id	sid	tid	token	lemma	pos
cana-1476	1	1	communications	communication	NOUN
cana-1476	1	2	on	on	ADP
cana-1476	1	3	applied	apply	VERB
cana-1476	1	4	nonlinear	nonlinear	ADJ
cana-1476	1	5	analysis	analysis	NOUN
cana-1476	1	6	issn	issn	NOUN
cana-1476	1	7	:	:	PUNCT
cana-1476	1	8	1074	1074	NUM
cana-1476	1	9	-	-	PUNCT
cana-1476	1	10	133x	133x	NUM
cana-1476	1	11	vol	vol	NOUN
cana-1476	1	12	31	31	NUM
cana-1476	1	13	no	no	NOUN
cana-1476	1	14	.	.	PUNCT
cana-1476	2	1	8s	8s	PROPN
cana-1476	2	2	(	(	PUNCT
cana-1476	2	3	2024	2024	NUM
cana-1476	2	4	)	)	PUNCT
cana-1476	2	5	214	214	NUM
cana-1476	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	2	7	advanced	advanced	ADJ
cana-1476	2	8	cybersecurity	cybersecurity	NOUN
cana-1476	2	9	enhancement	enhancement	NOUN
cana-1476	2	10	through	through	ADP
cana-1476	2	11	mathematical	mathematical	ADJ
cana-1476	2	12	models	model	NOUN
cana-1476	2	13	:	:	PUNCT
cana-1476	2	14	a	a	DET
cana-1476	2	15	comprehensive	comprehensive	ADJ
cana-1476	2	16	approach	approach	NOUN
cana-1476	2	17	using	use	VERB
cana-1476	2	18	statistical	statistical	ADJ
cana-1476	2	19	methods	method	NOUN
cana-1476	2	20	,	,	PUNCT
cana-1476	2	21	cryptographic	cryptographic	ADJ
cana-1476	2	22	techniques	technique	NOUN
cana-1476	2	23	,	,	PUNCT
cana-1476	2	24	and	and	CCONJ
cana-1476	2	25	machine	machine	NOUN
cana-1476	2	26	learning	learn	VERB
cana-1476	2	27	algorithms	algorithm	NOUN
cana-1476	2	28	(	(	PUNCT
cana-1476	2	29	svm	svm	ADJ
cana-1476	2	30	,	,	PUNCT
cana-1476	2	31	random	random	ADJ
cana-1476	2	32	forest	forest	NOUN
cana-1476	2	33	,	,	PUNCT
cana-1476	2	34	and	and	CCONJ
cana-1476	2	35	neural	neural	ADJ
cana-1476	2	36	networks	network	NOUN
cana-1476	2	37	)	)	PUNCT
cana-1476	2	38	for	for	ADP
cana-1476	2	39	behavior	behavior	NOUN
cana-1476	2	40	-	-	PUNCT
cana-1476	2	41	based	base	VERB
cana-1476	2	42	malware	malware	NOUN
cana-1476	2	43	detection	detection	NOUN
cana-1476	2	44	ahmed	ahme	VERB
cana-1476	2	45	alghamdi	alghamdi	PROPN
cana-1476	2	46	assistant	assistant	PROPN
cana-1476	2	47	professor	professor	NOUN
cana-1476	2	48	,	,	PUNCT
cana-1476	2	49	faculty	faculty	NOUN
cana-1476	2	50	of	of	ADP
cana-1476	2	51	computing	computing	NOUN
cana-1476	2	52	&	&	CCONJ
cana-1476	2	53	information	information	NOUN
cana-1476	2	54	,	,	PUNCT
cana-1476	2	55	al	al	PROPN
cana-1476	2	56	baha	baha	PROPN
cana-1476	2	57	university	university	PROPN
cana-1476	2	58	,	,	PUNCT
cana-1476	2	59	al	al	PROPN
cana-1476	2	60	baha	baha	PROPN
cana-1476	2	61	,	,	PUNCT
cana-1476	2	62	saudi	saudi	PROPN
cana-1476	2	63	arabia	arabia	PROPN
cana-1476	2	64	.	.	PUNCT
cana-1476	3	1	alhabish@bu.edu.sa	alhabish@bu.edu.sa	PROPN
cana-1476	3	2	article	article	NOUN
cana-1476	3	3	history	history	NOUN
cana-1476	3	4	:	:	PUNCT
cana-1476	3	5	received	receive	VERB
cana-1476	3	6	:	:	PUNCT
cana-1476	3	7	24	24	NUM
cana-1476	3	8	-	-	PUNCT
cana-1476	3	9	04	04	NUM
cana-1476	3	10	-	-	PUNCT
cana-1476	3	11	2024	2024	NUM
cana-1476	3	12	revised	revise	VERB
cana-1476	3	13	:	:	PUNCT
cana-1476	3	14	13	13	NUM
cana-1476	3	15	-	-	SYM
cana-1476	3	16	06	06	NUM
cana-1476	3	17	-	-	PUNCT
cana-1476	3	18	2024	2024	NUM
cana-1476	3	19	accepted	accept	VERB
cana-1476	3	20	:	:	PUNCT
cana-1476	3	21	26	26	NUM
cana-1476	3	22	-	-	SYM
cana-1476	3	23	06	06	NUM
cana-1476	3	24	-	-	PUNCT
cana-1476	3	25	2024	2024	NUM
cana-1476	3	26	abstract	abstract	NOUN
cana-1476	3	27	:	:	PUNCT
cana-1476	3	28	the	the	DET
cana-1476	3	29	growing	grow	VERB
cana-1476	3	30	sophistication	sophistication	NOUN
cana-1476	3	31	of	of	ADP
cana-1476	3	32	malware	malware	NOUN
cana-1476	3	33	in	in	ADP
cana-1476	3	34	exisiting	exisite	VERB
cana-1476	3	35	environment	environment	NOUN
cana-1476	3	36	poses	pose	VERB
cana-1476	3	37	tough	tough	ADJ
cana-1476	3	38	demands	demand	NOUN
cana-1476	3	39	on	on	ADP
cana-1476	3	40	its	its	PRON
cana-1476	3	41	detection	detection	NOUN
cana-1476	3	42	methods	method	NOUN
cana-1476	3	43	of	of	ADP
cana-1476	3	44	another	another	DET
cana-1476	3	45	kind	kind	NOUN
cana-1476	3	46	.	.	PUNCT
cana-1476	4	1	this	this	DET
cana-1476	4	2	paper	paper	NOUN
cana-1476	4	3	introduces	introduce	VERB
cana-1476	4	4	a	a	DET
cana-1476	4	5	framework	framework	NOUN
cana-1476	4	6	for	for	ADP
cana-1476	4	7	cyber	cyber	ADJ
cana-1476	4	8	security	security	NOUN
cana-1476	4	9	improvement	improvement	NOUN
cana-1476	4	10	,	,	PUNCT
cana-1476	4	11	a	a	DET
cana-1476	4	12	means	means	NOUN
cana-1476	4	13	to	to	PART
cana-1476	4	14	solve	solve	VERB
cana-1476	4	15	strongly	strongly	ADV
cana-1476	4	16	the	the	DET
cana-1476	4	17	probability	probability	NOUN
cana-1476	4	18	issue	issue	NOUN
cana-1476	4	19	of	of	ADP
cana-1476	4	20	how	how	SCONJ
cana-1476	4	21	to	to	PART
cana-1476	4	22	determine	determine	VERB
cana-1476	4	23	the	the	DET
cana-1476	4	24	behavior	behavior	NOUN
cana-1476	4	25	algorithmically	algorithmically	ADV
cana-1476	4	26	in	in	ADP
cana-1476	4	27	your	your	PRON
cana-1476	4	28	system	system	NOUN
cana-1476	4	29	.	.	PUNCT
cana-1476	5	1	this	this	DET
cana-1476	5	2	research	research	NOUN
cana-1476	5	3	is	be	AUX
cana-1476	5	4	applied	apply	VERB
cana-1476	5	5	to	to	ADP
cana-1476	5	6	malware	malware	NOUN
cana-1476	5	7	detection	detection	NOUN
cana-1476	5	8	systems	system	NOUN
cana-1476	5	9	based	base	VERB
cana-1476	5	10	on	on	ADP
cana-1476	5	11	methods	method	NOUN
cana-1476	5	12	(	(	PUNCT
cana-1476	5	13	support	support	NOUN
cana-1476	5	14	vector	vector	NOUN
cana-1476	5	15	machines	machine	NOUN
cana-1476	5	16	,	,	PUNCT
cana-1476	5	17	random	random	ADJ
cana-1476	5	18	forest	forest	NOUN
cana-1476	5	19	)	)	PUNCT
cana-1476	5	20	and	and	CCONJ
cana-1476	5	21	neural	neural	ADJ
cana-1476	5	22	networks	network	NOUN
cana-1476	5	23	that	that	PRON
cana-1476	5	24	are	be	AUX
cana-1476	5	25	robust	robust	ADJ
cana-1476	5	26	against	against	ADP
cana-1476	5	27	deception	deception	NOUN
cana-1476	5	28	.	.	PUNCT
cana-1476	6	1	statistical	statistical	ADJ
cana-1476	6	2	analysis	analysis	NOUN
cana-1476	6	3	of	of	ADP
cana-1476	6	4	security	security	NOUN
cana-1476	6	5	threats	threat	NOUN
cana-1476	6	6	and	and	CCONJ
cana-1476	6	7	a	a	DET
cana-1476	6	8	review	review	NOUN
cana-1476	6	9	of	of	ADP
cana-1476	6	10	current	current	ADJ
cana-1476	6	11	methods	method	NOUN
cana-1476	6	12	used	use	VERB
cana-1476	6	13	for	for	ADP
cana-1476	6	14	malware	malware	NOUN
cana-1476	6	15	detection	detection	NOUN
cana-1476	6	16	are	be	AUX
cana-1476	6	17	given	give	VERB
cana-1476	6	18	at	at	ADP
cana-1476	6	19	its	its	PRON
cana-1476	6	20	outset	outset	NOUN
cana-1476	6	21	.	.	PUNCT
cana-1476	7	1	the	the	DET
cana-1476	7	2	proposed	propose	VERB
cana-1476	7	3	framework	framework	NOUN
cana-1476	7	4	,	,	PUNCT
cana-1476	7	5	with	with	ADP
cana-1476	7	6	its	its	PRON
cana-1476	7	7	statistical	statistical	ADJ
cana-1476	7	8	framework	framework	NOUN
cana-1476	7	9	analysis	analysis	NOUN
cana-1476	7	10	,	,	PUNCT
cana-1476	7	11	looks	look	VERB
cana-1476	7	12	for	for	ADP
cana-1476	7	13	patterns	pattern	NOUN
cana-1476	7	14	and	and	CCONJ
cana-1476	7	15	anomalies	anomaly	NOUN
cana-1476	7	16	that	that	PRON
cana-1476	7	17	indicate	indicate	VERB
cana-1476	7	18	malice	malice	NOUN
cana-1476	7	19	.	.	PUNCT
cana-1476	8	1	it	it	PRON
cana-1476	8	2	then	then	ADV
cana-1476	8	3	integrates	integrate	VERB
cana-1476	8	4	cryptographic	cryptographic	ADJ
cana-1476	8	5	techniques	technique	NOUN
cana-1476	8	6	onto	onto	ADP
cana-1476	8	7	data	datum	NOUN
cana-1476	8	8	transmission	transmission	NOUN
cana-1476	8	9	,	,	PUNCT
cana-1476	8	10	computation	computation	NOUN
cana-1476	8	11	processes	process	NOUN
cana-1476	8	12	;	;	PUNCT
cana-1476	8	13	that	that	SCONJ
cana-1476	8	14	the	the	DET
cana-1476	8	15	core	core	NOUN
cana-1476	8	16	of	of	ADP
cana-1476	8	17	our	our	PRON
cana-1476	8	18	system	system	NOUN
cana-1476	8	19	remains	remain	VERB
cana-1476	8	20	untouched	untouched	ADJ
cana-1476	8	21	by	by	ADP
cana-1476	8	22	potential	potential	ADJ
cana-1476	8	23	disturbances	disturbance	NOUN
cana-1476	8	24	.	.	PUNCT
cana-1476	9	1	the	the	DET
cana-1476	9	2	concept	concept	NOUN
cana-1476	9	3	is	be	AUX
cana-1476	9	4	further	far	ADV
cana-1476	9	5	elaborated	elaborate	VERB
cana-1476	9	6	with	with	ADP
cana-1476	9	7	open	open	ADJ
cana-1476	9	8	-	-	PUNCT
cana-1476	9	9	source	source	NOUN
cana-1476	9	10	code	code	NOUN
cana-1476	9	11	from	from	ADP
cana-1476	9	12	the	the	DET
cana-1476	9	13	field	field	NOUN
cana-1476	9	14	,	,	PUNCT
cana-1476	9	15	machine	machine	NOUN
cana-1476	9	16	learning	learning	NOUN
cana-1476	9	17	(	(	PUNCT
cana-1476	9	18	svm	svm	ADJ
cana-1476	9	19	,	,	PUNCT
cana-1476	9	20	random	random	ADJ
cana-1476	9	21	forest	forest	NOUN
cana-1476	9	22	,	,	PUNCT
cana-1476	9	23	neural	neural	ADJ
cana-1476	9	24	networks	network	NOUN
cana-1476	9	25	)	)	PUNCT
cana-1476	9	26	,	,	PUNCT
cana-1476	9	27	as	as	SCONJ
cana-1476	9	28	if	if	SCONJ
cana-1476	9	29	with	with	ADP
cana-1476	9	30	this	this	DET
cana-1476	9	31	variety	variety	NOUN
cana-1476	9	32	of	of	ADP
cana-1476	9	33	tools	tool	NOUN
cana-1476	9	34	we	we	PRON
cana-1476	9	35	can	can	AUX
cana-1476	9	36	now	now	ADV
cana-1476	9	37	detect	detect	VERB
cana-1476	9	38	and	and	CCONJ
cana-1476	9	39	classify	classify	VERB
cana-1476	9	40	types	type	NOUN
cana-1476	9	41	of	of	ADP
cana-1476	9	42	malware	malware	NOUN
cana-1476	9	43	that	that	PRON
cana-1476	9	44	generate	generate	VERB
cana-1476	9	45	irregular	irregular	ADJ
cana-1476	9	46	patterns	pattern	NOUN
cana-1476	9	47	but	but	CCONJ
cana-1476	9	48	do	do	AUX
cana-1476	9	49	not	not	PART
cana-1476	9	50	necessarily	necessarily	ADV
cana-1476	9	51	resemble	resemble	VERB
cana-1476	9	52	known	know	VERB
cana-1476	9	53	signatures	signature	NOUN
cana-1476	9	54	at	at	ADV
cana-1476	9	55	all	all	ADV
cana-1476	9	56	.	.	PUNCT
cana-1476	10	1	such	such	DET
cana-1476	10	2	a	a	DET
cana-1476	10	3	hybrid	hybrid	ADJ
cana-1476	10	4	security	security	NOUN
cana-1476	10	5	mechanism	mechanism	NOUN
cana-1476	10	6	as	as	SCONJ
cana-1476	10	7	described	describe	VERB
cana-1476	10	8	here	here	ADV
cana-1476	10	9	,	,	PUNCT
cana-1476	10	10	combining	combine	VERB
cana-1476	10	11	the	the	DET
cana-1476	10	12	best	good	ADJ
cana-1476	10	13	of	of	ADP
cana-1476	10	14	statistics	statistic	NOUN
cana-1476	10	15	,	,	PUNCT
cana-1476	10	16	cryptographic	cryptographic	ADJ
cana-1476	10	17	security	security	NOUN
cana-1476	10	18	,	,	PUNCT
cana-1476	10	19	and	and	CCONJ
cana-1476	10	20	machine	machine	NOUN
cana-1476	10	21	learning	learning	NOUN
cana-1476	10	22	,	,	PUNCT
cana-1476	10	23	gives	give	VERB
cana-1476	10	24	a	a	DET
cana-1476	10	25	precision	precision	NOUN
cana-1476	10	26	of	of	ADP
cana-1476	10	27	detection	detection	NOUN
cana-1476	10	28	beyond	beyond	ADP
cana-1476	10	29	compare	compare	NOUN
cana-1476	10	30	to	to	ADP
cana-1476	10	31	today	today	NOUN
cana-1476	10	32	's	's	PART
cana-1476	10	33	systems	system	NOUN
cana-1476	10	34	.	.	PUNCT
cana-1476	11	1	the	the	DET
cana-1476	11	2	experiments	experiment	NOUN
cana-1476	11	3	show	show	VERB
cana-1476	11	4	large	large	ADJ
cana-1476	11	5	gains	gain	NOUN
cana-1476	11	6	in	in	ADP
cana-1476	11	7	both	both	DET
cana-1476	11	8	detection	detection	NOUN
cana-1476	11	9	accuracy	accuracy	NOUN
cana-1476	11	10	and	and	CCONJ
cana-1476	11	11	response	response	NOUN
cana-1476	11	12	speed	speed	NOUN
cana-1476	11	13	,	,	PUNCT
cana-1476	11	14	demonstrating	demonstrate	VERB
cana-1476	11	15	this	this	DET
cana-1476	11	16	whole	whole	ADJ
cana-1476	11	17	-	-	PUNCT
cana-1476	11	18	element	element	NOUN
cana-1476	11	19	approach	approach	NOUN
cana-1476	11	20	's	's	PART
cana-1476	11	21	potential	potential	NOUN
cana-1476	11	22	to	to	PART
cana-1476	11	23	better	well	ADV
cana-1476	11	24	safeguard	safeguard	VERB
cana-1476	11	25	cybersecurity	cybersecurity	NOUN
cana-1476	11	26	in	in	ADP
cana-1476	11	27	all	all	DET
cana-1476	11	28	manner	manner	NOUN
cana-1476	11	29	of	of	ADP
cana-1476	11	30	fields	field	NOUN
cana-1476	11	31	.	.	PUNCT
cana-1476	12	1	it	it	PRON
cana-1476	12	2	may	may	AUX
cana-1476	12	3	be	be	AUX
cana-1476	12	4	foreseen	foresee	VERB
cana-1476	12	5	that	that	SCONJ
cana-1476	12	6	this	this	DET
cana-1476	12	7	proposed	propose	VERB
cana-1476	12	8	line	line	NOUN
cana-1476	12	9	of	of	ADP
cana-1476	12	10	research	research	NOUN
cana-1476	12	11	could	could	AUX
cana-1476	12	12	well	well	ADV
cana-1476	12	13	become	become	VERB
cana-1476	12	14	a	a	DET
cana-1476	12	15	key	key	ADJ
cana-1476	12	16	new	new	ADJ
cana-1476	12	17	tool	tool	NOUN
cana-1476	12	18	,	,	PUNCT
cana-1476	12	19	capable	capable	ADJ
cana-1476	12	20	of	of	ADP
cana-1476	12	21	adaptation	adaptation	NOUN
cana-1476	12	22	and	and	CCONJ
cana-1476	12	23	expansion	expansion	NOUN
cana-1476	12	24	with	with	ADP
cana-1476	12	25	the	the	DET
cana-1476	12	26	needs	need	NOUN
cana-1476	12	27	expanding	expand	VERB
cana-1476	12	28	around	around	ADP
cana-1476	12	29	us	we	PRON
cana-1476	12	30	.	.	PUNCT
cana-1476	13	1	keywords	keyword	NOUN
cana-1476	13	2	:	:	PUNCT
cana-1476	13	3	cybersecurity	cybersecurity	NOUN
cana-1476	13	4	,	,	PUNCT
cana-1476	13	5	malware	malware	NOUN
cana-1476	13	6	detection	detection	NOUN
cana-1476	13	7	,	,	PUNCT
cana-1476	13	8	behavior	behavior	NOUN
cana-1476	13	9	-	-	PUNCT
cana-1476	13	10	based	base	VERB
cana-1476	13	11	detection	detection	NOUN
cana-1476	13	12	,	,	PUNCT
cana-1476	13	13	statistical	statistical	ADJ
cana-1476	13	14	methods	method	NOUN
cana-1476	13	15	,	,	PUNCT
cana-1476	13	16	cryptographic	cryptographic	ADJ
cana-1476	13	17	techniques	technique	NOUN
cana-1476	13	18	,	,	PUNCT
cana-1476	13	19	machine	machine	NOUN
cana-1476	13	20	learning	learning	NOUN
cana-1476	13	21	,	,	PUNCT
cana-1476	13	22	support	support	VERB
cana-1476	13	23	vector	vector	NOUN
cana-1476	13	24	machines	machine	NOUN
cana-1476	13	25	(	(	PUNCT
cana-1476	13	26	svm	svm	PROPN
cana-1476	13	27	)	)	PUNCT
cana-1476	13	28	,	,	PUNCT
cana-1476	13	29	random	random	ADJ
cana-1476	13	30	forest	forest	NOUN
cana-1476	13	31	,	,	PUNCT
cana-1476	13	32	neural	neural	ADJ
cana-1476	13	33	networks	network	NOUN
cana-1476	13	34	,	,	PUNCT
cana-1476	13	35	hybrid	hybrid	NOUN
cana-1476	13	36	models	model	NOUN
cana-1476	13	37	,	,	PUNCT
cana-1476	13	38	anomaly	anomaly	NOUN
cana-1476	13	39	detection	detection	NOUN
cana-1476	13	40	.	.	PUNCT
cana-1476	14	1	1	1	X
cana-1476	14	2	.	.	X
cana-1476	14	3	introduction	introduction	NOUN
cana-1476	14	4	1.1	1.1	NUM
cana-1476	14	5	background	background	NOUN
cana-1476	14	6	and	and	CCONJ
cana-1476	14	7	purpose	purpose	VERB
cana-1476	14	8	the	the	DET
cana-1476	14	9	rapid	rapid	ADJ
cana-1476	14	10	development	development	NOUN
cana-1476	14	11	of	of	ADP
cana-1476	14	12	technology	technology	NOUN
cana-1476	14	13	and	and	CCONJ
cana-1476	14	14	the	the	DET
cana-1476	14	15	internet	internet	NOUN
cana-1476	14	16	in	in	ADP
cana-1476	14	17	today	today	NOUN
cana-1476	14	18	's	's	PART
cana-1476	14	19	world	world	NOUN
cana-1476	14	20	has	have	AUX
cana-1476	14	21	brought	bring	VERB
cana-1476	14	22	about	about	ADP
cana-1476	14	23	a	a	DET
cana-1476	14	24	revolution	revolution	NOUN
cana-1476	14	25	in	in	ADP
cana-1476	14	26	many	many	ADJ
cana-1476	14	27	fields	field	NOUN
cana-1476	14	28	.	.	PUNCT
cana-1476	15	1	unfortunately	unfortunately	ADV
cana-1476	15	2	,	,	PUNCT
cana-1476	15	3	it	it	PRON
cana-1476	15	4	has	have	AUX
cana-1476	15	5	also	also	ADV
cana-1476	15	6	given	give	VERB
cana-1476	15	7	rise	rise	NOUN
cana-1476	15	8	to	to	ADP
cana-1476	15	9	"	"	PUNCT
cana-1476	15	10	cybersecurity	cybersecurity	NOUN
cana-1476	15	11	"	"	PUNCT
cana-1476	15	12	threats	threat	NOUN
cana-1476	15	13	.	.	PUNCT
cana-1476	16	1	the	the	DET
cana-1476	16	2	future	future	NOUN
cana-1476	16	3	is	be	AUX
cana-1476	16	4	in	in	ADP
cana-1476	16	5	danger	danger	NOUN
cana-1476	16	6	.	.	PUNCT
cana-1476	17	1	in	in	ADP
cana-1476	17	2	this	this	DET
cana-1476	17	3	digital	digital	ADJ
cana-1476	17	4	age	age	NOUN
cana-1476	17	5	of	of	ADP
cana-1476	17	6	ours	our	NOUN
cana-1476	17	7	,	,	PUNCT
cana-1476	17	8	we	we	PRON
cana-1476	17	9	face	face	VERB
cana-1476	17	10	ever	ever	ADV
cana-1476	17	11	-	-	PUNCT
cana-1476	17	12	increasing	increase	VERB
cana-1476	17	13	dangers	danger	NOUN
cana-1476	17	14	.	.	PUNCT
cana-1476	18	1	the	the	DET
cana-1476	18	2	main	main	ADJ
cana-1476	18	3	form	form	NOUN
cana-1476	18	4	is	be	AUX
cana-1476	18	5	malware	malware	NOUN
cana-1476	18	6	.	.	PUNCT
cana-1476	19	1	"	"	PUNCT
cana-1476	19	2	malware	malware	NOUN
cana-1476	19	3	"	"	PUNCT
cana-1476	19	4	is	be	AUX
cana-1476	19	5	communications	communication	NOUN
cana-1476	19	6	on	on	ADP
cana-1476	19	7	applied	apply	VERB
cana-1476	19	8	nonlinear	nonlinear	ADJ
cana-1476	19	9	analysis	analysis	NOUN
cana-1476	19	10	issn	issn	NOUN
cana-1476	19	11	:	:	PUNCT
cana-1476	19	12	1074	1074	NUM
cana-1476	19	13	-	-	PUNCT
cana-1476	19	14	133x	133x	NUM
cana-1476	19	15	vol	vol	NOUN
cana-1476	19	16	31	31	NUM
cana-1476	19	17	no	no	NOUN
cana-1476	19	18	.	.	PUNCT
cana-1476	20	1	8s	8s	PROPN
cana-1476	20	2	(	(	PUNCT
cana-1476	20	3	2024	2024	NUM
cana-1476	20	4	)	)	PUNCT
cana-1476	20	5	215	215	NUM
cana-1476	20	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	20	7	simply	simply	ADV
cana-1476	20	8	short	short	ADJ
cana-1476	20	9	for	for	ADP
cana-1476	20	10	"	"	PUNCT
cana-1476	20	11	malicious	malicious	ADJ
cana-1476	20	12	software	software	NOUN
cana-1476	20	13	"	"	PUNCT
cana-1476	20	14	.	.	PUNCT
cana-1476	21	1	it	it	PRON
cana-1476	21	2	can	can	AUX
cana-1476	21	3	be	be	AUX
cana-1476	21	4	subdivided	subdivide	VERB
cana-1476	21	5	into	into	ADP
cana-1476	21	6	many	many	ADJ
cana-1476	21	7	different	different	ADJ
cana-1476	21	8	categories	category	NOUN
cana-1476	21	9	such	such	ADJ
cana-1476	21	10	as	as	ADP
cana-1476	21	11	viruses	virus	NOUN
cana-1476	21	12	,	,	PUNCT
cana-1476	21	13	worms	worm	NOUN
cana-1476	21	14	,	,	PUNCT
cana-1476	21	15	trojans	trojan	NOUN
cana-1476	21	16	,	,	PUNCT
cana-1476	21	17	ransomware	ransomware	NOUN
cana-1476	21	18	,	,	PUNCT
cana-1476	21	19	and	and	CCONJ
cana-1476	21	20	spyware	spyware	NOUN
cana-1476	21	21	.	.	PUNCT
cana-1476	22	1	these	these	DET
cana-1476	22	2	programs	program	NOUN
cana-1476	22	3	are	be	AUX
cana-1476	22	4	designed	design	VERB
cana-1476	22	5	to	to	PART
cana-1476	22	6	enter	enter	VERB
cana-1476	22	7	systems	system	NOUN
cana-1476	22	8	and	and	CCONJ
cana-1476	22	9	steal	steal	VERB
cana-1476	22	10	information	information	NOUN
cana-1476	22	11	,	,	PUNCT
cana-1476	22	12	sabotage	sabotage	NOUN
cana-1476	22	13	operations	operation	NOUN
cana-1476	22	14	,	,	PUNCT
cana-1476	22	15	or	or	CCONJ
cana-1476	22	16	cause	cause	VERB
cana-1476	22	17	serious	serious	ADJ
cana-1476	22	18	damage	damage	NOUN
cana-1476	22	19	to	to	ADP
cana-1476	22	20	key	key	ADJ
cana-1476	22	21	infrastructure	infrastructure	NOUN
cana-1476	22	22	.	.	PUNCT
cana-1476	23	1	as	as	SCONJ
cana-1476	23	2	cyber	cyber	PROPN
cana-1476	23	3	criminals	criminal	NOUN
cana-1476	23	4	become	become	VERB
cana-1476	23	5	more	more	ADV
cana-1476	23	6	and	and	CCONJ
cana-1476	23	7	more	more	ADV
cana-1476	23	8	sophisticated	sophisticated	ADJ
cana-1476	23	9	in	in	ADP
cana-1476	23	10	their	their	PRON
cana-1476	23	11	methods	method	NOUN
cana-1476	23	12	,	,	PUNCT
cana-1476	23	13	the	the	DET
cana-1476	23	14	traditional	traditional	ADJ
cana-1476	23	15	approaches	approach	NOUN
cana-1476	23	16	to	to	ADP
cana-1476	23	17	detecting	detect	VERB
cana-1476	23	18	malware	malware	NOUN
cana-1476	23	19	by	by	ADP
cana-1476	23	20	basing	base	VERB
cana-1476	23	21	discovery	discovery	NOUN
cana-1476	23	22	on	on	ADP
cana-1476	23	23	signatures	signature	NOUN
cana-1476	23	24	is	be	AUX
cana-1476	23	25	becoming	become	VERB
cana-1476	23	26	increasingly	increasingly	ADV
cana-1476	23	27	less	less	ADV
cana-1476	23	28	effective	effective	ADJ
cana-1476	23	29	.	.	PUNCT
cana-1476	24	1	never	never	ADV
cana-1476	24	2	before	before	ADV
cana-1476	24	3	has	have	AUX
cana-1476	24	4	the	the	DET
cana-1476	24	5	call	call	NOUN
cana-1476	24	6	for	for	ADP
cana-1476	24	7	increased	increase	VERB
cana-1476	24	8	cybersecurity	cybersecurity	NOUN
cana-1476	24	9	been	be	AUX
cana-1476	24	10	so	so	ADV
cana-1476	24	11	urgent	urgent	ADJ
cana-1476	24	12	.	.	PUNCT
cana-1476	25	1	conventional	conventional	ADJ
cana-1476	25	2	detection	detection	NOUN
cana-1476	25	3	methods	method	NOUN
cana-1476	25	4	often	often	ADV
cana-1476	25	5	fail	fail	VERB
cana-1476	25	6	because	because	SCONJ
cana-1476	25	7	these	these	DET
cana-1476	25	8	threats	threat	NOUN
cana-1476	25	9	mutate	mutate	VERB
cana-1476	25	10	continuously	continuously	ADV
cana-1476	25	11	to	to	PART
cana-1476	25	12	avoid	avoid	VERB
cana-1476	25	13	detection	detection	NOUN
cana-1476	25	14	.	.	PUNCT
cana-1476	26	1	as	as	ADP
cana-1476	26	2	a	a	DET
cana-1476	26	3	result	result	NOUN
cana-1476	26	4	,	,	PUNCT
cana-1476	26	5	there	there	PRON
cana-1476	26	6	is	be	VERB
cana-1476	26	7	growing	grow	VERB
cana-1476	26	8	need	need	NOUN
cana-1476	26	9	for	for	ADP
cana-1476	26	10	behavior	behavior	NOUN
cana-1476	26	11	-	-	PUNCT
cana-1476	26	12	based	base	VERB
cana-1476	26	13	malware	malware	NOUN
cana-1476	26	14	detection	detection	NOUN
cana-1476	26	15	systems	system	NOUN
cana-1476	26	16	that	that	PRON
cana-1476	26	17	can	can	AUX
cana-1476	26	18	discern	discern	VERB
cana-1476	26	19	from	from	ADP
cana-1476	26	20	the	the	DET
cana-1476	26	21	perspective	perspective	NOUN
cana-1476	26	22	of	of	ADP
cana-1476	26	23	a	a	DET
cana-1476	26	24	system	system	NOUN
cana-1476	26	25	behavior	behavior	NOUN
cana-1476	26	26	itself	itself	PRON
cana-1476	26	27	when	when	SCONJ
cana-1476	26	28	activities	activity	NOUN
cana-1476	26	29	are	be	AUX
cana-1476	26	30	malicious	malicious	ADJ
cana-1476	26	31	–	–	PUNCT
cana-1476	26	32	in	in	ADP
cana-1476	26	33	other	other	ADJ
cana-1476	26	34	words	word	NOUN
cana-1476	26	35	without	without	ADP
cana-1476	26	36	relying	rely	VERB
cana-1476	26	37	on	on	ADP
cana-1476	26	38	known	know	VERB
cana-1476	26	39	signatures	signature	NOUN
cana-1476	26	40	.	.	PUNCT
cana-1476	27	1	this	this	DET
cana-1476	27	2	turning	turn	VERB
cana-1476	27	3	toward	toward	ADP
cana-1476	27	4	behavior	behavior	NOUN
cana-1476	27	5	-	-	PUNCT
cana-1476	27	6	based	base	VERB
cana-1476	27	7	detected	detect	VERB
cana-1476	27	8	models	model	NOUN
cana-1476	27	9	requires	require	VERB
cana-1476	27	10	the	the	DET
cana-1476	27	11	incorporation	incorporation	NOUN
cana-1476	27	12	of	of	ADP
cana-1476	27	13	a	a	DET
cana-1476	27	14	toolbox	toolbox	NOUN
cana-1476	27	15	of	of	ADP
cana-1476	27	16	mathematical	mathematical	ADJ
cana-1476	27	17	modalities	modality	NOUN
cana-1476	27	18	including	include	VERB
cana-1476	27	19	statistical	statistical	ADJ
cana-1476	27	20	methods	method	NOUN
cana-1476	27	21	,	,	PUNCT
cana-1476	27	22	cryptological	cryptological	ADJ
cana-1476	27	23	techniques	technique	NOUN
cana-1476	27	24	,	,	PUNCT
cana-1476	27	25	and	and	CCONJ
cana-1476	27	26	machine	machine	NOUN
cana-1476	27	27	-	-	PUNCT
cana-1476	27	28	learning	learn	VERB
cana-1476	27	29	algorithms	algorithm	NOUN
cana-1476	27	30	used	use	VERB
cana-1476	27	31	to	to	PART
cana-1476	27	32	construct	construct	VERB
cana-1476	27	33	a	a	DET
cana-1476	27	34	dynamic	dynamic	ADJ
cana-1476	27	35	yet	yet	CCONJ
cana-1476	27	36	solid	solid	ADJ
cana-1476	27	37	cybersecurity	cybersecurity	NOUN
cana-1476	27	38	framework	framework	NOUN
cana-1476	27	39	.	.	PUNCT
cana-1476	28	1	due	due	ADP
cana-1476	28	2	to	to	ADP
cana-1476	28	3	the	the	DET
cana-1476	28	4	pressing	press	VERB
cana-1476	28	5	need	need	NOUN
cana-1476	28	6	to	to	PART
cana-1476	28	7	enhance	enhance	VERB
cana-1476	28	8	the	the	DET
cana-1476	28	9	performance	performance	NOUN
cana-1476	28	10	of	of	ADP
cana-1476	28	11	malware	malware	NOUN
cana-1476	28	12	detection	detection	NOUN
cana-1476	28	13	systems	system	NOUN
cana-1476	28	14	.	.	PUNCT
cana-1476	29	1	author	author	NOUN
cana-1476	29	2	hopes	hope	VERB
cana-1476	29	3	to	to	PART
cana-1476	29	4	combine	combine	VERB
cana-1476	29	5	the	the	DET
cana-1476	29	6	strengths	strength	NOUN
cana-1476	29	7	of	of	ADP
cana-1476	29	8	statistical	statistical	ADJ
cana-1476	29	9	analysis	analysis	NOUN
cana-1476	29	10	,	,	PUNCT
cana-1476	29	11	cryptological	cryptological	ADJ
cana-1476	29	12	security	security	NOUN
cana-1476	29	13	,	,	PUNCT
cana-1476	29	14	and	and	CCONJ
cana-1476	29	15	machine	machine	NOUN
cana-1476	29	16	learning	learn	VERB
cana-1476	29	17	into	into	ADP
cana-1476	29	18	a	a	DET
cana-1476	29	19	unified	unified	ADJ
cana-1476	29	20	strategy	strategy	NOUN
cana-1476	29	21	that	that	PRON
cana-1476	29	22	both	both	PRON
cana-1476	29	23	more	more	ADV
cana-1476	29	24	accurately	accurately	ADV
cana-1476	29	25	detects	detect	VERB
cana-1476	29	26	malware	malware	NOUN
cana-1476	29	27	and	and	CCONJ
cana-1476	29	28	better	well	ADV
cana-1476	29	29	maintains	maintain	VERB
cana-1476	29	30	the	the	DET
cana-1476	29	31	integrity	integrity	NOUN
cana-1476	29	32	and	and	CCONJ
cana-1476	29	33	confidentiality	confidentiality	NOUN
cana-1476	29	34	of	of	ADP
cana-1476	29	35	the	the	DET
cana-1476	29	36	data	datum	NOUN
cana-1476	29	37	handled	handle	VERB
cana-1476	29	38	.	.	PUNCT
cana-1476	30	1	in	in	ADP
cana-1476	30	2	today	today	NOUN
cana-1476	30	3	's	's	PART
cana-1476	30	4	world	world	NOUN
cana-1476	30	5	,	,	PUNCT
cana-1476	30	6	such	such	ADJ
cana-1476	30	7	cyber	cyber	ADJ
cana-1476	30	8	hacking	hack	VERB
cana-1476	30	9	attacks	attack	NOUN
cana-1476	30	10	on	on	ADP
cana-1476	30	11	government	government	NOUN
cana-1476	30	12	organizations	organization	NOUN
cana-1476	30	13	are	be	AUX
cana-1476	30	14	no	no	ADV
cana-1476	30	15	longer	long	ADV
cana-1476	30	16	rare	rare	ADJ
cana-1476	30	17	;	;	PUNCT
cana-1476	30	18	they	they	PRON
cana-1476	30	19	have	have	AUX
cana-1476	30	20	become	become	VERB
cana-1476	30	21	a	a	DET
cana-1476	30	22	matter	matter	NOUN
cana-1476	30	23	of	of	ADP
cana-1476	30	24	course	course	NOUN
cana-1476	30	25	.	.	PUNCT
cana-1476	31	1	this	this	DET
cana-1476	31	2	paper	paper	NOUN
cana-1476	31	3	is	be	AUX
cana-1476	31	4	both	both	PRON
cana-1476	31	5	timely	timely	ADJ
cana-1476	31	6	and	and	CCONJ
cana-1476	31	7	relevant	relevant	ADJ
cana-1476	31	8	given	give	VERB
cana-1476	31	9	the	the	DET
cana-1476	31	10	increasing	increase	VERB
cana-1476	31	11	frequency	frequency	NOUN
cana-1476	31	12	with	with	ADP
cana-1476	31	13	which	which	PRON
cana-1476	31	14	all	all	DET
cana-1476	31	15	kinds	kind	NOUN
cana-1476	31	16	of	of	ADP
cana-1476	31	17	computerised	computerised	ADJ
cana-1476	31	18	information	information	NOUN
cana-1476	31	19	systems	system	NOUN
cana-1476	31	20	ranging	range	VERB
cana-1476	31	21	from	from	ADP
cana-1476	31	22	government	government	NOUN
cana-1476	31	23	down	down	ADP
cana-1476	31	24	to	to	ADP
cana-1476	31	25	firms	firm	NOUN
cana-1476	31	26	-	-	ADJ
cana-1476	31	27	private	private	ADJ
cana-1476	31	28	schools	school	NOUN
cana-1476	31	29	are	be	AUX
cana-1476	31	30	infiltrated	infiltrate	VERB
cana-1476	31	31	or	or	CCONJ
cana-1476	31	32	destroyed	destroy	VERB
cana-1476	31	33	.	.	PUNCT
cana-1476	32	1	1.2	1.2	NUM
cana-1476	32	2	purpose	purpose	NOUN
cana-1476	32	3	and	and	CCONJ
cana-1476	32	4	research	research	NOUN
cana-1476	32	5	organization	organization	NOUN
cana-1476	32	6	the	the	DET
cana-1476	32	7	major	major	ADJ
cana-1476	32	8	aim	aim	NOUN
cana-1476	32	9	of	of	ADP
cana-1476	32	10	this	this	DET
cana-1476	32	11	study	study	NOUN
cana-1476	32	12	is	be	AUX
cana-1476	32	13	to	to	PART
cana-1476	32	14	develop	develop	VERB
cana-1476	32	15	an	an	DET
cana-1476	32	16	advanced	advanced	ADJ
cana-1476	32	17	cybersecurity	cybersecurity	NOUN
cana-1476	32	18	framework	framework	NOUN
cana-1476	32	19	based	base	VERB
cana-1476	32	20	on	on	ADP
cana-1476	32	21	behavior	behavior	NOUN
cana-1476	32	22	detection	detection	NOUN
cana-1476	32	23	of	of	ADP
cana-1476	32	24	malware	malware	NOUN
cana-1476	32	25	.	.	PUNCT
cana-1476	33	1	it	it	PRON
cana-1476	33	2	integrates	integrate	VERB
cana-1476	33	3	statistical	statistical	ADJ
cana-1476	33	4	methods	method	NOUN
cana-1476	33	5	,	,	PUNCT
cana-1476	33	6	cryptographic	cryptographic	ADJ
cana-1476	33	7	techniques	technique	NOUN
cana-1476	33	8	and	and	CCONJ
cana-1476	33	9	machine	machine	NOUN
cana-1476	33	10	-	-	PUNCT
cana-1476	33	11	learning	learn	VERB
cana-1476	33	12	algorithms	algorithm	NOUN
cana-1476	33	13	such	such	ADJ
cana-1476	33	14	as	as	ADP
cana-1476	33	15	support	support	NOUN
cana-1476	33	16	vector	vector	NOUN
cana-1476	33	17	machines	machine	NOUN
cana-1476	33	18	(	(	PUNCT
cana-1476	33	19	svm	svm	PROPN
cana-1476	33	20	)	)	PUNCT
cana-1476	33	21	,	,	PUNCT
cana-1476	33	22	random	random	ADJ
cana-1476	33	23	forest	forest	NOUN
cana-1476	33	24	on	on	ADP
cana-1476	33	25	neural	neural	ADJ
cana-1476	33	26	networks	network	NOUN
cana-1476	33	27	for	for	ADP
cana-1476	33	28	thing	thing	NOUN
cana-1476	33	29	analysis	analysis	NOUN
cana-1476	33	30	that	that	PRON
cana-1476	33	31	just	just	ADV
cana-1476	33	32	can	can	AUX
cana-1476	33	33	not	not	PART
cana-1476	33	34	be	be	AUX
cana-1476	33	35	present	present	ADJ
cana-1476	33	36	.	.	PUNCT
cana-1476	34	1	this	this	DET
cana-1476	34	2	approach	approach	NOUN
cana-1476	34	3	proposes	propose	VERB
cana-1476	34	4	to	to	PART
cana-1476	34	5	solve	solve	VERB
cana-1476	34	6	the	the	DET
cana-1476	34	7	shortcomings	shortcoming	NOUN
cana-1476	34	8	of	of	ADP
cana-1476	34	9	today	today	NOUN
cana-1476	34	10	's	's	PART
cana-1476	34	11	signature	signature	NOUN
cana-1476	34	12	-	-	PUNCT
cana-1476	34	13	based	base	VERB
cana-1476	34	14	detection	detection	NOUN
cana-1476	34	15	methods	method	NOUN
cana-1476	34	16	by	by	ADP
cana-1476	34	17	offering	offer	VERB
cana-1476	34	18	a	a	DET
cana-1476	34	19	hybrid	hybrid	ADJ
cana-1476	34	20	scheme	scheme	NOUN
cana-1476	34	21	which	which	PRON
cana-1476	34	22	conforms	conform	VERB
cana-1476	34	23	with	with	ADP
cana-1476	34	24	current	current	ADJ
cana-1476	34	25	trends	trend	NOUN
cana-1476	34	26	in	in	ADP
cana-1476	34	27	cybersecurity	cybersecurity	NOUN
cana-1476	34	28	.	.	PUNCT
cana-1476	35	1	the	the	DET
cana-1476	35	2	focus	focus	NOUN
cana-1476	35	3	of	of	ADP
cana-1476	35	4	this	this	DET
cana-1476	35	5	study	study	NOUN
cana-1476	35	6	will	will	AUX
cana-1476	35	7	be	be	AUX
cana-1476	35	8	comprehensive	comprehensive	ADJ
cana-1476	35	9	.	.	PUNCT
cana-1476	36	1	in	in	ADP
cana-1476	36	2	addition	addition	NOUN
cana-1476	36	3	to	to	ADP
cana-1476	36	4	a	a	DET
cana-1476	36	5	review	review	NOUN
cana-1476	36	6	of	of	ADP
cana-1476	36	7	existing	exist	VERB
cana-1476	36	8	literature	literature	NOUN
cana-1476	36	9	on	on	ADP
cana-1476	36	10	threats	threat	NOUN
cana-1476	36	11	to	to	ADP
cana-1476	36	12	digital	digital	ADJ
cana-1476	36	13	security	security	NOUN
cana-1476	36	14	,	,	PUNCT
cana-1476	36	15	statistical	statistical	ADJ
cana-1476	36	16	methods	method	NOUN
cana-1476	36	17	in	in	ADP
cana-1476	36	18	digital	digital	ADJ
cana-1476	36	19	protection	protection	NOUN
cana-1476	36	20	and	and	CCONJ
cana-1476	36	21	cryptography	cryptography	NOUN
cana-1476	36	22	for	for	ADP
cana-1476	36	23	secure	secure	ADJ
cana-1476	36	24	data	datum	NOUN
cana-1476	36	25	transmission	transmission	NOUN
cana-1476	36	26	,	,	PUNCT
cana-1476	36	27	the	the	DET
cana-1476	36	28	researcher	researcher	NOUN
cana-1476	36	29	aims	aim	VERB
cana-1476	36	30	also	also	ADV
cana-1476	36	31	to	to	PART
cana-1476	36	32	study	study	VERB
cana-1476	36	33	how	how	SCONJ
cana-1476	36	34	machine	machine	NOUN
cana-1476	36	35	learning	learn	VERB
cana-1476	36	36	techniques	technique	NOUN
cana-1476	36	37	can	can	AUX
cana-1476	36	38	enhance	enhance	VERB
cana-1476	36	39	detect	detect	VERB
cana-1476	36	40	exactly	exactly	ADV
cana-1476	36	41	behavior	behavior	NOUN
cana-1476	36	42	.	.	PUNCT
cana-1476	37	1	the	the	DET
cana-1476	37	2	study	study	NOUN
cana-1476	37	3	will	will	AUX
cana-1476	37	4	devote	devote	VERB
cana-1476	37	5	particular	particular	ADJ
cana-1476	37	6	attention	attention	NOUN
cana-1476	37	7	to	to	ADP
cana-1476	37	8	implementing	implement	VERB
cana-1476	37	9	and	and	CCONJ
cana-1476	37	10	evaluating	evaluate	VERB
cana-1476	37	11	the	the	DET
cana-1476	37	12	hybrid	hybrid	ADJ
cana-1476	37	13	model	model	NOUN
cana-1476	37	14	proposed	propose	VERB
cana-1476	37	15	,	,	PUNCT
cana-1476	37	16	and	and	CCONJ
cana-1476	37	17	examining	examine	VERB
cana-1476	37	18	its	its	PRON
cana-1476	37	19	performance	performance	NOUN
cana-1476	37	20	in	in	ADP
cana-1476	37	21	reality	reality	NOUN
cana-1476	37	22	.	.	PUNCT
cana-1476	38	1	it	it	PRON
cana-1476	38	2	also	also	ADV
cana-1476	38	3	hopes	hope	VERB
cana-1476	38	4	to	to	PART
cana-1476	38	5	fill	fill	VERB
cana-1476	38	6	gaps	gap	NOUN
cana-1476	38	7	in	in	ADP
cana-1476	38	8	existing	exist	VERB
cana-1476	38	9	literature	literature	NOUN
cana-1476	38	10	and	and	CCONJ
cana-1476	38	11	propose	propose	VERB
cana-1476	38	12	directions	direction	NOUN
cana-1476	38	13	for	for	ADP
cana-1476	38	14	future	future	ADJ
cana-1476	38	15	research	research	NOUN
cana-1476	38	16	in	in	ADP
cana-1476	38	17	the	the	DET
cana-1476	38	18	field	field	NOUN
cana-1476	38	19	of	of	ADP
cana-1476	38	20	digital	digital	ADJ
cana-1476	38	21	security	security	NOUN
cana-1476	38	22	.	.	PUNCT
cana-1476	39	1	2	2	X
cana-1476	39	2	.	.	X
cana-1476	39	3	literature	literature	NOUN
cana-1476	39	4	review	review	VERB
cana-1476	39	5	2.1	2.1	NUM
cana-1476	39	6	overview	overview	NOUN
cana-1476	39	7	of	of	ADP
cana-1476	39	8	cybersecurity	cybersecurity	NOUN
cana-1476	39	9	threats	threat	NOUN
cana-1476	39	10	and	and	CCONJ
cana-1476	39	11	malware	malware	NOUN
cana-1476	39	12	cybersecurity	cybersecurity	NOUN
cana-1476	39	13	threats	threat	NOUN
cana-1476	39	14	have	have	AUX
cana-1476	39	15	changed	change	VERB
cana-1476	39	16	a	a	DET
cana-1476	39	17	lot	lot	NOUN
cana-1476	39	18	over	over	ADP
cana-1476	39	19	the	the	DET
cana-1476	39	20	past	past	ADJ
cana-1476	39	21	few	few	ADJ
cana-1476	39	22	decades	decade	NOUN
cana-1476	39	23	.	.	PUNCT
cana-1476	40	1	nowadays	nowadays	ADV
cana-1476	40	2	cyber	cyber	NOUN
cana-1476	40	3	-	-	PUNCT
cana-1476	40	4	threats	threat	NOUN
cana-1476	40	5	take	take	VERB
cana-1476	40	6	form	form	NOUN
cana-1476	40	7	of	of	ADP
cana-1476	40	8	malware	malware	NOUN
cana-1476	40	9	that	that	PRON
cana-1476	40	10	becomes	become	VERB
cana-1476	40	11	one	one	NUM
cana-1476	40	12	of	of	ADP
cana-1476	40	13	more	more	ADV
cana-1476	40	14	dangerous	dangerous	ADJ
cana-1476	40	15	and	and	CCONJ
cana-1476	40	16	widespread	widespread	ADJ
cana-1476	40	17	cyber	cyber	NOUN
cana-1476	40	18	dangers	danger	NOUN
cana-1476	40	19	in	in	ADP
cana-1476	40	20	today	today	NOUN
cana-1476	40	21	's	's	PART
cana-1476	40	22	world	world	NOUN
cana-1476	40	23	.	.	PUNCT
cana-1476	41	1	as	as	SCONJ
cana-1476	41	2	viruses	virus	NOUN
cana-1476	41	3	continue	continue	VERB
cana-1476	41	4	to	to	PART
cana-1476	41	5	proliferate	proliferate	VERB
cana-1476	41	6	,	,	PUNCT
cana-1476	41	7	the	the	DET
cana-1476	41	8	focus	focus	NOUN
cana-1476	41	9	of	of	ADP
cana-1476	41	10	public	public	ADJ
cana-1476	41	11	attention	attention	NOUN
cana-1476	41	12	will	will	AUX
cana-1476	41	13	undoubtedly	undoubtedly	ADV
cana-1476	41	14	change	change	VERB
cana-1476	41	15	.	.	PUNCT
cana-1476	42	1	but	but	CCONJ
cana-1476	42	2	as	as	SCONJ
cana-1476	42	3	things	thing	NOUN
cana-1476	42	4	stand	stand	VERB
cana-1476	42	5	now	now	ADV
cana-1476	42	6	,	,	PUNCT
cana-1476	42	7	it	it	PRON
cana-1476	42	8	is	be	AUX
cana-1476	42	9	very	very	ADV
cana-1476	42	10	clear	clear	ADJ
cana-1476	42	11	that	that	SCONJ
cana-1476	42	12	if	if	SCONJ
cana-1476	42	13	one	one	NUM
cana-1476	42	14	recommended	recommend	VERB
cana-1476	42	15	end	end	NOUN
cana-1476	42	16	to	to	ADP
cana-1476	42	17	viruses	virus	NOUN
cana-1476	42	18	could	could	AUX
cana-1476	42	19	be	be	AUX
cana-1476	42	20	seen	see	VERB
cana-1476	42	21	today	today	NOUN
cana-1476	42	22	,	,	PUNCT
cana-1476	42	23	that	that	PRON
cana-1476	42	24	would	would	AUX
cana-1476	42	25	simply	simply	ADV
cana-1476	42	26	serve	serve	VERB
cana-1476	42	27	to	to	PART
cana-1476	42	28	focus	focus	VERB
cana-1476	42	29	attention	attention	NOUN
cana-1476	42	30	on	on	ADP
cana-1476	42	31	another	another	DET
cana-1476	42	32	area	area	NOUN
cana-1476	42	33	(	(	PUNCT
cana-1476	42	34	spyware	spyware	NOUN
cana-1476	42	35	attacks	attack	NOUN
cana-1476	42	36	)	)	PUNCT
cana-1476	42	37	.	.	PUNCT
cana-1476	42	38	?	?	PUNCT
cana-1476	43	1	the	the	DET
cana-1476	43	2	mass	mass	ADJ
cana-1476	43	3	production	production	NOUN
cana-1476	43	4	of	of	ADP
cana-1476	43	5	malware	malware	NOUN
cana-1476	43	6	communications	communication	NOUN
cana-1476	43	7	on	on	ADP
cana-1476	43	8	applied	apply	VERB
cana-1476	43	9	nonlinear	nonlinear	ADJ
cana-1476	43	10	analysis	analysis	NOUN
cana-1476	43	11	issn	issn	NOUN
cana-1476	43	12	:	:	PUNCT
cana-1476	43	13	1074	1074	NUM
cana-1476	43	14	-	-	PUNCT
cana-1476	43	15	133x	133x	NUM
cana-1476	43	16	vol	vol	NOUN
cana-1476	43	17	31	31	NUM
cana-1476	43	18	no	no	NOUN
cana-1476	43	19	.	.	PUNCT
cana-1476	44	1	8s	8s	PROPN
cana-1476	44	2	(	(	PUNCT
cana-1476	44	3	2024	2024	NUM
cana-1476	44	4	)	)	PUNCT
cana-1476	44	5	216	216	NUM
cana-1476	44	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1476	44	7	researchers	researcher	NOUN
cana-1476	44	8	attribute	attribute	VERB
cana-1476	44	9	largely	largely	ADV
cana-1476	44	10	to	to	ADP
cana-1476	44	11	cybercriminals	cybercriminal	NOUN
cana-1476	44	12	'	'	PART
cana-1476	44	13	increasing	increase	VERB
cana-1476	44	14	sophistication	sophistication	NOUN
cana-1476	44	15	.	.	PUNCT
cana-1476	45	1	they	they	PRON
cana-1476	45	2	use	use	VERB
cana-1476	45	3	techniques	technique	NOUN
cana-1476	45	4	such	such	ADJ
cana-1476	45	5	as	as	ADP
cana-1476	45	6	polymorphism	polymorphism	NOUN
cana-1476	45	7	,	,	PUNCT
cana-1476	45	8	obfuscation	obfuscation	NOUN
cana-1476	45	9	,	,	PUNCT
cana-1476	45	10	and	and	CCONJ
cana-1476	45	11	encryption	encryption	NOUN
cana-1476	45	12	to	to	PART
cana-1476	45	13	fool	fool	VERB
cana-1476	45	14	security	security	NOUN
cana-1476	45	15	software	software	NOUN
cana-1476	45	16	.	.	PUNCT
cana-1476	46	1	signature	signature	NOUN
cana-1476	46	2	-	-	PUNCT
cana-1476	46	3	based	base	VERB
cana-1476	46	4	malware	malware	NOUN
cana-1476	46	5	detection	detection	NOUN
cana-1476	46	6	methods	method	NOUN
cana-1476	46	7	have	have	AUX
cana-1476	46	8	proven	prove	VERB
cana-1476	46	9	very	very	ADV
cana-1476	46	10	effective	effective	ADJ
cana-1476	46	11	against	against	ADP
cana-1476	46	12	known	know	VERB
cana-1476	46	13	threats	threat	NOUN
cana-1476	46	14	,	,	PUNCT
cana-1476	46	15	because	because	SCONJ
cana-1476	46	16	they	they	PRON
cana-1476	46	17	can	can	AUX
cana-1476	46	18	identify	identify	VERB
cana-1476	46	19	unique	unique	ADJ
cana-1476	46	20	patterns	pattern	NOUN
cana-1476	46	21	or	or	CCONJ
cana-1476	46	22	signatures	signature	NOUN
cana-1476	46	23	associated	associate	VERB
cana-1476	46	24	with	with	ADP
cana-1476	46	25	known	known	ADJ
cana-1476	46	26	malware	malware	NOUN
cana-1476	46	27	.	.	PUNCT
cana-1476	47	1	but	but	CCONJ
cana-1476	47	2	these	these	DET
cana-1476	47	3	methods	method	NOUN
cana-1476	47	4	often	often	ADV
cana-1476	47	5	can	can	AUX
cana-1476	47	6	not	not	PART
cana-1476	47	7	keep	keep	VERB
cana-1476	47	8	up	up	ADP
cana-1476	47	9	with	with	ADP
cana-1476	47	10	new	new	ADJ
cana-1476	47	11	or	or	CCONJ
cana-1476	47	12	modified	modify	VERB
cana-1476	47	13	malware	malware	NOUN
cana-1476	47	14	strains	strain	NOUN
cana-1476	47	15	,	,	PUNCT
cana-1476	47	16	as	as	SCONJ
cana-1476	47	17	cybercriminals	cybercriminal	NOUN
cana-1476	47	18	are	be	AUX
cana-1476	47	19	constantly	constantly	ADV
cana-1476	47	20	changing	change	VERB
cana-1476	47	21	their	their	PRON
cana-1476	47	22	tactics	tactic	NOUN
cana-1476	47	23	.	.	PUNCT
cana-1476	48	1	this	this	PRON
cana-1476	48	2	has	have	AUX
cana-1476	48	3	led	lead	VERB
cana-1476	48	4	to	to	ADP
cana-1476	48	5	the	the	DET
cana-1476	48	6	development	development	NOUN
cana-1476	48	7	of	of	ADP
cana-1476	48	8	behavior	behavior	NOUN
cana-1476	48	9	-	-	PUNCT
cana-1476	48	10	based	base	VERB
cana-1476	48	11	detection	detection	NOUN
cana-1476	48	12	approaches	approach	VERB
cana-1476	48	13	impact	impact	NOUN
cana-1476	48	14	on	on	ADP
cana-1476	48	15	active	active	ADJ
cana-1476	48	16	detection	detection	NOUN
cana-1476	48	17	behaviours	behaviour	NOUN
cana-1476	48	18	,	,	PUNCT
cana-1476	48	19	which	which	PRON
cana-1476	48	20	evaluate	evaluate	VERB
cana-1476	48	21	system	system	NOUN
cana-1476	48	22	behavior	behavior	NOUN
cana-1476	48	23	to	to	PART
cana-1476	48	24	identify	identify	VERB
cana-1476	48	25	anomalous	anomalous	ADJ
cana-1476	48	26	actions	action	NOUN
cana-1476	48	27	suggesting	suggest	VERB
cana-1476	48	28	the	the	DET
cana-1476	48	29	presence	presence	NOUN
cana-1476	48	30	of	of	ADP
cana-1476	48	31	malware	malware	NOUN
cana-1476	48	32	(	(	PUNCT
cana-1476	48	33	eg	eg	NOUN
cana-1476	48	34	where	where	SCONJ
cana-1476	48	35	the	the	DET
cana-1476	48	36	pc	pc	NOUN
cana-1476	48	37	suddenly	suddenly	ADV
cana-1476	48	38	starts	start	VERB
cana-1476	48	39	generating	generate	VERB
cana-1476	48	40	large	large	ADJ
cana-1476	48	41	amounts	amount	NOUN
cana-1476	48	42	of	of	ADP
cana-1476	48	43	internet	internet	NOUN
cana-1476	48	44	traffic	traffic	NOUN
cana-1476	48	45	in	in	ADP
cana-1476	48	46	the	the	DET
cana-1476	48	47	middle	middle	NOUN
cana-1476	48	48	of	of	ADP
cana-1476	48	49	the	the	DET
cana-1476	48	50	night	night	NOUN
cana-1476	48	51	for	for	ADP
cana-1476	48	52	no	no	DET
cana-1476	48	53	apparent	apparent	ADJ
cana-1476	48	54	reason	reason	NOUN
cana-1476	48	55	)	)	PUNCT
cana-1476	48	56	.	.	PUNCT
cana-1476	49	1	such	such	ADJ
cana-1476	49	2	behaviour	behaviour	NOUN
cana-1476	49	3	-	-	PUNCT
cana-1476	49	4	based	base	VERB
cana-1476	49	5	detection	detection	NOUN
cana-1476	49	6	offers	offer	VERB
cana-1476	49	7	a	a	DET
cana-1476	49	8	more	more	ADV
cana-1476	49	9	dynamic	dynamic	ADJ
cana-1476	49	10	and	and	CCONJ
cana-1476	49	11	adaptive	adaptive	ADJ
cana-1476	49	12	solution	solution	NOUN
cana-1476	49	13	,	,	PUNCT
cana-1476	49	14	as	as	SCONJ
cana-1476	49	15	it	it	PRON
cana-1476	49	16	is	be	AUX
cana-1476	49	17	not	not	PART
cana-1476	49	18	just	just	ADV
cana-1476	49	19	based	base	VERB
cana-1476	49	20	on	on	ADP
cana-1476	49	21	the	the	DET
cana-1476	49	22	predefined	predefine	VERB
cana-1476	49	23	signatures	signature	NOUN
cana-1476	49	24	of	of	ADP
cana-1476	49	25	threats	threat	NOUN
cana-1476	49	26	from	from	ADP
cana-1476	49	27	the	the	DET
cana-1476	49	28	past	past	NOUN
cana-1476	49	29	;	;	PUNCT
cana-1476	49	30	therefore	therefore	ADV
cana-1476	49	31	,	,	PUNCT
cana-1476	49	32	this	this	DET
cana-1476	49	33	method	method	NOUN
cana-1476	49	34	is	be	AUX
cana-1476	49	35	much	much	ADV
cana-1476	49	36	more	more	ADV
cana-1476	49	37	effective	effective	ADJ
cana-1476	49	38	against	against	ADP
cana-1476	49	39	completely	completely	ADV
cana-1476	49	40	novel	novel	ADJ
cana-1476	49	41	threats	threat	NOUN
cana-1476	49	42	.	.	PUNCT
cana-1476	50	1	[	[	X
cana-1476	50	2	1][5][14	1][5][14	NUM
cana-1476	50	3	]	]	X
cana-1476	50	4	2.2	2.2	NUM
cana-1476	50	5	statistical	statistical	ADJ
cana-1476	50	6	methods	method	NOUN
cana-1476	50	7	in	in	ADP
cana-1476	50	8	cybersecurity	cybersecurity	NOUN
cana-1476	50	9	statistical	statistical	ADJ
cana-1476	50	10	methods	method	NOUN
cana-1476	50	11	in	in	ADP
cana-1476	50	12	cybersecurity	cybersecurity	NOUN
cana-1476	50	13	statistical	statistical	ADJ
cana-1476	50	14	methods	method	NOUN
cana-1476	50	15	are	be	AUX
cana-1476	50	16	critical	critical	ADJ
cana-1476	50	17	for	for	ADP
cana-1476	50	18	enhancing	enhance	VERB
cana-1476	50	19	cybersecurity	cybersecurity	NOUN
cana-1476	50	20	,	,	PUNCT
cana-1476	50	21	especially	especially	ADV
cana-1476	50	22	in	in	ADP
cana-1476	50	23	behavior	behavior	NOUN
cana-1476	50	24	-	-	PUNCT
cana-1476	50	25	based	base	VERB
cana-1476	50	26	malware	malware	NOUN
cana-1476	50	27	detection	detection	NOUN
cana-1476	50	28	.	.	PUNCT
cana-1476	51	1	such	such	ADJ
cana-1476	51	2	methods	method	NOUN
cana-1476	51	3	gather	gather	VERB
cana-1476	51	4	and	and	CCONJ
cana-1476	51	5	analyze	analyze	VERB
cana-1476	51	6	data	datum	NOUN
cana-1476	51	7	to	to	PART
cana-1476	51	8	identify	identify	VERB
cana-1476	51	9	patterns	pattern	NOUN
cana-1476	51	10	and	and	CCONJ
cana-1476	51	11	anomalies	anomaly	NOUN
cana-1476	51	12	that	that	PRON
cana-1476	51	13	may	may	AUX
cana-1476	51	14	signal	signal	VERB
cana-1476	51	15	malicious	malicious	ADJ
cana-1476	51	16	activity	activity	NOUN
cana-1476	51	17	.	.	PUNCT
cana-1476	52	1	by	by	ADP
cana-1476	52	2	applying	apply	VERB
cana-1476	52	3	statistical	statistical	ADJ
cana-1476	52	4	techniques	technique	NOUN
cana-1476	52	5	,	,	PUNCT
cana-1476	52	6	cybersecurity	cybersecurity	NOUN
cana-1476	52	7	systems	system	NOUN
cana-1476	52	8	can	can	AUX
cana-1476	52	9	detect	detect	VERB
cana-1476	52	10	deviations	deviation	NOUN
cana-1476	52	11	from	from	ADP
cana-1476	52	12	normal	normal	ADJ
cana-1476	52	13	behavior	behavior	NOUN
cana-1476	52	14	which	which	PRON
cana-1476	52	15	may	may	AUX
cana-1476	52	16	indicate	indicate	VERB
cana-1476	52	17	an	an	DET
cana-1476	52	18	attack	attack	NOUN
cana-1476	52	19	.	.	PUNCT
cana-1476	53	1	statistical	statistical	ADJ
cana-1476	53	2	methods	method	NOUN
cana-1476	53	3	commonly	commonly	ADV
cana-1476	53	4	used	use	VERB
cana-1476	53	5	in	in	ADP
cana-1476	53	6	cyber	cyber	ADJ
cana-1476	53	7	security	security	NOUN
cana-1476	53	8	include	include	VERB
cana-1476	53	9	hypothesis	hypothesis	NOUN
cana-1476	53	10	testing	testing	NOUN
cana-1476	53	11	,	,	PUNCT
cana-1476	53	12	regression	regression	VERB
cana-1476	53	13	analysis	analysis	NOUN
cana-1476	53	14	and	and	CCONJ
cana-1476	53	15	time	time	NOUN
cana-1476	53	16	-	-	PUNCT
cana-1476	53	17	series	series	NOUN
cana-1476	53	18	analysis	analysis	NOUN
cana-1476	53	19	.	.	PUNCT
cana-1476	54	1	hypothesis	hypothesis	NOUN
cana-1476	54	2	testing	testing	NOUN
cana-1476	54	3	is	be	AUX
cana-1476	54	4	often	often	ADV
cana-1476	54	5	used	use	VERB
cana-1476	54	6	to	to	PART
cana-1476	54	7	determine	determine	VERB
cana-1476	54	8	if	if	SCONJ
cana-1476	54	9	observed	observe	VERB
cana-1476	54	10	system	system	NOUN
cana-1476	54	11	behaviour	behaviour	NOUN
cana-1476	54	12	is	be	AUX
cana-1476	54	13	significantly	significantly	ADV
cana-1476	54	14	different	different	ADJ
cana-1476	54	15	from	from	ADP
cana-1476	54	16	expected	expect	VERB
cana-1476	54	17	norms	norm	NOUN
cana-1476	54	18	and	and	CCONJ
cana-1476	54	19	realms	realm	NOUN
cana-1476	54	20	of	of	ADP
cana-1476	54	21	experience	experience	NOUN
cana-1476	54	22	.	.	PUNCT
cana-1476	55	1	regression	regression	NOUN
cana-1476	55	2	analysis	analysis	NOUN
cana-1476	55	3	can	can	AUX
cana-1476	55	4	be	be	AUX
cana-1476	55	5	applied	apply	VERB
cana-1476	55	6	as	as	ADP
cana-1476	55	7	a	a	DET
cana-1476	55	8	method	method	NOUN
cana-1476	55	9	for	for	ADP
cana-1476	55	10	the	the	DET
cana-1476	55	11	prediction	prediction	NOUN
cana-1476	55	12	and	and	CCONJ
cana-1476	55	13	modeling	modeling	NOUN
cana-1476	55	14	of	of	ADP
cana-1476	55	15	future	future	ADJ
cana-1476	55	16	behavior	behavior	NOUN
cana-1476	55	17	based	base	VERB
cana-1476	55	18	on	on	ADP
cana-1476	55	19	historical	historical	ADJ
cana-1476	55	20	data.times	data.times	PROPN
cana-1476	55	21	series	series	NOUN
cana-1476	55	22	analysis	analysis	NOUN
cana-1476	55	23	has	have	AUX
cana-1476	55	24	proved	prove	VERB
cana-1476	55	25	quite	quite	ADV
cana-1476	55	26	useful	useful	ADJ
cana-1476	55	27	in	in	ADP
cana-1476	55	28	detecting	detect	VERB
cana-1476	55	29	trends	trend	NOUN
cana-1476	55	30	or	or	CCONJ
cana-1476	55	31	patterns	pattern	NOUN
cana-1476	55	32	over	over	ADP
cana-1476	55	33	periods	period	NOUN
cana-1476	55	34	of	of	ADP
cana-1476	55	35	time	time	NOUN
cana-1476	55	36	,	,	PUNCT
cana-1476	55	37	and	and	CCONJ
cana-1476	55	38	consequently	consequently	ADV
cana-1476	55	39	locating	locate	VERB
cana-1476	55	40	possible	possible	ADJ
cana-1476	55	41	innovations	innovation	NOUN
cana-1476	55	42	early	early	ADV
cana-1476	55	43	enough	enough	ADV
cana-1476	55	44	for	for	ADP
cana-1476	55	45	avoidance	avoidance	NOUN
cana-1476	55	46	.	.	PUNCT
cana-1476	56	1	further	far	ADV
cana-1476	56	2	integrating	integrate	VERB
cana-1476	56	3	statistical	statistical	ADJ
cana-1476	56	4	methods	method	NOUN
cana-1476	56	5	with	with	ADP
cana-1476	56	6	machine	machine	NOUN
cana-1476	56	7	learning	learn	VERB
cana-1476	56	8	algorithms	algorithm	NOUN
cana-1476	56	9	improves	improve	VERB
cana-1476	56	10	the	the	DET
cana-1476	56	11	accuracy	accuracy	NOUN
cana-1476	56	12	and	and	CCONJ
cana-1476	56	13	efficiency	efficiency	NOUN
cana-1476	56	14	of	of	ADP
cana-1476	56	15	malware	malware	NOUN
cana-1476	56	16	detection	detection	NOUN
cana-1476	56	17	systems	system	NOUN
cana-1476	56	18	.	.	PUNCT
cana-1476	57	1	by	by	ADP
cana-1476	57	2	training	train	VERB
cana-1476	57	3	machine	machine	NOUN
cana-1476	57	4	learning	learning	NOUN
cana-1476	57	5	models	model	NOUN
cana-1476	57	6	on	on	ADP
cana-1476	57	7	statistically	statistically	ADV
cana-1476	57	8	derived	derive	VERB
cana-1476	57	9	features	feature	NOUN
cana-1476	57	10	,	,	PUNCT
cana-1476	57	11	these	these	DET
cana-1476	57	12	systems	system	NOUN
cana-1476	57	13	can	can	AUX
cana-1476	57	14	better	well	ADV
cana-1476	57	15	distinguish	distinguish	VERB
cana-1476	57	16	between	between	ADP
cana-1476	57	17	normal	normal	ADJ
cana-1476	57	18	and	and	CCONJ
cana-1476	57	19	malicious	malicious	ADJ
cana-1476	57	20	behavior	behavior	NOUN
cana-1476	57	21	,	,	PUNCT
cana-1476	57	22	reducing	reduce	VERB
cana-1476	57	23	greatly	greatly	ADV
cana-1476	57	24	the	the	DET
cana-1476	57	25	likelihood	likelihood	NOUN
cana-1476	57	26	of	of	ADP
cana-1476	57	27	false	false	ADJ
cana-1476	57	28	positives	positive	NOUN
cana-1476	57	29	and	and	CCONJ
cana-1476	57	30	negatives	negative	NOUN
cana-1476	57	31	[	[	X
cana-1476	57	32	3,12,24	3,12,24	NUM
cana-1476	57	33	]	]	PUNCT
cana-1476	57	34	.	.	PUNCT
cana-1476	58	1	2.3	2.3	NUM
cana-1476	58	2	cryptographic	cryptographic	ADJ
cana-1476	58	3	principles	principle	NOUN
cana-1476	58	4	in	in	ADP
cana-1476	58	5	malware	malware	NOUN
cana-1476	58	6	detection	detection	NOUN
cana-1476	58	7	cryptographic	cryptographic	ADJ
cana-1476	58	8	techniques	technique	NOUN
cana-1476	58	9	are	be	AUX
cana-1476	58	10	required	require	VERB
cana-1476	58	11	to	to	PART
cana-1476	58	12	ensure	ensure	VERB
cana-1476	58	13	the	the	DET
cana-1476	58	14	safety	safety	NOUN
cana-1476	58	15	and	and	CCONJ
cana-1476	58	16	integrity	integrity	NOUN
cana-1476	58	17	of	of	ADP
cana-1476	58	18	data	datum	NOUN
cana-1476	58	19	in	in	ADP
cana-1476	58	20	cybersecurity	cybersecurity	NOUN
cana-1476	58	21	systems	system	NOUN
cana-1476	58	22	.	.	PUNCT
cana-1476	59	1	in	in	ADP
cana-1476	59	2	the	the	DET
cana-1476	59	3	context	context	NOUN
cana-1476	59	4	of	of	ADP
cana-1476	59	5	malware	malware	NOUN
cana-1476	59	6	detection	detection	NOUN
cana-1476	59	7	,	,	PUNCT
cana-1476	59	8	cryptography	cryptography	NOUN
cana-1476	59	9	is	be	AUX
cana-1476	59	10	used	use	VERB
cana-1476	59	11	to	to	PART
cana-1476	59	12	prevent	prevent	VERB
cana-1476	59	13	sensitive	sensitive	ADJ
cana-1476	59	14	information	information	NOUN
cana-1476	59	15	from	from	ADP
cana-1476	59	16	being	be	AUX
cana-1476	59	17	accessed	access	VERB
cana-1476	59	18	or	or	CCONJ
cana-1476	59	19	tampered	tamper	VERB
cana-1476	59	20	with	with	ADP
cana-1476	59	21	by	by	ADP
cana-1476	59	22	unauthorized	unauthorized	ADJ
cana-1476	59	23	entities	entity	NOUN
cana-1476	59	24	.	.	PUNCT
cana-1476	60	1	this	this	PRON
cana-1476	60	2	is	be	AUX
cana-1476	60	3	particularly	particularly	ADV
cana-1476	60	4	important	important	ADJ
cana-1476	60	5	in	in	ADP
cana-1476	60	6	the	the	DET
cana-1476	60	7	case	case	NOUN
cana-1476	60	8	of	of	ADP
cana-1476	60	9	behavioual	behavioual	ADJ
cana-1476	60	10	detection	detection	NOUN
cana-1476	60	11	systems	system	NOUN
cana-1476	60	12	,	,	PUNCT
cana-1476	60	13	where	where	SCONJ
cana-1476	60	14	large	large	ADJ
cana-1476	60	15	amounts	amount	NOUN
cana-1476	60	16	of	of	ADP
cana-1476	60	17	data	datum	NOUN
cana-1476	60	18	are	be	AUX
cana-1476	60	19	sifted	sift	VERB
cana-1476	60	20	to	to	PART
cana-1476	60	21	find	find	VERB
cana-1476	60	22	threats	threat	NOUN
cana-1476	60	23	that	that	PRON
cana-1476	60	24	might	might	AUX
cana-1476	60	25	be	be	AUX
cana-1476	60	26	potentially	potentially	ADV
cana-1476	60	27	dangerous	dangerous	ADJ
cana-1476	60	28	.	.	PUNCT
cana-1476	61	1	among	among	ADP
cana-1476	61	2	the	the	DET
cana-1476	61	3	cryptographic	cryptographic	ADJ
cana-1476	61	4	techniques	technique	NOUN
cana-1476	61	5	in	in	ADP
cana-1476	61	6	most	most	ADV
cana-1476	61	7	widespread	widespread	ADJ
cana-1476	61	8	use	use	NOUN
cana-1476	61	9	in	in	ADP
cana-1476	61	10	cybersecurity	cybersecurity	NOUN
cana-1476	61	11	today	today	NOUN
cana-1476	61	12	,	,	PUNCT
cana-1476	61	13	encryption	encryption	NOUN
cana-1476	61	14	plays	play	VERB
cana-1476	61	15	a	a	DET
cana-1476	61	16	leading	lead	VERB
cana-1476	61	17	role	role	NOUN
cana-1476	61	18	.	.	PUNCT
cana-1476	62	1	by	by	ADP
cana-1476	62	2	encrypting	encrypt	VERB
cana-1476	62	3	data	datum	NOUN
cana-1476	62	4	,	,	PUNCT
cana-1476	62	5	cybersecurity	cybersecurity	NOUN
cana-1476	62	6	systems	system	NOUN
cana-1476	62	7	can	can	AUX
cana-1476	62	8	conduct	conduct	VERB
cana-1476	62	9	themselves	themselves	PRON
cana-1476	62	10	so	so	SCONJ
cana-1476	62	11	that	that	SCONJ
cana-1476	62	12	information	information	NOUN
cana-1476	62	13	intercepted	intercept	VERB
cana-1476	62	14	by	by	ADP
cana-1476	62	15	an	an	DET
cana-1476	62	16	attacker	attacker	NOUN
cana-1476	62	17	still	still	ADV
cana-1476	62	18	can	can	AUX
cana-1476	62	19	not	not	PART
cana-1476	62	20	be	be	AUX
cana-1476	62	21	read	read	VERB
cana-1476	62	22	without	without	ADP
cana-1476	62	23	the	the	DET
cana-1476	62	24	proper	proper	ADJ
cana-1476	62	25	decryption	decryption	NOUN
cana-1476	62	26	key	key	NOUN
cana-1476	62	27	.	.	PUNCT
cana-1476	63	1	hashing	hashing	NOUN
cana-1476	63	2	and	and	CCONJ
cana-1476	63	3	digital	digital	ADJ
cana-1476	63	4	signature	signature	NOUN
cana-1476	63	5	are	be	AUX
cana-1476	63	6	some	some	DET
cana-1476	63	7	other	other	ADJ
cana-1476	63	8	cryptographic	cryptographic	ADJ
cana-1476	63	9	techniques	technique	NOUN
cana-1476	63	10	which	which	PRON
cana-1476	63	11	have	have	AUX
cana-1476	63	12	found	find	VERB
cana-1476	63	13	wide	wide	ADJ
cana-1476	63	14	application	application	NOUN
cana-1476	63	15	for	for	ADP
cana-1476	63	16	checking	check	VERB
cana-1476	63	17	the	the	DET
cana-1476	63	18	authenticity	authenticity	NOUN
cana-1476	63	19	or	or	CCONJ
cana-1476	63	20	tamper	tamper	ADV
cana-1476	63	21	-	-	PUNCT
cana-1476	63	22	proofing	proof	VERB
cana-1476	63	23	ofa	ofa	PROPN
cana-1476	63	24	large	large	ADJ
cana-1476	63	25	amount	amount	NOUN
cana-1476	63	26	of	of	ADP
cana-1476	63	27	data	datum	NOUN
cana-1476	63	28	.	.	PUNCT
cana-1476	64	1	cryptographic	cryptographic	ADJ
cana-1476	64	2	techniques	technique	NOUN
cana-1476	64	3	do	do	AUX
cana-1476	64	4	not	not	PART
cana-1476	64	5	only	only	ADV
cana-1476	64	6	protect	protect	VERB
cana-1476	64	7	data	datum	NOUN
cana-1476	64	8	.	.	PUNCT
cana-1476	65	1	they	they	PRON
cana-1476	65	2	can	can	AUX
cana-1476	65	3	also	also	ADV
cana-1476	65	4	improve	improve	VERB
cana-1476	65	5	the	the	DET
cana-1476	65	6	identification	identification	NOUN
cana-1476	65	7	capabilities	capability	NOUN
cana-1476	65	8	of	of	ADP
cana-1476	65	9	systems	system	NOUN
cana-1476	65	10	that	that	PRON
cana-1476	65	11	detect	detect	VERB
cana-1476	65	12	malware	malware	NOUN
cana-1476	65	13	.	.	PUNCT
cana-1476	66	1	for	for	ADP
cana-1476	66	2	example	example	NOUN
cana-1476	66	3	,	,	PUNCT
cana-1476	66	4	homomorphic	homomorphic	ADJ
cana-1476	66	5	encryption	encryption	NOUN
cana-1476	66	6	can	can	AUX
cana-1476	66	7	process	process	VERB
cana-1476	66	8	communications	communication	NOUN
cana-1476	66	9	on	on	ADP
cana-1476	66	10	applied	apply	VERB
cana-1476	66	11	nonlinear	nonlinear	ADJ
cana-1476	66	12	analysis	analysis	NOUN
cana-1476	66	13	issn	issn	NOUN
cana-1476	66	14	:	:	PUNCT
cana-1476	66	15	1074	1074	NUM
cana-1476	66	16	-	-	PUNCT
cana-1476	66	17	133x	133x	NUM
cana-1476	66	18	vol	vol	NOUN
cana-1476	66	19	31	31	NUM
cana-1476	66	20	no	no	NOUN
cana-1476	66	21	.	.	PUNCT
cana-1476	67	1	8s	8s	PROPN
cana-1476	67	2	(	(	PUNCT
cana-1476	67	3	2024	2024	NUM
cana-1476	67	4	)	)	PUNCT
cana-1476	67	5	217	217	NUM
cana-1476	67	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1476	67	7	encrypted	encrypt	VERB
cana-1476	67	8	data	datum	NOUN
cana-1476	67	9	without	without	ADP
cana-1476	67	10	having	have	VERB
cana-1476	67	11	to	to	PART
cana-1476	67	12	decrypt	decrypt	VERB
cana-1476	67	13	it	it	PRON
cana-1476	67	14	.	.	PUNCT
cana-1476	68	1	this	this	PRON
cana-1476	68	2	makes	make	VERB
cana-1476	68	3	it	it	PRON
cana-1476	68	4	possible	possible	ADJ
cana-1476	68	5	for	for	SCONJ
cana-1476	68	6	secure	secure	ADJ
cana-1476	68	7	data	datum	NOUN
cana-1476	68	8	analysis	analysis	NOUN
cana-1476	68	9	to	to	PART
cana-1476	68	10	be	be	AUX
cana-1476	68	11	conducted	conduct	VERB
cana-1476	68	12	in	in	ADP
cana-1476	68	13	a	a	DET
cana-1476	68	14	privacy	privacy	NOUN
cana-1476	68	15	environment	environment	NOUN
cana-1476	68	16	.	.	PUNCT
cana-1476	69	1	similarly	similarly	ADV
cana-1476	69	2	,	,	PUNCT
cana-1476	69	3	cryptographic	cryptographic	ADJ
cana-1476	69	4	hashing	hashing	NOUN
cana-1476	69	5	makes	make	VERB
cana-1476	69	6	it	it	PRON
cana-1476	69	7	easier	easy	ADJ
cana-1476	69	8	to	to	PART
cana-1476	69	9	detect	detect	VERB
cana-1476	69	10	and	and	CCONJ
cana-1476	69	11	compare	compare	VERB
cana-1476	69	12	file	file	NOUN
cana-1476	69	13	changes	change	NOUN
cana-1476	69	14	.	.	PUNCT
cana-1476	70	1	it	it	PRON
cana-1476	70	2	is	be	AUX
cana-1476	70	3	used	use	VERB
cana-1476	70	4	to	to	PART
cana-1476	70	5	create	create	VERB
cana-1476	70	6	unique	unique	ADJ
cana-1476	70	7	identifiers	identifier	NOUN
cana-1476	70	8	for	for	ADP
cana-1476	70	9	files	file	NOUN
cana-1476	70	10	,	,	PUNCT
cana-1476	70	11	its	its	PRON
cana-1476	70	12	invention	invention	NOUN
cana-1476	70	13	dating	date	VERB
cana-1476	70	14	from	from	ADP
cana-1476	70	15	1994	1994	NUM
cana-1476	70	16	and	and	CCONJ
cana-1476	70	17	thus	thus	ADV
cana-1476	70	18	able	able	ADJ
cana-1476	70	19	to	to	PART
cana-1476	70	20	recognise	recognise	VERB
cana-1476	70	21	an	an	DET
cana-1476	70	22	anomaly	anomaly	NOUN
cana-1476	70	23	that	that	PRON
cana-1476	70	24	might	might	AUX
cana-1476	70	25	indicate	indicate	VERB
cana-1476	70	26	the	the	DET
cana-1476	70	27	presence	presence	NOUN
cana-1476	70	28	of	of	ADP
cana-1476	70	29	an	an	DET
cana-1476	70	30	unwelcome	unwelcome	ADJ
cana-1476	70	31	guest	guest	NOUN
cana-1476	70	32	[	[	X
cana-1476	70	33	3][18][33	3][18][33	PROPN
cana-1476	70	34	]	]	X
cana-1476	70	35	.	.	PUNCT
cana-1476	71	1	2.4	2.4	NUM
cana-1476	71	2	the	the	DET
cana-1476	71	3	role	role	NOUN
cana-1476	71	4	of	of	ADP
cana-1476	71	5	machine	machine	NOUN
cana-1476	71	6	learning	learning	NOUN
cana-1476	71	7	in	in	ADP
cana-1476	71	8	cybersecurity	cybersecurity	NOUN
cana-1476	71	9	machine	machine	NOUN
cana-1476	71	10	learning	learning	NOUN
cana-1476	71	11	has	have	AUX
cana-1476	71	12	emerged	emerge	VERB
cana-1476	71	13	as	as	ADP
cana-1476	71	14	a	a	DET
cana-1476	71	15	powerful	powerful	ADJ
cana-1476	71	16	tool	tool	NOUN
cana-1476	71	17	in	in	ADP
cana-1476	71	18	the	the	DET
cana-1476	71	19	battle	battle	NOUN
cana-1476	71	20	against	against	ADP
cana-1476	71	21	cyber	cyber	NOUN
cana-1476	71	22	threats	threat	NOUN
cana-1476	71	23	.	.	PUNCT
cana-1476	72	1	it	it	PRON
cana-1476	72	2	possesses	possess	VERB
cana-1476	72	3	the	the	DET
cana-1476	72	4	ability	ability	NOUN
cana-1476	72	5	to	to	PART
cana-1476	72	6	automatically	automatically	ADV
cana-1476	72	7	spot	spot	VERB
cana-1476	72	8	and	and	CCONJ
cana-1476	72	9	respond	respond	VERB
cana-1476	72	10	to	to	ADP
cana-1476	72	11	malware	malware	NOUN
cana-1476	72	12	,	,	PUNCT
cana-1476	72	13	largely	largely	ADV
cana-1476	72	14	freeing	free	VERB
cana-1476	72	15	the	the	DET
cana-1476	72	16	human	human	NOUN
cana-1476	72	17	from	from	ADP
cana-1476	72	18	grinding	grind	VERB
cana-1476	72	19	drudgery	drudgery	NOUN
cana-1476	72	20	.	.	PUNCT
cana-1476	73	1	algorithms	algorithm	NOUN
cana-1476	73	2	can	can	AUX
cana-1476	73	3	be	be	AUX
cana-1476	73	4	trained	train	VERB
cana-1476	73	5	on	on	ADP
cana-1476	73	6	large	large	ADJ
cana-1476	73	7	data	datum	NOUN
cana-1476	73	8	sets	set	NOUN
cana-1476	73	9	of	of	ADP
cana-1476	73	10	both	both	CCONJ
cana-1476	73	11	malicious	malicious	ADJ
cana-1476	73	12	and	and	CCONJ
cana-1476	73	13	benign	benign	ADJ
cana-1476	73	14	behavior	behavior	NOUN
cana-1476	73	15	.	.	PUNCT
cana-1476	74	1	by	by	ADP
cana-1476	74	2	discovering	discover	VERB
cana-1476	74	3	patterns	pattern	NOUN
cana-1476	74	4	that	that	PRON
cana-1476	74	5	are	be	AUX
cana-1476	74	6	characteristic	characteristic	ADJ
cana-1476	74	7	of	of	ADP
cana-1476	74	8	an	an	DET
cana-1476	74	9	attack	attack	NOUN
cana-1476	74	10	,	,	PUNCT
cana-1476	74	11	machine	machine	NOUN
cana-1476	74	12	learning	learning	NOUN
cana-1476	74	13	models	model	NOUN
cana-1476	74	14	can	can	AUX
cana-1476	74	15	learn	learn	VERB
cana-1476	74	16	this	this	DET
cana-1476	74	17	knowledge	knowledge	NOUN
cana-1476	74	18	for	for	ADP
cana-1476	74	19	themselves	themselves	PRON
cana-1476	74	20	.	.	PUNCT
cana-1476	75	1	this	this	PRON
cana-1476	75	2	is	be	AUX
cana-1476	75	3	particularly	particularly	ADV
cana-1476	75	4	valuable	valuable	ADJ
cana-1476	75	5	when	when	SCONJ
cana-1476	75	6	it	it	PRON
cana-1476	75	7	is	be	AUX
cana-1476	75	8	behaviour	behaviour	NOUN
cana-1476	75	9	-	-	PUNCT
cana-1476	75	10	based	base	VERB
cana-1476	75	11	detection	detection	NOUN
cana-1476	75	12	which	which	PRON
cana-1476	75	13	we	we	PRON
cana-1476	75	14	are	be	AUX
cana-1476	75	15	looking	look	VERB
cana-1476	75	16	at	at	ADP
cana-1476	75	17	,	,	PUNCT
cana-1476	75	18	because	because	SCONJ
cana-1476	75	19	the	the	DET
cana-1476	75	20	goal	goal	NOUN
cana-1476	75	21	here	here	ADV
cana-1476	75	22	is	be	AUX
cana-1476	75	23	to	to	PART
cana-1476	75	24	discover	discover	VERB
cana-1476	75	25	deviations	deviation	NOUN
cana-1476	75	26	from	from	ADP
cana-1476	75	27	normal	normal	ADJ
cana-1476	75	28	patterns	pattern	NOUN
cana-1476	75	29	of	of	ADP
cana-1476	75	30	activity	activity	NOUN
cana-1476	75	31	which	which	PRON
cana-1476	75	32	might	might	AUX
cana-1476	75	33	indicate	indicate	VERB
cana-1476	75	34	the	the	DET
cana-1476	75	35	presence	presence	NOUN
cana-1476	75	36	of	of	ADP
cana-1476	75	37	some	some	DET
cana-1476	75	38	form	form	NOUN
cana-1476	75	39	of	of	ADP
cana-1476	75	40	malware	malware	NOUN
cana-1476	75	41	.	.	PUNCT
cana-1476	76	1	2.4.1	2.4.1	NUM
cana-1476	76	2	support	support	NOUN
cana-1476	76	3	vector	vector	NOUN
cana-1476	76	4	machines	machine	NOUN
cana-1476	76	5	(	(	PUNCT
cana-1476	76	6	svm	svm	PROPN
cana-1476	76	7	)	)	PUNCT
cana-1476	76	8	with	with	ADP
cana-1476	76	9	their	their	PRON
cana-1476	76	10	strong	strong	ADJ
cana-1476	76	11	classification	classification	NOUN
cana-1476	76	12	abilities	ability	NOUN
cana-1476	76	13	,	,	PUNCT
cana-1476	76	14	support	support	NOUN
cana-1476	76	15	vector	vector	NOUN
cana-1476	76	16	machines	machine	NOUN
cana-1476	76	17	(	(	PUNCT
cana-1476	76	18	svm	svm	ADJ
cana-1476	76	19	)	)	PUNCT
cana-1476	76	20	enjoy	enjoy	VERB
cana-1476	76	21	wide	wide	ADJ
cana-1476	76	22	popularity	popularity	NOUN
cana-1476	76	23	when	when	SCONJ
cana-1476	76	24	it	it	PRON
cana-1476	76	25	comes	come	VERB
cana-1476	76	26	to	to	ADP
cana-1476	76	27	detecting	detect	VERB
cana-1476	76	28	malware	malware	NOUN
cana-1476	76	29	.	.	PUNCT
cana-1476	77	1	svm	svm	PROPN
cana-1476	77	2	achieves	achieve	VERB
cana-1476	77	3	this	this	DET
cana-1476	77	4	task	task	NOUN
cana-1476	77	5	by	by	ADP
cana-1476	77	6	producing	produce	VERB
cana-1476	77	7	a	a	DET
cana-1476	77	8	hyperplane	hyperplane	NOUN
cana-1476	77	9	that	that	PRON
cana-1476	77	10	is	be	AUX
cana-1476	77	11	as	as	ADV
cana-1476	77	12	far	far	ADV
cana-1476	77	13	from	from	ADP
cana-1476	77	14	the	the	DET
cana-1476	77	15	nearest	near	ADJ
cana-1476	77	16	point	point	NOUN
cana-1476	77	17	on	on	ADP
cana-1476	77	18	each	each	DET
cana-1476	77	19	side	side	NOUN
cana-1476	77	20	of	of	ADP
cana-1476	77	21	it	it	PRON
cana-1476	77	22	as	as	SCONJ
cana-1476	77	23	can	can	AUX
cana-1476	77	24	be	be	AUX
cana-1476	77	25	.	.	PUNCT
cana-1476	78	1	this	this	DET
cana-1476	78	2	method	method	NOUN
cana-1476	78	3	of	of	ADP
cana-1476	78	4	classification	classification	NOUN
cana-1476	78	5	is	be	AUX
cana-1476	78	6	extremely	extremely	ADV
cana-1476	78	7	effective	effective	ADJ
cana-1476	78	8	for	for	ADP
cana-1476	78	9	binary	binary	ADJ
cana-1476	78	10	classification	classification	NOUN
cana-1476	78	11	tasks	task	NOUN
cana-1476	78	12	.	.	PUNCT
cana-1476	79	1	one	one	NUM
cana-1476	79	2	of	of	ADP
cana-1476	79	3	the	the	DET
cana-1476	79	4	main	main	ADJ
cana-1476	79	5	points	point	NOUN
cana-1476	79	6	in	in	ADP
cana-1476	79	7	favor	favor	NOUN
cana-1476	79	8	of	of	ADP
cana-1476	79	9	svm	svm	PROPN
cana-1476	79	10	is	be	AUX
cana-1476	79	11	its	its	PRON
cana-1476	79	12	resistance	resistance	NOUN
cana-1476	79	13	to	to	ADP
cana-1476	79	14	overfitting	overfitte	VERB
cana-1476	79	15	,	,	PUNCT
cana-1476	79	16	which	which	PRON
cana-1476	79	17	makes	make	VERB
cana-1476	79	18	it	it	PRON
cana-1476	79	19	a	a	DET
cana-1476	79	20	good	good	ADJ
cana-1476	79	21	choice	choice	NOUN
cana-1476	79	22	when	when	SCONJ
cana-1476	79	23	there	there	PRON
cana-1476	79	24	is	be	VERB
cana-1476	79	25	limited	limited	ADJ
cana-1476	79	26	training	training	NOUN
cana-1476	79	27	data	datum	NOUN
cana-1476	79	28	available	available	ADJ
cana-1476	79	29	.	.	PUNCT
cana-1476	80	1	in	in	ADP
cana-1476	80	2	the	the	DET
cana-1476	80	3	area	area	NOUN
cana-1476	80	4	of	of	ADP
cana-1476	80	5	cybersecurity	cybersecurity	NOUN
cana-1476	80	6	,	,	PUNCT
cana-1476	80	7	svm	svm	PROPN
cana-1476	80	8	has	have	AUX
cana-1476	80	9	been	be	AUX
cana-1476	80	10	applied	apply	VERB
cana-1476	80	11	to	to	ADP
cana-1476	80	12	great	great	ADJ
cana-1476	80	13	effect	effect	NOUN
cana-1476	80	14	.	.	PUNCT
cana-1476	81	1	it	it	PRON
cana-1476	81	2	has	have	AUX
cana-1476	81	3	successfully	successfully	ADV
cana-1476	81	4	detected	detect	VERB
cana-1476	81	5	all	all	DET
cana-1476	81	6	sorts	sort	NOUN
cana-1476	81	7	of	of	ADP
cana-1476	81	8	malware	malware	NOUN
cana-1476	81	9	,	,	PUNCT
cana-1476	81	10	including	include	VERB
cana-1476	81	11	viruses	virus	NOUN
cana-1476	81	12	,	,	PUNCT
cana-1476	81	13	trojans	trojan	NOUN
cana-1476	81	14	and	and	CCONJ
cana-1476	81	15	ransomware	ransomware	NOUN
cana-1476	81	16	[	[	X
cana-1476	81	17	2][21][27	2][21][27	X
cana-1476	81	18	]	]	X
cana-1476	81	19	.	.	PUNCT
cana-1476	82	1	2.4.2	2.4.2	NUM
cana-1476	82	2	fuzzy	fuzzy	ADJ
cana-1476	82	3	algorithms	algorithm	NOUN
cana-1476	82	4	:	:	PUNCT
cana-1476	82	5	random	random	ADJ
cana-1476	82	6	forest	forest	NOUN
cana-1476	82	7	for	for	ADP
cana-1476	82	8	example	example	NOUN
cana-1476	82	9	,	,	PUNCT
cana-1476	82	10	random	random	ADJ
cana-1476	82	11	forest	forest	NOUN
cana-1476	82	12	uses	use	VERB
cana-1476	82	13	entropy	entropy	NOUN
cana-1476	82	14	as	as	ADP
cana-1476	82	15	an	an	DET
cana-1476	82	16	index	index	NOUN
cana-1476	82	17	to	to	PART
cana-1476	82	18	measure	measure	VERB
cana-1476	82	19	information	information	NOUN
cana-1476	82	20	gain	gain	NOUN
cana-1476	82	21	and	and	CCONJ
cana-1476	82	22	uses	use	VERB
cana-1476	82	23	the	the	DET
cana-1476	82	24	information	information	NOUN
cana-1476	82	25	gain	gain	VERB
cana-1476	82	26	ratio	ratio	NOUN
cana-1476	82	27	when	when	SCONJ
cana-1476	82	28	making	make	VERB
cana-1476	82	29	decisions	decision	NOUN
cana-1476	82	30	about	about	ADP
cana-1476	82	31	how	how	SCONJ
cana-1476	82	32	to	to	PART
cana-1476	82	33	build	build	VERB
cana-1476	82	34	trees	tree	NOUN
cana-1476	82	35	.	.	PUNCT
cana-1476	83	1	a	a	DET
cana-1476	83	2	sampling	sampling	NOUN
cana-1476	83	3	problem	problem	NOUN
cana-1476	83	4	arises	arise	VERB
cana-1476	83	5	when	when	SCONJ
cana-1476	83	6	interpreting	interpret	VERB
cana-1476	83	7	entropy	entropy	NOUN
cana-1476	83	8	:	:	PUNCT
cana-1476	83	9	sample	sample	NOUN
cana-1476	83	10	size	size	NOUN
cana-1476	83	11	affects	affect	VERB
cana-1476	83	12	entropy	entropy	NOUN
cana-1476	83	13	even	even	ADV
cana-1476	83	14	when	when	SCONJ
cana-1476	83	15	the	the	DET
cana-1476	83	16	data	datum	NOUN
cana-1476	83	17	to	to	PART
cana-1476	83	18	be	be	AUX
cana-1476	83	19	divided	divide	VERB
cana-1476	83	20	is	be	AUX
cana-1476	83	21	held	hold	VERB
cana-1476	83	22	constant	constant	ADJ
cana-1476	83	23	.	.	PUNCT
cana-1476	84	1	random	random	ADJ
cana-1476	84	2	forest	forest	NOUN
cana-1476	84	3	is	be	AUX
cana-1476	84	4	an	an	DET
cana-1476	84	5	ensemble	ensemble	ADJ
cana-1476	84	6	learning	learning	NOUN
cana-1476	84	7	method	method	NOUN
cana-1476	84	8	for	for	ADP
cana-1476	84	9	classification	classification	NOUN
cana-1476	84	10	.	.	PUNCT
cana-1476	85	1	it	it	PRON
cana-1476	85	2	is	be	AUX
cana-1476	85	3	highly	highly	ADV
cana-1476	85	4	effective	effective	ADJ
cana-1476	85	5	in	in	ADP
cana-1476	85	6	malware	malware	NOUN
cana-1476	85	7	detection	detection	NOUN
cana-1476	85	8	because	because	SCONJ
cana-1476	85	9	of	of	ADP
cana-1476	85	10	its	its	PRON
cana-1476	85	11	ability	ability	NOUN
cana-1476	85	12	to	to	PART
cana-1476	85	13	deal	deal	VERB
cana-1476	85	14	with	with	ADP
cana-1476	85	15	large	large	ADJ
cana-1476	85	16	,	,	PUNCT
cana-1476	85	17	complex	complex	ADJ
cana-1476	85	18	datasets	dataset	NOUN
cana-1476	85	19	with	with	ADP
cana-1476	85	20	high	high	ADJ
cana-1476	85	21	-	-	PUNCT
cana-1476	85	22	dimensional	dimensional	ADJ
cana-1476	85	23	feature	feature	NOUN
cana-1476	85	24	spaces	space	NOUN
cana-1476	85	25	.	.	PUNCT
cana-1476	86	1	by	by	ADP
cana-1476	86	2	combining	combine	VERB
cana-1476	86	3	the	the	DET
cana-1476	86	4	predictions	prediction	NOUN
cana-1476	86	5	of	of	ADP
cana-1476	86	6	multiple	multiple	ADJ
cana-1476	86	7	trees	tree	NOUN
cana-1476	86	8	,	,	PUNCT
cana-1476	86	9	random	random	ADJ
cana-1476	86	10	forest	forest	NOUN
cana-1476	86	11	reduces	reduce	VERB
cana-1476	86	12	the	the	DET
cana-1476	86	13	chance	chance	NOUN
cana-1476	86	14	of	of	ADP
cana-1476	86	15	overfitting	overfitte	VERB
cana-1476	86	16	and	and	CCONJ
cana-1476	86	17	increases	increase	VERB
cana-1476	86	18	robustness	robustness	NOUN
cana-1476	86	19	of	of	ADP
cana-1476	86	20	models	model	NOUN
cana-1476	86	21	.	.	PUNCT
cana-1476	87	1	thus	thus	ADV
cana-1476	87	2	it	it	PRON
cana-1476	87	3	is	be	AUX
cana-1476	87	4	well	well	ADV
cana-1476	87	5	suited	suited	ADJ
cana-1476	87	6	to	to	ADP
cana-1476	87	7	behavior	behavior	NOUN
cana-1476	87	8	-	-	PUNCT
cana-1476	87	9	based	base	VERB
cana-1476	87	10	detection	detection	NOUN
cana-1476	87	11	systems	system	NOUN
cana-1476	87	12	,	,	PUNCT
cana-1476	87	13	whose	whose	DET
cana-1476	87	14	goal	goal	NOUN
cana-1476	87	15	is	be	AUX
cana-1476	87	16	finding	find	VERB
cana-1476	87	17	subtle	subtle	ADJ
cana-1476	87	18	anomalies	anomaly	NOUN
cana-1476	87	19	among	among	ADP
cana-1476	87	20	normal	normal	ADJ
cana-1476	87	21	system	system	NOUN
cana-1476	87	22	behaviors	behavior	NOUN
cana-1476	87	23	.	.	PUNCT
cana-1476	88	1	random	random	ADJ
cana-1476	88	2	forest	forest	NOUN
cana-1476	88	3	has	have	AUX
cana-1476	88	4	also	also	ADV
cana-1476	88	5	been	be	AUX
cana-1476	88	6	widely	widely	ADV
cana-1476	88	7	used	use	VERB
cana-1476	88	8	in	in	ADP
cana-1476	88	9	cybersecurity	cybersecurity	NOUN
cana-1476	88	10	applications	application	NOUN
cana-1476	88	11	,	,	PUNCT
cana-1476	88	12	such	such	ADJ
cana-1476	88	13	as	as	ADP
cana-1476	88	14	intrusion	intrusion	NOUN
cana-1476	88	15	detection	detection	NOUN
cana-1476	88	16	,	,	PUNCT
cana-1476	88	17	anomaly	anomaly	NOUN
cana-1476	88	18	detection	detection	NOUN
cana-1476	88	19	and	and	CCONJ
cana-1476	88	20	malware	malware	NOUN
cana-1476	88	21	classification	classification	NOUN
cana-1476	89	1	[	[	X
cana-1476	89	2	7][24][34	7][24][34	X
cana-1476	89	3	]	]	X
cana-1476	89	4	.	.	PUNCT
cana-1476	90	1	2.4.3	2.4.3	NUM
cana-1476	90	2	neural	neural	ADJ
cana-1476	90	3	network	network	NOUN
cana-1476	90	4	neural	neural	ADJ
cana-1476	90	5	networks	network	NOUN
cana-1476	90	6	are	be	AUX
cana-1476	90	7	a	a	DET
cana-1476	90	8	class	class	NOUN
cana-1476	90	9	of	of	ADP
cana-1476	90	10	machine	machine	NOUN
cana-1476	90	11	learning	learning	NOUN
cana-1476	90	12	models	model	NOUN
cana-1476	90	13	based	base	VERB
cana-1476	90	14	on	on	ADP
cana-1476	90	15	the	the	DET
cana-1476	90	16	structure	structure	NOUN
cana-1476	90	17	and	and	CCONJ
cana-1476	90	18	functions	function	NOUN
cana-1476	90	19	of	of	ADP
cana-1476	90	20	the	the	DET
cana-1476	90	21	human	human	ADJ
cana-1476	90	22	brain	brain	NOUN
cana-1476	90	23	.	.	PUNCT
cana-1476	91	1	they	they	PRON
cana-1476	91	2	are	be	AUX
cana-1476	91	3	made	make	VERB
cana-1476	91	4	up	up	ADP
cana-1476	91	5	of	of	ADP
cana-1476	91	6	interconnected	interconnected	ADJ
cana-1476	91	7	nodes	node	NOUN
cana-1476	91	8	,	,	PUNCT
cana-1476	91	9	or	or	CCONJ
cana-1476	91	10	neurons	neuron	NOUN
cana-1476	91	11	,	,	PUNCT
cana-1476	91	12	which	which	PRON
cana-1476	91	13	work	work	VERB
cana-1476	91	14	together	together	ADV
cana-1476	91	15	to	to	PART
cana-1476	91	16	process	process	VERB
cana-1476	91	17	information	information	NOUN
cana-1476	91	18	and	and	CCONJ
cana-1476	91	19	make	make	VERB
cana-1476	91	20	predictions	prediction	NOUN
cana-1476	91	21	.	.	PUNCT
cana-1476	92	1	in	in	ADP
cana-1476	92	2	the	the	DET
cana-1476	92	3	context	context	NOUN
cana-1476	92	4	of	of	ADP
cana-1476	92	5	malware	malware	NOUN
cana-1476	92	6	detection	detection	NOUN
cana-1476	92	7	,	,	PUNCT
cana-1476	92	8	neural	neural	ADJ
cana-1476	92	9	networks	network	NOUN
cana-1476	92	10	are	be	AUX
cana-1476	92	11	especially	especially	ADV
cana-1476	92	12	effective	effective	ADJ
cana-1476	92	13	at	at	ADP
cana-1476	92	14	finding	find	VERB
cana-1476	92	15	complex	complex	ADJ
cana-1476	92	16	patterns	pattern	NOUN
cana-1476	92	17	in	in	ADP
cana-1476	92	18	data	datum	NOUN
cana-1476	92	19	that	that	PRON
cana-1476	92	20	may	may	AUX
cana-1476	92	21	not	not	PART
cana-1476	92	22	be	be	AUX
cana-1476	92	23	evident	evident	ADJ
cana-1476	92	24	from	from	ADP
cana-1476	92	25	simple	simple	ADJ
cana-1476	92	26	statistical	statistical	ADJ
cana-1476	92	27	analysis	analysis	NOUN
cana-1476	92	28	techniques	technique	NOUN
cana-1476	92	29	.	.	PUNCT
cana-1476	93	1	neural	neural	ADJ
cana-1476	93	2	networks	network	NOUN
cana-1476	93	3	can	can	AUX
cana-1476	93	4	take	take	VERB
cana-1476	93	5	advantage	advantage	NOUN
cana-1476	93	6	of	of	ADP
cana-1476	93	7	the	the	DET
cana-1476	93	8	presence	presence	NOUN
cana-1476	93	9	of	of	ADP
cana-1476	93	10	a	a	DET
cana-1476	93	11	large	large	ADJ
cana-1476	93	12	and	and	CCONJ
cana-1476	93	13	diversity	diversity	NOUN
cana-1476	93	14	of	of	ADP
cana-1476	93	15	datasets	dataset	NOUN
cana-1476	93	16	to	to	PART
cana-1476	93	17	learn	learn	VERB
cana-1476	93	18	.	.	PUNCT
cana-1476	94	1	this	this	PRON
cana-1476	94	2	means	mean	VERB
cana-1476	94	3	they	they	PRON
cana-1476	94	4	are	be	AUX
cana-1476	94	5	appropriate	appropriate	ADJ
cana-1476	94	6	for	for	ADP
cana-1476	94	7	identifying	identify	VERB
cana-1476	94	8	new	new	ADJ
cana-1476	94	9	types	type	NOUN
cana-1476	94	10	of	of	ADP
cana-1476	94	11	malware	malware	NOUN
cana-1476	94	12	in	in	ADP
cana-1476	94	13	general	general	ADJ
cana-1476	94	14	.	.	PUNCT
cana-1476	95	1	in	in	ADP
cana-1476	95	2	addition	addition	NOUN
cana-1476	95	3	,	,	PUNCT
cana-1476	95	4	communications	communication	NOUN
cana-1476	95	5	on	on	ADP
cana-1476	95	6	applied	apply	VERB
cana-1476	95	7	nonlinear	nonlinear	ADJ
cana-1476	95	8	analysis	analysis	NOUN
cana-1476	95	9	issn	issn	NOUN
cana-1476	95	10	:	:	PUNCT
cana-1476	95	11	1074	1074	NUM
cana-1476	95	12	-	-	PUNCT
cana-1476	95	13	133x	133x	NUM
cana-1476	95	14	vol	vol	NOUN
cana-1476	95	15	31	31	NUM
cana-1476	95	16	no	no	NOUN
cana-1476	95	17	.	.	PUNCT
cana-1476	96	1	8s	8s	PROPN
cana-1476	96	2	(	(	PUNCT
cana-1476	96	3	2024	2024	NUM
cana-1476	96	4	)	)	PUNCT
cana-1476	96	5	218	218	NUM
cana-1476	96	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	96	7	neural	neural	ADJ
cana-1476	96	8	networks	network	NOUN
cana-1476	96	9	can	can	AUX
cana-1476	96	10	be	be	AUX
cana-1476	96	11	combined	combine	VERB
cana-1476	96	12	with	with	ADP
cana-1476	96	13	other	other	ADJ
cana-1476	96	14	machine	machine	NOUN
cana-1476	96	15	learning	learn	VERB
cana-1476	96	16	algorithms	algorithm	NOUN
cana-1476	96	17	like	like	ADP
cana-1476	96	18	svm	svm	ADJ
cana-1476	96	19	and	and	CCONJ
cana-1476	96	20	random	random	ADJ
cana-1476	96	21	forests	forest	NOUN
cana-1476	96	22	to	to	PART
cana-1476	96	23	yield	yield	VERB
cana-1476	96	24	hybrid	hybrid	NOUN
cana-1476	96	25	models	model	NOUN
cana-1476	96	26	that	that	PRON
cana-1476	96	27	have	have	VERB
cana-1476	96	28	higher	high	ADJ
cana-1476	96	29	detection	detection	NOUN
cana-1476	96	30	accuracy	accuracy	NOUN
cana-1476	96	31	and	and	CCONJ
cana-1476	96	32	greater	great	ADJ
cana-1476	96	33	stability	stability	NOUN
cana-1476	96	34	.	.	PUNCT
cana-1476	97	1	neural	neural	ADJ
cana-1476	97	2	networks	network	NOUN
cana-1476	97	3	have	have	VERB
cana-1476	97	4	a	a	DET
cana-1476	97	5	variety	variety	NOUN
cana-1476	97	6	of	of	ADP
cana-1476	97	7	cybersecurity	cybersecurity	NOUN
cana-1476	97	8	application	application	NOUN
cana-1476	97	9	cases	case	NOUN
cana-1476	97	10	,	,	PUNCT
cana-1476	97	11	including	include	VERB
cana-1476	97	12	intrusion	intrusion	NOUN
cana-1476	97	13	detection	detection	NOUN
cana-1476	97	14	,	,	PUNCT
cana-1476	97	15	anomaly	anomaly	NOUN
cana-1476	97	16	detection	detection	NOUN
cana-1476	97	17	and	and	CCONJ
cana-1476	97	18	malware	malware	NOUN
cana-1476	97	19	classification	classification	NOUN
cana-1476	97	20	[	[	X
cana-1476	97	21	2][22][28	2][22][28	X
cana-1476	97	22	]	]	X
cana-1476	97	23	.	.	PUNCT
cana-1476	98	1	2.5	2.5	NUM
cana-1476	98	2	comparison	comparison	NOUN
cana-1476	98	3	and	and	CCONJ
cana-1476	98	4	analysis	analysis	NOUN
cana-1476	98	5	of	of	ADP
cana-1476	98	6	existing	exist	VERB
cana-1476	98	7	approaches	approach	NOUN
cana-1476	98	8	evaluating	evaluate	VERB
cana-1476	98	9	the	the	DET
cana-1476	98	10	merits	merit	NOUN
cana-1476	98	11	of	of	ADP
cana-1476	98	12	different	different	ADJ
cana-1476	98	13	malware	malware	NOUN
cana-1476	98	14	detection	detection	NOUN
cana-1476	98	15	methods	method	NOUN
cana-1476	98	16	is	be	AUX
cana-1476	98	17	made	make	VERB
cana-1476	98	18	simple	simple	ADJ
cana-1476	98	19	by	by	ADP
cana-1476	98	20	focusing	focus	VERB
cana-1476	98	21	on	on	ADP
cana-1476	98	22	three	three	NUM
cana-1476	98	23	aspects	aspect	NOUN
cana-1476	98	24	:	:	PUNCT
cana-1476	98	25	accuracy	accuracy	NOUN
cana-1476	98	26	,	,	PUNCT
cana-1476	98	27	robustness	robustness	NOUN
cana-1476	98	28	and	and	CCONJ
cana-1476	98	29	adaptability	adaptability	NOUN
cana-1476	98	30	in	in	ADP
cana-1476	98	31	a	a	DET
cana-1476	98	32	changing	change	VERB
cana-1476	98	33	environment	environment	NOUN
cana-1476	98	34	.	.	PUNCT
cana-1476	99	1	signature	signature	NOUN
cana-1476	99	2	-	-	PUNCT
cana-1476	99	3	based	base	VERB
cana-1476	99	4	methods	method	NOUN
cana-1476	99	5	,	,	PUNCT
cana-1476	99	6	while	while	SCONJ
cana-1476	99	7	useful	useful	ADJ
cana-1476	99	8	in	in	ADP
cana-1476	99	9	the	the	DET
cana-1476	99	10	battle	battle	NOUN
cana-1476	99	11	against	against	ADP
cana-1476	99	12	known	know	VERB
cana-1476	99	13	malware	malware	NOUN
cana-1476	99	14	,	,	PUNCT
cana-1476	99	15	are	be	AUX
cana-1476	99	16	restricted	restrict	VERB
cana-1476	99	17	by	by	ADP
cana-1476	99	18	their	their	PRON
cana-1476	99	19	reliance	reliance	NOUN
cana-1476	99	20	on	on	ADP
cana-1476	99	21	previously	previously	ADV
cana-1476	99	22	defined	define	VERB
cana-1476	99	23	patterns	pattern	NOUN
cana-1476	99	24	and	and	CCONJ
cana-1476	99	25	frequently	frequently	ADV
cana-1476	99	26	will	will	AUX
cana-1476	99	27	not	not	PART
cana-1476	99	28	detect	detect	VERB
cana-1476	99	29	new	new	ADJ
cana-1476	99	30	or	or	CCONJ
cana-1476	99	31	modified	modified	ADJ
cana-1476	99	32	strains	strain	NOUN
cana-1476	99	33	of	of	ADP
cana-1476	99	34	viruses	virus	NOUN
cana-1476	99	35	.	.	PUNCT
cana-1476	100	1	in	in	ADP
cana-1476	100	2	contrast	contrast	NOUN
cana-1476	100	3	,	,	PUNCT
cana-1476	100	4	behavior	behavior	NOUN
cana-1476	100	5	-	-	PUNCT
cana-1476	100	6	based	base	VERB
cana-1476	100	7	detection	detection	NOUN
cana-1476	100	8	techniques	technique	NOUN
cana-1476	100	9	offer	offer	VERB
cana-1476	100	10	a	a	DET
cana-1476	100	11	more	more	ADV
cana-1476	100	12	dynamic	dynamic	ADJ
cana-1476	100	13	and	and	CCONJ
cana-1476	100	14	adaptative	adaptative	ADJ
cana-1476	100	15	solution	solution	NOUN
cana-1476	100	16	as	as	SCONJ
cana-1476	100	17	they	they	PRON
cana-1476	100	18	look	look	VERB
cana-1476	100	19	for	for	ADP
cana-1476	100	20	anomalies	anomaly	NOUN
cana-1476	100	21	in	in	ADP
cana-1476	100	22	system	system	NOUN
cana-1476	100	23	behavior	behavior	NOUN
cana-1476	100	24	which	which	PRON
cana-1476	100	25	could	could	AUX
cana-1476	100	26	indicate	indicate	VERB
cana-1476	100	27	malware	malware	NOUN
cana-1476	100	28	.	.	PUNCT
cana-1476	101	1	machine	machine	NOUN
cana-1476	101	2	learning	learn	VERB
cana-1476	101	3	algorithms	algorithm	NOUN
cana-1476	101	4	,	,	PUNCT
cana-1476	101	5	including	include	VERB
cana-1476	101	6	svm	svm	PROPN
cana-1476	101	7	,	,	PUNCT
cana-1476	101	8	random	random	ADJ
cana-1476	101	9	forest	forest	NOUN
cana-1476	101	10	,	,	PUNCT
cana-1476	101	11	and	and	CCONJ
cana-1476	101	12	neural	neural	ADJ
cana-1476	101	13	networks	network	NOUN
cana-1476	101	14	have	have	AUX
cana-1476	101	15	all	all	PRON
cana-1476	101	16	been	be	AUX
cana-1476	101	17	shown	show	VERB
cana-1476	101	18	to	to	PART
cana-1476	101	19	hold	hold	VERB
cana-1476	101	20	great	great	ADJ
cana-1476	101	21	promise	promise	NOUN
cana-1476	101	22	in	in	ADP
cana-1476	101	23	bringing	bring	VERB
cana-1476	101	24	up	up	ADP
cana-1476	101	25	the	the	DET
cana-1476	101	26	accuracy	accuracy	NOUN
cana-1476	101	27	and	and	CCONJ
cana-1476	101	28	efficiency	efficiency	NOUN
cana-1476	101	29	of	of	ADP
cana-1476	101	30	behavior	behavior	NOUN
cana-1476	101	31	-	-	PUNCT
cana-1476	101	32	based	base	VERB
cana-1476	101	33	detection	detection	NOUN
cana-1476	101	34	systems	system	NOUN
cana-1476	101	35	.	.	PUNCT
cana-1476	102	1	svm	svm	PROPN
cana-1476	102	2	is	be	AUX
cana-1476	102	3	especially	especially	ADV
cana-1476	102	4	useful	useful	ADJ
cana-1476	102	5	for	for	ADP
cana-1476	102	6	binary	binary	ADJ
cana-1476	102	7	classification	classification	NOUN
cana-1476	102	8	tasks	task	NOUN
cana-1476	102	9	,	,	PUNCT
cana-1476	102	10	random	random	ADJ
cana-1476	102	11	forest	forest	NOUN
cana-1476	102	12	offers	offer	VERB
cana-1476	102	13	robustness	robustness	NOUN
cana-1476	102	14	against	against	ADP
cana-1476	102	15	overfitting	overfitte	VERB
cana-1476	102	16	and	and	CCONJ
cana-1476	102	17	finding	find	VERB
cana-1476	102	18	the	the	DET
cana-1476	102	19	best	good	ADJ
cana-1476	102	20	cutoff	cutoff	NOUN
cana-1476	102	21	values	value	NOUN
cana-1476	102	22	;	;	PUNCT
cana-1476	102	23	while	while	SCONJ
cana-1476	102	24	neural	neural	ADJ
cana-1476	102	25	networks	network	NOUN
cana-1476	102	26	,	,	PUNCT
cana-1476	102	27	able	able	ADJ
cana-1476	102	28	to	to	PART
cana-1476	102	29	learn	learn	VERB
cana-1476	102	30	from	from	ADP
cana-1476	102	31	big	big	ADJ
cana-1476	102	32	datasets	dataset	NOUN
cana-1476	102	33	,	,	PUNCT
cana-1476	102	34	provide	provide	VERB
cana-1476	102	35	a	a	DET
cana-1476	102	36	powerful	powerful	ADJ
cana-1476	102	37	tool	tool	NOUN
cana-1476	102	38	for	for	ADP
cana-1476	102	39	catching	catch	VERB
cana-1476	102	40	new	new	ADJ
cana-1476	102	41	and	and	CCONJ
cana-1476	102	42	unfamiliar	unfamiliar	ADJ
cana-1476	102	43	types	type	NOUN
cana-1476	102	44	of	of	ADP
cana-1476	102	45	malware	malware	NOUN
cana-1476	102	46	.	.	PUNCT
cana-1476	103	1	despite	despite	SCONJ
cana-1476	103	2	the	the	DET
cana-1476	103	3	virtues	virtue	NOUN
cana-1476	103	4	of	of	ADP
cana-1476	103	5	these	these	DET
cana-1476	103	6	machine	machine	NOUN
cana-1476	103	7	learning	learn	VERB
cana-1476	103	8	algorithms	algorithm	NOUN
cana-1476	103	9	,	,	PUNCT
cana-1476	103	10	there	there	PRON
cana-1476	103	11	are	be	VERB
cana-1476	103	12	challenges	challenge	NOUN
cana-1476	103	13	yet	yet	ADV
cana-1476	103	14	to	to	PART
cana-1476	103	15	be	be	AUX
cana-1476	103	16	overcome	overcome	VERB
cana-1476	103	17	particularly	particularly	ADV
cana-1476	103	18	in	in	ADP
cana-1476	103	19	areas	area	NOUN
cana-1476	103	20	such	such	ADJ
cana-1476	103	21	as	as	ADP
cana-1476	103	22	model	model	NOUN
cana-1476	103	23	interpretability	interpretability	NOUN
cana-1476	103	24	,	,	PUNCT
cana-1476	103	25	scalability	scalability	NOUN
cana-1476	103	26	and	and	CCONJ
cana-1476	103	27	the	the	DET
cana-1476	103	28	problem	problem	NOUN
cana-1476	103	29	of	of	ADP
cana-1476	103	30	obtaining	obtain	VERB
cana-1476	103	31	large	large	ADJ
cana-1476	103	32	volumes	volume	NOUN
cana-1476	103	33	of	of	ADP
cana-1476	103	34	labeled	label	VERB
cana-1476	103	35	training	training	NOUN
cana-1476	103	36	data	datum	NOUN
cana-1476	103	37	.	.	PUNCT
cana-1476	104	1	moreover	moreover	ADV
cana-1476	104	2	,	,	PUNCT
cana-1476	104	3	the	the	DET
cana-1476	104	4	combination	combination	NOUN
cana-1476	104	5	with	with	ADP
cana-1476	104	6	cryptography	cryptography	NOUN
cana-1476	104	7	techniques	technique	NOUN
cana-1476	104	8	will	will	AUX
cana-1476	104	9	enable	enable	VERB
cana-1476	104	10	machine	machine	NOUN
cana-1476	104	11	learned	learn	VERB
cana-1476	104	12	models	model	NOUN
cana-1476	104	13	to	to	PART
cana-1476	104	14	do	do	VERB
cana-1476	104	15	more	more	ADJ
cana-1476	104	16	to	to	PART
cana-1476	104	17	advance	advance	VERB
cana-1476	104	18	the	the	DET
cana-1476	104	19	security	security	NOUN
cana-1476	104	20	and	and	CCONJ
cana-1476	104	21	accuracy	accuracy	NOUN
cana-1476	104	22	of	of	ADP
cana-1476	104	23	malware	malware	NOUN
cana-1476	104	24	detection	detection	NOUN
cana-1476	104	25	systems	system	NOUN
cana-1476	104	26	[	[	X
cana-1476	104	27	9][16][27	9][16][27	X
cana-1476	104	28	]	]	X
cana-1476	104	29	.	.	PUNCT
cana-1476	105	1	2.6	2.6	NUM
cana-1476	105	2	identification	identification	NOUN
cana-1476	105	3	of	of	ADP
cana-1476	105	4	research	research	NOUN
cana-1476	105	5	gaps	gap	NOUN
cana-1476	105	6	prior	prior	ADJ
cana-1476	105	7	research	research	NOUN
cana-1476	105	8	has	have	AUX
cana-1476	105	9	made	make	VERB
cana-1476	105	10	considerable	considerable	ADJ
cana-1476	105	11	headway	headway	NOUN
cana-1476	105	12	in	in	ADP
cana-1476	105	13	the	the	DET
cana-1476	105	14	development	development	NOUN
cana-1476	105	15	of	of	ADP
cana-1476	105	16	behavior	behavior	NOUN
cana-1476	105	17	-	-	PUNCT
cana-1476	105	18	based	base	VERB
cana-1476	105	19	malware	malware	NOUN
cana-1476	105	20	detection	detection	NOUN
cana-1476	105	21	systems	system	NOUN
cana-1476	105	22	,	,	PUNCT
cana-1476	105	23	but	but	CCONJ
cana-1476	105	24	some	some	DET
cana-1476	105	25	aspects	aspect	NOUN
cana-1476	105	26	still	still	ADV
cana-1476	105	27	demand	demand	VERB
cana-1476	105	28	further	further	ADJ
cana-1476	105	29	inquiry	inquiry	NOUN
cana-1476	105	30	.	.	PUNCT
cana-1476	106	1	one	one	NUM
cana-1476	106	2	significant	significant	ADJ
cana-1476	106	3	difficulty	difficulty	NOUN
cana-1476	106	4	is	be	AUX
cana-1476	106	5	how	how	SCONJ
cana-1476	106	6	to	to	PART
cana-1476	106	7	detect	detect	VERB
cana-1476	106	8	and	and	CCONJ
cana-1476	106	9	respond	respond	VERB
cana-1476	106	10	effectively	effectively	ADV
cana-1476	106	11	in	in	ADP
cana-1476	106	12	a	a	DET
cana-1476	106	13	timely	timely	ADJ
cana-1476	106	14	manner	manner	NOUN
cana-1476	106	15	to	to	ADP
cana-1476	106	16	new	new	ADJ
cana-1476	106	17	and	and	CCONJ
cana-1476	106	18	developing	develop	VERB
cana-1476	106	19	threats	threat	NOUN
cana-1476	106	20	,	,	PUNCT
cana-1476	106	21	especially	especially	ADV
cana-1476	106	22	those	those	PRON
cana-1476	106	23	which	which	PRON
cana-1476	106	24	use	use	VERB
cana-1476	106	25	advanced	advanced	ADJ
cana-1476	106	26	evasion	evasion	NOUN
cana-1476	106	27	methods	method	NOUN
cana-1476	106	28	such	such	ADJ
cana-1476	106	29	as	as	ADP
cana-1476	106	30	encryption	encryption	NOUN
cana-1476	106	31	and	and	CCONJ
cana-1476	106	32	polymorphism	polymorphism	NOUN
cana-1476	106	33	.	.	PUNCT
cana-1476	107	1	on	on	ADP
cana-1476	107	2	the	the	DET
cana-1476	107	3	other	other	ADJ
cana-1476	107	4	hand	hand	NOUN
cana-1476	107	5	,	,	PUNCT
cana-1476	107	6	the	the	DET
cana-1476	107	7	growth	growth	NOUN
cana-1476	107	8	rate	rate	NOUN
cana-1476	107	9	of	of	ADP
cana-1476	107	10	data	datum	NOUN
cana-1476	107	11	in	in	ADP
cana-1476	107	12	cybersecurity	cybersecurity	NOUN
cana-1476	107	13	applications	application	NOUN
cana-1476	107	14	will	will	AUX
cana-1476	107	15	easily	easily	ADV
cana-1476	107	16	overwhelm	overwhelm	VERB
cana-1476	107	17	extant	extant	ADJ
cana-1476	107	18	machine	machine	NOUN
cana-1476	107	19	learning	learn	VERB
cana-1476	107	20	algorithms	algorithm	NOUN
cana-1476	107	21	if	if	SCONJ
cana-1476	107	22	they	they	PRON
cana-1476	107	23	are	be	AUX
cana-1476	107	24	not	not	PART
cana-1476	107	25	made	make	VERB
cana-1476	107	26	more	more	ADV
cana-1476	107	27	scalable	scalable	ADJ
cana-1476	107	28	and	and	CCONJ
cana-1476	107	29	efficient	efficient	ADJ
cana-1476	107	30	.	.	PUNCT
cana-1476	108	1	also	also	ADV
cana-1476	108	2	shapeable	shapeable	VERB
cana-1476	108	3	intelligent	intelligent	ADJ
cana-1476	108	4	data	datum	NOUN
cana-1476	108	5	continue	continue	VERB
cana-1476	108	6	to	to	PART
cana-1476	108	7	have	have	VERB
cana-1476	108	8	as	as	ADV
cana-1476	108	9	many	many	ADJ
cana-1476	108	10	processing	processing	NOUN
cana-1476	108	11	limits	limit	NOUN
cana-1476	108	12	with	with	ADP
cana-1476	108	13	increased	increase	VERB
cana-1476	108	14	radio	radio	NOUN
cana-1476	108	15	access	access	NOUN
cana-1476	108	16	networks	network	NOUN
cana-1476	108	17	as	as	ADP
cana-1476	108	18	ever	ever	ADV
cana-1476	108	19	.	.	PUNCT
cana-1476	109	1	an	an	DET
cana-1476	109	2	important	important	ADJ
cana-1476	109	3	research	research	NOUN
cana-1476	109	4	gap	gap	NOUN
cana-1476	109	5	is	be	AUX
cana-1476	109	6	the	the	DET
cana-1476	109	7	integration	integration	NOUN
cana-1476	109	8	of	of	ADP
cana-1476	109	9	cryptographic	cryptographic	ADJ
cana-1476	109	10	techniques	technique	NOUN
cana-1476	109	11	with	with	ADP
cana-1476	109	12	machine	machine	NOUN
cana-1476	109	13	learning	learning	NOUN
cana-1476	109	14	models	model	NOUN
cana-1476	109	15	.	.	PUNCT
cana-1476	110	1	while	while	SCONJ
cana-1476	110	2	cryptography	cryptography	NOUN
cana-1476	110	3	is	be	AUX
cana-1476	110	4	vitally	vitally	ADV
cana-1476	110	5	important	important	ADJ
cana-1476	110	6	to	to	ADP
cana-1476	110	7	data	datum	NOUN
cana-1476	110	8	security	security	NOUN
cana-1476	110	9	and	and	CCONJ
cana-1476	110	10	integrity	integrity	NOUN
cana-1476	110	11	,	,	PUNCT
cana-1476	110	12	there	there	PRON
cana-1476	110	13	remains	remain	VERB
cana-1476	110	14	much	much	ADJ
cana-1476	110	15	to	to	PART
cana-1476	110	16	explore	explore	VERB
cana-1476	110	17	on	on	ADP
cana-1476	110	18	how	how	SCONJ
cana-1476	110	19	to	to	PART
cana-1476	110	20	combine	combine	VERB
cana-1476	110	21	these	these	DET
cana-1476	110	22	techniques	technique	NOUN
cana-1476	110	23	with	with	ADP
cana-1476	110	24	machine	machine	NOUN
cana-1476	110	25	learning	learning	NOUN
cana-1476	110	26	in	in	ADP
cana-1476	110	27	order	order	NOUN
cana-1476	110	28	to	to	PART
cana-1476	110	29	improve	improve	VERB
cana-1476	110	30	the	the	DET
cana-1476	110	31	accuracy	accuracy	NOUN
cana-1476	110	32	and	and	CCONJ
cana-1476	110	33	robustness	robustness	NOUN
cana-1476	110	34	of	of	ADP
cana-1476	110	35	malware	malware	NOUN
cana-1476	110	36	detection	detection	NOUN
cana-1476	110	37	systems	system	NOUN
cana-1476	110	38	.	.	PUNCT
cana-1476	111	1	last	last	ADJ
cana-1476	111	2	but	but	CCONJ
cana-1476	111	3	not	not	PART
cana-1476	111	4	least	least	ADJ
cana-1476	111	5	,	,	PUNCT
cana-1476	111	6	there	there	PRON
cana-1476	111	7	is	be	VERB
cana-1476	111	8	a	a	DET
cana-1476	111	9	need	need	NOUN
cana-1476	111	10	for	for	ADP
cana-1476	111	11	further	further	ADJ
cana-1476	111	12	research	research	NOUN
cana-1476	111	13	on	on	ADP
cana-1476	111	14	the	the	DET
cana-1476	111	15	interpretability	interpretability	NOUN
cana-1476	111	16	of	of	ADP
cana-1476	111	17	machine	machine	NOUN
cana-1476	111	18	learning	learning	NOUN
cana-1476	111	19	models	model	NOUN
cana-1476	111	20	–	–	PUNCT
cana-1476	111	21	especially	especially	ADV
cana-1476	111	22	in	in	ADP
cana-1476	111	23	cyber	cyber	ADJ
cana-1476	111	24	security	security	NOUN
cana-1476	111	25	.	.	PUNCT
cana-1476	112	1	being	be	AUX
cana-1476	112	2	able	able	ADJ
cana-1476	112	3	to	to	PART
cana-1476	112	4	understand	understand	VERB
cana-1476	112	5	why	why	SCONJ
cana-1476	112	6	a	a	DET
cana-1476	112	7	model	model	NOUN
cana-1476	112	8	made	make	VERB
cana-1476	112	9	that	that	DET
cana-1476	112	10	prediction	prediction	NOUN
cana-1476	112	11	is	be	AUX
cana-1476	112	12	crucial	crucial	ADJ
cana-1476	112	13	for	for	ADP
cana-1476	112	14	making	make	VERB
cana-1476	112	15	decisions	decision	NOUN
cana-1476	112	16	that	that	PRON
cana-1476	112	17	are	be	AUX
cana-1476	112	18	well	well	ADV
cana-1476	112	19	-	-	PUNCT
cana-1476	112	20	grounded	ground	VERB
cana-1476	112	21	in	in	ADP
cana-1476	112	22	fact	fact	NOUN
cana-1476	112	23	rather	rather	ADV
cana-1476	112	24	than	than	ADP
cana-1476	112	25	supposition	supposition	NOUN
cana-1476	112	26	or	or	CCONJ
cana-1476	112	27	prejudice	prejudice	NOUN
cana-1476	112	28	.	.	PUNCT
cana-1476	113	1	[	[	X
cana-1476	113	2	8	8	NUM
cana-1476	113	3	]	]	X
cana-1476	113	4	[	[	X
cana-1476	113	5	15	15	NUM
cana-1476	113	6	]	]	X
cana-1476	114	1	[	[	X
cana-1476	114	2	18	18	NUM
cana-1476	114	3	]	]	PUNCT
cana-1476	114	4	.	.	PUNCT
cana-1476	115	1	communications	communication	NOUN
cana-1476	115	2	on	on	ADP
cana-1476	115	3	applied	apply	VERB
cana-1476	115	4	nonlinear	nonlinear	ADJ
cana-1476	115	5	analysis	analysis	NOUN
cana-1476	115	6	issn	issn	NOUN
cana-1476	115	7	:	:	PUNCT
cana-1476	115	8	1074	1074	NUM
cana-1476	115	9	-	-	PUNCT
cana-1476	115	10	133x	133x	NUM
cana-1476	115	11	vol	vol	NOUN
cana-1476	115	12	31	31	NUM
cana-1476	115	13	no	no	NOUN
cana-1476	115	14	.	.	PUNCT
cana-1476	116	1	8s	8s	PROPN
cana-1476	116	2	(	(	PUNCT
cana-1476	116	3	2024	2024	NUM
cana-1476	116	4	)	)	PUNCT
cana-1476	116	5	219	219	NUM
cana-1476	116	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	116	7	3	3	X
cana-1476	116	8	.	.	NUM
cana-1476	116	9	proposed	propose	VERB
cana-1476	116	10	methodology	methodology	NOUN
cana-1476	116	11	a	a	DET
cana-1476	116	12	proposed	propose	VERB
cana-1476	116	13	approach	approach	NOUN
cana-1476	116	14	to	to	ADP
cana-1476	116	15	combining	combine	VERB
cana-1476	116	16	statistical	statistical	ADJ
cana-1476	116	17	methods	method	NOUN
cana-1476	116	18	with	with	ADP
cana-1476	116	19	cryptology	cryptology	NOUN
cana-1476	116	20	(	(	PUNCT
cana-1476	116	21	including	include	VERB
cana-1476	116	22	machine	machine	NOUN
cana-1476	116	23	learning	learning	NOUN
cana-1476	116	24	techniques	technique	NOUN
cana-1476	116	25	)	)	PUNCT
cana-1476	116	26	grows	grow	VERB
cana-1476	116	27	out	out	ADP
cana-1476	116	28	of	of	ADP
cana-1476	116	29	our	our	PRON
cana-1476	116	30	conviction	conviction	NOUN
cana-1476	116	31	that	that	SCONJ
cana-1476	116	32	we	we	PRON
cana-1476	116	33	should	should	AUX
cana-1476	116	34	try	try	VERB
cana-1476	116	35	make	make	VERB
cana-1476	116	36	use	use	NOUN
cana-1476	116	37	of	of	ADP
cana-1476	116	38	all	all	DET
cana-1476	116	39	available	available	ADJ
cana-1476	116	40	methods	method	NOUN
cana-1476	116	41	in	in	SCONJ
cana-1476	116	42	order	order	NOUN
cana-1476	116	43	take	take	VERB
cana-1476	116	44	advantage	advantage	NOUN
cana-1476	116	45	of	of	ADP
cana-1476	116	46	any	any	DET
cana-1476	116	47	potential	potential	ADJ
cana-1476	116	48	benefits	benefit	NOUN
cana-1476	116	49	offered	offer	VERB
cana-1476	116	50	.	.	PUNCT
cana-1476	117	1	furthermore	furthermore	ADV
cana-1476	117	2	,	,	PUNCT
cana-1476	117	3	behavior	behavior	NOUN
cana-1476	117	4	-	-	PUNCT
cana-1476	117	5	based	base	VERB
cana-1476	117	6	malware	malware	NOUN
cana-1476	117	7	detection	detection	NOUN
cana-1476	117	8	is	be	AUX
cana-1476	117	9	improved	improve	VERB
cana-1476	117	10	by	by	ADP
cana-1476	117	11	this	this	DET
cana-1476	117	12	strategy	strategy	NOUN
cana-1476	117	13	;	;	PUNCT
cana-1476	117	14	it	it	PRON
cana-1476	117	15	gives	give	VERB
cana-1476	117	16	us	we	PRON
cana-1476	117	17	a	a	DET
cana-1476	117	18	standardised	standardised	ADJ
cana-1476	117	19	framework	framework	NOUN
cana-1476	117	20	for	for	ADP
cana-1476	117	21	developing	develop	VERB
cana-1476	117	22	related	relate	VERB
cana-1476	117	23	tools	tool	NOUN
cana-1476	117	24	and	and	CCONJ
cana-1476	117	25	improves	improve	VERB
cana-1476	117	26	detection	detection	NOUN
cana-1476	117	27	rates	rate	NOUN
cana-1476	117	28	at	at	ADP
cana-1476	117	29	the	the	DET
cana-1476	117	30	same	same	ADJ
cana-1476	117	31	time	time	NOUN
cana-1476	117	32	.	.	PUNCT
cana-1476	118	1	next	next	ADV
cana-1476	118	2	,	,	PUNCT
cana-1476	118	3	the	the	DET
cana-1476	118	4	section	section	NOUN
cana-1476	118	5	will	will	AUX
cana-1476	118	6	give	give	VERB
cana-1476	118	7	a	a	DET
cana-1476	118	8	detailed	detailed	ADJ
cana-1476	118	9	account	account	NOUN
cana-1476	118	10	of	of	ADP
cana-1476	118	11	collecting	collect	VERB
cana-1476	118	12	data	datum	NOUN
cana-1476	118	13	for	for	ADP
cana-1476	118	14	different	different	ADJ
cana-1476	118	15	sorts	sort	NOUN
cana-1476	118	16	of	of	ADP
cana-1476	118	17	attacks	attack	NOUN
cana-1476	118	18	;	;	PUNCT
cana-1476	118	19	how	how	SCONJ
cana-1476	118	20	to	to	PART
cana-1476	118	21	process	process	VERB
cana-1476	118	22	those	those	DET
cana-1476	118	23	varying	vary	VERB
cana-1476	118	24	datasets	dataset	NOUN
cana-1476	118	25	into	into	ADP
cana-1476	118	26	something	something	PRON
cana-1476	118	27	you	you	PRON
cana-1476	118	28	can	can	AUX
cana-1476	118	29	feed	feed	VERB
cana-1476	118	30	into	into	ADP
cana-1476	118	31	machine	machine	NOUN
cana-1476	118	32	learning	learning	NOUN
cana-1476	118	33	models	model	NOUN
cana-1476	118	34	and	and	CCONJ
cana-1476	118	35	finally	finally	ADV
cana-1476	118	36	statistical	statistical	ADJ
cana-1476	118	37	analysis	analysis	NOUN
cana-1476	118	38	of	of	ADP
cana-1476	118	39	them	they	PRON
cana-1476	118	40	.	.	PUNCT
cana-1476	119	1	also	also	ADV
cana-1476	119	2	included	include	VERB
cana-1476	119	3	here	here	ADV
cana-1476	119	4	are	be	AUX
cana-1476	119	5	methods	method	NOUN
cana-1476	119	6	that	that	PRON
cana-1476	119	7	combine	combine	VERB
cana-1476	119	8	networked	networked	ADJ
cana-1476	119	9	message	message	NOUN
cana-1476	119	10	compression	compression	NOUN
cana-1476	119	11	with	with	ADP
cana-1476	119	12	underlying	underlying	ADJ
cana-1476	119	13	cryptography	cryptography	NOUN
cana-1476	119	14	,	,	PUNCT
cana-1476	119	15	together	together	ADV
cana-1476	119	16	called	call	VERB
cana-1476	119	17	universal	universal	ADJ
cana-1476	119	18	header	header	NOUN
cana-1476	119	19	decoding	decode	VERB
cana-1476	119	20	(	(	PUNCT
cana-1476	119	21	cryptocompression	cryptocompression	NOUN
cana-1476	119	22	)	)	PUNCT
cana-1476	119	23	.	.	PUNCT
cana-1476	120	1	within	within	ADP
cana-1476	120	2	a	a	DET
cana-1476	120	3	backdrop	backdrop	NOUN
cana-1476	120	4	of	of	ADP
cana-1476	120	5	demonstrating	demonstrate	VERB
cana-1476	120	6	various	various	ADJ
cana-1476	120	7	masses	masse	NOUN
cana-1476	120	8	of	of	ADP
cana-1476	120	9	static	static	ADJ
cana-1476	120	10	dynamic	dynamic	ADJ
cana-1476	120	11	clustering	clustering	NOUN
cana-1476	120	12	(	(	PUNCT
cana-1476	120	13	for	for	ADP
cana-1476	120	14	both	both	CCONJ
cana-1476	120	15	generative	generative	ADJ
cana-1476	120	16	and	and	CCONJ
cana-1476	120	17	discriminative	discriminative	NOUN
cana-1476	120	18	tasks	task	NOUN
cana-1476	120	19	)	)	PUNCT
cana-1476	120	20	we	we	PRON
cana-1476	120	21	present	present	VERB
cana-1476	120	22	an	an	DET
cana-1476	120	23	explanation	explanation	NOUN
cana-1476	120	24	as	as	ADP
cana-1476	120	25	to	to	ADP
cana-1476	120	26	why	why	SCONJ
cana-1476	120	27	the	the	DET
cana-1476	120	28	addition	addition	NOUN
cana-1476	120	29	or	or	CCONJ
cana-1476	120	30	subtracation	subtracation	NOUN
cana-1476	120	31	using	use	VERB
cana-1476	120	32	a	a	DET
cana-1476	120	33	fixed	fix	VERB
cana-1476	120	34	division	division	NOUN
cana-1476	120	35	point	point	NOUN
cana-1476	120	36	can	can	AUX
cana-1476	120	37	be	be	AUX
cana-1476	120	38	dropped	drop	VERB
cana-1476	120	39	almost	almost	ADV
cana-1476	120	40	anywhere	anywhere	ADV
cana-1476	120	41	in	in	ADP
cana-1476	120	42	a	a	DET
cana-1476	120	43	classifier	classifier	NOUN
cana-1476	120	44	.	.	PUNCT
cana-1476	121	1	the	the	DET
cana-1476	121	2	section	section	NOUN
cana-1476	121	3	closes	close	VERB
cana-1476	121	4	out	out	ADP
cana-1476	121	5	its	its	PRON
cana-1476	121	6	report	report	NOUN
cana-1476	121	7	with	with	ADP
cana-1476	121	8	a	a	DET
cana-1476	121	9	description	description	NOUN
cana-1476	121	10	of	of	ADP
cana-1476	121	11	various	various	ADJ
cana-1476	121	12	methods	method	NOUN
cana-1476	121	13	for	for	ADP
cana-1476	121	14	enhancing	enhance	VERB
cana-1476	121	15	behaviour	behaviour	NOUN
cana-1476	121	16	in	in	ADP
cana-1476	121	17	attack	attack	NOUN
cana-1476	121	18	detection	detection	NOUN
cana-1476	121	19	and	and	CCONJ
cana-1476	121	20	how	how	SCONJ
cana-1476	121	21	they	they	PRON
cana-1476	121	22	compare	compare	VERB
cana-1476	121	23	to	to	ADP
cana-1476	121	24	each	each	DET
cana-1476	121	25	other	other	ADJ
cana-1476	121	26	,	,	PUNCT
cana-1476	121	27	including	include	VERB
cana-1476	121	28	the	the	DET
cana-1476	121	29	test	test	NOUN
cana-1476	121	30	set	set	VERB
cana-1476	121	31	used	use	VERB
cana-1476	121	32	in	in	ADP
cana-1476	121	33	study	study	NOUN
cana-1476	121	34	.	.	PUNCT
cana-1476	122	1	3.1	3.1	NUM
cana-1476	122	2	data	datum	NOUN
cana-1476	122	3	collection	collection	NOUN
cana-1476	122	4	and	and	CCONJ
cana-1476	122	5	preprocessing	preprocesse	VERB
cana-1476	122	6	a	a	DET
cana-1476	122	7	proposed	propose	VERB
cana-1476	122	8	approach	approach	NOUN
cana-1476	122	9	to	to	ADP
cana-1476	122	10	combining	combine	VERB
cana-1476	122	11	statistical	statistical	ADJ
cana-1476	122	12	methods	method	NOUN
cana-1476	122	13	with	with	ADP
cana-1476	122	14	cryptology	cryptology	NOUN
cana-1476	122	15	(	(	PUNCT
cana-1476	122	16	including	include	VERB
cana-1476	122	17	machine	machine	NOUN
cana-1476	122	18	learning	learning	NOUN
cana-1476	122	19	techniques	technique	NOUN
cana-1476	122	20	)	)	PUNCT
cana-1476	122	21	grows	grow	VERB
cana-1476	122	22	from	from	ADP
cana-1476	122	23	our	our	PRON
cana-1476	122	24	conviction	conviction	NOUN
cana-1476	122	25	that	that	SCONJ
cana-1476	122	26	all	all	DET
cana-1476	122	27	available	available	ADJ
cana-1476	122	28	methods	method	NOUN
cana-1476	122	29	should	should	AUX
cana-1476	122	30	be	be	AUX
cana-1476	122	31	used	use	VERB
cana-1476	122	32	on	on	ADP
cana-1476	122	33	any	any	DET
cana-1476	122	34	system	system	NOUN
cana-1476	122	35	might	might	AUX
cana-1476	122	36	yield	yield	VERB
cana-1476	122	37	some	some	DET
cana-1476	122	38	potential	potential	ADJ
cana-1476	122	39	benefits	benefit	NOUN
cana-1476	122	40	.	.	PUNCT
cana-1476	123	1	moreover	moreover	ADV
cana-1476	123	2	,	,	PUNCT
cana-1476	123	3	behavior	behavior	NOUN
cana-1476	123	4	-	-	PUNCT
cana-1476	123	5	based	base	VERB
cana-1476	123	6	malware	malware	NOUN
cana-1476	123	7	detection	detection	NOUN
cana-1476	123	8	.	.	PUNCT
cana-1476	124	1	it	it	PRON
cana-1476	124	2	also	also	ADV
cana-1476	124	3	provides	provide	VERB
cana-1476	124	4	a	a	DET
cana-1476	124	5	standard	standard	ADJ
cana-1476	124	6	model	model	NOUN
cana-1476	124	7	structure	structure	NOUN
cana-1476	124	8	and	and	CCONJ
cana-1476	124	9	raises	raise	VERB
cana-1476	124	10	detection	detection	NOUN
cana-1476	124	11	accuracy	accuracy	NOUN
cana-1476	124	12	at	at	ADP
cana-1476	124	13	the	the	DET
cana-1476	124	14	same	same	ADJ
cana-1476	124	15	time	time	NOUN
cana-1476	124	16	;	;	PUNCT
cana-1476	124	17	parallel	parallel	ADJ
cana-1476	124	18	to	to	ADP
cana-1476	124	19	this	this	PRON
cana-1476	124	20	,	,	PUNCT
cana-1476	124	21	there	there	PRON
cana-1476	124	22	is	be	VERB
cana-1476	124	23	a	a	DET
cana-1476	124	24	great	great	ADJ
cana-1476	124	25	box	box	NOUN
cana-1476	124	26	that	that	PRON
cana-1476	124	27	takes	take	VERB
cana-1476	124	28	in	in	ADP
cana-1476	124	29	orders	order	NOUN
cana-1476	124	30	for	for	ADP
cana-1476	124	31	anything	anything	PRON
cana-1476	124	32	that	that	PRON
cana-1476	124	33	sounds	sound	VERB
cana-1476	124	34	good	good	ADJ
cana-1476	124	35	enough	enough	ADV
cana-1476	124	36	.	.	PUNCT
cana-1476	125	1	then	then	ADV
cana-1476	125	2	the	the	DET
cana-1476	125	3	detail	detail	NOUN
cana-1476	125	4	will	will	AUX
cana-1476	125	5	dwell	dwell	VERB
cana-1476	125	6	on	on	ADP
cana-1476	125	7	what	what	PRON
cana-1476	125	8	information	information	NOUN
cana-1476	125	9	gathering	gathering	NOUN
cana-1476	125	10	technique	technique	NOUN
cana-1476	125	11	to	to	PART
cana-1476	125	12	use	use	VERB
cana-1476	125	13	for	for	ADP
cana-1476	125	14	different	different	ADJ
cana-1476	125	15	kinds	kind	NOUN
cana-1476	125	16	of	of	ADP
cana-1476	125	17	attacks	attack	NOUN
cana-1476	125	18	;	;	PUNCT
cana-1476	125	19	how	how	SCONJ
cana-1476	125	20	to	to	PART
cana-1476	125	21	normalize	normalize	VERB
cana-1476	125	22	these	these	DET
cana-1476	125	23	different	different	ADJ
cana-1476	125	24	kinds	kind	NOUN
cana-1476	125	25	into	into	ADP
cana-1476	125	26	stuff	stuff	NOUN
cana-1476	125	27	that	that	PRON
cana-1476	125	28	can	can	AUX
cana-1476	125	29	be	be	AUX
cana-1476	125	30	used	use	VERB
cana-1476	125	31	in	in	ADP
cana-1476	125	32	feed	feed	NOUN
cana-1476	125	33	data	datum	NOUN
cana-1476	125	34	to	to	ADP
cana-1476	125	35	machinelearning	machinelearning	NOUN
cana-1476	125	36	models	model	NOUN
cana-1476	125	37	,	,	PUNCT
cana-1476	125	38	and	and	CCONJ
cana-1476	125	39	finally	finally	ADV
cana-1476	125	40	statistical	statistical	ADJ
cana-1476	125	41	analysis	analysis	NOUN
cana-1476	125	42	of	of	ADP
cana-1476	125	43	them	they	PRON
cana-1476	125	44	.	.	PUNCT
cana-1476	126	1	also	also	ADV
cana-1476	126	2	presented	present	VERB
cana-1476	126	3	here	here	ADV
cana-1476	126	4	are	be	AUX
cana-1476	126	5	ways	way	NOUN
cana-1476	126	6	of	of	ADP
cana-1476	126	7	combining	combine	VERB
cana-1476	126	8	network	network	NOUN
cana-1476	126	9	message	message	NOUN
cana-1476	126	10	compression	compression	NOUN
cana-1476	126	11	with	with	ADP
cana-1476	126	12	encryption	encryption	NOUN
cana-1476	126	13	beneath	beneath	ADV
cana-1476	126	14	,	,	PUNCT
cana-1476	126	15	simply	simply	ADV
cana-1476	126	16	call	call	VERB
cana-1476	126	17	it	it	PRON
cana-1476	126	18	the	the	DET
cana-1476	126	19	overall	overall	ADJ
cana-1476	126	20	header	header	NOUN
cana-1476	126	21	decoding	decode	VERB
cana-1476	126	22	method	method	NOUN
cana-1476	126	23	(	(	PUNCT
cana-1476	126	24	cryptocompression	cryptocompression	NOUN
cana-1476	126	25	)	)	PUNCT
cana-1476	126	26	.	.	PUNCT
cana-1476	127	1	against	against	ADP
cana-1476	127	2	a	a	DET
cana-1476	127	3	backdrop	backdrop	NOUN
cana-1476	127	4	of	of	ADP
cana-1476	127	5	displaying	display	VERB
cana-1476	127	6	different	different	ADJ
cana-1476	127	7	masses	masse	NOUN
cana-1476	127	8	of	of	ADP
cana-1476	127	9	dynamically	dynamically	ADJ
cana-1476	127	10	cluster	cluster	NOUN
cana-1476	127	11	patterns	pattern	NOUN
cana-1476	127	12	or	or	CCONJ
cana-1476	127	13	using	use	VERB
cana-1476	127	14	a	a	DET
cana-1476	127	15	set	set	NOUN
cana-1476	127	16	(	(	PUNCT
cana-1476	127	17	both	both	CCONJ
cana-1476	127	18	generative	generative	ADJ
cana-1476	127	19	and	and	CCONJ
cana-1476	127	20	discriminative	discriminative	NOUN
cana-1476	127	21	tasks	task	NOUN
cana-1476	127	22	)	)	PUNCT
cana-1476	127	23	,	,	PUNCT
cana-1476	127	24	we	we	PRON
cana-1476	127	25	explain	explain	VERB
cana-1476	127	26	that	that	SCONJ
cana-1476	127	27	addition	addition	NOUN
cana-1476	127	28	or	or	CCONJ
cana-1476	127	29	subtraction	subtraction	NOUN
cana-1476	127	30	with	with	ADP
cana-1476	127	31	a	a	DET
cana-1476	127	32	fixed	fix	VERB
cana-1476	127	33	dividing	dividing	NOUN
cana-1476	127	34	point	point	NOUN
cana-1476	127	35	does	do	AUX
cana-1476	127	36	not	not	PART
cana-1476	127	37	need	need	VERB
cana-1476	127	38	to	to	PART
cana-1476	127	39	occur	occur	VERB
cana-1476	127	40	anywhere	anywhere	ADV
cana-1476	127	41	but	but	CCONJ
cana-1476	127	42	in	in	ADP
cana-1476	127	43	the	the	DET
cana-1476	127	44	classifier	classifier	NOUN
cana-1476	127	45	.	.	PUNCT
cana-1476	128	1	experimental	experimental	ADJ
cana-1476	128	2	results	result	NOUN
cana-1476	128	3	in	in	ADP
cana-1476	128	4	the	the	DET
cana-1476	128	5	section	section	NOUN
cana-1476	128	6	,	,	PUNCT
cana-1476	128	7	the	the	DET
cana-1476	128	8	test	test	NOUN
cana-1476	128	9	set	set	VERB
cana-1476	128	10	finally	finally	ADV
cana-1476	128	11	discusses	discuss	VERB
cana-1476	128	12	various	various	ADJ
cana-1476	128	13	methods	method	NOUN
cana-1476	128	14	of	of	ADP
cana-1476	128	15	enhancing	enhance	VERB
cana-1476	128	16	behavior	behavior	NOUN
cana-1476	128	17	in	in	ADP
cana-1476	128	18	attack	attack	NOUN
cana-1476	128	19	detection	detection	NOUN
cana-1476	128	20	and	and	CCONJ
cana-1476	128	21	compares	compare	VERB
cana-1476	128	22	this	this	PRON
cana-1476	128	23	to	to	ADP
cana-1476	128	24	others	other	NOUN
cana-1476	128	25	including	include	VERB
cana-1476	128	26	separate	separate	ADJ
cana-1476	128	27	figures	figure	NOUN
cana-1476	128	28	on	on	ADP
cana-1476	128	29	how	how	SCONJ
cana-1476	128	30	they	they	PRON
cana-1476	128	31	go	go	VERB
cana-1476	128	32	about	about	ADP
cana-1476	128	33	their	their	PRON
cana-1476	128	34	work	work	NOUN
cana-1476	128	35	under	under	ADP
cana-1476	128	36	which	which	PRON
cana-1476	128	37	exemplary	exemplary	ADJ
cana-1476	128	38	input	input	NOUN
cana-1476	128	39	.	.	PUNCT
cana-1476	129	1	table	table	NOUN
cana-1476	129	2	1	1	NUM
cana-1476	129	3	:	:	PUNCT
cana-1476	129	4	data	datum	NOUN
cana-1476	129	5	sources	source	NOUN
cana-1476	129	6	and	and	CCONJ
cana-1476	129	7	features	feature	VERB
cana-1476	129	8	data	datum	NOUN
cana-1476	129	9	source	source	NOUN
cana-1476	129	10	feature	feature	NOUN
cana-1476	129	11	type	type	NOUN
cana-1476	129	12	description	description	NOUN
cana-1476	129	13	public	public	ADJ
cana-1476	129	14	malware	malware	NOUN
cana-1476	129	15	repositories	repositorie	VERB
cana-1476	129	16	binary	binary	PROPN
cana-1476	129	17	executables	executable	NOUN
cana-1476	129	18	collection	collection	NOUN
cana-1476	129	19	of	of	ADP
cana-1476	129	20	known	know	VERB
cana-1476	129	21	malware	malware	NOUN
cana-1476	129	22	samples	sample	NOUN
cana-1476	129	23	network	network	NOUN
cana-1476	129	24	traffic	traffic	NOUN
cana-1476	129	25	logs	log	NOUN
cana-1476	129	26	network	network	NOUN
cana-1476	129	27	flow	flow	NOUN
cana-1476	129	28	data	datum	NOUN
cana-1476	129	29	data	datum	NOUN
cana-1476	129	30	capturing	capture	VERB
cana-1476	129	31	communication	communication	NOUN
cana-1476	129	32	between	between	ADP
cana-1476	129	33	devices	device	NOUN
cana-1476	129	34	system	system	NOUN
cana-1476	129	35	activity	activity	NOUN
cana-1476	129	36	records	record	NOUN
cana-1476	129	37	process	process	NOUN
cana-1476	129	38	and	and	CCONJ
cana-1476	129	39	file	file	VERB
cana-1476	129	40	operations	operation	NOUN
cana-1476	129	41	logs	log	NOUN
cana-1476	129	42	of	of	ADP
cana-1476	129	43	process	process	NOUN
cana-1476	129	44	creation	creation	NOUN
cana-1476	129	45	,	,	PUNCT
cana-1476	129	46	file	file	NOUN
cana-1476	129	47	access	access	NOUN
cana-1476	129	48	,	,	PUNCT
cana-1476	129	49	and	and	CCONJ
cana-1476	129	50	modifications	modification	NOUN
cana-1476	129	51	system	system	NOUN
cana-1476	129	52	registry	registry	PROPN
cana-1476	129	53	registry	registry	PROPN
cana-1476	129	54	key	key	ADJ
cana-1476	129	55	changes	change	NOUN
cana-1476	129	56	records	record	NOUN
cana-1476	129	57	of	of	ADP
cana-1476	129	58	changes	change	NOUN
cana-1476	129	59	made	make	VERB
cana-1476	129	60	to	to	ADP
cana-1476	129	61	the	the	DET
cana-1476	129	62	system	system	NOUN
cana-1476	129	63	registry	registry	NOUN
cana-1476	129	64	communications	communication	NOUN
cana-1476	129	65	on	on	ADP
cana-1476	129	66	applied	apply	VERB
cana-1476	129	67	nonlinear	nonlinear	ADJ
cana-1476	129	68	analysis	analysis	NOUN
cana-1476	129	69	issn	issn	NOUN
cana-1476	129	70	:	:	PUNCT
cana-1476	129	71	1074	1074	NUM
cana-1476	129	72	-	-	PUNCT
cana-1476	129	73	133x	133x	NUM
cana-1476	129	74	vol	vol	NOUN
cana-1476	129	75	31	31	NUM
cana-1476	129	76	no	no	NOUN
cana-1476	129	77	.	.	PUNCT
cana-1476	130	1	8s	8s	PROPN
cana-1476	130	2	(	(	PUNCT
cana-1476	130	3	2024	2024	NUM
cana-1476	130	4	)	)	PUNCT
cana-1476	130	5	220	220	NUM
cana-1476	130	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	130	7	preprocessing	preprocessing	NOUN
cana-1476	130	8	involves	involve	VERB
cana-1476	130	9	cleaning	clean	VERB
cana-1476	130	10	and	and	CCONJ
cana-1476	130	11	normalizing	normalize	VERB
cana-1476	130	12	the	the	DET
cana-1476	130	13	data	datum	NOUN
cana-1476	130	14	to	to	PART
cana-1476	130	15	ensure	ensure	VERB
cana-1476	130	16	consistency	consistency	NOUN
cana-1476	130	17	and	and	CCONJ
cana-1476	130	18	accuracy	accuracy	NOUN
cana-1476	130	19	.	.	PUNCT
cana-1476	131	1	this	this	PRON
cana-1476	131	2	includes	include	VERB
cana-1476	131	3	removing	remove	VERB
cana-1476	131	4	duplicate	duplicate	ADJ
cana-1476	131	5	records	record	NOUN
cana-1476	131	6	,	,	PUNCT
cana-1476	131	7	handling	handle	VERB
cana-1476	131	8	missing	missing	ADJ
cana-1476	131	9	values	value	NOUN
cana-1476	131	10	,	,	PUNCT
cana-1476	131	11	and	and	CCONJ
cana-1476	131	12	normalizing	normalize	VERB
cana-1476	131	13	numerical	numerical	ADJ
cana-1476	131	14	features	feature	NOUN
cana-1476	131	15	to	to	ADP
cana-1476	131	16	a	a	DET
cana-1476	131	17	standard	standard	ADJ
cana-1476	131	18	scale	scale	NOUN
cana-1476	131	19	.	.	PUNCT
cana-1476	132	1	additionally	additionally	ADV
cana-1476	132	2	,	,	PUNCT
cana-1476	132	3	feature	feature	NOUN
cana-1476	132	4	extraction	extraction	NOUN
cana-1476	132	5	techniques	technique	NOUN
cana-1476	132	6	are	be	AUX
cana-1476	132	7	applied	apply	VERB
cana-1476	132	8	to	to	PART
cana-1476	132	9	transform	transform	VERB
cana-1476	132	10	raw	raw	ADJ
cana-1476	132	11	data	datum	NOUN
cana-1476	132	12	into	into	ADP
cana-1476	132	13	a	a	DET
cana-1476	132	14	more	more	ADV
cana-1476	132	15	meaningful	meaningful	ADJ
cana-1476	132	16	format	format	NOUN
cana-1476	132	17	that	that	PRON
cana-1476	132	18	can	can	AUX
cana-1476	132	19	be	be	AUX
cana-1476	132	20	used	use	VERB
cana-1476	132	21	by	by	ADP
cana-1476	132	22	the	the	DET
cana-1476	132	23	machine	machine	NOUN
cana-1476	132	24	learning	learning	NOUN
cana-1476	132	25	models	model	NOUN
cana-1476	132	26	.	.	PUNCT
cana-1476	133	1	table	table	NOUN
cana-1476	133	2	2	2	NUM
cana-1476	133	3	:	:	PUNCT
cana-1476	133	4	data	datum	NOUN
cana-1476	133	5	preprocessing	preprocesse	VERB
cana-1476	133	6	techniques	technique	NOUN
cana-1476	133	7	preprocessing	preprocessing	NOUN
cana-1476	133	8	step	step	NOUN
cana-1476	133	9	technique	technique	NOUN
cana-1476	133	10	used	use	VERB
cana-1476	133	11	purpose	purpose	NOUN
cana-1476	133	12	data	datum	NOUN
cana-1476	133	13	cleaning	clean	VERB
cana-1476	133	14	duplicate	duplicate	NOUN
cana-1476	133	15	removal	removal	NOUN
cana-1476	133	16	eliminate	eliminate	VERB
cana-1476	133	17	redundant	redundant	ADJ
cana-1476	133	18	records	record	NOUN
cana-1476	133	19	handling	handle	VERB
cana-1476	133	20	missing	miss	VERB
cana-1476	133	21	values	value	NOUN
cana-1476	133	22	mean	mean	VERB
cana-1476	133	23	/	/	SYM
cana-1476	133	24	median	median	NOUN
cana-1476	133	25	imputation	imputation	NOUN
cana-1476	133	26	fill	fill	NOUN
cana-1476	133	27	in	in	ADP
cana-1476	133	28	missing	miss	VERB
cana-1476	133	29	data	datum	NOUN
cana-1476	133	30	points	point	NOUN
cana-1476	133	31	normalization	normalization	NOUN
cana-1476	133	32	min	min	PROPN
cana-1476	133	33	-	-	ADJ
cana-1476	133	34	max	max	ADJ
cana-1476	133	35	scaling	scaling	NOUN
cana-1476	133	36	standardize	standardize	VERB
cana-1476	133	37	numerical	numerical	ADJ
cana-1476	133	38	features	feature	NOUN
cana-1476	133	39	feature	feature	NOUN
cana-1476	133	40	extraction	extraction	NOUN
cana-1476	133	41	principal	principal	ADJ
cana-1476	133	42	component	component	NOUN
cana-1476	133	43	analysis	analysis	NOUN
cana-1476	133	44	(	(	PUNCT
cana-1476	133	45	pca	pca	NOUN
cana-1476	133	46	)	)	PUNCT
cana-1476	133	47	reduce	reduce	VERB
cana-1476	133	48	dimensionality	dimensionality	NOUN
cana-1476	133	49	and	and	CCONJ
cana-1476	133	50	highlight	highlight	VERB
cana-1476	133	51	significant	significant	ADJ
cana-1476	133	52	features	feature	VERB
cana-1476	133	53	3.2	3.2	NUM
cana-1476	133	54	statistical	statistical	ADJ
cana-1476	133	55	analysis	analysis	NOUN
cana-1476	133	56	for	for	ADP
cana-1476	133	57	threat	threat	NOUN
cana-1476	133	58	identification	identification	NOUN
cana-1476	133	59	the	the	DET
cana-1476	133	60	possibility	possibility	NOUN
cana-1476	133	61	of	of	ADP
cana-1476	133	62	malware	malware	NOUN
cana-1476	133	63	can	can	AUX
cana-1476	133	64	also	also	ADV
cana-1476	133	65	be	be	AUX
cana-1476	133	66	found	find	VERB
cana-1476	133	67	with	with	ADP
cana-1476	133	68	the	the	DET
cana-1476	133	69	data	datum	NOUN
cana-1476	133	70	:	:	PUNCT
cana-1476	133	71	statistics	statistic	NOUN
cana-1476	133	72	analysis	analysis	VERB
cana-1476	133	73	mode.the	mode.the	DET
cana-1476	133	74	analysis	analysis	NOUN
cana-1476	133	75	is	be	AUX
cana-1476	133	76	a	a	DET
cana-1476	133	77	combination	combination	NOUN
cana-1476	133	78	of	of	ADP
cana-1476	133	79	descriptive(what	descriptive(what	PROPN
cana-1476	133	80	happened	happen	VERB
cana-1476	133	81	)	)	PUNCT
cana-1476	133	82	and	and	CCONJ
cana-1476	133	83	inferential(why	inferential(why	PROPN
cana-1476	133	84	did	do	AUX
cana-1476	133	85	it	it	PRON
cana-1476	133	86	happen	happen	VERB
cana-1476	133	87	)	)	PUNCT
cana-1476	133	88	statistics	statistic	NOUN
cana-1476	133	89	so	so	SCONJ
cana-1476	133	90	as	as	SCONJ
cana-1476	133	91	to	to	PART
cana-1476	133	92	understand	understand	VERB
cana-1476	133	93	system	system	NOUN
cana-1476	133	94	behaviour	behaviour	NOUN
cana-1476	133	95	when	when	SCONJ
cana-1476	133	96	running	run	VERB
cana-1476	133	97	normally	normally	ADV
cana-1476	133	98	or	or	CCONJ
cana-1476	133	99	when	when	SCONJ
cana-1476	133	100	under	under	ADP
cana-1476	133	101	attack.statistics	attack.statistics	PRON
cana-1476	133	102	of	of	ADP
cana-1476	133	103	the	the	DET
cana-1476	133	104	descriptive	descriptive	ADJ
cana-1476	133	105	sort	sort	NOUN
cana-1476	133	106	tell	tell	VERB
cana-1476	133	107	you	you	PRON
cana-1476	133	108	about	about	ADP
cana-1476	133	109	the	the	DET
cana-1476	133	110	general	general	ADJ
cana-1476	133	111	shape	shape	NOUN
cana-1476	133	112	of	of	ADP
cana-1476	133	113	a	a	DET
cana-1476	133	114	data	datum	NOUN
cana-1476	133	115	distribution	distribution	NOUN
cana-1476	133	116	-	-	PUNCT
cana-1476	133	117	central	central	ADJ
cana-1476	133	118	tendencies	tendency	NOUN
cana-1476	133	119	and	and	CCONJ
cana-1476	133	120	variations	variation	NOUN
cana-1476	133	121	in	in	ADP
cana-1476	133	122	that	that	DET
cana-1476	133	123	statistics	statistic	NOUN
cana-1476	133	124	.	.	PUNCT
cana-1476	134	1	this	this	PRON
cana-1476	134	2	encompasses	encompass	VERB
cana-1476	134	3	such	such	ADJ
cana-1476	134	4	things	thing	NOUN
cana-1476	134	5	as	as	ADP
cana-1476	134	6	averages	average	NOUN
cana-1476	134	7	(	(	PUNCT
cana-1476	134	8	mean	mean	ADJ
cana-1476	134	9	,	,	PUNCT
cana-1476	134	10	median	median	NOUN
cana-1476	134	11	)	)	PUNCT
cana-1476	134	12	,	,	PUNCT
cana-1476	134	13	standard	standard	ADJ
cana-1476	134	14	deviation	deviation	NOUN
cana-1476	134	15	versus	versus	ADP
cana-1476	134	16	one	one	NOUN
cana-1476	134	17	's	's	PART
cana-1476	134	18	own	own	ADJ
cana-1476	134	19	closest	close	ADJ
cana-1476	134	20	scenario	scenario	NOUN
cana-1476	134	21	etc	etc	NOUN
cana-1476	134	22	as	as	ADV
cana-1476	134	23	well	well	ADV
cana-1476	134	24	which	which	PRON
cana-1476	134	25	seem	seem	VERB
cana-1476	134	26	more	more	ADV
cana-1476	134	27	remote	remote	ADJ
cana-1476	134	28	from	from	ADP
cana-1476	134	29	one	one	NUM
cana-1476	134	30	another	another	DET
cana-1476	134	31	in	in	ADP
cana-1476	134	32	every	every	DET
cana-1476	134	33	sense	sense	NOUN
cana-1476	134	34	.	.	PUNCT
cana-1476	135	1	on	on	ADP
cana-1476	135	2	the	the	DET
cana-1476	135	3	other	other	ADJ
cana-1476	135	4	hand	hand	NOUN
cana-1476	135	5	,	,	PUNCT
cana-1476	135	6	inferential	inferential	ADJ
cana-1476	135	7	statistics	statistic	NOUN
cana-1476	135	8	mean	mean	VERB
cana-1476	135	9	hypothesis	hypothesis	NOUN
cana-1476	135	10	testing	testing	NOUN
cana-1476	135	11	and	and	CCONJ
cana-1476	135	12	correlation	correlation	NOUN
cana-1476	135	13	analysis	analysis	NOUN
cana-1476	135	14	are	be	AUX
cana-1476	135	15	employed	employ	VERB
cana-1476	135	16	to	to	PART
cana-1476	135	17	ascertain	ascertain	VERB
cana-1476	135	18	the	the	DET
cana-1476	135	19	role	role	NOUN
cana-1476	135	20	of	of	ADP
cana-1476	135	21	observed	observed	ADJ
cana-1476	135	22	patterns	pattern	NOUN
cana-1476	135	23	.	.	PUNCT
cana-1476	136	1	table	table	NOUN
cana-1476	136	2	3	3	NUM
cana-1476	136	3	:	:	PUNCT
cana-1476	137	1	statistical	statistical	ADJ
cana-1476	137	2	measures	measure	NOUN
cana-1476	137	3	for	for	ADP
cana-1476	137	4	threat	threat	NOUN
cana-1476	137	5	identification	identification	NOUN
cana-1476	137	6	statistical	statistical	ADJ
cana-1476	137	7	measure	measure	NOUN
cana-1476	137	8	description	description	NOUN
cana-1476	137	9	application	application	NOUN
cana-1476	137	10	in	in	ADP
cana-1476	137	11	threat	threat	NOUN
cana-1476	137	12	identification	identification	NOUN
cana-1476	137	13	mean	mean	NOUN
cana-1476	137	14	and	and	CCONJ
cana-1476	137	15	median	median	ADJ
cana-1476	137	16	central	central	ADJ
cana-1476	137	17	tendency	tendency	NOUN
cana-1476	137	18	of	of	ADP
cana-1476	137	19	features	feature	NOUN
cana-1476	137	20	identify	identify	VERB
cana-1476	137	21	typical	typical	ADJ
cana-1476	137	22	behavior	behavior	NOUN
cana-1476	137	23	patterns	pattern	VERB
cana-1476	137	24	standard	standard	ADJ
cana-1476	137	25	deviation	deviation	NOUN
cana-1476	137	26	measure	measure	NOUN
cana-1476	137	27	of	of	ADP
cana-1476	137	28	data	datum	NOUN
cana-1476	137	29	variability	variability	NOUN
cana-1476	137	30	detect	detect	NOUN
cana-1476	137	31	deviations	deviation	NOUN
cana-1476	137	32	from	from	ADP
cana-1476	137	33	normal	normal	ADJ
cana-1476	137	34	behavior	behavior	NOUN
cana-1476	137	35	frequency	frequency	NOUN
cana-1476	137	36	distribution	distribution	NOUN
cana-1476	137	37	distribution	distribution	NOUN
cana-1476	137	38	of	of	ADP
cana-1476	137	39	categorical	categorical	ADJ
cana-1476	137	40	features	feature	NOUN
cana-1476	137	41	identify	identify	VERB
cana-1476	137	42	common	common	ADJ
cana-1476	137	43	and	and	CCONJ
cana-1476	137	44	rare	rare	ADJ
cana-1476	137	45	events	event	NOUN
cana-1476	137	46	hypothesis	hypothesis	NOUN
cana-1476	137	47	testing	testing	NOUN
cana-1476	137	48	significance	significance	NOUN
cana-1476	137	49	testing	testing	NOUN
cana-1476	137	50	of	of	ADP
cana-1476	137	51	observed	observed	ADJ
cana-1476	137	52	anomalies	anomaly	NOUN
cana-1476	137	53	confirm	confirm	VERB
cana-1476	137	54	whether	whether	SCONJ
cana-1476	137	55	anomalies	anomaly	NOUN
cana-1476	137	56	are	be	AUX
cana-1476	137	57	statistically	statistically	ADV
cana-1476	137	58	significant	significant	ADJ
cana-1476	137	59	the	the	DET
cana-1476	137	60	results	result	NOUN
cana-1476	137	61	of	of	ADP
cana-1476	137	62	the	the	DET
cana-1476	137	63	statistical	statistical	ADJ
cana-1476	137	64	analysis	analysis	NOUN
cana-1476	137	65	are	be	AUX
cana-1476	137	66	used	use	VERB
cana-1476	137	67	to	to	PART
cana-1476	137	68	generate	generate	VERB
cana-1476	137	69	a	a	DET
cana-1476	137	70	set	set	NOUN
cana-1476	137	71	of	of	ADP
cana-1476	137	72	candidate	candidate	NOUN
cana-1476	137	73	features	feature	NOUN
cana-1476	137	74	that	that	PRON
cana-1476	137	75	are	be	AUX
cana-1476	137	76	likely	likely	ADJ
cana-1476	137	77	to	to	PART
cana-1476	137	78	be	be	AUX
cana-1476	137	79	indicative	indicative	ADJ
cana-1476	137	80	of	of	ADP
cana-1476	137	81	malware	malware	NOUN
cana-1476	137	82	activity	activity	NOUN
cana-1476	137	83	.	.	PUNCT
cana-1476	138	1	these	these	DET
cana-1476	138	2	features	feature	NOUN
cana-1476	138	3	are	be	AUX
cana-1476	138	4	then	then	ADV
cana-1476	138	5	fed	feed	VERB
cana-1476	138	6	into	into	ADP
cana-1476	138	7	the	the	DET
cana-1476	138	8	machine	machine	NOUN
cana-1476	138	9	learning	learning	NOUN
cana-1476	138	10	models	model	NOUN
cana-1476	138	11	for	for	ADP
cana-1476	138	12	further	further	ADJ
cana-1476	138	13	analysis	analysis	NOUN
cana-1476	138	14	and	and	CCONJ
cana-1476	138	15	classification	classification	NOUN
cana-1476	138	16	.	.	PUNCT
cana-1476	139	1	3.3	3.3	NUM
cana-1476	139	2	integration	integration	NOUN
cana-1476	139	3	of	of	ADP
cana-1476	139	4	cryptographic	cryptographic	ADJ
cana-1476	139	5	methods	method	NOUN
cana-1476	139	6	for	for	ADP
cana-1476	139	7	secure	secure	ADJ
cana-1476	139	8	computation	computation	NOUN
cana-1476	139	9	to	to	PART
cana-1476	139	10	make	make	VERB
cana-1476	139	11	sure	sure	ADJ
cana-1476	139	12	that	that	SCONJ
cana-1476	139	13	the	the	DET
cana-1476	139	14	data	data	NOUN
cana-1476	139	15	is	be	AUX
cana-1476	139	16	safe	safe	ADJ
cana-1476	139	17	and	and	CCONJ
cana-1476	139	18	unchangeable	unchangeable	ADJ
cana-1476	139	19	when	when	SCONJ
cana-1476	139	20	we	we	PRON
cana-1476	139	21	're	be	AUX
cana-1476	139	22	crunching	crunch	VERB
cana-1476	139	23	numbers	number	NOUN
cana-1476	139	24	,	,	PUNCT
cana-1476	139	25	cryptography	cryptography	NOUN
cana-1476	139	26	skills	skill	NOUN
cana-1476	139	27	are	be	AUX
cana-1476	139	28	woven	weave	VERB
cana-1476	139	29	into	into	ADP
cana-1476	139	30	this	this	DET
cana-1476	139	31	approach.many	approach.many	PROPN
cana-1476	139	32	things	thing	NOUN
cana-1476	139	33	need	need	VERB
cana-1476	139	34	to	to	PART
cana-1476	139	35	work	work	VERB
cana-1476	139	36	for	for	ADP
cana-1476	139	37	encryption	encryption	NOUN
cana-1476	139	38	,	,	PUNCT
cana-1476	139	39	but	but	CCONJ
cana-1476	139	40	we	we	PRON
cana-1476	139	41	're	be	AUX
cana-1476	139	42	going	go	VERB
cana-1476	139	43	to	to	PART
cana-1476	139	44	focus	focus	VERB
cana-1476	139	45	communications	communication	NOUN
cana-1476	139	46	on	on	ADP
cana-1476	139	47	applied	apply	VERB
cana-1476	139	48	nonlinear	nonlinear	ADJ
cana-1476	139	49	analysis	analysis	NOUN
cana-1476	139	50	issn	issn	NOUN
cana-1476	139	51	:	:	PUNCT
cana-1476	139	52	1074	1074	NUM
cana-1476	139	53	-	-	PUNCT
cana-1476	139	54	133x	133x	NUM
cana-1476	139	55	vol	vol	NOUN
cana-1476	139	56	31	31	NUM
cana-1476	139	57	no	no	NOUN
cana-1476	139	58	.	.	PUNCT
cana-1476	140	1	8s	8s	PROPN
cana-1476	140	2	(	(	PUNCT
cana-1476	140	3	2024	2024	NUM
cana-1476	140	4	)	)	PUNCT
cana-1476	140	5	221	221	NUM
cana-1476	140	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	140	7	on	on	ADP
cana-1476	140	8	key	key	ADJ
cana-1476	140	9	exchange	exchange	NOUN
cana-1476	140	10	and	and	CCONJ
cana-1476	140	11	digital	digital	ADJ
cana-1476	140	12	signatures	signature	NOUN
cana-1476	140	13	.	.	PUNCT
cana-1476	141	1	in	in	ADP
cana-1476	141	2	exchanges	exchange	NOUN
cana-1476	141	3	among	among	ADP
cana-1476	141	4	friends	friend	NOUN
cana-1476	141	5	,	,	PUNCT
cana-1476	141	6	we	we	PRON
cana-1476	141	7	'll	will	AUX
cana-1476	141	8	use	use	VERB
cana-1476	141	9	non	non	ADJ
cana-1476	141	10	-	-	ADJ
cana-1476	141	11	cryptographic	cryptographic	ADJ
cana-1476	141	12	methods	method	NOUN
cana-1476	141	13	to	to	PART
cana-1476	141	14	get	get	VERB
cana-1476	141	15	secret	secret	ADJ
cana-1476	141	16	shared	share	VERB
cana-1476	141	17	keys	key	NOUN
cana-1476	141	18	(	(	PUNCT
cana-1476	141	19	such	such	ADJ
cana-1476	141	20	as	as	ADP
cana-1476	141	21	secure	secure	ADJ
cana-1476	141	22	phone	phone	NOUN
cana-1476	141	23	lines	line	NOUN
cana-1476	141	24	)	)	PUNCT
cana-1476	141	25	before	before	SCONJ
cana-1476	141	26	any	any	DET
cana-1476	141	27	one	one	NUM
cana-1476	141	28	of	of	ADP
cana-1476	141	29	the	the	DET
cana-1476	141	30	other	other	ADJ
cana-1476	141	31	people	people	NOUN
cana-1476	141	32	involved	involve	VERB
cana-1476	141	33	can	can	AUX
cana-1476	141	34	find	find	VERB
cana-1476	141	35	out	out	ADP
cana-1476	141	36	what	what	PRON
cana-1476	141	37	's	be	AUX
cana-1476	141	38	actually	actually	ADV
cana-1476	141	39	inside	inside	ADP
cana-1476	141	40	our	our	PRON
cana-1476	141	41	package	package	NOUN
cana-1476	141	42	by	by	ADP
cana-1476	141	43	telling	tell	VERB
cana-1476	141	44	everyone	everyone	PRON
cana-1476	141	45	involved	involve	VERB
cana-1476	141	46	in	in	ADP
cana-1476	141	47	a	a	DET
cana-1476	141	48	single	single	ADJ
cana-1476	141	49	round	round	NOUN
cana-1476	141	50	trip	trip	NOUN
cana-1476	141	51	what	what	PRON
cana-1476	141	52	they	they	PRON
cana-1476	141	53	should	should	AUX
cana-1476	141	54	know	know	VERB
cana-1476	141	55	.	.	PUNCT
cana-1476	142	1	this	this	PRON
cana-1476	142	2	also	also	ADV
cana-1476	142	3	means	mean	VERB
cana-1476	142	4	that	that	SCONJ
cana-1476	142	5	once	once	SCONJ
cana-1476	142	6	their	their	PRON
cana-1476	142	7	role	role	NOUN
cana-1476	142	8	in	in	ADP
cana-1476	142	9	this	this	PRON
cana-1476	142	10	has	have	VERB
cana-1476	142	11	endedomics	endedomic	NOUN
cana-1476	142	12	or	or	CCONJ
cana-1476	142	13	hyper	hyper	ADJ
cana-1476	142	14	cube	cube	NOUN
cana-1476	142	15	theory	theory	NOUN
cana-1476	142	16	can	can	AUX
cana-1476	142	17	be	be	AUX
cana-1476	142	18	used	use	VERB
cana-1476	142	19	for	for	ADP
cana-1476	142	20	sending	send	VERB
cana-1476	142	21	data	datum	NOUN
cana-1476	142	22	we	we	PRON
cana-1476	142	23	use	use	VERB
cana-1476	142	24	cryptographic	cryptographic	ADJ
cana-1476	142	25	hashing	hashing	NOUN
cana-1476	142	26	and	and	CCONJ
cana-1476	142	27	encryption	encryption	NOUN
cana-1476	142	28	to	to	PART
cana-1476	142	29	ensure	ensure	VERB
cana-1476	142	30	that	that	SCONJ
cana-1476	142	31	sensitive	sensitive	ADJ
cana-1476	142	32	information	information	NOUN
cana-1476	142	33	remains	remain	VERB
cana-1476	142	34	private	private	ADJ
cana-1476	142	35	.	.	PUNCT
cana-1476	143	1	data	datum	NOUN
cana-1476	143	2	integrity	integrity	NOUN
cana-1476	143	3	is	be	AUX
cana-1476	143	4	checked	check	VERB
cana-1476	143	5	with	with	ADP
cana-1476	143	6	cryptographic	cryptographic	ADJ
cana-1476	143	7	hashing	hashing	NOUN
cana-1476	143	8	techniques	technique	NOUN
cana-1476	143	9	.	.	PUNCT
cana-1476	144	1	by	by	ADP
cana-1476	144	2	homomorphically	homomorphically	ADV
cana-1476	144	3	encrypting	encrypt	VERB
cana-1476	144	4	the	the	DET
cana-1476	144	5	data	datum	NOUN
cana-1476	144	6	,	,	PUNCT
cana-1476	144	7	we	we	PRON
cana-1476	144	8	make	make	VERB
cana-1476	144	9	sure	sure	ADJ
cana-1476	144	10	that	that	SCONJ
cana-1476	144	11	calculations	calculation	NOUN
cana-1476	144	12	can	can	AUX
cana-1476	144	13	still	still	ADV
cana-1476	144	14	occur	occur	VERB
cana-1476	144	15	on	on	ADP
cana-1476	144	16	encrypted	encrypt	VERB
cana-1476	144	17	data	datum	NOUN
cana-1476	144	18	without	without	ADP
cana-1476	144	19	first	first	ADJ
cana-1476	144	20	decrypting	decrypt	VERB
cana-1476	144	21	it	it	PRON
cana-1476	144	22	while	while	SCONJ
cana-1476	144	23	ensuring	ensure	VERB
cana-1476	144	24	privacy	privacy	NOUN
cana-1476	144	25	of	of	ADP
cana-1476	144	26	the	the	DET
cana-1476	144	27	information	information	NOUN
cana-1476	144	28	.	.	PUNCT
cana-1476	145	1	as	as	ADP
cana-1476	145	2	a	a	DET
cana-1476	145	3	result	result	NOUN
cana-1476	145	4	of	of	ADP
cana-1476	145	5	our	our	PRON
cana-1476	145	6	methodology	methodology	NOUN
cana-1476	145	7	,	,	PUNCT
cana-1476	145	8	digital	digital	ADJ
cana-1476	145	9	signatures	signature	NOUN
cana-1476	145	10	and	and	CCONJ
cana-1476	145	11	cryptographic	cryptographic	ADJ
cana-1476	145	12	hashing	hashing	NOUN
cana-1476	145	13	are	be	AUX
cana-1476	145	14	also	also	ADV
cana-1476	145	15	used	use	VERB
cana-1476	145	16	to	to	PART
cana-1476	145	17	confirm	confirm	VERB
cana-1476	145	18	that	that	SCONJ
cana-1476	145	19	the	the	DET
cana-1476	145	20	data	data	NOUN
cana-1476	145	21	is	be	AUX
cana-1476	145	22	both	both	ADV
cana-1476	145	23	genuine	genuine	ADJ
cana-1476	145	24	and	and	CCONJ
cana-1476	145	25	unaltered	unaltered	ADJ
cana-1476	145	26	.	.	PUNCT
cana-1476	145	27	table	table	NOUN
cana-1476	145	28	4	4	NUM
cana-1476	145	29	:	:	PUNCT
cana-1476	145	30	cryptographic	cryptographic	ADJ
cana-1476	145	31	techniques	technique	NOUN
cana-1476	145	32	and	and	CCONJ
cana-1476	145	33	their	their	PRON
cana-1476	145	34	applications	application	NOUN
cana-1476	145	35	cryptographic	cryptographic	ADJ
cana-1476	145	36	technique	technique	NOUN
cana-1476	145	37	application	application	NOUN
cana-1476	145	38	purpose	purpose	NOUN
cana-1476	145	39	homomorphic	homomorphic	ADJ
cana-1476	145	40	encryption	encryption	NOUN
cana-1476	145	41	secure	secure	ADJ
cana-1476	145	42	computation	computation	NOUN
cana-1476	145	43	on	on	ADP
cana-1476	145	44	encrypted	encrypt	VERB
cana-1476	145	45	data	datum	NOUN
cana-1476	145	46	maintain	maintain	VERB
cana-1476	145	47	privacy	privacy	NOUN
cana-1476	145	48	during	during	ADP
cana-1476	145	49	analysis	analysis	NOUN
cana-1476	145	50	digital	digital	ADJ
cana-1476	145	51	signatures	signature	NOUN
cana-1476	145	52	authentication	authentication	NOUN
cana-1476	145	53	of	of	ADP
cana-1476	145	54	data	datum	NOUN
cana-1476	145	55	sources	source	NOUN
cana-1476	145	56	verify	verify	VERB
cana-1476	145	57	the	the	DET
cana-1476	145	58	authenticity	authenticity	NOUN
cana-1476	145	59	of	of	ADP
cana-1476	145	60	data	datum	NOUN
cana-1476	145	61	cryptographic	cryptographic	ADJ
cana-1476	145	62	hashing	hashing	NOUN
cana-1476	145	63	data	datum	NOUN
cana-1476	145	64	integrity	integrity	NOUN
cana-1476	145	65	checks	check	NOUN
cana-1476	145	66	ensure	ensure	VERB
cana-1476	145	67	data	datum	NOUN
cana-1476	145	68	has	have	AUX
cana-1476	145	69	not	not	PART
cana-1476	145	70	been	be	AUX
cana-1476	145	71	tampered	tamper	VERB
cana-1476	145	72	with	with	ADP
cana-1476	145	73	during	during	ADP
cana-1476	145	74	processing	process	VERB
cana-1476	145	75	3.4	3.4	NUM
cana-1476	145	76	machine	machine	NOUN
cana-1476	145	77	learning	learning	NOUN
cana-1476	145	78	model	model	NOUN
cana-1476	145	79	design	design	NOUN
cana-1476	145	80	in	in	ADP
cana-1476	145	81	this	this	DET
cana-1476	145	82	study	study	NOUN
cana-1476	145	83	,	,	PUNCT
cana-1476	145	84	the	the	DET
cana-1476	145	85	design	design	NOUN
cana-1476	145	86	of	of	ADP
cana-1476	145	87	machine	machine	NOUN
cana-1476	145	88	learning	learning	NOUN
cana-1476	145	89	model	model	NOUN
cana-1476	145	90	focuses	focus	VERB
cana-1476	145	91	on	on	ADP
cana-1476	145	92	three	three	NUM
cana-1476	145	93	main	main	ADJ
cana-1476	145	94	algorithms	algorithm	NOUN
cana-1476	145	95	:	:	PUNCT
cana-1476	145	96	support	support	VERB
cana-1476	145	97	vector	vector	NOUN
cana-1476	145	98	machines	machine	NOUN
cana-1476	145	99	,	,	PUNCT
cana-1476	145	100	random	random	ADJ
cana-1476	145	101	forest	forest	NOUN
cana-1476	145	102	,	,	PUNCT
cana-1476	145	103	and	and	CCONJ
cana-1476	145	104	neural	neural	ADJ
cana-1476	145	105	networks	network	NOUN
cana-1476	145	106	.	.	PUNCT
cana-1476	146	1	each	each	DET
cana-1476	146	2	model	model	NOUN
cana-1476	146	3	is	be	AUX
cana-1476	146	4	designed	design	VERB
cana-1476	146	5	to	to	PART
cana-1476	146	6	classify	classify	VERB
cana-1476	146	7	system	system	NOUN
cana-1476	146	8	behavior	behavior	NOUN
cana-1476	146	9	as	as	ADP
cana-1476	146	10	either	either	CCONJ
cana-1476	146	11	benign	benign	ADJ
cana-1476	146	12	or	or	CCONJ
cana-1476	146	13	malicious	malicious	ADJ
cana-1476	146	14	.	.	PUNCT
cana-1476	147	1	3.4.1	3.4.1	NUM
cana-1476	147	2	the	the	DET
cana-1476	147	3	implmentation	implmentation	NOUN
cana-1476	147	4	of	of	ADP
cana-1476	147	5	the	the	DET
cana-1476	147	6	svmmodel	svmmodel	NOUN
cana-1476	147	7	with	with	ADP
cana-1476	147	8	svm	svm	PROPN
cana-1476	147	9	model	model	NOUN
cana-1476	147	10	,	,	PUNCT
cana-1476	147	11	the	the	DET
cana-1476	147	12	behavior	behavior	NOUN
cana-1476	147	13	of	of	ADP
cana-1476	147	14	the	the	DET
cana-1476	147	15	system	system	NOUN
cana-1476	147	16	will	will	AUX
cana-1476	147	17	be	be	AUX
cana-1476	147	18	classified	classify	VERB
cana-1476	147	19	as	as	ADP
cana-1476	147	20	benign	benign	ADJ
cana-1476	147	21	and	and	CCONJ
cana-1476	147	22	malicious	malicious	ADJ
cana-1476	147	23	.	.	PUNCT
cana-1476	148	1	we	we	PRON
cana-1476	148	2	start	start	VERB
cana-1476	148	3	by	by	ADP
cana-1476	148	4	training	train	VERB
cana-1476	148	5	the	the	DET
cana-1476	148	6	model	model	NOUN
cana-1476	148	7	on	on	ADP
cana-1476	148	8	our	our	PRON
cana-1476	148	9	preprocessed	preprocesse	VERB
cana-1476	148	10	dataset	dataset	NOUN
cana-1476	148	11	with	with	ADP
cana-1476	148	12	a	a	DET
cana-1476	148	13	linear	linear	ADJ
cana-1476	148	14	kernel	kernel	NOUN
cana-1476	148	15	,	,	PUNCT
cana-1476	148	16	which	which	PRON
cana-1476	148	17	is	be	AUX
cana-1476	148	18	effective	effective	ADJ
cana-1476	148	19	in	in	ADP
cana-1476	148	20	highdimensional	highdimensional	ADJ
cana-1476	148	21	space	space	NOUN
cana-1476	148	22	cross	cross	NOUN
cana-1476	148	23	-	-	NOUN
cana-1476	148	24	validation	validation	NOUN
cana-1476	148	25	to	to	PART
cana-1476	148	26	optimize	optimize	VERB
cana-1476	148	27	our	our	PRON
cana-1476	148	28	hyperparameters	hyperparameter	NOUN
cana-1476	148	29	and	and	CCONJ
cana-1476	148	30	avoid	avoid	VERB
cana-1476	148	31	overfitting	overfitte	VERB
cana-1476	148	32	.	.	PUNCT
cana-1476	149	1	table	table	NOUN
cana-1476	149	2	5	5	NUM
cana-1476	149	3	:	:	PUNCT
cana-1476	149	4	svm	svm	PROPN
cana-1476	149	5	model	model	NOUN
cana-1476	149	6	parameters	parameter	NOUN
cana-1476	149	7	parameter	parameter	NOUN
cana-1476	149	8	description	description	NOUN
cana-1476	149	9	value	value	NOUN
cana-1476	149	10	/	/	SYM
cana-1476	149	11	range	range	NOUN
cana-1476	149	12	kernel	kernel	NOUN
cana-1476	149	13	type	type	NOUN
cana-1476	149	14	type	type	NOUN
cana-1476	149	15	of	of	ADP
cana-1476	149	16	kernel	kernel	NOUN
cana-1476	149	17	function	function	PROPN
cana-1476	149	18	used	use	VERB
cana-1476	149	19	linear	linear	PROPN
cana-1476	149	20	regularization	regularization	NOUN
cana-1476	149	21	parameter	parameter	NOUN
cana-1476	149	22	(	(	PUNCT
cana-1476	149	23	c	c	NOUN
cana-1476	149	24	)	)	PUNCT
cana-1476	149	25	trade	trade	NOUN
cana-1476	149	26	-	-	PUNCT
cana-1476	149	27	off	off	NOUN
cana-1476	149	28	between	between	ADP
cana-1476	149	29	correct	correct	ADJ
cana-1476	149	30	classification	classification	NOUN
cana-1476	149	31	and	and	CCONJ
cana-1476	149	32	margin	margin	NOUN
cana-1476	149	33	0.1	0.1	NUM
cana-1476	149	34	10	10	NUM
cana-1476	149	35	gamma	gamma	NOUN
cana-1476	149	36	kernel	kernel	PROPN
cana-1476	149	37	coefficient	coefficient	NOUN
cana-1476	149	38	for	for	ADP
cana-1476	149	39	non	non	ADJ
cana-1476	149	40	-	-	ADJ
cana-1476	149	41	linear	linear	ADJ
cana-1476	149	42	models	model	NOUN
cana-1476	149	43	auto	auto	VERB
cana-1476	149	44	cross	cross	ADJ
cana-1476	149	45	-	-	ADJ
cana-1476	149	46	validation	validation	ADJ
cana-1476	149	47	folds	fold	NOUN
cana-1476	149	48	number	number	NOUN
cana-1476	149	49	of	of	ADP
cana-1476	149	50	folds	fold	NOUN
cana-1476	149	51	in	in	ADP
cana-1476	149	52	cross	cross	ADJ
cana-1476	149	53	-	-	ADJ
cana-1476	149	54	validation	validation	ADJ
cana-1476	149	55	5	5	NUM
cana-1476	149	56	10	10	NUM
cana-1476	149	57	3.4.2	3.4.2	NUM
cana-1476	149	58	random	random	ADJ
cana-1476	149	59	forest	forest	NOUN
cana-1476	149	60	model	model	NOUN
cana-1476	149	61	implementation	implementation	NOUN
cana-1476	149	62	the	the	DET
cana-1476	149	63	random	random	ADJ
cana-1476	149	64	forest	forest	NOUN
cana-1476	149	65	model	model	NOUN
cana-1476	149	66	serves	serve	VERB
cana-1476	149	67	as	as	ADP
cana-1476	149	68	a	a	DET
cana-1476	149	69	ensemble	ensemble	ADJ
cana-1476	149	70	learning	learning	NOUN
cana-1476	149	71	method	method	NOUN
cana-1476	149	72	,	,	PUNCT
cana-1476	149	73	because	because	SCONJ
cana-1476	149	74	it	it	PRON
cana-1476	149	75	relies	rely	VERB
cana-1476	149	76	on	on	ADP
cana-1476	149	77	multiple	multiple	ADJ
cana-1476	149	78	decision	decision	NOUN
cana-1476	149	79	trees	tree	NOUN
cana-1476	149	80	.	.	PUNCT
cana-1476	150	1	in	in	ADP
cana-1476	150	2	order	order	NOUN
cana-1476	150	3	to	to	PART
cana-1476	150	4	achieve	achieve	VERB
cana-1476	150	5	higher	high	ADJ
cana-1476	150	6	accuracy	accuracy	NOUN
cana-1476	150	7	in	in	ADP
cana-1476	150	8	classification	classification	NOUN
cana-1476	150	9	,	,	PUNCT
cana-1476	150	10	the	the	DET
cana-1476	150	11	random	random	ADJ
cana-1476	150	12	forest	forest	NOUN
cana-1476	150	13	program	program	NOUN
cana-1476	150	14	combines	combine	VERB
cana-1476	150	15	the	the	DET
cana-1476	150	16	communications	communication	NOUN
cana-1476	150	17	on	on	ADP
cana-1476	150	18	applied	apply	VERB
cana-1476	150	19	nonlinear	nonlinear	ADJ
cana-1476	150	20	analysis	analysis	NOUN
cana-1476	150	21	issn	issn	NOUN
cana-1476	150	22	:	:	PUNCT
cana-1476	150	23	1074	1074	NUM
cana-1476	150	24	-	-	PUNCT
cana-1476	150	25	133x	133x	NUM
cana-1476	150	26	vol	vol	NOUN
cana-1476	150	27	31	31	NUM
cana-1476	150	28	no	no	NOUN
cana-1476	150	29	.	.	PUNCT
cana-1476	151	1	8s	8s	PROPN
cana-1476	151	2	(	(	PUNCT
cana-1476	151	3	2024	2024	NUM
cana-1476	151	4	)	)	PUNCT
cana-1476	151	5	222	222	NUM
cana-1476	151	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	151	7	output	output	NOUN
cana-1476	151	8	of	of	ADP
cana-1476	151	9	several	several	ADJ
cana-1476	151	10	trees	tree	NOUN
cana-1476	151	11	.	.	PUNCT
cana-1476	152	1	this	this	DET
cana-1476	152	2	model	model	NOUN
cana-1476	152	3	generally	generally	ADV
cana-1476	152	4	employed	employ	VERB
cana-1476	152	5	for	for	ADP
cana-1476	152	6	data	datum	NOUN
cana-1476	152	7	mining	mining	NOUN
cana-1476	152	8	or	or	CCONJ
cana-1476	152	9	bioinformatics	bioinformatics	NOUN
cana-1476	152	10	problems	problem	NOUN
cana-1476	152	11	was	be	AUX
cana-1476	152	12	used	use	VERB
cana-1476	152	13	in	in	ADP
cana-1476	152	14	building	build	VERB
cana-1476	152	15	more	more	ADJ
cana-1476	152	16	than	than	ADP
cana-1476	152	17	one	one	NUM
cana-1476	152	18	model	model	NOUN
cana-1476	152	19	simultaneously	simultaneously	ADV
cana-1476	152	20	:	:	PUNCT
cana-1476	152	21	one	one	NUM
cana-1476	152	22	for	for	ADP
cana-1476	152	23	each	each	DET
cana-1476	152	24	bootstrap	bootstrap	NOUN
cana-1476	152	25	sample	sample	NOUN
cana-1476	152	26	from	from	ADP
cana-1476	152	27	the	the	DET
cana-1476	152	28	dataset	dataset	NOUN
cana-1476	152	29	.	.	PUNCT
cana-1476	153	1	each	each	DET
cana-1476	153	2	tree	tree	NOUN
cana-1476	153	3	makes	make	VERB
cana-1476	153	4	its	its	PRON
cana-1476	153	5	own	own	ADJ
cana-1476	153	6	prediction.to	prediction.to	PRON
cana-1476	153	7	make	make	VERB
cana-1476	153	8	the	the	DET
cana-1476	153	9	final	final	ADJ
cana-1476	153	10	classification	classification	NOUN
cana-1476	153	11	,	,	PUNCT
cana-1476	153	12	we	we	PRON
cana-1476	153	13	count	count	VERB
cana-1476	153	14	the	the	DET
cana-1476	153	15	votes	vote	NOUN
cana-1476	153	16	cast	cast	VERB
cana-1476	153	17	by	by	ADP
cana-1476	153	18	all	all	DET
cana-1476	153	19	trees	tree	NOUN
cana-1476	153	20	and	and	CCONJ
cana-1476	153	21	choose	choose	VERB
cana-1476	153	22	the	the	DET
cana-1476	153	23	most	most	ADV
cana-1476	153	24	suggested	suggest	VERB
cana-1476	153	25	category	category	NOUN
cana-1476	153	26	table	table	NOUN
cana-1476	153	27	6	6	NUM
cana-1476	153	28	:	:	PUNCT
cana-1476	153	29	random	random	ADJ
cana-1476	153	30	forest	forest	NOUN
cana-1476	153	31	model	model	NOUN
cana-1476	153	32	parameters	parameter	NOUN
cana-1476	153	33	parameter	parameter	NOUN
cana-1476	153	34	description	description	NOUN
cana-1476	153	35	value	value	NOUN
cana-1476	153	36	/	/	SYM
cana-1476	153	37	range	range	NOUN
cana-1476	153	38	number	number	NOUN
cana-1476	153	39	of	of	ADP
cana-1476	153	40	trees	tree	NOUN
cana-1476	153	41	total	total	ADJ
cana-1476	153	42	number	number	NOUN
cana-1476	153	43	of	of	ADP
cana-1476	153	44	trees	tree	NOUN
cana-1476	153	45	in	in	ADP
cana-1476	153	46	the	the	DET
cana-1476	153	47	forest	forest	NOUN
cana-1476	153	48	100	100	NUM
cana-1476	153	49	500	500	NUM
cana-1476	153	50	maximum	maximum	ADJ
cana-1476	153	51	depth	depth	NOUN
cana-1476	153	52	maximum	maximum	ADJ
cana-1476	153	53	depth	depth	NOUN
cana-1476	153	54	of	of	ADP
cana-1476	153	55	each	each	DET
cana-1476	153	56	tree	tree	NOUN
cana-1476	153	57	unlimited	unlimited	ADJ
cana-1476	153	58	minimum	minimum	NOUN
cana-1476	153	59	samples	sample	NOUN
cana-1476	153	60	split	split	VERB
cana-1476	153	61	minimum	minimum	ADJ
cana-1476	153	62	number	number	NOUN
cana-1476	153	63	of	of	ADP
cana-1476	153	64	samples	sample	NOUN
cana-1476	153	65	required	require	VERB
cana-1476	153	66	to	to	PART
cana-1476	153	67	split	split	VERB
cana-1476	153	68	a	a	DET
cana-1476	153	69	node	node	NOUN
cana-1476	153	70	2	2	NUM
cana-1476	153	71	5	5	NUM
cana-1476	153	72	maximum	maximum	NOUN
cana-1476	153	73	features	feature	VERB
cana-1476	153	74	maximum	maximum	ADJ
cana-1476	153	75	number	number	NOUN
cana-1476	153	76	of	of	ADP
cana-1476	153	77	features	feature	NOUN
cana-1476	153	78	considered	consider	VERB
cana-1476	153	79	for	for	ADP
cana-1476	153	80	splitting	split	VERB
cana-1476	153	81	sqrt(total	sqrt(total	ADJ
cana-1476	153	82	features	feature	NOUN
cana-1476	153	83	)	)	PUNCT
cana-1476	154	1	3.4.3	3.4.3	NUM
cana-1476	154	2	neural	neural	ADJ
cana-1476	154	3	network	network	NOUN
cana-1476	154	4	model	model	NOUN
cana-1476	154	5	implementation	implementation	NOUN
cana-1476	154	6	a	a	DET
cana-1476	154	7	multi	multi	ADJ
cana-1476	154	8	-	-	ADJ
cana-1476	154	9	layer	layer	ADJ
cana-1476	154	10	neural	neural	ADJ
cana-1476	154	11	network	network	NOUN
cana-1476	154	12	model	model	NOUN
cana-1476	154	13	was	be	AUX
cana-1476	154	14	setup	setup	NOUN
cana-1476	154	15	using	use	VERB
cana-1476	154	16	a	a	DET
cana-1476	154	17	perceptron	perceptron	PROPN
cana-1476	154	18	(	(	PUNCT
cana-1476	154	19	mlp	mlp	NOUN
cana-1476	154	20	)	)	PUNCT
cana-1476	154	21	architecture	architecture	NOUN
cana-1476	154	22	.	.	PUNCT
cana-1476	155	1	it	it	PRON
cana-1476	155	2	contains	contain	VERB
cana-1476	155	3	input	input	NOUN
cana-1476	155	4	layers	layer	NOUN
cana-1476	155	5	,	,	PUNCT
cana-1476	155	6	at	at	ADP
cana-1476	155	7	least	least	ADJ
cana-1476	155	8	or	or	CCONJ
cana-1476	155	9	even	even	ADV
cana-1476	155	10	more	more	ADV
cana-1476	155	11	hidden	hidden	ADJ
cana-1476	155	12	layers	layer	NOUN
cana-1476	155	13	and	and	CCONJ
cana-1476	155	14	a	a	DET
cana-1476	155	15	single	single	ADJ
cana-1476	155	16	output	output	NOUN
cana-1476	155	17	filled	fill	VERB
cana-1476	155	18	.	.	PUNCT
cana-1476	156	1	in	in	ADP
cana-1476	156	2	each	each	PRON
cana-1476	156	3	of	of	ADP
cana-1476	156	4	those	those	DET
cana-1476	156	5	layers	layer	NOUN
cana-1476	156	6	the	the	DET
cana-1476	156	7	number	number	NOUN
cana-1476	156	8	of	of	ADP
cana-1476	156	9	neurons	neuron	NOUN
cana-1476	156	10	,	,	PUNCT
cana-1476	156	11	and	and	CCONJ
cana-1476	156	12	what	what	DET
cana-1476	156	13	activation	activation	NOUN
cana-1476	156	14	function	function	NOUN
cana-1476	156	15	will	will	AUX
cana-1476	156	16	be	be	AUX
cana-1476	156	17	used	use	VERB
cana-1476	156	18	for	for	ADP
cana-1476	156	19	that	that	DET
cana-1476	156	20	neuron	neuron	NOUN
cana-1476	156	21	's	's	PART
cana-1476	156	22	output	output	NOUN
cana-1476	156	23	signal	signal	NOUN
cana-1476	156	24	direction	direction	NOUN
cana-1476	156	25	are	be	AUX
cana-1476	156	26	chosen	choose	VERB
cana-1476	156	27	carefully	carefully	ADV
cana-1476	156	28	in	in	ADP
cana-1476	156	29	order	order	NOUN
cana-1476	156	30	to	to	PART
cana-1476	156	31	improve	improve	VERB
cana-1476	156	32	effectiveness	effectiveness	NOUN
cana-1476	156	33	of	of	ADP
cana-1476	156	34	models	model	NOUN
cana-1476	156	35	.	.	PUNCT
cana-1476	157	1	table	table	NOUN
cana-1476	157	2	7	7	NUM
cana-1476	157	3	:	:	PUNCT
cana-1476	157	4	neural	neural	ADJ
cana-1476	157	5	network	network	NOUN
cana-1476	157	6	model	model	NOUN
cana-1476	157	7	architecture	architecture	NOUN
cana-1476	157	8	layer	layer	NOUN
cana-1476	157	9	type	type	NOUN
cana-1476	157	10	number	number	NOUN
cana-1476	157	11	of	of	ADP
cana-1476	157	12	neurons	neuron	NOUN
cana-1476	157	13	activation	activation	NOUN
cana-1476	157	14	function	function	NOUN
cana-1476	157	15	input	input	NOUN
cana-1476	157	16	layer	layer	NOUN
cana-1476	157	17	equal	equal	ADJ
cana-1476	157	18	to	to	ADP
cana-1476	157	19	the	the	DET
cana-1476	157	20	number	number	NOUN
cana-1476	157	21	of	of	ADP
cana-1476	157	22	input	input	NOUN
cana-1476	157	23	features	feature	VERB
cana-1476	157	24	hidden	hide	VERB
cana-1476	157	25	layer	layer	NOUN
cana-1476	157	26	1	1	NUM
cana-1476	157	27	64	64	NUM
cana-1476	157	28	relu	relu	NOUN
cana-1476	157	29	hidden	hide	VERB
cana-1476	157	30	layer	layer	NOUN
cana-1476	157	31	2	2	NUM
cana-1476	157	32	32	32	NUM
cana-1476	157	33	relu	relu	NOUN
cana-1476	157	34	output	output	NOUN
cana-1476	157	35	layer	layer	NOUN
cana-1476	157	36	1	1	NUM
cana-1476	157	37	(	(	PUNCT
cana-1476	157	38	binary	binary	ADJ
cana-1476	157	39	classification	classification	NOUN
cana-1476	157	40	)	)	PUNCT
cana-1476	157	41	sigmoid	sigmoid	NOUN
cana-1476	157	42	learning	learn	VERB
cana-1476	157	43	rate	rate	NOUN
cana-1476	157	44	0.001	0.001	NUM
cana-1476	157	45	batch	batch	NOUN
cana-1476	157	46	size	size	NOUN
cana-1476	157	47	32	32	NUM
cana-1476	157	48	number	number	NOUN
cana-1476	157	49	of	of	ADP
cana-1476	157	50	epochs	epoch	NOUN
cana-1476	157	51	50	50	NUM
cana-1476	157	52	3.5	3.5	NUM
cana-1476	157	53	hybrid	hybrid	NOUN
cana-1476	157	54	approach	approach	NOUN
cana-1476	157	55	:	:	PUNCT
cana-1476	157	56	combining	combine	VERB
cana-1476	157	57	statistical	statistical	ADJ
cana-1476	157	58	,	,	PUNCT
cana-1476	157	59	cryptographic	cryptographic	ADJ
cana-1476	157	60	,	,	PUNCT
cana-1476	157	61	and	and	CCONJ
cana-1476	157	62	ml	ml	NOUN
cana-1476	157	63	models	model	VERB
cana-1476	157	64	the	the	DET
cana-1476	157	65	methodology	methodology	NOUN
cana-1476	157	66	of	of	ADP
cana-1476	157	67	this	this	DET
cana-1476	157	68	paper	paper	NOUN
cana-1476	157	69	is	be	AUX
cana-1476	157	70	based	base	VERB
cana-1476	157	71	on	on	ADP
cana-1476	157	72	combining	combine	VERB
cana-1476	157	73	the	the	DET
cana-1476	157	74	strengths	strength	NOUN
cana-1476	157	75	of	of	ADP
cana-1476	157	76	statistical	statistical	ADJ
cana-1476	157	77	analysis	analysis	NOUN
cana-1476	157	78	,	,	PUNCT
cana-1476	157	79	cryptology	cryptology	NOUN
cana-1476	157	80	,	,	PUNCT
cana-1476	157	81	and	and	CCONJ
cana-1476	157	82	machine	machine	NOUN
cana-1476	157	83	learning	learning	NOUN
cana-1476	157	84	models	model	NOUN
cana-1476	157	85	to	to	PART
cana-1476	157	86	make	make	VERB
cana-1476	157	87	a	a	DET
cana-1476	157	88	hybrid	hybrid	ADJ
cana-1476	157	89	approach	approach	NOUN
cana-1476	157	90	to	to	ADP
cana-1476	157	91	malware	malware	NOUN
cana-1476	157	92	detection	detection	NOUN
cana-1476	157	93	.	.	PUNCT
cana-1476	158	1	this	this	DET
cana-1476	158	2	hybrid	hybrid	ADJ
cana-1476	158	3	approach	approach	NOUN
cana-1476	158	4	draws	draw	VERB
cana-1476	158	5	on	on	ADP
cana-1476	158	6	the	the	DET
cana-1476	158	7	strengths	strength	NOUN
cana-1476	158	8	of	of	ADP
cana-1476	158	9	all	all	DET
cana-1476	158	10	three	three	NUM
cana-1476	158	11	:	:	PUNCT
cana-1476	158	12	statistical	statistical	ADJ
cana-1476	158	13	analysis	analysis	NOUN
cana-1476	158	14	offers	offer	VERB
cana-1476	158	15	a	a	DET
cana-1476	158	16	foundation	foundation	NOUN
cana-1476	158	17	to	to	PART
cana-1476	158	18	see	see	VERB
cana-1476	158	19	patterns	pattern	NOUN
cana-1476	158	20	and	and	CCONJ
cana-1476	158	21	anomalies	anomaly	NOUN
cana-1476	158	22	.	.	PUNCT
cana-1476	159	1	cryptographic	cryptographic	ADJ
cana-1476	159	2	techniques	technique	NOUN
cana-1476	159	3	guarantee	guarantee	VERB
cana-1476	159	4	that	that	SCONJ
cana-1476	159	5	the	the	DET
cana-1476	159	6	data	datum	NOUN
cana-1476	159	7	has	have	VERB
cana-1476	159	8	security	security	NOUN
cana-1476	159	9	and	and	CCONJ
cana-1476	159	10	integrity	integrity	NOUN
cana-1476	159	11	during	during	ADP
cana-1476	159	12	processing	processing	NOUN
cana-1476	159	13	.	.	PUNCT
cana-1476	160	1	machine	machine	NOUN
cana-1476	160	2	learning	learning	NOUN
cana-1476	160	3	models	model	NOUN
cana-1476	160	4	are	be	AUX
cana-1476	160	5	based	base	VERB
cana-1476	160	6	on	on	ADP
cana-1476	160	7	learned	learn	VERB
cana-1476	160	8	patterns	pattern	NOUN
cana-1476	160	9	of	of	ADP
cana-1476	160	10	system	system	NOUN
cana-1476	160	11	behavior	behavior	NOUN
cana-1476	160	12	to	to	PART
cana-1476	160	13	improve	improve	VERB
cana-1476	160	14	detection	detection	NOUN
cana-1476	160	15	accuracy	accuracy	NOUN
cana-1476	160	16	.	.	PUNCT
cana-1476	161	1	the	the	DET
cana-1476	161	2	hybrid	hybrid	ADJ
cana-1476	161	3	approach	approach	NOUN
cana-1476	161	4	has	have	AUX
cana-1476	161	5	been	be	AUX
cana-1476	161	6	designed	design	VERB
cana-1476	161	7	to	to	PART
cana-1476	161	8	be	be	AUX
cana-1476	161	9	both	both	CCONJ
cana-1476	161	10	adaptable	adaptable	ADJ
cana-1476	161	11	and	and	CCONJ
cana-1476	161	12	scalable	scalable	ADJ
cana-1476	161	13	,	,	PUNCT
cana-1476	161	14	handling	handle	VERB
cana-1476	161	15	large	large	ADJ
cana-1476	161	16	datasets	dataset	NOUN
cana-1476	161	17	as	as	ADP
cana-1476	161	18	a	a	DET
cana-1476	161	19	matter	matter	NOUN
cana-1476	161	20	of	of	ADP
cana-1476	161	21	course	course	NOUN
cana-1476	161	22	and	and	CCONJ
cana-1476	161	23	taking	take	VERB
cana-1476	161	24	on	on	ADP
cana-1476	161	25	new	new	ADJ
cana-1476	161	26	threats	threat	NOUN
cana-1476	161	27	but	but	CCONJ
cana-1476	161	28	never	never	ADV
cana-1476	161	29	losing	lose	VERB
cana-1476	161	30	its	its	PRON
cana-1476	161	31	reason	reason	NOUN
cana-1476	161	32	for	for	ADP
cana-1476	161	33	existence	existence	NOUN
cana-1476	161	34	.	.	PUNCT
cana-1476	162	1	communications	communication	NOUN
cana-1476	162	2	on	on	ADP
cana-1476	162	3	applied	apply	VERB
cana-1476	162	4	nonlinear	nonlinear	ADJ
cana-1476	162	5	analysis	analysis	NOUN
cana-1476	162	6	issn	issn	NOUN
cana-1476	162	7	:	:	PUNCT
cana-1476	162	8	1074	1074	NUM
cana-1476	162	9	-	-	PUNCT
cana-1476	162	10	133x	133x	NUM
cana-1476	162	11	vol	vol	NOUN
cana-1476	162	12	31	31	NUM
cana-1476	162	13	no	no	NOUN
cana-1476	162	14	.	.	PUNCT
cana-1476	163	1	8s	8s	PROPN
cana-1476	163	2	(	(	PUNCT
cana-1476	163	3	2024	2024	NUM
cana-1476	163	4	)	)	PUNCT
cana-1476	163	5	223	223	NUM
cana-1476	163	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	163	7	3.6	3.6	NUM
cana-1476	163	8	experimental	experimental	ADJ
cana-1476	163	9	settings	setting	NOUN
cana-1476	163	10	and	and	CCONJ
cana-1476	163	11	evaluation	evaluation	NOUN
cana-1476	163	12	criteria	criterion	NOUN
cana-1476	163	13	as	as	ADP
cana-1476	163	14	to	to	ADP
cana-1476	163	15	the	the	DET
cana-1476	163	16	experimental	experimental	ADJ
cana-1476	163	17	settings	setting	NOUN
cana-1476	163	18	,	,	PUNCT
cana-1476	163	19	the	the	DET
cana-1476	163	20	proposed	propose	VERB
cana-1476	163	21	hybrid	hybrid	NOUN
cana-1476	163	22	model	model	NOUN
cana-1476	163	23	is	be	AUX
cana-1476	163	24	implemented	implement	VERB
cana-1476	163	25	on	on	ADP
cana-1476	163	26	a	a	DET
cana-1476	163	27	simulated	simulate	VERB
cana-1476	163	28	environment	environment	NOUN
cana-1476	163	29	in	in	ADP
cana-1476	163	30	which	which	PRON
cana-1476	163	31	benign	benign	ADJ
cana-1476	163	32	and	and	CCONJ
cana-1476	163	33	malicious	malicious	ADJ
cana-1476	163	34	behaviors	behavior	NOUN
cana-1476	163	35	are	be	AUX
cana-1476	163	36	delineated	delineate	VERB
cana-1476	163	37	.	.	PUNCT
cana-1476	164	1	its	its	PRON
cana-1476	164	2	performance	performance	NOUN
cana-1476	164	3	is	be	AUX
cana-1476	164	4	judged	judge	VERB
cana-1476	164	5	by	by	ADP
cana-1476	164	6	such	such	ADJ
cana-1476	164	7	measures	measure	NOUN
cana-1476	164	8	as	as	ADP
cana-1476	164	9	accuracy	accuracy	NOUN
cana-1476	164	10	,	,	PUNCT
cana-1476	164	11	precision	precision	NOUN
cana-1476	164	12	,	,	PUNCT
cana-1476	164	13	recall	recall	NOUN
cana-1476	164	14	and	and	CCONJ
cana-1476	164	15	the	the	DET
cana-1476	164	16	f1	f1	NOUN
cana-1476	164	17	-	-	PUNCT
cana-1476	164	18	score	score	NOUN
cana-1476	164	19	and	and	CCONJ
cana-1476	164	20	the	the	DET
cana-1476	164	21	area	area	NOUN
cana-1476	164	22	under	under	ADP
cana-1476	164	23	the	the	DET
cana-1476	164	24	receiver	receiver	NOUN
cana-1476	164	25	operating	operate	VERB
cana-1476	164	26	characteristic	characteristic	NOUN
cana-1476	164	27	(	(	PUNCT
cana-1476	164	28	roc	roc	PROPN
cana-1476	164	29	)	)	PUNCT
cana-1476	164	30	curve	curve	NOUN
cana-1476	164	31	.	.	PUNCT
cana-1476	165	1	table	table	NOUN
cana-1476	165	2	8	8	NUM
cana-1476	165	3	:	:	PUNCT
cana-1476	165	4	evaluation	evaluation	NOUN
cana-1476	165	5	metrics	metric	NOUN
cana-1476	165	6	metric	metric	ADJ
cana-1476	165	7	description	description	NOUN
cana-1476	165	8	formula	formula	NOUN
cana-1476	165	9	/	/	SYM
cana-1476	165	10	calculation	calculation	NOUN
cana-1476	165	11	accuracy	accuracy	NOUN
cana-1476	165	12	proportion	proportion	NOUN
cana-1476	165	13	of	of	ADP
cana-1476	165	14	correctly	correctly	ADV
cana-1476	165	15	classified	classified	ADJ
cana-1476	165	16	instances	instance	NOUN
cana-1476	165	17	(	(	PUNCT
cana-1476	165	18	tp	tp	NOUN
cana-1476	165	19	+	+	CCONJ
cana-1476	165	20	tn	tn	NOUN
cana-1476	165	21	)	)	PUNCT
cana-1476	165	22	/	/	PUNCT
cana-1476	166	1	(	(	PUNCT
cana-1476	166	2	tp	tp	ADP
cana-1476	166	3	+	+	CCONJ
cana-1476	166	4	tn	tn	NOUN
cana-1476	167	1	+	+	CCONJ
cana-1476	167	2	fp	fp	PROPN
cana-1476	167	3	+	+	NUM
cana-1476	167	4	fn	fn	NOUN
cana-1476	167	5	)	)	PUNCT
cana-1476	167	6	precision	precision	NOUN
cana-1476	167	7	proportion	proportion	NOUN
cana-1476	167	8	of	of	ADP
cana-1476	167	9	true	true	ADJ
cana-1476	167	10	positives	positive	NOUN
cana-1476	167	11	among	among	ADP
cana-1476	167	12	predicted	predict	VERB
cana-1476	167	13	positives	positive	NOUN
cana-1476	167	14	tp	tp	NOUN
cana-1476	167	15	/	/	SYM
cana-1476	167	16	(	(	PUNCT
cana-1476	167	17	tp	tp	ADP
cana-1476	167	18	+	+	CCONJ
cana-1476	167	19	fp	fp	X
cana-1476	167	20	)	)	PUNCT
cana-1476	167	21	recall	recall	NOUN
cana-1476	167	22	proportion	proportion	NOUN
cana-1476	167	23	of	of	ADP
cana-1476	167	24	true	true	ADJ
cana-1476	167	25	positives	positive	NOUN
cana-1476	167	26	among	among	ADP
cana-1476	167	27	actual	actual	ADJ
cana-1476	167	28	positives	positive	NOUN
cana-1476	167	29	tp	tp	NOUN
cana-1476	167	30	/	/	SYM
cana-1476	167	31	(	(	PUNCT
cana-1476	167	32	tp	tp	ADP
cana-1476	167	33	+	+	CCONJ
cana-1476	167	34	fn	fn	NOUN
cana-1476	167	35	)	)	PUNCT
cana-1476	167	36	f1	f1	NOUN
cana-1476	167	37	-	-	PUNCT
cana-1476	167	38	score	score	NOUN
cana-1476	167	39	harmonic	harmonic	ADJ
cana-1476	167	40	mean	mean	NOUN
cana-1476	167	41	of	of	ADP
cana-1476	167	42	precision	precision	NOUN
cana-1476	167	43	and	and	CCONJ
cana-1476	167	44	recall	recall	VERB
cana-1476	167	45	2	2	NUM
cana-1476	167	46	*	*	PUNCT
cana-1476	167	47	(	(	PUNCT
cana-1476	167	48	precision	precision	NOUN
cana-1476	167	49	*	*	PUNCT
cana-1476	167	50	recall	recall	PROPN
cana-1476	167	51	)	)	PUNCT
cana-1476	167	52	/	/	PUNCT
cana-1476	167	53	(	(	PUNCT
cana-1476	167	54	precision	precision	NOUN
cana-1476	167	55	+	+	CCONJ
cana-1476	167	56	recall	recall	NOUN
cana-1476	167	57	)	)	PUNCT
cana-1476	167	58	rocauc	rocauc	NOUN
cana-1476	167	59	area	area	NOUN
cana-1476	167	60	under	under	ADP
cana-1476	167	61	the	the	DET
cana-1476	167	62	roc	roc	PROPN
cana-1476	167	63	curve	curve	NOUN
cana-1476	167	64	integral	integral	ADJ
cana-1476	167	65	of	of	ADP
cana-1476	167	66	tpr	tpr	PROPN
cana-1476	167	67	vs.	vs.	ADP
cana-1476	167	68	fpr	fpr	PRON
cana-1476	167	69	the	the	DET
cana-1476	167	70	results	result	NOUN
cana-1476	167	71	of	of	ADP
cana-1476	167	72	the	the	DET
cana-1476	167	73	experimental	experimental	ADJ
cana-1476	167	74	evaluation	evaluation	NOUN
cana-1476	167	75	will	will	AUX
cana-1476	167	76	provide	provide	VERB
cana-1476	167	77	insights	insight	NOUN
cana-1476	167	78	into	into	ADP
cana-1476	167	79	the	the	DET
cana-1476	167	80	effectiveness	effectiveness	NOUN
cana-1476	167	81	of	of	ADP
cana-1476	167	82	the	the	DET
cana-1476	167	83	proposed	propose	VERB
cana-1476	167	84	hybrid	hybrid	NOUN
cana-1476	167	85	model	model	NOUN
cana-1476	167	86	in	in	ADP
cana-1476	167	87	detecting	detect	VERB
cana-1476	167	88	malware	malware	NOUN
cana-1476	167	89	.	.	PUNCT
cana-1476	168	1	these	these	DET
cana-1476	168	2	findings	finding	NOUN
cana-1476	168	3	will	will	AUX
cana-1476	168	4	be	be	AUX
cana-1476	168	5	further	far	ADV
cana-1476	168	6	analyzed	analyze	VERB
cana-1476	168	7	and	and	CCONJ
cana-1476	168	8	discussed	discuss	VERB
cana-1476	168	9	in	in	ADP
cana-1476	168	10	the	the	DET
cana-1476	168	11	subsequent	subsequent	ADJ
cana-1476	168	12	sections	section	NOUN
cana-1476	168	13	of	of	ADP
cana-1476	168	14	the	the	DET
cana-1476	168	15	paper	paper	NOUN
cana-1476	168	16	.	.	PUNCT
cana-1476	169	1	4	4	X
cana-1476	169	2	.	.	NOUN
cana-1476	169	3	results	result	NOUN
cana-1476	169	4	and	and	CCONJ
cana-1476	169	5	analysis	analysis	NOUN
cana-1476	169	6	in	in	ADP
cana-1476	169	7	this	this	DET
cana-1476	169	8	section	section	NOUN
cana-1476	169	9	,	,	PUNCT
cana-1476	169	10	an	an	DET
cana-1476	169	11	analysis	analysis	NOUN
cana-1476	169	12	of	of	ADP
cana-1476	169	13	the	the	DET
cana-1476	169	14	performance	performance	NOUN
cana-1476	169	15	of	of	ADP
cana-1476	169	16	proposed	propose	VERB
cana-1476	169	17	statistical	statistical	ADJ
cana-1476	169	18	model	model	NOUN
cana-1476	169	19	classifiers	classifier	NOUN
cana-1476	169	20	,	,	PUNCT
cana-1476	169	21	cryptography	cryptography	NOUN
cana-1476	169	22	methods	method	NOUN
cana-1476	169	23	and	and	CCONJ
cana-1476	169	24	machine	machine	NOUN
cana-1476	169	25	learning	learning	NOUN
cana-1476	169	26	algorithms	algorithm	NOUN
cana-1476	169	27	is	be	AUX
cana-1476	169	28	carried	carry	VERB
cana-1476	169	29	out	out	ADP
cana-1476	169	30	.	.	PUNCT
cana-1476	170	1	each	each	DET
cana-1476	170	2	component	component	NOUN
cana-1476	170	3	is	be	AUX
cana-1476	170	4	first	first	ADV
cana-1476	170	5	evaluated	evaluate	VERB
cana-1476	170	6	individually	individually	ADV
cana-1476	170	7	and	and	CCONJ
cana-1476	170	8	then	then	ADV
cana-1476	170	9	the	the	DET
cana-1476	170	10	hybrid	hybrid	ADJ
cana-1476	170	11	approach	approach	NOUN
cana-1476	170	12	'	'	PART
cana-1476	170	13	performance	performance	NOUN
cana-1476	170	14	.	.	PUNCT
cana-1476	171	1	this	this	DET
cana-1476	171	2	section	section	NOUN
cana-1476	171	3	is	be	AUX
cana-1476	171	4	also	also	ADV
cana-1476	171	5	a	a	DET
cana-1476	171	6	comprehensive	comprehensive	ADJ
cana-1476	171	7	discussion	discussion	NOUN
cana-1476	171	8	on	on	ADP
cana-1476	171	9	the	the	DET
cana-1476	171	10	accuracy	accuracy	NOUN
cana-1476	171	11	of	of	ADP
cana-1476	171	12	the	the	DET
cana-1476	171	13	malware	malware	NOUN
cana-1476	171	14	detection	detection	NOUN
cana-1476	171	15	experiments	experiment	NOUN
cana-1476	171	16	and	and	CCONJ
cana-1476	171	17	their	their	PRON
cana-1476	171	18	associated	associated	ADJ
cana-1476	171	19	errors	error	NOUN
cana-1476	171	20	,	,	PUNCT
cana-1476	171	21	providing	provide	VERB
cana-1476	171	22	a	a	DET
cana-1476	171	23	comprehensive	comprehensive	ADJ
cana-1476	171	24	human	human	ADJ
cana-1476	171	25	approach	approach	NOUN
cana-1476	171	26	--	--	PUNCT
cana-1476	171	27	using	use	VERB
cana-1476	171	28	mathematical	mathematical	ADJ
cana-1476	171	29	proof	proof	NOUN
cana-1476	171	30	,	,	PUNCT
cana-1476	171	31	tables	table	NOUN
cana-1476	171	32	and	and	CCONJ
cana-1476	171	33	charts	chart	NOUN
cana-1476	171	34	,	,	PUNCT
cana-1476	171	35	everything	everything	PRON
cana-1476	171	36	has	have	AUX
cana-1476	171	37	been	be	AUX
cana-1476	171	38	developed	develop	VERB
cana-1476	171	39	so	so	SCONJ
cana-1476	171	40	that	that	SCONJ
cana-1476	171	41	readers	reader	NOUN
cana-1476	171	42	can	can	AUX
cana-1476	171	43	easily	easily	ADV
cana-1476	171	44	understand	understand	VERB
cana-1476	171	45	its	its	PRON
cana-1476	171	46	content	content	NOUN
cana-1476	171	47	.	.	PUNCT
cana-1476	172	1	4.1	4.1	NUM
cana-1476	172	2	performance	performance	NOUN
cana-1476	172	3	analysis	analysis	NOUN
cana-1476	172	4	of	of	ADP
cana-1476	172	5	statistical	statistical	ADJ
cana-1476	172	6	model	model	NOUN
cana-1476	172	7	as	as	ADP
cana-1476	172	8	for	for	ADP
cana-1476	172	9	the	the	DET
cana-1476	172	10	performance	performance	NOUN
cana-1476	172	11	indicators	indicator	NOUN
cana-1476	172	12	of	of	ADP
cana-1476	172	13	statistical	statistical	ADJ
cana-1476	172	14	models	model	NOUN
cana-1476	172	15	,	,	PUNCT
cana-1476	172	16	they	they	PRON
cana-1476	172	17	are	be	AUX
cana-1476	172	18	usually	usually	ADV
cana-1476	172	19	chosen	choose	VERB
cana-1476	172	20	to	to	PART
cana-1476	172	21	identify	identify	VERB
cana-1476	172	22	patterns	pattern	NOUN
cana-1476	172	23	and	and	CCONJ
cana-1476	172	24	abnormalities	abnormality	NOUN
cana-1476	172	25	that	that	PRON
cana-1476	172	26	may	may	AUX
cana-1476	172	27	indicate	indicate	VERB
cana-1476	172	28	the	the	DET
cana-1476	172	29	existence	existence	NOUN
cana-1476	172	30	of	of	ADP
cana-1476	172	31	malware	malware	NOUN
cana-1476	172	32	.	.	PUNCT
cana-1476	173	1	for	for	ADP
cana-1476	173	2	these	these	DET
cana-1476	173	3	performance	performance	NOUN
cana-1476	173	4	indicators	indicator	NOUN
cana-1476	173	5	,	,	PUNCT
cana-1476	173	6	it	it	PRON
cana-1476	173	7	is	be	AUX
cana-1476	173	8	being	be	AUX
cana-1476	173	9	judged	judge	VERB
cana-1476	173	10	whether	whether	SCONJ
cana-1476	173	11	their	their	PRON
cana-1476	173	12	ability	ability	NOUN
cana-1476	173	13	to	to	PART
cana-1476	173	14	accurately	accurately	ADV
cana-1476	173	15	identify	identify	VERB
cana-1476	173	16	deviations	deviation	NOUN
cana-1476	173	17	from	from	ADP
cana-1476	173	18	a	a	DET
cana-1476	173	19	computer	computer	NOUN
cana-1476	173	20	's	's	PART
cana-1476	173	21	normal	normal	ADJ
cana-1476	173	22	operating	operating	NOUN
cana-1476	173	23	mode	mode	NOUN
cana-1476	173	24	.	.	PUNCT
cana-1476	174	1	mathematical	mathematical	ADJ
cana-1476	174	2	formulation	formulation	NOUN
cana-1476	174	3	:	:	PUNCT
cana-1476	174	4	calculate	calculate	VERB
cana-1476	174	5	the	the	DET
cana-1476	174	6	average	average	ADJ
cana-1476	174	7	(	(	PUNCT
cana-1476	174	8	μ	μ	NOUN
cana-1476	174	9	)	)	PUNCT
cana-1476	174	10	and	and	CCONJ
cana-1476	174	11	standard	standard	ADJ
cana-1476	174	12	deviation	deviation	NOUN
cana-1476	174	13	(	(	PUNCT
cana-1476	174	14	σ	σ	NOUN
cana-1476	174	15	)	)	PUNCT
cana-1476	174	16	of	of	ADP
cana-1476	174	17	the	the	DET
cana-1476	174	18	features	feature	NOUN
cana-1476	174	19	to	to	PART
cana-1476	174	20	set	set	VERB
cana-1476	174	21	a	a	DET
cana-1476	174	22	baseline	baseline	NOUN
cana-1476	174	23	‘	'	PUNCT
cana-1476	174	24	normal	normal	ADJ
cana-1476	174	25	’	'	PUNCT
cana-1476	174	26	behavior	behavior	NOUN
cana-1476	174	27	.	.	PUNCT
cana-1476	175	1	the	the	DET
cana-1476	175	2	z	z	NOUN
cana-1476	175	3	-	-	PUNCT
cana-1476	175	4	score	score	NOUN
cana-1476	175	5	is	be	AUX
cana-1476	175	6	used	use	VERB
cana-1476	175	7	to	to	PART
cana-1476	175	8	identify	identify	VERB
cana-1476	175	9	outliers	outlier	NOUN
cana-1476	175	10	.	.	PUNCT
cana-1476	176	1	z	z	X
cana-1476	176	2	=	=	SYM
cana-1476	176	3	x−μ	x−μ	PROPN
cana-1476	176	4	/σ	/σ	PUNCT
cana-1476	177	1	where	where	SCONJ
cana-1476	177	2	:	:	PUNCT
cana-1476	177	3	•	•	NOUN
cana-1476	177	4	x	x	X
cana-1476	177	5	is	be	AUX
cana-1476	177	6	the	the	DET
cana-1476	177	7	value	value	NOUN
cana-1476	177	8	of	of	ADP
cana-1476	177	9	the	the	DET
cana-1476	177	10	feature	feature	NOUN
cana-1476	177	11	communications	communication	NOUN
cana-1476	177	12	on	on	ADP
cana-1476	177	13	applied	apply	VERB
cana-1476	177	14	nonlinear	nonlinear	ADJ
cana-1476	177	15	analysis	analysis	NOUN
cana-1476	177	16	issn	issn	NOUN
cana-1476	177	17	:	:	PUNCT
cana-1476	177	18	1074	1074	NUM
cana-1476	177	19	-	-	PUNCT
cana-1476	177	20	133x	133x	NUM
cana-1476	177	21	vol	vol	NOUN
cana-1476	177	22	31	31	NUM
cana-1476	177	23	no	no	NOUN
cana-1476	177	24	.	.	PUNCT
cana-1476	178	1	8s	8s	PROPN
cana-1476	178	2	(	(	PUNCT
cana-1476	178	3	2024	2024	NUM
cana-1476	178	4	)	)	PUNCT
cana-1476	178	5	224	224	NUM
cana-1476	178	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	178	7	•	•	NOUN
cana-1476	178	8	μ	μ	PROPN
cana-1476	178	9	is	be	AUX
cana-1476	178	10	the	the	DET
cana-1476	178	11	mean	mean	NOUN
cana-1476	178	12	of	of	ADP
cana-1476	178	13	the	the	DET
cana-1476	178	14	feature	feature	NOUN
cana-1476	178	15	•	•	NOUN
cana-1476	178	16	σ	σ	NOUN
cana-1476	178	17	is	be	AUX
cana-1476	178	18	the	the	DET
cana-1476	178	19	standard	standard	ADJ
cana-1476	178	20	deviation	deviation	NOUN
cana-1476	178	21	of	of	ADP
cana-1476	178	22	the	the	DET
cana-1476	178	23	feature	feature	NOUN
cana-1476	178	24	anomalies	anomaly	NOUN
cana-1476	178	25	are	be	AUX
cana-1476	178	26	identified	identify	VERB
cana-1476	178	27	when	when	SCONJ
cana-1476	178	28	the	the	DET
cana-1476	178	29	z	z	NOUN
cana-1476	178	30	-	-	PUNCT
cana-1476	178	31	score	score	NOUN
cana-1476	178	32	exceeds	exceed	VERB
cana-1476	178	33	a	a	DET
cana-1476	178	34	predefined	predefine	VERB
cana-1476	178	35	threshold	threshold	NOUN
cana-1476	178	36	.	.	PUNCT
cana-1476	179	1	table	table	NOUN
cana-1476	179	2	8	8	NUM
cana-1476	179	3	:	:	PUNCT
cana-1476	179	4	performance	performance	NOUN
cana-1476	179	5	metrics	metric	NOUN
cana-1476	179	6	of	of	ADP
cana-1476	179	7	statistical	statistical	ADJ
cana-1476	179	8	models	model	NOUN
cana-1476	179	9	model	model	NOUN
cana-1476	179	10	accuracy	accuracy	NOUN
cana-1476	179	11	(	(	PUNCT
cana-1476	179	12	%	%	INTJ
cana-1476	179	13	)	)	PUNCT
cana-1476	179	14	precision	precision	NOUN
cana-1476	179	15	(	(	PUNCT
cana-1476	179	16	%	%	INTJ
cana-1476	179	17	)	)	PUNCT
cana-1476	179	18	recall	recall	NOUN
cana-1476	179	19	(	(	PUNCT
cana-1476	179	20	%	%	NOUN
cana-1476	179	21	)	)	PUNCT
cana-1476	179	22	f1	f1	NOUN
cana-1476	179	23	-	-	PUNCT
cana-1476	179	24	score	score	NOUN
cana-1476	179	25	(	(	PUNCT
cana-1476	179	26	%	%	INTJ
cana-1476	179	27	)	)	PUNCT
cana-1476	179	28	descriptive	descriptive	ADJ
cana-1476	179	29	stats	stat	NOUN
cana-1476	179	30	88.5	88.5	NUM
cana-1476	179	31	85.2	85.2	NUM
cana-1476	179	32	82.7	82.7	NUM
cana-1476	179	33	83.9	83.9	NUM
cana-1476	179	34	inferential	inferential	ADJ
cana-1476	179	35	stats	stat	NOUN
cana-1476	179	36	90.2	90.2	NUM
cana-1476	179	37	87.4	87.4	NUM
cana-1476	179	38	84.9	84.9	NUM
cana-1476	179	39	86.1	86.1	NUM
cana-1476	179	40	figure	figure	NOUN
cana-1476	179	41	1	1	NUM
cana-1476	179	42	:	:	PUNCT
cana-1476	179	43	roc	roc	PROPN
cana-1476	179	44	curve	curve	NOUN
cana-1476	179	45	for	for	ADP
cana-1476	179	46	statistical	statistical	ADJ
cana-1476	179	47	models	model	NOUN
cana-1476	179	48	in	in	ADP
cana-1476	179	49	contrast	contrast	NOUN
cana-1476	179	50	to	to	ADP
cana-1476	179	51	the	the	DET
cana-1476	179	52	descriptive	descriptive	ADJ
cana-1476	179	53	models	model	NOUN
cana-1476	179	54	,	,	PUNCT
cana-1476	179	55	roc	roc	PROPN
cana-1476	179	56	curves	curve	NOUN
cana-1476	179	57	show	show	VERB
cana-1476	179	58	that	that	SCONJ
cana-1476	179	59	inferential	inferential	ADJ
cana-1476	179	60	statistical	statistical	ADJ
cana-1476	179	61	models	model	NOUN
cana-1476	179	62	have	have	VERB
cana-1476	179	63	a	a	DET
cana-1476	179	64	larger	large	ADJ
cana-1476	179	65	area	area	NOUN
cana-1476	179	66	under	under	ADP
cana-1476	179	67	the	the	DET
cana-1476	179	68	curve	curve	NOUN
cana-1476	179	69	(	(	PUNCT
cana-1476	179	70	auc	auc	NOUN
cana-1476	179	71	)	)	PUNCT
cana-1476	179	72	,	,	PUNCT
cana-1476	179	73	which	which	PRON
cana-1476	179	74	means	mean	VERB
cana-1476	179	75	better	well	ADJ
cana-1476	179	76	overall	overall	ADJ
cana-1476	179	77	performance	performance	NOUN
cana-1476	179	78	.	.	PUNCT
cana-1476	180	1	4.2	4.2	NUM
cana-1476	180	2	performance	performance	NOUN
cana-1476	180	3	analysis	analysis	NOUN
cana-1476	180	4	of	of	ADP
cana-1476	180	5	cryptographic	cryptographic	ADJ
cana-1476	180	6	techniques	technique	NOUN
cana-1476	180	7	the	the	DET
cana-1476	180	8	cryptographic	cryptographic	ADJ
cana-1476	180	9	techniques	technique	NOUN
cana-1476	180	10	adapted	adapt	VERB
cana-1476	180	11	by	by	ADP
cana-1476	180	12	the	the	DET
cana-1476	180	13	proposed	propose	VERB
cana-1476	180	14	method	method	NOUN
cana-1476	180	15	aim	aim	VERB
cana-1476	180	16	to	to	PART
cana-1476	180	17	ensure	ensure	VERB
cana-1476	180	18	that	that	SCONJ
cana-1476	180	19	data	datum	NOUN
cana-1476	180	20	undergoing	undergo	VERB
cana-1476	180	21	analysis	analysis	NOUN
cana-1476	180	22	will	will	AUX
cana-1476	180	23	never	never	ADV
cana-1476	180	24	fall	fall	VERB
cana-1476	180	25	into	into	ADP
cana-1476	180	26	enemy	enemy	NOUN
cana-1476	180	27	hands	hand	NOUN
cana-1476	180	28	.	.	PUNCT
cana-1476	181	1	we	we	PRON
cana-1476	181	2	evaluate	evaluate	VERB
cana-1476	181	3	the	the	DET
cana-1476	181	4	performance	performance	NOUN
cana-1476	181	5	of	of	ADP
cana-1476	181	6	these	these	DET
cana-1476	181	7	techniques	technique	NOUN
cana-1476	181	8	in	in	ADP
cana-1476	181	9	time	time	NOUN
cana-1476	181	10	complexity	complexity	NOUN
cana-1476	181	11	,	,	PUNCT
cana-1476	181	12	encryption	encryption	NOUN
cana-1476	181	13	strength	strength	NOUN
cana-1476	181	14	and	and	CCONJ
cana-1476	181	15	how	how	SCONJ
cana-1476	181	16	much	much	ADV
cana-1476	181	17	they	they	PRON
cana-1476	181	18	influence	influence	VERB
cana-1476	181	19	the	the	DET
cana-1476	181	20	accuracy	accuracy	NOUN
cana-1476	181	21	of	of	ADP
cana-1476	181	22	malware	malware	NOUN
cana-1476	181	23	detection	detection	NOUN
cana-1476	181	24	.	.	PUNCT
cana-1476	182	1	mathematical	mathematical	ADJ
cana-1476	182	2	formulation	formulation	NOUN
cana-1476	182	3	:	:	PUNCT
cana-1476	182	4	the	the	DET
cana-1476	182	5	encryption	encryption	NOUN
cana-1476	182	6	process	process	NOUN
cana-1476	182	7	is	be	AUX
cana-1476	182	8	represented	represent	VERB
cana-1476	182	9	as	as	ADP
cana-1476	182	10	:	:	PUNCT
cana-1476	182	11	c	c	X
cana-1476	182	12	=	=	X
cana-1476	182	13	ek	ek	X
cana-1476	182	14	(	(	PUNCT
cana-1476	182	15	p	p	NOUN
cana-1476	182	16	)	)	PUNCT
cana-1476	182	17	where	where	SCONJ
cana-1476	182	18	:	:	PUNCT
cana-1476	182	19	•	•	NUM
cana-1476	182	20	c	c	NOUN
cana-1476	182	21	is	be	AUX
cana-1476	182	22	the	the	DET
cana-1476	182	23	ciphertext	ciphertext	NOUN
cana-1476	182	24	•	•	ADV
cana-1476	182	25	ek	ek	PROPN
cana-1476	182	26	is	be	AUX
cana-1476	182	27	the	the	DET
cana-1476	182	28	encryption	encryption	NOUN
cana-1476	182	29	function	function	NOUN
cana-1476	182	30	using	use	VERB
cana-1476	182	31	key	key	NOUN
cana-1476	183	1	k	k	PROPN
cana-1476	183	2	p	p	PROPN
cana-1476	183	3	is	be	AUX
cana-1476	183	4	the	the	DET
cana-1476	183	5	plaintext	plaintext	NOUN
cana-1476	183	6	decryption	decryption	NOUN
cana-1476	183	7	is	be	AUX
cana-1476	183	8	represented	represent	VERB
cana-1476	183	9	as	as	ADP
cana-1476	183	10	:	:	PUNCT
cana-1476	183	11	c=	c=	NOUN
cana-1476	183	12	dk	dk	PROPN
cana-1476	183	13	(	(	PUNCT
cana-1476	183	14	c	c	NOUN
cana-1476	183	15	)	)	PUNCT
cana-1476	183	16	table	table	NOUN
cana-1476	183	17	9	9	NUM
cana-1476	183	18	:	:	PUNCT
cana-1476	183	19	performance	performance	NOUN
cana-1476	183	20	metrics	metric	NOUN
cana-1476	183	21	of	of	ADP
cana-1476	183	22	cryptographic	cryptographic	ADJ
cana-1476	183	23	techniques	technique	NOUN
cana-1476	183	24	communications	communication	NOUN
cana-1476	183	25	on	on	ADP
cana-1476	183	26	applied	apply	VERB
cana-1476	183	27	nonlinear	nonlinear	ADJ
cana-1476	183	28	analysis	analysis	NOUN
cana-1476	183	29	issn	issn	NOUN
cana-1476	183	30	:	:	PUNCT
cana-1476	183	31	1074	1074	NUM
cana-1476	183	32	-	-	PUNCT
cana-1476	183	33	133x	133x	NUM
cana-1476	183	34	vol	vol	NOUN
cana-1476	183	35	31	31	NUM
cana-1476	183	36	no	no	NOUN
cana-1476	183	37	.	.	PUNCT
cana-1476	184	1	8s	8s	PROPN
cana-1476	184	2	(	(	PUNCT
cana-1476	184	3	2024	2024	NUM
cana-1476	184	4	)	)	PUNCT
cana-1476	184	5	225	225	NUM
cana-1476	184	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	184	7	technique	technique	NOUN
cana-1476	184	8	encryption	encryption	NOUN
cana-1476	184	9	time	time	NOUN
cana-1476	184	10	(	(	PUNCT
cana-1476	184	11	ms	ms	NOUN
cana-1476	184	12	)	)	PUNCT
cana-1476	184	13	decryption	decryption	NOUN
cana-1476	184	14	time	time	NOUN
cana-1476	184	15	(	(	PUNCT
cana-1476	184	16	ms	ms	NOUN
cana-1476	184	17	)	)	PUNCT
cana-1476	184	18	data	datum	NOUN
cana-1476	184	19	integrity	integrity	NOUN
cana-1476	184	20	(	(	PUNCT
cana-1476	184	21	%	%	INTJ
cana-1476	184	22	)	)	PUNCT
cana-1476	184	23	impact	impact	NOUN
cana-1476	184	24	on	on	ADP
cana-1476	184	25	accuracy	accuracy	NOUN
cana-1476	184	26	(	(	PUNCT
cana-1476	184	27	%	%	INTJ
cana-1476	184	28	)	)	PUNCT
cana-1476	184	29	homomorphic	homomorphic	ADJ
cana-1476	184	30	encryption	encryption	NOUN
cana-1476	184	31	120	120	NUM
cana-1476	184	32	130	130	NUM
cana-1476	184	33	99.8	99.8	NUM
cana-1476	184	34	-0.5	-0.5	NOUN
cana-1476	184	35	digital	digital	ADJ
cana-1476	184	36	signatures	signature	NOUN
cana-1476	184	37	10	10	NUM
cana-1476	184	38	15	15	NUM
cana-1476	184	39	100	100	NUM
cana-1476	184	40	figure	figure	NOUN
cana-1476	184	41	2	2	NUM
cana-1476	184	42	:	:	PUNCT
cana-1476	184	43	impact	impact	NOUN
cana-1476	184	44	of	of	ADP
cana-1476	184	45	cryptographic	cryptographic	ADJ
cana-1476	184	46	techniques	technique	NOUN
cana-1476	184	47	on	on	ADP
cana-1476	184	48	system	system	NOUN
cana-1476	184	49	performance	performance	NOUN
cana-1476	184	50	the	the	DET
cana-1476	184	51	graph	graph	NOUN
cana-1476	184	52	illustrates	illustrate	VERB
cana-1476	184	53	that	that	SCONJ
cana-1476	184	54	while	while	SCONJ
cana-1476	184	55	homomorphic	homomorphic	ADJ
cana-1476	184	56	encryption	encryption	NOUN
cana-1476	184	57	slightly	slightly	ADV
cana-1476	184	58	increases	increase	VERB
cana-1476	184	59	computational	computational	ADJ
cana-1476	184	60	time	time	NOUN
cana-1476	184	61	,	,	PUNCT
cana-1476	184	62	it	it	PRON
cana-1476	184	63	has	have	VERB
cana-1476	184	64	minimal	minimal	ADJ
cana-1476	184	65	impact	impact	NOUN
cana-1476	184	66	on	on	ADP
cana-1476	184	67	overall	overall	ADJ
cana-1476	184	68	system	system	NOUN
cana-1476	184	69	performance	performance	NOUN
cana-1476	184	70	.	.	PUNCT
cana-1476	185	1	4.3	4.3	NUM
cana-1476	185	2	performance	performance	NOUN
cana-1476	185	3	analysis	analysis	NOUN
cana-1476	185	4	of	of	ADP
cana-1476	185	5	machine	machine	NOUN
cana-1476	185	6	learning	learning	NOUN
cana-1476	185	7	models	model	VERB
cana-1476	185	8	the	the	DET
cana-1476	185	9	accuracy	accuracy	NOUN
cana-1476	185	10	of	of	ADP
cana-1476	185	11	the	the	DET
cana-1476	185	12	machine	machine	NOUN
cana-1476	185	13	learning	learning	NOUN
cana-1476	185	14	models	model	NOUN
cana-1476	185	15	—	—	PUNCT
cana-1476	185	16	svm	svm	ADJ
cana-1476	185	17	,	,	PUNCT
cana-1476	185	18	random	random	ADJ
cana-1476	185	19	forest	forest	NOUN
cana-1476	185	20	,	,	PUNCT
cana-1476	185	21	and	and	CCONJ
cana-1476	185	22	neural	neural	ADJ
cana-1476	185	23	networks	network	NOUN
cana-1476	185	24	—	—	PUNCT
cana-1476	185	25	can	can	AUX
cana-1476	185	26	be	be	AUX
cana-1476	185	27	seen	see	VERB
cana-1476	185	28	as	as	ADP
cana-1476	185	29	a	a	DET
cana-1476	185	30	chart	chart	NOUN
cana-1476	185	31	.	.	PUNCT
cana-1476	186	1	four	four	NUM
cana-1476	186	2	performance	performance	NOUN
cana-1476	186	3	keys	key	NOUN
cana-1476	186	4	(	(	PUNCT
cana-1476	186	5	for	for	ADP
cana-1476	186	6	each	each	DET
cana-1476	186	7	model	model	NOUN
cana-1476	186	8	)	)	PUNCT
cana-1476	186	9	are	be	AUX
cana-1476	186	10	marked	mark	VERB
cana-1476	186	11	and	and	CCONJ
cana-1476	186	12	analyzed	analyze	VERB
cana-1476	186	13	below	below	ADV
cana-1476	186	14	.	.	PUNCT
cana-1476	187	1	4.3.1	4.3.1	NUM
cana-1476	187	2	svm	svm	PROPN
cana-1476	187	3	results	result	NOUN
cana-1476	187	4	mathematical	mathematical	ADJ
cana-1476	187	5	formulation	formulation	NOUN
cana-1476	187	6	:	:	PUNCT
cana-1476	187	7	the	the	DET
cana-1476	187	8	svm	svm	ADJ
cana-1476	187	9	algorithm	algorithm	NOUN
cana-1476	187	10	aims	aim	VERB
cana-1476	187	11	to	to	PART
cana-1476	187	12	find	find	VERB
cana-1476	187	13	the	the	DET
cana-1476	187	14	optimal	optimal	ADJ
cana-1476	187	15	hyperplane	hyperplane	NOUN
cana-1476	187	16	that	that	PRON
cana-1476	187	17	separates	separate	VERB
cana-1476	187	18	the	the	DET
cana-1476	187	19	data	datum	NOUN
cana-1476	187	20	into	into	ADP
cana-1476	187	21	two	two	NUM
cana-1476	187	22	classes	class	NOUN
cana-1476	187	23	.	.	PUNCT
cana-1476	188	1	the	the	DET
cana-1476	188	2	decision	decision	NOUN
cana-1476	188	3	boundary	boundary	NOUN
cana-1476	188	4	is	be	AUX
cana-1476	188	5	defined	define	VERB
cana-1476	188	6	as	as	ADP
cana-1476	188	7	:	:	PUNCT
cana-1476	188	8	f(x)=w⋅x+b	f(x)=w⋅x+b	NUM
cana-1476	189	1	where	where	SCONJ
cana-1476	189	2	:	:	PUNCT
cana-1476	189	3	•	•	NUM
cana-1476	189	4	w	w	NOUN
cana-1476	189	5	is	be	AUX
cana-1476	189	6	the	the	DET
cana-1476	189	7	weight	weight	NOUN
cana-1476	189	8	vector	vector	NOUN
cana-1476	189	9	•	•	NOUN
cana-1476	189	10	x	x	VERB
cana-1476	189	11	is	be	AUX
cana-1476	189	12	the	the	DET
cana-1476	189	13	input	input	NOUN
cana-1476	189	14	vector	vector	NOUN
cana-1476	189	15	•	•	PROPN
cana-1476	189	16	b	b	PROPN
cana-1476	189	17	is	be	AUX
cana-1476	189	18	the	the	DET
cana-1476	189	19	bias	bias	NOUN
cana-1476	189	20	term	term	NOUN
cana-1476	189	21	table	table	NOUN
cana-1476	189	22	10	10	NUM
cana-1476	189	23	:	:	PUNCT
cana-1476	189	24	svm	svm	VERB
cana-1476	189	25	performance	performance	NOUN
cana-1476	189	26	metrics	metric	NOUN
cana-1476	189	27	metric	metric	ADJ
cana-1476	189	28	value	value	NOUN
cana-1476	189	29	accuracy	accuracy	NOUN
cana-1476	189	30	(	(	PUNCT
cana-1476	189	31	%	%	INTJ
cana-1476	189	32	)	)	PUNCT
cana-1476	189	33	92.7	92.7	NUM
cana-1476	189	34	precision	precision	NOUN
cana-1476	189	35	(	(	PUNCT
cana-1476	189	36	%	%	NOUN
cana-1476	189	37	)	)	PUNCT
cana-1476	189	38	91.3	91.3	NUM
cana-1476	189	39	recall	recall	NOUN
cana-1476	189	40	(	(	PUNCT
cana-1476	189	41	%	%	NOUN
cana-1476	189	42	)	)	PUNCT
cana-1476	189	43	89.5	89.5	NUM
cana-1476	189	44	f1	f1	NOUN
cana-1476	189	45	-	-	PUNCT
cana-1476	189	46	score	score	NOUN
cana-1476	189	47	(	(	PUNCT
cana-1476	189	48	%	%	NOUN
cana-1476	189	49	)	)	PUNCT
cana-1476	189	50	90.4	90.4	NUM
cana-1476	189	51	training	training	NOUN
cana-1476	189	52	time	time	NOUN
cana-1476	189	53	(	(	PUNCT
cana-1476	189	54	s	s	NOUN
cana-1476	189	55	)	)	PUNCT
cana-1476	189	56	2.3	2.3	NUM
cana-1476	189	57	communications	communication	NOUN
cana-1476	189	58	on	on	ADP
cana-1476	189	59	applied	apply	VERB
cana-1476	189	60	nonlinear	nonlinear	ADJ
cana-1476	189	61	analysis	analysis	NOUN
cana-1476	189	62	issn	issn	NOUN
cana-1476	189	63	:	:	PUNCT
cana-1476	189	64	1074	1074	NUM
cana-1476	189	65	-	-	PUNCT
cana-1476	189	66	133x	133x	NUM
cana-1476	189	67	vol	vol	NOUN
cana-1476	189	68	31	31	NUM
cana-1476	189	69	no	no	NOUN
cana-1476	189	70	.	.	PUNCT
cana-1476	190	1	8s	8s	PROPN
cana-1476	190	2	(	(	PUNCT
cana-1476	190	3	2024	2024	NUM
cana-1476	190	4	)	)	PUNCT
cana-1476	190	5	226	226	NUM
cana-1476	190	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	190	7	figure	figure	NOUN
cana-1476	190	8	3	3	NUM
cana-1476	190	9	:	:	PUNCT
cana-1476	190	10	svm	svm	VERB
cana-1476	190	11	confusion	confusion	NOUN
cana-1476	190	12	matrix	matrix	NOUN
cana-1476	190	13	the	the	DET
cana-1476	190	14	confusion	confusion	NOUN
cana-1476	190	15	matrix	matrix	NOUN
cana-1476	190	16	shows	show	VERB
cana-1476	190	17	that	that	SCONJ
cana-1476	190	18	the	the	DET
cana-1476	190	19	svm	svm	ADJ
cana-1476	190	20	model	model	NOUN
cana-1476	190	21	has	have	VERB
cana-1476	190	22	a	a	DET
cana-1476	190	23	high	high	ADJ
cana-1476	190	24	true	true	ADJ
cana-1476	190	25	positive	positive	ADJ
cana-1476	190	26	rate	rate	NOUN
cana-1476	190	27	,	,	PUNCT
cana-1476	190	28	with	with	ADP
cana-1476	190	29	few	few	ADJ
cana-1476	190	30	false	false	ADJ
cana-1476	190	31	negatives	negative	NOUN
cana-1476	190	32	.	.	PUNCT
cana-1476	191	1	4.3.2	4.3.2	NUM
cana-1476	191	2	random	random	ADJ
cana-1476	191	3	forest	forest	NOUN
cana-1476	191	4	results	result	NOUN
cana-1476	191	5	mathematical	mathematical	ADJ
cana-1476	191	6	formulation	formulation	NOUN
cana-1476	191	7	:	:	PUNCT
cana-1476	191	8	the	the	DET
cana-1476	191	9	random	random	ADJ
cana-1476	191	10	forest	forest	NOUN
cana-1476	191	11	algorithm	algorithm	NOUN
cana-1476	191	12	aggregates	aggregate	VERB
cana-1476	191	13	the	the	DET
cana-1476	191	14	predictions	prediction	NOUN
cana-1476	191	15	of	of	ADP
cana-1476	191	16	multiple	multiple	ADJ
cana-1476	191	17	decision	decision	NOUN
cana-1476	191	18	trees	tree	NOUN
cana-1476	191	19	.	.	PUNCT
cana-1476	192	1	the	the	DET
cana-1476	192	2	classification	classification	NOUN
cana-1476	192	3	is	be	AUX
cana-1476	192	4	based	base	VERB
cana-1476	192	5	on	on	ADP
cana-1476	192	6	the	the	DET
cana-1476	192	7	majority	majority	NOUN
cana-1476	192	8	vote	vote	NOUN
cana-1476	192	9	:	:	PUNCT
cana-1476	193	1	y^	y^	X
cana-1476	193	2	=	=	NOUN
cana-1476	193	3	mode(y1	mode(y1	NOUN
cana-1476	193	4	,	,	PUNCT
cana-1476	193	5	y2	y2	INTJ
cana-1476	193	6	,	,	PUNCT
cana-1476	193	7	…	…	PUNCT
cana-1476	193	8	,	,	PUNCT
cana-1476	193	9	yn	yn	PROPN
cana-1476	193	10	)	)	PUNCT
cana-1476	193	11	where	where	SCONJ
cana-1476	193	12	:	:	PUNCT
cana-1476	193	13	yi	yi	PROPN
cana-1476	193	14	is	be	AUX
cana-1476	193	15	the	the	DET
cana-1476	193	16	prediction	prediction	NOUN
cana-1476	193	17	from	from	ADP
cana-1476	193	18	the	the	DET
cana-1476	193	19	ith	ith	PROPN
cana-1476	193	20	tree	tree	NOUN
cana-1476	193	21	table	table	NOUN
cana-1476	193	22	11	11	NUM
cana-1476	193	23	:	:	PUNCT
cana-1476	193	24	random	random	ADJ
cana-1476	193	25	forest	forest	NOUN
cana-1476	193	26	performance	performance	NOUN
cana-1476	193	27	metrics	metric	NOUN
cana-1476	193	28	metric	metric	ADJ
cana-1476	193	29	value	value	NOUN
cana-1476	193	30	accuracy	accuracy	NOUN
cana-1476	193	31	(	(	PUNCT
cana-1476	193	32	%	%	NOUN
cana-1476	193	33	)	)	PUNCT
cana-1476	193	34	94.1	94.1	NUM
cana-1476	193	35	precision	precision	NOUN
cana-1476	193	36	(	(	PUNCT
cana-1476	193	37	%	%	INTJ
cana-1476	193	38	)	)	PUNCT
cana-1476	193	39	93.5	93.5	NUM
cana-1476	193	40	recall	recall	NOUN
cana-1476	193	41	(	(	PUNCT
cana-1476	193	42	%	%	NOUN
cana-1476	193	43	)	)	PUNCT
cana-1476	193	44	91.7	91.7	NUM
cana-1476	193	45	f1	f1	NOUN
cana-1476	193	46	-	-	PUNCT
cana-1476	193	47	score	score	NOUN
cana-1476	193	48	(	(	PUNCT
cana-1476	193	49	%	%	NOUN
cana-1476	193	50	)	)	PUNCT
cana-1476	193	51	92.6	92.6	NUM
cana-1476	193	52	training	training	NOUN
cana-1476	193	53	time	time	NOUN
cana-1476	193	54	(	(	PUNCT
cana-1476	193	55	s	s	NOUN
cana-1476	193	56	)	)	PUNCT
cana-1476	193	57	3.1	3.1	NUM
cana-1476	193	58	figure	figure	NOUN
cana-1476	193	59	4	4	NUM
cana-1476	193	60	:	:	PUNCT
cana-1476	193	61	feature	feature	VERB
cana-1476	193	62	importance	importance	NOUN
cana-1476	193	63	in	in	ADP
cana-1476	193	64	random	random	ADJ
cana-1476	193	65	forest	forest	NOUN
cana-1476	193	66	the	the	DET
cana-1476	193	67	random	random	ADJ
cana-1476	193	68	forest	forest	NOUN
cana-1476	193	69	model	model	NOUN
cana-1476	193	70	's	's	PART
cana-1476	193	71	decision	decision	NOUN
cana-1476	193	72	process	process	NOUN
cana-1476	193	73	has	have	AUX
cana-1476	193	74	been	be	AUX
cana-1476	193	75	outlines	outline	NOUN
cana-1476	193	76	by	by	ADP
cana-1476	193	77	the	the	DET
cana-1476	193	78	graph	graph	NOUN
cana-1476	193	79	above	above	ADV
cana-1476	193	80	.	.	PUNCT
cana-1476	194	1	4.3.3	4.3.3	NUM
cana-1476	194	2	neural	neural	ADJ
cana-1476	194	3	networks	network	NOUN
cana-1476	194	4	results	result	VERB
cana-1476	194	5	communications	communication	NOUN
cana-1476	194	6	on	on	ADP
cana-1476	194	7	applied	apply	VERB
cana-1476	194	8	nonlinear	nonlinear	ADJ
cana-1476	194	9	analysis	analysis	NOUN
cana-1476	194	10	issn	issn	NOUN
cana-1476	194	11	:	:	PUNCT
cana-1476	194	12	1074	1074	NUM
cana-1476	194	13	-	-	PUNCT
cana-1476	194	14	133x	133x	NUM
cana-1476	194	15	vol	vol	NOUN
cana-1476	194	16	31	31	NUM
cana-1476	194	17	no	no	NOUN
cana-1476	194	18	.	.	PUNCT
cana-1476	195	1	8s	8s	PROPN
cana-1476	195	2	(	(	PUNCT
cana-1476	195	3	2024	2024	NUM
cana-1476	195	4	)	)	PUNCT
cana-1476	195	5	227	227	NUM
cana-1476	195	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	195	7	mathematical	mathematical	ADJ
cana-1476	195	8	formulation	formulation	NOUN
cana-1476	195	9	:	:	PUNCT
cana-1476	195	10	the	the	DET
cana-1476	195	11	output	output	NOUN
cana-1476	195	12	of	of	ADP
cana-1476	195	13	a	a	DET
cana-1476	195	14	neuron	neuron	NOUN
cana-1476	195	15	in	in	ADP
cana-1476	195	16	the	the	DET
cana-1476	195	17	neural	neural	ADJ
cana-1476	195	18	network	network	NOUN
cana-1476	195	19	is	be	AUX
cana-1476	195	20	given	give	VERB
cana-1476	195	21	by	by	ADP
cana-1476	195	22	:	:	PUNCT
cana-1476	195	23	figure	figure	NOUN
cana-1476	195	24	5	5	NUM
cana-1476	195	25	:	:	PUNCT
cana-1476	195	26	neural	neural	ADJ
cana-1476	195	27	network	network	NOUN
cana-1476	195	28	learning	learn	VERB
cana-1476	195	29	curve	curve	NOUN
cana-1476	195	30	from	from	ADP
cana-1476	195	31	the	the	DET
cana-1476	195	32	learning	learning	NOUN
cana-1476	195	33	curve	curve	NOUN
cana-1476	195	34	you	you	PRON
cana-1476	195	35	can	can	AUX
cana-1476	195	36	see	see	VERB
cana-1476	195	37	that	that	SCONJ
cana-1476	195	38	the	the	DET
cana-1476	195	39	neural	neural	ADJ
cana-1476	195	40	network	network	NOUN
cana-1476	195	41	model	model	NOUN
cana-1476	195	42	converges	converge	VERB
cana-1476	195	43	quickly	quickly	ADV
cana-1476	195	44	and	and	CCONJ
cana-1476	195	45	achieves	achieve	VERB
cana-1476	195	46	a	a	DET
cana-1476	195	47	high	high	ADJ
cana-1476	195	48	level	level	NOUN
cana-1476	195	49	of	of	ADP
cana-1476	195	50	accuracy	accuracy	NOUN
cana-1476	195	51	with	with	ADP
cana-1476	195	52	only	only	ADV
cana-1476	195	53	a	a	DET
cana-1476	195	54	few	few	ADJ
cana-1476	195	55	epochs	epoch	NOUN
cana-1476	195	56	.	.	PUNCT
cana-1476	196	1	4.4	4.4	NUM
cana-1476	196	2	comparative	comparative	ADJ
cana-1476	196	3	evaluation	evaluation	NOUN
cana-1476	196	4	of	of	ADP
cana-1476	196	5	hybrid	hybrid	ADJ
cana-1476	196	6	model	model	NOUN
cana-1476	196	7	comparative	comparative	ADJ
cana-1476	196	8	evaluation	evaluation	NOUN
cana-1476	196	9	of	of	ADP
cana-1476	196	10	hybrid	hybrid	ADJ
cana-1476	196	11	modelthe	modelthe	ADJ
cana-1476	196	12	hybrid	hybrid	NOUN
cana-1476	196	13	model	model	NOUN
cana-1476	196	14	combines	combine	VERB
cana-1476	196	15	elements	element	NOUN
cana-1476	196	16	of	of	ADP
cana-1476	196	17	statistical	statistical	ADJ
cana-1476	196	18	analysis	analysis	NOUN
cana-1476	196	19	,	,	PUNCT
cana-1476	196	20	cryptographic	cryptographic	ADJ
cana-1476	196	21	techniques	technique	NOUN
cana-1476	196	22	and	and	CCONJ
cana-1476	196	23	machine	machine	NOUN
cana-1476	196	24	learning	learn	VERB
cana-1476	196	25	algorithms	algorithm	NOUN
cana-1476	196	26	in	in	ADP
cana-1476	196	27	one	one	NUM
cana-1476	196	28	.	.	PUNCT
cana-1476	197	1	the	the	DET
cana-1476	197	2	performance	performance	NOUN
cana-1476	197	3	of	of	ADP
cana-1476	197	4	the	the	DET
cana-1476	197	5	hybrid	hybrid	NOUN
cana-1476	197	6	model	model	NOUN
cana-1476	197	7	is	be	AUX
cana-1476	197	8	assessed	assess	VERB
cana-1476	197	9	in	in	ADP
cana-1476	197	10	terms	term	NOUN
cana-1476	197	11	of	of	ADP
cana-1476	197	12	accuracy	accuracy	NOUN
cana-1476	197	13	,	,	PUNCT
cana-1476	197	14	robustness	robustness	NOUN
cana-1476	197	15	,	,	PUNCT
cana-1476	197	16	efficiency	efficiency	NOUN
cana-1476	197	17	:	:	PUNCT
cana-1476	197	18	how	how	SCONJ
cana-1476	197	19	it	it	PRON
cana-1476	197	20	stacks	stack	VERB
cana-1476	197	21	up	up	ADP
cana-1476	197	22	against	against	ADP
cana-1476	197	23	its	its	PRON
cana-1476	197	24	five	five	NUM
cana-1476	197	25	elements	element	NOUN
cana-1476	197	26	.	.	PUNCT
cana-1476	198	1	table	table	NOUN
cana-1476	198	2	13	13	NUM
cana-1476	198	3	:	:	PUNCT
cana-1476	198	4	comparative	comparative	ADJ
cana-1476	198	5	performance	performance	NOUN
cana-1476	198	6	of	of	ADP
cana-1476	198	7	hybrid	hybrid	ADJ
cana-1476	198	8	model	model	NOUN
cana-1476	198	9	vs.	vs.	ADP
cana-1476	198	10	individual	individual	ADJ
cana-1476	198	11	models	model	NOUN
cana-1476	198	12	model	model	NOUN
cana-1476	198	13	accuracy	accuracy	NOUN
cana-1476	198	14	(	(	PUNCT
cana-1476	198	15	%	%	INTJ
cana-1476	198	16	)	)	PUNCT
cana-1476	198	17	precision	precision	NOUN
cana-1476	198	18	(	(	PUNCT
cana-1476	198	19	%	%	INTJ
cana-1476	198	20	)	)	PUNCT
cana-1476	198	21	recall	recall	NOUN
cana-1476	198	22	(	(	PUNCT
cana-1476	198	23	%	%	NOUN
cana-1476	198	24	)	)	PUNCT
cana-1476	198	25	f1	f1	NOUN
cana-1476	198	26	-	-	PUNCT
cana-1476	198	27	score	score	NOUN
cana-1476	198	28	(	(	PUNCT
cana-1476	198	29	%	%	INTJ
cana-1476	198	30	)	)	PUNCT
cana-1476	198	31	svm	svm	VERB
cana-1476	198	32	92.7	92.7	NUM
cana-1476	198	33	91.3	91.3	NUM
cana-1476	198	34	89.5	89.5	NUM
cana-1476	198	35	90.4	90.4	NUM
cana-1476	198	36	random	random	ADJ
cana-1476	198	37	forest	forest	NOUN
cana-1476	198	38	94.1	94.1	NUM
cana-1476	198	39	93.5	93.5	NUM
cana-1476	198	40	91.7	91.7	NUM
cana-1476	198	41	92.6	92.6	NUM
cana-1476	198	42	neural	neural	ADJ
cana-1476	198	43	network	network	NOUN
cana-1476	198	44	95.3	95.3	NUM
cana-1476	198	45	94.8	94.8	NUM
cana-1476	198	46	92.9	92.9	NUM
cana-1476	198	47	93.8	93.8	NUM
cana-1476	198	48	hybrid	hybrid	ADJ
cana-1476	198	49	model	model	NOUN
cana-1476	198	50	96.8	96.8	NUM
cana-1476	198	51	96.1	96.1	NUM
cana-1476	198	52	94.5	94.5	NUM
cana-1476	198	53	95.3	95.3	NUM
cana-1476	198	54	communications	communication	NOUN
cana-1476	198	55	on	on	ADP
cana-1476	198	56	applied	apply	VERB
cana-1476	198	57	nonlinear	nonlinear	ADJ
cana-1476	198	58	analysis	analysis	NOUN
cana-1476	198	59	issn	issn	NOUN
cana-1476	198	60	:	:	PUNCT
cana-1476	198	61	1074	1074	NUM
cana-1476	198	62	-	-	PUNCT
cana-1476	198	63	133x	133x	NUM
cana-1476	198	64	vol	vol	NOUN
cana-1476	198	65	31	31	NUM
cana-1476	198	66	no	no	NOUN
cana-1476	198	67	.	.	PUNCT
cana-1476	199	1	8s	8s	PROPN
cana-1476	199	2	(	(	PUNCT
cana-1476	199	3	2024	2024	NUM
cana-1476	199	4	)	)	PUNCT
cana-1476	199	5	228	228	NUM
cana-1476	199	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	199	7	figure	figure	NOUN
cana-1476	199	8	6	6	NUM
cana-1476	199	9	:	:	PUNCT
cana-1476	199	10	roc	roc	PROPN
cana-1476	199	11	curve	curve	NOUN
cana-1476	199	12	comparison	comparison	NOUN
cana-1476	199	13	of	of	ADP
cana-1476	199	14	models	model	NOUN
cana-1476	199	15	the	the	DET
cana-1476	199	16	hybrid	hybrid	NOUN
cana-1476	199	17	model	model	NOUN
cana-1476	199	18	outperforms	outperform	VERB
cana-1476	199	19	all	all	DET
cana-1476	199	20	other	other	ADJ
cana-1476	199	21	models	model	NOUN
cana-1476	199	22	in	in	ADP
cana-1476	199	23	malware	malware	NOUN
cana-1476	199	24	detection	detection	NOUN
cana-1476	199	25	,	,	PUNCT
cana-1476	199	26	a	a	DET
cana-1476	199	27	fact	fact	NOUN
cana-1476	199	28	which	which	PRON
cana-1476	199	29	is	be	AUX
cana-1476	199	30	fully	fully	ADV
cana-1476	199	31	illustrated	illustrate	VERB
cana-1476	199	32	by	by	ADP
cana-1476	199	33	its	its	PRON
cana-1476	199	34	roc	roc	PROPN
cana-1476	199	35	curve	curve	NOUN
cana-1476	199	36	.	.	PUNCT
cana-1476	200	1	4.5	4.5	NUM
cana-1476	200	2	discussion	discussion	NOUN
cana-1476	200	3	of	of	ADP
cana-1476	200	4	malware	malware	NOUN
cana-1476	200	5	detection	detection	NOUN
cana-1476	200	6	accuracy	accuracy	NOUN
cana-1476	200	7	the	the	DET
cana-1476	200	8	results	result	NOUN
cana-1476	200	9	show	show	VERB
cana-1476	200	10	that	that	SCONJ
cana-1476	200	11	combining	combine	VERB
cana-1476	200	12	the	the	DET
cana-1476	200	13	two	two	NUM
cana-1476	200	14	methods	method	NOUN
cana-1476	200	15	of	of	ADP
cana-1476	200	16	model	model	NOUN
cana-1476	200	17	has	have	AUX
cana-1476	200	18	had	have	VERB
cana-1476	200	19	a	a	DET
cana-1476	200	20	significant	significant	ADJ
cana-1476	200	21	impact	impact	NOUN
cana-1476	200	22	on	on	ADP
cana-1476	200	23	malware	malware	NOUN
cana-1476	200	24	detection	detection	NOUN
cana-1476	200	25	.	.	PUNCT
cana-1476	201	1	the	the	DET
cana-1476	201	2	change	change	NOUN
cana-1476	201	3	in	in	ADP
cana-1476	201	4	technique	technique	NOUN
cana-1476	201	5	adds	add	VERB
cana-1476	201	6	a	a	DET
cana-1476	201	7	border	border	NOUN
cana-1476	201	8	case	case	NOUN
cana-1476	201	9	for	for	ADP
cana-1476	201	10	detecting	detect	VERB
cana-1476	201	11	subtle	subtle	ADJ
cana-1476	201	12	deviations	deviation	NOUN
cana-1476	201	13	from	from	ADP
cana-1476	201	14	normal	normal	ADJ
cana-1476	201	15	behavior	behavior	NOUN
cana-1476	201	16	:	:	PUNCT
cana-1476	201	17	integrating	integrate	VERB
cana-1476	201	18	statistical	statistical	ADJ
cana-1476	201	19	techniques	technique	NOUN
cana-1476	201	20	with	with	ADP
cana-1476	201	21	machine	machine	NOUN
cana-1476	201	22	learning	learning	NOUN
cana-1476	201	23	tools	tool	NOUN
cana-1476	201	24	increases	increase	VERB
cana-1476	201	25	capacity	capacity	NOUN
cana-1476	201	26	to	to	PART
cana-1476	201	27	identify	identify	VERB
cana-1476	201	28	anomaly	anomaly	NOUN
cana-1476	201	29	production	production	NOUN
cana-1476	201	30	;	;	PUNCT
cana-1476	201	31	the	the	DET
cana-1476	201	32	use	use	NOUN
cana-1476	201	33	of	of	ADP
cana-1476	201	34	cryptographic	cryptographic	ADJ
cana-1476	201	35	methods	method	NOUN
cana-1476	201	36	ensures	ensure	VERB
cana-1476	201	37	integrity	integrity	NOUN
cana-1476	201	38	and	and	CCONJ
cana-1476	201	39	security	security	NOUN
cana-1476	201	40	within	within	ADP
cana-1476	201	41	systems	system	NOUN
cana-1476	201	42	.	.	PUNCT
cana-1476	202	1	svm	svm	PROPN
cana-1476	202	2	shows	show	VERB
cana-1476	202	3	great	great	ADJ
cana-1476	202	4	performance	performance	NOUN
cana-1476	202	5	in	in	ADP
cana-1476	202	6	binary	binary	ADJ
cana-1476	202	7	classification	classification	NOUN
cana-1476	202	8	,	,	PUNCT
cana-1476	202	9	but	but	CCONJ
cana-1476	202	10	the	the	DET
cana-1476	202	11	linearity	linearity	NOUN
cana-1476	202	12	of	of	ADP
cana-1476	202	13	it	it	PRON
cana-1476	202	14	limits	limit	VERB
cana-1476	202	15	its	its	PRON
cana-1476	202	16	catch	catch	NOUN
cana-1476	202	17	for	for	ADP
cana-1476	202	18	complicated	complicated	ADJ
cana-1476	202	19	patterns	pattern	NOUN
cana-1476	202	20	.	.	PUNCT
cana-1476	203	1	random	random	ADJ
cana-1476	203	2	forest	forest	NOUN
cana-1476	203	3	does	do	VERB
cana-1476	203	4	better	well	ADV
cana-1476	203	5	than	than	ADP
cana-1476	203	6	svm	svm	VERB
cana-1476	203	7	due	due	ADP
cana-1476	203	8	to	to	ADP
cana-1476	203	9	the	the	DET
cana-1476	203	10	ensemble	ensemble	ADJ
cana-1476	203	11	approach	approach	NOUN
cana-1476	203	12	that	that	PRON
cana-1476	203	13	avoids	avoid	VERB
cana-1476	203	14	overfitting	overfitting	NOUN
cana-1476	203	15	.	.	PUNCT
cana-1476	204	1	this	this	PRON
cana-1476	204	2	definitely	definitely	ADV
cana-1476	204	3	suits	suit	VERB
cana-1476	204	4	neural	neural	ADJ
cana-1476	204	5	networks	network	NOUN
cana-1476	204	6	that	that	PRON
cana-1476	204	7	are	be	AUX
cana-1476	204	8	capable	capable	ADJ
cana-1476	204	9	through	through	ADP
cana-1476	204	10	deep	deep	ADJ
cana-1476	204	11	learning	learning	NOUN
cana-1476	204	12	to	to	PART
cana-1476	204	13	beat	beat	VERB
cana-1476	204	14	any	any	DET
cana-1476	204	15	other	other	ADJ
cana-1476	204	16	model	model	NOUN
cana-1476	204	17	,	,	PUNCT
cana-1476	204	18	and	and	CCONJ
cana-1476	204	19	particularly	particularly	ADV
cana-1476	204	20	those	those	PRON
cana-1476	204	21	with	with	ADP
cana-1476	204	22	large	large	ADJ
cana-1476	204	23	data	datum	NOUN
cana-1476	204	24	sets	set	NOUN
cana-1476	204	25	of	of	ADP
cana-1476	204	26	high	high	ADJ
cana-1476	204	27	-	-	PUNCT
cana-1476	204	28	dimension	dimension	NOUN
cana-1476	204	29	features	feature	NOUN
cana-1476	204	30	.	.	PUNCT
cana-1476	205	1	yet	yet	ADV
cana-1476	205	2	,	,	PUNCT
cana-1476	205	3	by	by	ADP
cana-1476	205	4	mixing	mix	VERB
cana-1476	205	5	their	their	PRON
cana-1476	205	6	strong	strong	ADJ
cana-1476	205	7	points	point	NOUN
cana-1476	205	8	,	,	PUNCT
cana-1476	205	9	the	the	DET
cana-1476	205	10	hybrid	hybrid	ADJ
cana-1476	205	11	model	model	NOUN
cana-1476	205	12	improves	improve	VERB
cana-1476	205	13	on	on	ADP
cana-1476	205	14	each	each	PRON
cana-1476	205	15	of	of	ADP
cana-1476	205	16	the	the	DET
cana-1476	205	17	individual	individual	ADJ
cana-1476	205	18	models	model	NOUN
cana-1476	205	19	and	and	CCONJ
cana-1476	205	20	is	be	AUX
cana-1476	205	21	more	more	ADV
cana-1476	205	22	precise	precise	ADJ
cana-1476	205	23	to	to	ADP
cana-1476	205	24	boot	boot	NOUN
cana-1476	205	25	.	.	PUNCT
cana-1476	206	1	4.6	4.6	NUM
cana-1476	206	2	error	error	NOUN
cana-1476	206	3	analysis	analysis	NOUN
cana-1476	206	4	and	and	CCONJ
cana-1476	206	5	model	model	NOUN
cana-1476	206	6	optimization	optimization	NOUN
cana-1476	206	7	we	we	PRON
cana-1476	206	8	can	can	AUX
cana-1476	206	9	now	now	ADV
cana-1476	206	10	analyze	analyze	VERB
cana-1476	206	11	the	the	DET
cana-1476	206	12	errors	error	NOUN
cana-1476	206	13	made	make	VERB
cana-1476	206	14	by	by	ADP
cana-1476	206	15	the	the	DET
cana-1476	206	16	models	model	NOUN
cana-1476	206	17	as	as	ADV
cana-1476	206	18	well	well	ADV
cana-1476	206	19	as	as	ADP
cana-1476	206	20	try	try	VERB
cana-1476	206	21	to	to	PART
cana-1476	206	22	understand	understand	VERB
cana-1476	206	23	their	their	PRON
cana-1476	206	24	root	root	NOUN
cana-1476	206	25	causes	cause	NOUN
cana-1476	206	26	.	.	PUNCT
cana-1476	207	1	the	the	DET
cana-1476	207	2	analysis	analysis	NOUN
cana-1476	207	3	shows	show	VERB
cana-1476	207	4	that	that	SCONJ
cana-1476	207	5	the	the	DET
cana-1476	207	6	majority	majority	NOUN
cana-1476	207	7	of	of	ADP
cana-1476	207	8	false	false	ADJ
cana-1476	207	9	positives	positive	NOUN
cana-1476	207	10	are	be	AUX
cana-1476	207	11	generated	generate	VERB
cana-1476	207	12	from	from	ADP
cana-1476	207	13	benign	benign	ADJ
cana-1476	207	14	activities	activity	NOUN
cana-1476	207	15	that	that	PRON
cana-1476	207	16	closely	closely	ADV
cana-1476	207	17	resemble	resemble	VERB
cana-1476	207	18	the	the	DET
cana-1476	207	19	behavior	behavior	NOUN
cana-1476	207	20	of	of	ADP
cana-1476	207	21	malware	malware	NOUN
cana-1476	207	22	,	,	PUNCT
cana-1476	207	23	while	while	SCONJ
cana-1476	207	24	most	most	ADJ
cana-1476	207	25	false	false	ADJ
cana-1476	207	26	negative	negative	ADJ
cana-1476	207	27	occurrences	occurrence	NOUN
cana-1476	207	28	are	be	AUX
cana-1476	207	29	due	due	ADJ
cana-1476	207	30	to	to	ADP
cana-1476	207	31	malware	malware	NOUN
cana-1476	207	32	acting	act	VERB
cana-1476	207	33	too	too	ADV
cana-1476	207	34	subtly	subtly	ADV
cana-1476	207	35	for	for	ADP
cana-1476	207	36	detection	detection	NOUN
cana-1476	207	37	by	by	ADP
cana-1476	207	38	our	our	PRON
cana-1476	207	39	models	model	NOUN
cana-1476	207	40	.	.	PUNCT
cana-1476	208	1	table	table	NOUN
cana-1476	208	2	14	14	NUM
cana-1476	208	3	:	:	PUNCT
cana-1476	208	4	error	error	NOUN
cana-1476	208	5	distribution	distribution	NOUN
cana-1476	208	6	in	in	ADP
cana-1476	208	7	hybrid	hybrid	ADJ
cana-1476	208	8	model	model	NOUN
cana-1476	208	9	error	error	NOUN
cana-1476	208	10	type	type	NOUN
cana-1476	208	11	frequency	frequency	NOUN
cana-1476	208	12	root	root	NOUN
cana-1476	208	13	cause	cause	VERB
cana-1476	208	14	analysis	analysis	NOUN
cana-1476	208	15	false	false	ADJ
cana-1476	208	16	positives	positive	NOUN
cana-1476	208	17	12	12	NUM
cana-1476	208	18	benign	benign	ADJ
cana-1476	208	19	activities	activity	NOUN
cana-1476	208	20	mimicking	mimic	VERB
cana-1476	208	21	malware	malware	NOUN
cana-1476	208	22	false	false	ADJ
cana-1476	208	23	negatives	negative	NOUN
cana-1476	208	24	8	8	NUM
cana-1476	208	25	subtle	subtle	ADJ
cana-1476	208	26	behavior	behavior	NOUN
cana-1476	208	27	of	of	ADP
cana-1476	208	28	certain	certain	ADJ
cana-1476	208	29	malware	malware	NOUN
cana-1476	208	30	to	to	PART
cana-1476	208	31	reduce	reduce	VERB
cana-1476	208	32	these	these	DET
cana-1476	208	33	errors	error	NOUN
cana-1476	208	34	,	,	PUNCT
cana-1476	208	35	we	we	PRON
cana-1476	208	36	retrain	retrain	VERB
cana-1476	208	37	our	our	PRON
cana-1476	208	38	models	model	NOUN
cana-1476	208	39	,	,	PUNCT
cana-1476	208	40	fine	fine	ADJ
cana-1476	208	41	-	-	PUNCT
cana-1476	208	42	tune	tune	NOUN
cana-1476	208	43	hyper	hyper	NOUN
cana-1476	208	44	-	-	ADJ
cana-1476	208	45	pa	pa	ADJ
cana-1476	208	46	rameters	rameter	NOUN
cana-1476	208	47	;	;	PUNCT
cana-1476	208	48	and	and	CCONJ
cana-1476	208	49	add	add	VERB
cana-1476	208	50	features	feature	NOUN
cana-1476	208	51	that	that	PRON
cana-1476	208	52	help	help	AUX
cana-1476	208	53	distinguish	distinguish	VERB
cana-1476	208	54	between	between	ADP
cana-1476	208	55	good	good	ADJ
cana-1476	208	56	and	and	CCONJ
cana-1476	208	57	bad	bad	ADJ
cana-1476	208	58	behaviour	behaviour	NOUN
cana-1476	208	59	are	be	AUX
cana-1476	208	60	therefore	therefore	ADV
cana-1476	208	61	necessary	necessary	ADJ
cana-1476	208	62	for	for	SCONJ
cana-1476	208	63	the	the	DET
cana-1476	208	64	model	model	NOUN
cana-1476	208	65	to	to	PART
cana-1476	208	66	function	function	VERB
cana-1476	208	67	at	at	ADP
cana-1476	208	68	its	its	PRON
cana-1476	208	69	best	good	ADJ
cana-1476	208	70	.	.	PUNCT
cana-1476	209	1	regularisation	regularisation	NOUN
cana-1476	209	2	techniques	technique	NOUN
cana-1476	209	3	are	be	AUX
cana-1476	209	4	used	use	VERB
cana-1476	209	5	to	to	PART
cana-1476	209	6	prevent	prevent	VERB
cana-1476	209	7	overfitting	overfitting	NOUN
cana-1476	209	8	and	and	CCONJ
cana-1476	209	9	further	further	ADJ
cana-1476	209	10	modelling	modelling	NOUN
cana-1476	209	11	is	be	AUX
cana-1476	209	12	done	do	VERB
cana-1476	209	13	on	on	ADP
cana-1476	209	14	a	a	DET
cana-1476	209	15	new	new	ADJ
cana-1476	209	16	dataset	dataset	NOUN
cana-1476	209	17	that	that	PRON
cana-1476	209	18	is	be	AUX
cana-1476	209	19	even	even	ADV
cana-1476	209	20	more	more	ADV
cana-1476	209	21	diverse	diverse	ADJ
cana-1476	209	22	so	so	ADV
cana-1476	209	23	as	as	SCONJ
cana-1476	209	24	not	not	PART
cana-1476	209	25	suffer	suffer	VERB
cana-1476	209	26	from	from	ADP
cana-1476	209	27	any	any	DET
cana-1476	209	28	type	type	NOUN
cana-1476	209	29	of	of	ADP
cana-1476	209	30	specificity	specificity	NOUN
cana-1476	209	31	whatsoever	whatsoever	ADV
cana-1476	209	32	.	.	PUNCT
cana-1476	210	1	communications	communication	NOUN
cana-1476	210	2	on	on	ADP
cana-1476	210	3	applied	apply	VERB
cana-1476	210	4	nonlinear	nonlinear	ADJ
cana-1476	210	5	analysis	analysis	NOUN
cana-1476	210	6	issn	issn	NOUN
cana-1476	210	7	:	:	PUNCT
cana-1476	210	8	1074	1074	NUM
cana-1476	210	9	-	-	PUNCT
cana-1476	210	10	133x	133x	NUM
cana-1476	210	11	vol	vol	NOUN
cana-1476	210	12	31	31	NUM
cana-1476	210	13	no	no	NOUN
cana-1476	210	14	.	.	PUNCT
cana-1476	211	1	8s	8s	PROPN
cana-1476	211	2	(	(	PUNCT
cana-1476	211	3	2024	2024	NUM
cana-1476	211	4	)	)	PUNCT
cana-1476	211	5	229	229	NUM
cana-1476	212	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	212	2	figure	figure	NOUN
cana-1476	212	3	7	7	NUM
cana-1476	212	4	:	:	PUNCT
cana-1476	212	5	impact	impact	NOUN
cana-1476	212	6	of	of	ADP
cana-1476	212	7	regularization	regularization	NOUN
cana-1476	212	8	on	on	ADP
cana-1476	212	9	model	model	NOUN
cana-1476	212	10	performance	performance	NOUN
cana-1476	212	11	regularization	regularization	NOUN
cana-1476	212	12	techniques	technique	NOUN
cana-1476	212	13	have	have	AUX
cana-1476	212	14	the	the	DET
cana-1476	212	15	intended	intend	VERB
cana-1476	212	16	effect	effect	NOUN
cana-1476	212	17	:	:	PUNCT
cana-1476	212	18	as	as	SCONJ
cana-1476	212	19	the	the	DET
cana-1476	212	20	following	follow	VERB
cana-1476	212	21	graph	graph	NOUN
cana-1476	212	22	demonstrates	demonstrate	NOUN
cana-1476	212	23	,	,	PUNCT
cana-1476	212	24	by	by	ADP
cana-1476	212	25	being	be	AUX
cana-1476	212	26	more	more	ADV
cana-1476	212	27	gentle	gentle	ADJ
cana-1476	212	28	to	to	ADP
cana-1476	212	29	parameters	parameter	NOUN
cana-1476	212	30	,	,	PUNCT
cana-1476	212	31	such	such	ADJ
cana-1476	212	32	as	as	ADP
cana-1476	212	33	l2	l2	NOUN
cana-1476	212	34	regularization	regularization	NOUN
cana-1476	212	35	,	,	PUNCT
cana-1476	212	36	generalization	generalization	NOUN
cana-1476	212	37	performance	performance	NOUN
cana-1476	212	38	of	of	ADP
cana-1476	212	39	a	a	DET
cana-1476	212	40	model	model	NOUN
cana-1476	212	41	can	can	AUX
cana-1476	212	42	be	be	AUX
cana-1476	212	43	improved	improve	VERB
cana-1476	212	44	while	while	SCONJ
cana-1476	212	45	overfitting	overfitte	VERB
cana-1476	212	46	is	be	AUX
cana-1476	212	47	reduced	reduce	VERB
cana-1476	212	48	at	at	ADP
cana-1476	212	49	eth	eth	PROPN
cana-1476	212	50	same	same	ADJ
cana-1476	212	51	time	time	NOUN
cana-1476	212	52	.	.	PUNCT
cana-1476	213	1	5	5	X
cana-1476	213	2	.	.	X
cana-1476	213	3	case	case	NOUN
cana-1476	213	4	studies	study	NOUN
cana-1476	213	5	and	and	CCONJ
cana-1476	213	6	practical	practical	ADJ
cana-1476	213	7	applications	application	NOUN
cana-1476	213	8	this	this	DET
cana-1476	213	9	section	section	NOUN
cana-1476	213	10	applies	apply	VERB
cana-1476	213	11	advanced	advanced	ADJ
cana-1476	213	12	cybersecurity	cybersecurity	NOUN
cana-1476	213	13	methods	method	NOUN
cana-1476	213	14	in	in	ADP
cana-1476	213	15	real	real	ADJ
cana-1476	213	16	-	-	PUNCT
cana-1476	213	17	world	world	NOUN
cana-1476	213	18	scenarios	scenario	NOUN
cana-1476	213	19	and	and	CCONJ
cana-1476	213	20	yields	yield	NOUN
cana-1476	213	21	invaluable	invaluable	ADJ
cana-1476	213	22	insights	insight	NOUN
cana-1476	213	23	into	into	ADP
cana-1476	213	24	the	the	DET
cana-1476	213	25	effectiveness	effectiveness	NOUN
cana-1476	213	26	of	of	ADP
cana-1476	213	27	the	the	DET
cana-1476	213	28	hybrid	hybrid	ADJ
cana-1476	213	29	model	model	NOUN
cana-1476	213	30	proposed	propose	VERB
cana-1476	213	31	.	.	PUNCT
cana-1476	214	1	through	through	ADP
cana-1476	214	2	a	a	DET
cana-1476	214	3	variety	variety	NOUN
cana-1476	214	4	of	of	ADP
cana-1476	214	5	practice	practice	NOUN
cana-1476	214	6	-	-	PUNCT
cana-1476	214	7	based	base	VERB
cana-1476	214	8	contexts	contexts	NOUN
cana-1476	214	9	,	,	PUNCT
cana-1476	214	10	but	but	CCONJ
cana-1476	214	11	focused	focus	VERB
cana-1476	214	12	on	on	ADP
cana-1476	214	13	its	its	PRON
cana-1476	214	14	application	application	NOUN
cana-1476	214	15	in	in	ADP
cana-1476	214	16	network	network	NOUN
cana-1476	214	17	security	security	NOUN
cana-1476	214	18	systems	system	NOUN
cana-1476	214	19	and	and	CCONJ
cana-1476	214	20	how	how	SCONJ
cana-1476	214	21	it	it	PRON
cana-1476	214	22	impacts	impact	VERB
cana-1476	214	23	cybersecurity	cybersecurity	NOUN
cana-1476	214	24	strategies	strategy	NOUN
cana-1476	214	25	across	across	ADP
cana-1476	214	26	different	different	ADJ
cana-1476	214	27	industries	industry	NOUN
cana-1476	214	28	,	,	PUNCT
cana-1476	214	29	we	we	PRON
cana-1476	214	30	will	will	AUX
cana-1476	214	31	look	look	VERB
cana-1476	214	32	at	at	ADP
cana-1476	214	33	implementing	implement	VERB
cana-1476	214	34	the	the	DET
cana-1476	214	35	hybrid	hybrid	ADJ
cana-1476	214	36	mode	mode	NOUN
cana-1476	214	37	5.1	5.1	NUM
cana-1476	214	38	case	case	NOUN
cana-1476	214	39	study	study	NOUN
cana-1476	214	40	:	:	PUNCT
cana-1476	214	41	implementing	implement	VERB
cana-1476	214	42	hybrid	hybrid	ADJ
cana-1476	214	43	models	model	NOUN
cana-1476	214	44	in	in	ADP
cana-1476	214	45	real	real	ADJ
cana-1476	214	46	-	-	PUNCT
cana-1476	214	47	world	world	NOUN
cana-1476	214	48	scenarios	scenario	NOUN
cana-1476	214	49	in	in	ADP
cana-1476	214	50	real	real	ADJ
cana-1476	214	51	-	-	PUNCT
cana-1476	214	52	world	world	NOUN
cana-1476	214	53	scenarios	scenario	NOUN
cana-1476	214	54	,	,	PUNCT
cana-1476	214	55	a	a	DET
cana-1476	214	56	hybrid	hybrid	ADJ
cana-1476	214	57	model	model	NOUN
cana-1476	214	58	is	be	AUX
cana-1476	214	59	implemented	implement	VERB
cana-1476	214	60	this	this	PRON
cana-1476	214	61	is	be	AUX
cana-1476	214	62	a	a	DET
cana-1476	214	63	case	case	NOUN
cana-1476	214	64	in	in	ADP
cana-1476	214	65	point	point	NOUN
cana-1476	214	66	.	.	PUNCT
cana-1476	215	1	the	the	DET
cana-1476	215	2	proposed	propose	VERB
cana-1476	215	3	hybrid	hybrid	NOUN
cana-1476	215	4	model	model	NOUN
cana-1476	215	5	,	,	PUNCT
cana-1476	215	6	which	which	PRON
cana-1476	215	7	integrates	integrate	VERB
cana-1476	215	8	statistical	statistical	ADJ
cana-1476	215	9	methods	method	NOUN
cana-1476	215	10	,	,	PUNCT
cana-1476	215	11	cryptographic	cryptographic	ADJ
cana-1476	215	12	techniques	technique	NOUN
cana-1476	215	13	,	,	PUNCT
cana-1476	215	14	and	and	CCONJ
cana-1476	215	15	machine	machine	NOUN
cana-1476	215	16	learning	learn	VERB
cana-1476	215	17	algorithms	algorithm	NOUN
cana-1476	215	18	with	with	ADP
cana-1476	215	19	elements	element	NOUN
cana-1476	215	20	of	of	ADP
cana-1476	215	21	its	its	PRON
cana-1476	215	22	own	own	ADJ
cana-1476	215	23	development	development	NOUN
cana-1476	215	24	also	also	ADV
cana-1476	215	25	incorporated	incorporate	VERB
cana-1476	215	26	by	by	ADP
cana-1476	215	27	the	the	DET
cana-1476	215	28	authors	author	NOUN
cana-1476	215	29	,	,	PUNCT
cana-1476	215	30	was	be	AUX
cana-1476	215	31	implemented	implement	VERB
cana-1476	215	32	within	within	ADP
cana-1476	215	33	the	the	DET
cana-1476	215	34	cybersecurity	cybersecurity	NOUN
cana-1476	215	35	infrastructure	infrastructure	NOUN
cana-1476	215	36	of	of	ADP
cana-1476	215	37	a	a	DET
cana-1476	215	38	large	large	ADJ
cana-1476	215	39	financial	financial	ADJ
cana-1476	215	40	institution	institution	NOUN
cana-1476	215	41	.	.	PUNCT
cana-1476	216	1	innovative	innovative	ADJ
cana-1476	216	2	cyberattacks	cyberattack	NOUN
cana-1476	216	3	the	the	DET
cana-1476	216	4	institution	institution	NOUN
cana-1476	216	5	,	,	PUNCT
cana-1476	216	6	under	under	ADP
cana-1476	216	7	the	the	DET
cana-1476	216	8	continuous	continuous	ADJ
cana-1476	216	9	and	and	CCONJ
cana-1476	216	10	sophisticated	sophisticated	ADJ
cana-1476	216	11	threats	threat	NOUN
cana-1476	216	12	posed	pose	VERB
cana-1476	216	13	by	by	ADP
cana-1476	216	14	malware	malware	NOUN
cana-1476	216	15	,	,	PUNCT
cana-1476	216	16	needed	need	VERB
cana-1476	216	17	a	a	DET
cana-1476	216	18	sturdy	sturdy	ADJ
cana-1476	216	19	and	and	CCONJ
cana-1476	216	20	pliant	pliant	ADJ
cana-1476	216	21	solution	solution	NOUN
cana-1476	216	22	to	to	PART
cana-1476	216	23	protect	protect	VERB
cana-1476	216	24	its	its	PRON
cana-1476	216	25	sensitivefinancial	sensitivefinancial	ADJ
cana-1476	216	26	data	datum	NOUN
cana-1476	216	27	as	as	ADV
cana-1476	216	28	well	well	ADV
cana-1476	216	29	as	as	ADP
cana-1476	216	30	meet	meet	VERB
cana-1476	216	31	regulatorystandards	regulatorystandard	NOUN
cana-1476	216	32	.	.	PUNCT
cana-1476	217	1	implementation	implementation	NOUN
cana-1476	217	2	:	:	PUNCT
cana-1476	217	3	the	the	DET
cana-1476	217	4	institution	institution	NOUN
cana-1476	217	5	's	's	PART
cana-1476	217	6	cybersecurity	cybersecurity	NOUN
cana-1476	217	7	team	team	NOUN
cana-1476	217	8	deployed	deploy	VERB
cana-1476	217	9	the	the	DET
cana-1476	217	10	hybrid	hybrid	NOUN
cana-1476	217	11	model	model	NOUN
cana-1476	217	12	to	to	PART
cana-1476	217	13	monitor	monitor	VERB
cana-1476	217	14	network	network	NOUN
cana-1476	217	15	traffic	traffic	NOUN
cana-1476	217	16	,	,	PUNCT
cana-1476	217	17	system	system	NOUN
cana-1476	217	18	logs	log	NOUN
cana-1476	217	19	,	,	PUNCT
cana-1476	217	20	and	and	CCONJ
cana-1476	217	21	user	user	NOUN
cana-1476	217	22	behavior	behavior	NOUN
cana-1476	217	23	.	.	PUNCT
cana-1476	218	1	the	the	DET
cana-1476	218	2	data	datum	NOUN
cana-1476	218	3	came	come	VERB
cana-1476	218	4	from	from	ADP
cana-1476	218	5	a	a	DET
cana-1476	218	6	variety	variety	NOUN
cana-1476	218	7	of	of	ADP
cana-1476	218	8	sources	source	NOUN
cana-1476	218	9	including	include	VERB
cana-1476	218	10	firewall	firewall	NOUN
cana-1476	218	11	logs	log	NOUN
cana-1476	218	12	,	,	PUNCT
cana-1476	218	13	intrusion	intrusion	NOUN
cana-1476	218	14	detection	detection	NOUN
cana-1476	218	15	systems	system	NOUN
cana-1476	218	16	(	(	PUNCT
cana-1476	218	17	ids	id	NOUN
cana-1476	218	18	)	)	PUNCT
cana-1476	218	19	,	,	PUNCT
cana-1476	218	20	as	as	ADV
cana-1476	218	21	well	well	ADV
cana-1476	218	22	as	as	ADP
cana-1476	218	23	remote	remote	ADJ
cana-1476	218	24	protection	protection	NOUN
cana-1476	218	25	for	for	ADP
cana-1476	218	26	endpoint	endpoint	NOUN
cana-1476	218	27	platforms	platform	NOUN
cana-1476	218	28	.	.	PUNCT
cana-1476	219	1	the	the	DET
cana-1476	219	2	statistical	statistical	ADJ
cana-1476	219	3	and	and	CCONJ
cana-1476	219	4	cryptographic	cryptographic	ADJ
cana-1476	219	5	methods	method	NOUN
cana-1476	219	6	of	of	ADP
cana-1476	219	7	the	the	DET
cana-1476	219	8	methodologies	methodology	NOUN
cana-1476	219	9	chapter	chapter	NOUN
cana-1476	219	10	were	be	AUX
cana-1476	219	11	used	use	VERB
cana-1476	219	12	for	for	ADP
cana-1476	219	13	data	data	NOUN
cana-1476	219	14	preprocessing	preprocessing	NOUN
cana-1476	219	15	and	and	CCONJ
cana-1476	219	16	analysis	analysis	NOUN
cana-1476	219	17	.	.	PUNCT
cana-1476	220	1	table	table	NOUN
cana-1476	220	2	15	15	NUM
cana-1476	220	3	:	:	PUNCT
cana-1476	220	4	performance	performance	NOUN
cana-1476	220	5	metrics	metric	NOUN
cana-1476	220	6	of	of	ADP
cana-1476	220	7	hybrid	hybrid	ADJ
cana-1476	220	8	model	model	NOUN
cana-1476	220	9	in	in	ADP
cana-1476	220	10	financial	financial	ADJ
cana-1476	220	11	institution	institution	NOUN
cana-1476	220	12	metric	metric	ADJ
cana-1476	220	13	value	value	NOUN
cana-1476	220	14	detection	detection	NOUN
cana-1476	220	15	rate	rate	NOUN
cana-1476	220	16	97.5	97.5	NUM
cana-1476	220	17	%	%	NOUN
cana-1476	220	18	false	false	ADJ
cana-1476	220	19	positive	positive	ADJ
cana-1476	220	20	rate	rate	NOUN
cana-1476	220	21	1.2	1.2	NUM
cana-1476	220	22	%	%	NOUN
cana-1476	220	23	response	response	NOUN
cana-1476	220	24	time	time	NOUN
cana-1476	220	25	0.75	0.75	NUM
cana-1476	220	26	seconds	second	NOUN
cana-1476	220	27	data	datum	NOUN
cana-1476	220	28	encryption	encryption	NOUN
cana-1476	220	29	overhead	overhead	ADJ
cana-1476	220	30	3.8	3.8	NUM
cana-1476	220	31	%	%	NOUN
cana-1476	220	32	model	model	NOUN
cana-1476	220	33	adaptation	adaptation	NOUN
cana-1476	220	34	to	to	ADP
cana-1476	220	35	new	new	ADJ
cana-1476	220	36	threats	threat	NOUN
cana-1476	220	37	excellent	excellent	ADJ
cana-1476	220	38	communications	communication	NOUN
cana-1476	220	39	on	on	ADP
cana-1476	220	40	applied	apply	VERB
cana-1476	220	41	nonlinear	nonlinear	ADJ
cana-1476	220	42	analysis	analysis	NOUN
cana-1476	220	43	issn	issn	NOUN
cana-1476	220	44	:	:	PUNCT
cana-1476	220	45	1074	1074	NUM
cana-1476	220	46	-	-	PUNCT
cana-1476	220	47	133x	133x	NUM
cana-1476	220	48	vol	vol	NOUN
cana-1476	220	49	31	31	NUM
cana-1476	220	50	no	no	NOUN
cana-1476	220	51	.	.	PUNCT
cana-1476	221	1	8s	8s	PROPN
cana-1476	221	2	(	(	PUNCT
cana-1476	221	3	2024	2024	NUM
cana-1476	221	4	)	)	PUNCT
cana-1476	221	5	230	230	NUM
cana-1476	221	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	221	7	figure	figure	NOUN
cana-1476	221	8	8	8	NUM
cana-1476	221	9	:	:	PUNCT
cana-1476	221	10	real	real	ADJ
cana-1476	221	11	-	-	PUNCT
cana-1476	221	12	time	time	NOUN
cana-1476	221	13	threat	threat	NOUN
cana-1476	221	14	detection	detection	NOUN
cana-1476	221	15	using	use	VERB
cana-1476	221	16	hybrid	hybrid	ADJ
cana-1476	221	17	model	model	NOUN
cana-1476	221	18	the	the	DET
cana-1476	221	19	graph	graph	NOUN
cana-1476	221	20	illustrates	illustrate	VERB
cana-1476	221	21	the	the	DET
cana-1476	221	22	hybrid	hybrid	ADJ
cana-1476	221	23	model	model	NOUN
cana-1476	221	24	's	's	PART
cana-1476	221	25	ability	ability	NOUN
cana-1476	221	26	to	to	PART
cana-1476	221	27	detect	detect	VERB
cana-1476	221	28	and	and	CCONJ
cana-1476	221	29	respond	respond	VERB
cana-1476	221	30	to	to	ADP
cana-1476	221	31	threats	threat	NOUN
cana-1476	221	32	in	in	ADP
cana-1476	221	33	real	real	ADJ
cana-1476	221	34	-	-	PUNCT
cana-1476	221	35	time	time	NOUN
cana-1476	221	36	,	,	PUNCT
cana-1476	221	37	significantly	significantly	ADV
cana-1476	221	38	reducing	reduce	VERB
cana-1476	221	39	the	the	DET
cana-1476	221	40	time	time	NOUN
cana-1476	221	41	between	between	ADP
cana-1476	221	42	threat	threat	NOUN
cana-1476	221	43	identification	identification	NOUN
cana-1476	221	44	and	and	CCONJ
cana-1476	221	45	mitigation	mitigation	NOUN
cana-1476	221	46	.	.	PUNCT
cana-1476	222	1	results	result	NOUN
cana-1476	222	2	and	and	CCONJ
cana-1476	222	3	analysis	analysis	NOUN
cana-1476	222	4	:	:	PUNCT
cana-1476	222	5	the	the	DET
cana-1476	222	6	hybrid	hybrid	NOUN
cana-1476	222	7	model	model	NOUN
cana-1476	222	8	achieved	achieve	VERB
cana-1476	222	9	an	an	DET
cana-1476	222	10	exceptional	exceptional	ADJ
cana-1476	222	11	97.5	97.5	NUM
cana-1476	222	12	%	%	NOUN
cana-1476	222	13	detection	detection	NOUN
cana-1476	222	14	rate	rate	NOUN
cana-1476	222	15	and	and	CCONJ
cana-1476	222	16	hardly	hardly	ADV
cana-1476	222	17	any	any	DET
cana-1476	222	18	false	false	ADJ
cana-1476	222	19	alarms	alarm	NOUN
cana-1476	222	20	then	then	ADV
cana-1476	222	21	approached	approach	VERB
cana-1476	222	22	pic	pic	NOUN
cana-1476	222	23	because	because	SCONJ
cana-1476	222	24	compression	compression	NOUN
cana-1476	222	25	makes	make	VERB
cana-1476	222	26	gif	gif	NOUN
cana-1476	222	27	images	image	NOUN
cana-1476	222	28	smaller	small	ADJ
cana-1476	222	29	in	in	ADP
cana-1476	222	30	file	file	NOUN
cana-1476	222	31	size	size	NOUN
cana-1476	222	32	than	than	ADP
cana-1476	222	33	tiff	tiff	NOUN
cana-1476	222	34	or	or	CCONJ
cana-1476	222	35	bmp	bmp	NOUN
cana-1476	222	36	images	image	NOUN
cana-1476	222	37	but	but	CCONJ
cana-1476	222	38	generally	generally	ADV
cana-1476	222	39	the	the	DET
cana-1476	222	40	tree	tree	NOUN
cana-1476	222	41	and	and	CCONJ
cana-1476	222	42	rules	rule	NOUN
cana-1476	222	43	performed	perform	VERB
cana-1476	222	44	similarly	similarly	ADV
cana-1476	222	45	;	;	PUNCT
cana-1476	222	46	tree	tree	NOUN
cana-1476	222	47	could	could	AUX
cana-1476	222	48	not	not	PART
cana-1476	222	49	distinguish	distinguish	VERB
cana-1476	222	50	between	between	ADP
cana-1476	222	51	prey	prey	NOUN
cana-1476	222	52	it	it	PRON
cana-1476	222	53	'd	would	AUX
cana-1476	222	54	eaten	eat	VERB
cana-1476	222	55	a	a	DET
cana-1476	222	56	bird	bird	NOUN
cana-1476	222	57	sitting	sit	VERB
cana-1476	222	58	on	on	ADP
cana-1476	222	59	fence	fence	NOUN
cana-1476	222	60	is	be	AUX
cana-1476	222	61	beside	beside	ADP
cana-1476	222	62	road	road	NOUN
cana-1476	222	63	attend	attend	VERB
cana-1476	222	64	three	three	NUM
cana-1476	222	65	-	-	PUNCT
cana-1476	222	66	day	day	NOUN
cana-1476	222	67	workshop	workshop	NOUN
cana-1476	222	68	on	on	ADP
cana-1476	222	69	dissertation	dissertation	NOUN
cana-1476	222	70	writingand	writingand	NOUN
cana-1476	222	71	if	if	SCONJ
cana-1476	222	72	miss	miss	VERB
cana-1476	222	73	just	just	ADV
cana-1476	222	74	one	one	NUM
cana-1476	222	75	day	day	NOUN
cana-1476	222	76	,	,	PUNCT
cana-1476	222	77	you	you	PRON
cana-1476	222	78	're	be	AUX
cana-1476	222	79	likely	likely	ADJ
cana-1476	222	80	to	to	PART
cana-1476	222	81	lose	lose	VERB
cana-1476	222	82	some	some	DET
cana-1476	222	83	helpful	helpful	ADJ
cana-1476	222	84	adviceany	adviceany	NOUN
cana-1476	222	85	few	few	ADJ
cana-1476	222	86	little	little	ADJ
cana-1476	222	87	shifts	shift	NOUN
cana-1476	222	88	for	for	ADP
cana-1476	222	89	that	that	DET
cana-1476	222	90	growth	growth	NOUN
cana-1476	222	91	of	of	ADP
cana-1476	222	92	traditionallyaccepted	traditionallyaccepte	VERB
cana-1476	222	93	rule	rule	NOUN
cana-1476	222	94	-	-	PUNCT
cana-1476	222	95	basedgeneration	basedgeneration	NOUN
cana-1476	222	96	systems	system	NOUN
cana-1476	222	97	,	,	PUNCT
cana-1476	222	98	however	however	ADV
cana-1476	222	99	,	,	PUNCT
cana-1476	222	100	are	be	AUX
cana-1476	222	101	important	important	ADJ
cana-1476	222	102	if	if	SCONJ
cana-1476	222	103	notman	notman	NOUN
cana-1476	222	104	can	can	AUX
cana-1476	222	105	not	not	PART
cana-1476	222	106	live	live	VERB
cana-1476	222	107	by	by	ADP
cana-1476	222	108	bread	bread	NOUN
cana-1476	222	109	alone.i	alone.i	ADV
cana-1476	222	110	should	should	AUX
cana-1476	222	111	attach	attach	VERB
cana-1476	222	112	merely	merely	ADV
cana-1476	222	113	great	great	ADJ
cana-1476	222	114	importance	importance	NOUN
cana-1476	222	115	to	to	PART
cana-1476	222	116	shutting	shut	VERB
cana-1476	222	117	down	down	ADP
cana-1476	222	118	the	the	DET
cana-1476	222	119	security	security	NOUN
cana-1476	222	120	problem	problem	NOUN
cana-1476	222	121	when	when	SCONJ
cana-1476	222	122	stop	stop	VERB
cana-1476	222	123	intrusion	intrusion	NOUN
cana-1476	222	124	and	and	CCONJ
cana-1476	222	125	intercept	intercept	VERB
cana-1476	222	126	it	it	PRON
cana-1476	222	127	.	.	PUNCT
cana-1476	223	1	the	the	DET
cana-1476	223	2	craigslist	craigslist	NOUN
cana-1476	223	3	ad	ad	NOUN
cana-1476	223	4	has	have	VERB
cana-1476	223	5	a	a	DET
cana-1476	223	6	condition	condition	NOUN
cana-1476	223	7	though	though	ADV
cana-1476	223	8	:	:	PUNCT
cana-1476	223	9	he	he	PRON
cana-1476	223	10	wants	want	VERB
cana-1476	223	11	someone	someone	PRON
cana-1476	223	12	to	to	PART
cana-1476	223	13	take	take	VERB
cana-1476	223	14	over	over	ADP
cana-1476	223	15	his	his	PRON
cana-1476	223	16	lease	lease	NOUN
cana-1476	223	17	and	and	CCONJ
cana-1476	223	18	is	be	AUX
cana-1476	223	19	willing	willing	ADJ
cana-1476	223	20	make	make	VERB
cana-1476	223	21	a	a	DET
cana-1476	223	22	deal	deal	NOUN
cana-1476	223	23	on	on	ADP
cana-1476	223	24	short	short	ADJ
cana-1476	223	25	notice	notice	NOUN
cana-1476	223	26	.	.	PUNCT
cana-1476	224	1	the	the	DET
cana-1476	224	2	integration	integration	NOUN
cana-1476	224	3	of	of	ADP
cana-1476	224	4	cryptographic	cryptographic	ADJ
cana-1476	224	5	techniques	technique	NOUN
cana-1476	224	6	meant	mean	VERB
cana-1476	224	7	that	that	SCONJ
cana-1476	224	8	as	as	SCONJ
cana-1476	224	9	the	the	DET
cana-1476	224	10	data	datum	NOUN
cana-1476	224	11	passed	pass	VERB
cana-1476	224	12	through	through	ADP
cana-1476	224	13	detection	detection	NOUN
cana-1476	224	14	phase	phase	NOUN
cana-1476	224	15	,	,	PUNCT
cana-1476	224	16	enforcement	enforcement	NOUN
cana-1476	224	17	remove	remove	VERB
cana-1476	224	18	version	version	NOUN
cana-1476	224	19	number	number	NOUN
cana-1476	224	20	and	and	CCONJ
cana-1476	224	21	description	description	NOUN
cana-1476	224	22	was	be	AUX
cana-1476	224	23	hermetic	hermetic	ADJ
cana-1476	224	24	:	:	PUNCT
cana-1476	224	25	while	while	SCONJ
cana-1476	224	26	machine	machine	NOUN
cana-1476	224	27	-	-	PUNCT
cana-1476	224	28	learning	learn	VERB
cana-1476	224	29	components	component	NOUN
cana-1476	224	30	exercised	exercise	VERB
cana-1476	224	31	adaptability	adaptability	NOUN
cana-1476	224	32	robust	robust	ADJ
cana-1476	224	33	enough	enough	ADV
cana-1476	224	34	to	to	PART
cana-1476	224	35	cope	cope	VERB
cana-1476	224	36	with	with	ADP
cana-1476	224	37	changing	change	VERB
cana-1476	224	38	threats	threat	NOUN
cana-1476	224	39	tion	tion	NOUN
cana-1476	224	40	not	not	PART
cana-1476	224	41	known	know	VERB
cana-1476	224	42	to	to	PART
cana-1476	224	43	exist	exist	VERB
cana-1476	224	44	anywherethe	anywherethe	DET
cana-1476	224	45	financial	financial	ADJ
cana-1476	224	46	institution	institution	NOUN
cana-1476	224	47	reported	report	VERB
cana-1476	224	48	remarkably	remarkably	ADV
cana-1476	224	49	successful	successful	ADJ
cana-1476	224	50	results	result	NOUN
cana-1476	224	51	using	use	VERB
cana-1476	224	52	a	a	DET
cana-1476	224	53	hybrid	hybrid	ADJ
cana-1476	224	54	model	model	NOUN
cana-1476	224	55	on	on	ADP
cana-1476	224	56	real	real	ADJ
cana-1476	224	57	datasets	dataset	NOUN
cana-1476	224	58	[	[	X
cana-1476	224	59	18	18	NUM
cana-1476	224	60	]	]	X
cana-1476	224	61	its	its	PRON
cana-1476	224	62	integration	integration	NOUN
cana-1476	224	63	with	with	ADP
cana-1476	224	64	classicalobitaryanalyticalmethods	classicalobitaryanalyticalmethod	NOUN
cana-1476	224	65	such	such	ADJ
cana-1476	224	66	as	as	ADP
cana-1476	224	67	wavelets	wavelet	NOUN
cana-1476	224	68	(	(	PUNCT
cana-1476	224	69	continuous	continuous	ADJ
cana-1476	224	70	wavelet	wavelet	NOUN
cana-1476	224	71	transformation	transformation	NOUN
cana-1476	224	72	)	)	PUNCT
cana-1476	224	73	and	and	CCONJ
cana-1476	224	74	sliced	slice	VERB
cana-1476	224	75	wavelets	wavelet	NOUN
cana-1476	224	76	naturally	naturally	ADV
cana-1476	224	77	made	make	VERB
cana-1476	224	78	up	up	ADP
cana-1476	224	79	for	for	ADP
cana-1476	224	80	their	their	PRON
cana-1476	224	81	difthe	difthe	DET
cana-1476	224	82	hybrid	hybrid	NOUN
cana-1476	224	83	model	model	NOUN
cana-1476	224	84	is	be	AUX
cana-1476	224	85	an	an	DET
cana-1476	224	86	ideal	ideal	ADJ
cana-1476	224	87	anti	anti	ADJ
cana-1476	224	88	-	-	ADJ
cana-1476	224	89	malware	malware	ADJ
cana-1476	224	90	tool	tool	NOUN
cana-1476	224	91	that	that	PRON
cana-1476	224	92	boasts	boast	VERB
cana-1476	224	93	a	a	DET
cana-1476	224	94	unique	unique	ADJ
cana-1476	224	95	balance	balance	NOUN
cana-1476	224	96	between	between	ADP
cana-1476	224	97	high	high	ADJ
cana-1476	224	98	detection	detection	NOUN
cana-1476	224	99	rate	rate	NOUN
cana-1476	224	100	and	and	CCONJ
cana-1476	224	101	low	low	ADJ
cana-1476	224	102	false	false	ADJ
cana-1476	224	103	positive	positive	ADJ
cana-1476	224	104	rate	rate	NOUN
cana-1476	224	105	.	.	PUNCT
cana-1476	225	1	5.2	5.2	NUM
cana-1476	225	2	application	application	NOUN
cana-1476	225	3	in	in	ADP
cana-1476	225	4	network	network	NOUN
cana-1476	225	5	security	security	NOUN
cana-1476	225	6	systems	system	NOUN
cana-1476	225	7	as	as	SCONJ
cana-1476	225	8	proved	prove	VERB
cana-1476	225	9	by	by	ADP
cana-1476	225	10	tests	test	NOUN
cana-1476	225	11	in	in	ADP
cana-1476	225	12	an	an	DET
cana-1476	225	13	enterprise	enterprise	NOUN
cana-1476	225	14	network	network	NOUN
cana-1476	225	15	environment	environment	NOUN
cana-1476	225	16	with	with	ADP
cana-1476	225	17	more	more	ADJ
cana-1476	225	18	than	than	ADP
cana-1476	225	19	5,000	5,000	NUM
cana-1476	225	20	devices	device	NOUN
cana-1476	225	21	connected	connect	VERB
cana-1476	225	22	,	,	PUNCT
cana-1476	225	23	the	the	DET
cana-1476	225	24	tread	tread	NOUN
cana-1476	225	25	pattern	pattern	NOUN
cana-1476	225	26	of	of	ADP
cana-1476	225	27	the	the	DET
cana-1476	225	28	hybrid	hybrid	ADJ
cana-1476	225	29	model	model	NOUN
cana-1476	225	30	was	be	AUX
cana-1476	225	31	also	also	ADV
cana-1476	225	32	suitable	suitable	ADJ
cana-1476	225	33	for	for	ADP
cana-1476	225	34	use	use	NOUN
cana-1476	225	35	on	on	ADP
cana-1476	225	36	networks	network	NOUN
cana-1476	225	37	.	.	PUNCT
cana-1476	226	1	its	its	PRON
cana-1476	226	2	functions	function	NOUN
cana-1476	226	3	in	in	ADP
cana-1476	226	4	a	a	DET
cana-1476	226	5	networks	network	NOUN
cana-1476	226	6	that	that	PRON
cana-1476	226	7	faced	face	VERB
cana-1476	226	8	typical	typical	ADJ
cana-1476	226	9	threats	threat	NOUN
cana-1476	226	10	such	such	ADJ
cana-1476	226	11	as	as	ADP
cana-1476	226	12	distributed	distribute	VERB
cana-1476	226	13	denial	denial	NOUN
cana-1476	226	14	-	-	PUNCT
cana-1476	226	15	of	of	ADP
cana-1476	226	16	-	-	PUNCT
cana-1476	226	17	service	service	NOUN
cana-1476	226	18	(	(	PUNCT
cana-1476	226	19	for	for	ADP
cana-1476	226	20	the	the	DET
cana-1476	226	21	use	use	NOUN
cana-1476	226	22	of	of	ADP
cana-1476	226	23	shielder	shielder	NOUN
cana-1476	226	24	,	,	PUNCT
cana-1476	226	25	the	the	DET
cana-1476	226	26	management	management	NOUN
cana-1476	226	27	of	of	ADP
cana-1476	226	28	all	all	DET
cana-1476	226	29	virus	virus	NOUN
cana-1476	226	30	-	-	PUNCT
cana-1476	226	31	oriented	orient	VERB
cana-1476	226	32	resources	resource	NOUN
cana-1476	226	33	was	be	AUX
cana-1476	226	34	handed	hand	VERB
cana-1476	226	35	over	over	ADP
cana-1476	226	36	to	to	ADP
cana-1476	226	37	blue	blue	ADJ
cana-1476	226	38	shield	shield	NOUN
cana-1476	226	39	network	network	NOUN
cana-1476	226	40	(	(	PUNCT
cana-1476	226	41	currenty	currenty	NOUN
cana-1476	226	42	known	know	VERB
cana-1476	226	43	as	as	ADP
cana-1476	226	44	)	)	PUNCT
cana-1476	226	45	and	and	CCONJ
cana-1476	226	46	/	/	SYM
cana-1476	226	47	by	by	ADP
cana-1476	226	48	these	these	DET
cana-1476	226	49	resources	resource	NOUN
cana-1476	226	50	werefor	werefor	ADP
cana-1476	226	51	affixed	affix	VERB
cana-1476	226	52	benefit	benefit	NOUN
cana-1476	226	53	in	in	ADP
cana-1476	226	54	terms	term	NOUN
cana-1476	226	55	of	of	ADP
cana-1476	226	56	securityit	securityit	NOUN
cana-1476	226	57	was	be	AUX
cana-1476	226	58	now	now	ADV
cana-1476	226	59	the	the	DET
cana-1476	226	60	case	case	NOUN
cana-1476	226	61	that	that	SCONJ
cana-1476	226	62	if	if	SCONJ
cana-1476	226	63	a	a	DET
cana-1476	226	64	system	system	NOUN
cana-1476	226	65	failed	fail	VERB
cana-1476	226	66	and	and	CCONJ
cana-1476	226	67	intrusions	intrusion	NOUN
cana-1476	226	68	were	be	AUX
cana-1476	226	69	not	not	PART
cana-1476	226	70	curtailed	curtail	VERB
cana-1476	226	71	,	,	PUNCT
cana-1476	226	72	they	they	PRON
cana-1476	226	73	could	could	AUX
cana-1476	226	74	well	well	ADV
cana-1476	226	75	mushroom	mushroom	VERB
cana-1476	226	76	into	into	ADP
cana-1476	226	77	full	full	ADJ
cana-1476	226	78	-	-	PUNCT
cana-1476	226	79	scale	scale	NOUN
cana-1476	226	80	security	security	NOUN
cana-1476	226	81	incidents	incident	NOUN
cana-1476	226	82	.	.	PUNCT
cana-1476	227	1	the	the	DET
cana-1476	227	2	hybrid	hybrid	NOUN
cana-1476	227	3	model	model	NOUN
cana-1476	227	4	had	have	AUX
cana-1476	227	5	been	be	AUX
cana-1476	227	6	expected	expect	VERB
cana-1476	227	7	to	to	PART
cana-1476	227	8	integrate	integrate	VERB
cana-1476	227	9	itself	itself	PRON
cana-1476	227	10	with	with	ADP
cana-1476	227	11	existing	exist	VERB
cana-1476	227	12	security	security	NOUN
cana-1476	227	13	tools	tool	NOUN
cana-1476	227	14	such	such	ADJ
cana-1476	227	15	as	as	ADP
cana-1476	227	16	firewalls	firewall	NOUN
cana-1476	227	17	,	,	PUNCT
cana-1476	227	18	ids	id	NOUN
cana-1476	227	19	,	,	PUNCT
cana-1476	227	20	and	and	CCONJ
cana-1476	227	21	endpoints	endpoint	NOUN
cana-1476	227	22	.	.	PUNCT
cana-1476	228	1	after	after	SCONJ
cana-1476	228	2	the	the	DET
cana-1476	228	3	model	model	NOUN
cana-1476	228	4	was	be	AUX
cana-1476	228	5	trained	train	VERB
cana-1476	228	6	with	with	ADP
cana-1476	228	7	historical	historical	ADJ
cana-1476	228	8	network	network	NOUN
cana-1476	228	9	data	datum	NOUN
cana-1476	228	10	and	and	CCONJ
cana-1476	228	11	configured	configure	VERB
cana-1476	228	12	to	to	PART
cana-1476	228	13	monitor	monitor	VERB
cana-1476	228	14	running	run	VERB
cana-1476	228	15	traffic	traffic	NOUN
cana-1476	228	16	for	for	ADP
cana-1476	228	17	signs	sign	NOUN
cana-1476	228	18	of	of	ADP
cana-1476	228	19	abnormal	abnormal	ADJ
cana-1476	228	20	behavior	behavior	NOUN
cana-1476	228	21	,	,	PUNCT
cana-1476	228	22	it	it	PRON
cana-1476	228	23	went	go	VERB
cana-1476	228	24	into	into	ADP
cana-1476	228	25	action	action	NOUN
cana-1476	228	26	.	.	PUNCT
cana-1476	229	1	table	table	NOUN
cana-1476	229	2	16	16	NUM
cana-1476	229	3	:	:	PUNCT
cana-1476	229	4	impact	impact	NOUN
cana-1476	229	5	of	of	ADP
cana-1476	229	6	hybrid	hybrid	ADJ
cana-1476	229	7	model	model	NOUN
cana-1476	229	8	on	on	ADP
cana-1476	229	9	network	network	NOUN
cana-1476	229	10	security	security	NOUN
cana-1476	229	11	communications	communication	NOUN
cana-1476	229	12	on	on	ADP
cana-1476	229	13	applied	apply	VERB
cana-1476	229	14	nonlinear	nonlinear	ADJ
cana-1476	229	15	analysis	analysis	NOUN
cana-1476	229	16	issn	issn	NOUN
cana-1476	229	17	:	:	PUNCT
cana-1476	229	18	1074	1074	NUM
cana-1476	229	19	-	-	PUNCT
cana-1476	229	20	133x	133x	NUM
cana-1476	229	21	vol	vol	NOUN
cana-1476	229	22	31	31	NUM
cana-1476	229	23	no	no	NOUN
cana-1476	229	24	.	.	PUNCT
cana-1476	230	1	8s	8s	PROPN
cana-1476	230	2	(	(	PUNCT
cana-1476	230	3	2024	2024	NUM
cana-1476	230	4	)	)	PUNCT
cana-1476	230	5	231	231	NUM
cana-1476	230	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	230	7	security	security	NOUN
cana-1476	230	8	metric	metric	ADJ
cana-1476	230	9	before	before	ADP
cana-1476	230	10	hybrid	hybrid	ADJ
cana-1476	230	11	model	model	NOUN
cana-1476	230	12	after	after	ADP
cana-1476	230	13	hybrid	hybrid	ADJ
cana-1476	230	14	model	model	NOUN
cana-1476	230	15	average	average	ADJ
cana-1476	230	16	detection	detection	NOUN
cana-1476	230	17	time	time	NOUN
cana-1476	230	18	5	5	NUM
cana-1476	230	19	minutes	minute	NOUN
cana-1476	230	20	1	1	NUM
cana-1476	230	21	minute	minute	NOUN
cana-1476	230	22	detection	detection	NOUN
cana-1476	230	23	rate	rate	NOUN
cana-1476	230	24	85	85	NUM
cana-1476	230	25	%	%	NOUN
cana-1476	230	26	95	95	NUM
cana-1476	230	27	%	%	NOUN
cana-1476	230	28	incident	incident	NOUN
cana-1476	230	29	response	response	NOUN
cana-1476	230	30	time	time	NOUN
cana-1476	230	31	10	10	NUM
cana-1476	230	32	minutes	minute	NOUN
cana-1476	230	33	3	3	NUM
cana-1476	230	34	minutes	minute	NOUN
cana-1476	230	35	number	number	NOUN
cana-1476	230	36	of	of	ADP
cana-1476	230	37	breaches	breach	NOUN
cana-1476	230	38	12	12	NUM
cana-1476	230	39	per	per	ADP
cana-1476	230	40	year	year	NOUN
cana-1476	230	41	2	2	NUM
cana-1476	230	42	per	per	ADP
cana-1476	230	43	year	year	NOUN
cana-1476	230	44	figure	figure	NOUN
cana-1476	230	45	9	9	NUM
cana-1476	230	46	:	:	PUNCT
cana-1476	230	47	reduction	reduction	NOUN
cana-1476	230	48	in	in	ADP
cana-1476	230	49	security	security	NOUN
cana-1476	230	50	incidents	incident	NOUN
cana-1476	230	51	post	post	ADJ
cana-1476	230	52	-	-	ADJ
cana-1476	230	53	hybrid	hybrid	ADJ
cana-1476	230	54	model	model	NOUN
cana-1476	230	55	implementation	implementation	NOUN
cana-1476	230	56	the	the	DET
cana-1476	230	57	graph	graph	NOUN
cana-1476	230	58	shows	show	VERB
cana-1476	230	59	a	a	DET
cana-1476	230	60	significant	significant	ADJ
cana-1476	230	61	reduction	reduction	NOUN
cana-1476	230	62	in	in	ADP
cana-1476	230	63	security	security	NOUN
cana-1476	230	64	incidents	incident	NOUN
cana-1476	230	65	following	follow	VERB
cana-1476	230	66	the	the	DET
cana-1476	230	67	implementation	implementation	NOUN
cana-1476	230	68	of	of	ADP
cana-1476	230	69	the	the	DET
cana-1476	230	70	hybrid	hybrid	ADJ
cana-1476	230	71	model	model	NOUN
cana-1476	230	72	,	,	PUNCT
cana-1476	230	73	demonstrating	demonstrate	VERB
cana-1476	230	74	its	its	PRON
cana-1476	230	75	effectiveness	effectiveness	NOUN
cana-1476	230	76	in	in	ADP
cana-1476	230	77	enhancing	enhance	VERB
cana-1476	230	78	network	network	NOUN
cana-1476	230	79	security	security	NOUN
cana-1476	230	80	.	.	PUNCT
cana-1476	231	1	results	result	NOUN
cana-1476	231	2	and	and	CCONJ
cana-1476	231	3	analysis	analysis	NOUN
cana-1476	231	4	:	:	PUNCT
cana-1476	231	5	the	the	DET
cana-1476	231	6	implementation	implementation	NOUN
cana-1476	231	7	of	of	ADP
cana-1476	231	8	the	the	DET
cana-1476	231	9	hybrid	hybrid	NOUN
cana-1476	231	10	model	model	NOUN
cana-1476	231	11	enabled	enable	VERB
cana-1476	231	12	us	we	PRON
cana-1476	231	13	to	to	PART
cana-1476	231	14	raise	raise	VERB
cana-1476	231	15	our	our	PRON
cana-1476	231	16	detection	detection	NOUN
cana-1476	231	17	rate	rate	NOUN
cana-1476	231	18	significantly	significantly	ADV
cana-1476	231	19	,	,	PUNCT
cana-1476	231	20	from	from	ADP
cana-1476	231	21	85	85	NUM
cana-1476	231	22	%	%	NOUN
cana-1476	231	23	to	to	PART
cana-1476	231	24	95	95	NUM
cana-1476	231	25	%	%	NOUN
cana-1476	231	26	.	.	PUNCT
cana-1476	232	1	in	in	ADP
cana-1476	232	2	addition	addition	NOUN
cana-1476	232	3	,	,	PUNCT
cana-1476	232	4	average	average	ADJ
cana-1476	232	5	detection	detection	NOUN
cana-1476	232	6	time	time	NOUN
cana-1476	232	7	was	be	AUX
cana-1476	232	8	also	also	ADV
cana-1476	232	9	significantly	significantly	ADV
cana-1476	232	10	lowered	lower	VERB
cana-1476	232	11	.	.	PUNCT
cana-1476	233	1	the	the	DET
cana-1476	233	2	model	model	NOUN
cana-1476	233	3	's	's	PART
cana-1476	233	4	enhanced	enhance	VERB
cana-1476	233	5	ability	ability	NOUN
cana-1476	233	6	to	to	PART
cana-1476	233	7	quickly	quickly	ADV
cana-1476	233	8	detect	detect	VERB
cana-1476	233	9	and	and	CCONJ
cana-1476	233	10	deal	deal	VERB
cana-1476	233	11	with	with	ADP
cana-1476	233	12	threats	threat	NOUN
cana-1476	233	13	resulted	result	VERB
cana-1476	233	14	in	in	ADP
cana-1476	233	15	both	both	DET
cana-1476	233	16	reduced	reduced	ADJ
cana-1476	233	17	numbers	number	NOUN
cana-1476	233	18	of	of	ADP
cana-1476	233	19	breaches	breach	NOUN
cana-1476	233	20	as	as	ADV
cana-1476	233	21	well	well	ADV
cana-1476	233	22	as	as	ADP
cana-1476	233	23	an	an	DET
cana-1476	233	24	overall	overall	ADJ
cana-1476	233	25	more	more	ADV
cana-1476	233	26	secure	secure	ADJ
cana-1476	233	27	network	network	NOUN
cana-1476	233	28	environment	environment	NOUN
cana-1476	233	29	.	.	PUNCT
cana-1476	234	1	shaping	shape	VERB
cana-1476	234	2	patterns	pattern	NOUN
cana-1476	234	3	with	with	ADP
cana-1476	234	4	cryptography	cryptography	NOUN
cana-1476	234	5	,	,	PUNCT
cana-1476	234	6	domain	domain	NOUN
cana-1476	234	7	knowledge	knowledge	NOUN
cana-1476	234	8	,	,	PUNCT
cana-1476	234	9	and	and	CCONJ
cana-1476	234	10	network	network	NOUN
cana-1476	234	11	phase	phase	NOUN
cana-1476	234	12	analysis	analysis	NOUN
cana-1476	234	13	helped	help	VERB
cana-1476	234	14	to	to	PART
cana-1476	234	15	ensure	ensure	VERB
cana-1476	234	16	data	datum	NOUN
cana-1476	234	17	security	security	NOUN
cana-1476	234	18	in	in	ADP
cana-1476	234	19	the	the	DET
cana-1476	234	20	network	network	NOUN
cana-1476	234	21	analysis	analysis	NOUN
cana-1476	234	22	process	process	NOUN
cana-1476	234	23	,	,	PUNCT
cana-1476	234	24	making	make	VERB
cana-1476	234	25	the	the	DET
cana-1476	234	26	overall	overall	ADJ
cana-1476	234	27	posture	posture	NOUN
cana-1476	234	28	of	of	ADP
cana-1476	234	29	security	security	NOUN
cana-1476	234	30	even	even	ADV
cana-1476	234	31	better	well	ADV
cana-1476	234	32	[	[	X
cana-1476	234	33	7][15][31	7][15][31	X
cana-1476	234	34	]	]	X
cana-1476	234	35	.	.	PUNCT
cana-1476	235	1	5.3	5.3	NUM
cana-1476	235	2	the	the	DET
cana-1476	235	3	impact	impact	NOUN
cana-1476	235	4	on	on	ADP
cana-1476	235	5	cyber	cyber	ADJ
cana-1476	235	6	security	security	NOUN
cana-1476	235	7	strategies	strategy	NOUN
cana-1476	235	8	in	in	ADP
cana-1476	235	9	different	different	ADJ
cana-1476	235	10	industries	industry	NOUN
cana-1476	235	11	implementation	implementation	NOUN
cana-1476	235	12	of	of	ADP
cana-1476	235	13	the	the	DET
cana-1476	235	14	hybrid	hybrid	NOUN
cana-1476	235	15	model	model	NOUN
cana-1476	235	16	has	have	VERB
cana-1476	235	17	profound	profound	ADJ
cana-1476	235	18	implications	implication	NOUN
cana-1476	235	19	for	for	ADP
cana-1476	235	20	cyber	cyber	ADJ
cana-1476	235	21	security	security	NOUN
cana-1476	235	22	strategies	strategy	NOUN
cana-1476	235	23	in	in	ADP
cana-1476	235	24	all	all	DET
cana-1476	235	25	walks	walk	NOUN
cana-1476	235	26	of	of	ADP
cana-1476	235	27	business	business	NOUN
cana-1476	235	28	.	.	PUNCT
cana-1476	236	1	in	in	ADP
cana-1476	236	2	fields	field	NOUN
cana-1476	236	3	such	such	ADJ
cana-1476	236	4	as	as	ADP
cana-1476	236	5	health	health	NOUN
cana-1476	236	6	,	,	PUNCT
cana-1476	236	7	finance	finance	NOUN
cana-1476	236	8	,	,	PUNCT
cana-1476	236	9	and	and	CCONJ
cana-1476	236	10	strategic	strategic	ADJ
cana-1476	236	11	infrastructures	infrastructure	NOUN
cana-1476	236	12	security	security	NOUN
cana-1476	236	13	must	must	AUX
cana-1476	236	14	be	be	AUX
cana-1476	236	15	a	a	DET
cana-1476	236	16	priority	priority	NOUN
cana-1476	236	17	because	because	SCONJ
cana-1476	236	18	of	of	ADP
cana-1476	236	19	their	their	PRON
cana-1476	236	20	critical	critical	ADJ
cana-1476	236	21	nature	nature	NOUN
cana-1476	236	22	and	and	CCONJ
cana-1476	236	23	the	the	DET
cana-1476	236	24	consequences	consequence	NOUN
cana-1476	236	25	of	of	ADP
cana-1476	236	26	should	should	AUX
cana-1476	236	27	the	the	DET
cana-1476	236	28	security	security	NOUN
cana-1476	236	29	be	be	AUX
cana-1476	236	30	breached	breach	VERB
cana-1476	236	31	.	.	PUNCT
cana-1476	237	1	health	health	NOUN
cana-1476	237	2	care	care	NOUN
cana-1476	237	3	industry	industry	NOUN
cana-1476	237	4	:	:	PUNCT
cana-1476	237	5	in	in	ADP
cana-1476	237	6	healthcare	healthcare	PROPN
cana-1476	237	7	,	,	PUNCT
cana-1476	237	8	where	where	SCONJ
cana-1476	237	9	patient	patient	ADJ
cana-1476	237	10	data	data	NOUN
cana-1476	237	11	privacy	privacy	NOUN
cana-1476	237	12	and	and	CCONJ
cana-1476	237	13	compliance	compliance	NOUN
cana-1476	237	14	with	with	ADP
cana-1476	237	15	regulations	regulation	NOUN
cana-1476	237	16	such	such	ADJ
cana-1476	237	17	as	as	ADP
cana-1476	237	18	hipaa	hipaa	NOUN
cana-1476	237	19	are	be	AUX
cana-1476	237	20	most	most	ADV
cana-1476	237	21	important	important	ADJ
cana-1476	237	22	,	,	PUNCT
cana-1476	237	23	the	the	DET
cana-1476	237	24	hybrid	hybrid	NOUN
cana-1476	237	25	model	model	NOUN
cana-1476	237	26	has	have	AUX
cana-1476	237	27	been	be	AUX
cana-1476	237	28	used	use	VERB
cana-1476	237	29	to	to	PART
cana-1476	237	30	protect	protect	VERB
cana-1476	237	31	electronic	electronic	ADJ
cana-1476	237	32	health	health	NOUN
cana-1476	237	33	records	record	NOUN
cana-1476	237	34	ehr	ehr	NOUN
cana-1476	237	35	from	from	ADP
cana-1476	237	36	network	network	NOUN
cana-1476	237	37	attacks	attack	NOUN
cana-1476	237	38	.	.	PUNCT
cana-1476	238	1	its	its	PRON
cana-1476	238	2	ability	ability	NOUN
cana-1476	238	3	to	to	PART
cana-1476	238	4	identify	identify	VERB
cana-1476	238	5	and	and	CCONJ
cana-1476	238	6	eliminate	eliminate	VERB
cana-1476	238	7	threats	threat	NOUN
cana-1476	238	8	in	in	ADP
cana-1476	238	9	real	real	ADJ
cana-1476	238	10	time	time	NOUN
cana-1476	238	11	has	have	AUX
cana-1476	238	12	significantly	significantly	ADV
cana-1476	238	13	reduced	reduce	VERB
cana-1476	238	14	the	the	DET
cana-1476	238	15	incidence	incidence	NOUN
cana-1476	238	16	of	of	ADP
cana-1476	238	17	data	datum	NOUN
cana-1476	238	18	breaches	breach	NOUN
cana-1476	238	19	,	,	PUNCT
cana-1476	238	20	thereby	thereby	ADV
cana-1476	238	21	protecting	protect	VERB
cana-1476	238	22	patient	patient	ADJ
cana-1476	238	23	information	information	NOUN
cana-1476	238	24	backside	backside	NOUN
cana-1476	238	25	confidentiality	confidentiality	NOUN
cana-1476	238	26	.	.	PUNCT
cana-1476	239	1	table	table	NOUN
cana-1476	239	2	17	17	NUM
cana-1476	239	3	:	:	PUNCT
cana-1476	239	4	impact	impact	NOUN
cana-1476	239	5	of	of	ADP
cana-1476	239	6	hybrid	hybrid	ADJ
cana-1476	239	7	model	model	NOUN
cana-1476	239	8	in	in	ADP
cana-1476	239	9	healthcare	healthcare	NOUN
cana-1476	239	10	industry	industry	NOUN
cana-1476	239	11	metric	metric	ADJ
cana-1476	239	12	before	before	ADP
cana-1476	239	13	hybrid	hybrid	ADJ
cana-1476	239	14	model	model	NOUN
cana-1476	239	15	after	after	ADP
cana-1476	239	16	hybrid	hybrid	NOUN
cana-1476	239	17	model	model	NOUN
cana-1476	239	18	data	datum	NOUN
cana-1476	239	19	breach	breach	NOUN
cana-1476	239	20	incidents	incident	NOUN
cana-1476	239	21	8	8	NUM
cana-1476	239	22	per	per	ADP
cana-1476	239	23	year	year	NOUN
cana-1476	239	24	1	1	NUM
cana-1476	239	25	per	per	ADP
cana-1476	239	26	year	year	NOUN
cana-1476	239	27	ransomware	ransomware	NOUN
cana-1476	239	28	infections	infection	NOUN
cana-1476	239	29	5	5	NUM
cana-1476	239	30	per	per	ADP
cana-1476	239	31	year	year	NOUN
cana-1476	239	32	0	0	NUM
cana-1476	239	33	per	per	ADP
cana-1476	239	34	year	year	NOUN
cana-1476	239	35	compliance	compliance	NOUN
cana-1476	239	36	with	with	ADP
cana-1476	239	37	hipaa	hipaa	NOUN
cana-1476	239	38	92	92	NUM
cana-1476	239	39	%	%	NOUN
cana-1476	239	40	99	99	NUM
cana-1476	239	41	%	%	NOUN
cana-1476	239	42	communications	communication	NOUN
cana-1476	239	43	on	on	ADP
cana-1476	239	44	applied	apply	VERB
cana-1476	239	45	nonlinear	nonlinear	ADJ
cana-1476	239	46	analysis	analysis	NOUN
cana-1476	239	47	issn	issn	NOUN
cana-1476	239	48	:	:	PUNCT
cana-1476	239	49	1074	1074	NUM
cana-1476	239	50	-	-	PUNCT
cana-1476	239	51	133x	133x	NUM
cana-1476	239	52	vol	vol	NOUN
cana-1476	239	53	31	31	NUM
cana-1476	239	54	no	no	NOUN
cana-1476	239	55	.	.	PUNCT
cana-1476	240	1	8s	8s	PROPN
cana-1476	240	2	(	(	PUNCT
cana-1476	240	3	2024	2024	NUM
cana-1476	240	4	)	)	PUNCT
cana-1476	240	5	232	232	NUM
cana-1476	240	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	240	7	financial	financial	ADJ
cana-1476	240	8	industry	industry	NOUN
cana-1476	240	9	:	:	PUNCT
cana-1476	240	10	in	in	ADP
cana-1476	240	11	the	the	DET
cana-1476	240	12	financial	financial	ADJ
cana-1476	240	13	industry	industry	NOUN
cana-1476	240	14	,	,	PUNCT
cana-1476	240	15	hybrid	hybrid	ADJ
cana-1476	240	16	systems	system	NOUN
cana-1476	240	17	have	have	AUX
cana-1476	240	18	been	be	AUX
cana-1476	240	19	used	use	VERB
cana-1476	240	20	to	to	PART
cana-1476	240	21	monitor	monitor	VERB
cana-1476	240	22	transactions	transaction	NOUN
cana-1476	240	23	and	and	CCONJ
cana-1476	240	24	fraud	fraud	NOUN
cana-1476	240	25	by	by	ADP
cana-1476	240	26	the	the	DET
cana-1476	240	27	financial	financial	ADJ
cana-1476	240	28	cybercrime	cybercrime	NOUN
cana-1476	240	29	unit	unit	NOUN
cana-1476	240	30	.	.	PUNCT
cana-1476	241	1	machine	machine	NOUN
cana-1476	241	2	learning	learning	NOUN
cana-1476	241	3	integrated	integrate	VERB
cana-1476	241	4	into	into	ADP
cana-1476	241	5	these	these	DET
cana-1476	241	6	algorithms	algorithm	NOUN
cana-1476	241	7	also	also	ADV
cana-1476	241	8	means	mean	VERB
cana-1476	241	9	it	it	PRON
cana-1476	241	10	is	be	AUX
cana-1476	241	11	now	now	ADV
cana-1476	241	12	possible	possible	ADJ
cana-1476	241	13	for	for	ADP
cana-1476	241	14	financial	financial	ADJ
cana-1476	241	15	institutions	institution	NOUN
cana-1476	241	16	such	such	ADJ
cana-1476	241	17	as	as	ADP
cana-1476	241	18	banks	bank	NOUN
cana-1476	241	19	or	or	CCONJ
cana-1476	241	20	credit	credit	NOUN
cana-1476	241	21	card	card	NOUN
cana-1476	241	22	providers	provider	NOUN
cana-1476	241	23	to	to	PART
cana-1476	241	24	more	more	ADV
cana-1476	241	25	accurately	accurately	ADV
cana-1476	241	26	and	and	CCONJ
cana-1476	241	27	fast	fast	ADJ
cana-1476	241	28	track	track	NOUN
cana-1476	241	29	down	down	ADP
cana-1476	241	30	fake	fake	ADJ
cana-1476	241	31	transactions	transaction	NOUN
cana-1476	241	32	before	before	SCONJ
cana-1476	241	33	they	they	PRON
cana-1476	241	34	get	get	VERB
cana-1476	241	35	through	through	ADP
cana-1476	241	36	.	.	PUNCT
cana-1476	242	1	critical	critical	ADJ
cana-1476	242	2	infrastructure	infrastructure	NOUN
cana-1476	242	3	:	:	PUNCT
cana-1476	242	4	in	in	ADP
cana-1476	242	5	the	the	DET
cana-1476	242	6	critical	critical	ADJ
cana-1476	242	7	infrastructure	infrastructure	NOUN
cana-1476	242	8	sectors	sector	NOUN
cana-1476	242	9	,	,	PUNCT
cana-1476	242	10	such	such	ADJ
cana-1476	242	11	as	as	ADP
cana-1476	242	12	energy	energy	NOUN
cana-1476	242	13	and	and	CCONJ
cana-1476	242	14	utilities	utility	NOUN
cana-1476	242	15	,	,	PUNCT
cana-1476	242	16	the	the	DET
cana-1476	242	17	hybrid	hybrid	NOUN
cana-1476	242	18	model	model	NOUN
cana-1476	242	19	has	have	AUX
cana-1476	242	20	been	be	AUX
cana-1476	242	21	introduced	introduce	VERB
cana-1476	242	22	to	to	PART
cana-1476	242	23	ensure	ensure	VERB
cana-1476	242	24	operational	operational	ADJ
cana-1476	242	25	technology	technology	NOUN
cana-1476	242	26	(	(	PUNCT
cana-1476	242	27	ot	ot	INTJ
cana-1476	242	28	)	)	PUNCT
cana-1476	242	29	systems	system	NOUN
cana-1476	242	30	which	which	PRON
cana-1476	242	31	could	could	AUX
cana-1476	242	32	cause	cause	VERB
cana-1476	242	33	havoc	havoc	NOUN
cana-1476	242	34	if	if	SCONJ
cana-1476	242	35	attacked	attack	VERB
cana-1476	242	36	by	by	ADP
cana-1476	242	37	cyber	cyber	ADJ
cana-1476	242	38	criminals	criminal	NOUN
cana-1476	242	39	are	be	AUX
cana-1476	242	40	effectively	effectively	ADV
cana-1476	242	41	protected	protect	VERB
cana-1476	242	42	.	.	PUNCT
cana-1476	243	1	this	this	DET
cana-1476	243	2	model	model	NOUN
cana-1476	243	3	's	's	PART
cana-1476	243	4	ease	ease	NOUN
cana-1476	243	5	of	of	ADP
cana-1476	243	6	adaptation	adaptation	NOUN
cana-1476	243	7	to	to	ADP
cana-1476	243	8	new	new	ADJ
cana-1476	243	9	and	and	CCONJ
cana-1476	243	10	emerging	emerge	VERB
cana-1476	243	11	threats	threat	NOUN
cana-1476	243	12	has	have	AUX
cana-1476	243	13	been	be	AUX
cana-1476	243	14	particularly	particularly	ADV
cana-1476	243	15	valuable	valuable	ADJ
cana-1476	243	16	in	in	ADP
cana-1476	243	17	guarding	guard	VERB
cana-1476	243	18	these	these	DET
cana-1476	243	19	major	major	ADJ
cana-1476	243	20	installations	installation	NOUN
cana-1476	243	21	against	against	ADP
cana-1476	243	22	phishing	phishe	VERB
cana-1476	243	23	scams	scam	NOUN
cana-1476	243	24	.	.	PUNCT
cana-1476	244	1	table	table	NOUN
cana-1476	244	2	18	18	NUM
cana-1476	244	3	:	:	PUNCT
cana-1476	244	4	summary	summary	NOUN
cana-1476	244	5	of	of	ADP
cana-1476	244	6	hybrid	hybrid	ADJ
cana-1476	244	7	model	model	NOUN
cana-1476	244	8	impact	impact	NOUN
cana-1476	244	9	across	across	ADP
cana-1476	244	10	industries	industry	NOUN
cana-1476	244	11	industry	industry	NOUN
cana-1476	244	12	key	key	ADJ
cana-1476	244	13	improvement	improvement	NOUN
cana-1476	244	14	impacted	impact	VERB
cana-1476	244	15	area	area	NOUN
cana-1476	244	16	healthcare	healthcare	PROPN
cana-1476	244	17	enhanced	enhance	VERB
cana-1476	244	18	data	datum	NOUN
cana-1476	244	19	security	security	NOUN
cana-1476	244	20	electronic	electronic	ADJ
cana-1476	244	21	health	health	NOUN
cana-1476	244	22	records	record	NOUN
cana-1476	244	23	finance	finance	NOUN
cana-1476	244	24	reduced	reduce	VERB
cana-1476	244	25	fraudulent	fraudulent	ADJ
cana-1476	244	26	activity	activity	NOUN
cana-1476	244	27	transaction	transaction	NOUN
cana-1476	244	28	monitoring	monitor	VERB
cana-1476	244	29	critical	critical	ADJ
cana-1476	244	30	infrastructure	infrastructure	NOUN
cana-1476	244	31	improved	improve	VERB
cana-1476	244	32	system	system	NOUN
cana-1476	244	33	resilience	resilience	NOUN
cana-1476	244	34	operational	operational	ADJ
cana-1476	244	35	technology	technology	NOUN
cana-1476	244	36	security	security	NOUN
cana-1476	244	37	results	result	NOUN
cana-1476	244	38	and	and	CCONJ
cana-1476	244	39	analysis	analysis	NOUN
cana-1476	244	40	:	:	PUNCT
cana-1476	244	41	this	this	DET
cana-1476	244	42	model	model	NOUN
cana-1476	244	43	has	have	AUX
cana-1476	244	44	been	be	AUX
cana-1476	244	45	widely	widely	ADV
cana-1476	244	46	adopted	adopt	VERB
cana-1476	244	47	in	in	ADP
cana-1476	244	48	such	such	ADJ
cana-1476	244	49	industries	industry	NOUN
cana-1476	244	50	as	as	ADP
cana-1476	244	51	public	public	ADJ
cana-1476	244	52	administration	administration	NOUN
cana-1476	244	53	and	and	CCONJ
cana-1476	244	54	finance.divisions	finance.division	NOUN
cana-1476	244	55	without	without	SCONJ
cana-1476	244	56	fridays	friday	NOUN
cana-1476	244	57	wanted	want	VERB
cana-1476	244	58	to	to	PART
cana-1476	244	59	hold	hold	VERB
cana-1476	244	60	the	the	DET
cana-1476	244	61	meeting	meeting	NOUN
cana-1476	244	62	on	on	ADP
cana-1476	244	63	wednesday	wednesday	PROPN
cana-1476	244	64	morning	morning	NOUN
cana-1476	245	1	instead	instead	ADV
cana-1476	245	2	but	but	CCONJ
cana-1476	245	3	they	they	PRON
cana-1476	245	4	also	also	ADV
cana-1476	245	5	recommended	recommend	VERB
cana-1476	245	6	that	that	SCONJ
cana-1476	245	7	assumption	assumption	NOUN
cana-1476	245	8	should	should	AUX
cana-1476	245	9	also	also	ADV
cana-1476	245	10	be	be	AUX
cana-1476	245	11	added.the	added.the	DET
cana-1476	245	12	model	model	NOUN
cana-1476	245	13	employs	employ	VERB
cana-1476	245	14	real	real	ADJ
cana-1476	245	15	-	-	PUNCT
cana-1476	245	16	time	time	NOUN
cana-1476	245	17	threat	threat	NOUN
cana-1476	245	18	detection	detection	NOUN
cana-1476	245	19	and	and	CCONJ
cana-1476	245	20	cryptographic	cryptographic	ADJ
cana-1476	245	21	techniques	technique	NOUN
cana-1476	245	22	to	to	PART
cana-1476	245	23	protect	protect	VERB
cana-1476	245	24	sensitive	sensitive	ADJ
cana-1476	245	25	material	material	NOUN
cana-1476	245	26	,	,	PUNCT
cana-1476	245	27	enabling	enable	VERB
cana-1476	245	28	organizations	organization	NOUN
cana-1476	245	29	in	in	ADP
cana-1476	245	30	a	a	DET
cana-1476	245	31	range	range	NOUN
cana-1476	245	32	of	of	ADP
cana-1476	245	33	sectors	sector	NOUN
cana-1476	245	34	to	to	PART
cana-1476	245	35	raise	raise	VERB
cana-1476	245	36	their	their	PRON
cana-1476	245	37	overall	overall	ADJ
cana-1476	245	38	security	security	NOUN
cana-1476	245	39	levels.an	levels.an	PRON
cana-1476	245	40	adaptable	adaptable	ADJ
cana-1476	245	41	defense	defense	NOUN
cana-1476	245	42	,	,	PUNCT
cana-1476	245	43	effective	effective	ADJ
cana-1476	245	44	at	at	ADP
cana-1476	245	45	identifying	identify	VERB
cana-1476	245	46	new	new	ADJ
cana-1476	245	47	threats	threat	NOUN
cana-1476	245	48	this	this	DET
cana-1476	245	49	model	model	NOUN
cana-1476	245	50	is	be	AUX
cana-1476	245	51	a	a	DET
cana-1476	245	52	vital	vital	ADJ
cana-1476	245	53	weapon	weapon	NOUN
cana-1476	245	54	in	in	ADP
cana-1476	245	55	strategic	strategic	ADJ
cana-1476	245	56	planning	planning	NOUN
cana-1476	245	57	for	for	ADP
cana-1476	245	58	cybersecurity	cybersecurity	NOUN
cana-1476	245	59	across	across	ADP
cana-1476	245	60	industries	industry	NOUN
cana-1476	245	61	[	[	X
cana-1476	245	62	1][11][29	1][11][29	X
cana-1476	245	63	]	]	X
cana-1476	245	64	.	.	PUNCT
cana-1476	246	1	6	6	X
cana-1476	246	2	.	.	X
cana-1476	246	3	conclusion	conclusion	VERB
cana-1476	246	4	the	the	DET
cana-1476	246	5	conclusion	conclusion	NOUN
cana-1476	246	6	of	of	ADP
cana-1476	246	7	the	the	DET
cana-1476	246	8	paper	paper	NOUN
cana-1476	246	9	summarizes	summarize	VERB
cana-1476	246	10	its	its	PRON
cana-1476	246	11	contents	content	NOUN
cana-1476	246	12	,	,	PUNCT
cana-1476	246	13	achievements	achievement	NOUN
cana-1476	246	14	,	,	PUNCT
cana-1476	246	15	limitations	limitation	NOUN
cana-1476	246	16	,	,	PUNCT
cana-1476	246	17	and	and	CCONJ
cana-1476	246	18	the	the	DET
cana-1476	246	19	directions	direction	NOUN
cana-1476	246	20	for	for	ADP
cana-1476	246	21	future	future	ADJ
cana-1476	246	22	research	research	NOUN
cana-1476	246	23	in	in	ADP
cana-1476	246	24	cybersecurity	cybersecurity	NOUN
cana-1476	246	25	.	.	PUNCT
cana-1476	247	1	it	it	PRON
cana-1476	247	2	aims	aim	VERB
cana-1476	247	3	to	to	PART
cana-1476	247	4	offer	offer	VERB
cana-1476	247	5	a	a	DET
cana-1476	247	6	full	full	ADJ
cana-1476	247	7	rundown	rundown	NOUN
cana-1476	247	8	of	of	ADP
cana-1476	247	9	the	the	DET
cana-1476	247	10	progress	progress	NOUN
cana-1476	247	11	realized	realize	VERB
cana-1476	247	12	through	through	ADP
cana-1476	247	13	the	the	DET
cana-1476	247	14	hybrid	hybrid	ADJ
cana-1476	247	15	model	model	NOUN
cana-1476	247	16	introduced	introduce	VERB
cana-1476	247	17	here	here	ADV
cana-1476	247	18	-integrating	-integrate	VERB
cana-1476	247	19	statistical	statistical	ADJ
cana-1476	247	20	methodologies	methodology	NOUN
cana-1476	247	21	,	,	PUNCT
cana-1476	247	22	cryptographic	cryptographic	ADJ
cana-1476	247	23	technologies	technology	NOUN
cana-1476	247	24	,	,	PUNCT
cana-1476	247	25	and	and	CCONJ
cana-1476	247	26	machine	machine	NOUN
cana-1476	247	27	learning	learn	VERB
cana-1476	247	28	algorithms	algorithm	NOUN
cana-1476	247	29	into	into	ADP
cana-1476	247	30	behavior	behavior	NOUN
cana-1476	247	31	-	-	PUNCT
cana-1476	247	32	based	base	VERB
cana-1476	247	33	malware	malware	NOUN
cana-1476	247	34	detection	detection	NOUN
cana-1476	247	35	.	.	PUNCT
cana-1476	248	1	6.1	6.1	NUM
cana-1476	248	2	summary	summary	NOUN
cana-1476	248	3	of	of	ADP
cana-1476	248	4	results	result	NOUN
cana-1476	248	5	this	this	DET
cana-1476	248	6	study	study	NOUN
cana-1476	248	7	has	have	AUX
cana-1476	248	8	successfully	successfully	ADV
cana-1476	248	9	demonstrated	demonstrate	VERB
cana-1476	248	10	the	the	DET
cana-1476	248	11	effectiveness	effectiveness	NOUN
cana-1476	248	12	of	of	ADP
cana-1476	248	13	a	a	DET
cana-1476	248	14	hybrid	hybrid	ADJ
cana-1476	248	15	cybersecurity	cybersecurity	NOUN
cana-1476	248	16	model	model	NOUN
cana-1476	248	17	combining	combine	VERB
cana-1476	248	18	statistical	statistical	ADJ
cana-1476	248	19	analysis	analysis	NOUN
cana-1476	248	20	,	,	PUNCT
cana-1476	248	21	cryptographic	cryptographic	ADJ
cana-1476	248	22	methods	method	NOUN
cana-1476	248	23	,	,	PUNCT
cana-1476	248	24	and	and	CCONJ
cana-1476	248	25	machine	machine	NOUN
cana-1476	248	26	learning	learn	VERB
cana-1476	248	27	algorithms	algorithm	NOUN
cana-1476	248	28	.	.	PUNCT
cana-1476	249	1	specifically	specifically	ADV
cana-1476	249	2	,	,	PUNCT
cana-1476	249	3	it	it	PRON
cana-1476	249	4	uses	use	VERB
cana-1476	249	5	svm	svm	PROPN
cana-1476	249	6	,	,	PUNCT
cana-1476	249	7	random	random	ADJ
cana-1476	249	8	forest	forest	NOUN
cana-1476	249	9	and	and	CCONJ
cana-1476	249	10	neural	neural	ADJ
cana-1476	249	11	networks	network	NOUN
cana-1476	249	12	.	.	PUNCT
cana-1476	250	1	result	result	NOUN
cana-1476	250	2	presentations	presentation	NOUN
cana-1476	250	3	are	be	AUX
cana-1476	250	4	as	as	SCONJ
cana-1476	250	5	follows	follow	VERB
cana-1476	250	6	:	:	PUNCT
cana-1476	250	7	key	key	ADJ
cana-1476	250	8	findingsenhanced	findingsenhanced	ADJ
cana-1476	250	9	malware	malware	NOUN
cana-1476	250	10	detection	detection	NOUN
cana-1476	250	11	:	:	PUNCT
cana-1476	250	12	the	the	DET
cana-1476	250	13	hybrid	hybrid	NOUN
cana-1476	250	14	model	model	NOUN
cana-1476	250	15	showed	show	VERB
cana-1476	250	16	a	a	DET
cana-1476	250	17	detection	detection	NOUN
cana-1476	250	18	rate	rate	NOUN
cana-1476	250	19	of	of	ADP
cana-1476	250	20	96.8	96.8	NUM
cana-1476	250	21	%	%	NOUN
cana-1476	250	22	,	,	PUNCT
cana-1476	250	23	a	a	DET
cana-1476	250	24	percentage	percentage	NOUN
cana-1476	250	25	significantly	significantly	ADV
cana-1476	250	26	higher	high	ADJ
cana-1476	250	27	than	than	ADP
cana-1476	250	28	that	that	PRON
cana-1476	250	29	achieved	achieve	VERB
cana-1476	250	30	by	by	ADP
cana-1476	250	31	individual	individual	ADJ
cana-1476	250	32	models[5	models[5	PROPN
cana-1476	250	33	]	]	PUNCT
cana-1476	250	34	.	.	PUNCT
cana-1476	251	1	early	early	ADJ
cana-1476	251	2	identification	identification	NOUN
cana-1476	251	3	of	of	ADP
cana-1476	251	4	anomalies	anomaly	NOUN
cana-1476	251	5	became	become	VERB
cana-1476	251	6	possible	possible	ADJ
cana-1476	251	7	with	with	ADP
cana-1476	251	8	the	the	DET
cana-1476	251	9	application	application	NOUN
cana-1476	251	10	of	of	ADP
cana-1476	251	11	statistical	statistical	ADJ
cana-1476	251	12	methods	method	NOUN
cana-1476	251	13	,	,	PUNCT
cana-1476	251	14	while	while	SCONJ
cana-1476	251	15	cryptographic	cryptographic	ADJ
cana-1476	251	16	techniques	technique	NOUN
cana-1476	251	17	meant	mean	VERB
cana-1476	251	18	data	datum	NOUN
cana-1476	251	19	integrity	integrity	NOUN
cana-1476	251	20	throughout	throughout	ADP
cana-1476	251	21	analysis	analysis	NOUN
cana-1476	251	22	could	could	AUX
cana-1476	251	23	be	be	AUX
cana-1476	251	24	guaranteed	guarantee	VERB
cana-1476	251	25	.	.	PUNCT
cana-1476	252	1	elimination	elimination	NOUN
cana-1476	252	2	of	of	ADP
cana-1476	252	3	false	false	ADJ
cana-1476	252	4	positives	positive	NOUN
cana-1476	252	5	and	and	CCONJ
cana-1476	252	6	negatives	negative	NOUN
cana-1476	252	7	:	:	PUNCT
cana-1476	252	8	by	by	ADP
cana-1476	252	9	combiniation	combiniation	NOUN
cana-1476	252	10	of	of	ADP
cana-1476	252	11	multiple	multiple	ADJ
cana-1476	252	12	approaches	approach	NOUN
cana-1476	252	13	,	,	PUNCT
cana-1476	252	14	the	the	DET
cana-1476	252	15	hybrid	hybrid	ADJ
cana-1476	252	16	model	model	NOUN
cana-1476	252	17	minimized	minimize	VERB
cana-1476	252	18	both	both	DET
cana-1476	252	19	false	false	ADJ
cana-1476	252	20	positives	positive	NOUN
cana-1476	252	21	and	and	CCONJ
cana-1476	252	22	false	false	ADJ
cana-1476	252	23	negatives	negative	NOUN
cana-1476	252	24	,	,	PUNCT
cana-1476	252	25	improving	improve	VERB
cana-1476	252	26	the	the	DET
cana-1476	252	27	overall	overall	ADJ
cana-1476	252	28	accuracy	accuracy	NOUN
cana-1476	252	29	and	and	CCONJ
cana-1476	252	30	reliability	reliability	NOUN
cana-1476	252	31	of	of	ADP
cana-1476	252	32	the	the	DET
cana-1476	252	33	malware	malware	NOUN
cana-1476	252	34	detection	detection	NOUN
cana-1476	252	35	system[18	system[18	PROPN
cana-1476	252	36	]	]	PUNCT
cana-1476	252	37	.	.	PUNCT
cana-1476	253	1	communications	communication	NOUN
cana-1476	253	2	on	on	ADP
cana-1476	253	3	applied	apply	VERB
cana-1476	253	4	nonlinear	nonlinear	ADJ
cana-1476	253	5	analysis	analysis	NOUN
cana-1476	253	6	issn	issn	NOUN
cana-1476	253	7	:	:	PUNCT
cana-1476	253	8	1074	1074	NUM
cana-1476	253	9	-	-	PUNCT
cana-1476	253	10	133x	133x	NUM
cana-1476	253	11	vol	vol	NOUN
cana-1476	253	12	31	31	NUM
cana-1476	253	13	no	no	NOUN
cana-1476	253	14	.	.	PUNCT
cana-1476	254	1	8s	8s	PROPN
cana-1476	254	2	(	(	PUNCT
cana-1476	254	3	2024	2024	NUM
cana-1476	254	4	)	)	PUNCT
cana-1476	254	5	233	233	NUM
cana-1476	254	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1476	254	7	expandability	expandability	NOUN
cana-1476	254	8	and	and	CCONJ
cana-1476	254	9	adaptability	adaptability	NOUN
cana-1476	254	10	:	:	PUNCT
cana-1476	254	11	the	the	DET
cana-1476	254	12	hybrid	hybrid	NOUN
cana-1476	254	13	model	model	NOUN
cana-1476	254	14	showed	show	VERB
cana-1476	254	15	excellent	excellent	ADJ
cana-1476	254	16	expandability	expandability	NOUN
cana-1476	254	17	,	,	PUNCT
cana-1476	254	18	able	able	ADJ
cana-1476	254	19	to	to	PART
cana-1476	254	20	cope	cope	VERB
cana-1476	254	21	with	with	ADP
cana-1476	254	22	large	large	ADJ
cana-1476	254	23	datasets	dataset	NOUN
cana-1476	254	24	containing	contain	VERB
cana-1476	254	25	high	high	ADJ
cana-1476	254	26	-	-	PUNCT
cana-1476	254	27	dimensional	dimensional	ADJ
cana-1476	254	28	characteristics	characteristic	NOUN
cana-1476	254	29	.	.	PUNCT
cana-1476	255	1	this	this	PRON
cana-1476	255	2	makes	make	VERB
cana-1476	255	3	it	it	PRON
cana-1476	255	4	a	a	DET
cana-1476	255	5	practical	practical	ADJ
cana-1476	255	6	cybersecurity	cybersecurity	NOUN
cana-1476	255	7	tool	tool	NOUN
cana-1476	255	8	as	as	ADP
cana-1476	255	9	the	the	DET
cana-1476	255	10	threats	threat	NOUN
cana-1476	255	11	it	it	PRON
cana-1476	255	12	faces	face	VERB
cana-1476	255	13	change	change	NOUN
cana-1476	255	14	over	over	ADP
cana-1476	255	15	time[13	time[13	NOUN
cana-1476	255	16	]	]	PUNCT
cana-1476	255	17	.	.	PUNCT
cana-1476	256	1	application	application	NOUN
cana-1476	256	2	in	in	ADP
cana-1476	256	3	the	the	DET
cana-1476	256	4	real	real	ADJ
cana-1476	256	5	world	world	NOUN
cana-1476	256	6	:	:	PUNCT
cana-1476	256	7	the	the	DET
cana-1476	256	8	hybrid	hybrid	NOUN
cana-1476	256	9	model	model	NOUN
cana-1476	256	10	was	be	AUX
cana-1476	256	11	implemented	implement	VERB
cana-1476	256	12	in	in	ADP
cana-1476	256	13	various	various	ADJ
cana-1476	256	14	industries	industry	NOUN
cana-1476	256	15	such	such	ADJ
cana-1476	256	16	as	as	ADP
cana-1476	256	17	finance	finance	NOUN
cana-1476	256	18	,	,	PUNCT
cana-1476	256	19	healthcare	healthcare	NOUN
cana-1476	256	20	and	and	CCONJ
cana-1476	256	21	critical	critical	ADJ
cana-1476	256	22	infrastructure	infrastructure	NOUN
cana-1476	256	23	;	;	PUNCT
cana-1476	256	24	confirming	confirm	VERB
cana-1476	256	25	its	its	PRON
cana-1476	256	26	practicality	practicality	NOUN
cana-1476	256	27	and	and	CCONJ
cana-1476	256	28	effectiveness	effectiveness	NOUN
cana-1476	256	29	at	at	ADP
cana-1476	256	30	enhancing	enhance	VERB
cana-1476	256	31	cybersecurity[29	cybersecurity[29	NOUN
cana-1476	256	32	]	]	X
cana-1476	256	33	.	.	PUNCT
cana-1476	257	1	6.2	6.2	NUM
cana-1476	257	2	contributions	contribution	NOUN
cana-1476	257	3	to	to	ADP
cana-1476	257	4	the	the	DET
cana-1476	257	5	field	field	NOUN
cana-1476	257	6	of	of	ADP
cana-1476	257	7	cybersecurity	cybersecurity	NOUN
cana-1476	257	8	in	in	ADP
cana-1476	257	9	this	this	DET
cana-1476	257	10	article	article	NOUN
cana-1476	257	11	,	,	PUNCT
cana-1476	257	12	the	the	DET
cana-1476	257	13	following	follow	VERB
cana-1476	257	14	field	field	NOUN
cana-1476	257	15	of	of	ADP
cana-1476	257	16	cyberspace	cyberspace	NOUN
cana-1476	257	17	represented	represent	VERB
cana-1476	257	18	a	a	DET
cana-1476	257	19	brief	brief	ADJ
cana-1476	257	20	overview	overview	NOUN
cana-1476	257	21	of	of	ADP
cana-1476	257	22	the	the	DET
cana-1476	257	23	latest	late	ADJ
cana-1476	257	24	achievements	achievement	NOUN
cana-1476	257	25	.	.	PUNCT
cana-1476	258	1	a	a	DET
cana-1476	258	2	hybrid	hybrid	ADJ
cana-1476	258	3	model	model	NOUN
cana-1476	258	4	development	development	NOUN
cana-1476	258	5	:	:	PUNCT
cana-1476	258	6	the	the	DET
cana-1476	258	7	proposed	propose	VERB
cana-1476	258	8	hybrid	hybrid	NOUN
cana-1476	258	9	model	model	NOUN
cana-1476	258	10	is	be	AUX
cana-1476	258	11	an	an	DET
cana-1476	258	12	innovative	innovative	ADJ
cana-1476	258	13	solution	solution	NOUN
cana-1476	258	14	to	to	ADP
cana-1476	258	15	malware	malware	NOUN
cana-1476	258	16	detection	detection	NOUN
cana-1476	258	17	that	that	PRON
cana-1476	258	18	integrates	integrate	VERB
cana-1476	258	19	statistical	statistical	ADJ
cana-1476	258	20	,	,	PUNCT
cana-1476	258	21	cryptographic	cryptographic	ADJ
cana-1476	258	22	and	and	CCONJ
cana-1476	258	23	machine	machine	NOUN
cana-1476	258	24	learning	learning	NOUN
cana-1476	258	25	methods	method	NOUN
cana-1476	258	26	into	into	ADP
cana-1476	258	27	a	a	DET
cana-1476	258	28	unified	unified	ADJ
cana-1476	258	29	whole	whole	NOUN
cana-1476	258	30	.	.	PUNCT
cana-1476	259	1	by	by	ADP
cana-1476	259	2	combining	combine	VERB
cana-1476	259	3	these	these	DET
cana-1476	259	4	types	type	NOUN
cana-1476	259	5	of	of	ADP
cana-1476	259	6	expertise	expertise	NOUN
cana-1476	259	7	,	,	PUNCT
cana-1476	259	8	it	it	PRON
cana-1476	259	9	increases	increase	VERB
cana-1476	259	10	the	the	DET
cana-1476	259	11	robustness	robustness	NOUN
cana-1476	259	12	and	and	CCONJ
cana-1476	259	13	effectiveness	effectiveness	NOUN
cana-1476	259	14	of	of	ADP
cana-1476	259	15	a	a	DET
cana-1476	259	16	cybersecurity	cybersecurity	NOUN
cana-1476	259	17	solution	solution	NOUN
cana-1476	259	18	[	[	X
cana-1476	259	19	24	24	NUM
cana-1476	259	20	]	]	PUNCT
cana-1476	259	21	.	.	PUNCT
cana-1476	260	1	advanced	advanced	ADJ
cana-1476	260	2	cryptographic	cryptographic	ADJ
cana-1476	260	3	methods	method	NOUN
cana-1476	260	4	:	:	PUNCT
cana-1476	260	5	thus	thus	ADV
cana-1476	260	6	esspecially	esspecially	ADV
cana-1476	260	7	,	,	PUNCT
cana-1476	260	8	the	the	DET
cana-1476	260	9	research	research	NOUN
cana-1476	260	10	introduces	introduce	VERB
cana-1476	260	11	some	some	DET
cana-1476	260	12	advanced	advanced	ADJ
cana-1476	260	13	cryptographic	cryptographic	ADJ
cana-1476	260	14	methods	method	NOUN
cana-1476	260	15	,	,	PUNCT
cana-1476	260	16	such	such	ADJ
cana-1476	260	17	as	as	ADP
cana-1476	260	18	homogeneous	homogeneous	ADJ
cana-1476	260	19	encryption	encryption	NOUN
cana-1476	260	20	want	want	VERB
cana-1476	260	21	their	their	PRON
cana-1476	260	22	depedtion	depedtion	NOUN
cana-1476	260	23	of	of	ADP
cana-1476	260	24	marking	mark	VERB
cana-1476	260	25	sentances	sentance	NOUN
cana-1476	260	26	upon	upon	SCONJ
cana-1476	260	27	embedding	embed	VERB
cana-1476	260	28	back	back	ADV
cana-1476	260	29	into	into	ADP
cana-1476	260	30	text	text	NOUN
cana-1476	260	31	before	before	SCONJ
cana-1476	260	32	release	release	NOUN
cana-1476	260	33	onto	onto	ADP
cana-1476	260	34	network	network	NOUN
cana-1476	260	35	is	be	AUX
cana-1476	260	36	not	not	PART
cana-1476	260	37	distorted	distort	VERB
cana-1476	260	38	by	by	ADP
cana-1476	260	39	electronic	electronic	ADJ
cana-1476	260	40	copying	copying	NOUN
cana-1476	260	41	or	or	CCONJ
cana-1476	260	42	network	network	NOUN
cana-1476	260	43	interception	interception	NOUN
cana-1476	260	44	.	.	PUNCT
cana-1476	261	1	in	in	ADP
cana-1476	261	2	the	the	DET
cana-1476	261	3	era	era	NOUN
cana-1476	261	4	of	of	ADP
cana-1476	261	5	privacy	privacy	NOUN
cana-1476	261	6	centered	center	VERB
cana-1476	261	7	security	security	NOUN
cana-1476	261	8	,	,	PUNCT
cana-1476	261	9	this	this	PRON
cana-1476	261	10	is	be	AUX
cana-1476	261	11	crucial	crucial	ADJ
cana-1476	261	12	[	[	X
cana-1476	261	13	11	11	NUM
cana-1476	261	14	]	]	PUNCT
cana-1476	261	15	.	.	PUNCT
cana-1476	262	1	real	real	ADJ
cana-1476	262	2	-	-	PUNCT
cana-1476	262	3	time	time	NOUN
cana-1476	262	4	threat	threat	NOUN
cana-1476	262	5	detection	detection	NOUN
cana-1476	262	6	:	:	PUNCT
cana-1476	262	7	as	as	SCONJ
cana-1476	262	8	opposed	oppose	VERB
cana-1476	262	9	to	to	ADP
cana-1476	262	10	the	the	DET
cana-1476	262	11	traditional	traditional	ADJ
cana-1476	262	12	model	model	NOUN
cana-1476	262	13	,	,	PUNCT
cana-1476	262	14	which	which	PRON
cana-1476	262	15	has	have	VERB
cana-1476	262	16	response	response	NOUN
cana-1476	262	17	lags	lag	NOUN
cana-1476	262	18	of	of	ADP
cana-1476	262	19	hours	hour	NOUN
cana-1476	262	20	or	or	CCONJ
cana-1476	262	21	even	even	ADV
cana-1476	262	22	days	day	NOUN
cana-1476	262	23	in	in	ADP
cana-1476	262	24	terms	term	NOUN
cana-1476	262	25	of	of	ADP
cana-1476	262	26	network	network	NOUN
cana-1476	262	27	security	security	NOUN
cana-1476	262	28	incidents	incident	NOUN
cana-1476	262	29	–	–	PUNCT
cana-1476	262	30	this	this	DET
cana-1476	262	31	research	research	NOUN
cana-1476	262	32	prioritizes	prioritize	VERB
cana-1476	262	33	real	real	ADJ
cana-1476	262	34	-	-	PUNCT
cana-1476	262	35	time	time	NOUN
cana-1476	262	36	threat	threat	NOUN
cana-1476	262	37	discovery	discovery	NOUN
cana-1476	262	38	and	and	CCONJ
cana-1476	262	39	response	response	NOUN
cana-1476	262	40	.	.	PUNCT
cana-1476	263	1	it	it	PRON
cana-1476	263	2	illustrates	illustrate	VERB
cana-1476	263	3	how	how	SCONJ
cana-1476	263	4	significant	significant	ADJ
cana-1476	263	5	reductions	reduction	NOUN
cana-1476	263	6	can	can	AUX
cana-1476	263	7	occur	occur	VERB
cana-1476	263	8	at	at	ADP
cana-1476	263	9	timescales	timescale	NOUN
cana-1476	263	10	from	from	ADP
cana-1476	263	11	milliseconds	millisecond	NOUN
cana-1476	263	12	(	(	PUNCT
cana-1476	263	13	for	for	ADP
cana-1476	263	14	those	those	DET
cana-1476	263	15	people	people	NOUN
cana-1476	263	16	who	who	PRON
cana-1476	263	17	work	work	VERB
cana-1476	263	18	in	in	ADP
cana-1476	263	19	cloud	cloud	NOUN
cana-1476	263	20	computing	computing	NOUN
cana-1476	263	21	)	)	PUNCT
cana-1476	263	22	to	to	ADP
cana-1476	263	23	seconds	second	NOUN
cana-1476	263	24	with	with	ADP
cana-1476	263	25	hybrid	hybrid	ADJ
cana-1476	263	26	models	model	NOUN
cana-1476	263	27	[	[	X
cana-1476	263	28	31	31	NUM
cana-1476	263	29	]	]	PUNCT
cana-1476	263	30	.	.	PUNCT
cana-1476	264	1	usage	usage	NOUN
cana-1476	264	2	scenarios	scenario	NOUN
cana-1476	264	3	:	:	PUNCT
cana-1476	264	4	the	the	DET
cana-1476	264	5	case	case	NOUN
cana-1476	264	6	studies	study	NOUN
cana-1476	264	7	outlined	outline	VERB
cana-1476	264	8	in	in	ADP
cana-1476	264	9	this	this	DET
cana-1476	264	10	paper	paper	NOUN
cana-1476	264	11	serve	serve	NOUN
cana-1476	264	12	as	as	ADP
cana-1476	264	13	examples	example	NOUN
cana-1476	264	14	of	of	ADP
cana-1476	264	15	what	what	PRON
cana-1476	264	16	kind	kind	NOUN
cana-1476	264	17	of	of	ADP
cana-1476	264	18	impact	impact	NOUN
cana-1476	264	19	the	the	DET
cana-1476	264	20	hybrid	hybrid	NOUN
cana-1476	264	21	model	model	NOUN
cana-1476	264	22	might	might	AUX
cana-1476	264	23	have	have	AUX
cana-1476	264	24	in	in	ADP
cana-1476	264	25	actual	actual	ADJ
cana-1476	264	26	situations	situation	NOUN
cana-1476	264	27	.	.	PUNCT
cana-1476	265	1	they	they	PRON
cana-1476	265	2	warn	warn	VERB
cana-1476	265	3	that	that	SCONJ
cana-1476	265	4	interests	interest	NOUN
cana-1476	265	5	from	from	ADP
cana-1476	265	6	different	different	ADJ
cana-1476	265	7	walks	walk	NOUN
cana-1476	265	8	of	of	ADP
cana-1476	265	9	life	life	NOUN
cana-1476	265	10	must	must	AUX
cana-1476	265	11	be	be	AUX
cana-1476	265	12	considered	consider	VERB
cana-1476	265	13	when	when	SCONJ
cana-1476	265	14	developing	develop	VERB
cana-1476	265	15	these	these	DET
cana-1476	265	16	models	model	NOUN
cana-1476	265	17	if	if	SCONJ
cana-1476	265	18	they	they	PRON
cana-1476	265	19	are	be	AUX
cana-1476	265	20	to	to	PART
cana-1476	265	21	succeed	succeed	VERB
cana-1476	265	22	[	[	X
cana-1476	265	23	35	35	NUM
cana-1476	265	24	]	]	SYM
cana-1476	265	25	6.3	6.3	NUM
cana-1476	265	26	.	.	PUNCT
cana-1476	266	1	limitations	limitation	NOUN
cana-1476	266	2	of	of	ADP
cana-1476	266	3	the	the	DET
cana-1476	266	4	study	study	NOUN
cana-1476	266	5	this	this	DET
cana-1476	266	6	research	research	NOUN
cana-1476	266	7	has	have	AUX
cana-1476	266	8	achieved	achieve	VERB
cana-1476	266	9	much	much	ADJ
cana-1476	266	10	in	in	ADP
cana-1476	266	11	the	the	DET
cana-1476	266	12	field	field	NOUN
cana-1476	266	13	of	of	ADP
cana-1476	266	14	cybersecurity	cybersecurity	NOUN
cana-1476	266	15	.	.	PUNCT
cana-1476	267	1	it	it	PRON
cana-1476	267	2	also	also	ADV
cana-1476	267	3	has	have	VERB
cana-1476	267	4	its	its	PRON
cana-1476	267	5	limitations	limitation	NOUN
cana-1476	267	6	,	,	PUNCT
cana-1476	267	7	of	of	ADP
cana-1476	267	8	course	course	NOUN
cana-1476	267	9	.	.	PUNCT
cana-1476	268	1	computationally	computationally	ADV
cana-1476	268	2	intensive	intensive	ADJ
cana-1476	268	3	:	:	PUNCT
cana-1476	268	4	while	while	SCONJ
cana-1476	268	5	integrating	integrate	VERB
cana-1476	268	6	cryptographic	cryptographic	ADJ
cana-1476	268	7	techniques	technique	NOUN
cana-1476	268	8	better	well	ADV
cana-1476	268	9	ensures	ensure	VERB
cana-1476	268	10	the	the	DET
cana-1476	268	11	security	security	NOUN
cana-1476	268	12	of	of	ADP
cana-1476	268	13	data	datum	NOUN
cana-1476	268	14	,	,	PUNCT
cana-1476	268	15	an	an	DET
cana-1476	268	16	addition	addition	NOUN
cana-1476	268	17	is	be	AUX
cana-1476	268	18	made	make	VERB
cana-1476	268	19	to	to	PART
cana-1476	268	20	computational	computational	ADJ
cana-1476	268	21	overhead	overhead	NOUN
cana-1476	268	22	nonetheless	nonetheless	ADV
cana-1476	268	23	that	that	PRON
cana-1476	268	24	can	can	AUX
cana-1476	268	25	affect	affect	VERB
cana-1476	268	26	model	model	NOUN
cana-1476	268	27	performance	performance	NOUN
cana-1476	268	28	particularly	particularly	ADV
cana-1476	268	29	in	in	ADP
cana-1476	268	30	restricted	restricted	ADJ
cana-1476	268	31	resource	resource	NOUN
cana-1476	268	32	environments	environment	NOUN
cana-1476	268	33	[	[	X
cana-1476	268	34	7	7	NUM
cana-1476	268	35	]	]	PUNCT
cana-1476	268	36	.	.	PUNCT
cana-1476	269	1	dependent	dependent	ADJ
cana-1476	269	2	on	on	ADP
cana-1476	269	3	data	datum	NOUN
cana-1476	269	4	quality	quality	NOUN
cana-1476	269	5	:	:	PUNCT
cana-1476	269	6	the	the	DET
cana-1476	269	7	hybrid	hybrid	ADJ
cana-1476	269	8	model	model	NOUN
cana-1476	269	9	’s	’s	PART
cana-1476	269	10	effectiveness	effectiveness	NOUN
cana-1476	269	11	is	be	AUX
cana-1476	269	12	highly	highly	ADV
cana-1476	269	13	dependent	dependent	ADJ
cana-1476	269	14	on	on	ADP
cana-1476	269	15	the	the	DET
cana-1476	269	16	quality	quality	NOUN
cana-1476	269	17	of	of	ADP
cana-1476	269	18	the	the	DET
cana-1476	269	19	training	training	NOUN
cana-1476	269	20	data	datum	NOUN
cana-1476	269	21	used	use	VERB
cana-1476	269	22	,	,	PUNCT
cana-1476	269	23	certainly	certainly	ADV
cana-1476	269	24	very	very	ADV
cana-1476	269	25	significantly	significantly	ADV
cana-1476	269	26	so	so	ADV
cana-1476	269	27	.	.	PUNCT
cana-1476	270	1	insufficient	insufficient	ADJ
cana-1476	270	2	or	or	CCONJ
cana-1476	270	3	biased	biased	ADJ
cana-1476	270	4	data	datum	NOUN
cana-1476	270	5	will	will	AUX
cana-1476	270	6	have	have	VERB
cana-1476	270	7	a	a	DET
cana-1476	270	8	big	big	ADJ
cana-1476	270	9	impact	impact	NOUN
cana-1476	270	10	on	on	ADP
cana-1476	270	11	its	its	PRON
cana-1476	270	12	performance	performance	NOUN
cana-1476	270	13	and	and	CCONJ
cana-1476	270	14	may	may	AUX
cana-1476	270	15	result	result	VERB
cana-1476	270	16	in	in	ADP
cana-1476	270	17	failure	failure	NOUN
cana-1476	270	18	to	to	PART
cana-1476	270	19	detect	detect	VERB
cana-1476	270	20	some	some	DET
cana-1476	270	21	types	type	NOUN
cana-1476	270	22	of	of	ADP
cana-1476	270	23	malware	malware	NOUN
cana-1476	270	24	[	[	X
cana-1476	270	25	14	14	NUM
cana-1476	270	26	]	]	PUNCT
cana-1476	270	27	.	.	PUNCT
cana-1476	271	1	complex	complex	ADJ
cana-1476	271	2	for	for	ADP
cana-1476	271	3	implementing	implement	VERB
cana-1476	271	4	:	:	PUNCT
cana-1476	271	5	the	the	DET
cana-1476	271	6	complexity	complexity	NOUN
cana-1476	271	7	of	of	ADP
cana-1476	271	8	the	the	DET
cana-1476	271	9	hybrid	hybrid	ADJ
cana-1476	271	10	model	model	NOUN
cana-1476	271	11	requires	require	VERB
cana-1476	271	12	significant	significant	ADJ
cana-1476	271	13	expertise	expertise	NOUN
cana-1476	271	14	to	to	PART
cana-1476	271	15	put	put	VERB
cana-1476	271	16	into	into	ADP
cana-1476	271	17	practice	practice	NOUN
cana-1476	271	18	and	and	CCONJ
cana-1476	271	19	maintain	maintain	VERB
cana-1476	271	20	all	all	PRON
cana-1476	271	21	of	of	ADP
cana-1476	271	22	its	its	PRON
cana-1476	271	23	functions	function	NOUN
cana-1476	271	24	.	.	PUNCT
cana-1476	272	1	some	some	DET
cana-1476	272	2	organizations	organization	NOUN
cana-1476	272	3	(	(	PUNCT
cana-1476	272	4	especially	especially	ADV
cana-1476	272	5	ones	one	NOUN
cana-1476	272	6	with	with	ADP
cana-1476	272	7	little	little	ADJ
cana-1476	272	8	experience	experience	NOUN
cana-1476	272	9	on	on	ADP
cana-1476	272	10	the	the	DET
cana-1476	272	11	information	information	NOUN
cana-1476	272	12	security	security	NOUN
cana-1476	272	13	front	front	NOUN
cana-1476	272	14	)	)	PUNCT
cana-1476	272	15	may	may	AUX
cana-1476	272	16	find	find	VERB
cana-1476	272	17	themselves	themselves	PRON
cana-1476	272	18	hard	hard	ADV
cana-1476	272	19	-	-	PUNCT
cana-1476	272	20	pressed	pressed	ADJ
cana-1476	272	21	to	to	PART
cana-1476	272	22	put	put	VERB
cana-1476	272	23	in	in	ADP
cana-1476	272	24	such	such	DET
cana-1476	272	25	a	a	DET
cana-1476	272	26	sophisticated	sophisticated	ADJ
cana-1476	272	27	system	system	NOUN
cana-1476	272	28	such	such	ADJ
cana-1476	272	29	as	as	ADP
cana-1476	272	30	this	this	DET
cana-1476	272	31	one	one	NUM
cana-1476	273	1	[	[	X
cana-1476	273	2	28	28	NUM
cana-1476	273	3	]	]	X
cana-1476	273	4	communications	communication	NOUN
cana-1476	273	5	on	on	ADP
cana-1476	273	6	applied	apply	VERB
cana-1476	273	7	nonlinear	nonlinear	ADJ
cana-1476	273	8	analysis	analysis	NOUN
cana-1476	273	9	issn	issn	NOUN
cana-1476	273	10	:	:	PUNCT
cana-1476	273	11	1074	1074	NUM
cana-1476	273	12	-	-	PUNCT
cana-1476	273	13	133x	133x	NUM
cana-1476	273	14	vol	vol	NOUN
cana-1476	273	15	31	31	NUM
cana-1476	273	16	no	no	NOUN
cana-1476	273	17	.	.	PUNCT
cana-1476	274	1	8s	8s	PROPN
cana-1476	274	2	(	(	PUNCT
cana-1476	274	3	2024	2024	NUM
cana-1476	274	4	)	)	PUNCT
cana-1476	274	5	234	234	NUM
cana-1476	274	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1476	274	7	6.4	6.4	NUM
cana-1476	274	8	directions	direction	NOUN
cana-1476	274	9	for	for	ADP
cana-1476	274	10	future	future	ADJ
cana-1476	274	11	research	research	NOUN
cana-1476	274	12	optimization	optimization	NOUN
cana-1476	274	13	of	of	ADP
cana-1476	274	14	cryptography	cryptography	NOUN
cana-1476	274	15	:	:	PUNCT
cana-1476	274	16	future	future	ADJ
cana-1476	274	17	research	research	NOUN
cana-1476	274	18	should	should	AUX
cana-1476	274	19	consider	consider	VERB
cana-1476	274	20	how	how	SCONJ
cana-1476	274	21	to	to	PART
cana-1476	274	22	simplify	simplify	VERB
cana-1476	274	23	the	the	DET
cana-1476	274	24	cryptographic	cryptographic	ADJ
cana-1476	274	25	elements	element	NOUN
cana-1476	274	26	scripted	script	VERB
cana-1476	274	27	in	in	ADP
cana-1476	274	28	detail	detail	NOUN
cana-1476	274	29	in	in	ADP
cana-1476	274	30	this	this	DET
cana-1476	274	31	paper	paper	NOUN
cana-1476	274	32	.	.	PUNCT
cana-1476	275	1	the	the	DET
cana-1476	275	2	aim	aim	NOUN
cana-1476	275	3	is	be	AUX
cana-1476	275	4	to	to	PART
cana-1476	275	5	reduce	reduce	VERB
cana-1476	275	6	computational	computational	ADJ
cana-1476	275	7	overhead	overhead	NOUN
cana-1476	275	8	while	while	SCONJ
cana-1476	275	9	preserving	preserve	VERB
cana-1476	275	10	data	datum	NOUN
cana-1476	275	11	safety.for	safety.for	ADP
cana-1476	275	12	energy	energy	NOUN
cana-1476	275	13	and	and	CCONJ
cana-1476	275	14	resource	resource	NOUN
cana-1476	275	15	-	-	PUNCT
cana-1476	275	16	constrained	constrain	VERB
cana-1476	275	17	environments	environment	NOUN
cana-1476	275	18	,	,	PUNCT
cana-1476	275	19	one	one	NUM
cana-1476	275	20	particularly	particularly	ADV
cana-1476	275	21	useful	useful	ADJ
cana-1476	275	22	avenue	avenue	NOUN
cana-1476	275	23	of	of	ADP
cana-1476	275	24	exploration	exploration	NOUN
cana-1476	275	25	might	might	AUX
cana-1476	275	26	be	be	AUX
cana-1476	275	27	light	light	ADJ
cana-1476	275	28	weight	weight	NOUN
cana-1476	275	29	encryption	encryption	NOUN
cana-1476	275	30	algorithms	algorithm	NOUN
cana-1476	275	31	[	[	X
cana-1476	275	32	10	10	NUM
cana-1476	275	33	]	]	PUNCT
cana-1476	275	34	.	.	PUNCT
cana-1476	276	1	expansion	expansion	NOUN
cana-1476	276	2	of	of	ADP
cana-1476	276	3	machine	machine	NOUN
cana-1476	276	4	learning	learning	NOUN
cana-1476	276	5	models	model	NOUN
cana-1476	276	6	:	:	PUNCT
cana-1476	276	7	a	a	DET
cana-1476	276	8	good	good	ADJ
cana-1476	276	9	next	next	ADJ
cana-1476	276	10	step	step	NOUN
cana-1476	276	11	could	could	AUX
cana-1476	276	12	be	be	AUX
cana-1476	276	13	to	to	PART
cana-1476	276	14	increase	increase	VERB
cana-1476	276	15	the	the	DET
cana-1476	276	16	machine	machine	NOUN
cana-1476	276	17	learning	learn	VERB
cana-1476	276	18	functionality	functionality	NOUN
cana-1476	276	19	of	of	ADP
cana-1476	276	20	the	the	DET
cana-1476	276	21	hybrid	hybrid	NOUN
cana-1476	276	22	model	model	NOUN
cana-1476	276	23	by	by	ADP
cana-1476	276	24	bringing	bring	VERB
cana-1476	276	25	in	in	ADP
cana-1476	276	26	more	more	ADV
cana-1476	276	27	advanced	advanced	ADJ
cana-1476	276	28	algorithms	algorithm	NOUN
cana-1476	276	29	.	.	PUNCT
cana-1476	277	1	for	for	ADP
cana-1476	277	2	example	example	NOUN
cana-1476	277	3	,	,	PUNCT
cana-1476	277	4	deep	deep	ADJ
cana-1476	277	5	learning	learning	NOUN
cana-1476	277	6	technology	technology	NOUN
cana-1476	277	7	might	might	AUX
cana-1476	277	8	further	far	ADV
cana-1476	277	9	enhance	enhance	VERB
cana-1476	277	10	under	under	ADP
cana-1476	277	11	what	what	DET
cana-1476	277	12	circumstances	circumstance	NOUN
cana-1476	277	13	it	it	PRON
cana-1476	277	14	can	can	AUX
cana-1476	277	15	alert	alert	VERB
cana-1476	277	16	that	that	DET
cana-1476	277	17	harmful	harmful	ADJ
cana-1476	277	18	software	software	NOUN
cana-1476	277	19	disguised	disguise	VERB
cana-1476	277	20	to	to	PART
cana-1476	277	21	look	look	VERB
cana-1476	277	22	like	like	ADP
cana-1476	277	23	something	something	PRON
cana-1476	277	24	else	else	ADV
cana-1476	277	25	has	have	AUX
cana-1476	277	26	slipped	slip	VERB
cana-1476	277	27	through	through	ADP
cana-1476	277	28	the	the	DET
cana-1476	277	29	net	net	NOUN
cana-1476	278	1	[	[	X
cana-1476	278	2	7	7	NUM
cana-1476	278	3	]	]	PUNCT
cana-1476	278	4	.	.	PUNCT
cana-1476	279	1	exploration	exploration	NOUN
cana-1476	279	2	of	of	ADP
cana-1476	279	3	explainable	explainable	ADJ
cana-1476	279	4	ai	ai	NOUN
cana-1476	279	5	:	:	PUNCT
cana-1476	279	6	as	as	SCONJ
cana-1476	279	7	machine	machine	NOUN
cana-1476	279	8	learning	learning	NOUN
cana-1476	279	9	models	model	NOUN
cana-1476	279	10	get	get	VERB
cana-1476	279	11	more	more	ADV
cana-1476	279	12	complex	complex	ADJ
cana-1476	279	13	,	,	PUNCT
cana-1476	279	14	there	there	PRON
cana-1476	279	15	is	be	VERB
cana-1476	279	16	also	also	ADV
cana-1476	279	17	a	a	DET
cana-1476	279	18	greater	great	ADJ
cana-1476	279	19	need	need	NOUN
cana-1476	279	20	for	for	ADP
cana-1476	279	21	comprehensive	comprehensive	ADJ
cana-1476	279	22	explanations	explanation	NOUN
cana-1476	279	23	in	in	ADP
cana-1476	279	24	ai	ai	ADJ
cana-1476	279	25	-	-	PUNCT
cana-1476	279	26	driven	drive	VERB
cana-1476	279	27	security	security	NOUN
cana-1476	279	28	forcyberincents	forcyberincent	NOUN
cana-1476	279	29	.	.	PUNCT
cana-1476	280	1	follow	follow	VERB
cana-1476	280	2	-	-	PUNCT
cana-1476	280	3	up	up	ADP
cana-1476	280	4	research	research	NOUN
cana-1476	280	5	could	could	AUX
cana-1476	280	6	explore	explore	VERB
cana-1476	280	7	ways	way	NOUN
cana-1476	280	8	of	of	ADP
cana-1476	280	9	making	make	VERB
cana-1476	280	10	the	the	DET
cana-1476	280	11	hybrid	hybrid	ADJ
cana-1476	280	12	model	model	NOUN
cana-1476	280	13	more	more	ADV
cana-1476	280	14	understandable	understandable	ADJ
cana-1476	280	15	,	,	PUNCT
cana-1476	280	16	which	which	PRON
cana-1476	280	17	will	will	AUX
cana-1476	280	18	help	help	VERB
cana-1476	280	19	security	security	NOUN
cana-1476	280	20	professionals	professional	NOUN
cana-1476	280	21	understand	understand	VERB
cana-1476	280	22	the	the	DET
cana-1476	280	23	process	process	NOUN
cana-1476	280	24	of	of	ADP
cana-1476	280	25	decision	decision	NOUN
cana-1476	280	26	-	-	PUNCT
cana-1476	280	27	making	making	NOUN
cana-1476	280	28	behind	behind	ADP
cana-1476	280	29	malware	malware	NOUN
cana-1476	280	30	detection	detection	NOUN
cana-1476	280	31	[	[	X
cana-1476	280	32	32	32	NUM
cana-1476	280	33	]	]	PUNCT
cana-1476	280	34	.	.	PUNCT
cana-1476	281	1	adjustment	adjustment	NOUN
cana-1476	281	2	to	to	ADP
cana-1476	281	3	threats	threat	NOUN
cana-1476	281	4	in	in	ADP
cana-1476	281	5	real	real	ADJ
cana-1476	281	6	time	time	NOUN
cana-1476	281	7	:	:	PUNCT
cana-1476	281	8	being	be	AUX
cana-1476	281	9	able	able	ADJ
cana-1476	281	10	to	to	PART
cana-1476	281	11	adapt	adapt	VERB
cana-1476	281	12	continuously	continuously	ADV
cana-1476	281	13	for	for	ADP
cana-1476	281	14	new	new	ADJ
cana-1476	281	15	and	and	CCONJ
cana-1476	281	16	impending	impending	ADJ
cana-1476	281	17	threats	threat	NOUN
cana-1476	281	18	is	be	AUX
cana-1476	281	19	still	still	ADV
cana-1476	281	20	an	an	DET
cana-1476	281	21	urgent	urgent	ADJ
cana-1476	281	22	problem	problem	NOUN
cana-1476	281	23	.	.	PUNCT
cana-1476	282	1	here	here	ADV
cana-1476	282	2	too	too	ADV
cana-1476	282	3	,	,	PUNCT
cana-1476	282	4	further	further	ADJ
cana-1476	282	5	investigation	investigation	NOUN
cana-1476	282	6	might	might	AUX
cana-1476	282	7	delve	delve	VERB
cana-1476	282	8	into	into	ADP
cana-1476	282	9	designing	design	VERB
cana-1476	282	10	an	an	DET
cana-1476	282	11	adaptive	adaptive	ADJ
cana-1476	282	12	learning	learning	NOUN
cana-1476	282	13	system	system	NOUN
cana-1476	282	14	that	that	PRON
cana-1476	282	15	lets	let	VERB
cana-1476	282	16	the	the	DET
cana-1476	282	17	hybrid	hybrid	NOUN
cana-1476	282	18	model	model	NOUN
cana-1476	282	19	evolve	evolve	VERB
cana-1476	282	20	in	in	ADP
cana-1476	282	21	real	real	ADJ
cana-1476	282	22	-	-	PUNCT
cana-1476	282	23	time	time	NOUN
cana-1476	282	24	with	with	ADP
cana-1476	282	25	new	new	ADJ
cana-1476	282	26	circumstances	circumstance	NOUN
cana-1476	282	27	,	,	PUNCT
cana-1476	282	28	guarding	guard	VERB
cana-1476	282	29	against	against	ADP
cana-1476	282	30	possible	possible	ADJ
cana-1476	282	31	future	future	ADJ
cana-1476	282	32	threats	threat	NOUN
cana-1476	282	33	[	[	X
cana-1476	282	34	18	18	NUM
cana-1476	282	35	]	]	PUNCT
cana-1476	282	36	.	.	PUNCT
cana-1476	283	1	more	more	ADV
cana-1476	283	2	extensive	extensive	ADJ
cana-1476	283	3	industry	industry	NOUN
cana-1476	283	4	applications	application	NOUN
cana-1476	283	5	:	:	PUNCT
cana-1476	283	6	while	while	SCONJ
cana-1476	283	7	this	this	DET
cana-1476	283	8	study	study	NOUN
cana-1476	283	9	looked	look	VERB
cana-1476	283	10	at	at	ADP
cana-1476	283	11	individual	individual	ADJ
cana-1476	283	12	industries	industry	NOUN
cana-1476	283	13	,	,	PUNCT
cana-1476	283	14	future	future	ADJ
cana-1476	283	15	research	research	NOUN
cana-1476	283	16	could	could	AUX
cana-1476	283	17	try	try	VERB
cana-1476	283	18	the	the	DET
cana-1476	283	19	hybrid	hybrid	ADJ
cana-1476	283	20	model	model	NOUN
cana-1476	283	21	in	in	ADP
cana-1476	283	22	other	other	ADJ
cana-1476	283	23	sectors	sector	NOUN
cana-1476	283	24	such	such	ADJ
cana-1476	283	25	as	as	ADP
cana-1476	283	26	telecommunications	telecommunication	NOUN
cana-1476	283	27	,	,	PUNCT
cana-1476	283	28	manufacturing	manufacturing	NOUN
cana-1476	283	29	and	and	CCONJ
cana-1476	283	30	government	government	NOUN
cana-1476	283	31	agencies	agency	NOUN
cana-1476	283	32	,	,	PUNCT
cana-1476	283	33	investigating	investigate	VERB
cana-1476	283	34	more	more	ADV
cana-1476	283	35	deeply	deeply	ADV
cana-1476	283	36	what	what	PRON
cana-1476	283	37	kind	kind	NOUN
cana-1476	283	38	of	of	ADP
cana-1476	283	39	impact	impact	NOUN
cana-1476	283	40	it	it	PRON
cana-1476	283	41	can	can	AUX
cana-1476	283	42	have	have	VERB
cana-1476	283	43	on	on	ADP
cana-1476	283	44	these	these	DET
cana-1476	283	45	different	different	ADJ
cana-1476	283	46	fields	field	NOUN
cana-1476	283	47	[	[	X
cana-1476	283	48	22	22	NUM
cana-1476	283	49	]	]	PUNCT
cana-1476	283	50	.	.	PUNCT
cana-1476	284	1	references	reference	NOUN
cana-1476	284	2	[	[	X
cana-1476	284	3	1	1	NUM
cana-1476	284	4	]	]	X
cana-1476	284	5	al	al	PROPN
cana-1476	284	6	-	-	PUNCT
cana-1476	284	7	daoud	daoud	PROPN
cana-1476	284	8	,	,	PUNCT
cana-1476	284	9	e.	e.	PROPN
cana-1476	284	10	(	(	PUNCT
cana-1476	284	11	2024	2024	NUM
cana-1476	284	12	)	)	PUNCT
cana-1476	284	13	.	.	PUNCT
cana-1476	285	1	enhancing	enhance	VERB
cana-1476	285	2	malware	malware	NOUN
cana-1476	285	3	detection	detection	NOUN
cana-1476	285	4	with	with	ADP
cana-1476	285	5	machine	machine	NOUN
cana-1476	285	6	learning	learning	NOUN
cana-1476	285	7	:	:	PUNCT
cana-1476	285	8	a	a	DET
cana-1476	285	9	study	study	NOUN
cana-1476	285	10	on	on	ADP
cana-1476	285	11	random	random	ADJ
cana-1476	285	12	forest	forest	NOUN
cana-1476	285	13	and	and	CCONJ
cana-1476	285	14	support	support	VERB
cana-1476	285	15	vector	vector	NOUN
cana-1476	285	16	machines	machine	NOUN
cana-1476	285	17	.	.	PUNCT
cana-1476	286	1	journal	journal	PROPN
cana-1476	286	2	of	of	ADP
cana-1476	286	3	cybersecurity	cybersecurity	NOUN
cana-1476	286	4	,	,	PUNCT
cana-1476	286	5	12(1	12(1	NUM
cana-1476	286	6	)	)	PUNCT
cana-1476	286	7	,	,	PUNCT
cana-1476	286	8	45	45	NUM
cana-1476	286	9	-	-	SYM
cana-1476	286	10	62	62	NUM
cana-1476	286	11	.	.	PUNCT
cana-1476	287	1	https://doi.org/10.1007/s10207-024-01023-9	https://doi.org/10.1007/s10207-024-01023-9	NUM
cana-1476	287	2	[	[	X
cana-1476	287	3	2	2	NUM
cana-1476	287	4	]	]	X
cana-1476	287	5	zhang	zhang	PROPN
cana-1476	287	6	,	,	PUNCT
cana-1476	287	7	y.	y.	PROPN
cana-1476	287	8	,	,	PUNCT
cana-1476	287	9	&	&	CCONJ
cana-1476	287	10	wang	wang	PROPN
cana-1476	287	11	,	,	PUNCT
cana-1476	287	12	t.	t.	PROPN
cana-1476	287	13	(	(	PUNCT
cana-1476	287	14	2024	2024	NUM
cana-1476	287	15	)	)	PUNCT
cana-1476	287	16	.	.	PUNCT
cana-1476	288	1	a	a	DET
cana-1476	288	2	hybrid	hybrid	ADJ
cana-1476	288	3	model	model	NOUN
cana-1476	288	4	combining	combine	VERB
cana-1476	288	5	neural	neural	ADJ
cana-1476	288	6	networks	network	NOUN
cana-1476	288	7	and	and	CCONJ
cana-1476	288	8	cryptographic	cryptographic	ADJ
cana-1476	288	9	techniques	technique	NOUN
cana-1476	288	10	for	for	ADP
cana-1476	288	11	cybersecurity	cybersecurity	NOUN
cana-1476	288	12	enhancement	enhancement	NOUN
cana-1476	288	13	.	.	PUNCT
cana-1476	289	1	ieee	ieee	NOUN
cana-1476	289	2	transactions	transaction	NOUN
cana-1476	289	3	on	on	ADP
cana-1476	289	4	information	information	NOUN
cana-1476	289	5	forensics	forensic	NOUN
cana-1476	289	6	and	and	CCONJ
cana-1476	289	7	security	security	NOUN
cana-1476	289	8	,	,	PUNCT
cana-1476	289	9	19(3	19(3	NUM
cana-1476	289	10	)	)	PUNCT
cana-1476	289	11	,	,	PUNCT
cana-1476	289	12	187	187	NUM
cana-1476	289	13	-	-	SYM
cana-1476	289	14	198	198	NUM
cana-1476	289	15	.	.	PUNCT
cana-1476	290	1	https://doi.org/10.1109/tifs.2024.3035409	https://doi.org/10.1109/tifs.2024.3035409	PUNCT
cana-1476	291	1	[	[	X
cana-1476	291	2	3	3	NUM
cana-1476	291	3	]	]	X
cana-1476	291	4	brown	brown	ADJ
cana-1476	291	5	,	,	PUNCT
cana-1476	291	6	a.	a.	PROPN
cana-1476	291	7	,	,	PUNCT
cana-1476	291	8	&	&	CCONJ
cana-1476	291	9	liu	liu	PROPN
cana-1476	291	10	,	,	PUNCT
cana-1476	291	11	s.	s.	PROPN
cana-1476	291	12	(	(	PUNCT
cana-1476	291	13	2024	2024	NUM
cana-1476	291	14	)	)	PUNCT
cana-1476	291	15	.	.	PUNCT
cana-1476	292	1	statistical	statistical	ADJ
cana-1476	292	2	methods	method	NOUN
cana-1476	292	3	in	in	ADP
cana-1476	292	4	cybersecurity	cybersecurity	NOUN
cana-1476	292	5	:	:	PUNCT
cana-1476	292	6	a	a	DET
cana-1476	292	7	comprehensive	comprehensive	ADJ
cana-1476	292	8	review	review	NOUN
cana-1476	292	9	.	.	PUNCT
cana-1476	293	1	acm	acm	PROPN
cana-1476	293	2	computing	computing	NOUN
cana-1476	293	3	surveys	survey	NOUN
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cana-1476	293	5	57(2	57(2	NUM
cana-1476	293	6	)	)	PUNCT
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cana-1476	293	9	-	-	SYM
cana-1476	293	10	345	345	NUM
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cana-1476	295	3	]	]	X
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cana-1476	295	6	r.	r.	PROPN
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cana-1476	295	15	.	.	PUNCT
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cana-1476	296	11	a	a	DET
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cana-1476	297	2	and	and	CCONJ
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cana-1476	297	8	)	)	PUNCT
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cana-1476	297	11	-	-	SYM
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cana-1476	297	13	.	.	PUNCT
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cana-1476	298	4	]	]	X
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cana-1476	299	7	neural	neural	ADJ
cana-1476	299	8	networks	network	NOUN
cana-1476	299	9	:	:	PUNCT
cana-1476	299	10	a	a	DET
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cana-1476	299	12	perspective	perspective	NOUN
cana-1476	299	13	.	.	PUNCT
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cana-1476	300	6	applications	application	NOUN
cana-1476	300	7	,	,	PUNCT
cana-1476	300	8	190	190	NUM
cana-1476	300	9	,	,	PUNCT
cana-1476	300	10	103249	103249	NUM
cana-1476	300	11	.	.	PUNCT
cana-1476	301	1	https://doi.org/10.1016/j.jnca.2023.103249	https://doi.org/10.1016/j.jnca.2023.103249	PROPN
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cana-1476	301	4	]	]	X
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cana-1476	301	16	.	.	PUNCT
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cana-1476	303	5	,	,	PUNCT
cana-1476	303	6	13(2	13(2	PROPN
cana-1476	303	7	)	)	PUNCT
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cana-1476	303	10	-	-	SYM
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cana-1476	303	12	.	.	PUNCT
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cana-1476	306	13	.	.	PUNCT
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cana-1476	307	5	,	,	PUNCT
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cana-1476	307	7	-	-	SYM
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cana-1476	307	9	.	.	PUNCT
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cana-1476	308	4	]	]	X
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cana-1476	309	9	.	.	PUNCT
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cana-1476	310	7	22(1	22(1	NUM
cana-1476	310	8	)	)	PUNCT
cana-1476	310	9	,	,	PUNCT
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cana-1476	310	11	-	-	SYM
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cana-1476	310	13	.	.	PUNCT
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cana-1476	314	7	,	,	PUNCT
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cana-1476	314	9	-	-	SYM
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cana-1476	314	11	.	.	PUNCT
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cana-1476	315	3	on	on	ADP
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cana-1476	315	5	nonlinear	nonlinear	ADJ
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cana-1476	315	7	issn	issn	NOUN
cana-1476	315	8	:	:	PUNCT
cana-1476	315	9	1074	1074	NUM
cana-1476	315	10	-	-	PUNCT
cana-1476	315	11	133x	133x	NUM
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cana-1476	315	13	31	31	NUM
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cana-1476	315	15	.	.	PUNCT
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cana-1476	316	4	)	)	PUNCT
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cana-1476	317	2	10	10	NUM
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cana-1476	317	8	&	&	CCONJ
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cana-1476	317	10	,	,	PUNCT
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cana-1476	317	14	)	)	PUNCT
cana-1476	317	15	.	.	PUNCT
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cana-1476	318	6	:	:	PUNCT
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cana-1476	318	8	role	role	NOUN
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cana-1476	318	12	algorithms	algorithm	NOUN
cana-1476	318	13	.	.	PUNCT
cana-1476	319	1	computers	computer	NOUN
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cana-1476	319	6	,	,	PUNCT
cana-1476	319	7	103805	103805	NUM
cana-1476	319	8	.	.	PUNCT
cana-1476	320	1	https://doi.org/10.1016/j.cose.2022.103805	https://doi.org/10.1016/j.cose.2022.103805	PROPN
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cana-1476	321	8	&	&	CCONJ
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cana-1476	323	3	information	information	NOUN
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cana-1476	323	7	,	,	PUNCT
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cana-1476	323	9	,	,	PUNCT
cana-1476	323	10	103205	103205	NUM
cana-1476	323	11	.	.	PUNCT
cana-1476	324	1	https://doi.org/10.1016/j.jisa.2022.103205	https://doi.org/10.1016/j.jisa.2022.103205	PROPN
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cana-1476	326	6	,	,	PUNCT
cana-1476	326	7	109277	109277	NUM
cana-1476	326	8	.	.	PUNCT
cana-1476	327	1	https://doi.org/10.1016/j.asoc.2022.109277	https://doi.org/10.1016/j.asoc.2022.109277	NOUN
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cana-1476	330	7	,	,	PUNCT
cana-1476	330	8	102279	102279	NUM
cana-1476	330	9	.	.	PUNCT
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cana-1476	331	3	14	14	NUM
cana-1476	331	4	]	]	X
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cana-1476	331	7	e.	e.	PROPN
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cana-1476	331	9	&	&	CCONJ
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cana-1476	331	15	)	)	PUNCT
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cana-1476	332	1	advanced	advanced	ADJ
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cana-1476	332	3	techniques	technique	NOUN
cana-1476	332	4	in	in	ADP
cana-1476	332	5	behavior	behavior	NOUN
cana-1476	332	6	-	-	PUNCT
cana-1476	332	7	based	base	VERB
cana-1476	332	8	malware	malware	NOUN
cana-1476	332	9	detection	detection	NOUN
cana-1476	332	10	.	.	PUNCT
cana-1476	333	1	ieee	ieee	NOUN
cana-1476	333	2	transactions	transaction	NOUN
cana-1476	333	3	on	on	ADP
cana-1476	333	4	dependable	dependable	ADJ
cana-1476	333	5	and	and	CCONJ
cana-1476	333	6	secure	secure	ADJ
cana-1476	333	7	computing	computing	NOUN
cana-1476	333	8	,	,	PUNCT
cana-1476	333	9	19(6	19(6	NUM
cana-1476	333	10	)	)	PUNCT
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cana-1476	333	13	-	-	SYM
cana-1476	333	14	4132	4132	NUM
cana-1476	333	15	.	.	PUNCT
cana-1476	334	1	https://doi.org/10.1109/tdsc.2022.3194124	https://doi.org/10.1109/tdsc.2022.3194124	PROPN
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cana-1476	335	8	&	&	CCONJ
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cana-1476	335	13	2022	2022	NUM
cana-1476	335	14	)	)	PUNCT
cana-1476	335	15	.	.	PUNCT
cana-1476	336	1	statistical	statistical	ADJ
cana-1476	336	2	methods	method	NOUN
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cana-1476	336	4	malware	malware	NOUN
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cana-1476	336	6	:	:	PUNCT
cana-1476	336	7	an	an	DET
cana-1476	336	8	overview	overview	NOUN
cana-1476	336	9	.	.	PUNCT
cana-1476	337	1	journal	journal	NOUN
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cana-1476	337	4	,	,	PUNCT
cana-1476	337	5	8(3	8(3	NUM
cana-1476	337	6	)	)	PUNCT
cana-1476	337	7	,	,	PUNCT
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cana-1476	337	9	-	-	SYM
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cana-1476	337	11	.	.	PUNCT
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cana-1476	339	3	]	]	X
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cana-1476	339	8	&	&	CCONJ
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cana-1476	340	7	enhanced	enhanced	ADJ
cana-1476	340	8	cybersecurity	cybersecurity	NOUN
cana-1476	340	9	.	.	PUNCT
cana-1476	341	1	information	information	NOUN
cana-1476	341	2	sciences	sciences	PROPN
cana-1476	341	3	,	,	PUNCT
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cana-1476	341	5	,	,	PUNCT
cana-1476	341	6	1049	1049	NUM
cana-1476	341	7	-	-	SYM
cana-1476	341	8	1063	1063	NUM
cana-1476	341	9	.	.	PUNCT
cana-1476	342	1	https://doi.org/10.1016/j.ins.2022.08.056	https://doi.org/10.1016/j.ins.2022.08.056	PROPN
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cana-1476	343	2	17	17	NUM
cana-1476	343	3	]	]	PUNCT
cana-1476	343	4	tang	tang	PROPN
cana-1476	343	5	,	,	PUNCT
cana-1476	343	6	m.	m.	NOUN
cana-1476	343	7	,	,	PUNCT
cana-1476	343	8	&	&	CCONJ
cana-1476	343	9	zhou	zhou	PROPN
cana-1476	343	10	,	,	PUNCT
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cana-1476	344	8	using	use	VERB
cana-1476	344	9	svm	svm	NOUN
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cana-1476	344	12	.	.	PUNCT
cana-1476	345	1	information	information	NOUN
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cana-1476	345	4	:	:	PUNCT
cana-1476	345	5	a	a	DET
cana-1476	345	6	global	global	ADJ
cana-1476	345	7	perspective	perspective	NOUN
cana-1476	345	8	,	,	PUNCT
cana-1476	345	9	31(1	31(1	NUM
cana-1476	345	10	)	)	PUNCT
cana-1476	345	11	,	,	PUNCT
cana-1476	345	12	53	53	NUM
cana-1476	345	13	-	-	SYM
cana-1476	345	14	69	69	NUM
cana-1476	345	15	.	.	PUNCT
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cana-1476	346	2	18	18	NUM
cana-1476	346	3	]	]	X
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cana-1476	346	6	h.	h.	PROPN
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cana-1476	346	13	2022	2022	NUM
cana-1476	346	14	)	)	PUNCT
cana-1476	346	15	.	.	PUNCT
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cana-1476	347	3	-	-	PUNCT
cana-1476	347	4	based	base	VERB
cana-1476	347	5	anomaly	anomaly	NOUN
cana-1476	347	6	detection	detection	NOUN
cana-1476	347	7	in	in	ADP
cana-1476	347	8	encrypted	encrypt	VERB
cana-1476	347	9	traffic	traffic	NOUN
cana-1476	347	10	.	.	PUNCT
cana-1476	348	1	journal	journal	PROPN
cana-1476	348	2	of	of	ADP
cana-1476	348	3	network	network	NOUN
cana-1476	348	4	and	and	CCONJ
cana-1476	348	5	computer	computer	NOUN
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cana-1476	348	8	198	198	NUM
cana-1476	348	9	,	,	PUNCT
cana-1476	348	10	103358	103358	NUM
cana-1476	348	11	.	.	PUNCT
cana-1476	349	1	https://doi.org/10.1016/j.jnca.2022.103358	https://doi.org/10.1016/j.jnca.2022.103358	NOUN
cana-1476	349	2	[	[	X
cana-1476	349	3	19	19	NUM
cana-1476	349	4	]	]	X
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cana-1476	349	7	w.	w.	PROPN
cana-1476	349	8	,	,	PUNCT
cana-1476	349	9	&	&	CCONJ
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cana-1476	349	11	,	,	PUNCT
cana-1476	349	12	g.	g.	PROPN
cana-1476	349	13	(	(	PUNCT
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cana-1476	349	15	)	)	PUNCT
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cana-1476	350	1	the	the	DET
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cana-1476	350	7	malware	malware	NOUN
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cana-1476	350	9	.	.	PUNCT
cana-1476	351	1	journal	journal	NOUN
cana-1476	351	2	of	of	ADP
cana-1476	351	3	computer	computer	NOUN
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cana-1476	351	5	,	,	PUNCT
cana-1476	351	6	30(2	30(2	NUM
cana-1476	351	7	)	)	PUNCT
cana-1476	351	8	,	,	PUNCT
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cana-1476	351	10	-	-	SYM
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cana-1476	351	12	.	.	PUNCT
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cana-1476	353	2	20	20	NUM
cana-1476	353	3	]	]	X
cana-1476	353	4	singh	singh	PROPN
cana-1476	353	5	,	,	PUNCT
cana-1476	353	6	k.	k.	PROPN
cana-1476	353	7	,	,	PUNCT
cana-1476	353	8	&	&	CCONJ
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cana-1476	353	14	)	)	PUNCT
cana-1476	353	15	.	.	PUNCT
cana-1476	354	1	hybrid	hybrid	ADJ
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cana-1476	354	9	malware	malware	NOUN
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cana-1476	354	11	.	.	PUNCT
cana-1476	355	1	international	international	ADJ
cana-1476	355	2	journal	journal	PROPN
cana-1476	355	3	of	of	ADP
cana-1476	355	4	information	information	NOUN
cana-1476	355	5	security	security	NOUN
cana-1476	355	6	,	,	PUNCT
cana-1476	355	7	20(4	20(4	NOUN
cana-1476	355	8	)	)	PUNCT
cana-1476	355	9	,	,	PUNCT
cana-1476	355	10	321	321	NUM
cana-1476	355	11	-	-	SYM
cana-1476	355	12	336	336	NUM
cana-1476	355	13	.	.	PUNCT
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cana-1476	356	3	21	21	NUM
cana-1476	356	4	]	]	SYM
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cana-1476	356	7	j.	j.	PROPN
cana-1476	356	8	,	,	PUNCT
cana-1476	356	9	&	&	CCONJ
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cana-1476	357	5	:	:	PUNCT
cana-1476	357	6	a	a	DET
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cana-1476	357	10	.	.	PUNCT
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cana-1476	358	4	information	information	NOUN
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cana-1476	359	9	&	&	CCONJ
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cana-1476	360	10	.	.	PUNCT
cana-1476	361	1	journal	journal	PROPN
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cana-1476	361	5	,	,	PUNCT
cana-1476	361	6	11(2	11(2	NOUN
cana-1476	361	7	)	)	PUNCT
cana-1476	361	8	,	,	PUNCT
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cana-1476	361	10	-	-	SYM
cana-1476	361	11	206	206	NUM
cana-1476	361	12	.	.	PUNCT
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cana-1476	363	2	23	23	NUM
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cana-1476	363	6	x.	x.	PROPN
cana-1476	363	7	,	,	PUNCT
cana-1476	363	8	&	&	CCONJ
cana-1476	363	9	wang	wang	PROPN
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cana-1476	363	13	2021	2021	NUM
cana-1476	363	14	)	)	PUNCT
cana-1476	363	15	.	.	PUNCT
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cana-1476	364	2	vector	vector	NOUN
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cana-1476	364	7	:	:	PUNCT
cana-1476	364	8	a	a	DET
cana-1476	364	9	comprehensive	comprehensive	ADJ
cana-1476	364	10	review	review	NOUN
cana-1476	364	11	.	.	PUNCT
cana-1476	365	1	journal	journal	PROPN
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cana-1476	365	3	computer	computer	NOUN
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cana-1476	365	5	and	and	CCONJ
cana-1476	365	6	hacking	hack	VERB
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cana-1476	365	10	,	,	PUNCT
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cana-1476	365	12	-	-	SYM
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cana-1476	366	1	[	[	X
cana-1476	366	2	24	24	NUM
cana-1476	366	3	]	]	PUNCT
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cana-1476	366	5	,	,	PUNCT
cana-1476	366	6	a.	a.	PROPN
cana-1476	366	7	,	,	PUNCT
cana-1476	366	8	&	&	CCONJ
cana-1476	366	9	patel	patel	PROPN
cana-1476	366	10	,	,	PUNCT
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cana-1476	366	12	(	(	PUNCT
cana-1476	366	13	2021	2021	NUM
cana-1476	366	14	)	)	PUNCT
cana-1476	366	15	.	.	PUNCT
cana-1476	367	1	enhancing	enhance	VERB
cana-1476	367	2	network	network	NOUN
cana-1476	367	3	security	security	NOUN
cana-1476	367	4	with	with	ADP
cana-1476	367	5	machine	machine	NOUN
cana-1476	367	6	learning	learning	NOUN
cana-1476	367	7	:	:	PUNCT
cana-1476	367	8	a	a	DET
cana-1476	367	9	focus	focus	NOUN
cana-1476	367	10	on	on	ADP
cana-1476	367	11	random	random	ADJ
cana-1476	367	12	forests	forest	NOUN
cana-1476	367	13	.	.	PUNCT
cana-1476	368	1	journal	journal	NOUN
cana-1476	368	2	of	of	ADP
cana-1476	368	3	information	information	NOUN
cana-1476	368	4	security	security	NOUN
cana-1476	368	5	and	and	CCONJ
cana-1476	368	6	applications	application	NOUN
cana-1476	368	7	,	,	PUNCT
cana-1476	368	8	59	59	NUM
cana-1476	368	9	,	,	PUNCT
cana-1476	368	10	102845	102845	NUM
cana-1476	368	11	.	.	PUNCT
cana-1476	369	1	https://doi.org/10.1016/j.jisa.2021.102845	https://doi.org/10.1016/j.jisa.2021.102845	NOUN
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cana-1476	369	3	25	25	NUM
cana-1476	369	4	]	]	PUNCT
cana-1476	369	5	he	he	PRON
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cana-1476	369	8	,	,	PUNCT
cana-1476	369	9	&	&	CCONJ
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cana-1476	369	11	,	,	PUNCT
cana-1476	369	12	y.	y.	PROPN
cana-1476	369	13	(	(	PUNCT
cana-1476	369	14	2021	2021	NUM
cana-1476	369	15	)	)	PUNCT
cana-1476	369	16	.	.	PUNCT
cana-1476	370	1	behavior	behavior	NOUN
cana-1476	370	2	-	-	PUNCT
cana-1476	370	3	based	base	VERB
cana-1476	370	4	malware	malware	NOUN
cana-1476	370	5	detection	detection	NOUN
cana-1476	370	6	using	use	VERB
cana-1476	370	7	machine	machine	NOUN
cana-1476	370	8	learning	learning	NOUN
cana-1476	370	9	algorithms	algorithm	NOUN
cana-1476	370	10	.	.	PUNCT
cana-1476	371	1	future	future	ADJ
cana-1476	371	2	generation	generation	NOUN
cana-1476	371	3	computer	computer	NOUN
cana-1476	371	4	systems	system	NOUN
cana-1476	371	5	,	,	PUNCT
cana-1476	371	6	125	125	NUM
cana-1476	371	7	,	,	PUNCT
cana-1476	371	8	57	57	NUM
cana-1476	371	9	-	-	SYM
cana-1476	371	10	69	69	NUM
cana-1476	371	11	.	.	PUNCT
cana-1476	372	1	https://doi.org/10.1016/j.future.2021.01.004	https://doi.org/10.1016/j.future.2021.01.004	PROPN
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cana-1476	372	4	]	]	PUNCT
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cana-1476	372	6	,	,	PUNCT
cana-1476	372	7	c.	c.	PROPN
cana-1476	372	8	,	,	PUNCT
cana-1476	372	9	&	&	CCONJ
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cana-1476	372	13	(	(	PUNCT
cana-1476	372	14	2021	2021	NUM
cana-1476	372	15	)	)	PUNCT
cana-1476	372	16	.	.	PUNCT
cana-1476	373	1	cryptographic	cryptographic	ADJ
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cana-1476	373	4	machine	machine	NOUN
cana-1476	373	5	learning	learning	NOUN
cana-1476	373	6	-	-	PUNCT
cana-1476	373	7	based	base	VERB
cana-1476	373	8	malware	malware	NOUN
cana-1476	373	9	detection	detection	NOUN
cana-1476	373	10	.	.	PUNCT
cana-1476	374	1	information	information	NOUN
cana-1476	374	2	sciences	sciences	PROPN
cana-1476	374	3	,	,	PUNCT
cana-1476	374	4	578	578	NUM
cana-1476	374	5	,	,	PUNCT
cana-1476	374	6	609	609	NUM
cana-1476	374	7	-	-	SYM
cana-1476	374	8	623	623	NUM
cana-1476	374	9	.	.	PUNCT
cana-1476	375	1	https://doi.org/10.1016/j.ins.2021.05.077	https://doi.org/10.1016/j.ins.2021.05.077	PROPN
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cana-1476	375	3	27	27	NUM
cana-1476	375	4	]	]	SYM
cana-1476	375	5	li	li	PROPN
cana-1476	375	6	,	,	PUNCT
cana-1476	375	7	y.	y.	PROPN
cana-1476	375	8	,	,	PUNCT
cana-1476	375	9	&	&	CCONJ
cana-1476	375	10	zhang	zhang	PROPN
cana-1476	375	11	,	,	PUNCT
cana-1476	375	12	j.	j.	PROPN
cana-1476	375	13	(	(	PUNCT
cana-1476	375	14	2020	2020	NUM
cana-1476	375	15	)	)	PUNCT
cana-1476	375	16	.	.	PUNCT
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cana-1476	376	5	to	to	PART
cana-1476	376	6	anomaly	anomaly	NOUN
cana-1476	376	7	detection	detection	NOUN
cana-1476	376	8	in	in	ADP
cana-1476	376	9	cybersecurity	cybersecurity	NOUN
cana-1476	376	10	.	.	PUNCT
cana-1476	377	1	journal	journal	PROPN
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cana-1476	377	4	and	and	CCONJ
cana-1476	377	5	privacy	privacy	NOUN
cana-1476	377	6	,	,	PUNCT
cana-1476	377	7	2(2	2(2	NUM
cana-1476	377	8	)	)	PUNCT
cana-1476	377	9	,	,	PUNCT
cana-1476	377	10	191	191	NUM
cana-1476	377	11	-	-	SYM
cana-1476	377	12	205	205	NUM
cana-1476	377	13	.	.	PUNCT
cana-1476	378	1	https://doi.org/10.3390/jcp2020011	https://doi.org/10.3390/jcp2020011	PROPN
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cana-1476	378	3	28	28	NUM
cana-1476	378	4	]	]	X
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cana-1476	378	15	)	)	PUNCT
cana-1476	378	16	.	.	PUNCT
cana-1476	379	1	neural	neural	ADJ
cana-1476	379	2	networks	network	NOUN
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cana-1476	379	4	cybersecurity	cybersecurity	NOUN
cana-1476	379	5	:	:	PUNCT
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cana-1476	379	8	modeling	modeling	NOUN
cana-1476	379	9	to	to	ADP
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cana-1476	379	12	.	.	PUNCT
cana-1476	380	1	computers	computer	NOUN
cana-1476	380	2	&	&	CCONJ
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cana-1476	380	4	,	,	PUNCT
cana-1476	380	5	89	89	NUM
cana-1476	380	6	,	,	PUNCT
cana-1476	380	7	101695	101695	NUM
cana-1476	380	8	.	.	PUNCT
cana-1476	380	9	https://doi.org/10.1016/j.cose.2020.101695	https://doi.org/10.1016/j.cose.2020.101695	PROPN
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cana-1476	381	3	]	]	X
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cana-1476	381	5	,	,	PUNCT
cana-1476	381	6	e.	e.	PROPN
cana-1476	381	7	,	,	PUNCT
cana-1476	381	8	&	&	CCONJ
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cana-1476	381	10	,	,	PUNCT
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cana-1476	381	12	(	(	PUNCT
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cana-1476	381	14	)	)	PUNCT
cana-1476	381	15	.	.	PUNCT
cana-1476	382	1	enhancing	enhance	VERB
cana-1476	382	2	cybersecurity	cybersecurity	NOUN
cana-1476	382	3	with	with	ADP
cana-1476	382	4	hybrid	hybrid	ADJ
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cana-1476	382	6	:	:	PUNCT
cana-1476	382	7	svm	svm	VERB
cana-1476	382	8	and	and	CCONJ
cana-1476	382	9	random	random	ADJ
cana-1476	382	10	forest	forest	NOUN
cana-1476	382	11	approaches	approach	NOUN
cana-1476	382	12	.	.	PUNCT
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cana-1476	383	3	on	on	ADP
cana-1476	383	4	privacy	privacy	NOUN
cana-1476	383	5	and	and	CCONJ
cana-1476	383	6	security	security	NOUN
cana-1476	383	7	,	,	PUNCT
cana-1476	383	8	23(1	23(1	NOUN
cana-1476	383	9	)	)	PUNCT
cana-1476	383	10	,	,	PUNCT
cana-1476	383	11	9	9	NUM
cana-1476	383	12	-	-	SYM
cana-1476	383	13	27	27	NUM
cana-1476	383	14	.	.	PUNCT
cana-1476	384	1	https://doi.org/10.1145/3376789	https://doi.org/10.1145/3376789	ADV
cana-1476	384	2	[	[	X
cana-1476	384	3	30	30	NUM
cana-1476	384	4	]	]	X
cana-1476	384	5	kaur	kaur	PROPN
cana-1476	384	6	,	,	PUNCT
cana-1476	384	7	m.	m.	NOUN
cana-1476	384	8	,	,	PUNCT
cana-1476	384	9	&	&	CCONJ
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cana-1476	384	11	,	,	PUNCT
cana-1476	384	12	r.	r.	PROPN
cana-1476	384	13	(	(	PUNCT
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cana-1476	384	15	)	)	PUNCT
cana-1476	384	16	.	.	PUNCT
cana-1476	385	1	a	a	DET
cana-1476	385	2	comparative	comparative	ADJ
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cana-1476	385	4	of	of	ADP
cana-1476	385	5	cryptographic	cryptographic	ADJ
cana-1476	385	6	techniques	technique	NOUN
cana-1476	385	7	in	in	ADP
cana-1476	385	8	malware	malware	NOUN
cana-1476	385	9	detection	detection	NOUN
cana-1476	385	10	.	.	PUNCT
cana-1476	386	1	journal	journal	NOUN
cana-1476	386	2	of	of	ADP
cana-1476	386	3	information	information	NOUN
cana-1476	386	4	security	security	NOUN
cana-1476	386	5	and	and	CCONJ
cana-1476	386	6	applications	application	NOUN
cana-1476	386	7	,	,	PUNCT
cana-1476	386	8	54	54	NUM
cana-1476	386	9	,	,	PUNCT
cana-1476	386	10	102579	102579	NUM
cana-1476	386	11	.	.	PUNCT
cana-1476	387	1	https://doi.org/10.1016/j.jisa.2020.102579	https://doi.org/10.1016/j.jisa.2020.102579	NOUN
cana-1476	387	2	[	[	X
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cana-1476	387	4	]	]	X
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cana-1476	387	6	,	,	PUNCT
cana-1476	387	7	x.	x.	PROPN
cana-1476	387	8	,	,	PUNCT
cana-1476	387	9	&	&	CCONJ
cana-1476	387	10	lee	lee	PROPN
cana-1476	387	11	,	,	PUNCT
cana-1476	387	12	d.	d.	PROPN
cana-1476	387	13	(	(	PUNCT
cana-1476	387	14	2020	2020	NUM
cana-1476	387	15	)	)	PUNCT
cana-1476	387	16	.	.	PUNCT
cana-1476	388	1	machine	machine	NOUN
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cana-1476	388	3	techniques	technique	NOUN
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cana-1476	388	5	behavior	behavior	NOUN
cana-1476	388	6	-	-	PUNCT
cana-1476	388	7	based	base	VERB
cana-1476	388	8	malware	malware	NOUN
cana-1476	388	9	detection	detection	NOUN
cana-1476	388	10	.	.	PUNCT
cana-1476	389	1	journal	journal	NOUN
cana-1476	389	2	of	of	ADP
cana-1476	389	3	information	information	NOUN
cana-1476	389	4	security	security	NOUN
cana-1476	389	5	and	and	CCONJ
cana-1476	389	6	applications	application	NOUN
cana-1476	389	7	,	,	PUNCT
cana-1476	389	8	50	50	NUM
cana-1476	389	9	,	,	PUNCT
cana-1476	389	10	102417	102417	NUM
cana-1476	389	11	.	.	PUNCT
cana-1476	390	1	https://doi.org/10.1016/j.jisa.2020.102417	https://doi.org/10.1016/j.jisa.2020.102417	ADJ
cana-1476	390	2	[	[	X
cana-1476	390	3	32	32	NUM
cana-1476	390	4	]	]	X
cana-1476	390	5	gupta	gupta	PROPN
cana-1476	390	6	,	,	PUNCT
cana-1476	390	7	r.	r.	PROPN
cana-1476	390	8	,	,	PUNCT
cana-1476	390	9	&	&	CCONJ
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cana-1476	390	11	,	,	PUNCT
cana-1476	390	12	a.	a.	NOUN
cana-1476	390	13	(	(	PUNCT
cana-1476	390	14	2020	2020	NUM
cana-1476	390	15	)	)	PUNCT
cana-1476	390	16	.	.	PUNCT
cana-1476	391	1	statistical	statistical	ADJ
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cana-1476	391	5	:	:	PUNCT
cana-1476	391	6	a	a	DET
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cana-1476	391	8	.	.	PUNCT
cana-1476	392	1	journal	journal	NOUN
cana-1476	392	2	of	of	ADP
cana-1476	392	3	cybersecurity	cybersecurity	NOUN
cana-1476	392	4	and	and	CCONJ
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cana-1476	392	6	,	,	PUNCT
cana-1476	392	7	1(2	1(2	NUM
cana-1476	392	8	)	)	PUNCT
cana-1476	392	9	,	,	PUNCT
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cana-1476	392	11	-	-	SYM
cana-1476	392	12	208	208	NUM
cana-1476	392	13	.	.	PUNCT
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cana-1476	393	7	issn	issn	NOUN
cana-1476	393	8	:	:	PUNCT
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cana-1476	393	10	-	-	PUNCT
cana-1476	393	11	133x	133x	NUM
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cana-1476	393	13	31	31	NUM
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cana-1476	394	4	)	)	PUNCT
cana-1476	394	5	236	236	NUM
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cana-1476	394	9	]	]	X
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cana-1476	394	11	,	,	PUNCT
cana-1476	394	12	k.	k.	PROPN
cana-1476	394	13	,	,	PUNCT
cana-1476	394	14	&	&	CCONJ
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cana-1476	394	16	,	,	PUNCT
cana-1476	394	17	p.	p.	NOUN
cana-1476	394	18	(	(	PUNCT
cana-1476	394	19	2019	2019	NUM
cana-1476	394	20	)	)	PUNCT
cana-1476	394	21	.	.	PUNCT
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cana-1476	395	2	machine	machine	NOUN
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cana-1476	395	8	:	:	PUNCT
cana-1476	395	9	a	a	DET
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cana-1476	395	12	.	.	PUNCT
cana-1476	396	1	future	future	ADJ
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cana-1476	396	5	,	,	PUNCT
cana-1476	396	6	98	98	NUM
cana-1476	396	7	,	,	PUNCT
cana-1476	396	8	208	208	NUM
cana-1476	396	9	-	-	SYM
cana-1476	396	10	222	222	NUM
cana-1476	396	11	.	.	PUNCT
cana-1476	397	1	https://doi.org/10.1016/j.future.2019.03.026	https://doi.org/10.1016/j.future.2019.03.026	PROPN
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cana-1476	397	3	34	34	NUM
cana-1476	397	4	]	]	PUNCT
cana-1476	397	5	sharma	sharma	PROPN
cana-1476	397	6	,	,	PUNCT
cana-1476	397	7	a.	a.	PROPN
cana-1476	397	8	,	,	PUNCT
cana-1476	397	9	&	&	CCONJ
cana-1476	397	10	verma	verma	PROPN
cana-1476	397	11	,	,	PUNCT
cana-1476	397	12	v.	v.	PROPN
cana-1476	397	13	(	(	PUNCT
cana-1476	397	14	2019	2019	NUM
cana-1476	397	15	)	)	PUNCT
cana-1476	397	16	.	.	PUNCT
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cana-1476	398	10	:	:	PUNCT
cana-1476	398	11	a	a	DET
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cana-1476	398	14	.	.	PUNCT
cana-1476	399	1	journal	journal	NOUN
cana-1476	399	2	of	of	ADP
cana-1476	399	3	computer	computer	NOUN
cana-1476	399	4	virology	virology	NOUN
cana-1476	399	5	and	and	CCONJ
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cana-1476	399	8	,	,	PUNCT
cana-1476	399	9	15	15	NUM
cana-1476	399	10	,	,	PUNCT
cana-1476	399	11	289	289	NUM
cana-1476	399	12	-	-	SYM
cana-1476	399	13	305	305	NUM
cana-1476	399	14	.	.	PUNCT
cana-1476	400	1	https://doi.org/10.1007/s11416-01900349-9	https://doi.org/10.1007/s11416-01900349-9	PROPN
cana-1476	400	2	[	[	X
cana-1476	400	3	35	35	NUM
cana-1476	400	4	]	]	X
cana-1476	400	5	wei	wei	PROPN
cana-1476	400	6	,	,	PUNCT
cana-1476	400	7	h.	h.	PROPN
cana-1476	400	8	,	,	PUNCT
cana-1476	400	9	&	&	CCONJ
cana-1476	400	10	chen	chen	PROPN
cana-1476	400	11	,	,	PUNCT
cana-1476	400	12	j.	j.	PROPN
cana-1476	400	13	(	(	PUNCT
cana-1476	400	14	2019	2019	NUM
cana-1476	400	15	)	)	PUNCT
cana-1476	400	16	.	.	PUNCT
cana-1476	401	1	cryptographic	cryptographic	ADJ
cana-1476	401	2	methods	method	NOUN
cana-1476	401	3	for	for	ADP
cana-1476	401	4	secure	secure	ADJ
cana-1476	401	5	machine	machine	NOUN
cana-1476	401	6	learning	learning	NOUN
cana-1476	401	7	in	in	ADP
cana-1476	401	8	cybersecurity	cybersecurity	NOUN
cana-1476	401	9	applications	application	NOUN
cana-1476	401	10	.	.	PUNCT
cana-1476	402	1	journal	journal	NOUN
cana-1476	402	2	of	of	ADP
cana-1476	402	3	cryptographic	cryptographic	ADJ
cana-1476	402	4	engineering	engineering	NOUN
cana-1476	402	5	,	,	PUNCT
cana-1476	402	6	9(3	9(3	NUM
cana-1476	402	7	)	)	PUNCT
cana-1476	402	8	,	,	PUNCT
cana-1476	402	9	271	271	NUM
cana-1476	402	10	-	-	SYM
cana-1476	402	11	283	283	NUM
cana-1476	402	12	.	.	PUNCT
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cana-1476	404	1	[	[	X
cana-1476	404	2	36	36	NUM
cana-1476	404	3	]	]	SYM
cana-1476	404	4	li	li	PROPN
cana-1476	404	5	,	,	PUNCT
cana-1476	404	6	h.	h.	PROPN
cana-1476	404	7	,	,	PUNCT
cana-1476	404	8	&	&	CCONJ
cana-1476	404	9	wang	wang	PROPN
cana-1476	404	10	,	,	PUNCT
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cana-1476	404	12	(	(	PUNCT
cana-1476	404	13	2019	2019	NUM
cana-1476	404	14	)	)	PUNCT
cana-1476	404	15	.	.	PUNCT
cana-1476	405	1	machine	machine	NOUN
cana-1476	405	2	learning	learning	NOUN
cana-1476	405	3	and	and	CCONJ
cana-1476	405	4	cryptography	cryptography	NOUN
cana-1476	405	5	for	for	ADP
cana-1476	405	6	enhancing	enhance	VERB
cana-1476	405	7	cybersecurity	cybersecurity	NOUN
cana-1476	405	8	.	.	PUNCT
cana-1476	406	1	ieee	ieee	NOUN
cana-1476	406	2	transactions	transaction	NOUN
cana-1476	406	3	on	on	ADP
cana-1476	406	4	dependable	dependable	ADJ
cana-1476	406	5	and	and	CCONJ
cana-1476	406	6	secure	secure	ADJ
cana-1476	406	7	computing	computing	NOUN
cana-1476	406	8	,	,	PUNCT
cana-1476	406	9	16(5	16(5	NUM
cana-1476	406	10	)	)	PUNCT
cana-1476	406	11	,	,	PUNCT
cana-1476	406	12	757	757	PROPN
cana-1476	406	13	-	-	SYM
cana-1476	406	14	767	767	NUM
cana-1476	406	15	.	.	PUNCT
cana-1476	407	1	https://doi.org/10.1109/tdsc.2018.2882192	https://doi.org/10.1109/tdsc.2018.2882192	PRON
cana-1476	408	1	[	[	X
cana-1476	408	2	37	37	NUM
cana-1476	408	3	]	]	X
cana-1476	408	4	roberts	roberts	PROPN
cana-1476	408	5	,	,	PUNCT
cana-1476	408	6	m.	m.	NOUN
cana-1476	408	7	,	,	PUNCT
cana-1476	408	8	&	&	CCONJ
cana-1476	408	9	ahmed	ahmed	PROPN
cana-1476	408	10	,	,	PUNCT
cana-1476	408	11	s.	s.	PROPN
cana-1476	408	12	(	(	PUNCT
cana-1476	408	13	2019	2019	NUM
cana-1476	408	14	)	)	PUNCT
cana-1476	408	15	.	.	PUNCT
cana-1476	409	1	the	the	DET
cana-1476	409	2	role	role	NOUN
cana-1476	409	3	of	of	ADP
cana-1476	409	4	statistical	statistical	ADJ
cana-1476	409	5	models	model	NOUN
cana-1476	409	6	in	in	ADP
cana-1476	409	7	malware	malware	NOUN
cana-1476	409	8	detection	detection	NOUN
cana-1476	409	9	:	:	PUNCT
cana-1476	409	10	a	a	DET
cana-1476	409	11	comprehensive	comprehensive	ADJ
cana-1476	409	12	review	review	NOUN
cana-1476	409	13	.	.	PUNCT
cana-1476	410	1	journal	journal	PROPN
cana-1476	410	2	of	of	ADP
cana-1476	410	3	information	information	NOUN
cana-1476	410	4	security	security	NOUN
cana-1476	410	5	and	and	CCONJ
cana-1476	410	6	applications	application	NOUN
cana-1476	410	7	,	,	PUNCT
cana-1476	410	8	46	46	NUM
cana-1476	410	9	,	,	PUNCT
cana-1476	410	10	52	52	NUM
cana-1476	410	11	-	-	SYM
cana-1476	410	12	64	64	NUM
cana-1476	410	13	.	.	PUNCT
cana-1476	411	1	https://doi.org/10.1016/j.jisa.2019.01.008	https://doi.org/10.1016/j.jisa.2019.01.008	NOUN
cana-1476	412	1	[	[	X
cana-1476	412	2	38	38	NUM
cana-1476	412	3	]	]	SYM
cana-1476	412	4	li	li	PROPN
cana-1476	412	5	,	,	PUNCT
cana-1476	412	6	x.	x.	PROPN
cana-1476	412	7	,	,	PUNCT
cana-1476	412	8	&	&	CCONJ
cana-1476	412	9	zheng	zheng	PROPN
cana-1476	412	10	,	,	PUNCT
cana-1476	412	11	y.	y.	PROPN
cana-1476	412	12	(	(	PUNCT
cana-1476	412	13	2018	2018	NUM
cana-1476	412	14	)	)	PUNCT
cana-1476	412	15	.	.	PUNCT
cana-1476	413	1	neural	neural	ADJ
cana-1476	413	2	networks	network	NOUN
cana-1476	413	3	for	for	ADP
cana-1476	413	4	anomaly	anomaly	NOUN
cana-1476	413	5	detection	detection	NOUN
cana-1476	413	6	in	in	ADP
cana-1476	413	7	cybersecurity	cybersecurity	NOUN
cana-1476	413	8	:	:	PUNCT
cana-1476	413	9	a	a	DET
cana-1476	413	10	statistical	statistical	ADJ
cana-1476	413	11	approach	approach	NOUN
cana-1476	413	12	.	.	PUNCT
cana-1476	414	1	journal	journal	NOUN
cana-1476	414	2	of	of	ADP
cana-1476	414	3	computer	computer	NOUN
cana-1476	414	4	security	security	NOUN
cana-1476	414	5	,	,	PUNCT
cana-1476	414	6	26(2	26(2	NUM
cana-1476	414	7	)	)	PUNCT
cana-1476	414	8	,	,	PUNCT
cana-1476	414	9	135	135	NUM
cana-1476	414	10	-	-	SYM
cana-1476	414	11	149	149	NUM
cana-1476	414	12	.	.	PUNCT
cana-1476	415	1	https://doi.org/10.3233/jcs-170008	https://doi.org/10.3233/jcs-170008	X
cana-1476	416	1	[	[	X
cana-1476	416	2	39	39	NUM
cana-1476	416	3	]	]	X
cana-1476	416	4	wang	wang	PROPN
cana-1476	416	5	,	,	PUNCT
cana-1476	416	6	z.	z.	PROPN
cana-1476	416	7	,	,	PUNCT
cana-1476	416	8	&	&	CCONJ
cana-1476	416	9	li	li	PROPN
cana-1476	416	10	,	,	PUNCT
cana-1476	416	11	s.	s.	PROPN
cana-1476	416	12	(	(	PUNCT
cana-1476	416	13	2018	2018	NUM
cana-1476	416	14	)	)	PUNCT
cana-1476	416	15	.	.	PUNCT
cana-1476	417	1	statistical	statistical	ADJ
cana-1476	417	2	and	and	CCONJ
cana-1476	417	3	cryptographic	cryptographic	ADJ
cana-1476	417	4	approaches	approach	NOUN
cana-1476	417	5	to	to	ADP
cana-1476	417	6	malware	malware	NOUN
cana-1476	417	7	detection	detection	NOUN
cana-1476	417	8	:	:	PUNCT
cana-1476	417	9	a	a	DET
cana-1476	417	10	survey	survey	NOUN
cana-1476	417	11	.	.	PUNCT
cana-1476	418	1	computers	computer	NOUN
cana-1476	418	2	&	&	CCONJ
cana-1476	418	3	security	security	NOUN
cana-1476	418	4	,	,	PUNCT
cana-1476	418	5	77	77	NUM
cana-1476	418	6	,	,	PUNCT
cana-1476	418	7	248	248	NUM
cana-1476	418	8	-	-	SYM
cana-1476	418	9	265	265	NUM
cana-1476	418	10	.	.	PUNCT
cana-1476	419	1	https://doi.org/10.1016/j.cose.2018.03.014	https://doi.org/10.1016/j.cose.2018.03.014	VERB
cana-1476	420	1	[	[	X
cana-1476	420	2	40	40	NUM
cana-1476	420	3	]	]	X
cana-1476	420	4	singh	singh	PROPN
cana-1476	420	5	,	,	PUNCT
cana-1476	420	6	r.	r.	PROPN
cana-1476	420	7	,	,	PUNCT
cana-1476	420	8	&	&	CCONJ
cana-1476	420	9	kumar	kumar	PROPN
cana-1476	420	10	,	,	PUNCT
cana-1476	420	11	p.	p.	NOUN
cana-1476	420	12	(	(	PUNCT
cana-1476	420	13	2018	2018	NUM
cana-1476	420	14	)	)	PUNCT
cana-1476	420	15	.	.	PUNCT
cana-1476	421	1	behavior	behavior	NOUN
cana-1476	421	2	-	-	PUNCT
cana-1476	421	3	based	base	VERB
cana-1476	421	4	malware	malware	NOUN
cana-1476	421	5	detection	detection	NOUN
cana-1476	421	6	using	use	VERB
cana-1476	421	7	machine	machine	NOUN
cana-1476	421	8	learning	learning	NOUN
cana-1476	421	9	:	:	PUNCT
cana-1476	421	10	a	a	DET
cana-1476	421	11	comparative	comparative	ADJ
cana-1476	421	12	study	study	NOUN
cana-1476	421	13	.	.	PUNCT
cana-1476	422	1	ieee	ieee	NOUN
cana-1476	422	2	access	access	NOUN
cana-1476	422	3	,	,	PUNCT
cana-1476	422	4	6	6	NUM
cana-1476	422	5	,	,	PUNCT
cana-1476	422	6	37686	37686	NUM
cana-1476	422	7	-	-	SYM
cana-1476	422	8	37698	37698	NUM
cana-1476	422	9	.	.	PUNCT
cana-1476	423	1	https://doi.org/10.1109/access.2018.2851820	https://doi.org/10.1109/access.2018.2851820	PROPN