id	sid	tid	token	lemma	pos
cana-994	1	1	communications	communication	NOUN
cana-994	1	2	on	on	ADP
cana-994	1	3	applied	apply	VERB
cana-994	1	4	nonlinear	nonlinear	ADJ
cana-994	1	5	analysis	analysis	NOUN
cana-994	1	6	issn	issn	NOUN
cana-994	1	7	:	:	PUNCT
cana-994	1	8	1074	1074	NUM
cana-994	1	9	-	-	PUNCT
cana-994	1	10	133x	133x	NUM
cana-994	1	11	vol	vol	NOUN
cana-994	1	12	31	31	NUM
cana-994	1	13	no	no	NOUN
cana-994	1	14	.	.	PUNCT
cana-994	2	1	5s	5s	NUM
cana-994	2	2	(	(	PUNCT
cana-994	2	3	2024	2024	NUM
cana-994	2	4	)	)	PUNCT
cana-994	2	5	1	1	NUM
cana-994	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-994	2	7	a	a	DET
cana-994	2	8	hybrid	hybrid	ADJ
cana-994	2	9	malware	malware	NOUN
cana-994	2	10	detection	detection	NOUN
cana-994	2	11	system	system	NOUN
cana-994	2	12	for	for	ADP
cana-994	2	13	enhanced	enhanced	ADJ
cana-994	2	14	cloud	cloud	NOUN
cana-994	2	15	security	security	NOUN
cana-994	2	16	utilizing	utilize	VERB
cana-994	2	17	trust	trust	NOUN
cana-994	2	18	-	-	PUNCT
cana-994	2	19	based	base	VERB
cana-994	2	20	glow	glow	NOUN
cana-994	2	21	-	-	PUNCT
cana-994	2	22	worm	worm	NOUN
cana-994	2	23	swarm	swarm	NOUN
cana-994	2	24	optimization	optimization	NOUN
cana-994	2	25	and	and	CCONJ
cana-994	2	26	recurrent	recurrent	ADJ
cana-994	2	27	deep	deep	ADJ
cana-994	2	28	neural	neural	ADJ
cana-994	2	29	networks	network	NOUN
cana-994	2	30	r	r	NOUN
cana-994	2	31	swathi1	swathi1	NOUN
cana-994	2	32	,	,	PUNCT
cana-994	2	33	sivakumar	sivakumar	PROPN
cana-994	2	34	depuru2	depuru2	PROPN
cana-994	2	35	,	,	PUNCT
cana-994	2	36	m.	m.	NOUN
cana-994	2	37	sakthivel3	sakthivel3	PROPN
cana-994	2	38	,	,	PUNCT
cana-994	2	39	s.	s.	PROPN
cana-994	2	40	sivanantham4	sivanantham4	PROPN
cana-994	2	41	,	,	PUNCT
cana-994	2	42	k	k	PROPN
cana-994	2	43	amala5	amala5	PROPN
cana-994	2	44	,	,	PUNCT
cana-994	2	45	pavan	pavan	PROPN
cana-994	2	46	kumar	kumar	PROPN
cana-994	2	47	ande6	ande6	PROPN
cana-994	2	48	1department	1department	NUM
cana-994	2	49	of	of	ADP
cana-994	2	50	csa	csa	PROPN
cana-994	2	51	,	,	PUNCT
cana-994	2	52	sri	sri	PROPN
cana-994	2	53	venkateswara	venkateswara	PROPN
cana-994	2	54	college	college	PROPN
cana-994	2	55	of	of	ADP
cana-994	2	56	engineering	engineering	PROPN
cana-994	2	57	tirupati	tirupati	PROPN
cana-994	2	58	andhra	andhra	PROPN
cana-994	2	59	pradesh	pradesh	PROPN
cana-994	2	60	,	,	PUNCT
cana-994	2	61	india	india	PROPN
cana-994	2	62	,	,	PUNCT
cana-994	2	63	email	email	NOUN
cana-994	2	64	:	:	PUNCT
cana-994	2	65	swathi.mani08@gmail.com	swathi.mani08@gmail.com	PROPN
cana-994	3	1	2department	2department	NUM
cana-994	3	2	of	of	ADP
cana-994	3	3	cse	cse	PROPN
cana-994	3	4	,	,	PUNCT
cana-994	3	5	school	school	NOUN
cana-994	3	6	of	of	ADP
cana-994	3	7	computing	computing	NOUN
cana-994	3	8	,	,	PUNCT
cana-994	3	9	mohan	mohan	PROPN
cana-994	3	10	babu	babu	PROPN
cana-994	3	11	university	university	PROPN
cana-994	3	12	,	,	PUNCT
cana-994	3	13	tirupati	tirupati	PROPN
cana-994	3	14	,	,	PUNCT
cana-994	3	15	ap	ap	PROPN
cana-994	3	16	,	,	PUNCT
cana-994	3	17	india	india	PROPN
cana-994	3	18	email	email	NOUN
cana-994	3	19	:	:	PUNCT
cana-994	3	20	sivakumar.d@vidyanikethan.edu	sivakumar.d@vidyanikethan.edu	PROPN
cana-994	3	21	3dept	3dept	NUM
cana-994	3	22	.	.	PUNCT
cana-994	3	23	of	of	ADP
cana-994	3	24	.	.	PUNCT
cana-994	4	1	ai	ai	PROPN
cana-994	4	2	&	&	CCONJ
cana-994	4	3	ds	ds	PROPN
cana-994	4	4	,	,	PUNCT
cana-994	4	5	sri	sri	PROPN
cana-994	4	6	shanmugha	shanmugha	PROPN
cana-994	4	7	college	college	PROPN
cana-994	4	8	of	of	ADP
cana-994	4	9	engineering	engineering	NOUN
cana-994	4	10	and	and	CCONJ
cana-994	4	11	technology	technology	NOUN
cana-994	4	12	,	,	PUNCT
cana-994	4	13	sankari	sankari	NOUN
cana-994	4	14	,	,	PUNCT
cana-994	4	15	salem	salem	NOUN
cana-994	4	16	,	,	PUNCT
cana-994	4	17	sakthisalem@gmail.com	sakthisalem@gmail.com	X
cana-994	5	1	4dept	4dept	NUM
cana-994	5	2	.	.	PROPN
cana-994	5	3	of	of	ADP
cana-994	5	4	cse	cse	PROPN
cana-994	5	5	,	,	PUNCT
cana-994	5	6	saveetha	saveetha	PROPN
cana-994	5	7	school	school	PROPN
cana-994	5	8	of	of	ADP
cana-994	5	9	engineering	engineering	NOUN
cana-994	5	10	,	,	PUNCT
cana-994	5	11	simats	simat	NOUN
cana-994	5	12	,	,	PUNCT
cana-994	5	13	chennai	chennai	PROPN
cana-994	5	14	,	,	PUNCT
cana-994	5	15	sivananthams.sse@saveetha.com	sivananthams.sse@saveetha.com	PROPN
cana-994	6	1	5department	5department	NUM
cana-994	6	2	of	of	ADP
cana-994	6	3	ece	ece	PROPN
cana-994	6	4	,	,	PUNCT
cana-994	6	5	sri	sri	PROPN
cana-994	6	6	venkateswara	venkateswara	PROPN
cana-994	6	7	college	college	PROPN
cana-994	6	8	of	of	ADP
cana-994	6	9	engineering	engineering	NOUN
cana-994	6	10	(	(	PUNCT
cana-994	6	11	autonomous	autonomous	ADJ
cana-994	6	12	)	)	PUNCT
cana-994	6	13	,	,	PUNCT
cana-994	6	14	tirupati	tirupati	PROPN
cana-994	6	15	,	,	PUNCT
cana-994	6	16	email	email	NOUN
cana-994	6	17	:	:	PUNCT
cana-994	6	18	amala.k@svcolleges.edu.in	amala.k@svcolleges.edu.in	PRON
cana-994	6	19	6dept	6dept	NUM
cana-994	6	20	.	.	NOUN
cana-994	6	21	of	of	ADP
cana-994	6	22	cse	cse	PROPN
cana-994	6	23	,	,	PUNCT
cana-994	6	24	koneru	koneru	PROPN
cana-994	6	25	lakshmaiah	lakshmaiah	PROPN
cana-994	6	26	education	education	PROPN
cana-994	6	27	foundation	foundation	PROPN
cana-994	6	28	,	,	PUNCT
cana-994	6	29	vaddeswaram	vaddeswaram	PROPN
cana-994	6	30	,	,	PUNCT
cana-994	6	31	guntur	guntur	PROPN
cana-994	6	32	,	,	PUNCT
cana-994	6	33	522302	522302	NUM
cana-994	6	34	,	,	PUNCT
cana-994	6	35	andhra	andhra	PROPN
cana-994	6	36	pradesh	pradesh	PROPN
cana-994	6	37	,	,	PUNCT
cana-994	6	38	india	india	PROPN
cana-994	6	39	,	,	PUNCT
cana-994	6	40	email	email	NOUN
cana-994	6	41	:	:	PUNCT
cana-994	6	42	apavankumar@kluniversity.in	apavankumar@kluniversity.in	NOUN
cana-994	6	43	corresponding	correspond	VERB
cana-994	6	44	author	author	NOUN
cana-994	6	45	:	:	PUNCT
cana-994	6	46	sivakumar.d@vidyanikethan.edu	sivakumar.d@vidyanikethan.edu	PROPN
cana-994	6	47	article	article	NOUN
cana-994	6	48	history	history	NOUN
cana-994	6	49	:	:	PUNCT
cana-994	6	50	received	receive	VERB
cana-994	6	51	:	:	PUNCT
cana-994	6	52	26	26	NUM
cana-994	6	53	-	-	PUNCT
cana-994	6	54	04	04	NUM
cana-994	6	55	-	-	PUNCT
cana-994	6	56	2024	2024	NUM
cana-994	6	57	revised	revise	VERB
cana-994	6	58	:	:	PUNCT
cana-994	6	59	05	05	NUM
cana-994	6	60	-	-	PUNCT
cana-994	6	61	06	06	NUM
cana-994	6	62	-	-	PUNCT
cana-994	6	63	2024	2024	NUM
cana-994	6	64	accepted	accept	VERB
cana-994	6	65	:	:	PUNCT
cana-994	6	66	24	24	NUM
cana-994	6	67	-	-	PUNCT
cana-994	6	68	06	06	NUM
cana-994	6	69	-	-	PUNCT
cana-994	6	70	2024	2024	NUM
cana-994	6	71	abstract	abstract	NOUN
cana-994	6	72	:	:	PUNCT
cana-994	6	73	user	user	NOUN
cana-994	6	74	credentials	credential	NOUN
cana-994	6	75	are	be	AUX
cana-994	6	76	vulnerable	vulnerable	ADJ
cana-994	6	77	to	to	ADP
cana-994	6	78	exposure	exposure	NOUN
cana-994	6	79	in	in	ADP
cana-994	6	80	demilitarized	demilitarized	ADJ
cana-994	6	81	zones	zone	NOUN
cana-994	6	82	due	due	ADP
cana-994	6	83	to	to	ADP
cana-994	6	84	software	software	NOUN
cana-994	6	85	vulnerabilities	vulnerability	NOUN
cana-994	6	86	and	and	CCONJ
cana-994	6	87	hardware	hardware	NOUN
cana-994	6	88	threats	threat	NOUN
cana-994	6	89	.	.	PUNCT
cana-994	7	1	this	this	DET
cana-994	7	2	research	research	NOUN
cana-994	7	3	aims	aim	VERB
cana-994	7	4	to	to	PART
cana-994	7	5	mitigate	mitigate	VERB
cana-994	7	6	these	these	DET
cana-994	7	7	risks	risk	NOUN
cana-994	7	8	by	by	ADP
cana-994	7	9	proposing	propose	VERB
cana-994	7	10	a	a	DET
cana-994	7	11	sophisticated	sophisticated	ADJ
cana-994	7	12	trust	trust	NOUN
cana-994	7	13	-	-	PUNCT
cana-994	7	14	based	base	VERB
cana-994	7	15	malware	malware	NOUN
cana-994	7	16	detection	detection	NOUN
cana-994	7	17	(	(	PUNCT
cana-994	7	18	t	t	NOUN
cana-994	7	19	-	-	PUNCT
cana-994	7	20	malware	malware	NOUN
cana-994	7	21	detection	detection	NOUN
cana-994	7	22	)	)	PUNCT
cana-994	7	23	method	method	NOUN
cana-994	7	24	that	that	PRON
cana-994	7	25	can	can	AUX
cana-994	7	26	accurately	accurately	ADV
cana-994	7	27	classify	classify	VERB
cana-994	7	28	data	datum	NOUN
cana-994	7	29	.	.	PUNCT
cana-994	8	1	the	the	DET
cana-994	8	2	proposed	propose	VERB
cana-994	8	3	system	system	NOUN
cana-994	8	4	utilizes	utilize	VERB
cana-994	8	5	an	an	DET
cana-994	8	6	enhanced	enhanced	ADJ
cana-994	8	7	glow	glow	NOUN
cana-994	8	8	-	-	PUNCT
cana-994	8	9	worm	worm	NOUN
cana-994	8	10	swarm	swarm	NOUN
cana-994	8	11	optimization	optimization	NOUN
cana-994	8	12	(	(	PUNCT
cana-994	8	13	igwso	igwso	PROPN
cana-994	8	14	)	)	PUNCT
cana-994	8	15	technique	technique	NOUN
cana-994	8	16	to	to	ADP
cana-994	8	17	efficiently	efficiently	ADV
cana-994	8	18	cluster	cluster	NOUN
cana-994	8	19	datasets	dataset	NOUN
cana-994	8	20	.	.	PUNCT
cana-994	9	1	to	to	PART
cana-994	9	2	classify	classify	VERB
cana-994	9	3	potential	potential	ADJ
cana-994	9	4	intrusions	intrusion	NOUN
cana-994	9	5	and	and	CCONJ
cana-994	9	6	assign	assign	VERB
cana-994	9	7	trust	trust	NOUN
cana-994	9	8	levels	level	NOUN
cana-994	9	9	to	to	PART
cana-994	9	10	cloud	cloud	VERB
cana-994	9	11	data	datum	NOUN
cana-994	9	12	after	after	ADP
cana-994	9	13	clustering	clustering	NOUN
cana-994	9	14	,	,	PUNCT
cana-994	9	15	a	a	DET
cana-994	9	16	recurrent	recurrent	ADJ
cana-994	9	17	neural	neural	ADJ
cana-994	9	18	network	network	NOUN
cana-994	9	19	(	(	PUNCT
cana-994	9	20	rnn	rnn	PROPN
cana-994	9	21	)	)	PUNCT
cana-994	9	22	approach	approach	NOUN
cana-994	9	23	is	be	AUX
cana-994	9	24	employed	employ	VERB
cana-994	9	25	.	.	PUNCT
cana-994	10	1	the	the	DET
cana-994	10	2	effectiveness	effectiveness	NOUN
cana-994	10	3	of	of	ADP
cana-994	10	4	the	the	DET
cana-994	10	5	trust	trust	NOUN
cana-994	10	6	-	-	PUNCT
cana-994	10	7	oriented	orient	VERB
cana-994	10	8	malware	malware	NOUN
cana-994	10	9	detection	detection	NOUN
cana-994	10	10	system	system	NOUN
cana-994	10	11	(	(	PUNCT
cana-994	10	12	t	t	NOUN
cana-994	10	13	-	-	PUNCT
cana-994	10	14	malware	malware	NOUN
cana-994	10	15	detections	detection	NOUN
cana-994	10	16	)	)	PUNCT
cana-994	10	17	is	be	AUX
cana-994	10	18	evaluated	evaluate	VERB
cana-994	10	19	using	use	VERB
cana-994	10	20	metrics	metric	NOUN
cana-994	10	21	such	such	ADJ
cana-994	10	22	as	as	ADP
cana-994	10	23	detection	detection	NOUN
cana-994	10	24	rate	rate	NOUN
cana-994	10	25	,	,	PUNCT
cana-994	10	26	precision	precision	NOUN
cana-994	10	27	,	,	PUNCT
cana-994	10	28	recall	recall	NOUN
cana-994	10	29	,	,	PUNCT
cana-994	10	30	and	and	CCONJ
cana-994	10	31	f	f	X
cana-994	10	32	-	-	PUNCT
cana-994	10	33	measure	measure	NOUN
cana-994	10	34	.	.	PUNCT
cana-994	11	1	this	this	DET
cana-994	11	2	system	system	NOUN
cana-994	11	3	is	be	AUX
cana-994	11	4	developed	develop	VERB
cana-994	11	5	using	use	VERB
cana-994	11	6	java	java	NOUN
cana-994	11	7	and	and	CCONJ
cana-994	11	8	the	the	DET
cana-994	11	9	cloudsimulator	cloudsimulator	NOUN
cana-994	11	10	(	(	PUNCT
cana-994	11	11	cloudsim	cloudsim	NOUN
cana-994	11	12	)	)	PUNCT
cana-994	11	13	tool	tool	NOUN
cana-994	11	14	,	,	PUNCT
cana-994	11	15	allowing	allow	VERB
cana-994	11	16	for	for	ADP
cana-994	11	17	a	a	DET
cana-994	11	18	thorough	thorough	ADJ
cana-994	11	19	evaluation	evaluation	NOUN
cana-994	11	20	of	of	ADP
cana-994	11	21	its	its	PRON
cana-994	11	22	performance	performance	NOUN
cana-994	11	23	in	in	ADP
cana-994	11	24	comparison	comparison	NOUN
cana-994	11	25	to	to	ADP
cana-994	11	26	contemporary	contemporary	ADJ
cana-994	11	27	state	state	NOUN
cana-994	11	28	-	-	PUNCT
cana-994	11	29	of	of	ADP
cana-994	11	30	-	-	PUNCT
cana-994	11	31	the	the	DET
cana-994	11	32	-	-	PUNCT
cana-994	11	33	art	art	NOUN
cana-994	11	34	systems	system	NOUN
cana-994	11	35	.	.	PUNCT
cana-994	12	1	keywords	keyword	NOUN
cana-994	12	2	:	:	PUNCT
cana-994	12	3	malware	malware	NOUN
cana-994	12	4	detection	detection	NOUN
cana-994	12	5	system	system	NOUN
cana-994	12	6	;	;	PUNCT
cana-994	12	7	enhanced	enhance	VERB
cana-994	12	8	cloud	cloud	NOUN
cana-994	12	9	security	security	NOUN
cana-994	12	10	.	.	PUNCT
cana-994	13	1	1	1	X
cana-994	13	2	.	.	X
cana-994	13	3	introduction	introduction	NOUN
cana-994	13	4	the	the	DET
cana-994	13	5	term	term	NOUN
cana-994	13	6	"	"	PUNCT
cana-994	13	7	cloud	cloud	NOUN
cana-994	13	8	-	-	PUNCT
cana-994	13	9	based	base	VERB
cana-994	13	10	computing	computing	NOUN
cana-994	13	11	"	"	PUNCT
cana-994	13	12	describes	describe	VERB
cana-994	13	13	the	the	DET
cana-994	13	14	modern	modern	ADJ
cana-994	13	15	it	it	PRON
cana-994	13	16	phenomena	phenomenon	NOUN
cana-994	13	17	of	of	ADP
cana-994	13	18	transmitting	transmit	VERB
cana-994	13	19	data	datum	NOUN
cana-994	13	20	and	and	CCONJ
cana-994	13	21	computations	computation	NOUN
cana-994	13	22	from	from	ADP
cana-994	13	23	personal	personal	ADJ
cana-994	13	24	pcs	pc	NOUN
cana-994	13	25	to	to	ADP
cana-994	13	26	massive	massive	ADJ
cana-994	13	27	data	datum	NOUN
cana-994	13	28	centres	centre	NOUN
cana-994	13	29	.	.	PUNCT
cana-994	14	1	computation	computation	NOUN
cana-994	14	2	is	be	AUX
cana-994	14	3	made	make	VERB
cana-994	14	4	possible	possible	ADJ
cana-994	14	5	in	in	ADP
cana-994	14	6	cloud	cloud	ADJ
cana-994	14	7	environments	environment	NOUN
cana-994	14	8	through	through	ADP
cana-994	14	9	the	the	DET
cana-994	14	10	integration	integration	NOUN
cana-994	14	11	of	of	ADP
cana-994	14	12	data	datum	NOUN
cana-994	14	13	centres	centre	NOUN
cana-994	14	14	in	in	ADP
cana-994	14	15	multiple	multiple	ADJ
cana-994	14	16	spaces	space	NOUN
cana-994	14	17	and	and	CCONJ
cana-994	14	18	linked	link	VERB
cana-994	14	19	high	high	ADJ
cana-994	14	20	-	-	PUNCT
cana-994	14	21	velocity	velocity	NOUN
cana-994	14	22	networks	network	NOUN
cana-994	14	23	[	[	X
cana-994	14	24	1	1	NUM
cana-994	14	25	]	]	PUNCT
cana-994	14	26	.	.	PUNCT
cana-994	15	1	a	a	DET
cana-994	15	2	group	group	NOUN
cana-994	15	3	of	of	ADP
cana-994	15	4	scattered	scatter	VERB
cana-994	15	5	pcs	pc	NOUN
cana-994	15	6	known	know	VERB
cana-994	15	7	as	as	ADP
cana-994	15	8	the	the	DET
cana-994	15	9	cloud	cloud	NOUN
cana-994	15	10	gives	give	VERB
cana-994	15	11	networked	network	VERB
cana-994	15	12	users	user	NOUN
cana-994	15	13	access	access	NOUN
cana-994	15	14	to	to	ADP
cana-994	15	15	computing	compute	VERB
cana-994	15	16	resources	resource	NOUN
cana-994	15	17	and	and	CCONJ
cana-994	15	18	services	service	NOUN
cana-994	15	19	whenever	whenever	SCONJ
cana-994	15	20	they	they	PRON
cana-994	15	21	need	need	VERB
cana-994	15	22	them	they	PRON
cana-994	15	23	.	.	PUNCT
cana-994	16	1	supply	supply	NOUN
cana-994	16	2	organization	organization	NOUN
cana-994	16	3	strategies	strategy	NOUN
cana-994	16	4	assist	assist	VERB
cana-994	16	5	in	in	ADP
cana-994	16	6	managing	manage	VERB
cana-994	16	7	it	it	PRON
cana-994	16	8	resources	resource	VERB
cana-994	16	9	when	when	SCONJ
cana-994	16	10	both	both	DET
cana-994	16	11	cloud	cloud	ADJ
cana-994	16	12	workers	worker	NOUN
cana-994	16	13	and	and	CCONJ
cana-994	16	14	users	user	NOUN
cana-994	16	15	do	do	VERB
cana-994	16	16	administrative	administrative	ADJ
cana-994	16	17	tasks	task	NOUN
cana-994	16	18	.	.	PUNCT
cana-994	17	1	infrastructure	infrastructure	NOUN
cana-994	17	2	as	as	ADP
cana-994	17	3	a	a	DET
cana-994	17	4	service	service	NOUN
cana-994	17	5	(	(	PUNCT
cana-994	17	6	iaas	iaas	PROPN
cana-994	17	7	)	)	PUNCT
cana-994	17	8	in	in	ADP
cana-994	17	9	cloud	cloud	NOUN
cana-994	17	10	computing	computing	NOUN
cana-994	17	11	is	be	AUX
cana-994	17	12	subdivided	subdivide	VERB
cana-994	17	13	into	into	ADP
cana-994	17	14	physical	physical	ADJ
cana-994	17	15	,	,	PUNCT
cana-994	17	16	virtual	virtual	ADJ
cana-994	17	17	,	,	PUNCT
cana-994	17	18	and	and	CCONJ
cana-994	17	19	managerial	managerial	ADJ
cana-994	17	20	layers	layer	NOUN
cana-994	17	21	.	.	PUNCT
cana-994	18	1	clients	client	NOUN
cana-994	18	2	can	can	AUX
cana-994	18	3	access	access	VERB
cana-994	18	4	virtualized	virtualize	VERB
cana-994	18	5	services	service	NOUN
cana-994	18	6	across	across	ADP
cana-994	18	7	these	these	DET
cana-994	18	8	various	various	ADJ
cana-994	18	9	levels	level	NOUN
cana-994	18	10	.	.	PUNCT
cana-994	19	1	this	this	DET
cana-994	19	2	model	model	NOUN
cana-994	19	3	utilizes	utilize	VERB
cana-994	19	4	virtual	virtual	ADJ
cana-994	19	5	computing	compute	VERB
cana-994	19	6	resources	resource	NOUN
cana-994	19	7	to	to	PART
cana-994	19	8	create	create	VERB
cana-994	19	9	and	and	CCONJ
cana-994	19	10	manage	manage	VERB
cana-994	19	11	physical	physical	ADJ
cana-994	19	12	resources	resource	NOUN
cana-994	19	13	.	.	PUNCT
cana-994	20	1	clients	client	NOUN
cana-994	20	2	are	be	AUX
cana-994	20	3	allocated	allocate	VERB
cana-994	20	4	multiple	multiple	ADJ
cana-994	20	5	virtual	virtual	ADJ
cana-994	20	6	mailto:sivakumar.d@vidyanikethan.edu	mailto:sivakumar.d@vidyanikethan.edu	NOUN
cana-994	20	7	mailto:sivananthams.sse@saveetha.com	mailto:sivananthams.sse@saveetha.com	X
cana-994	20	8	mailto:amala.k@svcolleges.edu.in	mailto:amala.k@svcolleges.edu.in	ADJ
cana-994	20	9	communications	communication	NOUN
cana-994	20	10	on	on	ADP
cana-994	20	11	applied	apply	VERB
cana-994	20	12	nonlinear	nonlinear	ADJ
cana-994	20	13	analysis	analysis	NOUN
cana-994	20	14	issn	issn	NOUN
cana-994	20	15	:	:	PUNCT
cana-994	20	16	1074	1074	NUM
cana-994	20	17	-	-	PUNCT
cana-994	20	18	133x	133x	NUM
cana-994	20	19	vol	vol	NOUN
cana-994	20	20	31	31	NUM
cana-994	20	21	no	no	NOUN
cana-994	20	22	.	.	PUNCT
cana-994	21	1	5s	5s	NUM
cana-994	21	2	(	(	PUNCT
cana-994	21	3	2024	2024	NUM
cana-994	21	4	)	)	PUNCT
cana-994	21	5	2	2	NUM
cana-994	21	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-994	21	7	computing	compute	VERB
cana-994	21	8	resources	resource	NOUN
cana-994	21	9	according	accord	VERB
cana-994	21	10	to	to	ADP
cana-994	21	11	their	their	PRON
cana-994	21	12	requirements	requirement	NOUN
cana-994	21	13	,	,	PUNCT
cana-994	21	14	and	and	CCONJ
cana-994	21	15	the	the	DET
cana-994	21	16	management	management	NOUN
cana-994	21	17	of	of	ADP
cana-994	21	18	these	these	DET
cana-994	21	19	virtual	virtual	ADJ
cana-994	21	20	resources	resource	NOUN
cana-994	21	21	is	be	AUX
cana-994	21	22	conducted	conduct	VERB
cana-994	21	23	through	through	ADP
cana-994	21	24	virtual	virtual	ADJ
cana-994	21	25	machine	machine	NOUN
cana-994	21	26	monitoring	monitoring	NOUN
cana-994	21	27	(	(	PUNCT
cana-994	21	28	vmm	vmm	PROPN
cana-994	21	29	)	)	PUNCT
cana-994	22	1	[	[	X
cana-994	22	2	2	2	NUM
cana-994	22	3	]	]	PUNCT
cana-994	22	4	.	.	PUNCT
cana-994	23	1	evidently	evidently	ADV
cana-994	23	2	,	,	PUNCT
cana-994	23	3	security	security	NOUN
cana-994	23	4	has	have	VERB
cana-994	23	5	a	a	DET
cana-994	23	6	high	high	ADJ
cana-994	23	7	vulnerability	vulnerability	NOUN
cana-994	23	8	rating	rating	NOUN
cana-994	23	9	among	among	ADP
cana-994	23	10	the	the	DET
cana-994	23	11	various	various	ADJ
cana-994	23	12	cloud	cloud	NOUN
cana-994	23	13	services	service	NOUN
cana-994	23	14	.	.	PUNCT
cana-994	24	1	numerous	numerous	ADJ
cana-994	24	2	cloud	cloud	NOUN
cana-994	24	3	services	service	NOUN
cana-994	24	4	are	be	AUX
cana-994	24	5	necessary	necessary	ADJ
cana-994	24	6	in	in	ADP
cana-994	24	7	the	the	DET
cana-994	24	8	public	public	ADJ
cana-994	24	9	,	,	PUNCT
cana-994	24	10	private	private	ADJ
cana-994	24	11	,	,	PUNCT
cana-994	24	12	and	and	CCONJ
cana-994	24	13	industrial	industrial	ADJ
cana-994	24	14	areas	area	NOUN
cana-994	24	15	.	.	PUNCT
cana-994	25	1	significant	significant	ADJ
cana-994	25	2	changes	change	NOUN
cana-994	25	3	are	be	AUX
cana-994	25	4	occurring	occur	VERB
cana-994	25	5	in	in	ADP
cana-994	25	6	the	the	DET
cana-994	25	7	need	need	NOUN
cana-994	25	8	-	-	PUNCT
cana-994	25	9	ability	ability	NOUN
cana-994	25	10	spectrum	spectrum	NOUN
cana-994	25	11	for	for	ADP
cana-994	25	12	these	these	DET
cana-994	25	13	services	service	NOUN
cana-994	25	14	[	[	X
cana-994	25	15	17	17	NUM
cana-994	25	16	]	]	PUNCT
cana-994	25	17	.	.	PUNCT
cana-994	26	1	protection	protection	NOUN
cana-994	26	2	and	and	CCONJ
cana-994	26	3	resilience	resilience	NOUN
cana-994	26	4	are	be	AUX
cana-994	26	5	at	at	ADP
cana-994	26	6	the	the	DET
cana-994	26	7	top	top	NOUN
cana-994	26	8	of	of	ADP
cana-994	26	9	the	the	DET
cana-994	26	10	key	key	ADJ
cana-994	26	11	need	need	NOUN
cana-994	26	12	ability	ability	NOUN
cana-994	26	13	index	index	NOUN
cana-994	26	14	.	.	PUNCT
cana-994	27	1	these	these	PRON
cana-994	27	2	suggest	suggest	VERB
cana-994	27	3	that	that	SCONJ
cana-994	27	4	a	a	DET
cana-994	27	5	cloud	cloud	NOUN
cana-994	27	6	should	should	AUX
cana-994	27	7	be	be	AUX
cana-994	27	8	designed	design	VERB
cana-994	27	9	to	to	PART
cana-994	27	10	consider	consider	VERB
cana-994	27	11	targeted	targeted	ADJ
cana-994	27	12	attacks	attack	NOUN
cana-994	27	13	on	on	ADP
cana-994	27	14	cloud	cloud	NOUN
cana-994	27	15	infrastructure	infrastructure	NOUN
cana-994	27	16	and	and	CCONJ
cana-994	27	17	should	should	AUX
cana-994	27	18	only	only	ADV
cana-994	27	19	react	react	VERB
cana-994	27	20	to	to	ADP
cana-994	27	21	such	such	ADJ
cana-994	27	22	attacks	attack	NOUN
cana-994	27	23	.	.	PUNCT
cana-994	28	1	the	the	DET
cana-994	28	2	standard	standard	ADJ
cana-994	28	3	operating	operating	NOUN
cana-994	28	4	procedures	procedure	NOUN
cana-994	28	5	on	on	ADP
cana-994	28	6	relevant	relevant	ADJ
cana-994	28	7	cc	cc	NOUN
cana-994	28	8	structures	structure	NOUN
cana-994	28	9	reduce	reduce	VERB
cana-994	28	10	defense	defense	NOUN
cana-994	28	11	response	response	NOUN
cana-994	28	12	and	and	CCONJ
cana-994	28	13	efficacy	efficacy	NOUN
cana-994	28	14	against	against	ADP
cana-994	28	15	novel	novel	ADJ
cana-994	28	16	threats	threat	NOUN
cana-994	28	17	that	that	PRON
cana-994	28	18	are	be	AUX
cana-994	28	19	likely	likely	ADJ
cana-994	28	20	to	to	PART
cana-994	28	21	arise	arise	VERB
cana-994	28	22	in	in	ADP
cana-994	28	23	the	the	DET
cana-994	28	24	dynamic	dynamic	ADJ
cana-994	28	25	distributed	distribute	VERB
cana-994	28	26	computing	computing	NOUN
cana-994	28	27	environment	environment	NOUN
cana-994	28	28	.	.	PUNCT
cana-994	29	1	these	these	DET
cana-994	29	2	special	special	ADJ
cana-994	29	3	assaults	assault	NOUN
cana-994	29	4	clearly	clearly	ADV
cana-994	29	5	and	and	CCONJ
cana-994	29	6	unequivocally	unequivocally	ADV
cana-994	29	7	misuse	misuse	VERB
cana-994	29	8	the	the	DET
cana-994	29	9	standard	standard	ADJ
cana-994	29	10	signature	signature	NOUN
cana-994	29	11	-	-	PUNCT
cana-994	29	12	based	base	VERB
cana-994	29	13	detection	detection	NOUN
cana-994	29	14	techniques	technique	NOUN
cana-994	29	15	[	[	X
cana-994	29	16	3	3	NUM
cana-994	29	17	]	]	PUNCT
cana-994	29	18	.	.	PUNCT
cana-994	30	1	malware	malware	NOUN
cana-994	30	2	assaults	assault	NOUN
cana-994	30	3	have	have	AUX
cana-994	30	4	increased	increase	VERB
cana-994	30	5	in	in	ADP
cana-994	30	6	frequency	frequency	NOUN
cana-994	30	7	due	due	ADP
cana-994	30	8	to	to	ADP
cana-994	30	9	the	the	DET
cana-994	30	10	massive	massive	ADJ
cana-994	30	11	quantity	quantity	NOUN
cana-994	30	12	of	of	ADP
cana-994	30	13	information	information	NOUN
cana-994	30	14	stored	store	VERB
cana-994	30	15	on	on	ADP
cana-994	30	16	cloud	cloud	NOUN
cana-994	30	17	platforms	platform	NOUN
cana-994	30	18	.	.	PUNCT
cana-994	31	1	malware	malware	NOUN
cana-994	31	2	in	in	ADP
cana-994	31	3	cc	cc	PROPN
cana-994	31	4	can	can	AUX
cana-994	31	5	be	be	AUX
cana-994	31	6	identified	identify	VERB
cana-994	31	7	via	via	ADP
cana-994	31	8	either	either	CCONJ
cana-994	31	9	distributed	distributed	ADJ
cana-994	31	10	or	or	CCONJ
cana-994	31	11	hypervisor	hypervisor	NOUN
cana-994	31	12	-	-	PUNCT
cana-994	31	13	based	base	VERB
cana-994	31	14	techniques	technique	NOUN
cana-994	31	15	.	.	PUNCT
cana-994	32	1	distributed	distribute	VERB
cana-994	32	2	detection	detection	NOUN
cana-994	32	3	techniques	technique	NOUN
cana-994	32	4	house	house	VERB
cana-994	32	5	the	the	DET
cana-994	32	6	vms	vms	PROPN
cana-994	32	7	agent	agent	NOUN
cana-994	32	8	within	within	ADP
cana-994	32	9	a	a	DET
cana-994	32	10	guest	guest	NOUN
cana-994	32	11	virtual	virtual	ADJ
cana-994	32	12	machine	machine	NOUN
cana-994	32	13	by	by	ADP
cana-994	32	14	default	default	NOUN
cana-994	32	15	[	[	X
cana-994	32	16	18	18	NUM
cana-994	32	17	]	]	PUNCT
cana-994	32	18	.	.	PUNCT
cana-994	33	1	anomalies	anomaly	NOUN
cana-994	33	2	are	be	AUX
cana-994	33	3	identified	identify	VERB
cana-994	33	4	using	use	VERB
cana-994	33	5	a	a	DET
cana-994	33	6	few	few	ADJ
cana-994	33	7	well	well	ADV
cana-994	33	8	-	-	PUNCT
cana-994	33	9	known	know	VERB
cana-994	33	10	techniques	technique	NOUN
cana-994	33	11	using	use	VERB
cana-994	33	12	different	different	ADJ
cana-994	33	13	denominators	denominator	NOUN
cana-994	33	14	.	.	PUNCT
cana-994	34	1	the	the	DET
cana-994	34	2	projected	project	VERB
cana-994	34	3	clustering	clustering	ADJ
cana-994	34	4	mechanism	mechanism	NOUN
cana-994	34	5	does	do	AUX
cana-994	34	6	not	not	PART
cana-994	34	7	show	show	VERB
cana-994	34	8	any	any	DET
cana-994	34	9	dimension	dimension	NOUN
cana-994	34	10	.	.	PUNCT
cana-994	35	1	the	the	DET
cana-994	35	2	key	key	ADJ
cana-994	35	3	piece	piece	NOUN
cana-994	35	4	of	of	ADP
cana-994	35	5	advice	advice	NOUN
cana-994	35	6	is	be	AUX
cana-994	35	7	to	to	PART
cana-994	35	8	use	use	VERB
cana-994	35	9	a	a	DET
cana-994	35	10	cluster	cluster	NOUN
cana-994	35	11	to	to	PART
cana-994	35	12	gather	gather	VERB
cana-994	35	13	the	the	DET
cana-994	35	14	input	input	NOUN
cana-994	35	15	dataset	dataset	NOUN
cana-994	35	16	and	and	CCONJ
cana-994	35	17	then	then	ADV
cana-994	35	18	classify	classify	VERB
cana-994	35	19	the	the	DET
cana-994	35	20	remaining	remain	VERB
cana-994	35	21	data	datum	NOUN
cana-994	35	22	from	from	ADP
cana-994	35	23	the	the	DET
cana-994	35	24	cluster	cluster	NOUN
cana-994	35	25	center	center	NOUN
cana-994	35	26	for	for	ADP
cana-994	35	27	characterizing	characterize	VERB
cana-994	35	28	the	the	DET
cana-994	35	29	data	datum	NOUN
cana-994	35	30	that	that	PRON
cana-994	35	31	is	be	AUX
cana-994	35	32	already	already	ADV
cana-994	35	33	accessible	accessible	ADJ
cana-994	35	34	and	and	CCONJ
cana-994	35	35	preventing	prevent	VERB
cana-994	35	36	intrusions	intrusion	NOUN
cana-994	35	37	[	[	X
cana-994	35	38	4	4	NUM
cana-994	35	39	]	]	PUNCT
cana-994	35	40	.	.	PUNCT
cana-994	36	1	the	the	DET
cana-994	36	2	results	result	NOUN
cana-994	36	3	matrix	matrix	VERB
cana-994	36	4	and	and	CCONJ
cana-994	36	5	visual	visual	ADJ
cana-994	36	6	notations	notation	NOUN
cana-994	36	7	show	show	VERB
cana-994	36	8	a	a	DET
cana-994	36	9	significant	significant	ADJ
cana-994	36	10	rise	rise	NOUN
cana-994	36	11	in	in	ADP
cana-994	36	12	malware	malware	NOUN
cana-994	36	13	identification	identification	NOUN
cana-994	36	14	,	,	PUNCT
cana-994	36	15	yielding	yield	VERB
cana-994	36	16	a	a	DET
cana-994	36	17	precision	precision	NOUN
cana-994	36	18	of	of	ADP
cana-994	36	19	more	more	ADJ
cana-994	36	20	than	than	ADP
cana-994	36	21	92.45	92.45	NUM
cana-994	36	22	%	%	NOUN
cana-994	36	23	[	[	X
cana-994	36	24	19	19	NUM
cana-994	36	25	,	,	PUNCT
cana-994	36	26	29	29	NUM
cana-994	36	27	]	]	PUNCT
cana-994	36	28	.	.	PUNCT
cana-994	37	1	while	while	SCONJ
cana-994	37	2	the	the	DET
cana-994	37	3	detection	detection	NOUN
cana-994	37	4	of	of	ADP
cana-994	37	5	malicious	malicious	ADJ
cana-994	37	6	software	software	NOUN
cana-994	37	7	initially	initially	ADV
cana-994	37	8	appears	appear	VERB
cana-994	37	9	to	to	PART
cana-994	37	10	be	be	AUX
cana-994	37	11	a	a	DET
cana-994	37	12	system	system	NOUN
cana-994	37	13	's	's	PART
cana-994	37	14	deterministic	deterministic	ADJ
cana-994	37	15	state	state	NOUN
cana-994	37	16	,	,	PUNCT
cana-994	37	17	the	the	DET
cana-994	37	18	rising	rise	VERB
cana-994	37	19	eco	eco	NOUN
cana-994	37	20	system	system	NOUN
cana-994	37	21	of	of	ADP
cana-994	37	22	the	the	DET
cana-994	37	23	malevolent	malevolent	ADJ
cana-994	37	24	program	program	NOUN
cana-994	37	25	is	be	AUX
cana-994	37	26	making	make	VERB
cana-994	37	27	the	the	DET
cana-994	37	28	difficulty	difficulty	NOUN
cana-994	37	29	of	of	ADP
cana-994	37	30	recognizing	recognize	VERB
cana-994	37	31	it	it	PRON
cana-994	37	32	move	move	VERB
cana-994	37	33	toward	toward	ADP
cana-994	37	34	a	a	DET
cana-994	37	35	pseudo	pseudo	NOUN
cana-994	37	36	deterministic	deterministic	ADJ
cana-994	37	37	state	state	NOUN
cana-994	37	38	.	.	PUNCT
cana-994	38	1	the	the	DET
cana-994	38	2	tremendous	tremendous	ADJ
cana-994	38	3	difficulty	difficulty	NOUN
cana-994	38	4	presented	present	VERB
cana-994	38	5	by	by	ADP
cana-994	38	6	the	the	DET
cana-994	38	7	systems	system	NOUN
cana-994	38	8	that	that	PRON
cana-994	38	9	surround	surround	VERB
cana-994	38	10	us	we	PRON
cana-994	38	11	and	and	CCONJ
cana-994	38	12	their	their	PRON
cana-994	38	13	rebellious	rebellious	ADJ
cana-994	38	14	neighbours	neighbour	NOUN
cana-994	38	15	in	in	ADP
cana-994	38	16	the	the	DET
cana-994	38	17	kind	kind	NOUN
cana-994	38	18	of	of	ADP
cana-994	38	19	malware	malware	NOUN
cana-994	38	20	makes	make	VERB
cana-994	38	21	both	both	PRON
cana-994	38	22	stand	stand	VERB
cana-994	38	23	out	out	ADP
cana-994	38	24	from	from	ADP
cana-994	38	25	one	one	NUM
cana-994	38	26	another	another	DET
cana-994	38	27	.	.	PUNCT
cana-994	39	1	the	the	DET
cana-994	39	2	industry	industry	NOUN
cana-994	39	3	's	's	PART
cana-994	39	4	grand	grand	ADJ
cana-994	39	5	ambition	ambition	NOUN
cana-994	39	6	is	be	AUX
cana-994	39	7	for	for	ADP
cana-994	39	8	a	a	DET
cana-994	39	9	single	single	ADJ
cana-994	39	10	supplier	supplier	NOUN
cana-994	39	11	to	to	PART
cana-994	39	12	provide	provide	VERB
cana-994	39	13	a	a	DET
cana-994	39	14	collection	collection	NOUN
cana-994	39	15	of	of	ADP
cana-994	39	16	algorithms	algorithm	NOUN
cana-994	39	17	for	for	ADP
cana-994	39	18	data	datum	NOUN
cana-994	39	19	analysis	analysis	NOUN
cana-994	39	20	and	and	CCONJ
cana-994	39	21	resultant	resultant	VERB
cana-994	39	22	action	action	NOUN
cana-994	39	23	[	[	X
cana-994	39	24	21	21	NUM
cana-994	39	25	,	,	PUNCT
cana-994	39	26	31	31	NUM
cana-994	39	27	]	]	PUNCT
cana-994	39	28	.	.	PUNCT
cana-994	40	1	dos	do	NOUN
cana-994	40	2	attacks	attack	NOUN
cana-994	40	3	,	,	PUNCT
cana-994	40	4	which	which	PRON
cana-994	40	5	can	can	AUX
cana-994	40	6	be	be	AUX
cana-994	40	7	harmful	harmful	ADJ
cana-994	40	8	to	to	ADP
cana-994	40	9	systems	system	NOUN
cana-994	40	10	and	and	CCONJ
cana-994	40	11	their	their	PRON
cana-994	40	12	infrastructure	infrastructure	NOUN
cana-994	40	13	if	if	SCONJ
cana-994	40	14	they	they	PRON
cana-994	40	15	happen	happen	VERB
cana-994	40	16	simultaneously	simultaneously	ADV
cana-994	40	17	,	,	PUNCT
cana-994	40	18	are	be	AUX
cana-994	40	19	more	more	ADV
cana-994	40	20	likely	likely	ADJ
cana-994	40	21	to	to	PART
cana-994	40	22	happen	happen	VERB
cana-994	40	23	in	in	ADP
cana-994	40	24	the	the	DET
cana-994	40	25	cloud	cloud	NOUN
cana-994	40	26	,	,	PUNCT
cana-994	40	27	according	accord	VERB
cana-994	40	28	to	to	ADP
cana-994	40	29	security	security	NOUN
cana-994	40	30	experts	expert	NOUN
cana-994	40	31	.	.	PUNCT
cana-994	41	1	while	while	SCONJ
cana-994	41	2	many	many	ADJ
cana-994	41	3	malware	malware	NOUN
cana-994	41	4	identification	identification	NOUN
cana-994	41	5	systems	system	NOUN
cana-994	41	6	rely	rely	VERB
cana-994	41	7	on	on	ADP
cana-994	41	8	machine	machine	NOUN
cana-994	41	9	learning	learn	VERB
cana-994	41	10	techniques	technique	NOUN
cana-994	41	11	to	to	PART
cana-994	41	12	identify	identify	VERB
cana-994	41	13	breaches	breach	NOUN
cana-994	41	14	,	,	PUNCT
cana-994	41	15	their	their	PRON
cana-994	41	16	detection	detection	NOUN
cana-994	41	17	rates	rate	NOUN
cana-994	41	18	do	do	AUX
cana-994	41	19	not	not	PART
cana-994	41	20	show	show	VERB
cana-994	41	21	significant	significant	ADJ
cana-994	41	22	improvements	improvement	NOUN
cana-994	41	23	.	.	PUNCT
cana-994	42	1	a	a	DET
cana-994	42	2	range	range	NOUN
cana-994	42	3	of	of	ADP
cana-994	42	4	software	software	NOUN
cana-994	42	5	bugs	bug	NOUN
cana-994	42	6	and	and	CCONJ
cana-994	42	7	computer	computer	NOUN
cana-994	42	8	hardware	hardware	NOUN
cana-994	42	9	attacks	attack	NOUN
cana-994	42	10	expose	expose	VERB
cana-994	42	11	user	user	NOUN
cana-994	42	12	ids	id	NOUN
cana-994	42	13	or	or	CCONJ
cana-994	42	14	put	put	VERB
cana-994	42	15	them	they	PRON
cana-994	42	16	in	in	ADP
cana-994	42	17	danger	danger	NOUN
cana-994	42	18	of	of	ADP
cana-994	42	19	ending	end	VERB
cana-994	42	20	up	up	ADP
cana-994	42	21	in	in	ADP
cana-994	42	22	disarmed	disarmed	ADJ
cana-994	42	23	zones	zone	NOUN
cana-994	42	24	;	;	PUNCT
cana-994	42	25	an	an	DET
cana-994	42	26	investigation	investigation	NOUN
cana-994	42	27	is	be	AUX
cana-994	42	28	conducted	conduct	VERB
cana-994	42	29	,	,	PUNCT
cana-994	42	30	and	and	CCONJ
cana-994	42	31	lastly	lastly	ADV
cana-994	42	32	,	,	PUNCT
cana-994	42	33	a	a	DET
cana-994	42	34	trust	trust	NOUN
cana-994	42	35	-	-	PUNCT
cana-994	42	36	oriented	orient	VERB
cana-994	42	37	malware	malware	NOUN
cana-994	42	38	identification	identification	NOUN
cana-994	42	39	method	method	NOUN
cana-994	42	40	based	base	VERB
cana-994	42	41	on	on	ADP
cana-994	42	42	the	the	DET
cana-994	42	43	best	good	ADJ
cana-994	42	44	classification	classification	NOUN
cana-994	42	45	of	of	ADP
cana-994	42	46	data	datum	NOUN
cana-994	42	47	is	be	AUX
cana-994	42	48	proposed	propose	VERB
cana-994	42	49	[	[	X
cana-994	42	50	5	5	NUM
cana-994	42	51	]	]	PUNCT
cana-994	42	52	.	.	PUNCT
cana-994	43	1	the	the	DET
cana-994	43	2	proposed	propose	VERB
cana-994	43	3	t	t	PROPN
cana-994	43	4	-	-	PUNCT
cana-994	43	5	malware	malware	NOUN
cana-994	43	6	detections	detection	NOUN
cana-994	43	7	is	be	AUX
cana-994	43	8	run	run	VERB
cana-994	43	9	in	in	ADP
cana-994	43	10	java	java	NOUN
cana-994	43	11	using	use	VERB
cana-994	43	12	the	the	DET
cana-994	43	13	cloudsim	cloudsim	NOUN
cana-994	43	14	tool	tool	NOUN
cana-994	43	15	,	,	PUNCT
cana-994	43	16	and	and	CCONJ
cana-994	43	17	it	it	PRON
cana-994	43	18	is	be	AUX
cana-994	43	19	shown	show	VERB
cana-994	43	20	to	to	PART
cana-994	43	21	outperform	outperform	VERB
cana-994	43	22	existing	exist	VERB
cana-994	43	23	state	state	NOUN
cana-994	43	24	-	-	PUNCT
cana-994	43	25	of	of	ADP
cana-994	43	26	-	-	PUNCT
cana-994	43	27	the	the	DET
cana-994	43	28	-	-	PUNCT
cana-994	43	29	art	art	NOUN
cana-994	43	30	systems	system	NOUN
cana-994	43	31	on	on	ADP
cana-994	43	32	the	the	DET
cana-994	43	33	metrics	metric	NOUN
cana-994	43	34	of	of	ADP
cana-994	43	35	high	high	ADJ
cana-994	43	36	recognition	recognition	NOUN
cana-994	43	37	,	,	PUNCT
cana-994	43	38	precision	precision	NOUN
cana-994	43	39	rate	rate	NOUN
cana-994	43	40	,	,	PUNCT
cana-994	43	41	recall	recall	NOUN
cana-994	43	42	rate	rate	NOUN
cana-994	43	43	,	,	PUNCT
cana-994	43	44	as	as	ADV
cana-994	43	45	well	well	ADV
cana-994	43	46	as	as	ADP
cana-994	43	47	f	f	NOUN
cana-994	43	48	-	-	PUNCT
cana-994	43	49	measures	measure	NOUN
cana-994	43	50	.	.	PUNCT
cana-994	44	1	the	the	DET
cana-994	44	2	input	input	NOUN
cana-994	44	3	dataset	dataset	NOUN
cana-994	44	4	is	be	AUX
cana-994	44	5	divided	divide	VERB
cana-994	44	6	into	into	ADP
cana-994	44	7	multiple	multiple	ADJ
cana-994	44	8	groups	group	NOUN
cana-994	44	9	using	use	VERB
cana-994	44	10	the	the	DET
cana-994	44	11	igwso	igwso	PROPN
cana-994	44	12	technique	technique	NOUN
cana-994	44	13	,	,	PUNCT
cana-994	44	14	and	and	CCONJ
cana-994	44	15	then	then	ADV
cana-994	44	16	clustering	clustering	NOUN
cana-994	44	17	is	be	AUX
cana-994	44	18	employed	employ	VERB
cana-994	44	19	to	to	PART
cana-994	44	20	determine	determine	VERB
cana-994	44	21	different	different	ADJ
cana-994	44	22	levels	level	NOUN
cana-994	44	23	of	of	ADP
cana-994	44	24	trust	trust	NOUN
cana-994	44	25	for	for	ADP
cana-994	44	26	cloud	cloud	NOUN
cana-994	44	27	data	datum	NOUN
cana-994	44	28	that	that	PRON
cana-994	44	29	is	be	AUX
cana-994	44	30	used	use	VERB
cana-994	44	31	to	to	PART
cana-994	44	32	classify	classify	VERB
cana-994	44	33	a	a	DET
cana-994	44	34	potential	potential	ADJ
cana-994	44	35	compromise	compromise	NOUN
cana-994	45	1	[	[	X
cana-994	45	2	20	20	NUM
cana-994	45	3	,	,	PUNCT
cana-994	45	4	30	30	NUM
cana-994	45	5	]	]	PUNCT
cana-994	45	6	.	.	PUNCT
cana-994	46	1	2	2	X
cana-994	46	2	.	.	X
cana-994	46	3	literature	literature	NOUN
cana-994	46	4	survey	survey	NOUN
cana-994	46	5	in	in	ADP
cana-994	46	6	2020	2020	NUM
cana-994	46	7	,	,	PUNCT
cana-994	46	8	rajendra	rajendra	PROPN
cana-994	46	9	patil	patil	PROPN
cana-994	46	10	et	et	PROPN
cana-994	46	11	al	al	PROPN
cana-994	46	12	.	.	PUNCT
cana-994	47	1	[	[	X
cana-994	47	2	11	11	NUM
cana-994	47	3	,	,	PUNCT
cana-994	47	4	22	22	NUM
cana-994	47	5	32	32	NUM
cana-994	47	6	]	]	PUNCT
cana-994	47	7	extended	extend	VERB
cana-994	47	8	their	their	PRON
cana-994	47	9	earlier	early	ADJ
cana-994	47	10	study	study	NOUN
cana-994	47	11	on	on	ADP
cana-994	47	12	vulnerability	vulnerability	NOUN
cana-994	47	13	evaluation	evaluation	NOUN
cana-994	47	14	and	and	CCONJ
cana-994	47	15	patching	patching	NOUN
cana-994	47	16	by	by	ADP
cana-994	47	17	incorporating	incorporate	VERB
cana-994	47	18	vm	vm	NOUN
cana-994	47	19	-	-	ADJ
cana-994	47	20	oriented	orient	VERB
cana-994	47	21	amd	amd	NOUN
cana-994	47	22	systems	system	NOUN
cana-994	47	23	for	for	ADP
cana-994	47	24	protecting	protect	VERB
cana-994	47	25	susceptible	susceptible	ADJ
cana-994	47	26	virtual	virtual	ADJ
cana-994	47	27	machines	machine	NOUN
cana-994	47	28	in	in	ADP
cana-994	47	29	the	the	DET
cana-994	47	30	cloud	cloud	NOUN
cana-994	47	31	.	.	PUNCT
cana-994	48	1	the	the	DET
cana-994	48	2	proposed	propose	VERB
cana-994	48	3	system	system	NOUN
cana-994	48	4	is	be	AUX
cana-994	48	5	composed	compose	VERB
cana-994	48	6	of	of	ADP
cana-994	48	7	two	two	NUM
cana-994	48	8	components	component	NOUN
cana-994	48	9	:	:	PUNCT
cana-994	48	10	an	an	DET
cana-994	48	11	anomaly	anomaly	NOUN
cana-994	48	12	detector	detector	NOUN
cana-994	48	13	for	for	ADP
cana-994	48	14	hypervisors	hypervisor	NOUN
cana-994	48	15	and	and	CCONJ
cana-994	48	16	an	an	DET
cana-994	48	17	agent	agent	NOUN
cana-994	48	18	for	for	ADP
cana-994	48	19	virtual	virtual	ADJ
cana-994	48	20	machines	machine	NOUN
cana-994	48	21	.	.	PUNCT
cana-994	49	1	an	an	DET
cana-994	49	2	ongoing	ongoing	ADJ
cana-994	49	3	agent	agent	NOUN
cana-994	49	4	looks	look	VERB
cana-994	49	5	for	for	SCONJ
cana-994	49	6	newly	newly	ADV
cana-994	49	7	deployed	deploy	VERB
cana-994	49	8	communications	communication	NOUN
cana-994	49	9	on	on	ADP
cana-994	49	10	applied	apply	VERB
cana-994	49	11	nonlinear	nonlinear	ADJ
cana-994	49	12	analysis	analysis	NOUN
cana-994	49	13	issn	issn	NOUN
cana-994	49	14	:	:	PUNCT
cana-994	49	15	1074	1074	NUM
cana-994	49	16	-	-	PUNCT
cana-994	49	17	133x	133x	NUM
cana-994	49	18	vol	vol	NOUN
cana-994	49	19	31	31	NUM
cana-994	49	20	no	no	NOUN
cana-994	49	21	.	.	PUNCT
cana-994	50	1	5s	5s	NUM
cana-994	50	2	(	(	PUNCT
cana-994	50	3	2024	2024	NUM
cana-994	50	4	)	)	PUNCT
cana-994	50	5	3	3	NUM
cana-994	50	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-994	50	7	executables	executable	NOUN
cana-994	50	8	on	on	ADP
cana-994	50	9	virtual	virtual	ADJ
cana-994	50	10	machines	machine	NOUN
cana-994	50	11	(	(	PUNCT
cana-994	50	12	vms	vms	PROPN
cana-994	50	13	)	)	PUNCT
cana-994	51	1	and	and	CCONJ
cana-994	51	2	uses	use	VERB
cana-994	51	3	signature	signature	NOUN
cana-994	51	4	-	-	PUNCT
cana-994	51	5	based	base	VERB
cana-994	51	6	identification	identification	NOUN
cana-994	51	7	to	to	PART
cana-994	51	8	locate	locate	VERB
cana-994	51	9	known	know	VERB
cana-994	51	10	malware	malware	NOUN
cana-994	51	11	.	.	PUNCT
cana-994	52	1	in	in	ADP
cana-994	52	2	order	order	NOUN
cana-994	52	3	to	to	PART
cana-994	52	4	detect	detect	VERB
cana-994	52	5	unforeseen	unforeseen	ADJ
cana-994	52	6	attacks	attack	NOUN
cana-994	52	7	,	,	PUNCT
cana-994	52	8	it	it	PRON
cana-994	52	9	generated	generate	VERB
cana-994	52	10	a	a	DET
cana-994	52	11	profile	profile	NOUN
cana-994	52	12	with	with	ADP
cana-994	52	13	the	the	DET
cana-994	52	14	optimal	optimal	ADJ
cana-994	52	15	static	static	ADJ
cana-994	52	16	attributes	attribute	NOUN
cana-994	52	17	for	for	ADP
cana-994	52	18	a	a	DET
cana-994	52	19	new	new	ADJ
cana-994	52	20	executable	executable	NOUN
cana-994	52	21	.	.	PUNCT
cana-994	53	1	two	two	NUM
cana-994	53	2	new	new	ADJ
cana-994	53	3	fitness	fitness	NOUN
cana-994	53	4	criteria	criterion	NOUN
cana-994	53	5	are	be	AUX
cana-994	53	6	added	add	VERB
cana-994	53	7	to	to	ADP
cana-994	53	8	an	an	DET
cana-994	53	9	upgraded	upgrade	VERB
cana-994	53	10	binary	binary	ADJ
cana-994	53	11	bat	bat	NOUN
cana-994	53	12	technique	technique	NOUN
cana-994	53	13	to	to	PART
cana-994	53	14	extract	extract	VERB
cana-994	53	15	the	the	DET
cana-994	53	16	best	good	ADJ
cana-994	53	17	traits	trait	NOUN
cana-994	53	18	.	.	PUNCT
cana-994	54	1	the	the	DET
cana-994	54	2	random	random	ADJ
cana-994	54	3	forest	forest	NOUN
cana-994	54	4	technique	technique	NOUN
cana-994	54	5	was	be	AUX
cana-994	54	6	applied	apply	VERB
cana-994	54	7	whenever	whenever	SCONJ
cana-994	54	8	the	the	DET
cana-994	54	9	profile	profile	NOUN
cana-994	54	10	was	be	AUX
cana-994	54	11	given	give	VERB
cana-994	54	12	to	to	ADP
cana-994	54	13	the	the	DET
cana-994	54	14	hypervisor	hypervisor	NOUN
cana-994	54	15	in	in	ADP
cana-994	54	16	order	order	NOUN
cana-994	54	17	to	to	PART
cana-994	54	18	identify	identify	VERB
cana-994	54	19	any	any	DET
cana-994	54	20	anomalies	anomaly	NOUN
cana-994	54	21	.	.	PUNCT
cana-994	55	1	it	it	PRON
cana-994	55	2	classifies	classify	VERB
cana-994	55	3	and	and	CCONJ
cana-994	55	4	generates	generate	VERB
cana-994	55	5	an	an	DET
cana-994	55	6	alert	alert	NOUN
cana-994	55	7	for	for	ADP
cana-994	55	8	the	the	DET
cana-994	55	9	vm	vm	PROPN
cana-994	55	10	user	user	PROPN
cana-994	55	11	’s	’s	PART
cana-994	55	12	executable	executable	ADJ
cana-994	55	13	as	as	ADP
cana-994	55	14	either	either	CCONJ
cana-994	55	15	benign	benign	ADJ
cana-994	55	16	or	or	CCONJ
cana-994	55	17	malicious	malicious	ADJ
cana-994	55	18	[	[	X
cana-994	55	19	29	29	NUM
cana-994	55	20	]	]	PUNCT
cana-994	55	21	.	.	PUNCT
cana-994	56	1	in	in	ADP
cana-994	56	2	2021	2021	NUM
cana-994	56	3	,	,	PUNCT
cana-994	56	4	zahid	zahid	PROPN
cana-994	56	5	hussain	hussain	PROPN
cana-994	56	6	qaisar	qaisar	PROPN
cana-994	56	7	et	et	PROPN
cana-994	56	8	al	al	PROPN
cana-994	56	9	.	.	PUNCT
cana-994	57	1	[	[	X
cana-994	57	2	12	12	NUM
cana-994	57	3	]	]	PUNCT
cana-994	57	4	created	create	VERB
cana-994	57	5	a	a	DET
cana-994	57	6	scalable	scalable	ADJ
cana-994	57	7	cp	cp	PROPN
cana-994	57	8	-	-	PUNCT
cana-994	57	9	abe	abe	NOUN
cana-994	57	10	-	-	PUNCT
cana-994	57	11	based	base	VERB
cana-994	57	12	multiagent	multiagent	NOUN
cana-994	57	13	system	system	NOUN
cana-994	57	14	design	design	NOUN
cana-994	57	15	to	to	PART
cana-994	57	16	provide	provide	VERB
cana-994	57	17	dependability	dependability	NOUN
cana-994	57	18	in	in	ADP
cana-994	57	19	our	our	PRON
cana-994	57	20	proposed	propose	VERB
cana-994	57	21	work	work	NOUN
cana-994	57	22	and	and	CCONJ
cana-994	57	23	data	datum	NOUN
cana-994	57	24	sharing	share	VERB
cana-994	57	25	over	over	ADP
cana-994	57	26	publically	publically	ADV
cana-994	57	27	available	available	ADJ
cana-994	57	28	cloud	cloud	NOUN
cana-994	57	29	storage	storage	NOUN
cana-994	57	30	.	.	PUNCT
cana-994	58	1	they	they	PRON
cana-994	58	2	recommended	recommend	VERB
cana-994	58	3	by	by	ADP
cana-994	58	4	means	mean	NOUN
cana-994	58	5	of	of	ADP
cana-994	58	6	a	a	DET
cana-994	58	7	cloud	cloud	ADJ
cana-994	58	8	host	host	NOUN
cana-994	58	9	to	to	PART
cana-994	58	10	act	act	VERB
cana-994	58	11	as	as	ADP
cana-994	58	12	a	a	DET
cana-994	58	13	middleman	middleman	NOUN
cana-994	58	14	between	between	ADP
cana-994	58	15	the	the	DET
cana-994	58	16	end	end	NOUN
cana-994	58	17	user	user	NOUN
cana-994	58	18	and	and	CCONJ
cana-994	58	19	approved	approve	VERB
cana-994	58	20	agents	agent	NOUN
cana-994	58	21	without	without	ADP
cana-994	58	22	endangering	endanger	VERB
cana-994	58	23	the	the	DET
cana-994	58	24	system	system	NOUN
cana-994	58	25	's	's	PART
cana-994	58	26	security	security	NOUN
cana-994	58	27	and	and	CCONJ
cana-994	58	28	confidentiality	confidentiality	NOUN
cana-994	58	29	.	.	PUNCT
cana-994	59	1	they	they	PRON
cana-994	59	2	have	have	AUX
cana-994	59	3	also	also	ADV
cana-994	59	4	introduced	introduce	VERB
cana-994	59	5	a	a	DET
cana-994	59	6	new	new	ADJ
cana-994	59	7	method	method	NOUN
cana-994	59	8	of	of	ADP
cana-994	59	9	protecting	protect	VERB
cana-994	59	10	the	the	DET
cana-994	59	11	cloud	cloud	NOUN
cana-994	59	12	against	against	ADP
cana-994	59	13	malware	malware	NOUN
cana-994	59	14	by	by	ADP
cana-994	59	15	leveraging	leverage	VERB
cana-994	59	16	the	the	DET
cana-994	59	17	highly	highly	ADV
cana-994	59	18	effective	effective	ADJ
cana-994	59	19	influence	influence	NOUN
cana-994	59	20	of	of	ADP
cana-994	59	21	the	the	DET
cana-994	59	22	state	state	NOUN
cana-994	59	23	-	-	PUNCT
cana-994	59	24	of	of	ADP
cana-994	59	25	-	-	PUNCT
cana-994	59	26	the	the	DET
cana-994	59	27	-	-	PUNCT
cana-994	59	28	art	art	NOUN
cana-994	59	29	gemini	gemini	NOUN
cana-994	59	30	technique	technique	NOUN
cana-994	59	31	.	.	PUNCT
cana-994	60	1	gemini	gemini	PROPN
cana-994	60	2	was	be	AUX
cana-994	60	3	a	a	DET
cana-994	60	4	useful	useful	ADJ
cana-994	60	5	tool	tool	NOUN
cana-994	60	6	for	for	ADP
cana-994	60	7	applying	apply	VERB
cana-994	60	8	binary	binary	ADJ
cana-994	60	9	codes	code	NOUN
cana-994	60	10	to	to	PART
cana-994	60	11	detect	detect	VERB
cana-994	60	12	commonalities	commonality	NOUN
cana-994	60	13	in	in	ADP
cana-994	60	14	graph	graph	NOUN
cana-994	60	15	embeddings	embedding	NOUN
cana-994	60	16	.	.	PUNCT
cana-994	61	1	the	the	DET
cana-994	61	2	proposed	propose	VERB
cana-994	61	3	inquiry	inquiry	NOUN
cana-994	61	4	provides	provide	VERB
cana-994	61	5	a	a	DET
cana-994	61	6	technique	technique	NOUN
cana-994	61	7	for	for	ADP
cana-994	61	8	cloud	cloud	NOUN
cana-994	61	9	-	-	PUNCT
cana-994	61	10	oriented	orient	VERB
cana-994	61	11	malware	malware	NOUN
cana-994	61	12	detection	detection	NOUN
cana-994	61	13	and	and	CCONJ
cana-994	61	14	addresses	address	VERB
cana-994	61	15	the	the	DET
cana-994	61	16	challenges	challenge	NOUN
cana-994	61	17	of	of	ADP
cana-994	61	18	efficiency	efficiency	NOUN
cana-994	61	19	and	and	CCONJ
cana-994	61	20	scalability	scalability	NOUN
cana-994	61	21	.	.	PUNCT
cana-994	62	1	three	three	NUM
cana-994	62	2	subjects	subject	NOUN
cana-994	62	3	were	be	AUX
cana-994	62	4	covered	cover	VERB
cana-994	62	5	:	:	PUNCT
cana-994	62	6	malware	malware	NOUN
cana-994	62	7	detection	detection	NOUN
cana-994	62	8	power	power	NOUN
cana-994	62	9	,	,	PUNCT
cana-994	62	10	scalability	scalability	NOUN
cana-994	62	11	,	,	PUNCT
cana-994	62	12	and	and	CCONJ
cana-994	62	13	effectiveness	effectiveness	NOUN
cana-994	62	14	with	with	ADP
cana-994	62	15	numerous	numerous	ADJ
cana-994	62	16	agents	agent	NOUN
cana-994	62	17	.	.	PUNCT
cana-994	63	1	a	a	DET
cana-994	63	2	cloud	cloud	ADJ
cana-994	63	3	environment	environment	NOUN
cana-994	63	4	-	-	PUNCT
cana-994	63	5	based	base	VERB
cana-994	63	6	intelligent	intelligent	ADJ
cana-994	63	7	behavior	behavior	NOUN
cana-994	63	8	-	-	PUNCT
cana-994	63	9	based	base	VERB
cana-994	63	10	identification	identification	NOUN
cana-994	63	11	system	system	NOUN
cana-994	63	12	was	be	AUX
cana-994	63	13	proposed	propose	VERB
cana-994	63	14	by	by	ADP
cana-994	63	15	omer	omer	PROPN
cana-994	63	16	aslan	aslan	PROPN
cana-994	63	17	et	et	PROPN
cana-994	63	18	al	al	PROPN
cana-994	63	19	.	.	PUNCT
cana-994	64	1	[	[	X
cana-994	64	2	13	13	NUM
cana-994	64	3	,	,	PUNCT
cana-994	64	4	23	23	NUM
cana-994	64	5	,	,	PUNCT
cana-994	64	6	33	33	NUM
cana-994	64	7	]	]	PUNCT
cana-994	64	8	in	in	ADP
cana-994	64	9	2021	2021	NUM
cana-994	64	10	.	.	PUNCT
cana-994	65	1	using	use	VERB
cana-994	65	2	a	a	DET
cana-994	65	3	variety	variety	NOUN
cana-994	65	4	of	of	ADP
cana-994	65	5	virtual	virtual	ADJ
cana-994	65	6	machines	machine	NOUN
cana-994	65	7	,	,	PUNCT
cana-994	65	8	the	the	DET
cana-994	65	9	proposed	propose	VERB
cana-994	65	10	method	method	NOUN
cana-994	65	11	first	first	ADV
cana-994	65	12	created	create	VERB
cana-994	65	13	a	a	DET
cana-994	65	14	malware	malware	NOUN
cana-994	65	15	dataset	dataset	NOUN
cana-994	65	16	that	that	PRON
cana-994	65	17	successfully	successfully	ADV
cana-994	65	18	recognizes	recognize	VERB
cana-994	65	19	distinctive	distinctive	ADJ
cana-994	65	20	characteristics	characteristic	NOUN
cana-994	65	21	.	.	PUNCT
cana-994	66	1	then	then	ADV
cana-994	66	2	,	,	PUNCT
cana-994	66	3	in	in	ADP
cana-994	66	4	order	order	NOUN
cana-994	66	5	to	to	PART
cana-994	66	6	aid	aid	VERB
cana-994	66	7	the	the	DET
cana-994	66	8	learning	learning	NOUN
cana-994	66	9	-	-	PUNCT
cana-994	66	10	oriented	orient	VERB
cana-994	66	11	and	and	CCONJ
cana-994	66	12	rule	rule	NOUN
cana-994	66	13	-	-	PUNCT
cana-994	66	14	based	base	VERB
cana-994	66	15	identification	identification	NOUN
cana-994	66	16	agents	agent	NOUN
cana-994	66	17	in	in	ADP
cana-994	66	18	differentiating	differentiate	VERB
cana-994	66	19	between	between	ADP
cana-994	66	20	malware	malware	NOUN
cana-994	66	21	and	and	CCONJ
cana-994	66	22	benign	benign	ADJ
cana-994	66	23	samples	sample	NOUN
cana-994	66	24	,	,	PUNCT
cana-994	66	25	some	some	DET
cana-994	66	26	features	feature	NOUN
cana-994	66	27	were	be	AUX
cana-994	66	28	added	add	VERB
cana-994	66	29	.	.	PUNCT
cana-994	67	1	a	a	DET
cana-994	67	2	total	total	NOUN
cana-994	67	3	of	of	ADP
cana-994	67	4	10,000	10,000	NUM
cana-994	67	5	program	program	NOUN
cana-994	67	6	models	model	NOUN
cana-994	67	7	have	have	AUX
cana-994	67	8	been	be	AUX
cana-994	67	9	analyzed	analyze	VERB
cana-994	67	10	in	in	ADP
cana-994	67	11	order	order	NOUN
cana-994	67	12	to	to	PART
cana-994	67	13	evaluate	evaluate	VERB
cana-994	67	14	the	the	DET
cana-994	67	15	efficacy	efficacy	NOUN
cana-994	67	16	of	of	ADP
cana-994	67	17	the	the	DET
cana-994	67	18	proposed	propose	VERB
cana-994	67	19	method	method	NOUN
cana-994	67	20	.	.	PUNCT
cana-994	68	1	for	for	ADP
cana-994	68	2	known	known	ADJ
cana-994	68	3	and	and	CCONJ
cana-994	68	4	unknown	unknown	ADJ
cana-994	68	5	malware	malware	NOUN
cana-994	68	6	,	,	PUNCT
cana-994	68	7	the	the	DET
cana-994	68	8	recommended	recommend	VERB
cana-994	68	9	solution	solution	NOUN
cana-994	68	10	showed	show	VERB
cana-994	68	11	a	a	DET
cana-994	68	12	high	high	ADJ
cana-994	68	13	accuracy	accuracy	NOUN
cana-994	68	14	and	and	CCONJ
cana-994	68	15	detection	detection	NOUN
cana-994	68	16	rate	rate	NOUN
cana-994	68	17	.	.	PUNCT
cana-994	69	1	in	in	ADP
cana-994	69	2	subsequent	subsequent	ADJ
cana-994	69	3	studies	study	NOUN
cana-994	69	4	,	,	PUNCT
cana-994	69	5	they	they	PRON
cana-994	69	6	hope	hope	VERB
cana-994	69	7	to	to	PART
cana-994	69	8	apply	apply	VERB
cana-994	69	9	the	the	DET
cana-994	69	10	results	result	NOUN
cana-994	69	11	of	of	ADP
cana-994	69	12	rule	rule	NOUN
cana-994	69	13	-	-	PUNCT
cana-994	69	14	based	base	VERB
cana-994	69	15	and	and	CCONJ
cana-994	69	16	learning	learning	NOUN
cana-994	69	17	-	-	PUNCT
cana-994	69	18	based	base	VERB
cana-994	69	19	identification	identification	NOUN
cana-994	69	20	.	.	PUNCT
cana-994	70	1	the	the	DET
cana-994	70	2	results	result	NOUN
cana-994	70	3	of	of	ADP
cana-994	70	4	a	a	DET
cana-994	70	5	rule	rule	NOUN
cana-994	70	6	-	-	PUNCT
cana-994	70	7	based	base	VERB
cana-994	70	8	identification	identification	NOUN
cana-994	70	9	agent	agent	NOUN
cana-994	70	10	and	and	CCONJ
cana-994	70	11	a	a	DET
cana-994	70	12	learning	learning	NOUN
cana-994	70	13	-	-	PUNCT
cana-994	70	14	based	base	VERB
cana-994	70	15	identification	identification	NOUN
cana-994	70	16	agent	agent	NOUN
cana-994	70	17	would	would	AUX
cana-994	70	18	be	be	AUX
cana-994	70	19	compared	compare	VERB
cana-994	70	20	by	by	ADP
cana-994	70	21	a	a	DET
cana-994	70	22	behaviorbased	behaviorbase	VERB
cana-994	70	23	identification	identification	NOUN
cana-994	70	24	agent	agent	NOUN
cana-994	70	25	[	[	X
cana-994	70	26	24][34	24][34	NOUN
cana-994	70	27	]	]	X
cana-994	70	28	.	.	PUNCT
cana-994	71	1	every	every	DET
cana-994	71	2	time	time	NOUN
cana-994	71	3	there	there	PRON
cana-994	71	4	were	be	VERB
cana-994	71	5	any	any	DET
cana-994	71	6	deviations	deviation	NOUN
cana-994	71	7	,	,	PUNCT
cana-994	71	8	the	the	DET
cana-994	71	9	detection	detection	NOUN
cana-994	71	10	process	process	NOUN
cana-994	71	11	would	would	AUX
cana-994	71	12	be	be	AUX
cana-994	71	13	repeated	repeat	VERB
cana-994	71	14	for	for	ADP
cana-994	71	15	those	those	DET
cana-994	71	16	samples	sample	NOUN
cana-994	71	17	in	in	ADP
cana-994	71	18	an	an	DET
cana-994	71	19	effort	effort	NOUN
cana-994	71	20	to	to	PART
cana-994	71	21	reduce	reduce	VERB
cana-994	71	22	the	the	DET
cana-994	71	23	rate	rate	NOUN
cana-994	71	24	of	of	ADP
cana-994	71	25	misclassification	misclassification	NOUN
cana-994	71	26	.	.	PUNCT
cana-994	72	1	once	once	SCONJ
cana-994	72	2	both	both	DET
cana-994	72	3	detecting	detect	VERB
cana-994	72	4	agents	agent	NOUN
cana-994	72	5	have	have	AUX
cana-994	72	6	gathered	gather	VERB
cana-994	72	7	identical	identical	ADJ
cana-994	72	8	categorization	categorization	NOUN
cana-994	72	9	data	datum	NOUN
cana-994	72	10	,	,	PUNCT
cana-994	72	11	the	the	DET
cana-994	72	12	client	client	NOUN
cana-994	72	13	will	will	AUX
cana-994	72	14	receive	receive	VERB
cana-994	72	15	the	the	DET
cana-994	72	16	results	result	NOUN
cana-994	72	17	[	[	X
cana-994	72	18	28	28	NUM
cana-994	72	19	]	]	PUNCT
cana-994	72	20	.	.	PUNCT
cana-994	73	1	jian	jian	PROPN
cana-994	73	2	zhang	zhang	PROPN
cana-994	73	3	et	et	PROPN
cana-994	73	4	al	al	PROPN
cana-994	73	5	.	.	PUNCT
cana-994	74	1	[	[	X
cana-994	74	2	14	14	NUM
cana-994	74	3	]	]	PUNCT
cana-994	74	4	used	use	VERB
cana-994	74	5	mfa	mfa	PROPN
cana-994	74	6	methods	method	NOUN
cana-994	74	7	in	in	ADP
cana-994	74	8	2021	2021	NUM
cana-994	74	9	in	in	ADP
cana-994	74	10	combination	combination	NOUN
cana-994	74	11	with	with	ADP
cana-994	74	12	vmi	vmi	PROPN
cana-994	74	13	to	to	PART
cana-994	74	14	collect	collect	VERB
cana-994	74	15	a	a	DET
cana-994	74	16	range	range	NOUN
cana-994	74	17	of	of	ADP
cana-994	74	18	dynamic	dynamic	ADJ
cana-994	74	19	data	datum	NOUN
cana-994	74	20	from	from	ADP
cana-994	74	21	the	the	DET
cana-994	74	22	hypervisor	hypervisor	NOUN
cana-994	74	23	layer	layer	NOUN
cana-994	74	24	,	,	PUNCT
cana-994	74	25	hardware	hardware	NOUN
cana-994	74	26	layers	layer	NOUN
cana-994	74	27	,	,	PUNCT
cana-994	74	28	and	and	CCONJ
cana-994	74	29	virtual	virtual	ADJ
cana-994	74	30	machine	machine	NOUN
cana-994	74	31	storage	storage	NOUN
cana-994	74	32	.	.	PUNCT
cana-994	75	1	this	this	DET
cana-994	75	2	study	study	NOUN
cana-994	75	3	also	also	ADV
cana-994	75	4	proposed	propose	VERB
cana-994	75	5	an	an	DET
cana-994	75	6	adaptive	adaptive	ADJ
cana-994	75	7	feature	feature	NOUN
cana-994	75	8	selection	selection	NOUN
cana-994	75	9	method	method	NOUN
cana-994	75	10	.	.	PUNCT
cana-994	76	1	three	three	NUM
cana-994	76	2	diverse	diverse	ADJ
cana-994	76	3	feature	feature	NOUN
cana-994	76	4	types	type	NOUN
cana-994	76	5	are	be	AUX
cana-994	76	6	compared	compare	VERB
cana-994	76	7	and	and	CCONJ
cana-994	76	8	analyzed	analyze	VERB
cana-994	76	9	from	from	ADP
cana-994	76	10	three	three	NUM
cana-994	76	11	angles	angle	NOUN
cana-994	76	12	by	by	ADP
cana-994	76	13	combining	combine	VERB
cana-994	76	14	three	three	NUM
cana-994	76	15	different	different	ADJ
cana-994	76	16	search	search	NOUN
cana-994	76	17	techniques	technique	NOUN
cana-994	76	18	:	:	PUNCT
cana-994	76	19	security	security	NOUN
cana-994	76	20	,	,	PUNCT
cana-994	76	21	system	system	NOUN
cana-994	76	22	load	load	NOUN
cana-994	76	23	,	,	PUNCT
cana-994	76	24	and	and	CCONJ
cana-994	76	25	efficiency	efficiency	NOUN
cana-994	76	26	.	.	PUNCT
cana-994	77	1	by	by	ADP
cana-994	77	2	changing	change	VERB
cana-994	77	3	the	the	DET
cana-994	77	4	weight	weight	NOUN
cana-994	77	5	for	for	ADP
cana-994	77	6	each	each	DET
cana-994	77	7	feature	feature	NOUN
cana-994	77	8	,	,	PUNCT
cana-994	77	9	it	it	PRON
cana-994	77	10	met	meet	VERB
cana-994	77	11	the	the	DET
cana-994	77	12	expected	expect	VERB
cana-994	77	13	needs	need	NOUN
cana-994	77	14	for	for	ADP
cana-994	77	15	malware	malware	NOUN
cana-994	77	16	detection	detection	NOUN
cana-994	77	17	in	in	ADP
cana-994	77	18	the	the	DET
cana-994	77	19	cloud	cloud	NOUN
cana-994	77	20	environment	environment	NOUN
cana-994	77	21	.	.	PUNCT
cana-994	78	1	by	by	ADP
cana-994	78	2	utilizing	utilize	VERB
cana-994	78	3	both	both	CCONJ
cana-994	78	4	the	the	DET
cana-994	78	5	combined	combined	ADJ
cana-994	78	6	strategy	strategy	NOUN
cana-994	78	7	of	of	ADP
cana-994	78	8	voting	voting	NOUN
cana-994	78	9	and	and	CCONJ
cana-994	78	10	the	the	DET
cana-994	78	11	adaboost	adaboost	ADJ
cana-994	78	12	ensemble	ensemble	ADJ
cana-994	78	13	learning	learning	NOUN
cana-994	78	14	approach	approach	NOUN
cana-994	78	15	,	,	PUNCT
cana-994	78	16	the	the	DET
cana-994	78	17	identification	identification	NOUN
cana-994	78	18	method	method	NOUN
cana-994	78	19	improves	improve	VERB
cana-994	78	20	the	the	DET
cana-994	78	21	overall	overall	ADJ
cana-994	78	22	classifier	classifier	NOUN
cana-994	78	23	's	's	PART
cana-994	78	24	detection	detection	NOUN
cana-994	78	25	and	and	CCONJ
cana-994	78	26	generalization	generalization	NOUN
cana-994	78	27	accuracy	accuracy	NOUN
cana-994	79	1	[	[	X
cana-994	79	2	25][35	25][35	PROPN
cana-994	79	3	]	]	PUNCT
cana-994	79	4	.	.	PUNCT
cana-994	80	1	by	by	ADP
cana-994	80	2	fusing	fuse	VERB
cana-994	80	3	the	the	DET
cana-994	80	4	ml	ml	PUNCT
cana-994	80	5	approach	approach	NOUN
cana-994	80	6	with	with	ADP
cana-994	80	7	practical	practical	ADJ
cana-994	80	8	features	feature	NOUN
cana-994	80	9	,	,	PUNCT
cana-994	80	10	they	they	PRON
cana-994	80	11	hope	hope	VERB
cana-994	80	12	to	to	PART
cana-994	80	13	bridge	bridge	VERB
cana-994	80	14	the	the	DET
cana-994	80	15	semantic	semantic	ADJ
cana-994	80	16	gap	gap	NOUN
cana-994	80	17	&	&	CCONJ
cana-994	80	18	attain	attain	VERB
cana-994	80	19	the	the	DET
cana-994	80	20	goal	goal	NOUN
cana-994	80	21	of	of	ADP
cana-994	80	22	vm	vm	NOUN
cana-994	80	23	introspection	introspection	NOUN
cana-994	80	24	in	in	ADP
cana-994	80	25	this	this	DET
cana-994	80	26	next	next	ADJ
cana-994	80	27	study	study	NOUN
cana-994	80	28	.	.	PUNCT
cana-994	81	1	the	the	DET
cana-994	81	2	malware	malware	NOUN
cana-994	81	3	detection	detection	NOUN
cana-994	81	4	features	feature	VERB
cana-994	81	5	that	that	PRON
cana-994	81	6	were	be	AUX
cana-994	81	7	already	already	ADV
cana-994	81	8	present	present	ADJ
cana-994	81	9	in	in	ADP
cana-994	81	10	virtualized	virtualized	ADJ
cana-994	81	11	environments	environment	NOUN
cana-994	81	12	would	would	AUX
cana-994	81	13	be	be	AUX
cana-994	81	14	enhanced	enhance	VERB
cana-994	81	15	.	.	PUNCT
cana-994	82	1	they	they	PRON
cana-994	82	2	would	would	AUX
cana-994	82	3	look	look	VERB
cana-994	82	4	into	into	ADP
cana-994	82	5	more	more	ADV
cana-994	82	6	effective	effective	ADJ
cana-994	82	7	malware	malware	NOUN
cana-994	82	8	detection	detection	NOUN
cana-994	82	9	techniques	technique	NOUN
cana-994	82	10	.	.	PUNCT
cana-994	83	1	enes	enes	PROPN
cana-994	83	2	sinan	sinan	PROPN
cana-994	83	3	parildi	parildi	PROPN
cana-994	83	4	et	et	PROPN
cana-994	83	5	al	al	PROPN
cana-994	83	6	.	.	PUNCT
cana-994	84	1	[	[	X
cana-994	84	2	15	15	NUM
cana-994	84	3	]	]	PUNCT
cana-994	84	4	presented	present	VERB
cana-994	84	5	an	an	DET
cana-994	84	6	alternative	alternative	ADJ
cana-994	84	7	method	method	NOUN
cana-994	84	8	for	for	ADP
cana-994	84	9	recognizing	recognize	VERB
cana-994	84	10	malware	malware	NOUN
cana-994	84	11	in	in	ADP
cana-994	84	12	2021	2021	NUM
cana-994	84	13	that	that	PRON
cana-994	84	14	utilizes	utilize	VERB
cana-994	84	15	real	real	ADJ
cana-994	84	16	-	-	PUNCT
cana-994	84	17	time	time	NOUN
cana-994	84	18	assembly	assembly	NOUN
cana-994	84	19	opcode	opcode	NOUN
cana-994	84	20	sequences	sequence	NOUN
cana-994	84	21	.	.	PUNCT
cana-994	85	1	they	they	PRON
cana-994	85	2	initially	initially	ADV
cana-994	85	3	mix	mix	VERB
cana-994	85	4	dl	dl	NOUN
cana-994	85	5	and	and	CCONJ
cana-994	85	6	nlp	nlp	ADJ
cana-994	85	7	methods	method	NOUN
cana-994	85	8	to	to	PART
cana-994	85	9	facilitate	facilitate	VERB
cana-994	85	10	communications	communication	NOUN
cana-994	85	11	on	on	ADP
cana-994	85	12	applied	apply	VERB
cana-994	85	13	nonlinear	nonlinear	ADJ
cana-994	85	14	analysis	analysis	NOUN
cana-994	85	15	issn	issn	NOUN
cana-994	85	16	:	:	PUNCT
cana-994	85	17	1074	1074	NUM
cana-994	85	18	-	-	PUNCT
cana-994	85	19	133x	133x	NUM
cana-994	85	20	vol	vol	NOUN
cana-994	85	21	31	31	NUM
cana-994	85	22	no	no	NOUN
cana-994	85	23	.	.	PUNCT
cana-994	86	1	5s	5s	NUM
cana-994	86	2	(	(	PUNCT
cana-994	86	3	2024	2024	NUM
cana-994	86	4	)	)	PUNCT
cana-994	86	5	4	4	NUM
cana-994	86	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-994	86	7	the	the	DET
cana-994	86	8	extraction	extraction	NOUN
cana-994	86	9	of	of	ADP
cana-994	86	10	more	more	ADV
cana-994	86	11	intricate	intricate	ADJ
cana-994	86	12	behavioral	behavioral	ADJ
cana-994	86	13	characteristics	characteristic	NOUN
cana-994	86	14	from	from	ADP
cana-994	86	15	sequential	sequential	ADJ
cana-994	86	16	opcode	opcode	NOUN
cana-994	86	17	information	information	NOUN
cana-994	86	18	.	.	PUNCT
cana-994	87	1	these	these	DET
cana-994	87	2	qualities	quality	NOUN
cana-994	87	3	render	render	VERB
cana-994	87	4	this	this	DET
cana-994	87	5	method	method	NOUN
cana-994	87	6	resistant	resistant	ADJ
cana-994	87	7	to	to	PART
cana-994	87	8	code	code	VERB
cana-994	87	9	modification	modification	NOUN
cana-994	87	10	and	and	CCONJ
cana-994	87	11	effective	effective	ADJ
cana-994	87	12	against	against	ADP
cana-994	87	13	newly	newly	ADV
cana-994	87	14	discovered	discover	VERB
cana-994	87	15	malware	malware	NOUN
cana-994	87	16	.	.	PUNCT
cana-994	88	1	finally	finally	ADV
cana-994	88	2	,	,	PUNCT
cana-994	88	3	these	these	DET
cana-994	88	4	features	feature	NOUN
cana-994	88	5	are	be	AUX
cana-994	88	6	given	give	VERB
cana-994	88	7	to	to	ADP
cana-994	88	8	several	several	ADJ
cana-994	88	9	ml	ml	NOUN
cana-994	88	10	methods	method	NOUN
cana-994	88	11	for	for	ADP
cana-994	88	12	categorization	categorization	NOUN
cana-994	88	13	.	.	PUNCT
cana-994	89	1	research	research	NOUN
cana-994	89	2	conducted	conduct	VERB
cana-994	89	3	on	on	ADP
cana-994	89	4	a	a	DET
cana-994	89	5	dataset	dataset	NOUN
cana-994	89	6	of	of	ADP
cana-994	89	7	26869	26869	NUM
cana-994	89	8	data	datum	NOUN
cana-994	89	9	that	that	PRON
cana-994	89	10	was	be	AUX
cana-994	89	11	dispersed	disperse	VERB
cana-994	89	12	more	more	ADV
cana-994	89	13	uniformly	uniformly	ADV
cana-994	89	14	revealed	reveal	VERB
cana-994	89	15	that	that	SCONJ
cana-994	89	16	this	this	DET
cana-994	89	17	approach	approach	NOUN
cana-994	89	18	might	might	AUX
cana-994	89	19	yield	yield	VERB
cana-994	89	20	mcc	mcc	PROPN
cana-994	89	21	scores	score	NOUN
cana-994	89	22	as	as	ADV
cana-994	89	23	high	high	ADJ
cana-994	89	24	as	as	ADP
cana-994	89	25	0.95	0.95	NUM
cana-994	89	26	.	.	PUNCT
cana-994	90	1	in	in	ADP
cana-994	90	2	the	the	DET
cana-994	90	3	future	future	NOUN
cana-994	90	4	,	,	PUNCT
cana-994	90	5	visualization	visualization	NOUN
cana-994	90	6	may	may	AUX
cana-994	90	7	employ	employ	VERB
cana-994	90	8	the	the	DET
cana-994	90	9	umap	umap	ADJ
cana-994	90	10	approach	approach	NOUN
cana-994	90	11	.	.	PUNCT
cana-994	91	1	finally	finally	ADV
cana-994	91	2	,	,	PUNCT
cana-994	91	3	the	the	DET
cana-994	91	4	graph	graph	NOUN
cana-994	91	5	clearly	clearly	ADV
cana-994	91	6	shows	show	VERB
cana-994	91	7	that	that	SCONJ
cana-994	91	8	benign	benign	ADJ
cana-994	91	9	and	and	CCONJ
cana-994	91	10	malicious	malicious	ADJ
cana-994	91	11	clusters	cluster	NOUN
cana-994	91	12	were	be	AUX
cana-994	91	13	distinguished	distinguish	VERB
cana-994	91	14	for	for	ADP
cana-994	91	15	a	a	DET
cana-994	91	16	significant	significant	ADJ
cana-994	91	17	number	number	NOUN
cana-994	91	18	of	of	ADP
cana-994	91	19	occurrences	occurrence	NOUN
cana-994	91	20	[	[	X
cana-994	91	21	27][37	27][37	X
cana-994	91	22	]	]	X
cana-994	91	23	.	.	PUNCT
cana-994	92	1	farhan	farhan	PROPN
cana-994	92	2	ullah	ullah	PROPN
cana-994	92	3	et	et	PROPN
cana-994	92	4	al	al	PROPN
cana-994	92	5	.	.	PUNCT
cana-994	93	1	[	[	X
cana-994	93	2	16	16	NUM
cana-994	93	3	]	]	PUNCT
cana-994	93	4	introduced	introduce	VERB
cana-994	93	5	a	a	DET
cana-994	93	6	original	original	ADJ
cana-994	93	7	feature	feature	NOUN
cana-994	93	8	representation	representation	NOUN
cana-994	93	9	technique	technique	NOUN
cana-994	93	10	for	for	ADP
cana-994	93	11	malware	malware	NOUN
cana-994	93	12	identification	identification	NOUN
cana-994	93	13	in	in	ADP
cana-994	93	14	2022	2022	NUM
cana-994	93	15	that	that	PRON
cana-994	93	16	combines	combine	VERB
cana-994	93	17	acgs	acgs	NOUN
cana-994	93	18	with	with	ADP
cana-994	93	19	byte	byte	NOUN
cana-994	93	20	-	-	PUNCT
cana-994	93	21	level	level	NOUN
cana-994	93	22	picture	picture	NOUN
cana-994	93	23	modelling	modelling	NOUN
cana-994	93	24	.	.	PUNCT
cana-994	94	1	at	at	ADP
cana-994	94	2	first	first	ADV
cana-994	94	3	,	,	PUNCT
cana-994	94	4	the	the	DET
cana-994	94	5	java	java	PROPN
cana-994	94	6	source	source	PROPN
cana-994	94	7	code	code	PROPN
cana-994	94	8	and	and	CCONJ
cana-994	94	9	dex	dex	NOUN
cana-994	94	10	file	file	NOUN
cana-994	94	11	were	be	AUX
cana-994	94	12	extracted	extract	VERB
cana-994	94	13	from	from	ADP
cana-994	94	14	the	the	DET
cana-994	94	15	apk	apk	PROPN
cana-994	94	16	by	by	ADP
cana-994	94	17	reverse	reverse	ADJ
cana-994	94	18	engineering	engineering	NOUN
cana-994	94	19	.	.	PUNCT
cana-994	95	1	second	second	ADJ
cana-994	95	2	,	,	PUNCT
cana-994	95	3	in	in	ADP
cana-994	95	4	order	order	NOUN
cana-994	95	5	to	to	PART
cana-994	95	6	depict	depict	VERB
cana-994	95	7	android	android	PROPN
cana-994	95	8	applications	application	NOUN
cana-994	95	9	with	with	ADP
cana-994	95	10	sophisticated	sophisticated	ADJ
cana-994	95	11	features	feature	NOUN
cana-994	95	12	,	,	PUNCT
cana-994	95	13	they	they	PRON
cana-994	95	14	generated	generate	VERB
cana-994	95	15	acgs	acgs	PROPN
cana-994	95	16	by	by	ADP
cana-994	95	17	removing	remove	VERB
cana-994	95	18	api	api	NOUN
cana-994	95	19	calls	call	NOUN
cana-994	95	20	and	and	CCONJ
cana-994	95	21	api	api	NOUN
cana-994	95	22	series	series	NOUN
cana-994	95	23	from	from	ADP
cana-994	95	24	the	the	DET
cana-994	95	25	cfg	cfg	PROPN
cana-994	95	26	.	.	PUNCT
cana-994	96	1	the	the	DET
cana-994	96	2	acgs	acgs	PROPN
cana-994	96	3	may	may	AUX
cana-994	96	4	be	be	AUX
cana-994	96	5	able	able	ADJ
cana-994	96	6	to	to	PART
cana-994	96	7	follow	follow	VERB
cana-994	96	8	android	android	PROPN
cana-994	96	9	apps	app	NOUN
cana-994	96	10	'	'	PART
cana-994	96	11	actions	action	NOUN
cana-994	96	12	digitally	digitally	ADV
cana-994	96	13	.	.	PUNCT
cana-994	97	1	the	the	DET
cana-994	97	2	multi	multi	ADJ
cana-994	97	3	-	-	ADJ
cana-994	97	4	head	head	ADJ
cana-994	97	5	attention	attention	NOUN
cana-994	97	6	-	-	PUNCT
cana-994	97	7	based	base	VERB
cana-994	97	8	tl	tl	PROPN
cana-994	97	9	method	method	NOUN
cana-994	97	10	was	be	AUX
cana-994	97	11	then	then	ADV
cana-994	97	12	used	use	VERB
cana-994	97	13	to	to	PART
cana-994	97	14	find	find	VERB
cana-994	97	15	the	the	DET
cana-994	97	16	learnt	learnt	NOUN
cana-994	97	17	features	feature	VERB
cana-994	97	18	vector	vector	NOUN
cana-994	97	19	from	from	ADP
cana-994	97	20	acgs	acgs	PROPN
cana-994	97	21	.	.	PUNCT
cana-994	98	1	once	once	SCONJ
cana-994	98	2	the	the	DET
cana-994	98	3	dex	dex	NOUN
cana-994	98	4	file	file	NOUN
cana-994	98	5	had	have	AUX
cana-994	98	6	been	be	AUX
cana-994	98	7	converted	convert	VERB
cana-994	98	8	into	into	ADP
cana-994	98	9	a	a	DET
cana-994	98	10	malicious	malicious	ADJ
cana-994	98	11	image	image	NOUN
cana-994	98	12	,	,	PUNCT
cana-994	98	13	the	the	DET
cana-994	98	14	textured	texture	VERB
cana-994	98	15	properties	property	NOUN
cana-994	98	16	were	be	AUX
cana-994	98	17	taken	take	VERB
cana-994	98	18	out	out	ADP
cana-994	98	19	and	and	CCONJ
cana-994	98	20	shown	show	VERB
cana-994	98	21	using	use	VERB
cana-994	98	22	a	a	DET
cana-994	98	23	combination	combination	NOUN
cana-994	98	24	of	of	ADP
cana-994	98	25	fast	fast	ADJ
cana-994	98	26	and	and	CCONJ
cana-994	98	27	brief	brief	ADJ
cana-994	98	28	[	[	X
cana-994	98	29	26][36	26][36	NUM
cana-994	98	30	]	]	PUNCT
cana-994	98	31	.	.	PUNCT
cana-994	99	1	ultimately	ultimately	ADV
cana-994	99	2	,	,	PUNCT
cana-994	99	3	textural	textural	ADJ
cana-994	99	4	features	feature	NOUN
cana-994	99	5	and	and	CCONJ
cana-994	99	6	acgs	acgs	PROPN
cana-994	99	7	were	be	AUX
cana-994	99	8	combined	combine	VERB
cana-994	99	9	for	for	ADP
cana-994	99	10	effective	effective	ADJ
cana-994	99	11	malware	malware	NOUN
cana-994	99	12	detection	detection	NOUN
cana-994	99	13	and	and	CCONJ
cana-994	99	14	categorization	categorization	NOUN
cana-994	99	15	.	.	PUNCT
cana-994	100	1	in	in	ADP
cana-994	100	2	the	the	DET
cana-994	100	3	end	end	NOUN
cana-994	100	4	,	,	PUNCT
cana-994	100	5	mining	mine	VERB
cana-994	100	6	the	the	DET
cana-994	100	7	learnt	learnt	ADJ
cana-994	100	8	features	feature	NOUN
cana-994	100	9	might	might	AUX
cana-994	100	10	make	make	VERB
cana-994	100	11	use	use	NOUN
cana-994	100	12	of	of	ADP
cana-994	100	13	glove	glove	NOUN
cana-994	100	14	and	and	CCONJ
cana-994	100	15	fast	fast	ADJ
cana-994	100	16	-	-	PUNCT
cana-994	100	17	text	text	NOUN
cana-994	100	18	trained	train	VERB
cana-994	100	19	models	model	NOUN
cana-994	100	20	.	.	PUNCT
cana-994	101	1	in	in	ADP
cana-994	101	2	addition	addition	NOUN
cana-994	101	3	,	,	PUNCT
cana-994	101	4	the	the	DET
cana-994	101	5	efficacy	efficacy	NOUN
cana-994	101	6	of	of	ADP
cana-994	101	7	malware	malware	NOUN
cana-994	101	8	detection	detection	NOUN
cana-994	101	9	might	might	AUX
cana-994	101	10	be	be	AUX
cana-994	101	11	measured	measure	VERB
cana-994	101	12	using	use	VERB
cana-994	101	13	more	more	ADV
cana-994	101	14	classy	classy	ADJ
cana-994	101	15	deep	deep	ADJ
cana-994	101	16	learning	learning	NOUN
cana-994	101	17	(	(	PUNCT
cana-994	101	18	dl	dl	NOUN
cana-994	101	19	)	)	PUNCT
cana-994	101	20	techniques	technique	NOUN
cana-994	101	21	,	,	PUNCT
cana-994	101	22	such	such	ADJ
cana-994	101	23	as	as	ADP
cana-994	101	24	reinforcement	reinforcement	NOUN
cana-994	101	25	learning	learning	NOUN
cana-994	101	26	(	(	PUNCT
cana-994	101	27	rl	rl	NOUN
cana-994	101	28	)	)	PUNCT
cana-994	101	29	.	.	PUNCT
cana-994	102	1	3	3	X
cana-994	102	2	.	.	X
cana-994	102	3	the	the	DET
cana-994	102	4	proposed	propose	VERB
cana-994	102	5	model	model	NOUN
cana-994	102	6	3.1	3.1	NUM
cana-994	102	7	t	t	PROPN
cana-994	102	8	-	-	PUNCT
cana-994	102	9	malware	malware	NOUN
cana-994	102	10	detection	detection	NOUN
cana-994	102	11	cc	cc	NOUN
cana-994	102	12	has	have	VERB
cana-994	102	13	to	to	PART
cana-994	102	14	keep	keep	VERB
cana-994	102	15	track	track	NOUN
cana-994	102	16	of	of	ADP
cana-994	102	17	the	the	DET
cana-994	102	18	minimum	minimum	NOUN
cana-994	102	19	amount	amount	NOUN
cana-994	102	20	of	of	ADP
cana-994	102	21	offers	offer	NOUN
cana-994	102	22	that	that	SCONJ
cana-994	102	23	the	the	DET
cana-994	102	24	central	central	ADJ
cana-994	102	25	controller	controller	NOUN
cana-994	102	26	receives	receive	VERB
cana-994	102	27	in	in	ADP
cana-994	102	28	massively	massively	ADV
cana-994	102	29	appropriated	appropriate	VERB
cana-994	102	30	systems	system	NOUN
cana-994	102	31	,	,	PUNCT
cana-994	102	32	affiliate	affiliate	NOUN
cana-994	102	33	sales	sale	NOUN
cana-994	102	34	gathering	gathering	NOUN
cana-994	102	35	,	,	PUNCT
cana-994	102	36	and	and	CCONJ
cana-994	102	37	data	datum	NOUN
cana-994	102	38	centers	center	NOUN
cana-994	102	39	.	.	PUNCT
cana-994	103	1	systems	system	NOUN
cana-994	103	2	necessitate	necessitate	VERB
cana-994	103	3	the	the	DET
cana-994	103	4	usage	usage	NOUN
cana-994	103	5	of	of	ADP
cana-994	103	6	appropriate	appropriate	ADJ
cana-994	103	7	mix	mix	NOUN
cana-994	103	8	structures	structure	NOUN
cana-994	103	9	,	,	PUNCT
cana-994	103	10	window	window	NOUN
cana-994	103	11	assessment	assessment	NOUN
cana-994	103	12	,	,	PUNCT
cana-994	103	13	and	and	CCONJ
cana-994	103	14	request	request	VERB
cana-994	103	15	priority	priority	NOUN
cana-994	103	16	,	,	PUNCT
cana-994	103	17	among	among	ADP
cana-994	103	18	other	other	ADJ
cana-994	103	19	things	thing	NOUN
cana-994	103	20	.	.	PUNCT
cana-994	104	1	the	the	DET
cana-994	104	2	traffic	traffic	NOUN
cana-994	104	3	expertise	expertise	NOUN
cana-994	104	4	gathering	gather	VERB
cana-994	104	5	in	in	ADP
cana-994	104	6	the	the	DET
cana-994	104	7	t	t	PROPN
cana-994	104	8	-	-	PUNCT
cana-994	104	9	malware	malware	NOUN
cana-994	104	10	detection	detection	NOUN
cana-994	104	11	system	system	NOUN
cana-994	104	12	is	be	AUX
cana-994	104	13	carried	carry	VERB
cana-994	104	14	out	out	ADP
cana-994	104	15	by	by	ADP
cana-994	104	16	the	the	DET
cana-994	104	17	systems	system	NOUN
cana-994	104	18	of	of	ADP
cana-994	104	19	the	the	DET
cana-994	104	20	southern	southern	ADJ
cana-994	104	21	security	security	NOUN
cana-994	104	22	interfaces	interface	NOUN
cana-994	104	23	,	,	PUNCT
cana-994	104	24	which	which	PRON
cana-994	104	25	facilitate	facilitate	VERB
cana-994	104	26	communication	communication	NOUN
cana-994	104	27	between	between	ADP
cana-994	104	28	the	the	DET
cana-994	104	29	controller	controller	NOUN
cana-994	104	30	and	and	CCONJ
cana-994	104	31	the	the	DET
cana-994	104	32	terminal	terminal	ADJ
cana-994	104	33	manager	manager	NOUN
cana-994	104	34	switches	switch	NOUN
cana-994	104	35	/	/	SYM
cana-994	104	36	make	make	NOUN
cana-994	104	37	apparatuses	apparatus	NOUN
cana-994	104	38	.	.	PUNCT
cana-994	105	1	cloud	cloud	NOUN
cana-994	105	2	clients	client	NOUN
cana-994	105	3	embrace	embrace	VERB
cana-994	105	4	virtual	virtual	ADJ
cana-994	105	5	machines	machine	NOUN
cana-994	105	6	through	through	ADP
cana-994	105	7	a	a	DET
cana-994	105	8	variety	variety	NOUN
cana-994	105	9	of	of	ADP
cana-994	105	10	actions	action	NOUN
cana-994	105	11	for	for	ADP
cana-994	105	12	a	a	DET
cana-994	105	13	given	give	VERB
cana-994	105	14	amount	amount	NOUN
cana-994	105	15	of	of	ADP
cana-994	105	16	time	time	NOUN
cana-994	105	17	,	,	PUNCT
cana-994	105	18	duration	duration	NOUN
cana-994	105	19	,	,	PUNCT
cana-994	105	20	and	and	CCONJ
cana-994	105	21	connectivity	connectivity	NOUN
cana-994	105	22	regarding	regard	VERB
cana-994	105	23	their	their	PRON
cana-994	105	24	virtual	virtual	ADJ
cana-994	105	25	machines	machine	NOUN
cana-994	105	26	.	.	PUNCT
cana-994	106	1	the	the	DET
cana-994	106	2	customer	customer	NOUN
cana-994	106	3	specifies	specify	VERB
cana-994	106	4	each	each	DET
cana-994	106	5	relationship	relationship	NOUN
cana-994	106	6	request	request	NOUN
cana-994	106	7	's	's	PART
cana-994	106	8	amount	amount	NOUN
cana-994	106	9	,	,	PUNCT
cana-994	106	10	duration	duration	NOUN
cana-994	106	11	,	,	PUNCT
cana-994	106	12	recommended	recommend	VERB
cana-994	106	13	virtual	virtual	ADJ
cana-994	106	14	machine	machine	NOUN
cana-994	106	15	center	center	NOUN
cana-994	106	16	focus	focus	NOUN
cana-994	106	17	,	,	PUNCT
cana-994	106	18	required	require	VERB
cana-994	106	19	transmit	transmit	NOUN
cana-994	106	20	cutoff	cutoff	NOUN
cana-994	106	21	,	,	PUNCT
cana-994	106	22	and	and	CCONJ
cana-994	106	23	allowed	allow	VERB
cana-994	106	24	holding	hold	VERB
cana-994	106	25	time	time	NOUN
cana-994	106	26	[	[	X
cana-994	106	27	17	17	NUM
cana-994	106	28	]	]	PUNCT
cana-994	106	29	.	.	PUNCT
cana-994	107	1	sequential	sequential	ADJ
cana-994	107	2	character	character	NOUN
cana-994	107	3	data	data	NOUN
cana-994	107	4	transmission	transmission	NOUN
cana-994	107	5	between	between	ADP
cana-994	107	6	the	the	DET
cana-994	107	7	customer	customer	NOUN
cana-994	107	8	and	and	CCONJ
cana-994	107	9	the	the	DET
cana-994	107	10	virtual	virtual	ADJ
cana-994	107	11	machines	machine	NOUN
cana-994	107	12	they	they	PRON
cana-994	107	13	utilize	utilize	VERB
cana-994	107	14	will	will	AUX
cana-994	107	15	be	be	AUX
cana-994	107	16	accomplished	accomplish	VERB
cana-994	107	17	through	through	ADP
cana-994	107	18	the	the	DET
cana-994	107	19	usage	usage	NOUN
cana-994	107	20	of	of	ADP
cana-994	107	21	these	these	DET
cana-994	107	22	cloud	cloud	ADJ
cana-994	107	23	connection	connection	NOUN
cana-994	107	24	requests	request	NOUN
cana-994	107	25	.	.	PUNCT
cana-994	108	1	in	in	ADP
cana-994	108	2	the	the	DET
cana-994	108	3	cloud	cloud	NOUN
cana-994	108	4	environment	environment	NOUN
cana-994	108	5	,	,	PUNCT
cana-994	108	6	there	there	PRON
cana-994	108	7	are	be	VERB
cana-994	108	8	many	many	ADJ
cana-994	108	9	relationships	relationship	NOUN
cana-994	108	10	between	between	ADP
cana-994	108	11	different	different	ADJ
cana-994	108	12	cloud	cloud	NOUN
cana-994	108	13	users	user	NOUN
cana-994	108	14	that	that	PRON
cana-994	108	15	rely	rely	VERB
cana-994	108	16	on	on	ADP
cana-994	108	17	the	the	DET
cana-994	108	18	intended	intend	VERB
cana-994	108	19	mix	mix	NOUN
cana-994	108	20	factor	factor	NOUN
cana-994	108	21	.	.	PUNCT
cana-994	109	1	t	t	PROPN
cana-994	109	2	-	-	PUNCT
cana-994	109	3	malware	malware	NOUN
cana-994	109	4	detection	detection	NOUN
cana-994	109	5	is	be	AUX
cana-994	109	6	used	use	VERB
cana-994	109	7	to	to	PART
cana-994	109	8	comprehend	comprehend	VERB
cana-994	109	9	this	this	DET
cana-994	109	10	matter	matter	NOUN
cana-994	109	11	.	.	PUNCT
cana-994	110	1	all	all	DET
cana-994	110	2	things	thing	NOUN
cana-994	110	3	considered	consider	VERB
cana-994	110	4	,	,	PUNCT
cana-994	110	5	the	the	DET
cana-994	110	6	more	more	ADV
cana-994	110	7	basic	basic	ADJ
cana-994	110	8	self	self	NOUN
cana-994	110	9	-	-	PUNCT
cana-994	110	10	definitive	definitive	ADJ
cana-994	110	11	signals	signal	NOUN
cana-994	110	12	that	that	PRON
cana-994	110	13	are	be	AUX
cana-994	110	14	warped	warp	VERB
cana-994	110	15	by	by	ADP
cana-994	110	16	language	language	NOUN
cana-994	110	17	represent	represent	VERB
cana-994	110	18	a	a	DET
cana-994	110	19	feasible	feasible	ADJ
cana-994	110	20	means	mean	NOUN
cana-994	110	21	of	of	ADP
cana-994	110	22	data	data	NOUN
cana-994	110	23	transmission	transmission	NOUN
cana-994	110	24	and	and	CCONJ
cana-994	110	25	storage	storage	NOUN
cana-994	110	26	.	.	PUNCT
cana-994	111	1	open	open	ADJ
cana-994	111	2	data	datum	NOUN
cana-994	111	3	is	be	AUX
cana-994	111	4	easily	easily	ADV
cana-994	111	5	accessed	access	VERB
cana-994	111	6	through	through	ADP
cana-994	111	7	human	human	ADJ
cana-994	111	8	verification	verification	NOUN
cana-994	111	9	.	.	PUNCT
cana-994	112	1	rather	rather	ADV
cana-994	112	2	of	of	ADP
cana-994	112	3	merely	merely	ADV
cana-994	112	4	staring	stare	VERB
cana-994	112	5	at	at	ADP
cana-994	112	6	someone	someone	PRON
cana-994	112	7	directly	directly	ADV
cana-994	112	8	,	,	PUNCT
cana-994	112	9	one	one	PRON
cana-994	112	10	might	might	AUX
cana-994	112	11	utilize	utilize	VERB
cana-994	112	12	their	their	PRON
cana-994	112	13	gaze	gaze	NOUN
cana-994	112	14	to	to	PART
cana-994	112	15	create	create	VERB
cana-994	112	16	signs	sign	NOUN
cana-994	112	17	.	.	PUNCT
cana-994	113	1	furthermore	furthermore	ADV
cana-994	113	2	,	,	PUNCT
cana-994	113	3	people	people	NOUN
cana-994	113	4	are	be	AUX
cana-994	113	5	drawn	draw	VERB
cana-994	113	6	to	to	PART
cana-994	113	7	rapidly	rapidly	ADV
cana-994	113	8	construct	construct	VERB
cana-994	113	9	diverse	diverse	ADJ
cana-994	113	10	action	action	NOUN
cana-994	113	11	circumstances	circumstance	NOUN
cana-994	113	12	by	by	ADP
cana-994	113	13	selective	selective	ADJ
cana-994	113	14	social	social	ADJ
cana-994	113	15	learning	learning	NOUN
cana-994	113	16	based	base	VERB
cana-994	113	17	on	on	ADP
cana-994	113	18	movement	movement	NOUN
cana-994	113	19	experiences	experience	NOUN
cana-994	113	20	,	,	PUNCT
cana-994	113	21	which	which	PRON
cana-994	113	22	preserves	preserve	VERB
cana-994	113	23	a	a	DET
cana-994	113	24	vitally	vitally	ADV
cana-994	113	25	advantageous	advantageous	ADJ
cana-994	113	26	path	path	NOUN
cana-994	113	27	from	from	ADP
cana-994	113	28	ineffective	ineffective	ADJ
cana-994	113	29	effort	effort	NOUN
cana-994	113	30	and	and	CCONJ
cana-994	113	31	error	error	NOUN
cana-994	113	32	.	.	PUNCT
cana-994	114	1	communications	communication	NOUN
cana-994	114	2	on	on	ADP
cana-994	114	3	applied	apply	VERB
cana-994	114	4	nonlinear	nonlinear	ADJ
cana-994	114	5	analysis	analysis	NOUN
cana-994	114	6	issn	issn	NOUN
cana-994	114	7	:	:	PUNCT
cana-994	114	8	1074	1074	NUM
cana-994	114	9	-	-	PUNCT
cana-994	114	10	133x	133x	NUM
cana-994	114	11	vol	vol	NOUN
cana-994	114	12	31	31	NUM
cana-994	114	13	no	no	NOUN
cana-994	114	14	.	.	PUNCT
cana-994	115	1	5s	5s	NUM
cana-994	115	2	(	(	PUNCT
cana-994	115	3	2024	2024	NUM
cana-994	115	4	)	)	PUNCT
cana-994	115	5	5	5	NUM
cana-994	115	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-994	115	7	this	this	DET
cana-994	115	8	way	way	NOUN
cana-994	115	9	,	,	PUNCT
cana-994	115	10	you	you	PRON
cana-994	115	11	may	may	AUX
cana-994	115	12	deflect	deflect	VERB
cana-994	115	13	attention	attention	NOUN
cana-994	115	14	so	so	SCONJ
cana-994	115	15	that	that	SCONJ
cana-994	115	16	someone	someone	PRON
cana-994	115	17	else	else	ADV
cana-994	115	18	can	can	AUX
cana-994	115	19	investigate	investigate	VERB
cana-994	115	20	more	more	ADJ
cana-994	115	21	avenues	avenue	NOUN
cana-994	115	22	for	for	ADP
cana-994	115	23	obtaining	obtain	VERB
cana-994	115	24	confirmation	confirmation	NOUN
cana-994	115	25	from	from	ADP
cana-994	115	26	the	the	DET
cana-994	115	27	subject	subject	NOUN
cana-994	115	28	,	,	PUNCT
cana-994	115	29	who	who	PRON
cana-994	115	30	may	may	AUX
cana-994	115	31	be	be	AUX
cana-994	115	32	quite	quite	ADV
cana-994	115	33	far	far	ADV
cana-994	115	34	away	away	ADV
cana-994	115	35	due	due	ADP
cana-994	115	36	to	to	ADP
cana-994	115	37	time	time	NOUN
cana-994	115	38	and	and	CCONJ
cana-994	115	39	money	money	NOUN
cana-994	115	40	constraints	constraint	NOUN
cana-994	115	41	.	.	PUNCT
cana-994	116	1	the	the	DET
cana-994	116	2	subject	subject	NOUN
cana-994	116	3	's	's	PART
cana-994	116	4	autonomy	autonomy	NOUN
cana-994	116	5	in	in	ADP
cana-994	116	6	gaining	gain	VERB
cana-994	116	7	credit	credit	NOUN
cana-994	116	8	at	at	ADP
cana-994	116	9	the	the	DET
cana-994	116	10	time	time	NOUN
cana-994	116	11	was	be	AUX
cana-994	116	12	acknowledged	acknowledge	VERB
cana-994	116	13	as	as	ADP
cana-994	116	14	discretionary	discretionary	ADJ
cana-994	116	15	activity	activity	NOUN
cana-994	116	16	within	within	ADP
cana-994	116	17	the	the	DET
cana-994	116	18	framework	framework	NOUN
cana-994	116	19	of	of	ADP
cana-994	116	20	the	the	DET
cana-994	116	21	viability	viability	NOUN
cana-994	116	22	and	and	CCONJ
cana-994	116	23	certainty	certainty	NOUN
cana-994	116	24	of	of	ADP
cana-994	116	25	social	social	ADJ
cana-994	116	26	learning	learning	NOUN
cana-994	116	27	.	.	PUNCT
cana-994	117	1	t	t	PROPN
cana-994	117	2	-	-	PUNCT
cana-994	117	3	malware	malware	NOUN
cana-994	117	4	detection	detection	NOUN
cana-994	117	5	depends	depend	VERB
cana-994	117	6	on	on	ADP
cana-994	117	7	user	user	NOUN
cana-994	117	8	-	-	PUNCT
cana-994	117	9	provided	provide	VERB
cana-994	117	10	data	datum	NOUN
cana-994	117	11	.	.	PUNCT
cana-994	118	1	the	the	DET
cana-994	118	2	importance	importance	NOUN
cana-994	118	3	of	of	ADP
cana-994	118	4	social	social	ADJ
cana-994	118	5	consciousness	consciousness	NOUN
cana-994	118	6	is	be	AUX
cana-994	118	7	acknowledged	acknowledge	VERB
cana-994	118	8	throughout	throughout	ADP
cana-994	118	9	.	.	PUNCT
cana-994	119	1	it	it	PRON
cana-994	119	2	uses	use	VERB
cana-994	119	3	just	just	ADV
cana-994	119	4	one	one	NUM
cana-994	119	5	element	element	NOUN
cana-994	119	6	to	to	PART
cana-994	119	7	operate	operate	VERB
cana-994	119	8	in	in	ADP
cana-994	119	9	the	the	DET
cana-994	119	10	model	model	NOUN
cana-994	119	11	as	as	ADV
cana-994	119	12	well	well	ADV
cana-994	119	13	.	.	PUNCT
cana-994	120	1	the	the	DET
cana-994	120	2	guaranteed	guarantee	VERB
cana-994	120	3	t	t	PROPN
cana-994	120	4	-	-	PUNCT
cana-994	120	5	malware	malware	NOUN
cana-994	120	6	detection	detection	NOUN
cana-994	120	7	structure	structure	NOUN
cana-994	120	8	is	be	AUX
cana-994	120	9	demonstrated	demonstrate	VERB
cana-994	120	10	using	use	VERB
cana-994	120	11	a	a	DET
cana-994	120	12	hard	hard	ADJ
cana-994	120	13	distributing	distribute	VERB
cana-994	120	14	multi	multi	ADJ
cana-994	120	15	-	-	ADJ
cana-994	120	16	star	star	ADJ
cana-994	120	17	game	game	NOUN
cana-994	120	18	strategy	strategy	NOUN
cana-994	120	19	by	by	ADP
cana-994	120	20	typically	typically	ADV
cana-994	120	21	multi	multi	ADJ
cana-994	120	22	-	-	ADJ
cana-994	120	23	supervisor	supervisor	NOUN
cana-994	120	24	approach	approach	NOUN
cana-994	120	25	,	,	PUNCT
cana-994	120	26	which	which	PRON
cana-994	120	27	is	be	AUX
cana-994	120	28	thought	think	VERB
cana-994	120	29	to	to	PART
cana-994	120	30	be	be	AUX
cana-994	120	31	for	for	ADP
cana-994	120	32	minimizing	minimize	VERB
cana-994	120	33	the	the	DET
cana-994	120	34	risk	risk	NOUN
cana-994	120	35	of	of	ADP
cana-994	120	36	the	the	DET
cana-994	120	37	incorrectly	incorrectly	ADV
cana-994	120	38	structured	structured	ADJ
cana-994	120	39	interaction	interaction	NOUN
cana-994	120	40	.	.	PUNCT
cana-994	121	1	the	the	DET
cana-994	121	2	control	control	NOUN
cana-994	121	3	traffic	traffic	NOUN
cana-994	121	4	that	that	PRON
cana-994	121	5	flows	flow	VERB
cana-994	121	6	through	through	ADP
cana-994	121	7	the	the	DET
cana-994	121	8	server	server	NOUN
cana-994	121	9	that	that	SCONJ
cana-994	121	10	the	the	DET
cana-994	121	11	t	t	PROPN
cana-994	121	12	-	-	PUNCT
cana-994	121	13	malware	malware	NOUN
cana-994	121	14	detection	detection	NOUN
cana-994	121	15	is	be	AUX
cana-994	121	16	checking	check	VERB
cana-994	121	17	requires	require	VERB
cana-994	121	18	every	every	DET
cana-994	121	19	client	client	NOUN
cana-994	121	20	in	in	ADP
cana-994	121	21	the	the	DET
cana-994	121	22	network	network	NOUN
cana-994	121	23	.	.	PUNCT
cana-994	122	1	this	this	PRON
cana-994	122	2	has	have	VERB
cana-994	122	3	an	an	DET
cana-994	122	4	impact	impact	NOUN
cana-994	122	5	on	on	ADP
cana-994	122	6	the	the	DET
cana-994	122	7	internal	internal	ADJ
cana-994	122	8	data	data	PROPN
cana-994	122	9	server	server	NOUN
cana-994	122	10	of	of	ADP
cana-994	122	11	the	the	DET
cana-994	122	12	hierarchical	hierarchical	ADJ
cana-994	122	13	control	control	NOUN
cana-994	122	14	structure	structure	NOUN
cana-994	122	15	.	.	PUNCT
cana-994	123	1	t	t	PROPN
cana-994	123	2	is	be	AUX
cana-994	123	3	produced	produce	VERB
cana-994	123	4	in	in	ADP
cana-994	123	5	eqn	eqn	NOUN
cana-994	123	6	.	.	PUNCT
cana-994	124	1	(	(	PUNCT
cana-994	124	2	3.1	3.1	NUM
cana-994	124	3	)	)	PUNCT
cana-994	124	4	by	by	ADP
cana-994	124	5	considering	consider	VERB
cana-994	124	6	the	the	DET
cana-994	124	7	complete	complete	ADJ
cana-994	124	8	focus	focus	NOUN
cana-994	124	9	point	point	NOUN
cana-994	124	10	and	and	CCONJ
cana-994	124	11	ignoring	ignore	VERB
cana-994	124	12	the	the	DET
cana-994	124	13	customer	customer	NOUN
cana-994	124	14	's	's	PART
cana-994	124	15	proximity	proximity	NOUN
cana-994	124	16	in	in	ADP
cana-994	124	17	sdn	sdn	PROPN
cana-994	124	18	.	.	PUNCT
cana-994	125	1	t	t	PROPN
cana-994	125	2	=	=	PUNCT
cana-994	126	1	[	[	X
cana-994	126	2	v1	v1	NOUN
cana-994	126	3	∗	∗	NOUN
cana-994	126	4	(	(	PUNCT
cana-994	126	5	dmn	dmn	NOUN
cana-994	126	6	/	/	SYM
cana-994	126	7	cmn	cmn	PROPN
cana-994	126	8	)	)	PUNCT
cana-994	126	9	]	]	PUNCT
cana-994	127	1	+	+	CCONJ
cana-994	128	1	[	[	X
cana-994	128	2	v2	v2	NOUN
cana-994	128	3	∗	∗	NOUN
cana-994	128	4	(	(	PUNCT
cana-994	128	5	eavg	eavg	NOUN
cana-994	128	6	/	/	SYM
cana-994	128	7	em	em	PROPN
cana-994	128	8	)	)	PUNCT
cana-994	128	9	]	]	PUNCT
cana-994	129	1	+	+	CCONJ
cana-994	129	2	[	[	X
cana-994	129	3	v3	v3	PROPN
cana-994	129	4	∗	∗	X
cana-994	129	5	(	(	PUNCT
cana-994	129	6	1	1	NUM
cana-994	129	7	/	/	SYM
cana-994	129	8	cmn	cmn	NOUN
cana-994	129	9	)	)	PUNCT
cana-994	129	10	]	]	PUNCT
cana-994	129	11	3.2	3.2	NUM
cana-994	129	12	3.2	3.2	NUM
cana-994	129	13	enhanced	enhance	VERB
cana-994	129	14	igwso	igwso	NOUN
cana-994	129	15	the	the	DET
cana-994	129	16	glow	glow	NOUN
cana-994	129	17	-	-	PUNCT
cana-994	129	18	worm	worm	NOUN
cana-994	129	19	,	,	PUNCT
cana-994	129	20	noted	note	VERB
cana-994	129	21	for	for	ADP
cana-994	129	22	its	its	PRON
cana-994	129	23	captivating	captivating	ADJ
cana-994	129	24	luminescence	luminescence	NOUN
cana-994	129	25	and	and	CCONJ
cana-994	129	26	reproductive	reproductive	ADJ
cana-994	129	27	behaviors	behavior	NOUN
cana-994	129	28	,	,	PUNCT
cana-994	129	29	serves	serve	VERB
cana-994	129	30	as	as	ADP
cana-994	129	31	a	a	DET
cana-994	129	32	compelling	compelling	ADJ
cana-994	129	33	analogy	analogy	NOUN
cana-994	129	34	for	for	ADP
cana-994	129	35	this	this	DET
cana-994	129	36	optimization	optimization	NOUN
cana-994	129	37	model	model	NOUN
cana-994	129	38	.	.	PUNCT
cana-994	130	1	in	in	ADP
cana-994	130	2	this	this	DET
cana-994	130	3	framework	framework	NOUN
cana-994	130	4	,	,	PUNCT
cana-994	130	5	the	the	DET
cana-994	130	6	nests	nest	NOUN
cana-994	130	7	represent	represent	VERB
cana-994	130	8	potential	potential	ADJ
cana-994	130	9	solutions	solution	NOUN
cana-994	130	10	,	,	PUNCT
cana-994	130	11	with	with	ADP
cana-994	130	12	the	the	DET
cana-994	130	13	most	most	ADV
cana-994	130	14	viable	viable	ADJ
cana-994	130	15	nests	nest	NOUN
cana-994	130	16	,	,	PUNCT
cana-994	130	17	analogous	analogous	ADJ
cana-994	130	18	to	to	ADP
cana-994	130	19	successful	successful	ADJ
cana-994	130	20	egg	egg	NOUN
cana-994	130	21	deposits	deposit	NOUN
cana-994	130	22	,	,	PUNCT
cana-994	130	23	reflecting	reflect	VERB
cana-994	130	24	the	the	DET
cana-994	130	25	best	good	ADJ
cana-994	130	26	solutions	solution	NOUN
cana-994	130	27	.	.	PUNCT
cana-994	131	1	while	while	SCONJ
cana-994	131	2	it	it	PRON
cana-994	131	3	’s	’	VERB
cana-994	131	4	rare	rare	ADJ
cana-994	131	5	for	for	SCONJ
cana-994	131	6	certain	certain	ADJ
cana-994	131	7	species	specie	NOUN
cana-994	131	8	like	like	ADP
cana-994	131	9	the	the	DET
cana-994	131	10	guiro	guiro	ADJ
cana-994	131	11	cuckoo	cuckoo	NOUN
cana-994	131	12	to	to	PART
cana-994	131	13	lay	lay	VERB
cana-994	131	14	eggs	egg	NOUN
cana-994	131	15	in	in	ADP
cana-994	131	16	exposed	expose	VERB
cana-994	131	17	nests	nest	NOUN
cana-994	131	18	—	—	PUNCT
cana-994	131	19	often	often	ADV
cana-994	131	20	leading	lead	VERB
cana-994	131	21	to	to	ADP
cana-994	131	22	the	the	DET
cana-994	131	23	destruction	destruction	NOUN
cana-994	131	24	of	of	ADP
cana-994	131	25	other	other	ADJ
cana-994	131	26	nests	nest	NOUN
cana-994	131	27	—	—	PUNCT
cana-994	131	28	this	this	DET
cana-994	131	29	model	model	NOUN
cana-994	131	30	focuses	focus	VERB
cana-994	131	31	on	on	ADP
cana-994	131	32	optimizing	optimize	VERB
cana-994	131	33	resources	resource	NOUN
cana-994	131	34	rather	rather	ADV
cana-994	131	35	than	than	ADP
cana-994	131	36	eliminating	eliminate	VERB
cana-994	131	37	competitors	competitor	NOUN
cana-994	131	38	.	.	PUNCT
cana-994	132	1	the	the	DET
cana-994	132	2	integration	integration	NOUN
cana-994	132	3	of	of	ADP
cana-994	132	4	network	network	NOUN
cana-994	132	5	virtualization	virtualization	NOUN
cana-994	132	6	design	design	NOUN
cana-994	132	7	with	with	ADP
cana-994	132	8	the	the	DET
cana-994	132	9	igwso	igwso	PROPN
cana-994	132	10	algorithm	algorithm	PROPN
cana-994	132	11	aims	aim	VERB
cana-994	132	12	to	to	PART
cana-994	132	13	streamline	streamline	VERB
cana-994	132	14	scheduling	scheduling	NOUN
cana-994	132	15	processes	process	NOUN
cana-994	132	16	.	.	PUNCT
cana-994	133	1	the	the	DET
cana-994	133	2	following	following	ADJ
cana-994	133	3	time	time	NOUN
cana-994	133	4	-	-	PUNCT
cana-994	133	5	domain	domain	NOUN
cana-994	133	6	matrix	matrix	NOUN
cana-994	133	7	ensures	ensure	VERB
cana-994	133	8	the	the	DET
cana-994	133	9	inclusion	inclusion	NOUN
cana-994	133	10	of	of	ADP
cana-994	133	11	time	time	NOUN
cana-994	133	12	-	-	PUNCT
cana-994	133	13	domain	domain	NOUN
cana-994	133	14	indicators	indicator	NOUN
cana-994	133	15	to	to	PART
cana-994	133	16	account	account	VERB
cana-994	133	17	for	for	ADP
cana-994	133	18	the	the	DET
cana-994	133	19	volume	volume	NOUN
cana-994	133	20	of	of	ADP
cana-994	133	21	requests	request	NOUN
cana-994	133	22	at	at	ADP
cana-994	133	23	different	different	ADJ
cana-994	133	24	intervals	interval	NOUN
cana-994	133	25	.	.	PUNCT
cana-994	134	1	3.3	3.3	NUM
cana-994	134	2	trust	trust	NOUN
cana-994	134	3	computation	computation	NOUN
cana-994	134	4	via	via	ADP
cana-994	134	5	rdnn	rdnn	ADJ
cana-994	134	6	cloud	cloud	NOUN
cana-994	134	7	computing	computing	NOUN
cana-994	134	8	(	(	PUNCT
cana-994	134	9	cc	cc	NOUN
cana-994	134	10	)	)	PUNCT
cana-994	134	11	offers	offer	VERB
cana-994	134	12	dynamic	dynamic	ADJ
cana-994	134	13	flexibility	flexibility	NOUN
cana-994	134	14	in	in	ADP
cana-994	134	15	resource	resource	NOUN
cana-994	134	16	allocation	allocation	NOUN
cana-994	134	17	,	,	PUNCT
cana-994	134	18	allowing	allow	VERB
cana-994	134	19	for	for	ADP
cana-994	134	20	resource	resource	NOUN
cana-994	134	21	expiration	expiration	NOUN
cana-994	134	22	before	before	ADP
cana-994	134	23	meeting	meet	VERB
cana-994	134	24	distributed	distribute	VERB
cana-994	134	25	computing	computing	NOUN
cana-994	134	26	goals	goal	NOUN
cana-994	134	27	.	.	PUNCT
cana-994	135	1	in	in	ADP
cana-994	135	2	a	a	DET
cana-994	135	3	distributed	distribute	VERB
cana-994	135	4	network	network	NOUN
cana-994	135	5	,	,	PUNCT
cana-994	135	6	users	user	NOUN
cana-994	135	7	openly	openly	ADV
cana-994	135	8	communicate	communicate	VERB
cana-994	135	9	their	their	PRON
cana-994	135	10	resource	resource	NOUN
cana-994	135	11	requirements	requirement	NOUN
cana-994	135	12	and	and	CCONJ
cana-994	135	13	projected	project	VERB
cana-994	135	14	task	task	NOUN
cana-994	135	15	deadlines	deadline	NOUN
cana-994	135	16	.	.	PUNCT
cana-994	136	1	due	due	ADP
cana-994	136	2	to	to	ADP
cana-994	136	3	unforeseen	unforeseen	ADJ
cana-994	136	4	user	user	NOUN
cana-994	136	5	demands	demand	NOUN
cana-994	136	6	,	,	PUNCT
cana-994	136	7	task	task	NOUN
cana-994	136	8	interruptions	interruption	NOUN
cana-994	136	9	occur	occur	VERB
cana-994	136	10	more	more	ADV
cana-994	136	11	frequently	frequently	ADV
cana-994	136	12	than	than	SCONJ
cana-994	136	13	anticipated	anticipate	VERB
cana-994	136	14	.	.	PUNCT
cana-994	137	1	users	user	NOUN
cana-994	137	2	can	can	AUX
cana-994	137	3	choose	choose	VERB
cana-994	137	4	virtual	virtual	ADJ
cana-994	137	5	machines	machine	NOUN
cana-994	137	6	and	and	CCONJ
cana-994	137	7	bandwidth	bandwidth	NOUN
cana-994	137	8	,	,	PUNCT
cana-994	137	9	and	and	CCONJ
cana-994	137	10	can	can	AUX
cana-994	137	11	also	also	ADV
cana-994	137	12	specify	specify	VERB
cana-994	137	13	start	start	NOUN
cana-994	137	14	times	time	NOUN
cana-994	137	15	and	and	CCONJ
cana-994	137	16	data	datum	NOUN
cana-994	137	17	transmission	transmission	NOUN
cana-994	137	18	parameters	parameter	NOUN
cana-994	137	19	.	.	PUNCT
cana-994	138	1	to	to	PART
cana-994	138	2	maximize	maximize	VERB
cana-994	138	3	the	the	DET
cana-994	138	4	efficiency	efficiency	NOUN
cana-994	138	5	of	of	ADP
cana-994	138	6	resource	resource	NOUN
cana-994	138	7	distribution	distribution	NOUN
cana-994	138	8	,	,	PUNCT
cana-994	138	9	constraints	constraint	NOUN
cana-994	138	10	such	such	ADJ
cana-994	138	11	as	as	ADP
cana-994	138	12	bandwidth	bandwidth	NOUN
cana-994	138	13	(	(	PUNCT
cana-994	138	14	c1	c1	NOUN
cana-994	138	15	)	)	PUNCT
cana-994	138	16	,	,	PUNCT
cana-994	138	17	nodes	node	NOUN
cana-994	138	18	(	(	PUNCT
cana-994	138	19	c4	c4	NOUN
cana-994	138	20	)	)	PUNCT
cana-994	138	21	,	,	PUNCT
cana-994	138	22	domain	domain	NOUN
cana-994	138	23	(	(	PUNCT
cana-994	138	24	c3	c3	PROPN
cana-994	138	25	)	)	PUNCT
cana-994	138	26	,	,	PUNCT
cana-994	138	27	the	the	DET
cana-994	138	28	ratio	ratio	NOUN
cana-994	138	29	of	of	ADP
cana-994	138	30	virtual	virtual	ADJ
cana-994	138	31	to	to	ADP
cana-994	138	32	physical	physical	ADJ
cana-994	138	33	links	link	NOUN
cana-994	138	34	(	(	PUNCT
cana-994	138	35	c2	c2	PROPN
cana-994	138	36	)	)	PUNCT
cana-994	138	37	,	,	PUNCT
cana-994	138	38	and	and	CCONJ
cana-994	138	39	binary	binary	ADJ
cana-994	138	40	conditions	condition	NOUN
cana-994	138	41	(	(	PUNCT
cana-994	138	42	c5	c5	PROPN
cana-994	138	43	)	)	PUNCT
cana-994	138	44	are	be	AUX
cana-994	138	45	utilized	utilize	VERB
cana-994	138	46	.	.	PUNCT
cana-994	139	1	the	the	DET
cana-994	139	2	proposed	propose	VERB
cana-994	139	3	recurrent	recurrent	ADJ
cana-994	139	4	deep	deep	ADJ
cana-994	139	5	neural	neural	ADJ
cana-994	139	6	network	network	NOUN
cana-994	139	7	(	(	PUNCT
cana-994	139	8	rdnn	rdnn	NOUN
cana-994	139	9	)	)	PUNCT
cana-994	139	10	is	be	AUX
cana-994	139	11	designed	design	VERB
cana-994	139	12	to	to	PART
cana-994	139	13	optimize	optimize	VERB
cana-994	139	14	these	these	DET
cana-994	139	15	constraints	constraint	NOUN
cana-994	139	16	.	.	PUNCT
cana-994	140	1	the	the	DET
cana-994	140	2	evaluation	evaluation	NOUN
cana-994	140	3	of	of	ADP
cana-994	140	4	the	the	DET
cana-994	140	5	rdnn	rdnn	NOUN
cana-994	140	6	begins	begin	VERB
cana-994	140	7	with	with	ADP
cana-994	140	8	the	the	DET
cana-994	140	9	initialization	initialization	NOUN
cana-994	140	10	phase	phase	NOUN
cana-994	140	11	,	,	PUNCT
cana-994	140	12	where	where	SCONJ
cana-994	140	13	a	a	DET
cana-994	140	14	random	random	ADJ
cana-994	140	15	population	population	NOUN
cana-994	140	16	of	of	ADP
cana-994	140	17	𝑚	𝑚	ADP
cana-994	140	18	initial	initial	ADJ
cana-994	140	19	points	point	NOUN
cana-994	140	20	is	be	AUX
cana-994	140	21	created	create	VERB
cana-994	140	22	within	within	ADP
cana-994	140	23	the	the	DET
cana-994	140	24	set	set	NOUN
cana-994	140	25	(	(	PUNCT
cana-994	140	26	s	s	NOUN
cana-994	140	27	)	)	PUNCT
cana-994	140	28	.	.	PUNCT
cana-994	141	1	each	each	DET
cana-994	141	2	member	member	NOUN
cana-994	141	3	of	of	ADP
cana-994	141	4	this	this	DET
cana-994	141	5	population	population	NOUN
cana-994	141	6	is	be	AUX
cana-994	141	7	evaluated	evaluate	VERB
cana-994	141	8	using	use	VERB
cana-994	141	9	a	a	DET
cana-994	141	10	specific	specific	ADJ
cana-994	141	11	equation	equation	NOUN
cana-994	141	12	,	,	PUNCT
cana-994	141	13	as	as	SCONJ
cana-994	141	14	outlined	outline	VERB
cana-994	141	15	in	in	ADP
cana-994	141	16	equation	equation	NOUN
cana-994	141	17	(	(	PUNCT
cana-994	141	18	3.2	3.2	NUM
cana-994	141	19	)	)	PUNCT
cana-994	141	20	.	.	PUNCT
cana-994	142	1	a𝑖𝑡	a𝑖𝑡	PROPN
cana-994	142	2	←	←	PROPN
cana-994	142	3	𝑛𝑡	𝑛𝑡	PROPN
cana-994	143	1	+	+	ADV
cana-994	143	2	𝛿	𝛿	ADJ
cana-994	143	3	(	(	PUNCT
cana-994	143	4	𝑚𝑡	𝑚𝑡	PROPN
cana-994	143	5	−𝑛𝑡	−𝑛𝑡	PROPN
cana-994	143	6	)	)	PUNCT
cana-994	143	7	;	;	PUNCT
cana-994	143	8	𝑡	𝑡	PROPN
cana-994	143	9	=	=	NOUN
cana-994	143	10	1	1	NUM
cana-994	143	11	,	,	PUNCT
cana-994	143	12	2	2	NUM
cana-994	143	13	,	,	PUNCT
cana-994	143	14	…	…	PUNCT
cana-994	143	15	,	,	PUNCT
cana-994	143	16	(	(	PUNCT
cana-994	143	17	3.2	3.2	NUM
cana-994	143	18	)	)	PUNCT
cana-994	143	19	computation	computation	NOUN
cana-994	143	20	of	of	ADP
cana-994	143	21	functions	function	NOUN
cana-994	143	22	min	min	PROPN
cana-994	143	23	and	and	CCONJ
cana-994	143	24	max	max	PROPN
cana-994	143	25	by	by	ADP
cana-994	143	26	eq	eq	PROPN
cana-994	143	27	.	.	PUNCT
cana-994	144	1	(	(	PUNCT
cana-994	144	2	3.3	3.3	NUM
cana-994	144	3	)	)	PUNCT
cana-994	144	4	&	&	CCONJ
cana-994	144	5	eq	eq	PROPN
cana-994	144	6	.	.	PUNCT
cana-994	145	1	(	(	PUNCT
cana-994	145	2	3.4	3.4	NUM
cana-994	145	3	)	)	PUNCT
cana-994	145	4	f𝑏	f𝑏	NOUN
cana-994	145	5	=	=	SYM
cana-994	145	6	𝑚𝑖𝑛{𝑓(a𝑖	𝑚𝑖𝑛{𝑓(a𝑖	PROPN
cana-994	145	7	)	)	PUNCT
cana-994	145	8	;	;	PUNCT
cana-994	145	9	𝑖	𝑖	X
cana-994	145	10	=	=	SYM
cana-994	145	11	1	1	NUM
cana-994	145	12	,	,	PUNCT
cana-994	145	13	2	2	NUM
cana-994	145	14	…	…	NUM
cana-994	145	15	,	,	PUNCT
cana-994	145	16	𝑛	𝑛	ADJ
cana-994	145	17	}	}	PUNCT
cana-994	145	18	(	(	PUNCT
cana-994	145	19	3.3	3.3	NUM
cana-994	145	20	)	)	PUNCT
cana-994	145	21	f𝑤	f𝑤	NOUN
cana-994	145	22	=	=	SYM
cana-994	145	23	𝑚𝑎𝑥{𝑓(a𝑖	𝑚𝑎𝑥{𝑓(a𝑖	NOUN
cana-994	145	24	)	)	PUNCT
cana-994	145	25	;	;	PUNCT
cana-994	145	26	𝑖	𝑖	X
cana-994	145	27	=	=	SYM
cana-994	145	28	1	1	NUM
cana-994	145	29	,	,	PUNCT
cana-994	145	30	2	2	NUM
cana-994	145	31	…	…	NUM
cana-994	145	32	,	,	PUNCT
cana-994	145	33	𝑛	𝑛	ADJ
cana-994	145	34	}	}	PUNCT
cana-994	145	35	(	(	PUNCT
cana-994	145	36	3.4	3.4	NUM
cana-994	145	37	)	)	PUNCT
cana-994	145	38	communications	communication	NOUN
cana-994	145	39	on	on	ADP
cana-994	145	40	applied	apply	VERB
cana-994	145	41	nonlinear	nonlinear	ADJ
cana-994	145	42	analysis	analysis	NOUN
cana-994	145	43	issn	issn	NOUN
cana-994	145	44	:	:	PUNCT
cana-994	145	45	1074	1074	NUM
cana-994	145	46	-	-	PUNCT
cana-994	145	47	133x	133x	NUM
cana-994	145	48	vol	vol	NOUN
cana-994	145	49	31	31	NUM
cana-994	145	50	no	no	NOUN
cana-994	145	51	.	.	PUNCT
cana-994	146	1	5s	5s	NUM
cana-994	146	2	(	(	PUNCT
cana-994	146	3	2024	2024	NUM
cana-994	146	4	)	)	PUNCT
cana-994	146	5	6	6	NUM
cana-994	146	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-994	146	7	if	if	SCONJ
cana-994	146	8	δ=0	δ=0	PROPN
cana-994	146	9	:	:	PUNCT
cana-994	146	10	at	at	ADP
cana-994	146	11	=	=	PROPN
cana-994	146	12	nt	not	PART
cana-994	146	13	.	.	PUNCT
cana-994	147	1	no	no	DET
cana-994	147	2	adjustment	adjustment	NOUN
cana-994	147	3	is	be	AUX
cana-994	147	4	made	make	VERB
cana-994	147	5	;	;	PUNCT
cana-994	147	6	at	at	SCONJ
cana-994	147	7	remains	remain	VERB
cana-994	147	8	the	the	DET
cana-994	147	9	same	same	ADJ
cana-994	147	10	as	as	ADP
cana-994	147	11	nt	not	PART
cana-994	147	12	.	.	PUNCT
cana-994	148	1	if	if	SCONJ
cana-994	148	2	δ=1	δ=1	PROPN
cana-994	148	3	:	:	PUNCT
cana-994	149	1	at	at	ADP
cana-994	149	2	=	=	PROPN
cana-994	149	3	mt	mt	PROPN
cana-994	149	4	.	.	PUNCT
cana-994	149	5	full	full	ADJ
cana-994	149	6	adjustment	adjustment	NOUN
cana-994	149	7	is	be	AUX
cana-994	149	8	made	make	VERB
cana-994	149	9	;	;	PUNCT
cana-994	149	10	at	at	ADP
cana-994	149	11	immediately	immediately	ADV
cana-994	149	12	reaches	reach	VERB
cana-994	149	13	mt	mt	PROPN
cana-994	149	14	.	.	PROPN
cana-994	150	1	for	for	ADP
cana-994	150	2	0	0	NUM
cana-994	150	3	<	<	X
cana-994	150	4	δ	δ	PROPN
cana-994	150	5	<	<	X
cana-994	150	6	10	10	NUM
cana-994	150	7	<	<	X
cana-994	150	8	1	1	NUM
cana-994	150	9	:	:	PUNCT
cana-994	150	10	at	at	SCONJ
cana-994	150	11	is	be	AUX
cana-994	150	12	a	a	DET
cana-994	150	13	weighted	weighted	ADJ
cana-994	150	14	average	average	NOUN
cana-994	150	15	of	of	ADP
cana-994	150	16	nt	not	PART
cana-994	150	17	and	and	CCONJ
cana-994	150	18	mt	mt	PROPN
cana-994	150	19	,	,	PUNCT
cana-994	150	20	moving	move	VERB
cana-994	150	21	at	at	ADP
cana-994	150	22	partway	partway	NOUN
cana-994	150	23	towards	towards	ADP
cana-994	150	24	mt	mt	PROPN
cana-994	150	25	.	.	PUNCT
cana-994	151	1	w	w	PROPN
cana-994	151	2	=	=	ADJ
cana-994	151	3	𝑚𝑎𝑥	𝑚𝑎𝑥	NOUN
cana-994	151	4	(	(	PUNCT
cana-994	151	5	𝑚𝑡	𝑚𝑡	PROPN
cana-994	151	6	−𝑛𝑡	−𝑛𝑡	PROPN
cana-994	151	7	)	)	PUNCT
cana-994	151	8	;	;	PUNCT
cana-994	151	9	𝑡	𝑡	PROPN
cana-994	151	10	=	=	NOUN
cana-994	151	11	1	1	NUM
cana-994	151	12	,	,	PUNCT
cana-994	151	13	2	2	NUM
cana-994	151	14	…	…	PUNCT
cana-994	151	15	,	,	PUNCT
cana-994	151	16	𝑛	𝑛	X
cana-994	151	17	(	(	PUNCT
cana-994	151	18	3.5	3.5	NUM
cana-994	151	19	)	)	PUNCT
cana-994	151	20	the	the	DET
cana-994	151	21	set	set	NOUN
cana-994	151	22	w	w	NOUN
cana-994	151	23	is	be	AUX
cana-994	151	24	empty	empty	ADJ
cana-994	151	25	,	,	PUNCT
cana-994	151	26	the	the	DET
cana-994	151	27	population	population	NOUN
cana-994	151	28	will	will	AUX
cana-994	151	29	move	move	VERB
cana-994	151	30	in	in	ADP
cana-994	151	31	a	a	DET
cana-994	151	32	random	random	ADJ
cana-994	151	33	manner	manner	NOUN
cana-994	151	34	.	.	PUNCT
cana-994	152	1	however	however	ADV
cana-994	152	2	,	,	PUNCT
cana-994	152	3	if	if	SCONJ
cana-994	152	4	w	w	NOUN
cana-994	152	5	contains	contain	VERB
cana-994	152	6	elements	element	NOUN
cana-994	152	7	,	,	PUNCT
cana-994	152	8	a	a	DET
cana-994	152	9	point	point	NOUN
cana-994	152	10	that	that	PRON
cana-994	152	11	surpasses	surpass	VERB
cana-994	152	12	ai	ai	VERB
cana-994	152	13	in	in	ADP
cana-994	152	14	some	some	DET
cana-994	152	15	respect	respect	NOUN
cana-994	152	16	should	should	AUX
cana-994	152	17	be	be	AUX
cana-994	152	18	chosen	choose	VERB
cana-994	152	19	randomly	randomly	ADV
cana-994	152	20	.	.	PUNCT
cana-994	153	1	in	in	ADP
cana-994	153	2	cases	case	NOUN
cana-994	153	3	where	where	SCONJ
cana-994	153	4	w	w	NOUN
cana-994	153	5	is	be	AUX
cana-994	153	6	occupied	occupy	VERB
cana-994	153	7	,	,	PUNCT
cana-994	153	8	the	the	DET
cana-994	153	9	process	process	NOUN
cana-994	153	10	begins	begin	VERB
cana-994	153	11	by	by	ADP
cana-994	153	12	modifying	modify	VERB
cana-994	153	13	the	the	DET
cana-994	153	14	attributes	attribute	NOUN
cana-994	153	15	.	.	PUNCT
cana-994	154	1	subsequently	subsequently	ADV
cana-994	154	2	,	,	PUNCT
cana-994	154	3	a	a	DET
cana-994	154	4	location	location	NOUN
cana-994	154	5	within	within	ADP
cana-994	154	6	the	the	DET
cana-994	154	7	optimal	optimal	ADJ
cana-994	154	8	range	range	NOUN
cana-994	154	9	is	be	AUX
cana-994	154	10	selected	select	VERB
cana-994	154	11	randomly	randomly	ADV
cana-994	154	12	.	.	PUNCT
cana-994	155	1	this	this	PRON
cana-994	155	2	involves	involve	VERB
cana-994	155	3	choosing	choose	VERB
cana-994	155	4	a	a	DET
cana-994	155	5	file	file	NOUN
cana-994	155	6	and	and	CCONJ
cana-994	155	7	making	make	VERB
cana-994	155	8	adjustments	adjustment	NOUN
cana-994	155	9	to	to	PART
cana-994	155	10	ai	ai	VERB
cana-994	155	11	accordingly	accordingly	ADV
cana-994	155	12	.	.	PUNCT
cana-994	156	1	measurements	measurement	NOUN
cana-994	156	2	are	be	AUX
cana-994	156	3	taken	take	VERB
cana-994	156	4	phase	phase	NOUN
cana-994	156	5	-	-	PUNCT
cana-994	156	6	by	by	ADP
cana-994	156	7	-	-	PUNCT
cana-994	156	8	phase	phase	NOUN
cana-994	156	9	at	at	ADP
cana-994	156	10	a	a	DET
cana-994	156	11	given	give	VERB
cana-994	156	12	point	point	NOUN
cana-994	156	13	,	,	PUNCT
cana-994	156	14	ensuring	ensure	VERB
cana-994	156	15	that	that	SCONJ
cana-994	156	16	the	the	DET
cana-994	156	17	boundaries	boundary	NOUN
cana-994	156	18	within	within	ADP
cana-994	156	19	the	the	DET
cana-994	156	20	set	set	NOUN
cana-994	156	21	and	and	CCONJ
cana-994	156	22	the	the	DET
cana-994	156	23	permissible	permissible	ADJ
cana-994	156	24	movement	movement	NOUN
cana-994	156	25	towards	towards	ADP
cana-994	156	26	higher	high	ADJ
cana-994	156	27	values	value	NOUN
cana-994	156	28	are	be	AUX
cana-994	156	29	considered	consider	VERB
cana-994	156	30	.	.	PUNCT
cana-994	157	1	the	the	DET
cana-994	157	2	most	most	ADV
cana-994	157	3	recent	recent	ADJ
cana-994	157	4	point	point	NOUN
cana-994	157	5	reached	reach	VERB
cana-994	157	6	during	during	ADP
cana-994	157	7	this	this	DET
cana-994	157	8	exploration	exploration	NOUN
cana-994	157	9	is	be	AUX
cana-994	157	10	chosen	choose	VERB
cana-994	157	11	for	for	ADP
cana-994	157	12	further	further	ADJ
cana-994	157	13	progression	progression	NOUN
cana-994	157	14	through	through	ADP
cana-994	157	15	subsequent	subsequent	ADJ
cana-994	157	16	levels	level	NOUN
cana-994	157	17	.	.	PUNCT
cana-994	158	1	this	this	DET
cana-994	158	2	process	process	NOUN
cana-994	158	3	is	be	AUX
cana-994	158	4	illustrated	illustrate	VERB
cana-994	158	5	in	in	ADP
cana-994	158	6	eq	eq	ADP
cana-994	158	7	.	.	PUNCT
cana-994	159	1	(	(	PUNCT
cana-994	159	2	3.6	3.6	NUM
cana-994	159	3	)	)	PUNCT
cana-994	159	4	.	.	PUNCT
cana-994	160	1	a𝑖	a𝑖	PROPN
cana-994	160	2	=	=	PRON
cana-994	160	3	{	{	PUNCT
cana-994	160	4	𝑡𝑖	𝑡𝑖	NOUN
cana-994	160	5	;	;	PUNCT
cana-994	160	6	𝑖𝑓	𝑖𝑓	NUM
cana-994	160	7	𝑓(𝑡𝑟	𝑓(𝑡𝑟	NOUN
cana-994	160	8	)	)	PUNCT
cana-994	160	9	<	<	X
cana-994	160	10	𝑓(𝑥𝑖	𝑓(𝑥𝑖	PROPN
cana-994	160	11	)	)	PUNCT
cana-994	160	12	𝑥𝑖	𝑥𝑖	NUM
cana-994	160	13	;	;	PUNCT
cana-994	160	14	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	X
cana-994	160	15	(	(	PUNCT
cana-994	160	16	3.6	3.6	NUM
cana-994	160	17	)	)	PUNCT
cana-994	160	18	each	each	DET
cana-994	160	19	user	user	NOUN
cana-994	160	20	’s	’s	PART
cana-994	160	21	strength	strength	NOUN
cana-994	160	22	is	be	AUX
cana-994	160	23	calculated	calculate	VERB
cana-994	160	24	after	after	ADP
cana-994	160	25	optimizing	optimize	VERB
cana-994	160	26	time	time	NOUN
cana-994	160	27	-	-	PUNCT
cana-994	160	28	changing	change	VERB
cana-994	160	29	limits	limit	NOUN
cana-994	160	30	.	.	PUNCT
cana-994	161	1	it	it	PRON
cana-994	161	2	is	be	AUX
cana-994	161	3	shown	show	VERB
cana-994	161	4	in	in	ADP
cana-994	161	5	eq	eq	ADP
cana-994	161	6	.	.	PUNCT
cana-994	162	1	(	(	PUNCT
cana-994	162	2	3.7	3.7	NUM
cana-994	162	3	)	)	PUNCT
cana-994	162	4	.	.	PUNCT
cana-994	163	1	w𝑠	w𝑠	NOUN
cana-994	164	1	=	=	NOUN
cana-994	164	2	a1	a1	PROPN
cana-994	164	3	+	+	PROPN
cana-994	164	4	a2	a2	PROPN
cana-994	164	5	+	+	NOUN
cana-994	164	6	⋯𝑠	⋯𝑠	NOUN
cana-994	164	7	=	=	NOUN
cana-994	164	8	𝑐1	𝑐1	NOUN
cana-994	164	9	,	,	PUNCT
cana-994	164	10	𝑐2	𝑐2	NOUN
cana-994	164	11	…	…	PUNCT
cana-994	164	12	,	,	PUNCT
cana-994	164	13	𝑐𝑛	𝑐𝑛	X
cana-994	164	14	(	(	PUNCT
cana-994	164	15	3.7	3.7	NUM
cana-994	164	16	)	)	PUNCT
cana-994	164	17	outcome	outcome	NOUN
cana-994	164	18	is	be	AUX
cana-994	164	19	shown	show	VERB
cana-994	164	20	in	in	ADP
cana-994	164	21	eq	eq	ADP
cana-994	164	22	.	.	PUNCT
cana-994	165	1	(	(	PUNCT
cana-994	165	2	3.8	3.8	NUM
cana-994	165	3	)	)	PUNCT
cana-994	165	4	t𝑟𝑢𝑠𝑡	t𝑟𝑢𝑠𝑡	ADV
cana-994	165	5	=	=	PUNCT
cana-994	165	6	𝑀𝑎𝑥	𝑀𝑎𝑥	PROPN
cana-994	165	7	(	(	PUNCT
cana-994	165	8	wa1	wa1	NOUN
cana-994	165	9	,	,	PUNCT
cana-994	165	10	wa2	wa2	PROPN
cana-994	165	11	…	…	PROPN
cana-994	165	12	,	,	PUNCT
cana-994	165	13	w𝑠𝑛	w𝑠𝑛	PROPN
cana-994	165	14	)	)	PUNCT
cana-994	165	15	(	(	PUNCT
cana-994	165	16	3.8	3.8	NUM
cana-994	165	17	)	)	PUNCT
cana-994	165	18	figure	figure	NOUN
cana-994	165	19	1	1	NUM
cana-994	165	20	the	the	DET
cana-994	165	21	block	block	NOUN
cana-994	165	22	diagram	diagram	NOUN
cana-994	165	23	of	of	ADP
cana-994	165	24	suggested	suggested	ADJ
cana-994	165	25	model	model	NOUN
cana-994	165	26	4	4	NUM
cana-994	165	27	.	.	NOUN
cana-994	165	28	result	result	NOUN
cana-994	165	29	and	and	CCONJ
cana-994	165	30	discussion	discussion	VERB
cana-994	165	31	the	the	DET
cana-994	165	32	efficacy	efficacy	NOUN
cana-994	165	33	of	of	ADP
cana-994	165	34	the	the	DET
cana-994	165	35	proposed	propose	VERB
cana-994	165	36	cloud	cloud	NOUN
cana-994	165	37	-	-	PUNCT
cana-994	165	38	assisted	assist	VERB
cana-994	165	39	malware	malware	NOUN
cana-994	165	40	file	file	NOUN
cana-994	165	41	identification	identification	NOUN
cana-994	165	42	method	method	NOUN
cana-994	165	43	is	be	AUX
cana-994	165	44	evaluated	evaluate	VERB
cana-994	165	45	by	by	ADP
cana-994	165	46	cloudsim	cloudsim	NOUN
cana-994	165	47	simulator	simulator	NOUN
cana-994	165	48	based	base	VERB
cana-994	165	49	on	on	ADP
cana-994	165	50	multiple	multiple	ADJ
cana-994	165	51	performance	performance	NOUN
cana-994	165	52	metrics	metric	NOUN
cana-994	165	53	.	.	PUNCT
cana-994	166	1	malicious	malicious	ADJ
cana-994	166	2	and	and	CCONJ
cana-994	166	3	valid	valid	ADJ
cana-994	166	4	files	file	NOUN
cana-994	166	5	in	in	ADP
cana-994	166	6	the	the	DET
cana-994	166	7	database	database	NOUN
cana-994	166	8	are	be	AUX
cana-994	166	9	distinguished	distinguish	VERB
cana-994	166	10	by	by	ADP
cana-994	166	11	using	use	VERB
cana-994	166	12	a	a	DET
cana-994	166	13	drnn	drnn	NOUN
cana-994	166	14	classifier	classifier	NOUN
cana-994	166	15	.	.	PUNCT
cana-994	167	1	the	the	DET
cana-994	167	2	privacy	privacy	NOUN
cana-994	167	3	constraint	constraint	NOUN
cana-994	167	4	value	value	NOUN
cana-994	167	5	k	k	PROPN
cana-994	167	6	has	have	VERB
cana-994	167	7	a	a	DET
cana-994	167	8	considerable	considerable	ADJ
cana-994	167	9	impact	impact	NOUN
cana-994	167	10	on	on	ADP
cana-994	167	11	the	the	DET
cana-994	167	12	overall	overall	ADJ
cana-994	167	13	number	number	NOUN
cana-994	167	14	of	of	ADP
cana-994	167	15	position	position	NOUN
cana-994	167	16	-	-	PUNCT
cana-994	167	17	based	base	VERB
cana-994	167	18	inquiries	inquiry	NOUN
cana-994	167	19	inside	inside	ADP
cana-994	167	20	a	a	DET
cana-994	167	21	specific	specific	ADJ
cana-994	167	22	least	least	ADV
cana-994	167	23	-	-	PUNCT
cana-994	167	24	obscured	obscure	VERB
cana-994	167	25	district	district	NOUN
cana-994	167	26	,	,	PUNCT
cana-994	167	27	but	but	CCONJ
cana-994	167	28	the	the	DET
cana-994	167	29	number	number	NOUN
cana-994	167	30	of	of	ADP
cana-994	167	31	erroneous	erroneous	ADJ
cana-994	167	32	information	information	NOUN
cana-994	167	33	supplied	supply	VERB
cana-994	167	34	has	have	VERB
cana-994	167	35	a	a	DET
cana-994	167	36	less	less	ADV
cana-994	167	37	significant	significant	ADJ
cana-994	167	38	impact	impact	NOUN
cana-994	167	39	.	.	PUNCT
cana-994	168	1	in	in	ADP
cana-994	168	2	order	order	NOUN
cana-994	168	3	to	to	PART
cana-994	168	4	mitigate	mitigate	VERB
cana-994	168	5	the	the	DET
cana-994	168	6	risk	risk	NOUN
cana-994	168	7	of	of	ADP
cana-994	168	8	flooding	flooding	NOUN
cana-994	168	9	,	,	PUNCT
cana-994	168	10	it	it	PRON
cana-994	168	11	is	be	AUX
cana-994	168	12	necessary	necessary	ADJ
cana-994	168	13	to	to	PART
cana-994	168	14	periodically	periodically	ADV
cana-994	168	15	remove	remove	VERB
cana-994	168	16	and	and	CCONJ
cana-994	168	17	handle	handle	VERB
cana-994	168	18	this	this	DET
cana-994	168	19	generated	generate	VERB
cana-994	168	20	log	log	NOUN
cana-994	168	21	record	record	NOUN
cana-994	168	22	.	.	PUNCT
cana-994	169	1	the	the	DET
cana-994	169	2	recommended	recommend	VERB
cana-994	169	3	approach	approach	NOUN
cana-994	169	4	three	three	NUM
cana-994	169	5	execution	execution	NOUN
cana-994	169	6	metrics	metric	NOUN
cana-994	169	7	—	—	PUNCT
cana-994	169	8	precision	precision	NOUN
cana-994	169	9	,	,	PUNCT
cana-994	169	10	recall	recall	NOUN
cana-994	169	11	,	,	PUNCT
cana-994	169	12	and	and	CCONJ
cana-994	169	13	f	f	X
cana-994	169	14	-	-	PUNCT
cana-994	169	15	measure	measure	NOUN
cana-994	169	16	implementation	implementation	NOUN
cana-994	169	17	—	—	PUNCT
cana-994	169	18	are	be	AUX
cana-994	169	19	used	use	VERB
cana-994	169	20	to	to	PART
cana-994	169	21	evaluate	evaluate	VERB
cana-994	169	22	performance	performance	NOUN
cana-994	169	23	[	[	X
cana-994	169	24	20	20	NUM
cana-994	169	25	]	]	PUNCT
cana-994	169	26	.	.	PUNCT
cana-994	170	1	a	a	DET
cana-994	170	2	shroud	shroud	NOUN
cana-994	170	3	device	device	NOUN
cana-994	170	4	is	be	AUX
cana-994	170	5	used	use	VERB
cana-994	170	6	to	to	PART
cana-994	170	7	test	test	VERB
cana-994	170	8	the	the	DET
cana-994	170	9	procedure	procedure	NOUN
cana-994	170	10	;	;	PUNCT
cana-994	170	11	the	the	DET
cana-994	170	12	results	result	NOUN
cana-994	170	13	are	be	AUX
cana-994	170	14	displayed	display	VERB
cana-994	170	15	below	below	ADV
cana-994	170	16	.	.	PUNCT
cana-994	171	1	the	the	DET
cana-994	171	2	outcomes	outcome	NOUN
cana-994	171	3	of	of	ADP
cana-994	171	4	the	the	DET
cana-994	171	5	experiment	experiment	NOUN
cana-994	171	6	are	be	AUX
cana-994	171	7	explained	explain	VERB
cana-994	171	8	in	in	ADP
cana-994	171	9	the	the	DET
cana-994	171	10	table	table	NOUN
cana-994	171	11	4.1	4.1	NUM
cana-994	171	12	.	.	PUNCT
cana-994	172	1	communications	communication	NOUN
cana-994	172	2	on	on	ADP
cana-994	172	3	applied	apply	VERB
cana-994	172	4	nonlinear	nonlinear	ADJ
cana-994	172	5	analysis	analysis	NOUN
cana-994	172	6	issn	issn	NOUN
cana-994	172	7	:	:	PUNCT
cana-994	172	8	1074	1074	NUM
cana-994	172	9	-	-	PUNCT
cana-994	172	10	133x	133x	NUM
cana-994	172	11	vol	vol	NOUN
cana-994	172	12	31	31	NUM
cana-994	172	13	no	no	NOUN
cana-994	172	14	.	.	PUNCT
cana-994	173	1	5s	5s	NUM
cana-994	173	2	(	(	PUNCT
cana-994	173	3	2024	2024	NUM
cana-994	173	4	)	)	PUNCT
cana-994	173	5	7	7	NUM
cana-994	173	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-994	173	7	training	training	NOUN
cana-994	173	8	size	size	NOUN
cana-994	173	9	suggested	suggest	VERB
cana-994	173	10	model	model	PROPN
cana-994	173	11	recall	recall	PROPN
cana-994	173	12	precision	precision	PROPN
cana-994	173	13	f	f	NOUN
cana-994	173	14	-	-	PUNCT
cana-994	173	15	measure	measure	NOUN
cana-994	173	16	60	60	NUM
cana-994	173	17	92.13	92.13	NUM
cana-994	173	18	90.12	90.12	NUM
cana-994	173	19	60.14	60.14	NUM
cana-994	173	20	80	80	NUM
cana-994	173	21	95.56	95.56	NUM
cana-994	173	22	91.44	91.44	NUM
cana-994	173	23	73.05	73.05	NUM
cana-994	173	24	90	90	NUM
cana-994	173	25	95.23	95.23	NUM
cana-994	173	26	86.52	86.52	NUM
cana-994	173	27	65.33	65.33	NUM
cana-994	173	28	the	the	DET
cana-994	173	29	overview	overview	NOUN
cana-994	173	30	has	have	AUX
cana-994	173	31	been	be	AUX
cana-994	173	32	evaluated	evaluate	VERB
cana-994	173	33	using	use	VERB
cana-994	173	34	two	two	NUM
cana-994	173	35	metrics	metric	NOUN
cana-994	173	36	:	:	PUNCT
cana-994	173	37	the	the	DET
cana-994	173	38	proportion	proportion	NOUN
cana-994	173	39	of	of	ADP
cana-994	173	40	correctly	correctly	ADV
cana-994	173	41	recognized	recognize	VERB
cana-994	173	42	malware	malware	NOUN
cana-994	173	43	files	file	NOUN
cana-994	173	44	as	as	ADP
cana-994	173	45	proximity	proximity	NOUN
cana-994	173	46	(	(	PUNCT
cana-994	173	47	fp	fp	X
cana-994	173	48	)	)	PUNCT
cana-994	173	49	and	and	CCONJ
cana-994	173	50	the	the	DET
cana-994	173	51	fraction	fraction	NOUN
cana-994	173	52	of	of	ADP
cana-994	173	53	properly	properly	ADV
cana-994	173	54	recognized	recognize	VERB
cana-994	173	55	malware	malware	NOUN
cana-994	173	56	files	file	NOUN
cana-994	173	57	as	as	ADP
cana-994	173	58	nonattendance	nonattendance	NOUN
cana-994	173	59	(	(	PUNCT
cana-994	173	60	tp	tp	NOUN
cana-994	173	61	)	)	PUNCT
cana-994	173	62	for	for	ADP
cana-994	173	63	analysis	analysis	NOUN
cana-994	173	64	.	.	PUNCT
cana-994	174	1	unidentified	unidentified	ADJ
cana-994	174	2	malware	malware	NOUN
cana-994	174	3	file	file	NOUN
cana-994	174	4	findings	finding	NOUN
cana-994	174	5	are	be	AUX
cana-994	174	6	also	also	ADV
cana-994	174	7	completing	complete	VERB
cana-994	174	8	accuracy	accuracy	NOUN
cana-994	174	9	evaluation	evaluation	NOUN
cana-994	174	10	and	and	CCONJ
cana-994	174	11	fmeasure	fmeasure	NOUN
cana-994	174	12	,	,	PUNCT
cana-994	174	13	which	which	PRON
cana-994	174	14	gives	give	VERB
cana-994	174	15	frauds	fraud	NOUN
cana-994	174	16	and	and	CCONJ
cana-994	174	17	fn	fn	VERB
cana-994	174	18	a	a	DET
cana-994	174	19	higher	high	ADJ
cana-994	174	20	weight	weight	NOUN
cana-994	174	21	.	.	PUNCT
cana-994	175	1	the	the	DET
cana-994	175	2	true	true	ADJ
cana-994	175	3	classification	classification	NOUN
cana-994	175	4	of	of	ADP
cana-994	175	5	the	the	DET
cana-994	175	6	detection	detection	NOUN
cana-994	175	7	in	in	ADP
cana-994	175	8	the	the	DET
cana-994	175	9	context	context	NOUN
cana-994	175	10	of	of	ADP
cana-994	175	11	the	the	DET
cana-994	175	12	chaotic	chaotic	ADJ
cana-994	175	13	network	network	NOUN
cana-994	175	14	,	,	PUNCT
cana-994	175	15	as	as	ADV
cana-994	175	16	well	well	ADV
cana-994	175	17	as	as	ADP
cana-994	175	18	the	the	DET
cana-994	175	19	predicted	predict	VERB
cana-994	175	20	classification	classification	NOUN
cana-994	175	21	,	,	PUNCT
cana-994	175	22	depend	depend	VERB
cana-994	175	23	on	on	ADP
cana-994	175	24	the	the	DET
cana-994	175	25	need	need	NOUN
cana-994	175	26	for	for	ADP
cana-994	175	27	malware	malware	NOUN
cana-994	175	28	proximity	proximity	NOUN
cana-994	175	29	as	as	ADV
cana-994	175	30	well	well	ADV
cana-994	175	31	as	as	ADP
cana-994	175	32	non	non	NOUN
cana-994	175	33	-	-	NOUN
cana-994	175	34	nearness	nearness	NOUN
cana-994	175	35	.	.	PUNCT
cana-994	176	1	traditional	traditional	ADJ
cana-994	176	2	bifurcated	bifurcated	ADJ
cana-994	176	3	representation	representation	NOUN
cana-994	176	4	estimates	estimate	NOUN
cana-994	176	5	,	,	PUNCT
cana-994	176	6	including	include	VERB
cana-994	176	7	the	the	DET
cana-994	176	8	tp	tp	NOUN
cana-994	176	9	,	,	PUNCT
cana-994	176	10	fp	fp	INTJ
cana-994	176	11	,	,	PUNCT
cana-994	176	12	fn	fn	NOUN
cana-994	176	13	,	,	PUNCT
cana-994	176	14	and	and	CCONJ
cana-994	176	15	tn	tn	NOUN
cana-994	176	16	functional	functional	ADJ
cana-994	176	17	labels	label	NOUN
cana-994	176	18	,	,	PUNCT
cana-994	176	19	are	be	AUX
cana-994	176	20	utilized	utilize	VERB
cana-994	176	21	.	.	PUNCT
cana-994	177	1	the	the	DET
cana-994	177	2	system	system	NOUN
cana-994	177	3	's	's	PART
cana-994	177	4	feasibility	feasibility	NOUN
cana-994	177	5	as	as	SCONJ
cana-994	177	6	suggested	suggest	VERB
cana-994	177	7	while	while	SCONJ
cana-994	177	8	fp	fp	PROPN
cana-994	177	9	is	be	AUX
cana-994	177	10	the	the	DET
cana-994	177	11	number	number	NOUN
cana-994	177	12	of	of	ADP
cana-994	177	13	realistic	realistic	ADJ
cana-994	177	14	record	record	NOUN
cana-994	177	15	transfers	transfer	NOUN
cana-994	177	16	expected	expect	VERB
cana-994	177	17	to	to	PART
cana-994	177	18	be	be	AUX
cana-994	177	19	fraudulent	fraudulent	ADJ
cana-994	177	20	,	,	PUNCT
cana-994	177	21	tp	tp	ADP
cana-994	177	22	addresses	address	VERB
cana-994	177	23	the	the	DET
cana-994	177	24	exact	exact	ADJ
cana-994	177	25	number	number	NOUN
cana-994	177	26	of	of	ADP
cana-994	177	27	file	file	NOUN
cana-994	177	28	transfers	transfer	NOUN
cana-994	177	29	intended	intend	VERB
cana-994	177	30	to	to	PART
cana-994	177	31	be	be	AUX
cana-994	177	32	fraudulent	fraudulent	ADJ
cana-994	177	33	extortion	extortion	NOUN
cana-994	177	34	.	.	PUNCT
cana-994	178	1	the	the	DET
cana-994	178	2	formation	formation	NOUN
cana-994	178	3	of	of	ADP
cana-994	178	4	fp	fp	X
cana-994	178	5	can	can	AUX
cana-994	178	6	also	also	ADV
cana-994	178	7	be	be	AUX
cana-994	178	8	triggered	trigger	VERB
cana-994	178	9	when	when	SCONJ
cana-994	178	10	a	a	DET
cana-994	178	11	significant	significant	ADJ
cana-994	178	12	proportion	proportion	NOUN
cana-994	178	13	of	of	ADP
cana-994	178	14	the	the	DET
cana-994	178	15	systems	system	NOUN
cana-994	178	16	attain	attain	VERB
cana-994	178	17	a	a	DET
cana-994	178	18	peak	peak	NOUN
cana-994	178	19	prediction	prediction	NOUN
cana-994	178	20	of	of	ADP
cana-994	178	21	tp	tp	PROPN
cana-994	178	22	.	.	PUNCT
cana-994	179	1	accurate	accurate	ADJ
cana-994	179	2	estimations	estimation	NOUN
cana-994	179	3	are	be	AUX
cana-994	179	4	determined	determine	VERB
cana-994	179	5	by	by	ADP
cana-994	179	6	using	use	VERB
cana-994	179	7	the	the	DET
cana-994	179	8	formulas	formula	NOUN
cana-994	179	9	in	in	ADP
cana-994	179	10	the	the	DET
cana-994	179	11	tables	table	NOUN
cana-994	179	12	below	below	ADV
cana-994	179	13	.	.	PUNCT
cana-994	180	1	5	5	X
cana-994	180	2	.	.	X
cana-994	180	3	precision	precision	NOUN
cana-994	180	4	this	this	DET
cana-994	180	5	technique	technique	NOUN
cana-994	180	6	can	can	AUX
cana-994	180	7	be	be	AUX
cana-994	180	8	used	use	VERB
cana-994	180	9	to	to	PART
cana-994	180	10	determine	determine	VERB
cana-994	180	11	what	what	DET
cana-994	180	12	proportion	proportion	NOUN
cana-994	180	13	of	of	ADP
cana-994	180	14	the	the	DET
cana-994	180	15	dataset	dataset	NOUN
cana-994	180	16	's	's	PART
cana-994	180	17	malware	malware	NOUN
cana-994	180	18	files	file	NOUN
cana-994	180	19	were	be	AUX
cana-994	180	20	accurately	accurately	ADV
cana-994	180	21	classified	classify	VERB
cana-994	180	22	and	and	CCONJ
cana-994	180	23	which	which	PRON
cana-994	180	24	were	be	AUX
cana-994	180	25	mistakenly	mistakenly	ADV
cana-994	180	26	classified	classify	VERB
cana-994	180	27	as	as	ADP
cana-994	180	28	regular	regular	ADJ
cana-994	180	29	files	file	NOUN
cana-994	180	30	.	.	PUNCT
cana-994	181	1	table	table	NOUN
cana-994	181	2	4.2	4.2	NUM
cana-994	181	3	provide	provide	VERB
cana-994	181	4	an	an	DET
cana-994	181	5	explanation	explanation	NOUN
cana-994	181	6	of	of	ADP
cana-994	181	7	the	the	DET
cana-994	181	8	comparison	comparison	NOUN
cana-994	181	9	of	of	ADP
cana-994	181	10	precision	precision	NOUN
cana-994	181	11	values	value	NOUN
cana-994	181	12	with	with	ADP
cana-994	181	13	the	the	DET
cana-994	181	14	recommended	recommend	VERB
cana-994	181	15	and	and	CCONJ
cana-994	181	16	previous	previous	ADJ
cana-994	181	17	procedures	procedure	NOUN
cana-994	181	18	.	.	PUNCT
cana-994	182	1	several	several	ADJ
cana-994	182	2	iterations	iteration	NOUN
cana-994	182	3	were	be	AUX
cana-994	182	4	used	use	VERB
cana-994	182	5	to	to	PART
cana-994	182	6	determine	determine	VERB
cana-994	182	7	the	the	DET
cana-994	182	8	accuracy	accuracy	NOUN
cana-994	182	9	level	level	NOUN
cana-994	182	10	.	.	PUNCT
cana-994	183	1	by	by	ADP
cana-994	183	2	contrasting	contrast	VERB
cana-994	183	3	the	the	DET
cana-994	183	4	algorithm	algorithm	NOUN
cana-994	183	5	's	's	PART
cana-994	183	6	output	output	NOUN
cana-994	183	7	with	with	ADP
cana-994	183	8	the	the	DET
cana-994	183	9	success	success	NOUN
cana-994	183	10	rate	rate	NOUN
cana-994	183	11	in	in	ADP
cana-994	183	12	identifying	identify	VERB
cana-994	183	13	malicious	malicious	ADJ
cana-994	183	14	files	file	NOUN
cana-994	183	15	,	,	PUNCT
cana-994	183	16	one	one	PRON
cana-994	183	17	can	can	AUX
cana-994	183	18	evaluate	evaluate	VERB
cana-994	183	19	a	a	DET
cana-994	183	20	malware	malware	NOUN
cana-994	183	21	detection	detection	NOUN
cana-994	183	22	algorithm	algorithm	NOUN
cana-994	183	23	.	.	PUNCT
cana-994	184	1	more	more	ADV
cana-994	184	2	excellent	excellent	ADJ
cana-994	184	3	instances	instance	NOUN
cana-994	184	4	were	be	AUX
cana-994	184	5	found	find	VERB
cana-994	184	6	in	in	ADP
cana-994	184	7	the	the	DET
cana-994	184	8	training	training	NOUN
cana-994	184	9	phase	phase	NOUN
cana-994	184	10	.	.	PUNCT
cana-994	185	1	in	in	ADP
cana-994	185	2	order	order	NOUN
cana-994	185	3	to	to	PART
cana-994	185	4	make	make	VERB
cana-994	185	5	the	the	DET
cana-994	185	6	test	test	NOUN
cana-994	185	7	and	and	CCONJ
cana-994	185	8	training	training	NOUN
cana-994	185	9	sets	set	NOUN
cana-994	185	10	larger	large	ADJ
cana-994	185	11	,	,	PUNCT
cana-994	185	12	it	it	PRON
cana-994	185	13	was	be	AUX
cana-994	185	14	selected	select	VERB
cana-994	185	15	at	at	ADP
cana-994	185	16	random	random	ADJ
cana-994	185	17	from	from	ADP
cana-994	185	18	the	the	DET
cana-994	185	19	dataset	dataset	NOUN
cana-994	185	20	.	.	PUNCT
cana-994	186	1	training	training	NOUN
cana-994	186	2	sample	sample	NOUN
cana-994	186	3	size	size	NOUN
cana-994	186	4	model	model	NOUN
cana-994	186	5	implemented	implement	VERB
cana-994	186	6	proposed	propose	VERB
cana-994	186	7	model	model	NOUN
cana-994	186	8	(	(	PUNCT
cana-994	186	9	tmd	tmd	NOUN
cana-994	186	10	)	)	PUNCT
cana-994	186	11	fcmnn	fcmnn	ADJ
cana-994	186	12	fcmsvm	fcmsvm	PROPN
cana-994	186	13	wfcm	wfcm	PROPN
cana-994	186	14	aann	aann	PROPN
cana-994	187	1	10	10	NUM
cana-994	187	2	71.89	71.89	NUM
cana-994	187	3	78.15	78.15	NUM
cana-994	187	4	85.78	85.78	NUM
cana-994	187	5	92.15	92.15	NUM
cana-994	187	6	20	20	NUM
cana-994	187	7	65.78	65.78	NUM
cana-994	187	8	75.48	75.48	NUM
cana-994	187	9	89.45	89.45	NUM
cana-994	187	10	90.11	90.11	NUM
cana-994	187	11	0	0	NUM
cana-994	187	12	0.45	0.45	NUM
cana-994	187	13	9.45	9.45	NUM
cana-994	187	14	90.45	90.45	NUM
cana-994	187	15	95.23	95.23	NUM
cana-994	187	16	0	0	NUM
cana-994	187	17	7.18	7.18	NUM
cana-994	187	18	1.78	1.78	NUM
cana-994	187	19	91.68	91.68	NUM
cana-994	187	20	90.4	90.4	NUM
cana-994	187	21	the	the	DET
cana-994	187	22	below	below	ADJ
cana-994	187	23	figure	figure	NOUN
cana-994	187	24	provides	provide	VERB
cana-994	187	25	an	an	DET
cana-994	187	26	explanation	explanation	NOUN
cana-994	187	27	of	of	ADP
cana-994	187	28	the	the	DET
cana-994	187	29	comparison	comparison	NOUN
cana-994	187	30	of	of	ADP
cana-994	187	31	precision	precision	NOUN
cana-994	187	32	values	value	NOUN
cana-994	187	33	with	with	ADP
cana-994	187	34	the	the	DET
cana-994	187	35	recommended	recommend	VERB
cana-994	187	36	and	and	CCONJ
cana-994	187	37	previous	previous	ADJ
cana-994	187	38	procedures	procedure	NOUN
cana-994	187	39	.	.	PUNCT
cana-994	188	1	several	several	ADJ
cana-994	188	2	iterations	iteration	NOUN
cana-994	188	3	were	be	AUX
cana-994	188	4	used	use	VERB
cana-994	188	5	to	to	PART
cana-994	188	6	determine	determine	VERB
cana-994	188	7	the	the	DET
cana-994	188	8	accuracy	accuracy	NOUN
cana-994	188	9	level	level	NOUN
cana-994	188	10	.	.	PUNCT
cana-994	189	1	by	by	ADP
cana-994	189	2	contrasting	contrast	VERB
cana-994	189	3	the	the	DET
cana-994	189	4	algorithm	algorithm	NOUN
cana-994	189	5	's	's	PART
cana-994	189	6	output	output	NOUN
cana-994	189	7	with	with	ADP
cana-994	189	8	the	the	DET
cana-994	189	9	success	success	NOUN
cana-994	189	10	rate	rate	NOUN
cana-994	189	11	in	in	ADP
cana-994	189	12	identifying	identify	VERB
cana-994	189	13	malicious	malicious	ADJ
cana-994	189	14	files	file	NOUN
cana-994	189	15	,	,	PUNCT
cana-994	189	16	one	one	PRON
cana-994	189	17	can	can	AUX
cana-994	189	18	evaluate	evaluate	VERB
cana-994	189	19	a	a	DET
cana-994	189	20	malware	malware	NOUN
cana-994	189	21	detection	detection	NOUN
cana-994	189	22	algorithm	algorithm	NOUN
cana-994	189	23	.	.	PUNCT
cana-994	190	1	more	more	ADV
cana-994	190	2	excellent	excellent	ADJ
cana-994	190	3	instances	instance	NOUN
cana-994	190	4	were	be	AUX
cana-994	190	5	found	find	VERB
cana-994	190	6	in	in	ADP
cana-994	190	7	the	the	DET
cana-994	190	8	training	training	NOUN
cana-994	190	9	phase	phase	NOUN
cana-994	190	10	.	.	PUNCT
cana-994	191	1	in	in	ADP
cana-994	191	2	order	order	NOUN
cana-994	191	3	to	to	PART
cana-994	191	4	make	make	VERB
cana-994	191	5	the	the	DET
cana-994	191	6	test	test	NOUN
cana-994	191	7	and	and	CCONJ
cana-994	191	8	training	training	NOUN
cana-994	191	9	sets	set	NOUN
cana-994	191	10	larger	large	ADJ
cana-994	191	11	,	,	PUNCT
cana-994	191	12	it	it	PRON
cana-994	191	13	was	be	AUX
cana-994	191	14	selected	select	VERB
cana-994	191	15	at	at	ADP
cana-994	191	16	random	random	ADJ
cana-994	191	17	from	from	ADP
cana-994	191	18	the	the	DET
cana-994	191	19	dataset	dataset	NOUN
cana-994	191	20	.	.	PUNCT
cana-994	192	1	communications	communication	NOUN
cana-994	192	2	on	on	ADP
cana-994	192	3	applied	apply	VERB
cana-994	192	4	nonlinear	nonlinear	ADJ
cana-994	192	5	analysis	analysis	NOUN
cana-994	192	6	issn	issn	NOUN
cana-994	192	7	:	:	PUNCT
cana-994	192	8	1074	1074	NUM
cana-994	192	9	-	-	PUNCT
cana-994	192	10	133x	133x	NUM
cana-994	192	11	vol	vol	NOUN
cana-994	192	12	31	31	NUM
cana-994	192	13	no	no	NOUN
cana-994	192	14	.	.	PUNCT
cana-994	193	1	5s	5s	NUM
cana-994	193	2	(	(	PUNCT
cana-994	193	3	2024	2024	NUM
cana-994	193	4	)	)	PUNCT
cana-994	193	5	8	8	NUM
cana-994	193	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-994	193	7	6	6	NUM
cana-994	193	8	.	.	PUNCT
cana-994	193	9	recall	recall	NOUN
cana-994	193	10	it	it	PRON
cana-994	193	11	calculates	calculate	VERB
cana-994	193	12	the	the	DET
cana-994	193	13	overall	overall	ADJ
cana-994	193	14	percentage	percentage	NOUN
cana-994	193	15	of	of	ADP
cana-994	193	16	malware	malware	NOUN
cana-994	193	17	files	file	NOUN
cana-994	193	18	that	that	PRON
cana-994	193	19	have	have	AUX
cana-994	193	20	been	be	AUX
cana-994	193	21	accurately	accurately	ADV
cana-994	193	22	and	and	CCONJ
cana-994	193	23	inaccurately	inaccurately	ADV
cana-994	193	24	classified	classify	VERB
cana-994	193	25	when	when	SCONJ
cana-994	193	26	compared	compare	VERB
cana-994	193	27	to	to	ADP
cana-994	193	28	traditional	traditional	ADJ
cana-994	193	29	files	file	NOUN
cana-994	193	30	within	within	ADP
cana-994	193	31	datasets	dataset	NOUN
cana-994	193	32	.	.	PUNCT
cana-994	194	1	the	the	DET
cana-994	194	2	figure	figure	NOUN
cana-994	194	3	compares	compare	VERB
cana-994	194	4	conventional	conventional	ADJ
cana-994	194	5	files	file	NOUN
cana-994	194	6	from	from	ADP
cana-994	194	7	datasets	dataset	NOUN
cana-994	194	8	and	and	CCONJ
cana-994	194	9	measures	measure	NOUN
cana-994	194	10	the	the	DET
cana-994	194	11	percentage	percentage	NOUN
cana-994	194	12	of	of	ADP
cana-994	194	13	accurately	accurately	ADV
cana-994	194	14	and	and	CCONJ
cana-994	194	15	inaccurately	inaccurately	ADV
cana-994	194	16	classified	classify	VERB
cana-994	194	17	malware	malware	NOUN
cana-994	194	18	files	file	NOUN
cana-994	194	19	.	.	PUNCT
cana-994	195	1	7	7	X
cana-994	195	2	.	.	X
cana-994	195	3	f1	f1	NOUN
cana-994	195	4	-	-	PUNCT
cana-994	195	5	score	score	NOUN
cana-994	195	6	the	the	DET
cana-994	195	7	f1	f1	ADJ
cana-994	195	8	measure	measure	NOUN
cana-994	195	9	is	be	AUX
cana-994	195	10	the	the	DET
cana-994	195	11	most	most	ADV
cana-994	195	12	widely	widely	ADV
cana-994	195	13	used	use	VERB
cana-994	195	14	weighted	weight	VERB
cana-994	195	15	measure	measure	NOUN
cana-994	195	16	for	for	ADP
cana-994	195	17	precision	precision	NOUN
cana-994	195	18	and	and	CCONJ
cana-994	195	19	recall	recall	NOUN
cana-994	195	20	.	.	PUNCT
cana-994	196	1	the	the	DET
cana-994	196	2	f1	f1	PROPN
cana-994	196	3	measure	measure	NOUN
cana-994	196	4	takes	take	VERB
cana-994	196	5	into	into	ADP
cana-994	196	6	account	account	NOUN
cana-994	196	7	both	both	DET
cana-994	196	8	false	false	ADJ
cana-994	196	9	positives	positive	NOUN
cana-994	196	10	and	and	CCONJ
cana-994	196	11	false	false	ADJ
cana-994	196	12	negatives	negative	NOUN
cana-994	196	13	.	.	PUNCT
cana-994	197	1	although	although	SCONJ
cana-994	197	2	it	it	PRON
cana-994	197	3	may	may	AUX
cana-994	197	4	not	not	PART
cana-994	197	5	seem	seem	VERB
cana-994	197	6	as	as	ADV
cana-994	197	7	intuitive	intuitive	ADJ
cana-994	197	8	as	as	ADP
cana-994	197	9	accuracy	accuracy	NOUN
cana-994	197	10	,	,	PUNCT
cana-994	197	11	it	it	PRON
cana-994	197	12	is	be	AUX
cana-994	197	13	often	often	ADV
cana-994	197	14	more	more	ADV
cana-994	197	15	valuable	valuable	ADJ
cana-994	197	16	than	than	ADP
cana-994	197	17	precision	precision	NOUN
cana-994	197	18	,	,	PUNCT
cana-994	197	19	particularly	particularly	ADV
cana-994	197	20	in	in	ADP
cana-994	197	21	cases	case	NOUN
cana-994	197	22	of	of	ADP
cana-994	197	23	excessive	excessive	ADJ
cana-994	197	24	category	category	NOUN
cana-994	197	25	allocation	allocation	NOUN
cana-994	197	26	.	.	PUNCT
cana-994	198	1	when	when	SCONJ
cana-994	198	2	the	the	DET
cana-994	198	3	costs	cost	NOUN
cana-994	198	4	of	of	ADP
cana-994	198	5	false	false	ADJ
cana-994	198	6	positive	positive	ADJ
cana-994	198	7	and	and	CCONJ
cana-994	198	8	false	false	ADJ
cana-994	198	9	negative	negative	ADJ
cana-994	198	10	readings	reading	NOUN
cana-994	198	11	are	be	AUX
cana-994	198	12	equal	equal	ADJ
cana-994	198	13	,	,	PUNCT
cana-994	198	14	then	then	ADV
cana-994	198	15	precision	precision	NOUN
cana-994	198	16	performs	perform	VERB
cana-994	198	17	best	well	ADV
cana-994	198	18	.	.	PUNCT
cana-994	199	1	training	training	NOUN
cana-994	199	2	sample	sample	NOUN
cana-994	199	3	size	size	NOUN
cana-994	199	4	model	model	NOUN
cana-994	199	5	implemented	implement	VERB
cana-994	199	6	proposed	propose	VERB
cana-994	199	7	model	model	NOUN
cana-994	199	8	(	(	PUNCT
cana-994	199	9	tmd	tmd	NOUN
cana-994	199	10	)	)	PUNCT
cana-994	199	11	fcmnn	fcmnn	ADJ
cana-994	199	12	fcmsvm	fcmsvm	PROPN
cana-994	199	13	wfcmaann	wfcmaann	PROPN
cana-994	199	14	10	10	NUM
cana-994	199	15	69.56	69.56	NUM
cana-994	199	16	68.48	68.48	NUM
cana-994	199	17	86.47	86.47	NUM
cana-994	199	18	88.19	88.19	NUM
cana-994	199	19	20	20	NUM
cana-994	199	20	76.74	76.74	NUM
cana-994	199	21	71.68	71.68	NUM
cana-994	199	22	84.56	84.56	NUM
cana-994	199	23	96.24	96.24	NUM
cana-994	199	24	30	30	NUM
cana-994	199	25	74.58	74.58	NUM
cana-994	199	26	74.78	74.78	NUM
cana-994	199	27	77.46	77.46	NUM
cana-994	199	28	86.20	86.20	NUM
cana-994	199	29	40	40	NUM
cana-994	199	30	78.89	78.89	NUM
cana-994	199	31	81.46	81.46	NUM
cana-994	199	32	81.47	81.47	NUM
cana-994	199	33	98.02	98.02	NUM
cana-994	199	34	training	training	NOUN
cana-994	199	35	sample	sample	NOUN
cana-994	199	36	size	size	NOUN
cana-994	199	37	model	model	NOUN
cana-994	199	38	implemented	implement	VERB
cana-994	199	39	proposed	propose	VERB
cana-994	199	40	model	model	NOUN
cana-994	199	41	(	(	PUNCT
cana-994	199	42	tmd	tmd	NOUN
cana-994	199	43	)	)	PUNCT
cana-994	199	44	fcmnn	fcmnn	ADJ
cana-994	199	45	fcmsvm	fcmsvm	PROPN
cana-994	199	46	wfcmaann	wfcmaann	PROPN
cana-994	199	47	10	10	NUM
cana-994	199	48	68.57	68.57	NUM
cana-994	199	49	75.48	75.48	NUM
cana-994	199	50	85.47	85.47	NUM
cana-994	199	51	89.60	89.60	NUM
cana-994	199	52	20	20	NUM
cana-994	199	53	75.63	75.63	NUM
cana-994	199	54	72.68	72.68	NUM
cana-994	199	55	82.56	82.56	NUM
cana-994	199	56	90.15	90.15	NUM
cana-994	199	57	30	30	NUM
cana-994	199	58	71.52	71.52	NUM
cana-994	199	59	70.78	70.78	NUM
cana-994	199	60	79.46	79.46	NUM
cana-994	199	61	85.34	85.34	NUM
cana-994	199	62	40	40	NUM
cana-994	199	63	72.46	72.46	NUM
cana-994	199	64	80.46	80.46	NUM
cana-994	199	65	86.47	86.47	NUM
cana-994	199	66	93.05	93.05	NUM
cana-994	199	67	communications	communication	NOUN
cana-994	199	68	on	on	ADP
cana-994	199	69	applied	apply	VERB
cana-994	199	70	nonlinear	nonlinear	ADJ
cana-994	199	71	analysis	analysis	NOUN
cana-994	199	72	issn	issn	NOUN
cana-994	199	73	:	:	PUNCT
cana-994	199	74	1074	1074	NUM
cana-994	199	75	-	-	PUNCT
cana-994	199	76	133x	133x	NUM
cana-994	199	77	vol	vol	NOUN
cana-994	199	78	31	31	NUM
cana-994	199	79	no	no	NOUN
cana-994	199	80	.	.	PUNCT
cana-994	200	1	5s	5s	NUM
cana-994	200	2	(	(	PUNCT
cana-994	200	3	2024	2024	NUM
cana-994	200	4	)	)	PUNCT
cana-994	200	5	9	9	NUM
cana-994	200	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-994	200	7	the	the	DET
cana-994	200	8	figure	figure	NOUN
cana-994	200	9	compares	compare	VERB
cana-994	200	10	conventional	conventional	ADJ
cana-994	200	11	files	file	NOUN
cana-994	200	12	from	from	ADP
cana-994	200	13	datasets	dataset	NOUN
cana-994	200	14	and	and	CCONJ
cana-994	200	15	measures	measure	NOUN
cana-994	200	16	f1	f1	NOUN
cana-994	200	17	score	score	NOUN
cana-994	200	18	of	of	ADP
cana-994	200	19	accurately	accurately	ADV
cana-994	200	20	and	and	CCONJ
cana-994	200	21	inaccurately	inaccurately	ADV
cana-994	200	22	classified	classify	VERB
cana-994	200	23	malware	malware	NOUN
cana-994	200	24	files	file	NOUN
cana-994	200	25	.	.	PUNCT
cana-994	201	1	the	the	DET
cana-994	201	2	detection	detection	NOUN
cana-994	201	3	of	of	ADP
cana-994	201	4	malicious	malicious	ADJ
cana-994	201	5	software	software	NOUN
cana-994	201	6	is	be	AUX
cana-994	201	7	a	a	DET
cana-994	201	8	difficult	difficult	ADJ
cana-994	201	9	problem	problem	NOUN
cana-994	201	10	.	.	PUNCT
cana-994	202	1	network	network	NOUN
cana-994	202	2	engineers	engineer	NOUN
cana-994	202	3	and	and	CCONJ
cana-994	202	4	it	it	PRON
cana-994	202	5	managers	manager	NOUN
cana-994	202	6	face	face	VERB
cana-994	202	7	a	a	DET
cana-994	202	8	challenging	challenging	ADJ
cana-994	202	9	issue	issue	NOUN
cana-994	202	10	due	due	ADP
cana-994	202	11	to	to	ADP
cana-994	202	12	the	the	DET
cana-994	202	13	vast	vast	ADJ
cana-994	202	14	and	and	CCONJ
cana-994	202	15	ever	ever	ADV
cana-994	202	16	-	-	PUNCT
cana-994	202	17	growing	grow	VERB
cana-994	202	18	ecosystem	ecosystem	NOUN
cana-994	202	19	of	of	ADP
cana-994	202	20	malicious	malicious	ADJ
cana-994	202	21	programs	program	NOUN
cana-994	202	22	and	and	CCONJ
cana-994	202	23	technologies	technology	NOUN
cana-994	202	24	.	.	PUNCT
cana-994	203	1	antivirus	antivirus	NOUN
cana-994	203	2	software	software	NOUN
cana-994	203	3	is	be	AUX
cana-994	203	4	one	one	NUM
cana-994	203	5	of	of	ADP
cana-994	203	6	the	the	DET
cana-994	203	7	most	most	ADV
cana-994	203	8	widely	widely	ADV
cana-994	203	9	used	use	VERB
cana-994	203	10	techniques	technique	NOUN
cana-994	203	11	for	for	ADP
cana-994	203	12	detecting	detect	VERB
cana-994	203	13	and	and	CCONJ
cana-994	203	14	blocking	block	VERB
cana-994	203	15	undesirable	undesirable	ADJ
cana-994	203	16	and	and	CCONJ
cana-994	203	17	hazardous	hazardous	ADJ
cana-994	203	18	programs	program	NOUN
cana-994	203	19	.	.	PUNCT
cana-994	204	1	however	however	ADV
cana-994	204	2	,	,	PUNCT
cana-994	204	3	the	the	DET
cana-994	204	4	complexity	complexity	NOUN
cana-994	204	5	of	of	ADP
cana-994	204	6	today	today	NOUN
cana-994	204	7	's	's	PART
cana-994	204	8	malware	malware	NOUN
cana-994	204	9	increases	increase	NOUN
cana-994	204	10	,	,	PUNCT
cana-994	204	11	making	make	VERB
cana-994	204	12	it	it	PRON
cana-994	204	13	increasingly	increasingly	ADV
cana-994	204	14	challenging	challenge	VERB
cana-994	204	15	for	for	ADP
cana-994	204	16	a	a	DET
cana-994	204	17	single	single	ADJ
cana-994	204	18	provider	provider	NOUN
cana-994	204	19	to	to	PART
cana-994	204	20	produce	produce	VERB
cana-994	204	21	signatures	signature	NOUN
cana-994	204	22	for	for	ADP
cana-994	204	23	every	every	DET
cana-994	204	24	new	new	ADJ
cana-994	204	25	threat	threat	NOUN
cana-994	204	26	.	.	PUNCT
cana-994	205	1	malware	malware	NOUN
cana-994	205	2	is	be	AUX
cana-994	205	3	software	software	NOUN
cana-994	205	4	created	create	VERB
cana-994	205	5	with	with	ADP
cana-994	205	6	the	the	DET
cana-994	205	7	intention	intention	NOUN
cana-994	205	8	of	of	ADP
cana-994	205	9	covertly	covertly	ADV
cana-994	205	10	compromising	compromise	VERB
cana-994	205	11	or	or	CCONJ
cana-994	205	12	harming	harm	VERB
cana-994	205	13	a	a	DET
cana-994	205	14	computer	computer	NOUN
cana-994	205	15	system	system	NOUN
cana-994	205	16	without	without	ADP
cana-994	205	17	the	the	DET
cana-994	205	18	owner	owner	NOUN
cana-994	205	19	's	's	PART
cana-994	205	20	awareness	awareness	NOUN
cana-994	205	21	.	.	PUNCT
cana-994	206	1	actually	actually	ADV
cana-994	206	2	,	,	PUNCT
cana-994	206	3	the	the	DET
cana-994	206	4	word	word	NOUN
cana-994	206	5	"	"	PUNCT
cana-994	206	6	malware	malware	NOUN
cana-994	206	7	"	"	PUNCT
cana-994	206	8	encompasses	encompass	VERB
cana-994	206	9	all	all	DET
cana-994	206	10	kinds	kind	NOUN
cana-994	206	11	of	of	ADP
cana-994	206	12	computer	computer	NOUN
cana-994	206	13	threats	threat	NOUN
cana-994	206	14	.	.	PUNCT
cana-994	207	1	a	a	DET
cana-994	207	2	simple	simple	ADJ
cana-994	207	3	taxonomy	taxonomy	NOUN
cana-994	207	4	of	of	ADP
cana-994	207	5	malware	malware	NOUN
cana-994	207	6	consists	consist	VERB
cana-994	207	7	of	of	ADP
cana-994	207	8	file	file	NOUN
cana-994	207	9	infectors	infector	NOUN
cana-994	207	10	and	and	CCONJ
cana-994	207	11	standalone	standalone	NOUN
cana-994	207	12	malware	malware	NOUN
cana-994	207	13	.	.	PUNCT
cana-994	208	1	one	one	PRON
cana-994	208	2	may	may	AUX
cana-994	208	3	argue	argue	VERB
cana-994	208	4	that	that	SCONJ
cana-994	208	5	many	many	ADJ
cana-994	208	6	of	of	ADP
cana-994	208	7	the	the	DET
cana-994	208	8	security	security	NOUN
cana-994	208	9	issues	issue	NOUN
cana-994	208	10	surrounding	surround	VERB
cana-994	208	11	cc	cc	VERB
cana-994	208	12	are	be	AUX
cana-994	208	13	essentially	essentially	ADV
cana-994	208	14	the	the	DET
cana-994	208	15	same	same	ADJ
cana-994	208	16	as	as	ADP
cana-994	208	17	those	those	PRON
cana-994	208	18	that	that	PRON
cana-994	208	19	emerged	emerge	VERB
cana-994	208	20	during	during	ADP
cana-994	208	21	the	the	DET
cana-994	208	22	internet	internet	NOUN
cana-994	208	23	's	's	PART
cana-994	208	24	early	early	ADJ
cana-994	208	25	years	year	NOUN
cana-994	208	26	.	.	PUNCT
cana-994	209	1	despite	despite	SCONJ
cana-994	209	2	this	this	PRON
cana-994	209	3	,	,	PUNCT
cana-994	209	4	the	the	DET
cana-994	209	5	widespread	widespread	ADJ
cana-994	209	6	use	use	NOUN
cana-994	209	7	of	of	ADP
cana-994	209	8	virtualization	virtualization	NOUN
cana-994	209	9	—	—	PUNCT
cana-994	209	10	which	which	PRON
cana-994	209	11	is	be	AUX
cana-994	209	12	autonomous	autonomous	ADJ
cana-994	209	13	,	,	PUNCT
cana-994	209	14	service	service	NOUN
cana-994	209	15	-	-	PUNCT
cana-994	209	16	oriented	orient	VERB
cana-994	209	17	architecture	architecture	NOUN
cana-994	209	18	,	,	PUNCT
cana-994	209	19	and	and	CCONJ
cana-994	209	20	utility	utility	NOUN
cana-994	209	21	computing	computing	NOUN
cana-994	209	22	—	—	PUNCT
cana-994	209	23	has	have	AUX
cana-994	209	24	sparked	spark	VERB
cana-994	209	25	an	an	DET
cana-994	209	26	evolution	evolution	NOUN
cana-994	209	27	that	that	PRON
cana-994	209	28	has	have	AUX
cana-994	209	29	given	give	VERB
cana-994	209	30	rise	rise	NOUN
cana-994	209	31	to	to	ADP
cana-994	209	32	the	the	DET
cana-994	209	33	detection	detection	NOUN
cana-994	209	34	of	of	ADP
cana-994	209	35	malware	malware	NOUN
cana-994	209	36	in	in	ADP
cana-994	209	37	cloud	cloud	ADJ
cana-994	209	38	environments	environment	NOUN
cana-994	209	39	,	,	PUNCT
cana-994	209	40	or	or	CCONJ
cana-994	209	41	what	what	PRON
cana-994	209	42	is	be	AUX
cana-994	209	43	now	now	ADV
cana-994	209	44	commonly	commonly	ADV
cana-994	209	45	known	know	VERB
cana-994	209	46	as	as	ADP
cana-994	209	47	cloud	cloud	NOUN
cana-994	209	48	computing	computing	NOUN
cana-994	209	49	(	(	PUNCT
cana-994	209	50	cc	cc	NOUN
cana-994	209	51	)	)	PUNCT
cana-994	209	52	.	.	PUNCT
cana-994	210	1	the	the	DET
cana-994	210	2	majority	majority	NOUN
cana-994	210	3	of	of	ADP
cana-994	210	4	end	end	NOUN
cana-994	210	5	users	user	NOUN
cana-994	210	6	have	have	VERB
cana-994	210	7	no	no	DET
cana-994	210	8	idea	idea	NOUN
cana-994	210	9	what	what	PRON
cana-994	210	10	devices	device	NOUN
cana-994	210	11	are	be	AUX
cana-994	210	12	,	,	PUNCT
cana-994	210	13	and	and	CCONJ
cana-994	210	14	they	they	PRON
cana-994	210	15	are	be	AUX
cana-994	210	16	no	no	ADV
cana-994	210	17	longer	long	ADV
cana-994	210	18	expected	expect	VERB
cana-994	210	19	to	to	PART
cana-994	210	20	understand	understand	VERB
cana-994	210	21	,	,	PUNCT
cana-994	210	22	be	be	AUX
cana-994	210	23	meticulous	meticulous	ADJ
cana-994	210	24	about	about	ADP
cana-994	210	25	,	,	PUNCT
cana-994	210	26	or	or	CCONJ
cana-994	210	27	exert	exert	VERB
cana-994	210	28	any	any	DET
cana-994	210	29	type	type	NOUN
cana-994	210	30	of	of	ADP
cana-994	210	31	control	control	NOUN
cana-994	210	32	over	over	ADP
cana-994	210	33	the	the	DET
cana-994	210	34	infrastructure	infrastructure	NOUN
cana-994	210	35	that	that	PRON
cana-994	210	36	supports	support	VERB
cana-994	210	37	their	their	PRON
cana-994	210	38	computer	computer	NOUN
cana-994	210	39	activities	activity	NOUN
cana-994	210	40	.	.	PUNCT
cana-994	211	1	cc	cc	NOUN
cana-994	211	2	in	in	ADP
cana-994	211	3	general	general	ADJ
cana-994	211	4	,	,	PUNCT
cana-994	211	5	its	its	PRON
cana-994	211	6	structure	structure	NOUN
cana-994	211	7	,	,	PUNCT
cana-994	211	8	and	and	CCONJ
cana-994	211	9	the	the	DET
cana-994	211	10	detection	detection	NOUN
cana-994	211	11	techniques	technique	NOUN
cana-994	211	12	used	use	VERB
cana-994	211	13	to	to	PART
cana-994	211	14	carry	carry	VERB
cana-994	211	15	out	out	ADP
cana-994	211	16	each	each	PRON
cana-994	211	17	of	of	ADP
cana-994	211	18	the	the	DET
cana-994	211	19	static	static	ADJ
cana-994	211	20	evaluations	evaluation	NOUN
cana-994	211	21	and	and	CCONJ
cana-994	211	22	detection	detection	NOUN
cana-994	211	23	are	be	AUX
cana-994	211	24	the	the	DET
cana-994	211	25	subjects	subject	NOUN
cana-994	211	26	of	of	ADP
cana-994	211	27	several	several	ADJ
cana-994	211	28	related	related	ADJ
cana-994	211	29	earlier	early	ADJ
cana-994	211	30	studies	study	NOUN
cana-994	211	31	:	:	PUNCT
cana-994	211	32	heuristic	heuristic	ADJ
cana-994	211	33	for	for	ADP
cana-994	211	34	enhancing	enhance	VERB
cana-994	211	35	signature	signature	NOUN
cana-994	211	36	matching	matching	NOUN
cana-994	211	37	and	and	CCONJ
cana-994	211	38	identifying	identify	VERB
cana-994	211	39	dynamic	dynamic	ADJ
cana-994	211	40	analysis	analysis	NOUN
cana-994	211	41	.	.	PUNCT
cana-994	212	1	the	the	DET
cana-994	212	2	optimal	optimal	ADJ
cana-994	212	3	tmd	tmd	NOUN
cana-994	212	4	system	system	NOUN
cana-994	212	5	based	base	VERB
cana-994	212	6	on	on	ADP
cana-994	212	7	data	data	NOUN
cana-994	212	8	classification	classification	NOUN
cana-994	212	9	has	have	AUX
cana-994	212	10	been	be	AUX
cana-994	212	11	suggested	suggest	VERB
cana-994	212	12	.	.	PUNCT
cana-994	213	1	it	it	PRON
cana-994	213	2	is	be	AUX
cana-994	213	3	suggested	suggest	VERB
cana-994	213	4	that	that	SCONJ
cana-994	213	5	the	the	DET
cana-994	213	6	raw	raw	ADJ
cana-994	213	7	data	datum	NOUN
cana-994	213	8	set	set	VERB
cana-994	213	9	be	be	AUX
cana-994	213	10	clustered	cluster	VERB
cana-994	213	11	using	use	VERB
cana-994	213	12	the	the	DET
cana-994	213	13	lgwso	lgwso	PROPN
cana-994	213	14	method	method	NOUN
cana-994	213	15	into	into	ADP
cana-994	213	16	many	many	ADJ
cana-994	213	17	categories	category	NOUN
cana-994	213	18	.	.	PUNCT
cana-994	214	1	the	the	DET
cana-994	214	2	cloud	cloud	PROPN
cana-994	214	3	data	data	PROPN
cana-994	214	4	trust	trust	NOUN
cana-994	214	5	level	level	NOUN
cana-994	214	6	classifies	classify	VERB
cana-994	214	7	the	the	DET
cana-994	214	8	information	information	NOUN
cana-994	214	9	as	as	ADP
cana-994	214	10	intrusive	intrusive	ADJ
cana-994	214	11	or	or	CCONJ
cana-994	214	12	not	not	PART
cana-994	214	13	using	use	VERB
cana-994	214	14	an	an	DET
cana-994	214	15	rdnn	rdnn	NOUN
cana-994	214	16	.	.	PUNCT
cana-994	215	1	the	the	DET
cana-994	215	2	simulation	simulation	NOUN
cana-994	215	3	's	's	PART
cana-994	215	4	result	result	NOUN
cana-994	215	5	shows	show	VERB
cana-994	215	6	that	that	SCONJ
cana-994	215	7	the	the	DET
cana-994	215	8	suggested	suggest	VERB
cana-994	215	9	tmd	tmd	NOUN
cana-994	215	10	system	system	NOUN
cana-994	215	11	outperforms	outperform	VERB
cana-994	215	12	the	the	DET
cana-994	215	13	state	state	NOUN
cana-994	215	14	-	-	PUNCT
cana-994	215	15	of	of	ADP
cana-994	215	16	-	-	PUNCT
cana-994	215	17	the	the	DET
cana-994	215	18	-	-	PUNCT
cana-994	215	19	art	art	NOUN
cana-994	215	20	systems	system	NOUN
cana-994	215	21	in	in	ADP
cana-994	215	22	terms	term	NOUN
cana-994	215	23	of	of	ADP
cana-994	215	24	high	high	ADJ
cana-994	215	25	recall	recall	NOUN
cana-994	215	26	,	,	PUNCT
cana-994	215	27	f	f	NOUN
cana-994	215	28	-	-	PUNCT
cana-994	215	29	measures	measure	NOUN
cana-994	215	30	,	,	PUNCT
cana-994	215	31	and	and	CCONJ
cana-994	215	32	identification	identification	NOUN
cana-994	215	33	precision	precision	NOUN
cana-994	215	34	.	.	PUNCT
cana-994	216	1	references	reference	NOUN
cana-994	216	2	[	[	X
cana-994	216	3	1	1	NUM
cana-994	216	4	]	]	PUNCT
cana-994	216	5	ye	ye	PROPN
cana-994	216	6	,	,	PUNCT
cana-994	216	7	y.	y.	PROPN
cana-994	216	8	f.	f.	PROPN
cana-994	216	9	,	,	PUNCT
cana-994	216	10	li	li	PROPN
cana-994	216	11	,	,	PUNCT
cana-994	216	12	t.	t.	PROPN
cana-994	216	13	,	,	PUNCT
cana-994	216	14	adjeroh	adjeroh	PROPN
cana-994	216	15	,	,	PUNCT
cana-994	216	16	d.	d.	PROPN
cana-994	216	17	,	,	PUNCT
cana-994	216	18	&	&	CCONJ
cana-994	216	19	iyengar	iyengar	PROPN
cana-994	216	20	,	,	PUNCT
cana-994	216	21	s.	s.	PROPN
cana-994	216	22	(	(	PUNCT
cana-994	216	23	2017	2017	NUM
cana-994	216	24	)	)	PUNCT
cana-994	216	25	.	.	PUNCT
cana-994	217	1	a	a	DET
cana-994	217	2	survey	survey	NOUN
cana-994	217	3	on	on	ADP
cana-994	217	4	malware	malware	NOUN
cana-994	217	5	detection	detection	NOUN
cana-994	217	6	using	use	VERB
cana-994	217	7	data	datum	NOUN
cana-994	217	8	mining	mining	NOUN
cana-994	217	9	techniques	technique	NOUN
cana-994	217	10	.	.	PUNCT
cana-994	218	1	acm	acm	PROPN
cana-994	218	2	computing	computing	NOUN
cana-994	218	3	surveys	survey	NOUN
cana-994	218	4	,	,	PUNCT
cana-994	218	5	50(3	50(3	NUM
cana-994	218	6	)	)	PUNCT
cana-994	218	7	,	,	PUNCT
cana-994	218	8	40	40	NUM
cana-994	218	9	.	.	PUNCT
cana-994	219	1	[	[	X
cana-994	219	2	2	2	X
cana-994	219	3	]	]	PUNCT
cana-994	219	4	sasha	sasha	PROPN
cana-994	219	5	mahdavi	mahdavi	PROPN
cana-994	219	6	hezavehi	hezavehi	NOUN
cana-994	219	7	and	and	CCONJ
cana-994	219	8	rouhollah	rouhollah	PROPN
cana-994	219	9	rahmani	rahmani	PROPN
cana-994	219	10	,	,	PUNCT
cana-994	219	11	an	an	DET
cana-994	219	12	anomaly	anomaly	NOUN
cana-994	219	13	-	-	PUNCT
cana-994	219	14	based	base	VERB
cana-994	219	15	framework	framework	NOUN
cana-994	219	16	for	for	ADP
cana-994	219	17	mitigating	mitigate	VERB
cana-994	219	18	effects	effect	NOUN
cana-994	219	19	of	of	ADP
cana-994	219	20	ddos	ddos	NOUN
cana-994	219	21	attacks	attack	NOUN
cana-994	219	22	using	use	VERB
cana-994	219	23	a	a	DET
cana-994	219	24	third	third	ADJ
cana-994	219	25	party	party	NOUN
cana-994	219	26	auditor	auditor	NOUN
cana-994	219	27	in	in	ADP
cana-994	219	28	cloud	cloud	NOUN
cana-994	219	29	computing	computing	NOUN
cana-994	219	30	environments	environment	NOUN
cana-994	219	31	,	,	PUNCT
cana-994	219	32	cluster	cluster	NOUN
cana-994	219	33	computing	computing	NOUN
cana-994	219	34	,	,	PUNCT
cana-994	219	35	vol	vol	NOUN
cana-994	219	36	.	.	PROPN
cana-994	219	37	23	23	NUM
cana-994	219	38	,	,	PUNCT
cana-994	219	39	2020	2020	NUM
cana-994	219	40	,	,	PUNCT
cana-994	219	41	pp	pp	ADV
cana-994	219	42	.	.	PUNCT
cana-994	220	1	2609	2609	NUM
cana-994	220	2	–	–	PUNCT
cana-994	220	3	2627	2627	NUM
cana-994	220	4	.	.	PUNCT
cana-994	221	1	communications	communication	NOUN
cana-994	221	2	on	on	ADP
cana-994	221	3	applied	apply	VERB
cana-994	221	4	nonlinear	nonlinear	ADJ
cana-994	221	5	analysis	analysis	NOUN
cana-994	221	6	issn	issn	NOUN
cana-994	221	7	:	:	PUNCT
cana-994	221	8	1074	1074	NUM
cana-994	221	9	-	-	PUNCT
cana-994	221	10	133x	133x	NUM
cana-994	221	11	vol	vol	NOUN
cana-994	221	12	31	31	NUM
cana-994	221	13	no	no	NOUN
cana-994	221	14	.	.	PUNCT
cana-994	222	1	5s	5s	NUM
cana-994	222	2	(	(	PUNCT
cana-994	222	3	2024	2024	NUM
cana-994	222	4	)	)	PUNCT
cana-994	222	5	10	10	NUM
cana-994	222	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-994	223	1	[	[	X
cana-994	223	2	3	3	X
cana-994	223	3	]	]	PUNCT
cana-994	223	4	j.	j.	PROPN
cana-994	223	5	v.	v.	PROPN
cana-994	223	6	bibal	bibal	PROPN
cana-994	223	7	benifa	benifa	PROPN
cana-994	223	8	and	and	CCONJ
cana-994	223	9	g.	g.	PROPN
cana-994	223	10	venifa	venifa	PROPN
cana-994	223	11	mini	mini	PROPN
cana-994	223	12	,	,	PUNCT
cana-994	223	13	modified	modify	VERB
cana-994	223	14	chebyshev	chebyshev	NOUN
cana-994	223	15	polynomial	polynomial	ADJ
cana-994	223	16	-	-	PUNCT
cana-994	223	17	based	base	VERB
cana-994	223	18	access	access	NOUN
cana-994	223	19	control	control	NOUN
cana-994	223	20	mechanism	mechanism	NOUN
cana-994	223	21	for	for	ADP
cana-994	223	22	secured	secured	ADJ
cana-994	223	23	data	datum	NOUN
cana-994	223	24	access	access	NOUN
cana-994	223	25	in	in	ADP
cana-994	223	26	cloud	cloud	NOUN
cana-994	223	27	computing	computing	NOUN
cana-994	223	28	environment	environment	NOUN
cana-994	223	29	,	,	PUNCT
cana-994	223	30	service	service	NOUN
cana-994	223	31	oriented	orient	VERB
cana-994	223	32	computing	computing	NOUN
cana-994	223	33	and	and	CCONJ
cana-994	223	34	applications	application	NOUN
cana-994	223	35	,	,	PUNCT
cana-994	223	36	vol	vol	NOUN
cana-994	223	37	.	.	PROPN
cana-994	223	38	15	15	NUM
cana-994	223	39	,	,	PUNCT
cana-994	223	40	2021	2021	NUM
cana-994	223	41	,	,	PUNCT
cana-994	223	42	pp	pp	ADV
cana-994	223	43	.	.	PUNCT
cana-994	224	1	187–203	187–203	NUM
cana-994	224	2	.	.	PUNCT
cana-994	225	1	[	[	X
cana-994	225	2	4	4	X
cana-994	225	3	]	]	X
cana-994	225	4	heng	heng	PROPN
cana-994	225	5	he	he	PROPN
cana-994	225	6	,	,	PUNCT
cana-994	225	7	liang	liang	PROPN
cana-994	225	8	han	han	PROPN
cana-994	225	9	zheng	zheng	PROPN
cana-994	225	10	,	,	PUNCT
cana-994	225	11	peng	peng	PROPN
cana-994	225	12	li	li	PROPN
cana-994	225	13	,	,	PUNCT
cana-994	225	14	li	li	PROPN
cana-994	225	15	deng	deng	PROPN
cana-994	225	16	,	,	PUNCT
cana-994	225	17	li	li	PROPN
cana-994	225	18	huang	huang	PROPN
cana-994	225	19	and	and	CCONJ
cana-994	225	20	xiang	xiang	PROPN
cana-994	225	21	chen	chen	PROPN
cana-994	225	22	,	,	PUNCT
cana-994	225	23	an	an	DET
cana-994	225	24	efficient	efficient	ADJ
cana-994	225	25	attribute	attribute	NOUN
cana-994	225	26	based	base	VERB
cana-994	225	27	hierarchical	hierarchical	ADJ
cana-994	225	28	data	datum	NOUN
cana-994	225	29	access	access	NOUN
cana-994	225	30	control	control	NOUN
cana-994	225	31	scheme	scheme	NOUN
cana-994	225	32	in	in	ADP
cana-994	225	33	cloud	cloud	NOUN
cana-994	225	34	computing	computing	NOUN
cana-994	225	35	,	,	PUNCT
cana-994	225	36	human	human	ADJ
cana-994	225	37	centric	centric	NOUN
cana-994	225	38	computing	computing	NOUN
cana-994	225	39	and	and	CCONJ
cana-994	225	40	information	information	NOUN
cana-994	225	41	sciences	science	NOUN
cana-994	225	42	,	,	PUNCT
cana-994	225	43	vol	vol	NOUN
cana-994	225	44	.	.	PUNCT
cana-994	226	1	10,2020	10,2020	NUM
cana-994	226	2	.	.	PUNCT
cana-994	227	1	[	[	X
cana-994	227	2	5	5	X
cana-994	227	3	]	]	PUNCT
cana-994	227	4	k.	k.	PROPN
cana-994	227	5	padmaja	padmaja	PROPN
cana-994	227	6	and	and	CCONJ
cana-994	227	7	r.	r.	PROPN
cana-994	227	8	seshadri	seshadri	PROPN
cana-994	227	9	,	,	PUNCT
cana-994	227	10	a	a	DET
cana-994	227	11	real	real	ADJ
cana-994	227	12	-	-	PUNCT
cana-994	227	13	time	time	NOUN
cana-994	227	14	secure	secure	ADJ
cana-994	227	15	medical	medical	ADJ
cana-994	227	16	device	device	NOUN
cana-994	227	17	authentication	authentication	NOUN
cana-994	227	18	for	for	ADP
cana-994	227	19	personal	personal	ADJ
cana-994	227	20	e	e	ADJ
cana-994	227	21	-	-	NOUN
cana-994	227	22	healthcare	healthcare	ADJ
cana-994	227	23	services	service	NOUN
cana-994	227	24	on	on	ADP
cana-994	227	25	cloud	cloud	NOUN
cana-994	227	26	computing	computing	NOUN
cana-994	227	27	,	,	PUNCT
cana-994	227	28	international	international	ADJ
cana-994	227	29	journal	journal	NOUN
cana-994	227	30	of	of	ADP
cana-994	227	31	system	system	NOUN
cana-994	227	32	assurance	assurance	NOUN
cana-994	227	33	engineering	engineering	NOUN
cana-994	227	34	and	and	CCONJ
cana-994	227	35	management	management	NOUN
cana-994	227	36	,	,	PUNCT
cana-994	227	37	2021	2021	NUM
cana-994	227	38	.	.	PUNCT
cana-994	228	1	116	116	NUM
cana-994	229	1	[	[	SYM
cana-994	229	2	6	6	NUM
cana-994	229	3	]	]	PUNCT
cana-994	229	4	xianwei	xianwei	PROPN
cana-994	229	5	gao	gao	PROPN
cana-994	229	6	,	,	PUNCT
cana-994	229	7	changzhen	changzhen	PROPN
cana-994	229	8	hu	hu	PROPN
cana-994	229	9	,	,	PUNCT
cana-994	229	10	chun	chun	PROPN
cana-994	229	11	shan	shan	PROPN
cana-994	229	12	,	,	PUNCT
cana-994	229	13	baoxu	baoxu	PROPN
cana-994	229	14	liu	liu	PROPN
cana-994	229	15	,	,	PUNCT
cana-994	229	16	zequn	zequn	PROPN
cana-994	229	17	niu	niu	PROPN
cana-994	229	18	,	,	PUNCT
cana-994	229	19	hui	hui	PROPN
cana-994	229	20	xie	xie	PROPN
cana-994	229	21	,	,	PUNCT
cana-994	229	22	malware	malware	NOUN
cana-994	229	23	classification	classification	NOUN
cana-994	229	24	for	for	ADP
cana-994	229	25	the	the	DET
cana-994	229	26	cloud	cloud	NOUN
cana-994	229	27	via	via	ADP
cana-994	229	28	semi	semi	ADJ
cana-994	229	29	supervised	supervised	ADJ
cana-994	229	30	transfer	transfer	NOUN
cana-994	229	31	learning	learning	NOUN
cana-994	229	32	,	,	PUNCT
cana-994	229	33	journal	journal	NOUN
cana-994	229	34	of	of	ADP
cana-994	229	35	information	information	NOUN
cana-994	229	36	security	security	NOUN
cana-994	229	37	and	and	CCONJ
cana-994	229	38	applications	application	NOUN
cana-994	229	39	,	,	PUNCT
cana-994	229	40	vol	vol	NOUN
cana-994	229	41	55	55	NUM
cana-994	229	42	,	,	PUNCT
cana-994	229	43	2020	2020	NUM
cana-994	229	44	.	.	PUNCT
cana-994	230	1	[	[	X
cana-994	230	2	7	7	X
cana-994	230	3	]	]	X
cana-994	230	4	chuanchang	chuanchang	PROPN
cana-994	230	5	liu	liu	PROPN
cana-994	230	6	,	,	PUNCT
cana-994	230	7	jianyun	jianyun	PROPN
cana-994	230	8	lu	lu	PROPN
cana-994	230	9	,	,	PUNCT
cana-994	230	10	wendi	wendi	PROPN
cana-994	230	11	feng	feng	PROPN
cana-994	230	12	,	,	PUNCT
cana-994	230	13	enbo	enbo	ADP
cana-994	230	14	du	du	PROPN
cana-994	230	15	,	,	PUNCT
cana-994	230	16	luyang	luyang	PROPN
cana-994	230	17	di	di	PROPN
cana-994	230	18	,	,	PUNCT
cana-994	230	19	zhen	zhen	PROPN
cana-994	230	20	song	song	PROPN
cana-994	230	21	,	,	PUNCT
cana-994	230	22	mobipcr	mobipcr	ADJ
cana-994	230	23	:	:	PUNCT
cana-994	230	24	efficient	efficient	ADJ
cana-994	230	25	,	,	PUNCT
cana-994	230	26	accurate	accurate	ADJ
cana-994	230	27	,	,	PUNCT
cana-994	230	28	and	and	CCONJ
cana-994	230	29	strict	strict	ADJ
cana-994	230	30	ml	ml	ADV
cana-994	230	31	-	-	PUNCT
cana-994	230	32	based	base	VERB
cana-994	230	33	mobile	mobile	ADJ
cana-994	230	34	malware	malware	NOUN
cana-994	230	35	detection	detection	NOUN
cana-994	230	36	,	,	PUNCT
cana-994	230	37	future	future	ADJ
cana-994	230	38	generation	generation	NOUN
cana-994	230	39	computer	computer	NOUN
cana-994	230	40	systems	system	NOUN
cana-994	230	41	,	,	PUNCT
cana-994	230	42	vol	vol	NOUN
cana-994	230	43	144	144	NUM
cana-994	230	44	,	,	PUNCT
cana-994	230	45	2023	2023	NUM
cana-994	230	46	.	.	PUNCT
cana-994	231	1	[	[	X
cana-994	231	2	8	8	NUM
cana-994	231	3	]	]	X
cana-994	231	4	r.	r.	PROPN
cana-994	231	5	aiyshwariya	aiyshwariya	PROPN
cana-994	231	6	devi	devi	PROPN
cana-994	231	7	and	and	CCONJ
cana-994	231	8	a.r	a.r	PROPN
cana-994	231	9	.	.	PROPN
cana-994	231	10	arunachalam	arunachalam	PROPN
cana-994	231	11	,	,	PUNCT
cana-994	231	12	enhancement	enhancement	NOUN
cana-994	231	13	of	of	ADP
cana-994	231	14	iot	iot	ADJ
cana-994	231	15	device	device	NOUN
cana-994	231	16	security	security	NOUN
cana-994	231	17	using	use	VERB
cana-994	231	18	an	an	DET
cana-994	231	19	improved	improve	VERB
cana-994	231	20	elliptic	elliptic	ADJ
cana-994	231	21	curve	curve	NOUN
cana-994	231	22	cryptography	cryptography	NOUN
cana-994	231	23	algorithm	algorithm	NOUN
cana-994	231	24	and	and	CCONJ
cana-994	231	25	malware	malware	NOUN
cana-994	231	26	detection	detection	NOUN
cana-994	231	27	utilizing	utilize	VERB
cana-994	231	28	deep	deep	ADJ
cana-994	231	29	lstm	lstm	NOUN
cana-994	231	30	,	,	PUNCT
cana-994	231	31	high	high	ADJ
cana-994	231	32	-	-	PUNCT
cana-994	231	33	confidence	confidence	NOUN
cana-994	231	34	computing	computing	NOUN
cana-994	231	35	,	,	PUNCT
cana-994	231	36	vol	vol	NOUN
cana-994	231	37	3	3	NUM
cana-994	231	38	,	,	PUNCT
cana-994	231	39	2023	2023	NUM
cana-994	231	40	.	.	PUNCT
cana-994	232	1	[	[	X
cana-994	232	2	9	9	NUM
cana-994	232	3	]	]	X
cana-994	232	4	preeti	preeti	PROPN
cana-994	232	5	mishra	mishra	PROPN
cana-994	232	6	,	,	PUNCT
cana-994	232	7	ishita	ishita	PROPN
cana-994	232	8	verma	verma	PROPN
cana-994	232	9	,	,	PUNCT
cana-994	232	10	saurabh	saurabh	PROPN
cana-994	232	11	gupta	gupta	PROPN
cana-994	232	12	,	,	PUNCT
cana-994	232	13	kvminspector	kvminspector	NOUN
cana-994	232	14	:	:	PUNCT
cana-994	232	15	kvm	kvm	PROPN
cana-994	232	16	based	base	VERB
cana-994	232	17	introspection	introspection	NOUN
cana-994	232	18	approach	approach	NOUN
cana-994	232	19	to	to	PART
cana-994	232	20	detect	detect	VERB
cana-994	232	21	malware	malware	NOUN
cana-994	232	22	in	in	ADP
cana-994	232	23	cloud	cloud	PROPN
cana-994	232	24	environment	environment	NOUN
cana-994	232	25	,	,	PUNCT
cana-994	232	26	journal	journal	NOUN
cana-994	232	27	of	of	ADP
cana-994	232	28	information	information	NOUN
cana-994	232	29	security	security	NOUN
cana-994	232	30	and	and	CCONJ
cana-994	232	31	applications	application	NOUN
cana-994	232	32	,	,	PUNCT
cana-994	232	33	vol	vol	NOUN
cana-994	232	34	51	51	NUM
cana-994	232	35	,	,	PUNCT
cana-994	232	36	2020	2020	NUM
cana-994	232	37	.	.	PUNCT
cana-994	233	1	[	[	X
cana-994	233	2	10	10	NUM
cana-994	233	3	]	]	PUNCT
cana-994	233	4	wentao	wentao	PROPN
cana-994	233	5	wei	wei	PROPN
cana-994	233	6	,	,	PUNCT
cana-994	233	7	jie	jie	PROPN
cana-994	233	8	wang	wang	PROPN
cana-994	233	9	,	,	PUNCT
cana-994	233	10	zheng	zheng	PROPN
cana-994	233	11	yan	yan	PROPN
cana-994	233	12	,	,	PUNCT
cana-994	233	13	wenxiu	wenxiu	PROPN
cana-994	233	14	ding	ding	PROPN
cana-994	233	15	,	,	PUNCT
cana-994	233	16	epmdroid	epmdroid	NOUN
cana-994	233	17	:	:	PUNCT
cana-994	233	18	efficient	efficient	ADJ
cana-994	233	19	and	and	CCONJ
cana-994	233	20	privacy	privacy	NOUN
cana-994	233	21	preserving	preserve	VERB
cana-994	233	22	malware	malware	NOUN
cana-994	233	23	detection	detection	NOUN
cana-994	233	24	based	base	VERB
cana-994	233	25	on	on	ADP
cana-994	233	26	sgx	sgx	PROPN
cana-994	233	27	through	through	ADP
cana-994	233	28	data	datum	NOUN
cana-994	233	29	fusion	fusion	NOUN
cana-994	233	30	,	,	PUNCT
cana-994	233	31	information	information	NOUN
cana-994	233	32	fusion	fusion	NOUN
cana-994	233	33	,	,	PUNCT
cana-994	233	34	vol	vol	NOUN
cana-994	233	35	82	82	NUM
cana-994	233	36	,	,	PUNCT
cana-994	233	37	2022	2022	NUM
cana-994	233	38	.	.	PUNCT
cana-994	234	1	[	[	X
cana-994	234	2	11	11	NUM
cana-994	234	3	]	]	X
cana-994	234	4	rajendra	rajendra	PROPN
cana-994	234	5	patil	patil	PROPN
cana-994	234	6	,	,	PUNCT
cana-994	234	7	harsha	harsha	PROPN
cana-994	234	8	dudeja	dudeja	PROPN
cana-994	234	9	,	,	PUNCT
cana-994	234	10	chirag	chirag	PROPN
cana-994	234	11	modi	modi	PROPN
cana-994	234	12	,	,	PUNCT
cana-994	234	13	designing	design	VERB
cana-994	234	14	in	in	ADP
cana-994	234	15	-	-	PUNCT
cana-994	234	16	vm	vm	NOUN
cana-994	234	17	-	-	PUNCT
cana-994	234	18	assisted	assist	VERB
cana-994	234	19	lightweight	lightweight	ADJ
cana-994	234	20	agent	agent	NOUN
cana-994	234	21	-	-	PUNCT
cana-994	234	22	based	base	VERB
cana-994	234	23	malware	malware	NOUN
cana-994	234	24	detection	detection	NOUN
cana-994	234	25	framework	framework	NOUN
cana-994	234	26	for	for	ADP
cana-994	234	27	securing	secure	VERB
cana-994	234	28	virtual	virtual	ADJ
cana-994	234	29	machines	machine	NOUN
cana-994	234	30	in	in	ADP
cana-994	234	31	cloud	cloud	NOUN
cana-994	234	32	computing	computing	NOUN
cana-994	234	33	,	,	PUNCT
cana-994	234	34	international	international	ADJ
cana-994	234	35	journal	journal	NOUN
cana-994	234	36	of	of	ADP
cana-994	234	37	information	information	NOUN
cana-994	234	38	security	security	NOUN
cana-994	234	39	,	,	PUNCT
cana-994	234	40	2020	2020	NUM
cana-994	234	41	,	,	PUNCT
cana-994	234	42	pp	pp	ADV
cana-994	234	43	.	.	PUNCT
cana-994	235	1	147–162	147–162	NUM
cana-994	235	2	.	.	PUNCT
cana-994	236	1	[	[	X
cana-994	236	2	12	12	NUM
cana-994	236	3	]	]	X
cana-994	236	4	zahid	zahid	PROPN
cana-994	236	5	hussain	hussain	PROPN
cana-994	236	6	qaisar	qaisar	PROPN
cana-994	236	7	,	,	PUNCT
cana-994	236	8	sultan	sultan	PROPN
cana-994	236	9	h.	h.	PROPN
cana-994	236	10	almotiri	almotiri	PROPN
cana-994	236	11	,	,	PUNCT
cana-994	236	12	mohammed	mohammed	PROPN
cana-994	236	13	a.	a.	PROPN
cana-994	236	14	alghamdi	alghamdi	PROPN
cana-994	236	15	,	,	PUNCT
cana-994	236	16	arfan	arfan	PROPN
cana-994	236	17	ali	ali	PROPN
cana-994	236	18	nagra	nagra	PROPN
cana-994	236	19	,	,	PUNCT
cana-994	236	20	ghulam	ghulam	PROPN
cana-994	236	21	ali	ali	PROPN
cana-994	236	22	,	,	PUNCT
cana-994	236	23	"	"	PUNCT
cana-994	236	24	a	a	DET
cana-994	236	25	scalable	scalable	ADJ
cana-994	236	26	and	and	CCONJ
cana-994	236	27	efficient	efficient	ADJ
cana-994	236	28	multi	multi	ADJ
cana-994	236	29	-	-	ADJ
cana-994	236	30	agent	agent	ADJ
cana-994	236	31	architecture	architecture	NOUN
cana-994	236	32	for	for	ADP
cana-994	236	33	malware	malware	NOUN
cana-994	236	34	protection	protection	NOUN
cana-994	236	35	in	in	ADP
cana-994	236	36	data	datum	NOUN
cana-994	236	37	sharing	share	VERB
cana-994	236	38	over	over	ADP
cana-994	236	39	mobile	mobile	ADJ
cana-994	236	40	cloud	cloud	NOUN
cana-994	236	41	"	"	PUNCT
cana-994	236	42	,	,	PUNCT
cana-994	236	43	ieee	ieee	NOUN
cana-994	236	44	access	access	NOUN
cana-994	236	45	,	,	PUNCT
cana-994	236	46	vol	vol	NOUN
cana-994	236	47	.	.	NOUN
cana-994	236	48	9	9	NUM
cana-994	236	49	,	,	PUNCT
cana-994	236	50	2021	2021	NUM
cana-994	236	51	.	.	PUNCT
cana-994	237	1	[	[	X
cana-994	237	2	13	13	NUM
cana-994	237	3	]	]	X
cana-994	237	4	omer	omer	PROPN
cana-994	237	5	aslan	aslan	PROPN
cana-994	237	6	,	,	PUNCT
cana-994	237	7	merve	merve	VERB
cana-994	237	8	ozkan	ozkan	NOUN
cana-994	237	9	-	-	PUNCT
cana-994	237	10	okay	okay	PROPN
cana-994	237	11	,	,	PUNCT
cana-994	237	12	and	and	CCONJ
cana-994	237	13	deepti	deepti	PROPN
cana-994	237	14	gupta	gupta	PROPN
cana-994	237	15	,	,	PUNCT
cana-994	237	16	intelligent	intelligent	ADJ
cana-994	237	17	behavior	behavior	NOUN
cana-994	237	18	-	-	PUNCT
cana-994	237	19	based	base	VERB
cana-994	237	20	malware	malware	NOUN
cana-994	237	21	detection	detection	NOUN
cana-994	237	22	system	system	NOUN
cana-994	237	23	on	on	ADP
cana-994	237	24	cloud	cloud	NOUN
cana-994	237	25	computing	computing	NOUN
cana-994	237	26	environment	environment	NOUN
cana-994	237	27	,	,	PUNCT
cana-994	237	28	ieee	ieee	NOUN
cana-994	237	29	access	access	NOUN
cana-994	237	30	,	,	PUNCT
cana-994	237	31	vol	vol	NOUN
cana-994	237	32	.	.	NOUN
cana-994	237	33	9	9	NUM
cana-994	237	34	,	,	PUNCT
cana-994	237	35	2021	2021	NUM
cana-994	237	36	.	.	PUNCT
cana-994	238	1	[	[	X
cana-994	238	2	14	14	NUM
cana-994	238	3	]	]	X
cana-994	238	4	jian	jian	PROPN
cana-994	238	5	zhang	zhang	PROPN
cana-994	238	6	,	,	PUNCT
cana-994	238	7	cheng	cheng	PROPN
cana-994	238	8	gao	gao	PROPN
cana-994	238	9	,	,	PUNCT
cana-994	238	10	liangyi	liangyi	PROPN
cana-994	238	11	gong	gong	PROPN
cana-994	238	12	,	,	PUNCT
cana-994	238	13	zhaojun	zhaojun	PROPN
cana-994	238	14	gu	gu	NOUN
cana-994	238	15	,	,	PUNCT
cana-994	238	16	dapeng	dapeng	PROPN
cana-994	238	17	man	man	NOUN
cana-994	238	18	,	,	PUNCT
cana-994	238	19	wu	wu	PROPN
cana-994	238	20	yang	yang	PROPN
cana-994	238	21	,	,	PUNCT
cana-994	238	22	wenzhen	wenzhen	PROPN
cana-994	238	23	li	li	PROPN
cana-994	238	24	,	,	PUNCT
cana-994	238	25	malware	malware	NOUN
cana-994	238	26	detection	detection	NOUN
cana-994	238	27	based	base	VERB
cana-994	238	28	on	on	ADP
cana-994	238	29	multi	multi	ADJ
cana-994	238	30	-	-	ADJ
cana-994	238	31	level	level	ADJ
cana-994	238	32	and	and	CCONJ
cana-994	238	33	dynamic	dynamic	ADJ
cana-994	238	34	multi	multi	ADJ
cana-994	238	35	-	-	ADJ
cana-994	238	36	feature	feature	NOUN
cana-994	238	37	using	use	VERB
cana-994	238	38	ensemble	ensemble	ADJ
cana-994	238	39	learning	learning	NOUN
cana-994	238	40	at	at	ADP
cana-994	238	41	hypervisor	hypervisor	NOUN
cana-994	238	42	,	,	PUNCT
cana-994	238	43	mobile	mobile	ADJ
cana-994	238	44	networks	network	NOUN
cana-994	238	45	and	and	CCONJ
cana-994	238	46	applications	application	NOUN
cana-994	238	47	,	,	PUNCT
cana-994	238	48	vol	vol	NOUN
cana-994	238	49	.	.	PROPN
cana-994	238	50	26	26	NUM
cana-994	238	51	,	,	PUNCT
cana-994	238	52	2021	2021	NUM
cana-994	238	53	,	,	PUNCT
cana-994	238	54	1668–1685	1668–1685	NUM
cana-994	238	55	.	.	PUNCT
cana-994	239	1	[	[	X
cana-994	239	2	15	15	NUM
cana-994	239	3	]	]	X
cana-994	239	4	enes	enes	PROPN
cana-994	239	5	sinan	sinan	PROPN
cana-994	239	6	parildi	parildi	PROPN
cana-994	239	7	,	,	PUNCT
cana-994	239	8	dimitrios	dimitrio	VERB
cana-994	239	9	hatzinakos	hatzinakos	ADJ
cana-994	239	10	,	,	PUNCT
cana-994	239	11	yuri	yuri	PROPN
cana-994	239	12	lawryshyn	lawryshyn	PROPN
cana-994	239	13	,	,	PUNCT
cana-994	239	14	deep	deep	ADJ
cana-994	239	15	learning	learning	NOUN
cana-994	239	16	-	-	PUNCT
cana-994	239	17	aided	aid	VERB
cana-994	239	18	runtime	runtime	NOUN
cana-994	239	19	opcode	opcode	NOUN
cana-994	239	20	-	-	PUNCT
cana-994	239	21	based	base	VERB
cana-994	239	22	windows	windows	PROPN
cana-994	239	23	malware	malware	NOUN
cana-994	239	24	detection	detection	NOUN
cana-994	239	25	,	,	PUNCT
cana-994	239	26	neural	neural	ADJ
cana-994	239	27	computing	computing	NOUN
cana-994	239	28	and	and	CCONJ
cana-994	239	29	applications	application	NOUN
cana-994	239	30	,	,	PUNCT
cana-994	239	31	33	33	NUM
cana-994	239	32	,	,	PUNCT
cana-994	239	33	2021	2021	NUM
cana-994	239	34	,	,	PUNCT
cana-994	239	35	pp	pp	ADV
cana-994	239	36	.	.	PUNCT
cana-994	240	1	11963–11983	11963–11983	NUM
cana-994	240	2	.	.	PUNCT
cana-994	241	1	117	117	NUM
cana-994	242	1	[	[	SYM
cana-994	242	2	16	16	NUM
cana-994	242	3	]	]	X
cana-994	242	4	farhan	farhan	PROPN
cana-994	242	5	ullah	ullah	PROPN
cana-994	242	6	,	,	PUNCT
cana-994	242	7	gautam	gautam	PROPN
cana-994	242	8	srivastava	srivastava	PROPN
cana-994	242	9	and	and	CCONJ
cana-994	242	10	shamsher	shamsher	PROPN
cana-994	242	11	ullah	ullah	PROPN
cana-994	242	12	,	,	PUNCT
cana-994	242	13	a	a	DET
cana-994	242	14	malware	malware	NOUN
cana-994	242	15	detection	detection	NOUN
cana-994	242	16	system	system	NOUN
cana-994	242	17	using	use	VERB
cana-994	242	18	a	a	DET
cana-994	242	19	hybrid	hybrid	ADJ
cana-994	242	20	approach	approach	NOUN
cana-994	242	21	of	of	ADP
cana-994	242	22	multi	multi	ADJ
cana-994	242	23	-	-	ADJ
cana-994	242	24	heads	head	NOUN
cana-994	242	25	attention	attention	NOUN
cana-994	242	26	-	-	PUNCT
cana-994	242	27	based	base	VERB
cana-994	242	28	control	control	NOUN
cana-994	242	29	fow	fow	VERB
cana-994	242	30	traces	trace	NOUN
cana-994	242	31	and	and	CCONJ
cana-994	242	32	image	image	NOUN
cana-994	242	33	visualization	visualization	NOUN
cana-994	242	34	,	,	PUNCT
cana-994	242	35	journal	journal	NOUN
cana-994	242	36	of	of	ADP
cana-994	242	37	cloud	cloud	PROPN
cana-994	242	38	computing	computing	NOUN
cana-994	242	39	:	:	PUNCT
cana-994	242	40	advances	advance	NOUN
cana-994	242	41	,	,	PUNCT
cana-994	242	42	systems	system	NOUN
cana-994	242	43	and	and	CCONJ
cana-994	242	44	applications	application	NOUN
cana-994	242	45	,	,	PUNCT
cana-994	242	46	2022	2022	NUM
cana-994	242	47	.	.	PUNCT
cana-994	243	1	[	[	X
cana-994	243	2	17	17	NUM
cana-994	243	3	]	]	X
cana-994	243	4	liu	liu	PROPN
cana-994	243	5	,	,	PUNCT
cana-994	243	6	c.	c.	PROPN
cana-994	243	7	,	,	PUNCT
cana-994	243	8	lu	lu	PROPN
cana-994	243	9	,	,	PUNCT
cana-994	243	10	j.	j.	PROPN
cana-994	243	11	,	,	PUNCT
cana-994	243	12	feng	feng	PROPN
cana-994	243	13	,	,	PUNCT
cana-994	243	14	w.	w.	PROPN
cana-994	243	15	,	,	PUNCT
cana-994	243	16	du	du	PROPN
cana-994	243	17	,	,	PUNCT
cana-994	243	18	e.	e.	PROPN
cana-994	243	19	,	,	PUNCT
cana-994	243	20	di	di	PROPN
cana-994	243	21	,	,	PUNCT
cana-994	243	22	l.	l.	PROPN
cana-994	243	23	,	,	PUNCT
cana-994	243	24	&	&	CCONJ
cana-994	243	25	song	song	PROPN
cana-994	243	26	,	,	PUNCT
cana-994	243	27	z.	z.	PROPN
cana-994	243	28	,	,	PUNCT
cana-994	243	29	mobipcr	mobipcr	ADJ
cana-994	243	30	:	:	PUNCT
cana-994	243	31	efficient	efficient	ADJ
cana-994	243	32	,	,	PUNCT
cana-994	243	33	accurate	accurate	ADJ
cana-994	243	34	,	,	PUNCT
cana-994	243	35	and	and	CCONJ
cana-994	243	36	strict	strict	ADJ
cana-994	243	37	ml	ml	ADV
cana-994	243	38	-	-	PUNCT
cana-994	243	39	based	base	VERB
cana-994	243	40	mobile	mobile	ADJ
cana-994	243	41	malware	malware	NOUN
cana-994	243	42	detection	detection	NOUN
cana-994	243	43	,	,	PUNCT
cana-994	243	44	future	future	ADJ
cana-994	243	45	generation	generation	NOUN
cana-994	243	46	computer	computer	NOUN
cana-994	243	47	systems	system	NOUN
cana-994	243	48	,	,	PUNCT
cana-994	243	49	vol	vol	NOUN
cana-994	243	50	.	.	PUNCT
cana-994	244	1	144	144	NUM
cana-994	244	2	,	,	PUNCT
cana-994	244	3	2023	2023	NUM
cana-994	244	4	,	,	PUNCT
cana-994	244	5	pp140	pp140	NOUN
cana-994	244	6	-	-	SYM
cana-994	244	7	150	150	NUM
cana-994	244	8	.	.	PUNCT
cana-994	245	1	[	[	X
cana-994	245	2	18	18	NUM
cana-994	245	3	]	]	X
cana-994	245	4	wen	wen	PROPN
cana-994	245	5	,	,	PUNCT
cana-994	245	6	q.	q.	PROPN
cana-994	245	7	,	,	PUNCT
cana-994	245	8	&	&	CCONJ
cana-994	245	9	chow	chow	PROPN
cana-994	245	10	,	,	PUNCT
cana-994	245	11	k.	k.	PROPN
cana-994	245	12	p.	p.	PROPN
cana-994	245	13	,	,	PUNCT
cana-994	245	14	cnn	cnn	PROPN
cana-994	245	15	based	base	VERB
cana-994	245	16	zero	zero	NUM
cana-994	245	17	-	-	PUNCT
cana-994	245	18	day	day	NOUN
cana-994	245	19	malware	malware	NOUN
cana-994	245	20	detection	detection	NOUN
cana-994	245	21	using	use	VERB
cana-994	245	22	small	small	ADJ
cana-994	245	23	binary	binary	ADJ
cana-994	245	24	segments	segment	NOUN
cana-994	245	25	,	,	PUNCT
cana-994	245	26	forensic	forensic	ADJ
cana-994	245	27	science	science	NOUN
cana-994	245	28	international	international	NOUN
cana-994	245	29	:	:	PUNCT
cana-994	245	30	digital	digital	ADJ
cana-994	245	31	investigation	investigation	NOUN
cana-994	245	32	,	,	PUNCT
cana-994	245	33	vol	vol	NOUN
cana-994	245	34	.	.	PROPN
cana-994	245	35	38	38	NUM
cana-994	245	36	,	,	PUNCT
cana-994	245	37	2021	2021	NUM
cana-994	245	38	,	,	PUNCT
cana-994	245	39	pp301128	pp301128	NOUN
cana-994	245	40	.	.	PUNCT
cana-994	246	1	[	[	X
cana-994	246	2	19	19	NUM
cana-994	246	3	]	]	X
cana-994	246	4	vekariya	vekariya	NOUN
cana-994	246	5	,	,	PUNCT
cana-994	246	6	daxa	daxa	PROPN
cana-994	246	7	,	,	PUNCT
cana-994	246	8	et	et	PROPN
cana-994	246	9	al	al	PROPN
cana-994	246	10	.	.	PUNCT
cana-994	247	1	"	"	PUNCT
cana-994	247	2	mengers	menger	NOUN
cana-994	247	3	authentication	authentication	NOUN
cana-994	247	4	for	for	ADP
cana-994	247	5	efficient	efficient	ADJ
cana-994	247	6	security	security	NOUN
cana-994	247	7	system	system	NOUN
cana-994	247	8	using	use	VERB
cana-994	247	9	blockchain	blockchain	PROPN
cana-994	247	10	technology	technology	PROPN
cana-994	247	11	for	for	ADP
cana-994	247	12	industrial	industrial	ADJ
cana-994	247	13	iot	iot	NOUN
cana-994	247	14	(	(	PUNCT
cana-994	247	15	iiot	iiot	NOUN
cana-994	247	16	)	)	PUNCT
cana-994	247	17	systems	system	NOUN
cana-994	247	18	.	.	PUNCT
cana-994	247	19	"	"	PUNCT
cana-994	248	1	2023	2023	NUM
cana-994	248	2	3rd	3rd	ADJ
cana-994	248	3	international	international	ADJ
cana-994	248	4	conference	conference	NOUN
cana-994	248	5	on	on	ADP
cana-994	248	6	advance	advance	NOUN
cana-994	248	7	computing	computing	NOUN
cana-994	248	8	and	and	CCONJ
cana-994	248	9	innovative	innovative	ADJ
cana-994	248	10	technologies	technology	NOUN
cana-994	248	11	in	in	ADP
cana-994	248	12	engineering	engineering	NOUN
cana-994	248	13	(	(	PUNCT
cana-994	248	14	icacite	icacite	ADJ
cana-994	248	15	)	)	PUNCT
cana-994	248	16	.	.	PUNCT
cana-994	249	1	ieee	ieee	NOUN
cana-994	249	2	,	,	PUNCT
cana-994	249	3	2023	2023	NUM
cana-994	249	4	.	.	PUNCT
cana-994	250	1	[	[	X
cana-994	250	2	20	20	NUM
cana-994	250	3	]	]	SYM
cana-994	250	4	kumar	kumar	PROPN
cana-994	250	5	,	,	PUNCT
cana-994	250	6	m.	m.	NOUN
cana-994	250	7	s.	s.	PROPN
cana-994	250	8	,	,	PUNCT
cana-994	250	9	girinath	girinath	PROPN
cana-994	250	10	,	,	PUNCT
cana-994	250	11	s.	s.	PROPN
cana-994	250	12	,	,	PUNCT
cana-994	250	13	lakshmi	lakshmi	PROPN
cana-994	250	14	,	,	PUNCT
cana-994	250	15	g.	g.	PROPN
cana-994	250	16	g.	g.	PROPN
cana-994	250	17	v.	v.	PROPN
cana-994	250	18	s.	s.	PROPN
cana-994	250	19	,	,	PUNCT
cana-994	250	20	ganesh	ganesh	PROPN
cana-994	250	21	,	,	PUNCT
cana-994	250	22	a.	a.	PROPN
cana-994	250	23	v.	v.	PROPN
cana-994	250	24	s.	s.	PROPN
cana-994	250	25	,	,	PUNCT
cana-994	250	26	&	&	CCONJ
cana-994	250	27	kumar	kumar	PROPN
cana-994	250	28	,	,	PUNCT
cana-994	250	29	k.	k.	PROPN
cana-994	250	30	j.	j.	PROPN
cana-994	250	31	(	(	PUNCT
cana-994	250	32	2023	2023	NUM
cana-994	250	33	,	,	PUNCT
cana-994	250	34	september	september	PROPN
cana-994	250	35	)	)	PUNCT
cana-994	250	36	.	.	PUNCT
cana-994	251	1	crop	crop	NOUN
cana-994	251	2	yield	yield	NOUN
cana-994	251	3	prediction	prediction	NOUN
cana-994	251	4	using	use	VERB
cana-994	251	5	machine	machine	NOUN
cana-994	251	6	learning	learning	NOUN
cana-994	251	7	.	.	PUNCT
cana-994	252	1	in	in	ADP
cana-994	252	2	2023	2023	NUM
cana-994	252	3	international	international	ADJ
cana-994	252	4	conference	conference	NOUN
cana-994	252	5	on	on	ADP
cana-994	252	6	sustainable	sustainable	ADJ
cana-994	252	7	emerging	emerge	VERB
cana-994	252	8	innovations	innovation	NOUN
cana-994	252	9	in	in	ADP
cana-994	252	10	engineering	engineering	NOUN
cana-994	252	11	and	and	CCONJ
cana-994	252	12	technology	technology	NOUN
cana-994	252	13	(	(	PUNCT
cana-994	252	14	icseiet	icseiet	NOUN
cana-994	252	15	)	)	PUNCT
cana-994	252	16	(	(	PUNCT
cana-994	252	17	pp	pp	ADV
cana-994	252	18	.	.	PUNCT
cana-994	253	1	569	569	NUM
cana-994	253	2	-	-	NUM
cana-994	253	3	573	573	NUM
cana-994	253	4	)	)	PUNCT
cana-994	253	5	.	.	PUNCT
cana-994	254	1	ieee	ieee	PROPN
cana-994	254	2	.	.	PUNCT
cana-994	255	1	[	[	X
cana-994	255	2	21	21	NUM
cana-994	255	3	]	]	X
cana-994	255	4	kumar	kumar	PROPN
cana-994	255	5	,	,	PUNCT
cana-994	255	6	m.	m.	NOUN
cana-994	255	7	s.	s.	PROPN
cana-994	255	8	,	,	PUNCT
cana-994	255	9	girinath	girinath	PROPN
cana-994	255	10	,	,	PUNCT
cana-994	255	11	s.	s.	PROPN
cana-994	255	12	,	,	PUNCT
cana-994	255	13	lakshmi	lakshmi	PROPN
cana-994	255	14	,	,	PUNCT
cana-994	255	15	g.	g.	PROPN
cana-994	255	16	g.	g.	PROPN
cana-994	255	17	v.	v.	PROPN
cana-994	255	18	s.	s.	PROPN
cana-994	255	19	,	,	PUNCT
cana-994	255	20	ganesh	ganesh	PROPN
cana-994	255	21	,	,	PUNCT
cana-994	255	22	a.	a.	PROPN
cana-994	255	23	v.	v.	PROPN
cana-994	255	24	s.	s.	PROPN
cana-994	255	25	,	,	PUNCT
cana-994	255	26	&	&	CCONJ
cana-994	255	27	kumar	kumar	PROPN
cana-994	255	28	,	,	PUNCT
cana-994	255	29	k.	k.	PROPN
cana-994	255	30	j.	j.	PROPN
cana-994	255	31	(	(	PUNCT
cana-994	255	32	2023	2023	NUM
cana-994	255	33	,	,	PUNCT
cana-994	255	34	september	september	PROPN
cana-994	255	35	)	)	PUNCT
cana-994	255	36	.	.	PUNCT
cana-994	256	1	crop	crop	NOUN
cana-994	256	2	yield	yield	NOUN
cana-994	256	3	prediction	prediction	NOUN
cana-994	256	4	using	use	VERB
cana-994	256	5	machine	machine	NOUN
cana-994	256	6	learning	learning	NOUN
cana-994	256	7	.	.	PUNCT
cana-994	257	1	in	in	ADP
cana-994	257	2	2023	2023	NUM
cana-994	257	3	international	international	ADJ
cana-994	257	4	conference	conference	NOUN
cana-994	257	5	on	on	ADP
cana-994	257	6	sustainable	sustainable	ADJ
cana-994	257	7	emerging	emerge	VERB
cana-994	257	8	innovations	innovation	NOUN
cana-994	257	9	in	in	ADP
cana-994	257	10	engineering	engineering	NOUN
cana-994	257	11	and	and	CCONJ
cana-994	257	12	technology	technology	NOUN
cana-994	257	13	(	(	PUNCT
cana-994	257	14	icseiet	icseiet	NOUN
cana-994	257	15	)	)	PUNCT
cana-994	257	16	(	(	PUNCT
cana-994	257	17	pp	pp	ADV
cana-994	257	18	.	.	PUNCT
cana-994	258	1	569	569	NUM
cana-994	258	2	-	-	NUM
cana-994	258	3	573	573	NUM
cana-994	258	4	)	)	PUNCT
cana-994	258	5	.	.	PUNCT
cana-994	259	1	ieee	ieee	PROPN
cana-994	259	2	.	.	PUNCT
cana-994	260	1	communications	communication	NOUN
cana-994	260	2	on	on	ADP
cana-994	260	3	applied	apply	VERB
cana-994	260	4	nonlinear	nonlinear	ADJ
cana-994	260	5	analysis	analysis	NOUN
cana-994	260	6	issn	issn	NOUN
cana-994	260	7	:	:	PUNCT
cana-994	260	8	1074	1074	NUM
cana-994	260	9	-	-	PUNCT
cana-994	260	10	133x	133x	NUM
cana-994	260	11	vol	vol	NOUN
cana-994	260	12	31	31	NUM
cana-994	260	13	no	no	NOUN
cana-994	260	14	.	.	PUNCT
cana-994	261	1	5s	5s	NUM
cana-994	261	2	(	(	PUNCT
cana-994	261	3	2024	2024	NUM
cana-994	261	4	)	)	PUNCT
cana-994	261	5	11	11	NUM
cana-994	261	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-994	262	1	[	[	X
cana-994	262	2	22	22	NUM
cana-994	262	3	]	]	X
cana-994	262	4	kumar	kumar	PROPN
cana-994	262	5	,	,	PUNCT
cana-994	262	6	m.	m.	NOUN
cana-994	262	7	sunil	sunil	PROPN
cana-994	262	8	,	,	PUNCT
cana-994	262	9	et	et	PROPN
cana-994	262	10	al	al	PROPN
cana-994	262	11	.	.	PUNCT
cana-994	263	1	"	"	PUNCT
cana-994	263	2	simulation	simulation	NOUN
cana-994	263	3	of	of	ADP
cana-994	263	4	the	the	DET
cana-994	263	5	electrical	electrical	ADJ
cana-994	263	6	control	control	NOUN
cana-994	263	7	unit	unit	NOUN
cana-994	263	8	(	(	PUNCT
cana-994	263	9	ecu	ecu	NOUN
cana-994	263	10	)	)	PUNCT
cana-994	263	11	in	in	ADP
cana-994	263	12	automated	automate	VERB
cana-994	263	13	electric	electric	ADJ
cana-994	263	14	vehicles	vehicle	NOUN
cana-994	263	15	for	for	ADP
cana-994	263	16	reliability	reliability	NOUN
cana-994	263	17	and	and	CCONJ
cana-994	263	18	safety	safety	NOUN
cana-994	263	19	using	use	VERB
cana-994	263	20	on	on	ADP
cana-994	263	21	-	-	PUNCT
cana-994	263	22	board	board	NOUN
cana-994	263	23	sensors	sensor	NOUN
cana-994	263	24	and	and	CCONJ
cana-994	263	25	internet	internet	NOUN
cana-994	263	26	of	of	ADP
cana-994	263	27	things	thing	NOUN
cana-994	263	28	.	.	PUNCT
cana-994	263	29	"	"	PUNCT
cana-994	264	1	2023	2023	NUM
cana-994	264	2	fifth	fifth	ADJ
cana-994	264	3	international	international	ADJ
cana-994	264	4	conference	conference	NOUN
cana-994	264	5	on	on	ADP
cana-994	264	6	electrical	electrical	ADJ
cana-994	264	7	,	,	PUNCT
cana-994	264	8	computer	computer	NOUN
cana-994	264	9	and	and	CCONJ
cana-994	264	10	communication	communication	NOUN
cana-994	264	11	technologies	technology	NOUN
cana-994	264	12	(	(	PUNCT
cana-994	264	13	icecct	icecct	NOUN
cana-994	264	14	)	)	PUNCT
cana-994	264	15	.	.	PUNCT
cana-994	265	1	ieee	ieee	NOUN
cana-994	265	2	,	,	PUNCT
cana-994	265	3	2023	2023	NUM
cana-994	265	4	.	.	PUNCT
cana-994	266	1	[	[	X
cana-994	266	2	23	23	NUM
cana-994	266	3	]	]	X
cana-994	266	4	gandikota	gandikota	NOUN
cana-994	266	5	,	,	PUNCT
cana-994	266	6	h.	h.	PROPN
cana-994	266	7	p.	p.	PROPN
cana-994	266	8	,	,	PUNCT
cana-994	266	9	abirami	abirami	PROPN
cana-994	266	10	,	,	PUNCT
cana-994	266	11	s.	s.	PROPN
cana-994	266	12	,	,	PUNCT
cana-994	266	13	&	&	CCONJ
cana-994	266	14	kumar	kumar	PROPN
cana-994	266	15	,	,	PUNCT
cana-994	266	16	m.	m.	NOUN
cana-994	266	17	s.	s.	PROPN
cana-994	266	18	(	(	PUNCT
cana-994	266	19	2023	2023	NUM
cana-994	266	20	)	)	PUNCT
cana-994	266	21	.	.	PUNCT
cana-994	267	1	bottleneck	bottleneck	NOUN
cana-994	267	2	feature	feature	NOUN
cana-994	267	3	-	-	PUNCT
cana-994	267	4	based	base	VERB
cana-994	267	5	u	u	NOUN
cana-994	267	6	-	-	NOUN
cana-994	267	7	net	net	ADJ
cana-994	267	8	for	for	ADP
cana-994	267	9	automated	automate	VERB
cana-994	267	10	detection	detection	NOUN
cana-994	267	11	and	and	CCONJ
cana-994	267	12	segmentation	segmentation	NOUN
cana-994	267	13	of	of	ADP
cana-994	267	14	gastrointestinal	gastrointestinal	ADJ
cana-994	267	15	tract	tract	NOUN
cana-994	267	16	tumors	tumor	NOUN
cana-994	267	17	from	from	ADP
cana-994	267	18	ct	ct	PROPN
cana-994	267	19	scans	scan	NOUN
cana-994	267	20	.	.	PUNCT
cana-994	268	1	traitement	traitement	ADJ
cana-994	268	2	du	du	PROPN
cana-994	268	3	signal	signal	PROPN
cana-994	268	4	,	,	PUNCT
cana-994	268	5	40(6	40(6	PROPN
cana-994	268	6	)	)	PUNCT
cana-994	268	7	.	.	PUNCT
cana-994	269	1	[	[	X
cana-994	269	2	24	24	NUM
cana-994	269	3	]	]	SYM
cana-994	269	4	kumar	kumar	PROPN
cana-994	269	5	,	,	PUNCT
cana-994	269	6	m.	m.	NOUN
cana-994	269	7	sunil	sunil	PROPN
cana-994	269	8	,	,	PUNCT
cana-994	269	9	et	et	PROPN
cana-994	269	10	al	al	PROPN
cana-994	269	11	.	.	PUNCT
cana-994	270	1	"	"	PUNCT
cana-994	270	2	enhancing	enhance	VERB
cana-994	270	3	sentiment	sentiment	NOUN
cana-994	270	4	analysis	analysis	NOUN
cana-994	270	5	with	with	ADP
cana-994	270	6	an	an	DET
cana-994	270	7	attentionbased	attentionbase	VERB
cana-994	270	8	machine	machine	NOUN
cana-994	270	9	learning	learning	NOUN
cana-994	270	10	model	model	NOUN
cana-994	270	11	.	.	PUNCT
cana-994	270	12	"	"	PUNCT
cana-994	271	1	2023	2023	NUM
cana-994	271	2	3rd	3rd	ADJ
cana-994	271	3	international	international	ADJ
cana-994	271	4	conference	conference	NOUN
cana-994	271	5	on	on	ADP
cana-994	271	6	technological	technological	ADJ
cana-994	271	7	advancements	advancement	NOUN
cana-994	271	8	in	in	ADP
cana-994	271	9	computational	computational	ADJ
cana-994	271	10	sciences	science	NOUN
cana-994	271	11	(	(	PUNCT
cana-994	271	12	ictacs	ictac	NOUN
cana-994	271	13	)	)	PUNCT
cana-994	271	14	.	.	PUNCT
cana-994	272	1	ieee	ieee	NOUN
cana-994	272	2	,	,	PUNCT
cana-994	272	3	2023	2023	NUM
cana-994	272	4	.	.	PUNCT
cana-994	273	1	[	[	X
cana-994	273	2	25	25	NUM
cana-994	273	3	]	]	X
cana-994	273	4	natarajan	natarajan	PROPN
cana-994	273	5	,	,	PUNCT
cana-994	273	6	v.	v.	PROPN
cana-994	273	7	anantha	anantha	PROPN
cana-994	273	8	,	,	PUNCT
cana-994	273	9	and	and	CCONJ
cana-994	273	10	m.	m.	PROPN
cana-994	273	11	sunil	sunil	PROPN
cana-994	273	12	kumar	kumar	PROPN
cana-994	273	13	.	.	PUNCT
cana-994	274	1	"	"	PUNCT
cana-994	274	2	improving	improve	VERB
cana-994	274	3	qos	qos	NOUN
cana-994	274	4	in	in	ADP
cana-994	274	5	wireless	wireless	ADJ
cana-994	274	6	sensor	sensor	NOUN
cana-994	274	7	network	network	NOUN
cana-994	274	8	routing	routing	NOUN
cana-994	274	9	using	use	VERB
cana-994	274	10	machine	machine	NOUN
cana-994	274	11	learning	learn	VERB
cana-994	274	12	techniques	technique	NOUN
cana-994	274	13	.	.	PUNCT
cana-994	274	14	"	"	PUNCT
cana-994	275	1	2023	2023	NUM
cana-994	275	2	international	international	ADJ
cana-994	275	3	conference	conference	NOUN
cana-994	275	4	on	on	ADP
cana-994	275	5	networking	networking	NOUN
cana-994	275	6	and	and	CCONJ
cana-994	275	7	communications	communication	NOUN
cana-994	275	8	(	(	PUNCT
cana-994	275	9	icnwc	icnwc	NOUN
cana-994	275	10	)	)	PUNCT
cana-994	275	11	.	.	PUNCT
cana-994	276	1	ieee	ieee	NOUN
cana-994	276	2	,	,	PUNCT
cana-994	276	3	2023	2023	NUM
cana-994	276	4	.	.	PUNCT
cana-994	277	1	[	[	X
cana-994	277	2	26	26	NUM
cana-994	277	3	]	]	X
cana-994	277	4	ganesh	ganesh	PROPN
cana-994	277	5	,	,	PUNCT
cana-994	277	6	d.	d.	PROPN
cana-994	277	7	,	,	PUNCT
cana-994	277	8	et	et	PROPN
cana-994	277	9	al	al	PROPN
cana-994	277	10	.	.	PUNCT
cana-994	278	1	"	"	PUNCT
cana-994	278	2	implementation	implementation	NOUN
cana-994	278	3	of	of	ADP
cana-994	278	4	novel	novel	ADJ
cana-994	278	5	machine	machine	NOUN
cana-994	278	6	learning	learn	VERB
cana-994	278	7	methods	method	NOUN
cana-994	278	8	for	for	ADP
cana-994	278	9	analysis	analysis	NOUN
cana-994	278	10	and	and	CCONJ
cana-994	278	11	detection	detection	NOUN
cana-994	278	12	of	of	ADP
cana-994	278	13	fake	fake	ADJ
cana-994	278	14	reviews	review	NOUN
cana-994	278	15	in	in	ADP
cana-994	278	16	social	social	ADJ
cana-994	278	17	media	medium	NOUN
cana-994	278	18	.	.	PUNCT
cana-994	278	19	"	"	PUNCT
cana-994	279	1	2023	2023	NUM
cana-994	279	2	international	international	ADJ
cana-994	279	3	conference	conference	NOUN
cana-994	279	4	on	on	ADP
cana-994	279	5	sustainable	sustainable	ADJ
cana-994	279	6	computing	computing	NOUN
cana-994	279	7	and	and	CCONJ
cana-994	279	8	data	datum	NOUN
cana-994	279	9	communication	communication	NOUN
cana-994	279	10	systems	system	NOUN
cana-994	279	11	(	(	PUNCT
cana-994	279	12	icscds	icscds	PROPN
cana-994	279	13	)	)	PUNCT
cana-994	279	14	.	.	PUNCT
cana-994	280	1	ieee	ieee	NOUN
cana-994	280	2	,	,	PUNCT
cana-994	280	3	2023	2023	NUM
cana-994	280	4	.	.	PUNCT
cana-994	281	1	[	[	X
cana-994	281	2	27	27	NUM
cana-994	281	3	]	]	X
cana-994	281	4	godala	godala	NOUN
cana-994	281	5	,	,	PUNCT
cana-994	281	6	sravanthi	sravanthi	ADJ
cana-994	281	7	,	,	PUNCT
cana-994	281	8	and	and	CCONJ
cana-994	281	9	m.	m.	PROPN
cana-994	281	10	sunil	sunil	PROPN
cana-994	281	11	kumar	kumar	PROPN
cana-994	281	12	.	.	PUNCT
cana-994	282	1	"	"	PUNCT
cana-994	282	2	a	a	DET
cana-994	282	3	weight	weight	NOUN
cana-994	282	4	optimized	optimize	VERB
cana-994	282	5	deep	deep	ADJ
cana-994	282	6	learning	learning	NOUN
cana-994	282	7	model	model	NOUN
cana-994	282	8	for	for	ADP
cana-994	282	9	cluster	cluster	NOUN
cana-994	282	10	based	base	VERB
cana-994	282	11	intrusion	intrusion	NOUN
cana-994	282	12	detection	detection	NOUN
cana-994	282	13	system	system	NOUN
cana-994	282	14	.	.	PUNCT
cana-994	282	15	"	"	PUNCT
cana-994	283	1	optical	optical	ADJ
cana-994	283	2	and	and	CCONJ
cana-994	283	3	quantum	quantum	ADJ
cana-994	283	4	electronics	electronic	NOUN
cana-994	283	5	55.14	55.14	NUM
cana-994	283	6	(	(	PUNCT
cana-994	283	7	2023	2023	NUM
cana-994	283	8	):	):	PUNCT
cana-994	283	9	1224	1224	NUM
cana-994	283	10	.	.	PUNCT
cana-994	284	1	[	[	X
cana-994	284	2	28	28	NUM
cana-994	284	3	]	]	X
cana-994	284	4	sangamithra	sangamithra	PROPN
cana-994	284	5	,	,	PUNCT
cana-994	284	6	b.	b.	PROPN
cana-994	284	7	,	,	PUNCT
cana-994	284	8	be	be	AUX
cana-994	284	9	manjunath	manjunath	PROPN
cana-994	284	10	swamy	swamy	PROPN
cana-994	284	11	,	,	PUNCT
cana-994	284	12	and	and	CCONJ
cana-994	284	13	m.	m.	PROPN
cana-994	284	14	sunil	sunil	PROPN
cana-994	284	15	kumar	kumar	PROPN
cana-994	284	16	.	.	PUNCT
cana-994	285	1	"	"	PUNCT
cana-994	285	2	evaluating	evaluate	VERB
cana-994	285	3	the	the	DET
cana-994	285	4	effectiveness	effectiveness	NOUN
cana-994	285	5	of	of	ADP
cana-994	285	6	rnn	rnn	NOUN
cana-994	285	7	and	and	CCONJ
cana-994	285	8	its	its	PRON
cana-994	285	9	variants	variant	NOUN
cana-994	285	10	for	for	ADP
cana-994	285	11	personalized	personalized	ADJ
cana-994	285	12	web	web	NOUN
cana-994	285	13	search	search	NOUN
cana-994	285	14	.	.	PUNCT
cana-994	285	15	"	"	PUNCT
cana-994	286	1	optical	optical	ADJ
cana-994	286	2	and	and	CCONJ
cana-994	286	3	quantum	quantum	ADJ
cana-994	286	4	electronics	electronic	NOUN
cana-994	286	5	55.13	55.13	NUM
cana-994	286	6	(	(	PUNCT
cana-994	286	7	2023	2023	NUM
cana-994	286	8	):	):	PUNCT
cana-994	286	9	1202	1202	NUM
cana-994	286	10	.	.	PUNCT
cana-994	287	1	[	[	X
cana-994	287	2	29	29	NUM
cana-994	287	3	]	]	X
cana-994	287	4	tian	tian	PROPN
cana-994	287	5	,	,	PUNCT
cana-994	287	6	d.	d.	PROPN
cana-994	287	7	,	,	PUNCT
cana-994	287	8	ying	ying	PROPN
cana-994	287	9	,	,	PUNCT
cana-994	287	10	q.	q.	PROPN
cana-994	287	11	,	,	PUNCT
cana-994	287	12	jia	jia	PROPN
cana-994	287	13	,	,	PUNCT
cana-994	287	14	x.	x.	PROPN
cana-994	287	15	,	,	PUNCT
cana-994	287	16	ma	ma	PROPN
cana-994	287	17	,	,	PUNCT
cana-994	287	18	r.	r.	PROPN
cana-994	287	19	,	,	PUNCT
cana-994	287	20	hu	hu	PROPN
cana-994	287	21	,	,	PUNCT
cana-994	287	22	c.	c.	PROPN
cana-994	287	23	,	,	PUNCT
cana-994	287	24	&	&	CCONJ
cana-994	287	25	liu	liu	PROPN
cana-994	287	26	,	,	PUNCT
cana-994	287	27	w.	w.	PROPN
cana-994	287	28	,	,	PUNCT
cana-994	287	29	mdchd	mdchd	VERB
cana-994	287	30	:	:	PUNCT
cana-994	287	31	a	a	DET
cana-994	287	32	novel	novel	ADJ
cana-994	287	33	malware	malware	NOUN
cana-994	287	34	detection	detection	NOUN
cana-994	287	35	method	method	NOUN
cana-994	287	36	in	in	ADP
cana-994	287	37	cloud	cloud	NOUN
cana-994	287	38	using	use	VERB
cana-994	287	39	hardware	hardware	NOUN
cana-994	287	40	trace	trace	NOUN
cana-994	287	41	and	and	CCONJ
cana-994	287	42	deep	deep	ADJ
cana-994	287	43	learning	learning	NOUN
cana-994	287	44	,	,	PUNCT
cana-994	287	45	computer	computer	NOUN
cana-994	287	46	networks	network	NOUN
cana-994	287	47	,	,	PUNCT
cana-994	287	48	vol	vol	NOUN
cana-994	287	49	.	.	PROPN
cana-994	287	50	198	198	NUM
cana-994	287	51	,	,	PUNCT
cana-994	287	52	2021	2021	NUM
cana-994	287	53	,	,	PUNCT
cana-994	287	54	pp108394	pp108394	NOUN
cana-994	287	55	.	.	PUNCT
cana-994	288	1	[	[	X
cana-994	288	2	30	30	NUM
cana-994	288	3	]	]	X
cana-994	288	4	gao	gao	PROPN
cana-994	288	5	,	,	PUNCT
cana-994	288	6	x.	x.	PROPN
cana-994	288	7	,	,	PUNCT
cana-994	288	8	hu	hu	PROPN
cana-994	288	9	,	,	PUNCT
cana-994	288	10	c.	c.	PROPN
cana-994	288	11	,	,	PUNCT
cana-994	288	12	shan	shan	PROPN
cana-994	288	13	,	,	PUNCT
cana-994	288	14	c.	c.	PROPN
cana-994	288	15	,	,	PUNCT
cana-994	288	16	liu	liu	PROPN
cana-994	288	17	,	,	PUNCT
cana-994	288	18	b.	b.	PROPN
cana-994	288	19	,	,	PUNCT
cana-994	288	20	niu	niu	PROPN
cana-994	288	21	,	,	PUNCT
cana-994	288	22	z.	z.	PROPN
cana-994	288	23	,	,	PUNCT
cana-994	288	24	&	&	CCONJ
cana-994	288	25	xie	xie	PROPN
cana-994	288	26	,	,	PUNCT
cana-994	288	27	h.	h.	PROPN
cana-994	288	28	,	,	PUNCT
cana-994	288	29	malware	malware	NOUN
cana-994	288	30	classification	classification	NOUN
cana-994	288	31	for	for	ADP
cana-994	288	32	the	the	DET
cana-994	288	33	cloud	cloud	NOUN
cana-994	288	34	via	via	ADP
cana-994	288	35	semi	semi	ADJ
cana-994	288	36	-	-	ADJ
cana-994	288	37	supervised	supervised	ADJ
cana-994	288	38	transfer	transfer	NOUN
cana-994	288	39	learning	learning	NOUN
cana-994	288	40	,	,	PUNCT
cana-994	288	41	journal	journal	NOUN
cana-994	288	42	of	of	ADP
cana-994	288	43	information	information	NOUN
cana-994	288	44	security	security	NOUN
cana-994	288	45	and	and	CCONJ
cana-994	288	46	applications	application	NOUN
cana-994	288	47	,	,	PUNCT
cana-994	288	48	vol	vol	NOUN
cana-994	288	49	.	.	PROPN
cana-994	288	50	55	55	NUM
cana-994	288	51	,	,	PUNCT
cana-994	288	52	2020	2020	NUM
cana-994	288	53	,	,	PUNCT
cana-994	288	54	pp102661	pp102661	NOUN
cana-994	288	55	.	.	PUNCT
cana-994	289	1	[	[	X
cana-994	289	2	31	31	NUM
cana-994	289	3	]	]	PUNCT
cana-994	289	4	s.	s.	PROPN
cana-994	289	5	depuru	depuru	PROPN
cana-994	289	6	,	,	PUNCT
cana-994	289	7	p.	p.	NOUN
cana-994	289	8	hari	hari	PROPN
cana-994	289	9	,	,	PUNCT
cana-994	289	10	p.	p.	PROPN
cana-994	289	11	suhaas	suhaas	PROPN
cana-994	289	12	,	,	PUNCT
cana-994	289	13	s.	s.	PROPN
cana-994	289	14	r.	r.	PROPN
cana-994	289	15	basha	basha	PROPN
cana-994	289	16	,	,	PUNCT
cana-994	289	17	r.	r.	PROPN
cana-994	289	18	girish	girish	PROPN
cana-994	289	19	and	and	CCONJ
cana-994	289	20	p.	p.	PROPN
cana-994	289	21	k.	k.	PROPN
cana-994	290	1	raju	raju	PROPN
cana-994	290	2	,	,	PUNCT
cana-994	290	3	"	"	PUNCT
cana-994	290	4	a	a	DET
cana-994	290	5	machine	machine	NOUN
cana-994	290	6	learning	learning	NOUN
cana-994	290	7	based	base	VERB
cana-994	290	8	malware	malware	NOUN
cana-994	290	9	classification	classification	NOUN
cana-994	290	10	framework	framework	NOUN
cana-994	290	11	,	,	PUNCT
cana-994	290	12	"	"	PUNCT
cana-994	290	13	2023	2023	NUM
cana-994	290	14	5th	5th	ADJ
cana-994	290	15	international	international	ADJ
cana-994	290	16	conference	conference	NOUN
cana-994	290	17	on	on	ADP
cana-994	290	18	smart	smart	ADJ
cana-994	290	19	systems	system	NOUN
cana-994	290	20	and	and	CCONJ
cana-994	290	21	inventive	inventive	ADJ
cana-994	290	22	technology	technology	NOUN
cana-994	290	23	(	(	PUNCT
cana-994	290	24	icssit	icssit	NOUN
cana-994	290	25	)	)	PUNCT
cana-994	290	26	,	,	PUNCT
cana-994	290	27	tirunelveli	tirunelveli	PROPN
cana-994	290	28	,	,	PUNCT
cana-994	290	29	india	india	PROPN
cana-994	290	30	,	,	PUNCT
cana-994	290	31	2023	2023	NUM
cana-994	290	32	,	,	PUNCT
cana-994	290	33	pp	pp	ADJ
cana-994	290	34	.	.	PUNCT
cana-994	291	1	1138	1138	NUM
cana-994	291	2	-	-	SYM
cana-994	291	3	1143	1143	NUM
cana-994	291	4	,	,	PUNCT
cana-994	291	5	doi	doi	NOUN
cana-994	291	6	:	:	PUNCT
cana-994	291	7	10.1109	10.1109	NUM
cana-994	291	8	/	/	SYM
cana-994	291	9	icssit55814.2023.10060914	icssit55814.2023.10060914	PROPN
cana-994	291	10	.	.	PUNCT
cana-994	292	1	[	[	X
cana-994	292	2	32	32	NUM
cana-994	292	3	]	]	PUNCT
cana-994	292	4	s.	s.	PROPN
cana-994	292	5	depuru	depuru	PROPN
cana-994	292	6	,	,	PUNCT
cana-994	292	7	k.	k.	PROPN
cana-994	292	8	santhi	santhi	PROPN
cana-994	292	9	,	,	PUNCT
cana-994	292	10	k.	k.	PROPN
cana-994	292	11	amala	amala	PROPN
cana-994	292	12	,	,	PUNCT
cana-994	292	13	m.	m.	NOUN
cana-994	292	14	sakthivel	sakthivel	NOUN
cana-994	292	15	,	,	PUNCT
cana-994	292	16	s.	s.	PROPN
cana-994	292	17	sivanantham	sivanantham	PROPN
cana-994	292	18	and	and	CCONJ
cana-994	292	19	v.	v.	ADP
cana-994	292	20	akshaya	akshaya	PROPN
cana-994	292	21	,	,	PUNCT
cana-994	292	22	"	"	PUNCT
cana-994	292	23	deep	deep	ADJ
cana-994	292	24	learning	learning	NOUN
cana-994	292	25	-	-	PUNCT
cana-994	292	26	based	base	VERB
cana-994	292	27	malware	malware	NOUN
cana-994	292	28	classification	classification	NOUN
cana-994	292	29	methodology	methodology	NOUN
cana-994	292	30	of	of	ADP
cana-994	292	31	comprehensive	comprehensive	ADJ
cana-994	292	32	study	study	NOUN
cana-994	292	33	,	,	PUNCT
cana-994	292	34	"	"	PUNCT
cana-994	292	35	2023	2023	NUM
cana-994	292	36	international	international	ADJ
cana-994	292	37	conference	conference	NOUN
cana-994	292	38	on	on	ADP
cana-994	292	39	sustainable	sustainable	ADJ
cana-994	292	40	computing	computing	NOUN
cana-994	292	41	and	and	CCONJ
cana-994	292	42	data	datum	NOUN
cana-994	292	43	communication	communication	NOUN
cana-994	292	44	systems	system	NOUN
cana-994	292	45	(	(	PUNCT
cana-994	292	46	icscds	icscds	PROPN
cana-994	292	47	)	)	PUNCT
cana-994	292	48	,	,	PUNCT
cana-994	292	49	erode	erode	VERB
cana-994	292	50	,	,	PUNCT
cana-994	292	51	india	india	PROPN
cana-994	292	52	,	,	PUNCT
cana-994	292	53	2023	2023	NUM
cana-994	292	54	,	,	PUNCT
cana-994	292	55	pp	pp	ADJ
cana-994	292	56	.	.	PUNCT
cana-994	293	1	322	322	NUM
cana-994	293	2	-	-	SYM
cana-994	293	3	328	328	NUM
cana-994	293	4	,	,	PUNCT
cana-994	293	5	[	[	X
cana-994	293	6	33	33	NUM
cana-994	293	7	]	]	PUNCT
cana-994	293	8	g.	g.	PROPN
cana-994	293	9	rajeswarappa	rajeswarappa	PROPN
cana-994	293	10	,	,	PUNCT
cana-994	293	11	s.	s.	PROPN
cana-994	293	12	depuru	depuru	PROPN
cana-994	293	13	and	and	CCONJ
cana-994	293	14	s.	s.	PROPN
cana-994	293	15	sirisala	sirisala	NOUN
cana-994	293	16	,	,	PUNCT
cana-994	293	17	"	"	PUNCT
cana-994	293	18	crop	crop	NOUN
cana-994	293	19	pests	pest	NOUN
cana-994	293	20	identification	identification	NOUN
cana-994	293	21	based	base	VERB
cana-994	293	22	on	on	ADP
cana-994	293	23	fusion	fusion	NOUN
cana-994	293	24	cnn	cnn	PROPN
cana-994	293	25	model	model	NOUN
cana-994	293	26	:	:	PUNCT
cana-994	293	27	a	a	DET
cana-994	293	28	deep	deep	ADJ
cana-994	293	29	learning	learning	NOUN
cana-994	293	30	,	,	PUNCT
cana-994	293	31	"	"	PUNCT
cana-994	293	32	2023	2023	NUM
cana-994	293	33	8th	8th	ADJ
cana-994	293	34	international	international	ADJ
cana-994	293	35	conference	conference	NOUN
cana-994	293	36	on	on	ADP
cana-994	293	37	communication	communication	NOUN
cana-994	293	38	and	and	CCONJ
cana-994	293	39	electronics	electronic	NOUN
cana-994	293	40	systems	system	NOUN
cana-994	293	41	(	(	PUNCT
cana-994	293	42	icces	icce	NOUN
cana-994	293	43	)	)	PUNCT
cana-994	293	44	,	,	PUNCT
cana-994	293	45	coimbatore	coimbatore	PROPN
cana-994	293	46	,	,	PUNCT
cana-994	293	47	india	india	PROPN
cana-994	293	48	,	,	PUNCT
cana-994	293	49	2023	2023	NUM
cana-994	293	50	,	,	PUNCT
cana-994	293	51	pp	pp	ADJ
cana-994	293	52	.	.	PUNCT
cana-994	294	1	968	968	NUM
cana-994	294	2	-	-	SYM
cana-994	294	3	974	974	NUM
cana-994	294	4	,	,	PUNCT
cana-994	294	5	[	[	X
cana-994	294	6	34	34	NUM
cana-994	294	7	]	]	X
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cana-994	294	9	,	,	PUNCT
cana-994	294	10	a.	a.	NOUN
cana-994	294	11	,	,	PUNCT
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cana-994	294	13	,	,	PUNCT
cana-994	294	14	s.	s.	PROPN
cana-994	294	15	.	.	PUNCT
cana-994	294	16	,	,	PUNCT
cana-994	294	17	reddy	reddy	PROPN
cana-994	294	18	a.	a.	PROPN
cana-994	294	19	,	,	PUNCT
cana-994	294	20	b.	b.	PROPN
cana-994	294	21	.	.	PROPN
cana-994	294	22	,	,	PUNCT
cana-994	294	23	&	&	CCONJ
cana-994	294	24	sujatha	sujatha	PROPN
cana-994	294	25	,	,	PUNCT
cana-994	294	26	g.	g.	PROPN
cana-994	294	27	.	.	PUNCT
cana-994	295	1	(	(	PUNCT
cana-994	295	2	2023	2023	NUM
cana-994	295	3	)	)	PUNCT
cana-994	295	4	.	.	PUNCT
cana-994	296	1	streamlining	streamline	VERB
cana-994	296	2	cancer	cancer	NOUN
cana-994	296	3	diagnosis	diagnosis	NOUN
cana-994	296	4	and	and	CCONJ
cana-994	296	5	prognosis	prognosis	NOUN
cana-994	296	6	system	system	NOUN
cana-994	296	7	using	use	VERB
cana-994	296	8	hybrid	hybrid	ADJ
cana-994	296	9	cnn	cnn	PROPN
cana-994	296	10	-	-	PUNCT
cana-994	296	11	npr	npr	PROPN
cana-994	296	12	:	:	PUNCT
cana-994	296	13	deep	deep	ADJ
cana-994	296	14	learning	learning	NOUN
cana-994	296	15	approaches	approach	NOUN
cana-994	296	16	.	.	PUNCT
cana-994	297	1	international	international	ADJ
cana-994	297	2	journal	journal	NOUN
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cana-994	297	4	intelligent	intelligent	ADJ
cana-994	297	5	systems	system	NOUN
cana-994	297	6	and	and	CCONJ
cana-994	297	7	applications	application	NOUN
cana-994	297	8	in	in	ADP
cana-994	297	9	engineering	engineering	NOUN
cana-994	297	10	,	,	PUNCT
cana-994	297	11	12(3s	12(3s	NUM
cana-994	297	12	)	)	PUNCT
cana-994	297	13	,	,	PUNCT
cana-994	297	14	190–201	190–201	NUM
cana-994	297	15	,	,	PUNCT
cana-994	297	16	[	[	X
cana-994	297	17	35	35	NUM
cana-994	297	18	]	]	PUNCT
cana-994	297	19	shola	shola	NOUN
cana-994	297	20	usharani	usharani	NOUN
cana-994	297	21	,	,	PUNCT
cana-994	297	22	rajarajeswari	rajarajeswari	PROPN
cana-994	297	23	subbaraj	subbaraj	PROPN
cana-994	297	24	,	,	PUNCT
cana-994	297	25	appalaraju	appalaraju	PROPN
cana-994	297	26	muralidhar	muralidhar	PROPN
cana-994	297	27	,	,	PUNCT
cana-994	297	28	gayathri	gayathri	PROPN
cana-994	297	29	rajakumaran	rajakumaran	PROPN
cana-994	297	30	,	,	PUNCT
cana-994	297	31	srinivas	srinivas	PROPN
cana-994	297	32	nandam	nandam	PROPN
cana-994	297	33	,	,	PUNCT
cana-994	297	34	"	"	PUNCT
cana-994	297	35	improvised	improvise	VERB
cana-994	297	36	schinder	schinder	ADJ
cana-994	297	37	model	model	NOUN
cana-994	297	38	for	for	ADP
cana-994	297	39	anaesthesia	anaesthesia	NOUN
cana-994	297	40	drug	drug	NOUN
cana-994	297	41	delivery	delivery	NOUN
cana-994	297	42	in	in	ADP
cana-994	297	43	obese	obese	ADJ
cana-994	297	44	patients	patient	NOUN
cana-994	297	45	with	with	ADP
cana-994	297	46	optimized	optimize	VERB
cana-994	297	47	infusion	infusion	NOUN
cana-994	297	48	rate	rate	NOUN
cana-994	297	49	and	and	CCONJ
cana-994	297	50	patient	patient	ADJ
cana-994	297	51	safety	safety	NOUN
cana-994	297	52	,	,	PUNCT
cana-994	297	53	"	"	PUNCT
cana-994	297	54	international	international	ADJ
cana-994	297	55	journal	journal	NOUN
cana-994	297	56	of	of	ADP
cana-994	297	57	engineering	engineering	NOUN
cana-994	297	58	trends	trend	NOUN
cana-994	297	59	and	and	CCONJ
cana-994	297	60	technology	technology	NOUN
cana-994	297	61	,	,	PUNCT
cana-994	297	62	vol	vol	NOUN
cana-994	297	63	.	.	PROPN
cana-994	297	64	71	71	NUM
cana-994	297	65	,	,	PUNCT
cana-994	297	66	no	no	INTJ
cana-994	297	67	.	.	NOUN
cana-994	297	68	9	9	NUM
cana-994	297	69	,	,	PUNCT
cana-994	297	70	pp	pp	ADJ
cana-994	297	71	.	.	PUNCT
cana-994	298	1	256	256	NUM
cana-994	298	2	-	-	SYM
cana-994	298	3	264	264	NUM
cana-994	298	4	,	,	PUNCT
cana-994	298	5	[	[	X
cana-994	298	6	36	36	NUM
cana-994	298	7	]	]	X
cana-994	298	8	prathima	prathima	PROPN
cana-994	298	9	ch	ch	PROPN
cana-994	298	10	,	,	PUNCT
cana-994	298	11	r.	r.	PROPN
cana-994	298	12	swathi	swathi	PROPN
cana-994	298	13	,	,	PUNCT
cana-994	298	14	k.	k.	PROPN
cana-994	298	15	suneetha	suneetha	PROPN
cana-994	298	16	,	,	PUNCT
cana-994	298	17	i.	i.	PROPN
cana-994	298	18	suneetha	suneetha	PROPN
cana-994	298	19	,	,	PUNCT
cana-994	298	20	b.	b.	PROPN
cana-994	298	21	v.	v.	PROPN
cana-994	298	22	suresh	suresh	PROPN
cana-994	298	23	reddy	reddy	PROPN
cana-994	298	24	,	,	PUNCT
cana-994	298	25	"	"	PUNCT
cana-994	298	26	image	image	NOUN
cana-994	298	27	capturing	capture	VERB
cana-994	298	28	and	and	CCONJ
cana-994	298	29	deleting	delete	VERB
cana-994	298	30	duplicate	duplicate	ADJ
cana-994	298	31	images	image	NOUN
cana-994	298	32	through	through	ADP
cana-994	298	33	feature	feature	NOUN
cana-994	298	34	extraction	extraction	NOUN
cana-994	298	35	using	use	VERB
cana-994	298	36	hashing	hash	VERB
cana-994	298	37	techniques	technique	NOUN
cana-994	298	38	,	,	PUNCT
cana-994	298	39	"	"	PUNCT
cana-994	298	40	international	international	ADJ
cana-994	298	41	journal	journal	NOUN
cana-994	298	42	of	of	ADP
cana-994	298	43	engineering	engineering	NOUN
cana-994	298	44	trends	trend	NOUN
cana-994	298	45	and	and	CCONJ
cana-994	298	46	technology	technology	NOUN
cana-994	298	47	,	,	PUNCT
cana-994	298	48	vol	vol	NOUN
cana-994	298	49	.	.	PROPN
cana-994	299	1	72	72	NUM
cana-994	299	2	,	,	PUNCT
cana-994	299	3	no	no	INTJ
cana-994	299	4	.	.	NOUN
cana-994	299	5	1	1	NUM
cana-994	299	6	,	,	PUNCT
cana-994	299	7	pp	pp	ADJ
cana-994	299	8	.	.	PUNCT
cana-994	300	1	64	64	NUM
cana-994	300	2	-	-	SYM
cana-994	300	3	70	70	NUM
cana-994	300	4	,	,	PUNCT
cana-994	300	5	2024	2024	NUM
cana-994	300	6	.	.	PUNCT
cana-994	301	1	[	[	X
cana-994	301	2	37	37	NUM
cana-994	301	3	]	]	PUNCT
cana-994	301	4	anjana	anjana	PROPN
cana-994	301	5	nandam	nandam	PROPN
cana-994	301	6	,	,	PUNCT
cana-994	301	7	p.a	p.a	PROPN
cana-994	301	8	.	.	PROPN
cana-994	301	9	ramesh	ramesh	PROPN
cana-994	301	10	,	,	PUNCT
cana-994	301	11	m.	m.	NOUN
cana-994	301	12	sakthivel	sakthivel	PROPN
cana-994	301	13	,	,	PUNCT
cana-994	301	14	k.	k.	PROPN
cana-994	301	15	amala	amala	PROPN
cana-994	301	16	,	,	PUNCT
cana-994	301	17	sivanantham	sivanantham	PROPN
cana-994	301	18	,	,	PUNCT
cana-994	301	19	“	"	PUNCT
cana-994	301	20	human	human	ADJ
cana-994	301	21	emotion	emotion	NOUN
cana-994	301	22	recognition	recognition	NOUN
cana-994	301	23	system	system	NOUN
cana-994	301	24	using	use	VERB
cana-994	301	25	deep	deep	ADJ
cana-994	301	26	learning	learning	NOUN
cana-994	301	27	technique	technique	NOUN
cana-994	301	28	”	"	PUNCT
cana-994	301	29	,	,	PUNCT
cana-994	301	30	journal	journal	NOUN
cana-994	301	31	of	of	ADP
cana-994	301	32	pharmaceutical	pharmaceutical	ADJ
cana-994	301	33	negative	negative	ADJ
cana-994	301	34	results	result	NOUN
cana-994	301	35	,	,	PUNCT
cana-994	301	36	vol	vol	NOUN
cana-994	301	37	.	.	PROPN
cana-994	301	38	13	13	NUM
cana-994	301	39	,	,	PUNCT
cana-994	301	40	no	no	INTJ
cana-994	301	41	.	.	NOUN
cana-994	301	42	4	4	NUM
cana-994	301	43	,	,	PUNCT
cana-994	301	44	pp	pp	ADJ
cana-994	301	45	.	.	PUNCT
cana-994	302	1	1031–1035	1031–1035	NUM
cana-994	302	2	,	,	PUNCT
cana-994	302	3	nov	nov	PROPN
cana-994	302	4	.	.	PROPN
cana-994	302	5	2022	2022	NUM
cana-994	302	6	.	.	PUNCT