id	sid	tid	token	lemma	pos
cana-4554	1	1	communications	communication	NOUN
cana-4554	1	2	on	on	ADP
cana-4554	1	3	applied	apply	VERB
cana-4554	1	4	nonlinear	nonlinear	ADJ
cana-4554	1	5	analysis	analysis	NOUN
cana-4554	1	6	issn	issn	NOUN
cana-4554	1	7	:	:	PUNCT
cana-4554	1	8	1074	1074	NUM
cana-4554	1	9	-	-	PUNCT
cana-4554	1	10	133x	133x	NUM
cana-4554	1	11	vol	vol	NOUN
cana-4554	1	12	32	32	NUM
cana-4554	1	13	no	no	NOUN
cana-4554	1	14	.	.	PUNCT
cana-4554	2	1	9s	9s	NUM
cana-4554	2	2	(	(	PUNCT
cana-4554	2	3	2025	2025	NUM
cana-4554	2	4	)	)	PUNCT
cana-4554	2	5	2765	2765	NUM
cana-4554	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	3	1	a	a	DET
cana-4554	3	2	comprehensive	comprehensive	ADJ
cana-4554	3	3	survey	survey	NOUN
cana-4554	3	4	on	on	ADP
cana-4554	3	5	polymorphic	polymorphic	ADJ
cana-4554	3	6	malware	malware	NOUN
cana-4554	3	7	analysis	analysis	NOUN
cana-4554	3	8	:	:	PUNCT
cana-4554	3	9	challenges	challenge	NOUN
cana-4554	3	10	,	,	PUNCT
cana-4554	3	11	techniques	technique	NOUN
cana-4554	3	12	,	,	PUNCT
cana-4554	3	13	and	and	CCONJ
cana-4554	3	14	future	future	ADJ
cana-4554	3	15	directions	direction	NOUN
cana-4554	3	16	dr	dr	PROPN
cana-4554	3	17	.	.	PROPN
cana-4554	3	18	madhavi	madhavi	PROPN
cana-4554	3	19	satish	satish	PROPN
cana-4554	3	20	avhankar1	avhankar1	PROPN
cana-4554	3	21	,	,	PUNCT
cana-4554	3	22	dr	dr	PROPN
cana-4554	3	23	.	.	PROPN
cana-4554	3	24	janardan	janardan	PROPN
cana-4554	3	25	pawar2	pawar2	PROPN
cana-4554	3	26	,	,	PUNCT
cana-4554	3	27	dr	dr	PROPN
cana-4554	3	28	.	.	PROPN
cana-4554	3	29	vijaya	vijaya	PROPN
cana-4554	3	30	kumbhar3	kumbhar3	PROPN
cana-4554	4	1	1,2computer	1,2computer	NUM
cana-4554	4	2	science	science	NOUN
cana-4554	4	3	indira	indira	PROPN
cana-4554	4	4	college	college	PROPN
cana-4554	4	5	of	of	ADP
cana-4554	4	6	commerce	commerce	PROPN
cana-4554	4	7	and	and	CCONJ
cana-4554	4	8	science	science	PROPN
cana-4554	4	9	pune	pune	PROPN
cana-4554	4	10	,	,	PUNCT
cana-4554	4	11	india	india	PROPN
cana-4554	4	12	,	,	PUNCT
cana-4554	4	13	3school	3school	NUM
cana-4554	4	14	of	of	ADP
cana-4554	4	15	computer	computer	NOUN
cana-4554	4	16	studies	study	NOUN
cana-4554	4	17	,	,	PUNCT
cana-4554	4	18	sri	sri	PROPN
cana-4554	4	19	balaji	balaji	PROPN
cana-4554	4	20	university	university	PROPN
cana-4554	4	21	,	,	PUNCT
cana-4554	4	22	pune	pune	NOUN
cana-4554	4	23	,	,	PUNCT
cana-4554	4	24	india	india	PROPN
cana-4554	4	25	article	article	PROPN
cana-4554	4	26	history	history	NOUN
cana-4554	4	27	:	:	PUNCT
cana-4554	4	28	received	receive	VERB
cana-4554	4	29	:	:	PUNCT
cana-4554	4	30	12	12	NUM
cana-4554	4	31	-	-	SYM
cana-4554	4	32	01	01	NUM
cana-4554	4	33	-	-	PUNCT
cana-4554	4	34	2025	2025	NUM
cana-4554	4	35	revised	revise	VERB
cana-4554	4	36	:	:	PUNCT
cana-4554	4	37	15	15	NUM
cana-4554	4	38	-	-	NUM
cana-4554	4	39	02	02	NUM
cana-4554	4	40	-	-	PUNCT
cana-4554	4	41	2025	2025	NUM
cana-4554	4	42	accepted	accept	VERB
cana-4554	4	43	:	:	PUNCT
cana-4554	4	44	01	01	NUM
cana-4554	4	45	-	-	SYM
cana-4554	4	46	03	03	NUM
cana-4554	4	47	-	-	PUNCT
cana-4554	4	48	2025	2025	NUM
cana-4554	4	49	abstract	abstract	NOUN
cana-4554	4	50	:	:	PUNCT
cana-4554	4	51	since	since	SCONJ
cana-4554	4	52	the	the	DET
cana-4554	4	53	beginning	beginning	NOUN
cana-4554	4	54	of	of	ADP
cana-4554	4	55	computing	computing	NOUN
cana-4554	4	56	,	,	PUNCT
cana-4554	4	57	malicious	malicious	ADJ
cana-4554	4	58	software	software	NOUN
cana-4554	4	59	has	have	AUX
cana-4554	4	60	changed	change	VERB
cana-4554	4	61	dramatically	dramatically	ADV
cana-4554	4	62	,	,	PUNCT
cana-4554	4	63	becoming	become	VERB
cana-4554	4	64	more	more	ADV
cana-4554	4	65	complex	complex	ADJ
cana-4554	4	66	and	and	CCONJ
cana-4554	4	67	elusive	elusive	ADJ
cana-4554	4	68	.	.	PUNCT
cana-4554	5	1	the	the	DET
cana-4554	5	2	increase	increase	NOUN
cana-4554	5	3	in	in	ADP
cana-4554	5	4	ransomware	ransomware	NOUN
cana-4554	5	5	attacks	attack	NOUN
cana-4554	5	6	has	have	AUX
cana-4554	5	7	brought	bring	VERB
cana-4554	5	8	attention	attention	NOUN
cana-4554	5	9	to	to	ADP
cana-4554	5	10	the	the	DET
cana-4554	5	11	serious	serious	ADJ
cana-4554	5	12	risks	risk	NOUN
cana-4554	5	13	that	that	PRON
cana-4554	5	14	malware	malware	NOUN
cana-4554	5	15	poses	pose	NOUN
cana-4554	5	16	,	,	PUNCT
cana-4554	5	17	affecting	affect	VERB
cana-4554	5	18	not	not	PART
cana-4554	5	19	only	only	ADV
cana-4554	5	20	individuals	individual	NOUN
cana-4554	5	21	but	but	CCONJ
cana-4554	5	22	also	also	ADV
cana-4554	5	23	organizations	organization	NOUN
cana-4554	5	24	,	,	PUNCT
cana-4554	5	25	governments	government	NOUN
cana-4554	5	26	,	,	PUNCT
cana-4554	5	27	and	and	CCONJ
cana-4554	5	28	vital	vital	ADJ
cana-4554	5	29	infrastructure	infrastructure	NOUN
cana-4554	5	30	like	like	ADP
cana-4554	5	31	transportation	transportation	NOUN
cana-4554	5	32	networks	network	NOUN
cana-4554	5	33	and	and	CCONJ
cana-4554	5	34	hospitals	hospital	NOUN
cana-4554	5	35	.	.	PUNCT
cana-4554	6	1	mitigating	mitigate	VERB
cana-4554	6	2	these	these	DET
cana-4554	6	3	dangers	danger	NOUN
cana-4554	6	4	requires	require	VERB
cana-4554	6	5	early	early	ADJ
cana-4554	6	6	identification	identification	NOUN
cana-4554	6	7	of	of	ADP
cana-4554	6	8	harmful	harmful	ADJ
cana-4554	6	9	behaviour	behaviour	NOUN
cana-4554	6	10	,	,	PUNCT
cana-4554	6	11	yet	yet	ADV
cana-4554	6	12	detecting	detect	VERB
cana-4554	6	13	new	new	ADJ
cana-4554	6	14	and	and	CCONJ
cana-4554	6	15	unknown	unknown	ADJ
cana-4554	6	16	malware	malware	NOUN
cana-4554	6	17	is	be	AUX
cana-4554	6	18	still	still	ADV
cana-4554	6	19	quite	quite	ADV
cana-4554	6	20	difficult	difficult	ADJ
cana-4554	6	21	.	.	PUNCT
cana-4554	7	1	static	static	ADJ
cana-4554	7	2	and	and	CCONJ
cana-4554	7	3	dynamic	dynamic	ADJ
cana-4554	7	4	analysis	analysis	NOUN
cana-4554	7	5	are	be	AUX
cana-4554	7	6	the	the	DET
cana-4554	7	7	two	two	NUM
cana-4554	7	8	main	main	ADJ
cana-4554	7	9	types	type	NOUN
cana-4554	7	10	of	of	ADP
cana-4554	7	11	malware	malware	NOUN
cana-4554	7	12	analysis	analysis	NOUN
cana-4554	7	13	approaches	approach	NOUN
cana-4554	7	14	.	.	PUNCT
cana-4554	8	1	dynamic	dynamic	ADJ
cana-4554	8	2	analysis	analysis	NOUN
cana-4554	8	3	watches	watch	VERB
cana-4554	8	4	how	how	SCONJ
cana-4554	8	5	a	a	DET
cana-4554	8	6	file	file	NOUN
cana-4554	8	7	behaves	behave	VERB
cana-4554	8	8	in	in	ADP
cana-4554	8	9	a	a	DET
cana-4554	8	10	controlled	control	VERB
cana-4554	8	11	setting	setting	NOUN
cana-4554	8	12	,	,	PUNCT
cana-4554	8	13	whereas	whereas	SCONJ
cana-4554	8	14	static	static	ADJ
cana-4554	8	15	analysis	analysis	NOUN
cana-4554	8	16	looks	look	VERB
cana-4554	8	17	at	at	ADP
cana-4554	8	18	a	a	DET
cana-4554	8	19	file	file	NOUN
cana-4554	8	20	without	without	ADP
cana-4554	8	21	running	run	VERB
cana-4554	8	22	it	it	PRON
cana-4554	8	23	.	.	PUNCT
cana-4554	9	1	static	static	ADJ
cana-4554	9	2	analysis	analysis	NOUN
cana-4554	9	3	is	be	AUX
cana-4554	9	4	less	less	ADV
cana-4554	9	5	successful	successful	ADJ
cana-4554	9	6	since	since	SCONJ
cana-4554	9	7	malware	malware	NOUN
cana-4554	9	8	writers	writer	NOUN
cana-4554	9	9	use	use	VERB
cana-4554	9	10	evasion	evasion	NOUN
cana-4554	9	11	strategies	strategy	NOUN
cana-4554	9	12	including	include	VERB
cana-4554	9	13	dynamic	dynamic	ADJ
cana-4554	9	14	code	code	NOUN
cana-4554	9	15	loading	loading	NOUN
cana-4554	9	16	,	,	PUNCT
cana-4554	9	17	encryption	encryption	NOUN
cana-4554	9	18	,	,	PUNCT
cana-4554	9	19	and	and	CCONJ
cana-4554	9	20	code	code	NOUN
cana-4554	9	21	obfuscation	obfuscation	NOUN
cana-4554	9	22	to	to	PART
cana-4554	9	23	evade	evade	VERB
cana-4554	9	24	detection	detection	NOUN
cana-4554	9	25	.	.	PUNCT
cana-4554	10	1	conversely	conversely	ADV
cana-4554	10	2	,	,	PUNCT
cana-4554	10	3	dynamic	dynamic	ADJ
cana-4554	10	4	analysis	analysis	NOUN
cana-4554	10	5	improves	improve	VERB
cana-4554	10	6	detection	detection	NOUN
cana-4554	10	7	capabilities	capability	NOUN
cana-4554	10	8	and	and	CCONJ
cana-4554	10	9	provides	provide	VERB
cana-4554	10	10	deeper	deep	ADJ
cana-4554	10	11	insights	insight	NOUN
cana-4554	10	12	into	into	ADP
cana-4554	10	13	malware	malware	NOUN
cana-4554	10	14	behaviour	behaviour	NOUN
cana-4554	10	15	while	while	SCONJ
cana-4554	10	16	offering	offer	VERB
cana-4554	10	17	resilience	resilience	NOUN
cana-4554	10	18	against	against	ADP
cana-4554	10	19	such	such	ADJ
cana-4554	10	20	evasion	evasion	NOUN
cana-4554	10	21	tactics	tactic	NOUN
cana-4554	10	22	.	.	PUNCT
cana-4554	11	1	notwithstanding	notwithstanding	ADP
cana-4554	11	2	these	these	DET
cana-4554	11	3	benefits	benefit	NOUN
cana-4554	11	4	,	,	PUNCT
cana-4554	11	5	no	no	DET
cana-4554	11	6	one	one	NUM
cana-4554	11	7	method	method	NOUN
cana-4554	11	8	is	be	AUX
cana-4554	11	9	infallible	infallible	ADJ
cana-4554	11	10	,	,	PUNCT
cana-4554	11	11	and	and	CCONJ
cana-4554	11	12	current	current	ADJ
cana-4554	11	13	technologies	technology	NOUN
cana-4554	11	14	are	be	AUX
cana-4554	11	15	not	not	PART
cana-4554	11	16	always	always	ADV
cana-4554	11	17	able	able	ADJ
cana-4554	11	18	to	to	PART
cana-4554	11	19	adequately	adequately	ADV
cana-4554	11	20	capture	capture	VERB
cana-4554	11	21	the	the	DET
cana-4554	11	22	intricacies	intricacy	NOUN
cana-4554	11	23	of	of	ADP
cana-4554	11	24	polymorphic	polymorphic	ADJ
cana-4554	11	25	malware	malware	NOUN
cana-4554	11	26	.	.	PUNCT
cana-4554	12	1	the	the	DET
cana-4554	12	2	methods	method	NOUN
cana-4554	12	3	currently	currently	ADV
cana-4554	12	4	used	use	VERB
cana-4554	12	5	to	to	PART
cana-4554	12	6	analyse	analyse	VERB
cana-4554	12	7	polymorphic	polymorphic	ADJ
cana-4554	12	8	malware	malware	NOUN
cana-4554	12	9	are	be	AUX
cana-4554	12	10	thoroughly	thoroughly	ADV
cana-4554	12	11	reviewed	review	VERB
cana-4554	12	12	in	in	ADP
cana-4554	12	13	this	this	DET
cana-4554	12	14	survey	survey	NOUN
cana-4554	12	15	,	,	PUNCT
cana-4554	12	16	with	with	ADP
cana-4554	12	17	an	an	DET
cana-4554	12	18	emphasis	emphasis	NOUN
cana-4554	12	19	on	on	ADP
cana-4554	12	20	their	their	PRON
cana-4554	12	21	advantages	advantage	NOUN
cana-4554	12	22	,	,	PUNCT
cana-4554	12	23	disadvantages	disadvantage	NOUN
cana-4554	12	24	,	,	PUNCT
cana-4554	12	25	and	and	CCONJ
cana-4554	12	26	room	room	NOUN
cana-4554	12	27	for	for	ADP
cana-4554	12	28	development	development	NOUN
cana-4554	12	29	.	.	PUNCT
cana-4554	13	1	this	this	DET
cana-4554	13	2	study	study	NOUN
cana-4554	13	3	intends	intend	VERB
cana-4554	13	4	to	to	PART
cana-4554	13	5	aid	aid	VERB
cana-4554	13	6	in	in	ADP
cana-4554	13	7	the	the	DET
cana-4554	13	8	creation	creation	NOUN
cana-4554	13	9	of	of	ADP
cana-4554	13	10	more	more	ADV
cana-4554	13	11	resilient	resilient	ADJ
cana-4554	13	12	and	and	CCONJ
cana-4554	13	13	flexible	flexible	ADJ
cana-4554	13	14	malware	malware	NOUN
cana-4554	13	15	detection	detection	NOUN
cana-4554	13	16	systems	system	NOUN
cana-4554	13	17	by	by	ADP
cana-4554	13	18	assessing	assess	VERB
cana-4554	13	19	the	the	DET
cana-4554	13	20	efficacy	efficacy	NOUN
cana-4554	13	21	of	of	ADP
cana-4554	13	22	different	different	ADJ
cana-4554	13	23	analytical	analytical	ADJ
cana-4554	13	24	methodologies	methodology	NOUN
cana-4554	13	25	.	.	PUNCT
cana-4554	14	1	keywords	keyword	NOUN
cana-4554	14	2	:	:	PUNCT
cana-4554	14	3	polymorphic	polymorphic	ADJ
cana-4554	14	4	malicious	malicious	ADJ
cana-4554	14	5	software	software	NOUN
cana-4554	14	6	,	,	PUNCT
cana-4554	14	7	static	static	ADJ
cana-4554	14	8	analysis	analysis	NOUN
cana-4554	14	9	,	,	PUNCT
cana-4554	14	10	dynamic	dynamic	ADJ
cana-4554	14	11	analysis	analysis	NOUN
cana-4554	14	12	.	.	PUNCT
cana-4554	15	1	1	1	X
cana-4554	15	2	.	.	X
cana-4554	15	3	introduction	introduction	NOUN
cana-4554	15	4	attacks	attack	NOUN
cana-4554	15	5	using	use	VERB
cana-4554	15	6	harmful	harmful	ADJ
cana-4554	15	7	software	software	NOUN
cana-4554	15	8	,	,	PUNCT
cana-4554	15	9	or	or	CCONJ
cana-4554	15	10	malware	malware	NOUN
cana-4554	15	11	,	,	PUNCT
cana-4554	15	12	are	be	AUX
cana-4554	15	13	becoming	become	VERB
cana-4554	15	14	more	more	ADV
cana-4554	15	15	frequent	frequent	ADJ
cana-4554	15	16	at	at	ADP
cana-4554	15	17	a	a	DET
cana-4554	15	18	startling	startling	ADJ
cana-4554	15	19	rate	rate	NOUN
cana-4554	15	20	.	.	PUNCT
cana-4554	16	1	malware	malware	NOUN
cana-4554	16	2	is	be	AUX
cana-4554	16	3	growing	grow	VERB
cana-4554	16	4	more	more	ADJ
cana-4554	16	5	and	and	CCONJ
cana-4554	16	6	more	more	ADV
cana-4554	16	7	common	common	ADJ
cana-4554	16	8	,	,	PUNCT
cana-4554	16	9	impacting	impact	VERB
cana-4554	16	10	both	both	CCONJ
cana-4554	16	11	large	large	ADJ
cana-4554	16	12	organizations	organization	NOUN
cana-4554	16	13	and	and	CCONJ
cana-4554	16	14	individual	individual	ADJ
cana-4554	16	15	users	user	NOUN
cana-4554	16	16	.	.	PUNCT
cana-4554	17	1	it	it	PRON
cana-4554	17	2	poses	pose	VERB
cana-4554	17	3	a	a	DET
cana-4554	17	4	serious	serious	ADJ
cana-4554	17	5	security	security	NOUN
cana-4554	17	6	risk	risk	NOUN
cana-4554	17	7	to	to	ADP
cana-4554	17	8	sensitive	sensitive	ADJ
cana-4554	17	9	data	datum	NOUN
cana-4554	17	10	and	and	CCONJ
cana-4554	17	11	priceless	priceless	ADJ
cana-4554	17	12	computer	computer	NOUN
cana-4554	17	13	resources	resource	NOUN
cana-4554	17	14	[	[	X
cana-4554	17	15	1	1	NUM
cana-4554	17	16	]	]	PUNCT
cana-4554	17	17	.	.	PUNCT
cana-4554	18	1	a	a	DET
cana-4554	18	2	startling	startling	ADJ
cana-4554	18	3	560,000	560,000	NUM
cana-4554	18	4	new	new	ADJ
cana-4554	18	5	cases	case	NOUN
cana-4554	18	6	of	of	ADP
cana-4554	18	7	malware	malware	NOUN
cana-4554	18	8	are	be	AUX
cana-4554	18	9	found	find	VERB
cana-4554	18	10	every	every	DET
cana-4554	18	11	day	day	NOUN
cana-4554	18	12	,	,	PUNCT
cana-4554	18	13	and	and	CCONJ
cana-4554	18	14	there	there	PRON
cana-4554	18	15	are	be	VERB
cana-4554	18	16	currently	currently	ADV
cana-4554	18	17	more	more	ADJ
cana-4554	18	18	than	than	ADP
cana-4554	18	19	1	1	NUM
cana-4554	18	20	billion	billion	NUM
cana-4554	18	21	malware	malware	NOUN
cana-4554	18	22	programs	program	NOUN
cana-4554	18	23	available	available	ADJ
cana-4554	18	24	.	.	PUNCT
cana-4554	19	1	nearly	nearly	ADV
cana-4554	19	2	four	four	NUM
cana-4554	19	3	businesses	business	NOUN
cana-4554	19	4	are	be	AUX
cana-4554	19	5	attacked	attack	VERB
cana-4554	19	6	by	by	ADP
cana-4554	19	7	ransomware	ransomware	NOUN
cana-4554	19	8	every	every	DET
cana-4554	19	9	day	day	NOUN
cana-4554	19	10	,	,	PUNCT
cana-4554	19	11	and	and	CCONJ
cana-4554	19	12	58	58	NUM
cana-4554	19	13	%	%	NOUN
cana-4554	19	14	of	of	ADP
cana-4554	19	15	all	all	DET
cana-4554	19	16	malware	malware	NOUN
cana-4554	19	17	connected	connect	VERB
cana-4554	19	18	to	to	ADP
cana-4554	19	19	computers	computer	NOUN
cana-4554	19	20	is	be	AUX
cana-4554	19	21	trojan	trojan	NOUN
cana-4554	19	22	horses	horse	NOUN
cana-4554	19	23	.	.	PUNCT
cana-4554	20	1	indeed	indeed	ADV
cana-4554	20	2	,	,	PUNCT
cana-4554	20	3	there	there	PRON
cana-4554	20	4	is	be	VERB
cana-4554	20	5	reason	reason	NOUN
cana-4554	20	6	for	for	ADP
cana-4554	20	7	alarm	alarm	NOUN
cana-4554	20	8	regarding	regard	VERB
cana-4554	20	9	the	the	DET
cana-4554	20	10	express	express	ADJ
cana-4554	20	11	spectrum	spectrum	NOUN
cana-4554	20	12	of	of	ADP
cana-4554	20	13	malware	malware	NOUN
cana-4554	20	14	.	.	PUNCT
cana-4554	21	1	every	every	DET
cana-4554	21	2	new	new	ADJ
cana-4554	21	3	dangerous	dangerous	ADJ
cana-4554	21	4	application	application	NOUN
cana-4554	21	5	that	that	PRON
cana-4554	21	6	is	be	AUX
cana-4554	21	7	discovered	discover	VERB
cana-4554	21	8	by	by	ADP
cana-4554	21	9	antimalware	antimalware	NOUN
cana-4554	21	10	groups	group	NOUN
cana-4554	21	11	is	be	AUX
cana-4554	21	12	added	add	VERB
cana-4554	21	13	to	to	ADP
cana-4554	21	14	their	their	PRON
cana-4554	21	15	databases	database	NOUN
cana-4554	21	16	,	,	PUNCT
cana-4554	21	17	which	which	PRON
cana-4554	21	18	are	be	AUX
cana-4554	21	19	constantly	constantly	ADV
cana-4554	21	20	growing	grow	VERB
cana-4554	21	21	.	.	PUNCT
cana-4554	22	1	every	every	DET
cana-4554	22	2	day	day	NOUN
cana-4554	22	3	,	,	PUNCT
cana-4554	22	4	hundreds	hundred	NOUN
cana-4554	22	5	of	of	ADP
cana-4554	22	6	millions	million	NOUN
cana-4554	22	7	of	of	ADP
cana-4554	22	8	files	file	NOUN
cana-4554	22	9	on	on	ADP
cana-4554	22	10	computers	computer	NOUN
cana-4554	22	11	and	and	CCONJ
cana-4554	22	12	websites	website	NOUN
cana-4554	22	13	are	be	AUX
cana-4554	22	14	infected	infect	VERB
cana-4554	22	15	with	with	ADP
cana-4554	22	16	malware	malware	NOUN
cana-4554	22	17	,	,	PUNCT
cana-4554	22	18	which	which	PRON
cana-4554	22	19	is	be	AUX
cana-4554	22	20	mostly	mostly	ADV
cana-4554	22	21	caused	cause	VERB
cana-4554	22	22	by	by	ADP
cana-4554	22	23	recurring	recur	VERB
cana-4554	22	24	threats	threat	NOUN
cana-4554	22	25	that	that	PRON
cana-4554	22	26	spread	spread	VERB
cana-4554	22	27	like	like	ADP
cana-4554	22	28	infectious	infectious	ADJ
cana-4554	22	29	diseases	disease	NOUN
cana-4554	22	30	.	.	PUNCT
cana-4554	23	1	according	accord	VERB
cana-4554	23	2	to	to	ADP
cana-4554	23	3	recent	recent	ADJ
cana-4554	23	4	estimates	estimate	NOUN
cana-4554	23	5	,	,	PUNCT
cana-4554	23	6	about	about	ADV
cana-4554	23	7	17	17	NUM
cana-4554	23	8	million	million	NUM
cana-4554	23	9	new	new	ADJ
cana-4554	23	10	malware	malware	NOUN
cana-4554	23	11	occurrences	occurrence	NOUN
cana-4554	23	12	are	be	AUX
cana-4554	23	13	discovered	discover	VERB
cana-4554	23	14	each	each	DET
cana-4554	23	15	month	month	NOUN
cana-4554	23	16	.	.	PUNCT
cana-4554	24	1	[	[	X
cana-4554	24	2	1	1	NUM
cana-4554	24	3	]	]	PUNCT
cana-4554	24	4	communications	communication	NOUN
cana-4554	24	5	on	on	ADP
cana-4554	24	6	applied	apply	VERB
cana-4554	24	7	nonlinear	nonlinear	ADJ
cana-4554	24	8	analysis	analysis	NOUN
cana-4554	24	9	issn	issn	NOUN
cana-4554	24	10	:	:	PUNCT
cana-4554	24	11	1074	1074	NUM
cana-4554	24	12	-	-	PUNCT
cana-4554	24	13	133x	133x	NUM
cana-4554	24	14	vol	vol	NOUN
cana-4554	24	15	32	32	NUM
cana-4554	24	16	no	no	NOUN
cana-4554	24	17	.	.	PUNCT
cana-4554	25	1	9s	9s	NUM
cana-4554	25	2	(	(	PUNCT
cana-4554	25	3	2025	2025	NUM
cana-4554	25	4	)	)	PUNCT
cana-4554	25	5	2766	2766	NUM
cana-4554	25	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	26	1	according	accord	VERB
cana-4554	26	2	to	to	ADP
cana-4554	26	3	studies	study	NOUN
cana-4554	26	4	from	from	ADP
cana-4554	26	5	the	the	DET
cana-4554	26	6	av	av	NOUN
cana-4554	26	7	-	-	PUNCT
cana-4554	26	8	test	test	NOUN
cana-4554	26	9	organization	organization	NOUN
cana-4554	26	10	,	,	PUNCT
cana-4554	26	11	more	more	ADJ
cana-4554	26	12	than	than	ADP
cana-4554	26	13	450,000	450,000	NUM
cana-4554	26	14	newly	newly	ADV
cana-4554	26	15	discovered	discover	VERB
cana-4554	26	16	dangerous	dangerous	ADJ
cana-4554	26	17	applications	application	NOUN
cana-4554	26	18	(	(	PUNCT
cana-4554	26	19	malware	malware	NOUN
cana-4554	26	20	)	)	PUNCT
cana-4554	26	21	and	and	CCONJ
cana-4554	26	22	potentially	potentially	ADV
cana-4554	26	23	unwanted	unwanted	ADJ
cana-4554	26	24	apps	app	NOUN
cana-4554	26	25	(	(	PUNCT
cana-4554	26	26	pua	pua	NOUN
cana-4554	26	27	)	)	PUNCT
cana-4554	26	28	are	be	AUX
cana-4554	26	29	registered	register	VERB
cana-4554	26	30	every	every	DET
cana-4554	26	31	day	day	NOUN
cana-4554	26	32	.	.	PUNCT
cana-4554	27	1	[	[	X
cana-4554	27	2	2	2	X
cana-4554	27	3	]	]	PUNCT
cana-4554	27	4	over	over	ADP
cana-4554	27	5	time	time	NOUN
cana-4554	27	6	,	,	PUNCT
cana-4554	27	7	cyberattacks	cyberattack	NOUN
cana-4554	27	8	have	have	AUX
cana-4554	27	9	evolved	evolve	VERB
cana-4554	27	10	into	into	ADP
cana-4554	27	11	more	more	ADV
cana-4554	27	12	intricate	intricate	ADJ
cana-4554	27	13	and	and	CCONJ
cana-4554	27	14	targeted	targeted	ADJ
cana-4554	27	15	operations	operation	NOUN
cana-4554	27	16	.	.	PUNCT
cana-4554	28	1	the	the	DET
cana-4554	28	2	goals	goal	NOUN
cana-4554	28	3	of	of	ADP
cana-4554	28	4	these	these	DET
cana-4554	28	5	focused	focused	ADJ
cana-4554	28	6	attacks	attack	NOUN
cana-4554	28	7	are	be	AUX
cana-4554	28	8	to	to	PART
cana-4554	28	9	compromise	compromise	NOUN
cana-4554	28	10	networks	network	NOUN
cana-4554	28	11	,	,	PUNCT
cana-4554	28	12	steal	steal	VERB
cana-4554	28	13	confidential	confidential	ADJ
cana-4554	28	14	information	information	NOUN
cana-4554	28	15	,	,	PUNCT
cana-4554	28	16	interfere	interfere	VERB
cana-4554	28	17	with	with	ADP
cana-4554	28	18	normal	normal	ADJ
cana-4554	28	19	business	business	NOUN
cana-4554	28	20	operations	operation	NOUN
cana-4554	28	21	,	,	PUNCT
cana-4554	28	22	and	and	CCONJ
cana-4554	28	23	steal	steal	VERB
cana-4554	28	24	private	private	ADJ
cana-4554	28	25	financial	financial	ADJ
cana-4554	28	26	data	datum	NOUN
cana-4554	28	27	.	.	PUNCT
cana-4554	29	1	well	well	ADV
cana-4554	29	2	-	-	PUNCT
cana-4554	29	3	known	know	VERB
cana-4554	29	4	malware	malware	NOUN
cana-4554	29	5	detection	detection	NOUN
cana-4554	29	6	methods	method	NOUN
cana-4554	29	7	are	be	AUX
cana-4554	29	8	quite	quite	ADV
cana-4554	29	9	effective	effective	ADJ
cana-4554	29	10	at	at	ADP
cana-4554	29	11	recognizing	recognize	VERB
cana-4554	29	12	recognized	recognize	VERB
cana-4554	29	13	signatures	signature	NOUN
cana-4554	29	14	.	.	PUNCT
cana-4554	30	1	but	but	CCONJ
cana-4554	30	2	a	a	DET
cana-4554	30	3	new	new	ADJ
cana-4554	30	4	threat	threat	NOUN
cana-4554	30	5	has	have	AUX
cana-4554	30	6	surfaced	surface	VERB
cana-4554	30	7	in	in	ADP
cana-4554	30	8	the	the	DET
cana-4554	30	9	shape	shape	NOUN
cana-4554	30	10	of	of	ADP
cana-4554	30	11	polymorphic	polymorphic	ADJ
cana-4554	30	12	malware	malware	NOUN
cana-4554	30	13	,	,	PUNCT
cana-4554	30	14	which	which	PRON
cana-4554	30	15	uses	use	VERB
cana-4554	30	16	strategies	strategy	NOUN
cana-4554	30	17	to	to	PART
cana-4554	30	18	continuously	continuously	ADV
cana-4554	30	19	change	change	VERB
cana-4554	30	20	its	its	PRON
cana-4554	30	21	program	program	NOUN
cana-4554	30	22	characteristics	characteristic	NOUN
cana-4554	30	23	(	(	PUNCT
cana-4554	30	24	signatures	signature	NOUN
cana-4554	30	25	)	)	PUNCT
cana-4554	30	26	in	in	ADP
cana-4554	30	27	order	order	NOUN
cana-4554	30	28	to	to	PART
cana-4554	30	29	avoid	avoid	VERB
cana-4554	30	30	detection	detection	NOUN
cana-4554	30	31	.	.	PUNCT
cana-4554	31	1	first	first	ADV
cana-4554	31	2	appearing	appear	VERB
cana-4554	31	3	in	in	ADP
cana-4554	31	4	1990	1990	NUM
cana-4554	31	5	,	,	PUNCT
cana-4554	31	6	polymorphic	polymorphic	ADJ
cana-4554	31	7	malware	malware	NOUN
cana-4554	31	8	can	can	AUX
cana-4554	31	9	take	take	VERB
cana-4554	31	10	many	many	ADJ
cana-4554	31	11	different	different	ADJ
cana-4554	31	12	forms	form	NOUN
cana-4554	31	13	and	and	CCONJ
cana-4554	31	14	create	create	VERB
cana-4554	31	15	malicious	malicious	ADJ
cana-4554	31	16	code	code	NOUN
cana-4554	31	17	by	by	ADP
cana-4554	31	18	using	use	VERB
cana-4554	31	19	polymorphic	polymorphic	ADJ
cana-4554	31	20	engines	engine	NOUN
cana-4554	31	21	.	.	PUNCT
cana-4554	32	1	these	these	DET
cana-4554	32	2	malware	malware	NOUN
cana-4554	32	3	variants	variant	NOUN
cana-4554	32	4	are	be	AUX
cana-4554	32	5	significantly	significantly	ADV
cana-4554	32	6	more	more	ADV
cana-4554	32	7	evasive	evasive	ADJ
cana-4554	32	8	and	and	CCONJ
cana-4554	32	9	difficult	difficult	ADJ
cana-4554	32	10	for	for	SCONJ
cana-4554	32	11	antivirus	antivirus	NOUN
cana-4554	32	12	software	software	NOUN
cana-4554	32	13	to	to	PART
cana-4554	32	14	identify	identify	VERB
cana-4554	32	15	.	.	PUNCT
cana-4554	33	1	unlike	unlike	ADP
cana-4554	33	2	regular	regular	ADJ
cana-4554	33	3	harmful	harmful	ADJ
cana-4554	33	4	software	software	NOUN
cana-4554	33	5	that	that	PRON
cana-4554	33	6	antivirus	antivirus	NOUN
cana-4554	33	7	software	software	NOUN
cana-4554	33	8	can	can	AUX
cana-4554	33	9	detect	detect	VERB
cana-4554	33	10	,	,	PUNCT
cana-4554	33	11	polymorphic	polymorphic	ADJ
cana-4554	33	12	malware	malware	NOUN
cana-4554	33	13	has	have	VERB
cana-4554	33	14	a	a	DET
cana-4554	33	15	different	different	ADJ
cana-4554	33	16	effect	effect	NOUN
cana-4554	33	17	on	on	ADP
cana-4554	33	18	software	software	NOUN
cana-4554	33	19	programs	program	NOUN
cana-4554	33	20	.	.	PUNCT
cana-4554	34	1	the	the	DET
cana-4554	34	2	first	first	ADJ
cana-4554	34	3	to	to	PART
cana-4554	34	4	come	come	VERB
cana-4554	34	5	to	to	ADP
cana-4554	34	6	light	light	NOUN
cana-4554	34	7	was	be	AUX
cana-4554	34	8	capable	capable	ADJ
cana-4554	34	9	of	of	ADP
cana-4554	34	10	self	self	NOUN
cana-4554	34	11	-	-	PUNCT
cana-4554	34	12	alteration	alteration	NOUN
cana-4554	34	13	and	and	CCONJ
cana-4554	34	14	selfdecryption	selfdecryption	NOUN
cana-4554	34	15	,	,	PUNCT
cana-4554	34	16	but	but	CCONJ
cana-4554	34	17	it	it	PRON
cana-4554	34	18	also	also	ADV
cana-4554	34	19	created	create	VERB
cana-4554	34	20	some	some	DET
cana-4554	34	21	hazardous	hazardous	ADJ
cana-4554	34	22	dangers	danger	NOUN
cana-4554	34	23	that	that	PRON
cana-4554	34	24	were	be	AUX
cana-4554	34	25	not	not	PART
cana-4554	34	26	detectable	detectable	ADJ
cana-4554	34	27	with	with	ADP
cana-4554	34	28	signature	signature	NOUN
cana-4554	34	29	-	-	PUNCT
cana-4554	34	30	based	base	VERB
cana-4554	34	31	methods	method	NOUN
cana-4554	34	32	.	.	PUNCT
cana-4554	35	1	additionally	additionally	ADV
cana-4554	35	2	,	,	PUNCT
cana-4554	35	3	malware	malware	NOUN
cana-4554	35	4	authors	author	NOUN
cana-4554	35	5	use	use	VERB
cana-4554	35	6	a	a	DET
cana-4554	35	7	variety	variety	NOUN
cana-4554	35	8	of	of	ADP
cana-4554	35	9	strategies	strategy	NOUN
cana-4554	35	10	to	to	PART
cana-4554	35	11	make	make	VERB
cana-4554	35	12	an	an	DET
cana-4554	35	13	infinite	infinite	ADJ
cana-4554	35	14	number	number	NOUN
cana-4554	35	15	of	of	ADP
cana-4554	35	16	harmful	harmful	ADJ
cana-4554	35	17	attempts	attempt	NOUN
cana-4554	35	18	every	every	DET
cana-4554	35	19	day	day	NOUN
cana-4554	35	20	.	.	PUNCT
cana-4554	36	1	the	the	DET
cana-4554	36	2	application	application	NOUN
cana-4554	36	3	of	of	ADP
cana-4554	36	4	code	code	NOUN
cana-4554	36	5	insertion	insertion	NOUN
cana-4554	36	6	and	and	CCONJ
cana-4554	36	7	other	other	ADJ
cana-4554	36	8	strategies	strategy	NOUN
cana-4554	36	9	,	,	PUNCT
cana-4554	36	10	such	such	ADJ
cana-4554	36	11	as	as	ADP
cana-4554	36	12	obfuscation	obfuscation	NOUN
cana-4554	36	13	,	,	PUNCT
cana-4554	36	14	has	have	AUX
cana-4554	36	15	enabled	enable	VERB
cana-4554	36	16	these	these	DET
cana-4554	36	17	developments	development	NOUN
cana-4554	36	18	.	.	PUNCT
cana-4554	37	1	these	these	DET
cana-4554	37	2	writers	writer	NOUN
cana-4554	37	3	use	use	VERB
cana-4554	37	4	polymorphic	polymorphic	ADJ
cana-4554	37	5	toolkits	toolkit	NOUN
cana-4554	37	6	,	,	PUNCT
cana-4554	37	7	such	such	ADJ
cana-4554	37	8	as	as	ADP
cana-4554	37	9	mutating	mutate	VERB
cana-4554	37	10	engines	engine	NOUN
cana-4554	37	11	and	and	CCONJ
cana-4554	37	12	polymorphic	polymorphic	ADJ
cana-4554	37	13	packs	pack	NOUN
cana-4554	37	14	,	,	PUNCT
cana-4554	37	15	also	also	ADV
cana-4554	37	16	referred	refer	VERB
cana-4554	37	17	to	to	ADP
cana-4554	37	18	as	as	ADP
cana-4554	37	19	polymorphism	polymorphism	NOUN
cana-4554	37	20	engines	engine	NOUN
cana-4554	37	21	,	,	PUNCT
cana-4554	37	22	to	to	PART
cana-4554	37	23	transform	transform	VERB
cana-4554	37	24	non	non	ADJ
cana-4554	37	25	-	-	ADJ
cana-4554	37	26	obfuscation	obfuscation	ADJ
cana-4554	37	27	malware	malware	NOUN
cana-4554	37	28	into	into	ADP
cana-4554	37	29	polymorphic	polymorphic	ADJ
cana-4554	37	30	[	[	X
cana-4554	37	31	3	3	NUM
cana-4554	37	32	]	]	PUNCT
cana-4554	37	33	.	.	PUNCT
cana-4554	38	1	because	because	SCONJ
cana-4554	38	2	polymorphic	polymorphic	ADJ
cana-4554	38	3	malware	malware	NOUN
cana-4554	38	4	is	be	AUX
cana-4554	38	5	largely	largely	ADV
cana-4554	38	6	undetectable	undetectable	ADJ
cana-4554	38	7	,	,	PUNCT
cana-4554	38	8	traditional	traditional	ADJ
cana-4554	38	9	protections	protection	NOUN
cana-4554	38	10	that	that	PRON
cana-4554	38	11	rely	rely	VERB
cana-4554	38	12	on	on	ADP
cana-4554	38	13	signatures	signature	NOUN
cana-4554	38	14	are	be	AUX
cana-4554	38	15	helpless	helpless	ADJ
cana-4554	38	16	against	against	ADP
cana-4554	38	17	it	it	PRON
cana-4554	38	18	.	.	PUNCT
cana-4554	39	1	the	the	DET
cana-4554	39	2	current	current	ADJ
cana-4554	39	3	range	range	NOUN
cana-4554	39	4	of	of	ADP
cana-4554	39	5	detection	detection	NOUN
cana-4554	39	6	efficacy	efficacy	NOUN
cana-4554	39	7	for	for	ADP
cana-4554	39	8	polymorphic	polymorphic	ADJ
cana-4554	39	9	malware	malware	NOUN
cana-4554	39	10	is	be	AUX
cana-4554	39	11	68.75	68.75	NUM
cana-4554	39	12	%	%	NOUN
cana-4554	39	13	to	to	ADP
cana-4554	39	14	81.25	81.25	NUM
cana-4554	39	15	%	%	NOUN
cana-4554	39	16	,	,	PUNCT
cana-4554	39	17	highlighting	highlight	VERB
cana-4554	39	18	the	the	DET
cana-4554	39	19	urgent	urgent	ADJ
cana-4554	39	20	need	need	NOUN
cana-4554	39	21	for	for	ADP
cana-4554	39	22	novel	novel	ADJ
cana-4554	39	23	detection	detection	NOUN
cana-4554	39	24	techniques	technique	NOUN
cana-4554	39	25	.	.	PUNCT
cana-4554	40	1	expanding	expand	VERB
cana-4554	40	2	beyond	beyond	ADP
cana-4554	40	3	signaturebased	signaturebase	VERB
cana-4554	40	4	detection	detection	NOUN
cana-4554	40	5	is	be	AUX
cana-4554	40	6	the	the	DET
cana-4554	40	7	only	only	ADJ
cana-4554	40	8	way	way	NOUN
cana-4554	40	9	to	to	PART
cana-4554	40	10	enhance	enhance	VERB
cana-4554	40	11	the	the	DET
cana-4554	40	12	detection	detection	NOUN
cana-4554	40	13	of	of	ADP
cana-4554	40	14	polymorphic	polymorphic	ADJ
cana-4554	40	15	malware	malware	NOUN
cana-4554	40	16	.	.	PUNCT
cana-4554	41	1	in	in	ADP
cana-4554	41	2	order	order	NOUN
cana-4554	41	3	to	to	PART
cana-4554	41	4	accurately	accurately	ADV
cana-4554	41	5	identify	identify	VERB
cana-4554	41	6	polymorphic	polymorphic	ADJ
cana-4554	41	7	malware	malware	NOUN
cana-4554	41	8	through	through	ADP
cana-4554	41	9	advanced	advanced	ADJ
cana-4554	41	10	analysis	analysis	NOUN
cana-4554	41	11	,	,	PUNCT
cana-4554	41	12	it	it	PRON
cana-4554	41	13	is	be	AUX
cana-4554	41	14	necessary	necessary	ADJ
cana-4554	41	15	to	to	PART
cana-4554	41	16	extract	extract	VERB
cana-4554	41	17	key	key	ADJ
cana-4554	41	18	properties	property	NOUN
cana-4554	41	19	and	and	CCONJ
cana-4554	41	20	characteristics	characteristic	NOUN
cana-4554	41	21	.	.	PUNCT
cana-4554	42	1	the	the	DET
cana-4554	42	2	following	follow	VERB
cana-4554	42	3	are	be	AUX
cana-4554	42	4	the	the	DET
cana-4554	42	5	research	research	NOUN
cana-4554	42	6	's	's	PART
cana-4554	42	7	goal	goal	NOUN
cana-4554	42	8	:	:	PUNCT
cana-4554	42	9	1	1	X
cana-4554	42	10	.	.	X
cana-4554	42	11	to	to	PART
cana-4554	42	12	conduct	conduct	VERB
cana-4554	42	13	a	a	DET
cana-4554	42	14	thorough	thorough	ADJ
cana-4554	42	15	examination	examination	NOUN
cana-4554	42	16	of	of	ADP
cana-4554	42	17	polymorphic	polymorphic	ADJ
cana-4554	42	18	malware	malware	NOUN
cana-4554	42	19	analysis	analysis	NOUN
cana-4554	42	20	methods	method	NOUN
cana-4554	42	21	and	and	CCONJ
cana-4554	42	22	resources	resource	NOUN
cana-4554	42	23	2	2	NUM
cana-4554	42	24	.	.	PUNCT
cana-4554	42	25	to	to	PART
cana-4554	42	26	learn	learn	VERB
cana-4554	42	27	how	how	SCONJ
cana-4554	42	28	cyber	cyber	ADJ
cana-4554	42	29	security	security	NOUN
cana-4554	42	30	risks	risk	NOUN
cana-4554	42	31	operate	operate	VERB
cana-4554	42	32	.	.	PUNCT
cana-4554	43	1	3	3	X
cana-4554	43	2	.	.	X
cana-4554	43	3	to	to	PART
cana-4554	43	4	thoroughly	thoroughly	ADV
cana-4554	43	5	understand	understand	VERB
cana-4554	43	6	every	every	DET
cana-4554	43	7	pertinent	pertinent	ADJ
cana-4554	43	8	aspect	aspect	NOUN
cana-4554	43	9	of	of	ADP
cana-4554	43	10	polymorphic	polymorphic	ADJ
cana-4554	43	11	malicious	malicious	ADJ
cana-4554	43	12	software	software	NOUN
cana-4554	43	13	and	and	CCONJ
cana-4554	43	14	do	do	VERB
cana-4554	43	15	a	a	DET
cana-4554	43	16	thorough	thorough	ADJ
cana-4554	43	17	deconstruction	deconstruction	NOUN
cana-4554	43	18	of	of	ADP
cana-4554	43	19	it	it	PRON
cana-4554	43	20	.	.	PUNCT
cana-4554	44	1	4	4	X
cana-4554	44	2	.	.	PUNCT
cana-4554	44	3	to	to	PART
cana-4554	44	4	fully	fully	ADV
cana-4554	44	5	comprehend	comprehend	VERB
cana-4554	44	6	how	how	SCONJ
cana-4554	44	7	polymorphic	polymorphic	ADJ
cana-4554	44	8	malware	malware	NOUN
cana-4554	44	9	analysis	analysis	NOUN
cana-4554	44	10	works	work	NOUN
cana-4554	44	11	and	and	CCONJ
cana-4554	44	12	behaves	behave	NOUN
cana-4554	44	13	.	.	PUNCT
cana-4554	45	1	malware	malware	NOUN
cana-4554	45	2	researchers	researcher	NOUN
cana-4554	45	3	have	have	AUX
cana-4554	45	4	traditionally	traditionally	ADV
cana-4554	45	5	focused	focus	VERB
cana-4554	45	6	on	on	ADP
cana-4554	45	7	one	one	NUM
cana-4554	45	8	-	-	PUNCT
cana-4554	45	9	dimensional	dimensional	ADJ
cana-4554	45	10	elements	element	NOUN
cana-4554	45	11	like	like	ADP
cana-4554	45	12	source	source	NOUN
cana-4554	45	13	/	/	SYM
cana-4554	45	14	execution	execution	NOUN
cana-4554	45	15	code	code	NOUN
cana-4554	45	16	analysis	analysis	NOUN
cana-4554	45	17	(	(	PUNCT
cana-4554	45	18	static	static	ADJ
cana-4554	45	19	)	)	PUNCT
cana-4554	45	20	or	or	CCONJ
cana-4554	45	21	behavior	behavior	NOUN
cana-4554	45	22	(	(	PUNCT
cana-4554	45	23	dynamic	dynamic	ADJ
cana-4554	45	24	)	)	PUNCT
cana-4554	45	25	.	.	PUNCT
cana-4554	46	1	to	to	PART
cana-4554	46	2	support	support	VERB
cana-4554	46	3	existing	exist	VERB
cana-4554	46	4	classification	classification	NOUN
cana-4554	46	5	and	and	CCONJ
cana-4554	46	6	detection	detection	NOUN
cana-4554	46	7	techniques	technique	NOUN
cana-4554	46	8	,	,	PUNCT
cana-4554	46	9	more	more	ADJ
cana-4554	46	10	research	research	NOUN
cana-4554	46	11	is	be	AUX
cana-4554	46	12	necessary	necessary	ADJ
cana-4554	46	13	.	.	PUNCT
cana-4554	47	1	to	to	PART
cana-4554	47	2	authentically	authentically	ADV
cana-4554	47	3	depict	depict	VERB
cana-4554	47	4	the	the	DET
cana-4554	47	5	inner	inner	ADJ
cana-4554	47	6	workings	working	NOUN
cana-4554	47	7	of	of	ADP
cana-4554	47	8	the	the	DET
cana-4554	47	9	malware	malware	NOUN
cana-4554	47	10	,	,	PUNCT
cana-4554	47	11	this	this	DET
cana-4554	47	12	research	research	NOUN
cana-4554	47	13	should	should	AUX
cana-4554	47	14	place	place	VERB
cana-4554	47	15	a	a	DET
cana-4554	47	16	high	high	ADJ
cana-4554	47	17	priority	priority	NOUN
cana-4554	47	18	on	on	ADP
cana-4554	47	19	the	the	DET
cana-4554	47	20	thorough	thorough	ADJ
cana-4554	47	21	extraction	extraction	NOUN
cana-4554	47	22	of	of	ADP
cana-4554	47	23	all	all	DET
cana-4554	47	24	relevant	relevant	ADJ
cana-4554	47	25	features	feature	NOUN
cana-4554	47	26	and	and	CCONJ
cana-4554	47	27	their	their	PRON
cana-4554	47	28	careful	careful	ADJ
cana-4554	47	29	dissection	dissection	NOUN
cana-4554	47	30	.	.	PUNCT
cana-4554	48	1	[	[	X
cana-4554	48	2	3	3	X
cana-4554	48	3	]	]	X
cana-4554	48	4	the	the	DET
cana-4554	48	5	rest	rest	NOUN
cana-4554	48	6	of	of	ADP
cana-4554	48	7	the	the	DET
cana-4554	48	8	paper	paper	NOUN
cana-4554	48	9	is	be	AUX
cana-4554	48	10	organized	organize	VERB
cana-4554	48	11	as	as	SCONJ
cana-4554	48	12	follows	follow	VERB
cana-4554	48	13	:	:	PUNCT
cana-4554	48	14	section	section	PROPN
cana-4554	48	15	ii	ii	PROPN
cana-4554	48	16	provides	provide	VERB
cana-4554	48	17	examples	example	NOUN
cana-4554	48	18	of	of	ADP
cana-4554	48	19	the	the	DET
cana-4554	48	20	related	related	ADJ
cana-4554	48	21	area	area	NOUN
cana-4554	48	22	of	of	ADP
cana-4554	48	23	polymorphic	polymorphic	ADJ
cana-4554	48	24	malware	malware	NOUN
cana-4554	48	25	analysis	analysis	NOUN
cana-4554	48	26	.	.	PUNCT
cana-4554	49	1	a	a	DET
cana-4554	49	2	discussion	discussion	NOUN
cana-4554	49	3	and	and	CCONJ
cana-4554	49	4	highlights	highlight	NOUN
cana-4554	49	5	of	of	ADP
cana-4554	49	6	the	the	DET
cana-4554	49	7	study	study	NOUN
cana-4554	49	8	are	be	AUX
cana-4554	49	9	included	include	VERB
cana-4554	49	10	in	in	ADP
cana-4554	49	11	section	section	NOUN
cana-4554	49	12	iii	iii	PROPN
cana-4554	49	13	,	,	PUNCT
cana-4554	49	14	and	and	CCONJ
cana-4554	49	15	the	the	DET
cana-4554	49	16	report	report	NOUN
cana-4554	49	17	is	be	AUX
cana-4554	49	18	concluded	conclude	VERB
cana-4554	49	19	in	in	ADP
cana-4554	49	20	section	section	NOUN
cana-4554	49	21	iv	iv	NUM
cana-4554	49	22	.	.	PUNCT
cana-4554	50	1	communications	communication	NOUN
cana-4554	50	2	on	on	ADP
cana-4554	50	3	applied	apply	VERB
cana-4554	50	4	nonlinear	nonlinear	ADJ
cana-4554	50	5	analysis	analysis	NOUN
cana-4554	50	6	issn	issn	NOUN
cana-4554	50	7	:	:	PUNCT
cana-4554	50	8	1074	1074	NUM
cana-4554	50	9	-	-	PUNCT
cana-4554	50	10	133x	133x	NUM
cana-4554	50	11	vol	vol	NOUN
cana-4554	50	12	32	32	NUM
cana-4554	50	13	no	no	NOUN
cana-4554	50	14	.	.	PUNCT
cana-4554	51	1	9s	9s	NUM
cana-4554	51	2	(	(	PUNCT
cana-4554	51	3	2025	2025	NUM
cana-4554	51	4	)	)	PUNCT
cana-4554	51	5	2767	2767	NUM
cana-4554	51	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	51	7	2	2	X
cana-4554	51	8	.	.	X
cana-4554	51	9	literature	literature	NOUN
cana-4554	51	10	review	review	NOUN
cana-4554	51	11	compared	compare	VERB
cana-4554	51	12	to	to	ADP
cana-4554	51	13	regular	regular	ADJ
cana-4554	51	14	malicious	malicious	ADJ
cana-4554	51	15	software	software	NOUN
cana-4554	51	16	,	,	PUNCT
cana-4554	51	17	which	which	PRON
cana-4554	51	18	antivirus	antivirus	NOUN
cana-4554	51	19	programs	program	NOUN
cana-4554	51	20	can	can	AUX
cana-4554	51	21	identify	identify	VERB
cana-4554	51	22	,	,	PUNCT
cana-4554	51	23	polymorphic	polymorphic	ADJ
cana-4554	51	24	malware	malware	NOUN
cana-4554	51	25	has	have	VERB
cana-4554	51	26	a	a	DET
cana-4554	51	27	more	more	ADV
cana-4554	51	28	negative	negative	ADJ
cana-4554	51	29	effect	effect	NOUN
cana-4554	51	30	on	on	ADP
cana-4554	51	31	software	software	NOUN
cana-4554	51	32	applications	application	NOUN
cana-4554	51	33	.	.	PUNCT
cana-4554	52	1	by	by	ADP
cana-4554	52	2	decrypting	decrypt	VERB
cana-4554	52	3	itself	itself	PRON
cana-4554	52	4	,	,	PUNCT
cana-4554	52	5	the	the	DET
cana-4554	52	6	first	first	ADJ
cana-4554	52	7	version	version	NOUN
cana-4554	52	8	of	of	ADP
cana-4554	52	9	polymorphic	polymorphic	ADJ
cana-4554	52	10	malware	malware	NOUN
cana-4554	52	11	demonstrated	demonstrate	VERB
cana-4554	52	12	its	its	PRON
cana-4554	52	13	versatility	versatility	NOUN
cana-4554	52	14	and	and	CCONJ
cana-4554	52	15	introduced	introduce	VERB
cana-4554	52	16	a	a	DET
cana-4554	52	17	few	few	ADJ
cana-4554	52	18	dangerous	dangerous	ADJ
cana-4554	52	19	risks	risk	NOUN
cana-4554	52	20	that	that	PRON
cana-4554	52	21	were	be	AUX
cana-4554	52	22	unable	unable	ADJ
cana-4554	52	23	to	to	PART
cana-4554	52	24	detect	detect	VERB
cana-4554	52	25	by	by	ADP
cana-4554	52	26	signature	signature	NOUN
cana-4554	52	27	-	-	PUNCT
cana-4554	52	28	based	base	VERB
cana-4554	52	29	security	security	NOUN
cana-4554	52	30	techniques	technique	NOUN
cana-4554	52	31	.	.	PUNCT
cana-4554	53	1	using	use	VERB
cana-4554	53	2	methods	method	NOUN
cana-4554	53	3	like	like	ADP
cana-4554	53	4	encryption	encryption	NOUN
cana-4554	53	5	,	,	PUNCT
cana-4554	53	6	data	datum	NOUN
cana-4554	53	7	appending	append	VERB
cana-4554	53	8	or	or	CCONJ
cana-4554	53	9	pre	pre	ADJ
cana-4554	53	10	-	-	ADJ
cana-4554	53	11	pending	pending	ADJ
cana-4554	53	12	,	,	PUNCT
cana-4554	53	13	and	and	CCONJ
cana-4554	53	14	altering	alter	VERB
cana-4554	53	15	decryption	decryption	NOUN
cana-4554	53	16	procedures	procedure	NOUN
cana-4554	53	17	with	with	ADP
cana-4554	53	18	every	every	DET
cana-4554	53	19	infection	infection	NOUN
cana-4554	53	20	,	,	PUNCT
cana-4554	53	21	polymorphic	polymorphic	ADJ
cana-4554	53	22	malware	malware	NOUN
cana-4554	53	23	alters	alter	VERB
cana-4554	53	24	its	its	PRON
cana-4554	53	25	fundamental	fundamental	ADJ
cana-4554	53	26	structure	structure	NOUN
cana-4554	53	27	as	as	ADV
cana-4554	53	28	long	long	ADV
cana-4554	53	29	as	as	SCONJ
cana-4554	53	30	the	the	DET
cana-4554	53	31	encryption	encryption	NOUN
cana-4554	53	32	key	key	NOUN
cana-4554	53	33	does	do	VERB
cana-4554	53	34	.	.	PUNCT
cana-4554	54	1	as	as	ADP
cana-4554	54	2	a	a	DET
cana-4554	54	3	result	result	NOUN
cana-4554	54	4	,	,	PUNCT
cana-4554	54	5	once	once	SCONJ
cana-4554	54	6	polymorphic	polymorphic	ADJ
cana-4554	54	7	malware	malware	NOUN
cana-4554	54	8	enters	enter	VERB
cana-4554	54	9	computer	computer	NOUN
cana-4554	54	10	systems	system	NOUN
cana-4554	54	11	,	,	PUNCT
cana-4554	54	12	new	new	ADJ
cana-4554	54	13	code	code	NOUN
cana-4554	54	14	is	be	AUX
cana-4554	54	15	created	create	VERB
cana-4554	54	16	,	,	PUNCT
cana-4554	54	17	making	make	VERB
cana-4554	54	18	it	it	PRON
cana-4554	54	19	very	very	ADV
cana-4554	54	20	difficult	difficult	ADJ
cana-4554	54	21	for	for	SCONJ
cana-4554	54	22	antivirus	antivirus	NOUN
cana-4554	54	23	signatures	signature	NOUN
cana-4554	54	24	to	to	PART
cana-4554	54	25	stop	stop	VERB
cana-4554	54	26	these	these	DET
cana-4554	54	27	infestations	infestation	NOUN
cana-4554	54	28	.	.	PUNCT
cana-4554	55	1	additionally	additionally	ADV
cana-4554	55	2	,	,	PUNCT
cana-4554	55	3	malware	malware	NOUN
cana-4554	55	4	authors	author	NOUN
cana-4554	55	5	create	create	VERB
cana-4554	55	6	a	a	DET
cana-4554	55	7	plethora	plethora	NOUN
cana-4554	55	8	of	of	ADP
cana-4554	55	9	dangerous	dangerous	ADJ
cana-4554	55	10	efforts	effort	NOUN
cana-4554	55	11	every	every	DET
cana-4554	55	12	day	day	NOUN
cana-4554	55	13	,	,	PUNCT
cana-4554	55	14	using	use	VERB
cana-4554	55	15	a	a	DET
cana-4554	55	16	variety	variety	NOUN
cana-4554	55	17	of	of	ADP
cana-4554	55	18	techniques	technique	NOUN
cana-4554	55	19	such	such	ADJ
cana-4554	55	20	as	as	ADP
cana-4554	55	21	code	code	NOUN
cana-4554	55	22	insertion	insertion	NOUN
cana-4554	55	23	and	and	CCONJ
cana-4554	55	24	obfuscation	obfuscation	NOUN
cana-4554	55	25	code	code	NOUN
cana-4554	55	26	to	to	PART
cana-4554	55	27	accomplish	accomplish	VERB
cana-4554	55	28	their	their	PRON
cana-4554	55	29	goals	goal	NOUN
cana-4554	55	30	.	.	PUNCT
cana-4554	56	1	the	the	DET
cana-4554	56	2	creators	creator	NOUN
cana-4554	56	3	of	of	ADP
cana-4554	56	4	these	these	DET
cana-4554	56	5	harmful	harmful	ADJ
cana-4554	56	6	programs	program	NOUN
cana-4554	56	7	use	use	VERB
cana-4554	56	8	toolkits	toolkit	NOUN
cana-4554	56	9	with	with	ADP
cana-4554	56	10	mutating	mutate	VERB
cana-4554	56	11	engines	engine	NOUN
cana-4554	56	12	and	and	CCONJ
cana-4554	56	13	polymorphic	polymorphic	ADJ
cana-4554	56	14	packers	packer	NOUN
cana-4554	56	15	,	,	PUNCT
cana-4554	56	16	commonly	commonly	ADV
cana-4554	56	17	referred	refer	VERB
cana-4554	56	18	to	to	ADP
cana-4554	56	19	as	as	ADP
cana-4554	56	20	polymorphism	polymorphism	NOUN
cana-4554	56	21	engines	engine	NOUN
cana-4554	56	22	,	,	PUNCT
cana-4554	56	23	to	to	PART
cana-4554	56	24	change	change	VERB
cana-4554	56	25	non	non	ADJ
cana-4554	56	26	-	-	ADJ
cana-4554	56	27	obfuscated	obfuscated	ADJ
cana-4554	56	28	malware	malware	NOUN
cana-4554	56	29	into	into	ADP
cana-4554	56	30	polymorphic	polymorphic	ADJ
cana-4554	56	31	variations	variation	NOUN
cana-4554	56	32	.	.	PUNCT
cana-4554	57	1	the	the	DET
cana-4554	57	2	malware	malware	NOUN
cana-4554	57	3	created	create	VERB
cana-4554	57	4	using	use	VERB
cana-4554	57	5	this	this	DET
cana-4554	57	6	technique	technique	NOUN
cana-4554	57	7	usually	usually	ADV
cana-4554	57	8	enters	enter	VERB
cana-4554	57	9	the	the	DET
cana-4554	57	10	victim	victim	NOUN
cana-4554	57	11	's	's	PART
cana-4554	57	12	computer	computer	NOUN
cana-4554	57	13	undetected	undetecte	VERB
cana-4554	57	14	,	,	PUNCT
cana-4554	57	15	giving	give	VERB
cana-4554	57	16	it	it	PRON
cana-4554	57	17	the	the	DET
cana-4554	57	18	opportunity	opportunity	NOUN
cana-4554	57	19	to	to	PART
cana-4554	57	20	accomplish	accomplish	VERB
cana-4554	57	21	its	its	PRON
cana-4554	57	22	goals	goal	NOUN
cana-4554	57	23	before	before	ADP
cana-4554	57	24	being	be	AUX
cana-4554	57	25	discovered	discover	VERB
cana-4554	57	26	.	.	PUNCT
cana-4554	58	1	there	there	PRON
cana-4554	58	2	are	be	VERB
cana-4554	58	3	two	two	NUM
cana-4554	58	4	widely	widely	ADV
cana-4554	58	5	used	use	VERB
cana-4554	58	6	methods	method	NOUN
cana-4554	58	7	for	for	ADP
cana-4554	58	8	analyzing	analyze	VERB
cana-4554	58	9	harmful	harmful	ADJ
cana-4554	58	10	code	code	NOUN
cana-4554	58	11	:	:	PUNCT
cana-4554	58	12	the	the	DET
cana-4554	58	13	static	static	ADJ
cana-4554	58	14	method	method	NOUN
cana-4554	58	15	and	and	CCONJ
cana-4554	58	16	the	the	DET
cana-4554	58	17	dynamic	dynamic	ADJ
cana-4554	58	18	method	method	NOUN
cana-4554	58	19	.	.	PUNCT
cana-4554	59	1	first	first	ADV
cana-4554	59	2	,	,	PUNCT
cana-4554	59	3	confirm	confirm	VERB
cana-4554	59	4	that	that	SCONJ
cana-4554	59	5	you	you	PRON
cana-4554	59	6	have	have	VERB
cana-4554	59	7	the	the	DET
cana-4554	59	8	correct	correct	ADJ
cana-4554	59	9	template	template	NOUN
cana-4554	59	10	for	for	ADP
cana-4554	59	11	your	your	PRON
cana-4554	59	12	paper	paper	NOUN
cana-4554	59	13	size	size	NOUN
cana-4554	59	14	.	.	PUNCT
cana-4554	60	1	this	this	DET
cana-4554	60	2	template	template	NOUN
cana-4554	60	3	has	have	AUX
cana-4554	60	4	been	be	AUX
cana-4554	60	5	tailored	tailor	VERB
cana-4554	60	6	for	for	ADP
cana-4554	60	7	output	output	NOUN
cana-4554	60	8	on	on	ADP
cana-4554	60	9	the	the	DET
cana-4554	60	10	a4	a4	NOUN
cana-4554	60	11	paper	paper	NOUN
cana-4554	60	12	size	size	NOUN
cana-4554	60	13	.	.	PUNCT
cana-4554	61	1	if	if	SCONJ
cana-4554	61	2	you	you	PRON
cana-4554	61	3	are	be	AUX
cana-4554	61	4	using	use	VERB
cana-4554	61	5	us	we	PRON
cana-4554	61	6	letter	letter	NOUN
cana-4554	61	7	-	-	PUNCT
cana-4554	61	8	sized	sized	ADJ
cana-4554	61	9	paper	paper	NOUN
cana-4554	61	10	,	,	PUNCT
cana-4554	61	11	please	please	INTJ
cana-4554	61	12	close	close	VERB
cana-4554	61	13	this	this	DET
cana-4554	61	14	file	file	NOUN
cana-4554	61	15	and	and	CCONJ
cana-4554	61	16	download	download	VERB
cana-4554	61	17	the	the	DET
cana-4554	61	18	microsoft	microsoft	PROPN
cana-4554	61	19	word	word	NOUN
cana-4554	61	20	,	,	PUNCT
cana-4554	61	21	letter	letter	NOUN
cana-4554	61	22	file	file	NOUN
cana-4554	61	23	.	.	PUNCT
cana-4554	62	1	a.	a.	PROPN
cana-4554	62	2	static	static	PROPN
cana-4554	62	3	malware	malware	PROPN
cana-4554	62	4	analysis	analysis	NOUN
cana-4554	62	5	static	static	ADJ
cana-4554	62	6	malware	malware	NOUN
cana-4554	62	7	analysis	analysis	NOUN
cana-4554	62	8	is	be	AUX
cana-4554	62	9	the	the	DET
cana-4554	62	10	process	process	NOUN
cana-4554	62	11	by	by	ADP
cana-4554	62	12	which	which	PRON
cana-4554	62	13	security	security	NOUN
cana-4554	62	14	experts	expert	NOUN
cana-4554	62	15	look	look	VERB
cana-4554	62	16	at	at	ADP
cana-4554	62	17	a	a	DET
cana-4554	62	18	malicious	malicious	ADJ
cana-4554	62	19	program	program	NOUN
cana-4554	62	20	without	without	ADP
cana-4554	62	21	executing	execute	VERB
cana-4554	62	22	its	its	PRON
cana-4554	62	23	code	code	NOUN
cana-4554	62	24	.	.	PUNCT
cana-4554	63	1	the	the	DET
cana-4554	63	2	objective	objective	NOUN
cana-4554	63	3	is	be	AUX
cana-4554	63	4	to	to	PART
cana-4554	63	5	identify	identify	VERB
cana-4554	63	6	malware	malware	NOUN
cana-4554	63	7	families	family	NOUN
cana-4554	63	8	,	,	PUNCT
cana-4554	63	9	their	their	PRON
cana-4554	63	10	modes	mode	NOUN
cana-4554	63	11	of	of	ADP
cana-4554	63	12	operation	operation	NOUN
cana-4554	63	13	,	,	PUNCT
cana-4554	63	14	and	and	CCONJ
cana-4554	63	15	their	their	PRON
cana-4554	63	16	capabilities	capability	NOUN
cana-4554	63	17	.	.	PUNCT
cana-4554	64	1	since	since	SCONJ
cana-4554	64	2	there	there	PRON
cana-4554	64	3	is	be	VERB
cana-4554	64	4	no	no	DET
cana-4554	64	5	code	code	NOUN
cana-4554	64	6	execution	execution	NOUN
cana-4554	64	7	,	,	PUNCT
cana-4554	64	8	a	a	DET
cana-4554	64	9	live	live	ADJ
cana-4554	64	10	environment	environment	NOUN
cana-4554	64	11	is	be	AUX
cana-4554	64	12	not	not	PART
cana-4554	64	13	necessary	necessary	ADJ
cana-4554	64	14	for	for	ADP
cana-4554	64	15	static	static	ADJ
cana-4554	64	16	malware	malware	NOUN
cana-4554	64	17	analysis	analysis	NOUN
cana-4554	64	18	.	.	PUNCT
cana-4554	65	1	however	however	ADV
cana-4554	65	2	,	,	PUNCT
cana-4554	65	3	this	this	PRON
cana-4554	65	4	could	could	AUX
cana-4554	65	5	lead	lead	VERB
cana-4554	65	6	scientists	scientist	NOUN
cana-4554	65	7	to	to	PART
cana-4554	65	8	miss	miss	VERB
cana-4554	65	9	crucial	crucial	ADJ
cana-4554	65	10	information	information	NOUN
cana-4554	65	11	about	about	ADP
cana-4554	65	12	the	the	DET
cana-4554	65	13	infection	infection	NOUN
cana-4554	65	14	that	that	PRON
cana-4554	65	15	is	be	AUX
cana-4554	65	16	only	only	ADV
cana-4554	65	17	apparent	apparent	ADJ
cana-4554	65	18	when	when	SCONJ
cana-4554	65	19	they	they	PRON
cana-4554	65	20	watch	watch	VERB
cana-4554	65	21	it	it	PRON
cana-4554	65	22	in	in	ADP
cana-4554	65	23	action	action	NOUN
cana-4554	65	24	.	.	PUNCT
cana-4554	66	1	the	the	DET
cana-4554	66	2	following	follow	VERB
cana-4554	66	3	are	be	AUX
cana-4554	66	4	some	some	DET
cana-4554	66	5	particular	particular	ADJ
cana-4554	66	6	advantages	advantage	NOUN
cana-4554	66	7	of	of	ADP
cana-4554	66	8	static	static	ADJ
cana-4554	66	9	analysis	analysis	NOUN
cana-4554	66	10	:	:	PUNCT
cana-4554	66	11	it	it	PRON
cana-4554	66	12	's	be	AUX
cana-4554	66	13	incredibly	incredibly	ADV
cana-4554	66	14	simple	simple	ADJ
cana-4554	66	15	and	and	CCONJ
cana-4554	66	16	quick	quick	ADJ
cana-4554	66	17	.	.	PUNCT
cana-4554	67	1	analysis	analysis	NOUN
cana-4554	67	2	is	be	AUX
cana-4554	67	3	predicated	predicate	VERB
cana-4554	67	4	on	on	ADP
cana-4554	67	5	the	the	DET
cana-4554	67	6	malicious	malicious	ADJ
cana-4554	67	7	software	software	NOUN
cana-4554	67	8	's	's	PART
cana-4554	67	9	signature	signature	NOUN
cana-4554	67	10	.	.	PUNCT
cana-4554	68	1	b.	b.	PROPN
cana-4554	68	2	dynamic	dynamic	ADJ
cana-4554	68	3	malware	malware	PROPN
cana-4554	68	4	analysis	analysis	NOUN
cana-4554	68	5	dynamic	dynamic	ADJ
cana-4554	68	6	malware	malware	NOUN
cana-4554	68	7	analysis	analysis	NOUN
cana-4554	68	8	involves	involve	VERB
cana-4554	68	9	running	run	VERB
cana-4554	68	10	the	the	DET
cana-4554	68	11	malware	malware	NOUN
cana-4554	68	12	's	's	PART
cana-4554	68	13	code	code	NOUN
cana-4554	68	14	in	in	ADP
cana-4554	68	15	a	a	DET
cana-4554	68	16	controlled	control	VERB
cana-4554	68	17	environment	environment	NOUN
cana-4554	68	18	and	and	CCONJ
cana-4554	68	19	seeing	see	VERB
cana-4554	68	20	how	how	SCONJ
cana-4554	68	21	it	it	PRON
cana-4554	68	22	interacts	interact	VERB
cana-4554	68	23	with	with	ADP
cana-4554	68	24	the	the	DET
cana-4554	68	25	system	system	NOUN
cana-4554	68	26	.	.	PUNCT
cana-4554	69	1	analysts	analyst	NOUN
cana-4554	69	2	can	can	AUX
cana-4554	69	3	identify	identify	VERB
cana-4554	69	4	the	the	DET
cana-4554	69	5	true	true	ADJ
cana-4554	69	6	objectives	objective	NOUN
cana-4554	69	7	of	of	ADP
cana-4554	69	8	the	the	DET
cana-4554	69	9	virus	virus	NOUN
cana-4554	69	10	and	and	CCONJ
cana-4554	69	11	how	how	SCONJ
cana-4554	69	12	to	to	PART
cana-4554	69	13	prevent	prevent	VERB
cana-4554	69	14	its	its	PRON
cana-4554	69	15	detection	detection	NOUN
cana-4554	69	16	through	through	ADP
cana-4554	69	17	this	this	DET
cana-4554	69	18	type	type	NOUN
cana-4554	69	19	of	of	ADP
cana-4554	69	20	research	research	NOUN
cana-4554	69	21	.	.	PUNCT
cana-4554	70	1	although	although	SCONJ
cana-4554	70	2	it	it	PRON
cana-4554	70	3	may	may	AUX
cana-4554	70	4	take	take	VERB
cana-4554	70	5	longer	long	ADV
cana-4554	70	6	,	,	PUNCT
cana-4554	70	7	this	this	DET
cana-4554	70	8	approach	approach	NOUN
cana-4554	70	9	yields	yield	VERB
cana-4554	70	10	a	a	DET
cana-4554	70	11	more	more	ADV
cana-4554	70	12	accurate	accurate	ADJ
cana-4554	70	13	and	and	CCONJ
cana-4554	70	14	comprehensive	comprehensive	ADJ
cana-4554	70	15	report	report	NOUN
cana-4554	70	16	.	.	PUNCT
cana-4554	71	1	furthermore	furthermore	ADV
cana-4554	71	2	,	,	PUNCT
cana-4554	71	3	specialized	specialized	ADJ
cana-4554	71	4	tools	tool	NOUN
cana-4554	71	5	are	be	AUX
cana-4554	71	6	required	require	VERB
cana-4554	71	7	,	,	PUNCT
cana-4554	71	8	and	and	CCONJ
cana-4554	71	9	malware	malware	NOUN
cana-4554	71	10	may	may	AUX
cana-4554	71	11	penetrate	penetrate	VERB
cana-4554	71	12	the	the	DET
cana-4554	71	13	analysis	analysis	NOUN
cana-4554	71	14	environment	environment	NOUN
cana-4554	71	15	.	.	PUNCT
cana-4554	72	1	compared	compare	VERB
cana-4554	72	2	to	to	ADP
cana-4554	72	3	static	static	ADJ
cana-4554	72	4	analysis	analysis	NOUN
cana-4554	72	5	,	,	PUNCT
cana-4554	72	6	dynamic	dynamic	ADJ
cana-4554	72	7	analysis	analysis	NOUN
cana-4554	72	8	yields	yield	VERB
cana-4554	72	9	more	more	ADV
cana-4554	72	10	accurate	accurate	ADJ
cana-4554	72	11	results	result	NOUN
cana-4554	72	12	.	.	PUNCT
cana-4554	73	1	in	in	ADP
cana-4554	73	2	order	order	NOUN
cana-4554	73	3	to	to	PART
cana-4554	73	4	combat	combat	VERB
cana-4554	73	5	sophisticated	sophisticated	ADJ
cana-4554	73	6	evasion	evasion	NOUN
cana-4554	73	7	strategies	strategy	NOUN
cana-4554	73	8	,	,	PUNCT
cana-4554	73	9	the	the	DET
cana-4554	73	10	study	study	NOUN
cana-4554	73	11	proposed	propose	VERB
cana-4554	73	12	by	by	ADP
cana-4554	73	13	su	su	PROPN
cana-4554	73	14	,	,	PUNCT
cana-4554	73	15	l.	l.	PROPN
cana-4554	73	16	,	,	PUNCT
cana-4554	73	17	cheng	cheng	PROPN
cana-4554	73	18	,	,	PUNCT
cana-4554	73	19	h.	h.	PROPN
cana-4554	73	20	,	,	PUNCT
cana-4554	73	21	li	li	PROPN
cana-4554	73	22	,	,	PUNCT
cana-4554	73	23	l.	l.	PROPN
cana-4554	73	24	,	,	PUNCT
cana-4554	73	25	zhang	zhang	PROPN
cana-4554	73	26	,	,	PUNCT
cana-4554	73	27	c.	c.	PROPN
cana-4554	73	28	,	,	PUNCT
cana-4554	73	29	wang	wang	PROPN
cana-4554	73	30	,	,	PUNCT
cana-4554	73	31	y.	y.	PROPN
cana-4554	73	32	,	,	PUNCT
cana-4554	73	33	&	&	CCONJ
cana-4554	73	34	zhao	zhao	PROPN
cana-4554	73	35	,	,	PUNCT
cana-4554	73	36	j.	j.	PROPN
cana-4554	73	37	(	(	PUNCT
cana-4554	73	38	2024	2024	NUM
cana-4554	73	39	)	)	PUNCT
cana-4554	73	40	,	,	PUNCT
cana-4554	73	41	introduces	introduce	VERB
cana-4554	73	42	a	a	DET
cana-4554	73	43	novel	novel	ADJ
cana-4554	73	44	method	method	NOUN
cana-4554	73	45	for	for	ADP
cana-4554	73	46	ransomware	ransomware	NOUN
cana-4554	73	47	detection	detection	NOUN
cana-4554	73	48	called	call	VERB
cana-4554	73	49	dynamic	dynamic	ADJ
cana-4554	73	50	obfuscation	obfuscation	NOUN
cana-4554	73	51	signature	signature	NOUN
cana-4554	73	52	analysis	analysis	NOUN
cana-4554	73	53	(	(	PUNCT
cana-4554	73	54	dosa	dosa	NOUN
cana-4554	73	55	)	)	PUNCT
cana-4554	73	56	,	,	PUNCT
cana-4554	73	57	which	which	PRON
cana-4554	73	58	blends	blend	VERB
cana-4554	73	59	machine	machine	NOUN
cana-4554	73	60	learning	learn	VERB
cana-4554	73	61	with	with	ADP
cana-4554	73	62	static	static	ADJ
cana-4554	73	63	and	and	CCONJ
cana-4554	73	64	dynamic	dynamic	ADJ
cana-4554	73	65	analysis	analysis	NOUN
cana-4554	73	66	.	.	PUNCT
cana-4554	74	1	when	when	SCONJ
cana-4554	74	2	it	it	PRON
cana-4554	74	3	comes	come	VERB
cana-4554	74	4	to	to	ADP
cana-4554	74	5	polymorphic	polymorphic	ADJ
cana-4554	74	6	ransomware	ransomware	NOUN
cana-4554	74	7	,	,	PUNCT
cana-4554	74	8	which	which	PRON
cana-4554	74	9	constantly	constantly	ADV
cana-4554	74	10	modifies	modify	VERB
cana-4554	74	11	its	its	PRON
cana-4554	74	12	code	code	NOUN
cana-4554	74	13	to	to	PART
cana-4554	74	14	evade	evade	VERB
cana-4554	74	15	detection	detection	NOUN
cana-4554	74	16	,	,	PUNCT
cana-4554	74	17	conventional	conventional	ADJ
cana-4554	74	18	techniques	technique	NOUN
cana-4554	74	19	like	like	ADP
cana-4554	74	20	signature	signature	NOUN
cana-4554	74	21	-	-	PUNCT
cana-4554	74	22	based	base	VERB
cana-4554	74	23	detection	detection	NOUN
cana-4554	74	24	frequently	frequently	ADV
cana-4554	74	25	fall	fall	VERB
cana-4554	74	26	short	short	ADJ
cana-4554	74	27	.	.	PUNCT
cana-4554	75	1	in	in	ADP
cana-4554	75	2	order	order	NOUN
cana-4554	75	3	to	to	PART
cana-4554	75	4	overcome	overcome	VERB
cana-4554	75	5	this	this	DET
cana-4554	75	6	constraint	constraint	NOUN
cana-4554	75	7	,	,	PUNCT
cana-4554	75	8	dosa	dosa	PROPN
cana-4554	75	9	updates	update	VERB
cana-4554	75	10	its	its	PRON
cana-4554	75	11	detection	detection	NOUN
cana-4554	75	12	system	system	NOUN
cana-4554	75	13	in	in	ADP
cana-4554	75	14	real	real	ADJ
cana-4554	75	15	time	time	NOUN
cana-4554	75	16	and	and	CCONJ
cana-4554	75	17	maps	map	VERB
cana-4554	75	18	obfuscation	obfuscation	NOUN
cana-4554	75	19	communications	communication	NOUN
cana-4554	75	20	on	on	ADP
cana-4554	75	21	applied	apply	VERB
cana-4554	75	22	nonlinear	nonlinear	ADJ
cana-4554	75	23	analysis	analysis	NOUN
cana-4554	75	24	issn	issn	NOUN
cana-4554	75	25	:	:	PUNCT
cana-4554	75	26	1074	1074	NUM
cana-4554	75	27	-	-	PUNCT
cana-4554	75	28	133x	133x	NUM
cana-4554	75	29	vol	vol	NOUN
cana-4554	75	30	32	32	NUM
cana-4554	76	1	no	no	NOUN
cana-4554	76	2	.	.	PUNCT
cana-4554	77	1	9s	9s	NUM
cana-4554	77	2	(	(	PUNCT
cana-4554	77	3	2025	2025	NUM
cana-4554	77	4	)	)	PUNCT
cana-4554	77	5	2768	2768	NUM
cana-4554	78	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	78	2	patterns	pattern	NOUN
cana-4554	78	3	dynamically	dynamically	ADV
cana-4554	78	4	.	.	PUNCT
cana-4554	79	1	the	the	DET
cana-4554	79	2	findings	finding	NOUN
cana-4554	79	3	demonstrate	demonstrate	VERB
cana-4554	79	4	that	that	SCONJ
cana-4554	79	5	dosa	dosa	PROPN
cana-4554	79	6	maintains	maintain	VERB
cana-4554	79	7	a	a	DET
cana-4554	79	8	low	low	ADJ
cana-4554	79	9	false	false	ADJ
cana-4554	79	10	positive	positive	ADJ
cana-4554	79	11	rate	rate	NOUN
cana-4554	79	12	(	(	PUNCT
cana-4554	79	13	1.8	1.8	NUM
cana-4554	79	14	%	%	NOUN
cana-4554	79	15	)	)	PUNCT
cana-4554	79	16	,	,	PUNCT
cana-4554	79	17	achieves	achieve	VERB
cana-4554	79	18	excellent	excellent	ADJ
cana-4554	79	19	accuracy	accuracy	NOUN
cana-4554	79	20	(	(	PUNCT
cana-4554	79	21	92.3	92.3	NUM
cana-4554	79	22	%	%	NOUN
cana-4554	79	23	to	to	ADP
cana-4554	79	24	97.8	97.8	NUM
cana-4554	79	25	%	%	NOUN
cana-4554	79	26	)	)	PUNCT
cana-4554	79	27	,	,	PUNCT
cana-4554	79	28	and	and	CCONJ
cana-4554	79	29	swiftly	swiftly	ADV
cana-4554	79	30	adjusts	adjust	VERB
cana-4554	79	31	to	to	ADP
cana-4554	79	32	new	new	ADJ
cana-4554	79	33	ransomware	ransomware	NOUN
cana-4554	79	34	variations	variation	NOUN
cana-4554	79	35	.	.	PUNCT
cana-4554	80	1	its	its	PRON
cana-4554	80	2	multi	multi	ADJ
cana-4554	80	3	-	-	ADJ
cana-4554	80	4	layered	layered	ADJ
cana-4554	80	5	architecture	architecture	NOUN
cana-4554	80	6	guarantees	guarantee	VERB
cana-4554	80	7	thorough	thorough	ADJ
cana-4554	80	8	examination	examination	NOUN
cana-4554	80	9	of	of	ADP
cana-4554	80	10	ransomware	ransomware	NOUN
cana-4554	80	11	detection	detection	NOUN
cana-4554	80	12	that	that	PRON
cana-4554	80	13	is	be	AUX
cana-4554	80	14	file-	file-	ADJ
cana-4554	80	15	,	,	PUNCT
cana-4554	80	16	network-	network-	X
cana-4554	80	17	,	,	PUNCT
cana-4554	80	18	and	and	CCONJ
cana-4554	80	19	memory	memory	NOUN
cana-4554	80	20	-	-	PUNCT
cana-4554	80	21	based	base	VERB
cana-4554	80	22	.	.	PUNCT
cana-4554	81	1	even	even	ADV
cana-4554	81	2	though	though	SCONJ
cana-4554	81	3	dosa	dosa	NOUN
cana-4554	81	4	shows	show	VERB
cana-4554	81	5	notable	notable	ADJ
cana-4554	81	6	advancements	advancement	NOUN
cana-4554	81	7	over	over	ADP
cana-4554	81	8	traditional	traditional	ADJ
cana-4554	81	9	methods	method	NOUN
cana-4554	81	10	,	,	PUNCT
cana-4554	81	11	problems	problem	NOUN
cana-4554	81	12	still	still	ADV
cana-4554	81	13	exist	exist	VERB
cana-4554	81	14	in	in	ADP
cana-4554	81	15	identifying	identify	VERB
cana-4554	81	16	highly	highly	ADV
cana-4554	81	17	obfuscated	obfuscate	VERB
cana-4554	81	18	ransomware	ransomware	NOUN
cana-4554	81	19	and	and	CCONJ
cana-4554	81	20	maximizing	maximize	VERB
cana-4554	81	21	computational	computational	ADJ
cana-4554	81	22	effectiveness	effectiveness	NOUN
cana-4554	81	23	for	for	ADP
cana-4554	81	24	real	real	ADJ
cana-4554	81	25	-	-	PUNCT
cana-4554	81	26	time	time	NOUN
cana-4554	81	27	applications	application	NOUN
cana-4554	81	28	.	.	PUNCT
cana-4554	82	1	the	the	DET
cana-4554	82	2	study	study	NOUN
cana-4554	82	3	highlights	highlight	VERB
cana-4554	82	4	the	the	DET
cana-4554	82	5	importance	importance	NOUN
cana-4554	82	6	of	of	ADP
cana-4554	82	7	adaptive	adaptive	ADJ
cana-4554	82	8	and	and	CCONJ
cana-4554	82	9	evolving	evolve	VERB
cana-4554	82	10	security	security	NOUN
cana-4554	82	11	solutions	solution	NOUN
cana-4554	82	12	in	in	ADP
cana-4554	82	13	combating	combat	VERB
cana-4554	82	14	modern	modern	ADJ
cana-4554	82	15	ransomware	ransomware	NOUN
cana-4554	82	16	threats	threat	NOUN
cana-4554	82	17	,	,	PUNCT
cana-4554	82	18	making	make	VERB
cana-4554	82	19	dosa	dosa	NOUN
cana-4554	82	20	a	a	DET
cana-4554	82	21	valuable	valuable	ADJ
cana-4554	82	22	advancement	advancement	NOUN
cana-4554	82	23	in	in	ADP
cana-4554	82	24	cybersecurity.[4	cybersecurity.[4	NOUN
cana-4554	82	25	]	]	PUNCT
cana-4554	82	26	in	in	ADP
cana-4554	82	27	their	their	PRON
cana-4554	82	28	publication	publication	NOUN
cana-4554	82	29	,	,	PUNCT
cana-4554	82	30	arlowe	arlowe	NOUN
cana-4554	82	31	,	,	PUNCT
cana-4554	82	32	m.	m.	NOUN
cana-4554	82	33	,	,	PUNCT
cana-4554	82	34	fitzpatrick	fitzpatrick	PROPN
cana-4554	82	35	,	,	PUNCT
cana-4554	82	36	d.	d.	PROPN
cana-4554	82	37	,	,	PUNCT
cana-4554	82	38	&	&	CCONJ
cana-4554	82	39	brannon	brannon	PROPN
cana-4554	82	40	,	,	PUNCT
cana-4554	82	41	c.	c.	PROPN
cana-4554	82	42	(	(	PUNCT
cana-4554	82	43	2024	2024	NUM
cana-4554	82	44	)	)	PUNCT
cana-4554	82	45	,	,	PUNCT
cana-4554	82	46	the	the	DET
cana-4554	82	47	study	study	NOUN
cana-4554	82	48	offers	offer	VERB
cana-4554	82	49	a	a	DET
cana-4554	82	50	sophisticated	sophisticated	ADJ
cana-4554	82	51	technique	technique	NOUN
cana-4554	82	52	for	for	ADP
cana-4554	82	53	identifying	identify	VERB
cana-4554	82	54	polymorphic	polymorphic	ADJ
cana-4554	82	55	ransomware	ransomware	NOUN
cana-4554	82	56	that	that	PRON
cana-4554	82	57	combines	combine	VERB
cana-4554	82	58	evolutionary	evolutionary	ADJ
cana-4554	82	59	algorithms	algorithm	NOUN
cana-4554	82	60	with	with	ADP
cana-4554	82	61	generative	generative	ADJ
cana-4554	82	62	adversarial	adversarial	ADJ
cana-4554	82	63	networks	network	NOUN
cana-4554	82	64	(	(	PUNCT
cana-4554	82	65	gans	gan	NOUN
cana-4554	82	66	)	)	PUNCT
cana-4554	82	67	.	.	PUNCT
cana-4554	83	1	the	the	DET
cana-4554	83	2	model	model	NOUN
cana-4554	83	3	's	's	PART
cana-4554	83	4	capacity	capacity	NOUN
cana-4554	83	5	to	to	PART
cana-4554	83	6	identify	identify	VERB
cana-4554	83	7	novel	novel	ADJ
cana-4554	83	8	and	and	CCONJ
cana-4554	83	9	highly	highly	ADV
cana-4554	83	10	obfuscated	obfuscated	ADJ
cana-4554	83	11	threats	threat	NOUN
cana-4554	83	12	is	be	AUX
cana-4554	83	13	enhanced	enhance	VERB
cana-4554	83	14	by	by	ADP
cana-4554	83	15	the	the	DET
cana-4554	83	16	constant	constant	ADJ
cana-4554	83	17	generation	generation	NOUN
cana-4554	83	18	and	and	CCONJ
cana-4554	83	19	improvement	improvement	NOUN
cana-4554	83	20	of	of	ADP
cana-4554	83	21	ransomware	ransomware	NOUN
cana-4554	83	22	samples	sample	NOUN
cana-4554	83	23	.	.	PUNCT
cana-4554	84	1	the	the	DET
cana-4554	84	2	study	study	NOUN
cana-4554	84	3	illustrates	illustrate	VERB
cana-4554	84	4	how	how	SCONJ
cana-4554	84	5	adversarial	adversarial	ADJ
cana-4554	84	6	training	training	NOUN
cana-4554	84	7	can	can	AUX
cana-4554	84	8	improve	improve	VERB
cana-4554	84	9	detection	detection	NOUN
cana-4554	84	10	accuracy	accuracy	NOUN
cana-4554	84	11	while	while	SCONJ
cana-4554	84	12	highlighting	highlight	VERB
cana-4554	84	13	the	the	DET
cana-4554	84	14	drawbacks	drawback	NOUN
cana-4554	84	15	of	of	ADP
cana-4554	84	16	conventional	conventional	ADJ
cana-4554	84	17	static	static	ADJ
cana-4554	84	18	and	and	CCONJ
cana-4554	84	19	heuristic	heuristic	NOUN
cana-4554	84	20	-	-	PUNCT
cana-4554	84	21	based	base	VERB
cana-4554	84	22	detection	detection	NOUN
cana-4554	84	23	techniques	technique	NOUN
cana-4554	84	24	.	.	PUNCT
cana-4554	85	1	with	with	ADP
cana-4554	85	2	low	low	ADJ
cana-4554	85	3	false	false	ADJ
cana-4554	85	4	positive	positive	ADJ
cana-4554	85	5	rates	rate	NOUN
cana-4554	85	6	(	(	PUNCT
cana-4554	85	7	less	less	ADJ
cana-4554	85	8	than	than	ADP
cana-4554	85	9	5	5	NUM
cana-4554	85	10	%	%	NOUN
cana-4554	85	11	)	)	PUNCT
cana-4554	85	12	and	and	CCONJ
cana-4554	85	13	excellent	excellent	ADJ
cana-4554	85	14	accuracy	accuracy	NOUN
cana-4554	85	15	(	(	PUNCT
cana-4554	85	16	96.2	96.2	NUM
cana-4554	85	17	%	%	NOUN
cana-4554	85	18	)	)	PUNCT
cana-4554	85	19	and	and	CCONJ
cana-4554	85	20	recall	recall	NOUN
cana-4554	85	21	(	(	PUNCT
cana-4554	85	22	94.7	94.7	NUM
cana-4554	85	23	%	%	NOUN
cana-4554	85	24	)	)	PUNCT
cana-4554	85	25	,	,	PUNCT
cana-4554	85	26	the	the	DET
cana-4554	85	27	results	result	NOUN
cana-4554	85	28	demonstrate	demonstrate	VERB
cana-4554	85	29	that	that	SCONJ
cana-4554	85	30	this	this	DET
cana-4554	85	31	strategy	strategy	NOUN
cana-4554	85	32	is	be	AUX
cana-4554	85	33	more	more	ADV
cana-4554	85	34	successful	successful	ADJ
cana-4554	85	35	than	than	ADP
cana-4554	85	36	current	current	ADJ
cana-4554	85	37	models	model	NOUN
cana-4554	85	38	.	.	PUNCT
cana-4554	86	1	the	the	DET
cana-4554	86	2	method	method	NOUN
cana-4554	86	3	's	's	PART
cana-4554	86	4	real	real	ADJ
cana-4554	86	5	-	-	PUNCT
cana-4554	86	6	time	time	NOUN
cana-4554	86	7	use	use	NOUN
cana-4554	86	8	may	may	AUX
cana-4554	86	9	be	be	AUX
cana-4554	86	10	limited	limit	VERB
cana-4554	86	11	by	by	ADP
cana-4554	86	12	its	its	PRON
cana-4554	86	13	high	high	ADJ
cana-4554	86	14	computing	computing	NOUN
cana-4554	86	15	requirements	requirement	NOUN
cana-4554	86	16	,	,	PUNCT
cana-4554	86	17	which	which	PRON
cana-4554	86	18	include	include	VERB
cana-4554	86	19	12.5	12.5	NUM
cana-4554	86	20	gb	gb	NOUN
cana-4554	86	21	of	of	ADP
cana-4554	86	22	gpu	gpu	NOUN
cana-4554	86	23	memory	memory	NOUN
cana-4554	86	24	and	and	CCONJ
cana-4554	86	25	72	72	NUM
cana-4554	86	26	hours	hour	NOUN
cana-4554	86	27	of	of	ADP
cana-4554	86	28	training	training	NOUN
cana-4554	86	29	.	.	PUNCT
cana-4554	87	1	there	there	PRON
cana-4554	87	2	is	be	VERB
cana-4554	87	3	a	a	DET
cana-4554	87	4	need	need	NOUN
cana-4554	87	5	for	for	ADP
cana-4554	87	6	more	more	ADJ
cana-4554	87	7	advancements	advancement	NOUN
cana-4554	87	8	because	because	SCONJ
cana-4554	87	9	certain	certain	ADJ
cana-4554	87	10	extremely	extremely	ADV
cana-4554	87	11	complex	complex	ADJ
cana-4554	87	12	ransomware	ransomware	NOUN
cana-4554	87	13	variants	variant	NOUN
cana-4554	87	14	,	,	PUNCT
cana-4554	87	15	like	like	ADP
cana-4554	87	16	ragnar	ragnar	PROPN
cana-4554	87	17	locker	locker	PROPN
cana-4554	87	18	,	,	PUNCT
cana-4554	87	19	continue	continue	VERB
cana-4554	87	20	to	to	PART
cana-4554	87	21	avoid	avoid	VERB
cana-4554	87	22	detection	detection	NOUN
cana-4554	87	23	.	.	PUNCT
cana-4554	88	1	while	while	SCONJ
cana-4554	88	2	the	the	DET
cana-4554	88	3	study	study	NOUN
cana-4554	88	4	provides	provide	VERB
cana-4554	88	5	valuable	valuable	ADJ
cana-4554	88	6	insights	insight	NOUN
cana-4554	88	7	,	,	PUNCT
cana-4554	88	8	it	it	PRON
cana-4554	88	9	lacks	lack	VERB
cana-4554	88	10	discussion	discussion	NOUN
cana-4554	88	11	on	on	ADP
cana-4554	88	12	real	real	ADJ
cana-4554	88	13	-	-	PUNCT
cana-4554	88	14	world	world	NOUN
cana-4554	88	15	deployment	deployment	NOUN
cana-4554	88	16	strategies	strategy	NOUN
cana-4554	88	17	and	and	CCONJ
cana-4554	88	18	comparisons	comparison	NOUN
cana-4554	88	19	with	with	ADP
cana-4554	88	20	hybrid	hybrid	ADJ
cana-4554	88	21	detection	detection	NOUN
cana-4554	88	22	models.[5	models.[5	NOUN
cana-4554	88	23	]	]	PUNCT
cana-4554	88	24	in	in	ADP
cana-4554	88	25	their	their	PRON
cana-4554	88	26	publication	publication	NOUN
cana-4554	88	27	,	,	PUNCT
cana-4554	88	28	cuzzocrea	cuzzocrea	PROPN
cana-4554	88	29	,	,	PUNCT
cana-4554	88	30	a.	a.	NOUN
cana-4554	88	31	,	,	PUNCT
cana-4554	88	32	quebrado	quebrado	NOUN
cana-4554	88	33	,	,	PUNCT
cana-4554	88	34	m.	m.	NOUN
cana-4554	88	35	,	,	PUNCT
cana-4554	88	36	hafsaoui	hafsaoui	PROPN
cana-4554	88	37	,	,	PUNCT
cana-4554	88	38	a.	a.	PROPN
cana-4554	88	39	,	,	PUNCT
cana-4554	88	40	&	&	CCONJ
cana-4554	88	41	serra	serra	PROPN
cana-4554	88	42	,	,	PUNCT
cana-4554	88	43	e.	e.	PROPN
cana-4554	88	44	(	(	PUNCT
cana-4554	88	45	2023	2023	NUM
cana-4554	88	46	,	,	PUNCT
cana-4554	88	47	june	june	PROPN
cana-4554	88	48	)	)	PUNCT
cana-4554	88	49	,	,	PUNCT
cana-4554	88	50	employed	employ	VERB
cana-4554	88	51	a	a	DET
cana-4554	88	52	graph	graph	NOUN
cana-4554	88	53	-	-	PUNCT
cana-4554	88	54	based	base	VERB
cana-4554	88	55	technique	technique	NOUN
cana-4554	88	56	in	in	ADP
cana-4554	88	57	which	which	PRON
cana-4554	88	58	they	they	PRON
cana-4554	88	59	extracted	extract	VERB
cana-4554	88	60	attributes	attribute	NOUN
cana-4554	88	61	connected	connect	VERB
cana-4554	88	62	to	to	ADP
cana-4554	88	63	a	a	DET
cana-4554	88	64	control	control	NOUN
cana-4554	88	65	flow	flow	NOUN
cana-4554	88	66	graph	graph	NOUN
cana-4554	88	67	from	from	ADP
cana-4554	88	68	android	android	PROPN
cana-4554	88	69	apk	apk	PROPN
cana-4554	88	70	binary	binary	ADJ
cana-4554	88	71	files	file	NOUN
cana-4554	88	72	.	.	PUNCT
cana-4554	89	1	they	they	PRON
cana-4554	89	2	employed	employ	VERB
cana-4554	89	3	a	a	DET
cana-4554	89	4	unique	unique	ADJ
cana-4554	89	5	graph	graph	NOUN
cana-4554	89	6	representation	representation	NOUN
cana-4554	89	7	learning	learning	NOUN
cana-4554	89	8	technique	technique	NOUN
cana-4554	89	9	called	call	VERB
cana-4554	89	10	inferential	inferential	ADJ
cana-4554	89	11	sir	sir	PROPN
cana-4554	89	12	-	-	PUNCT
cana-4554	89	13	gn	gn	PROPN
cana-4554	89	14	for	for	ADP
cana-4554	89	15	graph	graph	NOUN
cana-4554	89	16	representation	representation	NOUN
cana-4554	89	17	,	,	PUNCT
cana-4554	89	18	which	which	PRON
cana-4554	89	19	preserves	preserve	VERB
cana-4554	89	20	graph	graph	VERB
cana-4554	89	21	structural	structural	ADJ
cana-4554	89	22	similarity	similarity	NOUN
cana-4554	89	23	,	,	PUNCT
cana-4554	89	24	in	in	ADP
cana-4554	89	25	conjunction	conjunction	NOUN
cana-4554	89	26	with	with	ADP
cana-4554	89	27	a	a	DET
cana-4554	89	28	well	well	ADV
cana-4554	89	29	-	-	PUNCT
cana-4554	89	30	known	know	VERB
cana-4554	89	31	machine	machine	NOUN
cana-4554	89	32	learning	learning	NOUN
cana-4554	89	33	model	model	NOUN
cana-4554	89	34	called	call	VERB
cana-4554	89	35	xgboost	xgboost	ADV
cana-4554	89	36	to	to	PART
cana-4554	89	37	handle	handle	VERB
cana-4554	89	38	the	the	DET
cana-4554	89	39	resulting	result	VERB
cana-4554	89	40	graph	graph	NOUN
cana-4554	89	41	.	.	PUNCT
cana-4554	90	1	the	the	DET
cana-4554	90	2	method	method	NOUN
cana-4554	90	3	is	be	AUX
cana-4554	90	4	then	then	ADV
cana-4554	90	5	used	use	VERB
cana-4554	90	6	to	to	PART
cana-4554	90	7	malnet	malnet	VERB
cana-4554	90	8	,	,	PUNCT
cana-4554	90	9	an	an	DET
cana-4554	90	10	open	open	ADJ
cana-4554	90	11	cybersecurity	cybersecurity	NOUN
cana-4554	90	12	database	database	NOUN
cana-4554	90	13	with	with	ADP
cana-4554	90	14	1,262,024	1,262,024	NUM
cana-4554	90	15	million	million	NUM
cana-4554	90	16	android	android	PROPN
cana-4554	90	17	apk	apk	PROPN
cana-4554	90	18	binary	binary	ADJ
cana-4554	90	19	files	file	NOUN
cana-4554	90	20	in	in	ADP
cana-4554	90	21	total	total	NOUN
cana-4554	90	22	,	,	PUNCT
cana-4554	90	23	categorized	categorize	VERB
cana-4554	90	24	into	into	ADP
cana-4554	90	25	47	47	NUM
cana-4554	90	26	kinds	kind	NOUN
cana-4554	90	27	and	and	CCONJ
cana-4554	90	28	696	696	NUM
cana-4554	90	29	families	family	NOUN
cana-4554	90	30	.	.	PUNCT
cana-4554	91	1	the	the	DET
cana-4554	91	2	experimental	experimental	ADJ
cana-4554	91	3	findings	finding	NOUN
cana-4554	91	4	show	show	VERB
cana-4554	91	5	that	that	SCONJ
cana-4554	91	6	their	their	PRON
cana-4554	91	7	graph	graph	NOUN
cana-4554	91	8	-	-	PUNCT
cana-4554	91	9	based	base	VERB
cana-4554	91	10	approach	approach	NOUN
cana-4554	91	11	works	work	VERB
cana-4554	91	12	better	well	ADV
cana-4554	91	13	in	in	ADP
cana-4554	91	14	terms	term	NOUN
cana-4554	91	15	of	of	ADP
cana-4554	91	16	detection	detection	NOUN
cana-4554	91	17	accuracy	accuracy	NOUN
cana-4554	91	18	than	than	ADP
cana-4554	91	19	the	the	DET
cana-4554	91	20	image	image	NOUN
cana-4554	91	21	-	-	PUNCT
cana-4554	91	22	based	base	VERB
cana-4554	91	23	approach	approach	NOUN
cana-4554	91	24	.	.	PUNCT
cana-4554	92	1	[	[	X
cana-4554	92	2	6	6	NUM
cana-4554	92	3	]	]	PUNCT
cana-4554	92	4	in	in	ADP
cana-4554	92	5	order	order	NOUN
cana-4554	92	6	to	to	PART
cana-4554	92	7	identify	identify	VERB
cana-4554	92	8	polymorphic	polymorphic	ADJ
cana-4554	92	9	malware	malware	NOUN
cana-4554	92	10	,	,	PUNCT
cana-4554	92	11	deng	deng	PROPN
cana-4554	92	12	,	,	PUNCT
cana-4554	92	13	x.	x.	PROPN
cana-4554	92	14	,	,	PUNCT
cana-4554	92	15	&	&	CCONJ
cana-4554	92	16	mirkovic	mirkovic	PROPN
cana-4554	92	17	,	,	PUNCT
cana-4554	92	18	j.	j.	PROPN
cana-4554	92	19	(	(	PUNCT
cana-4554	92	20	2022	2022	NUM
cana-4554	92	21	,	,	PUNCT
cana-4554	92	22	january	january	PROPN
cana-4554	92	23	)	)	PUNCT
cana-4554	92	24	recommend	recommend	VERB
cana-4554	92	25	using	use	VERB
cana-4554	92	26	clustering	clustering	ADJ
cana-4554	92	27	algorithms	algorithm	NOUN
cana-4554	92	28	on	on	ADP
cana-4554	92	29	malware	malware	NOUN
cana-4554	92	30	network	network	NOUN
cana-4554	92	31	traffic	traffic	NOUN
cana-4554	92	32	patterns	pattern	NOUN
cana-4554	92	33	.	.	PUNCT
cana-4554	93	1	the	the	DET
cana-4554	93	2	authors	author	NOUN
cana-4554	93	3	demonstrate	demonstrate	VERB
cana-4554	93	4	how	how	SCONJ
cana-4554	93	5	a	a	DET
cana-4554	93	6	sizable	sizable	ADJ
cana-4554	93	7	number	number	NOUN
cana-4554	93	8	of	of	ADP
cana-4554	93	9	clusters	cluster	NOUN
cana-4554	93	10	are	be	AUX
cana-4554	93	11	produced	produce	VERB
cana-4554	93	12	by	by	ADP
cana-4554	93	13	grouping	group	VERB
cana-4554	93	14	data	data	NOUN
cana-4554	93	15	units	unit	NOUN
cana-4554	93	16	and	and	CCONJ
cana-4554	93	17	byte	byte	NOUN
cana-4554	93	18	frequency	frequency	NOUN
cana-4554	93	19	inside	inside	ADP
cana-4554	93	20	the	the	DET
cana-4554	93	21	malware	malware	NOUN
cana-4554	93	22	's	's	PART
cana-4554	93	23	network	network	NOUN
cana-4554	93	24	traffic	traffic	NOUN
cana-4554	93	25	.	.	PUNCT
cana-4554	94	1	the	the	DET
cana-4554	94	2	samples	sample	NOUN
cana-4554	94	3	in	in	ADP
cana-4554	94	4	these	these	DET
cana-4554	94	5	clusters	cluster	NOUN
cana-4554	94	6	have	have	VERB
cana-4554	94	7	the	the	DET
cana-4554	94	8	same	same	ADJ
cana-4554	94	9	local	local	ADJ
cana-4554	94	10	characteristics	characteristic	NOUN
cana-4554	94	11	and	and	CCONJ
cana-4554	94	12	very	very	ADV
cana-4554	94	13	similar	similar	ADJ
cana-4554	94	14	flows	flow	NOUN
cana-4554	94	15	.	.	PUNCT
cana-4554	95	1	their	their	PRON
cana-4554	95	2	method	method	NOUN
cana-4554	95	3	,	,	PUNCT
cana-4554	95	4	which	which	PRON
cana-4554	95	5	is	be	AUX
cana-4554	95	6	based	base	VERB
cana-4554	95	7	on	on	ADP
cana-4554	95	8	embedding	embed	VERB
cana-4554	95	9	patterns	pattern	NOUN
cana-4554	95	10	,	,	PUNCT
cana-4554	95	11	produces	produce	VERB
cana-4554	95	12	more	more	ADJ
cana-4554	95	13	than	than	ADP
cana-4554	95	14	90	90	NUM
cana-4554	95	15	%	%	NOUN
cana-4554	95	16	of	of	ADP
cana-4554	95	17	potentially	potentially	ADV
cana-4554	95	18	polymorphic	polymorphic	ADJ
cana-4554	95	19	clusters	cluster	NOUN
cana-4554	95	20	and	and	CCONJ
cana-4554	95	21	up	up	ADP
cana-4554	95	22	to	to	PART
cana-4554	95	23	80	80	NUM
cana-4554	95	24	%	%	NOUN
cana-4554	95	25	of	of	ADP
cana-4554	95	26	genuinely	genuinely	ADV
cana-4554	95	27	polymorphic	polymorphic	ADJ
cana-4554	95	28	clusters	cluster	NOUN
cana-4554	95	29	,	,	PUNCT
cana-4554	95	30	whereas	whereas	SCONJ
cana-4554	95	31	the	the	DET
cana-4554	95	32	use	use	NOUN
cana-4554	95	33	of	of	ADP
cana-4554	95	34	local	local	ADJ
cana-4554	95	35	dll	dll	NOUN
cana-4554	95	36	(	(	PUNCT
cana-4554	95	37	dynamic	dynamic	ADJ
cana-4554	95	38	link	link	NOUN
cana-4554	95	39	library	library	NOUN
cana-4554	95	40	)	)	PUNCT
cana-4554	95	41	access	access	NOUN
cana-4554	95	42	patterns	pattern	NOUN
cana-4554	95	43	for	for	ADP
cana-4554	95	44	identifying	identify	VERB
cana-4554	95	45	malware	malware	NOUN
cana-4554	95	46	samples	sample	NOUN
cana-4554	95	47	that	that	PRON
cana-4554	95	48	are	be	AUX
cana-4554	95	49	polymorphic	polymorphic	ADJ
cana-4554	95	50	in	in	ADP
cana-4554	95	51	nature	nature	NOUN
cana-4554	95	52	has	have	VERB
cana-4554	95	53	limited	limit	VERB
cana-4554	95	54	effectiveness	effectiveness	NOUN
cana-4554	95	55	due	due	ADP
cana-4554	95	56	to	to	ADP
cana-4554	95	57	the	the	DET
cana-4554	95	58	widespread	widespread	ADJ
cana-4554	95	59	reuse	reuse	NOUN
cana-4554	95	60	of	of	ADP
cana-4554	95	61	common	common	ADJ
cana-4554	95	62	dll	dll	NOUN
cana-4554	95	63	files	file	NOUN
cana-4554	95	64	.	.	PUNCT
cana-4554	96	1	furthermore	furthermore	ADV
cana-4554	96	2	,	,	PUNCT
cana-4554	96	3	this	this	DET
cana-4554	96	4	approach	approach	NOUN
cana-4554	96	5	provides	provide	VERB
cana-4554	96	6	human	human	ADJ
cana-4554	96	7	-	-	PUNCT
cana-4554	96	8	interpretable	interpretable	ADJ
cana-4554	96	9	network	network	NOUN
cana-4554	96	10	patterns	pattern	NOUN
cana-4554	96	11	that	that	PRON
cana-4554	96	12	facilitate	facilitate	VERB
cana-4554	96	13	understanding	understand	VERB
cana-4554	96	14	the	the	DET
cana-4554	96	15	malware	malware	NOUN
cana-4554	96	16	's	's	PART
cana-4554	96	17	fundamental	fundamental	ADJ
cana-4554	96	18	characteristics	characteristic	NOUN
cana-4554	96	19	.	.	PUNCT
cana-4554	97	1	[	[	X
cana-4554	97	2	7	7	X
cana-4554	97	3	]	]	PUNCT
cana-4554	97	4	the	the	DET
cana-4554	97	5	study	study	NOUN
cana-4554	97	6	"	"	PUNCT
cana-4554	97	7	deceiving	deceive	VERB
cana-4554	97	8	ai	ai	NOUN
cana-4554	97	9	-	-	PUNCT
cana-4554	97	10	based	base	VERB
cana-4554	97	11	malware	malware	NOUN
cana-4554	97	12	detection	detection	NOUN
cana-4554	97	13	through	through	ADP
cana-4554	97	14	polymorphic	polymorphic	ADJ
cana-4554	97	15	attacks	attack	NOUN
cana-4554	97	16	"	"	PUNCT
cana-4554	97	17	examines	examine	VERB
cana-4554	97	18	how	how	SCONJ
cana-4554	97	19	convolutional	convolutional	ADJ
cana-4554	97	20	neural	neural	ADJ
cana-4554	97	21	networks	network	NOUN
cana-4554	97	22	(	(	PUNCT
cana-4554	97	23	cnns	cnns	PROPN
cana-4554	97	24	)	)	PUNCT
cana-4554	97	25	are	be	AUX
cana-4554	97	26	vulnerable	vulnerable	ADJ
cana-4554	97	27	to	to	ADP
cana-4554	97	28	malware	malware	NOUN
cana-4554	97	29	detection	detection	NOUN
cana-4554	97	30	,	,	PUNCT
cana-4554	97	31	specifically	specifically	ADV
cana-4554	97	32	when	when	SCONJ
cana-4554	97	33	it	it	PRON
cana-4554	97	34	communications	communication	VERB
cana-4554	97	35	on	on	ADP
cana-4554	97	36	applied	apply	VERB
cana-4554	97	37	nonlinear	nonlinear	ADJ
cana-4554	97	38	analysis	analysis	NOUN
cana-4554	97	39	issn	issn	NOUN
cana-4554	97	40	:	:	PUNCT
cana-4554	97	41	1074	1074	NUM
cana-4554	97	42	-	-	PUNCT
cana-4554	97	43	133x	133x	NUM
cana-4554	97	44	vol	vol	NOUN
cana-4554	97	45	32	32	NUM
cana-4554	97	46	no	no	NOUN
cana-4554	97	47	.	.	PUNCT
cana-4554	98	1	9s	9s	NUM
cana-4554	98	2	(	(	PUNCT
cana-4554	98	3	2025	2025	NUM
cana-4554	98	4	)	)	PUNCT
cana-4554	98	5	2769	2769	NUM
cana-4554	99	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	99	2	comes	come	VERB
cana-4554	99	3	to	to	ADP
cana-4554	99	4	polymorphic	polymorphic	ADJ
cana-4554	99	5	malware	malware	NOUN
cana-4554	99	6	that	that	PRON
cana-4554	99	7	changes	change	VERB
cana-4554	99	8	to	to	PART
cana-4554	99	9	avoid	avoid	VERB
cana-4554	99	10	detection	detection	NOUN
cana-4554	99	11	.	.	PUNCT
cana-4554	100	1	the	the	DET
cana-4554	100	2	paper	paper	NOUN
cana-4554	100	3	demonstrates	demonstrate	VERB
cana-4554	100	4	how	how	SCONJ
cana-4554	100	5	adversarial	adversarial	ADJ
cana-4554	100	6	machine	machine	NOUN
cana-4554	100	7	learning	learning	NOUN
cana-4554	100	8	approaches	approach	NOUN
cana-4554	100	9	can	can	AUX
cana-4554	100	10	be	be	AUX
cana-4554	100	11	used	use	VERB
cana-4554	100	12	to	to	PART
cana-4554	100	13	trick	trick	VERB
cana-4554	100	14	cnn	cnn	PROPN
cana-4554	100	15	-	-	PUNCT
cana-4554	100	16	based	base	VERB
cana-4554	100	17	malware	malware	NOUN
cana-4554	100	18	classifiers	classifier	NOUN
cana-4554	100	19	,	,	PUNCT
cana-4554	100	20	which	which	PRON
cana-4554	100	21	rely	rely	VERB
cana-4554	100	22	on	on	ADP
cana-4554	100	23	image	image	NOUN
cana-4554	100	24	-	-	PUNCT
cana-4554	100	25	based	base	VERB
cana-4554	100	26	analysis	analysis	NOUN
cana-4554	100	27	of	of	ADP
cana-4554	100	28	binary	binary	ADJ
cana-4554	100	29	executables	executable	NOUN
cana-4554	100	30	.	.	PUNCT
cana-4554	101	1	the	the	DET
cana-4554	101	2	study	study	NOUN
cana-4554	101	3	presents	present	VERB
cana-4554	101	4	a	a	DET
cana-4554	101	5	polymorphic	polymorphic	ADJ
cana-4554	101	6	attack	attack	NOUN
cana-4554	101	7	technique	technique	NOUN
cana-4554	101	8	in	in	ADP
cana-4554	101	9	which	which	PRON
cana-4554	101	10	malicious	malicious	ADJ
cana-4554	101	11	software	software	NOUN
cana-4554	101	12	is	be	AUX
cana-4554	101	13	altered	alter	VERB
cana-4554	101	14	to	to	PART
cana-4554	101	15	look	look	VERB
cana-4554	101	16	like	like	ADP
cana-4554	101	17	harmless	harmless	ADJ
cana-4554	101	18	software	software	NOUN
cana-4554	101	19	while	while	SCONJ
cana-4554	101	20	maintaining	maintain	VERB
cana-4554	101	21	its	its	PRON
cana-4554	101	22	harmful	harmful	ADJ
cana-4554	101	23	capabilities	capability	NOUN
cana-4554	101	24	.	.	PUNCT
cana-4554	102	1	the	the	DET
cana-4554	102	2	findings	finding	NOUN
cana-4554	102	3	show	show	VERB
cana-4554	102	4	that	that	SCONJ
cana-4554	102	5	cnns	cnn	NOUN
cana-4554	102	6	have	have	VERB
cana-4554	102	7	100	100	NUM
cana-4554	102	8	%	%	NOUN
cana-4554	102	9	evasion	evasion	NOUN
cana-4554	102	10	rates	rate	NOUN
cana-4554	102	11	against	against	ADP
cana-4554	102	12	some	some	DET
cana-4554	102	13	polymorphic	polymorphic	ADJ
cana-4554	102	14	malware	malware	NOUN
cana-4554	102	15	samples	sample	NOUN
cana-4554	102	16	,	,	PUNCT
cana-4554	102	17	even	even	ADV
cana-4554	102	18	though	though	SCONJ
cana-4554	102	19	they	they	PRON
cana-4554	102	20	have	have	VERB
cana-4554	102	21	a	a	DET
cana-4554	102	22	high	high	ADJ
cana-4554	102	23	accuracy	accuracy	NOUN
cana-4554	102	24	rate	rate	NOUN
cana-4554	102	25	in	in	ADP
cana-4554	102	26	classical	classical	ADJ
cana-4554	102	27	malware	malware	NOUN
cana-4554	102	28	detection	detection	NOUN
cana-4554	102	29	.	.	PUNCT
cana-4554	103	1	the	the	DET
cana-4554	103	2	study	study	NOUN
cana-4554	103	3	investigates	investigate	VERB
cana-4554	103	4	adversarial	adversarial	ADJ
cana-4554	103	5	training	training	NOUN
cana-4554	103	6	,	,	PUNCT
cana-4554	103	7	which	which	PRON
cana-4554	103	8	is	be	AUX
cana-4554	103	9	retraining	retrain	VERB
cana-4554	103	10	cnns	cnn	NOUN
cana-4554	103	11	using	use	VERB
cana-4554	103	12	adversarial	adversarial	ADJ
cana-4554	103	13	cases	case	NOUN
cana-4554	103	14	to	to	PART
cana-4554	103	15	increase	increase	VERB
cana-4554	103	16	robustness	robustness	NOUN
cana-4554	103	17	,	,	PUNCT
cana-4554	103	18	as	as	ADP
cana-4554	103	19	a	a	DET
cana-4554	103	20	means	means	NOUN
cana-4554	103	21	of	of	ADP
cana-4554	103	22	combating	combat	VERB
cana-4554	103	23	this	this	PRON
cana-4554	103	24	.	.	PUNCT
cana-4554	104	1	but	but	CCONJ
cana-4554	104	2	even	even	ADV
cana-4554	104	3	after	after	ADP
cana-4554	104	4	using	use	VERB
cana-4554	104	5	this	this	DET
cana-4554	104	6	method	method	NOUN
cana-4554	104	7	,	,	PUNCT
cana-4554	104	8	evasion	evasion	NOUN
cana-4554	104	9	rates	rate	NOUN
cana-4554	104	10	can	can	AUX
cana-4554	104	11	still	still	ADV
cana-4554	104	12	be	be	AUX
cana-4554	104	13	high	high	ADJ
cana-4554	104	14	in	in	ADP
cana-4554	104	15	specific	specific	ADJ
cana-4554	104	16	situations	situation	NOUN
cana-4554	104	17	and	and	CCONJ
cana-4554	104	18	detection	detection	NOUN
cana-4554	104	19	rates	rate	NOUN
cana-4554	104	20	can	can	AUX
cana-4554	104	21	still	still	ADV
cana-4554	104	22	fluctuate	fluctuate	VERB
cana-4554	104	23	.	.	PUNCT
cana-4554	105	1	the	the	DET
cana-4554	105	2	study	study	NOUN
cana-4554	105	3	comes	come	VERB
cana-4554	105	4	to	to	ADP
cana-4554	105	5	the	the	DET
cana-4554	105	6	conclusion	conclusion	NOUN
cana-4554	105	7	that	that	SCONJ
cana-4554	105	8	although	although	SCONJ
cana-4554	105	9	cnns	cnn	NOUN
cana-4554	105	10	have	have	VERB
cana-4554	105	11	potential	potential	ADJ
cana-4554	105	12	malware	malware	NOUN
cana-4554	105	13	detection	detection	NOUN
cana-4554	105	14	capabilities	capability	NOUN
cana-4554	105	15	,	,	PUNCT
cana-4554	105	16	hybrid	hybrid	ADJ
cana-4554	105	17	detection	detection	NOUN
cana-4554	105	18	techniques	technique	NOUN
cana-4554	105	19	should	should	AUX
cana-4554	105	20	be	be	AUX
cana-4554	105	21	used	use	VERB
cana-4554	105	22	in	in	ADP
cana-4554	105	23	conjunction	conjunction	NOUN
cana-4554	105	24	with	with	ADP
cana-4554	105	25	them	they	PRON
cana-4554	105	26	for	for	ADP
cana-4554	105	27	enhanced	enhanced	ADJ
cana-4554	105	28	cybersecurity	cybersecurity	NOUN
cana-4554	105	29	because	because	SCONJ
cana-4554	105	30	they	they	PRON
cana-4554	105	31	are	be	AUX
cana-4554	105	32	extremely	extremely	ADV
cana-4554	105	33	vulnerable	vulnerable	ADJ
cana-4554	105	34	to	to	ADP
cana-4554	105	35	adversarial	adversarial	ADJ
cana-4554	105	36	attacks.[8	attacks.[8	NOUN
cana-4554	105	37	]	]	PUNCT
cana-4554	105	38	akhtar	akhtar	PROPN
cana-4554	105	39	et	et	PROPN
cana-4554	105	40	al	al	PROPN
cana-4554	105	41	.	.	PROPN
cana-4554	106	1	(	(	PUNCT
cana-4554	106	2	2022	2022	NUM
cana-4554	106	3	)	)	PUNCT
cana-4554	106	4	used	use	VERB
cana-4554	106	5	machine	machine	NOUN
cana-4554	106	6	learning	learn	VERB
cana-4554	106	7	techniques	technique	NOUN
cana-4554	106	8	to	to	PART
cana-4554	106	9	address	address	VERB
cana-4554	106	10	the	the	DET
cana-4554	106	11	malware	malware	NOUN
cana-4554	106	12	identification	identification	NOUN
cana-4554	106	13	challenge	challenge	NOUN
cana-4554	106	14	.	.	PUNCT
cana-4554	107	1	the	the	DET
cana-4554	107	2	authors	author	NOUN
cana-4554	107	3	of	of	ADP
cana-4554	107	4	the	the	DET
cana-4554	107	5	study	study	NOUN
cana-4554	107	6	suggested	suggest	VERB
cana-4554	107	7	a	a	DET
cana-4554	107	8	protection	protection	NOUN
cana-4554	107	9	strategy	strategy	NOUN
cana-4554	107	10	that	that	PRON
cana-4554	107	11	involved	involve	VERB
cana-4554	107	12	evaluating	evaluate	VERB
cana-4554	107	13	the	the	DET
cana-4554	107	14	effectiveness	effectiveness	NOUN
cana-4554	107	15	of	of	ADP
cana-4554	107	16	three	three	NUM
cana-4554	107	17	distinct	distinct	ADJ
cana-4554	107	18	machine	machine	NOUN
cana-4554	107	19	learning	learn	VERB
cana-4554	107	20	algorithms	algorithm	NOUN
cana-4554	107	21	for	for	ADP
cana-4554	107	22	detecting	detect	VERB
cana-4554	107	23	malicious	malicious	ADJ
cana-4554	107	24	software	software	NOUN
cana-4554	107	25	in	in	ADP
cana-4554	107	26	order	order	NOUN
cana-4554	107	27	to	to	PART
cana-4554	107	28	select	select	VERB
cana-4554	107	29	the	the	DET
cana-4554	107	30	most	most	ADV
cana-4554	107	31	effective	effective	ADJ
cana-4554	107	32	one	one	NUM
cana-4554	107	33	.	.	PUNCT
cana-4554	108	1	notably	notably	ADV
cana-4554	108	2	,	,	PUNCT
cana-4554	108	3	all	all	DET
cana-4554	108	4	three	three	NUM
cana-4554	108	5	of	of	ADP
cana-4554	108	6	these	these	DET
cana-4554	108	7	approaches	approach	NOUN
cana-4554	108	8	performed	perform	VERB
cana-4554	108	9	well	well	ADV
cana-4554	108	10	in	in	ADP
cana-4554	108	11	terms	term	NOUN
cana-4554	108	12	of	of	ADP
cana-4554	108	13	detection	detection	NOUN
cana-4554	108	14	accuracy	accuracy	NOUN
cana-4554	108	15	.	.	PUNCT
cana-4554	109	1	according	accord	VERB
cana-4554	109	2	to	to	ADP
cana-4554	109	3	the	the	DET
cana-4554	109	4	study	study	NOUN
cana-4554	109	5	's	's	PART
cana-4554	109	6	findings	finding	NOUN
cana-4554	109	7	,	,	PUNCT
cana-4554	109	8	the	the	DET
cana-4554	109	9	machine	machine	NOUN
cana-4554	109	10	learning	learn	VERB
cana-4554	109	11	algorithms	algorithm	NOUN
cana-4554	109	12	taken	take	VERB
cana-4554	109	13	into	into	ADP
cana-4554	109	14	consideration	consideration	NOUN
cana-4554	109	15	in	in	ADP
cana-4554	109	16	this	this	DET
cana-4554	109	17	inquiry	inquiry	NOUN
cana-4554	109	18	were	be	AUX
cana-4554	109	19	able	able	ADJ
cana-4554	109	20	to	to	PART
cana-4554	109	21	differentiate	differentiate	VERB
cana-4554	109	22	between	between	ADP
cana-4554	109	23	data	datum	NOUN
cana-4554	109	24	that	that	PRON
cana-4554	109	25	was	be	AUX
cana-4554	109	26	hazardous	hazardous	ADJ
cana-4554	109	27	and	and	CCONJ
cana-4554	109	28	data	datum	NOUN
cana-4554	109	29	that	that	PRON
cana-4554	109	30	was	be	AUX
cana-4554	109	31	not	not	PART
cana-4554	109	32	.	.	PUNCT
cana-4554	110	1	the	the	DET
cana-4554	110	2	decision	decision	NOUN
cana-4554	110	3	tree	tree	NOUN
cana-4554	110	4	(	(	PUNCT
cana-4554	110	5	dt	dt	NOUN
cana-4554	110	6	)	)	PUNCT
cana-4554	110	7	machine	machine	NOUN
cana-4554	110	8	learning	learning	NOUN
cana-4554	110	9	approach	approach	NOUN
cana-4554	110	10	stood	stand	VERB
cana-4554	110	11	out	out	ADP
cana-4554	110	12	among	among	ADP
cana-4554	110	13	the	the	DET
cana-4554	110	14	assessed	assessed	ADJ
cana-4554	110	15	classifiers	classifier	NOUN
cana-4554	110	16	with	with	ADP
cana-4554	110	17	the	the	DET
cana-4554	110	18	highest	high	ADJ
cana-4554	110	19	correctness	correctness	NOUN
cana-4554	110	20	rate	rate	NOUN
cana-4554	110	21	of	of	ADP
cana-4554	110	22	99	99	NUM
cana-4554	110	23	%	%	NOUN
cana-4554	110	24	.	.	PUNCT
cana-4554	111	1	according	accord	VERB
cana-4554	111	2	to	to	ADP
cana-4554	111	3	the	the	DET
cana-4554	111	4	experiment	experiment	NOUN
cana-4554	111	5	's	's	PART
cana-4554	111	6	findings	finding	NOUN
cana-4554	111	7	,	,	PUNCT
cana-4554	111	8	static	static	ADJ
cana-4554	111	9	analysis	analysis	NOUN
cana-4554	111	10	—	—	PUNCT
cana-4554	111	11	which	which	PRON
cana-4554	111	12	is	be	AUX
cana-4554	111	13	focused	focus	VERB
cana-4554	111	14	on	on	ADP
cana-4554	111	15	data	datum	NOUN
cana-4554	111	16	from	from	ADP
cana-4554	111	17	portable	portable	ADJ
cana-4554	111	18	executable	executable	NOUN
cana-4554	111	19	(	(	PUNCT
cana-4554	111	20	pe	pe	INTJ
cana-4554	111	21	)	)	PUNCT
cana-4554	111	22	files	file	NOUN
cana-4554	111	23	and	and	CCONJ
cana-4554	111	24	carefully	carefully	ADV
cana-4554	111	25	chosen	choose	VERB
cana-4554	111	26	data	datum	NOUN
cana-4554	111	27	—	—	PUNCT
cana-4554	111	28	showed	show	VERB
cana-4554	111	29	a	a	DET
cana-4554	111	30	great	great	ADJ
cana-4554	111	31	deal	deal	NOUN
cana-4554	111	32	of	of	ADP
cana-4554	111	33	promise	promise	NOUN
cana-4554	111	34	for	for	ADP
cana-4554	111	35	offering	offer	VERB
cana-4554	111	36	precise	precise	ADJ
cana-4554	111	37	malware	malware	NOUN
cana-4554	111	38	characterizations	characterization	NOUN
cana-4554	111	39	and	and	CCONJ
cana-4554	111	40	perhaps	perhaps	ADV
cana-4554	111	41	the	the	DET
cana-4554	111	42	highest	high	ADJ
cana-4554	111	43	level	level	NOUN
cana-4554	111	44	of	of	ADP
cana-4554	111	45	detection	detection	NOUN
cana-4554	111	46	accuracy	accuracy	NOUN
cana-4554	111	47	.	.	PUNCT
cana-4554	112	1	[	[	X
cana-4554	112	2	6	6	NUM
cana-4554	112	3	]	]	PUNCT
cana-4554	112	4	by	by	ADP
cana-4554	112	5	employing	employ	VERB
cana-4554	112	6	feature	feature	NOUN
cana-4554	112	7	selection	selection	NOUN
cana-4554	112	8	techniques	technique	NOUN
cana-4554	112	9	,	,	PUNCT
cana-4554	112	10	selamat	selamat	PROPN
cana-4554	112	11	and	and	CCONJ
cana-4554	112	12	ali	ali	PROPN
cana-4554	112	13	(	(	PUNCT
cana-4554	112	14	2022	2022	NUM
cana-4554	112	15	)	)	PUNCT
cana-4554	112	16	came	come	VERB
cana-4554	112	17	to	to	ADP
cana-4554	112	18	a	a	DET
cana-4554	112	19	noteworthy	noteworthy	ADJ
cana-4554	112	20	result	result	NOUN
cana-4554	112	21	and	and	CCONJ
cana-4554	112	22	showed	show	VERB
cana-4554	112	23	that	that	SCONJ
cana-4554	112	24	they	they	PRON
cana-4554	112	25	were	be	AUX
cana-4554	112	26	able	able	ADJ
cana-4554	112	27	to	to	PART
cana-4554	112	28	identify	identify	VERB
cana-4554	112	29	traits	trait	NOUN
cana-4554	112	30	specific	specific	ADJ
cana-4554	112	31	to	to	ADP
cana-4554	112	32	polymorphic	polymorphic	ADJ
cana-4554	112	33	malware	malware	NOUN
cana-4554	112	34	.	.	PUNCT
cana-4554	113	1	the	the	DET
cana-4554	113	2	study	study	NOUN
cana-4554	113	3	illustrated	illustrate	VERB
cana-4554	113	4	how	how	SCONJ
cana-4554	113	5	crucial	crucial	ADJ
cana-4554	113	6	it	it	PRON
cana-4554	113	7	is	be	AUX
cana-4554	113	8	to	to	PART
cana-4554	113	9	select	select	VERB
cana-4554	113	10	the	the	DET
cana-4554	113	11	most	most	ADV
cana-4554	113	12	pertinent	pertinent	ADJ
cana-4554	113	13	attributes	attribute	NOUN
cana-4554	113	14	,	,	PUNCT
cana-4554	113	15	since	since	SCONJ
cana-4554	113	16	not	not	PART
cana-4554	113	17	all	all	PRON
cana-4554	113	18	of	of	ADP
cana-4554	113	19	the	the	DET
cana-4554	113	20	gathered	gather	VERB
cana-4554	113	21	features	feature	NOUN
cana-4554	113	22	were	be	AUX
cana-4554	113	23	shown	show	VERB
cana-4554	113	24	to	to	PART
cana-4554	113	25	be	be	AUX
cana-4554	113	26	advantageous	advantageous	ADJ
cana-4554	113	27	for	for	ADP
cana-4554	113	28	ml	ml	NOUN
cana-4554	113	29	classifiers	classifier	NOUN
cana-4554	113	30	.	.	PUNCT
cana-4554	114	1	this	this	DET
cana-4554	114	2	study	study	NOUN
cana-4554	114	3	's	's	PART
cana-4554	114	4	feature	feature	NOUN
cana-4554	114	5	selection	selection	NOUN
cana-4554	114	6	method	method	NOUN
cana-4554	114	7	,	,	PUNCT
cana-4554	114	8	which	which	PRON
cana-4554	114	9	was	be	AUX
cana-4554	114	10	based	base	VERB
cana-4554	114	11	on	on	ADP
cana-4554	114	12	a	a	DET
cana-4554	114	13	deep	deep	ADJ
cana-4554	114	14	comprehension	comprehension	NOUN
cana-4554	114	15	of	of	ADP
cana-4554	114	16	the	the	DET
cana-4554	114	17	pe32	pe32	PROPN
cana-4554	114	18	header	header	NOUN
cana-4554	114	19	structure	structure	NOUN
cana-4554	114	20	,	,	PUNCT
cana-4554	114	21	demonstrated	demonstrate	VERB
cana-4554	114	22	an	an	DET
cana-4554	114	23	impressive	impressive	ADJ
cana-4554	114	24	level	level	NOUN
cana-4554	114	25	of	of	ADP
cana-4554	114	26	detection	detection	NOUN
cana-4554	114	27	accuracy	accuracy	NOUN
cana-4554	114	28	,	,	PUNCT
cana-4554	114	29	ranging	range	VERB
cana-4554	114	30	from	from	ADP
cana-4554	114	31	90	90	NUM
cana-4554	114	32	%	%	NOUN
cana-4554	114	33	to	to	PART
cana-4554	114	34	100	100	NUM
cana-4554	114	35	%	%	NOUN
cana-4554	114	36	.	.	PUNCT
cana-4554	115	1	this	this	PRON
cana-4554	115	2	demonstrates	demonstrate	VERB
cana-4554	115	3	how	how	SCONJ
cana-4554	115	4	these	these	DET
cana-4554	115	5	techniques	technique	NOUN
cana-4554	115	6	may	may	AUX
cana-4554	115	7	be	be	AUX
cana-4554	115	8	used	use	VERB
cana-4554	115	9	for	for	ADP
cana-4554	115	10	quick	quick	ADJ
cana-4554	115	11	and	and	CCONJ
cana-4554	115	12	efficient	efficient	ADJ
cana-4554	115	13	detection	detection	NOUN
cana-4554	115	14	.	.	PUNCT
cana-4554	116	1	[	[	X
cana-4554	116	2	7	7	X
cana-4554	116	3	]	]	PUNCT
cana-4554	116	4	a	a	DET
cana-4554	116	5	brand	brand	NOUN
cana-4554	116	6	-	-	PUNCT
cana-4554	116	7	new	new	ADJ
cana-4554	116	8	machine	machine	NOUN
cana-4554	116	9	learning	learning	NOUN
cana-4554	116	10	-	-	PUNCT
cana-4554	116	11	based	base	VERB
cana-4554	116	12	classification	classification	NOUN
cana-4554	116	13	method	method	NOUN
cana-4554	116	14	known	know	VERB
cana-4554	116	15	as	as	ADP
cana-4554	116	16	new	new	ADJ
cana-4554	116	17	feature	feature	NOUN
cana-4554	116	18	manufacturing	manufacturing	NOUN
cana-4554	116	19	i.e.	i.e.	X
cana-4554	116	20	engineering	engineering	NOUN
cana-4554	116	21	(	(	PUNCT
cana-4554	116	22	nfm	nfm	PROPN
cana-4554	116	23	i.e.	i.e.	X
cana-4554	116	24	nef	nef	PROPN
cana-4554	116	25	)	)	PUNCT
cana-4554	116	26	was	be	AUX
cana-4554	116	27	presented	present	VERB
cana-4554	116	28	by	by	ADP
cana-4554	116	29	masabo	masabo	NOUN
cana-4554	116	30	and	and	CCONJ
cana-4554	116	31	associates	associate	NOUN
cana-4554	116	32	in	in	ADP
cana-4554	116	33	2019	2019	NUM
cana-4554	116	34	.	.	PUNCT
cana-4554	117	1	nfe	nfe	PROPN
cana-4554	117	2	uses	use	VERB
cana-4554	117	3	the	the	DET
cana-4554	117	4	traits	trait	NOUN
cana-4554	117	5	and	and	CCONJ
cana-4554	117	6	actions	action	NOUN
cana-4554	117	7	of	of	ADP
cana-4554	117	8	malware	malware	NOUN
cana-4554	117	9	to	to	PART
cana-4554	117	10	categorize	categorize	VERB
cana-4554	117	11	and	and	CCONJ
cana-4554	117	12	detect	detect	VERB
cana-4554	117	13	malware	malware	NOUN
cana-4554	117	14	that	that	PRON
cana-4554	117	15	is	be	AUX
cana-4554	117	16	polymorphic	polymorphic	ADJ
cana-4554	117	17	.	.	PUNCT
cana-4554	118	1	this	this	DET
cana-4554	118	2	method	method	NOUN
cana-4554	118	3	achieves	achieve	VERB
cana-4554	118	4	an	an	DET
cana-4554	118	5	impressive	impressive	ADJ
cana-4554	118	6	94	94	NUM
cana-4554	118	7	%	%	NOUN
cana-4554	118	8	accuracy	accuracy	NOUN
cana-4554	118	9	in	in	ADP
cana-4554	118	10	malware	malware	NOUN
cana-4554	118	11	cataloguing	catalogue	VERB
cana-4554	118	12	through	through	ADP
cana-4554	118	13	a	a	DET
cana-4554	118	14	three	three	NUM
cana-4554	118	15	-	-	PUNCT
cana-4554	118	16	step	step	NOUN
cana-4554	118	17	process	process	NOUN
cana-4554	118	18	that	that	PRON
cana-4554	118	19	includes	include	VERB
cana-4554	118	20	k	k	ADV
cana-4554	118	21	-	-	PUNCT
cana-4554	118	22	nearest	near	ADJ
cana-4554	118	23	neighbors	neighbor	NOUN
cana-4554	118	24	(	(	PUNCT
cana-4554	118	25	knn	knn	PROPN
cana-4554	118	26	)	)	PUNCT
cana-4554	118	27	,	,	PUNCT
cana-4554	118	28	linear	linear	VERB
cana-4554	118	29	analysis	analysis	NOUN
cana-4554	118	30	,	,	PUNCT
cana-4554	118	31	and	and	CCONJ
cana-4554	118	32	the	the	DET
cana-4554	118	33	gradient	gradient	NOUN
cana-4554	118	34	boosting	boost	VERB
cana-4554	118	35	machine	machine	NOUN
cana-4554	118	36	.	.	PUNCT
cana-4554	119	1	[	[	X
cana-4554	119	2	8	8	NUM
cana-4554	119	3	]	]	PUNCT
cana-4554	119	4	in	in	ADP
cana-4554	119	5	a	a	DET
cana-4554	119	6	different	different	ADJ
cana-4554	119	7	investigation	investigation	NOUN
cana-4554	119	8	,	,	PUNCT
cana-4554	119	9	ojugo	ojugo	ADJ
cana-4554	119	10	team	team	NOUN
cana-4554	119	11	(	(	PUNCT
cana-4554	119	12	2019	2019	NUM
cana-4554	119	13	)	)	PUNCT
cana-4554	119	14	used	use	VERB
cana-4554	119	15	a	a	DET
cana-4554	119	16	string	string	NOUN
cana-4554	119	17	matching	matching	NOUN
cana-4554	119	18	algorithm	algorithm	NOUN
cana-4554	119	19	called	call	VERB
cana-4554	119	20	the	the	DET
cana-4554	119	21	boyermoore	boyermoore	ADJ
cana-4554	119	22	approach	approach	NOUN
cana-4554	119	23	to	to	PART
cana-4554	119	24	find	find	VERB
cana-4554	119	25	the	the	DET
cana-4554	119	26	dangerous	dangerous	ADJ
cana-4554	119	27	program	program	NOUN
cana-4554	119	28	.	.	PUNCT
cana-4554	120	1	this	this	DET
cana-4554	120	2	method	method	NOUN
cana-4554	120	3	prioritizes	prioritize	VERB
cana-4554	120	4	non	non	ADJ
cana-4554	120	5	-	-	ADJ
cana-4554	120	6	matching	matching	ADJ
cana-4554	120	7	characters	character	NOUN
cana-4554	120	8	while	while	SCONJ
cana-4554	120	9	performing	perform	VERB
cana-4554	120	10	a	a	DET
cana-4554	120	11	linear	linear	ADJ
cana-4554	120	12	analysis	analysis	NOUN
cana-4554	120	13	of	of	ADP
cana-4554	120	14	the	the	DET
cana-4554	120	15	string	string	NOUN
cana-4554	120	16	to	to	PART
cana-4554	120	17	find	find	VERB
cana-4554	120	18	matching	matching	NOUN
cana-4554	120	19	characters	character	NOUN
cana-4554	120	20	.	.	PUNCT
cana-4554	121	1	the	the	DET
cana-4554	121	2	length	length	NOUN
cana-4554	121	3	of	of	ADP
cana-4554	121	4	the	the	DET
cana-4554	121	5	string	string	NOUN
cana-4554	121	6	and	and	CCONJ
cana-4554	121	7	the	the	DET
cana-4554	121	8	character	character	NOUN
cana-4554	121	9	's	's	PART
cana-4554	121	10	location	location	NOUN
cana-4554	121	11	must	must	AUX
cana-4554	121	12	be	be	AUX
cana-4554	121	13	known	know	VERB
cana-4554	121	14	in	in	ADP
cana-4554	121	15	order	order	NOUN
cana-4554	121	16	to	to	PART
cana-4554	121	17	use	use	VERB
cana-4554	121	18	this	this	DET
cana-4554	121	19	approach	approach	NOUN
cana-4554	121	20	.	.	PUNCT
cana-4554	122	1	[	[	X
cana-4554	122	2	9	9	NUM
cana-4554	122	3	]	]	PUNCT
cana-4554	122	4	in	in	ADP
cana-4554	122	5	a	a	DET
cana-4554	122	6	recent	recent	ADJ
cana-4554	122	7	study	study	NOUN
cana-4554	122	8	,	,	PUNCT
cana-4554	122	9	vinayakumar	vinayakumar	NOUN
cana-4554	122	10	and	and	CCONJ
cana-4554	122	11	colleagues	colleague	NOUN
cana-4554	122	12	(	(	PUNCT
cana-4554	122	13	2019	2019	NUM
cana-4554	122	14	)	)	PUNCT
cana-4554	122	15	examined	examine	VERB
cana-4554	122	16	the	the	DET
cana-4554	122	17	effectiveness	effectiveness	NOUN
cana-4554	122	18	of	of	ADP
cana-4554	122	19	machine	machine	NOUN
cana-4554	122	20	learning	learn	VERB
cana-4554	122	21	algorithms	algorithm	NOUN
cana-4554	122	22	(	(	PUNCT
cana-4554	122	23	mlas	mla	NOUN
cana-4554	122	24	)	)	PUNCT
cana-4554	122	25	in	in	ADP
cana-4554	122	26	malware	malware	NOUN
cana-4554	122	27	detection	detection	NOUN
cana-4554	122	28	.	.	PUNCT
cana-4554	123	1	the	the	DET
cana-4554	123	2	study	study	NOUN
cana-4554	123	3	's	's	PART
cana-4554	123	4	conclusions	conclusion	NOUN
cana-4554	123	5	show	show	VERB
cana-4554	123	6	that	that	SCONJ
cana-4554	123	7	,	,	PUNCT
cana-4554	123	8	especially	especially	ADV
cana-4554	123	9	when	when	SCONJ
cana-4554	123	10	dealing	deal	VERB
cana-4554	123	11	communications	communication	NOUN
cana-4554	123	12	on	on	ADP
cana-4554	123	13	applied	apply	VERB
cana-4554	123	14	nonlinear	nonlinear	ADJ
cana-4554	123	15	analysis	analysis	NOUN
cana-4554	123	16	issn	issn	NOUN
cana-4554	123	17	:	:	PUNCT
cana-4554	123	18	1074	1074	NUM
cana-4554	123	19	-	-	PUNCT
cana-4554	123	20	133x	133x	NUM
cana-4554	123	21	vol	vol	NOUN
cana-4554	123	22	32	32	NUM
cana-4554	123	23	no	no	NOUN
cana-4554	123	24	.	.	PUNCT
cana-4554	124	1	9s	9s	NUM
cana-4554	124	2	(	(	PUNCT
cana-4554	124	3	2025	2025	NUM
cana-4554	124	4	)	)	PUNCT
cana-4554	124	5	2770	2770	NUM
cana-4554	124	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	124	7	with	with	ADP
cana-4554	124	8	malware	malware	NOUN
cana-4554	124	9	variants	variant	NOUN
cana-4554	124	10	,	,	PUNCT
cana-4554	124	11	the	the	DET
cana-4554	124	12	traditional	traditional	ADJ
cana-4554	124	13	approach	approach	NOUN
cana-4554	124	14	of	of	ADP
cana-4554	124	15	evaluating	evaluate	VERB
cana-4554	124	16	malware	malware	NOUN
cana-4554	124	17	behavior	behavior	NOUN
cana-4554	124	18	by	by	ADP
cana-4554	124	19	combining	combine	VERB
cana-4554	124	20	static	static	ADJ
cana-4554	124	21	and	and	CCONJ
cana-4554	124	22	dynamic	dynamic	ADJ
cana-4554	124	23	analysis	analysis	NOUN
cana-4554	124	24	can	can	AUX
cana-4554	124	25	be	be	AUX
cana-4554	124	26	time	time	NOUN
cana-4554	124	27	-	-	PUNCT
cana-4554	124	28	consuming	consume	VERB
cana-4554	124	29	and	and	CCONJ
cana-4554	124	30	ultimately	ultimately	ADV
cana-4554	124	31	inadequate	inadequate	ADJ
cana-4554	124	32	.	.	PUNCT
cana-4554	125	1	consequently	consequently	ADV
cana-4554	125	2	,	,	PUNCT
cana-4554	125	3	the	the	DET
cana-4554	125	4	study	study	NOUN
cana-4554	125	5	proposed	propose	VERB
cana-4554	125	6	deep	deep	ADJ
cana-4554	125	7	learning	learning	NOUN
cana-4554	125	8	,	,	PUNCT
cana-4554	125	9	a	a	DET
cana-4554	125	10	more	more	ADV
cana-4554	125	11	advanced	advanced	ADJ
cana-4554	125	12	machine	machine	NOUN
cana-4554	125	13	learning	learning	NOUN
cana-4554	125	14	method	method	NOUN
cana-4554	125	15	.	.	PUNCT
cana-4554	126	1	this	this	DET
cana-4554	126	2	novel	novel	ADJ
cana-4554	126	3	strategy	strategy	NOUN
cana-4554	126	4	used	use	VERB
cana-4554	126	5	two	two	NUM
cana-4554	126	6	different	different	ADJ
cana-4554	126	7	image	image	NOUN
cana-4554	126	8	processing	processing	NOUN
cana-4554	126	9	techniques	technique	NOUN
cana-4554	126	10	.	.	PUNCT
cana-4554	127	1	using	use	VERB
cana-4554	127	2	a	a	DET
cana-4554	127	3	new	new	ADJ
cana-4554	127	4	framework	framework	NOUN
cana-4554	127	5	called	call	VERB
cana-4554	127	6	scalemalnet	scalemalnet	NOUN
cana-4554	127	7	,	,	PUNCT
cana-4554	127	8	which	which	PRON
cana-4554	127	9	uses	use	VERB
cana-4554	127	10	deep	deep	ADJ
cana-4554	127	11	learning	learning	NOUN
cana-4554	127	12	,	,	PUNCT
cana-4554	127	13	the	the	DET
cana-4554	127	14	researchers	researcher	NOUN
cana-4554	127	15	collected	collect	VERB
cana-4554	127	16	malware	malware	NOUN
cana-4554	127	17	samples	sample	NOUN
cana-4554	127	18	from	from	ADP
cana-4554	127	19	end	end	NOUN
cana-4554	127	20	users	user	NOUN
cana-4554	127	21	and	and	CCONJ
cana-4554	127	22	then	then	ADV
cana-4554	127	23	processed	process	VERB
cana-4554	127	24	them	they	PRON
cana-4554	127	25	in	in	ADP
cana-4554	127	26	two	two	NUM
cana-4554	127	27	steps	step	NOUN
cana-4554	127	28	.	.	PUNCT
cana-4554	128	1	malware	malware	NOUN
cana-4554	128	2	is	be	AUX
cana-4554	128	3	first	first	ADV
cana-4554	128	4	grouped	group	VERB
cana-4554	128	5	into	into	ADP
cana-4554	128	6	matching	match	VERB
cana-4554	128	7	malware	malware	NOUN
cana-4554	128	8	categories	category	NOUN
cana-4554	128	9	using	use	VERB
cana-4554	128	10	a	a	DET
cana-4554	128	11	combination	combination	NOUN
cana-4554	128	12	of	of	ADP
cana-4554	128	13	dynamic	dynamic	ADJ
cana-4554	128	14	and	and	CCONJ
cana-4554	128	15	static	static	ADJ
cana-4554	128	16	analysis	analysis	NOUN
cana-4554	128	17	approaches	approach	NOUN
cana-4554	128	18	,	,	PUNCT
cana-4554	128	19	followed	follow	VERB
cana-4554	128	20	by	by	ADP
cana-4554	128	21	image	image	NOUN
cana-4554	128	22	processing	processing	NOUN
cana-4554	128	23	.	.	PUNCT
cana-4554	129	1	[	[	X
cana-4554	129	2	10	10	NUM
cana-4554	129	3	]	]	PUNCT
cana-4554	129	4	the	the	DET
cana-4554	129	5	paper	paper	NOUN
cana-4554	129	6	"	"	PUNCT
cana-4554	129	7	malware	malware	NOUN
cana-4554	129	8	classification	classification	NOUN
cana-4554	129	9	using	use	VERB
cana-4554	129	10	api	api	NOUN
cana-4554	129	11	system	system	NOUN
cana-4554	129	12	calls	call	NOUN
cana-4554	129	13	"	"	PUNCT
cana-4554	129	14	explores	explore	VERB
cana-4554	129	15	the	the	DET
cana-4554	129	16	effectiveness	effectiveness	NOUN
cana-4554	129	17	of	of	ADP
cana-4554	129	18	data	datum	NOUN
cana-4554	129	19	mining	mining	NOUN
cana-4554	129	20	techniques	technique	NOUN
cana-4554	129	21	in	in	ADP
cana-4554	129	22	classifying	classify	VERB
cana-4554	129	23	malware	malware	NOUN
cana-4554	129	24	based	base	VERB
cana-4554	129	25	on	on	ADP
cana-4554	129	26	api	api	NOUN
cana-4554	129	27	system	system	NOUN
cana-4554	129	28	calls	call	VERB
cana-4554	129	29	.	.	PUNCT
cana-4554	130	1	traditional	traditional	ADJ
cana-4554	130	2	malware	malware	NOUN
cana-4554	130	3	detection	detection	NOUN
cana-4554	130	4	methods	method	NOUN
cana-4554	130	5	,	,	PUNCT
cana-4554	130	6	such	such	ADJ
cana-4554	130	7	as	as	ADP
cana-4554	130	8	signature	signature	NOUN
cana-4554	130	9	-	-	PUNCT
cana-4554	130	10	based	base	VERB
cana-4554	130	11	and	and	CCONJ
cana-4554	130	12	heuristic	heuristic	ADJ
cana-4554	130	13	approaches	approach	NOUN
cana-4554	130	14	,	,	PUNCT
cana-4554	130	15	struggle	struggle	VERB
cana-4554	130	16	with	with	ADP
cana-4554	130	17	polymorphic	polymorphic	ADJ
cana-4554	130	18	and	and	CCONJ
cana-4554	130	19	metamorphic	metamorphic	ADJ
cana-4554	130	20	malware	malware	NOUN
cana-4554	130	21	due	due	ADP
cana-4554	130	22	to	to	ADP
cana-4554	130	23	their	their	PRON
cana-4554	130	24	ability	ability	NOUN
cana-4554	130	25	to	to	PART
cana-4554	130	26	change	change	VERB
cana-4554	130	27	structure	structure	NOUN
cana-4554	130	28	while	while	SCONJ
cana-4554	130	29	maintaining	maintain	VERB
cana-4554	130	30	functionality	functionality	NOUN
cana-4554	130	31	.	.	PUNCT
cana-4554	131	1	to	to	PART
cana-4554	131	2	address	address	VERB
cana-4554	131	3	this	this	PRON
cana-4554	131	4	,	,	PUNCT
cana-4554	131	5	the	the	DET
cana-4554	131	6	study	study	NOUN
cana-4554	131	7	analyzes	analyze	VERB
cana-4554	131	8	4	4	NUM
cana-4554	131	9	-	-	PUNCT
cana-4554	131	10	gram	gram	NOUN
cana-4554	131	11	api	api	NOUN
cana-4554	131	12	call	call	NOUN
cana-4554	131	13	sequences	sequence	NOUN
cana-4554	131	14	extracted	extract	VERB
cana-4554	131	15	from	from	ADP
cana-4554	131	16	552	552	NUM
cana-4554	131	17	windows	window	NOUN
cana-4554	131	18	pe	pe	PROPN
cana-4554	131	19	files	file	NOUN
cana-4554	131	20	using	use	VERB
cana-4554	131	21	the	the	DET
cana-4554	131	22	cuckoo	cuckoo	NOUN
cana-4554	131	23	sandbox	sandbox	NOUN
cana-4554	131	24	.	.	PUNCT
cana-4554	132	1	the	the	DET
cana-4554	132	2	extracted	extract	VERB
cana-4554	132	3	features	feature	NOUN
cana-4554	132	4	were	be	AUX
cana-4554	132	5	processed	process	VERB
cana-4554	132	6	with	with	ADP
cana-4554	132	7	tf	tf	PROPN
cana-4554	132	8	-	-	PUNCT
cana-4554	132	9	idf	idf	PROPN
cana-4554	132	10	and	and	CCONJ
cana-4554	132	11	classified	classify	VERB
cana-4554	132	12	using	use	VERB
cana-4554	132	13	support	support	NOUN
cana-4554	132	14	vector	vector	NOUN
cana-4554	132	15	machines	machine	NOUN
cana-4554	132	16	(	(	PUNCT
cana-4554	132	17	svm	svm	PROPN
cana-4554	132	18	)	)	PUNCT
cana-4554	132	19	,	,	PUNCT
cana-4554	132	20	decision	decision	NOUN
cana-4554	132	21	trees	tree	NOUN
cana-4554	132	22	,	,	PUNCT
cana-4554	132	23	random	random	ADJ
cana-4554	132	24	forest	forest	NOUN
cana-4554	132	25	,	,	PUNCT
cana-4554	132	26	and	and	CCONJ
cana-4554	132	27	gaussian	gaussian	ADJ
cana-4554	132	28	naive	naive	ADJ
cana-4554	132	29	bayes	baye	NOUN
cana-4554	132	30	.	.	PUNCT
cana-4554	133	1	the	the	DET
cana-4554	133	2	results	result	NOUN
cana-4554	133	3	show	show	VERB
cana-4554	133	4	that	that	SCONJ
cana-4554	133	5	svm	svm	NOUN
cana-4554	133	6	and	and	CCONJ
cana-4554	133	7	decision	decision	NOUN
cana-4554	133	8	trees	tree	NOUN
cana-4554	133	9	performed	perform	VERB
cana-4554	133	10	best	well	ADV
cana-4554	133	11	,	,	PUNCT
cana-4554	133	12	achieving	achieve	VERB
cana-4554	133	13	accuracy	accuracy	NOUN
cana-4554	133	14	between	between	ADP
cana-4554	133	15	92	92	NUM
cana-4554	133	16	%	%	NOUN
cana-4554	133	17	and	and	CCONJ
cana-4554	133	18	96.4	96.4	NUM
cana-4554	133	19	%	%	NOUN
cana-4554	133	20	,	,	PUNCT
cana-4554	133	21	while	while	SCONJ
cana-4554	133	22	gaussian	gaussian	ADJ
cana-4554	133	23	naive	naive	ADJ
cana-4554	133	24	bayes	bayes	PROPN
cana-4554	133	25	had	have	VERB
cana-4554	133	26	the	the	DET
cana-4554	133	27	lowest	low	ADJ
cana-4554	133	28	performance	performance	NOUN
cana-4554	133	29	.	.	PUNCT
cana-4554	134	1	the	the	DET
cana-4554	134	2	study	study	NOUN
cana-4554	134	3	highlights	highlight	NOUN
cana-4554	134	4	that	that	SCONJ
cana-4554	134	5	classifying	classify	VERB
cana-4554	134	6	malware	malware	NOUN
cana-4554	134	7	based	base	VERB
cana-4554	134	8	on	on	ADP
cana-4554	134	9	behavioral	behavioral	ADJ
cana-4554	134	10	api	api	NOUN
cana-4554	134	11	calls	call	NOUN
cana-4554	134	12	offers	offer	VERB
cana-4554	134	13	a	a	DET
cana-4554	134	14	more	more	ADV
cana-4554	134	15	robust	robust	ADJ
cana-4554	134	16	detection	detection	NOUN
cana-4554	134	17	method	method	NOUN
cana-4554	134	18	,	,	PUNCT
cana-4554	134	19	as	as	SCONJ
cana-4554	134	20	malware	malware	NOUN
cana-4554	134	21	execution	execution	NOUN
cana-4554	134	22	remains	remain	VERB
cana-4554	134	23	consistent	consistent	ADJ
cana-4554	134	24	despite	despite	SCONJ
cana-4554	134	25	obfuscation	obfuscation	NOUN
cana-4554	134	26	techniques	technique	NOUN
cana-4554	134	27	.	.	PUNCT
cana-4554	135	1	however	however	ADV
cana-4554	135	2	,	,	PUNCT
cana-4554	135	3	the	the	DET
cana-4554	135	4	paper	paper	NOUN
cana-4554	135	5	notes	note	VERB
cana-4554	135	6	challenges	challenge	NOUN
cana-4554	135	7	in	in	ADP
cana-4554	135	8	detecting	detect	VERB
cana-4554	135	9	backdoors	backdoor	NOUN
cana-4554	135	10	and	and	CCONJ
cana-4554	135	11	trojans	trojan	NOUN
cana-4554	135	12	,	,	PUNCT
cana-4554	135	13	which	which	PRON
cana-4554	135	14	are	be	AUX
cana-4554	135	15	sometimes	sometimes	ADV
cana-4554	135	16	misclassified	misclassifie	VERB
cana-4554	135	17	due	due	ADP
cana-4554	135	18	to	to	ADP
cana-4554	135	19	their	their	PRON
cana-4554	135	20	resemblance	resemblance	NOUN
cana-4554	135	21	to	to	ADP
cana-4554	135	22	benign	benign	ADJ
cana-4554	135	23	software	software	NOUN
cana-4554	135	24	.	.	PUNCT
cana-4554	136	1	overall	overall	ADV
cana-4554	136	2	,	,	PUNCT
cana-4554	136	3	this	this	DET
cana-4554	136	4	research	research	NOUN
cana-4554	136	5	demonstrates	demonstrate	VERB
cana-4554	136	6	that	that	SCONJ
cana-4554	136	7	api	api	NOUN
cana-4554	136	8	-	-	PUNCT
cana-4554	136	9	based	base	VERB
cana-4554	136	10	classification	classification	NOUN
cana-4554	136	11	is	be	AUX
cana-4554	136	12	an	an	DET
cana-4554	136	13	effective	effective	ADJ
cana-4554	136	14	approach	approach	NOUN
cana-4554	136	15	for	for	ADP
cana-4554	136	16	malware	malware	NOUN
cana-4554	136	17	detection	detection	NOUN
cana-4554	136	18	and	and	CCONJ
cana-4554	136	19	classification	classification	NOUN
cana-4554	136	20	,	,	PUNCT
cana-4554	136	21	with	with	ADP
cana-4554	136	22	potential	potential	NOUN
cana-4554	136	23	for	for	ADP
cana-4554	136	24	further	further	ADJ
cana-4554	136	25	improvements	improvement	NOUN
cana-4554	136	26	through	through	ADP
cana-4554	136	27	larger	large	ADJ
cana-4554	136	28	datasets	dataset	NOUN
cana-4554	136	29	and	and	CCONJ
cana-4554	136	30	cross	cross	ADJ
cana-4554	136	31	-	-	ADJ
cana-4554	136	32	platform	platform	ADJ
cana-4554	136	33	evaluations.[14	evaluations.[14	PROPN
cana-4554	136	34	]	]	PUNCT
cana-4554	136	35	in	in	ADP
cana-4554	136	36	an	an	DET
cana-4554	136	37	improved	improved	ADJ
cana-4554	136	38	version	version	NOUN
cana-4554	136	39	of	of	ADP
cana-4554	136	40	earlier	early	ADJ
cana-4554	136	41	work	work	NOUN
cana-4554	136	42	,	,	PUNCT
cana-4554	136	43	drew	draw	VERB
cana-4554	136	44	and	and	CCONJ
cana-4554	136	45	colleagues	colleague	NOUN
cana-4554	136	46	(	(	PUNCT
cana-4554	136	47	2017	2017	NUM
cana-4554	136	48	)	)	PUNCT
cana-4554	136	49	created	create	VERB
cana-4554	136	50	a	a	DET
cana-4554	136	51	novel	novel	ADJ
cana-4554	136	52	approach	approach	NOUN
cana-4554	136	53	to	to	PART
cana-4554	136	54	detect	detect	VERB
cana-4554	136	55	malicious	malicious	ADJ
cana-4554	136	56	software	software	NOUN
cana-4554	136	57	that	that	PRON
cana-4554	136	58	is	be	AUX
cana-4554	136	59	based	base	VERB
cana-4554	136	60	on	on	ADP
cana-4554	136	61	polymorphism	polymorphism	NOUN
cana-4554	136	62	by	by	ADP
cana-4554	136	63	employing	employ	VERB
cana-4554	136	64	ensemble	ensemble	ADJ
cana-4554	136	65	approaches	approach	NOUN
cana-4554	136	66	and	and	CCONJ
cana-4554	136	67	sequence	sequence	NOUN
cana-4554	136	68	classification	classification	NOUN
cana-4554	136	69	algorithms	algorithm	NOUN
cana-4554	136	70	[	[	X
cana-4554	136	71	11][15	11][15	NUM
cana-4554	136	72	]	]	PUNCT
cana-4554	136	73	.	.	PUNCT
cana-4554	137	1	the	the	DET
cana-4554	137	2	500	500	NUM
cana-4554	137	3	gb	gb	NOUN
cana-4554	137	4	kaggle	kaggle	NOUN
cana-4554	137	5	dataset	dataset	NOUN
cana-4554	137	6	from	from	ADP
cana-4554	137	7	the	the	DET
cana-4554	137	8	2015	2015	NUM
cana-4554	137	9	microsoft	microsoft	PROPN
cana-4554	137	10	challenge	challenge	NOUN
cana-4554	137	11	was	be	AUX
cana-4554	137	12	used	use	VERB
cana-4554	137	13	in	in	ADP
cana-4554	137	14	their	their	PRON
cana-4554	137	15	study	study	NOUN
cana-4554	137	16	,	,	PUNCT
cana-4554	137	17	and	and	CCONJ
cana-4554	137	18	the	the	DET
cana-4554	137	19	strand	strand	NOUN
cana-4554	137	20	algorithm	algorithm	NOUN
cana-4554	137	21	helped	help	VERB
cana-4554	137	22	with	with	ADP
cana-4554	137	23	the	the	DET
cana-4554	137	24	cataloguing	cataloguing	NOUN
cana-4554	137	25	work	work	NOUN
cana-4554	137	26	.	.	PUNCT
cana-4554	138	1	they	they	PRON
cana-4554	138	2	combined	combine	VERB
cana-4554	138	3	the	the	DET
cana-4554	138	4	models	model	NOUN
cana-4554	138	5	generated	generate	VERB
cana-4554	138	6	from	from	ADP
cana-4554	138	7	the	the	DET
cana-4554	138	8	asm	asm	NOUN
cana-4554	138	9	and	and	CCONJ
cana-4554	138	10	bytes	byte	VERB
cana-4554	138	11	data	datum	NOUN
cana-4554	138	12	using	use	VERB
cana-4554	138	13	the	the	DET
cana-4554	138	14	strand	strand	ADJ
cana-4554	138	15	algorithm	algorithm	NOUN
cana-4554	138	16	to	to	PART
cana-4554	138	17	produce	produce	VERB
cana-4554	138	18	ensembles	ensemble	NOUN
cana-4554	138	19	,	,	PUNCT
cana-4554	138	20	utilizing	utilize	VERB
cana-4554	138	21	microsoft	microsoft	PROPN
cana-4554	138	22	's	's	PART
cana-4554	138	23	bytes	byte	NOUN
cana-4554	138	24	(	(	PUNCT
cana-4554	138	25	.bytes	.bytes	PROPN
cana-4554	138	26	)	)	PUNCT
cana-4554	138	27	and	and	CCONJ
cana-4554	138	28	assembly	assembly	NOUN
cana-4554	138	29	(	(	PUNCT
cana-4554	138	30	.asm	.asm	NOUN
cana-4554	138	31	)	)	PUNCT
cana-4554	138	32	data	datum	NOUN
cana-4554	138	33	properties	property	NOUN
cana-4554	138	34	.	.	PUNCT
cana-4554	139	1	they	they	PRON
cana-4554	139	2	used	use	VERB
cana-4554	139	3	the	the	DET
cana-4554	139	4	minihash	minihash	NOUN
cana-4554	139	5	approach	approach	NOUN
cana-4554	139	6	to	to	PART
cana-4554	139	7	determine	determine	VERB
cana-4554	139	8	commonalities	commonality	NOUN
cana-4554	139	9	.	.	PUNCT
cana-4554	140	1	the	the	DET
cana-4554	140	2	overall	overall	ADJ
cana-4554	140	3	detection	detection	NOUN
cana-4554	140	4	accuracy	accuracy	NOUN
cana-4554	140	5	reached	reach	VERB
cana-4554	140	6	a	a	DET
cana-4554	140	7	remarkable	remarkable	ADJ
cana-4554	140	8	98	98	NUM
cana-4554	140	9	%	%	NOUN
cana-4554	140	10	when	when	SCONJ
cana-4554	140	11	the	the	DET
cana-4554	140	12	minihash	minihash	NOUN
cana-4554	140	13	scores	score	NOUN
cana-4554	140	14	of	of	ADP
cana-4554	140	15	the	the	DET
cana-4554	140	16	produced	produce	VERB
cana-4554	140	17	models	model	NOUN
cana-4554	140	18	were	be	AUX
cana-4554	140	19	calculated	calculate	VERB
cana-4554	140	20	.	.	PUNCT
cana-4554	141	1	[	[	X
cana-4554	141	2	12	12	NUM
cana-4554	141	3	]	]	PUNCT
cana-4554	141	4	in	in	ADP
cana-4554	141	5	their	their	PRON
cana-4554	141	6	study	study	NOUN
cana-4554	141	7	,	,	PUNCT
cana-4554	141	8	tong	tong	PROPN
cana-4554	141	9	and	and	CCONJ
cana-4554	141	10	yan	yan	PROPN
cana-4554	141	11	(	(	PUNCT
cana-4554	141	12	2017	2017	NUM
cana-4554	141	13	)	)	PUNCT
cana-4554	141	14	introduced	introduce	VERB
cana-4554	141	15	a	a	DET
cana-4554	141	16	unique	unique	ADJ
cana-4554	141	17	hybrid	hybrid	ADJ
cana-4554	141	18	approach	approach	NOUN
cana-4554	141	19	for	for	ADP
cana-4554	141	20	mobile	mobile	ADJ
cana-4554	141	21	malware	malware	NOUN
cana-4554	141	22	detection	detection	NOUN
cana-4554	141	23	that	that	PRON
cana-4554	141	24	outperformed	outperform	VERB
cana-4554	141	25	current	current	ADJ
cana-4554	141	26	techniques	technique	NOUN
cana-4554	141	27	in	in	ADP
cana-4554	141	28	detecting	detect	VERB
cana-4554	141	29	various	various	ADJ
cana-4554	141	30	mobile	mobile	ADJ
cana-4554	141	31	app	app	NOUN
cana-4554	141	32	threats	threat	NOUN
cana-4554	141	33	with	with	ADP
cana-4554	141	34	higher	high	ADJ
cana-4554	141	35	accuracy	accuracy	NOUN
cana-4554	141	36	rates	rate	NOUN
cana-4554	141	37	.	.	PUNCT
cana-4554	142	1	when	when	SCONJ
cana-4554	142	2	compared	compare	VERB
cana-4554	142	3	to	to	ADP
cana-4554	142	4	other	other	ADJ
cana-4554	142	5	currently	currently	ADV
cana-4554	142	6	used	use	VERB
cana-4554	142	7	technologies	technology	NOUN
cana-4554	142	8	,	,	PUNCT
cana-4554	142	9	our	our	PRON
cana-4554	142	10	method	method	NOUN
cana-4554	142	11	is	be	AUX
cana-4554	142	12	more	more	ADV
cana-4554	142	13	accurate	accurate	ADJ
cana-4554	142	14	,	,	PUNCT
cana-4554	142	15	efficient	efficient	ADJ
cana-4554	142	16	,	,	PUNCT
cana-4554	142	17	and	and	CCONJ
cana-4554	142	18	precise	precise	ADJ
cana-4554	142	19	in	in	ADP
cana-4554	142	20	identifying	identify	VERB
cana-4554	142	21	malware	malware	NOUN
cana-4554	142	22	.	.	PUNCT
cana-4554	143	1	the	the	DET
cana-4554	143	2	approach	approach	NOUN
cana-4554	143	3	is	be	AUX
cana-4554	143	4	straightforward	straightforward	ADJ
cana-4554	143	5	and	and	CCONJ
cana-4554	143	6	relies	rely	VERB
cana-4554	143	7	on	on	ADP
cana-4554	143	8	cost	cost	NOUN
cana-4554	143	9	-	-	PUNCT
cana-4554	143	10	effective	effective	ADJ
cana-4554	143	11	algorithms	algorithm	NOUN
cana-4554	143	12	to	to	PART
cana-4554	143	13	handle	handle	VERB
cana-4554	143	14	the	the	DET
cana-4554	143	15	data	datum	NOUN
cana-4554	143	16	.	.	PUNCT
cana-4554	144	1	it	it	PRON
cana-4554	144	2	does	do	AUX
cana-4554	144	3	have	have	VERB
cana-4554	144	4	a	a	DET
cana-4554	144	5	disadvantage	disadvantage	NOUN
cana-4554	144	6	,	,	PUNCT
cana-4554	144	7	though	though	ADV
cana-4554	144	8	,	,	PUNCT
cana-4554	144	9	in	in	SCONJ
cana-4554	144	10	that	that	PRON
cana-4554	144	11	in	in	ADP
cana-4554	144	12	order	order	NOUN
cana-4554	144	13	to	to	PART
cana-4554	144	14	maintain	maintain	VERB
cana-4554	144	15	detection	detection	NOUN
cana-4554	144	16	accuracy	accuracy	NOUN
cana-4554	144	17	,	,	PUNCT
cana-4554	144	18	fresh	fresh	ADJ
cana-4554	144	19	malware	malware	NOUN
cana-4554	144	20	variants	variant	NOUN
cana-4554	144	21	must	must	AUX
cana-4554	144	22	be	be	AUX
cana-4554	144	23	continuously	continuously	ADV
cana-4554	144	24	acquired	acquire	VERB
cana-4554	144	25	along	along	ADP
cana-4554	144	26	with	with	ADP
cana-4554	144	27	safe	safe	ADJ
cana-4554	144	28	application	application	NOUN
cana-4554	144	29	samples	sample	NOUN
cana-4554	144	30	.	.	PUNCT
cana-4554	145	1	furthermore	furthermore	ADV
cana-4554	145	2	,	,	PUNCT
cana-4554	145	3	mobile	mobile	ADJ
cana-4554	145	4	devices	device	NOUN
cana-4554	145	5	may	may	AUX
cana-4554	145	6	not	not	PART
cana-4554	145	7	be	be	AUX
cana-4554	145	8	able	able	ADJ
cana-4554	145	9	to	to	PART
cana-4554	145	10	manage	manage	VERB
cana-4554	145	11	massive	massive	ADJ
cana-4554	145	12	volumes	volume	NOUN
cana-4554	145	13	of	of	ADP
cana-4554	145	14	data	datum	NOUN
cana-4554	145	15	due	due	ADP
cana-4554	145	16	to	to	ADP
cana-4554	145	17	their	their	PRON
cana-4554	145	18	limited	limited	ADJ
cana-4554	145	19	cpu	cpu	NOUN
cana-4554	145	20	and	and	CCONJ
cana-4554	145	21	storage	storage	NOUN
cana-4554	145	22	capabilities	capability	NOUN
cana-4554	145	23	.	.	PUNCT
cana-4554	146	1	[	[	X
cana-4554	146	2	13	13	NUM
cana-4554	146	3	]	]	PUNCT
cana-4554	146	4	in	in	ADP
cana-4554	146	5	order	order	NOUN
cana-4554	146	6	to	to	PART
cana-4554	146	7	detect	detect	VERB
cana-4554	146	8	polymorphic	polymorphic	ADJ
cana-4554	146	9	and	and	CCONJ
cana-4554	146	10	metamorphic	metamorphic	ADJ
cana-4554	146	11	malware	malware	NOUN
cana-4554	146	12	,	,	PUNCT
cana-4554	146	13	the	the	DET
cana-4554	146	14	study	study	NOUN
cana-4554	146	15	"	"	PUNCT
cana-4554	146	16	an	an	DET
cana-4554	146	17	advanced	advanced	ADJ
cana-4554	146	18	approach	approach	NOUN
cana-4554	146	19	to	to	ADP
cana-4554	146	20	polymorphic	polymorphic	ADJ
cana-4554	146	21	/	/	SYM
cana-4554	146	22	metamorphic	metamorphic	ADJ
cana-4554	146	23	malware	malware	NOUN
cana-4554	146	24	detection	detection	NOUN
cana-4554	146	25	using	use	VERB
cana-4554	146	26	hybrid	hybrid	ADJ
cana-4554	146	27	clustering	clustering	NOUN
cana-4554	146	28	approach	approach	NOUN
cana-4554	146	29	"	"	PUNCT
cana-4554	146	30	suggests	suggest	VERB
cana-4554	146	31	a	a	DET
cana-4554	146	32	hybrid	hybrid	ADJ
cana-4554	146	33	approach	approach	NOUN
cana-4554	146	34	that	that	PRON
cana-4554	146	35	combines	combine	VERB
cana-4554	146	36	pattern	pattern	NOUN
cana-4554	146	37	matching	matching	NOUN
cana-4554	146	38	and	and	CCONJ
cana-4554	146	39	signature	signature	NOUN
cana-4554	146	40	-	-	PUNCT
cana-4554	146	41	based	base	VERB
cana-4554	146	42	techniques	technique	NOUN
cana-4554	146	43	.	.	PUNCT
cana-4554	147	1	these	these	DET
cana-4554	147	2	malware	malware	NOUN
cana-4554	147	3	varieties	variety	NOUN
cana-4554	147	4	are	be	AUX
cana-4554	147	5	communications	communication	NOUN
cana-4554	147	6	on	on	ADP
cana-4554	147	7	applied	apply	VERB
cana-4554	147	8	nonlinear	nonlinear	ADJ
cana-4554	147	9	analysis	analysis	NOUN
cana-4554	147	10	issn	issn	NOUN
cana-4554	147	11	:	:	PUNCT
cana-4554	147	12	1074	1074	NUM
cana-4554	147	13	-	-	PUNCT
cana-4554	147	14	133x	133x	NUM
cana-4554	147	15	vol	vol	NOUN
cana-4554	147	16	32	32	NUM
cana-4554	148	1	no	no	NOUN
cana-4554	148	2	.	.	PUNCT
cana-4554	149	1	9s	9s	NUM
cana-4554	149	2	(	(	PUNCT
cana-4554	149	3	2025	2025	NUM
cana-4554	149	4	)	)	PUNCT
cana-4554	149	5	2771	2771	NUM
cana-4554	149	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	149	7	difficult	difficult	ADJ
cana-4554	149	8	for	for	ADP
cana-4554	149	9	traditional	traditional	ADJ
cana-4554	149	10	signature	signature	NOUN
cana-4554	149	11	-	-	PUNCT
cana-4554	149	12	based	base	VERB
cana-4554	149	13	techniques	technique	NOUN
cana-4554	149	14	to	to	PART
cana-4554	149	15	combat	combat	VERB
cana-4554	149	16	since	since	SCONJ
cana-4554	149	17	they	they	PRON
cana-4554	149	18	can	can	AUX
cana-4554	149	19	change	change	VERB
cana-4554	149	20	the	the	DET
cana-4554	149	21	code	code	NOUN
cana-4554	149	22	structure	structure	NOUN
cana-4554	149	23	without	without	ADP
cana-4554	149	24	affecting	affect	VERB
cana-4554	149	25	functionality	functionality	NOUN
cana-4554	149	26	.	.	PUNCT
cana-4554	150	1	in	in	ADP
cana-4554	150	2	order	order	NOUN
cana-4554	150	3	to	to	PART
cana-4554	150	4	categorize	categorize	VERB
cana-4554	150	5	malware	malware	NOUN
cana-4554	150	6	variants	variant	NOUN
cana-4554	150	7	,	,	PUNCT
cana-4554	150	8	the	the	DET
cana-4554	150	9	study	study	NOUN
cana-4554	150	10	presents	present	VERB
cana-4554	150	11	a	a	DET
cana-4554	150	12	clusteringbased	clusteringbase	VERB
cana-4554	150	13	detection	detection	NOUN
cana-4554	150	14	model	model	NOUN
cana-4554	150	15	that	that	PRON
cana-4554	150	16	examines	examine	VERB
cana-4554	150	17	system	system	NOUN
cana-4554	150	18	calls	call	VERB
cana-4554	150	19	and	and	CCONJ
cana-4554	150	20	executed	execute	VERB
cana-4554	150	21	instructions	instruction	NOUN
cana-4554	150	22	.	.	PUNCT
cana-4554	151	1	to	to	PART
cana-4554	151	2	increase	increase	VERB
cana-4554	151	3	classification	classification	NOUN
cana-4554	151	4	accuracy	accuracy	NOUN
cana-4554	151	5	,	,	PUNCT
cana-4554	151	6	the	the	DET
cana-4554	151	7	k	k	NOUN
cana-4554	151	8	-	-	PUNCT
cana-4554	151	9	nearest	near	ADJ
cana-4554	151	10	neighbors	neighbor	NOUN
cana-4554	151	11	(	(	PUNCT
cana-4554	151	12	knn	knn	PROPN
cana-4554	151	13	)	)	PUNCT
cana-4554	151	14	algorithm	algorithm	NOUN
cana-4554	151	15	is	be	AUX
cana-4554	151	16	used	use	VERB
cana-4554	151	17	to	to	PART
cana-4554	151	18	differentiate	differentiate	VERB
cana-4554	151	19	between	between	ADP
cana-4554	151	20	malware	malware	NOUN
cana-4554	151	21	that	that	PRON
cana-4554	151	22	is	be	AUX
cana-4554	151	23	polymorphic	polymorphic	ADJ
cana-4554	151	24	and	and	CCONJ
cana-4554	151	25	malware	malware	NOUN
cana-4554	151	26	that	that	PRON
cana-4554	151	27	is	be	AUX
cana-4554	151	28	metamorphic	metamorphic	ADJ
cana-4554	151	29	.	.	PUNCT
cana-4554	152	1	the	the	DET
cana-4554	152	2	sliding	slide	VERB
cana-4554	152	3	window	window	NOUN
cana-4554	152	4	protocol	protocol	NOUN
cana-4554	152	5	used	use	VERB
cana-4554	152	6	in	in	ADP
cana-4554	152	7	the	the	DET
cana-4554	152	8	experimental	experimental	ADJ
cana-4554	152	9	setup	setup	NOUN
cana-4554	152	10	improves	improve	VERB
cana-4554	152	11	detection	detection	NOUN
cana-4554	152	12	performance	performance	NOUN
cana-4554	152	13	and	and	CCONJ
cana-4554	152	14	malware	malware	NOUN
cana-4554	152	15	classification	classification	NOUN
cana-4554	152	16	accuracy	accuracy	NOUN
cana-4554	152	17	.	.	PUNCT
cana-4554	153	1	[	[	X
cana-4554	153	2	18	18	NUM
cana-4554	153	3	]	]	PUNCT
cana-4554	153	4	the	the	DET
cana-4554	153	5	study	study	NOUN
cana-4554	153	6	showed	show	VERB
cana-4554	153	7	that	that	SCONJ
cana-4554	153	8	their	their	PRON
cana-4554	153	9	proposed	propose	VERB
cana-4554	153	10	detection	detection	NOUN
cana-4554	153	11	method	method	NOUN
cana-4554	153	12	was	be	AUX
cana-4554	153	13	effective	effective	ADJ
cana-4554	153	14	in	in	ADP
cana-4554	153	15	detecting	detect	VERB
cana-4554	153	16	network	network	NOUN
cana-4554	153	17	intrusions	intrusion	NOUN
cana-4554	153	18	.	.	PUNCT
cana-4554	154	1	in	in	ADP
cana-4554	154	2	this	this	DET
cana-4554	154	3	context	context	NOUN
cana-4554	154	4	,	,	PUNCT
cana-4554	154	5	ambusaidi	ambusaidi	VERB
cana-4554	154	6	and	and	CCONJ
cana-4554	154	7	colleagues	colleague	NOUN
cana-4554	154	8	(	(	PUNCT
cana-4554	154	9	2016	2016	NUM
cana-4554	154	10	)	)	PUNCT
cana-4554	154	11	introduced	introduce	VERB
cana-4554	154	12	a	a	DET
cana-4554	154	13	novel	novel	ADJ
cana-4554	154	14	filter	filter	NOUN
cana-4554	154	15	-	-	PUNCT
cana-4554	154	16	based	base	VERB
cana-4554	154	17	feature	feature	NOUN
cana-4554	154	18	selection	selection	NOUN
cana-4554	154	19	approach	approach	NOUN
cana-4554	154	20	along	along	ADP
cana-4554	154	21	with	with	ADP
cana-4554	154	22	a	a	DET
cana-4554	154	23	theoretical	theoretical	ADJ
cana-4554	154	24	examination	examination	NOUN
cana-4554	154	25	of	of	ADP
cana-4554	154	26	mutual	mutual	ADJ
cana-4554	154	27	information	information	NOUN
cana-4554	154	28	to	to	PART
cana-4554	154	29	assess	assess	VERB
cana-4554	154	30	the	the	DET
cana-4554	154	31	interdependence	interdependence	NOUN
cana-4554	154	32	between	between	ADP
cana-4554	154	33	features	feature	NOUN
cana-4554	154	34	and	and	CCONJ
cana-4554	154	35	output	output	NOUN
cana-4554	154	36	classes	class	NOUN
cana-4554	154	37	.	.	PUNCT
cana-4554	155	1	fmifs	fmifs	PROPN
cana-4554	155	2	,	,	PUNCT
cana-4554	155	3	a	a	DET
cana-4554	155	4	versatile	versatile	ADJ
cana-4554	155	5	approach	approach	NOUN
cana-4554	155	6	developed	develop	VERB
cana-4554	155	7	to	to	PART
cana-4554	155	8	tackle	tackle	VERB
cana-4554	155	9	feature	feature	NOUN
cana-4554	155	10	selection	selection	NOUN
cana-4554	155	11	challenges	challenge	NOUN
cana-4554	155	12	,	,	PUNCT
cana-4554	155	13	was	be	AUX
cana-4554	155	14	introduced	introduce	VERB
cana-4554	155	15	.	.	PUNCT
cana-4554	156	1	the	the	DET
cana-4554	156	2	feature	feature	NOUN
cana-4554	156	3	selection	selection	NOUN
cana-4554	156	4	methods	method	NOUN
cana-4554	156	5	presented	present	VERB
cana-4554	156	6	in	in	ADP
cana-4554	156	7	this	this	DET
cana-4554	156	8	learning	learning	NOUN
cana-4554	156	9	are	be	AUX
cana-4554	156	10	good	good	ADJ
cana-4554	156	11	at	at	ADP
cana-4554	156	12	ranking	rank	VERB
cana-4554	156	13	features	feature	NOUN
cana-4554	156	14	based	base	VERB
cana-4554	156	15	on	on	ADP
cana-4554	156	16	their	their	PRON
cana-4554	156	17	significance	significance	NOUN
cana-4554	156	18	,	,	PUNCT
cana-4554	156	19	but	but	CCONJ
cana-4554	156	20	they	they	PRON
cana-4554	156	21	do	do	AUX
cana-4554	156	22	n't	not	PART
cana-4554	156	23	figure	figure	VERB
cana-4554	156	24	out	out	ADP
cana-4554	156	25	the	the	DET
cana-4554	156	26	ideal	ideal	ADJ
cana-4554	156	27	number	number	NOUN
cana-4554	156	28	of	of	ADP
cana-4554	156	29	features	feature	NOUN
cana-4554	156	30	needed	need	VERB
cana-4554	156	31	for	for	ADP
cana-4554	156	32	training	train	VERB
cana-4554	156	33	a	a	DET
cana-4554	156	34	classifier	classifier	NOUN
cana-4554	156	35	.	.	PUNCT
cana-4554	157	1	the	the	DET
cana-4554	157	2	proposed	propose	VERB
cana-4554	157	3	algorithm	algorithm	NOUN
cana-4554	157	4	for	for	ADP
cana-4554	157	5	feature	feature	NOUN
cana-4554	157	6	selection	selection	NOUN
cana-4554	157	7	could	could	AUX
cana-4554	157	8	be	be	AUX
cana-4554	157	9	further	far	ADV
cana-4554	157	10	improved	improve	VERB
cana-4554	157	11	by	by	ADP
cana-4554	157	12	improving	improve	VERB
cana-4554	157	13	the	the	DET
cana-4554	157	14	search	search	NOUN
cana-4554	157	15	method	method	NOUN
cana-4554	157	16	[	[	X
cana-4554	157	17	14	14	NUM
cana-4554	157	18	]	]	PUNCT
cana-4554	157	19	.	.	PUNCT
cana-4554	158	1	atici	atici	PROPN
cana-4554	158	2	and	and	CCONJ
cana-4554	158	3	their	their	PRON
cana-4554	158	4	group	group	NOUN
cana-4554	158	5	(	(	PUNCT
cana-4554	158	6	2016	2016	NUM
cana-4554	158	7	)	)	PUNCT
cana-4554	158	8	shed	shed	VERB
cana-4554	158	9	light	light	NOUN
cana-4554	158	10	on	on	ADP
cana-4554	158	11	the	the	DET
cana-4554	158	12	methods	method	NOUN
cana-4554	158	13	used	use	VERB
cana-4554	158	14	to	to	PART
cana-4554	158	15	find	find	VERB
cana-4554	158	16	software	software	NOUN
cana-4554	158	17	that	that	PRON
cana-4554	158	18	is	be	AUX
cana-4554	158	19	polymorphic	polymorphic	ADJ
cana-4554	158	20	and	and	CCONJ
cana-4554	158	21	its	its	PRON
cana-4554	158	22	different	different	ADJ
cana-4554	158	23	variations	variation	NOUN
cana-4554	158	24	.	.	PUNCT
cana-4554	159	1	by	by	ADP
cana-4554	159	2	applying	apply	VERB
cana-4554	159	3	a	a	DET
cana-4554	159	4	set	set	NOUN
cana-4554	159	5	of	of	ADP
cana-4554	159	6	filters	filter	NOUN
cana-4554	159	7	,	,	PUNCT
cana-4554	159	8	correcting	correct	VERB
cana-4554	159	9	any	any	DET
cana-4554	159	10	unintentional	unintentional	ADJ
cana-4554	159	11	exclusions	exclusion	NOUN
cana-4554	159	12	,	,	PUNCT
cana-4554	159	13	and	and	CCONJ
cana-4554	159	14	modifying	modify	VERB
cana-4554	159	15	the	the	DET
cana-4554	159	16	process	process	NOUN
cana-4554	159	17	to	to	PART
cana-4554	159	18	include	include	VERB
cana-4554	159	19	these	these	DET
cana-4554	159	20	samples	sample	NOUN
cana-4554	159	21	,	,	PUNCT
cana-4554	159	22	the	the	DET
cana-4554	159	23	researchers	researcher	NOUN
cana-4554	159	24	described	describe	VERB
cana-4554	159	25	a	a	DET
cana-4554	159	26	method	method	NOUN
cana-4554	159	27	for	for	ADP
cana-4554	159	28	finding	find	VERB
cana-4554	159	29	samples	sample	NOUN
cana-4554	159	30	.	.	PUNCT
cana-4554	160	1	the	the	DET
cana-4554	160	2	system	system	NOUN
cana-4554	160	3	's	's	PART
cana-4554	160	4	filters	filter	NOUN
cana-4554	160	5	are	be	AUX
cana-4554	160	6	updated	update	VERB
cana-4554	160	7	automatically	automatically	ADV
cana-4554	160	8	to	to	PART
cana-4554	160	9	guarantee	guarantee	VERB
cana-4554	160	10	quick	quick	ADJ
cana-4554	160	11	handling	handling	NOUN
cana-4554	160	12	of	of	ADP
cana-4554	160	13	new	new	ADJ
cana-4554	160	14	polymorphic	polymorphic	ADJ
cana-4554	160	15	malware	malware	NOUN
cana-4554	160	16	iterations	iteration	NOUN
cana-4554	160	17	and	and	CCONJ
cana-4554	160	18	to	to	PART
cana-4554	160	19	avoid	avoid	VERB
cana-4554	160	20	their	their	PRON
cana-4554	160	21	misclassification	misclassification	NOUN
cana-4554	160	22	.	.	PUNCT
cana-4554	161	1	a	a	DET
cana-4554	161	2	number	number	NOUN
cana-4554	161	3	of	of	ADP
cana-4554	161	4	variables	variable	NOUN
cana-4554	161	5	influence	influence	VERB
cana-4554	161	6	the	the	DET
cana-4554	161	7	choice	choice	NOUN
cana-4554	161	8	of	of	ADP
cana-4554	161	9	filters	filter	NOUN
cana-4554	161	10	for	for	ADP
cana-4554	161	11	evaluating	evaluate	VERB
cana-4554	161	12	polymorphic	polymorphic	ADJ
cana-4554	161	13	samples	sample	NOUN
cana-4554	161	14	,	,	PUNCT
cana-4554	161	15	including	include	VERB
cana-4554	161	16	dispositive	dispositive	NOUN
cana-4554	161	17	scans	scan	NOUN
cana-4554	161	18	and	and	CCONJ
cana-4554	161	19	the	the	DET
cana-4554	161	20	characteristics	characteristic	NOUN
cana-4554	161	21	of	of	ADP
cana-4554	161	22	the	the	DET
cana-4554	161	23	exe	exe	NOUN
cana-4554	161	24	(	(	PUNCT
cana-4554	161	25	i.e.	i.e.	X
cana-4554	161	26	,	,	PUNCT
cana-4554	161	27	executable	executable	ADJ
cana-4554	161	28	)	)	PUNCT
cana-4554	161	29	file	file	NOUN
cana-4554	161	30	.	.	PUNCT
cana-4554	162	1	before	before	ADP
cana-4554	162	2	attempting	attempt	VERB
cana-4554	162	3	to	to	PART
cana-4554	162	4	match	match	VERB
cana-4554	162	5	the	the	DET
cana-4554	162	6	signature	signature	NOUN
cana-4554	162	7	of	of	ADP
cana-4554	162	8	the	the	DET
cana-4554	162	9	malicious	malicious	ADJ
cana-4554	162	10	polymorphic	polymorphic	ADJ
cana-4554	162	11	variant	variant	NOUN
cana-4554	162	12	,	,	PUNCT
cana-4554	162	13	a	a	DET
cana-4554	162	14	section	section	NOUN
cana-4554	162	15	of	of	ADP
cana-4554	162	16	the	the	DET
cana-4554	162	17	exe	exe	NOUN
cana-4554	162	18	file	file	NOUN
cana-4554	162	19	is	be	AUX
cana-4554	162	20	decrypted	decrypt	VERB
cana-4554	162	21	as	as	ADP
cana-4554	162	22	part	part	NOUN
cana-4554	162	23	of	of	ADP
cana-4554	162	24	the	the	DET
cana-4554	162	25	process	process	NOUN
cana-4554	162	26	during	during	ADP
cana-4554	162	27	the	the	DET
cana-4554	162	28	encryption	encryption	NOUN
cana-4554	162	29	scan	scan	NOUN
cana-4554	162	30	.	.	PUNCT
cana-4554	163	1	[	[	X
cana-4554	163	2	15	15	NUM
cana-4554	163	3	]	]	X
cana-4554	163	4	fraley	fraley	NOUN
cana-4554	163	5	et	et	PROPN
cana-4554	163	6	al	al	PROPN
cana-4554	163	7	.	.	PROPN
cana-4554	163	8	(	(	PUNCT
cana-4554	163	9	2016	2016	NUM
cana-4554	163	10	)	)	PUNCT
cana-4554	163	11	presented	present	VERB
cana-4554	163	12	a	a	DET
cana-4554	163	13	detection	detection	NOUN
cana-4554	163	14	strategy	strategy	NOUN
cana-4554	163	15	that	that	PRON
cana-4554	163	16	uses	use	VERB
cana-4554	163	17	both	both	CCONJ
cana-4554	163	18	static	static	ADJ
cana-4554	163	19	and	and	CCONJ
cana-4554	163	20	dynamic	dynamic	ADJ
cana-4554	163	21	analysis	analysis	NOUN
cana-4554	163	22	techniques	technique	NOUN
cana-4554	163	23	to	to	PART
cana-4554	163	24	extract	extract	VERB
cana-4554	163	25	topological	topological	ADJ
cana-4554	163	26	features	feature	NOUN
cana-4554	163	27	.	.	PUNCT
cana-4554	164	1	the	the	DET
cana-4554	164	2	suggested	suggest	VERB
cana-4554	164	3	approach	approach	NOUN
cana-4554	164	4	uses	use	VERB
cana-4554	164	5	ida	ida	PROPN
cana-4554	164	6	pro	pro	ADJ
cana-4554	164	7	and	and	CCONJ
cana-4554	164	8	cuckoo	cuckoo	NOUN
cana-4554	164	9	sandbox	sandbox	NOUN
cana-4554	164	10	for	for	ADP
cana-4554	164	11	feature	feature	NOUN
cana-4554	164	12	extraction	extraction	NOUN
cana-4554	164	13	,	,	PUNCT
cana-4554	164	14	leveraging	leverage	VERB
cana-4554	164	15	data	datum	NOUN
cana-4554	164	16	mining	mining	NOUN
cana-4554	164	17	techniques	technique	NOUN
cana-4554	164	18	to	to	PART
cana-4554	164	19	expedite	expedite	VERB
cana-4554	164	20	the	the	DET
cana-4554	164	21	classification	classification	NOUN
cana-4554	164	22	process	process	NOUN
cana-4554	164	23	.	.	PUNCT
cana-4554	165	1	a	a	DET
cana-4554	165	2	total	total	NOUN
cana-4554	165	3	of	of	ADP
cana-4554	165	4	3637	3637	NUM
cana-4554	165	5	samples—2400	samples—2400	PROPN
cana-4554	165	6	clean	clean	ADJ
cana-4554	165	7	samples	sample	NOUN
cana-4554	165	8	,	,	PUNCT
cana-4554	165	9	800	800	NUM
cana-4554	165	10	malicious	malicious	ADJ
cana-4554	165	11	samples	sample	NOUN
cana-4554	165	12	,	,	PUNCT
cana-4554	165	13	and	and	CCONJ
cana-4554	165	14	437	437	NUM
cana-4554	165	15	unlabeled	unlabele	VERB
cana-4554	165	16	samples	sample	NOUN
cana-4554	165	17	—	—	PUNCT
cana-4554	165	18	were	be	AUX
cana-4554	165	19	used	use	VERB
cana-4554	165	20	in	in	ADP
cana-4554	165	21	their	their	PRON
cana-4554	165	22	research	research	NOUN
cana-4554	165	23	.	.	PUNCT
cana-4554	166	1	by	by	ADP
cana-4554	166	2	examining	examine	VERB
cana-4554	166	3	function	function	NOUN
cana-4554	166	4	call	call	NOUN
cana-4554	166	5	graphs	graph	NOUN
cana-4554	166	6	,	,	PUNCT
cana-4554	166	7	the	the	DET
cana-4554	166	8	researchers	researcher	NOUN
cana-4554	166	9	tracked	track	VERB
cana-4554	166	10	usage	usage	NOUN
cana-4554	166	11	patterns	pattern	NOUN
cana-4554	166	12	of	of	ADP
cana-4554	166	13	instructions	instruction	NOUN
cana-4554	166	14	and	and	CCONJ
cana-4554	166	15	used	use	VERB
cana-4554	166	16	belief	belief	NOUN
cana-4554	166	17	propagation	propagation	NOUN
cana-4554	166	18	to	to	PART
cana-4554	166	19	identify	identify	VERB
cana-4554	166	20	traits	trait	NOUN
cana-4554	166	21	of	of	ADP
cana-4554	166	22	compromised	compromise	VERB
cana-4554	166	23	files	file	NOUN
cana-4554	166	24	.	.	PUNCT
cana-4554	167	1	a	a	DET
cana-4554	167	2	thorough	thorough	ADJ
cana-4554	167	3	feature	feature	NOUN
cana-4554	167	4	set	set	NOUN
cana-4554	167	5	was	be	AUX
cana-4554	167	6	produced	produce	VERB
cana-4554	167	7	by	by	ADP
cana-4554	167	8	carefully	carefully	ADV
cana-4554	167	9	selecting	select	VERB
cana-4554	167	10	and	and	CCONJ
cana-4554	167	11	utilizing	utilize	VERB
cana-4554	167	12	twenty	twenty	NUM
cana-4554	167	13	features	feature	NOUN
cana-4554	167	14	,	,	PUNCT
cana-4554	167	15	which	which	PRON
cana-4554	167	16	included	include	VERB
cana-4554	167	17	eight	eight	NUM
cana-4554	167	18	behavioral	behavioral	ADJ
cana-4554	167	19	and	and	CCONJ
cana-4554	167	20	twelve	twelve	NUM
cana-4554	167	21	structural	structural	ADJ
cana-4554	167	22	properties	property	NOUN
cana-4554	167	23	.	.	PUNCT
cana-4554	168	1	file	file	NOUN
cana-4554	168	2	size	size	NOUN
cana-4554	168	3	,	,	PUNCT
cana-4554	168	4	compiler	compiler	NOUN
cana-4554	168	5	type	type	NOUN
cana-4554	168	6	,	,	PUNCT
cana-4554	168	7	and	and	CCONJ
cana-4554	168	8	mov	mov	NOUN
cana-4554	168	9	,	,	PUNCT
cana-4554	168	10	add	add	VERB
cana-4554	168	11	,	,	PUNCT
cana-4554	168	12	and	and	CCONJ
cana-4554	168	13	lea	lea	PROPN
cana-4554	168	14	instructions	instruction	NOUN
cana-4554	168	15	were	be	AUX
cana-4554	168	16	among	among	ADP
cana-4554	168	17	the	the	DET
cana-4554	168	18	features	feature	NOUN
cana-4554	168	19	that	that	PRON
cana-4554	168	20	were	be	AUX
cana-4554	168	21	extracted	extract	VERB
cana-4554	168	22	.	.	PUNCT
cana-4554	169	1	the	the	DET
cana-4554	169	2	final	final	ADJ
cana-4554	169	3	feature	feature	NOUN
cana-4554	169	4	set	set	NOUN
cana-4554	169	5	was	be	AUX
cana-4554	169	6	transformed	transform	VERB
cana-4554	169	7	into	into	ADP
cana-4554	169	8	an	an	DET
cana-4554	169	9	arff	arff	PROPN
cana-4554	169	10	data	data	NOUN
cana-4554	169	11	format	format	NOUN
cana-4554	169	12	that	that	SCONJ
cana-4554	169	13	the	the	DET
cana-4554	169	14	weka	weka	PROPN
cana-4554	169	15	data	data	PROPN
cana-4554	169	16	mining	mining	NOUN
cana-4554	169	17	application	application	NOUN
cana-4554	169	18	could	could	AUX
cana-4554	169	19	use	use	VERB
cana-4554	169	20	.	.	PUNCT
cana-4554	170	1	a	a	DET
cana-4554	170	2	10	10	NUM
cana-4554	170	3	-	-	ADJ
cana-4554	170	4	fold	fold	ADJ
cana-4554	170	5	cross	cross	ADJ
cana-4554	170	6	-	-	ADJ
cana-4554	170	7	validation	validation	ADJ
cana-4554	170	8	technique	technique	NOUN
cana-4554	170	9	was	be	AUX
cana-4554	170	10	used	use	VERB
cana-4554	170	11	for	for	ADP
cana-4554	170	12	validation	validation	NOUN
cana-4554	170	13	,	,	PUNCT
cana-4554	170	14	and	and	CCONJ
cana-4554	170	15	weka	weka	PROPN
cana-4554	170	16	was	be	AUX
cana-4554	170	17	used	use	VERB
cana-4554	170	18	for	for	ADP
cana-4554	170	19	classification	classification	NOUN
cana-4554	170	20	.	.	PUNCT
cana-4554	171	1	the	the	DET
cana-4554	171	2	use	use	NOUN
cana-4554	171	3	of	of	ADP
cana-4554	171	4	ensemble	ensemble	ADJ
cana-4554	171	5	bagging	bagging	NOUN
cana-4554	171	6	techniques	technique	NOUN
cana-4554	171	7	produced	produce	VERB
cana-4554	171	8	an	an	DET
cana-4554	171	9	outstanding	outstanding	ADJ
cana-4554	171	10	overall	overall	ADJ
cana-4554	171	11	accuracy	accuracy	NOUN
cana-4554	171	12	of	of	ADP
cana-4554	171	13	99.9	99.9	NUM
cana-4554	171	14	%	%	NOUN
cana-4554	171	15	and	and	CCONJ
cana-4554	171	16	a	a	DET
cana-4554	171	17	low	low	ADJ
cana-4554	171	18	false	false	ADJ
cana-4554	171	19	negative	negative	ADJ
cana-4554	171	20	rate	rate	NOUN
cana-4554	171	21	of	of	ADP
cana-4554	171	22	0.001[16	0.001[16	PROPN
cana-4554	171	23	]	]	X
cana-4554	171	24	.	.	PUNCT
cana-4554	172	1	3	3	X
cana-4554	172	2	.	.	X
cana-4554	172	3	discussion	discussion	NOUN
cana-4554	172	4	●	●	NUM
cana-4554	172	5	researchers	researcher	NOUN
cana-4554	172	6	have	have	AUX
cana-4554	172	7	used	use	VERB
cana-4554	172	8	a	a	DET
cana-4554	172	9	variety	variety	NOUN
cana-4554	172	10	of	of	ADP
cana-4554	172	11	approaches	approach	NOUN
cana-4554	172	12	to	to	PART
cana-4554	172	13	address	address	VERB
cana-4554	172	14	the	the	DET
cana-4554	172	15	problem	problem	NOUN
cana-4554	172	16	of	of	ADP
cana-4554	172	17	polymorphic	polymorphic	ADJ
cana-4554	172	18	malware	malware	NOUN
cana-4554	172	19	,	,	PUNCT
cana-4554	172	20	which	which	PRON
cana-4554	172	21	has	have	AUX
cana-4554	172	22	been	be	AUX
cana-4554	172	23	extensively	extensively	ADV
cana-4554	172	24	studied	study	VERB
cana-4554	172	25	in	in	ADP
cana-4554	172	26	scholarly	scholarly	ADJ
cana-4554	172	27	literature	literature	NOUN
cana-4554	172	28	.	.	PUNCT
cana-4554	173	1	bioinformatics	bioinformatics	NOUN
cana-4554	173	2	dna	dna	PROPN
cana-4554	173	3	approaches	approach	NOUN
cana-4554	173	4	including	include	VERB
cana-4554	173	5	needleman	needleman	PROPN
cana-4554	173	6	-	-	PUNCT
cana-4554	173	7	wunsch	wunsch	PROPN
cana-4554	173	8	,	,	PUNCT
cana-4554	173	9	smith	smith	PROPN
cana-4554	173	10	-	-	PUNCT
cana-4554	173	11	waterman	waterman	PROPN
cana-4554	173	12	,	,	PUNCT
cana-4554	173	13	multiple	multiple	ADJ
cana-4554	173	14	sequence	sequence	NOUN
cana-4554	173	15	alignment	alignment	NOUN
cana-4554	173	16	,	,	PUNCT
cana-4554	173	17	and	and	CCONJ
cana-4554	173	18	the	the	DET
cana-4554	173	19	strand	strand	NOUN
cana-4554	173	20	gene	gene	NOUN
cana-4554	173	21	sequence	sequence	NOUN
cana-4554	173	22	classifier	classifier	NOUN
cana-4554	173	23	have	have	AUX
cana-4554	173	24	been	be	AUX
cana-4554	173	25	used	use	VERB
cana-4554	173	26	in	in	ADP
cana-4554	173	27	several	several	ADJ
cana-4554	173	28	investigations	investigation	NOUN
cana-4554	173	29	.	.	PUNCT
cana-4554	174	1	at	at	ADP
cana-4554	174	2	the	the	DET
cana-4554	174	3	same	same	ADJ
cana-4554	174	4	time	time	NOUN
cana-4554	174	5	,	,	PUNCT
cana-4554	174	6	other	other	ADJ
cana-4554	174	7	studies	study	NOUN
cana-4554	174	8	communications	communication	NOUN
cana-4554	174	9	on	on	ADP
cana-4554	174	10	applied	apply	VERB
cana-4554	174	11	nonlinear	nonlinear	ADJ
cana-4554	174	12	analysis	analysis	NOUN
cana-4554	174	13	issn	issn	NOUN
cana-4554	174	14	:	:	PUNCT
cana-4554	174	15	1074	1074	NUM
cana-4554	174	16	-	-	PUNCT
cana-4554	174	17	133x	133x	NUM
cana-4554	174	18	vol	vol	NOUN
cana-4554	174	19	32	32	NUM
cana-4554	174	20	no	no	NOUN
cana-4554	174	21	.	.	PUNCT
cana-4554	175	1	9s	9s	NUM
cana-4554	175	2	(	(	PUNCT
cana-4554	175	3	2025	2025	NUM
cana-4554	175	4	)	)	PUNCT
cana-4554	175	5	2772	2772	NUM
cana-4554	176	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	176	2	have	have	AUX
cana-4554	176	3	dabbled	dabble	VERB
cana-4554	176	4	in	in	ADP
cana-4554	176	5	using	use	VERB
cana-4554	176	6	machine	machine	NOUN
cana-4554	176	7	learning	learn	VERB
cana-4554	176	8	techniques	technique	NOUN
cana-4554	176	9	.	.	PUNCT
cana-4554	177	1	various	various	ADJ
cana-4554	177	2	algorithms	algorithm	NOUN
cana-4554	177	3	have	have	AUX
cana-4554	177	4	been	be	AUX
cana-4554	177	5	used	use	VERB
cana-4554	177	6	to	to	PART
cana-4554	177	7	create	create	VERB
cana-4554	177	8	models	model	NOUN
cana-4554	177	9	in	in	ADP
cana-4554	177	10	some	some	DET
cana-4554	177	11	research	research	NOUN
cana-4554	177	12	projects	project	NOUN
cana-4554	177	13	,	,	PUNCT
cana-4554	177	14	and	and	CCONJ
cana-4554	177	15	the	the	DET
cana-4554	177	16	most	most	ADV
cana-4554	177	17	dependable	dependable	ADJ
cana-4554	177	18	and	and	CCONJ
cana-4554	177	19	efficient	efficient	ADJ
cana-4554	177	20	method	method	NOUN
cana-4554	177	21	has	have	AUX
cana-4554	177	22	been	be	AUX
cana-4554	177	23	chosen	choose	VERB
cana-4554	177	24	.	.	PUNCT
cana-4554	178	1	table	table	NOUN
cana-4554	178	2	1	1	NUM
cana-4554	178	3	provides	provide	VERB
cana-4554	178	4	a	a	DET
cana-4554	178	5	comparison	comparison	NOUN
cana-4554	178	6	of	of	ADP
cana-4554	178	7	different	different	ADJ
cana-4554	178	8	analysis	analysis	NOUN
cana-4554	178	9	and	and	CCONJ
cana-4554	178	10	detection	detection	NOUN
cana-4554	178	11	techniques	technique	NOUN
cana-4554	178	12	for	for	ADP
cana-4554	178	13	polymorphic	polymorphic	ADJ
cana-4554	178	14	malware	malware	NOUN
cana-4554	178	15	,	,	PUNCT
cana-4554	178	16	focusing	focus	VERB
cana-4554	178	17	on	on	ADP
cana-4554	178	18	methodology	methodology	NOUN
cana-4554	178	19	,	,	PUNCT
cana-4554	178	20	dataset	dataset	NOUN
cana-4554	178	21	,	,	PUNCT
cana-4554	178	22	performance	performance	NOUN
cana-4554	178	23	,	,	PUNCT
cana-4554	178	24	findings	finding	NOUN
cana-4554	178	25	,	,	PUNCT
cana-4554	178	26	and	and	CCONJ
cana-4554	178	27	challenges	challenge	NOUN
cana-4554	178	28	.	.	PUNCT
cana-4554	179	1	highlights	highlight	NOUN
cana-4554	179	2	from	from	ADP
cana-4554	179	3	the	the	DET
cana-4554	179	4	literature	literature	NOUN
cana-4554	179	5	review	review	NOUN
cana-4554	179	6	include	include	VERB
cana-4554	179	7	:	:	PUNCT
cana-4554	179	8	1	1	X
cana-4554	179	9	.	.	X
cana-4554	179	10	trojans	trojan	NOUN
cana-4554	179	11	,	,	PUNCT
cana-4554	179	12	worms	worm	NOUN
cana-4554	179	13	,	,	PUNCT
cana-4554	179	14	and	and	CCONJ
cana-4554	179	15	viruses	virus	NOUN
cana-4554	179	16	are	be	AUX
cana-4554	179	17	examples	example	NOUN
cana-4554	179	18	of	of	ADP
cana-4554	179	19	polymorphic	polymorphic	ADJ
cana-4554	179	20	malware	malware	NOUN
cana-4554	179	21	,	,	PUNCT
cana-4554	179	22	which	which	PRON
cana-4554	179	23	may	may	AUX
cana-4554	179	24	encrypt	encrypt	VERB
cana-4554	179	25	,	,	PUNCT
cana-4554	179	26	decode	decode	VERB
cana-4554	179	27	,	,	PUNCT
cana-4554	179	28	and	and	CCONJ
cana-4554	179	29	change	change	VERB
cana-4554	179	30	the	the	DET
cana-4554	179	31	appearance	appearance	NOUN
cana-4554	179	32	of	of	ADP
cana-4554	179	33	data	datum	NOUN
cana-4554	179	34	through	through	ADP
cana-4554	179	35	code	code	NOUN
cana-4554	179	36	propagation	propagation	NOUN
cana-4554	179	37	.	.	PUNCT
cana-4554	180	1	therefore	therefore	ADV
cana-4554	180	2	,	,	PUNCT
cana-4554	180	3	merely	merely	ADV
cana-4554	180	4	using	use	VERB
cana-4554	180	5	a	a	DET
cana-4554	180	6	signaturebased	signaturebase	VERB
cana-4554	180	7	method	method	NOUN
cana-4554	180	8	does	do	AUX
cana-4554	180	9	not	not	PART
cana-4554	180	10	ensure	ensure	VERB
cana-4554	180	11	their	their	PRON
cana-4554	180	12	identification	identification	NOUN
cana-4554	180	13	.	.	PUNCT
cana-4554	181	1	2	2	X
cana-4554	181	2	.	.	X
cana-4554	181	3	using	use	VERB
cana-4554	181	4	a	a	DET
cana-4554	181	5	variety	variety	NOUN
cana-4554	181	6	of	of	ADP
cana-4554	181	7	machine	machine	NOUN
cana-4554	181	8	learning	learn	VERB
cana-4554	181	9	classifiers	classifier	NOUN
cana-4554	181	10	and	and	CCONJ
cana-4554	181	11	mining	mining	NOUN
cana-4554	181	12	algorithms	algorithm	NOUN
cana-4554	181	13	results	result	VERB
cana-4554	181	14	in	in	ADP
cana-4554	181	15	remarkably	remarkably	ADV
cana-4554	181	16	high	high	ADJ
cana-4554	181	17	accuracy	accuracy	NOUN
cana-4554	181	18	rates	rate	NOUN
cana-4554	181	19	.	.	PUNCT
cana-4554	182	1	this	this	DET
cana-4554	182	2	method	method	NOUN
cana-4554	182	3	,	,	PUNCT
cana-4554	182	4	which	which	PRON
cana-4554	182	5	focuses	focus	VERB
cana-4554	182	6	on	on	ADP
cana-4554	182	7	windows	window	NOUN
cana-4554	182	8	api	api	NOUN
cana-4554	182	9	calls	call	NOUN
cana-4554	182	10	,	,	PUNCT
cana-4554	182	11	creates	create	VERB
cana-4554	182	12	opportunities	opportunity	NOUN
cana-4554	182	13	for	for	ADP
cana-4554	182	14	further	further	ADJ
cana-4554	182	15	research	research	NOUN
cana-4554	182	16	on	on	ADP
cana-4554	182	17	a	a	DET
cana-4554	182	18	variety	variety	NOUN
cana-4554	182	19	of	of	ADP
cana-4554	182	20	obfuscation	obfuscation	NOUN
cana-4554	182	21	-	-	PUNCT
cana-4554	182	22	related	relate	VERB
cana-4554	182	23	topics	topic	NOUN
cana-4554	182	24	.	.	PUNCT
cana-4554	183	1	3	3	X
cana-4554	183	2	.	.	X
cana-4554	183	3	although	although	SCONJ
cana-4554	183	4	the	the	DET
cana-4554	183	5	sandbox	sandbox	NOUN
cana-4554	183	6	approach	approach	NOUN
cana-4554	183	7	to	to	ADP
cana-4554	183	8	analysis	analysis	NOUN
cana-4554	183	9	provides	provide	VERB
cana-4554	183	10	dynamic	dynamic	ADJ
cana-4554	183	11	tools	tool	NOUN
cana-4554	183	12	,	,	PUNCT
cana-4554	183	13	its	its	PRON
cana-4554	183	14	effectiveness	effectiveness	NOUN
cana-4554	183	15	is	be	AUX
cana-4554	183	16	restricted	restrict	VERB
cana-4554	183	17	since	since	SCONJ
cana-4554	183	18	malicious	malicious	ADJ
cana-4554	183	19	programs	program	NOUN
cana-4554	183	20	can	can	AUX
cana-4554	183	21	detect	detect	VERB
cana-4554	183	22	virtualization	virtualization	NOUN
cana-4554	183	23	frameworks	framework	NOUN
cana-4554	183	24	by	by	ADP
cana-4554	183	25	examining	examine	VERB
cana-4554	183	26	internet	internet	NOUN
cana-4554	183	27	access	access	NOUN
cana-4554	183	28	.	.	PUNCT
cana-4554	184	1	however	however	ADV
cana-4554	184	2	,	,	PUNCT
cana-4554	184	3	it	it	PRON
cana-4554	184	4	turns	turn	VERB
cana-4554	184	5	out	out	ADP
cana-4554	184	6	to	to	PART
cana-4554	184	7	be	be	AUX
cana-4554	184	8	a	a	DET
cana-4554	184	9	dependable	dependable	ADJ
cana-4554	184	10	technique	technique	NOUN
cana-4554	184	11	that	that	PRON
cana-4554	184	12	guarantees	guarantee	VERB
cana-4554	184	13	an	an	DET
cana-4554	184	14	accurate	accurate	ADJ
cana-4554	184	15	and	and	CCONJ
cana-4554	184	16	good	good	ADJ
cana-4554	184	17	detection	detection	NOUN
cana-4554	184	18	rate	rate	NOUN
cana-4554	184	19	when	when	SCONJ
cana-4554	184	20	paired	pair	VERB
cana-4554	184	21	with	with	ADP
cana-4554	184	22	analysis	analysis	NOUN
cana-4554	184	23	based	base	VERB
cana-4554	184	24	on	on	ADP
cana-4554	184	25	static	static	ADJ
cana-4554	184	26	nature	nature	NOUN
cana-4554	184	27	.	.	PUNCT
cana-4554	185	1	4	4	X
cana-4554	185	2	.	.	X
cana-4554	185	3	the	the	DET
cana-4554	185	4	vast	vast	ADJ
cana-4554	185	5	number	number	NOUN
cana-4554	185	6	of	of	ADP
cana-4554	185	7	new	new	ADJ
cana-4554	185	8	malicious	malicious	ADJ
cana-4554	185	9	software	software	NOUN
cana-4554	185	10	types	type	NOUN
cana-4554	185	11	that	that	PRON
cana-4554	185	12	are	be	AUX
cana-4554	185	13	always	always	ADV
cana-4554	185	14	appearing	appear	VERB
cana-4554	185	15	on	on	ADP
cana-4554	185	16	a	a	DET
cana-4554	185	17	daily	daily	ADJ
cana-4554	185	18	basis	basis	NOUN
cana-4554	185	19	outstrips	outstrip	VERB
cana-4554	185	20	the	the	DET
cana-4554	185	21	capability	capability	NOUN
cana-4554	185	22	of	of	ADP
cana-4554	185	23	the	the	DET
cana-4554	185	24	detection	detection	NOUN
cana-4554	185	25	techniques	technique	NOUN
cana-4554	185	26	that	that	PRON
cana-4554	185	27	are	be	AUX
cana-4554	185	28	now	now	ADV
cana-4554	185	29	in	in	ADP
cana-4554	185	30	use	use	NOUN
cana-4554	185	31	.	.	PUNCT
cana-4554	186	1	table	table	NOUN
cana-4554	186	2	1	1	NUM
cana-4554	186	3	.	.	PUNCT
cana-4554	186	4	comparative	comparative	ADJ
cana-4554	186	5	analysis	analysis	NOUN
cana-4554	186	6	of	of	ADP
cana-4554	186	7	polymorphic	polymorphic	ADJ
cana-4554	186	8	malware	malware	NOUN
cana-4554	186	9	detection	detection	NOUN
cana-4554	186	10	techniques	technique	NOUN
cana-4554	186	11	author(s	author(s	NOUN
cana-4554	186	12	)	)	PUNCT
cana-4554	186	13	&	&	CCONJ
cana-4554	186	14	year	year	NOUN
cana-4554	186	15	methodology	methodology	NOUN
cana-4554	186	16	dataset	dataset	NOUN
cana-4554	186	17	used	use	VERB
cana-4554	186	18	perform	perform	VERB
cana-4554	186	19	ance	ance	NOUN
cana-4554	186	20	metrics	metric	NOUN
cana-4554	186	21	key	key	ADJ
cana-4554	186	22	findings	finding	NOUN
cana-4554	186	23	limitations	limitation	NOUN
cana-4554	186	24	&	&	CCONJ
cana-4554	186	25	challenges	challenge	NOUN
cana-4554	186	26	su	su	PROPN
cana-4554	186	27	et	et	PROPN
cana-4554	186	28	al	al	PROPN
cana-4554	186	29	.	.	PROPN
cana-4554	187	1	(	(	PUNCT
cana-4554	187	2	2024	2024	NUM
cana-4554	187	3	)	)	PUNCT
cana-4554	187	4	dynamic	dynamic	ADJ
cana-4554	187	5	obfuscation	obfuscation	NOUN
cana-4554	187	6	signature	signature	NOUN
cana-4554	187	7	analysis	analysis	NOUN
cana-4554	187	8	(	(	PUNCT
cana-4554	187	9	dosa	dosa	NOUN
cana-4554	187	10	)	)	PUNCT
cana-4554	187	11	combining	combine	VERB
cana-4554	187	12	static	static	ADJ
cana-4554	187	13	,	,	PUNCT
cana-4554	187	14	dynamic	dynamic	ADJ
cana-4554	187	15	analysis	analysis	NOUN
cana-4554	187	16	&	&	CCONJ
cana-4554	187	17	machine	machine	NOUN
cana-4554	187	18	learning	learn	VERB
cana-4554	187	19	multiple	multiple	ADJ
cana-4554	187	20	ransomware	ransomware	NOUN
cana-4554	187	21	samples	sample	NOUN
cana-4554	187	22	from	from	ADP
cana-4554	187	23	various	various	ADJ
cana-4554	187	24	sources	source	NOUN
cana-4554	187	25	accuracy	accuracy	NOUN
cana-4554	187	26	:	:	PUNCT
cana-4554	187	27	92.3%97.8	92.3%97.8	NUM
cana-4554	187	28	%	%	NOUN
cana-4554	187	29	false	false	ADJ
cana-4554	187	30	positive	positive	ADJ
cana-4554	187	31	rate	rate	NOUN
cana-4554	187	32	:	:	PUNCT
cana-4554	187	33	1.8	1.8	NUM
cana-4554	187	34	%	%	NOUN
cana-4554	187	35	real	real	ADJ
cana-4554	187	36	-	-	PUNCT
cana-4554	187	37	time	time	NOUN
cana-4554	187	38	adaptation	adaptation	NOUN
cana-4554	187	39	to	to	ADP
cana-4554	187	40	new	new	ADJ
cana-4554	187	41	ransomware	ransomware	NOUN
cana-4554	187	42	,	,	PUNCT
cana-4554	187	43	low	low	ADJ
cana-4554	187	44	false	false	ADJ
cana-4554	187	45	positive	positive	ADJ
cana-4554	187	46	rate	rate	NOUN
cana-4554	187	47	,	,	PUNCT
cana-4554	187	48	multi	multi	ADJ
cana-4554	187	49	-	-	ADJ
cana-4554	187	50	layered	layered	ADJ
cana-4554	187	51	detection	detection	NOUN
cana-4554	187	52	approach	approach	NOUN
cana-4554	187	53	(	(	PUNCT
cana-4554	187	54	file	file	NOUN
cana-4554	187	55	-	-	PUNCT
cana-4554	187	56	based	base	VERB
cana-4554	187	57	,	,	PUNCT
cana-4554	187	58	network	network	NOUN
cana-4554	187	59	-	-	PUNCT
cana-4554	187	60	based	base	VERB
cana-4554	187	61	,	,	PUNCT
cana-4554	187	62	memory	memory	NOUN
cana-4554	187	63	-	-	PUNCT
cana-4554	187	64	based	base	VERB
cana-4554	187	65	)	)	PUNCT
cana-4554	187	66	.	.	PUNCT
cana-4554	188	1	struggles	struggle	VERB
cana-4554	188	2	with	with	ADP
cana-4554	188	3	highly	highly	ADV
cana-4554	188	4	obfuscated	obfuscated	ADJ
cana-4554	188	5	ransomware	ransomware	NOUN
cana-4554	188	6	;	;	PUNCT
cana-4554	188	7	requires	require	VERB
cana-4554	188	8	optimization	optimization	NOUN
cana-4554	188	9	for	for	ADP
cana-4554	188	10	real	real	ADJ
cana-4554	188	11	-	-	PUNCT
cana-4554	188	12	time	time	NOUN
cana-4554	188	13	detection	detection	NOUN
cana-4554	188	14	and	and	CCONJ
cana-4554	188	15	computational	computational	ADJ
cana-4554	188	16	efficiency	efficiency	NOUN
cana-4554	188	17	.	.	PUNCT
cana-4554	189	1	arlowe	arlowe	NOUN
cana-4554	189	2	et	et	PROPN
cana-4554	189	3	al	al	PROPN
cana-4554	189	4	.	.	PROPN
cana-4554	190	1	(	(	PUNCT
cana-4554	190	2	2024	2024	NUM
cana-4554	190	3	)	)	PUNCT
cana-4554	190	4	generative	generative	ADJ
cana-4554	190	5	adversarial	adversarial	ADJ
cana-4554	190	6	networks	network	NOUN
cana-4554	190	7	(	(	PUNCT
cana-4554	190	8	gans	gan	NOUN
cana-4554	190	9	)	)	PUNCT
cana-4554	190	10	with	with	ADP
cana-4554	190	11	evolutionary	evolutionary	ADJ
cana-4554	190	12	algorithms	algorithm	NOUN
cana-4554	190	13	for	for	ADP
cana-4554	190	14	detecting	detect	VERB
cana-4554	190	15	polymorphic	polymorphic	ADJ
cana-4554	190	16	ransomware	ransomware	NOUN
cana-4554	190	17	large	large	ADJ
cana-4554	190	18	dataset	dataset	NOUN
cana-4554	190	19	of	of	ADP
cana-4554	190	20	polymorphic	polymorphic	ADJ
cana-4554	190	21	ransomware	ransomware	NOUN
cana-4554	190	22	samples	sample	NOUN
cana-4554	190	23	accuracy	accuracy	NOUN
cana-4554	190	24	:	:	PUNCT
cana-4554	190	25	96.2	96.2	NUM
cana-4554	190	26	%	%	NOUN
cana-4554	190	27	recall	recall	NOUN
cana-4554	190	28	:	:	PUNCT
cana-4554	190	29	94.7	94.7	NUM
cana-4554	190	30	%	%	NOUN
cana-4554	190	31	false	false	ADJ
cana-4554	190	32	positive	positive	ADJ
cana-4554	190	33	rate	rate	NOUN
cana-4554	190	34	:	:	PUNCT
cana-4554	190	35	<	<	X
cana-4554	190	36	5	5	NUM
cana-4554	190	37	%	%	NOUN
cana-4554	190	38	outperforms	outperform	VERB
cana-4554	190	39	traditional	traditional	ADJ
cana-4554	190	40	models	model	NOUN
cana-4554	190	41	in	in	ADP
cana-4554	190	42	detecting	detect	VERB
cana-4554	190	43	obfuscated	obfuscated	ADJ
cana-4554	190	44	ransomware	ransomware	NOUN
cana-4554	190	45	;	;	PUNCT
cana-4554	190	46	improves	improve	VERB
cana-4554	190	47	recall	recall	NOUN
cana-4554	190	48	and	and	CCONJ
cana-4554	190	49	detection	detection	NOUN
cana-4554	190	50	of	of	ADP
cana-4554	190	51	novel	novel	ADJ
cana-4554	190	52	threats	threat	NOUN
cana-4554	190	53	.	.	PUNCT
cana-4554	191	1	high	high	ADJ
cana-4554	191	2	computational	computational	ADJ
cana-4554	191	3	cost	cost	NOUN
cana-4554	191	4	(	(	PUNCT
cana-4554	191	5	72	72	NUM
cana-4554	191	6	hours	hour	NOUN
cana-4554	191	7	training	training	NOUN
cana-4554	191	8	,	,	PUNCT
cana-4554	191	9	12.5	12.5	NUM
cana-4554	191	10	gb	gb	ADP
cana-4554	191	11	gpu	gpu	NOUN
cana-4554	191	12	usage	usage	NOUN
cana-4554	191	13	)	)	PUNCT
cana-4554	191	14	;	;	PUNCT
cana-4554	191	15	lacks	lack	VERB
cana-4554	191	16	discussion	discussion	NOUN
cana-4554	191	17	on	on	ADP
cana-4554	191	18	real	real	ADJ
cana-4554	191	19	-	-	PUNCT
cana-4554	191	20	world	world	NOUN
cana-4554	191	21	deployment	deployment	NOUN
cana-4554	191	22	strategies	strategy	NOUN
cana-4554	191	23	.	.	PUNCT
cana-4554	192	1	communications	communication	NOUN
cana-4554	192	2	on	on	ADP
cana-4554	192	3	applied	apply	VERB
cana-4554	192	4	nonlinear	nonlinear	ADJ
cana-4554	192	5	analysis	analysis	NOUN
cana-4554	192	6	issn	issn	NOUN
cana-4554	192	7	:	:	PUNCT
cana-4554	192	8	1074	1074	NUM
cana-4554	192	9	-	-	PUNCT
cana-4554	192	10	133x	133x	NUM
cana-4554	192	11	vol	vol	NOUN
cana-4554	192	12	32	32	NUM
cana-4554	192	13	no	no	NOUN
cana-4554	192	14	.	.	PUNCT
cana-4554	193	1	9s	9s	NUM
cana-4554	193	2	(	(	PUNCT
cana-4554	193	3	2025	2025	NUM
cana-4554	193	4	)	)	PUNCT
cana-4554	193	5	2773	2773	NUM
cana-4554	194	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	194	2	cuzzocrea	cuzzocrea	VERB
cana-4554	194	3	et	et	PROPN
cana-4554	194	4	al	al	PROPN
cana-4554	194	5	.	.	PROPN
cana-4554	195	1	(	(	PUNCT
cana-4554	195	2	2023	2023	NUM
cana-4554	195	3	)	)	PUNCT
cana-4554	195	4	graph	graph	NOUN
cana-4554	195	5	-	-	PUNCT
cana-4554	195	6	based	base	VERB
cana-4554	195	7	detection	detection	NOUN
cana-4554	195	8	using	use	VERB
cana-4554	195	9	control	control	NOUN
cana-4554	195	10	flow	flow	NOUN
cana-4554	195	11	graphs	graph	NOUN
cana-4554	195	12	and	and	CCONJ
cana-4554	195	13	xgboost	xgboost	ADJ
cana-4554	195	14	malnet	malnet	NOUN
cana-4554	195	15	dataset	dataset	NOUN
cana-4554	195	16	:	:	PUNCT
cana-4554	195	17	1,262,024	1,262,024	NUM
cana-4554	195	18	android	android	PROPN
cana-4554	195	19	apk	apk	PROPN
cana-4554	195	20	files	file	VERB
cana-4554	195	21	higher	high	ADJ
cana-4554	195	22	accuracy	accuracy	NOUN
cana-4554	195	23	than	than	SCONJ
cana-4554	195	24	imagebased	imagebase	VERB
cana-4554	195	25	malware	malware	NOUN
cana-4554	195	26	detection	detection	NOUN
cana-4554	195	27	graph	graph	NOUN
cana-4554	195	28	-	-	PUNCT
cana-4554	195	29	based	base	VERB
cana-4554	195	30	learning	learning	NOUN
cana-4554	195	31	significantly	significantly	ADV
cana-4554	195	32	improves	improve	VERB
cana-4554	195	33	malware	malware	NOUN
cana-4554	195	34	classification	classification	NOUN
cana-4554	195	35	over	over	ADP
cana-4554	195	36	image	image	NOUN
cana-4554	195	37	-	-	PUNCT
cana-4554	195	38	based	base	VERB
cana-4554	195	39	methods	method	NOUN
cana-4554	195	40	.	.	PUNCT
cana-4554	196	1	limited	limit	VERB
cana-4554	196	2	to	to	ADP
cana-4554	196	3	android	android	PROPN
cana-4554	196	4	malware	malware	NOUN
cana-4554	196	5	detection	detection	NOUN
cana-4554	196	6	;	;	PUNCT
cana-4554	196	7	may	may	AUX
cana-4554	196	8	not	not	PART
cana-4554	196	9	generalize	generalize	VERB
cana-4554	196	10	to	to	ADP
cana-4554	196	11	other	other	ADJ
cana-4554	196	12	platforms	platform	NOUN
cana-4554	196	13	.	.	PUNCT
cana-4554	197	1	deng	deng	PROPN
cana-4554	197	2	&	&	CCONJ
cana-4554	197	3	mirkovic	mirkovic	PROPN
cana-4554	197	4	(	(	PUNCT
cana-4554	197	5	2022	2022	NUM
cana-4554	197	6	)	)	PUNCT
cana-4554	197	7	clustering	cluster	VERB
cana-4554	197	8	techniques	technique	NOUN
cana-4554	197	9	on	on	ADP
cana-4554	197	10	malware	malware	NOUN
cana-4554	197	11	network	network	NOUN
cana-4554	197	12	traffic	traffic	NOUN
cana-4554	197	13	patterns	pattern	VERB
cana-4554	197	14	large	large	ADJ
cana-4554	197	15	dataset	dataset	NOUN
cana-4554	197	16	of	of	ADP
cana-4554	197	17	malware	malware	NOUN
cana-4554	197	18	network	network	NOUN
cana-4554	197	19	traffic	traffic	NOUN
cana-4554	197	20	flows	flow	VERB
cana-4554	197	21	90	90	NUM
cana-4554	197	22	%	%	NOUN
cana-4554	197	23	potentiall	potentiall	PROPN
cana-4554	197	24	y	y	PROPN
cana-4554	197	25	polymor	polymor	PROPN
cana-4554	197	26	phic	phic	ADJ
cana-4554	197	27	clusters	cluster	NOUN
cana-4554	197	28	80	80	NUM
cana-4554	197	29	%	%	NOUN
cana-4554	197	30	genuinel	genuinel	NOUN
cana-4554	197	31	y	y	PROPN
cana-4554	197	32	polymor	polymor	PROPN
cana-4554	197	33	phic	phic	ADJ
cana-4554	197	34	clusters	cluster	NOUN
cana-4554	197	35	clustering	cluster	VERB
cana-4554	197	36	helps	help	VERB
cana-4554	197	37	detect	detect	VERB
cana-4554	197	38	polymorphic	polymorphic	ADJ
cana-4554	197	39	malware	malware	NOUN
cana-4554	197	40	based	base	VERB
cana-4554	197	41	on	on	ADP
cana-4554	197	42	network	network	NOUN
cana-4554	197	43	behavior	behavior	NOUN
cana-4554	197	44	patterns	pattern	NOUN
cana-4554	197	45	.	.	PUNCT
cana-4554	198	1	common	common	ADJ
cana-4554	198	2	dll	dll	NOUN
cana-4554	198	3	usage	usage	NOUN
cana-4554	198	4	limits	limit	VERB
cana-4554	198	5	detection	detection	NOUN
cana-4554	198	6	effectiveness	effectiveness	NOUN
cana-4554	198	7	;	;	PUNCT
cana-4554	198	8	requires	require	VERB
cana-4554	198	9	more	more	ADJ
cana-4554	198	10	robust	robust	ADJ
cana-4554	198	11	pattern	pattern	NOUN
cana-4554	198	12	extraction	extraction	NOUN
cana-4554	198	13	.	.	PUNCT
cana-4554	199	1	akhtar	akhtar	PROPN
cana-4554	199	2	et	et	PROPN
cana-4554	199	3	al	al	PROPN
cana-4554	199	4	.	.	PROPN
cana-4554	200	1	(	(	PUNCT
cana-4554	200	2	2022	2022	NUM
cana-4554	200	3	)	)	PUNCT
cana-4554	200	4	comparative	comparative	ADJ
cana-4554	200	5	evaluation	evaluation	NOUN
cana-4554	200	6	of	of	ADP
cana-4554	200	7	machine	machine	NOUN
cana-4554	200	8	learning	learn	VERB
cana-4554	200	9	algorithms	algorithm	NOUN
cana-4554	200	10	for	for	ADP
cana-4554	200	11	malware	malware	NOUN
cana-4554	200	12	detection	detection	NOUN
cana-4554	200	13	(	(	PUNCT
cana-4554	200	14	decision	decision	NOUN
cana-4554	200	15	tree	tree	NOUN
cana-4554	200	16	,	,	PUNCT
cana-4554	200	17	svm	svm	ADJ
cana-4554	200	18	,	,	PUNCT
cana-4554	200	19	random	random	ADJ
cana-4554	200	20	forest	forest	NOUN
cana-4554	200	21	)	)	PUNCT
cana-4554	200	22	dataset	dataset	NOUN
cana-4554	200	23	of	of	ADP
cana-4554	200	24	malware	malware	NOUN
cana-4554	200	25	samples	sample	NOUN
cana-4554	200	26	accuracy	accuracy	NOUN
cana-4554	200	27	:	:	PUNCT
cana-4554	200	28	99	99	NUM
cana-4554	200	29	%	%	NOUN
cana-4554	200	30	(	(	PUNCT
cana-4554	200	31	decisio	decisio	ADJ
cana-4554	200	32	n	n	PRON
cana-4554	200	33	tree	tree	NOUN
cana-4554	200	34	)	)	PUNCT
cana-4554	200	35	decision	decision	NOUN
cana-4554	200	36	tree	tree	NOUN
cana-4554	200	37	(	(	PUNCT
cana-4554	200	38	dt	dt	NOUN
cana-4554	200	39	)	)	PUNCT
cana-4554	200	40	outperforms	outperform	VERB
cana-4554	200	41	other	other	ADJ
cana-4554	200	42	ml	ml	NOUN
cana-4554	200	43	models	model	NOUN
cana-4554	200	44	for	for	ADP
cana-4554	200	45	static	static	ADJ
cana-4554	200	46	malware	malware	NOUN
cana-4554	200	47	detection	detection	NOUN
cana-4554	200	48	.	.	PUNCT
cana-4554	201	1	static	static	ADJ
cana-4554	201	2	analysis	analysis	NOUN
cana-4554	201	3	struggles	struggle	NOUN
cana-4554	201	4	against	against	ADP
cana-4554	201	5	obfuscated	obfuscated	ADJ
cana-4554	201	6	and	and	CCONJ
cana-4554	201	7	metamorphic	metamorphic	ADJ
cana-4554	201	8	malware	malware	NOUN
cana-4554	201	9	.	.	PUNCT
cana-4554	202	1	selamet	selamet	PROPN
cana-4554	202	2	&	&	CCONJ
cana-4554	202	3	ali	ali	PROPN
cana-4554	202	4	(	(	PUNCT
cana-4554	202	5	2022	2022	NUM
cana-4554	202	6	)	)	PUNCT
cana-4554	202	7	feature	feature	NOUN
cana-4554	202	8	selection	selection	NOUN
cana-4554	202	9	for	for	ADP
cana-4554	202	10	polymorphic	polymorphic	ADJ
cana-4554	202	11	malware	malware	NOUN
cana-4554	202	12	detection	detection	NOUN
cana-4554	202	13	based	base	VERB
cana-4554	202	14	on	on	ADP
cana-4554	202	15	pe32	pe32	PROPN
cana-4554	202	16	header	header	NOUN
cana-4554	202	17	format	format	NOUN
cana-4554	202	18	malware	malware	NOUN
cana-4554	202	19	dataset	dataset	VERB
cana-4554	202	20	with	with	ADP
cana-4554	202	21	pe32	pe32	PROPN
cana-4554	202	22	headers	header	NOUN
cana-4554	202	23	accuracy	accuracy	NOUN
cana-4554	202	24	:	:	PUNCT
cana-4554	202	25	90%100	90%100	NUM
cana-4554	202	26	%	%	NOUN
cana-4554	202	27	selecting	select	VERB
cana-4554	202	28	relevant	relevant	ADJ
cana-4554	202	29	features	feature	NOUN
cana-4554	202	30	improves	improve	VERB
cana-4554	202	31	ml	ml	PROPN
cana-4554	202	32	classifier	classifier	ADJ
cana-4554	202	33	performance	performance	NOUN
cana-4554	202	34	in	in	ADP
cana-4554	202	35	detecting	detect	VERB
cana-4554	202	36	polymorphic	polymorphic	ADJ
cana-4554	202	37	malware	malware	NOUN
cana-4554	202	38	.	.	PUNCT
cana-4554	203	1	feature	feature	NOUN
cana-4554	203	2	selection	selection	NOUN
cana-4554	203	3	requires	require	VERB
cana-4554	203	4	refinement	refinement	NOUN
cana-4554	203	5	for	for	ADP
cana-4554	203	6	handling	handle	VERB
cana-4554	203	7	large	large	ADJ
cana-4554	203	8	datasets	dataset	NOUN
cana-4554	203	9	.	.	PUNCT
cana-4554	204	1	masabo	masabo	PROPN
cana-4554	204	2	et	et	PROPN
cana-4554	204	3	al	al	PROPN
cana-4554	204	4	.	.	PROPN
cana-4554	205	1	(	(	PUNCT
cana-4554	205	2	2019	2019	NUM
cana-4554	205	3	)	)	PUNCT
cana-4554	205	4	new	new	ADJ
cana-4554	205	5	feature	feature	NOUN
cana-4554	205	6	engineering	engineering	NOUN
cana-4554	205	7	(	(	PUNCT
cana-4554	205	8	nfe	nfe	NOUN
cana-4554	205	9	)	)	PUNCT
cana-4554	206	1	using	use	VERB
cana-4554	206	2	knn	knn	PROPN
cana-4554	206	3	&	&	CCONJ
cana-4554	206	4	gradient	gradient	PROPN
cana-4554	206	5	boosting	boost	VERB
cana-4554	206	6	malware	malware	NOUN
cana-4554	206	7	classification	classification	NOUN
cana-4554	206	8	dataset	dataset	NOUN
cana-4554	206	9	accuracy	accuracy	NOUN
cana-4554	206	10	:	:	PUNCT
cana-4554	206	11	94	94	NUM
cana-4554	206	12	%	%	NOUN
cana-4554	206	13	ml	ml	NOUN
cana-4554	206	14	-	-	PUNCT
cana-4554	206	15	driven	drive	VERB
cana-4554	206	16	feature	feature	NOUN
cana-4554	206	17	engineering	engineering	NOUN
cana-4554	206	18	improves	improve	VERB
cana-4554	206	19	polymorphic	polymorphic	ADJ
cana-4554	206	20	malware	malware	NOUN
cana-4554	206	21	classification	classification	NOUN
cana-4554	206	22	.	.	PUNCT
cana-4554	207	1	real	real	ADJ
cana-4554	207	2	-	-	PUNCT
cana-4554	207	3	time	time	NOUN
cana-4554	207	4	applicability	applicability	NOUN
cana-4554	207	5	not	not	PART
cana-4554	207	6	tested	test	VERB
cana-4554	207	7	;	;	PUNCT
cana-4554	207	8	needs	need	VERB
cana-4554	207	9	evaluation	evaluation	NOUN
cana-4554	207	10	in	in	ADP
cana-4554	207	11	dynamic	dynamic	ADJ
cana-4554	207	12	malware	malware	NOUN
cana-4554	207	13	environments	environment	NOUN
cana-4554	207	14	.	.	PUNCT
cana-4554	208	1	ojugo	ojugo	PROPN
cana-4554	208	2	&	&	CCONJ
cana-4554	208	3	eboka	eboka	PROPN
cana-4554	208	4	(	(	PUNCT
cana-4554	208	5	2019	2019	NUM
cana-4554	208	6	)	)	PUNCT
cana-4554	208	7	boyer	boyer	PROPN
cana-4554	208	8	-	-	PUNCT
cana-4554	208	9	moore	moore	PROPN
cana-4554	208	10	string	string	PROPN
cana-4554	208	11	matching	matching	NOUN
cana-4554	208	12	algorithm	algorithm	NOUN
cana-4554	208	13	for	for	ADP
cana-4554	208	14	various	various	ADJ
cana-4554	208	15	malware	malware	NOUN
cana-4554	208	16	string	string	NOUN
cana-4554	208	17	datasets	dataset	NOUN
cana-4554	208	18	string	string	NOUN
cana-4554	208	19	matching	match	VERB
cana-4554	208	20	-based	-based	ADJ
cana-4554	208	21	malware	malware	NOUN
cana-4554	208	22	efficient	efficient	ADJ
cana-4554	208	23	stringbased	stringbased	ADJ
cana-4554	208	24	malware	malware	NOUN
cana-4554	208	25	detection	detection	NOUN
cana-4554	208	26	requires	require	VERB
cana-4554	208	27	predefined	predefine	VERB
cana-4554	208	28	string	string	NOUN
cana-4554	208	29	length	length	NOUN
cana-4554	208	30	,	,	PUNCT
cana-4554	208	31	limiting	limit	VERB
cana-4554	208	32	communications	communication	NOUN
cana-4554	208	33	on	on	ADP
cana-4554	208	34	applied	apply	VERB
cana-4554	208	35	nonlinear	nonlinear	ADJ
cana-4554	208	36	analysis	analysis	NOUN
cana-4554	208	37	issn	issn	NOUN
cana-4554	208	38	:	:	PUNCT
cana-4554	208	39	1074	1074	NUM
cana-4554	208	40	-	-	PUNCT
cana-4554	208	41	133x	133x	NUM
cana-4554	208	42	vol	vol	NOUN
cana-4554	208	43	32	32	NUM
cana-4554	208	44	no	no	NOUN
cana-4554	208	45	.	.	PUNCT
cana-4554	209	1	9s	9s	NUM
cana-4554	209	2	(	(	PUNCT
cana-4554	209	3	2025	2025	NUM
cana-4554	209	4	)	)	PUNCT
cana-4554	209	5	2774	2774	NUM
cana-4554	209	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	209	7	malware	malware	NOUN
cana-4554	209	8	detection	detection	NOUN
cana-4554	209	9	identifica	identifica	PROPN
cana-4554	209	10	tion	tion	NOUN
cana-4554	209	11	flexibility	flexibility	NOUN
cana-4554	209	12	against	against	ADP
cana-4554	209	13	unknown	unknown	ADJ
cana-4554	209	14	threats	threat	NOUN
cana-4554	209	15	.	.	PUNCT
cana-4554	210	1	vinayaku	vinayaku	PROPN
cana-4554	210	2	mar	mar	PROPN
cana-4554	210	3	et	et	PROPN
cana-4554	210	4	al	al	PROPN
cana-4554	210	5	.	.	PROPN
cana-4554	211	1	(	(	PUNCT
cana-4554	211	2	2019	2019	NUM
cana-4554	211	3	)	)	PUNCT
cana-4554	211	4	deep	deep	ADJ
cana-4554	211	5	learning	learning	NOUN
cana-4554	211	6	with	with	ADP
cana-4554	211	7	image	image	NOUN
cana-4554	211	8	processing	processing	NOUN
cana-4554	211	9	(	(	PUNCT
cana-4554	211	10	scalemalnet	scalemalnet	NOUN
cana-4554	211	11	)	)	PUNCT
cana-4554	211	12	large	large	ADJ
cana-4554	211	13	dataset	dataset	NOUN
cana-4554	211	14	of	of	ADP
cana-4554	211	15	malware	malware	NOUN
cana-4554	211	16	images	image	NOUN
cana-4554	211	17	improve	improve	VERB
cana-4554	211	18	d	d	PROPN
cana-4554	211	19	classifica	classifica	PROPN
cana-4554	211	20	tion	tion	PROPN
cana-4554	211	21	accuracy	accuracy	PROPN
cana-4554	211	22	over	over	ADP
cana-4554	211	23	traditiona	traditiona	NOUN
cana-4554	211	24	l	l	PROPN
cana-4554	211	25	ml	ml	X
cana-4554	211	26	scalemalnet	scalemalnet	PROPN
cana-4554	211	27	improves	improve	VERB
cana-4554	211	28	malware	malware	NOUN
cana-4554	211	29	detection	detection	NOUN
cana-4554	211	30	using	use	VERB
cana-4554	211	31	deep	deep	ADJ
cana-4554	211	32	learning	learning	NOUN
cana-4554	211	33	-	-	PUNCT
cana-4554	211	34	based	base	VERB
cana-4554	211	35	image	image	NOUN
cana-4554	211	36	processing	processing	NOUN
cana-4554	211	37	.	.	PUNCT
cana-4554	212	1	computationally	computationally	ADV
cana-4554	212	2	expensive	expensive	ADJ
cana-4554	212	3	;	;	PUNCT
cana-4554	212	4	not	not	PART
cana-4554	212	5	feasible	feasible	ADJ
cana-4554	212	6	for	for	ADP
cana-4554	212	7	resource	resource	NOUN
cana-4554	212	8	-	-	PUNCT
cana-4554	212	9	limited	limit	VERB
cana-4554	212	10	environments	environment	NOUN
cana-4554	212	11	.	.	PUNCT
cana-4554	213	1	drew	draw	VERB
cana-4554	213	2	et	et	PROPN
cana-4554	213	3	al	al	PROPN
cana-4554	213	4	.	.	PROPN
cana-4554	214	1	(	(	PUNCT
cana-4554	214	2	2017	2017	NUM
cana-4554	214	3	)	)	PUNCT
cana-4554	214	4	ensemble	ensemble	ADJ
cana-4554	214	5	learning	learning	NOUN
cana-4554	214	6	with	with	ADP
cana-4554	214	7	strand	strand	NOUN
cana-4554	214	8	algorithm	algorithm	NOUN
cana-4554	214	9	microsoft	microsoft	PROPN
cana-4554	214	10	kaggle	kaggle	PROPN
cana-4554	214	11	dataset	dataset	PROPN
cana-4554	214	12	(	(	PUNCT
cana-4554	214	13	500	500	NUM
cana-4554	214	14	gb	gb	NOUN
cana-4554	214	15	)	)	PUNCT
cana-4554	214	16	accuracy	accuracy	NOUN
cana-4554	214	17	:	:	PUNCT
cana-4554	214	18	98	98	NUM
cana-4554	214	19	%	%	NOUN
cana-4554	214	20	combines	combine	VERB
cana-4554	214	21	assembly	assembly	NOUN
cana-4554	214	22	(	(	PUNCT
cana-4554	214	23	.asm	.asm	NOUN
cana-4554	214	24	)	)	PUNCT
cana-4554	214	25	and	and	CCONJ
cana-4554	214	26	byte	byte	NOUN
cana-4554	214	27	(	(	PUNCT
cana-4554	214	28	.bytes	.byte	NOUN
cana-4554	214	29	)	)	PUNCT
cana-4554	214	30	data	datum	NOUN
cana-4554	214	31	for	for	ADP
cana-4554	214	32	improved	improved	ADJ
cana-4554	214	33	classification	classification	NOUN
cana-4554	214	34	.	.	PUNCT
cana-4554	215	1	focused	focus	VERB
cana-4554	215	2	only	only	ADV
cana-4554	215	3	on	on	ADP
cana-4554	215	4	windows	windows	PROPN
cana-4554	215	5	malware	malware	NOUN
cana-4554	215	6	;	;	PUNCT
cana-4554	215	7	lacks	lack	VERB
cana-4554	215	8	applicability	applicability	NOUN
cana-4554	215	9	to	to	ADP
cana-4554	215	10	other	other	ADJ
cana-4554	215	11	platforms	platform	NOUN
cana-4554	215	12	.	.	PUNCT
cana-4554	216	1	tong	tong	PROPN
cana-4554	216	2	&	&	CCONJ
cana-4554	216	3	yan	yan	PROPN
cana-4554	216	4	(	(	PUNCT
cana-4554	216	5	2017	2017	NUM
cana-4554	216	6	)	)	PUNCT
cana-4554	216	7	hybrid	hybrid	ADJ
cana-4554	216	8	approach	approach	NOUN
cana-4554	216	9	for	for	ADP
cana-4554	216	10	mobile	mobile	ADJ
cana-4554	216	11	malware	malware	NOUN
cana-4554	216	12	detection	detection	NOUN
cana-4554	216	13	mobile	mobile	ADJ
cana-4554	216	14	malware	malware	NOUN
cana-4554	216	15	dataset	dataset	VERB
cana-4554	216	16	high	high	ADJ
cana-4554	216	17	accuracy	accuracy	NOUN
cana-4554	216	18	for	for	ADP
cana-4554	216	19	mobile	mobile	ADJ
cana-4554	216	20	threats	threat	NOUN
cana-4554	216	21	more	more	ADV
cana-4554	216	22	precise	precise	ADJ
cana-4554	216	23	than	than	ADP
cana-4554	216	24	traditional	traditional	ADJ
cana-4554	216	25	mobile	mobile	ADJ
cana-4554	216	26	malware	malware	NOUN
cana-4554	216	27	detection	detection	NOUN
cana-4554	216	28	techniques	technique	NOUN
cana-4554	216	29	.	.	PUNCT
cana-4554	217	1	requires	require	VERB
cana-4554	217	2	continuous	continuous	ADJ
cana-4554	217	3	updating	updating	NOUN
cana-4554	217	4	of	of	ADP
cana-4554	217	5	malware	malware	NOUN
cana-4554	217	6	samples	sample	NOUN
cana-4554	217	7	;	;	PUNCT
cana-4554	217	8	computational	computational	ADJ
cana-4554	217	9	cost	cost	NOUN
cana-4554	217	10	limits	limit	VERB
cana-4554	217	11	mobile	mobile	ADJ
cana-4554	217	12	deployment	deployment	NOUN
cana-4554	217	13	.	.	PUNCT
cana-4554	218	1	ambusaid	ambusaid	VERB
cana-4554	218	2	i	i	PRON
cana-4554	218	3	et	et	PROPN
cana-4554	218	4	al	al	PROPN
cana-4554	218	5	.	.	PUNCT
cana-4554	219	1	(	(	PUNCT
cana-4554	219	2	2016	2016	NUM
cana-4554	219	3	)	)	PUNCT
cana-4554	219	4	feature	feature	NOUN
cana-4554	219	5	selection	selection	NOUN
cana-4554	219	6	using	use	VERB
cana-4554	219	7	fmifs	fmif	NOUN
cana-4554	219	8	for	for	ADP
cana-4554	219	9	network	network	NOUN
cana-4554	219	10	intrusion	intrusion	PROPN
cana-4554	219	11	detection	detection	PROPN
cana-4554	219	12	intrusion	intrusion	NOUN
cana-4554	219	13	detection	detection	NOUN
cana-4554	219	14	system	system	NOUN
cana-4554	219	15	dataset	dataset	VERB
cana-4554	219	16	improve	improve	VERB
cana-4554	219	17	d	d	ADP
cana-4554	219	18	feature	feature	NOUN
cana-4554	219	19	ranking	rank	VERB
cana-4554	219	20	for	for	SCONJ
cana-4554	219	21	classifica	classifica	PROPN
cana-4554	219	22	tion	tion	PROPN
cana-4554	219	23	fmifs	fmifs	PROPN
cana-4554	219	24	enhances	enhance	VERB
cana-4554	219	25	feature	feature	NOUN
cana-4554	219	26	selection	selection	NOUN
cana-4554	219	27	for	for	ADP
cana-4554	219	28	better	well	ADJ
cana-4554	219	29	intrusion	intrusion	NOUN
cana-4554	219	30	detection	detection	NOUN
cana-4554	219	31	.	.	PUNCT
cana-4554	220	1	lacks	lack	VERB
cana-4554	220	2	an	an	DET
cana-4554	220	3	optimal	optimal	ADJ
cana-4554	220	4	method	method	NOUN
cana-4554	220	5	for	for	ADP
cana-4554	220	6	determining	determine	VERB
cana-4554	220	7	the	the	DET
cana-4554	220	8	right	right	ADJ
cana-4554	220	9	number	number	NOUN
cana-4554	220	10	of	of	ADP
cana-4554	220	11	selected	select	VERB
cana-4554	220	12	features	feature	NOUN
cana-4554	220	13	.	.	PUNCT
cana-4554	221	1	4	4	X
cana-4554	221	2	.	.	X
cana-4554	221	3	conclusion	conclusion	VERB
cana-4554	221	4	the	the	DET
cana-4554	221	5	most	most	ADV
cana-4554	221	6	recent	recent	ADJ
cana-4554	221	7	methods	method	NOUN
cana-4554	221	8	used	use	VERB
cana-4554	221	9	to	to	PART
cana-4554	221	10	identify	identify	VERB
cana-4554	221	11	dangerous	dangerous	ADJ
cana-4554	221	12	polymorphic	polymorphic	ADJ
cana-4554	221	13	software	software	NOUN
cana-4554	221	14	are	be	AUX
cana-4554	221	15	highlighted	highlight	VERB
cana-4554	221	16	in	in	ADP
cana-4554	221	17	this	this	DET
cana-4554	221	18	study	study	NOUN
cana-4554	221	19	.	.	PUNCT
cana-4554	222	1	internet	internet	NOUN
cana-4554	222	2	-	-	PUNCT
cana-4554	222	3	borne	bear	VERB
cana-4554	222	4	malware	malware	NOUN
cana-4554	222	5	is	be	AUX
cana-4554	222	6	the	the	DET
cana-4554	222	7	main	main	ADJ
cana-4554	222	8	security	security	NOUN
cana-4554	222	9	concern	concern	NOUN
cana-4554	222	10	that	that	SCONJ
cana-4554	222	11	the	the	DET
cana-4554	222	12	field	field	NOUN
cana-4554	222	13	of	of	ADP
cana-4554	222	14	digital	digital	ADJ
cana-4554	222	15	security	security	NOUN
cana-4554	222	16	faces	face	VERB
cana-4554	222	17	on	on	ADP
cana-4554	222	18	a	a	DET
cana-4554	222	19	daily	daily	ADJ
cana-4554	222	20	basis	basis	NOUN
cana-4554	222	21	.	.	PUNCT
cana-4554	223	1	people	people	NOUN
cana-4554	223	2	's	's	PART
cana-4554	223	3	physical	physical	ADJ
cana-4554	223	4	security	security	NOUN
cana-4554	223	5	as	as	ADV
cana-4554	223	6	well	well	ADV
cana-4554	223	7	as	as	ADP
cana-4554	223	8	their	their	PRON
cana-4554	223	9	priceless	priceless	ADJ
cana-4554	223	10	possessions	possession	NOUN
cana-4554	223	11	,	,	PUNCT
cana-4554	223	12	such	such	ADJ
cana-4554	223	13	as	as	ADP
cana-4554	223	14	data	datum	NOUN
cana-4554	223	15	and	and	CCONJ
cana-4554	223	16	technology	technology	NOUN
cana-4554	223	17	,	,	PUNCT
cana-4554	223	18	are	be	AUX
cana-4554	223	19	at	at	ADP
cana-4554	223	20	risk	risk	NOUN
cana-4554	223	21	from	from	ADP
cana-4554	223	22	these	these	DET
cana-4554	223	23	attacks	attack	NOUN
cana-4554	223	24	.	.	PUNCT
cana-4554	224	1	the	the	DET
cana-4554	224	2	complexity	complexity	NOUN
cana-4554	224	3	of	of	ADP
cana-4554	224	4	contemporary	contemporary	ADJ
cana-4554	224	5	malware	malware	NOUN
cana-4554	224	6	,	,	PUNCT
cana-4554	224	7	which	which	PRON
cana-4554	224	8	uses	use	VERB
cana-4554	224	9	polymorphic	polymorphic	ADJ
cana-4554	224	10	tactics	tactic	NOUN
cana-4554	224	11	,	,	PUNCT
cana-4554	224	12	makes	make	VERB
cana-4554	224	13	it	it	PRON
cana-4554	224	14	difficult	difficult	ADJ
cana-4554	224	15	for	for	SCONJ
cana-4554	224	16	current	current	ADJ
cana-4554	224	17	technology	technology	NOUN
cana-4554	224	18	to	to	PART
cana-4554	224	19	effectively	effectively	ADV
cana-4554	224	20	handle	handle	VERB
cana-4554	224	21	this	this	DET
cana-4554	224	22	problem	problem	NOUN
cana-4554	224	23	.	.	PUNCT
cana-4554	225	1	many	many	ADJ
cana-4554	225	2	solutions	solution	NOUN
cana-4554	225	3	rely	rely	VERB
cana-4554	225	4	on	on	ADP
cana-4554	225	5	signatures	signature	NOUN
cana-4554	225	6	,	,	PUNCT
cana-4554	225	7	but	but	CCONJ
cana-4554	225	8	as	as	SCONJ
cana-4554	225	9	malware	malware	NOUN
cana-4554	225	10	is	be	AUX
cana-4554	225	11	always	always	ADV
cana-4554	225	12	evolving	evolve	VERB
cana-4554	225	13	,	,	PUNCT
cana-4554	225	14	signatures	signature	NOUN
cana-4554	225	15	must	must	AUX
cana-4554	225	16	also	also	ADV
cana-4554	225	17	be	be	AUX
cana-4554	225	18	updated	update	VERB
cana-4554	225	19	.	.	PUNCT
cana-4554	226	1	the	the	DET
cana-4554	226	2	detection	detection	NOUN
cana-4554	226	3	rate	rate	NOUN
cana-4554	226	4	should	should	AUX
cana-4554	226	5	ideally	ideally	ADV
cana-4554	226	6	be	be	AUX
cana-4554	226	7	100	100	NUM
cana-4554	226	8	%	%	NOUN
cana-4554	226	9	,	,	PUNCT
cana-4554	226	10	yet	yet	CCONJ
cana-4554	226	11	there	there	PRON
cana-4554	226	12	are	be	VERB
cana-4554	226	13	challenges	challenge	NOUN
cana-4554	226	14	due	due	ADJ
cana-4554	226	15	to	to	ADP
cana-4554	226	16	high	high	ADJ
cana-4554	226	17	false	false	ADJ
cana-4554	226	18	positive	positive	ADJ
cana-4554	226	19	and	and	CCONJ
cana-4554	226	20	false	false	ADJ
cana-4554	226	21	negative	negative	ADJ
cana-4554	226	22	rates	rate	NOUN
cana-4554	226	23	.	.	PUNCT
cana-4554	227	1	regularly	regularly	ADV
cana-4554	227	2	updating	update	VERB
cana-4554	227	3	signature	signature	NOUN
cana-4554	227	4	-	-	PUNCT
cana-4554	227	5	based	base	VERB
cana-4554	227	6	systems	system	NOUN
cana-4554	227	7	requires	require	VERB
cana-4554	227	8	a	a	DET
cana-4554	227	9	lot	lot	NOUN
cana-4554	227	10	more	more	ADJ
cana-4554	227	11	resources	resource	NOUN
cana-4554	227	12	.	.	PUNCT
cana-4554	228	1	according	accord	VERB
cana-4554	228	2	to	to	ADP
cana-4554	228	3	earlier	early	ADJ
cana-4554	228	4	research	research	NOUN
cana-4554	228	5	,	,	PUNCT
cana-4554	228	6	between	between	ADP
cana-4554	228	7	25	25	NUM
cana-4554	228	8	%	%	NOUN
cana-4554	228	9	and	and	CCONJ
cana-4554	228	10	50	50	NUM
cana-4554	228	11	%	%	NOUN
cana-4554	228	12	of	of	ADP
cana-4554	228	13	malware	malware	NOUN
cana-4554	228	14	is	be	AUX
cana-4554	228	15	currently	currently	ADV
cana-4554	228	16	detected	detect	VERB
cana-4554	228	17	by	by	ADP
cana-4554	228	18	anti	anti	ADJ
cana-4554	228	19	-	-	ADJ
cana-4554	228	20	malware	malware	ADJ
cana-4554	228	21	software	software	NOUN
cana-4554	228	22	.	.	PUNCT
cana-4554	229	1	eliminating	eliminate	VERB
cana-4554	229	2	these	these	DET
cana-4554	229	3	hazards	hazard	NOUN
cana-4554	229	4	is	be	AUX
cana-4554	229	5	difficult	difficult	ADJ
cana-4554	229	6	due	due	ADP
cana-4554	229	7	to	to	ADP
cana-4554	229	8	their	their	PRON
cana-4554	229	9	secretive	secretive	ADJ
cana-4554	229	10	character	character	NOUN
cana-4554	229	11	and	and	CCONJ
cana-4554	229	12	the	the	DET
cana-4554	229	13	difficulty	difficulty	NOUN
cana-4554	229	14	of	of	ADP
cana-4554	229	15	classifying	classify	VERB
cana-4554	229	16	them	they	PRON
cana-4554	229	17	within	within	ADP
cana-4554	229	18	their	their	PRON
cana-4554	229	19	own	own	ADJ
cana-4554	229	20	families	family	NOUN
cana-4554	229	21	.	.	PUNCT
cana-4554	230	1	because	because	SCONJ
cana-4554	230	2	defenses	defense	NOUN
cana-4554	230	3	rely	rely	VERB
cana-4554	230	4	on	on	ADP
cana-4554	230	5	signatures	signature	NOUN
cana-4554	230	6	,	,	PUNCT
cana-4554	230	7	polymorphic	polymorphic	ADJ
cana-4554	230	8	malware	malware	NOUN
cana-4554	230	9	is	be	AUX
cana-4554	230	10	communications	communication	NOUN
cana-4554	230	11	on	on	ADP
cana-4554	230	12	applied	apply	VERB
cana-4554	230	13	nonlinear	nonlinear	ADJ
cana-4554	230	14	analysis	analysis	NOUN
cana-4554	230	15	issn	issn	NOUN
cana-4554	230	16	:	:	PUNCT
cana-4554	230	17	1074	1074	NUM
cana-4554	230	18	-	-	PUNCT
cana-4554	230	19	133x	133x	NUM
cana-4554	230	20	vol	vol	NOUN
cana-4554	230	21	32	32	NUM
cana-4554	231	1	no	no	NOUN
cana-4554	231	2	.	.	PUNCT
cana-4554	232	1	9s	9s	NUM
cana-4554	232	2	(	(	PUNCT
cana-4554	232	3	2025	2025	NUM
cana-4554	232	4	)	)	PUNCT
cana-4554	232	5	2775	2775	NUM
cana-4554	232	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	232	7	essentially	essentially	ADV
cana-4554	232	8	invisible	invisible	ADJ
cana-4554	232	9	.	.	PUNCT
cana-4554	233	1	currently	currently	ADV
cana-4554	233	2	,	,	PUNCT
cana-4554	233	3	polymorphic	polymorphic	ADJ
cana-4554	233	4	malware	malware	NOUN
cana-4554	233	5	has	have	VERB
cana-4554	233	6	an	an	DET
cana-4554	233	7	effective	effective	ADJ
cana-4554	233	8	correction	correction	NOUN
cana-4554	233	9	rate	rate	NOUN
cana-4554	233	10	between	between	ADP
cana-4554	233	11	68.75	68.75	NUM
cana-4554	233	12	%	%	NOUN
cana-4554	233	13	and	and	CCONJ
cana-4554	233	14	81.25	81.25	NUM
cana-4554	233	15	%	%	NOUN
cana-4554	233	16	.	.	PUNCT
cana-4554	234	1	currently	currently	ADV
cana-4554	234	2	,	,	PUNCT
cana-4554	234	3	polymorphic	polymorphic	ADJ
cana-4554	234	4	malware	malware	NOUN
cana-4554	234	5	can	can	AUX
cana-4554	234	6	not	not	PART
cana-4554	234	7	be	be	AUX
cana-4554	234	8	found	find	VERB
cana-4554	234	9	or	or	CCONJ
cana-4554	234	10	identified	identify	VERB
cana-4554	234	11	at	at	ADP
cana-4554	234	12	an	an	DET
cana-4554	234	13	endpoint	endpoint	NOUN
cana-4554	234	14	using	use	VERB
cana-4554	234	15	a	a	DET
cana-4554	234	16	single	single	ADJ
cana-4554	234	17	technique	technique	NOUN
cana-4554	234	18	.	.	PUNCT
cana-4554	235	1	advanced	advanced	ADJ
cana-4554	235	2	malware	malware	NOUN
cana-4554	235	3	affects	affect	VERB
cana-4554	235	4	almost	almost	ADV
cana-4554	235	5	every	every	PRON
cana-4554	235	6	business	business	NOUN
cana-4554	235	7	,	,	PUNCT
cana-4554	235	8	government	government	NOUN
cana-4554	235	9	agency	agency	NOUN
cana-4554	235	10	,	,	PUNCT
cana-4554	235	11	and	and	CCONJ
cana-4554	235	12	institution	institution	NOUN
cana-4554	235	13	with	with	ADP
cana-4554	235	14	a	a	DET
cana-4554	235	15	network	network	NOUN
cana-4554	235	16	and	and	CCONJ
cana-4554	235	17	internet	internet	NOUN
cana-4554	235	18	connection	connection	NOUN
cana-4554	235	19	.	.	PUNCT
cana-4554	236	1	the	the	DET
cana-4554	236	2	dynamic	dynamic	ADJ
cana-4554	236	3	nature	nature	NOUN
cana-4554	236	4	of	of	ADP
cana-4554	236	5	polymorphic	polymorphic	ADJ
cana-4554	236	6	malware	malware	NOUN
cana-4554	236	7	causes	cause	VERB
cana-4554	236	8	traditional	traditional	ADJ
cana-4554	236	9	signaturebased	signaturebased	ADJ
cana-4554	236	10	detection	detection	NOUN
cana-4554	236	11	methods	method	NOUN
cana-4554	236	12	to	to	PART
cana-4554	236	13	fail	fail	VERB
cana-4554	236	14	.	.	PUNCT
cana-4554	237	1	multiple	multiple	ADJ
cana-4554	237	2	distribution	distribution	NOUN
cana-4554	237	3	methods	method	NOUN
cana-4554	237	4	,	,	PUNCT
cana-4554	237	5	including	include	VERB
cana-4554	237	6	email	email	NOUN
cana-4554	237	7	,	,	PUNCT
cana-4554	237	8	embedded	embed	VERB
cana-4554	237	9	files	file	NOUN
cana-4554	237	10	,	,	PUNCT
cana-4554	237	11	software	software	NOUN
cana-4554	237	12	updates	update	NOUN
cana-4554	237	13	,	,	PUNCT
cana-4554	237	14	and	and	CCONJ
cana-4554	237	15	websites	website	NOUN
cana-4554	237	16	,	,	PUNCT
cana-4554	237	17	are	be	AUX
cana-4554	237	18	used	use	VERB
cana-4554	237	19	by	by	ADP
cana-4554	237	20	polymorphic	polymorphic	ADJ
cana-4554	237	21	malware	malware	NOUN
cana-4554	237	22	to	to	PART
cana-4554	237	23	propagate	propagate	VERB
cana-4554	237	24	.	.	PUNCT
cana-4554	238	1	large	large	ADJ
cana-4554	238	2	security	security	NOUN
cana-4554	238	3	companies	company	NOUN
cana-4554	238	4	spend	spend	VERB
cana-4554	238	5	billions	billion	NOUN
cana-4554	238	6	of	of	ADP
cana-4554	238	7	dollars	dollar	NOUN
cana-4554	238	8	fighting	fight	VERB
cana-4554	238	9	malware	malware	NOUN
cana-4554	238	10	in	in	ADP
cana-4554	238	11	general	general	ADJ
cana-4554	238	12	,	,	PUNCT
cana-4554	238	13	but	but	CCONJ
cana-4554	238	14	identifying	identify	VERB
cana-4554	238	15	maliciouspolymorphic	maliciouspolymorphic	ADJ
cana-4554	238	16	software	software	NOUN
cana-4554	238	17	is	be	AUX
cana-4554	238	18	made	make	VERB
cana-4554	238	19	more	more	ADV
cana-4554	238	20	difficult	difficult	ADJ
cana-4554	238	21	by	by	ADP
cana-4554	238	22	the	the	DET
cana-4554	238	23	expertise	expertise	NOUN
cana-4554	238	24	of	of	ADP
cana-4554	238	25	malware	malware	NOUN
cana-4554	238	26	writers	writer	NOUN
cana-4554	238	27	.	.	PUNCT
cana-4554	239	1	malicious	malicious	ADJ
cana-4554	239	2	software	software	NOUN
cana-4554	239	3	developers	developer	NOUN
cana-4554	239	4	are	be	AUX
cana-4554	239	5	constantly	constantly	ADV
cana-4554	239	6	improving	improve	VERB
cana-4554	239	7	their	their	PRON
cana-4554	239	8	programs	program	NOUN
cana-4554	239	9	to	to	PART
cana-4554	239	10	avoid	avoid	VERB
cana-4554	239	11	being	be	AUX
cana-4554	239	12	discovered	discover	VERB
cana-4554	239	13	by	by	ADP
cana-4554	239	14	security	security	NOUN
cana-4554	239	15	monitoring	monitoring	NOUN
cana-4554	239	16	systems	system	NOUN
cana-4554	239	17	.	.	PUNCT
cana-4554	240	1	there	there	PRON
cana-4554	240	2	is	be	VERB
cana-4554	240	3	no	no	DET
cana-4554	240	4	one	one	NUM
cana-4554	240	5	-	-	PUNCT
cana-4554	240	6	size	size	NOUN
cana-4554	240	7	-	-	PUNCT
cana-4554	240	8	fits	fit	VERB
cana-4554	240	9	-	-	PUNCT
cana-4554	240	10	all	all	DET
cana-4554	240	11	method	method	NOUN
cana-4554	240	12	for	for	ADP
cana-4554	240	13	identifying	identify	VERB
cana-4554	240	14	dangerous	dangerous	ADJ
cana-4554	240	15	polymorphic	polymorphic	ADJ
cana-4554	240	16	and	and	CCONJ
cana-4554	240	17	malignant	malignant	ADJ
cana-4554	240	18	metamorphic	metamorphic	ADJ
cana-4554	240	19	software	software	NOUN
cana-4554	240	20	;	;	PUNCT
cana-4554	240	21	instead	instead	ADV
cana-4554	240	22	,	,	PUNCT
cana-4554	240	23	continuous	continuous	ADJ
cana-4554	240	24	malware	malware	NOUN
cana-4554	240	25	analysis	analysis	NOUN
cana-4554	240	26	is	be	AUX
cana-4554	240	27	required	require	VERB
cana-4554	240	28	to	to	PART
cana-4554	240	29	comprehend	comprehend	VERB
cana-4554	240	30	how	how	SCONJ
cana-4554	240	31	these	these	DET
cana-4554	240	32	threats	threat	NOUN
cana-4554	240	33	are	be	AUX
cana-4554	240	34	changing	change	VERB
cana-4554	240	35	.	.	PUNCT
cana-4554	241	1	references	reference	NOUN
cana-4554	241	2	[	[	X
cana-4554	241	3	1	1	NUM
cana-4554	241	4	]	]	X
cana-4554	241	5	jovanovic	jovanovic	PROPN
cana-4554	241	6	,	,	PUNCT
cana-4554	241	7	bojan	bojan	PROPN
cana-4554	241	8	.	.	PUNCT
cana-4554	242	1	“	"	PUNCT
cana-4554	242	2	a	a	DET
cana-4554	242	3	not	not	PART
cana-4554	242	4	-	-	PUNCT
cana-4554	242	5	so	so	ADV
cana-4554	242	6	-	-	PUNCT
cana-4554	242	7	common	common	ADJ
cana-4554	242	8	cold	cold	NOUN
cana-4554	242	9	:	:	PUNCT
cana-4554	242	10	malware	malware	NOUN
cana-4554	242	11	statistics	statistic	NOUN
cana-4554	242	12	in	in	ADP
cana-4554	242	13	2024	2024	NUM
cana-4554	242	14	.	.	PUNCT
cana-4554	242	15	”	"	PUNCT
cana-4554	243	1	a	a	DET
cana-4554	243	2	not	not	PART
cana-4554	243	3	-	-	PUNCT
cana-4554	243	4	socommon	socommon	ADJ
cana-4554	243	5	cold	cold	NOUN
cana-4554	243	6	:	:	PUNCT
cana-4554	243	7	malware	malware	NOUN
cana-4554	243	8	statistics	statistic	NOUN
cana-4554	243	9	in	in	ADP
cana-4554	243	10	2024	2024	NUM
cana-4554	243	11	,	,	PUNCT
cana-4554	243	12	dataprot	dataprot	PROPN
cana-4554	243	13	,	,	PUNCT
cana-4554	243	14	february	february	PROPN
cana-4554	243	15	06,2024	06,2024	NUM
cana-4554	243	16	,	,	PUNCT
cana-4554	243	17	https://dataprot.net/statistics/malware-statistics/.	https://dataprot.net/statistics/malware-statistics/.	NOUN
cana-4554	243	18	accessed	access	VERB
cana-4554	243	19	february	february	NOUN
cana-4554	243	20	06,2024	06,2024	PROPN
cana-4554	244	1	[	[	X
cana-4554	244	2	2	2	NUM
cana-4554	244	3	]	]	X
cana-4554	244	4	av	av	NOUN
cana-4554	244	5	-	-	NOUN
cana-4554	244	6	test	test	NOUN
cana-4554	244	7	.	.	PUNCT
cana-4554	245	1	“	"	PUNCT
cana-4554	245	2	total	total	ADJ
cana-4554	245	3	amount	amount	NOUN
cana-4554	245	4	of	of	ADP
cana-4554	245	5	malware	malware	NOUN
cana-4554	245	6	and	and	CCONJ
cana-4554	245	7	pua	pua	NOUN
cana-4554	245	8	.	.	PUNCT
cana-4554	245	9	”	"	PUNCT
cana-4554	245	10	malware	malware	NOUN
cana-4554	245	11	,	,	PUNCT
cana-4554	245	12	2024	2024	NUM
cana-4554	245	13	,	,	PUNCT
cana-4554	245	14	https://www.avtest.org/en/statistics/malware/.	https://www.avtest.org/en/statistics/malware/.	PROPN
cana-4554	246	1	[	[	X
cana-4554	246	2	3	3	NUM
cana-4554	246	3	]	]	X
cana-4554	246	4	chaikovskyi	chaikovskyi	ADJ
cana-4554	246	5	,	,	PUNCT
cana-4554	246	6	m.	m.	NOUN
cana-4554	246	7	,	,	PUNCT
cana-4554	246	8	chaikovska	chaikovska	PROPN
cana-4554	246	9	,	,	PUNCT
cana-4554	246	10	i.	i.	NOUN
cana-4554	246	11	,	,	PUNCT
cana-4554	246	12	sochor	sochor	NOUN
cana-4554	246	13	,	,	PUNCT
cana-4554	246	14	t.	t.	PROPN
cana-4554	246	15	,	,	PUNCT
cana-4554	246	16	martyniuk	martyniuk	PROPN
cana-4554	246	17	,	,	PUNCT
cana-4554	246	18	i.	i.	PROPN
cana-4554	246	19	,	,	PUNCT
cana-4554	246	20	&	&	CCONJ
cana-4554	246	21	lyhun	lyhun	PROPN
cana-4554	246	22	,	,	PUNCT
cana-4554	246	23	o.	o.	PROPN
cana-4554	246	24	(	(	PUNCT
cana-4554	246	25	2024	2024	NUM
cana-4554	246	26	)	)	PUNCT
cana-4554	246	27	.	.	PUNCT
cana-4554	247	1	comprehensive	comprehensive	ADJ
cana-4554	247	2	approach	approach	NOUN
cana-4554	247	3	to	to	ADP
cana-4554	247	4	the	the	DET
cana-4554	247	5	detection	detection	NOUN
cana-4554	247	6	and	and	CCONJ
cana-4554	247	7	analysis	analysis	NOUN
cana-4554	247	8	of	of	ADP
cana-4554	247	9	polymorphic	polymorphic	ADJ
cana-4554	247	10	malware	malware	NOUN
cana-4554	247	11	.	.	PUNCT
cana-4554	248	1	in	in	ADP
cana-4554	248	2	ceur	ceur	NOUN
cana-4554	248	3	workshop	workshop	NOUN
cana-4554	248	4	proceedings	proceeding	NOUN
cana-4554	248	5	(	(	PUNCT
cana-4554	248	6	vol	vol	NOUN
cana-4554	248	7	.	.	PUNCT
cana-4554	248	8	3736	3736	NUM
cana-4554	248	9	,	,	PUNCT
cana-4554	248	10	pp	pp	ADJ
cana-4554	248	11	.	.	PUNCT
cana-4554	249	1	312	312	NUM
cana-4554	249	2	-	-	NUM
cana-4554	249	3	323	323	NUM
cana-4554	249	4	)	)	PUNCT
cana-4554	249	5	.	.	PUNCT
cana-4554	250	1	[	[	X
cana-4554	250	2	4	4	NUM
cana-4554	250	3	]	]	SYM
cana-4554	250	4	su	su	PROPN
cana-4554	250	5	,	,	PUNCT
cana-4554	250	6	l.	l.	PROPN
cana-4554	250	7	,	,	PUNCT
cana-4554	250	8	cheng	cheng	PROPN
cana-4554	250	9	,	,	PUNCT
cana-4554	250	10	h.	h.	PROPN
cana-4554	250	11	,	,	PUNCT
cana-4554	250	12	li	li	PROPN
cana-4554	250	13	,	,	PUNCT
cana-4554	250	14	l.	l.	PROPN
cana-4554	250	15	,	,	PUNCT
cana-4554	250	16	zhang	zhang	PROPN
cana-4554	250	17	,	,	PUNCT
cana-4554	250	18	c.	c.	PROPN
cana-4554	250	19	,	,	PUNCT
cana-4554	250	20	wang	wang	PROPN
cana-4554	250	21	,	,	PUNCT
cana-4554	250	22	y.	y.	PROPN
cana-4554	250	23	,	,	PUNCT
cana-4554	250	24	&	&	CCONJ
cana-4554	250	25	zhao	zhao	PROPN
cana-4554	250	26	,	,	PUNCT
cana-4554	250	27	j.	j.	PROPN
cana-4554	250	28	(	(	PUNCT
cana-4554	250	29	2024	2024	NUM
cana-4554	250	30	)	)	PUNCT
cana-4554	250	31	.	.	PUNCT
cana-4554	251	1	a	a	DET
cana-4554	251	2	novel	novel	ADJ
cana-4554	251	3	approach	approach	NOUN
cana-4554	251	4	of	of	ADP
cana-4554	251	5	ransomware	ransomware	NOUN
cana-4554	251	6	detection	detection	NOUN
cana-4554	251	7	with	with	ADP
cana-4554	251	8	dynamic	dynamic	ADJ
cana-4554	251	9	obfuscation	obfuscation	NOUN
cana-4554	251	10	signature	signature	NOUN
cana-4554	251	11	analysis	analysis	NOUN
cana-4554	251	12	.	.	PUNCT
cana-4554	252	1	[	[	X
cana-4554	252	2	5	5	NUM
cana-4554	252	3	]	]	SYM
cana-4554	252	4	arlowe	arlowe	NOUN
cana-4554	252	5	,	,	PUNCT
cana-4554	252	6	m.	m.	NOUN
cana-4554	252	7	,	,	PUNCT
cana-4554	252	8	fitzpatrick	fitzpatrick	PROPN
cana-4554	252	9	,	,	PUNCT
cana-4554	252	10	d.	d.	PROPN
cana-4554	252	11	,	,	PUNCT
cana-4554	252	12	&	&	CCONJ
cana-4554	252	13	brannon	brannon	PROPN
cana-4554	252	14	,	,	PUNCT
cana-4554	252	15	c.	c.	PROPN
cana-4554	252	16	(	(	PUNCT
cana-4554	252	17	2024	2024	NUM
cana-4554	252	18	)	)	PUNCT
cana-4554	252	19	.	.	PUNCT
cana-4554	253	1	evolutionary	evolutionary	ADJ
cana-4554	253	2	generative	generative	ADJ
cana-4554	253	3	adversarial	adversarial	ADJ
cana-4554	253	4	networks	network	NOUN
cana-4554	253	5	for	for	ADP
cana-4554	253	6	detecting	detect	VERB
cana-4554	253	7	novel	novel	ADJ
cana-4554	253	8	polymorphic	polymorphic	ADJ
cana-4554	253	9	ransomware	ransomware	NOUN
cana-4554	253	10	[	[	X
cana-4554	253	11	6	6	NUM
cana-4554	253	12	]	]	X
cana-4554	253	13	cuzzocrea	cuzzocrea	PROPN
cana-4554	253	14	,	,	PUNCT
cana-4554	253	15	a.	a.	NOUN
cana-4554	253	16	,	,	PUNCT
cana-4554	253	17	quebrado	quebrado	NOUN
cana-4554	253	18	,	,	PUNCT
cana-4554	253	19	m.	m.	NOUN
cana-4554	253	20	,	,	PUNCT
cana-4554	253	21	hafsaoui	hafsaoui	PROPN
cana-4554	253	22	,	,	PUNCT
cana-4554	253	23	a.	a.	PROPN
cana-4554	253	24	,	,	PUNCT
cana-4554	253	25	&	&	CCONJ
cana-4554	253	26	serra	serra	PROPN
cana-4554	253	27	,	,	PUNCT
cana-4554	253	28	e.	e.	PROPN
cana-4554	253	29	(	(	PUNCT
cana-4554	253	30	2023	2023	NUM
cana-4554	253	31	,	,	PUNCT
cana-4554	253	32	june	june	PROPN
cana-4554	253	33	)	)	PUNCT
cana-4554	253	34	.	.	PUNCT
cana-4554	254	1	a	a	DET
cana-4554	254	2	graphrepresentation	graphrepresentation	NOUN
cana-4554	254	3	-	-	PUNCT
cana-4554	254	4	learning	learn	VERB
cana-4554	254	5	framework	framework	NOUN
cana-4554	254	6	for	for	ADP
cana-4554	254	7	supporting	support	VERB
cana-4554	254	8	android	android	PROPN
cana-4554	254	9	malware	malware	NOUN
cana-4554	254	10	identification	identification	NOUN
cana-4554	254	11	and	and	CCONJ
cana-4554	254	12	polymorphic	polymorphic	ADJ
cana-4554	254	13	evolution	evolution	NOUN
cana-4554	254	14	.	.	PUNCT
cana-4554	255	1	in	in	ADP
cana-4554	255	2	2023	2023	NUM
cana-4554	255	3	10th	10th	ADJ
cana-4554	255	4	ieee	ieee	NOUN
cana-4554	255	5	swiss	swiss	ADJ
cana-4554	255	6	conference	conference	NOUN
cana-4554	255	7	on	on	ADP
cana-4554	255	8	data	datum	NOUN
cana-4554	255	9	science	science	NOUN
cana-4554	255	10	(	(	PUNCT
cana-4554	255	11	sds	sds	PROPN
cana-4554	255	12	)	)	PUNCT
cana-4554	255	13	(	(	PUNCT
cana-4554	255	14	pp	pp	ADP
cana-4554	255	15	.	.	PUNCT
cana-4554	255	16	3441	3441	NUM
cana-4554	255	17	)	)	PUNCT
cana-4554	255	18	.	.	PUNCT
cana-4554	256	1	ieee	ieee	NOUN
cana-4554	256	2	.	.	PUNCT
cana-4554	257	1	[	[	X
cana-4554	257	2	7	7	NUM
cana-4554	257	3	]	]	SYM
cana-4554	257	4	deng	deng	PROPN
cana-4554	257	5	,	,	PUNCT
cana-4554	257	6	x.	x.	PROPN
cana-4554	257	7	,	,	PUNCT
cana-4554	257	8	&	&	CCONJ
cana-4554	257	9	mirkovic	mirkovic	PROPN
cana-4554	257	10	,	,	PUNCT
cana-4554	257	11	j.	j.	PROPN
cana-4554	257	12	(	(	PUNCT
cana-4554	257	13	2022	2022	NUM
cana-4554	257	14	,	,	PUNCT
cana-4554	257	15	january	january	PROPN
cana-4554	257	16	)	)	PUNCT
cana-4554	257	17	.	.	PUNCT
cana-4554	258	1	polymorphic	polymorphic	ADJ
cana-4554	258	2	malware	malware	NOUN
cana-4554	258	3	behavior	behavior	NOUN
cana-4554	258	4	through	through	ADP
cana-4554	258	5	network	network	NOUN
cana-4554	258	6	trace	trace	NOUN
cana-4554	258	7	analysis	analysis	NOUN
cana-4554	258	8	.	.	PUNCT
cana-4554	259	1	in	in	ADP
cana-4554	259	2	2022	2022	NUM
cana-4554	259	3	14th	14th	ADJ
cana-4554	259	4	international	international	ADJ
cana-4554	259	5	conference	conference	NOUN
cana-4554	259	6	on	on	ADP
cana-4554	259	7	communication	communication	NOUN
cana-4554	259	8	systems	system	NOUN
cana-4554	259	9	&	&	CCONJ
cana-4554	259	10	networks	network	NOUN
cana-4554	259	11	(	(	PUNCT
cana-4554	259	12	comsnets	comsnet	NOUN
cana-4554	259	13	)	)	PUNCT
cana-4554	259	14	(	(	PUNCT
cana-4554	259	15	pp	pp	X
cana-4554	259	16	.	.	PUNCT
cana-4554	260	1	138	138	NUM
cana-4554	260	2	-	-	SYM
cana-4554	260	3	146	146	NUM
cana-4554	260	4	)	)	PUNCT
cana-4554	260	5	.	.	PUNCT
cana-4554	261	1	ieee	ieee	PROPN
cana-4554	261	2	.	.	PUNCT
cana-4554	262	1	[	[	X
cana-4554	262	2	8	8	NUM
cana-4554	262	3	]	]	X
cana-4554	262	4	catalano	catalano	PROPN
cana-4554	262	5	,	,	PUNCT
cana-4554	262	6	c.	c.	PROPN
cana-4554	262	7	,	,	PUNCT
cana-4554	262	8	chezzi	chezzi	NOUN
cana-4554	262	9	,	,	PUNCT
cana-4554	262	10	a.	a.	NOUN
cana-4554	262	11	,	,	PUNCT
cana-4554	262	12	angelelli	angelelli	PROPN
cana-4554	262	13	,	,	PUNCT
cana-4554	262	14	m.	m.	NOUN
cana-4554	262	15	,	,	PUNCT
cana-4554	262	16	&	&	CCONJ
cana-4554	262	17	tommasi	tommasi	PROPN
cana-4554	262	18	,	,	PUNCT
cana-4554	262	19	f.	f.	PROPN
cana-4554	262	20	(	(	PUNCT
cana-4554	262	21	2022	2022	NUM
cana-4554	262	22	)	)	PUNCT
cana-4554	262	23	.	.	PUNCT
cana-4554	263	1	deceiving	deceive	VERB
cana-4554	263	2	ai	ai	NOUN
cana-4554	263	3	-	-	PUNCT
cana-4554	263	4	based	base	VERB
cana-4554	263	5	malware	malware	NOUN
cana-4554	263	6	detection	detection	NOUN
cana-4554	263	7	through	through	ADP
cana-4554	263	8	polymorphic	polymorphic	ADJ
cana-4554	263	9	attacks	attack	NOUN
cana-4554	263	10	.	.	PUNCT
cana-4554	264	1	computers	computer	NOUN
cana-4554	264	2	in	in	ADP
cana-4554	264	3	industry	industry	NOUN
cana-4554	264	4	,	,	PUNCT
cana-4554	264	5	143	143	NUM
cana-4554	264	6	,	,	PUNCT
cana-4554	264	7	103751	103751	NUM
cana-4554	264	8	.	.	PUNCT
cana-4554	265	1	[	[	X
cana-4554	265	2	9	9	NUM
cana-4554	265	3	]	]	X
cana-4554	265	4	akhtar	akhtar	NOUN
cana-4554	265	5	,	,	PUNCT
cana-4554	265	6	m.	m.	NOUN
cana-4554	265	7	s.	s.	PROPN
cana-4554	265	8	,	,	PUNCT
cana-4554	265	9	&	&	CCONJ
cana-4554	265	10	feng	feng	PROPN
cana-4554	265	11	,	,	PUNCT
cana-4554	265	12	t.	t.	PROPN
cana-4554	265	13	(	(	PUNCT
cana-4554	265	14	2022	2022	NUM
cana-4554	265	15	)	)	PUNCT
cana-4554	265	16	.	.	PUNCT
cana-4554	266	1	malware	malware	NOUN
cana-4554	266	2	analysis	analysis	NOUN
cana-4554	266	3	and	and	CCONJ
cana-4554	266	4	detection	detection	NOUN
cana-4554	266	5	using	use	VERB
cana-4554	266	6	machine	machine	NOUN
cana-4554	266	7	learning	learning	NOUN
cana-4554	266	8	algorithms	algorithm	NOUN
cana-4554	266	9	.	.	PUNCT
cana-4554	267	1	symmetry	symmetry	NOUN
cana-4554	267	2	,	,	PUNCT
cana-4554	267	3	14(11	14(11	NUM
cana-4554	267	4	)	)	PUNCT
cana-4554	267	5	,	,	PUNCT
cana-4554	267	6	2304	2304	NUM
cana-4554	268	1	[	[	X
cana-4554	268	2	10	10	NUM
cana-4554	268	3	]	]	PUNCT
cana-4554	268	4	selamat	selamat	NOUN
cana-4554	268	5	,	,	PUNCT
cana-4554	268	6	n.	n.	PROPN
cana-4554	268	7	s.	s.	PROPN
cana-4554	268	8	,	,	PUNCT
cana-4554	268	9	&	&	CCONJ
cana-4554	268	10	ali	ali	PROPN
cana-4554	268	11	,	,	PUNCT
cana-4554	268	12	f.	f.	PROPN
cana-4554	268	13	h.	h.	PROPN
cana-4554	268	14	m.	m.	PROPN
cana-4554	268	15	(	(	PUNCT
cana-4554	268	16	2022	2022	NUM
cana-4554	268	17	)	)	PUNCT
cana-4554	268	18	.	.	PUNCT
cana-4554	269	1	polymorphic	polymorphic	ADJ
cana-4554	269	2	malware	malware	NOUN
cana-4554	269	3	detection	detection	NOUN
cana-4554	269	4	based	base	VERB
cana-4554	269	5	on	on	ADP
cana-4554	269	6	upervised	upervised	ADJ
cana-4554	269	7	machine	machine	NOUN
cana-4554	269	8	learning	learning	NOUN
cana-4554	269	9	.	.	PUNCT
cana-4554	270	1	journal	journal	PROPN
cana-4554	270	2	of	of	ADP
cana-4554	270	3	positive	positive	ADJ
cana-4554	270	4	school	school	NOUN
cana-4554	270	5	psychology	psychology	NOUN
cana-4554	270	6	,	,	PUNCT
cana-4554	270	7	6(3	6(3	NUM
cana-4554	270	8	)	)	PUNCT
cana-4554	270	9	,	,	PUNCT
cana-4554	270	10	8538	8538	NUM
cana-4554	270	11	-	-	SYM
cana-4554	270	12	8547	8547	NUM
cana-4554	270	13	.	.	PUNCT
cana-4554	271	1	[	[	X
cana-4554	271	2	11	11	NUM
cana-4554	271	3	]	]	X
cana-4554	271	4	masabo	masabo	PROPN
cana-4554	271	5	,	,	PUNCT
cana-4554	271	6	e.	e.	PROPN
cana-4554	271	7	(	(	PUNCT
cana-4554	271	8	2019	2019	NUM
cana-4554	271	9	)	)	PUNCT
cana-4554	271	10	.	.	PUNCT
cana-4554	272	1	a	a	DET
cana-4554	272	2	feature	feature	NOUN
cana-4554	272	3	engineering	engineering	NOUN
cana-4554	272	4	approach	approach	NOUN
cana-4554	272	5	for	for	ADP
cana-4554	272	6	classification	classification	NOUN
cana-4554	272	7	and	and	CCONJ
cana-4554	272	8	detection	detection	NOUN
cana-4554	272	9	of	of	ADP
cana-4554	272	10	polymorphic	polymorphic	ADJ
cana-4554	272	11	malware	malware	NOUN
cana-4554	272	12	using	use	VERB
cana-4554	272	13	machine	machine	NOUN
cana-4554	272	14	learning	learning	NOUN
cana-4554	272	15	(	(	PUNCT
cana-4554	272	16	doctoral	doctoral	ADJ
cana-4554	272	17	dissertation	dissertation	NOUN
cana-4554	272	18	,	,	PUNCT
cana-4554	272	19	makerere	makerere	NOUN
cana-4554	272	20	university	university	NOUN
cana-4554	272	21	)	)	PUNCT
cana-4554	272	22	.	.	PUNCT
cana-4554	273	1	https://www.av-test.org/en/statistics/malware/	https://www.av-test.org/en/statistics/malware/	VERB
cana-4554	273	2	https://www.av-test.org/en/statistics/malware/	https://www.av-test.org/en/statistics/malware/	NOUN
cana-4554	273	3	communications	communication	NOUN
cana-4554	273	4	on	on	ADP
cana-4554	273	5	applied	apply	VERB
cana-4554	273	6	nonlinear	nonlinear	ADJ
cana-4554	273	7	analysis	analysis	NOUN
cana-4554	273	8	issn	issn	NOUN
cana-4554	273	9	:	:	PUNCT
cana-4554	273	10	1074	1074	NUM
cana-4554	273	11	-	-	PUNCT
cana-4554	273	12	133x	133x	NUM
cana-4554	273	13	vol	vol	NOUN
cana-4554	273	14	32	32	NUM
cana-4554	273	15	no	no	NOUN
cana-4554	273	16	.	.	PUNCT
cana-4554	274	1	9s	9s	NUM
cana-4554	274	2	(	(	PUNCT
cana-4554	274	3	2025	2025	NUM
cana-4554	274	4	)	)	PUNCT
cana-4554	274	5	2776	2776	NUM
cana-4554	274	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4554	275	1	[	[	X
cana-4554	275	2	12	12	NUM
cana-4554	275	3	]	]	X
cana-4554	275	4	ojugo	ojugo	PROPN
cana-4554	275	5	,	,	PUNCT
cana-4554	275	6	a.	a.	PROPN
cana-4554	275	7	,	,	PUNCT
cana-4554	275	8	&	&	CCONJ
cana-4554	275	9	eboka	eboka	PROPN
cana-4554	275	10	,	,	PUNCT
cana-4554	275	11	a.	a.	NOUN
cana-4554	275	12	o.	o.	NOUN
cana-4554	275	13	(	(	PUNCT
cana-4554	275	14	2019	2019	NUM
cana-4554	275	15	)	)	PUNCT
cana-4554	275	16	.	.	PUNCT
cana-4554	276	1	signature	signature	NOUN
cana-4554	276	2	-	-	PUNCT
cana-4554	276	3	based	base	VERB
cana-4554	276	4	malware	malware	NOUN
cana-4554	276	5	detection	detection	NOUN
cana-4554	276	6	using	use	VERB
cana-4554	276	7	approximate	approximate	ADJ
cana-4554	276	8	boyer	boyer	PROPN
cana-4554	276	9	moore	moore	PROPN
cana-4554	276	10	string	string	PROPN
cana-4554	276	11	matching	matching	NOUN
cana-4554	276	12	algorithm	algorithm	NOUN
cana-4554	276	13	.	.	PUNCT
cana-4554	277	1	international	international	ADJ
cana-4554	277	2	journal	journal	PROPN
cana-4554	277	3	of	of	ADP
cana-4554	277	4	mathematical	mathematical	ADJ
cana-4554	277	5	sciences	science	NOUN
cana-4554	277	6	and	and	CCONJ
cana-4554	277	7	computing	computing	NOUN
cana-4554	277	8	,	,	PUNCT
cana-4554	277	9	5(3	5(3	NUM
cana-4554	277	10	)	)	PUNCT
cana-4554	277	11	,	,	PUNCT
cana-4554	277	12	49	49	NUM
cana-4554	277	13	-	-	SYM
cana-4554	277	14	62	62	NUM
cana-4554	277	15	[	[	X
cana-4554	277	16	13	13	NUM
cana-4554	277	17	]	]	SYM
cana-4554	277	18	vinayakumar	vinayakumar	PROPN
cana-4554	277	19	,	,	PUNCT
cana-4554	277	20	r.	r.	PROPN
cana-4554	277	21	,	,	PUNCT
cana-4554	277	22	alazab	alazab	ADV
cana-4554	277	23	,	,	PUNCT
cana-4554	277	24	m.	m.	NOUN
cana-4554	277	25	,	,	PUNCT
cana-4554	277	26	soman	soman	NOUN
cana-4554	277	27	,	,	PUNCT
cana-4554	277	28	k.	k.	PROPN
cana-4554	277	29	p.	p.	PROPN
cana-4554	277	30	,	,	PUNCT
cana-4554	277	31	poornachandran	poornachandran	ADJ
cana-4554	277	32	,	,	PUNCT
cana-4554	277	33	p.	p.	NOUN
cana-4554	277	34	,	,	PUNCT
cana-4554	277	35	&	&	CCONJ
cana-4554	277	36	venkatraman	venkatraman	PROPN
cana-4554	277	37	,	,	PUNCT
cana-4554	277	38	s.	s.	PROPN
cana-4554	277	39	(	(	PUNCT
cana-4554	277	40	2019	2019	NUM
cana-4554	277	41	)	)	PUNCT
cana-4554	277	42	.	.	PUNCT
cana-4554	278	1	robust	robust	ADJ
cana-4554	278	2	intelligent	intelligent	ADJ
cana-4554	278	3	malware	malware	NOUN
cana-4554	278	4	detection	detection	NOUN
cana-4554	278	5	using	use	VERB
cana-4554	278	6	deep	deep	ADJ
cana-4554	278	7	learning	learning	NOUN
cana-4554	278	8	.	.	PUNCT
cana-4554	279	1	ieee	ieee	NOUN
cana-4554	279	2	access	access	NOUN
cana-4554	279	3	,	,	PUNCT
cana-4554	279	4	7	7	NUM
cana-4554	279	5	,	,	PUNCT
cana-4554	279	6	46717	46717	NUM
cana-4554	279	7	-	-	SYM
cana-4554	279	8	46738	46738	NUM
cana-4554	279	9	.	.	PUNCT
cana-4554	280	1	[	[	X
cana-4554	280	2	14	14	NUM
cana-4554	280	3	]	]	X
cana-4554	280	4	ninyesiga	ninyesiga	ADJ
cana-4554	280	5	,	,	PUNCT
cana-4554	280	6	a.	a.	NOUN
cana-4554	280	7	,	,	PUNCT
cana-4554	280	8	&	&	CCONJ
cana-4554	280	9	ngubiri	ngubiri	PROPN
cana-4554	280	10	,	,	PUNCT
cana-4554	280	11	j.	j.	PROPN
cana-4554	280	12	(	(	PUNCT
cana-4554	280	13	2018	2018	NUM
cana-4554	280	14	)	)	PUNCT
cana-4554	280	15	.	.	PUNCT
cana-4554	281	1	malware	malware	NOUN
cana-4554	281	2	classification	classification	NOUN
cana-4554	281	3	using	use	VERB
cana-4554	281	4	api	api	NOUN
cana-4554	281	5	system	system	NOUN
cana-4554	281	6	calls	call	NOUN
cana-4554	281	7	.	.	PUNCT
cana-4554	282	1	international	international	ADJ
cana-4554	282	2	journal	journal	NOUN
cana-4554	282	3	of	of	ADP
cana-4554	282	4	technology	technology	NOUN
cana-4554	282	5	and	and	CCONJ
cana-4554	282	6	management	management	NOUN
cana-4554	282	7	,	,	PUNCT
cana-4554	282	8	3(2	3(2	NUM
cana-4554	282	9	)	)	PUNCT
cana-4554	282	10	,	,	PUNCT
cana-4554	282	11	9	9	NUM
cana-4554	282	12	-	-	SYM
cana-4554	282	13	9	9	NUM
cana-4554	282	14	[	[	SYM
cana-4554	282	15	15	15	NUM
cana-4554	282	16	]	]	PUNCT
cana-4554	282	17	drew	draw	VERB
cana-4554	282	18	,	,	PUNCT
cana-4554	282	19	j.	j.	PROPN
cana-4554	282	20	,	,	PUNCT
cana-4554	282	21	moore	moore	PROPN
cana-4554	282	22	,	,	PUNCT
cana-4554	282	23	t.	t.	PROPN
cana-4554	282	24	,	,	PUNCT
cana-4554	282	25	&	&	CCONJ
cana-4554	282	26	hahsler	hahsler	NOUN
cana-4554	282	27	,	,	PUNCT
cana-4554	282	28	m.	m.	NOUN
cana-4554	282	29	(	(	PUNCT
cana-4554	282	30	2016	2016	NUM
cana-4554	282	31	,	,	PUNCT
cana-4554	282	32	may	may	AUX
cana-4554	282	33	)	)	PUNCT
cana-4554	282	34	.	.	PUNCT
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cana-4554	283	2	malware	malware	NOUN
cana-4554	283	3	detection	detection	NOUN
cana-4554	283	4	using	use	VERB
cana-4554	283	5	sequence	sequence	NOUN
cana-4554	283	6	classification	classification	NOUN
cana-4554	283	7	methods	method	NOUN
cana-4554	283	8	.	.	PUNCT
cana-4554	284	1	in	in	ADP
cana-4554	284	2	2016	2016	NUM
cana-4554	284	3	ieee	ieee	NOUN
cana-4554	284	4	security	security	NOUN
cana-4554	284	5	and	and	CCONJ
cana-4554	284	6	privacy	privacy	NOUN
cana-4554	284	7	workshops	workshop	NOUN
cana-4554	284	8	(	(	PUNCT
cana-4554	284	9	spw	spw	PROPN
cana-4554	284	10	)	)	PUNCT
cana-4554	284	11	(	(	PUNCT
cana-4554	284	12	pp	pp	PROPN
cana-4554	284	13	.	.	PUNCT
cana-4554	285	1	81	81	NUM
cana-4554	285	2	-	-	SYM
cana-4554	285	3	87	87	NUM
cana-4554	285	4	)	)	PUNCT
cana-4554	285	5	.	.	PUNCT
cana-4554	286	1	ieee	ieee	PROPN
cana-4554	286	2	.	.	PUNCT
cana-4554	287	1	[	[	X
cana-4554	287	2	16	16	NUM
cana-4554	287	3	]	]	PUNCT
cana-4554	287	4	drew	draw	VERB
cana-4554	287	5	,	,	PUNCT
cana-4554	287	6	j.	j.	PROPN
cana-4554	287	7	,	,	PUNCT
cana-4554	287	8	hahsler	hahsler	NOUN
cana-4554	287	9	,	,	PUNCT
cana-4554	287	10	m.	m.	NOUN
cana-4554	287	11	,	,	PUNCT
cana-4554	287	12	&	&	CCONJ
cana-4554	287	13	moore	moore	PROPN
cana-4554	287	14	,	,	PUNCT
cana-4554	287	15	t.	t.	PROPN
cana-4554	287	16	(	(	PUNCT
cana-4554	287	17	2017	2017	NUM
cana-4554	287	18	)	)	PUNCT
cana-4554	287	19	.	.	PUNCT
cana-4554	288	1	polymorphic	polymorphic	ADJ
cana-4554	288	2	malware	malware	NOUN
cana-4554	288	3	detection	detection	NOUN
cana-4554	288	4	using	use	VERB
cana-4554	288	5	sequence	sequence	NOUN
cana-4554	288	6	classification	classification	NOUN
cana-4554	288	7	methods	method	NOUN
cana-4554	288	8	and	and	CCONJ
cana-4554	288	9	ensembles	ensemble	NOUN
cana-4554	288	10	.	.	PUNCT
cana-4554	289	1	eurasip	eurasip	PROPN
cana-4554	289	2	journal	journal	PROPN
cana-4554	289	3	on	on	ADP
cana-4554	289	4	information	information	NOUN
cana-4554	289	5	security	security	NOUN
cana-4554	289	6	,	,	PUNCT
cana-4554	289	7	2017(1	2017(1	NUM
cana-4554	289	8	)	)	PUNCT
cana-4554	289	9	,	,	PUNCT
cana-4554	289	10	112	112	NUM
cana-4554	289	11	.	.	PUNCT
cana-4554	290	1	[	[	X
cana-4554	290	2	17	17	NUM
cana-4554	290	3	]	]	X
cana-4554	290	4	tong	tong	PROPN
cana-4554	290	5	,	,	PUNCT
cana-4554	290	6	f.	f.	PROPN
cana-4554	290	7	,	,	PUNCT
cana-4554	290	8	&	&	CCONJ
cana-4554	290	9	yan	yan	PROPN
cana-4554	290	10	,	,	PUNCT
cana-4554	290	11	z.	z.	PROPN
cana-4554	290	12	(	(	PUNCT
cana-4554	290	13	2017	2017	NUM
cana-4554	290	14	)	)	PUNCT
cana-4554	290	15	.	.	PUNCT
cana-4554	291	1	a	a	DET
cana-4554	291	2	hybrid	hybrid	ADJ
cana-4554	291	3	approach	approach	NOUN
cana-4554	291	4	of	of	ADP
cana-4554	291	5	mobile	mobile	ADJ
cana-4554	291	6	malware	malware	NOUN
cana-4554	291	7	detection	detection	NOUN
cana-4554	291	8	in	in	ADP
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cana-4554	292	4	and	and	CCONJ
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cana-4554	292	6	computing	computing	NOUN
cana-4554	292	7	,	,	PUNCT
cana-4554	292	8	103	103	NUM
cana-4554	292	9	,	,	PUNCT
cana-4554	292	10	22	22	NUM
cana-4554	292	11	-	-	SYM
cana-4554	292	12	31	31	NUM
cana-4554	292	13	.	.	PUNCT
cana-4554	293	1	[	[	X
cana-4554	293	2	18	18	NUM
cana-4554	293	3	]	]	PUNCT
cana-4554	293	4	sharma	sharma	NOUN
cana-4554	293	5	,	,	PUNCT
cana-4554	293	6	p.	p.	NOUN
cana-4554	293	7	,	,	PUNCT
cana-4554	293	8	kaur	kaur	PROPN
cana-4554	293	9	,	,	PUNCT
cana-4554	293	10	s.	s.	PROPN
cana-4554	293	11	,	,	PUNCT
cana-4554	293	12	&	&	CCONJ
cana-4554	293	13	arora	arora	PROPN
cana-4554	293	14	,	,	PUNCT
cana-4554	293	15	j.	j.	PROPN
cana-4554	293	16	(	(	PUNCT
cana-4554	293	17	2016	2016	NUM
cana-4554	293	18	)	)	PUNCT
cana-4554	293	19	.	.	PUNCT
cana-4554	294	1	an	an	DET
cana-4554	294	2	advanced	advanced	ADJ
cana-4554	294	3	approach	approach	NOUN
cana-4554	294	4	to	to	ADP
cana-4554	294	5	polymorphic/	polymorphic/	NUM
cana-4554	294	6	metamorphic	metamorphic	ADJ
cana-4554	294	7	malware	malware	NOUN
cana-4554	294	8	detection	detection	NOUN
cana-4554	294	9	using	use	VERB
cana-4554	294	10	hybrid	hybrid	ADJ
cana-4554	294	11	clustering	clustering	NOUN
cana-4554	294	12	approach	approach	NOUN
cana-4554	294	13	.	.	PUNCT
cana-4554	295	1	international	international	ADJ
cana-4554	295	2	research	research	PROPN
cana-4554	295	3	journal	journal	NOUN
cana-4554	295	4	of	of	ADP
cana-4554	295	5	engineering	engineering	NOUN
cana-4554	295	6	and	and	CCONJ
cana-4554	295	7	technology	technology	NOUN
cana-4554	295	8	,	,	PUNCT
cana-4554	295	9	3(6	3(6	NUM
cana-4554	295	10	)	)	PUNCT
cana-4554	295	11	,	,	PUNCT
cana-4554	295	12	2229	2229	NUM
cana-4554	295	13	-	-	SYM
cana-4554	295	14	2232	2232	NUM
cana-4554	295	15	.	.	PUNCT
cana-4554	296	1	[	[	X
cana-4554	296	2	19	19	NUM
cana-4554	296	3	]	]	PUNCT
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cana-4554	296	5	,	,	PUNCT
cana-4554	296	6	m.	m.	NOUN
cana-4554	296	7	a.	a.	PROPN
cana-4554	296	8	,	,	PUNCT
cana-4554	296	9	he	he	PRON
cana-4554	296	10	,	,	PUNCT
cana-4554	296	11	x.	x.	NOUN
cana-4554	296	12	,	,	PUNCT
cana-4554	296	13	nanda	nanda	ADV
cana-4554	296	14	,	,	PUNCT
cana-4554	296	15	p.	p.	NOUN
cana-4554	296	16	,	,	PUNCT
cana-4554	296	17	&	&	CCONJ
cana-4554	296	18	tan	tan	PROPN
cana-4554	296	19	,	,	PUNCT
cana-4554	296	20	z.	z.	PROPN
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cana-4554	296	22	2016	2016	NUM
cana-4554	296	23	)	)	PUNCT
cana-4554	296	24	.	.	PUNCT
cana-4554	297	1	building	build	VERB
cana-4554	297	2	an	an	DET
cana-4554	297	3	intrusion	intrusion	NOUN
cana-4554	297	4	detection	detection	NOUN
cana-4554	297	5	system	system	NOUN
cana-4554	297	6	using	use	VERB
cana-4554	297	7	a	a	DET
cana-4554	297	8	filter	filter	NOUN
cana-4554	297	9	-	-	PUNCT
cana-4554	297	10	based	base	VERB
cana-4554	297	11	feature	feature	NOUN
cana-4554	297	12	selection	selection	NOUN
cana-4554	297	13	algorithm	algorithm	NOUN
cana-4554	297	14	.	.	PUNCT
cana-4554	298	1	ieee	ieee	NOUN
cana-4554	298	2	transactions	transaction	NOUN
cana-4554	298	3	on	on	ADP
cana-4554	298	4	computers	computer	NOUN
cana-4554	298	5	,	,	PUNCT
cana-4554	298	6	65(10	65(10	ADV
cana-4554	298	7	)	)	PUNCT
cana-4554	298	8	,	,	PUNCT
cana-4554	298	9	29862998	29862998	NUM
cana-4554	298	10	.	.	PUNCT
cana-4554	299	1	[	[	X
cana-4554	299	2	20	20	NUM
cana-4554	299	3	]	]	X
cana-4554	299	4	atici	atici	ADJ
cana-4554	299	5	,	,	PUNCT
cana-4554	299	6	m.	m.	NOUN
cana-4554	299	7	a.	a.	PROPN
cana-4554	299	8	,	,	PUNCT
cana-4554	299	9	sagiroglu	sagiroglu	PROPN
cana-4554	299	10	,	,	PUNCT
cana-4554	299	11	s.	s.	PROPN
cana-4554	299	12	,	,	PUNCT
cana-4554	299	13	&	&	CCONJ
cana-4554	299	14	dogru	dogru	PROPN
cana-4554	299	15	,	,	PUNCT
cana-4554	299	16	i.	i.	PROPN
cana-4554	299	17	a.	a.	PROPN
cana-4554	299	18	(	(	PUNCT
cana-4554	299	19	2016	2016	NUM
cana-4554	299	20	,	,	PUNCT
cana-4554	299	21	april	april	PROPN
cana-4554	299	22	)	)	PUNCT
cana-4554	299	23	.	.	PUNCT
cana-4554	300	1	android	android	PROPN
cana-4554	300	2	malware	malware	NOUN
cana-4554	300	3	analysis	analysis	NOUN
cana-4554	300	4	approach	approach	NOUN
cana-4554	300	5	based	base	VERB
cana-4554	300	6	on	on	ADP
cana-4554	300	7	control	control	NOUN
cana-4554	300	8	flow	flow	NOUN
cana-4554	300	9	graphs	graph	NOUN
cana-4554	300	10	and	and	CCONJ
cana-4554	300	11	machine	machine	NOUN
cana-4554	300	12	learning	learn	VERB
cana-4554	300	13	algorithms	algorithm	NOUN
cana-4554	300	14	.	.	PUNCT
cana-4554	301	1	in	in	ADP
cana-4554	301	2	2016	2016	NUM
cana-4554	301	3	4th	4th	ADJ
cana-4554	301	4	international	international	ADJ
cana-4554	301	5	symposium	symposium	NOUN
cana-4554	301	6	on	on	ADP
cana-4554	301	7	digital	digital	ADJ
cana-4554	301	8	forensic	forensic	NOUN
cana-4554	301	9	and	and	CCONJ
cana-4554	301	10	security	security	NOUN
cana-4554	301	11	(	(	PUNCT
cana-4554	301	12	isdfs	isdfs	PROPN
cana-4554	301	13	)	)	PUNCT
cana-4554	301	14	(	(	PUNCT
cana-4554	301	15	pp	pp	X
cana-4554	301	16	.	.	PUNCT
cana-4554	302	1	26	26	NUM
cana-4554	302	2	-	-	SYM
cana-4554	302	3	31	31	NUM
cana-4554	302	4	)	)	PUNCT
cana-4554	302	5	.	.	PUNCT
cana-4554	303	1	ieee	ieee	PROPN
cana-4554	303	2	.	.	PUNCT
cana-4554	304	1	[	[	X
cana-4554	304	2	21	21	NUM
cana-4554	304	3	]	]	X
cana-4554	304	4	fraley	fraley	PROPN
cana-4554	304	5	,	,	PUNCT
cana-4554	304	6	j.	j.	PROPN
cana-4554	304	7	b.	b.	PROPN
cana-4554	304	8	,	,	PUNCT
cana-4554	304	9	&	&	CCONJ
cana-4554	304	10	figueroa	figueroa	PROPN
cana-4554	304	11	,	,	PUNCT
cana-4554	304	12	m.	m.	NOUN
cana-4554	304	13	(	(	PUNCT
cana-4554	304	14	2016	2016	NUM
cana-4554	304	15	,	,	PUNCT
cana-4554	304	16	march	march	PROPN
cana-4554	304	17	)	)	PUNCT
cana-4554	304	18	.	.	PUNCT
cana-4554	305	1	polymorphic	polymorphic	ADJ
cana-4554	305	2	malware	malware	NOUN
cana-4554	305	3	detection	detection	NOUN
cana-4554	305	4	using	use	VERB
cana-4554	305	5	topological	topological	ADJ
cana-4554	305	6	feature	feature	NOUN
cana-4554	305	7	extraction	extraction	NOUN
cana-4554	305	8	with	with	ADP
cana-4554	305	9	data	datum	NOUN
cana-4554	305	10	mining	mining	NOUN
cana-4554	305	11	.	.	PUNCT
cana-4554	306	1	in	in	ADP
cana-4554	306	2	southeastcon	southeastcon	PROPN
cana-4554	306	3	2016	2016	NUM
cana-4554	306	4	(	(	PUNCT
cana-4554	306	5	pp	pp	ADJ
cana-4554	306	6	.	.	PUNCT
cana-4554	307	1	1	1	NUM
cana-4554	307	2	-	-	SYM
cana-4554	307	3	7	7	NUM
cana-4554	307	4	)	)	PUNCT
cana-4554	307	5	.	.	PUNCT
cana-4554	308	1	ieee	ieee	NOUN
cana-4554	308	2	.	.	PUNCT
cana-4554	309	1	[	[	X
cana-4554	309	2	22	22	NUM
cana-4554	309	3	]	]	PUNCT
cana-4554	309	4	pawar	pawar	PROPN
cana-4554	309	5	,	,	PUNCT
cana-4554	309	6	j.	j.	PROPN
cana-4554	309	7	a.	a.	PROPN
cana-4554	309	8	,	,	PUNCT
cana-4554	309	9	avhankar	avhankar	PROPN
cana-4554	309	10	,	,	PUNCT
cana-4554	309	11	m.	m.	PROPN
cana-4554	309	12	s.	s.	PROPN
cana-4554	309	13	,	,	PUNCT
cana-4554	309	14	gupta	gupta	PROPN
cana-4554	309	15	,	,	PUNCT
cana-4554	309	16	a.	a.	NOUN
cana-4554	309	17	,	,	PUNCT
cana-4554	309	18	barve	barve	NOUN
cana-4554	309	19	,	,	PUNCT
cana-4554	309	20	a.	a.	NOUN
cana-4554	309	21	,	,	PUNCT
cana-4554	309	22	patil	patil	PROPN
cana-4554	309	23	,	,	PUNCT
cana-4554	309	24	h.	h.	PROPN
cana-4554	309	25	,	,	PUNCT
cana-4554	309	26	&	&	CCONJ
cana-4554	309	27	maranan	maranan	PROPN
cana-4554	309	28	,	,	PUNCT
cana-4554	309	29	r.	r.	PROPN
cana-4554	309	30	(	(	PUNCT
cana-4554	309	31	2024	2024	NUM
cana-4554	309	32	,	,	PUNCT
cana-4554	309	33	may	may	AUX
cana-4554	309	34	)	)	PUNCT
cana-4554	309	35	.	.	PUNCT
cana-4554	310	1	enhancing	enhance	VERB
cana-4554	310	2	network	network	NOUN
cana-4554	310	3	security	security	NOUN
cana-4554	310	4	:	:	PUNCT
cana-4554	310	5	leveraging	leverage	VERB
cana-4554	310	6	isolation	isolation	NOUN
cana-4554	310	7	forest	forest	NOUN
cana-4554	310	8	for	for	ADP
cana-4554	310	9	malware	malware	NOUN
cana-4554	310	10	detection	detection	NOUN
cana-4554	310	11	.	.	PUNCT
cana-4554	311	1	in	in	ADP
cana-4554	311	2	2024	2024	NUM
cana-4554	311	3	2nd	2nd	ADJ
cana-4554	311	4	international	international	ADJ
cana-4554	311	5	conference	conference	NOUN
cana-4554	311	6	on	on	ADP
cana-4554	311	7	advancement	advancement	NOUN
cana-4554	311	8	in	in	ADP
cana-4554	311	9	computation	computation	NOUN
cana-4554	311	10	&	&	CCONJ
cana-4554	311	11	computer	computer	NOUN
cana-4554	311	12	technologies	technology	NOUN
cana-4554	311	13	(	(	PUNCT
cana-4554	311	14	incacct	incacct	NOUN
cana-4554	311	15	)	)	PUNCT
cana-4554	311	16	(	(	PUNCT
cana-4554	311	17	pp	pp	ADJ
cana-4554	311	18	.	.	PUNCT
cana-4554	312	1	230	230	NUM
cana-4554	312	2	-	-	SYM
cana-4554	312	3	234	234	NUM
cana-4554	312	4	)	)	PUNCT
cana-4554	312	5	.	.	PUNCT
cana-4554	313	1	ieee	ieee	NOUN
cana-4554	313	2	.	.	PUNCT
cana-4554	314	1	[	[	X
cana-4554	314	2	23	23	NUM
cana-4554	314	3	]	]	X
cana-4554	314	4	avhankar	avhankar	PROPN
cana-4554	314	5	,	,	PUNCT
cana-4554	314	6	m.	m.	PROPN
cana-4554	314	7	s.	s.	PROPN
cana-4554	314	8	,	,	PUNCT
cana-4554	314	9	pawar	pawar	PROPN
cana-4554	314	10	,	,	PUNCT
cana-4554	314	11	j.	j.	PROPN
cana-4554	314	12	,	,	PUNCT
cana-4554	314	13	singh	singh	PROPN
cana-4554	314	14	,	,	PUNCT
cana-4554	314	15	g.	g.	PROPN
cana-4554	314	16	,	,	PUNCT
cana-4554	314	17	asokan	asokan	PROPN
cana-4554	314	18	,	,	PUNCT
cana-4554	314	19	a.	a.	NOUN
cana-4554	314	20	,	,	PUNCT
cana-4554	314	21	kaliappan	kaliappan	PROPN
cana-4554	314	22	,	,	PUNCT
cana-4554	314	23	s.	s.	PROPN
cana-4554	314	24	,	,	PUNCT
cana-4554	314	25	&	&	CCONJ
cana-4554	314	26	purohit	purohit	PROPN
cana-4554	314	27	,	,	PUNCT
cana-4554	314	28	k.	k.	PROPN
cana-4554	314	29	c.	c.	PROPN
cana-4554	314	30	(	(	PUNCT
cana-4554	314	31	2023	2023	NUM
cana-4554	314	32	,	,	PUNCT
cana-4554	314	33	may	may	AUX
cana-4554	314	34	)	)	PUNCT
cana-4554	314	35	.	.	PUNCT
cana-4554	315	1	simulation	simulation	NOUN
cana-4554	315	2	environment	environment	NOUN
cana-4554	315	3	for	for	ADP
cana-4554	315	4	the	the	DET
cana-4554	315	5	i9	i9	ADJ
cana-4554	315	6	vanet	vanet	NOUN
cana-4554	315	7	platform	platform	NOUN
cana-4554	315	8	.	.	PUNCT
cana-4554	316	1	in	in	ADP
cana-4554	316	2	2023	2023	NUM
cana-4554	316	3	international	international	ADJ
cana-4554	316	4	conference	conference	NOUN
cana-4554	316	5	on	on	ADP
cana-4554	316	6	advances	advance	NOUN
cana-4554	316	7	in	in	ADP
cana-4554	316	8	computing	computing	NOUN
cana-4554	316	9	,	,	PUNCT
cana-4554	316	10	communication	communication	NOUN
cana-4554	316	11	and	and	CCONJ
cana-4554	316	12	applied	apply	VERB
cana-4554	316	13	informatics	informatic	NOUN
cana-4554	316	14	(	(	PUNCT
cana-4554	316	15	accai	accai	ADV
cana-4554	316	16	)	)	PUNCT
cana-4554	316	17	(	(	PUNCT
cana-4554	316	18	pp	pp	X
cana-4554	316	19	.	.	PUNCT
cana-4554	317	1	1	1	NUM
cana-4554	317	2	-	-	SYM
cana-4554	317	3	8)	8)	NUM
cana-4554	317	4	.	.	PUNCT
cana-4554	317	5	ieee	ieee	NOUN
cana-4554	317	6	.	.	PUNCT
cana-4554	318	1	[	[	X
cana-4554	318	2	24	24	NUM
cana-4554	318	3	]	]	X
cana-4554	318	4	avhankar	avhankar	PROPN
cana-4554	318	5	,	,	PUNCT
cana-4554	318	6	m.	m.	NOUN
cana-4554	318	7	,	,	PUNCT
cana-4554	318	8	&	&	CCONJ
cana-4554	318	9	pawar	pawar	PROPN
cana-4554	318	10	,	,	PUNCT
cana-4554	318	11	d.	d.	PROPN
cana-4554	318	12	j.	j.	PROPN
cana-4554	318	13	(	(	PUNCT
cana-4554	318	14	2023	2023	NUM
cana-4554	318	15	)	)	PUNCT
cana-4554	318	16	.	.	PUNCT
cana-4554	319	1	an	an	DET
cana-4554	319	2	experimental	experimental	ADJ
cana-4554	319	3	comparison	comparison	NOUN
cana-4554	319	4	of	of	ADP
cana-4554	319	5	aodv	aodv	NOUN
cana-4554	319	6	and	and	CCONJ
cana-4554	319	7	dsdv	dsdv	NOUN
cana-4554	319	8	routing	route	VERB
cana-4554	319	9	protocols	protocol	NOUN
cana-4554	319	10	in	in	ADP
cana-4554	319	11	manet	manet	PROPN
cana-4554	319	12	.	.	PUNCT
cana-4554	320	1	international	international	ADJ
cana-4554	320	2	journal	journal	PROPN
cana-4554	320	3	of	of	ADP
cana-4554	320	4	scientific	scientific	ADJ
cana-4554	320	5	and	and	CCONJ
cana-4554	320	6	research	research	NOUN
cana-4554	320	7	publications	publication	NOUN
cana-4554	320	8	,	,	PUNCT
cana-4554	320	9	13(3	13(3	NUM
cana-4554	320	10	)	)	PUNCT
cana-4554	320	11	.	.	PUNCT