id	sid	tid	token	lemma	pos
cana-5764	1	1	communications	communication	NOUN
cana-5764	1	2	on	on	ADP
cana-5764	1	3	applied	apply	VERB
cana-5764	1	4	nonlinear	nonlinear	ADJ
cana-5764	1	5	analysis	analysis	NOUN
cana-5764	1	6	issn	issn	NOUN
cana-5764	1	7	:	:	PUNCT
cana-5764	1	8	1074	1074	NUM
cana-5764	1	9	-	-	PUNCT
cana-5764	1	10	133x	133x	NUM
cana-5764	1	11	vol	vol	NOUN
cana-5764	1	12	32	32	NUM
cana-5764	1	13	no	no	NOUN
cana-5764	1	14	.	.	PUNCT
cana-5764	2	1	3s	3s	NUM
cana-5764	2	2	(	(	PUNCT
cana-5764	2	3	2025	2025	NUM
cana-5764	2	4	)	)	PUNCT
cana-5764	2	5	870	870	NUM
cana-5764	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5764	2	7	detecting	detect	VERB
cana-5764	2	8	malevolent	malevolent	ADJ
cana-5764	2	9	software	software	NOUN
cana-5764	2	10	with	with	ADP
cana-5764	2	11	machine	machine	NOUN
cana-5764	2	12	learning	learning	NOUN
cana-5764	2	13	models	model	NOUN
cana-5764	2	14	l.mukund	l.mukund	ADV
cana-5764	2	15	sai1	sai1	PRON
cana-5764	2	16	dr.s.rahamat	dr.s.rahamat	PROPN
cana-5764	2	17	basha2	basha2	NOUN
cana-5764	2	18	dr.m.sambasivudu3	dr.m.sambasivudu3	PROPN
cana-5764	3	1	1research	1research	NUM
cana-5764	3	2	scholar	scholar	NOUN
cana-5764	3	3	,	,	PUNCT
cana-5764	3	4	dept	dept	NOUN
cana-5764	3	5	.	.	PROPN
cana-5764	3	6	of	of	ADP
cana-5764	3	7	computer	computer	NOUN
cana-5764	3	8	science	science	NOUN
cana-5764	3	9	and	and	CCONJ
cana-5764	3	10	engineering	engineering	NOUN
cana-5764	3	11	,	,	PUNCT
cana-5764	3	12	mallareddy	mallareddy	ADJ
cana-5764	3	13	college	college	NOUN
cana-5764	3	14	of	of	ADP
cana-5764	3	15	engineering	engineering	NOUN
cana-5764	3	16	&	&	CCONJ
cana-5764	3	17	technology	technology	PROPN
cana-5764	3	18	,	,	PUNCT
cana-5764	3	19	hyderabad	hyderabad	PROPN
cana-5764	3	20	,	,	PUNCT
cana-5764	3	21	telangana	telangana	PROPN
cana-5764	3	22	2associate	2associate	NUM
cana-5764	3	23	professor	professor	NOUN
cana-5764	3	24	,	,	PUNCT
cana-5764	3	25	dept.of	dept.of	NOUN
cana-5764	3	26	computer	computer	NOUN
cana-5764	3	27	science	science	NOUN
cana-5764	3	28	and	and	CCONJ
cana-5764	3	29	engineering	engineering	NOUN
cana-5764	3	30	,	,	PUNCT
cana-5764	3	31	mallareddy	mallareddy	ADJ
cana-5764	3	32	college	college	NOUN
cana-5764	3	33	of	of	ADP
cana-5764	3	34	engineering	engineering	NOUN
cana-5764	3	35	&	&	CCONJ
cana-5764	3	36	technology	technology	PROPN
cana-5764	3	37	,	,	PUNCT
cana-5764	3	38	hyderabad	hyderabad	PROPN
cana-5764	3	39	,	,	PUNCT
cana-5764	3	40	telangana	telangana	PROPN
cana-5764	3	41	3associate	3associate	NUM
cana-5764	3	42	professor	professor	NOUN
cana-5764	3	43	,	,	PUNCT
cana-5764	3	44	dept.of	dept.of	NOUN
cana-5764	3	45	computer	computer	NOUN
cana-5764	3	46	science	science	NOUN
cana-5764	3	47	and	and	CCONJ
cana-5764	3	48	engineering	engineering	NOUN
cana-5764	3	49	,	,	PUNCT
cana-5764	3	50	mallareddy	mallareddy	ADJ
cana-5764	3	51	college	college	NOUN
cana-5764	3	52	of	of	ADP
cana-5764	3	53	engineering	engineering	NOUN
cana-5764	3	54	&	&	CCONJ
cana-5764	3	55	technology	technology	PROPN
cana-5764	3	56	,	,	PUNCT
cana-5764	3	57	hyderabad	hyderabad	PROPN
cana-5764	3	58	,	,	PUNCT
cana-5764	3	59	telangana	telangana	PROPN
cana-5764	3	60	article	article	PROPN
cana-5764	3	61	history	history	NOUN
cana-5764	3	62	:	:	PUNCT
cana-5764	3	63	received	receive	VERB
cana-5764	3	64	:	:	PUNCT
cana-5764	3	65	12	12	NUM
cana-5764	3	66	-	-	SYM
cana-5764	3	67	01	01	NUM
cana-5764	3	68	-	-	PUNCT
cana-5764	3	69	2025	2025	NUM
cana-5764	3	70	revised	revise	VERB
cana-5764	3	71	:	:	PUNCT
cana-5764	3	72	15	15	NUM
cana-5764	3	73	-	-	NUM
cana-5764	3	74	02	02	NUM
cana-5764	3	75	-	-	PUNCT
cana-5764	3	76	2025	2025	NUM
cana-5764	3	77	accepted	accept	VERB
cana-5764	3	78	:	:	PUNCT
cana-5764	3	79	01	01	NUM
cana-5764	3	80	-	-	SYM
cana-5764	3	81	03	03	NUM
cana-5764	3	82	-	-	PUNCT
cana-5764	3	83	2025	2025	NUM
cana-5764	3	84	abstract	abstract	NOUN
cana-5764	3	85	the	the	DET
cana-5764	3	86	ceaseless	ceaseless	ADJ
cana-5764	3	87	movement	movement	NOUN
cana-5764	3	88	of	of	ADP
cana-5764	3	89	malware	malware	NOUN
cana-5764	3	90	positions	position	NOUN
cana-5764	3	91	a	a	DET
cana-5764	3	92	basic	basic	ADJ
cana-5764	3	93	challenge	challenge	NOUN
cana-5764	3	94	in	in	ADP
cana-5764	3	95	cybersecurity	cybersecurity	NOUN
cana-5764	3	96	,	,	PUNCT
cana-5764	3	97	changing	change	VERB
cana-5764	3	98	to	to	ADP
cana-5764	3	99	mechanical	mechanical	ADJ
cana-5764	3	100	headways	headway	NOUN
cana-5764	3	101	in	in	ADP
cana-5764	3	102	appear	appear	ADJ
cana-5764	3	103	despise	despise	NOUN
cana-5764	3	104	toward	toward	ADP
cana-5764	3	105	of	of	ADP
cana-5764	3	106	executed	execute	VERB
cana-5764	3	107	security	security	NOUN
cana-5764	3	108	measures	measure	NOUN
cana-5764	3	109	.	.	PUNCT
cana-5764	4	1	this	this	DET
cana-5764	4	2	paper	paper	NOUN
cana-5764	4	3	presents	present	VERB
cana-5764	4	4	an	an	DET
cana-5764	4	5	inventive	inventive	ADJ
cana-5764	4	6	approach	approach	NOUN
cana-5764	4	7	to	to	PART
cana-5764	4	8	upgrade	upgrade	VERB
cana-5764	4	9	the	the	DET
cana-5764	4	10	disclosure	disclosure	NOUN
cana-5764	4	11	of	of	ADP
cana-5764	4	12	cluttered	cluttered	ADJ
cana-5764	4	13	malware	malware	NOUN
cana-5764	4	14	through	through	ADP
cana-5764	4	15	the	the	DET
cana-5764	4	16	integration	integration	NOUN
cana-5764	4	17	of	of	ADP
cana-5764	4	18	machine	machine	NOUN
cana-5764	4	19	learning	learning	NOUN
cana-5764	4	20	(	(	PUNCT
cana-5764	4	21	ml	ml	NOUN
cana-5764	4	22	)	)	PUNCT
cana-5764	4	23	.	.	PUNCT
cana-5764	5	1	utilizing	utilize	VERB
cana-5764	5	2	a	a	DET
cana-5764	5	3	real	real	ADJ
cana-5764	5	4	-	-	PUNCT
cana-5764	5	5	world	world	NOUN
cana-5764	5	6	dataset	dataset	NOUN
cana-5764	5	7	of	of	ADP
cana-5764	5	8	otherworldly	otherworldly	ADV
cana-5764	5	9	malware	malware	NOUN
cana-5764	5	10	sorts	sort	NOUN
cana-5764	5	11	such	such	ADJ
cana-5764	5	12	as	as	ADP
cana-5764	5	13	spyware	spyware	NOUN
cana-5764	5	14	,	,	PUNCT
cana-5764	5	15	ransomware	ransomware	NOUN
cana-5764	5	16	,	,	PUNCT
cana-5764	5	17	and	and	CCONJ
cana-5764	5	18	trojan	trojan	NOUN
cana-5764	5	19	steeds	steed	NOUN
cana-5764	5	20	,	,	PUNCT
cana-5764	5	21	our	our	PRON
cana-5764	5	22	consider	consider	VERB
cana-5764	5	23	addresses	address	NOUN
cana-5764	5	24	the	the	DET
cana-5764	5	25	advancing	advance	VERB
cana-5764	5	26	challenges	challenge	NOUN
cana-5764	5	27	of	of	ADP
cana-5764	5	28	cybersecurity	cybersecurity	NOUN
cana-5764	5	29	.	.	PUNCT
cana-5764	6	1	in	in	ADP
cana-5764	6	2	this	this	DET
cana-5764	6	3	consider	consider	NOUN
cana-5764	6	4	,	,	PUNCT
cana-5764	6	5	we	we	PRON
cana-5764	6	6	assess	assess	VERB
cana-5764	6	7	the	the	DET
cana-5764	6	8	execution	execution	NOUN
cana-5764	6	9	of	of	ADP
cana-5764	6	10	ml	ml	NOUN
cana-5764	6	11	calculations	calculation	NOUN
cana-5764	6	12	for	for	ADP
cana-5764	6	13	tangled	tangle	VERB
cana-5764	6	14	malware	malware	NOUN
cana-5764	6	15	disclosure	disclosure	NOUN
cana-5764	6	16	utilizing	utilize	VERB
cana-5764	6	17	the	the	DET
cana-5764	6	18	cic	cic	PROPN
cana-5764	6	19	-	-	PUNCT
cana-5764	6	20	malmem-2022	malmem-2022	NOUN
cana-5764	6	21	dataset	dataset	NOUN
cana-5764	6	22	.	.	PUNCT
cana-5764	7	1	our	our	PRON
cana-5764	7	2	examination	examination	NOUN
cana-5764	7	3	envelops	envelop	VERB
cana-5764	7	4	parallel	parallel	ADJ
cana-5764	7	5	and	and	CCONJ
cana-5764	7	6	multi	multi	ADJ
cana-5764	7	7	-	-	ADJ
cana-5764	7	8	class	class	ADJ
cana-5764	7	9	classification	classification	NOUN
cana-5764	7	10	errands	errand	NOUN
cana-5764	7	11	underneath	underneath	ADP
cana-5764	7	12	differing	differ	VERB
cana-5764	7	13	exploratory	exploratory	ADJ
cana-5764	7	14	conditions	condition	NOUN
cana-5764	7	15	,	,	PUNCT
cana-5764	7	16	counting	count	VERB
cana-5764	7	17	rate	rate	NOUN
cana-5764	7	18	parts	part	NOUN
cana-5764	7	19	and	and	CCONJ
cana-5764	7	20	10	10	NUM
cana-5764	7	21	-	-	ADJ
cana-5764	7	22	fold	fold	ADJ
cana-5764	7	23	crossvalidation	crossvalidation	NOUN
cana-5764	7	24	.	.	PUNCT
cana-5764	8	1	the	the	DET
cana-5764	8	2	studied	study	VERB
cana-5764	8	3	calculations	calculation	NOUN
cana-5764	8	4	solidify	solidify	VERB
cana-5764	8	5	subjective	subjective	ADJ
cana-5764	8	6	tree	tree	NOUN
cana-5764	8	7	(	(	PUNCT
cana-5764	8	8	rt	rt	PROPN
cana-5764	8	9	)	)	PUNCT
cana-5764	8	10	,	,	PUNCT
cana-5764	8	11	scattered	scatter	VERB
cana-5764	8	12	timberland	timberland	NOUN
cana-5764	8	13	(	(	PUNCT
cana-5764	8	14	rf	rf	NOUN
cana-5764	8	15	)	)	PUNCT
cana-5764	8	16	,	,	PUNCT
cana-5764	8	17	j-48	j-48	PROPN
cana-5764	8	18	(	(	PUNCT
cana-5764	8	19	c4.5	c4.5	PROPN
cana-5764	8	20	)	)	PUNCT
cana-5764	8	21	,	,	PUNCT
cana-5764	8	22	unsophisticated	unsophisticated	ADJ
cana-5764	8	23	bayes	bayes	NOUN
cana-5764	8	24	(	(	PUNCT
cana-5764	8	25	nb	nb	NOUN
cana-5764	8	26	)	)	PUNCT
cana-5764	8	27	,	,	PUNCT
cana-5764	8	28	and	and	CCONJ
cana-5764	8	29	xgboost	xgboost	X
cana-5764	8	30	.	.	PUNCT
cana-5764	9	1	test	test	NOUN
cana-5764	9	2	comes	come	VERB
cana-5764	9	3	nearly	nearly	ADV
cana-5764	9	4	layout	layout	VERB
cana-5764	9	5	the	the	DET
cana-5764	9	6	ampleness	ampleness	NOUN
cana-5764	9	7	of	of	ADP
cana-5764	9	8	rf	rf	NOUN
cana-5764	9	9	,	,	PUNCT
cana-5764	9	10	j-48	j-48	PROPN
cana-5764	9	11	,	,	PUNCT
cana-5764	9	12	and	and	CCONJ
cana-5764	9	13	xgboost	xgboost	X
cana-5764	9	14	in	in	ADP
cana-5764	9	15	wrapping	wrap	VERB
cana-5764	9	16	up	up	ADP
cana-5764	9	17	tall	tall	ADJ
cana-5764	9	18	accuracy	accuracy	NOUN
cana-5764	9	19	rates	rate	NOUN
cana-5764	9	20	over	over	ADP
cana-5764	9	21	unmistakable	unmistakable	ADJ
cana-5764	9	22	classification	classification	NOUN
cana-5764	9	23	assignments	assignment	NOUN
cana-5764	9	24	.	.	PUNCT
cana-5764	10	1	nb	nb	PROPN
cana-5764	10	2	also	also	ADV
cana-5764	10	3	appears	appear	VERB
cana-5764	10	4	up	up	ADP
cana-5764	10	5	competitive	competitive	ADJ
cana-5764	10	6	execution	execution	NOUN
cana-5764	10	7	but	but	CCONJ
cana-5764	10	8	faces	face	VERB
cana-5764	10	9	challenges	challenge	NOUN
cana-5764	10	10	in	in	ADP
cana-5764	10	11	taking	take	VERB
cana-5764	10	12	care	care	NOUN
cana-5764	10	13	of	of	ADP
cana-5764	10	14	imbalanced	imbalanced	ADJ
cana-5764	10	15	datasets	dataset	NOUN
cana-5764	10	16	and	and	CCONJ
cana-5764	10	17	multi	multi	ADJ
cana-5764	10	18	-	-	ADJ
cana-5764	10	19	class	class	ADJ
cana-5764	10	20	classification	classification	NOUN
cana-5764	10	21	.	.	PUNCT
cana-5764	11	1	our	our	PRON
cana-5764	11	2	divulgences	divulgence	NOUN
cana-5764	11	3	highlight	highlight	VERB
cana-5764	11	4	the	the	DET
cana-5764	11	5	significance	significance	NOUN
cana-5764	11	6	of	of	ADP
cana-5764	11	7	utilizing	utilizing	NOUN
cana-5764	11	8	progressed	progress	VERB
cana-5764	11	9	ml	ml	NOUN
cana-5764	11	10	strategies	strategy	NOUN
cana-5764	11	11	for	for	ADP
cana-5764	11	12	moving	move	VERB
cana-5764	11	13	forward	forward	ADV
cana-5764	11	14	cluttered	cluttered	ADJ
cana-5764	11	15	malware	malware	NOUN
cana-5764	11	16	disclosure	disclosure	NOUN
cana-5764	11	17	capabilities	capability	NOUN
cana-5764	11	18	and	and	CCONJ
cana-5764	11	19	give	give	VERB
cana-5764	11	20	basic	basic	ADJ
cana-5764	11	21	experiences	experience	NOUN
cana-5764	11	22	for	for	ADP
cana-5764	11	23	cybersecurity	cybersecurity	NOUN
cana-5764	11	24	specialists	specialist	NOUN
cana-5764	11	25	and	and	CCONJ
cana-5764	11	26	analysts	analyst	NOUN
cana-5764	11	27	.	.	PUNCT
cana-5764	12	1	future	future	ADJ
cana-5764	12	2	inquire	inquire	VERB
cana-5764	12	3	around	around	ADP
cana-5764	12	4	introduction	introduction	NOUN
cana-5764	12	5	connect	connect	NOUN
cana-5764	12	6	finetuning	finetuning	NOUN
cana-5764	12	7	show	show	VERB
cana-5764	12	8	up	up	ADP
cana-5764	12	9	hyperparameters	hyperparameter	NOUN
cana-5764	12	10	,	,	PUNCT
cana-5764	12	11	investigating	investigate	VERB
cana-5764	12	12	gathering	gather	VERB
cana-5764	12	13	learning	learn	VERB
cana-5764	12	14	approaches	approach	NOUN
cana-5764	12	15	,	,	PUNCT
cana-5764	12	16	and	and	CCONJ
cana-5764	12	17	creating	create	VERB
cana-5764	12	18	assessment	assessment	NOUN
cana-5764	12	19	to	to	ADP
cana-5764	12	20	orchestrated	orchestrate	VERB
cana-5764	12	21	datasets	dataset	NOUN
cana-5764	12	22	and	and	CCONJ
cana-5764	12	23	realworld	realworld	NOUN
cana-5764	12	24	scenarios	scenario	NOUN
cana-5764	12	25	.	.	PUNCT
cana-5764	13	1	keywords	keyword	NOUN
cana-5764	13	2	:	:	PUNCT
cana-5764	13	3	data	datum	NOUN
cana-5764	13	4	security	security	NOUN
cana-5764	13	5	,	,	PUNCT
cana-5764	13	6	program	program	NOUN
cana-5764	13	7	examination	examination	NOUN
cana-5764	13	8	,	,	PUNCT
cana-5764	13	9	malware	malware	NOUN
cana-5764	13	10	disclosure	disclosure	NOUN
cana-5764	13	11	framework	framework	NOUN
cana-5764	13	12	,	,	PUNCT
cana-5764	13	13	machine	machine	NOUN
cana-5764	13	14	learning	learn	VERB
cana-5764	13	15	communications	communication	NOUN
cana-5764	13	16	on	on	ADP
cana-5764	13	17	applied	apply	VERB
cana-5764	13	18	nonlinear	nonlinear	ADJ
cana-5764	13	19	analysis	analysis	NOUN
cana-5764	13	20	issn	issn	NOUN
cana-5764	13	21	:	:	PUNCT
cana-5764	13	22	1074	1074	NUM
cana-5764	13	23	-	-	PUNCT
cana-5764	13	24	133x	133x	NUM
cana-5764	13	25	vol	vol	NOUN
cana-5764	13	26	32	32	NUM
cana-5764	13	27	no	no	NOUN
cana-5764	13	28	.	.	PUNCT
cana-5764	14	1	3s	3s	NUM
cana-5764	14	2	(	(	PUNCT
cana-5764	14	3	2025	2025	NUM
cana-5764	14	4	)	)	PUNCT
cana-5764	14	5	871	871	NUM
cana-5764	14	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5764	14	7	1	1	X
cana-5764	14	8	.	.	PUNCT
cana-5764	14	9	introduction	introduction	NOUN
cana-5764	14	10	the	the	DET
cana-5764	14	11	energetic	energetic	ADJ
cana-5764	14	12	progress	progress	NOUN
cana-5764	14	13	of	of	ADP
cana-5764	14	14	malevolent	malevolent	ADJ
cana-5764	14	15	code	code	NOUN
cana-5764	14	16	,	,	PUNCT
cana-5764	14	17	or	or	CCONJ
cana-5764	14	18	malware	malware	NOUN
cana-5764	14	19	,	,	PUNCT
cana-5764	14	20	presents	present	VERB
cana-5764	14	21	basic	basic	ADJ
cana-5764	14	22	risks	risk	NOUN
cana-5764	14	23	to	to	ADP
cana-5764	14	24	internetconnected	internetconnecte	VERB
cana-5764	14	25	contraptions	contraption	NOUN
cana-5764	14	26	in	in	AUX
cana-5764	14	27	appear	appear	VERB
cana-5764	14	28	despise	despise	NOUN
cana-5764	14	29	toward	toward	ADP
cana-5764	14	30	of	of	ADP
cana-5764	14	31	overpowering	overpower	VERB
cana-5764	14	32	security	security	NOUN
cana-5764	14	33	measures	measure	NOUN
cana-5764	14	34	.	.	PUNCT
cana-5764	15	1	malware	malware	NOUN
cana-5764	15	2	,	,	PUNCT
cana-5764	15	3	laid	lay	VERB
cana-5764	15	4	out	out	ADP
cana-5764	15	5	to	to	PART
cana-5764	15	6	perform	perform	VERB
cana-5764	15	7	unauthorized	unauthorized	ADJ
cana-5764	15	8	works	work	NOUN
cana-5764	15	9	out	out	ADV
cana-5764	15	10	continually	continually	ADV
cana-5764	15	11	without	without	ADP
cana-5764	15	12	the	the	DET
cana-5764	15	13	user	user	NOUN
cana-5764	15	14	's	's	PART
cana-5764	15	15	information	information	NOUN
cana-5764	15	16	,	,	PUNCT
cana-5764	15	17	is	be	AUX
cana-5764	15	18	utilized	utilize	VERB
cana-5764	15	19	for	for	ADP
cana-5764	15	20	hurtful	hurtful	ADJ
cana-5764	15	21	purposes	purpose	NOUN
cana-5764	15	22	such	such	ADJ
cana-5764	15	23	as	as	ADP
cana-5764	15	24	taking	take	VERB
cana-5764	15	25	passwords	password	NOUN
cana-5764	15	26	,	,	PUNCT
cana-5764	15	27	getting	get	VERB
cana-5764	15	28	to	to	ADP
cana-5764	15	29	secret	secret	ADJ
cana-5764	15	30	information	information	NOUN
cana-5764	15	31	,	,	PUNCT
cana-5764	15	32	or	or	CCONJ
cana-5764	15	33	degrading	degrade	VERB
cana-5764	15	34	framework	framework	NOUN
cana-5764	15	35	operations	operation	NOUN
cana-5764	16	1	[	[	X
cana-5764	16	2	1	1	NUM
cana-5764	16	3	]	]	PUNCT
cana-5764	16	4	.	.	PUNCT
cana-5764	17	1	this	this	DET
cana-5764	17	2	positions	position	NOUN
cana-5764	17	3	basic	basic	ADJ
cana-5764	17	4	challenges	challenge	NOUN
cana-5764	17	5	to	to	ADP
cana-5764	17	6	the	the	DET
cana-5764	17	7	center	center	NOUN
cana-5764	17	8	focuses	focus	VERB
cana-5764	17	9	of	of	ADP
cana-5764	17	10	data	datum	NOUN
cana-5764	17	11	security	security	NOUN
cana-5764	17	12	:	:	PUNCT
cana-5764	17	13	security	security	NOUN
cana-5764	17	14	,	,	PUNCT
cana-5764	17	15	discernment	discernment	NOUN
cana-5764	17	16	,	,	PUNCT
cana-5764	17	17	and	and	CCONJ
cana-5764	17	18	openness	openness	NOUN
cana-5764	17	19	[	[	X
cana-5764	17	20	2	2	NUM
cana-5764	17	21	]	]	PUNCT
cana-5764	17	22	.	.	PUNCT
cana-5764	18	1	malware	malware	NOUN
cana-5764	18	2	can	can	AUX
cana-5764	18	3	uncover	uncover	VERB
cana-5764	18	4	precarious	precarious	ADJ
cana-5764	18	5	organizational	organizational	ADJ
cana-5764	18	6	information	information	NOUN
cana-5764	18	7	(	(	PUNCT
cana-5764	18	8	security	security	NOUN
cana-5764	18	9	)	)	PUNCT
cana-5764	18	10	,	,	PUNCT
cana-5764	18	11	modify	modify	VERB
cana-5764	18	12	or	or	CCONJ
cana-5764	18	13	fall	fall	VERB
cana-5764	18	14	apart	apart	ADV
cana-5764	18	15	records	record	NOUN
cana-5764	18	16	(	(	PUNCT
cana-5764	18	17	judgment	judgment	NOUN
cana-5764	18	18	)	)	PUNCT
cana-5764	18	19	,	,	PUNCT
cana-5764	18	20	and	and	CCONJ
cana-5764	18	21	bother	bother	VERB
cana-5764	18	22	framework	framework	NOUN
cana-5764	18	23	comfort	comfort	NOUN
cana-5764	18	24	(	(	PUNCT
cana-5764	18	25	accessibility	accessibility	NOUN
cana-5764	18	26	)	)	PUNCT
cana-5764	18	27	by	by	ADP
cana-5764	18	28	killing	kill	VERB
cana-5764	18	29	or	or	CCONJ
cana-5764	18	30	overwriting	overwrite	VERB
cana-5764	18	31	records	record	NOUN
cana-5764	18	32	or	or	CCONJ
cana-5764	18	33	harming	harm	VERB
cana-5764	18	34	capacity	capacity	NOUN
cana-5764	18	35	media	medium	NOUN
cana-5764	18	36	.	.	PUNCT
cana-5764	19	1	these	these	DET
cana-5764	19	2	characteristics	characteristic	NOUN
cana-5764	19	3	make	make	VERB
cana-5764	19	4	malware	malware	NOUN
cana-5764	19	5	zone	zone	NOUN
cana-5764	19	6	troublesome	troublesome	ADJ
cana-5764	19	7	,	,	PUNCT
cana-5764	19	8	particularly	particularly	ADV
cana-5764	19	9	since	since	SCONJ
cana-5764	19	10	it	it	PRON
cana-5764	19	11	ceaselessly	ceaselessly	ADV
cana-5764	19	12	makes	make	VERB
cana-5764	19	13	methodologies	methodology	NOUN
cana-5764	19	14	to	to	PART
cana-5764	19	15	preserve	preserve	VERB
cana-5764	19	16	a	a	DET
cana-5764	19	17	key	key	ADJ
cana-5764	19	18	remove	remove	NOUN
cana-5764	19	19	from	from	ADP
cana-5764	19	20	ordinary	ordinary	ADJ
cana-5764	19	21	disclosure	disclosure	NOUN
cana-5764	19	22	methods	method	NOUN
cana-5764	19	23	[	[	X
cana-5764	19	24	3	3	NUM
cana-5764	19	25	]	]	PUNCT
cana-5764	19	26	.	.	PUNCT
cana-5764	20	1	malware	malware	NOUN
cana-5764	20	2	consolidates	consolidate	VERB
cana-5764	20	3	particular	particular	ADJ
cana-5764	20	4	shapes	shape	NOUN
cana-5764	20	5	,	,	PUNCT
cana-5764	20	6	checking	check	VERB
cana-5764	20	7	worms	worm	NOUN
cana-5764	20	8	,	,	PUNCT
cana-5764	20	9	illnesses	illness	NOUN
cana-5764	20	10	,	,	PUNCT
cana-5764	20	11	bots	bot	NOUN
cana-5764	20	12	,	,	PUNCT
cana-5764	20	13	trojan	trojan	NOUN
cana-5764	20	14	steeds	steed	NOUN
cana-5764	20	15	,	,	PUNCT
cana-5764	20	16	ransomware	ransomware	NOUN
cana-5764	20	17	,	,	PUNCT
cana-5764	20	18	spyware	spyware	NOUN
cana-5764	20	19	,	,	PUNCT
cana-5764	20	20	adware	adware	NOUN
cana-5764	20	21	,	,	PUNCT
cana-5764	20	22	spam	spam	NOUN
cana-5764	20	23	,	,	PUNCT
cana-5764	20	24	phishing	phishing	NOUN
cana-5764	20	25	,	,	PUNCT
cana-5764	20	26	and	and	CCONJ
cana-5764	20	27	rootkits	rootkit	NOUN
cana-5764	20	28	,	,	PUNCT
cana-5764	20	29	requiring	require	VERB
cana-5764	20	30	a	a	DET
cana-5764	20	31	comprehensive	comprehensive	ADJ
cana-5764	20	32	and	and	CCONJ
cana-5764	20	33	nuanced	nuanced	ADJ
cana-5764	20	34	disclosure	disclosure	NOUN
cana-5764	20	35	procedure	procedure	NOUN
cana-5764	20	36	[	[	X
cana-5764	20	37	4][5][6][7	4][5][6][7	NOUN
cana-5764	20	38	]	]	PUNCT
cana-5764	20	39	.	.	PUNCT
cana-5764	21	1	schedule	schedule	ADJ
cana-5764	21	2	manual	manual	ADJ
cana-5764	21	3	zone	zone	NOUN
cana-5764	21	4	methods	method	NOUN
cana-5764	21	5	,	,	PUNCT
cana-5764	21	6	whereas	whereas	SCONJ
cana-5764	21	7	exhaustive	exhaustive	ADJ
cana-5764	21	8	,	,	PUNCT
cana-5764	21	9	are	be	AUX
cana-5764	21	10	unreasonably	unreasonably	ADV
cana-5764	21	11	time	time	NOUN
cana-5764	21	12	-	-	PUNCT
cana-5764	21	13	consuming	consume	VERB
cana-5764	21	14	and	and	CCONJ
cana-5764	21	15	complex	complex	ADJ
cana-5764	21	16	.	.	PUNCT
cana-5764	22	1	this	this	PRON
cana-5764	22	2	has	have	AUX
cana-5764	22	3	driven	drive	VERB
cana-5764	22	4	the	the	DET
cana-5764	22	5	choice	choice	NOUN
cana-5764	22	6	of	of	ADP
cana-5764	22	7	robotized	robotize	VERB
cana-5764	22	8	frameworks	framework	NOUN
cana-5764	22	9	such	such	ADJ
cana-5764	22	10	as	as	ADP
cana-5764	22	11	machine	machine	NOUN
cana-5764	22	12	learning	learning	NOUN
cana-5764	22	13	(	(	PUNCT
cana-5764	22	14	ml	ml	NOUN
cana-5764	22	15	)	)	PUNCT
cana-5764	23	1	[	[	X
cana-5764	23	2	8	8	NUM
cana-5764	23	3	]	]	PUNCT
cana-5764	23	4	.	.	PUNCT
cana-5764	24	1	these	these	DET
cana-5764	24	2	cleverly	cleverly	ADJ
cana-5764	24	3	frameworks	framework	NOUN
cana-5764	24	4	can	can	AUX
cana-5764	24	5	quickly	quickly	ADV
cana-5764	24	6	and	and	CCONJ
cana-5764	24	7	completely	completely	ADV
cana-5764	24	8	analyze	analyze	VERB
cana-5764	24	9	information	information	NOUN
cana-5764	24	10	,	,	PUNCT
cana-5764	24	11	learning	learn	VERB
cana-5764	24	12	from	from	ADP
cana-5764	24	13	chosen	choose	VERB
cana-5764	24	14	arranging	arrange	VERB
cana-5764	24	15	datasets	dataset	NOUN
cana-5764	24	16	to	to	PART
cana-5764	24	17	optimize	optimize	VERB
cana-5764	24	18	disclosure	disclosure	NOUN
cana-5764	24	19	shapes	shape	NOUN
cana-5764	24	20	[	[	X
cana-5764	24	21	9	9	NUM
cana-5764	24	22	]	]	PUNCT
cana-5764	24	23	.	.	PUNCT
cana-5764	25	1	ml	ml	PROPN
cana-5764	25	2	calculations	calculation	NOUN
cana-5764	25	3	,	,	PUNCT
cana-5764	25	4	changing	change	VERB
cana-5764	25	5	in	in	ADP
cana-5764	25	6	speed	speed	NOUN
cana-5764	25	7	,	,	PUNCT
cana-5764	25	8	exactness	exactness	NOUN
cana-5764	25	9	,	,	PUNCT
cana-5764	25	10	and	and	CCONJ
cana-5764	25	11	exactness	exactness	NOUN
cana-5764	25	12	,	,	PUNCT
cana-5764	25	13	fundamentally	fundamentally	ADV
cana-5764	25	14	impact	impact	VERB
cana-5764	25	15	these	these	DET
cana-5764	25	16	systems	system	NOUN
cana-5764	25	17	’	'	PUNCT
cana-5764	25	18	comes	come	VERB
cana-5764	25	19	around	around	ADV
cana-5764	25	20	[	[	X
cana-5764	25	21	10	10	NUM
cana-5764	25	22	]	]	PUNCT
cana-5764	25	23	.	.	PUNCT
cana-5764	26	1	for	for	ADP
cana-5764	26	2	occasion	occasion	NOUN
cana-5764	26	3	,	,	PUNCT
cana-5764	26	4	outfit	outfit	NOUN
cana-5764	26	5	ml	ml	NOUN
cana-5764	26	6	techniques	technique	NOUN
cana-5764	26	7	are	be	AUX
cana-5764	26	8	well	well	ADV
cana-5764	26	9	-	-	PUNCT
cana-5764	26	10	suited	suit	VERB
cana-5764	26	11	to	to	ADP
cana-5764	26	12	malware	malware	NOUN
cana-5764	26	13	revelation	revelation	NOUN
cana-5764	26	14	and	and	CCONJ
cana-5764	26	15	characterization	characterization	NOUN
cana-5764	26	16	destinations	destination	NOUN
cana-5764	26	17	[	[	X
cana-5764	26	18	1	1	NUM
cana-5764	26	19	]	]	PUNCT
cana-5764	26	20	.	.	PUNCT
cana-5764	27	1	by	by	ADP
cana-5764	27	2	arranging	arrange	VERB
cana-5764	27	3	on	on	ADP
cana-5764	27	4	labeled	label	VERB
cana-5764	27	5	datasets	dataset	NOUN
cana-5764	27	6	,	,	PUNCT
cana-5764	27	7	overseen	oversee	VERB
cana-5764	27	8	learning	learn	VERB
cana-5764	27	9	calculations	calculation	NOUN
cana-5764	27	10	can	can	AUX
cana-5764	27	11	fulfill	fulfill	VERB
cana-5764	27	12	tall	tall	ADJ
cana-5764	27	13	precision	precision	NOUN
cana-5764	27	14	rates	rate	NOUN
cana-5764	27	15	in	in	ADP
cana-5764	27	16	recognizing	recognize	VERB
cana-5764	27	17	certain	certain	ADJ
cana-5764	27	18	sorts	sort	NOUN
cana-5764	27	19	of	of	ADP
cana-5764	27	20	malware	malware	NOUN
cana-5764	27	21	[	[	X
cana-5764	27	22	2	2	NUM
cana-5764	27	23	]	]	PUNCT
cana-5764	27	24	.	.	PUNCT
cana-5764	28	1	in	in	ADP
cana-5764	28	2	isolated	isolate	VERB
cana-5764	28	3	,	,	PUNCT
cana-5764	28	4	unsupervised	unsupervised	ADJ
cana-5764	28	5	learning	learning	NOUN
cana-5764	28	6	calculations	calculation	NOUN
cana-5764	28	7	can	can	AUX
cana-5764	28	8	be	be	AUX
cana-5764	28	9	productive	productive	ADJ
cana-5764	28	10	in	in	ADP
cana-5764	28	11	recognizing	recognize	VERB
cana-5764	28	12	cloud	cloud	NOUN
cana-5764	28	13	risks	risk	NOUN
cana-5764	28	14	by	by	ADP
cana-5764	28	15	finding	find	VERB
cana-5764	28	16	as	as	ADP
cana-5764	28	17	of	of	ADP
cana-5764	28	18	presently	presently	ADV
cana-5764	28	19	unidentified	unidentified	ADJ
cana-5764	28	20	plans	plan	NOUN
cana-5764	28	21	and	and	CCONJ
cana-5764	28	22	affiliations	affiliation	NOUN
cana-5764	28	23	in	in	ADP
cana-5764	28	24	datasets	dataset	NOUN
cana-5764	28	25	[	[	X
cana-5764	28	26	3	3	NUM
cana-5764	28	27	]	]	PUNCT
cana-5764	28	28	.	.	PUNCT
cana-5764	29	1	moreover	moreover	ADV
cana-5764	29	2	,	,	PUNCT
cana-5764	29	3	post	post	VERB
cana-5764	29	4	learning	learning	NOUN
cana-5764	29	5	and	and	CCONJ
cana-5764	29	6	critical	critical	ADJ
cana-5764	29	7	learning	learning	NOUN
cana-5764	29	8	techniques	technique	NOUN
cana-5764	29	9	can	can	AUX
cana-5764	29	10	offer	offer	VERB
cana-5764	29	11	quick	quick	ADJ
cana-5764	29	12	and	and	CCONJ
cana-5764	29	13	flexible	flexible	ADJ
cana-5764	29	14	disclosure	disclosure	NOUN
cana-5764	29	15	components	component	NOUN
cana-5764	29	16	in	in	ADP
cana-5764	29	17	complex	complex	ADJ
cana-5764	29	18	and	and	CCONJ
cana-5764	29	19	excited	excited	ADJ
cana-5764	29	20	danger	danger	NOUN
cana-5764	29	21	circumstances	circumstance	NOUN
cana-5764	29	22	[	[	X
cana-5764	29	23	4	4	NUM
cana-5764	29	24	]	]	PUNCT
cana-5764	29	25	.	.	PUNCT
cana-5764	30	1	in	in	ADP
cana-5764	30	2	this	this	DET
cana-5764	30	3	setting	setting	NOUN
cana-5764	30	4	,	,	PUNCT
cana-5764	30	5	ml	ml	NOUN
cana-5764	30	6	-	-	PUNCT
cana-5764	30	7	based	base	VERB
cana-5764	30	8	frameworks	framework	NOUN
cana-5764	30	9	go	go	VERB
cana-5764	30	10	past	past	ADJ
cana-5764	30	11	conventional	conventional	ADJ
cana-5764	30	12	methods	method	NOUN
cana-5764	30	13	,	,	PUNCT
cana-5764	30	14	permitting	permit	VERB
cana-5764	30	15	malware	malware	NOUN
cana-5764	30	16	to	to	PART
cana-5764	30	17	be	be	AUX
cana-5764	30	18	recognized	recognize	VERB
cana-5764	30	19	more	more	ADV
cana-5764	30	20	sensibly	sensibly	ADV
cana-5764	30	21	and	and	CCONJ
cana-5764	30	22	productively	productively	ADV
cana-5764	30	23	[	[	X
cana-5764	30	24	5	5	NUM
cana-5764	30	25	]	]	PUNCT
cana-5764	30	26	.	.	PUNCT
cana-5764	31	1	current	current	ADJ
cana-5764	31	2	procedures	procedure	NOUN
cana-5764	31	3	for	for	ADP
cana-5764	31	4	recognizing	recognize	VERB
cana-5764	31	5	malware	malware	NOUN
cana-5764	31	6	,	,	PUNCT
cana-5764	31	7	routinely	routinely	ADV
cana-5764	31	8	tallying	tally	VERB
cana-5764	31	9	point	point	NOUN
cana-5764	31	10	by	by	ADP
cana-5764	31	11	point	point	NOUN
cana-5764	31	12	and	and	CCONJ
cana-5764	31	13	coordinate	coordinate	VERB
cana-5764	31	14	examination	examination	NOUN
cana-5764	31	15	of	of	ADP
cana-5764	31	16	computer	computer	NOUN
cana-5764	31	17	memory	memory	NOUN
cana-5764	31	18	,	,	PUNCT
cana-5764	31	19	are	be	AUX
cana-5764	31	20	counterintuitive	counterintuitive	ADJ
cana-5764	31	21	for	for	ADP
cana-5764	31	22	real	real	ADJ
cana-5764	31	23	-	-	PUNCT
cana-5764	31	24	world	world	NOUN
cana-5764	31	25	applications	application	NOUN
cana-5764	31	26	.	.	PUNCT
cana-5764	32	1	there	there	PRON
cana-5764	32	2	's	be	VERB
cana-5764	32	3	a	a	DET
cana-5764	32	4	crucial	crucial	ADJ
cana-5764	32	5	require	require	NOUN
cana-5764	32	6	for	for	ADP
cana-5764	32	7	more	more	ADV
cana-5764	32	8	productive	productive	ADJ
cana-5764	32	9	and	and	CCONJ
cana-5764	32	10	compelling	compelling	ADJ
cana-5764	32	11	courses	course	NOUN
cana-5764	32	12	of	of	ADP
cana-5764	32	13	activity	activity	NOUN
cana-5764	32	14	.	.	PUNCT
cana-5764	33	1	our	our	PRON
cana-5764	33	2	proposed	propose	VERB
cana-5764	33	3	approach	approach	NOUN
cana-5764	33	4	leverages	leverage	NOUN
cana-5764	33	5	highlights	highlight	NOUN
cana-5764	33	6	recognized	recognize	VERB
cana-5764	33	7	through	through	ADP
cana-5764	33	8	memory	memory	NOUN
cana-5764	33	9	examination	examination	NOUN
cana-5764	33	10	to	to	PART
cana-5764	33	11	advance	advance	VERB
cana-5764	33	12	malware	malware	NOUN
cana-5764	33	13	region	region	NOUN
cana-5764	33	14	frameworks	framework	NOUN
cana-5764	33	15	.	.	PUNCT
cana-5764	34	1	2	2	X
cana-5764	34	2	.	.	X
cana-5764	34	3	literature	literature	NOUN
cana-5764	34	4	survey	survey	NOUN
cana-5764	34	5	show	show	NOUN
cana-5764	34	6	day	day	NOUN
cana-5764	34	7	malware	malware	NOUN
cana-5764	34	8	zone	zone	NOUN
cana-5764	34	9	methods	method	NOUN
cana-5764	34	10	have	have	AUX
cana-5764	34	11	moved	move	VERB
cana-5764	34	12	from	from	ADP
cana-5764	34	13	conventional	conventional	ADJ
cana-5764	34	14	signature	signature	NOUN
cana-5764	34	15	-	-	PUNCT
cana-5764	34	16	based	base	VERB
cana-5764	34	17	frameworks	framework	NOUN
cana-5764	34	18	to	to	PART
cana-5764	34	19	progressed	progress	VERB
cana-5764	34	20	machine	machine	NOUN
cana-5764	34	21	learning	learning	NOUN
cana-5764	34	22	(	(	PUNCT
cana-5764	34	23	ml	ml	NOUN
cana-5764	34	24	)	)	PUNCT
cana-5764	34	25	and	and	CCONJ
cana-5764	34	26	critical	critical	ADJ
cana-5764	34	27	learning	learning	NOUN
cana-5764	34	28	(	(	PUNCT
cana-5764	34	29	dl	dl	NOUN
cana-5764	34	30	)	)	PUNCT
cana-5764	34	31	benchmarks	benchmark	NOUN
cana-5764	34	32	,	,	PUNCT
cana-5764	34	33	publicizing	publicize	VERB
cana-5764	34	34	advanced	advanced	ADJ
cana-5764	34	35	vigor	vigor	NOUN
cana-5764	34	36	against	against	ADP
cana-5764	34	37	advancing	advance	VERB
cana-5764	34	38	dangers	danger	NOUN
cana-5764	34	39	.	.	PUNCT
cana-5764	35	1	1	1	X
cana-5764	35	2	.	.	X
cana-5764	35	3	graph	graph	NOUN
cana-5764	35	4	-	-	PUNCT
cana-5764	35	5	based	base	VERB
cana-5764	35	6	and	and	CCONJ
cana-5764	35	7	representation	representation	NOUN
cana-5764	35	8	learning	learn	VERB
cana-5764	35	9	chart	chart	NOUN
cana-5764	35	10	neural	neural	ADJ
cana-5764	35	11	systems	system	NOUN
cana-5764	35	12	(	(	PUNCT
cana-5764	35	13	gnns	gnns	NOUN
cana-5764	35	14	)	)	PUNCT
cana-5764	35	15	are	be	AUX
cana-5764	35	16	making	make	VERB
cana-5764	35	17	as	as	ADP
cana-5764	35	18	compelling	compelling	ADJ
cana-5764	35	19	gadgets	gadget	NOUN
cana-5764	35	20	for	for	ADP
cana-5764	35	21	malware	malware	NOUN
cana-5764	35	22	zone	zone	NOUN
cana-5764	35	23	,	,	PUNCT
cana-5764	35	24	as	as	SCONJ
cana-5764	35	25	they	they	PRON
cana-5764	35	26	can	can	AUX
cana-5764	35	27	show	show	VERB
cana-5764	35	28	up	up	ADP
cana-5764	35	29	complex	complex	ADJ
cana-5764	35	30	affiliations	affiliation	NOUN
cana-5764	35	31	in	in	ADP
cana-5764	35	32	program	program	NOUN
cana-5764	35	33	code	code	NOUN
cana-5764	35	34	or	or	CCONJ
cana-5764	35	35	execution	execution	NOUN
cana-5764	35	36	charts	chart	NOUN
cana-5764	35	37	.	.	PUNCT
cana-5764	36	1	they	they	PRON
cana-5764	36	2	vanquish	vanquish	VERB
cana-5764	36	3	classical	classical	ADJ
cana-5764	36	4	methods	method	NOUN
cana-5764	36	5	in	in	ADP
cana-5764	36	6	learning	learn	VERB
cana-5764	36	7	strong	strong	ADJ
cana-5764	36	8	embeddings	embedding	NOUN
cana-5764	36	9	that	that	PRON
cana-5764	36	10	recognize	recognize	VERB
cana-5764	36	11	malware	malware	NOUN
cana-5764	36	12	assortments	assortment	NOUN
cana-5764	36	13	successfully	successfully	ADV
cana-5764	36	14	communications	communication	NOUN
cana-5764	36	15	on	on	ADP
cana-5764	36	16	applied	apply	VERB
cana-5764	36	17	nonlinear	nonlinear	ADJ
cana-5764	36	18	analysis	analysis	NOUN
cana-5764	36	19	issn	issn	NOUN
cana-5764	36	20	:	:	PUNCT
cana-5764	36	21	1074	1074	NUM
cana-5764	36	22	-	-	PUNCT
cana-5764	36	23	133x	133x	NUM
cana-5764	36	24	vol	vol	NOUN
cana-5764	36	25	32	32	NUM
cana-5764	36	26	no	no	NOUN
cana-5764	36	27	.	.	PUNCT
cana-5764	37	1	3s	3s	NUM
cana-5764	37	2	(	(	PUNCT
cana-5764	37	3	2025	2025	NUM
cana-5764	37	4	)	)	PUNCT
cana-5764	37	5	872	872	NUM
cana-5764	37	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5764	37	7	2	2	NUM
cana-5764	37	8	.	.	X
cana-5764	37	9	critical	critical	ADJ
cana-5764	37	10	learning	learning	NOUN
cana-5764	37	11	techniques	technique	NOUN
cana-5764	37	12	critical	critical	ADJ
cana-5764	37	13	learning	learning	NOUN
cana-5764	37	14	architectures	architecture	NOUN
cana-5764	37	15	—	—	PUNCT
cana-5764	37	16	such	such	ADJ
cana-5764	37	17	as	as	ADP
cana-5764	37	18	cnns	cnns	ADJ
cana-5764	37	19	,	,	PUNCT
cana-5764	37	20	lstms	lstms	ADJ
cana-5764	37	21	,	,	PUNCT
cana-5764	37	22	and	and	CCONJ
cana-5764	37	23	autoencoders	autoencoder	NOUN
cana-5764	37	24	—	—	PUNCT
cana-5764	37	25	have	have	AUX
cana-5764	37	26	laid	lay	VERB
cana-5764	37	27	out	out	ADP
cana-5764	37	28	tall	tall	ADJ
cana-5764	37	29	accuracy	accuracy	NOUN
cana-5764	37	30	and	and	CCONJ
cana-5764	37	31	versatility	versatility	NOUN
cana-5764	37	32	over	over	ADP
cana-5764	37	33	assembled	assemble	VERB
cana-5764	37	34	stages	stage	NOUN
cana-5764	37	35	(	(	PUNCT
cana-5764	37	36	windows	window	NOUN
cana-5764	37	37	,	,	PUNCT
cana-5764	37	38	android	android	PROPN
cana-5764	37	39	,	,	PUNCT
cana-5764	37	40	iot	iot	NOUN
cana-5764	37	41	)	)	PUNCT
cana-5764	37	42	.	.	PUNCT
cana-5764	38	1	for	for	ADP
cana-5764	38	2	layout	layout	NOUN
cana-5764	38	3	,	,	PUNCT
cana-5764	38	4	daecnn	daecnn	ADJ
cana-5764	38	5	crossovers	crossover	NOUN
cana-5764	38	6	on	on	ADP
cana-5764	38	7	tremendous	tremendous	ADJ
cana-5764	38	8	executable	executable	ADJ
cana-5764	38	9	datasets	dataset	NOUN
cana-5764	38	10	appear	appear	VERB
cana-5764	38	11	up	up	ADP
cana-5764	38	12	~5	~5	NOUN
cana-5764	38	13	%	%	NOUN
cana-5764	38	14	movements	movement	NOUN
cana-5764	38	15	over	over	ADP
cana-5764	38	16	svms	svms	NOUN
cana-5764	38	17	a	a	DET
cana-5764	38	18	while	while	NOUN
cana-5764	38	19	later	later	ADV
cana-5764	38	20	transformer	transformer	NOUN
cana-5764	38	21	-	-	PUNCT
cana-5764	38	22	based	base	VERB
cana-5764	38	23	and	and	CCONJ
cana-5764	38	24	attention	attention	NOUN
cana-5764	38	25	-	-	PUNCT
cana-5764	38	26	integrated	integrate	VERB
cana-5764	38	27	models	model	NOUN
cana-5764	38	28	have	have	AUX
cana-5764	38	29	come	come	VERB
cana-5764	38	30	to	to	ADP
cana-5764	38	31	correctnesses	correctness	NOUN
cana-5764	38	32	outflanking	outflank	VERB
cana-5764	38	33	97	97	NUM
cana-5764	38	34	%	%	NOUN
cana-5764	38	35	,	,	PUNCT
cana-5764	38	36	particularly	particularly	ADV
cana-5764	38	37	when	when	SCONJ
cana-5764	38	38	combining	combine	VERB
cana-5764	38	39	grayscale	grayscale	NOUN
cana-5764	38	40	picture	picture	NOUN
cana-5764	38	41	changes	change	NOUN
cana-5764	38	42	with	with	ADP
cana-5764	38	43	bi	bi	NOUN
cana-5764	38	44	-	-	ADJ
cana-5764	38	45	lstm	lstm	ADJ
cana-5764	38	46	,	,	PUNCT
cana-5764	38	47	cnn	cnn	PROPN
cana-5764	38	48	,	,	PUNCT
cana-5764	38	49	and	and	CCONJ
cana-5764	38	50	transformer	transformer	NOUN
cana-5764	38	51	structures	structure	NOUN
cana-5764	38	52	3	3	NUM
cana-5764	38	53	.	.	NOUN
cana-5764	38	54	conventional	conventional	ADJ
cana-5764	38	55	ml	ml	X
cana-5764	38	56	&	&	CCONJ
cana-5764	38	57	prepare	prepare	VERB
cana-5764	38	58	models	model	NOUN
cana-5764	38	59	classic	classic	ADJ
cana-5764	38	60	ml	ml	NOUN
cana-5764	38	61	models	model	NOUN
cana-5764	38	62	—	—	PUNCT
cana-5764	38	63	svm	svm	PROPN
cana-5764	38	64	,	,	PUNCT
cana-5764	38	65	knn	knn	PROPN
cana-5764	38	66	,	,	PUNCT
cana-5764	38	67	intermittent	intermittent	ADJ
cana-5764	38	68	timberland	timberland	NOUN
cana-5764	38	69	,	,	PUNCT
cana-5764	38	70	incline	incline	NOUN
cana-5764	38	71	boosting	boost	VERB
cana-5764	38	72	,	,	PUNCT
cana-5764	38	73	naïve	naïve	ADJ
cana-5764	38	74	bayes	bayes	NOUN
cana-5764	38	75	,	,	PUNCT
cana-5764	38	76	and	and	CCONJ
cana-5764	38	77	calculated	calculate	VERB
cana-5764	38	78	regression	regression	NOUN
cana-5764	38	79	—	—	PUNCT
cana-5764	38	80	remain	remain	VERB
cana-5764	38	81	foundational	foundational	ADJ
cana-5764	38	82	.	.	PUNCT
cana-5764	39	1	considers	consider	VERB
cana-5764	39	2	report	report	VERB
cana-5764	39	3	tall	tall	ADJ
cana-5764	39	4	zone	zone	NOUN
cana-5764	39	5	rates	rate	NOUN
cana-5764	39	6	utilizing	utilize	VERB
cana-5764	39	7	dormant	dormant	ADJ
cana-5764	39	8	highlights	highlight	NOUN
cana-5764	39	9	like	like	ADP
cana-5764	39	10	api	api	NOUN
cana-5764	39	11	calls	call	NOUN
cana-5764	39	12	or	or	CCONJ
cana-5764	39	13	opcode	opcode	NOUN
cana-5764	39	14	frequencies	frequency	NOUN
cana-5764	39	15	over	over	ADP
cana-5764	39	16	stages	stage	NOUN
cana-5764	39	17	outfit	outfit	ADJ
cana-5764	39	18	strategies	strategy	NOUN
cana-5764	39	19	such	such	ADJ
cana-5764	39	20	as	as	ADP
cana-5764	39	21	stowing	stowing	NOUN
cana-5764	39	22	,	,	PUNCT
cana-5764	39	23	boosting	boost	VERB
cana-5764	39	24	,	,	PUNCT
cana-5764	39	25	and	and	CCONJ
cana-5764	39	26	voting	voting	NOUN
cana-5764	39	27	classifiers	classifier	NOUN
cana-5764	39	28	pass	pass	VERB
cana-5764	39	29	on	on	ADP
cana-5764	39	30	overpowering	overpower	VERB
cana-5764	39	31	,	,	PUNCT
cana-5764	39	32	flexible	flexible	ADJ
cana-5764	39	33	observes	observe	NOUN
cana-5764	39	34	,	,	PUNCT
cana-5764	39	35	routinely	routinely	ADV
cana-5764	39	36	satisfying	satisfy	VERB
cana-5764	39	37	state	state	NOUN
cana-5764	39	38	-	-	PUNCT
cana-5764	39	39	of	of	ADP
cana-5764	39	40	-	-	PUNCT
cana-5764	39	41	the	the	DET
cana-5764	39	42	-	-	PUNCT
cana-5764	39	43	art	art	NOUN
cana-5764	39	44	execution	execution	NOUN
cana-5764	39	45	in	in	ADP
cana-5764	39	46	cross	cross	NOUN
cana-5764	39	47	breed	breed	NOUN
cana-5764	39	48	zone	zone	NOUN
cana-5764	39	49	frameworks	framework	NOUN
cana-5764	39	50	.	.	PUNCT
cana-5764	40	1	4	4	X
cana-5764	40	2	.	.	NOUN
cana-5764	40	3	idle	idle	ADJ
cana-5764	40	4	,	,	PUNCT
cana-5764	40	5	excited	excited	ADJ
cana-5764	40	6	&	&	CCONJ
cana-5764	40	7	half	half	ADJ
cana-5764	40	8	breed	breed	NOUN
cana-5764	40	9	pipelines	pipeline	NOUN
cana-5764	40	10	investigate	investigate	VERB
cana-5764	40	11	attests	attest	VERB
cana-5764	40	12	that	that	SCONJ
cana-5764	40	13	cross	cross	VERB
cana-5764	40	14	breed	breed	NOUN
cana-5764	40	15	approaches	approach	NOUN
cana-5764	40	16	combining	combine	VERB
cana-5764	40	17	dormant	dormant	ADJ
cana-5764	40	18	and	and	CCONJ
cana-5764	40	19	eager	eager	ADJ
cana-5764	40	20	examination	examination	NOUN
cana-5764	40	21	outmaneuver	outmaneuver	VERB
cana-5764	40	22	single	single	ADJ
cana-5764	40	23	-	-	PUNCT
cana-5764	40	24	strategy	strategy	NOUN
cana-5764	40	25	models	model	NOUN
cana-5764	40	26	.	.	PUNCT
cana-5764	41	1	torpid	torpid	ADJ
cana-5764	41	2	examination	examination	NOUN
cana-5764	41	3	(	(	PUNCT
cana-5764	41	4	opcode	opcode	NOUN
cana-5764	41	5	plans	plan	NOUN
cana-5764	41	6	,	,	PUNCT
cana-5764	41	7	record	record	NOUN
cana-5764	41	8	metadata	metadata	NOUN
cana-5764	41	9	)	)	PUNCT
cana-5764	41	10	covers	cover	VERB
cana-5764	41	11	code	code	NOUN
cana-5764	41	12	organize	organize	NOUN
cana-5764	41	13	,	,	PUNCT
cana-5764	41	14	in	in	ADP
cana-5764	41	15	spite	spite	NOUN
cana-5764	41	16	of	of	ADP
cana-5764	41	17	the	the	DET
cana-5764	41	18	fact	fact	NOUN
cana-5764	41	19	that	that	SCONJ
cana-5764	41	20	eager	eager	ADJ
cana-5764	41	21	examination	examination	NOUN
cana-5764	41	22	(	(	PUNCT
cana-5764	41	23	framework	framework	NOUN
cana-5764	41	24	or	or	CCONJ
cana-5764	41	25	api	api	NOUN
cana-5764	41	26	call	call	NOUN
cana-5764	41	27	courses	course	NOUN
cana-5764	41	28	of	of	ADP
cana-5764	41	29	activity	activity	NOUN
cana-5764	41	30	)	)	PUNCT
cana-5764	41	31	captures	capture	VERB
cana-5764	41	32	runtime	runtime	NOUN
cana-5764	41	33	behavior	behavior	NOUN
cana-5764	41	34	.charts	.chart	NOUN
cana-5764	41	35	summarize	summarize	VERB
cana-5764	41	36	systems	system	NOUN
cana-5764	41	37	managing	manage	VERB
cana-5764	41	38	with	with	ADP
cana-5764	41	39	tens	ten	NOUN
cana-5764	41	40	of	of	ADP
cana-5764	41	41	thousands	thousand	NOUN
cana-5764	41	42	of	of	ADP
cana-5764	41	43	tests	test	NOUN
cana-5764	41	44	,	,	PUNCT
cana-5764	41	45	expelling	expel	VERB
cana-5764	41	46	well	well	ADV
cana-5764	41	47	-	-	PUNCT
cana-5764	41	48	off	off	ADP
cana-5764	41	49	behavior	behavior	NOUN
cana-5764	41	50	logs	log	VERB
cana-5764	41	51	with	with	ADP
cana-5764	41	52	ml	ml	NOUN
cana-5764	41	53	pipelines	pipeline	NOUN
cana-5764	41	54	for	for	ADP
cana-5764	41	55	executables	executable	NOUN
cana-5764	41	56	,	,	PUNCT
cana-5764	41	57	flexible	flexible	ADJ
cana-5764	41	58	apps	app	NOUN
cana-5764	41	59	,	,	PUNCT
cana-5764	41	60	and	and	CCONJ
cana-5764	41	61	iot	iot	PROPN
cana-5764	41	62	malware	malware	NOUN
cana-5764	41	63	5	5	NUM
cana-5764	41	64	.	.	PUNCT
cana-5764	41	65	dangers	danger	NOUN
cana-5764	41	66	&	&	CCONJ
cana-5764	41	67	vigor	vigor	ADJ
cana-5764	41	68	ill	ill	ADV
cana-5764	41	69	-	-	PUNCT
cana-5764	41	70	disposed	disposed	ADJ
cana-5764	41	71	attacks	attack	NOUN
cana-5764	41	72	—	—	PUNCT
cana-5764	41	73	such	such	ADJ
cana-5764	41	74	as	as	ADP
cana-5764	41	75	data	data	NOUN
cana-5764	41	76	-	-	PUNCT
cana-5764	41	77	poisoning	poisoning	NOUN
cana-5764	41	78	,	,	PUNCT
cana-5764	41	79	avoidance	avoidance	NOUN
cana-5764	41	80	,	,	PUNCT
cana-5764	41	81	and	and	CCONJ
cana-5764	41	82	show	show	VERB
cana-5764	41	83	up	up	ADP
cana-5764	41	84	extraction	extraction	NOUN
cana-5764	41	85	—	—	PUNCT
cana-5764	41	86	present	present	ADJ
cana-5764	41	87	fundamental	fundamental	ADJ
cana-5764	41	88	dangers	danger	NOUN
cana-5764	41	89	to	to	ADP
cana-5764	41	90	ml	ml	NOUN
cana-5764	41	91	pipelines	pipeline	NOUN
cana-5764	41	92	.	.	PUNCT
cana-5764	42	1	without	without	ADP
cana-5764	42	2	countermeasures	countermeasure	NOUN
cana-5764	42	3	,	,	PUNCT
cana-5764	42	4	models	model	NOUN
cana-5764	42	5	can	can	AUX
cana-5764	42	6	be	be	AUX
cana-5764	42	7	duped	dupe	VERB
cana-5764	42	8	(	(	PUNCT
cana-5764	42	9	e.g.	e.g.	ADV
cana-5764	42	10	,	,	PUNCT
cana-5764	42	11	~86	~86	NOUN
cana-5764	43	1	%	%	NOUN
cana-5764	43	2	misclassification	misclassification	NOUN
cana-5764	43	3	rate	rate	NOUN
cana-5764	43	4	in	in	ADP
cana-5764	43	5	android	android	PROPN
cana-5764	43	6	malware	malware	NOUN
cana-5764	43	7	considers	consider	VERB
cana-5764	43	8	around	around	ADP
cana-5764	43	9	)	)	PUNCT
cana-5764	43	10	composing	composing	NOUN
cana-5764	43	11	emphasizes	emphasize	VERB
cana-5764	43	12	cementing	cement	VERB
cana-5764	43	13	restricting	restrict	VERB
cana-5764	43	14	adaptability	adaptability	NOUN
cana-5764	43	15	,	,	PUNCT
cana-5764	43	16	such	such	ADJ
cana-5764	43	17	as	as	ADP
cana-5764	43	18	utilizing	utilize	VERB
cana-5764	43	19	q	q	ADJ
cana-5764	43	20	-	-	PUNCT
cana-5764	43	21	learning	learn	VERB
cana-5764	43	22	antagonistic	antagonistic	ADJ
cana-5764	43	23	arranging	arranging	NOUN
cana-5764	43	24	or	or	CCONJ
cana-5764	43	25	lively	lively	ADJ
cana-5764	43	26	highlight	highlight	VERB
cana-5764	43	27	confirmation	confirmation	NOUN
cana-5764	43	28	to	to	PART
cana-5764	43	29	guarantee	guarantee	VERB
cana-5764	43	30	against	against	ADP
cana-5764	43	31	these	these	DET
cana-5764	43	32	assaults	assault	NOUN
cana-5764	43	33	6	6	NUM
cana-5764	43	34	.	.	PUNCT
cana-5764	43	35	platform	platform	NOUN
cana-5764	43	36	-	-	PUNCT
cana-5764	43	37	specific	specific	ADJ
cana-5764	43	38	diagrams	diagram	NOUN
cana-5764	43	39	wide	wide	ADJ
cana-5764	43	40	diagrams	diagram	NOUN
cana-5764	43	41	center	center	NOUN
cana-5764	43	42	on	on	ADP
cana-5764	43	43	malware	malware	NOUN
cana-5764	43	44	zone	zone	NOUN
cana-5764	43	45	over	over	ADP
cana-5764	43	46	stages	stage	NOUN
cana-5764	43	47	:	:	PUNCT
cana-5764	43	48	a	a	DET
cana-5764	43	49	2021	2021	NUM
cana-5764	43	50	mdpi	mdpi	NOUN
cana-5764	43	51	ponder	ponder	VERB
cana-5764	43	52	highlights	highlight	NOUN
cana-5764	43	53	android	android	PROPN
cana-5764	43	54	malware	malware	NOUN
cana-5764	43	55	zone	zone	NOUN
cana-5764	43	56	utilizing	utilize	VERB
cana-5764	43	57	torpid	torpid	ADJ
cana-5764	43	58	,	,	PUNCT
cana-5764	43	59	enthusiastic	enthusiastic	ADJ
cana-5764	43	60	,	,	PUNCT
cana-5764	43	61	and	and	CCONJ
cana-5764	43	62	cross	cross	VERB
cana-5764	43	63	breed	breed	NOUN
cana-5764	43	64	strategies	strategy	NOUN
cana-5764	43	65	with	with	ADP
cana-5764	43	66	ml	ml	NOUN
cana-5764	43	67	modelseffective	modelseffective	ADJ
cana-5764	43	68	thinks	think	VERB
cana-5764	43	69	about	about	ADP
cana-5764	43	70	on	on	ADP
cana-5764	43	71	win32	win32	PROPN
cana-5764	43	72	executables	executable	NOUN
cana-5764	43	73	recognize	recognize	VERB
cana-5764	43	74	dataset	dataset	NOUN
cana-5764	43	75	inclines	incline	NOUN
cana-5764	43	76	,	,	PUNCT
cana-5764	43	77	examination	examination	NOUN
cana-5764	43	78	pitfalls	pitfall	NOUN
cana-5764	43	79	,	,	PUNCT
cana-5764	43	80	and	and	CCONJ
cana-5764	43	81	standardization	standardization	NOUN
cana-5764	43	82	holes	hole	NOUN
cana-5764	43	83	.iot	.iot	NOUN
cana-5764	43	84	frameworks	framework	NOUN
cana-5764	43	85	go	go	VERB
cana-5764	43	86	up	up	ADP
cana-5764	43	87	against	against	ADP
cana-5764	43	88	uncommon	uncommon	ADJ
cana-5764	43	89	dangers	danger	NOUN
cana-5764	43	90	,	,	PUNCT
cana-5764	43	91	with	with	ADP
cana-5764	43	92	inquire	inquire	NOUN
cana-5764	43	93	roughly	roughly	ADV
cana-5764	43	94	looking	look	VERB
cana-5764	43	95	at	at	ADP
cana-5764	43	96	gathering	gather	VERB
cana-5764	43	97	learning	learn	VERB
cana-5764	43	98	on	on	ADP
cana-5764	43	99	organize	organize	VERB
cana-5764	43	100	and	and	CCONJ
cana-5764	43	101	contraption	contraption	NOUN
cana-5764	43	102	telemetry	telemetry	NOUN
cana-5764	43	103	for	for	ADP
cana-5764	43	104	lively	lively	ADJ
cana-5764	43	105	disclosure	disclosure	NOUN
cana-5764	43	106	3	3	NUM
cana-5764	43	107	.	.	PUNCT
cana-5764	43	108	proposed	propose	VERB
cana-5764	43	109	system	system	NOUN
cana-5764	43	110	our	our	PRON
cana-5764	43	111	proposed	propose	VERB
cana-5764	43	112	framework	framework	NOUN
cana-5764	43	113	combines	combine	VERB
cana-5764	43	114	both	both	CCONJ
cana-5764	43	115	inactive	inactive	ADJ
cana-5764	43	116	and	and	CCONJ
cana-5764	43	117	energetic	energetic	ADJ
cana-5764	43	118	examination	examination	NOUN
cana-5764	43	119	with	with	ADP
cana-5764	43	120	a	a	DET
cana-5764	43	121	cutting	cut	VERB
cana-5764	43	122	edge	edge	NOUN
cana-5764	43	123	cross	cross	NOUN
cana-5764	43	124	breed	breed	NOUN
cana-5764	43	125	machine	machine	NOUN
cana-5764	43	126	learning	learn	VERB
cana-5764	43	127	arrange	arrange	NOUN
cana-5764	43	128	to	to	PART
cana-5764	43	129	soundly	soundly	ADV
cana-5764	43	130	recognize	recognize	VERB
cana-5764	43	131	and	and	CCONJ
cana-5764	43	132	harmful	harmful	ADJ
cana-5764	43	133	program	program	NOUN
cana-5764	43	134	,	,	PUNCT
cana-5764	43	135	counting	count	VERB
cana-5764	43	136	communications	communication	NOUN
cana-5764	43	137	on	on	ADP
cana-5764	43	138	applied	apply	VERB
cana-5764	43	139	nonlinear	nonlinear	ADJ
cana-5764	43	140	analysis	analysis	NOUN
cana-5764	43	141	issn	issn	NOUN
cana-5764	43	142	:	:	PUNCT
cana-5764	43	143	1074	1074	NUM
cana-5764	43	144	-	-	PUNCT
cana-5764	43	145	133x	133x	NUM
cana-5764	43	146	vol	vol	NOUN
cana-5764	43	147	32	32	NUM
cana-5764	43	148	no	no	NOUN
cana-5764	43	149	.	.	PUNCT
cana-5764	44	1	3s	3s	NUM
cana-5764	44	2	(	(	PUNCT
cana-5764	44	3	2025	2025	NUM
cana-5764	44	4	)	)	PUNCT
cana-5764	44	5	873	873	NUM
cana-5764	44	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5764	44	7	zero	zero	NUM
cana-5764	44	8	-	-	PUNCT
cana-5764	44	9	day	day	NOUN
cana-5764	44	10	dangers	danger	NOUN
cana-5764	44	11	.	.	PUNCT
cana-5764	45	1	at	at	ADP
cana-5764	45	2	to	to	PART
cana-5764	45	3	start	start	VERB
cana-5764	45	4	with	with	ADP
cana-5764	45	5	,	,	PUNCT
cana-5764	45	6	the	the	DET
cana-5764	45	7	framework	framework	NOUN
cana-5764	45	8	extricates	extricate	VERB
cana-5764	45	9	torpid	torpid	ADJ
cana-5764	45	10	features	feature	NOUN
cana-5764	45	11	—	—	PUNCT
cana-5764	45	12	such	such	ADJ
cana-5764	45	13	as	as	ADP
cana-5764	45	14	byte	byte	NOUN
cana-5764	45	15	-	-	PUNCT
cana-5764	45	16	level	level	NOUN
cana-5764	45	17	plans	plan	NOUN
cana-5764	45	18	,	,	PUNCT
cana-5764	45	19	imported	import	VERB
cana-5764	45	20	api	api	NOUN
cana-5764	45	21	calls	call	NOUN
cana-5764	45	22	,	,	PUNCT
cana-5764	45	23	and	and	CCONJ
cana-5764	45	24	opcode	opcode	NOUN
cana-5764	45	25	frequency	frequency	NOUN
cana-5764	45	26	—	—	PUNCT
cana-5764	45	27	from	from	ADP
cana-5764	45	28	executables	executable	NOUN
cana-5764	45	29	,	,	PUNCT
cana-5764	45	30	adjoining	adjoin	VERB
cana-5764	45	31	behavioral	behavioral	ADJ
cana-5764	45	32	estimations	estimation	NOUN
cana-5764	45	33	like	like	ADP
cana-5764	45	34	framework	framework	NOUN
cana-5764	45	35	calls	call	NOUN
cana-5764	45	36	and	and	CCONJ
cana-5764	45	37	disk	disk	NOUN
cana-5764	45	38	/	/	SYM
cana-5764	45	39	network	network	NOUN
cana-5764	45	40	action	action	NOUN
cana-5764	45	41	these	these	DET
cana-5764	45	42	highlights	highlight	NOUN
cana-5764	45	43	are	be	AUX
cana-5764	45	44	organized	organize	VERB
cana-5764	45	45	through	through	ADP
cana-5764	45	46	preprocessing	preprocesse	VERB
cana-5764	45	47	steps	step	NOUN
cana-5764	45	48	counting	counting	NOUN
cana-5764	45	49	normalization	normalization	NOUN
cana-5764	45	50	,	,	PUNCT
cana-5764	45	51	dimensionality	dimensionality	NOUN
cana-5764	45	52	decreasing	decrease	VERB
cana-5764	45	53	(	(	PUNCT
cana-5764	45	54	e.g.	e.g.	ADV
cana-5764	45	55	,	,	PUNCT
cana-5764	45	56	pca	pca	NOUN
cana-5764	45	57	to	to	PART
cana-5764	45	58	clarify	clarify	VERB
cana-5764	45	59	~50	~50	NOUN
cana-5764	45	60	%	%	NOUN
cana-5764	45	61	change	change	NOUN
cana-5764	45	62	)	)	PUNCT
cana-5764	45	63	,	,	PUNCT
cana-5764	45	64	and	and	CCONJ
cana-5764	45	65	lesson	lesson	NOUN
cana-5764	45	66	modifying	modify	VERB
cana-5764	45	67	with	with	ADP
cana-5764	45	68	smashed	smashed	ADJ
cana-5764	45	69	.	.	PUNCT
cana-5764	46	1	for	for	ADP
cana-5764	46	2	modeling	modeling	NOUN
cana-5764	46	3	,	,	PUNCT
cana-5764	46	4	we	we	PRON
cana-5764	46	5	encouraged	encourage	VERB
cana-5764	46	6	a	a	DET
cana-5764	46	7	two	two	NUM
cana-5764	46	8	-	-	PUNCT
cana-5764	46	9	stage	stage	NOUN
cana-5764	46	10	classifier	classifier	NOUN
cana-5764	46	11	:	:	PUNCT
cana-5764	46	12	a	a	DET
cana-5764	46	13	erratic	erratic	ADJ
cana-5764	46	14	timberland	timberland	NOUN
cana-5764	46	15	or	or	CCONJ
cana-5764	46	16	xgboost	xgboost	ADV
cana-5764	46	17	gathering	gather	VERB
cana-5764	46	18	for	for	ADP
cana-5764	46	19	high	high	ADJ
cana-5764	46	20	-	-	PUNCT
cana-5764	46	21	level	level	NOUN
cana-5764	46	22	dormant	dormant	ADJ
cana-5764	46	23	revelation	revelation	NOUN
cana-5764	46	24	exactness	exactness	NOUN
cana-5764	46	25	,	,	PUNCT
cana-5764	46	26	ceaselessly	ceaselessly	ADV
cana-5764	46	27	beating	beat	VERB
cana-5764	46	28	noteworthy	noteworthy	ADJ
cana-5764	46	29	models	model	NOUN
cana-5764	46	30	on	on	ADP
cana-5764	46	31	opcode	opcode	NOUN
cana-5764	46	32	highlights	highlight	NOUN
cana-5764	46	33	and	and	CCONJ
cana-5764	46	34	a	a	DET
cana-5764	46	35	noteworthy	noteworthy	ADJ
cana-5764	46	36	gathering	gathering	NOUN
cana-5764	46	37	outline	outline	NOUN
cana-5764	46	38	(	(	PUNCT
cana-5764	46	39	e.g.	e.g.	ADV
cana-5764	46	40	,	,	PUNCT
cana-5764	46	41	gru	gru	NOUN
cana-5764	46	42	or	or	CCONJ
cana-5764	46	43	lstm	lstm	PROPN
cana-5764	46	44	)	)	PUNCT
cana-5764	46	45	for	for	ADP
cana-5764	46	46	eager	eager	ADJ
cana-5764	46	47	behavioral	behavioral	NOUN
cana-5764	46	48	takes	take	VERB
cana-5764	46	49	after	after	ADV
cana-5764	46	50	,	,	PUNCT
cana-5764	46	51	which	which	PRON
cana-5764	46	52	wrapped	wrap	VERB
cana-5764	46	53	up	up	ADP
cana-5764	46	54	~85	~85	NOUN
cana-5764	46	55	%	%	NOUN
cana-5764	46	56	f1	f1	NOUN
cana-5764	46	57	-	-	PUNCT
cana-5764	46	58	score	score	NOUN
cana-5764	46	59	in	in	ADP
cana-5764	46	60	earlier	early	ADJ
cana-5764	46	61	ransomware	ransomware	NOUN
cana-5764	46	62	range	range	NOUN
cana-5764	46	63	frameworks	framework	NOUN
cana-5764	46	64	.	.	PUNCT
cana-5764	47	1	the	the	DET
cana-5764	47	2	framework	framework	NOUN
cana-5764	47	3	at	at	ADP
cana-5764	47	4	that	that	DET
cana-5764	47	5	point	point	NOUN
cana-5764	47	6	once	once	ADV
cana-5764	47	7	more	more	ADJ
cana-5764	47	8	combines	combine	VERB
cana-5764	47	9	this	this	PRON
cana-5764	47	10	with	with	ADP
cana-5764	47	11	a	a	DET
cana-5764	47	12	cnn‑svm	cnn‑svm	ADJ
cana-5764	47	13	pipeline	pipeline	NOUN
cana-5764	47	14	,	,	PUNCT
cana-5764	47	15	affected	affect	VERB
cana-5764	47	16	by	by	ADP
cana-5764	47	17	frameworks	framework	NOUN
cana-5764	47	18	satisfying	satisfy	VERB
cana-5764	47	19	~84–85	~84–85	PUNCT
cana-5764	47	20	%	%	NOUN
cana-5764	47	21	exactness	exactness	NOUN
cana-5764	47	22	utilizing	utilize	VERB
cana-5764	47	23	image	image	NOUN
cana-5764	47	24	-	-	PUNCT
cana-5764	47	25	like	like	ADJ
cana-5764	47	26	parallel	parallel	ADJ
cana-5764	47	27	visualizations	visualization	NOUN
cana-5764	47	28	of	of	ADP
cana-5764	47	29	malware	malware	NOUN
cana-5764	47	30	divulgence	divulgence	NOUN
cana-5764	47	31	is	be	AUX
cana-5764	47	32	finalized	finalize	VERB
cana-5764	47	33	through	through	ADP
cana-5764	47	34	heuristic	heuristic	ADJ
cana-5764	47	35	run	run	NOUN
cana-5764	47	36	the	the	DET
cana-5764	47	37	show	show	NOUN
cana-5764	47	38	up	up	ADP
cana-5764	47	39	checks	check	NOUN
cana-5764	47	40	—	—	PUNCT
cana-5764	47	41	such	such	ADJ
cana-5764	47	42	as	as	ADP
cana-5764	47	43	yara	yara	PROPN
cana-5764	47	44	rules	rule	NOUN
cana-5764	47	45	and	and	CCONJ
cana-5764	47	46	inconsistency	inconsistency	NOUN
cana-5764	47	47	flags	flag	NOUN
cana-5764	47	48	—	—	PUNCT
cana-5764	47	49	and	and	CCONJ
cana-5764	47	50	comes	comes	AUX
cana-5764	47	51	roughly	roughly	ADV
cana-5764	47	52	are	be	AUX
cana-5764	47	53	amassed	amass	VERB
cana-5764	47	54	through	through	ADP
cana-5764	47	55	a	a	DET
cana-5764	47	56	meta	meta	ADJ
cana-5764	47	57	-	-	PUNCT
cana-5764	47	58	classifier	classifier	NOUN
cana-5764	47	59	(	(	PUNCT
cana-5764	47	60	stacking	stack	VERB
cana-5764	47	61	outfit	outfit	NOUN
cana-5764	47	62	)	)	PUNCT
cana-5764	47	63	,	,	PUNCT
cana-5764	47	64	guaranteeing	guarantee	VERB
cana-5764	47	65	tall	tall	ADJ
cana-5764	47	66	overview	overview	NOUN
cana-5764	47	67	and	and	CCONJ
cana-5764	47	68	precision	precision	NOUN
cana-5764	47	69	.	.	PUNCT
cana-5764	48	1	the	the	DET
cana-5764	48	2	framework	framework	NOUN
cana-5764	48	3	is	be	AUX
cana-5764	48	4	orchestrated	orchestrate	VERB
cana-5764	48	5	for	for	ADP
cana-5764	48	6	low	low	ADJ
cana-5764	48	7	-	-	PUNCT
cana-5764	48	8	latency	latency	NOUN
cana-5764	48	9	acknowledgment	acknowledgment	NOUN
cana-5764	48	10	.	.	PUNCT
cana-5764	49	1	4	4	X
cana-5764	49	2	.	.	X
cana-5764	49	3	existing	exist	VERB
cana-5764	49	4	system	system	NOUN
cana-5764	49	5	within	within	ADP
cana-5764	49	6	the	the	DET
cana-5764	49	7	writing	writing	NOUN
cana-5764	49	8	,	,	PUNCT
cana-5764	49	9	a	a	DET
cana-5764	49	10	few	few	ADJ
cana-5764	49	11	ponders	ponder	NOUN
cana-5764	49	12	as	as	SCONJ
cana-5764	49	13	it	it	PRON
cana-5764	49	14	were	be	AUX
cana-5764	49	15	perform	perform	VERB
cana-5764	49	16	twofold	twofold	ADP
cana-5764	49	17	classification	classification	NOUN
cana-5764	49	18	with	with	ADP
cana-5764	49	19	the	the	DET
cana-5764	49	20	cicmalmem-2022	cicmalmem-2022	NOUN
cana-5764	49	21	dataset	dataset	NOUN
cana-5764	49	22	[	[	X
cana-5764	49	23	1	1	NUM
cana-5764	49	24	]	]	PUNCT
cana-5764	49	25	,	,	PUNCT
cana-5764	49	26	[	[	X
cana-5764	49	27	3	3	NUM
cana-5764	49	28	]	]	PUNCT
cana-5764	49	29	,	,	PUNCT
cana-5764	49	30	[	[	X
cana-5764	49	31	4	4	NUM
cana-5764	49	32	]	]	PUNCT
cana-5764	49	33	,	,	PUNCT
cana-5764	49	34	[	[	X
cana-5764	49	35	16	16	NUM
cana-5764	49	36	]	]	PUNCT
cana-5764	49	37	,	,	PUNCT
cana-5764	49	38	[	[	X
cana-5764	49	39	23],[29	23],[29	NOUN
cana-5764	49	40	]	]	X
cana-5764	49	41	.	.	PUNCT
cana-5764	50	1	for	for	ADP
cana-5764	50	2	twofold	twofold	ADJ
cana-5764	50	3	classification	classification	NOUN
cana-5764	50	4	,	,	PUNCT
cana-5764	50	5	it	it	PRON
cana-5764	50	6	is	be	AUX
cana-5764	50	7	seen	see	VERB
cana-5764	50	8	that	that	SCONJ
cana-5764	50	9	numerous	numerous	ADJ
cana-5764	50	10	thinks	think	NOUN
cana-5764	50	11	about	about	ADP
cana-5764	50	12	accomplish	accomplish	NOUN
cana-5764	50	13	comes	come	VERB
cana-5764	50	14	about	about	ADV
cana-5764	50	15	over	over	ADP
cana-5764	50	16	99	99	NUM
cana-5764	50	17	%	%	NOUN
cana-5764	50	18	.	.	PUNCT
cana-5764	51	1	there	there	PRON
cana-5764	51	2	are	be	VERB
cana-5764	51	3	thinks	think	NOUN
cana-5764	51	4	about	about	ADP
cana-5764	51	5	on	on	ADP
cana-5764	51	6	twofold	twofold	NOUN
cana-5764	51	7	and	and	CCONJ
cana-5764	51	8	multiclass	multiclass	ADJ
cana-5764	51	9	(	(	PUNCT
cana-5764	51	10	4	4	NUM
cana-5764	51	11	)	)	PUNCT
cana-5764	51	12	classification	classification	NOUN
cana-5764	51	13	within	within	ADP
cana-5764	51	14	the	the	DET
cana-5764	51	15	writing	writing	NOUN
cana-5764	51	16	[	[	X
cana-5764	51	17	24	24	NUM
cana-5764	51	18	]	]	PUNCT
cana-5764	51	19	.	.	PUNCT
cana-5764	52	1	a	a	DET
cana-5764	52	2	few	few	ADJ
cana-5764	52	3	thinks	think	VERB
cana-5764	52	4	about	about	ADP
cana-5764	52	5	bargain	bargain	NOUN
cana-5764	52	6	with	with	ADP
cana-5764	52	7	submalware	submalware	NOUN
cana-5764	52	8	sorts	sort	NOUN
cana-5764	52	9	within	within	ADP
cana-5764	52	10	the	the	DET
cana-5764	52	11	whole	whole	ADJ
cana-5764	52	12	dataset	dataset	NOUN
cana-5764	52	13	,	,	PUNCT
cana-5764	52	14	such	such	ADJ
cana-5764	52	15	as	as	ADP
cana-5764	52	16	twofold	twofold	NOUN
cana-5764	52	17	,	,	PUNCT
cana-5764	52	18	multi	multi	ADJ
cana-5764	52	19	-	-	ADJ
cana-5764	52	20	class	class	ADJ
cana-5764	52	21	(	(	PUNCT
cana-5764	52	22	4	4	NUM
cana-5764	52	23	)	)	PUNCT
cana-5764	52	24	[	[	X
cana-5764	52	25	24	24	NUM
cana-5764	52	26	]	]	PUNCT
cana-5764	52	27	,	,	PUNCT
cana-5764	52	28	and	and	CCONJ
cana-5764	52	29	multi	multi	ADJ
cana-5764	52	30	-	-	ADJ
cana-5764	52	31	class	class	ADJ
cana-5764	52	32	(	(	PUNCT
cana-5764	52	33	16	16	NUM
cana-5764	52	34	)	)	PUNCT
cana-5764	53	1	[	[	X
cana-5764	53	2	25	25	NUM
cana-5764	53	3	]	]	PUNCT
cana-5764	53	4	,	,	PUNCT
cana-5764	53	5	[	[	X
cana-5764	53	6	18	18	NUM
cana-5764	53	7	]	]	PUNCT
cana-5764	53	8	,	,	PUNCT
cana-5764	53	9	[	[	X
cana-5764	53	10	19	19	NUM
cana-5764	53	11	]	]	PUNCT
cana-5764	53	12	,	,	PUNCT
cana-5764	54	1	[	[	X
cana-5764	54	2	30].when	30].when	ADV
cana-5764	54	3	we	we	PRON
cana-5764	54	4	compare	compare	VERB
cana-5764	54	5	these	these	DET
cana-5764	54	6	considers	consider	NOUN
cana-5764	54	7	with	with	ADP
cana-5764	54	8	our	our	PRON
cana-5764	54	9	proposed	propose	VERB
cana-5764	54	10	inquire	inquire	NOUN
cana-5764	54	11	about	about	ADP
cana-5764	54	12	,	,	PUNCT
cana-5764	54	13	the	the	DET
cana-5764	54	14	finest	fine	ADJ
cana-5764	54	15	comes	come	VERB
cana-5764	54	16	about	about	ADP
cana-5764	54	17	were	be	AUX
cana-5764	54	18	gotten	get	VERB
cana-5764	54	19	with	with	ADP
cana-5764	54	20	87.79	87.79	NUM
cana-5764	54	21	%	%	NOUN
cana-5764	54	22	precision	precision	NOUN
cana-5764	54	23	withxgboost	withxgboost	NOUN
cana-5764	54	24	in	in	ADP
cana-5764	54	25	multi	multi	ADJ
cana-5764	54	26	-	-	NOUN
cana-5764	54	27	class	class	ADJ
cana-5764	54	28	(	(	PUNCT
cana-5764	54	29	4	4	NUM
cana-5764	54	30	)	)	PUNCT
cana-5764	54	31	classification	classification	NOUN
cana-5764	54	32	and	and	CCONJ
cana-5764	54	33	75.49	75.49	NUM
cana-5764	54	34	%	%	NOUN
cana-5764	54	35	precision	precision	NOUN
cana-5764	54	36	in	in	ADP
cana-5764	54	37	multi	multi	ADJ
cana-5764	54	38	-	-	ADJ
cana-5764	54	39	class	class	ADJ
cana-5764	54	40	(	(	PUNCT
cana-5764	54	41	16	16	NUM
cana-5764	54	42	)	)	PUNCT
cana-5764	54	43	classification	classification	NOUN
cana-5764	54	44	,	,	PUNCT
cana-5764	54	45	as	as	SCONJ
cana-5764	54	46	appeared	appear	VERB
cana-5764	54	47	in	in	ADP
cana-5764	54	48	table	table	NOUN
cana-5764	54	49	6	6	NUM
cana-5764	54	50	.	.	PUNCT
cana-5764	55	1	these	these	PRON
cana-5764	55	2	comes	come	VERB
cana-5764	55	3	about	about	ADP
cana-5764	55	4	illustrate	illustrate	ADJ
cana-5764	55	5	critical	critical	ADJ
cana-5764	55	6	enhancements	enhancement	NOUN
cana-5764	55	7	over	over	ADP
cana-5764	55	8	past	past	ADJ
cana-5764	55	9	works	work	NOUN
cana-5764	55	10	,	,	PUNCT
cana-5764	55	11	particularly	particularly	ADV
cana-5764	55	12	within	within	ADP
cana-5764	55	13	the	the	DET
cana-5764	55	14	setting	setting	NOUN
cana-5764	55	15	of	of	ADP
cana-5764	55	16	multilevel	multilevel	ADJ
cana-5764	55	17	classification	classification	NOUN
cana-5764	55	18	,	,	PUNCT
cana-5764	55	19	where	where	SCONJ
cana-5764	55	20	our	our	PRON
cana-5764	55	21	show	show	NOUN
cana-5764	55	22	accomplishes	accomplish	VERB
cana-5764	55	23	higher	high	ADJ
cana-5764	55	24	exactness	exactness	ADJ
cana-5764	55	25	rates	rate	NOUN
cana-5764	55	26	in	in	ADP
cana-5764	55	27	both	both	CCONJ
cana-5764	55	28	multi	multi	ADJ
cana-5764	55	29	-	-	ADJ
cana-5764	55	30	class	class	ADJ
cana-5764	55	31	(	(	PUNCT
cana-5764	55	32	4	4	NUM
cana-5764	55	33	)	)	PUNCT
cana-5764	55	34	and	and	CCONJ
cana-5764	55	35	multi	multi	ADJ
cana-5764	55	36	-	-	ADJ
cana-5764	55	37	class	class	ADJ
cana-5764	55	38	(	(	PUNCT
cana-5764	55	39	16	16	NUM
cana-5764	55	40	)	)	PUNCT
cana-5764	55	41	settings	setting	NOUN
cana-5764	55	42	.	.	PUNCT
cana-5764	56	1	this	this	PRON
cana-5764	56	2	can	can	AUX
cana-5764	56	3	be	be	AUX
cana-5764	56	4	a	a	DET
cana-5764	56	5	outstanding	outstanding	ADJ
cana-5764	56	6	progression	progression	NOUN
cana-5764	56	7	given	give	VERB
cana-5764	56	8	the	the	DET
cana-5764	56	9	complexity	complexity	NOUN
cana-5764	56	10	and	and	CCONJ
cana-5764	56	11	challenges	challenge	NOUN
cana-5764	56	12	related	relate	VERB
cana-5764	56	13	with	with	ADP
cana-5764	56	14	multilevel	multilevel	ADJ
cana-5764	56	15	malware	malware	NOUN
cana-5764	56	16	classification	classification	NOUN
cana-5764	56	17	.	.	PUNCT
cana-5764	57	1	our	our	PRON
cana-5764	57	2	ponder	ponder	NOUN
cana-5764	57	3	contributes	contribute	VERB
cana-5764	57	4	to	to	ADP
cana-5764	57	5	the	the	DET
cana-5764	57	6	writing	writing	NOUN
cana-5764	57	7	by	by	ADP
cana-5764	57	8	tending	tend	VERB
cana-5764	57	9	to	to	ADP
cana-5764	57	10	the	the	DET
cana-5764	57	11	confinements	confinement	NOUN
cana-5764	57	12	of	of	ADP
cana-5764	57	13	existing	exist	VERB
cana-5764	57	14	double	double	ADJ
cana-5764	57	15	classification	classification	NOUN
cana-5764	57	16	approaches	approach	NOUN
cana-5764	57	17	and	and	CCONJ
cana-5764	57	18	progressing	progress	VERB
cana-5764	57	19	the	the	DET
cana-5764	57	20	field	field	NOUN
cana-5764	57	21	through	through	ADP
cana-5764	57	22	the	the	DET
cana-5764	57	23	usage	usage	NOUN
cana-5764	57	24	of	of	ADP
cana-5764	57	25	multilevel	multilevel	ADJ
cana-5764	57	26	classification	classification	NOUN
cana-5764	57	27	.	.	PUNCT
cana-5764	58	1	this	this	DET
cana-5764	58	2	approach	approach	NOUN
cana-5764	58	3	permits	permit	VERB
cana-5764	58	4	for	for	ADP
cana-5764	58	5	more	more	ADJ
cana-5764	58	6	granular	granular	ADJ
cana-5764	58	7	discovery	discovery	NOUN
cana-5764	58	8	of	of	ADP
cana-5764	58	9	malware	malware	NOUN
cana-5764	58	10	,	,	PUNCT
cana-5764	58	11	giving	give	VERB
cana-5764	58	12	a	a	DET
cana-5764	58	13	point	point	NOUN
cana-5764	58	14	by	by	ADP
cana-5764	58	15	point	point	NOUN
cana-5764	58	16	and	and	CCONJ
cana-5764	58	17	nuanced	nuanced	ADJ
cana-5764	58	18	understanding	understanding	NOUN
cana-5764	58	19	of	of	ADP
cana-5764	58	20	distinctive	distinctive	ADJ
cana-5764	58	21	malware	malware	NOUN
cana-5764	58	22	sorts	sort	NOUN
cana-5764	58	23	.	.	PUNCT
cana-5764	59	1	it	it	PRON
cana-5764	59	2	upgrades	upgrade	VERB
cana-5764	59	3	the	the	DET
cana-5764	59	4	capacity	capacity	NOUN
cana-5764	59	5	to	to	PART
cana-5764	59	6	distinguish	distinguish	VERB
cana-5764	59	7	and	and	CCONJ
cana-5764	59	8	react	react	VERB
cana-5764	59	9	to	to	ADP
cana-5764	59	10	unused	unused	ADJ
cana-5764	59	11	and	and	CCONJ
cana-5764	59	12	rising	rise	VERB
cana-5764	59	13	malware	malware	NOUN
cana-5764	59	14	dangers	danger	NOUN
cana-5764	59	15	,	,	PUNCT
cana-5764	59	16	which	which	PRON
cana-5764	59	17	is	be	AUX
cana-5764	59	18	significant	significant	ADJ
cana-5764	59	19	for	for	ADP
cana-5764	59	20	creating	create	VERB
cana-5764	59	21	strong	strong	ADJ
cana-5764	59	22	and	and	CCONJ
cana-5764	59	23	versatile	versatile	ADJ
cana-5764	59	24	malware	malware	NOUN
cana-5764	59	25	discovery	discovery	NOUN
cana-5764	59	26	frameworks	framework	NOUN
cana-5764	59	27	.	.	PUNCT
cana-5764	60	1	table	table	NOUN
cana-5764	60	2	6	6	NUM
cana-5764	60	3	summarizes	summarize	NOUN
cana-5764	60	4	the	the	DET
cana-5764	60	5	later	later	ADV
cana-5764	60	6	thinks	think	VERB
cana-5764	60	7	about	about	ADP
cana-5764	60	8	related	relate	VERB
cana-5764	60	9	to	to	ADP
cana-5764	60	10	the	the	DET
cana-5764	60	11	cicmalmem-2022	cicmalmem-2022	NOUN
cana-5764	60	12	dataset	dataset	NOUN
cana-5764	60	13	,	,	PUNCT
cana-5764	60	14	highlighting	highlight	VERB
cana-5764	60	15	the	the	DET
cana-5764	60	16	comparative	comparative	ADJ
cana-5764	60	17	execution	execution	NOUN
cana-5764	60	18	of	of	ADP
cana-5764	60	19	distinctive	distinctive	ADJ
cana-5764	60	20	models	model	NOUN
cana-5764	60	21	.	.	PUNCT
cana-5764	61	1	our	our	PRON
cana-5764	61	2	comes	come	VERB
cana-5764	61	3	about	about	ADV
cana-5764	61	4	not	not	PART
cana-5764	61	5	as	as	SCONJ
cana-5764	61	6	it	it	PRON
cana-5764	61	7	were	be	AUX
cana-5764	61	8	illustrate	illustrate	VERB
cana-5764	61	9	the	the	DET
cana-5764	61	10	viability	viability	NOUN
cana-5764	61	11	of	of	ADP
cana-5764	61	12	our	our	PRON
cana-5764	61	13	approach	approach	NOUN
cana-5764	61	14	but	but	CCONJ
cana-5764	61	15	moreover	moreover	ADV
cana-5764	61	16	emphasize	emphasize	VERB
cana-5764	61	17	the	the	DET
cana-5764	61	18	potential	potential	NOUN
cana-5764	61	19	for	for	ADP
cana-5764	61	20	advance	advance	NOUN
cana-5764	61	21	enhancements	enhancement	NOUN
cana-5764	61	22	within	within	ADP
cana-5764	61	23	the	the	DET
cana-5764	61	24	field	field	NOUN
cana-5764	61	25	of	of	ADP
cana-5764	61	26	malware	malware	NOUN
cana-5764	61	27	location	location	NOUN
cana-5764	61	28	communications	communication	NOUN
cana-5764	61	29	on	on	ADP
cana-5764	61	30	applied	apply	VERB
cana-5764	61	31	nonlinear	nonlinear	ADJ
cana-5764	61	32	analysis	analysis	NOUN
cana-5764	61	33	issn	issn	NOUN
cana-5764	61	34	:	:	PUNCT
cana-5764	61	35	1074	1074	NUM
cana-5764	61	36	-	-	PUNCT
cana-5764	61	37	133x	133x	NUM
cana-5764	61	38	vol	vol	NOUN
cana-5764	61	39	32	32	NUM
cana-5764	61	40	no	no	NOUN
cana-5764	61	41	.	.	PUNCT
cana-5764	62	1	3s	3s	NUM
cana-5764	62	2	(	(	PUNCT
cana-5764	62	3	2025	2025	NUM
cana-5764	62	4	)	)	PUNCT
cana-5764	62	5	874	874	NUM
cana-5764	62	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5764	62	7	5	5	X
cana-5764	62	8	.	.	PUNCT
cana-5764	62	9	system	system	NOUN
cana-5764	62	10	architecture	architecture	NOUN
cana-5764	62	11	fig	fig	NOUN
cana-5764	62	12	5.1	5.1	NUM
cana-5764	62	13	system	system	NOUN
cana-5764	62	14	architecture	architecture	NOUN
cana-5764	62	15	diadem	diadem	NOUN
cana-5764	62	16	is	be	AUX
cana-5764	62	17	an	an	DET
cana-5764	62	18	interactive	interactive	ADJ
cana-5764	62	19	data	data	NOUN
cana-5764	62	20	-	-	PUNCT
cana-5764	62	21	analysis	analysis	NOUN
cana-5764	62	22	and	and	CCONJ
cana-5764	62	23	visualization	visualization	NOUN
cana-5764	62	24	software	software	NOUN
cana-5764	62	25	by	by	ADP
cana-5764	62	26	national	national	ADJ
cana-5764	62	27	instruments	instrument	NOUN
cana-5764	62	28	designed	design	VERB
cana-5764	62	29	for	for	ADP
cana-5764	62	30	engineering	engineering	NOUN
cana-5764	62	31	and	and	CCONJ
cana-5764	62	32	scientific	scientific	ADJ
cana-5764	62	33	data	datum	NOUN
cana-5764	62	34	workflows	workflow	VERB
cana-5764	62	35	fig	fig	VERB
cana-5764	62	36	5.1	5.1	NUM
cana-5764	62	37	it	it	PRON
cana-5764	62	38	supports	support	VERB
cana-5764	62	39	importing	import	VERB
cana-5764	62	40	from	from	ADP
cana-5764	62	41	various	various	ADJ
cana-5764	62	42	industrial	industrial	ADJ
cana-5764	62	43	data	datum	NOUN
cana-5764	62	44	formats	format	NOUN
cana-5764	62	45	,	,	PUNCT
cana-5764	62	46	managing	manage	VERB
cana-5764	62	47	large	large	ADJ
cana-5764	62	48	datasets	dataset	NOUN
cana-5764	62	49	(	(	PUNCT
cana-5764	62	50	even	even	ADV
cana-5764	62	51	over	over	ADP
cana-5764	62	52	100	100	NUM
cana-5764	62	53	 	 	SPACE
cana-5764	62	54	billion	billion	NUM
cana-5764	62	55	values	value	NOUN
cana-5764	62	56	)	)	PUNCT
cana-5764	62	57	,	,	PUNCT
cana-5764	62	58	and	and	CCONJ
cana-5764	62	59	creating	create	VERB
cana-5764	62	60	professional	professional	ADJ
cana-5764	62	61	technical	technical	ADJ
cana-5764	62	62	reports	report	NOUN
cana-5764	62	63	6	6	NUM
cana-5764	62	64	.	.	PUNCT
cana-5764	62	65	results	result	NOUN
cana-5764	62	66	&	&	CCONJ
cana-5764	62	67	discussion	discussion	NOUN
cana-5764	62	68	classification	classification	NOUN
cana-5764	62	69	report	report	NOUN
cana-5764	62	70	:	:	PUNCT
cana-5764	62	71	the	the	DET
cana-5764	62	72	classification	classification	NOUN
cana-5764	62	73	report	report	NOUN
cana-5764	62	74	shown	show	VERB
cana-5764	62	75	is	be	AUX
cana-5764	62	76	for	for	ADP
cana-5764	62	77	a	a	DET
cana-5764	62	78	random	random	ADJ
cana-5764	62	79	forest	forest	NOUN
cana-5764	62	80	model	model	NOUN
cana-5764	62	81	used	use	VERB
cana-5764	62	82	in	in	ADP
cana-5764	62	83	the	the	DET
cana-5764	62	84	task	task	NOUN
cana-5764	62	85	of	of	ADP
cana-5764	62	86	detecting	detect	VERB
cana-5764	62	87	malevolent	malevolent	ADJ
cana-5764	62	88	software	software	NOUN
cana-5764	62	89	(	(	PUNCT
cana-5764	62	90	malware	malware	NOUN
cana-5764	62	91	)	)	PUNCT
cana-5764	62	92	.	.	PUNCT
cana-5764	63	1	class	class	NOUN
cana-5764	63	2	'	'	NOUN
cana-5764	63	3	0	0	NUM
cana-5764	63	4	'	'	PUNCT
cana-5764	63	5	likely	likely	ADV
cana-5764	63	6	represents	represent	VERB
cana-5764	63	7	benign	benign	ADJ
cana-5764	63	8	software	software	NOUN
cana-5764	63	9	,	,	PUNCT
cana-5764	63	10	and	and	CCONJ
cana-5764	63	11	class	class	NOUN
cana-5764	63	12	'	'	NUM
cana-5764	63	13	1	1	NUM
cana-5764	63	14	'	'	PUNCT
cana-5764	63	15	represents	represent	VERB
cana-5764	63	16	malicious	malicious	ADJ
cana-5764	63	17	(	(	PUNCT
cana-5764	63	18	malevolent	malevolent	ADJ
cana-5764	63	19	)	)	PUNCT
cana-5764	63	20	software	software	NOUN
cana-5764	63	21	.	.	PUNCT
cana-5764	64	1	communications	communication	NOUN
cana-5764	64	2	on	on	ADP
cana-5764	64	3	applied	apply	VERB
cana-5764	64	4	nonlinear	nonlinear	ADJ
cana-5764	64	5	analysis	analysis	NOUN
cana-5764	64	6	issn	issn	NOUN
cana-5764	64	7	:	:	PUNCT
cana-5764	64	8	1074	1074	NUM
cana-5764	64	9	-	-	PUNCT
cana-5764	64	10	133x	133x	NUM
cana-5764	64	11	vol	vol	NOUN
cana-5764	64	12	32	32	NUM
cana-5764	64	13	no	no	NOUN
cana-5764	64	14	.	.	PUNCT
cana-5764	65	1	3s	3s	NUM
cana-5764	65	2	(	(	PUNCT
cana-5764	65	3	2025	2025	NUM
cana-5764	65	4	)	)	PUNCT
cana-5764	65	5	875	875	NUM
cana-5764	65	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5764	66	1	the	the	DET
cana-5764	66	2	model	model	NOUN
cana-5764	66	3	achieved	achieve	VERB
cana-5764	66	4	very	very	ADV
cana-5764	66	5	high	high	ADJ
cana-5764	66	6	performance	performance	NOUN
cana-5764	66	7	overall	overall	ADJ
cana-5764	66	8	:	:	PUNCT
cana-5764	66	9	precision	precision	NOUN
cana-5764	66	10	:	:	PUNCT
cana-5764	66	11	1.00	1.00	NUM
cana-5764	66	12	for	for	ADP
cana-5764	66	13	benign	benign	NOUN
cana-5764	66	14	and	and	CCONJ
cana-5764	66	15	0.99	0.99	NUM
cana-5764	66	16	for	for	ADP
cana-5764	66	17	malware	malware	NOUN
cana-5764	66	18	–	–	PUNCT
cana-5764	66	19	meaning	mean	VERB
cana-5764	66	20	very	very	ADV
cana-5764	66	21	few	few	ADJ
cana-5764	66	22	false	false	ADJ
cana-5764	66	23	positives	positive	NOUN
cana-5764	66	24	.	.	PUNCT
cana-5764	67	1	recall	recall	NOUN
cana-5764	67	2	:	:	PUNCT
cana-5764	67	3	0.98	0.98	NUM
cana-5764	67	4	for	for	ADP
cana-5764	67	5	benign	benign	NOUN
cana-5764	67	6	and	and	CCONJ
cana-5764	67	7	1.00	1.00	NUM
cana-5764	67	8	for	for	ADP
cana-5764	67	9	malware	malware	NOUN
cana-5764	67	10	–	–	PUNCT
cana-5764	67	11	meaning	mean	VERB
cana-5764	67	12	almost	almost	ADV
cana-5764	67	13	all	all	DET
cana-5764	67	14	malware	malware	NOUN
cana-5764	67	15	instances	instance	NOUN
cana-5764	67	16	are	be	AUX
cana-5764	67	17	correctly	correctly	ADV
cana-5764	67	18	detected	detect	VERB
cana-5764	67	19	.	.	PUNCT
cana-5764	68	1	f1	f1	NOUN
cana-5764	68	2	-	-	PUNCT
cana-5764	68	3	score	score	NOUN
cana-5764	68	4	:	:	PUNCT
cana-5764	68	5	balanced	balanced	ADJ
cana-5764	68	6	high	high	ADJ
cana-5764	68	7	scores	score	NOUN
cana-5764	68	8	(	(	PUNCT
cana-5764	68	9	0.99–1.00	0.99–1.00	NUM
cana-5764	68	10	)	)	PUNCT
cana-5764	68	11	for	for	ADP
cana-5764	68	12	both	both	DET
cana-5764	68	13	classes	class	NOUN
cana-5764	68	14	,	,	PUNCT
cana-5764	68	15	showing	show	VERB
cana-5764	68	16	excellent	excellent	ADJ
cana-5764	68	17	trade	trade	NOUN
cana-5764	68	18	-	-	PUNCT
cana-5764	68	19	off	off	NOUN
cana-5764	68	20	between	between	ADP
cana-5764	68	21	precision	precision	NOUN
cana-5764	68	22	and	and	CCONJ
cana-5764	68	23	recall	recall	NOUN
cana-5764	68	24	.	.	PUNCT
cana-5764	69	1	overall	overall	ADJ
cana-5764	69	2	accuracy	accuracy	NOUN
cana-5764	69	3	:	:	PUNCT
cana-5764	69	4	0.99	0.99	NUM
cana-5764	69	5	,	,	PUNCT
cana-5764	69	6	indicating	indicate	VERB
cana-5764	69	7	99	99	NUM
cana-5764	69	8	%	%	NOUN
cana-5764	69	9	of	of	ADP
cana-5764	69	10	the	the	DET
cana-5764	69	11	total	total	ADJ
cana-5764	69	12	predictions	prediction	NOUN
cana-5764	69	13	were	be	AUX
cana-5764	69	14	correct	correct	ADJ
cana-5764	69	15	.	.	PUNCT
cana-5764	70	1	macro	macro	VERB
cana-5764	70	2	and	and	CCONJ
cana-5764	70	3	weighted	weight	VERB
cana-5764	70	4	averages	average	NOUN
cana-5764	70	5	:	:	PUNCT
cana-5764	70	6	both	both	PRON
cana-5764	70	7	are	be	AUX
cana-5764	70	8	0.99	0.99	NUM
cana-5764	70	9	,	,	PUNCT
cana-5764	70	10	reinforcing	reinforce	VERB
cana-5764	70	11	that	that	SCONJ
cana-5764	70	12	the	the	DET
cana-5764	70	13	model	model	NOUN
cana-5764	70	14	is	be	AUX
cana-5764	70	15	well	well	ADV
cana-5764	70	16	-	-	PUNCT
cana-5764	70	17	balanced	balance	VERB
cana-5764	70	18	despite	despite	SCONJ
cana-5764	70	19	class	class	NOUN
cana-5764	70	20	imbalance	imbalance	NOUN
cana-5764	70	21	(	(	PUNCT
cana-5764	70	22	more	more	ADJ
cana-5764	70	23	malware	malware	NOUN
cana-5764	70	24	samples	sample	NOUN
cana-5764	70	25	)	)	PUNCT
cana-5764	70	26	.	.	PUNCT
cana-5764	71	1	this	this	DET
cana-5764	71	2	random	random	ADJ
cana-5764	71	3	forest	forest	NOUN
cana-5764	71	4	model	model	NOUN
cana-5764	71	5	is	be	AUX
cana-5764	71	6	highly	highly	ADV
cana-5764	71	7	effective	effective	ADJ
cana-5764	71	8	for	for	ADP
cana-5764	71	9	malware	malware	NOUN
cana-5764	71	10	detection	detection	NOUN
cana-5764	71	11	,	,	PUNCT
cana-5764	71	12	making	make	VERB
cana-5764	71	13	it	it	PRON
cana-5764	71	14	a	a	DET
cana-5764	71	15	strong	strong	ADJ
cana-5764	71	16	candidate	candidate	NOUN
cana-5764	71	17	for	for	ADP
cana-5764	71	18	deployment	deployment	NOUN
cana-5764	71	19	in	in	ADP
cana-5764	71	20	cybersecurity	cybersecurity	NOUN
cana-5764	71	21	applications	application	NOUN
cana-5764	71	22	.	.	PUNCT
cana-5764	72	1	confusion	confusion	NOUN
cana-5764	72	2	matrix	matrix	NOUN
cana-5764	72	3	:	:	PUNCT
cana-5764	72	4	communications	communication	NOUN
cana-5764	72	5	on	on	ADP
cana-5764	72	6	applied	apply	VERB
cana-5764	72	7	nonlinear	nonlinear	ADJ
cana-5764	72	8	analysis	analysis	NOUN
cana-5764	72	9	issn	issn	NOUN
cana-5764	72	10	:	:	PUNCT
cana-5764	72	11	1074	1074	NUM
cana-5764	72	12	-	-	PUNCT
cana-5764	72	13	133x	133x	NUM
cana-5764	72	14	vol	vol	NOUN
cana-5764	72	15	32	32	NUM
cana-5764	72	16	no	no	NOUN
cana-5764	72	17	.	.	PUNCT
cana-5764	73	1	3s	3s	NUM
cana-5764	73	2	(	(	PUNCT
cana-5764	73	3	2025	2025	NUM
cana-5764	73	4	)	)	PUNCT
cana-5764	73	5	876	876	NUM
cana-5764	73	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5764	73	7	this	this	DET
cana-5764	73	8	confusion	confusion	NOUN
cana-5764	73	9	matrix	matrix	NOUN
cana-5764	73	10	shows	show	VERB
cana-5764	73	11	how	how	SCONJ
cana-5764	73	12	well	well	ADV
cana-5764	73	13	the	the	DET
cana-5764	73	14	model	model	NOUN
cana-5764	73	15	distinguishes	distinguish	VERB
cana-5764	73	16	between	between	ADP
cana-5764	73	17	benign	benign	ADJ
cana-5764	73	18	(	(	PUNCT
cana-5764	73	19	0	0	NUM
cana-5764	73	20	)	)	PUNCT
cana-5764	73	21	and	and	CCONJ
cana-5764	73	22	malicious	malicious	ADJ
cana-5764	73	23	(	(	PUNCT
cana-5764	73	24	1	1	NUM
cana-5764	73	25	)	)	PUNCT
cana-5764	73	26	software	software	NOUN
cana-5764	73	27	:	:	PUNCT
cana-5764	73	28	predicted	predict	VERB
cana-5764	73	29	benign	benign	ADJ
cana-5764	73	30	(	(	PUNCT
cana-5764	73	31	0	0	NUM
cana-5764	73	32	)	)	PUNCT
cana-5764	73	33	predicted	predict	VERB
cana-5764	73	34	malware	malware	NOUN
cana-5764	73	35	(	(	PUNCT
cana-5764	73	36	1	1	NUM
cana-5764	73	37	)	)	PUNCT
cana-5764	73	38	actual	actual	ADJ
cana-5764	73	39	benign	benign	NOUN
cana-5764	73	40	(	(	PUNCT
cana-5764	73	41	0	0	NUM
cana-5764	73	42	)	)	PUNCT
cana-5764	73	43	978	978	NUM
cana-5764	73	44	(	(	PUNCT
cana-5764	73	45	true	true	ADJ
cana-5764	73	46	negatives	negative	NOUN
cana-5764	73	47	)	)	PUNCT
cana-5764	73	48	25	25	NUM
cana-5764	73	49	(	(	PUNCT
cana-5764	73	50	false	false	ADJ
cana-5764	73	51	positives	positive	NOUN
cana-5764	73	52	)	)	PUNCT
cana-5764	73	53	actual	actual	ADJ
cana-5764	73	54	malware	malware	NOUN
cana-5764	73	55	(	(	PUNCT
cana-5764	73	56	1	1	NUM
cana-5764	73	57	)	)	PUNCT
cana-5764	73	58	4	4	NUM
cana-5764	73	59	(	(	PUNCT
cana-5764	73	60	false	false	ADJ
cana-5764	73	61	negatives	negative	NOUN
cana-5764	73	62	)	)	PUNCT
cana-5764	73	63	2916	2916	NUM
cana-5764	73	64	(	(	PUNCT
cana-5764	73	65	true	true	ADJ
cana-5764	73	66	positives	positive	NOUN
cana-5764	73	67	)	)	PUNCT
cana-5764	73	68	interpretation	interpretation	NOUN
cana-5764	73	69	:	:	PUNCT
cana-5764	73	70	true	true	ADJ
cana-5764	73	71	positives	positive	NOUN
cana-5764	73	72	(	(	PUNCT
cana-5764	73	73	2916	2916	NUM
cana-5764	73	74	):	):	PUNCT
cana-5764	73	75	correctly	correctly	ADV
cana-5764	73	76	identified	identify	VERB
cana-5764	73	77	malware	malware	NOUN
cana-5764	73	78	.	.	PUNCT
cana-5764	74	1	true	true	ADJ
cana-5764	74	2	negatives	negative	NOUN
cana-5764	74	3	(	(	PUNCT
cana-5764	74	4	978	978	NUM
cana-5764	74	5	):	):	PUNCT
cana-5764	74	6	correctly	correctly	ADV
cana-5764	74	7	identified	identify	VERB
cana-5764	74	8	benign	benign	ADJ
cana-5764	74	9	software	software	NOUN
cana-5764	74	10	.	.	PUNCT
cana-5764	75	1	false	false	ADJ
cana-5764	75	2	positives	positive	NOUN
cana-5764	75	3	(	(	PUNCT
cana-5764	75	4	25	25	NUM
cana-5764	75	5	):	):	PUNCT
cana-5764	75	6	benign	benign	ADJ
cana-5764	75	7	software	software	NOUN
cana-5764	75	8	incorrectly	incorrectly	ADV
cana-5764	75	9	flagged	flag	VERB
cana-5764	75	10	as	as	ADP
cana-5764	75	11	malware	malware	NOUN
cana-5764	75	12	.	.	PUNCT
cana-5764	76	1	false	false	ADJ
cana-5764	76	2	negatives	negative	NOUN
cana-5764	76	3	(	(	PUNCT
cana-5764	76	4	4	4	NUM
cana-5764	76	5	):	):	PUNCT
cana-5764	76	6	malware	malware	NOUN
cana-5764	76	7	missed	miss	VERB
cana-5764	76	8	by	by	ADP
cana-5764	76	9	the	the	DET
cana-5764	76	10	model	model	NOUN
cana-5764	76	11	.	.	PUNCT
cana-5764	77	1	the	the	DET
cana-5764	77	2	model	model	NOUN
cana-5764	77	3	rarely	rarely	ADV
cana-5764	77	4	misclassifies	misclassifie	VERB
cana-5764	77	5	either	either	DET
cana-5764	77	6	class	class	NOUN
cana-5764	77	7	.	.	PUNCT
cana-5764	78	1	only	only	ADV
cana-5764	78	2	4	4	NUM
cana-5764	78	3	malware	malware	NOUN
cana-5764	78	4	samples	sample	NOUN
cana-5764	78	5	were	be	AUX
cana-5764	78	6	missed	miss	VERB
cana-5764	78	7	,	,	PUNCT
cana-5764	78	8	which	which	PRON
cana-5764	78	9	is	be	AUX
cana-5764	78	10	critical	critical	ADJ
cana-5764	78	11	in	in	ADP
cana-5764	78	12	security	security	NOUN
cana-5764	78	13	-	-	PUNCT
cana-5764	78	14	sensitive	sensitive	ADJ
cana-5764	78	15	applications	application	NOUN
cana-5764	78	16	.	.	PUNCT
cana-5764	79	1	7	7	X
cana-5764	79	2	.	.	X
cana-5764	79	3	conclusion	conclusion	NOUN
cana-5764	79	4	and	and	CCONJ
cana-5764	79	5	future	future	ADJ
cana-5764	79	6	scope	scope	NOUN
cana-5764	79	7	conclusion	conclusion	NOUN
cana-5764	79	8	:	:	PUNCT
cana-5764	79	9	in	in	ADP
cana-5764	79	10	this	this	DET
cana-5764	79	11	think	think	NOUN
cana-5764	79	12	almost	almost	ADV
cana-5764	79	13	,	,	PUNCT
cana-5764	79	14	we	we	PRON
cana-5764	79	15	comprehensively	comprehensively	ADV
cana-5764	79	16	surveyed	survey	VERB
cana-5764	79	17	ml	ml	ADP
cana-5764	79	18	calculations	calculation	NOUN
cana-5764	79	19	for	for	ADP
cana-5764	79	20	distinguishing	distinguish	VERB
cana-5764	79	21	cluttered	cluttered	ADJ
cana-5764	79	22	malware	malware	NOUN
cana-5764	79	23	utilizing	utilize	VERB
cana-5764	79	24	the	the	DET
cana-5764	79	25	cic	cic	PROPN
cana-5764	79	26	-	-	PUNCT
cana-5764	79	27	malmem-2022	malmem-2022	NOUN
cana-5764	79	28	dataset	dataset	NOUN
cana-5764	79	29	.	.	PUNCT
cana-5764	80	1	our	our	PRON
cana-5764	80	2	examination	examination	NOUN
cana-5764	80	3	wrapped	wrap	VERB
cana-5764	80	4	twofold	twofold	ADV
cana-5764	80	5	and	and	CCONJ
cana-5764	80	6	multi	multi	ADJ
cana-5764	80	7	-	-	ADJ
cana-5764	80	8	class	class	ADJ
cana-5764	80	9	classification	classification	NOUN
cana-5764	80	10	errands	errand	NOUN
cana-5764	80	11	underneath	underneath	ADP
cana-5764	80	12	assorted	assorted	ADJ
cana-5764	80	13	test	test	NOUN
cana-5764	80	14	conditions	condition	NOUN
cana-5764	80	15	,	,	PUNCT
cana-5764	80	16	checking	check	VERB
cana-5764	80	17	rate	rate	NOUN
cana-5764	80	18	parts	part	NOUN
cana-5764	80	19	and	and	CCONJ
cana-5764	80	20	10	10	NUM
cana-5764	80	21	-	-	ADJ
cana-5764	80	22	fold	fold	ADJ
cana-5764	80	23	cross	cross	NOUN
cana-5764	80	24	-	-	NOUN
cana-5764	80	25	validation	validation	NOUN
cana-5764	80	26	.	.	PUNCT
cana-5764	81	1	the	the	DET
cana-5764	81	2	comes	come	VERB
cana-5764	81	3	almost	almost	ADV
cana-5764	81	4	highlight	highlight	VERB
cana-5764	81	5	the	the	DET
cana-5764	81	6	reasonability	reasonability	NOUN
cana-5764	81	7	of	of	ADP
cana-5764	81	8	rf	rf	NOUN
cana-5764	81	9	,	,	PUNCT
cana-5764	81	10	j-48	j-48	PROPN
cana-5764	81	11	(	(	PUNCT
cana-5764	81	12	c4.5	c4.5	PROPN
cana-5764	81	13	)	)	PUNCT
cana-5764	81	14	,	,	PUNCT
cana-5764	81	15	and	and	CCONJ
cana-5764	81	16	xgboost	xgboost	ADJ
cana-5764	81	17	calculations	calculation	NOUN
cana-5764	81	18	in	in	ADP
cana-5764	81	19	fulfilling	fulfil	VERB
cana-5764	81	20	tall	tall	ADJ
cana-5764	81	21	exactness	exactness	NOUN
cana-5764	81	22	over	over	ADP
cana-5764	81	23	distinctive	distinctive	ADJ
cana-5764	81	24	classification	classification	NOUN
cana-5764	81	25	errands	errand	NOUN
cana-5764	81	26	.	.	PUNCT
cana-5764	82	1	these	these	DET
cana-5764	82	2	calculations	calculation	NOUN
cana-5764	82	3	dependably	dependably	ADV
cana-5764	82	4	defeated	defeat	VERB
cana-5764	82	5	others	other	NOUN
cana-5764	82	6	,	,	PUNCT
cana-5764	82	7	showing	show	VERB
cana-5764	82	8	their	their	PRON
cana-5764	82	9	vigor	vigor	NOUN
cana-5764	82	10	in	in	ADP
cana-5764	82	11	recognizing	recognize	VERB
cana-5764	82	12	cluttered	cluttered	ADJ
cana-5764	82	13	malware	malware	NOUN
cana-5764	82	14	plans	plan	NOUN
cana-5764	82	15	.	.	PUNCT
cana-5764	83	1	self	self	NOUN
cana-5764	83	2	-	-	PUNCT
cana-5764	83	3	assertive	assertive	ADJ
cana-5764	83	4	tree	tree	NOUN
cana-5764	83	5	additionally	additionally	ADV
cana-5764	83	6	shown	show	VERB
cana-5764	83	7	commendable	commendable	ADJ
cana-5764	83	8	execution	execution	NOUN
cana-5764	83	9	,	,	PUNCT
cana-5764	83	10	in	in	ADP
cana-5764	83	11	spite	spite	NOUN
cana-5764	83	12	of	of	ADP
cana-5764	83	13	the	the	DET
cana-5764	83	14	fact	fact	NOUN
cana-5764	83	15	that	that	SCONJ
cana-5764	83	16	to	to	ADP
cana-5764	83	17	some	some	DET
cana-5764	83	18	degree	degree	NOUN
cana-5764	83	19	lower	low	ADJ
cana-5764	83	20	than	than	ADP
cana-5764	83	21	the	the	DET
cana-5764	83	22	calculations	calculation	NOUN
cana-5764	83	23	over	over	ADP
cana-5764	83	24	.	.	PUNCT
cana-5764	84	1	other	other	ADJ
cana-5764	84	2	than	than	ADP
cana-5764	84	3	,	,	PUNCT
cana-5764	84	4	guileless	guileless	ADJ
cana-5764	84	5	bayes	baye	NOUN
cana-5764	84	6	outlined	outline	VERB
cana-5764	84	7	competitive	competitive	ADJ
cana-5764	84	8	execution	execution	NOUN
cana-5764	84	9	but	but	CCONJ
cana-5764	84	10	gone	go	VERB
cana-5764	84	11	up	up	ADP
cana-5764	84	12	against	against	ADP
cana-5764	84	13	challenges	challenge	NOUN
cana-5764	84	14	taking	take	VERB
cana-5764	84	15	care	care	NOUN
cana-5764	84	16	of	of	ADP
cana-5764	84	17	multi	multi	ADJ
cana-5764	84	18	-	-	ADJ
cana-5764	84	19	class	class	ADJ
cana-5764	84	20	classification	classification	NOUN
cana-5764	84	21	and	and	CCONJ
cana-5764	84	22	imbalanced	imbalanced	ADJ
cana-5764	84	23	datasets	dataset	NOUN
cana-5764	84	24	,	,	PUNCT
cana-5764	84	25	as	as	SCONJ
cana-5764	84	26	demonstrate	demonstrate	VERB
cana-5764	84	27	by	by	ADP
cana-5764	84	28	lower	low	ADJ
cana-5764	84	29	exactness	exactness	ADJ
cana-5764	84	30	rates	rate	NOUN
cana-5764	84	31	and	and	CCONJ
cana-5764	84	32	higher	high	ADJ
cana-5764	84	33	pitiless	pitiless	ADJ
cana-5764	84	34	incomparable	incomparable	ADJ
cana-5764	84	35	bumble	bumble	ADJ
cana-5764	84	36	values	value	NOUN
cana-5764	84	37	in	in	ADP
cana-5764	84	38	common	common	ADJ
cana-5764	84	39	,	,	PUNCT
cana-5764	84	40	the	the	DET
cana-5764	84	41	disclosures	disclosure	NOUN
cana-5764	84	42	show	show	VERB
cana-5764	84	43	up	up	ADP
cana-5764	84	44	the	the	DET
cana-5764	84	45	centrality	centrality	NOUN
cana-5764	84	46	of	of	ADP
cana-5764	84	47	advanced	advanced	ADJ
cana-5764	84	48	ml	ml	NOUN
cana-5764	84	49	methods	method	NOUN
cana-5764	84	50	for	for	ADP
cana-5764	84	51	making	make	VERB
cana-5764	84	52	strides	stride	NOUN
cana-5764	84	53	tangled	tangle	VERB
cana-5764	84	54	malware	malware	NOUN
cana-5764	84	55	revelation	revelation	NOUN
cana-5764	84	56	capabilities	capability	NOUN
cana-5764	84	57	.	.	PUNCT
cana-5764	85	1	the	the	DET
cana-5764	85	2	recognized	recognize	VERB
cana-5764	85	3	topperforming	topperforme	VERB
cana-5764	85	4	calculations	calculation	NOUN
cana-5764	85	5	can	can	AUX
cana-5764	85	6	be	be	AUX
cana-5764	85	7	important	important	ADJ
cana-5764	85	8	gadgets	gadget	NOUN
cana-5764	85	9	for	for	ADP
cana-5764	85	10	cybersecurity	cybersecurity	NOUN
cana-5764	85	11	examiners	examiner	NOUN
cana-5764	85	12	to	to	PART
cana-5764	85	13	form	form	VERB
cana-5764	85	14	more	more	ADV
cana-5764	85	15	compelling	compelling	ADJ
cana-5764	85	16	defense	defense	NOUN
cana-5764	85	17	components	component	NOUN
cana-5764	85	18	against	against	ADP
cana-5764	85	19	disordered	disordered	ADJ
cana-5764	85	20	malware	malware	NOUN
cana-5764	85	21	.	.	PUNCT
cana-5764	86	1	future	future	ADJ
cana-5764	86	2	ask	ask	VERB
cana-5764	86	3	around	around	ADP
cana-5764	86	4	endeavors	endeavor	NOUN
cana-5764	86	5	appear	appear	VERB
cana-5764	86	6	center	center	ADJ
cana-5764	86	7	on	on	ADP
cana-5764	86	8	fine	fine	ADV
cana-5764	86	9	-	-	PUNCT
cana-5764	86	10	tuning	tune	VERB
cana-5764	86	11	illustrate	illustrate	ADJ
cana-5764	86	12	hyperparameters	hyperparameter	NOUN
cana-5764	86	13	,	,	PUNCT
cana-5764	86	14	optimizing	optimize	VERB
cana-5764	86	15	data	datum	NOUN
cana-5764	86	16	preprocessing	preprocessing	NOUN
cana-5764	86	17	strategies	strategy	NOUN
cana-5764	86	18	,	,	PUNCT
cana-5764	86	19	and	and	CCONJ
cana-5764	86	20	progress	progress	NOUN
cana-5764	86	21	exploring	explore	VERB
cana-5764	86	22	gathering	gather	VERB
cana-5764	86	23	learning	learn	VERB
cana-5764	86	24	approaches	approach	NOUN
cana-5764	86	25	to	to	PART
cana-5764	86	26	advance	advance	VERB
cana-5764	86	27	area	area	NOUN
cana-5764	86	28	exactness	exactness	NOUN
cana-5764	86	29	and	and	CCONJ
cana-5764	86	30	flexibility	flexibility	NOUN
cana-5764	86	31	against	against	ADP
cana-5764	86	32	disordered	disordered	ADJ
cana-5764	86	33	malware	malware	NOUN
cana-5764	86	34	attacks	attack	NOUN
cana-5764	86	35	.	.	PUNCT
cana-5764	87	1	communications	communication	NOUN
cana-5764	87	2	on	on	ADP
cana-5764	87	3	applied	apply	VERB
cana-5764	87	4	nonlinear	nonlinear	ADJ
cana-5764	87	5	analysis	analysis	NOUN
cana-5764	87	6	issn	issn	NOUN
cana-5764	87	7	:	:	PUNCT
cana-5764	87	8	1074	1074	NUM
cana-5764	87	9	-	-	PUNCT
cana-5764	87	10	133x	133x	NUM
cana-5764	87	11	vol	vol	NOUN
cana-5764	87	12	32	32	NUM
cana-5764	87	13	no	no	NOUN
cana-5764	87	14	.	.	PUNCT
cana-5764	88	1	3s	3s	NUM
cana-5764	88	2	(	(	PUNCT
cana-5764	88	3	2025	2025	NUM
cana-5764	88	4	)	)	PUNCT
cana-5764	88	5	877	877	NUM
cana-5764	88	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5764	88	7	future	future	ADJ
cana-5764	88	8	scope	scope	NOUN
cana-5764	88	9	:	:	PUNCT
cana-5764	88	10	looking	look	VERB
cana-5764	88	11	ahead	ahead	ADV
cana-5764	88	12	,	,	PUNCT
cana-5764	88	13	malware	malware	NOUN
cana-5764	88	14	disclosure	disclosure	NOUN
cana-5764	88	15	frameworks	framework	NOUN
cana-5764	88	16	will	will	AUX
cana-5764	88	17	advance	advance	VERB
cana-5764	88	18	into	into	ADP
cana-5764	88	19	real	real	ADJ
cana-5764	88	20	-	-	PUNCT
cana-5764	88	21	time	time	NOUN
cana-5764	88	22	,	,	PUNCT
cana-5764	88	23	self	self	NOUN
cana-5764	88	24	-	-	PUNCT
cana-5764	88	25	adaptive	adaptive	ADJ
cana-5764	88	26	stages	stage	NOUN
cana-5764	88	27	that	that	PRON
cana-5764	88	28	encouraged	encourage	VERB
cana-5764	88	29	particular	particular	ADJ
cana-5764	88	30	progressed	progress	VERB
cana-5764	88	31	ai	ai	NOUN
cana-5764	88	32	strategies	strategy	NOUN
cana-5764	88	33	.	.	PUNCT
cana-5764	89	1	critical	critical	ADJ
cana-5764	89	2	learning	learning	NOUN
cana-5764	89	3	plans	plan	NOUN
cana-5764	89	4	,	,	PUNCT
cana-5764	89	5	counting	count	VERB
cana-5764	89	6	chart	chart	ADJ
cana-5764	89	7	neural	neural	ADJ
cana-5764	89	8	systems	system	NOUN
cana-5764	89	9	for	for	ADP
cana-5764	89	10	well	well	ADV
cana-5764	89	11	off	off	ADP
cana-5764	89	12	behavioral	behavioral	ADJ
cana-5764	89	13	modeling	modeling	NOUN
cana-5764	89	14	and	and	CCONJ
cana-5764	89	15	transformers	transformer	NOUN
cana-5764	89	16	for	for	ADP
cana-5764	89	17	api	api	NOUN
cana-5764	89	18	gathering	gathering	NOUN
cana-5764	89	19	clarification	clarification	NOUN
cana-5764	89	20	,	,	PUNCT
cana-5764	89	21	will	will	AUX
cana-5764	89	22	upgrade	upgrade	VERB
cana-5764	89	23	divulgence	divulgence	NOUN
cana-5764	89	24	capabilities	capability	NOUN
cana-5764	89	25	and	and	CCONJ
cana-5764	89	26	generalization	generalization	NOUN
cana-5764	89	27	to	to	ADP
cana-5764	89	28	unnoticeable	unnoticeable	ADJ
cana-5764	89	29	dangers	danger	NOUN
cana-5764	89	30	tending	tend	VERB
cana-5764	89	31	to	to	ADP
cana-5764	89	32	the	the	DET
cana-5764	89	33	making	making	NOUN
cana-5764	89	34	require	require	NOUN
cana-5764	89	35	for	for	ADP
cana-5764	89	36	cross	cross	ADJ
cana-5764	89	37	-	-	ADJ
cana-5764	89	38	platform	platform	ADJ
cana-5764	89	39	security	security	NOUN
cana-5764	89	40	,	,	PUNCT
cana-5764	89	41	bound	bind	VERB
cana-5764	89	42	together	together	ADP
cana-5764	89	43	systems	system	NOUN
cana-5764	89	44	will	will	AUX
cana-5764	89	45	rise	rise	VERB
cana-5764	89	46	to	to	PART
cana-5764	89	47	analyze	analyze	VERB
cana-5764	89	48	malware	malware	NOUN
cana-5764	89	49	over	over	ADP
cana-5764	89	50	pcs	pc	NOUN
cana-5764	89	51	,	,	PUNCT
cana-5764	89	52	mobiles	mobile	NOUN
cana-5764	89	53	,	,	PUNCT
cana-5764	89	54	iot	iot	ADJ
cana-5764	89	55	contraptions	contraption	NOUN
cana-5764	89	56	,	,	PUNCT
cana-5764	89	57	and	and	CCONJ
cana-5764	89	58	cloud	cloud	NOUN
cana-5764	89	59	circumstances	circumstance	NOUN
cana-5764	89	60	,	,	PUNCT
cana-5764	89	61	leveraging	leverage	VERB
cana-5764	89	62	bound	bind	VERB
cana-5764	89	63	together	together	ADV
cana-5764	89	64	and	and	CCONJ
cana-5764	89	65	exchange	exchange	VERB
cana-5764	89	66	learning	learn	VERB
cana-5764	89	67	to	to	PART
cana-5764	89	68	secure	secure	VERB
cana-5764	89	69	information	information	NOUN
cana-5764	89	70	security	security	NOUN
cana-5764	89	71	in	in	ADP
cana-5764	89	72	spite	spite	NOUN
cana-5764	89	73	of	of	ADP
cana-5764	89	74	the	the	DET
cana-5764	89	75	fact	fact	NOUN
cana-5764	89	76	that	that	SCONJ
cana-5764	89	77	progressing	progress	VERB
cana-5764	89	78	adaptability	adaptability	NOUN
cana-5764	89	79	in	in	ADP
cana-5764	89	80	resource	resource	NOUN
cana-5764	89	81	-	-	PUNCT
cana-5764	89	82	constrained	constrain	VERB
cana-5764	89	83	settings	setting	NOUN
cana-5764	89	84	like	like	ADP
cana-5764	89	85	iot	iot	NOUN
cana-5764	89	86	and	and	CCONJ
cana-5764	89	87	adaptable	adaptable	ADJ
cana-5764	89	88	,	,	PUNCT
cana-5764	89	89	lightweight	lightweight	ADJ
cana-5764	89	90	show	show	VERB
cana-5764	89	91	up	up	ADP
cana-5764	89	92	optimizations	optimization	NOUN
cana-5764	89	93	—	—	PUNCT
cana-5764	89	94	such	such	ADJ
cana-5764	89	95	as	as	ADP
cana-5764	89	96	pruning	prune	VERB
cana-5764	89	97	,	,	PUNCT
cana-5764	89	98	quantization	quantization	NOUN
cana-5764	89	99	,	,	PUNCT
cana-5764	89	100	and	and	CCONJ
cana-5764	89	101	information	information	NOUN
cana-5764	89	102	distillation	distillation	NOUN
cana-5764	89	103	—	—	PUNCT
cana-5764	89	104	will	will	AUX
cana-5764	89	105	empower	empower	VERB
cana-5764	89	106	competent	competent	ADJ
cana-5764	89	107	real	real	ADJ
cana-5764	89	108	-	-	PUNCT
cana-5764	89	109	time	time	NOUN
cana-5764	89	110	region	region	NOUN
cana-5764	89	111	without	without	ADP
cana-5764	89	112	overwhelming	overwhelming	ADJ
cana-5764	89	113	computational	computational	ADJ
cana-5764	89	114	overhead	overhead	ADJ
cana-5764	89	115	coherent	coherent	ADJ
cana-5764	89	116	ai	ai	NOUN
cana-5764	89	117	(	(	PUNCT
cana-5764	89	118	xai	xai	PROPN
cana-5764	89	119	)	)	PUNCT
cana-5764	89	120	techniques	technique	NOUN
cana-5764	89	121	(	(	PUNCT
cana-5764	89	122	e.g.	e.g.	ADV
cana-5764	89	123	,	,	PUNCT
cana-5764	89	124	shap	shap	NOUN
cana-5764	89	125	/	/	SYM
cana-5764	89	126	lime	lime	NOUN
cana-5764	89	127	)	)	PUNCT
cana-5764	89	128	will	will	AUX
cana-5764	89	129	select	select	VERB
cana-5764	89	130	up	up	ADP
cana-5764	89	131	conspicuousness	conspicuousness	ADJ
cana-5764	89	132	to	to	PART
cana-5764	89	133	assist	assist	VERB
cana-5764	89	134	security	security	NOUN
cana-5764	89	135	investigators	investigator	NOUN
cana-5764	89	136	get	get	VERB
cana-5764	89	137	it	it	PRON
cana-5764	89	138	and	and	CCONJ
cana-5764	89	139	acknowledge	acknowledge	VERB
cana-5764	89	140	ml	ml	NOUN
cana-5764	89	141	choices	choice	NOUN
cana-5764	89	142	,	,	PUNCT
cana-5764	89	143	redesiging	redesige	VERB
cana-5764	89	144	straightforwardness	straightforwardness	NOUN
cana-5764	89	145	and	and	CCONJ
cana-5764	89	146	compliance	compliance	NOUN
cana-5764	89	147	in	in	ADP
cana-5764	89	148	fundamental	fundamental	ADJ
cana-5764	89	149	circumstances	circumstance	NOUN
cana-5764	89	150	organizing	organize	VERB
cana-5764	89	151	for	for	ADP
cana-5764	89	152	powerfully	powerfully	ADV
cana-5764	89	153	progressed	progress	VERB
cana-5764	89	154	antagonistic	antagonistic	ADJ
cana-5764	89	155	strategies	strategy	NOUN
cana-5764	89	156	,	,	PUNCT
cana-5764	89	157	future	future	ADJ
cana-5764	89	158	frameworks	framework	NOUN
cana-5764	89	159	will	will	AUX
cana-5764	89	160	set	set	VERB
cana-5764	89	161	quality	quality	NOUN
cana-5764	89	162	techniques	technique	NOUN
cana-5764	89	163	and	and	CCONJ
cana-5764	89	164	ill	ill	ADV
cana-5764	89	165	-	-	PUNCT
cana-5764	89	166	disposed	disposed	ADJ
cana-5764	89	167	arranging	arranging	NOUN
cana-5764	89	168	strategies	strategy	NOUN
cana-5764	89	169	to	to	PART
cana-5764	89	170	guarantee	guarantee	VERB
cana-5764	89	171	against	against	ADP
cana-5764	89	172	evading	evade	VERB
cana-5764	89	173	and	and	CCONJ
cana-5764	89	174	harming	harm	VERB
cana-5764	89	175	assault	assault	NOUN
cana-5764	89	176	.	.	PUNCT
cana-5764	90	1	at	at	ADP
cana-5764	90	2	last	last	ADJ
cana-5764	90	3	,	,	PUNCT
cana-5764	90	4	integration	integration	NOUN
cana-5764	90	5	with	with	ADP
cana-5764	90	6	danger	danger	NOUN
cana-5764	90	7	bits	bit	NOUN
cana-5764	90	8	of	of	ADP
cana-5764	90	9	information	information	NOUN
cana-5764	90	10	strengthens	strengthen	VERB
cana-5764	90	11	,	,	PUNCT
cana-5764	90	12	adjusted	adjusted	ADJ
cana-5764	90	13	risk	risk	NOUN
cana-5764	90	14	chasing	chasing	NOUN
cana-5764	90	15	,	,	PUNCT
cana-5764	90	16	and	and	CCONJ
cana-5764	90	17	in	in	ADP
cana-5764	90	18	reality	reality	NOUN
cana-5764	90	19	self	self	NOUN
cana-5764	90	20	-	-	PUNCT
cana-5764	90	21	healing	heal	VERB
cana-5764	90	22	systems	system	NOUN
cana-5764	90	23	will	will	AUX
cana-5764	90	24	make	make	VERB
cana-5764	90	25	proactive	proactive	ADJ
cana-5764	90	26	securities	security	NOUN
cana-5764	90	27	that	that	PRON
cana-5764	90	28	recognize	recognize	VERB
cana-5764	90	29	and	and	CCONJ
cana-5764	90	30	neutralize	neutralize	VERB
cana-5764	90	31	malware	malware	NOUN
cana-5764	90	32	unreservedly	unreservedly	ADV
cana-5764	90	33	,	,	PUNCT
cana-5764	90	34	renaming	rename	VERB
cana-5764	90	35	cybersecurity	cybersecurity	NOUN
cana-5764	90	36	from	from	ADP
cana-5764	90	37	responsive	responsive	ADJ
cana-5764	90	38	to	to	ADP
cana-5764	90	39	preventive	preventive	ADJ
cana-5764	90	40	references	reference	NOUN
cana-5764	91	1	[	[	X
cana-5764	91	2	1	1	NUM
cana-5764	91	3	]	]	PUNCT
cana-5764	91	4	t.	t.	NOUN
cana-5764	91	5	carrier	carrier	NOUN
cana-5764	91	6	,	,	PUNCT
cana-5764	91	7	p.	p.	NOUN
cana-5764	91	8	victor	victor	PROPN
cana-5764	91	9	,	,	PUNCT
cana-5764	91	10	a.	a.	NOUN
cana-5764	91	11	tekeoglu	tekeoglu	PROPN
cana-5764	91	12	,	,	PUNCT
cana-5764	91	13	and	and	CCONJ
cana-5764	91	14	a.	a.	PROPN
cana-5764	91	15	habibi	habibi	PROPN
cana-5764	91	16	lashkari	lashkari	PROPN
cana-5764	91	17	,	,	PUNCT
cana-5764	91	18	“	"	PUNCT
cana-5764	91	19	detecting	detect	VERB
cana-5764	91	20	obfuscated	obfuscated	ADJ
cana-5764	91	21	malware	malware	NOUN
cana-5764	91	22	using	use	VERB
cana-5764	91	23	memory	memory	NOUN
cana-5764	91	24	feature	feature	NOUN
cana-5764	91	25	engineering	engineering	NOUN
cana-5764	91	26	,	,	PUNCT
cana-5764	91	27	”	"	PUNCT
cana-5764	91	28	in	in	ADP
cana-5764	91	29	international	international	ADJ
cana-5764	91	30	conference	conference	NOUN
cana-5764	91	31	on	on	ADP
cana-5764	91	32	information	information	NOUN
cana-5764	91	33	systems	system	NOUN
cana-5764	91	34	security	security	NOUN
cana-5764	91	35	and	and	CCONJ
cana-5764	91	36	privacy	privacy	NOUN
cana-5764	91	37	,	,	PUNCT
cana-5764	91	38	2022	2022	NUM
cana-5764	91	39	.	.	PUNCT
cana-5764	92	1	doi	doi	NOUN
cana-5764	92	2	:	:	PUNCT
cana-5764	92	3	10.5220/0010908200003120	10.5220/0010908200003120	NUM
cana-5764	92	4	.	.	PUNCT
cana-5764	93	1	[	[	X
cana-5764	93	2	2	2	X
cana-5764	93	3	]	]	PUNCT
cana-5764	93	4	z.	z.	PROPN
cana-5764	93	5	a.	a.	PROPN
cana-5764	93	6	el	el	PROPN
cana-5764	93	7	houda	houda	PROPN
cana-5764	93	8	,	,	PUNCT
cana-5764	93	9	“	"	PUNCT
cana-5764	93	10	cyber	cyber	ADJ
cana-5764	93	11	threat	threat	NOUN
cana-5764	93	12	actors	actor	NOUN
cana-5764	93	13	review	review	VERB
cana-5764	93	14	:	:	PUNCT
cana-5764	93	15	examining	examine	VERB
cana-5764	93	16	the	the	DET
cana-5764	93	17	tactics	tactic	NOUN
cana-5764	93	18	and	and	CCONJ
cana-5764	93	19	motivations	motivation	NOUN
cana-5764	93	20	of	of	ADP
cana-5764	93	21	adversaries	adversary	NOUN
cana-5764	93	22	in	in	ADP
cana-5764	93	23	the	the	DET
cana-5764	93	24	cyber	cyber	ADJ
cana-5764	93	25	landscape	landscape	NOUN
cana-5764	93	26	,	,	PUNCT
cana-5764	93	27	”	"	PUNCT
cana-5764	93	28	in	in	ADP
cana-5764	93	29	cyber	cyber	ADJ
cana-5764	93	30	security	security	NOUN
cana-5764	93	31	for	for	ADP
cana-5764	93	32	next	next	ADJ
cana-5764	93	33	-	-	PUNCT
cana-5764	93	34	generation	generation	NOUN
cana-5764	93	35	computing	computing	NOUN
cana-5764	93	36	technologies	technology	NOUN
cana-5764	93	37	,	,	PUNCT
cana-5764	93	38	2024	2024	NUM
cana-5764	93	39	.	.	PUNCT
cana-5764	94	1	doi	doi	NOUN
cana-5764	94	2	:	:	PUNCT
cana-5764	94	3	10.1201/9781003404361	10.1201/9781003404361	NUM
cana-5764	94	4	-	-	SYM
cana-5764	94	5	5	5	NUM
cana-5764	94	6	.	.	PUNCT
cana-5764	95	1	[	[	X
cana-5764	95	2	3	3	NUM
cana-5764	95	3	]	]	X
cana-5764	95	4	y.	y.	PROPN
cana-5764	95	5	li	li	PROPN
cana-5764	95	6	,	,	PUNCT
cana-5764	95	7	z.	z.	PROPN
cana-5764	95	8	liu	liu	PROPN
cana-5764	95	9	,	,	PUNCT
cana-5764	95	10	x.	x.	PROPN
cana-5764	95	11	guan	guan	PROPN
cana-5764	95	12	,	,	PUNCT
cana-5764	95	13	z.	z.	PROPN
cana-5764	95	14	wang	wang	PROPN
cana-5764	95	15	,	,	PUNCT
cana-5764	95	16	x.	x.	PROPN
cana-5764	95	17	guo	guo	PROPN
cana-5764	95	18	,	,	PUNCT
cana-5764	95	19	and	and	CCONJ
cana-5764	95	20	s.	s.	PROPN
cana-5764	95	21	wang	wang	PROPN
cana-5764	95	22	,	,	PUNCT
cana-5764	95	23	“	"	PUNCT
cana-5764	95	24	hierarchical	hierarchical	ADJ
cana-5764	95	25	obfuscation	obfuscation	NOUN
cana-5764	95	26	malware	malware	NOUN
cana-5764	95	27	detection	detection	NOUN
cana-5764	95	28	method	method	NOUN
cana-5764	95	29	based	base	VERB
cana-5764	95	30	on	on	ADP
cana-5764	95	31	deep	deep	ADJ
cana-5764	95	32	learning	learning	NOUN
cana-5764	95	33	,	,	PUNCT
cana-5764	95	34	”	"	PUNCT
cana-5764	95	35	in	in	ADP
cana-5764	95	36	eei	eei	PROPN
cana-5764	95	37	2022	2022	NUM
cana-5764	95	38	4th	4th	ADJ
cana-5764	95	39	international	international	ADJ
cana-5764	95	40	conference	conference	NOUN
cana-5764	95	41	on	on	ADP
cana-5764	95	42	electronic	electronic	ADJ
cana-5764	95	43	engineering	engineering	NOUN
cana-5764	95	44	and	and	CCONJ
cana-5764	95	45	informatics	informatic	NOUN
cana-5764	95	46	,	,	PUNCT
cana-5764	95	47	2022	2022	NUM
cana-5764	95	48	.	.	PUNCT
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cana-5764	96	2	4	4	X
cana-5764	96	3	]	]	PUNCT
cana-5764	96	4	m.	m.	PROPN
cana-5764	96	5	r.	r.	PROPN
cana-5764	96	6	ghazi	ghazi	PROPN
cana-5764	96	7	and	and	CCONJ
cana-5764	96	8	n.	n.	PROPN
cana-5764	96	9	s.	s.	PROPN
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cana-5764	96	11	,	,	PUNCT
cana-5764	96	12	“	"	PUNCT
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cana-5764	96	14	learning	learning	NOUN
cana-5764	96	15	based	base	VERB
cana-5764	96	16	obfuscated	obfuscate	VERB
cana-5764	96	17	malware	malware	NOUN
cana-5764	96	18	detection	detection	NOUN
cana-5764	96	19	in	in	ADP
cana-5764	96	20	the	the	DET
cana-5764	96	21	cloud	cloud	NOUN
cana-5764	96	22	environment	environment	NOUN
cana-5764	96	23	with	with	ADP
cana-5764	96	24	nature	nature	NOUN
cana-5764	96	25	-	-	PUNCT
cana-5764	96	26	inspired	inspire	VERB
cana-5764	96	27	feature	feature	NOUN
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cana-5764	96	29	,	,	PUNCT
cana-5764	96	30	”	"	PUNCT
cana-5764	96	31	in	in	ADP
cana-5764	96	32	2022	2022	NUM
cana-5764	96	33	5th	5th	ADJ
cana-5764	96	34	international	international	ADJ
cana-5764	96	35	conference	conference	NOUN
cana-5764	96	36	on	on	ADP
cana-5764	96	37	multimedia	multimedia	NOUN
cana-5764	96	38	,	,	PUNCT
cana-5764	96	39	signal	signal	NOUN
cana-5764	96	40	processing	processing	NOUN
cana-5764	96	41	and	and	CCONJ
cana-5764	96	42	communication	communication	NOUN
cana-5764	96	43	technologies	technology	NOUN
cana-5764	96	44	,	,	PUNCT
cana-5764	96	45	impact	impact	NOUN
cana-5764	96	46	2022	2022	NUM
cana-5764	96	47	,	,	PUNCT
cana-5764	96	48	2022	2022	NUM
cana-5764	96	49	.	.	PUNCT
cana-5764	97	1	doi	doi	NOUN
cana-5764	97	2	:	:	PUNCT
cana-5764	97	3	10.1109	10.1109	NUM
cana-5764	97	4	/	/	SYM
cana-5764	97	5	impact55510.2022.10029271	impact55510.2022.10029271	PROPN
cana-5764	97	6	.	.	PUNCT
cana-5764	98	1	[	[	X
cana-5764	98	2	5	5	X
cana-5764	98	3	]	]	PUNCT
cana-5764	98	4	m.	m.	NOUN
cana-5764	98	5	a.	a.	PROPN
cana-5764	98	6	hossain	hossain	PROPN
cana-5764	98	7	and	and	CCONJ
cana-5764	98	8	m.	m.	PROPN
cana-5764	98	9	s.	s.	PROPN
cana-5764	98	10	islam	islam	PROPN
cana-5764	98	11	,	,	PUNCT
cana-5764	98	12	“	"	PUNCT
cana-5764	98	13	enhanced	enhanced	ADJ
cana-5764	98	14	detection	detection	NOUN
cana-5764	98	15	of	of	ADP
cana-5764	98	16	obfuscated	obfuscated	ADJ
cana-5764	98	17	malware	malware	NOUN
cana-5764	98	18	in	in	ADP
cana-5764	98	19	memory	memory	NOUN
cana-5764	98	20	dumps	dump	NOUN
cana-5764	98	21	:	:	PUNCT
cana-5764	98	22	a	a	DET
cana-5764	98	23	machine	machine	NOUN
cana-5764	98	24	learning	learn	VERB
cana-5764	98	25	approach	approach	NOUN
cana-5764	98	26	for	for	ADP
cana-5764	98	27	advanced	advanced	ADJ
cana-5764	98	28	cybersecurity	cybersecurity	NOUN
cana-5764	98	29	,	,	PUNCT
cana-5764	98	30	”	"	PUNCT
cana-5764	98	31	cybersecurity	cybersecurity	NOUN
cana-5764	98	32	,	,	PUNCT
cana-5764	98	33	vol	vol	NOUN
cana-5764	98	34	.	.	PROPN
cana-5764	98	35	7	7	NUM
cana-5764	98	36	,	,	PUNCT
cana-5764	98	37	no	no	INTJ
cana-5764	98	38	.	.	NOUN
cana-5764	98	39	1	1	NUM
cana-5764	98	40	,	,	PUNCT
cana-5764	98	41	2024	2024	NUM
cana-5764	98	42	,	,	PUNCT
cana-5764	98	43	doi	doi	NOUN
cana-5764	98	44	:	:	PUNCT
cana-5764	98	45	10.1186	10.1186	NUM
cana-5764	98	46	/	/	SYM
cana-5764	98	47	s42400	s42400	NOUN
cana-5764	98	48	-	-	PUNCT
cana-5764	98	49	024	024	NUM
cana-5764	98	50	-	-	PUNCT
cana-5764	98	51	00205	00205	NUM
cana-5764	98	52	-	-	PUNCT
cana-5764	98	53	z.	z.	NOUN
cana-5764	99	1	[	[	X
cana-5764	99	2	6	6	NUM
cana-5764	99	3	]	]	PUNCT
cana-5764	99	4	b.	b.	PROPN
cana-5764	99	5	janet	janet	PROPN
cana-5764	99	6	,	,	PUNCT
cana-5764	99	7	a.	a.	NOUN
cana-5764	99	8	nikam	nikam	PROPN
cana-5764	99	9	,	,	PUNCT
cana-5764	99	10	and	and	CCONJ
cana-5764	99	11	j.	j.	PROPN
cana-5764	99	12	a.	a.	PROPN
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cana-5764	99	14	r	r	PROPN
cana-5764	99	15	,	,	PUNCT
cana-5764	99	16	“	"	PUNCT
cana-5764	99	17	real	real	ADJ
cana-5764	99	18	time	time	NOUN
cana-5764	99	19	malicious	malicious	ADJ
cana-5764	99	20	url	url	NOUN
cana-5764	99	21	detection	detection	NOUN
cana-5764	99	22	on	on	ADP
cana-5764	99	23	twitch	twitch	NOUN
cana-5764	99	24	using	use	VERB
cana-5764	99	25	machine	machine	NOUN
cana-5764	99	26	learning	learning	NOUN
cana-5764	99	27	,	,	PUNCT
cana-5764	99	28	”	"	PUNCT
cana-5764	99	29	in	in	ADP
cana-5764	99	30	proceedings	proceeding	NOUN
cana-5764	99	31	of	of	ADP
cana-5764	99	32	the	the	DET
cana-5764	99	33	international	international	ADJ
cana-5764	99	34	conference	conference	NOUN
cana-5764	99	35	on	on	ADP
cana-5764	99	36	communications	communication	NOUN
cana-5764	99	37	on	on	ADP
cana-5764	99	38	applied	apply	VERB
cana-5764	99	39	nonlinear	nonlinear	ADJ
cana-5764	99	40	analysis	analysis	NOUN
cana-5764	99	41	issn	issn	NOUN
cana-5764	99	42	:	:	PUNCT
cana-5764	99	43	1074	1074	NUM
cana-5764	99	44	-	-	PUNCT
cana-5764	99	45	133x	133x	NUM
cana-5764	99	46	vol	vol	NOUN
cana-5764	99	47	32	32	NUM
cana-5764	99	48	no	no	NOUN
cana-5764	99	49	.	.	PUNCT
cana-5764	100	1	3s	3s	NUM
cana-5764	100	2	(	(	PUNCT
cana-5764	100	3	2025	2025	NUM
cana-5764	100	4	)	)	PUNCT
cana-5764	100	5	878	878	NUM
cana-5764	100	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5764	100	7	electronics	electronic	NOUN
cana-5764	100	8	and	and	CCONJ
cana-5764	100	9	renewable	renewable	ADJ
cana-5764	100	10	systems	system	NOUN
cana-5764	100	11	,	,	PUNCT
cana-5764	100	12	icears	icear	NOUN
cana-5764	100	13	2022	2022	NUM
cana-5764	100	14	,	,	PUNCT
cana-5764	100	15	2022	2022	NUM
cana-5764	100	16	.	.	PUNCT
cana-5764	101	1	doi	doi	NOUN
cana-5764	101	2	:	:	PUNCT
cana-5764	101	3	10.1109	10.1109	NUM
cana-5764	101	4	/	/	SYM
cana-5764	101	5	icears53579.2022.9751862	icears53579.2022.9751862	NUM
cana-5764	101	6	.	.	PUNCT
cana-5764	102	1	[	[	X
cana-5764	102	2	7	7	X
cana-5764	102	3	]	]	X
cana-5764	102	4	m.	m.	NOUN
cana-5764	102	5	hakimi	hakimi	PROPN
cana-5764	102	6	,	,	PUNCT
cana-5764	102	7	e.	e.	PROPN
cana-5764	102	8	ahmady	ahmady	PROPN
cana-5764	102	9	,	,	PUNCT
cana-5764	102	10	a.	a.	PROPN
cana-5764	102	11	k.	k.	PROPN
cana-5764	102	12	shahidzay	shahidzay	PROPN
cana-5764	102	13	,	,	PUNCT
cana-5764	102	14	a.	a.	PROPN
cana-5764	102	15	w.	w.	PROPN
cana-5764	102	16	fazil	fazil	PROPN
cana-5764	102	17	,	,	PUNCT
cana-5764	102	18	m.	m.	NOUN
cana-5764	102	19	m.	m.	PROPN
cana-5764	102	20	quchi	quchi	PROPN
cana-5764	102	21	,	,	PUNCT
cana-5764	102	22	and	and	CCONJ
cana-5764	102	23	r.	r.	PROPN
cana-5764	102	24	akbari	akbari	PROPN
cana-5764	102	25	,	,	PUNCT
cana-5764	102	26	“	"	PUNCT
cana-5764	102	27	securing	secure	VERB
cana-5764	102	28	cyberspace	cyberspace	NOUN
cana-5764	102	29	:	:	PUNCT
cana-5764	102	30	exploring	explore	VERB
cana-5764	102	31	the	the	DET
cana-5764	102	32	efficacy	efficacy	NOUN
cana-5764	102	33	of	of	ADP
cana-5764	102	34	svm	svm	PROPN
cana-5764	102	35	(	(	PUNCT
cana-5764	102	36	poly	poly	ADJ
cana-5764	102	37	,	,	PUNCT
cana-5764	102	38	sigmoid	sigmoid	NOUN
cana-5764	102	39	)	)	PUNCT
cana-5764	102	40	and	and	CCONJ
cana-5764	102	41	ann	ann	PROPN
cana-5764	102	42	in	in	ADP
cana-5764	102	43	malware	malware	NOUN
cana-5764	102	44	analysis	analysis	NOUN
cana-5764	102	45	,	,	PUNCT
cana-5764	102	46	”	"	PUNCT
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cana-5764	102	53	vol	vol	NOUN
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cana-5764	102	55	3	3	NUM
cana-5764	102	56	,	,	PUNCT
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cana-5764	102	58	.	.	NOUN
cana-5764	102	59	12	12	NUM
cana-5764	102	60	,	,	PUNCT
cana-5764	102	61	2023	2023	NUM
cana-5764	102	62	,	,	PUNCT
cana-5764	102	63	doi	doi	NOUN
cana-5764	102	64	:	:	PUNCT
cana-5764	102	65	10.47760	10.47760	NUM
cana-5764	102	66	/	/	SYM
cana-5764	102	67	cognizance.2023.v03i12.017	cognizance.2023.v03i12.017	NUM
cana-5764	102	68	.	.	PUNCT
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cana-5764	103	2	8	8	NUM
cana-5764	103	3	]	]	PUNCT
cana-5764	103	4	s.	s.	PROPN
cana-5764	103	5	altaha	altaha	PROPN
cana-5764	103	6	and	and	CCONJ
cana-5764	103	7	k.	k.	PROPN
cana-5764	103	8	riad	riad	PROPN
cana-5764	103	9	,	,	PUNCT
cana-5764	103	10	“	"	PUNCT
cana-5764	103	11	machine	machine	NOUN
cana-5764	103	12	learning	learning	NOUN
cana-5764	103	13	in	in	ADP
cana-5764	103	14	malware	malware	NOUN
cana-5764	103	15	analysis	analysis	NOUN
cana-5764	103	16	:	:	PUNCT
cana-5764	103	17	current	current	ADJ
cana-5764	103	18	trends	trend	NOUN
cana-5764	103	19	and	and	CCONJ
cana-5764	103	20	future	future	ADJ
cana-5764	103	21	directions	direction	NOUN
cana-5764	103	22	,	,	PUNCT
cana-5764	103	23	”	"	PUNCT
cana-5764	103	24	international	international	ADJ
cana-5764	103	25	journal	journal	NOUN
cana-5764	103	26	of	of	ADP
cana-5764	103	27	advanced	advanced	ADJ
cana-5764	103	28	computer	computer	NOUN
cana-5764	103	29	science	science	NOUN
cana-5764	103	30	and	and	CCONJ
cana-5764	103	31	applications	application	NOUN
cana-5764	103	32	,	,	PUNCT
cana-5764	103	33	vol	vol	NOUN
cana-5764	103	34	.	.	PROPN
cana-5764	103	35	15	15	NUM
cana-5764	103	36	,	,	PUNCT
cana-5764	103	37	no	no	INTJ
cana-5764	103	38	.	.	NOUN
cana-5764	103	39	1	1	NUM
cana-5764	103	40	,	,	PUNCT
cana-5764	103	41	2024	2024	NUM
cana-5764	103	42	,	,	PUNCT
cana-5764	103	43	doi	doi	NOUN
cana-5764	103	44	:	:	PUNCT
cana-5764	103	45	10.14569	10.14569	NUM
cana-5764	103	46	/	/	SYM
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cana-5764	103	48	.	.	PUNCT
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cana-5764	104	2	9	9	NUM
cana-5764	104	3	]	]	PUNCT
cana-5764	104	4	v.	v.	CCONJ
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cana-5764	104	6	,	,	PUNCT
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cana-5764	104	8	balamurugan	balamurugan	NOUN
cana-5764	104	9	,	,	PUNCT
cana-5764	104	10	and	and	CCONJ
cana-5764	104	11	m.	m.	NOUN
cana-5764	104	12	oberai	oberai	PROPN
cana-5764	104	13	,	,	PUNCT
cana-5764	104	14	“	"	PUNCT
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cana-5764	104	16	learning	learning	NOUN
cana-5764	104	17	approaches	approach	NOUN
cana-5764	104	18	to	to	PART
cana-5764	104	19	identify	identify	VERB
cana-5764	104	20	the	the	DET
cana-5764	104	21	data	datum	NOUN
cana-5764	104	22	types	type	NOUN
cana-5764	104	23	in	in	ADP
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cana-5764	104	25	data	datum	NOUN
cana-5764	104	26	environment	environment	NOUN
cana-5764	104	27	:	:	PUNCT
cana-5764	104	28	an	an	DET
cana-5764	104	29	overview	overview	NOUN
cana-5764	104	30	,	,	PUNCT
cana-5764	104	31	”	"	PUNCT
cana-5764	104	32	the	the	DET
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cana-5764	104	34	temper	temper	NOUN
cana-5764	104	35	,	,	PUNCT
cana-5764	104	36	vol	vol	NOUN
cana-5764	104	37	.	.	PROPN
cana-5764	104	38	14	14	NUM
cana-5764	104	39	,	,	PUNCT
cana-5764	104	40	no	no	INTJ
cana-5764	104	41	.	.	NOUN
cana-5764	104	42	03	03	NUM
cana-5764	104	43	,	,	PUNCT
cana-5764	104	44	2023	2023	NUM
cana-5764	104	45	,	,	PUNCT
cana-5764	104	46	doi	doi	NOUN
cana-5764	104	47	:	:	PUNCT
cana-5764	104	48	10.58414	10.58414	NUM
cana-5764	104	49	/	/	SYM
cana-5764	104	50	scientifictemper.2023.14.3.60	scientifictemper.2023.14.3.60	NOUN
cana-5764	104	51	.	.	PUNCT
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cana-5764	105	2	10	10	NUM
cana-5764	105	3	]	]	PUNCT
cana-5764	105	4	m.	m.	NOUN
cana-5764	105	5	azeem	azeem	PROPN
cana-5764	105	6	,	,	PUNCT
cana-5764	105	7	d.	d.	PROPN
cana-5764	105	8	khan	khan	PROPN
cana-5764	105	9	,	,	PUNCT
cana-5764	105	10	s.	s.	PROPN
cana-5764	105	11	iftikhar	iftikhar	PROPN
cana-5764	105	12	,	,	PUNCT
cana-5764	105	13	s.	s.	PROPN
cana-5764	105	14	bawazeer	bawazeer	PROPN
cana-5764	105	15	,	,	PUNCT
cana-5764	105	16	and	and	CCONJ
cana-5764	105	17	m.	m.	NOUN
cana-5764	105	18	alzahrani	alzahrani	PROPN
cana-5764	105	19	,	,	PUNCT
cana-5764	105	20	“	"	PUNCT
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cana-5764	105	22	and	and	CCONJ
cana-5764	105	23	comparing	compare	VERB
cana-5764	105	24	the	the	DET
cana-5764	105	25	effectiveness	effectiveness	NOUN
cana-5764	105	26	of	of	ADP
cana-5764	105	27	malware	malware	NOUN
cana-5764	105	28	detection	detection	NOUN
cana-5764	105	29	:	:	PUNCT
cana-5764	105	30	a	a	DET
cana-5764	105	31	study	study	NOUN
cana-5764	105	32	of	of	ADP
cana-5764	105	33	machine	machine	NOUN
cana-5764	105	34	learning	learning	NOUN
cana-5764	105	35	approaches	approach	NOUN
cana-5764	105	36	,	,	PUNCT
cana-5764	105	37	”	"	PUNCT
cana-5764	105	38	heliyon	heliyon	NOUN
cana-5764	105	39	,	,	PUNCT
cana-5764	105	40	vol	vol	NOUN
cana-5764	105	41	.	.	PROPN
cana-5764	105	42	10	10	NUM
cana-5764	105	43	,	,	PUNCT
cana-5764	105	44	no	no	INTJ
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cana-5764	105	46	1	1	NUM
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cana-5764	106	3	]	]	PUNCT
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cana-5764	106	19	memory	memory	NOUN
cana-5764	106	20	features	feature	VERB