id	sid	tid	token	lemma	pos
fcis-15812	1	1	frontiers	frontier	NOUN
fcis-15812	1	2	in	in	ADP
fcis-15812	1	3	computing	computing	NOUN
fcis-15812	1	4	and	and	CCONJ
fcis-15812	1	5	intelligent	intelligent	ADJ
fcis-15812	1	6	systems	system	NOUN
fcis-15812	1	7	issn	issn	VERB
fcis-15812	1	8	:	:	PUNCT
fcis-15812	1	9	2832	2832	NUM
fcis-15812	1	10	-	-	SYM
fcis-15812	1	11	6024	6024	NUM
fcis-15812	1	12	|	|	NOUN
fcis-15812	1	13	vol	vol	NOUN
fcis-15812	1	14	.	.	PROPN
fcis-15812	2	1	6	6	NUM
fcis-15812	2	2	,	,	PUNCT
fcis-15812	2	3	no	no	INTJ
fcis-15812	2	4	.	.	NOUN
fcis-15812	2	5	3	3	NUM
fcis-15812	2	6	,	,	PUNCT
fcis-15812	2	7	2023	2023	NUM
fcis-15812	2	8	70	70	NUM
fcis-15812	2	9	artificial	artificial	ADJ
fcis-15812	2	10	intelligence	intelligence	NOUN
fcis-15812	2	11	and	and	CCONJ
fcis-15812	2	12	malicious	malicious	ADJ
fcis-15812	2	13	code	code	NOUN
fcis-15812	2	14	detection	detection	NOUN
fcis-15812	2	15	chenhui	chenhui	PROPN
fcis-15812	2	16	zhong	zhong	PROPN
fcis-15812	2	17	*	*	PUNCT
fcis-15812	2	18	school	school	NOUN
fcis-15812	2	19	of	of	ADP
fcis-15812	2	20	computer	computer	NOUN
fcis-15812	2	21	science	science	NOUN
fcis-15812	2	22	,	,	PUNCT
fcis-15812	2	23	south	south	PROPN
fcis-15812	2	24	china	china	PROPN
fcis-15812	2	25	normal	normal	ADJ
fcis-15812	2	26	university	university	PROPN
fcis-15812	2	27	,	,	PUNCT
fcis-15812	2	28	guangzhou	guangzhou	PROPN
fcis-15812	2	29	,	,	PUNCT
fcis-15812	2	30	510631	510631	NUM
fcis-15812	2	31	,	,	PUNCT
fcis-15812	2	32	china	china	PROPN
fcis-15812	2	33	*	*	PUNCT
fcis-15812	2	34	corresponding	correspond	VERB
fcis-15812	2	35	author	author	NOUN
fcis-15812	2	36	email	email	NOUN
fcis-15812	2	37	:	:	PUNCT
fcis-15812	2	38	20192132020@m.scnu.edu.cn	20192132020@m.scnu.edu.cn	NUM
fcis-15812	2	39	abstract	abstract	ADJ
fcis-15812	2	40	:	:	PUNCT
fcis-15812	2	41	malicious	malicious	ADJ
fcis-15812	2	42	software	software	NOUN
fcis-15812	2	43	has	have	AUX
fcis-15812	2	44	become	become	VERB
fcis-15812	2	45	a	a	DET
fcis-15812	2	46	critical	critical	ADJ
fcis-15812	2	47	cybersecurity	cybersecurity	NOUN
fcis-15812	2	48	issue	issue	NOUN
fcis-15812	2	49	due	due	ADP
fcis-15812	2	50	to	to	ADP
fcis-15812	2	51	the	the	DET
fcis-15812	2	52	increasing	increase	VERB
fcis-15812	2	53	number	number	NOUN
fcis-15812	2	54	of	of	ADP
fcis-15812	2	55	threats	threat	NOUN
fcis-15812	2	56	it	it	PRON
fcis-15812	2	57	poses	pose	VERB
fcis-15812	2	58	to	to	ADP
fcis-15812	2	59	devices	device	NOUN
fcis-15812	2	60	and	and	CCONJ
fcis-15812	2	61	internet	internet	NOUN
fcis-15812	2	62	environments	environment	NOUN
fcis-15812	2	63	.	.	PUNCT
fcis-15812	3	1	traditional	traditional	ADJ
fcis-15812	3	2	static	static	ADJ
fcis-15812	3	3	scanning	scanning	NOUN
fcis-15812	3	4	techniques	technique	NOUN
fcis-15812	3	5	and	and	CCONJ
fcis-15812	3	6	behavior	behavior	NOUN
fcis-15812	3	7	-	-	PUNCT
fcis-15812	3	8	based	base	VERB
fcis-15812	3	9	malware	malware	NOUN
fcis-15812	3	10	detection	detection	NOUN
fcis-15812	3	11	methods	method	NOUN
fcis-15812	3	12	have	have	VERB
fcis-15812	3	13	limitations	limitation	NOUN
fcis-15812	3	14	in	in	ADP
fcis-15812	3	15	meeting	meet	VERB
fcis-15812	3	16	the	the	DET
fcis-15812	3	17	new	new	ADJ
fcis-15812	3	18	requirements	requirement	NOUN
fcis-15812	3	19	in	in	ADP
fcis-15812	3	20	information	information	NOUN
fcis-15812	3	21	security	security	NOUN
fcis-15812	3	22	due	due	ADP
fcis-15812	3	23	to	to	ADP
fcis-15812	3	24	high	high	ADJ
fcis-15812	3	25	false	false	ADJ
fcis-15812	3	26	positives	positive	NOUN
fcis-15812	3	27	and	and	CCONJ
fcis-15812	3	28	false	false	ADJ
fcis-15812	3	29	negatives	negative	NOUN
fcis-15812	3	30	.	.	PUNCT
fcis-15812	4	1	in	in	ADP
fcis-15812	4	2	this	this	DET
fcis-15812	4	3	work	work	NOUN
fcis-15812	4	4	,	,	PUNCT
fcis-15812	4	5	we	we	PRON
fcis-15812	4	6	propose	propose	VERB
fcis-15812	4	7	a	a	DET
fcis-15812	4	8	cnn	cnn	PROPN
fcis-15812	4	9	convolutional	convolutional	ADJ
fcis-15812	4	10	neural	neural	ADJ
fcis-15812	4	11	network	network	NOUN
fcis-15812	4	12	-	-	PUNCT
fcis-15812	4	13	based	base	VERB
fcis-15812	4	14	method	method	NOUN
fcis-15812	4	15	for	for	ADP
fcis-15812	4	16	detecting	detect	VERB
fcis-15812	4	17	malicious	malicious	ADJ
fcis-15812	4	18	code	code	NOUN
fcis-15812	4	19	.	.	PUNCT
fcis-15812	5	1	practical	practical	ADJ
fcis-15812	5	2	operations	operation	NOUN
fcis-15812	5	3	were	be	AUX
fcis-15812	5	4	conducted	conduct	VERB
fcis-15812	5	5	using	use	VERB
fcis-15812	5	6	the	the	DET
fcis-15812	5	7	cuckoo	cuckoo	NOUN
fcis-15812	5	8	sandbox	sandbox	NOUN
fcis-15812	5	9	system	system	NOUN
fcis-15812	5	10	,	,	PUNCT
fcis-15812	5	11	and	and	CCONJ
fcis-15812	5	12	python	python	NOUN
fcis-15812	5	13	programs	program	NOUN
fcis-15812	5	14	were	be	AUX
fcis-15812	5	15	utilized	utilize	VERB
fcis-15812	5	16	to	to	ADP
fcis-15812	5	17	preprocess	preprocess	NOUN
fcis-15812	5	18	analytical	analytical	ADJ
fcis-15812	5	19	reports	report	NOUN
fcis-15812	5	20	.	.	PUNCT
fcis-15812	6	1	this	this	DET
fcis-15812	6	2	article	article	NOUN
fcis-15812	6	3	presents	present	VERB
fcis-15812	6	4	the	the	DET
fcis-15812	6	5	construction	construction	NOUN
fcis-15812	6	6	of	of	ADP
fcis-15812	6	7	a	a	DET
fcis-15812	6	8	deep	deep	ADJ
fcis-15812	6	9	learning	learning	NOUN
fcis-15812	6	10	training	training	NOUN
fcis-15812	6	11	model	model	NOUN
fcis-15812	6	12	for	for	ADP
fcis-15812	6	13	cnn	cnn	PROPN
fcis-15812	6	14	designed	design	VERB
fcis-15812	6	15	to	to	PART
fcis-15812	6	16	identify	identify	VERB
fcis-15812	6	17	malicious	malicious	ADJ
fcis-15812	6	18	code	code	NOUN
fcis-15812	6	19	.	.	PUNCT
fcis-15812	7	1	the	the	DET
fcis-15812	7	2	model	model	NOUN
fcis-15812	7	3	is	be	AUX
fcis-15812	7	4	compared	compare	VERB
fcis-15812	7	5	with	with	ADP
fcis-15812	7	6	machine	machine	NOUN
fcis-15812	7	7	learning	learning	NOUN
fcis-15812	7	8	and	and	CCONJ
fcis-15812	7	9	general	general	ADJ
fcis-15812	7	10	antivirus	antivirus	NOUN
fcis-15812	7	11	tools	tool	NOUN
fcis-15812	7	12	for	for	ADP
fcis-15812	7	13	comprehensive	comprehensive	ADJ
fcis-15812	7	14	evaluation	evaluation	NOUN
fcis-15812	7	15	.	.	PUNCT
fcis-15812	8	1	experimental	experimental	ADJ
fcis-15812	8	2	verification	verification	NOUN
fcis-15812	8	3	shows	show	VERB
fcis-15812	8	4	that	that	SCONJ
fcis-15812	8	5	our	our	PRON
fcis-15812	8	6	proposed	propose	VERB
fcis-15812	8	7	method	method	NOUN
fcis-15812	8	8	exhibits	exhibit	VERB
fcis-15812	8	9	greater	great	ADJ
fcis-15812	8	10	advantages	advantage	NOUN
fcis-15812	8	11	in	in	ADP
fcis-15812	8	12	comparison	comparison	NOUN
fcis-15812	8	13	and	and	CCONJ
fcis-15812	8	14	achieved	achieve	VERB
fcis-15812	8	15	excellent	excellent	ADJ
fcis-15812	8	16	detection	detection	NOUN
fcis-15812	8	17	results	result	NOUN
fcis-15812	8	18	with	with	ADP
fcis-15812	8	19	higher	high	ADJ
fcis-15812	8	20	feasibility	feasibility	NOUN
fcis-15812	8	21	.	.	PUNCT
fcis-15812	9	1	the	the	DET
fcis-15812	9	2	research	research	NOUN
fcis-15812	9	3	significance	significance	NOUN
fcis-15812	9	4	of	of	ADP
fcis-15812	9	5	this	this	DET
fcis-15812	9	6	work	work	NOUN
fcis-15812	9	7	is	be	AUX
fcis-15812	9	8	highlighted	highlight	VERB
fcis-15812	9	9	as	as	ADP
fcis-15812	9	10	malicious	malicious	ADJ
fcis-15812	9	11	software	software	NOUN
fcis-15812	9	12	has	have	AUX
fcis-15812	9	13	become	become	VERB
fcis-15812	9	14	a	a	DET
fcis-15812	9	15	core	core	NOUN
fcis-15812	9	16	issue	issue	NOUN
fcis-15812	9	17	in	in	ADP
fcis-15812	9	18	cybersecurity	cybersecurity	NOUN
fcis-15812	9	19	.	.	PUNCT
fcis-15812	10	1	the	the	DET
fcis-15812	10	2	method	method	NOUN
fcis-15812	10	3	proposed	propose	VERB
fcis-15812	10	4	in	in	ADP
fcis-15812	10	5	this	this	DET
fcis-15812	10	6	article	article	NOUN
fcis-15812	10	7	provides	provide	VERB
fcis-15812	10	8	powerful	powerful	ADJ
fcis-15812	10	9	support	support	NOUN
fcis-15812	10	10	for	for	ADP
fcis-15812	10	11	addressing	address	VERB
fcis-15812	10	12	new	new	ADJ
fcis-15812	10	13	needs	need	NOUN
fcis-15812	10	14	in	in	ADP
fcis-15812	10	15	information	information	NOUN
fcis-15812	10	16	security	security	NOUN
fcis-15812	10	17	.	.	PUNCT
fcis-15812	11	1	this	this	DET
fcis-15812	11	2	paper	paper	NOUN
fcis-15812	11	3	emphasizes	emphasize	VERB
fcis-15812	11	4	the	the	DET
fcis-15812	11	5	importance	importance	NOUN
fcis-15812	11	6	of	of	ADP
fcis-15812	11	7	utilizing	utilize	VERB
fcis-15812	11	8	cnn	cnn	PROPN
fcis-15812	11	9	-	-	PUNCT
fcis-15812	11	10	based	base	VERB
fcis-15812	11	11	methods	method	NOUN
fcis-15812	11	12	in	in	ADP
fcis-15812	11	13	detecting	detect	VERB
fcis-15812	11	14	malware	malware	NOUN
fcis-15812	11	15	,	,	PUNCT
fcis-15812	11	16	which	which	PRON
fcis-15812	11	17	can	can	AUX
fcis-15812	11	18	better	well	ADV
fcis-15812	11	19	address	address	VERB
fcis-15812	11	20	the	the	DET
fcis-15812	11	21	limitations	limitation	NOUN
fcis-15812	11	22	of	of	ADP
fcis-15812	11	23	traditional	traditional	ADJ
fcis-15812	11	24	detection	detection	NOUN
fcis-15812	11	25	techniques	technique	NOUN
fcis-15812	11	26	.	.	PUNCT
fcis-15812	12	1	overall	overall	ADV
fcis-15812	12	2	,	,	PUNCT
fcis-15812	12	3	this	this	DET
fcis-15812	12	4	work	work	NOUN
fcis-15812	12	5	provides	provide	VERB
fcis-15812	12	6	an	an	DET
fcis-15812	12	7	effective	effective	ADJ
fcis-15812	12	8	solution	solution	NOUN
fcis-15812	12	9	to	to	PART
fcis-15812	12	10	detect	detect	VERB
fcis-15812	12	11	malicious	malicious	ADJ
fcis-15812	12	12	code	code	NOUN
fcis-15812	12	13	and	and	CCONJ
fcis-15812	12	14	addresses	address	VERB
fcis-15812	12	15	a	a	DET
fcis-15812	12	16	critical	critical	ADJ
fcis-15812	12	17	cybersecurity	cybersecurity	NOUN
fcis-15812	12	18	issue	issue	NOUN
fcis-15812	12	19	.	.	PUNCT
fcis-15812	13	1	keywords	keyword	NOUN
fcis-15812	13	2	:	:	PUNCT
fcis-15812	13	3	cybersecurity	cybersecurity	NOUN
fcis-15812	13	4	;	;	PUNCT
fcis-15812	13	5	malicious	malicious	ADJ
fcis-15812	13	6	code	code	NOUN
fcis-15812	13	7	;	;	PUNCT
fcis-15812	13	8	cuckoo	cuckoo	NOUN
fcis-15812	13	9	sandbox	sandbox	PROPN
fcis-15812	13	10	;	;	PUNCT
fcis-15812	13	11	cnn	cnn	PROPN
fcis-15812	13	12	.	.	PROPN
fcis-15812	14	1	1	1	X
fcis-15812	14	2	.	.	X
fcis-15812	14	3	introduction	introduction	NOUN
fcis-15812	14	4	due	due	ADP
fcis-15812	14	5	to	to	ADP
fcis-15812	14	6	the	the	DET
fcis-15812	14	7	widespread	widespread	ADJ
fcis-15812	14	8	adoption	adoption	NOUN
fcis-15812	14	9	of	of	ADP
fcis-15812	14	10	online	online	ADJ
fcis-15812	14	11	payments	payment	NOUN
fcis-15812	14	12	and	and	CCONJ
fcis-15812	14	13	internet	internet	NOUN
fcis-15812	14	14	banking	banking	NOUN
fcis-15812	14	15	,	,	PUNCT
fcis-15812	14	16	computers	computer	NOUN
fcis-15812	14	17	have	have	AUX
fcis-15812	14	18	become	become	VERB
fcis-15812	14	19	an	an	DET
fcis-15812	14	20	indispensable	indispensable	ADJ
fcis-15812	14	21	part	part	NOUN
fcis-15812	14	22	of	of	ADP
fcis-15812	14	23	our	our	PRON
fcis-15812	14	24	daily	daily	ADJ
fcis-15812	14	25	lives	life	NOUN
fcis-15812	14	26	.	.	PUNCT
fcis-15812	15	1	(	(	PUNCT
fcis-15812	15	2	adversarial	adversarial	ADJ
fcis-15812	15	3	research	research	NOUN
fcis-15812	15	4	on	on	ADP
fcis-15812	15	5	visual	visual	ADJ
fcis-15812	15	6	detection	detection	NOUN
fcis-15812	15	7	methods	method	NOUN
fcis-15812	15	8	for	for	ADP
fcis-15812	15	9	malicious	malicious	ADJ
fcis-15812	15	10	code[1	code[1	NOUN
fcis-15812	15	11	]	]	PUNCT
fcis-15812	15	12	)	)	PUNCT
fcis-15812	15	13	conversely	conversely	ADV
fcis-15812	15	14	,	,	PUNCT
fcis-15812	15	15	most	most	ADJ
fcis-15812	15	16	iot	iot	NOUN
fcis-15812	15	17	devices	device	NOUN
fcis-15812	15	18	lack	lack	VERB
fcis-15812	15	19	adequate	adequate	ADJ
fcis-15812	15	20	security	security	NOUN
fcis-15812	15	21	measures	measure	NOUN
fcis-15812	15	22	,	,	PUNCT
fcis-15812	15	23	rendering	render	VERB
fcis-15812	15	24	them	they	PRON
fcis-15812	15	25	vulnerable	vulnerable	ADJ
fcis-15812	15	26	targets	target	NOUN
fcis-15812	15	27	for	for	ADP
fcis-15812	15	28	cyber	cyber	NOUN
fcis-15812	15	29	attackers	attacker	NOUN
fcis-15812	15	30	.	.	PUNCT
fcis-15812	16	1	according	accord	VERB
fcis-15812	16	2	to	to	ADP
fcis-15812	16	3	a	a	DET
fcis-15812	16	4	2017	2017	NUM
fcis-15812	16	5	report	report	NOUN
fcis-15812	16	6	by	by	ADP
fcis-15812	16	7	mcafee	mcafee	NOUN
fcis-15812	16	8	,	,	PUNCT
fcis-15812	16	9	global	global	ADJ
fcis-15812	16	10	economic	economic	ADJ
fcis-15812	16	11	losses	loss	NOUN
fcis-15812	16	12	stemming	stem	VERB
fcis-15812	16	13	from	from	ADP
fcis-15812	16	14	cybercrime	cybercrime	NOUN
fcis-15812	16	15	reached	reach	VERB
fcis-15812	16	16	a	a	DET
fcis-15812	16	17	staggering	staggering	ADJ
fcis-15812	16	18	$	$	SYM
fcis-15812	16	19	600	600	NUM
fcis-15812	16	20	billion	billion	NUM
fcis-15812	16	21	that	that	DET
fcis-15812	16	22	year	year	NOUN
fcis-15812	16	23	,	,	PUNCT
fcis-15812	16	24	accounting	account	VERB
fcis-15812	16	25	for	for	ADP
fcis-15812	16	26	approximately	approximately	ADV
fcis-15812	16	27	0.8	0.8	NUM
fcis-15812	16	28	%	%	NOUN
fcis-15812	16	29	of	of	ADP
fcis-15812	16	30	the	the	DET
fcis-15812	16	31	global	global	ADJ
fcis-15812	16	32	gdp.(static	gdp.(static	PROPN
fcis-15812	16	33	detection	detection	NOUN
fcis-15812	16	34	technique	technique	NOUN
fcis-15812	16	35	for	for	ADP
fcis-15812	16	36	malicious	malicious	ADJ
fcis-15812	16	37	code	code	NOUN
fcis-15812	16	38	based	base	VERB
fcis-15812	16	39	on	on	ADP
fcis-15812	16	40	feature	feature	NOUN
fcis-15812	16	41	sequences	sequence	NOUN
fcis-15812	16	42	[	[	X
fcis-15812	16	43	2	2	NUM
fcis-15812	16	44	-	-	SYM
fcis-15812	16	45	4	4	NUM
fcis-15812	16	46	]	]	PUNCT
fcis-15812	16	47	)	)	PUNCT
fcis-15812	16	48	in	in	ADP
fcis-15812	16	49	the	the	DET
fcis-15812	16	50	face	face	NOUN
fcis-15812	16	51	of	of	ADP
fcis-15812	16	52	the	the	DET
fcis-15812	16	53	growing	grow	VERB
fcis-15812	16	54	ubiquity	ubiquity	NOUN
fcis-15812	16	55	of	of	ADP
fcis-15812	16	56	malicious	malicious	ADJ
fcis-15812	16	57	software	software	NOUN
fcis-15812	16	58	and	and	CCONJ
fcis-15812	16	59	their	their	PRON
fcis-15812	16	60	potential	potential	NOUN
fcis-15812	16	61	for	for	ADP
fcis-15812	16	62	devastation	devastation	NOUN
fcis-15812	16	63	,	,	PUNCT
fcis-15812	16	64	computer	computer	NOUN
fcis-15812	16	65	users	user	NOUN
fcis-15812	16	66	are	be	AUX
fcis-15812	16	67	now	now	ADV
fcis-15812	16	68	bearing	bear	VERB
fcis-15812	16	69	a	a	DET
fcis-15812	16	70	higher	high	ADJ
fcis-15812	16	71	cost	cost	NOUN
fcis-15812	16	72	to	to	PART
fcis-15812	16	73	ensure	ensure	VERB
fcis-15812	16	74	the	the	DET
fcis-15812	16	75	stability	stability	NOUN
fcis-15812	16	76	of	of	ADP
fcis-15812	16	77	their	their	PRON
fcis-15812	16	78	systems	system	NOUN
fcis-15812	16	79	.	.	PUNCT
fcis-15812	17	1	consequently	consequently	ADV
fcis-15812	17	2	,	,	PUNCT
fcis-15812	17	3	the	the	DET
fcis-15812	17	4	reconnaissance	reconnaissance	NOUN
fcis-15812	17	5	and	and	CCONJ
fcis-15812	17	6	defense	defense	NOUN
fcis-15812	17	7	against	against	ADP
fcis-15812	17	8	malicious	malicious	ADJ
fcis-15812	17	9	software	software	NOUN
fcis-15812	17	10	have	have	AUX
fcis-15812	17	11	evolved	evolve	VERB
fcis-15812	17	12	into	into	ADP
fcis-15812	17	13	central	central	ADJ
fcis-15812	17	14	and	and	CCONJ
fcis-15812	17	15	pivotal	pivotal	ADJ
fcis-15812	17	16	objectives	objective	NOUN
fcis-15812	17	17	within	within	ADP
fcis-15812	17	18	the	the	DET
fcis-15812	17	19	field	field	NOUN
fcis-15812	17	20	of	of	ADP
fcis-15812	17	21	cybersecurity	cybersecurity	NOUN
fcis-15812	17	22	.	.	PUNCT
fcis-15812	18	1	presently	presently	ADV
fcis-15812	18	2	,	,	PUNCT
fcis-15812	18	3	the	the	DET
fcis-15812	18	4	detection	detection	NOUN
fcis-15812	18	5	of	of	ADP
fcis-15812	18	6	malicious	malicious	ADJ
fcis-15812	18	7	code	code	NOUN
fcis-15812	18	8	primarily	primarily	ADV
fcis-15812	18	9	involves	involve	VERB
fcis-15812	18	10	two	two	NUM
fcis-15812	18	11	key	key	ADJ
fcis-15812	18	12	steps	step	NOUN
fcis-15812	18	13	:	:	PUNCT
fcis-15812	18	14	feature	feature	NOUN
fcis-15812	18	15	extraction	extraction	NOUN
fcis-15812	18	16	and	and	CCONJ
fcis-15812	18	17	detection	detection	NOUN
fcis-15812	18	18	.	.	PUNCT
fcis-15812	19	1	during	during	ADP
fcis-15812	19	2	the	the	DET
fcis-15812	19	3	feature	feature	NOUN
fcis-15812	19	4	extraction	extraction	NOUN
fcis-15812	19	5	process	process	NOUN
fcis-15812	19	6	,	,	PUNCT
fcis-15812	19	7	our	our	PRON
fcis-15812	19	8	focus	focus	NOUN
fcis-15812	19	9	lies	lie	VERB
fcis-15812	19	10	in	in	ADP
fcis-15812	19	11	extracting	extract	VERB
fcis-15812	19	12	static	static	ADJ
fcis-15812	19	13	and	and	CCONJ
fcis-15812	19	14	dynamic	dynamic	ADJ
fcis-15812	19	15	characteristics	characteristic	NOUN
fcis-15812	19	16	,	,	PUNCT
fcis-15812	19	17	employing	employ	VERB
fcis-15812	19	18	static	static	ADJ
fcis-15812	19	19	feature	feature	NOUN
fcis-15812	19	20	extraction	extraction	NOUN
fcis-15812	19	21	methods	method	NOUN
fcis-15812	19	22	and	and	CCONJ
fcis-15812	19	23	dynamic	dynamic	ADJ
fcis-15812	19	24	feature	feature	NOUN
fcis-15812	19	25	extraction	extraction	NOUN
fcis-15812	19	26	methods	method	NOUN
fcis-15812	19	27	,	,	PUNCT
fcis-15812	19	28	respectively	respectively	ADV
fcis-15812	19	29	.	.	PUNCT
fcis-15812	20	1	2	2	X
fcis-15812	20	2	.	.	X
fcis-15812	20	3	overview	overview	NOUN
fcis-15812	20	4	of	of	ADP
fcis-15812	20	5	malicious	malicious	ADJ
fcis-15812	20	6	code	code	NOUN
fcis-15812	20	7	maliciously	maliciously	ADV
fcis-15812	20	8	crafted	craft	VERB
fcis-15812	20	9	code	code	NOUN
fcis-15812	20	10	refers	refer	VERB
fcis-15812	20	11	to	to	ADP
fcis-15812	20	12	applications	application	NOUN
fcis-15812	20	13	or	or	CCONJ
fcis-15812	20	14	documents	document	NOUN
fcis-15812	20	15	that	that	PRON
fcis-15812	20	16	violate	violate	VERB
fcis-15812	20	17	user	user	NOUN
fcis-15812	20	18	intentions	intention	NOUN
fcis-15812	20	19	and	and	CCONJ
fcis-15812	20	20	infringe	infringe	VERB
fcis-15812	20	21	upon	upon	SCONJ
fcis-15812	20	22	their	their	PRON
fcis-15812	20	23	rights	right	NOUN
fcis-15812	20	24	,	,	PUNCT
fcis-15812	20	25	with	with	ADP
fcis-15812	20	26	the	the	DET
fcis-15812	20	27	aim	aim	NOUN
fcis-15812	20	28	of	of	ADP
fcis-15812	20	29	destroying	destroy	VERB
fcis-15812	20	30	,	,	PUNCT
fcis-15812	20	31	dismantling	dismantle	VERB
fcis-15812	20	32	,	,	PUNCT
fcis-15812	20	33	or	or	CCONJ
fcis-15812	20	34	stealing	steal	VERB
fcis-15812	20	35	data	datum	NOUN
fcis-15812	20	36	and	and	CCONJ
fcis-15812	20	37	information	information	NOUN
fcis-15812	20	38	from	from	ADP
fcis-15812	20	39	the	the	DET
fcis-15812	20	40	targeted	target	VERB
fcis-15812	20	41	systems.(malicious	systems.(malicious	ADJ
fcis-15812	20	42	code	code	NOUN
fcis-15812	20	43	detection	detection	NOUN
fcis-15812	20	44	based	base	VERB
fcis-15812	20	45	on	on	ADP
fcis-15812	20	46	squeeze	squeeze	NOUN
fcis-15812	20	47	-	-	PUNCT
fcis-15812	20	48	excitation	excitation	NOUN
fcis-15812	20	49	networks	network	NOUN
fcis-15812	20	50	[	[	X
fcis-15812	20	51	5,6	5,6	NUM
fcis-15812	20	52	]	]	SYM
fcis-15812	20	53	)	)	PUNCT
fcis-15812	20	54	malicious	malicious	ADJ
fcis-15812	20	55	code	code	NOUN
fcis-15812	20	56	comes	come	VERB
fcis-15812	20	57	in	in	ADP
fcis-15812	20	58	various	various	ADJ
fcis-15812	20	59	forms	form	NOUN
fcis-15812	20	60	,	,	PUNCT
fcis-15812	20	61	each	each	PRON
fcis-15812	20	62	capable	capable	ADJ
fcis-15812	20	63	of	of	ADP
fcis-15812	20	64	infecting	infect	VERB
fcis-15812	20	65	and	and	CCONJ
fcis-15812	20	66	causing	cause	VERB
fcis-15812	20	67	varying	vary	VERB
fcis-15812	20	68	degrees	degree	NOUN
fcis-15812	20	69	of	of	ADP
fcis-15812	20	70	damage	damage	NOUN
fcis-15812	20	71	to	to	ADP
fcis-15812	20	72	devices	device	NOUN
fcis-15812	20	73	.	.	PUNCT
fcis-15812	21	1	however	however	ADV
fcis-15812	21	2	,	,	PUNCT
fcis-15812	21	3	all	all	DET
fcis-15812	21	4	variants	variant	NOUN
fcis-15812	21	5	of	of	ADP
fcis-15812	21	6	malicious	malicious	ADJ
fcis-15812	21	7	code	code	NOUN
fcis-15812	21	8	share	share	NOUN
fcis-15812	21	9	a	a	DET
fcis-15812	21	10	common	common	ADJ
fcis-15812	21	11	objective	objective	NOUN
fcis-15812	21	12	:	:	PUNCT
fcis-15812	21	13	compromising	compromise	VERB
fcis-15812	21	14	the	the	DET
fcis-15812	21	15	security	security	NOUN
fcis-15812	21	16	and	and	CCONJ
fcis-15812	21	17	privacy	privacy	NOUN
fcis-15812	21	18	of	of	ADP
fcis-15812	21	19	computer	computer	NOUN
fcis-15812	21	20	systems	system	NOUN
fcis-15812	21	21	.	.	PUNCT
fcis-15812	22	1	the	the	DET
fcis-15812	22	2	purposes	purpose	NOUN
fcis-15812	22	3	behind	behind	ADP
fcis-15812	22	4	malicious	malicious	ADJ
fcis-15812	22	5	programming	programming	NOUN
fcis-15812	22	6	may	may	AUX
fcis-15812	22	7	manifest	manifest	VERB
fcis-15812	22	8	through	through	ADP
fcis-15812	22	9	diverse	diverse	ADJ
fcis-15812	22	10	methods	method	NOUN
fcis-15812	22	11	,	,	PUNCT
fcis-15812	22	12	such	such	ADJ
fcis-15812	22	13	as	as	ADP
fcis-15812	22	14	blocking	block	VERB
fcis-15812	22	15	access	access	NOUN
fcis-15812	22	16	,	,	PUNCT
fcis-15812	22	17	data	datum	NOUN
fcis-15812	22	18	destruction	destruction	NOUN
fcis-15812	22	19	,	,	PUNCT
fcis-15812	22	20	theft	theft	NOUN
fcis-15812	22	21	,	,	PUNCT
fcis-15812	22	22	resource	resource	NOUN
fcis-15812	22	23	hijacking	hijacking	NOUN
fcis-15812	22	24	,	,	PUNCT
fcis-15812	22	25	dissemination	dissemination	NOUN
fcis-15812	22	26	of	of	ADP
fcis-15812	22	27	false	false	ADJ
fcis-15812	22	28	messages	message	NOUN
fcis-15812	22	29	,	,	PUNCT
fcis-15812	22	30	propagation	propagation	NOUN
fcis-15812	22	31	of	of	ADP
fcis-15812	22	32	malicious	malicious	ADJ
fcis-15812	22	33	programming	programming	NOUN
fcis-15812	22	34	languages	language	NOUN
fcis-15812	22	35	,	,	PUNCT
fcis-15812	22	36	and	and	CCONJ
fcis-15812	22	37	numerous	numerous	ADJ
fcis-15812	22	38	other	other	ADJ
fcis-15812	22	39	malicious	malicious	ADJ
fcis-15812	22	40	actions	action	NOUN
fcis-15812	22	41	.	.	PUNCT
fcis-15812	23	1	moreover	moreover	ADV
fcis-15812	23	2	,	,	PUNCT
fcis-15812	23	3	in	in	ADP
fcis-15812	23	4	many	many	ADJ
fcis-15812	23	5	instances	instance	NOUN
fcis-15812	23	6	,	,	PUNCT
fcis-15812	23	7	the	the	DET
fcis-15812	23	8	detection	detection	NOUN
fcis-15812	23	9	of	of	ADP
fcis-15812	23	10	malicious	malicious	ADJ
fcis-15812	23	11	code	code	NOUN
fcis-15812	23	12	can	can	AUX
fcis-15812	23	13	become	become	VERB
fcis-15812	23	14	challenging	challenging	ADJ
fcis-15812	23	15	.	.	PUNCT
fcis-15812	24	1	malicious	malicious	ADJ
fcis-15812	24	2	programs	program	NOUN
fcis-15812	24	3	also	also	ADV
fcis-15812	24	4	employ	employ	VERB
fcis-15812	24	5	a	a	DET
fcis-15812	24	6	variety	variety	NOUN
fcis-15812	24	7	of	of	ADP
fcis-15812	24	8	strategies	strategy	NOUN
fcis-15812	24	9	to	to	PART
fcis-15812	24	10	disseminate	disseminate	VERB
fcis-15812	24	11	their	their	PRON
fcis-15812	24	12	payload	payload	NOUN
fcis-15812	24	13	beyond	beyond	ADP
fcis-15812	24	14	the	the	DET
fcis-15812	24	15	initial	initial	ADJ
fcis-15812	24	16	attack	attack	NOUN
fcis-15812	24	17	platform	platform	NOUN
fcis-15812	24	18	to	to	ADP
fcis-15812	24	19	other	other	ADJ
fcis-15812	24	20	computer	computer	NOUN
fcis-15812	24	21	systems	system	NOUN
fcis-15812	24	22	.	.	PUNCT
fcis-15812	25	1	methods	method	NOUN
fcis-15812	25	2	of	of	ADP
fcis-15812	25	3	attack	attack	NOUN
fcis-15812	25	4	by	by	ADP
fcis-15812	25	5	malicious	malicious	ADJ
fcis-15812	25	6	code	code	NOUN
fcis-15812	25	7	:	:	PUNCT
fcis-15812	25	8	(	(	PUNCT
fcis-15812	25	9	1	1	X
fcis-15812	25	10	)	)	PUNCT
fcis-15812	25	11	attacking	attack	VERB
fcis-15812	25	12	malicious	malicious	ADJ
fcis-15812	25	13	websites	website	NOUN
fcis-15812	25	14	:	:	PUNCT
fcis-15812	25	15	when	when	SCONJ
fcis-15812	25	16	accessing	access	VERB
fcis-15812	25	17	infected	infect	VERB
fcis-15812	25	18	malicious	malicious	ADJ
fcis-15812	25	19	websites	website	NOUN
fcis-15812	25	20	,	,	PUNCT
fcis-15812	25	21	victims	victim	NOUN
fcis-15812	25	22	may	may	AUX
fcis-15812	25	23	unwittingly	unwittingly	ADV
fcis-15812	25	24	download	download	VERB
fcis-15812	25	25	m	m	PROPN
fcis-15812	25	26	malicious	malicious	ADJ
fcis-15812	25	27	code	code	NOUN
fcis-15812	25	28	while	while	SCONJ
fcis-15812	25	29	accessing	access	VERB
fcis-15812	25	30	resources	resource	NOUN
fcis-15812	25	31	on	on	ADP
fcis-15812	25	32	the	the	DET
fcis-15812	25	33	site	site	NOUN
fcis-15812	25	34	.	.	PUNCT
fcis-15812	26	1	these	these	DET
fcis-15812	26	2	malicious	malicious	ADJ
fcis-15812	26	3	codes	code	NOUN
fcis-15812	26	4	can	can	AUX
fcis-15812	26	5	be	be	AUX
fcis-15812	26	6	concealed	conceal	VERB
fcis-15812	26	7	within	within	ADP
fcis-15812	26	8	various	various	ADJ
fcis-15812	26	9	file	file	NOUN
fcis-15812	26	10	types	type	NOUN
fcis-15812	26	11	,	,	PUNCT
fcis-15812	26	12	such	such	ADJ
fcis-15812	26	13	as	as	ADP
fcis-15812	26	14	videos	video	NOUN
fcis-15812	26	15	,	,	PUNCT
fcis-15812	26	16	images	image	NOUN
fcis-15812	26	17	,	,	PUNCT
fcis-15812	26	18	and	and	CCONJ
fcis-15812	26	19	software	software	NOUN
fcis-15812	26	20	applications	application	NOUN
fcis-15812	26	21	.	.	PUNCT
fcis-15812	27	1	(	(	PUNCT
fcis-15812	27	2	2	2	X
fcis-15812	27	3	)	)	PUNCT
fcis-15812	27	4	email	email	NOUN
fcis-15812	27	5	-	-	PUNCT
fcis-15812	27	6	based	base	VERB
fcis-15812	27	7	delivery	delivery	NOUN
fcis-15812	27	8	:	:	PUNCT
fcis-15812	27	9	malicious	malicious	ADJ
fcis-15812	27	10	code	code	NOUN
fcis-15812	27	11	can	can	AUX
fcis-15812	27	12	be	be	AUX
fcis-15812	27	13	delivered	deliver	VERB
fcis-15812	27	14	through	through	ADP
fcis-15812	27	15	email	email	NOUN
fcis-15812	27	16	attachments	attachment	NOUN
fcis-15812	27	17	.	.	PUNCT
fcis-15812	28	1	if	if	SCONJ
fcis-15812	28	2	recipients	recipient	NOUN
fcis-15812	28	3	open	open	VERB
fcis-15812	28	4	these	these	DET
fcis-15812	28	5	infected	infected	ADJ
fcis-15812	28	6	email	email	NOUN
fcis-15812	28	7	attachments	attachment	NOUN
fcis-15812	28	8	,	,	PUNCT
fcis-15812	28	9	the	the	DET
fcis-15812	28	10	malicious	malicious	ADJ
fcis-15812	28	11	code	code	NOUN
fcis-15812	28	12	can	can	AUX
fcis-15812	28	13	operate	operate	VERB
fcis-15812	28	14	independently	independently	ADV
fcis-15812	28	15	,	,	PUNCT
fcis-15812	28	16	leading	lead	VERB
fcis-15812	28	17	to	to	ADP
fcis-15812	28	18	system	system	NOUN
fcis-15812	28	19	compromise	compromise	NOUN
fcis-15812	28	20	.	.	PUNCT
fcis-15812	29	1	sharing	share	VERB
fcis-15812	29	2	such	such	ADJ
fcis-15812	29	3	emails	email	NOUN
fcis-15812	29	4	can	can	AUX
fcis-15812	29	5	potentially	potentially	ADV
fcis-15812	29	6	propagate	propagate	VERB
fcis-15812	29	7	the	the	DET
fcis-15812	29	8	malicious	malicious	ADJ
fcis-15812	29	9	code	code	NOUN
fcis-15812	29	10	further	far	ADV
fcis-15812	29	11	across	across	ADP
fcis-15812	29	12	networks	network	NOUN
fcis-15812	29	13	,	,	PUNCT
fcis-15812	29	14	posing	pose	VERB
fcis-15812	29	15	an	an	DET
fcis-15812	29	16	even	even	ADV
fcis-15812	29	17	greater	great	ADJ
fcis-15812	29	18	threat	threat	NOUN
fcis-15812	29	19	.	.	PUNCT
fcis-15812	30	1	(	(	PUNCT
fcis-15812	30	2	3	3	X
fcis-15812	30	3	)	)	PUNCT
fcis-15812	30	4	exploiting	exploit	VERB
fcis-15812	30	5	remote	remote	ADJ
fcis-15812	30	6	system	system	NOUN
fcis-15812	30	7	vulnerabilities	vulnerability	NOUN
fcis-15812	30	8	:	:	PUNCT
fcis-15812	30	9	vulnerabilities	vulnerability	NOUN
fcis-15812	30	10	in	in	ADP
fcis-15812	30	11	remote	remote	ADJ
fcis-15812	30	12	systems	system	NOUN
fcis-15812	30	13	can	can	AUX
fcis-15812	30	14	provide	provide	VERB
fcis-15812	30	15	opportunities	opportunity	NOUN
fcis-15812	30	16	for	for	ADP
fcis-15812	30	17	attackers	attacker	NOUN
fcis-15812	30	18	to	to	PART
fcis-15812	30	19	infiltrate	infiltrate	VERB
fcis-15812	30	20	systems	system	NOUN
fcis-15812	30	21	.	.	PUNCT
fcis-15812	31	1	(	(	PUNCT
fcis-15812	31	2	4	4	X
fcis-15812	31	3	)	)	PUNCT
fcis-15812	31	4	file	file	NOUN
fcis-15812	31	5	sharing	sharing	NOUN
fcis-15812	31	6	software	software	NOUN
fcis-15812	31	7	:	:	PUNCT
fcis-15812	31	8	file	file	NOUN
fcis-15812	31	9	-	-	PUNCT
fcis-15812	31	10	sharing	share	VERB
fcis-15812	31	11	software	software	NOUN
fcis-15812	31	12	can	can	AUX
fcis-15812	31	13	facilitate	facilitate	VERB
fcis-15812	31	14	the	the	DET
fcis-15812	31	15	replication	replication	NOUN
fcis-15812	31	16	of	of	ADP
fcis-15812	31	17	malicious	malicious	ADJ
fcis-15812	31	18	code	code	NOUN
fcis-15812	31	19	on	on	ADP
fcis-15812	31	20	removable	removable	ADJ
fcis-15812	31	21	media	medium	NOUN
fcis-15812	31	22	,	,	PUNCT
fcis-15812	31	23	subsequently	subsequently	ADV
fcis-15812	31	24	spreading	spread	VERB
fcis-15812	31	25	it	it	PRON
fcis-15812	31	26	to	to	ADP
fcis-15812	31	27	computer	computer	NOUN
fcis-15812	31	28	systems	system	NOUN
fcis-15812	31	29	and	and	CCONJ
fcis-15812	31	30	networks	network	NOUN
fcis-15812	31	31	.	.	PUNCT
fcis-15812	32	1	for	for	ADP
fcis-15812	32	2	instance	instance	NOUN
fcis-15812	32	3	,	,	PUNCT
fcis-15812	32	4	p2p	p2p	NOUN
fcis-15812	32	5	file	file	NOUN
fcis-15812	32	6	-	-	PUNCT
fcis-15812	32	7	sharing	sharing	NOUN
fcis-15812	32	8	may	may	AUX
fcis-15812	32	9	unknowingly	unknowingly	ADV
fcis-15812	32	10	load	load	VERB
fcis-15812	32	11	malicious	malicious	ADJ
fcis-15812	32	12	code	code	NOUN
fcis-15812	32	13	through	through	ADP
fcis-15812	32	14	seemingly	seemingly	ADV
fcis-15812	32	15	harmless	harmless	ADJ
fcis-15812	32	16	files	file	NOUN
fcis-15812	32	17	.	.	PUNCT
fcis-15812	33	1	in	in	ADP
fcis-15812	33	2	recent	recent	ADJ
fcis-15812	33	3	years	year	NOUN
fcis-15812	33	4	,	,	PUNCT
fcis-15812	33	5	malicious	malicious	ADJ
fcis-15812	33	6	software	software	NOUN
fcis-15812	33	7	has	have	AUX
fcis-15812	33	8	significantly	significantly	ADV
fcis-15812	33	9	increased	increase	VERB
fcis-15812	33	10	its	its	PRON
fcis-15812	33	11	targeting	targeting	NOUN
fcis-15812	33	12	of	of	ADP
fcis-15812	33	13	mobile	mobile	ADJ
fcis-15812	33	14	devices	device	NOUN
fcis-15812	33	15	.	.	PUNCT
fcis-15812	34	1	in	in	ADP
fcis-15812	34	2	addition	addition	NOUN
fcis-15812	34	3	to	to	ADP
fcis-15812	34	4	the	the	DET
fcis-15812	34	5	vulnerabilities	vulnerability	NOUN
fcis-15812	34	6	present	present	ADJ
fcis-15812	34	7	in	in	ADP
fcis-15812	34	8	internet	internet	NOUN
fcis-15812	34	9	platforms	platform	NOUN
fcis-15812	34	10	and	and	CCONJ
fcis-15812	34	11	email	email	NOUN
fcis-15812	34	12	media	medium	NOUN
fcis-15812	34	13	,	,	PUNCT
fcis-15812	34	14	mobile	mobile	ADJ
fcis-15812	34	15	phones	phone	NOUN
fcis-15812	34	16	can	can	AUX
fcis-15812	34	17	also	also	ADV
fcis-15812	34	18	be	be	AUX
fcis-15812	34	19	compromised	compromise	VERB
fcis-15812	34	20	through	through	ADP
fcis-15812	34	21	the	the	DET
fcis-15812	34	22	delivery	delivery	NOUN
fcis-15812	34	23	of	of	ADP
fcis-15812	34	24	malicious	malicious	ADJ
fcis-15812	34	25	code	code	NOUN
fcis-15812	34	26	via	via	ADP
fcis-15812	34	27	text	text	NOUN
fcis-15812	34	28	messages	message	NOUN
fcis-15812	34	29	and	and	CCONJ
fcis-15812	34	30	multimedia	multimedia	NOUN
fcis-15812	34	31	messages	message	NOUN
fcis-15812	34	32	.	.	PUNCT
fcis-15812	35	1	71	71	NUM
fcis-15812	35	2	3	3	NUM
fcis-15812	35	3	.	.	PUNCT
fcis-15812	35	4	setting	set	VERB
fcis-15812	35	5	up	up	ADP
fcis-15812	35	6	the	the	DET
fcis-15812	35	7	cuckoo	cuckoo	NOUN
fcis-15812	35	8	sandbox	sandbox	NOUN
fcis-15812	35	9	environment	environment	NOUN
fcis-15812	35	10	the	the	DET
fcis-15812	35	11	primary	primary	ADJ
fcis-15812	35	12	function	function	NOUN
fcis-15812	35	13	of	of	ADP
fcis-15812	35	14	the	the	DET
fcis-15812	35	15	cuckoo	cuckoo	NOUN
fcis-15812	35	16	sandbox	sandbox	NOUN
fcis-15812	35	17	environment	environment	NOUN
fcis-15812	35	18	is	be	AUX
fcis-15812	35	19	to	to	PART
fcis-15812	35	20	dynamically	dynamically	ADV
fcis-15812	35	21	analyze	analyze	VERB
fcis-15812	35	22	malicious	malicious	ADJ
fcis-15812	35	23	code	code	NOUN
fcis-15812	35	24	while	while	SCONJ
fcis-15812	35	25	providing	provide	VERB
fcis-15812	35	26	real	real	ADJ
fcis-15812	35	27	-	-	PUNCT
fcis-15812	35	28	time	time	NOUN
fcis-15812	35	29	execution	execution	NOUN
fcis-15812	35	30	and	and	CCONJ
fcis-15812	35	31	monitoring	monitoring	NOUN
fcis-15812	35	32	of	of	ADP
fcis-15812	35	33	malicious	malicious	ADJ
fcis-15812	35	34	files.(research	files.(research	NOUN
fcis-15812	35	35	on	on	ADP
fcis-15812	35	36	malicious	malicious	ADJ
fcis-15812	35	37	code	code	NOUN
fcis-15812	35	38	detection	detection	NOUN
fcis-15812	35	39	technology	technology	NOUN
fcis-15812	35	40	based	base	VERB
fcis-15812	35	41	on	on	ADP
fcis-15812	35	42	word	word	NOUN
fcis-15812	35	43	embedding	embed	VERB
fcis-15812	35	44	and	and	CCONJ
fcis-15812	35	45	api	api	NOUN
fcis-15812	35	46	calls	call	NOUN
fcis-15812	35	47	[	[	X
fcis-15812	35	48	7	7	NUM
fcis-15812	35	49	]	]	PUNCT
fcis-15812	35	50	)	)	PUNCT
fcis-15812	35	51	within	within	ADP
fcis-15812	35	52	a	a	PRON
fcis-15812	35	53	completely	completely	ADV
fcis-15812	35	54	isolated	isolate	VERB
fcis-15812	35	55	,	,	PUNCT
fcis-15812	35	56	transparent	transparent	ADJ
fcis-15812	35	57	,	,	PUNCT
fcis-15812	35	58	and	and	CCONJ
fcis-15812	35	59	secure	secure	VERB
fcis-15812	35	60	analysis	analysis	NOUN
fcis-15812	35	61	environment	environment	NOUN
fcis-15812	35	62	,	,	PUNCT
fcis-15812	35	63	pe	pe	PROPN
fcis-15812	35	64	files	file	NOUN
fcis-15812	35	65	are	be	AUX
fcis-15812	35	66	executed	execute	VERB
fcis-15812	35	67	,	,	PUNCT
fcis-15812	35	68	and	and	CCONJ
fcis-15812	35	69	rigorous	rigorous	ADJ
fcis-15812	35	70	monitoring	monitoring	NOUN
fcis-15812	35	71	of	of	ADP
fcis-15812	35	72	sample	sample	NOUN
fcis-15812	35	73	dynamics	dynamic	NOUN
fcis-15812	35	74	is	be	AUX
fcis-15812	35	75	carried	carry	VERB
fcis-15812	35	76	out	out	ADP
fcis-15812	35	77	.	.	PUNCT
fcis-15812	36	1	this	this	PRON
fcis-15812	36	2	constitutes	constitute	VERB
fcis-15812	36	3	the	the	DET
fcis-15812	36	4	fundamental	fundamental	ADJ
fcis-15812	36	5	steps	step	NOUN
fcis-15812	36	6	of	of	ADP
fcis-15812	36	7	dynamic	dynamic	ADJ
fcis-15812	36	8	analysis	analysis	NOUN
fcis-15812	36	9	for	for	ADP
fcis-15812	36	10	malicious	malicious	ADJ
fcis-15812	36	11	code	code	NOUN
fcis-15812	36	12	.	.	PUNCT
fcis-15812	37	1	various	various	ADJ
fcis-15812	37	2	sandboxing	sandboxing	NOUN
fcis-15812	37	3	,	,	PUNCT
fcis-15812	37	4	virtualization	virtualization	NOUN
fcis-15812	37	5	,	,	PUNCT
fcis-15812	37	6	and	and	CCONJ
fcis-15812	37	7	emulation	emulation	NOUN
fcis-15812	37	8	techniques	technique	NOUN
fcis-15812	37	9	are	be	AUX
fcis-15812	37	10	employed	employ	VERB
fcis-15812	37	11	to	to	PART
fcis-15812	37	12	create	create	VERB
fcis-15812	37	13	an	an	DET
fcis-15812	37	14	environment	environment	NOUN
fcis-15812	37	15	that	that	PRON
fcis-15812	37	16	simulates	simulate	VERB
fcis-15812	37	17	the	the	DET
fcis-15812	37	18	actual	actual	ADJ
fcis-15812	37	19	operational	operational	ADJ
fcis-15812	37	20	state	state	NOUN
fcis-15812	37	21	of	of	ADP
fcis-15812	37	22	the	the	DET
fcis-15812	37	23	files	file	NOUN
fcis-15812	37	24	.	.	PUNCT
fcis-15812	38	1	the	the	DET
fcis-15812	38	2	cuckoo	cuckoo	NOUN
fcis-15812	38	3	sandbox	sandbox	NOUN
fcis-15812	38	4	primarily	primarily	ADV
fcis-15812	38	5	relies	rely	VERB
fcis-15812	38	6	on	on	ADP
fcis-15812	38	7	the	the	DET
fcis-15812	38	8	gplv3	gplv3	PROPN
fcis-15812	38	9	opensource	opensource	PROPN
fcis-15812	38	10	license	license	NOUN
fcis-15812	38	11	and	and	CCONJ
fcis-15812	38	12	is	be	AUX
fcis-15812	38	13	used	use	VERB
fcis-15812	38	14	for	for	ADP
fcis-15812	38	15	initial	initial	ADJ
fcis-15812	38	16	dynamic	dynamic	ADJ
fcis-15812	38	17	analysis	analysis	NOUN
fcis-15812	38	18	of	of	ADP
fcis-15812	38	19	malicious	malicious	ADJ
fcis-15812	38	20	software	software	NOUN
fcis-15812	38	21	.	.	PUNCT
fcis-15812	39	1	its	its	PRON
fcis-15812	39	2	core	core	NOUN
fcis-15812	39	3	functionalities	functionality	NOUN
fcis-15812	39	4	include	include	VERB
fcis-15812	39	5	:	:	PUNCT
fcis-15812	39	6	(	(	PUNCT
fcis-15812	39	7	1	1	X
fcis-15812	39	8	)	)	PUNCT
fcis-15812	39	9	tracking	track	VERB
fcis-15812	39	10	the	the	DET
fcis-15812	39	11	usage	usage	NOUN
fcis-15812	39	12	status	status	NOUN
fcis-15812	39	13	of	of	ADP
fcis-15812	39	14	malicious	malicious	ADJ
fcis-15812	39	15	code	code	NOUN
fcis-15812	39	16	across	across	ADP
fcis-15812	39	17	various	various	ADJ
fcis-15812	39	18	processes	process	NOUN
fcis-15812	39	19	.	.	PUNCT
fcis-15812	40	1	(	(	PUNCT
fcis-15812	40	2	2	2	X
fcis-15812	40	3	)	)	PUNCT
fcis-15812	40	4	monitoring	monitor	VERB
fcis-15812	40	5	actions	action	NOUN
fcis-15812	40	6	such	such	ADJ
fcis-15812	40	7	as	as	ADP
fcis-15812	40	8	document	document	NOUN
fcis-15812	40	9	removal	removal	NOUN
fcis-15812	40	10	,	,	PUNCT
fcis-15812	40	11	uploading	uploading	NOUN
fcis-15812	40	12	,	,	PUNCT
fcis-15812	40	13	or	or	CCONJ
fcis-15812	40	14	creation	creation	NOUN
fcis-15812	40	15	during	during	ADP
fcis-15812	40	16	the	the	DET
fcis-15812	40	17	execution	execution	NOUN
fcis-15812	40	18	of	of	ADP
fcis-15812	40	19	malicious	malicious	ADJ
fcis-15812	40	20	software	software	NOUN
fcis-15812	40	21	.	.	PUNCT
fcis-15812	41	1	(	(	PUNCT
fcis-15812	41	2	3	3	X
fcis-15812	41	3	)	)	PUNCT
fcis-15812	41	4	tracking	track	VERB
fcis-15812	41	5	the	the	DET
fcis-15812	41	6	propagation	propagation	NOUN
fcis-15812	41	7	activities	activity	NOUN
fcis-15812	41	8	of	of	ADP
fcis-15812	41	9	malicious	malicious	ADJ
fcis-15812	41	10	code	code	NOUN
fcis-15812	41	11	on	on	ADP
fcis-15812	41	12	the	the	DET
fcis-15812	41	13	internet	internet	NOUN
fcis-15812	41	14	and	and	CCONJ
fcis-15812	41	15	recording	record	VERB
fcis-15812	41	16	them	they	PRON
fcis-15812	41	17	in	in	ADP
fcis-15812	41	18	pcap	pcap	NOUN
fcis-15812	41	19	format	format	NOUN
fcis-15812	41	20	.	.	PUNCT
fcis-15812	42	1	(	(	PUNCT
fcis-15812	42	2	4	4	X
fcis-15812	42	3	)	)	PUNCT
fcis-15812	42	4	acquiring	acquire	VERB
fcis-15812	42	5	memory	memory	NOUN
fcis-15812	42	6	snapshots	snapshot	NOUN
fcis-15812	42	7	of	of	ADP
fcis-15812	42	8	malicious	malicious	ADJ
fcis-15812	42	9	code	code	NOUN
fcis-15812	42	10	.	.	PUNCT
fcis-15812	43	1	the	the	DET
fcis-15812	43	2	core	core	ADJ
fcis-15812	43	3	components	component	NOUN
fcis-15812	43	4	of	of	ADP
fcis-15812	43	5	the	the	DET
fcis-15812	43	6	cuckoo	cuckoo	NOUN
fcis-15812	43	7	sandbox	sandbox	NOUN
fcis-15812	43	8	consist	consist	NOUN
fcis-15812	43	9	of	of	ADP
fcis-15812	43	10	the	the	DET
fcis-15812	43	11	host	host	NOUN
fcis-15812	43	12	machine	machine	NOUN
fcis-15812	43	13	and	and	CCONJ
fcis-15812	43	14	guest	guest	NOUN
fcis-15812	43	15	machine	machine	NOUN
fcis-15812	43	16	,	,	PUNCT
fcis-15812	43	17	which	which	PRON
fcis-15812	43	18	communicate	communicate	VERB
fcis-15812	43	19	with	with	ADP
fcis-15812	43	20	each	each	DET
fcis-15812	43	21	other	other	ADJ
fcis-15812	43	22	through	through	ADP
fcis-15812	43	23	a	a	DET
fcis-15812	43	24	virtual	virtual	ADJ
fcis-15812	43	25	network	network	NOUN
fcis-15812	43	26	infrastructure	infrastructure	NOUN
fcis-15812	43	27	.	.	PUNCT
fcis-15812	44	1	the	the	DET
fcis-15812	44	2	host	host	NOUN
fcis-15812	44	3	machine	machine	NOUN
fcis-15812	44	4	’s	’s	PART
fcis-15812	44	5	primary	primary	ADJ
fcis-15812	44	6	functionalities	functionality	NOUN
fcis-15812	44	7	are	be	AUX
fcis-15812	44	8	facilitated	facilitate	VERB
fcis-15812	44	9	by	by	ADP
fcis-15812	44	10	the	the	DET
fcis-15812	44	11	cuckoo	cuckoo	NOUN
fcis-15812	44	12	sandbox	sandbox	NOUN
fcis-15812	44	13	software	software	NOUN
fcis-15812	44	14	,	,	PUNCT
fcis-15812	44	15	virtualbox	virtualbox	PROPN
fcis-15812	44	16	vm	vm	PROPN
fcis-15812	44	17	software	software	NOUN
fcis-15812	44	18	,	,	PUNCT
fcis-15812	44	19	and	and	CCONJ
fcis-15812	44	20	various	various	ADJ
fcis-15812	44	21	analysis	analysis	NOUN
fcis-15812	44	22	components	component	NOUN
fcis-15812	44	23	.	.	PUNCT
fcis-15812	45	1	these	these	DET
fcis-15812	45	2	functions	function	NOUN
fcis-15812	45	3	encompass	encompass	VERB
fcis-15812	45	4	launching	launch	VERB
fcis-15812	45	5	sample	sample	NOUN
fcis-15812	45	6	analyses	analysis	NOUN
fcis-15812	45	7	,	,	PUNCT
fcis-15812	45	8	behavior	behavior	NOUN
fcis-15812	45	9	monitoring	monitoring	NOUN
fcis-15812	45	10	,	,	PUNCT
fcis-15812	45	11	and	and	CCONJ
fcis-15812	45	12	generating	generate	VERB
fcis-15812	45	13	report	report	NOUN
fcis-15812	45	14	files	file	NOUN
fcis-15812	45	15	.	.	PUNCT
fcis-15812	46	1	the	the	DET
fcis-15812	46	2	guest	guest	NOUN
fcis-15812	46	3	machine	machine	NOUN
fcis-15812	46	4	’s	’s	PART
fcis-15812	46	5	primary	primary	ADJ
fcis-15812	46	6	responsibility	responsibility	NOUN
fcis-15812	46	7	is	be	AUX
fcis-15812	46	8	to	to	PART
fcis-15812	46	9	execute	execute	VERB
fcis-15812	46	10	malicious	malicious	ADJ
fcis-15812	46	11	code	code	NOUN
fcis-15812	46	12	and	and	CCONJ
fcis-15812	46	13	provide	provide	VERB
fcis-15812	46	14	analysis	analysis	NOUN
fcis-15812	46	15	results	result	NOUN
fcis-15812	46	16	back	back	ADV
fcis-15812	46	17	to	to	ADP
fcis-15812	46	18	the	the	DET
fcis-15812	46	19	host	host	NOUN
fcis-15812	46	20	machine	machine	NOUN
fcis-15812	46	21	.	.	PUNCT
fcis-15812	47	1	the	the	DET
fcis-15812	47	2	architecture	architecture	NOUN
fcis-15812	47	3	of	of	ADP
fcis-15812	47	4	the	the	DET
fcis-15812	47	5	cuckoo	cuckoo	NOUN
fcis-15812	47	6	sandbox	sandbox	NOUN
fcis-15812	47	7	is	be	AUX
fcis-15812	47	8	illustrated	illustrate	VERB
fcis-15812	47	9	in	in	ADP
fcis-15812	47	10	figure	figure	NOUN
fcis-15812	47	11	1	1	NUM
fcis-15812	47	12	.	.	PUNCT
fcis-15812	48	1	figure	figure	NOUN
fcis-15812	48	2	1	1	NUM
fcis-15812	48	3	.	.	PUNCT
fcis-15812	49	1	cuckoo	cuckoo	NOUN
fcis-15812	49	2	sandbox	sandbox	NOUN
fcis-15812	49	3	structure	structure	NOUN
fcis-15812	49	4	4	4	NUM
fcis-15812	49	5	.	.	PUNCT
fcis-15812	50	1	design	design	NOUN
fcis-15812	50	2	of	of	ADP
fcis-15812	50	3	a	a	DET
fcis-15812	50	4	malicious	malicious	ADJ
fcis-15812	50	5	code	code	NOUN
fcis-15812	50	6	detection	detection	NOUN
fcis-15812	50	7	model	model	NOUN
fcis-15812	50	8	based	base	VERB
fcis-15812	50	9	on	on	ADP
fcis-15812	50	10	cnn	cnn	PROPN
fcis-15812	50	11	many	many	ADJ
fcis-15812	50	12	machines	machine	NOUN
fcis-15812	50	13	learning	learn	VERB
fcis-15812	50	14	-	-	PUNCT
fcis-15812	50	15	based	base	VERB
fcis-15812	50	16	approaches	approach	NOUN
fcis-15812	50	17	have	have	AUX
fcis-15812	50	18	been	be	AUX
fcis-15812	50	19	successfully	successfully	ADV
fcis-15812	50	20	developed	develop	VERB
fcis-15812	50	21	to	to	PART
fcis-15812	50	22	address	address	VERB
fcis-15812	50	23	the	the	DET
fcis-15812	50	24	challenges	challenge	NOUN
fcis-15812	50	25	posed	pose	VERB
fcis-15812	50	26	by	by	ADP
fcis-15812	50	27	a	a	DET
fcis-15812	50	28	wide	wide	ADJ
fcis-15812	50	29	range	range	NOUN
fcis-15812	50	30	of	of	ADP
fcis-15812	50	31	malicious	malicious	ADJ
fcis-15812	50	32	software	software	NOUN
fcis-15812	50	33	.	.	PUNCT
fcis-15812	51	1	(	(	PUNCT
fcis-15812	51	2	malicious	malicious	ADJ
fcis-15812	51	3	code	code	NOUN
fcis-15812	51	4	detection	detection	NOUN
fcis-15812	51	5	method	method	NOUN
fcis-15812	51	6	for	for	ADP
fcis-15812	51	7	network	network	NOUN
fcis-15812	51	8	communication	communication	NOUN
fcis-15812	51	9	based	base	VERB
fcis-15812	51	10	on	on	ADP
fcis-15812	51	11	texture	texture	ADJ
fcis-15812	51	12	features	feature	NOUN
fcis-15812	51	13	[	[	X
fcis-15812	51	14	8,9	8,9	NUM
fcis-15812	51	15	]	]	PUNCT
fcis-15812	51	16	)	)	PUNCT
fcis-15812	51	17	previous	previous	ADJ
fcis-15812	51	18	research	research	NOUN
fcis-15812	51	19	has	have	AUX
fcis-15812	51	20	attempted	attempt	VERB
fcis-15812	51	21	to	to	PART
fcis-15812	51	22	tackle	tackle	VERB
fcis-15812	51	23	the	the	DET
fcis-15812	51	24	problem	problem	NOUN
fcis-15812	51	25	of	of	ADP
fcis-15812	51	26	modeling	model	VERB
fcis-15812	51	27	malicious	malicious	ADJ
fcis-15812	51	28	software	software	NOUN
fcis-15812	51	29	behavior	behavior	NOUN
fcis-15812	51	30	,	,	PUNCT
fcis-15812	51	31	utilizing	utilize	VERB
fcis-15812	51	32	not	not	PART
fcis-15812	51	33	only	only	ADV
fcis-15812	51	34	behavioral	behavioral	ADJ
fcis-15812	51	35	data	datum	NOUN
fcis-15812	51	36	but	but	CCONJ
fcis-15812	51	37	also	also	ADV
fcis-15812	51	38	static	static	ADJ
fcis-15812	51	39	code	code	NOUN
fcis-15812	51	40	attributes	attribute	NOUN
fcis-15812	51	41	as	as	ADP
fcis-15812	51	42	sources	source	NOUN
fcis-15812	51	43	of	of	ADP
fcis-15812	51	44	statistical	statistical	ADJ
fcis-15812	51	45	analysis	analysis	NOUN
fcis-15812	51	46	.	.	PUNCT
fcis-15812	52	1	additionally	additionally	ADV
fcis-15812	52	2	,	,	PUNCT
fcis-15812	52	3	some	some	DET
fcis-15812	52	4	studies	study	NOUN
fcis-15812	52	5	have	have	AUX
fcis-15812	52	6	endeavored	endeavor	VERB
fcis-15812	52	7	to	to	PART
fcis-15812	52	8	merge	merge	VERB
fcis-15812	52	9	both	both	CCONJ
fcis-15812	52	10	static	static	ADJ
fcis-15812	52	11	and	and	CCONJ
fcis-15812	52	12	dynamic	dynamic	ADJ
fcis-15812	52	13	techniques	technique	NOUN
fcis-15812	52	14	.	.	PUNCT
fcis-15812	53	1	currently	currently	ADV
fcis-15812	53	2	,	,	PUNCT
fcis-15812	53	3	deep	deep	ADJ
fcis-15812	53	4	learning	learning	NOUN
fcis-15812	53	5	has	have	AUX
fcis-15812	53	6	demonstrated	demonstrate	VERB
fcis-15812	53	7	significant	significant	ADJ
fcis-15812	53	8	performance	performance	NOUN
fcis-15812	53	9	improvements	improvement	NOUN
fcis-15812	53	10	in	in	ADP
fcis-15812	53	11	various	various	ADJ
fcis-15812	53	12	domains	domain	NOUN
fcis-15812	53	13	,	,	PUNCT
fcis-15812	53	14	garnering	garner	VERB
fcis-15812	53	15	considerable	considerable	ADJ
fcis-15812	53	16	attention	attention	NOUN
fcis-15812	53	17	from	from	ADP
fcis-15812	53	18	researchers	researcher	NOUN
fcis-15812	53	19	.	.	PUNCT
fcis-15812	54	1	however	however	ADV
fcis-15812	54	2	,	,	PUNCT
fcis-15812	54	3	the	the	DET
fcis-15812	54	4	application	application	NOUN
fcis-15812	54	5	of	of	ADP
fcis-15812	54	6	these	these	DET
fcis-15812	54	7	methods	method	NOUN
fcis-15812	54	8	in	in	ADP
fcis-15812	54	9	malicious	malicious	ADJ
fcis-15812	54	10	software	software	NOUN
fcis-15812	54	11	analysis	analysis	NOUN
fcis-15812	54	12	remains	remain	VERB
fcis-15812	54	13	relatively	relatively	ADV
fcis-15812	54	14	limited	limited	ADJ
fcis-15812	54	15	.	.	PUNCT
fcis-15812	55	1	nevertheless	nevertheless	ADV
fcis-15812	55	2	,	,	PUNCT
fcis-15812	55	3	there	there	PRON
fcis-15812	55	4	are	be	VERB
fcis-15812	55	5	efforts	effort	NOUN
fcis-15812	55	6	to	to	PART
fcis-15812	55	7	incorporate	incorporate	VERB
fcis-15812	55	8	deep	deep	ADJ
fcis-15812	55	9	learning	learning	NOUN
fcis-15812	55	10	into	into	ADP
fcis-15812	55	11	this	this	DET
fcis-15812	55	12	application	application	NOUN
fcis-15812	55	13	domain	domain	NOUN
fcis-15812	55	14	.	.	PUNCT
fcis-15812	56	1	for	for	ADP
fcis-15812	56	2	instance	instance	NOUN
fcis-15812	56	3	,	,	PUNCT
fcis-15812	56	4	feedforward	feedforward	ADJ
fcis-15812	56	5	neural	neural	ADJ
fcis-15812	56	6	networks	network	NOUN
fcis-15812	56	7	have	have	AUX
fcis-15812	56	8	been	be	AUX
fcis-15812	56	9	employed	employ	VERB
fcis-15812	56	10	for	for	ADP
fcis-15812	56	11	parsing	parse	VERB
fcis-15812	56	12	malicious	malicious	ADJ
fcis-15812	56	13	code	code	NOUN
fcis-15812	56	14	,	,	PUNCT
fcis-15812	56	15	while	while	SCONJ
fcis-15812	56	16	recurrent	recurrent	ADJ
fcis-15812	56	17	neural	neural	ADJ
fcis-15812	56	18	networks	network	NOUN
fcis-15812	56	19	have	have	AUX
fcis-15812	56	20	been	be	AUX
fcis-15812	56	21	utilized	utilize	VERB
fcis-15812	56	22	to	to	PART
fcis-15812	56	23	establish	establish	VERB
fcis-15812	56	24	system	system	NOUN
fcis-15812	56	25	call	call	NOUN
fcis-15812	56	26	sequences	sequence	NOUN
fcis-15812	56	27	,	,	PUNCT
fcis-15812	56	28	thus	thus	ADV
fcis-15812	56	29	constructing	construct	VERB
fcis-15812	56	30	language	language	NOUN
fcis-15812	56	31	models	model	NOUN
fcis-15812	56	32	for	for	ADP
fcis-15812	56	33	malicious	malicious	ADJ
fcis-15812	56	34	code	code	NOUN
fcis-15812	56	35	.	.	PUNCT
fcis-15812	57	1	in	in	ADP
fcis-15812	57	2	this	this	DET
fcis-15812	57	3	experiment	experiment	NOUN
fcis-15812	57	4	,	,	PUNCT
fcis-15812	57	5	convolutional	convolutional	ADJ
fcis-15812	57	6	neural	neural	ADJ
fcis-15812	57	7	networks	network	NOUN
fcis-15812	57	8	(	(	PUNCT
fcis-15812	57	9	cnns	cnns	PROPN
fcis-15812	57	10	)	)	PUNCT
fcis-15812	57	11	are	be	AUX
fcis-15812	57	12	employed	employ	VERB
fcis-15812	57	13	for	for	ADP
fcis-15812	57	14	the	the	DET
fcis-15812	57	15	detection	detection	NOUN
fcis-15812	57	16	and	and	CCONJ
fcis-15812	57	17	analysis	analysis	NOUN
fcis-15812	57	18	of	of	ADP
fcis-15812	57	19	malicious	malicious	ADJ
fcis-15812	57	20	software	software	NOUN
fcis-15812	57	21	.	.	PUNCT
fcis-15812	58	1	figure	figure	NOUN
fcis-15812	58	2	cnn	cnn	PROPN
fcis-15812	58	3	illustrates	illustrate	VERB
fcis-15812	58	4	the	the	DET
fcis-15812	58	5	foundational	foundational	ADJ
fcis-15812	58	6	malicious	malicious	ADJ
fcis-15812	58	7	code	code	NOUN
fcis-15812	58	8	72	72	NUM
fcis-15812	58	9	detection	detection	NOUN
fcis-15812	58	10	model	model	NOUN
fcis-15812	58	11	built	build	VERB
fcis-15812	58	12	upon	upon	SCONJ
fcis-15812	58	13	cnn	cnn	PROPN
fcis-15812	58	14	.	.	PUNCT
fcis-15812	59	1	figure	figure	NOUN
fcis-15812	59	2	2	2	NUM
fcis-15812	59	3	.	.	PUNCT
fcis-15812	59	4	driver	driver	NOUN
fcis-15812	59	5	-	-	PUNCT
fcis-15812	59	6	based	base	VERB
fcis-15812	59	7	malicious	malicious	ADJ
fcis-15812	59	8	code	code	NOUN
fcis-15812	59	9	reconnaissance	reconnaissance	NOUN
fcis-15812	59	10	pattern	pattern	NOUN
fcis-15812	59	11	the	the	DET
fcis-15812	59	12	sample	sample	NOUN
fcis-15812	59	13	files	file	NOUN
fcis-15812	59	14	were	be	AUX
fcis-15812	59	15	uploaded	upload	VERB
fcis-15812	59	16	to	to	ADP
fcis-15812	59	17	the	the	DET
fcis-15812	59	18	sandbox	sandbox	NOUN
fcis-15812	59	19	virtual	virtual	ADJ
fcis-15812	59	20	machine	machine	NOUN
fcis-15812	59	21	system	system	NOUN
fcis-15812	59	22	to	to	PART
fcis-15812	59	23	obtain	obtain	VERB
fcis-15812	59	24	the	the	DET
fcis-15812	59	25	analysis	analysis	NOUN
fcis-15812	59	26	reports	report	NOUN
fcis-15812	59	27	required	require	VERB
fcis-15812	59	28	for	for	ADP
fcis-15812	59	29	our	our	PRON
fcis-15812	59	30	experiments	experiment	NOUN
fcis-15812	59	31	,	,	PUNCT
fcis-15812	59	32	ultimately	ultimately	ADV
fcis-15812	59	33	generating	generate	VERB
fcis-15812	59	34	analysis	analysis	NOUN
fcis-15812	59	35	reports	report	NOUN
fcis-15812	59	36	in	in	ADP
fcis-15812	59	37	the	the	DET
fcis-15812	59	38	ison	ison	NOUN
fcis-15812	59	39	format	format	NOUN
fcis-15812	59	40	.	.	PUNCT
fcis-15812	60	1	in	in	ADP
fcis-15812	60	2	these	these	DET
fcis-15812	60	3	reports	report	NOUN
fcis-15812	60	4	,	,	PUNCT
fcis-15812	60	5	this	this	DET
fcis-15812	60	6	article	article	NOUN
fcis-15812	60	7	primarily	primarily	ADV
fcis-15812	60	8	covers	cover	VERB
fcis-15812	60	9	relevant	relevant	ADJ
fcis-15812	60	10	information	information	NOUN
fcis-15812	60	11	such	such	ADJ
fcis-15812	60	12	as	as	ADP
fcis-15812	60	13	traced	trace	VERB
fcis-15812	60	14	function	function	NOUN
fcis-15812	60	15	calls	call	NOUN
fcis-15812	60	16	,	,	PUNCT
fcis-15812	60	17	network	network	NOUN
fcis-15812	60	18	operations	operation	NOUN
fcis-15812	60	19	,	,	PUNCT
fcis-15812	60	20	file	file	NOUN
fcis-15812	60	21	operations	operation	NOUN
fcis-15812	60	22	,	,	PUNCT
fcis-15812	60	23	and	and	CCONJ
fcis-15812	60	24	more	more	ADJ
fcis-15812	60	25	.	.	PUNCT
fcis-15812	61	1	all	all	DET
fcis-15812	61	2	these	these	DET
fcis-15812	61	3	aspects	aspect	NOUN
fcis-15812	61	4	will	will	AUX
fcis-15812	61	5	provide	provide	VERB
fcis-15812	61	6	robust	robust	ADJ
fcis-15812	61	7	support	support	NOUN
fcis-15812	61	8	for	for	ADP
fcis-15812	61	9	the	the	DET
fcis-15812	61	10	subsequent	subsequent	ADJ
fcis-15812	61	11	data	datum	NOUN
fcis-15812	61	12	preprocessing	preprocessing	NOUN
fcis-15812	61	13	tasks	task	NOUN
fcis-15812	61	14	.	.	PUNCT
fcis-15812	62	1	the	the	DET
fcis-15812	62	2	data	datum	NOUN
fcis-15812	62	3	acquired	acquire	VERB
fcis-15812	62	4	far	far	ADV
fcis-15812	62	5	exceeds	exceed	VERB
fcis-15812	62	6	the	the	DET
fcis-15812	62	7	amount	amount	NOUN
fcis-15812	62	8	of	of	ADP
fcis-15812	62	9	information	information	NOUN
fcis-15812	62	10	needed	need	VERB
fcis-15812	62	11	for	for	ADP
fcis-15812	62	12	the	the	DET
fcis-15812	62	13	analysis	analysis	NOUN
fcis-15812	62	14	reports	report	NOUN
fcis-15812	62	15	;	;	PUNCT
fcis-15812	62	16	therefore	therefore	ADV
fcis-15812	62	17	,	,	PUNCT
fcis-15812	62	18	preprocessing	preprocessing	NOUN
fcis-15812	62	19	is	be	AUX
fcis-15812	62	20	deemed	deem	VERB
fcis-15812	62	21	necessary	necessary	ADJ
fcis-15812	62	22	before	before	ADP
fcis-15812	62	23	utilizing	utilize	VERB
fcis-15812	62	24	this	this	DET
fcis-15812	62	25	data	datum	NOUN
fcis-15812	62	26	,	,	PUNCT
fcis-15812	62	27	as	as	SCONJ
fcis-15812	62	28	stated	state	VERB
fcis-15812	62	29	in	in	ADP
fcis-15812	62	30	this	this	DET
fcis-15812	62	31	article	article	NOUN
fcis-15812	62	32	.	.	PUNCT
fcis-15812	63	1	this	this	DET
fcis-15812	63	2	article	article	NOUN
fcis-15812	63	3	primarily	primarily	ADV
fcis-15812	63	4	focuses	focus	VERB
fcis-15812	63	5	on	on	ADP
fcis-15812	63	6	the	the	DET
fcis-15812	63	7	extraction	extraction	NOUN
fcis-15812	63	8	of	of	ADP
fcis-15812	63	9	information	information	NOUN
fcis-15812	63	10	about	about	ADP
fcis-15812	63	11	dynamic	dynamic	ADJ
fcis-15812	63	12	api	api	NOUN
fcis-15812	63	13	functions	function	NOUN
fcis-15812	63	14	.	.	PUNCT
fcis-15812	64	1	the	the	DET
fcis-15812	64	2	reason	reason	NOUN
fcis-15812	64	3	for	for	ADP
fcis-15812	64	4	collecting	collect	VERB
fcis-15812	64	5	these	these	DET
fcis-15812	64	6	attributes	attribute	NOUN
fcis-15812	64	7	is	be	AUX
fcis-15812	64	8	that	that	SCONJ
fcis-15812	64	9	the	the	DET
fcis-15812	64	10	introduced	introduce	VERB
fcis-15812	64	11	functions	function	NOUN
fcis-15812	64	12	can	can	AUX
fcis-15812	64	13	assist	assist	VERB
fcis-15812	64	14	the	the	DET
fcis-15812	64	15	neural	neural	ADJ
fcis-15812	64	16	network	network	NOUN
fcis-15812	64	17	in	in	ADP
fcis-15812	64	18	conclusively	conclusively	ADV
fcis-15812	64	19	identifying	identify	VERB
fcis-15812	64	20	malicious	malicious	ADJ
fcis-15812	64	21	software	software	NOUN
fcis-15812	64	22	samples	sample	NOUN
fcis-15812	64	23	.	.	PUNCT
fcis-15812	65	1	for	for	ADP
fcis-15812	65	2	example	example	NOUN
fcis-15812	65	3	,	,	PUNCT
fcis-15812	65	4	functions	function	NOUN
fcis-15812	65	5	initiated	initiate	VERB
fcis-15812	65	6	by	by	ADP
fcis-15812	65	7	kernel32.dll	kernel32.dll	PROPN
fcis-15812	65	8	,	,	PUNCT
fcis-15812	65	9	such	such	ADJ
fcis-15812	65	10	as	as	ADP
fcis-15812	65	11	openprocess	openprocess	ADJ
fcis-15812	65	12	and	and	CCONJ
fcis-15812	65	13	getcurrentprocess	getcurrentprocess	PROPN
fcis-15812	65	14	,	,	PUNCT
fcis-15812	65	15	can	can	AUX
fcis-15812	65	16	be	be	AUX
fcis-15812	65	17	used	use	VERB
fcis-15812	65	18	to	to	PART
fcis-15812	65	19	execute	execute	VERB
fcis-15812	65	20	getprocessheap	getprocessheap	NOUN
fcis-15812	65	21	,	,	PUNCT
fcis-15812	65	22	indicating	indicate	VERB
fcis-15812	65	23	that	that	SCONJ
fcis-15812	65	24	the	the	DET
fcis-15812	65	25	malicious	malicious	ADJ
fcis-15812	65	26	software	software	NOUN
fcis-15812	65	27	has	have	AUX
fcis-15812	65	28	initiated	initiate	VERB
fcis-15812	65	29	and	and	CCONJ
fcis-15812	65	30	manipulated	manipulate	VERB
fcis-15812	65	31	processes	process	NOUN
fcis-15812	65	32	.	.	PUNCT
fcis-15812	66	1	most	most	ADJ
fcis-15812	66	2	of	of	ADP
fcis-15812	66	3	the	the	DET
fcis-15812	66	4	win32	win32	PROPN
fcis-15812	66	5	api	api	NOUN
fcis-15812	66	6	functions	function	NOUN
fcis-15812	66	7	in	in	ADP
fcis-15812	66	8	the	the	DET
fcis-15812	66	9	dll	dll	NOUN
fcis-15812	66	10	documentation	documentation	NOUN
fcis-15812	66	11	include	include	VERB
fcis-15812	66	12	gui	gui	NOUN
fcis-15812	66	13	-	-	PUNCT
fcis-15812	66	14	related	relate	VERB
fcis-15812	66	15	functions	function	NOUN
fcis-15812	66	16	,	,	PUNCT
fcis-15812	66	17	such	such	ADJ
fcis-15812	66	18	as	as	ADP
fcis-15812	66	19	registerclassex	registerclassex	NOUN
fcis-15812	66	20	,	,	PUNCT
fcis-15812	66	21	setwindowtext	setwindowtext	NOUN
fcis-15812	66	22	,	,	PUNCT
fcis-15812	66	23	and	and	CCONJ
fcis-15812	66	24	showwindow	showwindow	NOUN
fcis-15812	66	25	,	,	PUNCT
fcis-15812	66	26	revealing	reveal	VERB
fcis-15812	66	27	that	that	DET
fcis-15812	66	28	malicious	malicious	ADJ
fcis-15812	66	29	software	software	NOUN
fcis-15812	66	30	not	not	PART
fcis-15812	66	31	only	only	ADV
fcis-15812	66	32	possesses	possess	VERB
fcis-15812	66	33	gui	gui	NOUN
fcis-15812	66	34	functionality	functionality	NOUN
fcis-15812	66	35	but	but	CCONJ
fcis-15812	66	36	may	may	AUX
fcis-15812	66	37	also	also	ADV
fcis-15812	66	38	mimic	mimic	VERB
fcis-15812	66	39	the	the	DET
fcis-15812	66	40	design	design	NOUN
fcis-15812	66	41	of	of	ADP
fcis-15812	66	42	normal	normal	ADJ
fcis-15812	66	43	application	application	NOUN
fcis-15812	66	44	guis	guis	NOUN
fcis-15812	66	45	.	.	PUNCT
fcis-15812	67	1	the	the	DET
fcis-15812	67	2	initiation	initiation	NOUN
fcis-15812	67	3	of	of	ADP
fcis-15812	67	4	other	other	ADJ
fcis-15812	67	5	programs	program	NOUN
fcis-15812	67	6	by	by	ADP
fcis-15812	67	7	the	the	DET
fcis-15812	67	8	malicious	malicious	ADJ
fcis-15812	67	9	software	software	NOUN
fcis-15812	67	10	is	be	AUX
fcis-15812	67	11	attributed	attribute	VERB
fcis-15812	67	12	to	to	ADP
fcis-15812	67	13	functions	function	NOUN
fcis-15812	67	14	introduced	introduce	VERB
fcis-15812	67	15	by	by	ADP
fcis-15812	67	16	shel132.dll	shel132.dll	PROPN
fcis-15812	67	17	.	.	PROPN
fcis-15812	67	18	5	5	NUM
fcis-15812	67	19	.	.	X
fcis-15812	67	20	experiment	experiment	NOUN
fcis-15812	67	21	5.1	5.1	NUM
fcis-15812	67	22	.	.	PUNCT
fcis-15812	68	1	experimental	experimental	ADJ
fcis-15812	68	2	environment	environment	NOUN
fcis-15812	68	3	and	and	CCONJ
fcis-15812	68	4	experimental	experimental	ADJ
fcis-15812	68	5	samples	sample	NOUN
fcis-15812	68	6	computer	computer	NOUN
fcis-15812	68	7	a	a	DET
fcis-15812	68	8	serves	serve	VERB
fcis-15812	68	9	as	as	ADP
fcis-15812	68	10	a	a	DET
fcis-15812	68	11	programming	programming	NOUN
fcis-15812	68	12	environment	environment	NOUN
fcis-15812	68	13	for	for	ADP
fcis-15812	68	14	the	the	DET
fcis-15812	68	15	execution	execution	NOUN
fcis-15812	68	16	of	of	ADP
fcis-15812	68	17	malicious	malicious	ADJ
fcis-15812	68	18	code	code	NOUN
fcis-15812	68	19	detection	detection	NOUN
fcis-15812	68	20	techniques	technique	NOUN
fcis-15812	68	21	based	base	VERB
fcis-15812	68	22	on	on	ADP
fcis-15812	68	23	convolutional	convolutional	ADJ
fcis-15812	68	24	neural	neural	ADJ
fcis-15812	68	25	networks	network	NOUN
fcis-15812	68	26	(	(	PUNCT
fcis-15812	68	27	cnns	cnns	PROPN
fcis-15812	68	28	)	)	PUNCT
fcis-15812	68	29	.	.	PUNCT
fcis-15812	69	1	it	it	PRON
fcis-15812	69	2	encompasses	encompass	VERB
fcis-15812	69	3	the	the	DET
fcis-15812	69	4	deep	deep	ADJ
fcis-15812	69	5	learning	learning	NOUN
fcis-15812	69	6	framework	framework	NOUN
fcis-15812	69	7	tensorflow	tensorflow	NOUN
fcis-15812	69	8	,	,	PUNCT
fcis-15812	69	9	runs	run	VERB
fcis-15812	69	10	on	on	ADP
fcis-15812	69	11	windows	window	NOUN
fcis-15812	69	12	10	10	NUM
fcis-15812	69	13	x64	x64	NOUN
fcis-15812	69	14	,	,	PUNCT
fcis-15812	69	15	and	and	CCONJ
fcis-15812	69	16	is	be	AUX
fcis-15812	69	17	equipped	equip	VERB
fcis-15812	69	18	with	with	ADP
fcis-15812	69	19	an	an	DET
fcis-15812	69	20	intel	intel	NOUN
fcis-15812	69	21	core	core	NOUN
fcis-15812	69	22	i7	i7	ADJ
fcis-15812	69	23	8	8	NUM
fcis-15812	69	24	-	-	PUNCT
fcis-15812	69	25	core	core	NOUN
fcis-15812	69	26	2.4	2.4	NUM
fcis-15812	69	27	ghz	ghz	NOUN
fcis-15812	69	28	cpu	cpu	NOUN
fcis-15812	69	29	,	,	PUNCT
fcis-15812	69	30	8	8	NUM
fcis-15812	69	31	gb	gb	NOUN
fcis-15812	69	32	of	of	ADP
fcis-15812	69	33	ddr4	ddr4	PROPN
fcis-15812	69	34	ram	ram	PROPN
fcis-15812	69	35	,	,	PUNCT
fcis-15812	69	36	and	and	CCONJ
fcis-15812	69	37	a	a	DET
fcis-15812	69	38	512	512	NUM
fcis-15812	69	39	gb	gb	NOUN
fcis-15812	69	40	ssd	ssd	NOUN
fcis-15812	69	41	solid	solid	ADJ
fcis-15812	69	42	-	-	PUNCT
fcis-15812	69	43	state	state	NOUN
fcis-15812	69	44	drive	drive	NOUN
fcis-15812	69	45	.	.	PUNCT
fcis-15812	70	1	table	table	NOUN
fcis-15812	70	2	1	1	NUM
fcis-15812	70	3	illustrates	illustrate	VERB
fcis-15812	70	4	the	the	DET
fcis-15812	70	5	configuration	configuration	NOUN
fcis-15812	70	6	of	of	ADP
fcis-15812	70	7	the	the	DET
fcis-15812	70	8	cuckoo	cuckoo	NOUN
fcis-15812	70	9	sandbox	sandbox	NOUN
fcis-15812	70	10	environment	environment	NOUN
fcis-15812	70	11	(	(	PUNCT
fcis-15812	70	12	computer	computer	NOUN
fcis-15812	70	13	b	b	NOUN
fcis-15812	70	14	)	)	PUNCT
fcis-15812	70	15	.	.	PUNCT
fcis-15812	71	1	table	table	NOUN
fcis-15812	71	2	1	1	NUM
fcis-15812	71	3	.	.	PUNCT
fcis-15812	71	4	sandbox	sandbox	NOUN
fcis-15812	71	5	configuration	configuration	NOUN
fcis-15812	71	6	environment	environment	NOUN
fcis-15812	71	7	experimental	experimental	ADJ
fcis-15812	71	8	environment	environment	NOUN
fcis-15812	71	9	disposition	disposition	NOUN
fcis-15812	71	10	processor	processor	NOUN
fcis-15812	71	11	intel	intel	PROPN
fcis-15812	71	12	(	(	PUNCT
fcis-15812	71	13	r	r	NOUN
fcis-15812	71	14	)	)	PUNCT
fcis-15812	71	15	core	core	NOUN
fcis-15812	71	16	(	(	PUNCT
fcis-15812	71	17	tm	tm	NOUN
fcis-15812	71	18	)	)	PUNCT
fcis-15812	71	19	i78550u	i78550u	PROPN
fcis-15812	71	20	frequency	frequency	NOUN
fcis-15812	71	21	1.80	1.80	NUM
fcis-15812	71	22	ghz	ghz	NOUN
fcis-15812	71	23	memory	memory	NOUN
fcis-15812	71	24	8	8	NUM
fcis-15812	71	25	gb	gb	NOUN
fcis-15812	71	26	operating	operating	NOUN
fcis-15812	71	27	system	system	NOUN
fcis-15812	71	28	ubuntu	ubuntu	NOUN
fcis-15812	71	29	14.04	14.04	NUM
fcis-15812	71	30	software	software	NOUN
fcis-15812	71	31	environment	environment	NOUN
fcis-15812	71	32	vbox5.1	vbox5.1	NOUN
fcis-15812	71	33	,	,	PUNCT
fcis-15812	71	34	python2.7	python2.7	PROPN
fcis-15812	71	35	,	,	PUNCT
fcis-15812	71	36	cuckoo2.0.5	cuckoo2.0.5	PROPN
fcis-15812	71	37	sandbox	sandbox	NOUN
fcis-15812	71	38	operating	operating	NOUN
fcis-15812	71	39	system	system	NOUN
fcis-15812	71	40	windows	window	VERB
fcis-15812	71	41	7	7	NUM
fcis-15812	71	42	sandbox	sandbox	NOUN
fcis-15812	71	43	software	software	NOUN
fcis-15812	71	44	environment	environment	NOUN
fcis-15812	71	45	wps	wps	PROPN
fcis-15812	71	46	,	,	PUNCT
fcis-15812	71	47	qq	qq	INTJ
fcis-15812	71	48	,	,	PUNCT
fcis-15812	71	49	ie	ie	X
fcis-15812	71	50	,	,	PUNCT
fcis-15812	71	51	browser	browser	NOUN
fcis-15812	71	52	,	,	PUNCT
fcis-15812	71	53	mail	mail	NOUN
fcis-15812	71	54	,	,	PUNCT
fcis-15812	71	55	python2.7	python2.7	VERB
fcis-15812	71	56	in	in	ADP
fcis-15812	71	57	this	this	DET
fcis-15812	71	58	paper	paper	NOUN
fcis-15812	71	59	,	,	PUNCT
fcis-15812	71	60	research	research	NOUN
fcis-15812	71	61	was	be	AUX
fcis-15812	71	62	conducted	conduct	VERB
fcis-15812	71	63	on	on	ADP
fcis-15812	71	64	a	a	DET
fcis-15812	71	65	selection	selection	NOUN
fcis-15812	71	66	of	of	ADP
fcis-15812	71	67	the	the	DET
fcis-15812	71	68	most	most	ADV
fcis-15812	71	69	prevalent	prevalent	ADJ
fcis-15812	71	70	malicious	malicious	ADJ
fcis-15812	71	71	data	datum	NOUN
fcis-15812	71	72	on	on	ADP
fcis-15812	71	73	the	the	DET
fcis-15812	71	74	windows	window	NOUN
fcis-15812	71	75	platform	platform	NOUN
fcis-15812	71	76	,	,	PUNCT
fcis-15812	71	77	73	73	NUM
fcis-15812	71	78	which	which	PRON
fcis-15812	71	79	was	be	AUX
fcis-15812	71	80	obtained	obtain	VERB
fcis-15812	71	81	from	from	ADP
fcis-15812	71	82	https://virusshare.com	https://virusshare.com	PROPN
fcis-15812	71	83	and	and	CCONJ
fcis-15812	71	84	www	www	PROPN
fcis-15812	71	85	.	.	PROPN
fcis-15812	71	86	malware	malware	NOUN
fcis-15812	71	87	-	-	PUNCT
fcis-15812	71	88	traffic	traffic	NOUN
fcis-15812	71	89	-	-	PUNCT
fcis-15812	71	90	analysis	analysis	NOUN
fcis-15812	71	91	,	,	PUNCT
fcis-15812	71	92	two	two	NUM
fcis-15812	71	93	publicly	publicly	ADV
fcis-15812	71	94	accessible	accessible	ADJ
fcis-15812	71	95	platforms	platform	NOUN
fcis-15812	71	96	.	.	PUNCT
fcis-15812	72	1	a	a	DET
fcis-15812	72	2	sample	sample	NOUN
fcis-15812	72	3	set	set	NOUN
fcis-15812	72	4	of	of	ADP
fcis-15812	72	5	2,400	2,400	NUM
fcis-15812	72	6	windows	window	NOUN
fcis-15812	72	7	malicious	malicious	ADJ
fcis-15812	72	8	pe	pe	PROPN
fcis-15812	72	9	files	file	NOUN
fcis-15812	72	10	was	be	AUX
fcis-15812	72	11	collected	collect	VERB
fcis-15812	72	12	.	.	PUNCT
fcis-15812	73	1	additionally	additionally	ADV
fcis-15812	73	2	,	,	PUNCT
fcis-15812	73	3	a	a	DET
fcis-15812	73	4	normal	normal	ADJ
fcis-15812	73	5	sample	sample	NOUN
fcis-15812	73	6	set	set	NOUN
fcis-15812	73	7	was	be	AUX
fcis-15812	73	8	acquired	acquire	VERB
fcis-15812	73	9	from	from	ADP
fcis-15812	73	10	the	the	DET
fcis-15812	73	11	official	official	ADJ
fcis-15812	73	12	360	360	NUM
fcis-15812	73	13	app	app	NOUN
fcis-15812	73	14	store	store	NOUN
fcis-15812	73	15	,	,	PUNCT
fcis-15812	73	16	consisting	consist	VERB
fcis-15812	73	17	of	of	ADP
fcis-15812	73	18	1,000	1,000	NUM
fcis-15812	73	19	samples	sample	NOUN
fcis-15812	73	20	.	.	PUNCT
fcis-15812	74	1	these	these	DET
fcis-15812	74	2	samples	sample	NOUN
fcis-15812	74	3	included	include	VERB
fcis-15812	74	4	16	16	NUM
fcis-15812	74	5	different	different	ADJ
fcis-15812	74	6	types	type	NOUN
fcis-15812	74	7	of	of	ADP
fcis-15812	74	8	software	software	NOUN
fcis-15812	74	9	based	base	VERB
fcis-15812	74	10	on	on	ADP
fcis-15812	74	11	usage	usage	NOUN
fcis-15812	74	12	,	,	PUNCT
fcis-15812	74	13	such	such	ADJ
fcis-15812	74	14	as	as	ADP
fcis-15812	74	15	web	web	NOUN
fcis-15812	74	16	browsers	browser	NOUN
fcis-15812	74	17	,	,	PUNCT
fcis-15812	74	18	text	text	NOUN
fcis-15812	74	19	editors	editor	NOUN
fcis-15812	74	20	,	,	PUNCT
fcis-15812	74	21	office	office	NOUN
fcis-15812	74	22	suites	suite	NOUN
fcis-15812	74	23	,	,	PUNCT
fcis-15812	74	24	and	and	CCONJ
fcis-15812	74	25	media	medium	NOUN
fcis-15812	74	26	players	player	NOUN
fcis-15812	74	27	,	,	PUNCT
fcis-15812	74	28	among	among	ADP
fcis-15812	74	29	others	other	NOUN
fcis-15812	74	30	.	.	PUNCT
fcis-15812	75	1	in	in	ADP
fcis-15812	75	2	total	total	NOUN
fcis-15812	75	3	,	,	PUNCT
fcis-15812	75	4	there	there	PRON
fcis-15812	75	5	were	be	VERB
fcis-15812	75	6	3,400	3,400	NUM
fcis-15812	75	7	samples	sample	NOUN
fcis-15812	75	8	.	.	PUNCT
fcis-15812	76	1	5.2	5.2	NUM
fcis-15812	76	2	.	.	PUNCT
fcis-15812	77	1	comparison	comparison	NOUN
fcis-15812	77	2	of	of	ADP
fcis-15812	77	3	cnn	cnn	PROPN
fcis-15812	77	4	results	result	VERB
fcis-15812	77	5	under	under	ADP
fcis-15812	77	6	different	different	ADJ
fcis-15812	77	7	filters	filter	NOUN
fcis-15812	77	8	primary	primary	ADJ
fcis-15812	77	9	detection	detection	NOUN
fcis-15812	77	10	was	be	AUX
fcis-15812	77	11	conducted	conduct	VERB
fcis-15812	77	12	in	in	ADP
fcis-15812	77	13	the	the	DET
fcis-15812	77	14	convolutional	convolutional	ADJ
fcis-15812	77	15	layers	layer	NOUN
fcis-15812	77	16	using	use	VERB
fcis-15812	77	17	four	four	NUM
fcis-15812	77	18	main	main	ADJ
fcis-15812	77	19	filters	filter	NOUN
fcis-15812	77	20	:	:	PUNCT
fcis-15812	77	21	3	3	NUM
fcis-15812	77	22	,	,	PUNCT
fcis-15812	77	23	4	4	NUM
fcis-15812	77	24	,	,	PUNCT
fcis-15812	77	25	5	5	NUM
fcis-15812	77	26	,	,	PUNCT
fcis-15812	77	27	and	and	CCONJ
fcis-15812	77	28	6	6	NUM
fcis-15812	77	29	,	,	PUNCT
fcis-15812	77	30	as	as	SCONJ
fcis-15812	77	31	described	describe	VERB
fcis-15812	77	32	in	in	ADP
fcis-15812	77	33	this	this	DET
fcis-15812	77	34	article	article	NOUN
fcis-15812	77	35	.	.	PUNCT
fcis-15812	78	1	figure	figure	NOUN
fcis-15812	78	2	3	3	NUM
fcis-15812	78	3	illustrates	illustrate	VERB
fcis-15812	78	4	the	the	DET
fcis-15812	78	5	comparison	comparison	NOUN
fcis-15812	78	6	between	between	ADP
fcis-15812	78	7	cnn	cnn	PROPN
fcis-15812	78	8	classification	classification	NOUN
fcis-15812	78	9	results	result	NOUN
fcis-15812	78	10	using	use	VERB
fcis-15812	78	11	one	one	NUM
fcis-15812	78	12	-	-	PUNCT
fcis-15812	78	13	hot	hot	ADJ
fcis-15812	78	14	encoding	encoding	NOUN
fcis-15812	78	15	and	and	CCONJ
fcis-15812	78	16	cnn	cnn	PROPN
fcis-15812	78	17	classification	classification	NOUN
fcis-15812	78	18	results	result	NOUN
fcis-15812	78	19	using	use	VERB
fcis-15812	78	20	the	the	DET
fcis-15812	78	21	skip	skip	NOUN
fcis-15812	78	22	-	-	PUNCT
fcis-15812	78	23	gram	gram	NOUN
fcis-15812	78	24	model	model	NOUN
fcis-15812	78	25	,	,	PUNCT
fcis-15812	78	26	in	in	ADP
fcis-15812	78	27	terms	term	NOUN
fcis-15812	78	28	of	of	ADP
fcis-15812	78	29	accuracy	accuracy	NOUN
fcis-15812	78	30	.	.	PUNCT
fcis-15812	79	1	figure	figure	NOUN
fcis-15812	79	2	3	3	NUM
fcis-15812	79	3	.	.	NOUN
fcis-15812	79	4	comparison	comparison	NOUN
fcis-15812	79	5	of	of	ADP
fcis-15812	79	6	accuracy	accuracy	NOUN
fcis-15812	79	7	under	under	ADP
fcis-15812	79	8	different	different	ADJ
fcis-15812	79	9	filters	filter	NOUN
fcis-15812	79	10	after	after	ADP
fcis-15812	79	11	adjusting	adjust	VERB
fcis-15812	79	12	the	the	DET
fcis-15812	79	13	filter	filter	NOUN
fcis-15812	79	14	heights	height	NOUN
fcis-15812	79	15	,	,	PUNCT
fcis-15812	79	16	it	it	PRON
fcis-15812	79	17	was	be	AUX
fcis-15812	79	18	found	find	VERB
fcis-15812	79	19	that	that	SCONJ
fcis-15812	79	20	the	the	DET
fcis-15812	79	21	cnn	cnn	PROPN
fcis-15812	79	22	model	model	NOUN
fcis-15812	79	23	using	use	VERB
fcis-15812	79	24	one	one	NUM
fcis-15812	79	25	-	-	PUNCT
fcis-15812	79	26	hot	hot	ADJ
fcis-15812	79	27	encoding	encoding	NOUN
fcis-15812	79	28	exhibited	exhibit	VERB
fcis-15812	79	29	superior	superior	ADJ
fcis-15812	79	30	performance	performance	NOUN
fcis-15812	79	31	in	in	ADP
fcis-15812	79	32	terms	term	NOUN
fcis-15812	79	33	of	of	ADP
fcis-15812	79	34	accuracy	accuracy	NOUN
fcis-15812	79	35	,	,	PUNCT
fcis-15812	79	36	whereas	whereas	SCONJ
fcis-15812	79	37	the	the	DET
fcis-15812	79	38	cnn	cnn	PROPN
fcis-15812	79	39	model	model	NOUN
fcis-15812	79	40	using	use	VERB
fcis-15812	79	41	skip	skip	NOUN
fcis-15812	79	42	-	-	PUNCT
fcis-15812	79	43	gram	gram	NOUN
fcis-15812	79	44	encoding	encoding	NOUN
fcis-15812	79	45	showed	show	VERB
fcis-15812	79	46	relatively	relatively	ADV
fcis-15812	79	47	poorer	poor	ADJ
fcis-15812	79	48	results	result	NOUN
fcis-15812	79	49	,	,	PUNCT
fcis-15812	79	50	as	as	SCONJ
fcis-15812	79	51	discussed	discuss	VERB
fcis-15812	79	52	in	in	ADP
fcis-15812	79	53	this	this	DET
fcis-15812	79	54	article	article	NOUN
fcis-15812	79	55	.	.	PUNCT
fcis-15812	80	1	this	this	PRON
fcis-15812	80	2	strongly	strongly	ADV
fcis-15812	80	3	indicates	indicate	VERB
fcis-15812	80	4	that	that	SCONJ
fcis-15812	80	5	onehot	onehot	ADJ
fcis-15812	80	6	encoding	encoding	NOUN
fcis-15812	80	7	is	be	AUX
fcis-15812	80	8	better	well	ADV
fcis-15812	80	9	suited	suited	ADJ
fcis-15812	80	10	for	for	ADP
fcis-15812	80	11	vectorizing	vectorize	VERB
fcis-15812	80	12	sparse	sparse	ADJ
fcis-15812	80	13	api	api	NOUN
fcis-15812	80	14	features	feature	NOUN
fcis-15812	80	15	.	.	PUNCT
fcis-15812	81	1	consequently	consequently	ADV
fcis-15812	81	2	,	,	PUNCT
fcis-15812	81	3	in	in	ADP
fcis-15812	81	4	subsequent	subsequent	ADJ
fcis-15812	81	5	experiments	experiment	NOUN
fcis-15812	81	6	,	,	PUNCT
fcis-15812	81	7	one	one	NUM
fcis-15812	81	8	-	-	PUNCT
fcis-15812	81	9	hot	hot	ADJ
fcis-15812	81	10	encoding	encoding	NOUN
fcis-15812	81	11	was	be	AUX
fcis-15812	81	12	predominantly	predominantly	ADV
fcis-15812	81	13	employed	employ	VERB
fcis-15812	81	14	to	to	PART
fcis-15812	81	15	create	create	VERB
fcis-15812	81	16	word	word	NOUN
fcis-15812	81	17	vectors	vector	NOUN
fcis-15812	81	18	and	and	CCONJ
fcis-15812	81	19	it	it	PRON
fcis-15812	81	20	was	be	AUX
fcis-15812	81	21	compared	compare	VERB
fcis-15812	81	22	with	with	ADP
fcis-15812	81	23	conventional	conventional	ADJ
fcis-15812	81	24	machine	machine	NOUN
fcis-15812	81	25	learning	learn	VERB
fcis-15812	81	26	algorithms	algorithm	NOUN
fcis-15812	81	27	and	and	CCONJ
fcis-15812	81	28	antivirus	antivirus	NOUN
fcis-15812	81	29	software	software	NOUN
fcis-15812	81	30	,	,	PUNCT
fcis-15812	81	31	as	as	SCONJ
fcis-15812	81	32	detailed	detailed	ADJ
fcis-15812	81	33	in	in	ADP
fcis-15812	81	34	this	this	DET
fcis-15812	81	35	article	article	NOUN
fcis-15812	81	36	.	.	PUNCT
fcis-15812	82	1	5.3	5.3	NUM
fcis-15812	82	2	.	.	PUNCT
fcis-15812	82	3	comparison	comparison	NOUN
fcis-15812	82	4	with	with	ADP
fcis-15812	82	5	common	common	ADJ
fcis-15812	82	6	machine	machine	NOUN
fcis-15812	82	7	learning	learn	VERB
fcis-15812	82	8	algorithms	algorithm	NOUN
fcis-15812	82	9	in	in	ADP
fcis-15812	82	10	experiment	experiment	NOUN
fcis-15812	82	11	2	2	NUM
fcis-15812	82	12	,	,	PUNCT
fcis-15812	82	13	three	three	NUM
fcis-15812	82	14	rounds	round	NOUN
fcis-15812	82	15	of	of	ADP
fcis-15812	82	16	cross	cross	NOUN
fcis-15812	82	17	-	-	ADJ
fcis-15812	82	18	validation	validation	NOUN
fcis-15812	82	19	were	be	AUX
fcis-15812	82	20	conducted	conduct	VERB
fcis-15812	82	21	to	to	PART
fcis-15812	82	22	predict	predict	VERB
fcis-15812	82	23	new	new	ADJ
fcis-15812	82	24	data	datum	NOUN
fcis-15812	82	25	outcomes	outcome	NOUN
fcis-15812	82	26	,	,	PUNCT
fcis-15812	82	27	as	as	SCONJ
fcis-15812	82	28	reported	report	VERB
fcis-15812	82	29	in	in	ADP
fcis-15812	82	30	this	this	DET
fcis-15812	82	31	article	article	NOUN
fcis-15812	82	32	.	.	PUNCT
fcis-15812	83	1	throughout	throughout	ADP
fcis-15812	83	2	all	all	DET
fcis-15812	83	3	phases	phase	NOUN
fcis-15812	83	4	of	of	ADP
fcis-15812	83	5	the	the	DET
fcis-15812	83	6	experiments	experiment	NOUN
fcis-15812	83	7	,	,	PUNCT
fcis-15812	83	8	the	the	DET
fcis-15812	83	9	dataset	dataset	NOUN
fcis-15812	83	10	was	be	AUX
fcis-15812	83	11	randomly	randomly	ADV
fcis-15812	83	12	partitioned	partition	VERB
fcis-15812	83	13	into	into	ADP
fcis-15812	83	14	three	three	NUM
fcis-15812	83	15	equally	equally	ADV
fcis-15812	83	16	sized	sized	ADJ
fcis-15812	83	17	portions	portion	NOUN
fcis-15812	83	18	and	and	CCONJ
fcis-15812	83	19	trained	train	VERB
fcis-15812	83	20	on	on	ADP
fcis-15812	83	21	two	two	NUM
fcis-15812	83	22	of	of	ADP
fcis-15812	83	23	them	they	PRON
fcis-15812	83	24	while	while	SCONJ
fcis-15812	83	25	testing	test	VERB
fcis-15812	83	26	on	on	ADP
fcis-15812	83	27	the	the	DET
fcis-15812	83	28	remaining	remain	VERB
fcis-15812	83	29	one	one	NUM
fcis-15812	83	30	,	,	PUNCT
fcis-15812	83	31	as	as	SCONJ
fcis-15812	83	32	detailed	detailed	ADJ
fcis-15812	83	33	in	in	ADP
fcis-15812	83	34	this	this	DET
fcis-15812	83	35	article	article	NOUN
fcis-15812	83	36	.	.	PUNCT
fcis-15812	84	1	this	this	DET
fcis-15812	84	2	entire	entire	ADJ
fcis-15812	84	3	process	process	NOUN
fcis-15812	84	4	was	be	AUX
fcis-15812	84	5	repeated	repeat	VERB
fcis-15812	84	6	three	three	NUM
fcis-15812	84	7	times	time	NOUN
fcis-15812	84	8	,	,	PUNCT
fcis-15812	84	9	with	with	ADP
fcis-15812	84	10	only	only	ADV
fcis-15812	84	11	one	one	NUM
fcis-15812	84	12	independent	independent	ADJ
fcis-15812	84	13	portion	portion	NOUN
fcis-15812	84	14	reserved	reserve	VERB
fcis-15812	84	15	for	for	ADP
fcis-15812	84	16	testing	testing	NOUN
fcis-15812	84	17	in	in	ADP
fcis-15812	84	18	each	each	DET
fcis-15812	84	19	iteration	iteration	NOUN
fcis-15812	84	20	.	.	PUNCT
fcis-15812	85	1	by	by	ADP
fcis-15812	85	2	calculating	calculate	VERB
fcis-15812	85	3	the	the	DET
fcis-15812	85	4	averages	average	NOUN
fcis-15812	85	5	of	of	ADP
fcis-15812	85	6	these	these	DET
fcis-15812	85	7	three	three	NUM
fcis-15812	85	8	tests	test	NOUN
fcis-15812	85	9	,	,	PUNCT
fcis-15812	85	10	a	a	DET
fcis-15812	85	11	reliable	reliable	ADJ
fcis-15812	85	12	evaluation	evaluation	NOUN
fcis-15812	85	13	method	method	NOUN
fcis-15812	85	14	for	for	ADP
fcis-15812	85	15	assessing	assess	VERB
fcis-15812	85	16	the	the	DET
fcis-15812	85	17	performance	performance	NOUN
fcis-15812	85	18	of	of	ADP
fcis-15812	85	19	the	the	DET
fcis-15812	85	20	proposed	propose	VERB
fcis-15812	85	21	convolutional	convolutional	ADJ
fcis-15812	85	22	neural	neural	ADJ
fcis-15812	85	23	network	network	NOUN
fcis-15812	85	24	model	model	NOUN
fcis-15812	85	25	across	across	ADP
fcis-15812	85	26	the	the	DET
fcis-15812	85	27	entire	entire	ADJ
fcis-15812	85	28	dataset	dataset	NOUN
fcis-15812	85	29	was	be	AUX
fcis-15812	85	30	ultimately	ultimately	ADV
fcis-15812	85	31	established	establish	VERB
fcis-15812	85	32	,	,	PUNCT
fcis-15812	85	33	as	as	SCONJ
fcis-15812	85	34	outlined	outline	VERB
fcis-15812	85	35	in	in	ADP
fcis-15812	85	36	this	this	DET
fcis-15812	85	37	article	article	NOUN
fcis-15812	85	38	.	.	PUNCT
fcis-15812	86	1	additionally	additionally	ADV
fcis-15812	86	2	,	,	PUNCT
fcis-15812	86	3	the	the	DET
fcis-15812	86	4	performance	performance	NOUN
fcis-15812	86	5	of	of	ADP
fcis-15812	86	6	the	the	DET
fcis-15812	86	7	convolutional	convolutional	ADJ
fcis-15812	86	8	neural	neural	ADJ
fcis-15812	86	9	network	network	NOUN
fcis-15812	86	10	(	(	PUNCT
fcis-15812	86	11	one	one	NUM
fcis-15812	86	12	-	-	PUNCT
fcis-15812	86	13	hot	hot	ADJ
fcis-15812	86	14	)	)	PUNCT
fcis-15812	86	15	model	model	NOUN
fcis-15812	86	16	was	be	AUX
fcis-15812	86	17	compared	compare	VERB
fcis-15812	86	18	with	with	ADP
fcis-15812	86	19	mlp	mlp	PROPN
fcis-15812	86	20	,	,	PUNCT
fcis-15812	86	21	naivebayes	naivebaye	NOUN
fcis-15812	86	22	,	,	PUNCT
fcis-15812	86	23	svm	svm	ADJ
fcis-15812	86	24	,	,	PUNCT
fcis-15812	86	25	and	and	CCONJ
fcis-15812	86	26	cnn	cnn	PROPN
fcis-15812	86	27	,	,	PUNCT
fcis-15812	86	28	as	as	SCONJ
fcis-15812	86	29	detailed	detailed	ADJ
fcis-15812	86	30	in	in	ADP
fcis-15812	86	31	this	this	DET
fcis-15812	86	32	article	article	NOUN
fcis-15812	86	33	.	.	PUNCT
fcis-15812	87	1	the	the	DET
fcis-15812	87	2	final	final	ADJ
fcis-15812	87	3	model	model	NOUN
fcis-15812	87	4	’s	’s	PART
fcis-15812	87	5	performance	performance	NOUN
fcis-15812	87	6	was	be	AUX
fcis-15812	87	7	assessed	assess	VERB
fcis-15812	87	8	using	use	VERB
fcis-15812	87	9	three	three	NUM
fcis-15812	87	10	quantitative	quantitative	ADJ
fcis-15812	87	11	metrics	metric	NOUN
fcis-15812	87	12	:	:	PUNCT
fcis-15812	87	13	accuracy	accuracy	NOUN
fcis-15812	87	14	,	,	PUNCT
fcis-15812	87	15	recall	recall	NOUN
fcis-15812	87	16	,	,	PUNCT
fcis-15812	87	17	and	and	CCONJ
fcis-15812	87	18	f1	f1	NOUN
fcis-15812	87	19	-	-	PUNCT
fcis-15812	87	20	score	score	NOUN
fcis-15812	87	21	.	.	PUNCT
fcis-15812	88	1	please	please	INTJ
fcis-15812	88	2	refer	refer	VERB
fcis-15812	88	3	to	to	ADP
fcis-15812	88	4	table	table	NOUN
fcis-15812	88	5	2	2	NUM
fcis-15812	88	6	for	for	ADP
fcis-15812	88	7	experimental	experimental	ADJ
fcis-15812	88	8	data	datum	NOUN
fcis-15812	88	9	in	in	ADP
fcis-15812	88	10	this	this	DET
fcis-15812	88	11	article	article	NOUN
fcis-15812	88	12	.	.	PUNCT
fcis-15812	89	1	table	table	NOUN
fcis-15812	89	2	2	2	NUM
fcis-15812	89	3	.	.	PUNCT
fcis-15812	89	4	comparison	comparison	NOUN
fcis-15812	89	5	of	of	ADP
fcis-15812	89	6	classifier	classifier	NOUN
fcis-15812	89	7	’s	’s	PART
fcis-15812	89	8	average	average	ADJ
fcis-15812	89	9	performance	performance	NOUN
fcis-15812	89	10	algorithm	algorithm	NOUN
fcis-15812	89	11	accuracy	accuracy	NOUN
fcis-15812	89	12	recall	recall	NOUN
fcis-15812	89	13	f1	f1	NOUN
fcis-15812	89	14	-	-	PUNCT
fcis-15812	89	15	score	score	NOUN
fcis-15812	89	16	mlp	mlp	NOUN
fcis-15812	89	17	0.92	0.92	NUM
fcis-15812	89	18	0.91	0.91	NUM
fcis-15812	89	19	0.91	0.91	NUM
fcis-15812	89	20	naive	naive	ADJ
fcis-15812	89	21	bayes	bayes	NOUN
fcis-15812	89	22	0.84	0.84	NUM
fcis-15812	89	23	0.75	0.75	NUM
fcis-15812	89	24	0.76	0.76	NUM
fcis-15812	89	25	svm	svm	NOUN
fcis-15812	89	26	0.90	0.90	NUM
fcis-15812	89	27	0.89	0.89	NUM
fcis-15812	89	28	0.88	0.88	NUM
fcis-15812	89	29	cnn	cnn	NOUN
fcis-15812	89	30	0.94	0.94	NUM
fcis-15812	89	31	0.92	0.92	NUM
fcis-15812	89	32	0.93	0.93	NUM
fcis-15812	89	33	based	base	VERB
fcis-15812	89	34	on	on	ADP
fcis-15812	89	35	the	the	DET
fcis-15812	89	36	data	datum	NOUN
fcis-15812	89	37	in	in	ADP
fcis-15812	89	38	table	table	NOUN
fcis-15812	89	39	2	2	NUM
fcis-15812	89	40	,	,	PUNCT
fcis-15812	89	41	it	it	PRON
fcis-15812	89	42	can	can	AUX
fcis-15812	89	43	be	be	AUX
fcis-15812	89	44	observed	observe	VERB
fcis-15812	89	45	that	that	SCONJ
fcis-15812	89	46	the	the	DET
fcis-15812	89	47	cnn	cnn	PROPN
fcis-15812	89	48	model	model	NOUN
fcis-15812	89	49	outperforms	outperform	VERB
fcis-15812	89	50	several	several	ADJ
fcis-15812	89	51	common	common	ADJ
fcis-15812	89	52	machine	machine	NOUN
fcis-15812	89	53	learning	learn	VERB
fcis-15812	89	54	algorithms	algorithm	NOUN
fcis-15812	89	55	in	in	ADP
fcis-15812	89	56	terms	term	NOUN
fcis-15812	89	57	of	of	ADP
fcis-15812	89	58	overall	overall	ADJ
fcis-15812	89	59	accuracy	accuracy	NOUN
fcis-15812	89	60	,	,	PUNCT
fcis-15812	89	61	recall	recall	NOUN
fcis-15812	89	62	,	,	PUNCT
fcis-15812	89	63	and	and	CCONJ
fcis-15812	89	64	f1	f1	NOUN
fcis-15812	89	65	-	-	PUNCT
fcis-15812	89	66	score	score	NOUN
fcis-15812	89	67	,	,	PUNCT
fcis-15812	89	68	as	as	SCONJ
fcis-15812	89	69	indicated	indicate	VERB
fcis-15812	89	70	in	in	ADP
fcis-15812	89	71	this	this	DET
fcis-15812	89	72	article	article	NOUN
fcis-15812	89	73	.	.	PUNCT
fcis-15812	90	1	this	this	PRON
fcis-15812	90	2	implies	imply	VERB
fcis-15812	90	3	that	that	SCONJ
fcis-15812	90	4	cnn	cnn	PROPN
fcis-15812	90	5	exhibits	exhibit	VERB
fcis-15812	90	6	a	a	DET
fcis-15812	90	7	significant	significant	ADJ
fcis-15812	90	8	advantage	advantage	NOUN
fcis-15812	90	9	over	over	ADP
fcis-15812	90	10	these	these	DET
fcis-15812	90	11	other	other	ADJ
fcis-15812	90	12	machine	machine	NOUN
fcis-15812	90	13	learning	learn	VERB
fcis-15812	90	14	algorithms	algorithm	NOUN
fcis-15812	90	15	in	in	ADP
fcis-15812	90	16	these	these	DET
fcis-15812	90	17	aspects	aspect	NOUN
fcis-15812	90	18	.	.	PUNCT
fcis-15812	91	1	5.4	5.4	NUM
fcis-15812	91	2	.	.	PUNCT
fcis-15812	91	3	comparison	comparison	NOUN
fcis-15812	91	4	with	with	ADP
fcis-15812	91	5	common	common	ADJ
fcis-15812	91	6	antivirus	antivirus	NOUN
fcis-15812	91	7	software	software	NOUN
fcis-15812	91	8	experiment	experiment	NOUN
fcis-15812	91	9	3	3	NUM
fcis-15812	91	10	involved	involve	VERB
fcis-15812	91	11	obtaining	obtain	VERB
fcis-15812	91	12	an	an	DET
fcis-15812	91	13	additional	additional	ADJ
fcis-15812	91	14	100	100	NUM
fcis-15812	91	15	asynchronous	asynchronous	ADJ
fcis-15812	91	16	samples	sample	NOUN
fcis-15812	91	17	of	of	ADP
fcis-15812	91	18	pe	pe	PROPN
fcis-15812	91	19	files	file	NOUN
fcis-15812	91	20	,	,	PUNCT
fcis-15812	91	21	as	as	SCONJ
fcis-15812	91	22	detailed	detailed	ADJ
fcis-15812	91	23	in	in	ADP
fcis-15812	91	24	this	this	DET
fcis-15812	91	25	article	article	NOUN
fcis-15812	91	26	.	.	PUNCT
fcis-15812	92	1	each	each	PRON
fcis-15812	92	2	submitted	submit	VERB
fcis-15812	92	3	sample	sample	NOUN
fcis-15812	92	4	in	in	ADP
fcis-15812	92	5	virustotal	virustotal	PROPN
fcis-15812	92	6	was	be	AUX
fcis-15812	92	7	scanned	scan	VERB
fcis-15812	92	8	by	by	ADP
fcis-15812	92	9	antivirus	antivirus	NOUN
fcis-15812	92	10	software	software	NOUN
fcis-15812	92	11	such	such	ADJ
fcis-15812	92	12	as	as	ADP
fcis-15812	92	13	clamav	clamav	PROPN
fcis-15812	92	14	and	and	CCONJ
fcis-15812	92	15	totaldefense	totaldefense	PROPN
fcis-15812	92	16	zonealarm	zonealarm	NOUN
fcis-15812	92	17	malwarebytes	malwarebyte	NOUN
fcis-15812	92	18	.	.	PUNCT
fcis-15812	93	1	here	here	ADV
fcis-15812	93	2	,	,	PUNCT
fcis-15812	93	3	r	r	NOUN
fcis-15812	93	4	=	=	SYM
fcis-15812	93	5	n	n	CCONJ
fcis-15812	93	6	/	/	SYM
fcis-15812	93	7	t	t	PROPN
fcis-15812	93	8	represents	represent	VERB
fcis-15812	93	9	the	the	DET
fcis-15812	93	10	number	number	NOUN
fcis-15812	93	11	of	of	ADP
fcis-15812	93	12	malicious	malicious	ADJ
fcis-15812	93	13	samples	sample	NOUN
fcis-15812	93	14	detected	detect	VERB
fcis-15812	93	15	by	by	ADP
fcis-15812	93	16	virustotal	virustotal	NOUN
fcis-15812	93	17	,	,	PUNCT
fcis-15812	93	18	where	where	SCONJ
fcis-15812	93	19	t	t	PROPN
fcis-15812	93	20	denotes	denote	VERB
fcis-15812	93	21	the	the	DET
fcis-15812	93	22	total	total	ADJ
fcis-15812	93	23	number	number	NOUN
fcis-15812	93	24	of	of	ADP
fcis-15812	93	25	uploaded	uploaded	ADJ
fcis-15812	93	26	malicious	malicious	ADJ
fcis-15812	93	27	samples	sample	NOUN
fcis-15812	93	28	.	.	PUNCT
fcis-15812	94	1	these	these	DET
fcis-15812	94	2	samples	sample	NOUN
fcis-15812	94	3	were	be	AUX
fcis-15812	94	4	examined	examine	VERB
fcis-15812	94	5	using	use	VERB
fcis-15812	94	6	cnn	cnn	PROPN
fcis-15812	94	7	(	(	PUNCT
fcis-15812	94	8	one	one	NUM
fcis-15812	94	9	-	-	PUNCT
fcis-15812	94	10	hot	hot	ADJ
fcis-15812	94	11	)	)	PUNCT
fcis-15812	94	12	,	,	PUNCT
fcis-15812	94	13	and	and	CCONJ
fcis-15812	94	14	their	their	PRON
fcis-15812	94	15	results	result	NOUN
fcis-15812	94	16	were	be	AUX
fcis-15812	94	17	compared	compare	VERB
fcis-15812	94	18	with	with	ADP
fcis-15812	94	19	those	those	PRON
fcis-15812	94	20	obtained	obtain	VERB
fcis-15812	94	21	using	use	VERB
fcis-15812	94	22	antivirus	antivirus	NOUN
fcis-15812	94	23	tools	tool	NOUN
fcis-15812	94	24	like	like	ADP
fcis-15812	94	25	clamav	clamav	PROPN
fcis-15812	94	26	,	,	PUNCT
fcis-15812	94	27	totaldefense	totaldefense	PROPN
fcis-15812	94	28	zonealarm	zonealarm	NOUN
fcis-15812	94	29	malwarebytes	malwarebyte	NOUN
fcis-15812	94	30	,	,	PUNCT
fcis-15812	94	31	and	and	CCONJ
fcis-15812	94	32	others	other	NOUN
fcis-15812	94	33	.	.	PUNCT
fcis-15812	95	1	detailed	detailed	ADJ
fcis-15812	95	2	data	datum	NOUN
fcis-15812	95	3	can	can	AUX
fcis-15812	95	4	be	be	AUX
fcis-15812	95	5	found	find	VERB
fcis-15812	95	6	in	in	ADP
fcis-15812	95	7	table	table	NOUN
fcis-15812	95	8	3	3	NUM
fcis-15812	95	9	.	.	PUNCT
fcis-15812	95	10	table	table	NOUN
fcis-15812	95	11	3	3	NUM
fcis-15812	95	12	.	.	PUNCT
fcis-15812	95	13	comparison	comparison	NOUN
fcis-15812	95	14	of	of	ADP
fcis-15812	95	15	detection	detection	NOUN
fcis-15812	95	16	rates	rate	NOUN
fcis-15812	95	17	for	for	ADP
fcis-15812	95	18	unknown	unknown	ADJ
fcis-15812	95	19	malicious	malicious	ADJ
fcis-15812	95	20	software	software	NOUN
fcis-15812	95	21	antivirus	antivirus	NOUN
fcis-15812	95	22	r	r	NOUN
fcis-15812	95	23	clam	clam	NOUN
fcis-15812	95	24	av	av	PROPN
fcis-15812	95	25	64	64	NUM
fcis-15812	95	26	%	%	NOUN
fcis-15812	95	27	total	total	ADJ
fcis-15812	95	28	defense	defense	NOUN
fcis-15812	95	29	54	54	NUM
fcis-15812	95	30	%	%	NOUN
fcis-15812	95	31	zone	zone	NOUN
fcis-15812	95	32	alarm	alarm	NOUN
fcis-15812	95	33	82	82	NUM
fcis-15812	95	34	%	%	NOUN
fcis-15812	95	35	malware	malware	NOUN
fcis-15812	95	36	bytes	byte	NOUN
fcis-15812	95	37	43	43	NUM
fcis-15812	95	38	%	%	NOUN
fcis-15812	95	39	cnn	cnn	PROPN
fcis-15812	95	40	91	91	NUM
fcis-15812	95	41	%	%	NOUN
fcis-15812	95	42	6	6	NUM
fcis-15812	95	43	.	.	PUNCT
fcis-15812	96	1	conclusion	conclusion	NOUN
fcis-15812	96	2	this	this	DET
fcis-15812	96	3	article	article	NOUN
fcis-15812	96	4	draws	draw	VERB
fcis-15812	96	5	upon	upon	SCONJ
fcis-15812	96	6	practical	practical	ADJ
fcis-15812	96	7	experience	experience	NOUN
fcis-15812	96	8	in	in	ADP
fcis-15812	96	9	the	the	DET
fcis-15812	96	10	field	field	NOUN
fcis-15812	96	11	of	of	ADP
fcis-15812	96	12	natural	natural	ADJ
fcis-15812	96	13	language	language	NOUN
fcis-15812	96	14	processing	processing	NOUN
fcis-15812	96	15	to	to	PART
fcis-15812	96	16	construct	construct	VERB
fcis-15812	96	17	a	a	DET
fcis-15812	96	18	convolutional	convolutional	ADJ
fcis-15812	96	19	neural	neural	ADJ
fcis-15812	96	20	network	network	NOUN
fcis-15812	96	21	model	model	NOUN
fcis-15812	96	22	and	and	CCONJ
fcis-15812	96	23	applies	apply	VERB
fcis-15812	96	24	it	it	PRON
fcis-15812	96	25	to	to	ADP
fcis-15812	96	26	the	the	DET
fcis-15812	96	27	detection	detection	NOUN
fcis-15812	96	28	of	of	ADP
fcis-15812	96	29	malicious	malicious	ADJ
fcis-15812	96	30	code	code	NOUN
fcis-15812	96	31	.	.	PUNCT
fcis-15812	97	1	experimental	experimental	ADJ
fcis-15812	97	2	validation	validation	NOUN
fcis-15812	97	3	demonstrates	demonstrate	VERB
fcis-15812	97	4	that	that	SCONJ
fcis-15812	97	5	integrating	integrate	VERB
fcis-15812	97	6	deep	deep	ADJ
fcis-15812	97	7	learning	learning	NOUN
fcis-15812	97	8	algorithms	algorithm	NOUN
fcis-15812	97	9	into	into	ADP
fcis-15812	97	10	the	the	DET
fcis-15812	97	11	domain	domain	NOUN
fcis-15812	97	12	of	of	ADP
fcis-15812	97	13	malicious	malicious	ADJ
fcis-15812	97	14	code	code	NOUN
fcis-15812	97	15	detection	detection	NOUN
fcis-15812	97	16	represents	represent	VERB
fcis-15812	97	17	one	one	NUM
fcis-15812	97	18	of	of	ADP
fcis-15812	97	19	the	the	DET
fcis-15812	97	20	most	most	ADV
fcis-15812	97	21	significant	significant	ADJ
fcis-15812	97	22	innovations	innovation	NOUN
fcis-15812	97	23	to	to	ADP
fcis-15812	97	24	date	date	NOUN
fcis-15812	97	25	,	,	PUNCT
fcis-15812	97	26	yielding	yield	VERB
fcis-15812	97	27	detection	detection	NOUN
fcis-15812	97	28	results	result	NOUN
fcis-15812	97	29	surpassing	surpass	VERB
fcis-15812	97	30	those	those	PRON
fcis-15812	97	31	of	of	ADP
fcis-15812	97	32	traditional	traditional	ADJ
fcis-15812	97	33	machine	machine	NOUN
fcis-15812	97	34	learning	learn	VERB
fcis-15812	97	35	algorithms	algorithm	NOUN
fcis-15812	97	36	.	.	PUNCT
fcis-15812	98	1	one	one	NUM
fcis-15812	98	2	limitation	limitation	NOUN
fcis-15812	98	3	of	of	ADP
fcis-15812	98	4	this	this	DET
fcis-15812	98	5	article	article	NOUN
fcis-15812	98	6	is	be	AUX
fcis-15812	98	7	the	the	DET
fcis-15812	98	8	relatively	relatively	ADV
fcis-15812	98	9	small	small	ADJ
fcis-15812	98	10	size	size	NOUN
fcis-15812	98	11	of	of	ADP
fcis-15812	98	12	the	the	DET
fcis-15812	98	13	experimental	experimental	ADJ
fcis-15812	98	14	dataset	dataset	NOUN
fcis-15812	98	15	,	,	PUNCT
fcis-15812	98	16	which	which	PRON
fcis-15812	98	17	may	may	AUX
fcis-15812	98	18	lead	lead	VERB
fcis-15812	98	19	to	to	ADP
fcis-15812	98	20	incomplete	incomplete	ADJ
fcis-15812	98	21	model	model	NOUN
fcis-15812	98	22	training	training	NOUN
fcis-15812	98	23	and	and	CCONJ
fcis-15812	98	24	,	,	PUNCT
fcis-15812	98	25	subsequently	subsequently	ADV
fcis-15812	98	26	,	,	PUNCT
fcis-15812	98	27	impact	impact	VERB
fcis-15812	98	28	the	the	DET
fcis-15812	98	29	final	final	ADJ
fcis-15812	98	30	detection	detection	NOUN
fcis-15812	98	31	results	result	NOUN
fcis-15812	98	32	.	.	PUNCT
fcis-15812	99	1	furthermore	furthermore	ADV
fcis-15812	99	2	,	,	PUNCT
fcis-15812	99	3	a	a	DET
fcis-15812	99	4	major	major	ADJ
fcis-15812	99	5	advantage	advantage	NOUN
fcis-15812	99	6	of	of	ADP
fcis-15812	99	7	deep	deep	ADJ
fcis-15812	99	8	learning	learning	NOUN
fcis-15812	99	9	lies	lie	VERB
fcis-15812	99	10	in	in	ADP
fcis-15812	99	11	its	its	PRON
fcis-15812	99	12	ability	ability	NOUN
fcis-15812	99	13	to	to	PART
fcis-15812	99	14	automatically	automatically	ADV
fcis-15812	99	15	learn	learn	VERB
fcis-15812	99	16	features	feature	NOUN
fcis-15812	99	17	.	.	PUNCT
fcis-15812	100	1	in	in	ADP
fcis-15812	100	2	the	the	DET
fcis-15812	100	3	future	future	NOUN
fcis-15812	100	4	,	,	PUNCT
fcis-15812	100	5	consideration	consideration	NOUN
fcis-15812	100	6	will	will	AUX
fcis-15812	100	7	be	be	AUX
fcis-15812	100	8	given	give	VERB
fcis-15812	100	9	to	to	ADP
fcis-15812	100	10	leveraging	leverage	VERB
fcis-15812	100	11	deep	deep	ADJ
fcis-15812	100	12	learning	learning	NOUN
fcis-15812	100	13	for	for	ADP
fcis-15812	100	14	feature	feature	NOUN
fcis-15812	100	15	automation	automation	NOUN
fcis-15812	100	16	and	and	CCONJ
fcis-15812	100	17	subsequently	subsequently	ADV
fcis-15812	100	18	applying	apply	VERB
fcis-15812	100	19	the	the	DET
fcis-15812	100	20	derived	derive	VERB
fcis-15812	100	21	features	feature	NOUN
fcis-15812	100	22	to	to	ADP
fcis-15812	100	23	machine	machine	NOUN
fcis-15812	100	24	learning	learn	VERB
fcis-15812	100	25	classifiers	classifier	NOUN
fcis-15812	100	26	to	to	PART
fcis-15812	100	27	achieve	achieve	VERB
fcis-15812	100	28	superior	superior	ADJ
fcis-15812	100	29	experimental	experimental	ADJ
fcis-15812	100	30	results	result	NOUN
fcis-15812	100	31	,	,	PUNCT
fcis-15812	100	32	as	as	SCONJ
fcis-15812	100	33	discussed	discuss	VERB
fcis-15812	100	34	in	in	ADP
fcis-15812	100	35	this	this	DET
fcis-15812	100	36	article	article	NOUN
fcis-15812	100	37	.	.	PUNCT
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fcis-15812	101	2	[	[	X
fcis-15812	101	3	1	1	NUM
fcis-15812	101	4	]	]	X
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fcis-15812	101	6	,	,	PUNCT
fcis-15812	101	7	k.	k.	PROPN
fcis-15812	101	8	(	(	PUNCT
fcis-15812	101	9	2023	2023	NUM
fcis-15812	101	10	)	)	PUNCT
fcis-15812	101	11	adversarial	adversarial	ADJ
fcis-15812	101	12	research	research	NOUN
fcis-15812	101	13	on	on	ADP
fcis-15812	101	14	visual	visual	ADJ
fcis-15812	101	15	detection	detection	NOUN
fcis-15812	101	16	methods	method	NOUN
fcis-15812	101	17	for	for	ADP
fcis-15812	101	18	malicious	malicious	ADJ
fcis-15812	101	19	code	code	NOUN
fcis-15812	101	20	.	.	PUNCT
fcis-15812	102	1	thesis	thesis	NOUN
fcis-15812	102	2	of	of	ADP
fcis-15812	102	3	guizhou	guizhou	PROPN
fcis-15812	102	4	normal	normal	ADJ
fcis-15812	102	5	university	university	NOUN
fcis-15812	102	6	,	,	PUNCT
fcis-15812	102	7	63	63	NUM
fcis-15812	102	8	.	.	PUNCT
fcis-15812	102	9	74	74	NUM
fcis-15812	103	1	[	[	SYM
fcis-15812	103	2	2	2	NUM
fcis-15812	103	3	]	]	X
fcis-15812	103	4	wei	wei	PROPN
fcis-15812	103	5	,	,	PUNCT
fcis-15812	103	6	l.	l.	PROPN
fcis-15812	103	7	,	,	PUNCT
fcis-15812	103	8	shi	shi	PROPN
fcis-15812	103	9	,	,	PUNCT
fcis-15812	103	10	c.	c.	PROPN
fcis-15812	103	11	,	,	PUNCT
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fcis-15812	103	13	,	,	PUNCT
fcis-15812	103	14	f.	f.	PROPN
fcis-15812	103	15	,	,	PUNCT
fcis-15812	103	16	et	et	PROPN
fcis-15812	103	17	al	al	PROPN
fcis-15812	103	18	.	.	PROPN
fcis-15812	103	19	(	(	PUNCT
fcis-15812	103	20	2022	2022	NUM
fcis-15812	103	21	)	)	PUNCT
fcis-15812	103	22	static	static	ADJ
fcis-15812	103	23	detection	detection	NOUN
fcis-15812	103	24	technique	technique	NOUN
fcis-15812	103	25	for	for	ADP
fcis-15812	103	26	malicious	malicious	ADJ
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fcis-15812	103	28	based	base	VERB
fcis-15812	103	29	on	on	ADP
fcis-15812	103	30	feature	feature	NOUN
fcis-15812	103	31	sequences	sequence	NOUN
fcis-15812	103	32	.	.	PUNCT
fcis-15812	104	1	cyber	cyber	PROPN
fcis-15812	104	2	security	security	NOUN
fcis-15812	104	3	and	and	CCONJ
fcis-15812	104	4	data	datum	NOUN
fcis-15812	104	5	governance	governance	NOUN
fcis-15812	104	6	,	,	PUNCT
fcis-15812	104	7	41(10	41(10	NUM
fcis-15812	104	8	):	):	PUNCT
fcis-15812	104	9	56	56	NUM
fcis-15812	104	10	-	-	SYM
fcis-15812	104	11	64	64	NUM
fcis-15812	104	12	.	.	PUNCT
fcis-15812	105	1	[	[	X
fcis-15812	105	2	3	3	NUM
fcis-15812	105	3	]	]	X
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fcis-15812	105	5	,	,	PUNCT
fcis-15812	105	6	m.	m.	NOUN
fcis-15812	105	7	,	,	PUNCT
fcis-15812	105	8	kang	kang	PROPN
fcis-15812	105	9	,	,	PUNCT
fcis-15812	105	10	h.	h.	PROPN
fcis-15812	105	11	(	(	PUNCT
fcis-15812	105	12	2023	2023	NUM
fcis-15812	105	13	)	)	PUNCT
fcis-15812	105	14	malicious	malicious	ADJ
fcis-15812	105	15	code	code	NOUN
fcis-15812	105	16	detection	detection	NOUN
fcis-15812	105	17	method	method	NOUN
fcis-15812	105	18	for	for	ADP
fcis-15812	105	19	industrial	industrial	ADJ
fcis-15812	105	20	internet	internet	NOUN
fcis-15812	105	21	based	base	VERB
fcis-15812	105	22	on	on	ADP
fcis-15812	105	23	code	code	NOUN
fcis-15812	105	24	visualization	visualization	NOUN
fcis-15812	105	25	.	.	PUNCT
fcis-15812	106	1	computer	computer	NOUN
fcis-15812	106	2	integrated	integrate	VERB
fcis-15812	106	3	manufacturing	manufacturing	NOUN
fcis-15812	106	4	system	system	NOUN
fcis-15812	106	5	,	,	PUNCT
fcis-15812	106	6	14	14	NUM
fcis-15812	106	7	.	.	PUNCT
fcis-15812	107	1	[	[	X
fcis-15812	107	2	4	4	NUM
fcis-15812	107	3	]	]	X
fcis-15812	107	4	liu	liu	PROPN
fcis-15812	107	5	,	,	PUNCT
fcis-15812	107	6	y.	y.	PROPN
fcis-15812	107	7	,	,	PUNCT
fcis-15812	107	8	li	li	PROPN
fcis-15812	107	9	,	,	PUNCT
fcis-15812	107	10	j.	j.	PROPN
fcis-15812	107	11	,	,	PUNCT
fcis-15812	107	12	ou	ou	PROPN
fcis-15812	107	13	,	,	PUNCT
fcis-15812	107	14	z.	z.	PROPN
fcis-15812	107	15	,	,	PUNCT
fcis-15812	107	16	et	et	PROPN
fcis-15812	107	17	al	al	PROPN
fcis-15812	107	18	.	.	PROPN
fcis-15812	108	1	(	(	PUNCT
fcis-15812	108	2	2022	2022	NUM
fcis-15812	108	3	)	)	PUNCT
fcis-15812	108	4	adversarial	adversarial	ADJ
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fcis-15812	108	6	-	-	PUNCT
fcis-15812	108	7	driven	drive	VERB
fcis-15812	108	8	enhancement	enhancement	NOUN
fcis-15812	108	9	method	method	NOUN
fcis-15812	108	10	for	for	ADP
fcis-15812	108	11	malicious	malicious	ADJ
fcis-15812	108	12	code	code	NOUN
fcis-15812	108	13	detection	detection	NOUN
fcis-15812	108	14	.	.	PUNCT
fcis-15812	109	1	journal	journal	NOUN
fcis-15812	109	2	of	of	ADP
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fcis-15812	109	4	.	.	PUNCT
fcis-15812	110	1	43(09	43(09	NUM
fcis-15812	110	2	):	):	PUNCT
fcis-15812	110	3	169	169	NUM
fcis-15812	110	4	-	-	SYM
fcis-15812	110	5	180	180	NUM
fcis-15812	110	6	.	.	PUNCT
fcis-15812	111	1	[	[	X
fcis-15812	111	2	5	5	NUM
fcis-15812	111	3	]	]	PUNCT
fcis-15812	111	4	shen	shen	NOUN
fcis-15812	111	5	,	,	PUNCT
fcis-15812	111	6	g.	g.	PROPN
fcis-15812	111	7	(	(	PUNCT
fcis-15812	111	8	2023	2023	NUM
fcis-15812	111	9	)	)	PUNCT
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fcis-15812	111	13	based	base	VERB
fcis-15812	111	14	on	on	ADP
fcis-15812	111	15	squeezeexcitation	squeezeexcitation	NOUN
fcis-15812	111	16	networks	network	NOUN
fcis-15812	111	17	.	.	PUNCT
fcis-15812	112	1	thesis	thesis	NOUN
fcis-15812	112	2	of	of	ADP
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fcis-15812	113	2	6	6	NUM
fcis-15812	113	3	]	]	X
fcis-15812	113	4	jiang	jiang	PROPN
fcis-15812	113	5	,	,	PUNCT
fcis-15812	113	6	r.	r.	PROPN
fcis-15812	113	7	(	(	PUNCT
fcis-15812	113	8	2023	2023	NUM
fcis-15812	113	9	)	)	PUNCT
fcis-15812	113	10	research	research	NOUN
fcis-15812	113	11	on	on	ADP
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fcis-15812	113	14	detection	detection	NOUN
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fcis-15812	113	17	neural	neural	ADJ
fcis-15812	113	18	networks	network	NOUN
fcis-15812	113	19	.	.	PUNCT
fcis-15812	114	1	thesis	thesis	NOUN
fcis-15812	114	2	of	of	ADP
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fcis-15812	114	10	54	54	NUM
fcis-15812	114	11	.	.	PUNCT
fcis-15812	115	1	[	[	X
fcis-15812	115	2	7	7	X
fcis-15812	115	3	]	]	X
fcis-15812	115	4	xin	xin	PROPN
fcis-15812	115	5	,	,	PUNCT
fcis-15812	115	6	w.	w.	PROPN
fcis-15812	115	7	(	(	PUNCT
fcis-15812	115	8	2023	2023	NUM
fcis-15812	115	9	)	)	PUNCT
fcis-15812	115	10	research	research	NOUN
fcis-15812	115	11	on	on	ADP
fcis-15812	115	12	malicious	malicious	ADJ
fcis-15812	115	13	code	code	NOUN
fcis-15812	115	14	detection	detection	NOUN
fcis-15812	115	15	technology	technology	NOUN
fcis-15812	115	16	based	base	VERB
fcis-15812	115	17	on	on	ADP
fcis-15812	115	18	word	word	NOUN
fcis-15812	115	19	embedding	embed	VERB
fcis-15812	115	20	and	and	CCONJ
fcis-15812	115	21	api	api	NOUN
fcis-15812	115	22	calls	call	NOUN
fcis-15812	115	23	.	.	PUNCT
fcis-15812	116	1	thesis	thesis	NOUN
fcis-15812	116	2	of	of	ADP
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fcis-15812	116	6	china	china	PROPN
fcis-15812	116	7	,	,	PUNCT
fcis-15812	116	8	81	81	NUM
fcis-15812	116	9	.	.	PUNCT
fcis-15812	117	1	[	[	X
fcis-15812	117	2	8	8	NUM
fcis-15812	117	3	]	]	X
fcis-15812	117	4	cai	cai	X
fcis-15812	117	5	,	,	PUNCT
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fcis-15812	117	9	)	)	PUNCT
fcis-15812	117	10	malicious	malicious	ADJ
fcis-15812	117	11	code	code	NOUN
fcis-15812	117	12	detection	detection	NOUN
fcis-15812	117	13	method	method	NOUN
fcis-15812	117	14	for	for	ADP
fcis-15812	117	15	network	network	NOUN
fcis-15812	117	16	communication	communication	NOUN
fcis-15812	117	17	based	base	VERB
fcis-15812	117	18	on	on	ADP
fcis-15812	117	19	texture	texture	ADJ
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fcis-15812	117	21	.	.	PUNCT
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fcis-15812	118	4	,	,	PUNCT
fcis-15812	118	5	06	06	NUM
fcis-15812	118	6	:	:	SYM
fcis-15812	118	7	79	79	NUM
fcis-15812	118	8	-	-	SYM
fcis-15812	118	9	81	81	NUM
fcis-15812	118	10	.	.	PUNCT
fcis-15812	119	1	[	[	X
fcis-15812	119	2	9	9	NUM
fcis-15812	119	3	]	]	SYM
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fcis-15812	119	5	,	,	PUNCT
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fcis-15812	119	7	(	(	PUNCT
fcis-15812	119	8	2023	2023	NUM
fcis-15812	119	9	)	)	PUNCT
fcis-15812	119	10	research	research	NOUN
fcis-15812	119	11	on	on	ADP
fcis-15812	119	12	malicious	malicious	ADJ
fcis-15812	119	13	code	code	NOUN
fcis-15812	119	14	detection	detection	NOUN
fcis-15812	119	15	based	base	VERB
fcis-15812	119	16	on	on	ADP
fcis-15812	119	17	feature	feature	NOUN
fcis-15812	119	18	fusion	fusion	NOUN
fcis-15812	119	19	and	and	CCONJ
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fcis-15812	119	21	learning	learning	NOUN
fcis-15812	119	22	.	.	PUNCT
fcis-15812	120	1	thesis	thesis	NOUN
fcis-15812	120	2	of	of	ADP
fcis-15812	120	3	hebei	hebei	PROPN
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fcis-15812	120	5	of	of	ADP
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fcis-15812	120	7	,	,	PUNCT
fcis-15812	120	8	02:61	02:61	NUM
fcis-15812	120	9	.	.	PUNCT