	21	made	make	VERB
fcis-3179	7	22	by	by	ADP
fcis-3179	7	23	humans	human	NOUN
fcis-3179	7	24	that	that	PRON
fcis-3179	7	25	can	can	AUX
fcis-3179	7	26	exhibit	exhibit	VERB
fcis-3179	7	27	a	a	DET
fcis-3179	7	28	certain	certain	ADJ
fcis-3179	7	29	level	level	NOUN
fcis-3179	7	30	of	of	ADP
fcis-3179	7	31	intelligence	intelligence	NOUN
fcis-3179	7	32	.	.	PUNCT
fcis-3179	8	1	in	in	ADP
fcis-3179	8	2	1920	1920	NUM
fcis-3179	8	3	,	,	PUNCT
fcis-3179	8	4	a	a	DET
fcis-3179	8	5	british	british	ADJ
fcis-3179	8	6	scientist	scientist	NOUN
fcis-3179	8	7	named	name	VERB
fcis-3179	8	8	babbage	babbage	PROPN
fcis-3179	8	9	developed	develop	VERB
fcis-3179	8	10	the	the	DET
fcis-3179	8	11	world	world	NOUN
fcis-3179	8	12	's	's	PART
fcis-3179	8	13	first	first	ADJ
fcis-3179	8	14	"	"	PUNCT
fcis-3179	8	15	computing	compute	VERB
fcis-3179	8	16	machine	machine	NOUN
fcis-3179	8	17	"	"	PUNCT
fcis-3179	8	18	,	,	PUNCT
fcis-3179	8	19	which	which	PRON
fcis-3179	8	20	marked	mark	VERB
fcis-3179	8	21	the	the	DET
fcis-3179	8	22	beginning	beginning	NOUN
fcis-3179	8	23	of	of	ADP
fcis-3179	8	24	computer	computer	NOUN
fcis-3179	8	25	hardware	hardware	NOUN
fcis-3179	8	26	and	and	CCONJ
fcis-3179	8	27	is	be	AUX
fcis-3179	8	28	now	now	ADV
fcis-3179	8	29	considered	consider	VERB
fcis-3179	8	30	as	as	ADP
fcis-3179	8	31	the	the	DET
fcis-3179	8	32	predecessor	predecessor	NOUN
fcis-3179	8	33	of	of	ADP
fcis-3179	8	34	ai	ai	NOUN
fcis-3179	8	35	.	.	PUNCT
fcis-3179	9	1	the	the	DET
fcis-3179	9	2	development	development	NOUN
fcis-3179	9	3	and	and	CCONJ
fcis-3179	9	4	application	application	NOUN
fcis-3179	9	5	of	of	ADP
fcis-3179	9	6	electronic	electronic	ADJ
fcis-3179	9	7	computers	computer	NOUN
fcis-3179	9	8	have	have	AUX
fcis-3179	9	9	made	make	VERB
fcis-3179	9	10	the	the	DET
fcis-3179	9	11	realization	realization	NOUN
fcis-3179	9	12	of	of	ADP
fcis-3179	9	13	ai	ai	PRON
fcis-3179	9	14	a	a	DET
fcis-3179	9	15	reality	reality	NOUN
fcis-3179	9	16	.	.	PUNCT
fcis-3179	10	1	ai	ai	VERB
fcis-3179	10	2	can	can	AUX
fcis-3179	10	3	imitate	imitate	VERB
fcis-3179	10	4	human	human	ADJ
fcis-3179	10	5	behavior	behavior	NOUN
fcis-3179	10	6	,	,	PUNCT
fcis-3179	10	7	and	and	CCONJ
fcis-3179	10	8	as	as	SCONJ
fcis-3179	10	9	people	people	NOUN
fcis-3179	10	10	explore	explore	AUX
fcis-3179	10	11	ai	ai	VERB
fcis-3179	10	12	more	more	ADV
fcis-3179	10	13	and	and	CCONJ
fcis-3179	10	14	more	more	ADV
fcis-3179	10	15	deeply	deeply	ADV
fcis-3179	10	16	and	and	CCONJ
fcis-3179	10	17	the	the	DET
fcis-3179	10	18	computing	computing	NOUN
fcis-3179	10	19	power	power	NOUN
fcis-3179	10	20	of	of	ADP
fcis-3179	10	21	computers	computer	NOUN
fcis-3179	10	22	becomes	become	VERB
fcis-3179	10	23	more	more	ADV
fcis-3179	10	24	and	and	CCONJ
fcis-3179	10	25	more	more	ADV
fcis-3179	10	26	powerful	powerful	ADJ
fcis-3179	10	27	,	,	PUNCT
fcis-3179	10	28	ai	ai	AUX
fcis-3179	10	29	also	also	ADV
fcis-3179	10	30	becomes	become	VERB
fcis-3179	10	31	more	more	ADJ
fcis-3179	10	32	"	"	PUNCT
fcis-3179	10	33	intelligent	intelligent	ADJ
fcis-3179	10	34	"	"	PUNCT
fcis-3179	10	35	.	.	PUNCT
fcis-3179	11	1	the	the	DET
fcis-3179	11	2	development	development	NOUN
fcis-3179	11	3	of	of	ADP
fcis-3179	11	4	ai	ai	NOUN
fcis-3179	11	5	has	have	AUX
fcis-3179	11	6	gone	go	VERB
fcis-3179	11	7	through	through	ADP
fcis-3179	11	8	a	a	DET
fcis-3179	11	9	very	very	ADV
fcis-3179	11	10	long	long	ADJ
fcis-3179	11	11	history	history	NOUN
fcis-3179	11	12	.	.	PUNCT
fcis-3179	12	1	game	game	NOUN
fcis-3179	12	2	ai	ai	VERB
fcis-3179	12	3	is	be	AUX
fcis-3179	12	4	the	the	DET
fcis-3179	12	5	product	product	NOUN
fcis-3179	12	6	of	of	ADP
fcis-3179	12	7	the	the	DET
fcis-3179	12	8	development	development	NOUN
fcis-3179	12	9	of	of	ADP
fcis-3179	12	10	ai	ai	PRON
fcis-3179	12	11	technology	technology	NOUN
fcis-3179	12	12	in	in	ADP
fcis-3179	12	13	the	the	DET
fcis-3179	12	14	game	game	NOUN
fcis-3179	12	15	field	field	NOUN
fcis-3179	12	16	,	,	PUNCT
fcis-3179	12	17	and	and	CCONJ
fcis-3179	12	18	it	it	PRON
fcis-3179	12	19	has	have	AUX
fcis-3179	12	20	always	always	ADV
fcis-3179	12	21	been	be	AUX
fcis-3179	12	22	at	at	ADP
fcis-3179	12	23	the	the	DET
fcis-3179	12	24	forefront	forefront	NOUN
fcis-3179	12	25	of	of	ADP
fcis-3179	12	26	its	its	PRON
fcis-3179	12	27	development	development	NOUN
fcis-3179	12	28	,	,	PUNCT
fcis-3179	12	29	and	and	CCONJ
fcis-3179	12	30	is	be	AUX
fcis-3179	12	31	considered	consider	VERB
fcis-3179	12	32	to	to	PART
fcis-3179	12	33	be	be	AUX
fcis-3179	12	34	the	the	DET
fcis-3179	12	35	"	"	PUNCT
fcis-3179	12	36	fruit	fruit	NOUN
fcis-3179	12	37	fly	fly	NOUN
fcis-3179	12	38	"	"	PUNCT
fcis-3179	12	39	of	of	ADP
fcis-3179	12	40	ai	ai	PROPN
fcis-3179	12	41	.	.	PROPN
fcis-3179	12	42	wolfenstein	wolfenstein	PROPN
fcis-3179	12	43	3d	3d	PROPN
fcis-3179	12	44	was	be	AUX
fcis-3179	12	45	released	release	VERB
fcis-3179	12	46	back	back	ADV
fcis-3179	12	47	in	in	ADP
fcis-3179	12	48	1992	1992	NUM
fcis-3179	12	49	,	,	PUNCT
fcis-3179	12	50	and	and	CCONJ
fcis-3179	12	51	its	its	PRON
fcis-3179	12	52	soldiers	soldier	NOUN
fcis-3179	12	53	also	also	ADV
fcis-3179	12	54	had	have	VERB
fcis-3179	12	55	a	a	DET
fcis-3179	12	56	basic	basic	ADJ
fcis-3179	12	57	form	form	NOUN
fcis-3179	12	58	of	of	ADP
fcis-3179	12	59	ai	ai	NOUN
fcis-3179	12	60	.	.	PUNCT
fcis-3179	13	1	in	in	ADP
fcis-3179	13	2	the	the	DET
fcis-3179	13	3	context	context	NOUN
fcis-3179	13	4	of	of	ADP
fcis-3179	13	5	the	the	DET
fcis-3179	13	6	rapid	rapid	ADJ
fcis-3179	13	7	development	development	NOUN
fcis-3179	13	8	of	of	ADP
fcis-3179	13	9	the	the	DET
fcis-3179	13	10	mobile	mobile	ADJ
fcis-3179	13	11	internet	internet	NOUN
fcis-3179	13	12	,	,	PUNCT
fcis-3179	13	13	the	the	DET
fcis-3179	13	14	improvement	improvement	NOUN
fcis-3179	13	15	of	of	ADP
fcis-3179	13	16	big	big	ADJ
fcis-3179	13	17	data	datum	NOUN
fcis-3179	13	18	mining	mining	NOUN
fcis-3179	13	19	capabilities	capability	NOUN
fcis-3179	13	20	and	and	CCONJ
fcis-3179	13	21	storage	storage	NOUN
fcis-3179	13	22	capabilities	capability	NOUN
fcis-3179	13	23	,	,	PUNCT
fcis-3179	13	24	the	the	DET
fcis-3179	13	25	leap	leap	NOUN
fcis-3179	13	26	in	in	ADP
fcis-3179	13	27	computer	computer	NOUN
fcis-3179	13	28	computing	computing	NOUN
fcis-3179	13	29	speed	speed	NOUN
fcis-3179	13	30	,	,	PUNCT
fcis-3179	13	31	and	and	CCONJ
fcis-3179	13	32	the	the	DET
fcis-3179	13	33	accumulation	accumulation	NOUN
fcis-3179	13	34	of	of	ADP
fcis-3179	13	35	deep	deep	ADJ
fcis-3179	13	36	learning	learning	NOUN
fcis-3179	13	37	algorithms	algorithm	NOUN
fcis-3179	13	38	have	have	AUX
fcis-3179	13	39	ushered	usher	VERB
fcis-3179	13	40	in	in	ADP
fcis-3179	13	41	new	new	ADJ
fcis-3179	13	42	opportunities	opportunity	NOUN
fcis-3179	13	43	for	for	ADP
fcis-3179	13	44	game	game	NOUN
fcis-3179	13	45	artificial	artificial	ADJ
fcis-3179	13	46	intelligence	intelligence	NOUN
fcis-3179	13	47	technology	technology	NOUN
fcis-3179	13	48	.	.	PUNCT
fcis-3179	14	1	from	from	ADP
fcis-3179	14	2	ibm	ibm	PROPN
fcis-3179	14	3	's	's	PART
fcis-3179	14	4	deep	deep	ADJ
fcis-3179	14	5	blue	blue	NOUN
fcis-3179	14	6	's	's	PART
fcis-3179	14	7	victory	victory	NOUN
fcis-3179	14	8	over	over	ADP
fcis-3179	14	9	chess	chess	NOUN
fcis-3179	14	10	king	king	NOUN
fcis-3179	14	11	kasparov	kasparov	PROPN
fcis-3179	14	12	in	in	ADP
fcis-3179	14	13	1997	1997	NUM
fcis-3179	14	14	to	to	ADP
fcis-3179	14	15	alphago	alphago	PROPN
fcis-3179	14	16	's	's	PART
fcis-3179	14	17	victory	victory	NOUN
fcis-3179	14	18	over	over	ADP
fcis-3179	14	19	go	go	VERB
fcis-3179	14	20	world	world	NOUN
fcis-3179	14	21	champion	champion	PROPN
fcis-3179	14	22	lee	lee	PROPN
fcis-3179	14	23	sedol	sedol	NOUN
fcis-3179	14	24	in	in	ADP
fcis-3179	14	25	2016	2016	NUM
fcis-3179	14	26	,	,	PUNCT
fcis-3179	14	27	ai	ai	AUX
fcis-3179	14	28	technology	technology	NOUN
fcis-3179	14	29	has	have	AUX
fcis-3179	14	30	played	play	VERB
fcis-3179	14	31	a	a	DET
fcis-3179	14	32	pivotal	pivotal	ADJ
fcis-3179	14	33	role	role	NOUN
fcis-3179	14	34	,	,	PUNCT
fcis-3179	14	35	thus	thus	ADV
fcis-3179	14	36	making	make	VERB
fcis-3179	14	37	artificial	artificial	ADJ
fcis-3179	14	38	intelligence	intelligence	NOUN
fcis-3179	14	39	famous	famous	ADJ
fcis-3179	14	40	.	.	PUNCT
fcis-3179	15	1	in	in	ADP
fcis-3179	15	2	addition	addition	NOUN
fcis-3179	15	3	,	,	PUNCT
fcis-3179	15	4	texas	texas	PROPN
fcis-3179	15	5	hold'em	hold'em	NOUN
fcis-3179	15	6	ai	ai	VERB
fcis-3179	15	7	[	[	X
fcis-3179	15	8	2,3	2,3	NUM
fcis-3179	15	9	]	]	PUNCT
fcis-3179	15	10	and	and	CCONJ
fcis-3179	15	11	mahjong	mahjong	NOUN
fcis-3179	15	12	ai	ai	VERB
fcis-3179	15	13	in	in	ADP
fcis-3179	15	14	the	the	DET
fcis-3179	15	15	incomplete	incomplete	ADJ
fcis-3179	15	16	information	information	NOUN
fcis-3179	15	17	environment	environment	NOUN
fcis-3179	15	18	have	have	AUX
fcis-3179	15	19	achieved	achieve	VERB
fcis-3179	15	20	highprofile	highprofile	ADJ
fcis-3179	15	21	achievements	achievement	NOUN
fcis-3179	15	22	.	.	PUNCT
fcis-3179	16	1	for	for	ADP
fcis-3179	16	2	real	real	ADJ
fcis-3179	16	3	-	-	PUNCT
fcis-3179	16	4	time	time	NOUN
fcis-3179	16	5	games	game	NOUN
fcis-3179	16	6	,	,	PUNCT
fcis-3179	16	7	king	king	NOUN
fcis-3179	16	8	of	of	ADP
fcis-3179	16	9	glory	glory	NOUN
fcis-3179	16	10	ai	ai	VERB
fcis-3179	16	11	,	,	PUNCT
fcis-3179	16	12	dota2	dota2	PROPN
fcis-3179	16	13	ai	ai	VERB
fcis-3179	16	14	and	and	CCONJ
fcis-3179	16	15	starcraft	starcraft	PROPN
fcis-3179	16	16	ii	ii	PROPN
fcis-3179	16	17	ai	ai	AUX
fcis-3179	16	18	have	have	AUX
fcis-3179	16	19	all	all	PRON
fcis-3179	16	20	reached	reach	VERB
fcis-3179	16	21	or	or	CCONJ
fcis-3179	16	22	surpassed	surpass	VERB
fcis-3179	16	23	the	the	DET
fcis-3179	16	24	level	level	NOUN
fcis-3179	16	25	of	of	ADP
fcis-3179	16	26	top	top	ADJ
fcis-3179	16	27	human	human	ADJ
fcis-3179	16	28	professional	professional	ADJ
fcis-3179	16	29	players	player	NOUN
fcis-3179	16	30	.	.	PUNCT
fcis-3179	17	1	craig	craig	PROPN
fcis-3179	17	2	reynolds	reynolds	PROPN
fcis-3179	17	3	proposed	propose	VERB
fcis-3179	17	4	a	a	DET
fcis-3179	17	5	theory	theory	NOUN
fcis-3179	17	6	of	of	ADP
fcis-3179	17	7	simulating	simulate	VERB
fcis-3179	17	8	the	the	DET
fcis-3179	17	9	behavior	behavior	NOUN
fcis-3179	17	10	of	of	ADP
fcis-3179	17	11	a	a	DET
fcis-3179	17	12	group	group	NOUN
fcis-3179	17	13	of	of	ADP
fcis-3179	17	14	animals	animal	NOUN
fcis-3179	17	15	aiming	aim	VERB
fcis-3179	17	16	at	at	ADP
fcis-3179	17	17	simulating	simulate	VERB
fcis-3179	17	18	bird	bird	NOUN
fcis-3179	17	19	flight	flight	NOUN
fcis-3179	17	20	,	,	PUNCT
fcis-3179	17	21	namely	namely	ADV
fcis-3179	17	22	dispersion	dispersion	NOUN
fcis-3179	17	23	,	,	PUNCT
fcis-3179	17	24	alignment	alignment	NOUN
fcis-3179	17	25	,	,	PUNCT
fcis-3179	17	26	and	and	CCONJ
fcis-3179	17	27	cohesion	cohesion	NOUN
fcis-3179	17	28	.	.	PUNCT
fcis-3179	18	1	the	the	DET
fcis-3179	18	2	a	a	PROPN
fcis-3179	18	3	*	*	PUNCT
fcis-3179	18	4	pathfinding	pathfinde	VERB
fcis-3179	18	5	algorithm	algorithm	NOUN
fcis-3179	18	6	is	be	AUX
fcis-3179	18	7	the	the	DET
fcis-3179	18	8	most	most	ADV
fcis-3179	18	9	popular	popular	ADJ
fcis-3179	18	10	pathfinding	pathfinding	NOUN
fcis-3179	18	11	algorithm	algorithm	NOUN
fcis-3179	18	12	today	today	NOUN
fcis-3179	18	13	.	.	PUNCT
fcis-3179	19	1	the	the	DET
fcis-3179	19	2	a	a	PROPN
fcis-3179	19	3	*	*	PROPN
fcis-3179	19	4	algorithm	algorithm	NOUN
fcis-3179	19	5	has	have	VERB
fcis-3179	19	6	the	the	DET
fcis-3179	19	7	characteristics	characteristic	NOUN
fcis-3179	19	8	of	of	ADP
fcis-3179	19	9	real	real	ADJ
fcis-3179	19	10	-	-	PUNCT
fcis-3179	19	11	time	time	NOUN
fcis-3179	19	12	,	,	PUNCT
fcis-3179	19	13	stability	stability	NOUN
fcis-3179	19	14	,	,	PUNCT
fcis-3179	19	15	and	and	CCONJ
fcis-3179	19	16	intelligence	intelligence	NOUN
fcis-3179	19	17	,	,	PUNCT
fcis-3179	19	18	and	and	CCONJ
fcis-3179	19	19	is	be	AUX
fcis-3179	19	20	simple	simple	ADJ
fcis-3179	19	21	and	and	CCONJ
fcis-3179	19	22	easy	easy	ADJ
fcis-3179	19	23	to	to	PART
fcis-3179	19	24	use	use	VERB
fcis-3179	19	25	.	.	PUNCT
fcis-3179	20	1	therefore	therefore	ADV
fcis-3179	20	2	,	,	PUNCT
fcis-3179	20	3	a	a	DET
fcis-3179	20	4	*	*	PUNCT
fcis-3179	20	5	pathfinding	pathfinde	VERB
fcis-3179	20	6	algorithm	algorithm	NOUN
fcis-3179	20	7	is	be	AUX
fcis-3179	20	8	popular	popular	ADJ
fcis-3179	20	9	in	in	ADP
fcis-3179	20	10	most	most	ADJ
fcis-3179	20	11	of	of	ADP
fcis-3179	20	12	the	the	DET
fcis-3179	20	13	pathfinding	pathfinding	NOUN
fcis-3179	20	14	in	in	ADP
fcis-3179	20	15	the	the	DET
fcis-3179	20	16	game	game	NOUN
fcis-3179	20	17	uses	use	VERB
fcis-3179	20	18	.	.	PUNCT
fcis-3179	21	1	for	for	ADP
fcis-3179	21	2	example	example	NOUN
fcis-3179	21	3	,	,	PUNCT
fcis-3179	21	4	the	the	DET
fcis-3179	21	5	sports	sport	NOUN
fcis-3179	21	6	games	game	NOUN
fcis-3179	21	7	"	"	PUNCT
fcis-3179	21	8	nba2k	nba2k	NUM
fcis-3179	21	9	"	"	PUNCT
fcis-3179	21	10	series	series	NOUN
fcis-3179	21	11	,	,	PUNCT
fcis-3179	21	12	"	"	PUNCT
fcis-3179	21	13	fifa	fifa	PROPN
fcis-3179	21	14	"	"	PUNCT
fcis-3179	21	15	series	series	NOUN
fcis-3179	21	16	,	,	PUNCT
fcis-3179	21	17	and	and	CCONJ
fcis-3179	21	18	the	the	DET
fcis-3179	21	19	shootout	shootout	NOUN
fcis-3179	21	20	game	game	NOUN
fcis-3179	21	21	"	"	PUNCT
fcis-3179	21	22	battlefield	battlefield	NOUN
fcis-3179	21	23	"	"	PUNCT
fcis-3179	21	24	series	series	NOUN
fcis-3179	21	25	,	,	PUNCT
fcis-3179	21	26	the	the	DET
fcis-3179	21	27	cumbersome	cumbersome	ADJ
fcis-3179	21	28	intelligent	intelligent	ADJ
fcis-3179	21	29	pathfinding	pathfinding	NOUN
fcis-3179	21	30	technology	technology	NOUN
fcis-3179	21	31	in	in	ADP
fcis-3179	21	32	the	the	DET
fcis-3179	21	33	game	game	NOUN
fcis-3179	21	34	is	be	AUX
fcis-3179	21	35	all	all	PRON
fcis-3179	21	36	done	do	VERB
fcis-3179	21	37	using	use	VERB
fcis-3179	21	38	the	the	DET
fcis-3179	21	39	a	a	PROPN
fcis-3179	21	40	*	*	PUNCT
fcis-3179	21	41	pathfinding	pathfinding	NOUN
fcis-3179	21	42	algorithm	algorithm	NOUN
fcis-3179	21	43	.	.	PUNCT
fcis-3179	22	1	however	however	ADV
fcis-3179	22	2	,	,	PUNCT
fcis-3179	22	3	the	the	DET
fcis-3179	22	4	applications	application	NOUN
fcis-3179	22	5	of	of	ADP
fcis-3179	22	6	ai	ai	VERB
fcis-3179	22	7	against	against	ADP
fcis-3179	22	8	the	the	DET
fcis-3179	22	9	game	game	NOUN
fcis-3179	22	10	plug	plug	NOUN
fcis-3179	22	11	-	-	PUNCT
fcis-3179	22	12	ins	in	NOUN
fcis-3179	22	13	have	have	AUX
fcis-3179	22	14	been	be	AUX
fcis-3179	22	15	rarely	rarely	ADV
fcis-3179	22	16	reported	report	VERB
fcis-3179	22	17	.	.	PUNCT
fcis-3179	23	1	thus	thus	ADV
fcis-3179	23	2	,	,	PUNCT
fcis-3179	23	3	this	this	DET
fcis-3179	23	4	paper	paper	NOUN
fcis-3179	23	5	will	will	AUX
fcis-3179	23	6	introduce	introduce	VERB
fcis-3179	23	7	some	some	PRON
fcis-3179	23	8	ai	ai	VERB
fcis-3179	23	9	algorithms	algorithm	NOUN
fcis-3179	23	10	used	use	VERB
fcis-3179	23	11	in	in	ADP
fcis-3179	23	12	game	game	NOUN
fcis-3179	23	13	plug	plug	NOUN
fcis-3179	23	14	-	-	PUNCT
fcis-3179	23	15	ins	in	NOUN
fcis-3179	23	16	detection	detection	NOUN
fcis-3179	23	17	and	and	CCONJ
fcis-3179	23	18	some	some	DET
fcis-3179	23	19	application	application	NOUN
fcis-3179	23	20	cases	case	NOUN
fcis-3179	23	21	.	.	PUNCT
fcis-3179	24	1	2	2	X
fcis-3179	24	2	.	.	X
fcis-3179	24	3	ai	ai	VERB
fcis-3179	24	4	algorithms	algorithms	NOUN
fcis-3179	24	5	2.1	2.1	NUM
fcis-3179	24	6	.	.	PUNCT
fcis-3179	25	1	neural	neural	ADJ
fcis-3179	25	2	networks	network	NOUN
fcis-3179	25	3	inspired	inspire	VERB
fcis-3179	25	4	by	by	ADP
fcis-3179	25	5	the	the	DET
fcis-3179	25	6	human	human	ADJ
fcis-3179	25	7	brain	brain	NOUN
fcis-3179	25	8	,	,	PUNCT
fcis-3179	25	9	the	the	DET
fcis-3179	25	10	neural	neural	ADJ
fcis-3179	25	11	network	network	NOUN
fcis-3179	25	12	consists	consist	VERB
fcis-3179	25	13	of	of	ADP
fcis-3179	25	14	a	a	DET
fcis-3179	25	15	number	number	NOUN
fcis-3179	25	16	of	of	ADP
fcis-3179	25	17	neurons	neuron	NOUN
fcis-3179	25	18	which	which	PRON
fcis-3179	25	19	can	can	AUX
fcis-3179	25	20	receive	receive	VERB
fcis-3179	25	21	the	the	DET
fcis-3179	25	22	perceptual	perceptual	ADJ
fcis-3179	25	23	information	information	NOUN
fcis-3179	25	24	of	of	ADP
fcis-3179	25	25	the	the	DET
fcis-3179	25	26	nerve	nerve	NOUN
fcis-3179	25	27	endings	ending	NOUN
fcis-3179	25	28	.	.	PUNCT
fcis-3179	26	1	the	the	DET
fcis-3179	26	2	neuron	neuron	NOUN
fcis-3179	26	3	structure	structure	NOUN
fcis-3179	26	4	is	be	AUX
fcis-3179	26	5	shown	show	VERB
fcis-3179	26	6	in	in	ADP
fcis-3179	26	7	figure	figure	NOUN
fcis-3179	26	8	1b	1b	NUM
fcis-3179	26	9	where	where	SCONJ
fcis-3179	26	10	x	x	PRON
fcis-3179	26	11	is	be	AUX
fcis-3179	26	12	the	the	DET
fcis-3179	26	13	neuron	neuron	PROPN
fcis-3179	26	14	input	input	NOUN
fcis-3179	26	15	,	,	PUNCT
fcis-3179	26	16	w	w	PROPN
fcis-3179	26	17	is	be	AUX
fcis-3179	26	18	the	the	DET
fcis-3179	26	19	connection	connection	NOUN
fcis-3179	26	20	weight	weight	NOUN
fcis-3179	26	21	between	between	ADP
fcis-3179	26	22	each	each	DET
fcis-3179	26	23	neuron	neuron	NOUN
fcis-3179	26	24	,	,	PUNCT
fcis-3179	26	25	b	b	PROPN
fcis-3179	26	26	is	be	AUX
fcis-3179	26	27	the	the	DET
fcis-3179	26	28	threshold	threshold	NOUN
fcis-3179	26	29	,	,	PUNCT
fcis-3179	26	30	f	f	PROPN
fcis-3179	26	31	is	be	AUX
fcis-3179	26	32	the	the	DET
fcis-3179	26	33	activation	activation	NOUN
fcis-3179	26	34	function	function	NOUN
fcis-3179	26	35	,	,	PUNCT
fcis-3179	26	36	and	and	CCONJ
fcis-3179	26	37	o	o	NOUN
fcis-3179	26	38	is	be	AUX
fcis-3179	26	39	the	the	DET
fcis-3179	26	40	output	output	NOUN
fcis-3179	26	41	value	value	NOUN
fcis-3179	26	42	,	,	PUNCT
fcis-3179	26	43	which	which	PRON
fcis-3179	26	44	can	can	AUX
fcis-3179	26	45	be	be	AUX
fcis-3179	26	46	expressed	express	VERB
fcis-3179	26	47	by	by	ADP
fcis-3179	26	48	the	the	DET
fcis-3179	26	49	equation	equation	NOUN
fcis-3179	26	50	1	1	NUM
fcis-3179	26	51	.	.	PUNCT
fcis-3179	27	1	(	(	PUNCT
fcis-3179	27	2	)	)	PUNCT
fcis-3179	27	3	o	o	NOUN
fcis-3179	27	4	f=	f=	NUM
fcis-3179	28	1	+	+	PROPN
fcis-3179	28	2	wx	wx	PROPN
fcis-3179	28	3	b	b	PROPN
fcis-3179	28	4	(	(	PUNCT
fcis-3179	28	5	1	1	NUM
fcis-3179	28	6	)	)	PUNCT
fcis-3179	28	7	multiple	multiple	ADJ
fcis-3179	28	8	neurons	neuron	NOUN
fcis-3179	28	9	connecting	connect	VERB
fcis-3179	28	10	with	with	ADP
fcis-3179	28	11	each	each	DET
fcis-3179	28	12	other	other	ADJ
fcis-3179	28	13	form	form	NOUN
fcis-3179	28	14	a	a	DET
fcis-3179	28	15	neural	neural	ADJ
fcis-3179	28	16	network	network	NOUN
fcis-3179	28	17	,	,	PUNCT
fcis-3179	28	18	as	as	SCONJ
fcis-3179	28	19	shown	show	VERB
fcis-3179	28	20	in	in	ADP
fcis-3179	28	21	figure	figure	NOUN
fcis-3179	28	22	1a	1a	NOUN
fcis-3179	28	23	.	.	PUNCT
fcis-3179	29	1	a	a	DET
fcis-3179	29	2	complete	complete	ADJ
fcis-3179	29	3	neural	neural	ADJ
fcis-3179	29	4	network	network	NOUN
fcis-3179	29	5	usually	usually	ADV
fcis-3179	29	6	consists	consist	VERB
fcis-3179	29	7	of	of	ADP
fcis-3179	29	8	three	three	NUM
fcis-3179	29	9	layers	layer	NOUN
fcis-3179	29	10	,	,	PUNCT
fcis-3179	29	11	namely	namely	ADV
fcis-3179	29	12	the	the	DET
fcis-3179	29	13	input	input	NOUN
fcis-3179	29	14	layer	layer	NOUN
fcis-3179	29	15	,	,	PUNCT
fcis-3179	29	16	the	the	DET
fcis-3179	29	17	hidden	hidden	ADJ
fcis-3179	29	18	layer	layer	NOUN
fcis-3179	29	19	and	and	CCONJ
fcis-3179	29	20	the	the	DET
fcis-3179	29	21	output	output	NOUN
fcis-3179	29	22	layer	layer	NOUN
fcis-3179	29	23	.	.	PUNCT
fcis-3179	30	1	the	the	DET
fcis-3179	30	2	number	number	NOUN
fcis-3179	30	3	of	of	ADP
fcis-3179	30	4	hidden	hidden	ADJ
fcis-3179	30	5	layers	layer	NOUN
fcis-3179	30	6	is	be	AUX
fcis-3179	30	7	not	not	PART
fcis-3179	30	8	less	less	ADJ
fcis-3179	30	9	than	than	ADP
fcis-3179	30	10	one	one	NUM
fcis-3179	30	11	,	,	PUNCT
fcis-3179	30	12	while	while	SCONJ
fcis-3179	30	13	the	the	DET
fcis-3179	30	14	input	input	NOUN
fcis-3179	30	15	layer	layer	NOUN
fcis-3179	30	16	and	and	CCONJ
fcis-3179	30	17	output	output	NOUN
fcis-3179	30	18	layer	layer	NOUN
fcis-3179	30	19	generally	generally	ADV
fcis-3179	30	20	have	have	VERB
fcis-3179	30	21	only	only	ADV
fcis-3179	30	22	one	one	NUM
fcis-3179	30	23	layer	layer	NOUN
fcis-3179	30	24	.	.	PUNCT
fcis-3179	31	1	figure	figure	NOUN
fcis-3179	31	2	1	1	NUM
fcis-3179	31	3	.	.	PUNCT
fcis-3179	32	1	the	the	DET
fcis-3179	32	2	structure	structure	NOUN
fcis-3179	32	3	of	of	ADP
fcis-3179	32	4	(	(	PUNCT
fcis-3179	32	5	a	a	PRON
fcis-3179	32	6	)	)	PUNCT
fcis-3179	32	7	neural	neural	ADJ
fcis-3179	32	8	network	network	NOUN
fcis-3179	32	9	and	and	CCONJ
fcis-3179	32	10	(	(	PUNCT
fcis-3179	32	11	b	b	NOUN
fcis-3179	32	12	)	)	PUNCT
fcis-3179	32	13	neuron	neuron	VERB
fcis-3179	32	14	the	the	DET
fcis-3179	32	15	training	training	NOUN
fcis-3179	32	16	process	process	NOUN
fcis-3179	32	17	of	of	ADP
fcis-3179	32	18	the	the	DET
fcis-3179	32	19	neural	neural	ADJ
fcis-3179	32	20	network	network	NOUN
fcis-3179	32	21	model	model	NOUN
fcis-3179	32	22	is	be	AUX
fcis-3179	32	23	to	to	PART
fcis-3179	32	24	adjust	adjust	VERB
fcis-3179	32	25	the	the	DET
fcis-3179	32	26	weights	weight	NOUN
fcis-3179	32	27	of	of	ADP
fcis-3179	32	28	connections	connection	NOUN
fcis-3179	32	29	between	between	ADP
fcis-3179	32	30	neurons	neuron	NOUN
fcis-3179	32	31	and	and	CCONJ
fcis-3179	32	32	the	the	DET
fcis-3179	32	33	biases	bias	NOUN
fcis-3179	32	34	of	of	ADP
fcis-3179	32	35	neurons	neuron	NOUN
fcis-3179	32	36	iteratively	iteratively	ADV
fcis-3179	32	37	until	until	SCONJ
fcis-3179	32	38	the	the	DET
fcis-3179	32	39	specific	specific	ADJ
fcis-3179	32	40	requirements	requirement	NOUN
fcis-3179	32	41	are	be	AUX
fcis-3179	32	42	satisfied	satisfied	ADJ
fcis-3179	32	43	.	.	PUNCT
fcis-3179	33	1	the	the	DET
fcis-3179	33	2	diagram	diagram	NOUN
fcis-3179	33	3	in	in	ADP
fcis-3179	33	4	figure	figure	NOUN
fcis-3179	33	5	2	2	NUM
fcis-3179	33	6	illustrates	illustrate	VERB
fcis-3179	33	7	the	the	DET
fcis-3179	33	8	flow	flow	NOUN
fcis-3179	33	9	diagram	diagram	NOUN
fcis-3179	33	10	of	of	ADP
fcis-3179	33	11	the	the	DET
fcis-3179	33	12	training	training	NOUN
fcis-3179	33	13	ann	ann	PROPN
fcis-3179	33	14	model	model	NOUN
fcis-3179	33	15	121	121	NUM
fcis-3179	33	16	figure	figure	NOUN
fcis-3179	33	17	2	2	NUM
fcis-3179	33	18	.	.	PUNCT
fcis-3179	34	1	the	the	DET
fcis-3179	34	2	training	training	NOUN
fcis-3179	34	3	process	process	NOUN
fcis-3179	34	4	of	of	ADP
fcis-3179	34	5	the	the	DET
fcis-3179	34	6	neural	neural	ADJ
fcis-3179	34	7	networks	network	NOUN
fcis-3179	34	8	2.2	2.2	NUM
fcis-3179	34	9	.	.	PUNCT
fcis-3179	35	1	support	support	NOUN
fcis-3179	35	2	vector	vector	NOUN
fcis-3179	35	3	machine	machine	NOUN
fcis-3179	35	4	the	the	DET
fcis-3179	35	5	aim	aim	NOUN
fcis-3179	35	6	of	of	ADP
fcis-3179	35	7	the	the	DET
fcis-3179	35	8	support	support	NOUN
fcis-3179	35	9	vector	vector	NOUN
fcis-3179	35	10	machine	machine	NOUN
fcis-3179	35	11	(	(	PUNCT
fcis-3179	35	12	svm	svm	PROPN
fcis-3179	35	13	)	)	PUNCT
fcis-3179	35	14	is	be	AUX
fcis-3179	35	15	to	to	PART
fcis-3179	35	16	maximize	maximize	VERB
fcis-3179	35	17	the	the	DET
fcis-3179	35	18	interval	interval	NOUN
fcis-3179	35	19	between	between	ADP
fcis-3179	35	20	different	different	ADJ
fcis-3179	35	21	categories	category	NOUN
fcis-3179	35	22	,	,	PUNCT
fcis-3179	35	23	so	so	SCONJ
fcis-3179	35	24	that	that	SCONJ
fcis-3179	35	25	the	the	DET
fcis-3179	35	26	classification	classification	NOUN
fcis-3179	35	27	of	of	ADP
fcis-3179	35	28	svm	svm	PROPN
fcis-3179	35	29	has	have	VERB
fcis-3179	35	30	higher	high	ADJ
fcis-3179	35	31	reliability	reliability	NOUN
fcis-3179	35	32	and	and	CCONJ
fcis-3179	35	33	generalization	generalization	NOUN
fcis-3179	35	34	ability	ability	NOUN
fcis-3179	35	35	.	.	PUNCT
fcis-3179	36	1	support	support	NOUN
fcis-3179	36	2	vectors	vector	NOUN
fcis-3179	36	3	are	be	AUX
fcis-3179	36	4	those	those	DET
fcis-3179	36	5	data	datum	NOUN
fcis-3179	36	6	points	point	NOUN
fcis-3179	36	7	close	close	ADV
fcis-3179	36	8	to	to	ADP
fcis-3179	36	9	the	the	DET
fcis-3179	36	10	boundary	boundary	NOUN
fcis-3179	36	11	during	during	ADP
fcis-3179	36	12	the	the	DET
fcis-3179	36	13	svm	svm	ADJ
fcis-3179	36	14	classification	classification	NOUN
fcis-3179	36	15	process	process	NOUN
fcis-3179	36	16	.	.	PUNCT
fcis-3179	37	1	the	the	DET
fcis-3179	37	2	training	training	NOUN
fcis-3179	37	3	aim	aim	NOUN
fcis-3179	37	4	of	of	ADP
fcis-3179	37	5	a	a	DET
fcis-3179	37	6	support	support	NOUN
fcis-3179	37	7	vector	vector	NOUN
fcis-3179	37	8	machine	machine	NOUN
fcis-3179	37	9	is	be	AUX
fcis-3179	37	10	to	to	PART
fcis-3179	37	11	find	find	VERB
fcis-3179	37	12	an	an	DET
fcis-3179	37	13	optimal	optimal	ADJ
fcis-3179	37	14	hyperplane	hyperplane	NOUN
fcis-3179	37	15	that	that	PRON
fcis-3179	37	16	correctly	correctly	ADV
fcis-3179	37	17	splits	split	VERB
fcis-3179	37	18	positive	positive	ADJ
fcis-3179	37	19	and	and	CCONJ
fcis-3179	37	20	negative	negative	ADJ
fcis-3179	37	21	samples	sample	NOUN
fcis-3179	37	22	.	.	PUNCT
fcis-3179	38	1	the	the	DET
fcis-3179	38	2	optimal	optimal	ADJ
fcis-3179	38	3	hyperplane	hyperplane	PROPN
fcis-3179	38	4	wx	wx	PROPN
fcis-3179	38	5	+	+	CCONJ
fcis-3179	38	6	b	b	X
fcis-3179	38	7	=	=	SYM
fcis-3179	38	8	0	0	NUM
fcis-3179	38	9	can	can	AUX
fcis-3179	38	10	be	be	AUX
fcis-3179	38	11	obtained	obtain	VERB
fcis-3179	38	12	by	by	ADP
fcis-3179	38	13	doing	do	VERB
fcis-3179	38	14	a	a	DET
fcis-3179	38	15	nonlinear	nonlinear	ADJ
fcis-3179	38	16	mapping	mapping	NOUN
fcis-3179	38	17	.	.	PUNCT
fcis-3179	39	1	when	when	SCONJ
fcis-3179	39	2	the	the	DET
fcis-3179	39	3	sample	sample	NOUN
fcis-3179	39	4	set	set	NOUN
fcis-3179	39	5	is	be	AUX
fcis-3179	39	6	linearly	linearly	ADV
fcis-3179	39	7	separable	separable	ADJ
fcis-3179	39	8	,	,	PUNCT
fcis-3179	39	9	the	the	DET
fcis-3179	39	10	determination	determination	NOUN
fcis-3179	39	11	of	of	ADP
fcis-3179	39	12	w	w	PROPN
fcis-3179	39	13	and	and	CCONJ
fcis-3179	39	14	b	b	NOUN
fcis-3179	39	15	can	can	AUX
fcis-3179	39	16	be	be	AUX
fcis-3179	39	17	obtained	obtain	VERB
fcis-3179	39	18	based	base	VERB
fcis-3179	39	19	on	on	ADP
fcis-3179	39	20	equation	equation	NOUN
fcis-3179	39	21	2	2	NUM
fcis-3179	39	22	.	.	SYM
fcis-3179	39	23	21	21	NUM
fcis-3179	39	24	min	min	NOUN
fcis-3179	39	25	2	2	NUM
fcis-3179	39	26	.	.	PUNCT
fcis-3179	40	1	(	(	PUNCT
fcis-3179	40	2	)	)	PUNCT
fcis-3179	40	3	1	1	NUM
fcis-3179	40	4	w	w	NOUN
fcis-3179	40	5	s	s	PROPN
fcis-3179	40	6	t	t	NOUN
fcis-3179	40	7	y	y	PROPN
fcis-3179	40	8			NOUN
fcis-3179	40	9			NUM
fcis-3179	40	10			NUM
fcis-3179	40	11			NOUN
fcis-3179	40	12	+	+	CCONJ
fcis-3179	40	13			PROPN
fcis-3179	40	14	wx	wx	PROPN
fcis-3179	40	15	b	b	PROPN
fcis-3179	40	16	(	(	PUNCT
fcis-3179	40	17	2	2	NUM
fcis-3179	40	18	)	)	PUNCT
fcis-3179	40	19	when	when	SCONJ
fcis-3179	40	20	the	the	DET
fcis-3179	40	21	sample	sample	NOUN
fcis-3179	40	22	set	set	NOUN
fcis-3179	40	23	is	be	AUX
fcis-3179	40	24	not	not	PART
fcis-3179	40	25	linearly	linearly	ADV
fcis-3179	40	26	separable	separable	ADJ
fcis-3179	40	27	,	,	PUNCT
fcis-3179	40	28	a	a	DET
fcis-3179	40	29	slack	slack	NOUN
fcis-3179	40	30	variable	variable	NOUN
fcis-3179	40	31	ξi	ξi	NOUN
fcis-3179	40	32	>	>	X
fcis-3179	40	33	0	0	PUNCT
fcis-3179	40	34	and	and	CCONJ
fcis-3179	40	35	a	a	DET
fcis-3179	40	36	penalty	penalty	NOUN
fcis-3179	40	37	factor	factor	NOUN
fcis-3179	40	38	c	c	PROPN
fcis-3179	40	39	should	should	AUX
fcis-3179	40	40	be	be	AUX
fcis-3179	40	41	added	add	VERB
fcis-3179	40	42	,	,	PUNCT
fcis-3179	40	43	which	which	PRON
fcis-3179	40	44	represent	represent	VERB
fcis-3179	40	45	the	the	DET
fcis-3179	40	46	tolerance	tolerance	NOUN
fcis-3179	40	47	for	for	ADP
fcis-3179	40	48	outliers	outlier	NOUN
fcis-3179	40	49	.	.	PUNCT
fcis-3179	41	1	thus	thus	ADV
fcis-3179	41	2	,	,	PUNCT
fcis-3179	41	3	equation	equation	NOUN
fcis-3179	41	4	2	2	NUM
fcis-3179	41	5	becomes	become	VERB
fcis-3179	41	6	a	a	DET
fcis-3179	41	7	convex	convex	ADJ
fcis-3179	41	8	quadratic	quadratic	ADJ
fcis-3179	41	9	programming	programming	NOUN
fcis-3179	41	10	problem	problem	NOUN
fcis-3179	41	11	as	as	SCONJ
fcis-3179	41	12	shown	show	VERB
fcis-3179	41	13	in	in	ADP
fcis-3179	41	14	equation	equation	NOUN
fcis-3179	41	15	3	3	NUM
fcis-3179	41	16	.	.	NOUN
fcis-3179	41	17	2	2	NUM
fcis-3179	41	18	1	1	NUM
fcis-3179	41	19	1	1	NUM
fcis-3179	41	20	min	min	NOUN
fcis-3179	41	21	1,2,3	1,2,3	NUM
fcis-3179	41	22	,	,	PUNCT
fcis-3179	41	23	...	...	PUNCT
fcis-3179	41	24	,	,	PUNCT
fcis-3179	41	25	2	2	X
fcis-3179	41	26	.	.	PUNCT
fcis-3179	42	1	(	(	PUNCT
fcis-3179	42	2	)	)	PUNCT
fcis-3179	42	3	1	1	NUM
fcis-3179	42	4	n	n	NOUN
fcis-3179	43	1	i	i	PRON
fcis-3179	43	2	i	i	INTJ
fcis-3179	44	1	w	w	VERB
fcis-3179	44	2	c	c	NOUN
fcis-3179	45	1	i	i	PRON
fcis-3179	45	2	n	n	PROPN
fcis-3179	45	3	s	s	PROPN
fcis-3179	45	4	t	t	PROPN
fcis-3179	45	5	y	y	PROPN
fcis-3179	45	6			NOUN
fcis-3179	45	7	=	=	SYM
fcis-3179	45	8			NOUN
fcis-3179	45	9	+	+	PUNCT
fcis-3179	46	1	=	=	NOUN
fcis-3179	46	2			NUM
fcis-3179	46	3			NUM
fcis-3179	46	4			NOUN
fcis-3179	46	5	+	+	CCONJ
fcis-3179	46	6			PROPN
fcis-3179	46	7			X
fcis-3179	46	8	wx	wx	PROPN
fcis-3179	46	9	b	b	PROPN
fcis-3179	46	10	(	(	PUNCT
fcis-3179	46	11	3	3	X
fcis-3179	46	12	)	)	PUNCT
fcis-3179	46	13	solving	solve	VERB
fcis-3179	46	14	the	the	DET
fcis-3179	46	15	linear	linear	ADJ
fcis-3179	46	16	inseparable	inseparable	ADJ
fcis-3179	46	17	problem	problem	NOUN
fcis-3179	46	18	,	,	PUNCT
fcis-3179	46	19	the	the	DET
fcis-3179	46	20	usual	usual	ADJ
fcis-3179	46	21	method	method	NOUN
fcis-3179	46	22	is	be	AUX
fcis-3179	46	23	to	to	PART
fcis-3179	46	24	apply	apply	VERB
fcis-3179	46	25	the	the	DET
fcis-3179	46	26	kernel	kernel	NOUN
fcis-3179	46	27	function	function	NOUN
fcis-3179	46	28	which	which	PRON
fcis-3179	46	29	aims	aim	VERB
fcis-3179	46	30	at	at	ADP
fcis-3179	46	31	mapping	map	VERB
fcis-3179	46	32	a	a	DET
fcis-3179	46	33	lowdimensional	lowdimensional	ADJ
fcis-3179	46	34	sample	sample	NOUN
fcis-3179	46	35	set	set	VERB
fcis-3179	46	36	to	to	ADP
fcis-3179	46	37	a	a	DET
fcis-3179	46	38	high	high	ADJ
fcis-3179	46	39	-	-	PUNCT
fcis-3179	46	40	dimensional	dimensional	ADJ
fcis-3179	46	41	space	space	NOUN
fcis-3179	46	42	.	.	PUNCT
fcis-3179	47	1	commonly	commonly	ADV
fcis-3179	47	2	used	use	VERB
fcis-3179	47	3	kernel	kernel	NOUN
fcis-3179	47	4	functions	function	NOUN
fcis-3179	47	5	include	include	VERB
fcis-3179	47	6	gaussian	gaussian	ADJ
fcis-3179	47	7	radial	radial	ADJ
fcis-3179	47	8	basis	basis	NOUN
fcis-3179	47	9	kernel	kernel	NOUN
fcis-3179	47	10	function	function	NOUN
fcis-3179	47	11	,	,	PUNCT
fcis-3179	47	12	polynomial	polynomial	ADJ
fcis-3179	47	13	kernel	kernel	NOUN
fcis-3179	47	14	function	function	NOUN
fcis-3179	47	15	and	and	CCONJ
fcis-3179	47	16	so	so	ADV
fcis-3179	47	17	on	on	ADV
fcis-3179	47	18	.	.	PUNCT
fcis-3179	48	1	introducing	introduce	VERB
fcis-3179	48	2	the	the	DET
fcis-3179	48	3	kernel	kernel	NOUN
fcis-3179	48	4	function	function	PROPN
fcis-3179	48	5	k(xi	k(xi	PROPN
fcis-3179	48	6	,	,	PUNCT
fcis-3179	48	7	xj	xj	NOUN
fcis-3179	48	8	)	)	PUNCT
fcis-3179	48	9	and	and	CCONJ
fcis-3179	48	10	the	the	DET
fcis-3179	48	11	lagrange	lagrange	NOUN
fcis-3179	48	12	multiplier	multipli	ADJ
fcis-3179	48	13	αi	αi	PROPN
fcis-3179	48	14	,	,	PUNCT
fcis-3179	48	15	equation	equation	NOUN
fcis-3179	48	16	3	3	NUM
fcis-3179	48	17	can	can	AUX
fcis-3179	48	18	be	be	AUX
fcis-3179	48	19	transformed	transform	VERB
fcis-3179	48	20	into	into	ADP
fcis-3179	48	21	the	the	DET
fcis-3179	48	22	following	follow	VERB
fcis-3179	48	23	form	form	NOUN
fcis-3179	48	24	as	as	SCONJ
fcis-3179	48	25	shown	show	VERB
fcis-3179	48	26	in	in	ADP
fcis-3179	48	27	equation	equation	NOUN
fcis-3179	48	28	4	4	NUM
fcis-3179	48	29	.	.	NOUN
fcis-3179	48	30	1	1	NUM
fcis-3179	48	31	1	1	NUM
fcis-3179	48	32	1	1	NUM
fcis-3179	48	33	1	1	NUM
fcis-3179	48	34	min	min	NOUN
fcis-3179	48	35	(	(	PUNCT
fcis-3179	48	36	,	,	PUNCT
fcis-3179	48	37	)	)	PUNCT
fcis-3179	48	38	2	2	NUM
fcis-3179	48	39	.	.	X
fcis-3179	48	40	0,0	0,0	NOUN
fcis-3179	48	41	,	,	PUNCT
fcis-3179	48	42	1	1	NUM
fcis-3179	48	43	,	,	PUNCT
fcis-3179	48	44	2,3	2,3	NUM
fcis-3179	48	45	,	,	PUNCT
fcis-3179	48	46	...	...	PUNCT
fcis-3179	48	47	,	,	PUNCT
fcis-3179	48	48	n	n	CCONJ
fcis-3179	48	49	n	n	ADV
fcis-3179	49	1	i	i	PRON
fcis-3179	49	2	j	j	PROPN
fcis-3179	50	1	i	i	PRON
fcis-3179	50	2	j	j	VERB
fcis-3179	51	1	i	i	PRON
fcis-3179	51	2	j	j	VERB
fcis-3179	52	1	i	i	PRON
fcis-3179	52	2	i	i	VERB
fcis-3179	53	1	i	i	PRON
fcis-3179	53	2	n	n	VERB
fcis-3179	54	1	i	i	PRON
fcis-3179	54	2	j	j	INTJ
fcis-3179	55	1	i	i	PRON
fcis-3179	55	2	i	i	VERB
fcis-3179	55	3	y	y	VERB
fcis-3179	55	4	y	y	VERB
fcis-3179	55	5	y	y	PROPN
fcis-3179	55	6	k	k	NOUN
fcis-3179	56	1	x	x	PUNCT
fcis-3179	56	2	x	x	X
fcis-3179	56	3	s	s	PROPN
fcis-3179	56	4	t	t	X
fcis-3179	56	5	y	y	NOUN
fcis-3179	56	6	c	c	NOUN
fcis-3179	56	7	i	i	PRON
fcis-3179	56	8	n	n	ADV
fcis-3179	56	9			X
fcis-3179	56	10			X
fcis-3179	56	11			X
fcis-3179	56	12			X
fcis-3179	56	13			X
fcis-3179	56	14	=	=	SYM
fcis-3179	56	15	=	=	SYM
fcis-3179	56	16	=	=	SYM
fcis-3179	56	17			NOUN
fcis-3179	56	18			NUM
fcis-3179	56	19			NUM
fcis-3179	56	20			NUM
fcis-3179	56	21			NUM
fcis-3179	56	22	=	=	SYM
fcis-3179	56	23			NOUN
fcis-3179	56	24			NOUN
fcis-3179	57	1	=	=	SYM
fcis-3179	57	2			PROPN
fcis-3179	57	3			X
fcis-3179	57	4			X
fcis-3179	57	5			X
fcis-3179	57	6	(	(	PUNCT
fcis-3179	57	7	4	4	NUM
fcis-3179	57	8	)	)	PUNCT
fcis-3179	57	9	2.3	2.3	NUM
fcis-3179	57	10	.	.	PUNCT
fcis-3179	58	1	decision	decision	NOUN
fcis-3179	58	2	tree	tree	NOUN
fcis-3179	58	3	decision	decision	NOUN
fcis-3179	58	4	tree	tree	NOUN
fcis-3179	58	5	is	be	AUX
fcis-3179	58	6	a	a	DET
fcis-3179	58	7	classification	classification	NOUN
fcis-3179	58	8	method	method	NOUN
fcis-3179	58	9	,	,	PUNCT
fcis-3179	58	10	belonging	belong	VERB
fcis-3179	58	11	to	to	ADP
fcis-3179	58	12	supervised	supervised	ADJ
fcis-3179	58	13	learnings	learning	NOUN
fcis-3179	58	14	.	.	PUNCT
fcis-3179	59	1	the	the	DET
fcis-3179	59	2	aim	aim	NOUN
fcis-3179	59	3	of	of	ADP
fcis-3179	59	4	decision	decision	NOUN
fcis-3179	59	5	tree	tree	NOUN
fcis-3179	59	6	training	training	NOUN
fcis-3179	59	7	is	be	AUX
fcis-3179	59	8	to	to	PART
fcis-3179	59	9	choose	choose	VERB
fcis-3179	59	10	the	the	DET
fcis-3179	59	11	optimal	optimal	ADJ
fcis-3179	59	12	division	division	NOUN
fcis-3179	59	13	attribute	attribute	NOUN
fcis-3179	59	14	.	.	PUNCT
fcis-3179	60	1	the	the	DET
fcis-3179	60	2	optimal	optimal	ADJ
fcis-3179	60	3	division	division	NOUN
fcis-3179	60	4	attribute	attribute	NOUN
fcis-3179	60	5	,	,	PUNCT
fcis-3179	60	6	for	for	ADP
fcis-3179	60	7	binary	binary	ADJ
fcis-3179	60	8	classification	classification	NOUN
fcis-3179	60	9	,	,	PUNCT
fcis-3179	60	10	is	be	AUX
fcis-3179	60	11	to	to	PART
fcis-3179	60	12	make	make	VERB
fcis-3179	60	13	the	the	DET
fcis-3179	60	14	divided	divide	VERB
fcis-3179	60	15	samples	sample	NOUN
fcis-3179	60	16	belong	belong	VERB
fcis-3179	60	17	to	to	ADP
fcis-3179	60	18	the	the	DET
fcis-3179	60	19	same	same	ADJ
fcis-3179	60	20	category	category	NOUN
fcis-3179	60	21	,	,	PUNCT
fcis-3179	60	22	that	that	ADV
fcis-3179	60	23	is	is	ADV
fcis-3179	60	24	,	,	PUNCT
fcis-3179	60	25	the	the	DET
fcis-3179	60	26	attribute	attribute	NOUN
fcis-3179	60	27	with	with	ADP
fcis-3179	60	28	the	the	DET
fcis-3179	60	29	highest	high	ADJ
fcis-3179	60	30	"	"	PUNCT
fcis-3179	60	31	purity	purity	NOUN
fcis-3179	60	32	"	"	PUNCT
fcis-3179	60	33	.	.	PUNCT
fcis-3179	61	1	the	the	DET
fcis-3179	61	2	"	"	PUNCT
fcis-3179	61	3	information	information	NOUN
fcis-3179	61	4	entropy	entropy	NOUN
fcis-3179	61	5	"	"	PUNCT
fcis-3179	61	6	is	be	AUX
fcis-3179	61	7	used	use	VERB
fcis-3179	61	8	to	to	PART
fcis-3179	61	9	measure	measure	VERB
fcis-3179	61	10	the	the	DET
fcis-3179	61	11	purity	purity	NOUN
fcis-3179	61	12	of	of	ADP
fcis-3179	61	13	features	feature	NOUN
fcis-3179	61	14	.	.	PUNCT
fcis-3179	62	1	if	if	SCONJ
fcis-3179	62	2	the	the	DET
fcis-3179	62	3	proportion	proportion	NOUN
fcis-3179	62	4	of	of	ADP
fcis-3179	62	5	the	the	DET
fcis-3179	62	6	kth	kth	PROPN
fcis-3179	62	7	class	class	NOUN
fcis-3179	62	8	samples	sample	NOUN
fcis-3179	62	9	in	in	ADP
fcis-3179	62	10	the	the	DET
fcis-3179	62	11	current	current	ADJ
fcis-3179	62	12	sample	sample	NOUN
fcis-3179	62	13	set	set	NOUN
fcis-3179	62	14	d	d	NOUN
fcis-3179	62	15	is	be	AUX
fcis-3179	62	16	pk	pk	NOUN
fcis-3179	62	17	(	(	PUNCT
fcis-3179	62	18	k	k	NOUN
fcis-3179	62	19	=	=	SYM
fcis-3179	62	20	1	1	NUM
fcis-3179	62	21	,	,	PUNCT
fcis-3179	62	22	2	2	NUM
fcis-3179	62	23	,	,	PUNCT
fcis-3179	62	24	3	3	NUM
fcis-3179	62	25	,	,	PUNCT
fcis-3179	62	26	⋯	⋯	NOUN
fcis-3179	62	27	,	,	PUNCT
fcis-3179	62	28	|k|	|k|	NOUN
fcis-3179	62	29	)	)	PUNCT
fcis-3179	62	30	,	,	PUNCT
fcis-3179	62	31	and	and	CCONJ
fcis-3179	62	32	k	k	PROPN
fcis-3179	62	33	is	be	AUX
fcis-3179	62	34	the	the	DET
fcis-3179	62	35	total	total	ADJ
fcis-3179	62	36	number	number	NOUN
fcis-3179	62	37	of	of	ADP
fcis-3179	62	38	classes	class	NOUN
fcis-3179	62	39	.	.	PUNCT
fcis-3179	63	1	then	then	ADV
fcis-3179	63	2	the	the	DET
fcis-3179	63	3	information	information	NOUN
fcis-3179	63	4	entropy	entropy	NOUN
fcis-3179	63	5	of	of	ADP
fcis-3179	63	6	the	the	DET
fcis-3179	63	7	sample	sample	NOUN
fcis-3179	63	8	set	set	NOUN
fcis-3179	63	9	is	be	AUX
fcis-3179	63	10	calculated	calculate	VERB
fcis-3179	63	11	as	as	ADP
fcis-3179	63	12	equation	equation	NOUN
fcis-3179	63	13	5	5	NUM
fcis-3179	63	14	.	.	SYM
fcis-3179	63	15	1	1	NUM
fcis-3179	63	16	(	(	PUNCT
fcis-3179	63	17	)	)	PUNCT
fcis-3179	63	18	log	log	VERB
fcis-3179	63	19	k	k	PROPN
fcis-3179	63	20	k	k	PROPN
fcis-3179	63	21	k	k	PROPN
fcis-3179	63	22	k	k	PROPN
fcis-3179	63	23	ent	ent	PROPN
fcis-3179	64	1	d	d	PROPN
fcis-3179	64	2	p	p	X
fcis-3179	64	3	p	p	X
fcis-3179	64	4	=	=	PUNCT
fcis-3179	64	5	=	=	SYM
fcis-3179	64	6	−	−	NOUN
fcis-3179	64	7	(	(	PUNCT
fcis-3179	64	8	5	5	NUM
fcis-3179	64	9	)	)	PUNCT
fcis-3179	64	10	the	the	PRON
fcis-3179	64	11	smaller	small	ADJ
fcis-3179	64	12	the	the	DET
fcis-3179	64	13	value	value	NOUN
fcis-3179	64	14	of	of	ADP
fcis-3179	64	15	ent(d	ent(d	NOUN
fcis-3179	64	16	)	)	PUNCT
fcis-3179	64	17	indicates	indicate	VERB
fcis-3179	64	18	the	the	DET
fcis-3179	64	19	higher	high	ADJ
fcis-3179	64	20	the	the	DET
fcis-3179	64	21	purity	purity	NOUN
fcis-3179	64	22	of	of	ADP
fcis-3179	64	23	d.	d.	PROPN
fcis-3179	64	24	assuming	assume	VERB
fcis-3179	64	25	that	that	SCONJ
fcis-3179	64	26	the	the	DET
fcis-3179	64	27	discrete	discrete	ADJ
fcis-3179	64	28	attribute	attribute	NOUN
fcis-3179	64	29	a	a	PRON
fcis-3179	64	30	has	have	VERB
fcis-3179	64	31	v	v	ADP
fcis-3179	64	32	possible	possible	ADJ
fcis-3179	64	33	values	value	NOUN
fcis-3179	64	34	{	{	PUNCT
fcis-3179	64	35	a1	a1	PROPN
fcis-3179	64	36	,	,	PUNCT
fcis-3179	64	37	a2	a2	PROPN
fcis-3179	64	38	,	,	PUNCT
fcis-3179	64	39	⋯	⋯	PROPN
fcis-3179	64	40	,	,	PUNCT
fcis-3179	64	41	av	av	NOUN
fcis-3179	64	42	}	}	PUNCT
fcis-3179	64	43	,	,	PUNCT
fcis-3179	64	44	if	if	SCONJ
fcis-3179	64	45	the	the	DET
fcis-3179	64	46	feature	feature	NOUN
fcis-3179	64	47	a	a	PRON
fcis-3179	64	48	is	be	AUX
fcis-3179	64	49	used	use	VERB
fcis-3179	64	50	to	to	PART
fcis-3179	64	51	divide	divide	VERB
fcis-3179	64	52	the	the	DET
fcis-3179	64	53	dataset	dataset	NOUN
fcis-3179	64	54	d	d	PROPN
fcis-3179	64	55	,	,	PUNCT
fcis-3179	64	56	v	v	ADJ
fcis-3179	64	57	branch	branch	NOUN
fcis-3179	64	58	nodes	node	NOUN
fcis-3179	64	59	will	will	AUX
fcis-3179	64	60	be	be	AUX
fcis-3179	64	61	generated	generate	VERB
fcis-3179	64	62	.	.	PUNCT
fcis-3179	65	1	the	the	DET
fcis-3179	65	2	vth	vth	NOUN
fcis-3179	65	3	node	node	NOUN
fcis-3179	65	4	contains	contain	VERB
fcis-3179	65	5	the	the	DET
fcis-3179	65	6	total	total	ADJ
fcis-3179	65	7	number	number	NOUN
fcis-3179	65	8	of	of	ADP
fcis-3179	65	9	samples	sample	NOUN
fcis-3179	65	10	in	in	ADP
fcis-3179	65	11	data	datum	NOUN
fcis-3179	65	12	set	set	VERB
fcis-3179	65	13	d	d	ADP
fcis-3179	65	14	whose	whose	DET
fcis-3179	65	15	value	value	NOUN
fcis-3179	65	16	is	be	AUX
fcis-3179	65	17	denoted	denote	VERB
fcis-3179	65	18	as	as	ADP
fcis-3179	65	19	dv	dv	PROPN
fcis-3179	65	20	.	.	PROPN
fcis-3179	65	21	therefore	therefore	ADV
fcis-3179	65	22	,	,	PUNCT
fcis-3179	65	23	the	the	DET
fcis-3179	65	24	information	information	NOUN
fcis-3179	65	25	entropy	entropy	NOUN
fcis-3179	65	26	can	can	AUX
fcis-3179	65	27	be	be	AUX
fcis-3179	65	28	calculated	calculate	VERB
fcis-3179	65	29	according	accord	VERB
fcis-3179	65	30	to	to	ADP
fcis-3179	65	31	the	the	DET
fcis-3179	65	32	above	above	ADJ
fcis-3179	65	33	equation	equation	NOUN
fcis-3179	65	34	of	of	ADP
fcis-3179	65	35	information	information	NOUN
fcis-3179	65	36	entropy	entropy	PROPN
fcis-3179	65	37	.	.	PUNCT
fcis-3179	66	1	considering	consider	VERB
fcis-3179	66	2	that	that	SCONJ
fcis-3179	66	3	the	the	DET
fcis-3179	66	4	number	number	NOUN
fcis-3179	66	5	of	of	ADP
fcis-3179	66	6	samples	sample	NOUN
fcis-3179	66	7	contained	contain	VERB
fcis-3179	66	8	in	in	ADP
fcis-3179	66	9	different	different	ADJ
fcis-3179	66	10	branch	branch	NOUN
fcis-3179	66	11	nodes	node	NOUN
fcis-3179	66	12	is	be	AUX
fcis-3179	66	13	different	different	ADJ
fcis-3179	66	14	,	,	PUNCT
fcis-3179	66	15	a	a	DET
fcis-3179	66	16	weight	weight	NOUN
fcis-3179	66	17	|dv|/|d|	|dv|/|d|	NOUN
fcis-3179	66	18	is	be	AUX
fcis-3179	66	19	assigned	assign	VERB
fcis-3179	66	20	to	to	ADP
fcis-3179	66	21	the	the	DET
fcis-3179	66	22	branch	branch	NOUN
fcis-3179	66	23	node	node	NOUN
fcis-3179	66	24	.	.	PUNCT
fcis-3179	67	1	the	the	DET
fcis-3179	67	2	branch	branch	NOUN
fcis-3179	67	3	node	node	VERB
fcis-3179	67	4	with	with	ADP
fcis-3179	67	5	more	more	ADJ
fcis-3179	67	6	samples	sample	NOUN
fcis-3179	67	7	will	will	AUX
fcis-3179	67	8	have	have	VERB
fcis-3179	67	9	greater	great	ADJ
fcis-3179	67	10	impacts	impact	NOUN
fcis-3179	67	11	on	on	ADP
fcis-3179	67	12	the	the	DET
fcis-3179	67	13	information	information	NOUN
fcis-3179	67	14	entropy	entropy	NOUN
fcis-3179	67	15	.	.	PUNCT
fcis-3179	68	1	the	the	DET
fcis-3179	68	2	"	"	PUNCT
fcis-3179	68	3	information	information	NOUN
fcis-3179	68	4	gain	gain	NOUN
fcis-3179	68	5	"	"	PUNCT
fcis-3179	68	6	obtained	obtain	VERB
fcis-3179	68	7	by	by	ADP
fcis-3179	68	8	dividing	divide	VERB
fcis-3179	68	9	the	the	DET
fcis-3179	68	10	sample	sample	NOUN
fcis-3179	68	11	set	set	VERB
fcis-3179	68	12	d	d	X
fcis-3179	68	13	by	by	ADP
fcis-3179	68	14	feature	feature	NOUN
fcis-3179	68	15	a	a	PRON
fcis-3179	68	16	can	can	AUX
fcis-3179	68	17	be	be	AUX
fcis-3179	68	18	calculated	calculate	VERB
fcis-3179	68	19	via	via	ADP
fcis-3179	68	20	equation	equation	NOUN
fcis-3179	68	21	6	6	NUM
fcis-3179	68	22	.	.	SYM
fcis-3179	68	23	1	1	NUM
fcis-3179	68	24	(	(	PUNCT
fcis-3179	68	25	,	,	PUNCT
fcis-3179	68	26	)	)	PUNCT
fcis-3179	68	27	(	(	PUNCT
fcis-3179	68	28	)	)	PUNCT
fcis-3179	68	29	(	(	PUNCT
fcis-3179	68	30	/	/	SYM
fcis-3179	68	31	(	(	PUNCT
fcis-3179	68	32	)	)	PUNCT
fcis-3179	68	33	)	)	PUNCT
fcis-3179	69	1	v	v	ADP
fcis-3179	69	2	v	v	NUM
fcis-3179	69	3	v	v	NOUN
fcis-3179	69	4	v	v	NOUN
fcis-3179	69	5	gain	gain	NOUN
fcis-3179	69	6	d	d	PROPN
fcis-3179	69	7	a	a	DET
fcis-3179	69	8	ent	ent	NOUN
fcis-3179	69	9	d	d	PROPN
fcis-3179	70	1	d	d	PROPN
fcis-3179	70	2	d	d	X
fcis-3179	70	3	ent	ent	NOUN
fcis-3179	70	4	d	d	NOUN
fcis-3179	70	5	=	=	SYM
fcis-3179	70	6	=	=	SYM
fcis-3179	70	7	−	−	NOUN
fcis-3179	70	8	(	(	PUNCT
fcis-3179	70	9	6	6	NUM
fcis-3179	70	10	)	)	PUNCT
fcis-3179	70	11	in	in	ADP
fcis-3179	70	12	general	general	ADJ
fcis-3179	70	13	,	,	PUNCT
fcis-3179	70	14	the	the	PRON
fcis-3179	70	15	larger	large	ADJ
fcis-3179	70	16	the	the	DET
fcis-3179	70	17	information	information	NOUN
fcis-3179	70	18	gain	gain	NOUN
fcis-3179	70	19	indicates	indicate	VERB
fcis-3179	70	20	the	the	DET
fcis-3179	70	21	corresponding	correspond	VERB
fcis-3179	70	22	feature	feature	NOUN
fcis-3179	70	23	used	use	VERB
fcis-3179	70	24	for	for	ADP
fcis-3179	70	25	classification	classification	NOUN
fcis-3179	70	26	works	work	NOUN
fcis-3179	70	27	effectively	effectively	ADV
fcis-3179	70	28	.	.	PUNCT
fcis-3179	71	1	3	3	X
fcis-3179	71	2	.	.	X
fcis-3179	71	3	applications	application	NOUN
fcis-3179	71	4	of	of	ADP
fcis-3179	71	5	ai	ai	NOUN
fcis-3179	71	6	in	in	ADP
fcis-3179	71	7	game	game	NOUN
fcis-3179	71	8	plug	plug	NOUN
fcis-3179	71	9	-	-	PUNCT
fcis-3179	71	10	ins	in	NOUN
fcis-3179	71	11	detection	detection	NOUN
fcis-3179	71	12	3.1	3.1	NUM
fcis-3179	71	13	.	.	PUNCT
fcis-3179	71	14	keyboard	keyboard	NOUN
fcis-3179	71	15	and	and	CCONJ
fcis-3179	71	16	mouse	mouse	PROPN
fcis-3179	71	17	simulation	simulation	NOUN
fcis-3179	71	18	plug	plug	PROPN
fcis-3179	71	19	-	-	PUNCT
fcis-3179	71	20	ins	in	NOUN
fcis-3179	71	21	detection	detection	NOUN
fcis-3179	71	22	the	the	DET
fcis-3179	71	23	keyboard	keyboard	NOUN
fcis-3179	71	24	and	and	CCONJ
fcis-3179	71	25	mouse	mouse	PROPN
fcis-3179	71	26	simulation	simulation	NOUN
fcis-3179	71	27	plug	plug	NOUN
fcis-3179	71	28	-	-	PUNCT
fcis-3179	71	29	in	in	NOUN
fcis-3179	71	30	are	be	AUX
fcis-3179	71	31	a	a	DET
fcis-3179	71	32	plug	plug	NOUN
fcis-3179	71	33	-	-	PUNCT
fcis-3179	71	34	in	in	NOUN
fcis-3179	71	35	that	that	PRON
fcis-3179	71	36	replaces	replace	VERB
fcis-3179	71	37	the	the	DET
fcis-3179	71	38	player	player	NOUN
fcis-3179	71	39	's	's	PART
fcis-3179	71	40	operation	operation	NOUN
fcis-3179	71	41	by	by	ADP
fcis-3179	71	42	simulating	simulate	VERB
fcis-3179	71	43	the	the	DET
fcis-3179	71	44	manual	manual	ADJ
fcis-3179	71	45	operation	operation	NOUN
fcis-3179	71	46	of	of	ADP
fcis-3179	71	47	the	the	DET
fcis-3179	71	48	mouse	mouse	NOUN
fcis-3179	71	49	and	and	CCONJ
fcis-3179	71	50	keyboard	keyboard	NOUN
fcis-3179	71	51	through	through	ADP
fcis-3179	71	52	software	software	NOUN
fcis-3179	71	53	.	.	PUNCT
fcis-3179	72	1	the	the	DET
fcis-3179	72	2	more	more	ADV
fcis-3179	72	3	popular	popular	ADJ
fcis-3179	72	4	plug	plug	NOUN
fcis-3179	72	5	-	-	PUNCT
fcis-3179	72	6	ins	in	NOUN
fcis-3179	72	7	are	be	AUX
fcis-3179	72	8	:	:	PUNCT
fcis-3179	72	9	button	button	NOUN
fcis-3179	72	10	wizard	wizard	NOUN
fcis-3179	72	11	,	,	PUNCT
fcis-3179	72	12	mouse	mouse	NOUN
fcis-3179	72	13	linker	linker	NOUN
fcis-3179	72	14	,	,	PUNCT
fcis-3179	72	15	simple	simple	ADJ
fcis-3179	72	16	game	game	NOUN
fcis-3179	72	17	and	and	CCONJ
fcis-3179	72	18	other	other	ADJ
fcis-3179	72	19	plug	plug	VERB
fcis-3179	72	20	-	-	PUNCT
fcis-3179	72	21	in	in	ADP
fcis-3179	72	22	software	software	NOUN
fcis-3179	72	23	.	.	PUNCT
fcis-3179	73	1	online	online	ADJ
fcis-3179	73	2	game	game	NOUN
fcis-3179	73	3	developers	developer	NOUN
fcis-3179	73	4	generally	generally	ADV
fcis-3179	73	5	use	use	VERB
fcis-3179	73	6	two	two	NUM
fcis-3179	73	7	methods	method	NOUN
fcis-3179	73	8	to	to	PART
fcis-3179	73	9	detect	detect	VERB
fcis-3179	73	10	such	such	ADJ
fcis-3179	73	11	plug	plug	NOUN
fcis-3179	73	12	-	-	PUNCT
fcis-3179	73	13	ins	in	NOUN
fcis-3179	73	14	,	,	PUNCT
fcis-3179	73	15	one	one	NUM
fcis-3179	73	16	is	be	AUX
fcis-3179	73	17	client	client	NOUN
fcis-3179	73	18	-	-	PUNCT
fcis-3179	73	19	side	side	NOUN
fcis-3179	73	20	detection	detection	NOUN
fcis-3179	73	21	,	,	PUNCT
fcis-3179	73	22	and	and	CCONJ
fcis-3179	73	23	the	the	DET
fcis-3179	73	24	other	other	ADJ
fcis-3179	73	25	is	be	AUX
fcis-3179	73	26	user	user	NOUN
fcis-3179	73	27	behavior	behavior	NOUN
fcis-3179	73	28	analysis	analysis	NOUN
fcis-3179	73	29	and	and	CCONJ
fcis-3179	73	30	detection	detection	NOUN
fcis-3179	73	31	.	.	PUNCT
fcis-3179	74	1	client	client	NOUN
fcis-3179	74	2	software	software	NOUN
fcis-3179	74	3	detection	detection	NOUN
fcis-3179	74	4	mainly	mainly	ADV
fcis-3179	74	5	includes	include	VERB
fcis-3179	74	6	detection	detection	NOUN
fcis-3179	74	7	of	of	ADP
fcis-3179	74	8	the	the	DET
fcis-3179	74	9	process	process	NOUN
fcis-3179	74	10	,	,	PUNCT
fcis-3179	74	11	window	window	NOUN
fcis-3179	74	12	name	name	NOUN
fcis-3179	74	13	,	,	PUNCT
fcis-3179	74	14	interface	interface	NOUN
fcis-3179	74	15	name	name	NOUN
fcis-3179	74	16	,	,	PUNCT
fcis-3179	74	17	machine	machine	NOUN
fcis-3179	74	18	code	code	NOUN
fcis-3179	74	19	and	and	CCONJ
fcis-3179	74	20	software	software	NOUN
fcis-3179	74	21	feature	feature	NOUN
fcis-3179	74	22	code	code	NOUN
fcis-3179	74	23	of	of	ADP
fcis-3179	74	24	the	the	DET
fcis-3179	74	25	program	program	NOUN
fcis-3179	74	26	running	run	VERB
fcis-3179	74	27	on	on	ADP
fcis-3179	74	28	the	the	DET
fcis-3179	74	29	player	player	NOUN
fcis-3179	74	30	's	's	PART
fcis-3179	74	31	computer	computer	NOUN
fcis-3179	74	32	.	.	PUNCT
fcis-3179	75	1	to	to	PART
fcis-3179	75	2	give	give	VERB
fcis-3179	75	3	a	a	DET
fcis-3179	75	4	simple	simple	ADJ
fcis-3179	75	5	example	example	NOUN
fcis-3179	75	6	,	,	PUNCT
fcis-3179	75	7	some	some	DET
fcis-3179	75	8	plug	plug	VERB
fcis-3179	75	9	-	-	PUNCT
fcis-3179	75	10	in	in	ADP
fcis-3179	75	11	software	software	NOUN
fcis-3179	75	12	is	be	AUX
fcis-3179	75	13	made	make	VERB
fcis-3179	75	14	by	by	ADP
fcis-3179	75	15	hackers	hacker	NOUN
fcis-3179	75	16	for	for	ADP
fcis-3179	75	17	sale	sale	NOUN
fcis-3179	75	18	.	.	PUNCT
fcis-3179	76	1	if	if	SCONJ
fcis-3179	76	2	the	the	DET
fcis-3179	76	3	sales	sale	NOUN
fcis-3179	76	4	volume	volume	NOUN
fcis-3179	76	5	is	be	AUX
fcis-3179	76	6	relatively	relatively	ADV
fcis-3179	76	7	high	high	ADJ
fcis-3179	76	8	and	and	CCONJ
fcis-3179	76	9	the	the	DET
fcis-3179	76	10	plug	plug	NOUN
fcis-3179	76	11	-	-	PUNCT
fcis-3179	76	12	in	in	NOUN
fcis-3179	76	13	is	be	AUX
fcis-3179	76	14	used	use	VERB
fcis-3179	76	15	more	more	ADV
fcis-3179	76	16	often	often	ADV
fcis-3179	76	17	,	,	PUNCT
fcis-3179	76	18	then	then	ADV
fcis-3179	76	19	some	some	DET
fcis-3179	76	20	feature	feature	NOUN
fcis-3179	76	21	codes	code	NOUN
fcis-3179	76	22	of	of	ADP
fcis-3179	76	23	the	the	DET
fcis-3179	76	24	software	software	NOUN
fcis-3179	76	25	will	will	AUX
fcis-3179	76	26	be	be	AUX
fcis-3179	76	27	added	add	VERB
fcis-3179	76	28	to	to	ADP
fcis-3179	76	29	the	the	DET
fcis-3179	76	30	blacklist	blacklist	NOUN
fcis-3179	76	31	.	.	PUNCT
fcis-3179	77	1	this	this	DET
fcis-3179	77	2	kind	kind	NOUN
fcis-3179	77	3	of	of	ADP
fcis-3179	77	4	plug	plug	NOUN
fcis-3179	77	5	-	-	PUNCT
fcis-3179	77	6	in	in	NOUN
fcis-3179	77	7	will	will	AUX
fcis-3179	77	8	prompt	prompt	VERB
fcis-3179	77	9	illegal	illegal	ADJ
fcis-3179	77	10	,	,	PUNCT
fcis-3179	77	11	but	but	CCONJ
fcis-3179	77	12	if	if	SCONJ
fcis-3179	77	13	you	you	PRON
fcis-3179	77	14	put	put	VERB
fcis-3179	77	15	the	the	DET
fcis-3179	77	16	plug	plug	NOUN
fcis-3179	77	17	-	-	PUNCT
fcis-3179	77	18	in	in	ADP
fcis-3179	77	19	code	code	NOUN
fcis-3179	77	20	into	into	ADP
fcis-3179	77	21	other	other	ADJ
fcis-3179	77	22	programming	programming	NOUN
fcis-3179	77	23	languages	language	NOUN
fcis-3179	77	24	for	for	ADP
fcis-3179	77	25	editing	edit	VERB
fcis-3179	77	26	and	and	CCONJ
fcis-3179	77	27	then	then	ADV
fcis-3179	77	28	open	open	VERB
fcis-3179	77	29	it	it	PRON
fcis-3179	77	30	,	,	PUNCT
fcis-3179	77	31	it	it	PRON
fcis-3179	77	32	will	will	AUX
fcis-3179	77	33	not	not	PART
fcis-3179	77	34	prompt	prompt	VERB
fcis-3179	77	35	illegal	illegal	ADJ
fcis-3179	77	36	plug	plug	NOUN
fcis-3179	77	37	-	-	PUNCT
fcis-3179	77	38	in	in	NOUN
fcis-3179	77	39	.	.	PUNCT
fcis-3179	78	1	this	this	PRON
fcis-3179	78	2	is	be	AUX
fcis-3179	78	3	also	also	ADV
fcis-3179	78	4	one	one	NUM
fcis-3179	78	5	of	of	ADP
fcis-3179	78	6	the	the	DET
fcis-3179	78	7	pain	pain	NOUN
fcis-3179	78	8	points	point	NOUN
fcis-3179	78	9	of	of	ADP
fcis-3179	78	10	game	game	NOUN
fcis-3179	78	11	developers	developer	NOUN
fcis-3179	78	12	.	.	PUNCT
fcis-3179	79	1	if	if	SCONJ
fcis-3179	79	2	the	the	DET
fcis-3179	79	3	game	game	NOUN
fcis-3179	79	4	prompts	prompt	VERB
fcis-3179	79	5	illegal	illegal	ADJ
fcis-3179	79	6	because	because	SCONJ
fcis-3179	79	7	of	of	ADP
fcis-3179	79	8	code	code	NOUN
fcis-3179	79	9	editing	editing	NOUN
fcis-3179	79	10	tools	tool	NOUN
fcis-3179	79	11	,	,	PUNCT
fcis-3179	79	12	this	this	PRON
fcis-3179	79	13	it	it	PRON
fcis-3179	79	14	violates	violate	VERB
fcis-3179	79	15	the	the	DET
fcis-3179	79	16	copyright	copyright	NOUN
fcis-3179	79	17	regulations	regulation	NOUN
fcis-3179	79	18	formulated	formulate	VERB
fcis-3179	79	19	by	by	ADP
fcis-3179	79	20	the	the	DET
fcis-3179	79	21	state	state	NOUN
fcis-3179	79	22	,	,	PUNCT
fcis-3179	79	23	so	so	SCONJ
fcis-3179	79	24	such	such	ADJ
fcis-3179	79	25	methods	method	NOUN
fcis-3179	79	26	can	can	AUX
fcis-3179	79	27	only	only	ADV
fcis-3179	79	28	curb	curb	VERB
fcis-3179	79	29	the	the	DET
fcis-3179	79	30	proliferation	proliferation	NOUN
fcis-3179	79	31	of	of	ADP
fcis-3179	79	32	plug	plug	NOUN
fcis-3179	79	33	-	-	PUNCT
fcis-3179	79	34	ins	in	NOUN
fcis-3179	79	35	and	and	CCONJ
fcis-3179	79	36	can	can	AUX
fcis-3179	79	37	not	not	PART
fcis-3179	79	38	completely	completely	ADV
fcis-3179	79	39	ban	ban	VERB
fcis-3179	79	40	plug	plug	NOUN
fcis-3179	79	41	-	-	PUNCT
fcis-3179	79	42	ins	in	NOUN
fcis-3179	79	43	.	.	PUNCT
fcis-3179	80	1	therefore	therefore	ADV
fcis-3179	80	2	,	,	PUNCT
fcis-3179	80	3	the	the	DET
fcis-3179	80	4	most	most	ADV
fcis-3179	80	5	popular	popular	ADJ
fcis-3179	80	6	method	method	NOUN
fcis-3179	80	7	at	at	ADP
fcis-3179	80	8	present	present	NOUN
fcis-3179	80	9	is	be	AUX
fcis-3179	80	10	also	also	ADV
fcis-3179	80	11	the	the	DET
fcis-3179	80	12	method	method	NOUN
fcis-3179	80	13	used	use	VERB
fcis-3179	80	14	by	by	ADP
fcis-3179	80	15	game	game	NOUN
fcis-3179	80	16	developers	developer	NOUN
fcis-3179	80	17	:	:	PUNCT
fcis-3179	80	18	user	user	NOUN
fcis-3179	80	19	behavior	behavior	NOUN
fcis-3179	80	20	analysis	analysis	NOUN
fcis-3179	80	21	and	and	CCONJ
fcis-3179	80	22	detection	detection	NOUN
fcis-3179	80	23	,	,	PUNCT
fcis-3179	80	24	mainly	mainly	ADV
fcis-3179	80	25	in	in	ADP
fcis-3179	80	26	the	the	DET
fcis-3179	80	27	following	follow	VERB
fcis-3179	80	28	122	122	NUM
fcis-3179	80	29	points	point	NOUN
fcis-3179	80	30	:	:	PUNCT
fcis-3179	80	31	1)analyze	1)analyze	NUM
fcis-3179	80	32	the	the	DET
fcis-3179	80	33	mouse	mouse	NOUN
fcis-3179	80	34	click	click	VERB
fcis-3179	80	35	frequency	frequency	NOUN
fcis-3179	80	36	and	and	CCONJ
fcis-3179	80	37	movement	movement	NOUN
fcis-3179	80	38	frequency	frequency	NOUN
fcis-3179	80	39	.	.	PUNCT
fcis-3179	81	1	if	if	SCONJ
fcis-3179	81	2	there	there	PRON
fcis-3179	81	3	is	be	VERB
fcis-3179	81	4	a	a	DET
fcis-3179	81	5	long	long	ADJ
fcis-3179	81	6	-	-	PUNCT
fcis-3179	81	7	term	term	NOUN
fcis-3179	81	8	click	click	NOUN
fcis-3179	81	9	frequency	frequency	NOUN
fcis-3179	81	10	that	that	PRON
fcis-3179	81	11	is	be	AUX
fcis-3179	81	12	the	the	DET
fcis-3179	81	13	same	same	ADJ
fcis-3179	81	14	or	or	CCONJ
fcis-3179	81	15	similar	similar	ADJ
fcis-3179	81	16	,	,	PUNCT
fcis-3179	81	17	or	or	CCONJ
fcis-3179	81	18	the	the	DET
fcis-3179	81	19	click	click	NOUN
fcis-3179	81	20	frequency	frequency	NOUN
fcis-3179	81	21	is	be	AUX
fcis-3179	81	22	too	too	ADV
fcis-3179	81	23	fast	fast	ADJ
fcis-3179	81	24	,	,	PUNCT
fcis-3179	81	25	it	it	PRON
fcis-3179	81	26	will	will	AUX
fcis-3179	81	27	be	be	AUX
fcis-3179	81	28	added	add	VERB
fcis-3179	81	29	to	to	ADP
fcis-3179	81	30	the	the	DET
fcis-3179	81	31	blacklist	blacklist	NOUN
fcis-3179	81	32	.	.	PUNCT
fcis-3179	82	1	2)judging	2)judge	VERB
fcis-3179	82	2	the	the	DET
fcis-3179	82	3	difference	difference	NOUN
fcis-3179	82	4	value	value	NOUN
fcis-3179	82	5	of	of	ADP
fcis-3179	82	6	game	game	NOUN
fcis-3179	82	7	characters	character	NOUN
fcis-3179	82	8	,	,	PUNCT
fcis-3179	82	9	there	there	PRON
fcis-3179	82	10	is	be	VERB
fcis-3179	82	11	a	a	DET
fcis-3179	82	12	big	big	ADJ
fcis-3179	82	13	gap	gap	NOUN
fcis-3179	82	14	between	between	ADP
fcis-3179	82	15	the	the	DET
fcis-3179	82	16	behavior	behavior	NOUN
fcis-3179	82	17	of	of	ADP
fcis-3179	82	18	characters	character	NOUN
fcis-3179	82	19	in	in	ADP
fcis-3179	82	20	general	general	ADJ
fcis-3179	82	21	simulation	simulation	NOUN
fcis-3179	82	22	software	software	NOUN
fcis-3179	82	23	and	and	CCONJ
fcis-3179	82	24	the	the	DET
fcis-3179	82	25	behavior	behavior	NOUN
fcis-3179	82	26	of	of	ADP
fcis-3179	82	27	players	player	NOUN
fcis-3179	82	28	.	.	PUNCT
fcis-3179	83	1	this	this	DET
fcis-3179	83	2	gap	gap	NOUN
fcis-3179	83	3	can	can	AUX
fcis-3179	83	4	be	be	AUX
fcis-3179	83	5	seen	see	VERB
fcis-3179	83	6	by	by	ADP
fcis-3179	83	7	security	security	NOUN
fcis-3179	83	8	personnel	personnel	NOUN
fcis-3179	83	9	at	at	ADP
fcis-3179	83	10	a	a	DET
fcis-3179	83	11	glance	glance	NOUN
fcis-3179	83	12	,	,	PUNCT
fcis-3179	83	13	but	but	CCONJ
fcis-3179	83	14	game	game	NOUN
fcis-3179	83	15	developers	developer	NOUN
fcis-3179	83	16	ca	can	AUX
fcis-3179	83	17	n't	not	PART
fcis-3179	83	18	have	have	VERB
fcis-3179	83	19	so	so	ADV
fcis-3179	83	20	many	many	ADJ
fcis-3179	83	21	artificial	artificial	ADJ
fcis-3179	83	22	intelligences	intelligence	NOUN
fcis-3179	83	23	to	to	ADP
fcis-3179	83	24	all	all	DET
fcis-3179	83	25	players	player	NOUN
fcis-3179	83	26	.	.	PUNCT
fcis-3179	84	1	therefore	therefore	ADV
fcis-3179	84	2	,	,	PUNCT
fcis-3179	84	3	the	the	DET
fcis-3179	84	4	game	game	NOUN
fcis-3179	84	5	developer	developer	NOUN
fcis-3179	84	6	will	will	AUX
fcis-3179	84	7	set	set	VERB
fcis-3179	84	8	a	a	DET
fcis-3179	84	9	range	range	NOUN
fcis-3179	84	10	value	value	NOUN
fcis-3179	84	11	for	for	ADP
fcis-3179	84	12	the	the	DET
fcis-3179	84	13	behavior	behavior	NOUN
fcis-3179	84	14	of	of	ADP
fcis-3179	84	15	the	the	DET
fcis-3179	84	16	game	game	NOUN
fcis-3179	84	17	character	character	NOUN
fcis-3179	84	18	,	,	PUNCT
fcis-3179	84	19	that	that	ADV
fcis-3179	84	20	is	is	ADV
fcis-3179	84	21	,	,	PUNCT
fcis-3179	84	22	the	the	DET
fcis-3179	84	23	critical	critical	ADJ
fcis-3179	84	24	point	point	NOUN
fcis-3179	84	25	.	.	PUNCT
fcis-3179	85	1	if	if	SCONJ
fcis-3179	85	2	the	the	DET
fcis-3179	85	3	critical	critical	ADJ
fcis-3179	85	4	value	value	NOUN
fcis-3179	85	5	is	be	AUX
fcis-3179	85	6	exceeded	exceed	VERB
fcis-3179	85	7	,	,	PUNCT
fcis-3179	85	8	it	it	PRON
fcis-3179	85	9	will	will	AUX
fcis-3179	85	10	be	be	AUX
fcis-3179	85	11	added	add	VERB
fcis-3179	85	12	to	to	ADP
fcis-3179	85	13	the	the	DET
fcis-3179	85	14	blacklist	blacklist	NOUN
fcis-3179	85	15	or	or	CCONJ
fcis-3179	85	16	the	the	DET
fcis-3179	85	17	pop	pop	VERB
fcis-3179	85	18	-	-	PUNCT
fcis-3179	85	19	up	up	ADP
fcis-3179	85	20	window	window	NOUN
fcis-3179	85	21	will	will	AUX
fcis-3179	85	22	be	be	AUX
fcis-3179	85	23	illegal	illegal	ADJ
fcis-3179	85	24	,	,	PUNCT
fcis-3179	85	25	and	and	CCONJ
fcis-3179	85	26	the	the	DET
fcis-3179	85	27	account	account	NOUN
fcis-3179	85	28	will	will	AUX
fcis-3179	85	29	be	be	AUX
fcis-3179	85	30	forced	force	VERB
fcis-3179	85	31	offline	offline	ADJ
fcis-3179	85	32	.	.	PUNCT
fcis-3179	86	1	3)monitoring	3)monitore	VERB
fcis-3179	86	2	result	result	NOUN
fcis-3179	86	3	data	datum	NOUN
fcis-3179	86	4	,	,	PUNCT
fcis-3179	86	5	the	the	DET
fcis-3179	86	6	game	game	NOUN
fcis-3179	86	7	company	company	NOUN
fcis-3179	86	8	strictly	strictly	ADV
fcis-3179	86	9	monitors	monitor	VERB
fcis-3179	86	10	the	the	DET
fcis-3179	86	11	key	key	ADJ
fcis-3179	86	12	data	datum	NOUN
fcis-3179	86	13	in	in	ADP
fcis-3179	86	14	the	the	DET
fcis-3179	86	15	game	game	NOUN
fcis-3179	86	16	,	,	PUNCT
fcis-3179	86	17	uploads	upload	VERB
fcis-3179	86	18	the	the	DET
fcis-3179	86	19	results	result	NOUN
fcis-3179	86	20	of	of	ADP
fcis-3179	86	21	the	the	DET
fcis-3179	86	22	key	key	ADJ
fcis-3179	86	23	data	datum	NOUN
fcis-3179	86	24	at	at	ADP
fcis-3179	86	25	large	large	ADJ
fcis-3179	86	26	time	time	NOUN
fcis-3179	86	27	intervals	interval	NOUN
fcis-3179	86	28	,	,	PUNCT
fcis-3179	86	29	and	and	CCONJ
fcis-3179	86	30	performs	perform	VERB
fcis-3179	86	31	critical	critical	ADJ
fcis-3179	86	32	value	value	NOUN
fcis-3179	86	33	detection	detection	NOUN
fcis-3179	86	34	on	on	ADP
fcis-3179	86	35	the	the	DET
fcis-3179	86	36	data	datum	NOUN
fcis-3179	86	37	uploaded	upload	VERB
fcis-3179	86	38	to	to	ADP
fcis-3179	86	39	the	the	DET
fcis-3179	86	40	server	server	NOUN
fcis-3179	86	41	.	.	PUNCT
fcis-3179	87	1	it	it	PRON
fcis-3179	87	2	is	be	AUX
fcis-3179	87	3	judged	judge	VERB
fcis-3179	87	4	that	that	SCONJ
fcis-3179	87	5	it	it	PRON
fcis-3179	87	6	is	be	AUX
fcis-3179	87	7	illegal	illegal	ADJ
fcis-3179	87	8	to	to	PART
fcis-3179	87	9	use	use	VERB
fcis-3179	87	10	analog	analog	NOUN
fcis-3179	87	11	plug	plug	NOUN
fcis-3179	87	12	-	-	PUNCT
fcis-3179	87	13	ins	in	NOUN
fcis-3179	87	14	.	.	PUNCT
fcis-3179	88	1	generally	generally	ADV
fcis-3179	88	2	,	,	PUNCT
fcis-3179	88	3	these	these	DET
fcis-3179	88	4	three	three	NUM
fcis-3179	88	5	points	point	NOUN
fcis-3179	88	6	are	be	AUX
fcis-3179	88	7	combined	combine	VERB
fcis-3179	88	8	and	and	CCONJ
fcis-3179	88	9	analyzed	analyze	VERB
fcis-3179	88	10	based	base	VERB
fcis-3179	88	11	on	on	ADP
fcis-3179	88	12	machine	machine	NOUN
fcis-3179	88	13	learning	learning	NOUN
fcis-3179	88	14	methods	method	NOUN
fcis-3179	88	15	to	to	PART
fcis-3179	88	16	outcome	outcome	VERB
fcis-3179	88	17	more	more	ADJ
fcis-3179	88	18	detection	detection	NOUN
fcis-3179	88	19	results	result	NOUN
fcis-3179	88	20	.	.	PUNCT
fcis-3179	89	1	3.2	3.2	NUM
fcis-3179	89	2	.	.	PUNCT
fcis-3179	89	3	game	game	NOUN
fcis-3179	89	4	data	data	PROPN
fcis-3179	89	5	modification	modification	NOUN
fcis-3179	89	6	detection	detection	NOUN
fcis-3179	89	7	in	in	ADP
fcis-3179	89	8	the	the	DET
fcis-3179	89	9	history	history	NOUN
fcis-3179	89	10	of	of	ADP
fcis-3179	89	11	online	online	ADJ
fcis-3179	89	12	game	game	NOUN
fcis-3179	89	13	anti	anti	NOUN
fcis-3179	89	14	-	-	NOUN
fcis-3179	89	15	cheat	cheat	NOUN
fcis-3179	89	16	,	,	PUNCT
fcis-3179	89	17	there	there	PRON
fcis-3179	89	18	used	use	VERB
fcis-3179	89	19	to	to	PART
fcis-3179	89	20	be	be	AUX
fcis-3179	89	21	a	a	DET
fcis-3179	89	22	very	very	ADV
fcis-3179	89	23	popular	popular	ADJ
fcis-3179	89	24	anti	anti	ADJ
fcis-3179	89	25	-	-	ADJ
fcis-3179	89	26	cheat	cheat	ADJ
fcis-3179	89	27	system	system	NOUN
fcis-3179	89	28	n	n	CCONJ
fcis-3179	89	29	-	-	PUNCT
fcis-3179	89	30	protect	protect	NOUN
fcis-3179	89	31	,	,	PUNCT
fcis-3179	89	32	which	which	PRON
fcis-3179	89	33	was	be	AUX
fcis-3179	89	34	widely	widely	ADV
fcis-3179	89	35	used	use	VERB
fcis-3179	89	36	in	in	ADP
fcis-3179	89	37	online	online	ADJ
fcis-3179	89	38	games	game	NOUN
fcis-3179	89	39	at	at	ADP
fcis-3179	89	40	that	that	DET
fcis-3179	89	41	time	time	NOUN
fcis-3179	89	42	.	.	PUNCT
fcis-3179	90	1	the	the	DET
fcis-3179	90	2	game	game	NOUN
fcis-3179	90	3	running	run	VERB
fcis-3179	90	4	environment	environment	NOUN
fcis-3179	90	5	,	,	PUNCT
fcis-3179	90	6	whether	whether	SCONJ
fcis-3179	90	7	there	there	PRON
fcis-3179	90	8	is	be	VERB
fcis-3179	90	9	a	a	DET
fcis-3179	90	10	plug	plug	NOUN
fcis-3179	90	11	-	-	PUNCT
fcis-3179	90	12	in	in	ADP
fcis-3179	90	13	running	running	NOUN
fcis-3179	90	14	,	,	PUNCT
fcis-3179	90	15	whether	whether	SCONJ
fcis-3179	90	16	the	the	DET
fcis-3179	90	17	client	client	NOUN
fcis-3179	90	18	is	be	AUX
fcis-3179	90	19	complete	complete	ADJ
fcis-3179	90	20	,	,	PUNCT
fcis-3179	90	21	and	and	CCONJ
fcis-3179	90	22	whether	whether	SCONJ
fcis-3179	90	23	there	there	PRON
fcis-3179	90	24	is	be	VERB
fcis-3179	90	25	a	a	DET
fcis-3179	90	26	plug	plug	NOUN
fcis-3179	90	27	-	-	PUNCT
fcis-3179	90	28	in	in	NOUN
fcis-3179	90	29	to	to	PART
fcis-3179	90	30	modify	modify	VERB
fcis-3179	90	31	the	the	DET
fcis-3179	90	32	client	client	NOUN
fcis-3179	90	33	memory	memory	NOUN
fcis-3179	90	34	data	datum	NOUN
fcis-3179	90	35	.	.	PUNCT
fcis-3179	91	1	however	however	ADV
fcis-3179	91	2	,	,	PUNCT
fcis-3179	91	3	the	the	DET
fcis-3179	91	4	plug	plug	VERB
fcis-3179	91	5	-	-	PUNCT
fcis-3179	91	6	in	in	ADP
fcis-3179	91	7	detection	detection	NOUN
fcis-3179	91	8	method	method	NOUN
fcis-3179	91	9	itself	itself	PRON
fcis-3179	91	10	has	have	VERB
fcis-3179	91	11	defects	defect	NOUN
fcis-3179	91	12	,	,	PUNCT
fcis-3179	91	13	because	because	SCONJ
fcis-3179	91	14	the	the	DET
fcis-3179	91	15	anti	anti	ADJ
fcis-3179	91	16	-	-	ADJ
fcis-3179	91	17	plug	plug	VERB
fcis-3179	91	18	-	-	PUNCT
fcis-3179	91	19	in	in	ADP
fcis-3179	91	20	system	system	NOUN
fcis-3179	91	21	nprotect	nprotect	NOUN
fcis-3179	91	22	itself	itself	PRON
fcis-3179	91	23	exists	exist	VERB
fcis-3179	91	24	on	on	ADP
fcis-3179	91	25	the	the	DET
fcis-3179	91	26	client	client	NOUN
fcis-3179	91	27	computer	computer	NOUN
fcis-3179	91	28	of	of	ADP
fcis-3179	91	29	the	the	DET
fcis-3179	91	30	game	game	NOUN
fcis-3179	91	31	.	.	PUNCT
fcis-3179	92	1	the	the	DET
fcis-3179	92	2	computer	computer	NOUN
fcis-3179	92	3	is	be	AUX
fcis-3179	92	4	owned	own	VERB
fcis-3179	92	5	by	by	ADP
fcis-3179	92	6	the	the	DET
fcis-3179	92	7	player	player	NOUN
fcis-3179	92	8	.	.	PUNCT
fcis-3179	93	1	how	how	SCONJ
fcis-3179	93	2	can	can	AUX
fcis-3179	93	3	we	we	PRON
fcis-3179	93	4	ensure	ensure	VERB
fcis-3179	93	5	that	that	SCONJ
fcis-3179	93	6	the	the	DET
fcis-3179	93	7	plug	plug	VERB
fcis-3179	93	8	-	-	PUNCT
fcis-3179	93	9	in	in	ADP
fcis-3179	93	10	program	program	NOUN
fcis-3179	93	11	will	will	AUX
fcis-3179	93	12	not	not	PART
fcis-3179	93	13	be	be	AUX
fcis-3179	93	14	modified	modify	VERB
fcis-3179	93	15	and	and	CCONJ
fcis-3179	93	16	deceived	deceive	VERB
fcis-3179	93	17	?	?	PUNCT
fcis-3179	94	1	the	the	DET
fcis-3179	94	2	client	client	NOUN
fcis-3179	94	3	if	if	SCONJ
fcis-3179	94	4	it	it	PRON
fcis-3179	94	5	can	can	AUX
fcis-3179	94	6	be	be	AUX
fcis-3179	94	7	modified	modify	VERB
fcis-3179	94	8	,	,	PUNCT
fcis-3179	94	9	then	then	ADV
fcis-3179	94	10	the	the	DET
fcis-3179	94	11	anti	anti	ADJ
fcis-3179	94	12	-	-	ADJ
fcis-3179	94	13	plug	plug	VERB
fcis-3179	94	14	-	-	PUNCT
fcis-3179	94	15	in	in	ADP
fcis-3179	94	16	program	program	NOUN
fcis-3179	94	17	can	can	AUX
fcis-3179	94	18	also	also	ADV
fcis-3179	94	19	be	be	AUX
fcis-3179	94	20	modified	modify	VERB
fcis-3179	94	21	,	,	PUNCT
fcis-3179	94	22	so	so	CCONJ
fcis-3179	94	23	after	after	SCONJ
fcis-3179	94	24	the	the	DET
fcis-3179	94	25	anti	anti	ADJ
fcis-3179	94	26	-	-	ADJ
fcis-3179	94	27	plug	plug	VERB
fcis-3179	94	28	-	-	PUNCT
fcis-3179	94	29	in	in	ADP
fcis-3179	94	30	system	system	NOUN
fcis-3179	94	31	has	have	AUX
fcis-3179	94	32	been	be	AUX
fcis-3179	94	33	put	put	VERB
fcis-3179	94	34	into	into	ADP
fcis-3179	94	35	operation	operation	NOUN
fcis-3179	94	36	for	for	ADP
fcis-3179	94	37	a	a	DET
fcis-3179	94	38	period	period	NOUN
fcis-3179	94	39	of	of	ADP
fcis-3179	94	40	time	time	NOUN
fcis-3179	94	41	,	,	PUNCT
fcis-3179	94	42	it	it	PRON
fcis-3179	94	43	was	be	AUX
fcis-3179	94	44	broken	break	VERB
fcis-3179	94	45	by	by	ADP
fcis-3179	94	46	domestic	domestic	ADJ
fcis-3179	94	47	hackers	hacker	NOUN
fcis-3179	94	48	,	,	PUNCT
fcis-3179	94	49	and	and	CCONJ
fcis-3179	94	50	finally	finally	ADV
fcis-3179	94	51	the	the	DET
fcis-3179	94	52	system	system	NOUN
fcis-3179	94	53	ended	end	VERB
fcis-3179	94	54	in	in	ADP
fcis-3179	94	55	failure	failure	NOUN
fcis-3179	94	56	.	.	PUNCT
fcis-3179	95	1	there	there	PRON
fcis-3179	95	2	are	be	VERB
fcis-3179	95	3	the	the	DET
fcis-3179	95	4	following	follow	VERB
fcis-3179	95	5	difficulties	difficulty	NOUN
fcis-3179	95	6	in	in	ADP
fcis-3179	95	7	detecting	detect	VERB
fcis-3179	95	8	game	game	NOUN
fcis-3179	95	9	plug	plug	NOUN
fcis-3179	95	10	-	-	PUNCT
fcis-3179	95	11	ins	in	NOUN
fcis-3179	95	12	:	:	PUNCT
fcis-3179	95	13	1)it	1)it	PROPN
fcis-3179	95	14	is	be	AUX
fcis-3179	95	15	impossible	impossible	ADJ
fcis-3179	95	16	to	to	PART
fcis-3179	95	17	completely	completely	ADV
fcis-3179	95	18	prevent	prevent	VERB
fcis-3179	95	19	the	the	DET
fcis-3179	95	20	game	game	NOUN
fcis-3179	95	21	client	client	NOUN
fcis-3179	95	22	from	from	ADP
fcis-3179	95	23	being	be	AUX
fcis-3179	95	24	modified	modify	VERB
fcis-3179	95	25	.	.	PUNCT
fcis-3179	96	1	once	once	SCONJ
fcis-3179	96	2	the	the	DET
fcis-3179	96	3	game	game	NOUN
fcis-3179	96	4	client	client	NOUN
fcis-3179	96	5	is	be	AUX
fcis-3179	96	6	in	in	ADP
fcis-3179	96	7	the	the	DET
fcis-3179	96	8	hands	hand	NOUN
fcis-3179	96	9	of	of	ADP
fcis-3179	96	10	players	player	NOUN
fcis-3179	96	11	and	and	CCONJ
fcis-3179	96	12	hackers	hacker	NOUN
fcis-3179	96	13	,	,	PUNCT
fcis-3179	96	14	it	it	PRON
fcis-3179	96	15	is	be	AUX
fcis-3179	96	16	impossible	impossible	ADJ
fcis-3179	96	17	to	to	PART
fcis-3179	96	18	prevent	prevent	VERB
fcis-3179	96	19	hackers	hacker	NOUN
fcis-3179	96	20	from	from	ADP
fcis-3179	96	21	modifying	modify	VERB
fcis-3179	96	22	.	.	PUNCT
fcis-3179	97	1	even	even	ADV
fcis-3179	97	2	with	with	ADP
fcis-3179	97	3	legal	legal	ADJ
fcis-3179	97	4	constraints	constraint	NOUN
fcis-3179	97	5	,	,	PUNCT
fcis-3179	97	6	it	it	PRON
fcis-3179	97	7	is	be	AUX
fcis-3179	97	8	impossible	impossible	ADJ
fcis-3179	97	9	to	to	PART
fcis-3179	97	10	effectively	effectively	ADV
fcis-3179	97	11	supervise	supervise	VERB
fcis-3179	97	12	their	their	PRON
fcis-3179	97	13	personal	personal	ADJ
fcis-3179	97	14	behavior	behavior	NOUN
fcis-3179	97	15	in	in	ADP
fcis-3179	97	16	the	the	DET
fcis-3179	97	17	current	current	ADJ
fcis-3179	97	18	social	social	ADJ
fcis-3179	97	19	situation	situation	NOUN
fcis-3179	97	20	2)the	2)the	DET
fcis-3179	97	21	inspection	inspection	NOUN
fcis-3179	97	22	of	of	ADP
fcis-3179	97	23	the	the	DET
fcis-3179	97	24	game	game	NOUN
fcis-3179	97	25	client	client	NOUN
fcis-3179	97	26	is	be	AUX
fcis-3179	97	27	easy	easy	ADJ
fcis-3179	97	28	to	to	PART
fcis-3179	97	29	be	be	AUX
fcis-3179	97	30	deceived	deceive	VERB
fcis-3179	97	31	.	.	PUNCT
fcis-3179	98	1	when	when	SCONJ
fcis-3179	98	2	the	the	DET
fcis-3179	98	3	detection	detection	NOUN
fcis-3179	98	4	system	system	NOUN
fcis-3179	98	5	checks	check	VERB
fcis-3179	98	6	the	the	DET
fcis-3179	98	7	integrity	integrity	NOUN
fcis-3179	98	8	of	of	ADP
fcis-3179	98	9	the	the	DET
fcis-3179	98	10	client	client	NOUN
fcis-3179	98	11	,	,	PUNCT
fcis-3179	98	12	the	the	DET
fcis-3179	98	13	plug	plug	VERB
fcis-3179	98	14	-	-	PUNCT
fcis-3179	98	15	in	in	ADP
fcis-3179	98	16	maker	maker	NOUN
fcis-3179	98	17	can	can	AUX
fcis-3179	98	18	completely	completely	ADV
fcis-3179	98	19	forge	forge	VERB
fcis-3179	98	20	a	a	DET
fcis-3179	98	21	safe	safe	ADJ
fcis-3179	98	22	process	process	NOUN
fcis-3179	98	23	,	,	PUNCT
fcis-3179	98	24	put	put	VERB
fcis-3179	98	25	reasonable	reasonable	ADJ
fcis-3179	98	26	codes	code	NOUN
fcis-3179	98	27	in	in	ADP
fcis-3179	98	28	it	it	PRON
fcis-3179	98	29	,	,	PUNCT
fcis-3179	98	30	and	and	CCONJ
fcis-3179	98	31	let	let	VERB
fcis-3179	98	32	the	the	DET
fcis-3179	98	33	detection	detection	NOUN
fcis-3179	98	34	system	system	NOUN
fcis-3179	98	35	detect	detect	VERB
fcis-3179	98	36	the	the	DET
fcis-3179	98	37	fake	fake	ADJ
fcis-3179	98	38	data	datum	NOUN
fcis-3179	98	39	,	,	PUNCT
fcis-3179	98	40	so	so	SCONJ
fcis-3179	98	41	that	that	SCONJ
fcis-3179	98	42	no	no	ADV
fcis-3179	98	43	matter	matter	ADV
fcis-3179	98	44	how	how	SCONJ
fcis-3179	98	45	the	the	DET
fcis-3179	98	46	client	client	NOUN
fcis-3179	98	47	is	be	AUX
fcis-3179	98	48	modified	modify	VERB
fcis-3179	98	49	,	,	PUNCT
fcis-3179	98	50	the	the	DET
fcis-3179	98	51	detection	detection	NOUN
fcis-3179	98	52	system	system	NOUN
fcis-3179	98	53	will	will	AUX
fcis-3179	98	54	not	not	PART
fcis-3179	98	55	find	find	VERB
fcis-3179	98	56	it	it	PRON
fcis-3179	98	57	.	.	PUNCT
fcis-3179	99	1	3)the	3)the	DET
fcis-3179	99	2	plug	plug	VERB
fcis-3179	99	3	-	-	PUNCT
fcis-3179	99	4	in	in	ADP
fcis-3179	99	5	detection	detection	NOUN
fcis-3179	99	6	system	system	NOUN
fcis-3179	99	7	can	can	AUX
fcis-3179	99	8	not	not	PART
fcis-3179	99	9	correctly	correctly	ADV
fcis-3179	99	10	transmit	transmit	VERB
fcis-3179	99	11	the	the	DET
fcis-3179	99	12	detected	detect	VERB
fcis-3179	99	13	results	result	NOUN
fcis-3179	99	14	to	to	ADP
fcis-3179	99	15	the	the	DET
fcis-3179	99	16	server	server	NOUN
fcis-3179	99	17	,	,	PUNCT
fcis-3179	99	18	and	and	CCONJ
fcis-3179	99	19	the	the	DET
fcis-3179	99	20	plug	plug	VERB
fcis-3179	99	21	-	-	PUNCT
fcis-3179	99	22	in	in	ADP
fcis-3179	99	23	producer	producer	NOUN
fcis-3179	99	24	finds	find	VERB
fcis-3179	99	25	the	the	DET
fcis-3179	99	26	data	datum	NOUN
fcis-3179	99	27	of	of	ADP
fcis-3179	99	28	its	its	PRON
fcis-3179	99	29	detection	detection	NOUN
fcis-3179	99	30	results	result	NOUN
fcis-3179	99	31	.	.	PUNCT
fcis-3179	100	1	even	even	ADV
fcis-3179	100	2	if	if	SCONJ
fcis-3179	100	3	the	the	DET
fcis-3179	100	4	detection	detection	NOUN
fcis-3179	100	5	system	system	NOUN
fcis-3179	100	6	has	have	AUX
fcis-3179	100	7	detected	detect	VERB
fcis-3179	100	8	illegal	illegal	ADJ
fcis-3179	100	9	software	software	NOUN
fcis-3179	100	10	,	,	PUNCT
fcis-3179	100	11	cheaters	cheater	NOUN
fcis-3179	100	12	can	can	AUX
fcis-3179	100	13	tamper	tamper	VERB
fcis-3179	100	14	with	with	ADP
fcis-3179	100	15	the	the	DET
fcis-3179	100	16	inspection	inspection	NOUN
fcis-3179	100	17	results	result	NOUN
fcis-3179	100	18	and	and	CCONJ
fcis-3179	100	19	become	become	VERB
fcis-3179	100	20	detection	detection	NOUN
fcis-3179	100	21	for	for	ADP
fcis-3179	100	22	legitimate	legitimate	ADJ
fcis-3179	100	23	data	datum	NOUN
fcis-3179	100	24	branches	branch	NOUN
fcis-3179	100	25	,	,	PUNCT
fcis-3179	100	26	no	no	ADV
fcis-3179	100	27	matter	matter	ADV
fcis-3179	100	28	what	what	PRON
fcis-3179	100	29	plug	plug	VERB
fcis-3179	100	30	-	-	PUNCT
fcis-3179	100	31	ins	in	NOUN
fcis-3179	100	32	are	be	AUX
fcis-3179	100	33	detected	detect	VERB
fcis-3179	100	34	by	by	ADP
fcis-3179	100	35	the	the	DET
fcis-3179	100	36	detection	detection	NOUN
fcis-3179	100	37	system	system	NOUN
fcis-3179	100	38	,	,	PUNCT
fcis-3179	100	39	they	they	PRON
fcis-3179	100	40	can	can	AUX
fcis-3179	100	41	not	not	PART
fcis-3179	100	42	send	send	VERB
fcis-3179	100	43	correct	correct	ADJ
fcis-3179	100	44	detection	detection	NOUN
fcis-3179	100	45	results	result	NOUN
fcis-3179	100	46	to	to	ADP
fcis-3179	100	47	the	the	DET
fcis-3179	100	48	server	server	NOUN
fcis-3179	100	49	.	.	PUNCT
fcis-3179	101	1	the	the	DET
fcis-3179	101	2	machine	machine	NOUN
fcis-3179	101	3	learning	learn	VERB
fcis-3179	101	4	algorithms	algorithm	NOUN
fcis-3179	101	5	,	,	PUNCT
fcis-3179	101	6	which	which	PRON
fcis-3179	101	7	have	have	VERB
fcis-3179	101	8	strong	strong	ADJ
fcis-3179	101	9	power	power	NOUN
fcis-3179	101	10	to	to	PART
fcis-3179	101	11	reveal	reveal	VERB
fcis-3179	101	12	the	the	DET
fcis-3179	101	13	complex	complex	ADJ
fcis-3179	101	14	relation	relation	NOUN
fcis-3179	101	15	based	base	VERB
fcis-3179	101	16	on	on	ADP
fcis-3179	101	17	big	big	ADJ
fcis-3179	101	18	data	datum	NOUN
fcis-3179	101	19	analysis	analysis	NOUN
fcis-3179	101	20	,	,	PUNCT
fcis-3179	101	21	are	be	AUX
fcis-3179	101	22	believed	believe	VERB
fcis-3179	101	23	to	to	PART
fcis-3179	101	24	solve	solve	VERB
fcis-3179	101	25	the	the	DET
fcis-3179	101	26	above	above	ADJ
fcis-3179	101	27	issues	issue	NOUN
fcis-3179	101	28	well	well	ADV
fcis-3179	101	29	.	.	PUNCT
fcis-3179	102	1	4	4	X
fcis-3179	102	2	.	.	X
fcis-3179	102	3	conclusion	conclusion	NOUN
fcis-3179	102	4	this	this	DET
fcis-3179	102	5	paper	paper	NOUN
fcis-3179	102	6	firstly	firstly	ADV
fcis-3179	102	7	introduces	introduce	VERB
fcis-3179	102	8	the	the	DET
fcis-3179	102	9	necessity	necessity	NOUN
fcis-3179	102	10	of	of	ADP
fcis-3179	102	11	ai	ai	AUX
fcis-3179	102	12	applied	apply	VERB
fcis-3179	102	13	in	in	ADP
fcis-3179	102	14	game	game	NOUN
fcis-3179	102	15	plug	plug	NOUN
fcis-3179	102	16	-	-	PUNCT
fcis-3179	102	17	ins	in	NOUN
fcis-3179	102	18	detection	detection	NOUN
fcis-3179	102	19	.	.	PUNCT
fcis-3179	103	1	the	the	DET
fcis-3179	103	2	common	common	ADJ
fcis-3179	103	3	ai	ai	PROPN
fcis-3179	103	4	algorithms	algorithm	NOUN
fcis-3179	103	5	including	include	VERB
fcis-3179	103	6	neural	neural	ADJ
fcis-3179	103	7	network	network	NOUN
fcis-3179	103	8	,	,	PUNCT
fcis-3179	103	9	support	support	NOUN
fcis-3179	103	10	vector	vector	NOUN
fcis-3179	103	11	machine	machine	NOUN
fcis-3179	103	12	,	,	PUNCT
fcis-3179	103	13	decision	decision	NOUN
fcis-3179	103	14	tree	tree	NOUN
fcis-3179	103	15	have	have	VERB
fcis-3179	103	16	strong	strong	ADJ
fcis-3179	103	17	power	power	NOUN
fcis-3179	103	18	to	to	PART
fcis-3179	103	19	reveal	reveal	VERB
fcis-3179	103	20	the	the	DET
fcis-3179	103	21	complex	complex	ADJ
fcis-3179	103	22	relations	relation	NOUN
fcis-3179	103	23	which	which	PRON
fcis-3179	103	24	are	be	AUX
fcis-3179	103	25	hard	hard	ADJ
fcis-3179	103	26	to	to	PART
fcis-3179	103	27	be	be	AUX
fcis-3179	103	28	solved	solve	VERB
fcis-3179	103	29	by	by	ADP
fcis-3179	103	30	the	the	DET
fcis-3179	103	31	traditional	traditional	ADJ
fcis-3179	103	32	analytical	analytical	ADJ
fcis-3179	103	33	mathematics	mathematic	NOUN
fcis-3179	103	34	based	base	VERB
fcis-3179	103	35	on	on	ADP
fcis-3179	103	36	sufficient	sufficient	ADJ
fcis-3179	103	37	data	datum	NOUN
fcis-3179	103	38	analysis	analysis	NOUN
fcis-3179	103	39	.	.	PUNCT
fcis-3179	104	1	the	the	DET
fcis-3179	104	2	common	common	ADJ
fcis-3179	104	3	plug	plug	NOUN
fcis-3179	104	4	-	-	PUNCT
fcis-3179	104	5	ins	in	NOUN
fcis-3179	104	6	detection	detection	NOUN
fcis-3179	104	7	technologies	technology	NOUN
fcis-3179	104	8	include	include	VERB
fcis-3179	104	9	mouse	mouse	NOUN
fcis-3179	104	10	and	and	CCONJ
fcis-3179	104	11	keyboard	keyboard	NOUN
fcis-3179	104	12	simulation	simulation	NOUN
fcis-3179	104	13	detection	detection	NOUN
fcis-3179	104	14	technology	technology	NOUN
fcis-3179	104	15	and	and	CCONJ
fcis-3179	104	16	game	game	NOUN
fcis-3179	104	17	data	datum	NOUN
fcis-3179	104	18	modification	modification	NOUN
fcis-3179	104	19	detection	detection	NOUN
fcis-3179	104	20	technology	technology	NOUN
fcis-3179	104	21	,	,	PUNCT
fcis-3179	104	22	but	but	CCONJ
fcis-3179	104	23	these	these	DET
fcis-3179	104	24	two	two	NUM
fcis-3179	104	25	technologies	technology	NOUN
fcis-3179	104	26	have	have	VERB
fcis-3179	104	27	their	their	PRON
fcis-3179	104	28	own	own	ADJ
fcis-3179	104	29	limitations	limitation	NOUN
fcis-3179	104	30	.	.	PUNCT
fcis-3179	105	1	fortunately	fortunately	ADV
fcis-3179	105	2	,	,	PUNCT
fcis-3179	105	3	it	it	PRON
fcis-3179	105	4	is	be	AUX
fcis-3179	105	5	believed	believe	VERB
fcis-3179	105	6	that	that	SCONJ
fcis-3179	105	7	these	these	DET
fcis-3179	105	8	limitations	limitation	NOUN
fcis-3179	105	9	can	can	AUX
fcis-3179	105	10	be	be	AUX
fcis-3179	105	11	solved	solve	VERB
fcis-3179	105	12	by	by	ADP
fcis-3179	105	13	the	the	DET
fcis-3179	105	14	machine	machine	NOUN
fcis-3179	105	15	learning	learn	VERB
fcis-3179	105	16	methods	method	NOUN
fcis-3179	105	17	because	because	SCONJ
fcis-3179	105	18	their	their	PRON
fcis-3179	105	19	powerful	powerful	ADJ
fcis-3179	105	20	detection	detection	NOUN
fcis-3179	105	21	ability	ability	NOUN
fcis-3179	105	22	.	.	PUNCT
fcis-3179	106	1	with	with	ADP
fcis-3179	106	2	the	the	DET
fcis-3179	106	3	development	development	NOUN
fcis-3179	106	4	of	of	ADP
fcis-3179	106	5	the	the	DET
fcis-3179	106	6	ai	ai	NOUN
fcis-3179	106	7	,	,	PUNCT
fcis-3179	106	8	more	more	ADJ
fcis-3179	106	9	and	and	CCONJ
fcis-3179	106	10	more	more	ADV
fcis-3179	106	11	complex	complex	ADJ
fcis-3179	106	12	game	game	NOUN
fcis-3179	106	13	plugins	plugin	NOUN
fcis-3179	106	14	can	can	AUX
fcis-3179	106	15	be	be	AUX
fcis-3179	106	16	detected	detect	VERB
fcis-3179	106	17	so	so	SCONJ
fcis-3179	106	18	that	that	SCONJ
fcis-3179	106	19	the	the	DET
fcis-3179	106	20	game	game	NOUN
fcis-3179	106	21	environment	environment	NOUN
fcis-3179	106	22	will	will	AUX
fcis-3179	106	23	become	become	VERB
fcis-3179	106	24	better	well	ADJ
fcis-3179	106	25	.	.	PUNCT
fcis-3179	107	1	references	reference	NOUN
fcis-3179	107	2	[	[	X
fcis-3179	107	3	1	1	NUM
fcis-3179	107	4	]	]	X
fcis-3179	107	5	zhang	zhang	PROPN
fcis-3179	107	6	jiajia	jiajia	PROPN
fcis-3179	107	7	,	,	PUNCT
fcis-3179	107	8	qian	qian	PROPN
fcis-3179	107	9	tao	tao	PROPN
fcis-3179	107	10	.	.	PUNCT
fcis-3179	108	1	the	the	DET
fcis-3179	108	2	application	application	NOUN
fcis-3179	108	3	of	of	ADP
fcis-3179	108	4	artificial	artificial	ADJ
fcis-3179	108	5	intelligence	intelligence	NOUN
fcis-3179	108	6	in	in	ADP
fcis-3179	108	7	mobile	mobile	ADJ
fcis-3179	108	8	entertainment	entertainment	NOUN
fcis-3179	108	9	and	and	CCONJ
fcis-3179	108	10	game	game	NOUN
fcis-3179	108	11	industry	industry	NOUN
fcis-3179	108	12	from	from	ADP
fcis-3179	108	13	alphago[j	alphago[j	PROPN
fcis-3179	108	14	]	]	PUNCT
fcis-3179	108	15	.	.	PUNCT
fcis-3179	109	1	guangdong	guangdong	PROPN
fcis-3179	109	2	economy，2018（1）：48	economy，2018（1）：48	PROPN
fcis-3179	109	3	-	-	PROPN
fcis-3179	109	4	55	55	NUM
fcis-3179	109	5	.	.	PUNCT
fcis-3179	110	1	[	[	X
fcis-3179	110	2	2	2	NUM
fcis-3179	110	3	]	]	X
fcis-3179	110	4	brown	brown	ADJ
fcis-3179	110	5	n	n	CCONJ
fcis-3179	110	6	,	,	PUNCT
fcis-3179	110	7	sandholm	sandholm	NOUN
fcis-3179	110	8	t.	t.	NOUN
fcis-3179	110	9	superhuman	superhuman	NOUN
fcis-3179	110	10	ai	ai	VERB
fcis-3179	110	11	for	for	ADP
fcis-3179	110	12	heads	head	NOUN
fcis-3179	110	13	-	-	PUNCT
fcis-3179	110	14	up	up	ADP
fcis-3179	110	15	nolimit	nolimit	NOUN
fcis-3179	110	16	poker	poker	NOUN
fcis-3179	110	17	:	:	PUNCT
fcis-3179	110	18	libratus	libratus	NOUN
fcis-3179	110	19	beats	beat	VERB
fcis-3179	110	20	top	top	ADJ
fcis-3179	110	21	professionals	professional	NOUN
fcis-3179	110	22	.	.	PUNCT
fcis-3179	111	1	science	science	NOUN
fcis-3179	111	2	,	,	PUNCT
fcis-3179	111	3	2018	2018	NUM
fcis-3179	111	4	,	,	PUNCT
fcis-3179	111	5	359(6374	359(6374	NUM
fcis-3179	111	6	):	):	PUNCT
fcis-3179	111	7	418	418	NUM
fcis-3179	111	8	–	–	PUNCT
fcis-3179	111	9	424	424	NUM
fcis-3179	111	10	[	[	SYM
fcis-3179	111	11	3	3	NUM
fcis-3179	111	12	]	]	X
fcis-3179	111	13	brown	brown	ADJ
fcis-3179	111	14	n	n	CCONJ
fcis-3179	111	15	,	,	PUNCT
fcis-3179	111	16	sandholm	sandholm	NOUN
fcis-3179	111	17	t.	t.	NOUN
fcis-3179	111	18	superhuman	superhuman	NOUN
fcis-3179	111	19	ai	ai	VERB
fcis-3179	111	20	for	for	ADP
fcis-3179	111	21	multi	multi	ADJ
fcis-3179	111	22	-	-	ADJ
fcis-3179	111	23	player	player	ADJ
fcis-3179	111	24	poker	poker	NOUN
fcis-3179	111	25	.	.	PUNCT
fcis-3179	112	1	science	science	NOUN
fcis-3179	112	2	,	,	PUNCT
fcis-3179	112	3	2019	2019	NUM
fcis-3179	112	4	,	,	PUNCT
fcis-3179	112	5	365(6456	365(6456	NUM
fcis-3179	112	6	):	):	PUNCT
fcis-3179	112	7	885	885	NUM
fcis-3179	112	8	–	–	PUNCT
fcis-3179	112	9	890	890	NUM
fcis-3179	112	10	.	.	PUNCT
fcis-3179	113	1	[	[	X
fcis-3179	113	2	4	4	NUM
fcis-3179	113	3	]	]	X
fcis-3179	113	4	li	li	PROPN
fcis-3179	113	5	j	j	PROPN
fcis-3179	113	6	,	,	PUNCT
fcis-3179	113	7	koyamada	koyamada	PROPN
fcis-3179	113	8	s	s	PROPN
fcis-3179	113	9	,	,	PUNCT
fcis-3179	113	10	ye	ye	PRON
fcis-3179	113	11	q	q	NOUN
fcis-3179	113	12	,	,	PUNCT
fcis-3179	113	13	et	et	PROPN
fcis-3179	113	14	al	al	PROPN
fcis-3179	113	15	.	.	PROPN
fcis-3179	113	16	suphx	suphx	PROPN
fcis-3179	113	17	:	:	PUNCT
fcis-3179	113	18	mastering	master	VERB
fcis-3179	113	19	mahjong	mahjong	NOUN
fcis-3179	113	20	with	with	ADP
fcis-3179	113	21	deep	deep	ADJ
fcis-3179	113	22	reinforcement	reinforcement	NOUN
fcis-3179	113	23	learning	learning	NOUN
fcis-3179	113	24	.	.	PUNCT
fcis-3179	114	1	arxiv	arxiv	PROPN
fcis-3179	114	2	preprint	preprint	NOUN
fcis-3179	114	3	.	.	PUNCT
fcis-3179	115	1	arxiv	arxiv	NOUN
fcis-3179	115	2	:	:	PUNCT
fcis-3179	115	3	2003.13590	2003.13590	NUM
fcis-3179	115	4	,	,	PUNCT
fcis-3179	115	5	2020	2020	NUM
fcis-3179	115	6	.	.	PUNCT
fcis-3179	116	1	[	[	X
fcis-3179	116	2	5	5	NUM
fcis-3179	116	3	]	]	PUNCT
fcis-3179	116	4	ye	ye	NUM
fcis-3179	116	5	d	d	PROPN
fcis-3179	116	6	,	,	PUNCT
fcis-3179	116	7	liu	liu	PROPN
fcis-3179	116	8	z	z	PROPN
fcis-3179	116	9	,	,	PUNCT
fcis-3179	116	10	sun	sun	PROPN
fcis-3179	116	11	m	m	PROPN
fcis-3179	116	12	,	,	PUNCT
fcis-3179	116	13	et	et	AUX
fcis-3179	116	14	al	al	PROPN
fcis-3179	116	15	.	.	PUNCT
fcis-3179	116	16	mastering	master	VERB
fcis-3179	116	17	complex	complex	ADJ
fcis-3179	116	18	control	control	NOUN
fcis-3179	116	19	in	in	ADP
fcis-3179	116	20	moba	moba	PROPN
fcis-3179	116	21	games	game	NOUN
fcis-3179	116	22	with	with	ADP
fcis-3179	116	23	deep	deep	ADJ
fcis-3179	116	24	reinforcement	reinforcement	NOUN
fcis-3179	116	25	learning	learning	NOUN
fcis-3179	116	26	.	.	PUNCT
fcis-3179	117	1	proceedings	proceeding	NOUN
fcis-3179	117	2	of	of	ADP
fcis-3179	117	3	the	the	DET
fcis-3179	117	4	34th	34th	ADJ
fcis-3179	117	5	aaai	aaai	PROPN
fcis-3179	117	6	conference	conference	NOUN
fcis-3179	117	7	on	on	ADP
fcis-3179	117	8	artificial	artificial	ADJ
fcis-3179	117	9	intelligence	intelligence	NOUN
fcis-3179	117	10	.	.	PUNCT
fcis-3179	118	1	new	new	PROPN
fcis-3179	118	2	york	york	PROPN
fcis-3179	118	3	,	,	PUNCT
fcis-3179	118	4	usa	usa	PROPN
fcis-3179	118	5	:	:	PUNCT
fcis-3179	118	6	aaai	aaai	PROPN
fcis-3179	118	7	,	,	PUNCT
fcis-3179	118	8	2020	2020	NUM
fcis-3179	118	9	:	:	PUNCT
fcis-3179	118	10	6672	6672	NUM
fcis-3179	118	11	–	–	PUNCT
fcis-3179	118	12	6679	6679	NUM
fcis-3179	118	13	.	.	PUNCT
fcis-3179	119	1	[	[	X
fcis-3179	119	2	6	6	NUM
fcis-3179	119	3	]	]	X
fcis-3179	119	4	berner	berner	PROPN
fcis-3179	119	5	c	c	PROPN
fcis-3179	119	6	,	,	PUNCT
fcis-3179	119	7	brockman	brockman	PROPN
fcis-3179	119	8	g	g	PROPN
fcis-3179	119	9	,	,	PUNCT
fcis-3179	119	10	chan	chan	PROPN
fcis-3179	119	11	b	b	PROPN
fcis-3179	119	12	,	,	PUNCT
fcis-3179	119	13	et	et	PROPN
fcis-3179	119	14	al	al	PROPN
fcis-3179	119	15	.	.	PROPN
fcis-3179	119	16	dota	dota	PROPN
fcis-3179	119	17	2	2	NUM
fcis-3179	119	18	with	with	ADP
fcis-3179	119	19	large	large	ADJ
fcis-3179	119	20	scale	scale	NOUN
fcis-3179	119	21	deep	deep	ADJ
fcis-3179	119	22	reinforcement	reinforcement	NOUN
fcis-3179	119	23	learning	learning	NOUN
fcis-3179	119	24	.	.	PUNCT
fcis-3179	120	1	arxiv	arxiv	PROPN
fcis-3179	120	2	preprint	preprint	NOUN
fcis-3179	120	3	.	.	PUNCT
fcis-3179	121	1	arxiv	arxiv	NOUN
fcis-3179	121	2	:	:	PUNCT
fcis-3179	121	3	1912.06680	1912.06680	NUM
fcis-3179	121	4	,	,	PUNCT
fcis-3179	121	5	2019	2019	NUM
fcis-3179	121	6	.	.	PUNCT
fcis-3179	122	1	[	[	X
fcis-3179	122	2	7	7	X
fcis-3179	122	3	]	]	PUNCT
fcis-3179	122	4	vinyals	vinyal	NOUN
fcis-3179	122	5	o	o	NOUN
fcis-3179	122	6	,	,	PUNCT
fcis-3179	122	7	babuschkin	babuschkin	PROPN
fcis-3179	122	8	i	i	PROPN
fcis-3179	122	9	,	,	PUNCT
fcis-3179	122	10	czarnecki	czarnecki	PROPN
fcis-3179	122	11	w	w	PROPN
fcis-3179	122	12	,	,	PUNCT
fcis-3179	122	13	et	et	PROPN
fcis-3179	122	14	al	al	PROPN
fcis-3179	122	15	.	.	PUNCT
fcis-3179	123	1	grandmaster	grandmaster	NOUN
fcis-3179	123	2	level	level	NOUN
fcis-3179	123	3	in	in	ADP
fcis-3179	123	4	starcraft	starcraft	NOUN
fcis-3179	123	5	ii	ii	PROPN
fcis-3179	123	6	using	use	VERB
fcis-3179	123	7	multi	multi	ADJ
fcis-3179	123	8	-	-	ADJ
fcis-3179	123	9	agent	agent	ADJ
fcis-3179	123	10	reinforcement	reinforcement	NOUN
fcis-3179	123	11	learning	learning	NOUN
fcis-3179	123	12	.	.	PUNCT
fcis-3179	124	1	nature	nature	NOUN
fcis-3179	124	2	,	,	PUNCT
fcis-3179	124	3	2019	2019	NUM
fcis-3179	124	4	,	,	PUNCT
fcis-3179	124	5	575(7782	575(7782	NUM
fcis-3179	124	6	):	):	PUNCT
fcis-3179	124	7	350	350	NUM
fcis-3179	124	8	–	–	SYM
fcis-3179	124	9	354	354	NUM
fcis-3179	124	10	.	.	PUNCT
