id	sid	tid	token	lemma	pos
cana-778	1	1	communications	communication	NOUN
cana-778	1	2	on	on	ADP
cana-778	1	3	applied	apply	VERB
cana-778	1	4	nonlinear	nonlinear	ADJ
cana-778	1	5	analysis	analysis	NOUN
cana-778	1	6	issn	issn	NOUN
cana-778	1	7	:	:	PUNCT
cana-778	1	8	1074	1074	NUM
cana-778	1	9	-	-	PUNCT
cana-778	1	10	133x	133x	NUM
cana-778	1	11	vol	vol	NOUN
cana-778	1	12	31	31	NUM
cana-778	1	13	no	no	NOUN
cana-778	1	14	.	.	PUNCT
cana-778	2	1	2s	2s	NUM
cana-778	2	2	(	(	PUNCT
cana-778	2	3	2024	2024	NUM
cana-778	2	4	)	)	PUNCT
cana-778	2	5	705	705	NUM
cana-778	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	2	7	enhancing	enhance	VERB
cana-778	2	8	internet	internet	NOUN
cana-778	2	9	of	of	ADP
cana-778	2	10	things	thing	NOUN
cana-778	2	11	security	security	NOUN
cana-778	2	12	through	through	ADP
cana-778	2	13	optimization	optimization	NOUN
cana-778	2	14	algorithms	algorithm	NOUN
cana-778	2	15	and	and	CCONJ
cana-778	2	16	machine	machine	NOUN
cana-778	2	17	learning	learn	VERB
cana-778	2	18	zakiya	zakiya	PROPN
cana-778	2	19	manzoor	manzoor	PROPN
cana-778	2	20	khan	khan	PROPN
cana-778	2	21	department	department	PROPN
cana-778	2	22	of	of	ADP
cana-778	2	23	computer	computer	NOUN
cana-778	2	24	science	science	NOUN
cana-778	2	25	and	and	CCONJ
cana-778	2	26	engineering	engineering	NOUN
cana-778	2	27	lovely	lovely	ADJ
cana-778	2	28	professional	professional	ADJ
cana-778	2	29	university	university	NOUN
cana-778	2	30	phagwara	phagwara	NOUN
cana-778	2	31	,	,	PUNCT
cana-778	2	32	jalandhar	jalandhar	PROPN
cana-778	2	33	,	,	PUNCT
cana-778	2	34	punjab	punjab	ADJ
cana-778	2	35	zakiyamanzoorkhan@gmail.com	zakiyamanzoorkhan@gmail.com	NOUN
cana-778	2	36	article	article	NOUN
cana-778	2	37	history	history	NOUN
cana-778	2	38	:	:	PUNCT
cana-778	2	39	received	receive	VERB
cana-778	2	40	:	:	PUNCT
cana-778	2	41	14	14	NUM
cana-778	2	42	-	-	PUNCT
cana-778	2	43	04	04	NUM
cana-778	2	44	-	-	PUNCT
cana-778	2	45	2024	2024	NUM
cana-778	2	46	revised	revise	VERB
cana-778	2	47	:	:	PUNCT
cana-778	2	48	22	22	NUM
cana-778	2	49	-	-	SYM
cana-778	2	50	05	05	NUM
cana-778	2	51	-	-	PUNCT
cana-778	2	52	2024	2024	NUM
cana-778	2	53	accepted	accept	VERB
cana-778	2	54	:	:	PUNCT
cana-778	2	55	06	06	NUM
cana-778	2	56	-	-	SYM
cana-778	2	57	06	06	NUM
cana-778	2	58	-	-	PUNCT
cana-778	2	59	2024	2024	NUM
cana-778	2	60	abstract	abstract	NOUN
cana-778	2	61	:	:	PUNCT
cana-778	2	62	iot	iot	PROPN
cana-778	2	63	network	network	NOUN
cana-778	2	64	traffic	traffic	NOUN
cana-778	2	65	classification	classification	NOUN
cana-778	2	66	is	be	AUX
cana-778	2	67	an	an	DET
cana-778	2	68	approach	approach	NOUN
cana-778	2	69	used	use	VERB
cana-778	2	70	to	to	PART
cana-778	2	71	analyze	analyze	VERB
cana-778	2	72	iot	iot	PROPN
cana-778	2	73	network	network	NOUN
cana-778	2	74	traffic	traffic	NOUN
cana-778	2	75	,	,	PUNCT
cana-778	2	76	revealing	reveal	VERB
cana-778	2	77	various	various	ADJ
cana-778	2	78	network	network	NOUN
cana-778	2	79	activities	activity	NOUN
cana-778	2	80	.	.	PUNCT
cana-778	3	1	the	the	DET
cana-778	3	2	network	network	NOUN
cana-778	3	3	traffic	traffic	NOUN
cana-778	3	4	analysis	analysis	NOUN
cana-778	3	5	process	process	NOUN
cana-778	3	6	involves	involve	VERB
cana-778	3	7	several	several	ADJ
cana-778	3	8	steps	step	NOUN
cana-778	3	9	:	:	PUNCT
cana-778	3	10	data	datum	NOUN
cana-778	3	11	input	input	NOUN
cana-778	3	12	,	,	PUNCT
cana-778	3	13	preprocessing	preprocessing	NOUN
cana-778	3	14	,	,	PUNCT
cana-778	3	15	feature	feature	NOUN
cana-778	3	16	extraction	extraction	NOUN
cana-778	3	17	,	,	PUNCT
cana-778	3	18	classification	classification	NOUN
cana-778	3	19	,	,	PUNCT
cana-778	3	20	and	and	CCONJ
cana-778	3	21	performance	performance	NOUN
cana-778	3	22	analysis	analysis	NOUN
cana-778	3	23	.	.	PUNCT
cana-778	4	1	although	although	SCONJ
cana-778	4	2	various	various	ADJ
cana-778	4	3	machine	machine	NOUN
cana-778	4	4	learning	learn	VERB
cana-778	4	5	algorithms	algorithm	NOUN
cana-778	4	6	have	have	AUX
cana-778	4	7	been	be	AUX
cana-778	4	8	proposed	propose	VERB
cana-778	4	9	in	in	ADP
cana-778	4	10	recent	recent	ADJ
cana-778	4	11	years	year	NOUN
cana-778	4	12	,	,	PUNCT
cana-778	4	13	they	they	PRON
cana-778	4	14	have	have	AUX
cana-778	4	15	failed	fail	VERB
cana-778	4	16	to	to	PART
cana-778	4	17	achieve	achieve	VERB
cana-778	4	18	high	high	ADJ
cana-778	4	19	accuracy	accuracy	NOUN
cana-778	4	20	and	and	CCONJ
cana-778	4	21	effectively	effectively	ADV
cana-778	4	22	extract	extract	VERB
cana-778	4	23	features	feature	NOUN
cana-778	4	24	from	from	ADP
cana-778	4	25	datasets	dataset	NOUN
cana-778	4	26	.	.	PUNCT
cana-778	5	1	this	this	DET
cana-778	5	2	research	research	NOUN
cana-778	5	3	aims	aim	VERB
cana-778	5	4	to	to	PART
cana-778	5	5	develop	develop	VERB
cana-778	5	6	an	an	DET
cana-778	5	7	algorithm	algorithm	NOUN
cana-778	5	8	that	that	PRON
cana-778	5	9	can	can	AUX
cana-778	5	10	extract	extract	VERB
cana-778	5	11	features	feature	NOUN
cana-778	5	12	and	and	CCONJ
cana-778	5	13	achieve	achieve	VERB
cana-778	5	14	high	high	ADJ
cana-778	5	15	accuracy	accuracy	NOUN
cana-778	5	16	in	in	ADP
cana-778	5	17	network	network	NOUN
cana-778	5	18	traffic	traffic	NOUN
cana-778	5	19	classification.to	classification.to	PROPN
cana-778	5	20	accomplish	accomplish	VERB
cana-778	5	21	this	this	PRON
cana-778	5	22	,	,	PUNCT
cana-778	5	23	a	a	DET
cana-778	5	24	hybrid	hybrid	ADJ
cana-778	5	25	optimization	optimization	NOUN
cana-778	5	26	algorithm	algorithm	NOUN
cana-778	5	27	combining	combine	VERB
cana-778	5	28	genetic	genetic	ADJ
cana-778	5	29	algorithms	algorithm	NOUN
cana-778	5	30	and	and	CCONJ
cana-778	5	31	particle	particle	NOUN
cana-778	5	32	swarm	swarm	NOUN
cana-778	5	33	optimization	optimization	NOUN
cana-778	5	34	(	(	PUNCT
cana-778	5	35	pso	pso	NOUN
cana-778	5	36	)	)	PUNCT
cana-778	5	37	is	be	AUX
cana-778	5	38	proposed	propose	VERB
cana-778	5	39	.	.	PUNCT
cana-778	6	1	this	this	DET
cana-778	6	2	hybrid	hybrid	ADJ
cana-778	6	3	algorithm	algorithm	NOUN
cana-778	6	4	extracts	extract	VERB
cana-778	6	5	features	feature	NOUN
cana-778	6	6	,	,	PUNCT
cana-778	6	7	which	which	PRON
cana-778	6	8	are	be	AUX
cana-778	6	9	then	then	ADV
cana-778	6	10	classified	classify	VERB
cana-778	6	11	using	use	VERB
cana-778	6	12	random	random	ADJ
cana-778	6	13	forest	forest	NOUN
cana-778	6	14	.	.	PUNCT
cana-778	7	1	the	the	DET
cana-778	7	2	proposed	propose	VERB
cana-778	7	3	model	model	NOUN
cana-778	7	4	is	be	AUX
cana-778	7	5	implemented	implement	VERB
cana-778	7	6	in	in	ADP
cana-778	7	7	python	python	PROPN
cana-778	7	8	,	,	PUNCT
cana-778	7	9	and	and	CCONJ
cana-778	7	10	its	its	PRON
cana-778	7	11	performance	performance	NOUN
cana-778	7	12	is	be	AUX
cana-778	7	13	evaluated	evaluate	VERB
cana-778	7	14	in	in	ADP
cana-778	7	15	terms	term	NOUN
cana-778	7	16	of	of	ADP
cana-778	7	17	accuracy	accuracy	NOUN
cana-778	7	18	,	,	PUNCT
cana-778	7	19	precision	precision	NOUN
cana-778	7	20	,	,	PUNCT
cana-778	7	21	and	and	CCONJ
cana-778	7	22	recall	recall	NOUN
cana-778	7	23	.	.	PUNCT
cana-778	8	1	keywords	keyword	NOUN
cana-778	8	2	:	:	PUNCT
cana-778	8	3	iot	iot	ADJ
cana-778	8	4	,	,	PUNCT
cana-778	8	5	pso	pso	NOUN
cana-778	8	6	,	,	PUNCT
cana-778	8	7	genetic	genetic	ADJ
cana-778	8	8	,	,	PUNCT
cana-778	8	9	random	random	ADJ
cana-778	8	10	forest	forest	NOUN
cana-778	8	11	.	.	PUNCT
cana-778	9	1	1	1	X
cana-778	9	2	.	.	X
cana-778	9	3	introduction	introduction	NOUN
cana-778	9	4	in	in	ADP
cana-778	9	5	the	the	DET
cana-778	9	6	contemporary	contemporary	ADJ
cana-778	9	7	world	world	NOUN
cana-778	9	8	,	,	PUNCT
cana-778	9	9	an	an	DET
cana-778	9	10	extensive	extensive	ADJ
cana-778	9	11	network	network	NOUN
cana-778	9	12	known	know	VERB
cana-778	9	13	as	as	ADP
cana-778	9	14	the	the	DET
cana-778	9	15	internet	internet	NOUN
cana-778	9	16	of	of	ADP
cana-778	9	17	things	thing	NOUN
cana-778	9	18	(	(	PUNCT
cana-778	9	19	iot	iot	NOUN
cana-778	9	20	)	)	PUNCT
cana-778	9	21	connects	connect	VERB
cana-778	9	22	billions	billion	NOUN
cana-778	9	23	of	of	ADP
cana-778	9	24	devices	device	NOUN
cana-778	9	25	,	,	PUNCT
cana-778	9	26	facilitating	facilitate	VERB
cana-778	9	27	communication	communication	NOUN
cana-778	9	28	between	between	ADP
cana-778	9	29	them	they	PRON
cana-778	9	30	.	.	PUNCT
cana-778	10	1	coined	coin	VERB
cana-778	10	2	by	by	ADP
cana-778	10	3	kevin	kevin	PROPN
cana-778	10	4	ashton	ashton	PROPN
cana-778	10	5	in	in	ADP
cana-778	10	6	1999	1999	NUM
cana-778	10	7	during	during	ADP
cana-778	10	8	his	his	PRON
cana-778	10	9	work	work	NOUN
cana-778	10	10	on	on	ADP
cana-778	10	11	supply	supply	NOUN
cana-778	10	12	chain	chain	NOUN
cana-778	10	13	optimization	optimization	NOUN
cana-778	10	14	at	at	ADP
cana-778	10	15	proctor	proctor	PROPN
cana-778	10	16	&	&	CCONJ
cana-778	10	17	gamble	gamble	PROPN
cana-778	10	18	,	,	PUNCT
cana-778	10	19	the	the	DET
cana-778	10	20	term	term	NOUN
cana-778	10	21	has	have	AUX
cana-778	10	22	evolved	evolve	VERB
cana-778	10	23	over	over	ADP
cana-778	10	24	two	two	NUM
cana-778	10	25	decades	decade	NOUN
cana-778	10	26	,	,	PUNCT
cana-778	10	27	encompassing	encompass	VERB
cana-778	10	28	diverse	diverse	ADJ
cana-778	10	29	applications	application	NOUN
cana-778	10	30	in	in	ADP
cana-778	10	31	fields	field	NOUN
cana-778	10	32	like	like	ADP
cana-778	10	33	healthcare	healthcare	NOUN
cana-778	10	34	,	,	PUNCT
cana-778	10	35	agriculture	agriculture	NOUN
cana-778	10	36	,	,	PUNCT
cana-778	10	37	utilities	utility	NOUN
cana-778	11	1	[	[	X
cana-778	11	2	1	1	NUM
cana-778	11	3	]	]	PUNCT
cana-778	11	4	,	,	PUNCT
cana-778	11	5	and	and	CCONJ
cana-778	11	6	transportation	transportation	NOUN
cana-778	11	7	.	.	PUNCT
cana-778	12	1	despite	despite	SCONJ
cana-778	12	2	this	this	DET
cana-778	12	3	evolution	evolution	NOUN
cana-778	12	4	,	,	PUNCT
cana-778	12	5	the	the	DET
cana-778	12	6	fundamental	fundamental	ADJ
cana-778	12	7	aim	aim	NOUN
cana-778	12	8	of	of	ADP
cana-778	12	9	iot	iot	PROPN
cana-778	12	10	remains	remain	VERB
cana-778	12	11	consistent	consistent	ADJ
cana-778	12	12	:	:	PUNCT
cana-778	12	13	enhancing	enhance	VERB
cana-778	12	14	efficiency	efficiency	NOUN
cana-778	12	15	and	and	CCONJ
cana-778	12	16	delivering	deliver	VERB
cana-778	12	17	information	information	NOUN
cana-778	12	18	swiftly	swiftly	ADV
cana-778	12	19	without	without	ADP
cana-778	12	20	relying	rely	VERB
cana-778	12	21	solely	solely	ADV
cana-778	12	22	on	on	ADP
cana-778	12	23	human	human	ADJ
cana-778	12	24	interactions	interaction	NOUN
cana-778	12	25	.	.	PUNCT
cana-778	13	1	over	over	ADP
cana-778	13	2	the	the	DET
cana-778	13	3	past	past	ADJ
cana-778	13	4	five	five	NUM
cana-778	13	5	years	year	NOUN
cana-778	13	6	,	,	PUNCT
cana-778	13	7	iot	iot	PROPN
cana-778	13	8	has	have	AUX
cana-778	13	9	experienced	experience	VERB
cana-778	13	10	significant	significant	ADJ
cana-778	13	11	growth	growth	NOUN
cana-778	13	12	.	.	PUNCT
cana-778	14	1	projections	projection	NOUN
cana-778	14	2	suggest	suggest	VERB
cana-778	14	3	that	that	SCONJ
cana-778	14	4	the	the	DET
cana-778	14	5	number	number	NOUN
cana-778	14	6	of	of	ADP
cana-778	14	7	iot	iot	PROPN
cana-778	14	8	devices	device	NOUN
cana-778	14	9	will	will	AUX
cana-778	14	10	surge	surge	VERB
cana-778	14	11	to	to	ADP
cana-778	14	12	38.6	38.6	NUM
cana-778	14	13	billion	billion	NUM
cana-778	14	14	in	in	ADP
cana-778	14	15	2025	2025	NUM
cana-778	14	16	and	and	CCONJ
cana-778	14	17	reach	reach	VERB
cana-778	14	18	50	50	NUM
cana-778	14	19	billion	billion	NUM
cana-778	14	20	by	by	ADP
cana-778	14	21	2030	2030	NUM
cana-778	14	22	.	.	PUNCT
cana-778	15	1	these	these	DET
cana-778	15	2	devices	device	NOUN
cana-778	15	3	continually	continually	ADV
cana-778	15	4	gather	gather	VERB
cana-778	15	5	various	various	ADJ
cana-778	15	6	data	datum	NOUN
cana-778	15	7	from	from	ADP
cana-778	15	8	users	user	NOUN
cana-778	15	9	,	,	PUNCT
cana-778	15	10	including	include	VERB
cana-778	15	11	browsing	browse	VERB
cana-778	15	12	history	history	NOUN
cana-778	15	13	,	,	PUNCT
cana-778	15	14	location	location	NOUN
cana-778	15	15	,	,	PUNCT
cana-778	15	16	contacts	contact	NOUN
cana-778	15	17	,	,	PUNCT
cana-778	15	18	calendar	calendar	NOUN
cana-778	15	19	events	event	NOUN
cana-778	15	20	,	,	PUNCT
cana-778	15	21	and	and	CCONJ
cana-778	15	22	health	health	NOUN
cana-778	15	23	records	record	NOUN
cana-778	15	24	[	[	X
cana-778	15	25	2	2	NUM
cana-778	15	26	]	]	PUNCT
cana-778	15	27	.	.	PUNCT
cana-778	16	1	the	the	DET
cana-778	16	2	primary	primary	ADJ
cana-778	16	3	motivations	motivation	NOUN
cana-778	16	4	behind	behind	ADP
cana-778	16	5	collecting	collect	VERB
cana-778	16	6	such	such	ADJ
cana-778	16	7	sensitive	sensitive	ADJ
cana-778	16	8	data	datum	NOUN
cana-778	16	9	are	be	AUX
cana-778	16	10	convenience	convenience	NOUN
cana-778	16	11	and	and	CCONJ
cana-778	16	12	the	the	DET
cana-778	16	13	enhancement	enhancement	NOUN
cana-778	16	14	of	of	ADP
cana-778	16	15	efficiency	efficiency	NOUN
cana-778	16	16	through	through	ADP
cana-778	16	17	smart	smart	ADJ
cana-778	16	18	device	device	NOUN
cana-778	16	19	usage	usage	NOUN
cana-778	16	20	.	.	PUNCT
cana-778	17	1	as	as	SCONJ
cana-778	17	2	devices	device	NOUN
cana-778	17	3	become	become	VERB
cana-778	17	4	more	more	ADV
cana-778	17	5	intelligent	intelligent	ADJ
cana-778	17	6	,	,	PUNCT
cana-778	17	7	they	they	PRON
cana-778	17	8	adeptly	adeptly	ADV
cana-778	17	9	respond	respond	VERB
cana-778	17	10	to	to	ADP
cana-778	17	11	daily	daily	ADJ
cana-778	17	12	needs	need	NOUN
cana-778	17	13	,	,	PUNCT
cana-778	17	14	such	such	ADJ
cana-778	17	15	as	as	ADP
cana-778	17	16	automatically	automatically	ADV
cana-778	17	17	adjusting	adjust	VERB
cana-778	17	18	lights	light	NOUN
cana-778	17	19	at	at	ADP
cana-778	17	20	specific	specific	ADJ
cana-778	17	21	times	time	NOUN
cana-778	17	22	,	,	PUNCT
cana-778	17	23	handling	handle	VERB
cana-778	17	24	emergencies	emergency	NOUN
cana-778	17	25	like	like	ADP
cana-778	17	26	fires	fire	NOUN
cana-778	17	27	,	,	PUNCT
cana-778	17	28	or	or	CCONJ
cana-778	17	29	addressing	address	VERB
cana-778	17	30	security	security	NOUN
cana-778	17	31	concerns	concern	NOUN
cana-778	17	32	through	through	ADP
cana-778	17	33	advanced	advanced	ADJ
cana-778	17	34	security	security	NOUN
cana-778	17	35	systems	system	NOUN
cana-778	17	36	.	.	PUNCT
cana-778	18	1	however	however	ADV
cana-778	18	2	,	,	PUNCT
cana-778	18	3	the	the	DET
cana-778	18	4	daily	daily	ADJ
cana-778	18	5	convenience	convenience	NOUN
cana-778	18	6	offered	offer	VERB
cana-778	18	7	by	by	ADP
cana-778	18	8	these	these	DET
cana-778	18	9	devices	device	NOUN
cana-778	18	10	also	also	ADV
cana-778	18	11	introduces	introduce	VERB
cana-778	18	12	significant	significant	ADJ
cana-778	18	13	security	security	NOUN
cana-778	18	14	risks	risk	NOUN
cana-778	18	15	.	.	PUNCT
cana-778	19	1	smart	smart	ADJ
cana-778	19	2	devices	device	NOUN
cana-778	19	3	within	within	ADP
cana-778	19	4	the	the	DET
cana-778	19	5	internet	internet	NOUN
cana-778	19	6	of	of	ADP
cana-778	19	7	things	thing	NOUN
cana-778	19	8	(	(	PUNCT
cana-778	19	9	iot	iot	NOUN
cana-778	19	10	)	)	PUNCT
cana-778	19	11	network	network	NOUN
cana-778	19	12	store	store	NOUN
cana-778	19	13	highly	highly	ADV
cana-778	19	14	personalized	personalized	ADJ
cana-778	19	15	and	and	CCONJ
cana-778	19	16	private	private	ADJ
cana-778	19	17	information	information	NOUN
cana-778	19	18	[	[	X
cana-778	19	19	3	3	NUM
cana-778	19	20	]	]	PUNCT
cana-778	19	21	.	.	PUNCT
cana-778	20	1	unauthorized	unauthorized	ADJ
cana-778	20	2	access	access	NOUN
cana-778	20	3	to	to	ADP
cana-778	20	4	such	such	ADJ
cana-778	20	5	data	datum	NOUN
cana-778	20	6	by	by	ADP
cana-778	20	7	individuals	individual	NOUN
cana-778	20	8	or	or	CCONJ
cana-778	20	9	agents	agent	NOUN
cana-778	20	10	can	can	AUX
cana-778	20	11	lead	lead	VERB
cana-778	20	12	to	to	ADP
cana-778	20	13	substantial	substantial	ADJ
cana-778	20	14	harm	harm	NOUN
cana-778	20	15	to	to	ADP
cana-778	20	16	the	the	DET
cana-778	20	17	user	user	NOUN
cana-778	20	18	's	's	PART
cana-778	20	19	well	well	ADV
cana-778	20	20	-	-	PUNCT
cana-778	20	21	being	being	NOUN
cana-778	20	22	and	and	CCONJ
cana-778	20	23	safety	safety	NOUN
cana-778	20	24	.	.	PUNCT
cana-778	21	1	for	for	ADP
cana-778	21	2	instance	instance	NOUN
cana-778	21	3	,	,	PUNCT
cana-778	21	4	hackers	hacker	NOUN
cana-778	21	5	could	could	AUX
cana-778	21	6	seize	seize	VERB
cana-778	21	7	control	control	NOUN
cana-778	21	8	of	of	ADP
cana-778	21	9	self	self	NOUN
cana-778	21	10	-	-	PUNCT
cana-778	21	11	driving	drive	VERB
cana-778	21	12	vehicles	vehicle	NOUN
cana-778	21	13	,	,	PUNCT
cana-778	21	14	communications	communication	NOUN
cana-778	21	15	on	on	ADP
cana-778	21	16	applied	apply	VERB
cana-778	21	17	nonlinear	nonlinear	ADJ
cana-778	21	18	analysis	analysis	NOUN
cana-778	21	19	issn	issn	NOUN
cana-778	21	20	:	:	PUNCT
cana-778	21	21	1074	1074	NUM
cana-778	21	22	-	-	PUNCT
cana-778	21	23	133x	133x	NUM
cana-778	21	24	vol	vol	NOUN
cana-778	21	25	31	31	NUM
cana-778	21	26	no	no	NOUN
cana-778	21	27	.	.	PUNCT
cana-778	22	1	2s	2s	NUM
cana-778	22	2	(	(	PUNCT
cana-778	22	3	2024	2024	NUM
cana-778	22	4	)	)	PUNCT
cana-778	22	5	706	706	NUM
cana-778	22	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	22	7	potentially	potentially	ADV
cana-778	22	8	causing	cause	VERB
cana-778	22	9	severe	severe	ADJ
cana-778	22	10	harm	harm	NOUN
cana-778	22	11	to	to	ADP
cana-778	22	12	the	the	DET
cana-778	22	13	driver	driver	NOUN
cana-778	22	14	,	,	PUNCT
cana-778	22	15	or	or	CCONJ
cana-778	22	16	infiltrate	infiltrate	VERB
cana-778	22	17	home	home	NOUN
cana-778	22	18	security	security	NOUN
cana-778	22	19	cameras	camera	NOUN
cana-778	22	20	,	,	PUNCT
cana-778	22	21	violating	violate	VERB
cana-778	22	22	privacy	privacy	NOUN
cana-778	22	23	.	.	PUNCT
cana-778	23	1	the	the	DET
cana-778	23	2	diverse	diverse	ADJ
cana-778	23	3	range	range	NOUN
cana-778	23	4	of	of	ADP
cana-778	23	5	iot	iot	PROPN
cana-778	23	6	devices	device	NOUN
cana-778	23	7	introduces	introduce	VERB
cana-778	23	8	security	security	NOUN
cana-778	23	9	and	and	CCONJ
cana-778	23	10	privacy	privacy	NOUN
cana-778	23	11	challenges	challenge	NOUN
cana-778	23	12	.	.	PUNCT
cana-778	24	1	without	without	ADP
cana-778	24	2	a	a	DET
cana-778	24	3	secure	secure	ADJ
cana-778	24	4	system	system	NOUN
cana-778	24	5	enabling	enable	VERB
cana-778	24	6	these	these	DET
cana-778	24	7	devices	device	NOUN
cana-778	24	8	to	to	PART
cana-778	24	9	exchange	exchange	VERB
cana-778	24	10	information	information	NOUN
cana-778	24	11	privately	privately	ADV
cana-778	24	12	,	,	PUNCT
cana-778	24	13	new	new	ADJ
cana-778	24	14	iot	iot	NOUN
cana-778	24	15	devices	device	NOUN
cana-778	24	16	may	may	AUX
cana-778	24	17	fail	fail	VERB
cana-778	24	18	to	to	PART
cana-778	24	19	meet	meet	VERB
cana-778	24	20	user	user	NOUN
cana-778	24	21	expectations	expectation	NOUN
cana-778	24	22	,	,	PUNCT
cana-778	24	23	discouraging	discourage	VERB
cana-778	24	24	users	user	NOUN
cana-778	24	25	if	if	SCONJ
cana-778	24	26	their	their	PRON
cana-778	24	27	personal	personal	ADJ
cana-778	24	28	data	datum	NOUN
cana-778	24	29	can	can	AUX
cana-778	24	30	not	not	PART
cana-778	24	31	be	be	AUX
cana-778	24	32	adequately	adequately	ADV
cana-778	24	33	safeguarded	safeguard	VERB
cana-778	24	34	.	.	PUNCT
cana-778	25	1	iot	iot	PROPN
cana-778	25	2	networks	network	NOUN
cana-778	25	3	present	present	VERB
cana-778	25	4	unique	unique	ADJ
cana-778	25	5	challenges	challenge	NOUN
cana-778	25	6	,	,	PUNCT
cana-778	25	7	including	include	VERB
cana-778	25	8	privacy	privacy	NOUN
cana-778	25	9	concerns	concern	NOUN
cana-778	25	10	,	,	PUNCT
cana-778	25	11	authentication	authentication	NOUN
cana-778	25	12	issues	issue	NOUN
cana-778	25	13	,	,	PUNCT
cana-778	25	14	storage	storage	NOUN
cana-778	25	15	limitations	limitation	NOUN
cana-778	25	16	,	,	PUNCT
cana-778	25	17	and	and	CCONJ
cana-778	25	18	data	datum	NOUN
cana-778	25	19	processing	processing	NOUN
cana-778	25	20	speeds	speed	NOUN
cana-778	25	21	[	[	X
cana-778	25	22	4	4	NUM
cana-778	25	23	]	]	PUNCT
cana-778	25	24	.	.	PUNCT
cana-778	26	1	additionally	additionally	ADV
cana-778	26	2	,	,	PUNCT
cana-778	26	3	iot	iot	PROPN
cana-778	26	4	devices	device	NOUN
cana-778	26	5	themselves	themselves	PRON
cana-778	26	6	often	often	ADV
cana-778	26	7	lack	lack	VERB
cana-778	26	8	essential	essential	ADJ
cana-778	26	9	security	security	NOUN
cana-778	26	10	modules	module	NOUN
cana-778	26	11	and	and	CCONJ
cana-778	26	12	software	software	NOUN
cana-778	26	13	,	,	PUNCT
cana-778	26	14	creating	create	VERB
cana-778	26	15	vulnerabilities	vulnerability	NOUN
cana-778	26	16	that	that	PRON
cana-778	26	17	cyber	cyber	PROPN
cana-778	26	18	attackers	attacker	NOUN
cana-778	26	19	can	can	AUX
cana-778	26	20	exploit	exploit	VERB
cana-778	26	21	.	.	PUNCT
cana-778	27	1	as	as	SCONJ
cana-778	27	2	iot	iot	PROPN
cana-778	27	3	devices	device	NOUN
cana-778	27	4	continue	continue	VERB
cana-778	27	5	to	to	PART
cana-778	27	6	advance	advance	VERB
cana-778	27	7	,	,	PUNCT
cana-778	27	8	ongoing	ongoing	ADJ
cana-778	27	9	research	research	NOUN
cana-778	27	10	is	be	AUX
cana-778	27	11	crucial	crucial	ADJ
cana-778	27	12	to	to	PART
cana-778	27	13	explore	explore	VERB
cana-778	27	14	new	new	ADJ
cana-778	27	15	techniques	technique	NOUN
cana-778	27	16	that	that	PRON
cana-778	27	17	can	can	AUX
cana-778	27	18	enhance	enhance	VERB
cana-778	27	19	their	their	PRON
cana-778	27	20	security	security	NOUN
cana-778	27	21	.	.	PUNCT
cana-778	28	1	iot	iot	PROPN
cana-778	28	2	applications	application	NOUN
cana-778	28	3	can	can	AUX
cana-778	28	4	be	be	AUX
cana-778	28	5	categorized	categorize	VERB
cana-778	28	6	into	into	ADP
cana-778	28	7	three	three	NUM
cana-778	28	8	layers	layer	NOUN
cana-778	28	9	:	:	PUNCT
cana-778	28	10	the	the	DET
cana-778	28	11	application	application	NOUN
cana-778	28	12	layer	layer	NOUN
cana-778	28	13	,	,	PUNCT
cana-778	28	14	the	the	DET
cana-778	28	15	network	network	NOUN
cana-778	28	16	layer	layer	NOUN
cana-778	28	17	,	,	PUNCT
cana-778	28	18	and	and	CCONJ
cana-778	28	19	the	the	DET
cana-778	28	20	physical	physical	ADJ
cana-778	28	21	layer	layer	NOUN
cana-778	29	1	[	[	X
cana-778	29	2	5	5	NUM
cana-778	29	3	]	]	PUNCT
cana-778	29	4	.	.	PUNCT
cana-778	30	1	each	each	DET
cana-778	30	2	layer	layer	NOUN
cana-778	30	3	encompasses	encompass	VERB
cana-778	30	4	various	various	ADJ
cana-778	30	5	technologies	technology	NOUN
cana-778	30	6	that	that	PRON
cana-778	30	7	may	may	AUX
cana-778	30	8	be	be	AUX
cana-778	30	9	susceptible	susceptible	ADJ
cana-778	30	10	to	to	ADP
cana-778	30	11	security	security	NOUN
cana-778	30	12	risks	risk	NOUN
cana-778	30	13	such	such	ADJ
cana-778	30	14	as	as	ADP
cana-778	30	15	distributed	distribute	VERB
cana-778	30	16	denial	denial	NOUN
cana-778	30	17	of	of	ADP
cana-778	30	18	service	service	NOUN
cana-778	30	19	(	(	PUNCT
cana-778	30	20	ddos	ddos	NOUN
cana-778	30	21	)	)	PUNCT
cana-778	30	22	attacks	attack	NOUN
cana-778	30	23	.	.	PUNCT
cana-778	31	1	the	the	DET
cana-778	31	2	physical	physical	ADJ
cana-778	31	3	layer	layer	NOUN
cana-778	31	4	,	,	PUNCT
cana-778	31	5	also	also	ADV
cana-778	31	6	known	know	VERB
cana-778	31	7	as	as	ADP
cana-778	31	8	the	the	DET
cana-778	31	9	perception	perception	NOUN
cana-778	31	10	layer	layer	NOUN
cana-778	31	11	,	,	PUNCT
cana-778	31	12	encompasses	encompass	VERB
cana-778	31	13	various	various	ADJ
cana-778	31	14	data	datum	NOUN
cana-778	31	15	sensors	sensor	NOUN
cana-778	31	16	such	such	ADJ
cana-778	31	17	as	as	ADP
cana-778	31	18	rfid	rfid	NOUN
cana-778	31	19	,	,	PUNCT
cana-778	31	20	gateways	gateway	NOUN
cana-778	31	21	,	,	PUNCT
cana-778	31	22	and	and	CCONJ
cana-778	31	23	barcodes	barcode	NOUN
cana-778	31	24	.	.	PUNCT
cana-778	32	1	its	its	PRON
cana-778	32	2	primary	primary	ADJ
cana-778	32	3	function	function	NOUN
cana-778	32	4	is	be	AUX
cana-778	32	5	to	to	PART
cana-778	32	6	collect	collect	VERB
cana-778	32	7	data	datum	NOUN
cana-778	32	8	from	from	ADP
cana-778	32	9	the	the	DET
cana-778	32	10	device	device	NOUN
cana-778	32	11	's	's	PART
cana-778	32	12	surroundings	surrounding	NOUN
cana-778	32	13	and	and	CCONJ
cana-778	32	14	transmit	transmit	VERB
cana-778	32	15	it	it	PRON
cana-778	32	16	to	to	ADP
cana-778	32	17	the	the	DET
cana-778	32	18	network	network	NOUN
cana-778	32	19	layer	layer	NOUN
cana-778	32	20	for	for	ADP
cana-778	32	21	further	further	ADJ
cana-778	32	22	processing	processing	NOUN
cana-778	32	23	.	.	PUNCT
cana-778	33	1	the	the	DET
cana-778	33	2	network	network	NOUN
cana-778	33	3	layer	layer	NOUN
cana-778	33	4	's	's	PART
cana-778	33	5	objective	objective	NOUN
cana-778	33	6	is	be	AUX
cana-778	33	7	to	to	PART
cana-778	33	8	relay	relay	VERB
cana-778	33	9	the	the	DET
cana-778	33	10	data	datum	NOUN
cana-778	33	11	collected	collect	VERB
cana-778	33	12	by	by	ADP
cana-778	33	13	the	the	DET
cana-778	33	14	physical	physical	ADJ
cana-778	33	15	layer	layer	NOUN
cana-778	33	16	to	to	ADP
cana-778	33	17	a	a	DET
cana-778	33	18	data	data	NOUN
cana-778	33	19	processing	processing	NOUN
cana-778	33	20	source	source	NOUN
cana-778	33	21	through	through	ADP
cana-778	33	22	a	a	DET
cana-778	33	23	network	network	NOUN
cana-778	33	24	[	[	X
cana-778	33	25	6	6	NUM
cana-778	33	26	]	]	PUNCT
cana-778	33	27	.	.	PUNCT
cana-778	34	1	lastly	lastly	ADV
cana-778	34	2	,	,	PUNCT
cana-778	34	3	the	the	DET
cana-778	34	4	application	application	NOUN
cana-778	34	5	layer	layer	NOUN
cana-778	34	6	serves	serve	VERB
cana-778	34	7	as	as	ADP
cana-778	34	8	an	an	DET
cana-778	34	9	interface	interface	NOUN
cana-778	34	10	between	between	ADP
cana-778	34	11	end	end	NOUN
cana-778	34	12	users	user	NOUN
cana-778	34	13	and	and	CCONJ
cana-778	34	14	the	the	DET
cana-778	34	15	network	network	NOUN
cana-778	34	16	layer	layer	NOUN
cana-778	34	17	,	,	PUNCT
cana-778	34	18	facilitating	facilitate	VERB
cana-778	34	19	user	user	NOUN
cana-778	34	20	interaction	interaction	NOUN
cana-778	34	21	.	.	PUNCT
cana-778	35	1	security	security	NOUN
cana-778	35	2	in	in	ADP
cana-778	35	3	iot	iot	PROPN
cana-778	35	4	devices	device	NOUN
cana-778	35	5	poses	pose	VERB
cana-778	35	6	a	a	DET
cana-778	35	7	significant	significant	ADJ
cana-778	35	8	challenge	challenge	NOUN
cana-778	35	9	in	in	ADP
cana-778	35	10	today	today	NOUN
cana-778	35	11	's	's	PART
cana-778	35	12	landscape	landscape	NOUN
cana-778	35	13	,	,	PUNCT
cana-778	35	14	given	give	VERB
cana-778	35	15	the	the	DET
cana-778	35	16	heterogeneity	heterogeneity	NOUN
cana-778	35	17	and	and	CCONJ
cana-778	35	18	extensive	extensive	ADJ
cana-778	35	19	interconnectivity	interconnectivity	NOUN
cana-778	35	20	of	of	ADP
cana-778	35	21	devices	device	NOUN
cana-778	35	22	.	.	PUNCT
cana-778	36	1	potential	potential	ADJ
cana-778	36	2	attackers	attacker	NOUN
cana-778	36	3	can	can	AUX
cana-778	36	4	compromise	compromise	VERB
cana-778	36	5	iot	iot	NOUN
cana-778	36	6	systems	system	NOUN
cana-778	36	7	by	by	ADP
cana-778	36	8	exploiting	exploit	VERB
cana-778	36	9	physical	physical	ADJ
cana-778	36	10	vulnerabilities	vulnerability	NOUN
cana-778	36	11	,	,	PUNCT
cana-778	36	12	manipulating	manipulate	VERB
cana-778	36	13	network	network	NOUN
cana-778	36	14	or	or	CCONJ
cana-778	36	15	routing	routing	NOUN
cana-778	36	16	protocols	protocol	NOUN
cana-778	36	17	,	,	PUNCT
cana-778	36	18	or	or	CCONJ
cana-778	36	19	employing	employ	VERB
cana-778	36	20	encryption	encryption	NOUN
cana-778	36	21	attacks	attack	NOUN
cana-778	36	22	to	to	PART
cana-778	36	23	gain	gain	VERB
cana-778	36	24	unauthorized	unauthorized	ADJ
cana-778	36	25	access	access	NOUN
cana-778	36	26	to	to	ADP
cana-778	36	27	devices	device	NOUN
cana-778	36	28	[	[	X
cana-778	36	29	7	7	NUM
cana-778	36	30	]	]	PUNCT
cana-778	36	31	.	.	PUNCT
cana-778	37	1	these	these	DET
cana-778	37	2	vulnerabilities	vulnerability	NOUN
cana-778	37	3	lead	lead	VERB
cana-778	37	4	to	to	ADP
cana-778	37	5	the	the	DET
cana-778	37	6	classification	classification	NOUN
cana-778	37	7	of	of	ADP
cana-778	37	8	iot	iot	ADJ
cana-778	37	9	attacks	attack	NOUN
cana-778	37	10	into	into	ADP
cana-778	37	11	three	three	NUM
cana-778	37	12	main	main	ADJ
cana-778	37	13	categories	category	NOUN
cana-778	37	14	:	:	PUNCT
cana-778	37	15	attacks	attack	NOUN
cana-778	37	16	on	on	ADP
cana-778	37	17	the	the	DET
cana-778	37	18	physical	physical	ADJ
cana-778	37	19	layer	layer	NOUN
cana-778	37	20	,	,	PUNCT
cana-778	37	21	attacks	attack	NOUN
cana-778	37	22	on	on	ADP
cana-778	37	23	the	the	DET
cana-778	37	24	network	network	NOUN
cana-778	37	25	layer	layer	NOUN
cana-778	37	26	,	,	PUNCT
cana-778	37	27	and	and	CCONJ
cana-778	37	28	attacks	attack	NOUN
cana-778	37	29	on	on	ADP
cana-778	37	30	the	the	DET
cana-778	37	31	application	application	NOUN
cana-778	37	32	layer	layer	NOUN
cana-778	37	33	.	.	PUNCT
cana-778	38	1	physical	physical	ADJ
cana-778	38	2	layer	layer	NOUN
cana-778	38	3	attacks	attack	NOUN
cana-778	38	4	focus	focus	VERB
cana-778	38	5	on	on	ADP
cana-778	38	6	hardware	hardware	NOUN
cana-778	38	7	devices	device	NOUN
cana-778	38	8	,	,	PUNCT
cana-778	38	9	network	network	NOUN
cana-778	38	10	layer	layer	NOUN
cana-778	38	11	attacks	attack	NOUN
cana-778	38	12	target	target	VERB
cana-778	38	13	the	the	DET
cana-778	38	14	iot	iot	PROPN
cana-778	38	15	system	system	NOUN
cana-778	38	16	's	's	PART
cana-778	38	17	network	network	NOUN
cana-778	38	18	,	,	PUNCT
cana-778	38	19	and	and	CCONJ
cana-778	38	20	application	application	NOUN
cana-778	38	21	layer	layer	NOUN
cana-778	38	22	attacks	attack	NOUN
cana-778	38	23	employ	employ	VERB
cana-778	38	24	malware	malware	NOUN
cana-778	38	25	,	,	PUNCT
cana-778	38	26	trojans	trojan	NOUN
cana-778	38	27	,	,	PUNCT
cana-778	38	28	and	and	CCONJ
cana-778	38	29	viruses	virus	NOUN
cana-778	38	30	to	to	PART
cana-778	38	31	compromise	compromise	VERB
cana-778	38	32	the	the	DET
cana-778	38	33	application	application	NOUN
cana-778	38	34	layer	layer	NOUN
cana-778	38	35	.	.	PUNCT
cana-778	39	1	figure	figure	NOUN
cana-778	39	2	1	1	NUM
cana-778	39	3	illustrates	illustrate	VERB
cana-778	39	4	a	a	DET
cana-778	39	5	layer	layer	NOUN
cana-778	39	6	-	-	PUNCT
cana-778	39	7	wise	wise	ADJ
cana-778	39	8	breakdown	breakdown	NOUN
cana-778	39	9	of	of	ADP
cana-778	39	10	attacks	attack	NOUN
cana-778	39	11	in	in	ADP
cana-778	39	12	iot	iot	ADJ
cana-778	39	13	systems	system	NOUN
cana-778	39	14	[	[	X
cana-778	39	15	8	8	NUM
cana-778	39	16	]	]	PUNCT
cana-778	39	17	.	.	PUNCT
cana-778	40	1	fig	fig	PROPN
cana-778	40	2	1	1	NUM
cana-778	40	3	:	:	PUNCT
cana-778	40	4	iot	iot	ADJ
cana-778	40	5	security	security	NOUN
cana-778	40	6	attacks	attack	NOUN
cana-778	40	7	by	by	ADP
cana-778	40	8	layer	layer	NOUN
cana-778	40	9	communications	communication	NOUN
cana-778	40	10	on	on	ADP
cana-778	40	11	applied	apply	VERB
cana-778	40	12	nonlinear	nonlinear	ADJ
cana-778	40	13	analysis	analysis	NOUN
cana-778	40	14	issn	issn	NOUN
cana-778	40	15	:	:	PUNCT
cana-778	40	16	1074	1074	NUM
cana-778	40	17	-	-	PUNCT
cana-778	40	18	133x	133x	NUM
cana-778	40	19	vol	vol	NOUN
cana-778	40	20	31	31	NUM
cana-778	40	21	no	no	NOUN
cana-778	40	22	.	.	PUNCT
cana-778	41	1	2s	2s	NUM
cana-778	41	2	(	(	PUNCT
cana-778	41	3	2024	2024	NUM
cana-778	41	4	)	)	PUNCT
cana-778	41	5	707	707	NUM
cana-778	41	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	41	7	1.1	1.1	NUM
cana-778	41	8	physical	physical	ADJ
cana-778	41	9	layer	layer	NOUN
cana-778	41	10	attacks	attack	NOUN
cana-778	41	11	.	.	PUNCT
cana-778	42	1	physical	physical	ADJ
cana-778	42	2	attacks	attack	NOUN
cana-778	42	3	serve	serve	VERB
cana-778	42	4	as	as	ADP
cana-778	42	5	a	a	DET
cana-778	42	6	means	means	NOUN
cana-778	42	7	to	to	PART
cana-778	42	8	uncover	uncover	VERB
cana-778	42	9	new	new	ADJ
cana-778	42	10	vulnerabilities	vulnerability	NOUN
cana-778	42	11	within	within	ADP
cana-778	42	12	iot	iot	NOUN
cana-778	42	13	systems	system	NOUN
cana-778	42	14	,	,	PUNCT
cana-778	42	15	primarily	primarily	ADV
cana-778	42	16	targeting	target	VERB
cana-778	42	17	the	the	DET
cana-778	42	18	hardware	hardware	NOUN
cana-778	42	19	devices	device	NOUN
cana-778	42	20	.	.	PUNCT
cana-778	43	1	these	these	DET
cana-778	43	2	attacks	attack	NOUN
cana-778	43	3	encompass	encompass	VERB
cana-778	43	4	various	various	ADJ
cana-778	43	5	techniques	technique	NOUN
cana-778	43	6	,	,	PUNCT
cana-778	43	7	including	include	VERB
cana-778	43	8	but	but	CCONJ
cana-778	43	9	not	not	PART
cana-778	43	10	limited	limit	VERB
cana-778	43	11	to	to	PART
cana-778	43	12	reverse	reverse	VERB
cana-778	43	13	engineering	engineering	NOUN
cana-778	43	14	,	,	PUNCT
cana-778	43	15	radio	radio	NOUN
cana-778	43	16	frequency	frequency	NOUN
cana-778	43	17	interference	interference	NOUN
cana-778	43	18	,	,	PUNCT
cana-778	43	19	tampering	tampering	NOUN
cana-778	43	20	,	,	PUNCT
cana-778	43	21	and	and	CCONJ
cana-778	43	22	social	social	ADJ
cana-778	43	23	engineering	engineering	NOUN
cana-778	44	1	[	[	X
cana-778	44	2	9	9	NUM
cana-778	44	3	]	]	PUNCT
cana-778	44	4	.	.	PUNCT
cana-778	45	1	•	•	NUM
cana-778	45	2	reverse	reverse	ADJ
cana-778	45	3	engineering	engineering	NOUN
cana-778	45	4	:	:	PUNCT
cana-778	45	5	in	in	ADP
cana-778	45	6	reverse	reverse	ADJ
cana-778	45	7	engineering	engineering	NOUN
cana-778	45	8	,	,	PUNCT
cana-778	45	9	an	an	DET
cana-778	45	10	attacker	attacker	NOUN
cana-778	45	11	systematically	systematically	ADV
cana-778	45	12	disassembles	disassemble	VERB
cana-778	45	13	a	a	DET
cana-778	45	14	device	device	NOUN
cana-778	45	15	to	to	PART
cana-778	45	16	identify	identify	VERB
cana-778	45	17	vulnerabilities	vulnerability	NOUN
cana-778	45	18	.	.	PUNCT
cana-778	46	1	by	by	ADP
cana-778	46	2	compiling	compile	VERB
cana-778	46	3	a	a	DET
cana-778	46	4	list	list	NOUN
cana-778	46	5	of	of	ADP
cana-778	46	6	both	both	CCONJ
cana-778	46	7	known	known	ADJ
cana-778	46	8	and	and	CCONJ
cana-778	46	9	unknown	unknown	ADJ
cana-778	46	10	vulnerabilities	vulnerability	NOUN
cana-778	46	11	,	,	PUNCT
cana-778	46	12	the	the	DET
cana-778	46	13	attacker	attacker	NOUN
cana-778	46	14	can	can	AUX
cana-778	46	15	exploit	exploit	VERB
cana-778	46	16	these	these	DET
cana-778	46	17	issues	issue	NOUN
cana-778	46	18	on	on	ADP
cana-778	46	19	other	other	ADJ
cana-778	46	20	devices	device	NOUN
cana-778	46	21	within	within	ADP
cana-778	46	22	a	a	DET
cana-778	46	23	related	related	ADJ
cana-778	46	24	network	network	NOUN
cana-778	46	25	.	.	PUNCT
cana-778	47	1	•	•	NUM
cana-778	47	2	radio	radio	NOUN
cana-778	47	3	frequency	frequency	NOUN
cana-778	47	4	interference	interference	NOUN
cana-778	47	5	:	:	PUNCT
cana-778	47	6	this	this	PRON
cana-778	47	7	involves	involve	VERB
cana-778	47	8	an	an	DET
cana-778	47	9	attacker	attacker	NOUN
cana-778	47	10	using	use	VERB
cana-778	47	11	a	a	DET
cana-778	47	12	device	device	NOUN
cana-778	47	13	to	to	PART
cana-778	47	14	disrupt	disrupt	VERB
cana-778	47	15	the	the	DET
cana-778	47	16	connectivity	connectivity	NOUN
cana-778	47	17	of	of	ADP
cana-778	47	18	iot	iot	PROPN
cana-778	47	19	devices	device	NOUN
cana-778	47	20	through	through	ADP
cana-778	47	21	radio	radio	NOUN
cana-778	47	22	frequency	frequency	NOUN
cana-778	47	23	interference	interference	NOUN
cana-778	47	24	.	.	PUNCT
cana-778	48	1	jamming	jamming	NOUN
cana-778	48	2	and	and	CCONJ
cana-778	48	3	rf	rf	NOUN
cana-778	48	4	interference	interference	NOUN
cana-778	48	5	occur	occur	VERB
cana-778	48	6	when	when	SCONJ
cana-778	48	7	the	the	DET
cana-778	48	8	attacker	attacker	NOUN
cana-778	48	9	is	be	AUX
cana-778	48	10	in	in	ADP
cana-778	48	11	close	close	ADJ
cana-778	48	12	proximity	proximity	NOUN
cana-778	48	13	to	to	ADP
cana-778	48	14	the	the	DET
cana-778	48	15	device	device	NOUN
cana-778	48	16	's	's	PART
cana-778	48	17	location	location	NOUN
cana-778	48	18	[	[	X
cana-778	48	19	10	10	NUM
cana-778	48	20	]	]	PUNCT
cana-778	48	21	.	.	PUNCT
cana-778	49	1	•	•	INTJ
cana-778	49	2	tampering	tamper	VERB
cana-778	49	3	:	:	PUNCT
cana-778	49	4	tampering	tampering	NOUN
cana-778	49	5	occurs	occur	VERB
cana-778	49	6	when	when	SCONJ
cana-778	49	7	an	an	DET
cana-778	49	8	attacker	attacker	NOUN
cana-778	49	9	physically	physically	ADV
cana-778	49	10	alters	alter	VERB
cana-778	49	11	an	an	DET
cana-778	49	12	iot	iot	NOUN
cana-778	49	13	device	device	NOUN
cana-778	49	14	.	.	PUNCT
cana-778	50	1	through	through	ADP
cana-778	50	2	tampering	tampering	NOUN
cana-778	50	3	,	,	PUNCT
cana-778	50	4	the	the	DET
cana-778	50	5	attacker	attacker	NOUN
cana-778	50	6	gains	gain	VERB
cana-778	50	7	access	access	NOUN
cana-778	50	8	to	to	ADP
cana-778	50	9	sensitive	sensitive	ADJ
cana-778	50	10	information	information	NOUN
cana-778	50	11	such	such	ADJ
cana-778	50	12	as	as	ADP
cana-778	50	13	login	login	NOUN
cana-778	50	14	credentials	credential	NOUN
cana-778	50	15	and	and	CCONJ
cana-778	50	16	encryption	encryption	NOUN
cana-778	50	17	keys	key	NOUN
cana-778	50	18	.	.	PUNCT
cana-778	51	1	•	•	NUM
cana-778	51	2	social	social	ADJ
cana-778	51	3	engineering	engineering	NOUN
cana-778	51	4	:	:	PUNCT
cana-778	51	5	social	social	ADJ
cana-778	51	6	engineering	engineering	NOUN
cana-778	51	7	entails	entail	VERB
cana-778	51	8	the	the	DET
cana-778	51	9	manipulation	manipulation	NOUN
cana-778	51	10	of	of	ADP
cana-778	51	11	end	end	NOUN
cana-778	51	12	users	user	NOUN
cana-778	51	13	to	to	PART
cana-778	51	14	get	get	VERB
cana-778	51	15	confidential	confidential	ADJ
cana-778	51	16	data	datum	NOUN
cana-778	51	17	.	.	PUNCT
cana-778	52	1	1.2	1.2	NUM
cana-778	52	2	network	network	NOUN
cana-778	52	3	layer	layer	NOUN
cana-778	52	4	attacks	attack	NOUN
cana-778	52	5	.	.	PUNCT
cana-778	53	1	at	at	ADP
cana-778	53	2	the	the	DET
cana-778	53	3	network	network	NOUN
cana-778	53	4	layer	layer	NOUN
cana-778	53	5	,	,	PUNCT
cana-778	53	6	iot	iot	PROPN
cana-778	53	7	devices	device	NOUN
cana-778	53	8	utilize	utilize	VERB
cana-778	53	9	the	the	DET
cana-778	53	10	network	network	NOUN
cana-778	53	11	to	to	PART
cana-778	53	12	transmit	transmit	VERB
cana-778	53	13	information	information	NOUN
cana-778	53	14	received	receive	VERB
cana-778	53	15	from	from	ADP
cana-778	53	16	the	the	DET
cana-778	53	17	physical	physical	ADJ
cana-778	53	18	layer	layer	NOUN
cana-778	53	19	to	to	ADP
cana-778	53	20	a	a	DET
cana-778	53	21	server	server	NOUN
cana-778	53	22	or	or	CCONJ
cana-778	53	23	device	device	NOUN
cana-778	53	24	for	for	ADP
cana-778	53	25	processing	processing	NOUN
cana-778	53	26	.	.	PUNCT
cana-778	54	1	the	the	DET
cana-778	54	2	following	follow	VERB
cana-778	54	3	are	be	AUX
cana-778	54	4	some	some	DET
cana-778	54	5	attacks	attack	NOUN
cana-778	54	6	and	and	CCONJ
cana-778	54	7	security	security	NOUN
cana-778	54	8	threats	threat	NOUN
cana-778	54	9	identified	identify	VERB
cana-778	54	10	at	at	ADP
cana-778	54	11	the	the	DET
cana-778	54	12	network	network	NOUN
cana-778	54	13	layer	layer	NOUN
cana-778	55	1	[	[	X
cana-778	55	2	11	11	NUM
cana-778	55	3	]	]	SYM
cana-778	55	4	:	:	PUNCT
cana-778	55	5	•	•	NUM
cana-778	55	6	man	man	NOUN
cana-778	55	7	in	in	ADP
cana-778	55	8	the	the	DET
cana-778	55	9	middle	middle	ADJ
cana-778	55	10	attack	attack	NOUN
cana-778	55	11	a	a	DET
cana-778	55	12	man	man	NOUN
cana-778	55	13	-	-	PUNCT
cana-778	55	14	in	in	ADP
cana-778	55	15	-	-	PUNCT
cana-778	55	16	the	the	DET
cana-778	55	17	-	-	PUNCT
cana-778	55	18	middle	middle	ADJ
cana-778	55	19	attack	attack	NOUN
cana-778	55	20	captures	capture	NOUN
cana-778	55	21	and	and	CCONJ
cana-778	55	22	alters	alter	VERB
cana-778	55	23	data	datum	NOUN
cana-778	55	24	between	between	ADP
cana-778	55	25	two	two	NUM
cana-778	55	26	nodes	node	NOUN
cana-778	55	27	in	in	ADP
cana-778	55	28	the	the	DET
cana-778	55	29	iot	iot	NOUN
cana-778	55	30	network	network	NOUN
cana-778	55	31	.	.	PUNCT
cana-778	56	1	data	datum	NOUN
cana-778	56	2	packets	packet	NOUN
cana-778	56	3	not	not	PART
cana-778	56	4	directly	directly	ADV
cana-778	56	5	communicating	communicate	VERB
cana-778	56	6	between	between	ADP
cana-778	56	7	devices	device	NOUN
cana-778	56	8	can	can	AUX
cana-778	56	9	be	be	AUX
cana-778	56	10	intercepted	intercept	VERB
cana-778	56	11	by	by	ADP
cana-778	56	12	all	all	DET
cana-778	56	13	nodes	node	NOUN
cana-778	56	14	in	in	ADP
cana-778	56	15	the	the	DET
cana-778	56	16	network	network	NOUN
cana-778	56	17	,	,	PUNCT
cana-778	56	18	allowing	allow	VERB
cana-778	56	19	devices	device	NOUN
cana-778	56	20	to	to	PART
cana-778	56	21	intercept	intercept	VERB
cana-778	56	22	and	and	CCONJ
cana-778	56	23	read	read	VERB
cana-778	56	24	the	the	DET
cana-778	56	25	contents	content	NOUN
cana-778	56	26	.	.	PUNCT
cana-778	57	1	the	the	DET
cana-778	57	2	objective	objective	NOUN
cana-778	57	3	of	of	ADP
cana-778	57	4	this	this	DET
cana-778	57	5	attack	attack	NOUN
cana-778	57	6	is	be	AUX
cana-778	57	7	to	to	PART
cana-778	57	8	modify	modify	VERB
cana-778	57	9	data	datum	NOUN
cana-778	57	10	on	on	ADP
cana-778	57	11	the	the	DET
cana-778	57	12	iot	iot	NOUN
cana-778	57	13	network	network	NOUN
cana-778	57	14	and	and	CCONJ
cana-778	57	15	disrupt	disrupt	VERB
cana-778	57	16	traffic	traffic	NOUN
cana-778	57	17	.	.	PUNCT
cana-778	58	1	given	give	VERB
cana-778	58	2	the	the	DET
cana-778	58	3	prevalence	prevalence	NOUN
cana-778	58	4	of	of	ADP
cana-778	58	5	open	open	ADJ
cana-778	58	6	and	and	CCONJ
cana-778	58	7	unsecured	unsecured	ADJ
cana-778	58	8	devices	device	NOUN
cana-778	58	9	in	in	ADP
cana-778	58	10	iot	iot	PROPN
cana-778	58	11	networks	network	NOUN
cana-778	58	12	,	,	PUNCT
cana-778	58	13	these	these	DET
cana-778	58	14	devices	device	NOUN
cana-778	58	15	can	can	AUX
cana-778	58	16	serve	serve	VERB
cana-778	58	17	as	as	ADP
cana-778	58	18	potential	potential	ADJ
cana-778	58	19	entry	entry	NOUN
cana-778	58	20	points	point	NOUN
cana-778	58	21	for	for	ADP
cana-778	58	22	a	a	DET
cana-778	58	23	man	man	NOUN
cana-778	58	24	-	-	PUNCT
cana-778	58	25	in	in	ADP
cana-778	58	26	-	-	PUNCT
cana-778	58	27	the	the	DET
cana-778	58	28	-	-	PUNCT
cana-778	58	29	middle	middle	ADJ
cana-778	58	30	attack	attack	NOUN
cana-778	58	31	.	.	PUNCT
cana-778	59	1	•	•	NOUN
cana-778	59	2	spoofing	spoof	VERB
cana-778	59	3	data	datum	NOUN
cana-778	59	4	in	in	ADP
cana-778	59	5	iot	iot	PROPN
cana-778	59	6	networks	network	NOUN
cana-778	59	7	are	be	AUX
cana-778	59	8	encrypted	encrypt	VERB
cana-778	59	9	and	and	CCONJ
cana-778	59	10	transmitted	transmit	VERB
cana-778	59	11	through	through	ADP
cana-778	59	12	network	network	NOUN
cana-778	59	13	traffic	traffic	NOUN
cana-778	59	14	via	via	ADP
cana-778	59	15	routing	route	VERB
cana-778	59	16	protocols	protocol	NOUN
cana-778	59	17	using	use	VERB
cana-778	59	18	ip	ip	DET
cana-778	59	19	addresses	address	NOUN
cana-778	59	20	.	.	PUNCT
cana-778	60	1	an	an	DET
cana-778	60	2	attacker	attacker	NOUN
cana-778	60	3	can	can	AUX
cana-778	60	4	replicate	replicate	VERB
cana-778	60	5	,	,	PUNCT
cana-778	60	6	alter	alter	NOUN
cana-778	60	7	,	,	PUNCT
cana-778	60	8	or	or	CCONJ
cana-778	60	9	resend	resend	VERB
cana-778	60	10	ip	ip	DET
cana-778	60	11	addresses	address	NOUN
cana-778	60	12	through	through	ADP
cana-778	60	13	transport	transport	NOUN
cana-778	60	14	protocols	protocol	NOUN
cana-778	60	15	,	,	PUNCT
cana-778	60	16	causing	cause	VERB
cana-778	60	17	disruptions	disruption	NOUN
cana-778	60	18	in	in	ADP
cana-778	60	19	network	network	NOUN
cana-778	60	20	traffic	traffic	NOUN
cana-778	61	1	[	[	X
cana-778	61	2	12	12	NUM
cana-778	61	3	]	]	PUNCT
cana-778	61	4	.	.	PUNCT
cana-778	62	1	to	to	PART
cana-778	62	2	execute	execute	VERB
cana-778	62	3	spoofing	spoofing	NOUN
cana-778	62	4	attacks	attack	NOUN
cana-778	62	5	in	in	ADP
cana-778	62	6	iot	iot	PROPN
cana-778	62	7	networks	network	NOUN
cana-778	62	8	,	,	PUNCT
cana-778	62	9	an	an	DET
cana-778	62	10	attacker	attacker	NOUN
cana-778	62	11	can	can	AUX
cana-778	62	12	create	create	VERB
cana-778	62	13	fake	fake	ADJ
cana-778	62	14	routing	routing	NOUN
cana-778	62	15	nodes	node	NOUN
cana-778	62	16	,	,	PUNCT
cana-778	62	17	transmission	transmission	NOUN
cana-778	62	18	paths	path	NOUN
cana-778	62	19	,	,	PUNCT
cana-778	62	20	and	and	CCONJ
cana-778	62	21	counterfeit	counterfeit	ADJ
cana-778	62	22	error	error	NOUN
cana-778	62	23	messages	message	NOUN
cana-778	62	24	.	.	PUNCT
cana-778	63	1	•	•	NUM
cana-778	63	2	access	access	NOUN
cana-778	63	3	attack	attack	NOUN
cana-778	63	4	an	an	DET
cana-778	63	5	access	access	NOUN
cana-778	63	6	attack	attack	NOUN
cana-778	63	7	occurs	occur	VERB
cana-778	63	8	when	when	SCONJ
cana-778	63	9	an	an	DET
cana-778	63	10	unauthorized	unauthorized	ADJ
cana-778	63	11	user	user	NOUN
cana-778	63	12	gains	gain	VERB
cana-778	63	13	entry	entry	NOUN
cana-778	63	14	to	to	ADP
cana-778	63	15	an	an	DET
cana-778	63	16	iot	iot	NOUN
cana-778	63	17	network	network	NOUN
cana-778	63	18	,	,	PUNCT
cana-778	63	19	remaining	remain	VERB
cana-778	63	20	undetected	undetected	ADJ
cana-778	63	21	for	for	ADP
cana-778	63	22	extended	extended	ADJ
cana-778	63	23	periods	period	NOUN
cana-778	63	24	.	.	PUNCT
cana-778	64	1	the	the	DET
cana-778	64	2	objective	objective	NOUN
cana-778	64	3	is	be	AUX
cana-778	64	4	to	to	PART
cana-778	64	5	clandestinely	clandestinely	ADV
cana-778	64	6	acquire	acquire	VERB
cana-778	64	7	vulnerable	vulnerable	ADJ
cana-778	64	8	and	and	CCONJ
cana-778	64	9	sensitive	sensitive	ADJ
cana-778	64	10	data	datum	NOUN
cana-778	64	11	,	,	PUNCT
cana-778	64	12	posing	pose	VERB
cana-778	64	13	a	a	DET
cana-778	64	14	threat	threat	NOUN
cana-778	64	15	to	to	ADP
cana-778	64	16	both	both	DET
cana-778	64	17	the	the	DET
cana-778	64	18	user	user	NOUN
cana-778	64	19	and	and	CCONJ
cana-778	64	20	the	the	DET
cana-778	64	21	iot	iot	PROPN
cana-778	64	22	network	network	NOUN
cana-778	64	23	.	.	PUNCT
cana-778	65	1	given	give	VERB
cana-778	65	2	that	that	PRON
cana-778	65	3	iot	iot	PROPN
cana-778	65	4	devices	device	NOUN
cana-778	65	5	frequently	frequently	ADV
cana-778	65	6	transfer	transfer	VERB
cana-778	65	7	and	and	CCONJ
cana-778	65	8	receive	receive	VERB
cana-778	65	9	valuable	valuable	ADJ
cana-778	65	10	data	datum	NOUN
cana-778	65	11	,	,	PUNCT
cana-778	65	12	they	they	PRON
cana-778	65	13	become	become	VERB
cana-778	65	14	highly	highly	ADV
cana-778	65	15	susceptible	susceptible	ADJ
cana-778	65	16	to	to	ADP
cana-778	65	17	this	this	DET
cana-778	65	18	form	form	NOUN
cana-778	65	19	of	of	ADP
cana-778	65	20	attack	attack	NOUN
cana-778	65	21	[	[	X
cana-778	65	22	13	13	NUM
cana-778	65	23	]	]	PUNCT
cana-778	65	24	.	.	PUNCT
cana-778	66	1	•	•	NUM
cana-778	66	2	ddos	ddos	NOUN
cana-778	66	3	attack	attack	NOUN
cana-778	66	4	in	in	ADP
cana-778	66	5	this	this	DET
cana-778	66	6	attack	attack	NOUN
cana-778	66	7	,	,	PUNCT
cana-778	66	8	an	an	DET
cana-778	66	9	assailant	assailant	NOUN
cana-778	66	10	overwhelms	overwhelm	VERB
cana-778	66	11	a	a	DET
cana-778	66	12	targeted	targeted	ADJ
cana-778	66	13	server	server	NOUN
cana-778	66	14	with	with	ADP
cana-778	66	15	substantial	substantial	ADJ
cana-778	66	16	traffic	traffic	NOUN
cana-778	66	17	,	,	PUNCT
cana-778	66	18	leading	lead	VERB
cana-778	66	19	to	to	ADP
cana-778	66	20	server	server	NOUN
cana-778	66	21	shutdown	shutdown	NOUN
cana-778	66	22	and	and	CCONJ
cana-778	66	23	disruption	disruption	NOUN
cana-778	66	24	of	of	ADP
cana-778	66	25	traffic	traffic	NOUN
cana-778	66	26	to	to	ADP
cana-778	66	27	customers	customer	NOUN
cana-778	66	28	.	.	PUNCT
cana-778	67	1	while	while	SCONJ
cana-778	67	2	ddos	ddos	NOUN
cana-778	67	3	attacks	attack	NOUN
cana-778	67	4	are	be	AUX
cana-778	67	5	not	not	PART
cana-778	67	6	exclusive	exclusive	ADJ
cana-778	67	7	to	to	ADP
cana-778	67	8	iot	iot	PROPN
cana-778	67	9	devices	device	NOUN
cana-778	67	10	and	and	CCONJ
cana-778	67	11	applications	application	NOUN
cana-778	67	12	,	,	PUNCT
cana-778	67	13	many	many	ADJ
cana-778	67	14	iot	iot	NOUN
cana-778	67	15	devices	device	NOUN
cana-778	67	16	have	have	VERB
cana-778	67	17	inadequate	inadequate	ADJ
cana-778	67	18	configurations	configuration	NOUN
cana-778	67	19	,	,	PUNCT
cana-778	67	20	making	make	VERB
cana-778	67	21	them	they	PRON
cana-778	67	22	easy	easy	ADJ
cana-778	67	23	targets	target	NOUN
cana-778	67	24	for	for	ADP
cana-778	67	25	communications	communication	NOUN
cana-778	67	26	on	on	ADP
cana-778	67	27	applied	apply	VERB
cana-778	67	28	nonlinear	nonlinear	ADJ
cana-778	67	29	analysis	analysis	NOUN
cana-778	67	30	issn	issn	NOUN
cana-778	67	31	:	:	PUNCT
cana-778	67	32	1074	1074	NUM
cana-778	67	33	-	-	PUNCT
cana-778	67	34	133x	133x	NUM
cana-778	67	35	vol	vol	NOUN
cana-778	67	36	31	31	NUM
cana-778	67	37	no	no	NOUN
cana-778	67	38	.	.	PUNCT
cana-778	68	1	2s	2s	NUM
cana-778	68	2	(	(	PUNCT
cana-778	68	3	2024	2024	NUM
cana-778	68	4	)	)	PUNCT
cana-778	68	5	708	708	NUM
cana-778	68	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	68	7	attackers	attacker	NOUN
cana-778	68	8	aiming	aim	VERB
cana-778	68	9	to	to	PART
cana-778	68	10	bolster	bolster	VERB
cana-778	68	11	their	their	PRON
cana-778	68	12	botnet	botnet	NOUN
cana-778	68	13	armies	army	NOUN
cana-778	68	14	.	.	PUNCT
cana-778	69	1	the	the	DET
cana-778	69	2	mirai	mirai	PROPN
cana-778	69	3	botnet	botnet	PROPN
cana-778	69	4	notably	notably	ADV
cana-778	69	5	exploited	exploit	VERB
cana-778	69	6	weakly	weakly	ADV
cana-778	69	7	configured	configure	VERB
cana-778	69	8	iot	iot	NOUN
cana-778	69	9	devices	device	NOUN
cana-778	69	10	as	as	ADP
cana-778	69	11	part	part	NOUN
cana-778	69	12	of	of	ADP
cana-778	69	13	its	its	PRON
cana-778	69	14	attack	attack	NOUN
cana-778	69	15	.	.	PUNCT
cana-778	70	1	•	•	NUM
cana-778	70	2	data	datum	NOUN
cana-778	70	3	transfer	transfer	NOUN
cana-778	70	4	attack	attack	NOUN
cana-778	70	5	iot	iot	NOUN
cana-778	70	6	applications	application	NOUN
cana-778	70	7	involve	involve	VERB
cana-778	70	8	a	a	DET
cana-778	70	9	significant	significant	ADJ
cana-778	70	10	volume	volume	NOUN
cana-778	70	11	of	of	ADP
cana-778	70	12	data	datum	NOUN
cana-778	70	13	in	in	ADP
cana-778	70	14	transit	transit	NOUN
cana-778	70	15	,	,	PUNCT
cana-778	70	16	moving	move	VERB
cana-778	70	17	across	across	ADP
cana-778	70	18	sensors	sensor	NOUN
cana-778	70	19	,	,	PUNCT
cana-778	70	20	servers	server	NOUN
cana-778	70	21	,	,	PUNCT
cana-778	70	22	the	the	DET
cana-778	70	23	cloud	cloud	NOUN
cana-778	70	24	,	,	PUNCT
cana-778	70	25	and	and	CCONJ
cana-778	70	26	applications	application	NOUN
cana-778	70	27	[	[	X
cana-778	70	28	14	14	NUM
cana-778	70	29	]	]	PUNCT
cana-778	70	30	.	.	PUNCT
cana-778	71	1	this	this	DET
cana-778	71	2	complex	complex	ADJ
cana-778	71	3	data	data	NOUN
cana-778	71	4	transfer	transfer	NOUN
cana-778	71	5	,	,	PUNCT
cana-778	71	6	utilizing	utilize	VERB
cana-778	71	7	various	various	ADJ
cana-778	71	8	technologies	technology	NOUN
cana-778	71	9	,	,	PUNCT
cana-778	71	10	renders	render	VERB
cana-778	71	11	iot	iot	NOUN
cana-778	71	12	applications	application	NOUN
cana-778	71	13	more	more	ADV
cana-778	71	14	susceptible	susceptible	ADJ
cana-778	71	15	to	to	ADP
cana-778	71	16	intrusions	intrusion	NOUN
cana-778	71	17	.	.	PUNCT
cana-778	72	1	the	the	DET
cana-778	72	2	diverse	diverse	ADJ
cana-778	72	3	pathways	pathway	NOUN
cana-778	72	4	that	that	PRON
cana-778	72	5	data	datum	NOUN
cana-778	72	6	traverses	traverse	NOUN
cana-778	72	7	within	within	ADP
cana-778	72	8	iot	iot	PROPN
cana-778	72	9	systems	system	NOUN
cana-778	72	10	create	create	VERB
cana-778	72	11	vulnerabilities	vulnerability	NOUN
cana-778	72	12	that	that	SCONJ
cana-778	72	13	attackers	attacker	NOUN
cana-778	72	14	may	may	AUX
cana-778	72	15	exploit	exploit	VERB
cana-778	72	16	.	.	PUNCT
cana-778	73	1	1.3	1.3	NUM
cana-778	73	2	application	application	NOUN
cana-778	73	3	layer	layer	NOUN
cana-778	73	4	attacks	attack	NOUN
cana-778	73	5	software	software	NOUN
cana-778	73	6	attacks	attack	NOUN
cana-778	73	7	are	be	AUX
cana-778	73	8	executed	execute	VERB
cana-778	73	9	to	to	PART
cana-778	73	10	gain	gain	VERB
cana-778	73	11	access	access	NOUN
cana-778	73	12	to	to	ADP
cana-778	73	13	the	the	DET
cana-778	73	14	application	application	NOUN
cana-778	73	15	layer	layer	NOUN
cana-778	73	16	and	and	CCONJ
cana-778	73	17	illicitly	illicitly	ADV
cana-778	73	18	acquire	acquire	VERB
cana-778	73	19	sensitive	sensitive	ADJ
cana-778	73	20	data	datum	NOUN
cana-778	73	21	.	.	PUNCT
cana-778	74	1	below	below	ADV
cana-778	74	2	are	be	AUX
cana-778	74	3	some	some	DET
cana-778	74	4	attacks	attack	NOUN
cana-778	74	5	designed	design	VERB
cana-778	74	6	to	to	PART
cana-778	74	7	target	target	VERB
cana-778	74	8	data	datum	NOUN
cana-778	74	9	within	within	ADP
cana-778	74	10	the	the	DET
cana-778	74	11	application	application	NOUN
cana-778	74	12	layer	layer	NOUN
cana-778	74	13	:	:	PUNCT
cana-778	74	14	•	•	NUM
cana-778	74	15	code	code	NOUN
cana-778	74	16	and	and	CCONJ
cana-778	74	17	database	database	NOUN
cana-778	74	18	injection	injection	NOUN
cana-778	74	19	attacks	attack	NOUN
cana-778	74	20	iot	iot	NOUN
cana-778	74	21	systems	system	NOUN
cana-778	74	22	may	may	AUX
cana-778	74	23	face	face	VERB
cana-778	74	24	susceptibility	susceptibility	NOUN
cana-778	74	25	to	to	ADP
cana-778	74	26	attacks	attack	NOUN
cana-778	74	27	involving	involve	VERB
cana-778	74	28	the	the	DET
cana-778	74	29	injection	injection	NOUN
cana-778	74	30	of	of	ADP
cana-778	74	31	malicious	malicious	ADJ
cana-778	74	32	code	code	NOUN
cana-778	75	1	[	[	X
cana-778	75	2	15	15	NUM
cana-778	75	3	]	]	PUNCT
cana-778	75	4	.	.	PUNCT
cana-778	76	1	in	in	ADP
cana-778	76	2	this	this	DET
cana-778	76	3	scenario	scenario	NOUN
cana-778	76	4	,	,	PUNCT
cana-778	76	5	attackers	attacker	NOUN
cana-778	76	6	pinpoint	pinpoint	VERB
cana-778	76	7	vulnerable	vulnerable	ADJ
cana-778	76	8	entry	entry	NOUN
cana-778	76	9	points	point	NOUN
cana-778	76	10	to	to	PART
cana-778	76	11	insert	insert	VERB
cana-778	76	12	harmful	harmful	ADJ
cana-778	76	13	scripts	script	NOUN
cana-778	76	14	.	.	PUNCT
cana-778	77	1	by	by	ADP
cana-778	77	2	utilizing	utilize	VERB
cana-778	77	3	scripting	scripting	NOUN
cana-778	77	4	techniques	technique	NOUN
cana-778	77	5	,	,	PUNCT
cana-778	77	6	these	these	DET
cana-778	77	7	attacks	attack	NOUN
cana-778	77	8	introduce	introduce	VERB
cana-778	77	9	detrimental	detrimental	ADJ
cana-778	77	10	code	code	NOUN
cana-778	77	11	into	into	ADP
cana-778	77	12	trusted	trust	VERB
cana-778	77	13	sites	site	NOUN
cana-778	77	14	and	and	CCONJ
cana-778	77	15	databases	database	NOUN
cana-778	77	16	.	.	PUNCT
cana-778	78	1	if	if	SCONJ
cana-778	78	2	successful	successful	ADJ
cana-778	78	3	,	,	PUNCT
cana-778	78	4	such	such	DET
cana-778	78	5	an	an	DET
cana-778	78	6	attack	attack	NOUN
cana-778	78	7	can	can	AUX
cana-778	78	8	result	result	VERB
cana-778	78	9	in	in	ADP
cana-778	78	10	unauthorized	unauthorized	ADJ
cana-778	78	11	control	control	NOUN
cana-778	78	12	of	of	ADP
cana-778	78	13	the	the	DET
cana-778	78	14	iot	iot	PROPN
cana-778	78	15	account	account	NOUN
cana-778	78	16	,	,	PUNCT
cana-778	78	17	potentially	potentially	ADV
cana-778	78	18	causing	cause	VERB
cana-778	78	19	harm	harm	NOUN
cana-778	78	20	to	to	ADP
cana-778	78	21	the	the	DET
cana-778	78	22	entire	entire	ADJ
cana-778	78	23	iot	iot	NOUN
cana-778	78	24	network	network	NOUN
cana-778	78	25	.	.	PUNCT
cana-778	79	1	•	•	NUM
cana-778	79	2	theft	theft	NOUN
cana-778	79	3	of	of	ADP
cana-778	79	4	data	datum	NOUN
cana-778	79	5	iot	iot	PROPN
cana-778	79	6	devices	device	NOUN
cana-778	79	7	manage	manage	VERB
cana-778	79	8	valuable	valuable	ADJ
cana-778	79	9	data	datum	NOUN
cana-778	79	10	,	,	PUNCT
cana-778	79	11	a	a	DET
cana-778	79	12	significant	significant	ADJ
cana-778	79	13	portion	portion	NOUN
cana-778	79	14	of	of	ADP
cana-778	79	15	which	which	PRON
cana-778	79	16	is	be	AUX
cana-778	79	17	actively	actively	ADV
cana-778	79	18	transferred	transfer	VERB
cana-778	79	19	.	.	PUNCT
cana-778	80	1	this	this	DET
cana-778	80	2	dynamic	dynamic	ADJ
cana-778	80	3	data	datum	NOUN
cana-778	80	4	in	in	ADP
cana-778	80	5	transit	transit	NOUN
cana-778	80	6	is	be	AUX
cana-778	80	7	more	more	ADV
cana-778	80	8	susceptible	susceptible	ADJ
cana-778	80	9	to	to	ADP
cana-778	80	10	cyber	cyber	NOUN
cana-778	80	11	-	-	PUNCT
cana-778	80	12	attacks	attack	NOUN
cana-778	80	13	compared	compare	VERB
cana-778	80	14	to	to	ADP
cana-778	80	15	data	datum	NOUN
cana-778	80	16	at	at	ADP
cana-778	80	17	rest	rest	NOUN
cana-778	80	18	.	.	PUNCT
cana-778	81	1	users	user	NOUN
cana-778	81	2	also	also	ADV
cana-778	81	3	exhibit	exhibit	VERB
cana-778	81	4	greater	great	ADJ
cana-778	81	5	reluctance	reluctance	NOUN
cana-778	81	6	to	to	PART
cana-778	81	7	input	input	VERB
cana-778	81	8	private	private	ADJ
cana-778	81	9	information	information	NOUN
cana-778	81	10	into	into	ADP
cana-778	81	11	their	their	PRON
cana-778	81	12	iot	iot	NOUN
cana-778	81	13	devices	device	NOUN
cana-778	81	14	when	when	SCONJ
cana-778	81	15	they	they	PRON
cana-778	81	16	are	be	AUX
cana-778	81	17	aware	aware	ADJ
cana-778	81	18	of	of	ADP
cana-778	81	19	their	their	PRON
cana-778	81	20	vulnerability	vulnerability	NOUN
cana-778	81	21	to	to	ADP
cana-778	81	22	potential	potential	ADJ
cana-778	81	23	attacks	attack	NOUN
cana-778	81	24	.	.	PUNCT
cana-778	82	1	•	•	NUM
cana-778	82	2	sniffing	sniff	VERB
cana-778	82	3	attacks	attack	NOUN
cana-778	82	4	malicious	malicious	ADJ
cana-778	82	5	software	software	NOUN
cana-778	82	6	is	be	AUX
cana-778	82	7	employed	employ	VERB
cana-778	82	8	by	by	ADP
cana-778	82	9	attackers	attacker	NOUN
cana-778	82	10	to	to	PART
cana-778	82	11	monitor	monitor	VERB
cana-778	82	12	the	the	DET
cana-778	82	13	traffic	traffic	NOUN
cana-778	82	14	within	within	ADP
cana-778	82	15	iot	iot	NOUN
cana-778	82	16	networks	network	NOUN
cana-778	82	17	.	.	PUNCT
cana-778	83	1	this	this	PRON
cana-778	83	2	enables	enable	VERB
cana-778	83	3	them	they	PRON
cana-778	83	4	to	to	PART
cana-778	83	5	intercept	intercept	VERB
cana-778	83	6	and	and	CCONJ
cana-778	83	7	read	read	VERB
cana-778	83	8	vulnerable	vulnerable	ADJ
cana-778	83	9	data	datum	NOUN
cana-778	83	10	circulating	circulate	VERB
cana-778	83	11	throughout	throughout	ADP
cana-778	83	12	the	the	DET
cana-778	83	13	iot	iot	NOUN
cana-778	83	14	network	network	NOUN
cana-778	83	15	[	[	X
cana-778	83	16	16	16	NUM
cana-778	83	17	]	]	PUNCT
cana-778	83	18	.	.	PUNCT
cana-778	84	1	the	the	DET
cana-778	84	2	effectiveness	effectiveness	NOUN
cana-778	84	3	of	of	ADP
cana-778	84	4	this	this	DET
cana-778	84	5	attack	attack	NOUN
cana-778	84	6	is	be	AUX
cana-778	84	7	heightened	heighten	VERB
cana-778	84	8	in	in	ADP
cana-778	84	9	instances	instance	NOUN
cana-778	84	10	where	where	SCONJ
cana-778	84	11	secure	secure	ADJ
cana-778	84	12	data	data	NOUN
cana-778	84	13	transfer	transfer	NOUN
cana-778	84	14	protocols	protocol	NOUN
cana-778	84	15	are	be	AUX
cana-778	84	16	not	not	PART
cana-778	84	17	implemented	implement	VERB
cana-778	84	18	,	,	PUNCT
cana-778	84	19	rendering	render	VERB
cana-778	84	20	iot	iot	NOUN
cana-778	84	21	networks	network	NOUN
cana-778	84	22	susceptible	susceptible	ADJ
cana-778	84	23	to	to	ADP
cana-778	84	24	unauthorized	unauthorized	ADJ
cana-778	84	25	monitoring	monitoring	NOUN
cana-778	84	26	and	and	CCONJ
cana-778	84	27	data	datum	NOUN
cana-778	84	28	compromise	compromise	NOUN
cana-778	84	29	.	.	PUNCT
cana-778	85	1	•	•	NOUN
cana-778	85	2	phishing	phishe	VERB
cana-778	85	3	attacks	attack	NOUN
cana-778	85	4	this	this	DET
cana-778	85	5	type	type	NOUN
cana-778	85	6	of	of	ADP
cana-778	85	7	attack	attack	NOUN
cana-778	85	8	occurs	occur	VERB
cana-778	85	9	when	when	SCONJ
cana-778	85	10	a	a	DET
cana-778	85	11	user	user	NOUN
cana-778	85	12	is	be	AUX
cana-778	85	13	deceived	deceive	VERB
cana-778	85	14	into	into	ADP
cana-778	85	15	clicking	click	VERB
cana-778	85	16	on	on	ADP
cana-778	85	17	emails	email	NOUN
cana-778	85	18	,	,	PUNCT
cana-778	85	19	browsing	browse	VERB
cana-778	85	20	web	web	NOUN
cana-778	85	21	pages	page	NOUN
cana-778	85	22	,	,	PUNCT
cana-778	85	23	or	or	CCONJ
cana-778	85	24	opening	open	VERB
cana-778	85	25	communication	communication	NOUN
cana-778	85	26	messages	message	NOUN
cana-778	85	27	that	that	PRON
cana-778	85	28	masquerade	masquerade	NOUN
cana-778	85	29	as	as	ADP
cana-778	85	30	legitimate	legitimate	ADJ
cana-778	85	31	sources	source	NOUN
cana-778	85	32	.	.	PUNCT
cana-778	86	1	the	the	DET
cana-778	86	2	user	user	NOUN
cana-778	86	3	is	be	AUX
cana-778	86	4	typically	typically	ADV
cana-778	86	5	tricked	trick	VERB
cana-778	86	6	into	into	ADP
cana-778	86	7	accessing	access	VERB
cana-778	86	8	links	link	NOUN
cana-778	86	9	that	that	PRON
cana-778	86	10	contain	contain	VERB
cana-778	86	11	malicious	malicious	ADJ
cana-778	86	12	content	content	NOUN
cana-778	86	13	,	,	PUNCT
cana-778	86	14	such	such	ADJ
cana-778	86	15	as	as	ADP
cana-778	86	16	malware	malware	NOUN
cana-778	86	17	or	or	CCONJ
cana-778	86	18	input	input	NOUN
cana-778	86	19	fields	field	NOUN
cana-778	86	20	prompting	prompt	VERB
cana-778	86	21	the	the	DET
cana-778	86	22	user	user	NOUN
cana-778	86	23	to	to	PART
cana-778	86	24	enter	enter	VERB
cana-778	86	25	sensitive	sensitive	ADJ
cana-778	86	26	information	information	NOUN
cana-778	86	27	.	.	PUNCT
cana-778	87	1	the	the	DET
cana-778	87	2	latter	latter	ADJ
cana-778	87	3	is	be	AUX
cana-778	87	4	then	then	ADV
cana-778	87	5	illicitly	illicitly	ADV
cana-778	87	6	acquired	acquire	VERB
cana-778	87	7	by	by	ADP
cana-778	87	8	the	the	DET
cana-778	87	9	assailant	assailant	NOUN
cana-778	87	10	.	.	PUNCT
cana-778	88	1	2	2	X
cana-778	88	2	.	.	X
cana-778	88	3	literature	literature	PROPN
cana-778	88	4	review	review	PROPN
cana-778	88	5	f.	f.	PROPN
cana-778	88	6	hussain	hussain	PROPN
cana-778	88	7	,	,	PUNCT
cana-778	88	8	et.al	et.al	PROPN
cana-778	88	9	(	(	PUNCT
cana-778	88	10	2021	2021	NUM
cana-778	88	11	)	)	PUNCT
cana-778	88	12	investigated	investigate	VERB
cana-778	88	13	a	a	DET
cana-778	88	14	two	two	NUM
cana-778	88	15	-	-	PUNCT
cana-778	88	16	stage	stage	NOUN
cana-778	88	17	machine	machine	NOUN
cana-778	88	18	learning	learning	NOUN
cana-778	88	19	(	(	PUNCT
cana-778	88	20	ml	ml	NOUN
cana-778	88	21	)	)	PUNCT
cana-778	88	22	technique	technique	NOUN
cana-778	88	23	for	for	ADP
cana-778	88	24	preventing	prevent	VERB
cana-778	88	25	and	and	CCONJ
cana-778	88	26	detecting	detect	VERB
cana-778	88	27	botnet	botnet	NOUN
cana-778	88	28	attacks	attack	NOUN
cana-778	88	29	in	in	ADP
cana-778	88	30	internet	internet	NOUN
cana-778	88	31	of	of	ADP
cana-778	88	32	things	thing	NOUN
cana-778	88	33	(	(	PUNCT
cana-778	88	34	iot	iot	NOUN
cana-778	88	35	)	)	PUNCT
cana-778	89	1	[	[	X
cana-778	89	2	17	17	NUM
cana-778	89	3	]	]	PUNCT
cana-778	89	4	.	.	PUNCT
cana-778	90	1	initially	initially	ADV
cana-778	90	2	,	,	PUNCT
cana-778	90	3	resnet-18	resnet-18	PROPN
cana-778	90	4	was	be	AUX
cana-778	90	5	implemented	implement	VERB
cana-778	90	6	for	for	ADP
cana-778	90	7	training	train	VERB
cana-778	90	8	this	this	DET
cana-778	90	9	technique	technique	NOUN
cana-778	90	10	.	.	PUNCT
cana-778	91	1	hence	hence	ADV
cana-778	91	2	,	,	PUNCT
cana-778	91	3	the	the	DET
cana-778	91	4	scanning	scanning	NOUN
cana-778	91	5	activity	activity	NOUN
cana-778	91	6	was	be	AUX
cana-778	91	7	detected	detect	VERB
cana-778	91	8	in	in	ADP
cana-778	91	9	an	an	DET
cana-778	91	10	advance	advance	NOUN
cana-778	91	11	attack	attack	NOUN
cana-778	91	12	stage	stage	NOUN
cana-778	91	13	for	for	ADP
cana-778	91	14	preventing	prevent	VERB
cana-778	91	15	botnet	botnet	NOUN
cana-778	91	16	attacks	attack	NOUN
cana-778	91	17	.	.	PUNCT
cana-778	92	1	subsequently	subsequently	ADV
cana-778	92	2	,	,	PUNCT
cana-778	92	3	this	this	DET
cana-778	92	4	technique	technique	NOUN
cana-778	92	5	aimed	aim	VERB
cana-778	92	6	to	to	PART
cana-778	92	7	train	train	VERB
cana-778	92	8	another	another	DET
cana-778	92	9	resnet-18	resnet-18	NOUN
cana-778	92	10	model	model	NOUN
cana-778	92	11	in	in	SCONJ
cana-778	92	12	order	order	NOUN
cana-778	92	13	communications	communication	NOUN
cana-778	92	14	on	on	ADP
cana-778	92	15	applied	apply	VERB
cana-778	92	16	nonlinear	nonlinear	ADJ
cana-778	92	17	analysis	analysis	NOUN
cana-778	92	18	issn	issn	NOUN
cana-778	92	19	:	:	PUNCT
cana-778	92	20	1074	1074	NUM
cana-778	92	21	-	-	PUNCT
cana-778	92	22	133x	133x	NUM
cana-778	92	23	vol	vol	NOUN
cana-778	92	24	31	31	NUM
cana-778	92	25	no	no	NOUN
cana-778	92	26	.	.	PUNCT
cana-778	93	1	2s	2s	NUM
cana-778	93	2	(	(	PUNCT
cana-778	93	3	2024	2024	NUM
cana-778	93	4	)	)	PUNCT
cana-778	93	5	709	709	NUM
cana-778	93	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	93	7	to	to	PART
cana-778	93	8	recognize	recognize	VERB
cana-778	93	9	ddos	ddos	NOUN
cana-778	93	10	attack	attack	NOUN
cana-778	93	11	while	while	SCONJ
cana-778	93	12	detecting	detect	VERB
cana-778	93	13	botnet	botnet	NOUN
cana-778	93	14	assaults	assault	NOUN
cana-778	93	15	.	.	PUNCT
cana-778	94	1	the	the	DET
cana-778	94	2	experimental	experimental	ADJ
cana-778	94	3	outcomes	outcome	NOUN
cana-778	94	4	revealed	reveal	VERB
cana-778	94	5	that	that	SCONJ
cana-778	94	6	the	the	DET
cana-778	94	7	investigated	investigate	VERB
cana-778	94	8	technique	technique	NOUN
cana-778	94	9	provided	provide	VERB
cana-778	94	10	an	an	DET
cana-778	94	11	accuracy	accuracy	NOUN
cana-778	94	12	of	of	ADP
cana-778	94	13	0.9889	0.9889	NUM
cana-778	94	14	,	,	PUNCT
cana-778	94	15	precision	precision	NOUN
cana-778	94	16	of	of	ADP
cana-778	94	17	0.9901	0.9901	NUM
cana-778	94	18	,	,	PUNCT
cana-778	94	19	recall	recall	NOUN
cana-778	94	20	of	of	ADP
cana-778	94	21	0.9874	0.9874	NUM
cana-778	94	22	and	and	CCONJ
cana-778	94	23	f1score	f1score	NOUN
cana-778	94	24	of	of	ADP
cana-778	94	25	0.9887	0.9887	NUM
cana-778	94	26	for	for	ADP
cana-778	94	27	preventing	prevent	VERB
cana-778	94	28	and	and	CCONJ
cana-778	94	29	detecting	detect	VERB
cana-778	94	30	iot	iot	ADJ
cana-778	94	31	botnet	botnet	NOUN
cana-778	94	32	assaults	assault	NOUN
cana-778	94	33	.	.	PUNCT
cana-778	95	1	moreover	moreover	ADV
cana-778	95	2	,	,	PUNCT
cana-778	95	3	3	3	NUM
cana-778	95	4	diverse	diverse	ADJ
cana-778	95	5	datasets	dataset	NOUN
cana-778	95	6	were	be	AUX
cana-778	95	7	applied	apply	VERB
cana-778	95	8	for	for	ADP
cana-778	95	9	training	training	NOUN
cana-778	95	10	3	3	NUM
cana-778	95	11	other	other	ADJ
cana-778	95	12	resnet-18	resnet-18	PROPN
cana-778	95	13	algorithms	algorithm	NOUN
cana-778	95	14	which	which	PRON
cana-778	95	15	detected	detect	VERB
cana-778	95	16	scan	scan	NOUN
cana-778	95	17	and	and	CCONJ
cana-778	95	18	ddos	ddo	VERB
cana-778	95	19	attacks	attack	NOUN
cana-778	95	20	.	.	PUNCT
cana-778	96	1	the	the	DET
cana-778	96	2	investigated	investigate	VERB
cana-778	96	3	technique	technique	NOUN
cana-778	96	4	was	be	AUX
cana-778	96	5	proved	prove	VERB
cana-778	96	6	effective	effective	ADJ
cana-778	96	7	for	for	ADP
cana-778	96	8	preventing	prevent	VERB
cana-778	96	9	and	and	CCONJ
cana-778	96	10	detecting	detect	VERB
cana-778	96	11	botnet	botnet	NOUN
cana-778	96	12	assaults	assault	NOUN
cana-778	96	13	.	.	PUNCT
cana-778	97	1	p.	p.	NOUN
cana-778	97	2	m.	m.	PROPN
cana-778	97	3	s.	s.	PROPN
cana-778	97	4	sánchez	sánchez	PROPN
cana-778	97	5	,	,	PUNCT
cana-778	97	6	et.al	et.al	PROPN
cana-778	97	7	(	(	PUNCT
cana-778	97	8	2023	2023	NUM
cana-778	97	9	)	)	PUNCT
cana-778	97	10	suggested	suggest	VERB
cana-778	97	11	a	a	DET
cana-778	97	12	long	long	ADJ
cana-778	97	13	short	short	ADJ
cana-778	97	14	term	term	NOUN
cana-778	97	15	memory	memory	NOUN
cana-778	97	16	-	-	PUNCT
cana-778	97	17	convolutional	convolutional	ADJ
cana-778	97	18	neural	neural	ADJ
cana-778	97	19	network	network	NOUN
cana-778	97	20	(	(	PUNCT
cana-778	97	21	lstm	lstm	PROPN
cana-778	97	22	-	-	PUNCT
cana-778	97	23	cnn	cnn	PROPN
cana-778	97	24	)	)	PUNCT
cana-778	97	25	model	model	NOUN
cana-778	97	26	depending	depend	VERB
cana-778	97	27	upon	upon	SCONJ
cana-778	97	28	the	the	DET
cana-778	97	29	hardware	hardware	NOUN
cana-778	97	30	performance	performance	NOUN
cana-778	97	31	behavior	behavior	NOUN
cana-778	97	32	to	to	PART
cana-778	97	33	recognize	recognize	VERB
cana-778	97	34	individual	individual	ADJ
cana-778	97	35	device	device	NOUN
cana-778	97	36	[	[	X
cana-778	97	37	18	18	NUM
cana-778	97	38	]	]	PUNCT
cana-778	97	39	.	.	PUNCT
cana-778	98	1	afterward	afterward	ADV
cana-778	98	2	,	,	PUNCT
cana-778	98	3	the	the	DET
cana-778	98	4	extensive	extensive	ADJ
cana-778	98	5	machine	machine	NOUN
cana-778	98	6	learning	learning	NOUN
cana-778	98	7	(	(	PUNCT
cana-778	98	8	ml	ml	NOUN
cana-778	98	9	)	)	PUNCT
cana-778	98	10	and	and	CCONJ
cana-778	98	11	deep	deep	ADJ
cana-778	98	12	learning	learning	NOUN
cana-778	98	13	(	(	PUNCT
cana-778	98	14	dl	dl	NOUN
cana-778	98	15	)	)	PUNCT
cana-778	98	16	methods	method	NOUN
cana-778	98	17	were	be	AUX
cana-778	98	18	implemented	implement	VERB
cana-778	98	19	,	,	PUNCT
cana-778	98	20	and	and	CCONJ
cana-778	98	21	the	the	DET
cana-778	98	22	dataset	dataset	NOUN
cana-778	98	23	taken	take	VERB
cana-778	98	24	from	from	ADP
cana-778	98	25	45	45	NUM
cana-778	98	26	raspberry	raspberry	NOUN
cana-778	98	27	pi	pi	NOUN
cana-778	98	28	devices	device	NOUN
cana-778	98	29	was	be	AUX
cana-778	98	30	executed	execute	VERB
cana-778	98	31	for	for	ADP
cana-778	98	32	computing	compute	VERB
cana-778	98	33	the	the	DET
cana-778	98	34	suggested	suggest	VERB
cana-778	98	35	model	model	NOUN
cana-778	98	36	against	against	ADP
cana-778	98	37	these	these	DET
cana-778	98	38	methods	method	NOUN
cana-778	98	39	.	.	PUNCT
cana-778	99	1	the	the	DET
cana-778	99	2	suggested	suggest	VERB
cana-778	99	3	model	model	NOUN
cana-778	99	4	yielded	yield	VERB
cana-778	99	5	a	a	DET
cana-778	99	6	f1	f1	NOUN
cana-778	99	7	-	-	PUNCT
cana-778	99	8	score	score	NOUN
cana-778	99	9	of	of	ADP
cana-778	99	10	96	96	NUM
cana-778	99	11	%	%	NOUN
cana-778	99	12	and	and	CCONJ
cana-778	99	13	true	true	ADJ
cana-778	99	14	positive	positive	ADJ
cana-778	99	15	rate	rate	NOUN
cana-778	99	16	(	(	PUNCT
cana-778	99	17	tpr	tpr	NOUN
cana-778	99	18	)	)	PUNCT
cana-778	99	19	of	of	ADP
cana-778	99	20	0.8	0.8	NUM
cana-778	99	21	.	.	PUNCT
cana-778	100	1	however	however	ADV
cana-778	100	2	,	,	PUNCT
cana-778	100	3	some	some	DET
cana-778	100	4	evasion	evasion	NOUN
cana-778	100	5	attacks	attack	NOUN
cana-778	100	6	were	be	AUX
cana-778	100	7	still	still	ADV
cana-778	100	8	found	find	VERB
cana-778	100	9	.	.	PUNCT
cana-778	101	1	thus	thus	ADV
cana-778	101	2	,	,	PUNCT
cana-778	101	3	adversarial	adversarial	ADJ
cana-778	101	4	training	training	NOUN
cana-778	101	5	and	and	CCONJ
cana-778	101	6	model	model	NOUN
cana-778	101	7	distillation	distillation	NOUN
cana-778	101	8	defense	defense	NOUN
cana-778	101	9	(	(	PUNCT
cana-778	101	10	mdd	mdd	PROPN
cana-778	101	11	)	)	PUNCT
cana-778	101	12	methods	method	NOUN
cana-778	101	13	were	be	AUX
cana-778	101	14	adopted	adopt	VERB
cana-778	101	15	for	for	ADP
cana-778	101	16	making	make	VERB
cana-778	101	17	the	the	DET
cana-778	101	18	technique	technique	NOUN
cana-778	101	19	more	more	ADV
cana-778	101	20	resistible	resistible	ADJ
cana-778	101	21	against	against	ADP
cana-778	101	22	evasion	evasion	NOUN
cana-778	101	23	attacks	attack	NOUN
cana-778	101	24	at	at	ADP
cana-778	101	25	an	an	DET
cana-778	101	26	accuracy	accuracy	NOUN
cana-778	101	27	of	of	ADP
cana-778	101	28	88	88	NUM
cana-778	101	29	%	%	NOUN
cana-778	101	30	for	for	ADP
cana-778	101	31	detecting	detect	VERB
cana-778	101	32	attacks	attack	NOUN
cana-778	101	33	.	.	PUNCT
cana-778	102	1	a.	a.	PROPN
cana-778	102	2	k.	k.	PROPN
cana-778	102	3	dey	dey	PROPN
cana-778	102	4	,	,	PUNCT
cana-778	102	5	et.al	et.al	PROPN
cana-778	102	6	(	(	PUNCT
cana-778	102	7	2023	2023	NUM
cana-778	102	8	)	)	PUNCT
cana-778	102	9	designed	design	VERB
cana-778	102	10	a	a	DET
cana-778	102	11	hybrid	hybrid	ADJ
cana-778	102	12	method	method	NOUN
cana-778	102	13	of	of	ADP
cana-778	102	14	statistical	statistical	ADJ
cana-778	102	15	test	test	NOUN
cana-778	102	16	-	-	PUNCT
cana-778	102	17	based	base	VERB
cana-778	102	18	filter	filter	NOUN
cana-778	102	19	(	(	PUNCT
cana-778	102	20	stf	stf	NOUN
cana-778	102	21	)	)	PUNCT
cana-778	102	22	methods	method	NOUN
cana-778	102	23	,	,	PUNCT
cana-778	102	24	namely	namely	ADV
cana-778	102	25	chi	chi	ADJ
cana-778	102	26	-	-	PUNCT
cana-778	102	27	square	square	ADJ
cana-778	102	28	(	(	PUNCT
cana-778	102	29	χ2	χ2	PROPN
cana-778	102	30	)	)	PUNCT
cana-778	102	31	,	,	PUNCT
cana-778	102	32	pearson	pearson	PROPN
cana-778	102	33	's	's	PART
cana-778	102	34	correlation	correlation	NOUN
cana-778	102	35	coefficient	coefficient	NOUN
cana-778	102	36	(	(	PUNCT
cana-778	102	37	pcc	pcc	NOUN
cana-778	102	38	)	)	PUNCT
cana-778	102	39	,	,	PUNCT
cana-778	102	40	and	and	CCONJ
cana-778	102	41	mutual	mutual	ADJ
cana-778	102	42	information	information	NOUN
cana-778	102	43	(	(	PUNCT
cana-778	102	44	mi	mi	NOUN
cana-778	102	45	)	)	PUNCT
cana-778	102	46	and	and	CCONJ
cana-778	102	47	a	a	DET
cana-778	102	48	non	non	ADJ
cana-778	102	49	-	-	ADJ
cana-778	102	50	dominated	dominated	ADJ
cana-778	102	51	sorting	sort	VERB
cana-778	102	52	genetic	genetic	ADJ
cana-778	102	53	algorithm	algorithm	NOUN
cana-778	102	54	(	(	PUNCT
cana-778	102	55	nsga	nsga	NOUN
cana-778	102	56	-	-	PUNCT
cana-778	102	57	ii)-based	ii)-base	VERB
cana-778	102	58	algorithm	algorithm	NOUN
cana-778	102	59	to	to	PART
cana-778	102	60	optimize	optimize	VERB
cana-778	102	61	the	the	DET
cana-778	102	62	features	feature	NOUN
cana-778	102	63	[	[	X
cana-778	102	64	19	19	NUM
cana-778	102	65	]	]	PUNCT
cana-778	102	66	.	.	PUNCT
cana-778	103	1	the	the	DET
cana-778	103	2	stf	stf	PROPN
cana-778	103	3	techniques	technique	NOUN
cana-778	103	4	were	be	AUX
cana-778	103	5	adopted	adopt	VERB
cana-778	103	6	for	for	ADP
cana-778	103	7	assigning	assign	VERB
cana-778	103	8	ranks	rank	NOUN
cana-778	103	9	to	to	ADP
cana-778	103	10	the	the	DET
cana-778	103	11	features	feature	NOUN
cana-778	103	12	to	to	PART
cana-778	103	13	initialize	initialize	VERB
cana-778	103	14	guided	guide	VERB
cana-778	103	15	population	population	NOUN
cana-778	103	16	in	in	ADP
cana-778	103	17	nsga	nsga	PROPN
cana-778	103	18	-	-	PUNCT
cana-778	103	19	ii	ii	NOUN
cana-778	103	20	.	.	PUNCT
cana-778	104	1	hence	hence	ADV
cana-778	104	2	,	,	PUNCT
cana-778	104	3	higher	high	ADJ
cana-778	104	4	convergence	convergence	NOUN
cana-778	104	5	speed	speed	NOUN
cana-778	104	6	was	be	AUX
cana-778	104	7	attained	attain	VERB
cana-778	104	8	.	.	PUNCT
cana-778	105	1	the	the	DET
cana-778	105	2	ton	ton	NOUN
cana-778	105	3	-	-	PUNCT
cana-778	105	4	iot	iot	NOUN
cana-778	105	5	dataset	dataset	NOUN
cana-778	105	6	was	be	AUX
cana-778	105	7	considered	consider	VERB
cana-778	105	8	for	for	ADP
cana-778	105	9	quantifying	quantify	VERB
cana-778	105	10	the	the	DET
cana-778	105	11	designed	design	VERB
cana-778	105	12	method	method	NOUN
cana-778	105	13	with	with	ADP
cana-778	105	14	respect	respect	NOUN
cana-778	105	15	to	to	ADP
cana-778	105	16	selected	select	VERB
cana-778	105	17	features	feature	NOUN
cana-778	105	18	and	and	CCONJ
cana-778	105	19	accuracy	accuracy	NOUN
cana-778	105	20	.	.	PUNCT
cana-778	106	1	according	accord	VERB
cana-778	106	2	to	to	ADP
cana-778	106	3	experiments	experiment	NOUN
cana-778	106	4	,	,	PUNCT
cana-778	106	5	the	the	DET
cana-778	106	6	designed	design	VERB
cana-778	106	7	method	method	NOUN
cana-778	106	8	was	be	AUX
cana-778	106	9	performed	perform	VERB
cana-778	106	10	well	well	ADV
cana-778	106	11	with	with	ADP
cana-778	106	12	least	least	ADJ
cana-778	106	13	amount	amount	NOUN
cana-778	106	14	of	of	ADP
cana-778	106	15	features	feature	NOUN
cana-778	106	16	and	and	CCONJ
cana-778	106	17	offered	offer	VERB
cana-778	106	18	an	an	DET
cana-778	106	19	accuracy	accuracy	NOUN
cana-778	106	20	of	of	ADP
cana-778	106	21	99.48	99.48	NUM
cana-778	106	22	%	%	NOUN
cana-778	106	23	.	.	PUNCT
cana-778	107	1	r.	r.	PROPN
cana-778	107	2	harada	harada	PROPN
cana-778	107	3	,	,	PUNCT
cana-778	107	4	et.al	et.al	PROPN
cana-778	107	5	(	(	PUNCT
cana-778	107	6	2022	2022	NUM
cana-778	107	7	)	)	PUNCT
cana-778	107	8	introduced	introduce	VERB
cana-778	107	9	a	a	DET
cana-778	107	10	new	new	ADJ
cana-778	107	11	suppression	suppression	NOUN
cana-778	107	12	system	system	NOUN
cana-778	107	13	against	against	ADP
cana-778	107	14	distributed	distribute	VERB
cana-778	107	15	denial	denial	NOUN
cana-778	107	16	of	of	ADP
cana-778	107	17	service	service	NOUN
cana-778	107	18	(	(	PUNCT
cana-778	107	19	ddos	ddos	NOUN
cana-778	107	20	)	)	PUNCT
cana-778	107	21	attack	attack	NOUN
cana-778	107	22	for	for	ADP
cana-778	107	23	mitigating	mitigate	VERB
cana-778	107	24	the	the	DET
cana-778	107	25	elimination	elimination	NOUN
cana-778	107	26	of	of	ADP
cana-778	107	27	authentic	authentic	ADJ
cana-778	107	28	traffic	traffic	NOUN
cana-778	107	29	using	use	VERB
cana-778	107	30	few	few	ADJ
cana-778	107	31	devices	device	NOUN
cana-778	107	32	[	[	X
cana-778	107	33	20	20	NUM
cana-778	107	34	]	]	PUNCT
cana-778	107	35	.	.	PUNCT
cana-778	108	1	for	for	ADP
cana-778	108	2	this	this	PRON
cana-778	108	3	,	,	PUNCT
cana-778	108	4	the	the	DET
cana-778	108	5	priority	priority	NOUN
cana-778	108	6	of	of	ADP
cana-778	108	7	frames	frame	NOUN
cana-778	108	8	was	be	AUX
cana-778	108	9	controlled	control	VERB
cana-778	108	10	in	in	ADP
cana-778	108	11	a	a	DET
cana-778	108	12	network	network	NOUN
cana-778	108	13	which	which	PRON
cana-778	108	14	had	have	VERB
cana-778	108	15	in	in	ADP
cana-778	108	16	internet	internet	NOUN
cana-778	108	17	of	of	ADP
cana-778	108	18	things	thing	NOUN
cana-778	108	19	(	(	PUNCT
cana-778	108	20	iot	iot	NOUN
cana-778	108	21	)	)	PUNCT
cana-778	108	22	devices	device	NOUN
cana-778	108	23	.	.	PUNCT
cana-778	109	1	the	the	DET
cana-778	109	2	simulation	simulation	NOUN
cana-778	109	3	exhibited	exhibit	VERB
cana-778	109	4	the	the	DET
cana-778	109	5	effectiveness	effectiveness	NOUN
cana-778	109	6	of	of	ADP
cana-778	109	7	the	the	DET
cana-778	109	8	introduced	introduce	VERB
cana-778	109	9	system	system	NOUN
cana-778	109	10	for	for	ADP
cana-778	109	11	preventing	prevent	VERB
cana-778	109	12	the	the	DET
cana-778	109	13	authentic	authentic	ADJ
cana-778	109	14	traffic	traffic	NOUN
cana-778	109	15	in	in	ADP
cana-778	109	16	30	30	NUM
cana-778	109	17	seconds	second	NOUN
cana-778	109	18	during	during	ADP
cana-778	109	19	the	the	DET
cana-778	109	20	occurrence	occurrence	NOUN
cana-778	109	21	of	of	ADP
cana-778	109	22	attack	attack	NOUN
cana-778	109	23	traffic	traffic	NOUN
cana-778	109	24	via	via	ADP
cana-778	109	25	a	a	DET
cana-778	109	26	traffic	traffic	NOUN
cana-778	109	27	generator	generator	NOUN
cana-778	109	28	.	.	PUNCT
cana-778	110	1	further	far	ADV
cana-778	110	2	,	,	PUNCT
cana-778	110	3	mirai	mirai	NOUN
cana-778	110	4	-	-	PUNCT
cana-778	110	5	based	base	VERB
cana-778	110	6	ddos	ddos	NOUN
cana-778	110	7	attack	attack	NOUN
cana-778	110	8	traffic	traffic	NOUN
cana-778	110	9	was	be	AUX
cana-778	110	10	launched	launch	VERB
cana-778	110	11	to	to	PART
cana-778	110	12	evaluate	evaluate	VERB
cana-778	110	13	this	this	DET
cana-778	110	14	system	system	NOUN
cana-778	110	15	.	.	PUNCT
cana-778	111	1	the	the	DET
cana-778	111	2	findings	finding	NOUN
cana-778	111	3	depicted	depict	VERB
cana-778	111	4	that	that	SCONJ
cana-778	111	5	the	the	DET
cana-778	111	6	introduced	introduce	VERB
cana-778	111	7	system	system	NOUN
cana-778	111	8	was	be	AUX
cana-778	111	9	capable	capable	ADJ
cana-778	111	10	of	of	ADP
cana-778	111	11	blocking	block	VERB
cana-778	111	12	attack	attack	NOUN
cana-778	111	13	traffic	traffic	NOUN
cana-778	111	14	at	at	ADP
cana-778	111	15	the	the	DET
cana-778	111	16	switches	switch	NOUN
cana-778	111	17	when	when	SCONJ
cana-778	111	18	the	the	DET
cana-778	111	19	products	product	NOUN
cana-778	111	20	of	of	ADP
cana-778	111	21	vendors	vendor	NOUN
cana-778	111	22	were	be	AUX
cana-778	111	23	combined	combine	VERB
cana-778	111	24	.	.	PUNCT
cana-778	112	1	x.	x.	PROPN
cana-778	112	2	liu	liu	PROPN
cana-778	112	3	,	,	PUNCT
cana-778	112	4	et.al	et.al	PROPN
cana-778	112	5	(	(	PUNCT
cana-778	112	6	2022	2022	NUM
cana-778	112	7	)	)	PUNCT
cana-778	112	8	projected	project	VERB
cana-778	112	9	a	a	DET
cana-778	112	10	broad	broad	ADJ
cana-778	112	11	learning	learning	NOUN
cana-778	112	12	based	base	VERB
cana-778	112	13	comprehensive	comprehensive	ADJ
cana-778	112	14	defense	defense	NOUN
cana-778	112	15	(	(	PUNCT
cana-778	112	16	blcd	blcd	NOUN
cana-778	112	17	)	)	PUNCT
cana-778	112	18	method	method	NOUN
cana-778	112	19	in	in	ADP
cana-778	112	20	which	which	PRON
cana-778	112	21	bl	bl	INTJ
cana-778	112	22	was	be	AUX
cana-778	112	23	integrated	integrate	VERB
cana-778	112	24	with	with	ADP
cana-778	112	25	a	a	DET
cana-778	112	26	set	set	NOUN
cana-778	112	27	of	of	ADP
cana-778	112	28	defense	defense	NOUN
cana-778	112	29	methods	method	NOUN
cana-778	112	30	against	against	ADP
cana-778	112	31	ssdp	ssdp	NOUN
cana-778	112	32	attacks	attack	NOUN
cana-778	112	33	[	[	X
cana-778	112	34	21	21	NUM
cana-778	112	35	]	]	PUNCT
cana-778	112	36	.	.	PUNCT
cana-778	113	1	this	this	DET
cana-778	113	2	method	method	NOUN
cana-778	113	3	was	be	AUX
cana-778	113	4	executed	execute	VERB
cana-778	113	5	with	with	ADP
cana-778	113	6	the	the	DET
cana-778	113	7	attack	attack	NOUN
cana-778	113	8	chain	chain	NOUN
cana-778	113	9	for	for	ADP
cana-778	113	10	defending	defend	VERB
cana-778	113	11	against	against	ADP
cana-778	113	12	assaults	assault	NOUN
cana-778	113	13	.	.	PUNCT
cana-778	114	1	the	the	DET
cana-778	114	2	projected	project	VERB
cana-778	114	3	method	method	NOUN
cana-778	114	4	was	be	AUX
cana-778	114	5	emphasized	emphasize	VERB
cana-778	114	6	on	on	ADP
cana-778	114	7	detecting	detect	VERB
cana-778	114	8	suspected	suspect	VERB
cana-778	114	9	traffic	traffic	NOUN
cana-778	114	10	at	at	ADP
cana-778	114	11	bots	bot	NOUN
cana-778	114	12	,	,	PUNCT
cana-778	114	13	service	service	NOUN
cana-778	114	14	providers	provider	NOUN
cana-778	114	15	and	and	CCONJ
cana-778	114	16	victims	victim	NOUN
cana-778	114	17	on	on	ADP
cana-778	114	18	the	the	DET
cana-778	114	19	basis	basis	NOUN
cana-778	114	20	of	of	ADP
cana-778	114	21	bl	bl	PROPN
cana-778	114	22	.	.	PUNCT
cana-778	115	1	the	the	DET
cana-778	115	2	obtained	obtain	VERB
cana-778	115	3	output	output	NOUN
cana-778	115	4	was	be	AUX
cana-778	115	5	considered	consider	VERB
cana-778	115	6	to	to	PART
cana-778	115	7	implement	implement	VERB
cana-778	115	8	defense	defense	NOUN
cana-778	115	9	methods	method	NOUN
cana-778	115	10	for	for	ADP
cana-778	115	11	mitigating	mitigate	VERB
cana-778	115	12	ddod	ddod	NOUN
cana-778	115	13	packets	packet	NOUN
cana-778	115	14	.	.	PUNCT
cana-778	116	1	an	an	DET
cana-778	116	2	analysis	analysis	NOUN
cana-778	116	3	was	be	AUX
cana-778	116	4	conducted	conduct	VERB
cana-778	116	5	on	on	ADP
cana-778	116	6	the	the	DET
cana-778	116	7	projected	project	VERB
cana-778	116	8	method	method	NOUN
cana-778	116	9	under	under	ADP
cana-778	116	10	assault	assault	NOUN
cana-778	116	11	traffic	traffic	NOUN
cana-778	116	12	and	and	CCONJ
cana-778	116	13	at	at	ADP
cana-778	116	14	diverse	diverse	ADJ
cana-778	116	15	defense	defense	NOUN
cana-778	116	16	locations	location	NOUN
cana-778	116	17	.	.	PUNCT
cana-778	117	1	the	the	DET
cana-778	117	2	experimental	experimental	ADJ
cana-778	117	3	outcomes	outcome	NOUN
cana-778	117	4	indicated	indicate	VERB
cana-778	117	5	that	that	SCONJ
cana-778	117	6	the	the	DET
cana-778	117	7	projected	project	VERB
cana-778	117	8	method	method	NOUN
cana-778	117	9	was	be	AUX
cana-778	117	10	effective	effective	ADJ
cana-778	117	11	for	for	ADP
cana-778	117	12	mitigating	mitigate	VERB
cana-778	117	13	the	the	DET
cana-778	117	14	number	number	NOUN
cana-778	117	15	of	of	ADP
cana-778	117	16	packets	packet	NOUN
cana-778	117	17	up	up	ADP
cana-778	117	18	to	to	PART
cana-778	117	19	39	39	NUM
cana-778	117	20	%	%	NOUN
cana-778	117	21	and	and	CCONJ
cana-778	117	22	detecting	detect	VERB
cana-778	117	23	malevolent	malevolent	ADJ
cana-778	117	24	packets	packet	NOUN
cana-778	117	25	at	at	ADP
cana-778	117	26	an	an	DET
cana-778	117	27	accuracy	accuracy	NOUN
cana-778	117	28	up	up	ADP
cana-778	117	29	to	to	ADP
cana-778	117	30	99.99	99.99	NUM
cana-778	117	31	%	%	NOUN
cana-778	117	32	in	in	ADP
cana-778	117	33	comparison	comparison	NOUN
cana-778	117	34	with	with	ADP
cana-778	117	35	the	the	DET
cana-778	117	36	traditional	traditional	ADJ
cana-778	117	37	methods	method	NOUN
cana-778	117	38	.	.	PUNCT
cana-778	118	1	n.	n.	PROPN
cana-778	118	2	nabeel	nabeel	PROPN
cana-778	118	3	,	,	PUNCT
cana-778	118	4	et.al	et.al	PROPN
cana-778	118	5	(	(	PUNCT
cana-778	118	6	2021	2021	NUM
cana-778	118	7	)	)	PUNCT
cana-778	118	8	constructed	construct	VERB
cana-778	118	9	a	a	DET
cana-778	118	10	novel	novel	ADJ
cana-778	118	11	lightweight	lightweight	NOUN
cana-778	118	12	(	(	PUNCT
cana-778	118	13	lwt	lwt	NOUN
cana-778	118	14	)	)	PUNCT
cana-778	118	15	hash	hash	NOUN
cana-778	118	16	function	function	NOUN
cana-778	118	17	known	know	VERB
cana-778	118	18	as	as	ADP
cana-778	118	19	lightweight	lightweight	ADJ
cana-778	118	20	new	new	ADJ
cana-778	118	21	mersenne	mersenne	NOUN
cana-778	118	22	number	number	NOUN
cana-778	118	23	transform	transform	NOUN
cana-778	118	24	(	(	PUNCT
cana-778	118	25	lnmnt	lnmnt	NOUN
cana-778	118	26	)	)	PUNCT
cana-778	118	27	to	to	PART
cana-778	118	28	secure	secure	VERB
cana-778	118	29	diverse	diverse	ADJ
cana-778	118	30	internet	internet	NOUN
cana-778	118	31	of	of	ADP
cana-778	118	32	things	thing	NOUN
cana-778	118	33	(	(	PUNCT
cana-778	118	34	iot	iot	NOUN
cana-778	118	35	)	)	PUNCT
cana-778	118	36	applications	application	NOUN
cana-778	118	37	[	[	X
cana-778	118	38	22	22	NUM
cana-778	118	39	]	]	PUNCT
cana-778	118	40	.	.	PUNCT
cana-778	119	1	the	the	DET
cana-778	119	2	arbitrariness	arbitrariness	NOUN
cana-778	119	3	,	,	PUNCT
cana-778	119	4	confusion	confusion	NOUN
cana-778	119	5	,	,	PUNCT
cana-778	119	6	diffusion	diffusion	NOUN
cana-778	119	7	,	,	PUNCT
cana-778	119	8	distributed	distribute	VERB
cana-778	119	9	hash	hash	NOUN
cana-778	119	10	function	function	NOUN
cana-778	119	11	,	,	PUNCT
cana-778	119	12	and	and	CCONJ
cana-778	119	13	dissimilar	dissimilar	ADJ
cana-778	119	14	attacks	attack	NOUN
cana-778	119	15	were	be	AUX
cana-778	119	16	considered	consider	VERB
cana-778	119	17	for	for	ADP
cana-778	119	18	quantifying	quantify	VERB
cana-778	119	19	the	the	DET
cana-778	119	20	constructed	construct	VERB
cana-778	119	21	approach	approach	NOUN
cana-778	119	22	.	.	PUNCT
cana-778	120	1	the	the	DET
cana-778	120	2	nist	nist	NOUN
cana-778	120	3	suit	suit	NOUN
cana-778	120	4	was	be	AUX
cana-778	120	5	executed	execute	VERB
cana-778	120	6	for	for	ADP
cana-778	120	7	computing	compute	VERB
cana-778	120	8	the	the	DET
cana-778	120	9	communications	communication	NOUN
cana-778	120	10	on	on	ADP
cana-778	120	11	applied	apply	VERB
cana-778	120	12	nonlinear	nonlinear	ADJ
cana-778	120	13	analysis	analysis	NOUN
cana-778	120	14	issn	issn	NOUN
cana-778	120	15	:	:	PUNCT
cana-778	120	16	1074	1074	NUM
cana-778	120	17	-	-	PUNCT
cana-778	120	18	133x	133x	NUM
cana-778	120	19	vol	vol	NOUN
cana-778	120	20	31	31	NUM
cana-778	120	21	no	no	NOUN
cana-778	120	22	.	.	PUNCT
cana-778	121	1	2s	2s	NUM
cana-778	121	2	(	(	PUNCT
cana-778	121	3	2024	2024	NUM
cana-778	121	4	)	)	PUNCT
cana-778	121	5	710	710	NUM
cana-778	121	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	121	7	randomness	randomness	NOUN
cana-778	121	8	.	.	PUNCT
cana-778	122	1	the	the	DET
cana-778	122	2	simulation	simulation	NOUN
cana-778	122	3	was	be	AUX
cana-778	122	4	conducted	conduct	VERB
cana-778	122	5	on	on	ADP
cana-778	122	6	the	the	DET
cana-778	122	7	constructed	construct	VERB
cana-778	122	8	approach	approach	NOUN
cana-778	122	9	concerning	concern	VERB
cana-778	122	10	cycles	cycle	NOUN
cana-778	122	11	per	per	ADP
cana-778	122	12	byte	byte	NOUN
cana-778	122	13	,	,	PUNCT
cana-778	122	14	memory	memory	NOUN
cana-778	122	15	deployment	deployment	NOUN
cana-778	122	16	,	,	PUNCT
cana-778	122	17	and	and	CCONJ
cana-778	122	18	consumed	consume	VERB
cana-778	122	19	energy	energy	NOUN
cana-778	122	20	.	.	PUNCT
cana-778	123	1	the	the	DET
cana-778	123	2	results	result	NOUN
cana-778	123	3	exhibited	exhibit	VERB
cana-778	123	4	the	the	DET
cana-778	123	5	sensitivity	sensitivity	NOUN
cana-778	123	6	against	against	ADP
cana-778	123	7	the	the	DET
cana-778	123	8	slight	slight	ADJ
cana-778	123	9	variation	variation	NOUN
cana-778	123	10	in	in	ADP
cana-778	123	11	the	the	DET
cana-778	123	12	input	input	NOUN
cana-778	123	13	message	message	NOUN
cana-778	123	14	.	.	PUNCT
cana-778	124	1	moreover	moreover	ADV
cana-778	124	2	,	,	PUNCT
cana-778	124	3	this	this	DET
cana-778	124	4	approach	approach	NOUN
cana-778	124	5	mitigated	mitigate	VERB
cana-778	124	6	the	the	DET
cana-778	124	7	execution	execution	NOUN
cana-778	124	8	time	time	NOUN
cana-778	124	9	,	,	PUNCT
cana-778	124	10	memory	memory	NOUN
cana-778	124	11	consumption	consumption	NOUN
cana-778	124	12	and	and	CCONJ
cana-778	124	13	energy	energy	NOUN
cana-778	124	14	deployment	deployment	NOUN
cana-778	124	15	as	as	ADP
cana-778	124	16	compared	compare	VERB
cana-778	124	17	to	to	ADP
cana-778	124	18	other	other	ADJ
cana-778	124	19	methods	method	NOUN
cana-778	124	20	.	.	PUNCT
cana-778	125	1	e.	e.	PROPN
cana-778	125	2	gelenbe	gelenbe	PROPN
cana-778	125	3	,	,	PUNCT
cana-778	125	4	et.al	et.al	PROPN
cana-778	125	5	(	(	PUNCT
cana-778	125	6	2022	2022	NUM
cana-778	125	7	)	)	PUNCT
cana-778	125	8	established	establish	VERB
cana-778	125	9	a	a	DET
cana-778	125	10	new	new	ADJ
cana-778	125	11	online	online	ADJ
cana-778	125	12	compromised	compromise	VERB
cana-778	125	13	device	device	NOUN
cana-778	125	14	identification	identification	NOUN
cana-778	125	15	system	system	NOUN
cana-778	125	16	(	(	PUNCT
cana-778	125	17	cdis	cdis	PROPN
cana-778	125	18	)	)	PUNCT
cana-778	125	19	for	for	ADP
cana-778	125	20	recognizing	recognize	VERB
cana-778	125	21	internet	internet	NOUN
cana-778	125	22	of	of	ADP
cana-778	125	23	things	thing	NOUN
cana-778	125	24	(	(	PUNCT
cana-778	125	25	iot	iot	NOUN
cana-778	125	26	)	)	PUNCT
cana-778	125	27	devices	device	NOUN
cana-778	125	28	infected	infect	VERB
cana-778	125	29	with	with	ADP
cana-778	125	30	a	a	DET
cana-778	125	31	botnet	botnet	NOUN
cana-778	125	32	attack	attack	NOUN
cana-778	125	33	which	which	PRON
cana-778	125	34	transmitted	transmit	VERB
cana-778	125	35	the	the	DET
cana-778	125	36	packets	packet	NOUN
cana-778	125	37	[	[	X
cana-778	125	38	23	23	NUM
cana-778	125	39	]	]	PUNCT
cana-778	125	40	.	.	PUNCT
cana-778	126	1	this	this	DET
cana-778	126	2	system	system	NOUN
cana-778	126	3	aimed	aim	VERB
cana-778	126	4	to	to	PART
cana-778	126	5	select	select	VERB
cana-778	126	6	particular	particular	ADJ
cana-778	126	7	parameters	parameter	NOUN
cana-778	126	8	whose	whose	DET
cana-778	126	9	extraction	extraction	NOUN
cana-778	126	10	was	be	AUX
cana-778	126	11	done	do	VERB
cana-778	126	12	from	from	ADP
cana-778	126	13	network	network	NOUN
cana-778	126	14	traffic	traffic	NOUN
cana-778	126	15	,	,	PUNCT
cana-778	126	16	and	and	CCONJ
cana-778	126	17	training	training	NOUN
cana-778	126	18	from	from	ADP
cana-778	126	19	online	online	ADJ
cana-778	126	20	model	model	NOUN
cana-778	126	21	when	when	SCONJ
cana-778	126	22	it	it	PRON
cana-778	126	23	was	be	AUX
cana-778	126	24	operated	operate	VERB
cana-778	126	25	normally	normally	ADV
cana-778	126	26	using	use	VERB
cana-778	126	27	an	an	DET
cana-778	126	28	autoassociative	autoassociative	ADJ
cana-778	126	29	dense	dense	ADJ
cana-778	126	30	random	random	ADJ
cana-778	126	31	neural	neural	ADJ
cana-778	126	32	network	network	NOUN
cana-778	126	33	(	(	PUNCT
cana-778	126	34	aadrnn	aadrnn	PROPN
cana-778	126	35	)	)	PUNCT
cana-778	126	36	model	model	NOUN
cana-778	126	37	.	.	PUNCT
cana-778	127	1	the	the	DET
cana-778	127	2	auto	auto	NOUN
cana-778	127	3	-	-	PUNCT
cana-778	127	4	associative	associative	NOUN
cana-778	127	5	learning	learning	NOUN
cana-778	127	6	(	(	PUNCT
cana-778	127	7	all	all	DET
cana-778	127	8	)	)	PUNCT
cana-778	127	9	algorithm	algorithm	NOUN
cana-778	127	10	was	be	AUX
cana-778	127	11	employed	employ	VERB
cana-778	127	12	to	to	PART
cana-778	127	13	train	train	VERB
cana-778	127	14	this	this	DET
cana-778	127	15	model	model	NOUN
cana-778	127	16	based	base	VERB
cana-778	127	17	on	on	ADP
cana-778	127	18	the	the	DET
cana-778	127	19	traffic	traffic	NOUN
cana-778	127	20	for	for	ADP
cana-778	127	21	estimating	estimate	VERB
cana-778	127	22	it	it	PRON
cana-778	127	23	as	as	ADP
cana-778	127	24	benign	benign	ADJ
cana-778	127	25	,	,	PUNCT
cana-778	127	26	without	without	ADP
cana-778	127	27	gathering	gather	VERB
cana-778	127	28	the	the	DET
cana-778	127	29	attack	attack	NOUN
cana-778	127	30	data	datum	NOUN
cana-778	127	31	.	.	PUNCT
cana-778	128	1	mirai	mirai	PROPN
cana-778	128	2	dataset	dataset	PROPN
cana-778	128	3	was	be	AUX
cana-778	128	4	executed	execute	VERB
cana-778	128	5	for	for	ADP
cana-778	128	6	simulating	simulate	VERB
cana-778	128	7	the	the	DET
cana-778	128	8	established	establish	VERB
cana-778	128	9	system	system	NOUN
cana-778	128	10	.	.	PUNCT
cana-778	129	1	the	the	DET
cana-778	129	2	experimental	experimental	ADJ
cana-778	129	3	outcomes	outcome	NOUN
cana-778	129	4	revealed	reveal	VERB
cana-778	129	5	that	that	SCONJ
cana-778	129	6	the	the	DET
cana-778	129	7	established	establish	VERB
cana-778	129	8	system	system	NOUN
cana-778	129	9	had	have	AUX
cana-778	129	10	detected	detect	VERB
cana-778	129	11	the	the	DET
cana-778	129	12	botnet	botnet	NOUN
cana-778	129	13	attack	attack	NOUN
cana-778	129	14	at	at	ADP
cana-778	129	15	an	an	DET
cana-778	129	16	accuracy	accuracy	NOUN
cana-778	129	17	of	of	ADP
cana-778	129	18	97	97	NUM
cana-778	129	19	%	%	NOUN
cana-778	129	20	.	.	PUNCT
cana-778	130	1	the	the	DET
cana-778	130	2	utilized	utilize	VERB
cana-778	130	3	model	model	NOUN
cana-778	130	4	was	be	AUX
cana-778	130	5	performed	perform	VERB
cana-778	130	6	well	well	ADV
cana-778	130	7	in	in	ADP
cana-778	130	8	contrast	contrast	NOUN
cana-778	130	9	to	to	ADP
cana-778	130	10	6	6	NUM
cana-778	130	11	diverse	diverse	ADJ
cana-778	130	12	techniques	technique	NOUN
cana-778	130	13	.	.	PUNCT
cana-778	131	1	moreover	moreover	ADV
cana-778	131	2	,	,	PUNCT
cana-778	131	3	the	the	DET
cana-778	131	4	established	establish	VERB
cana-778	131	5	system	system	NOUN
cana-778	131	6	was	be	AUX
cana-778	131	7	robust	robust	ADJ
cana-778	131	8	for	for	ADP
cana-778	131	9	preventing	prevent	VERB
cana-778	131	10	the	the	DET
cana-778	131	11	iot	iot	NOUN
cana-778	131	12	network	network	NOUN
cana-778	131	13	from	from	ADP
cana-778	131	14	the	the	DET
cana-778	131	15	spread	spread	NOUN
cana-778	131	16	of	of	ADP
cana-778	131	17	botnet	botnet	NOUN
cana-778	131	18	attacks	attack	NOUN
cana-778	131	19	.	.	PUNCT
cana-778	132	1	j.	j.	PROPN
cana-778	132	2	roldán	roldán	PROPN
cana-778	132	3	-	-	PUNCT
cana-778	132	4	gómez	gómez	NOUN
cana-778	132	5	,	,	PUNCT
cana-778	132	6	et.al	et.al	PROPN
cana-778	132	7	(	(	PUNCT
cana-778	132	8	2023	2023	NUM
cana-778	132	9	)	)	PUNCT
cana-778	132	10	developed	develop	VERB
cana-778	132	11	an	an	DET
cana-778	132	12	innovative	innovative	ADJ
cana-778	132	13	framework	framework	NOUN
cana-778	132	14	to	to	PART
cana-778	132	15	formulate	formulate	VERB
cana-778	132	16	complex	complex	ADJ
cana-778	132	17	event	event	NOUN
cana-778	132	18	processing	processing	NOUN
cana-778	132	19	(	(	PUNCT
cana-778	132	20	cep	cep	NOUN
cana-778	132	21	)	)	PUNCT
cana-778	132	22	rules	rule	VERB
cana-778	132	23	automatically	automatically	ADV
cana-778	132	24	when	when	SCONJ
cana-778	132	25	machine	machine	NOUN
cana-778	132	26	learning	learning	NOUN
cana-778	132	27	(	(	PUNCT
cana-778	132	28	ml	ml	NOUN
cana-778	132	29	)	)	PUNCT
cana-778	132	30	methods	method	NOUN
cana-778	132	31	were	be	AUX
cana-778	132	32	incorporated	incorporate	VERB
cana-778	132	33	[	[	X
cana-778	132	34	24	24	NUM
cana-778	132	35	]	]	PUNCT
cana-778	132	36	.	.	PUNCT
cana-778	133	1	the	the	DET
cana-778	133	2	initial	initial	ADJ
cana-778	133	3	one	one	NUM
cana-778	133	4	was	be	AUX
cana-778	133	5	assisted	assist	VERB
cana-778	133	6	in	in	ADP
cana-778	133	7	detecting	detect	VERB
cana-778	133	8	attack	attack	NOUN
cana-778	133	9	patterns	pattern	NOUN
cana-778	133	10	in	in	ADP
cana-778	133	11	real	real	ADJ
cana-778	133	12	time	time	NOUN
cana-778	133	13	and	and	CCONJ
cana-778	133	14	the	the	DET
cana-778	133	15	principal	principal	ADJ
cana-778	133	16	component	component	NOUN
cana-778	133	17	analysis	analysis	NOUN
cana-778	133	18	(	(	PUNCT
cana-778	133	19	pca	pca	NOUN
cana-778	133	20	)	)	PUNCT
cana-778	133	21	algorithm	algorithm	NOUN
cana-778	133	22	was	be	AUX
cana-778	133	23	employed	employ	VERB
cana-778	133	24	for	for	ADP
cana-778	133	25	characterizing	characterize	VERB
cana-778	133	26	events	event	NOUN
cana-778	133	27	and	and	CCONJ
cana-778	133	28	recognizing	recognize	VERB
cana-778	133	29	anomalies	anomaly	NOUN
cana-778	133	30	in	in	ADP
cana-778	133	31	internet	internet	NOUN
cana-778	133	32	of	of	ADP
cana-778	133	33	things	thing	NOUN
cana-778	133	34	(	(	PUNCT
cana-778	133	35	iot	iot	NOUN
cana-778	133	36	)	)	PUNCT
cana-778	133	37	.	.	PUNCT
cana-778	134	1	the	the	DET
cana-778	134	2	formulated	formulate	VERB
cana-778	134	3	rules	rule	NOUN
cana-778	134	4	were	be	AUX
cana-778	134	5	assisted	assist	VERB
cana-778	134	6	in	in	ADP
cana-778	134	7	enhancing	enhance	VERB
cana-778	134	8	the	the	DET
cana-778	134	9	traditional	traditional	ADJ
cana-778	134	10	rules	rule	NOUN
cana-778	134	11	.	.	PUNCT
cana-778	135	1	according	accord	VERB
cana-778	135	2	to	to	ADP
cana-778	135	3	experiments	experiment	NOUN
cana-778	135	4	,	,	PUNCT
cana-778	135	5	the	the	DET
cana-778	135	6	developed	develop	VERB
cana-778	135	7	framework	framework	NOUN
cana-778	135	8	had	have	AUX
cana-778	135	9	detected	detect	VERB
cana-778	135	10	the	the	DET
cana-778	135	11	attack	attack	NOUN
cana-778	135	12	at	at	ADP
cana-778	135	13	f1	f1	NOUN
cana-778	135	14	-	-	PUNCT
cana-778	135	15	score	score	NOUN
cana-778	135	16	up	up	ADP
cana-778	135	17	to	to	PART
cana-778	135	18	98	98	NUM
cana-778	135	19	%	%	NOUN
cana-778	135	20	and	and	CCONJ
cana-778	135	21	throughput	throughput	NOUN
cana-778	135	22	of	of	ADP
cana-778	135	23	76	76	NUM
cana-778	135	24	%	%	NOUN
cana-778	135	25	,	,	PUNCT
cana-778	135	26	and	and	CCONJ
cana-778	135	27	mitigated	mitigate	VERB
cana-778	135	28	the	the	DET
cana-778	135	29	overhead	overhead	NOUN
cana-778	135	30	up	up	ADP
cana-778	135	31	to	to	PART
cana-778	135	32	86	86	NUM
cana-778	135	33	%	%	NOUN
cana-778	135	34	.	.	PUNCT
cana-778	136	1	s.	s.	PROPN
cana-778	136	2	cakir	cakir	PROPN
cana-778	136	3	,	,	PUNCT
cana-778	136	4	et.al	et.al	PROPN
cana-778	136	5	(	(	PUNCT
cana-778	136	6	2020	2020	NUM
cana-778	136	7	)	)	PUNCT
cana-778	136	8	recommended	recommend	VERB
cana-778	136	9	a	a	DET
cana-778	136	10	gated	gate	VERB
cana-778	136	11	recurrent	recurrent	ADJ
cana-778	136	12	unit	unit	NOUN
cana-778	136	13	(	(	PUNCT
cana-778	136	14	gru	gru	NOUN
cana-778	136	15	)	)	PUNCT
cana-778	136	16	network	network	NOUN
cana-778	136	17	based	base	VERB
cana-778	136	18	deep	deep	ADJ
cana-778	136	19	learning	learning	NOUN
cana-778	136	20	(	(	PUNCT
cana-778	136	21	dl	dl	NOUN
cana-778	136	22	)	)	PUNCT
cana-778	136	23	for	for	ADP
cana-778	136	24	predicting	predict	VERB
cana-778	136	25	and	and	CCONJ
cana-778	136	26	preventing	prevent	VERB
cana-778	136	27	hello	hello	INTJ
cana-778	136	28	flooding	flooding	NOUN
cana-778	136	29	(	(	PUNCT
cana-778	136	30	hf	hf	NOUN
cana-778	136	31	)	)	PUNCT
cana-778	136	32	assaults	assault	NOUN
cana-778	136	33	on	on	ADP
cana-778	136	34	rpl	rpl	NOUN
cana-778	136	35	protocol	protocol	NOUN
cana-778	136	36	in	in	ADP
cana-778	136	37	internet	internet	NOUN
cana-778	136	38	of	of	ADP
cana-778	136	39	things	thing	NOUN
cana-778	136	40	(	(	PUNCT
cana-778	136	41	iot	iot	NOUN
cana-778	136	42	)	)	PUNCT
cana-778	136	43	networks	network	NOUN
cana-778	136	44	[	[	X
cana-778	136	45	25	25	NUM
cana-778	136	46	]	]	PUNCT
cana-778	136	47	.	.	PUNCT
cana-778	137	1	a	a	DET
cana-778	137	2	comparative	comparative	ADJ
cana-778	137	3	analysis	analysis	NOUN
cana-778	137	4	was	be	AUX
cana-778	137	5	conducted	conduct	VERB
cana-778	137	6	on	on	ADP
cana-778	137	7	the	the	DET
cana-778	137	8	recommended	recommend	VERB
cana-778	137	9	approach	approach	NOUN
cana-778	137	10	against	against	ADP
cana-778	137	11	support	support	NOUN
cana-778	137	12	vector	vector	NOUN
cana-778	137	13	machine	machine	NOUN
cana-778	137	14	(	(	PUNCT
cana-778	137	15	svm	svm	PROPN
cana-778	137	16	)	)	PUNCT
cana-778	137	17	and	and	CCONJ
cana-778	137	18	logistic	logistic	ADJ
cana-778	137	19	regression	regression	NOUN
cana-778	137	20	(	(	PUNCT
cana-778	137	21	lr	lr	NOUN
cana-778	137	22	)	)	PUNCT
cana-778	137	23	methods	method	NOUN
cana-778	137	24	concerning	concern	VERB
cana-778	137	25	power	power	NOUN
cana-778	137	26	states	state	NOUN
cana-778	137	27	and	and	CCONJ
cana-778	137	28	power	power	NOUN
cana-778	137	29	usage	usage	NOUN
cana-778	137	30	.	.	PUNCT
cana-778	138	1	the	the	DET
cana-778	138	2	experimental	experimental	ADJ
cana-778	138	3	outcomes	outcome	NOUN
cana-778	138	4	confirmed	confirm	VERB
cana-778	138	5	the	the	DET
cana-778	138	6	supremacy	supremacy	NOUN
cana-778	138	7	of	of	ADP
cana-778	138	8	the	the	DET
cana-778	138	9	recommended	recommend	VERB
cana-778	138	10	approach	approach	NOUN
cana-778	138	11	for	for	ADP
cana-778	138	12	securing	secure	VERB
cana-778	138	13	the	the	DET
cana-778	138	14	iot	iot	NOUN
cana-778	138	15	network	network	NOUN
cana-778	138	16	and	and	CCONJ
cana-778	138	17	making	make	VERB
cana-778	138	18	it	it	PRON
cana-778	138	19	source	source	VERB
cana-778	138	20	effective	effective	ADJ
cana-778	138	21	.	.	PUNCT
cana-778	139	1	besides	besides	SCONJ
cana-778	139	2	,	,	PUNCT
cana-778	139	3	this	this	DET
cana-778	139	4	approach	approach	NOUN
cana-778	139	5	detected	detect	VERB
cana-778	139	6	the	the	DET
cana-778	139	7	attack	attack	NOUN
cana-778	139	8	at	at	ADP
cana-778	139	9	99.96	99.96	NUM
cana-778	139	10	%	%	NOUN
cana-778	139	11	accuracy	accuracy	NOUN
cana-778	139	12	and	and	CCONJ
cana-778	139	13	offered	offer	VERB
cana-778	139	14	least	least	ADJ
cana-778	139	15	error	error	NOUN
cana-778	139	16	rate	rate	NOUN
cana-778	139	17	(	(	PUNCT
cana-778	139	18	er	er	INTJ
cana-778	139	19	)	)	PUNCT
cana-778	139	20	in	in	ADP
cana-778	139	21	contrast	contrast	NOUN
cana-778	139	22	to	to	ADP
cana-778	139	23	the	the	DET
cana-778	139	24	conventional	conventional	ADJ
cana-778	139	25	methods	method	NOUN
cana-778	139	26	.	.	PUNCT
cana-778	140	1	x.	x.	NOUN
cana-778	140	2	zhou	zhou	PROPN
cana-778	140	3	,	,	PUNCT
cana-778	140	4	et.al	et.al	PROPN
cana-778	140	5	(	(	PUNCT
cana-778	140	6	2022	2022	NUM
cana-778	140	7	)	)	PUNCT
cana-778	140	8	intended	intend	VERB
cana-778	140	9	a	a	DET
cana-778	140	10	new	new	ADJ
cana-778	140	11	hierarchical	hierarchical	ADJ
cana-778	140	12	adversarial	adversarial	ADJ
cana-778	140	13	attack	attack	NOUN
cana-778	140	14	(	(	PUNCT
cana-778	140	15	haa	haa	NOUN
cana-778	140	16	)	)	PUNCT
cana-778	140	17	generation	generation	NOUN
cana-778	140	18	technique	technique	NOUN
cana-778	140	19	for	for	ADP
cana-778	140	20	executing	execute	VERB
cana-778	140	21	level	level	NOUN
cana-778	140	22	-	-	PUNCT
cana-778	140	23	aware	aware	ADJ
cana-778	140	24	black	black	ADJ
cana-778	140	25	-	-	PUNCT
cana-778	140	26	box	box	NOUN
cana-778	140	27	adversarial	adversarial	ADJ
cana-778	140	28	attack	attack	NOUN
cana-778	140	29	(	(	PUNCT
cana-778	140	30	abaa	abaa	PROPN
cana-778	140	31	)	)	PUNCT
cana-778	140	32	method	method	NOUN
cana-778	140	33	on	on	ADP
cana-778	140	34	the	the	DET
cana-778	140	35	basis	basis	NOUN
cana-778	140	36	of	of	ADP
cana-778	140	37	graph	graph	NOUN
cana-778	140	38	neural	neural	ADJ
cana-778	140	39	network	network	NOUN
cana-778	140	40	(	(	PUNCT
cana-778	140	41	gnn)-based	gnn)-base	VERB
cana-778	140	42	method	method	NOUN
cana-778	140	43	of	of	ADP
cana-778	140	44	detecting	detect	VERB
cana-778	140	45	intrusion	intrusion	NOUN
cana-778	140	46	in	in	ADP
cana-778	140	47	internet	internet	NOUN
cana-778	140	48	of	of	ADP
cana-778	140	49	things	thing	NOUN
cana-778	140	50	(	(	PUNCT
cana-778	140	51	iot	iot	NOUN
cana-778	140	52	)	)	PUNCT
cana-778	140	53	systems	system	NOUN
cana-778	141	1	[	[	X
cana-778	141	2	26	26	NUM
cana-778	141	3	]	]	PUNCT
cana-778	141	4	.	.	PUNCT
cana-778	142	1	a	a	DET
cana-778	142	2	shadow	shadow	NOUN
cana-778	142	3	gnn	gnn	PROPN
cana-778	142	4	algorithm	algorithm	NOUN
cana-778	142	5	planned	plan	VERB
cana-778	142	6	on	on	ADP
cana-778	142	7	the	the	DET
cana-778	142	8	basis	basis	NOUN
cana-778	142	9	of	of	ADP
cana-778	142	10	a	a	DET
cana-778	142	11	saliency	saliency	NOUN
cana-778	142	12	map	map	NOUN
cana-778	142	13	was	be	AUX
cana-778	142	14	put	put	VERB
cana-778	142	15	forward	forward	ADV
cana-778	142	16	for	for	ADP
cana-778	142	17	creating	create	VERB
cana-778	142	18	instances	instance	NOUN
cana-778	142	19	of	of	ADP
cana-778	142	20	adversarial	adversarial	ADJ
cana-778	142	21	instances	instance	NOUN
cana-778	142	22	,	,	PUNCT
cana-778	142	23	when	when	SCONJ
cana-778	142	24	the	the	DET
cana-778	142	25	crucial	crucial	ADJ
cana-778	142	26	feature	feature	NOUN
cana-778	142	27	components	component	NOUN
cana-778	142	28	were	be	AUX
cana-778	142	29	recognized	recognize	VERB
cana-778	142	30	and	and	CCONJ
cana-778	142	31	modified	modify	VERB
cana-778	142	32	at	at	ADP
cana-778	142	33	least	least	ADJ
cana-778	142	34	perturbations	perturbation	NOUN
cana-778	142	35	.	.	PUNCT
cana-778	143	1	a	a	DET
cana-778	143	2	random	random	ADJ
cana-778	143	3	walk	walk	NOUN
cana-778	143	4	with	with	ADP
cana-778	143	5	restart	restart	NOUN
cana-778	143	6	(	(	PUNCT
cana-778	143	7	rwr)-based	rwr)-base	VERB
cana-778	143	8	hierarchical	hierarchical	ADJ
cana-778	143	9	algorithm	algorithm	NOUN
cana-778	143	10	was	be	AUX
cana-778	143	11	generated	generate	VERB
cana-778	143	12	for	for	ADP
cana-778	143	13	selecting	select	VERB
cana-778	143	14	a	a	DET
cana-778	143	15	set	set	NOUN
cana-778	143	16	of	of	ADP
cana-778	143	17	more	more	ADV
cana-778	143	18	vulnerable	vulnerable	ADJ
cana-778	143	19	nodes	node	NOUN
cana-778	143	20	having	have	VERB
cana-778	143	21	higher	high	ADJ
cana-778	143	22	attack	attack	NOUN
cana-778	143	23	priority	priority	NOUN
cana-778	143	24	.	.	PUNCT
cana-778	144	1	the	the	DET
cana-778	144	2	unsw	unsw	PROPN
cana-778	144	3	-	-	PUNCT
cana-778	144	4	sosr2019	sosr2019	NUM
cana-778	144	5	dataset	dataset	NOUN
cana-778	144	6	was	be	AUX
cana-778	144	7	applied	apply	VERB
cana-778	144	8	to	to	PART
cana-778	144	9	compute	compute	VERB
cana-778	144	10	the	the	DET
cana-778	144	11	intended	intend	VERB
cana-778	144	12	technique	technique	NOUN
cana-778	144	13	.	.	PUNCT
cana-778	145	1	the	the	DET
cana-778	145	2	experimental	experimental	ADJ
cana-778	145	3	results	result	NOUN
cana-778	145	4	depicted	depict	VERB
cana-778	145	5	that	that	SCONJ
cana-778	145	6	the	the	DET
cana-778	145	7	intended	intend	VERB
cana-778	145	8	technique	technique	NOUN
cana-778	145	9	was	be	AUX
cana-778	145	10	robust	robust	ADJ
cana-778	145	11	as	as	SCONJ
cana-778	145	12	compared	compare	VERB
cana-778	145	13	to	to	ADP
cana-778	145	14	the	the	DET
cana-778	145	15	traditional	traditional	ADJ
cana-778	145	16	methods	method	NOUN
cana-778	145	17	.	.	PUNCT
cana-778	146	1	a.	a.	PROPN
cana-778	146	2	liu	liu	PROPN
cana-778	146	3	,	,	PUNCT
cana-778	146	4	et.al	et.al	PROPN
cana-778	146	5	(	(	PUNCT
cana-778	146	6	2021	2021	NUM
cana-778	146	7	)	)	PUNCT
cana-778	146	8	formulated	formulate	VERB
cana-778	146	9	iotverif	iotverif	NOUN
cana-778	146	10	model	model	NOUN
cana-778	146	11	for	for	ADP
cana-778	146	12	automatically	automatically	ADV
cana-778	146	13	determining	determine	VERB
cana-778	146	14	the	the	DET
cana-778	146	15	secure	secure	ADJ
cana-778	146	16	socket	socket	NOUN
cana-778	146	17	layer	layer	NOUN
cana-778	146	18	/	/	SYM
cana-778	146	19	transport	transport	NOUN
cana-778	146	20	layer	layer	NOUN
cana-778	146	21	security	security	NOUN
cana-778	146	22	(	(	PUNCT
cana-778	146	23	ssl	ssl	PROPN
cana-778	146	24	/	/	SYM
cana-778	146	25	tls	tls	PROPN
cana-778	146	26	)	)	PUNCT
cana-778	146	27	certificate	certificate	NOUN
cana-778	146	28	for	for	ADP
cana-778	146	29	internet	internet	NOUN
cana-778	146	30	of	of	ADP
cana-778	146	31	things	thing	NOUN
cana-778	146	32	(	(	PUNCT
cana-778	146	33	iot	iot	NOUN
cana-778	146	34	)	)	PUNCT
cana-778	146	35	applications	application	NOUN
cana-778	146	36	in	in	ADP
cana-778	146	37	which	which	PRON
cana-778	146	38	broker	broker	NOUN
cana-778	146	39	-	-	PUNCT
cana-778	146	40	based	base	VERB
cana-778	146	41	messaging	messaging	NOUN
cana-778	146	42	protocols	protocol	NOUN
cana-778	146	43	were	be	AUX
cana-778	146	44	deployed	deploy	VERB
cana-778	146	45	[	[	PUNCT
cana-778	146	46	27	27	NUM
cana-778	146	47	]	]	PUNCT
cana-778	146	48	.	.	PUNCT
cana-778	147	1	the	the	DET
cana-778	147	2	major	major	ADJ
cana-778	147	3	objective	objective	NOUN
cana-778	147	4	was	be	AUX
cana-778	147	5	to	to	PART
cana-778	147	6	generate	generate	VERB
cana-778	147	7	the	the	DET
cana-778	147	8	specification	specification	NOUN
cana-778	147	9	of	of	ADP
cana-778	147	10	an	an	DET
cana-778	147	11	iot	iot	NOUN
cana-778	147	12	protocol	protocol	NOUN
cana-778	147	13	and	and	CCONJ
cana-778	147	14	verify	verify	VERB
cana-778	147	15	its	its	PRON
cana-778	147	16	security	security	NOUN
cana-778	147	17	properties	property	NOUN
cana-778	147	18	.	.	PUNCT
cana-778	148	1	afterward	afterward	ADV
cana-778	148	2	,	,	PUNCT
cana-778	148	3	a	a	DET
cana-778	148	4	general	general	ADJ
cana-778	148	5	-	-	PUNCT
cana-778	148	6	purpose	purpose	NOUN
cana-778	148	7	checker	checker	NOUN
cana-778	148	8	communications	communication	NOUN
cana-778	148	9	on	on	ADP
cana-778	148	10	applied	apply	VERB
cana-778	148	11	nonlinear	nonlinear	ADJ
cana-778	148	12	analysis	analysis	NOUN
cana-778	148	13	issn	issn	NOUN
cana-778	148	14	:	:	PUNCT
cana-778	148	15	1074	1074	NUM
cana-778	148	16	-	-	PUNCT
cana-778	148	17	133x	133x	NUM
cana-778	148	18	vol	vol	NOUN
cana-778	148	19	31	31	NUM
cana-778	148	20	no	no	NOUN
cana-778	148	21	.	.	PUNCT
cana-778	149	1	2s	2s	NUM
cana-778	149	2	(	(	PUNCT
cana-778	149	3	2024	2024	NUM
cana-778	149	4	)	)	PUNCT
cana-778	149	5	711	711	NUM
cana-778	149	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	149	7	was	be	AUX
cana-778	149	8	executed	execute	VERB
cana-778	149	9	for	for	ADP
cana-778	149	10	determining	determine	VERB
cana-778	149	11	those	those	DET
cana-778	149	12	properties	property	NOUN
cana-778	149	13	and	and	CCONJ
cana-778	149	14	producing	produce	VERB
cana-778	149	15	counter	counter	NOUN
cana-778	149	16	-	-	NOUN
cana-778	149	17	examples	example	NOUN
cana-778	149	18	in	in	ADP
cana-778	149	19	case	case	NOUN
cana-778	149	20	of	of	ADP
cana-778	149	21	failure	failure	NOUN
cana-778	149	22	of	of	ADP
cana-778	149	23	any	any	DET
cana-778	149	24	property	property	NOUN
cana-778	149	25	.	.	PUNCT
cana-778	150	1	the	the	DET
cana-778	150	2	real	real	ADJ
cana-778	150	3	-	-	PUNCT
cana-778	150	4	time	time	NOUN
cana-778	150	5	applications	application	NOUN
cana-778	150	6	were	be	AUX
cana-778	150	7	applied	apply	VERB
cana-778	150	8	to	to	PART
cana-778	150	9	simulate	simulate	VERB
cana-778	150	10	the	the	DET
cana-778	150	11	formulated	formulated	ADJ
cana-778	150	12	model	model	NOUN
cana-778	150	13	.	.	PUNCT
cana-778	151	1	the	the	DET
cana-778	151	2	findings	finding	NOUN
cana-778	151	3	revealed	reveal	VERB
cana-778	151	4	that	that	SCONJ
cana-778	151	5	the	the	DET
cana-778	151	6	formulated	formulated	ADJ
cana-778	151	7	model	model	NOUN
cana-778	151	8	was	be	AUX
cana-778	151	9	feasible	feasible	ADJ
cana-778	151	10	for	for	ADP
cana-778	151	11	recognizing	recognize	VERB
cana-778	151	12	susceptibilities	susceptibility	NOUN
cana-778	151	13	from	from	ADP
cana-778	151	14	iot	iot	ADJ
cana-778	151	15	applications	application	NOUN
cana-778	151	16	under	under	ADP
cana-778	151	17	man	man	NOUN
cana-778	151	18	-	-	PUNCT
cana-778	151	19	in	in	ADP
cana-778	151	20	-	-	PUNCT
cana-778	151	21	the	the	DET
cana-778	151	22	-	-	PUNCT
cana-778	151	23	middle	middle	ADJ
cana-778	151	24	(	(	PUNCT
cana-778	151	25	mitm	mitm	NOUN
cana-778	151	26	)	)	PUNCT
cana-778	151	27	and	and	CCONJ
cana-778	151	28	tls	tls	PROPN
cana-778	151	29	renegotiation	renegotiation	NOUN
cana-778	151	30	attacks	attack	NOUN
cana-778	151	31	.	.	PUNCT
cana-778	152	1	x.	x.	PROPN
cana-778	152	2	tao	tao	PROPN
cana-778	152	3	,	,	PUNCT
cana-778	152	4	et.al	et.al	PROPN
cana-778	152	5	(	(	PUNCT
cana-778	152	6	2023	2023	NUM
cana-778	152	7	)	)	PUNCT
cana-778	152	8	suggested	suggest	VERB
cana-778	152	9	an	an	DET
cana-778	152	10	encryption	encryption	NOUN
cana-778	152	11	method	method	NOUN
cana-778	152	12	known	know	VERB
cana-778	152	13	as	as	ADP
cana-778	152	14	lattice	lattice	NOUN
cana-778	152	15	-	-	PUNCT
cana-778	152	16	based	base	VERB
cana-778	152	17	matchmaking	matchmaking	NOUN
cana-778	152	18	identitybased	identitybase	VERB
cana-778	152	19	encryption	encryption	NOUN
cana-778	152	20	(	(	PUNCT
cana-778	152	21	lmibe	lmibe	NOUN
cana-778	152	22	)	)	PUNCT
cana-778	152	23	which	which	PRON
cana-778	152	24	allowed	allow	VERB
cana-778	152	25	bilateral	bilateral	ADJ
cana-778	152	26	access	access	NOUN
cana-778	152	27	control	control	NOUN
cana-778	152	28	to	to	ADP
cana-778	152	29	sender	sender	NOUN
cana-778	152	30	and	and	CCONJ
cana-778	152	31	receiver	receiver	NOUN
cana-778	152	32	in	in	ADP
cana-778	152	33	internet	internet	NOUN
cana-778	152	34	of	of	ADP
cana-778	152	35	things	thing	NOUN
cana-778	152	36	(	(	PUNCT
cana-778	152	37	iot	iot	NOUN
cana-778	152	38	)	)	PUNCT
cana-778	152	39	systems	system	NOUN
cana-778	152	40	,	,	PUNCT
cana-778	152	41	and	and	CCONJ
cana-778	152	42	was	be	AUX
cana-778	152	43	resistible	resistible	ADJ
cana-778	152	44	against	against	ADP
cana-778	152	45	quantum	quantum	ADJ
cana-778	152	46	attacks	attack	NOUN
cana-778	152	47	[	[	X
cana-778	152	48	28	28	NUM
cana-778	152	49	]	]	PUNCT
cana-778	152	50	.	.	PUNCT
cana-778	153	1	this	this	DET
cana-778	153	2	system	system	NOUN
cana-778	153	3	facilitated	facilitate	VERB
cana-778	153	4	the	the	DET
cana-778	153	5	receiver	receiver	NOUN
cana-778	153	6	in	in	ADP
cana-778	153	7	recognizing	recognize	VERB
cana-778	153	8	the	the	DET
cana-778	153	9	ciphertexts	ciphertext	NOUN
cana-778	153	10	from	from	ADP
cana-778	153	11	illegal	illegal	ADJ
cana-778	153	12	senders	sender	NOUN
cana-778	153	13	at	at	ADP
cana-778	153	14	lower	low	ADJ
cana-778	153	15	cost	cost	NOUN
cana-778	153	16	for	for	ADP
cana-778	153	17	decrypting	decrypt	VERB
cana-778	153	18	data	datum	NOUN
cana-778	153	19	.	.	PUNCT
cana-778	154	1	besides	besides	SCONJ
cana-778	154	2	,	,	PUNCT
cana-778	154	3	an	an	DET
cana-778	154	4	enormous	enormous	ADJ
cana-778	154	5	workload	workload	NOUN
cana-778	154	6	of	of	ADP
cana-778	154	7	authentication	authentication	NOUN
cana-778	154	8	was	be	AUX
cana-778	154	9	outsourced	outsource	VERB
cana-778	154	10	to	to	PART
cana-778	154	11	sanitizer	sanitizer	VERB
cana-778	154	12	for	for	ADP
cana-778	154	13	preventing	prevent	VERB
cana-778	154	14	the	the	DET
cana-778	154	15	dangerous	dangerous	ADJ
cana-778	154	16	information	information	NOUN
cana-778	154	17	via	via	ADP
cana-778	154	18	messages	message	NOUN
cana-778	154	19	and	and	CCONJ
cana-778	154	20	lessening	lessen	VERB
cana-778	154	21	the	the	DET
cana-778	154	22	burden	burden	NOUN
cana-778	154	23	of	of	ADP
cana-778	154	24	incurable	incurable	ADJ
cana-778	154	25	equipment	equipment	NOUN
cana-778	154	26	.	.	PUNCT
cana-778	155	1	the	the	DET
cana-778	155	2	suggested	suggest	VERB
cana-778	155	3	method	method	NOUN
cana-778	155	4	was	be	AUX
cana-778	155	5	computed	compute	VERB
cana-778	155	6	in	in	ADP
cana-778	155	7	experiments	experiment	NOUN
cana-778	155	8	.	.	PUNCT
cana-778	156	1	the	the	DET
cana-778	156	2	results	result	NOUN
cana-778	156	3	indicated	indicate	VERB
cana-778	156	4	the	the	DET
cana-778	156	5	security	security	NOUN
cana-778	156	6	and	and	CCONJ
cana-778	156	7	robustness	robustness	NOUN
cana-778	156	8	of	of	ADP
cana-778	156	9	the	the	DET
cana-778	156	10	suggested	suggest	VERB
cana-778	156	11	method	method	NOUN
cana-778	156	12	against	against	ADP
cana-778	156	13	diverse	diverse	ADJ
cana-778	156	14	assaults	assault	NOUN
cana-778	156	15	.	.	PUNCT
cana-778	157	1	3	3	X
cana-778	157	2	.	.	X
cana-778	157	3	research	research	NOUN
cana-778	157	4	methodology	methodology	NOUN
cana-778	157	5	the	the	DET
cana-778	157	6	iot	iot	PROPN
cana-778	157	7	traffic	traffic	NOUN
cana-778	157	8	classification	classification	NOUN
cana-778	157	9	models	model	NOUN
cana-778	157	10	will	will	AUX
cana-778	157	11	help	help	VERB
cana-778	157	12	us	we	PRON
cana-778	157	13	to	to	PART
cana-778	157	14	identify	identify	VERB
cana-778	157	15	type	type	NOUN
cana-778	157	16	of	of	ADP
cana-778	157	17	traffic	traffic	NOUN
cana-778	157	18	in	in	ADP
cana-778	157	19	the	the	DET
cana-778	157	20	network	network	NOUN
cana-778	157	21	.	.	PUNCT
cana-778	158	1	the	the	DET
cana-778	158	2	iot	iot	PROPN
cana-778	158	3	traffic	traffic	NOUN
cana-778	158	4	classification	classification	NOUN
cana-778	158	5	models	model	NOUN
cana-778	158	6	have	have	VERB
cana-778	158	7	various	various	ADJ
cana-778	158	8	steps	step	NOUN
cana-778	158	9	which	which	PRON
cana-778	158	10	include	include	VERB
cana-778	158	11	data	datum	NOUN
cana-778	158	12	set	set	VERB
cana-778	158	13	pre	pre	ADJ
cana-778	158	14	-	-	ADJ
cana-778	158	15	processing	processing	ADJ
cana-778	158	16	,	,	PUNCT
cana-778	158	17	feature	feature	NOUN
cana-778	158	18	extraction	extraction	NOUN
cana-778	158	19	,	,	PUNCT
cana-778	158	20	classification	classification	NOUN
cana-778	158	21	and	and	CCONJ
cana-778	158	22	performance	performance	NOUN
cana-778	158	23	analysis	analysis	NOUN
cana-778	158	24	.	.	PUNCT
cana-778	159	1	the	the	DET
cana-778	159	2	various	various	ADJ
cana-778	159	3	schemes	scheme	NOUN
cana-778	159	4	are	be	AUX
cana-778	159	5	proposed	propose	VERB
cana-778	159	6	in	in	ADP
cana-778	159	7	the	the	DET
cana-778	159	8	past	past	ADJ
cana-778	159	9	years	year	NOUN
cana-778	159	10	for	for	ADP
cana-778	159	11	the	the	DET
cana-778	159	12	efficient	efficient	ADJ
cana-778	159	13	network	network	NOUN
cana-778	159	14	traffic	traffic	NOUN
cana-778	159	15	classification	classification	NOUN
cana-778	159	16	.	.	PUNCT
cana-778	160	1	the	the	DET
cana-778	160	2	existing	exist	VERB
cana-778	160	3	schemes	scheme	NOUN
cana-778	160	4	has	have	VERB
cana-778	160	5	various	various	ADJ
cana-778	160	6	drawbacks	drawback	NOUN
cana-778	160	7	which	which	PRON
cana-778	160	8	we	we	PRON
cana-778	160	9	need	need	VERB
cana-778	160	10	to	to	PART
cana-778	160	11	entertain	entertain	VERB
cana-778	160	12	in	in	ADP
cana-778	160	13	the	the	DET
cana-778	160	14	research	research	NOUN
cana-778	160	15	work	work	NOUN
cana-778	160	16	.	.	PUNCT
cana-778	161	1	the	the	DET
cana-778	161	2	kdd	kdd	PROPN
cana-778	161	3	dataset	dataset	NOUN
cana-778	161	4	is	be	AUX
cana-778	161	5	very	very	ADV
cana-778	161	6	large	large	ADJ
cana-778	161	7	in	in	ADP
cana-778	161	8	size	size	NOUN
cana-778	161	9	due	due	ADP
cana-778	161	10	to	to	ADP
cana-778	161	11	which	which	PRON
cana-778	161	12	existing	exist	VERB
cana-778	161	13	schemes	scheme	NOUN
cana-778	161	14	are	be	AUX
cana-778	161	15	unable	unable	ADJ
cana-778	161	16	to	to	PART
cana-778	161	17	establish	establish	VERB
cana-778	161	18	relation	relation	NOUN
cana-778	161	19	of	of	ADP
cana-778	161	20	each	each	DET
cana-778	161	21	attribute	attribute	NOUN
cana-778	161	22	with	with	ADP
cana-778	161	23	target	target	NOUN
cana-778	161	24	set	set	VERB
cana-778	161	25	.	.	PUNCT
cana-778	162	1	in	in	ADP
cana-778	162	2	this	this	DET
cana-778	162	3	research	research	NOUN
cana-778	162	4	work	work	NOUN
cana-778	162	5	,	,	PUNCT
cana-778	162	6	the	the	DET
cana-778	162	7	novel	novel	ADJ
cana-778	162	8	scheme	scheme	NOUN
cana-778	162	9	will	will	AUX
cana-778	162	10	be	be	AUX
cana-778	162	11	proposed	propose	VERB
cana-778	162	12	which	which	PRON
cana-778	162	13	can	can	AUX
cana-778	162	14	extract	extract	VERB
cana-778	162	15	features	feature	NOUN
cana-778	162	16	of	of	ADP
cana-778	162	17	the	the	DET
cana-778	162	18	dataset	dataset	NOUN
cana-778	162	19	for	for	ADP
cana-778	162	20	the	the	DET
cana-778	162	21	efficient	efficient	ADJ
cana-778	162	22	classification	classification	NOUN
cana-778	162	23	.	.	PUNCT
cana-778	163	1	the	the	DET
cana-778	163	2	hybrid	hybrid	ADJ
cana-778	163	3	classification	classification	NOUN
cana-778	163	4	models	model	NOUN
cana-778	163	5	will	will	AUX
cana-778	163	6	be	be	AUX
cana-778	163	7	proposed	propose	VERB
cana-778	163	8	which	which	PRON
cana-778	163	9	will	will	AUX
cana-778	163	10	improve	improve	VERB
cana-778	163	11	performance	performance	NOUN
cana-778	163	12	for	for	ADP
cana-778	163	13	the	the	DET
cana-778	163	14	iot	iot	PROPN
cana-778	163	15	traffic	traffic	NOUN
cana-778	163	16	classification	classification	NOUN
cana-778	163	17	.	.	PUNCT
cana-778	164	1	the	the	DET
cana-778	164	2	motivation	motivation	NOUN
cana-778	164	3	of	of	ADP
cana-778	164	4	this	this	DET
cana-778	164	5	research	research	NOUN
cana-778	164	6	work	work	NOUN
cana-778	164	7	is	be	AUX
cana-778	164	8	to	to	PART
cana-778	164	9	increase	increase	VERB
cana-778	164	10	accuracy	accuracy	NOUN
cana-778	164	11	and	and	CCONJ
cana-778	164	12	methodology	methodology	NOUN
cana-778	164	13	is	be	AUX
cana-778	164	14	described	describe	VERB
cana-778	164	15	below	below	ADP
cana-778	164	16	:	:	PUNCT
cana-778	164	17	3.1	3.1	NUM
cana-778	164	18	data	datum	NOUN
cana-778	164	19	set	set	VERB
cana-778	164	20	input	input	NOUN
cana-778	164	21	and	and	CCONJ
cana-778	164	22	pre	pre	ADJ
cana-778	164	23	-	-	ADJ
cana-778	164	24	processing	process	VERB
cana-778	164	25	the	the	DET
cana-778	164	26	initial	initial	ADJ
cana-778	164	27	stage	stage	NOUN
cana-778	164	28	is	be	AUX
cana-778	164	29	the	the	DET
cana-778	164	30	dataset	dataset	ADJ
cana-778	164	31	input	input	NOUN
cana-778	164	32	in	in	ADP
cana-778	164	33	which	which	PRON
cana-778	164	34	data	datum	NOUN
cana-778	164	35	gathered	gather	VERB
cana-778	164	36	from	from	ADP
cana-778	164	37	the	the	DET
cana-778	164	38	genuine	genuine	ADJ
cana-778	164	39	source	source	NOUN
cana-778	164	40	named	name	VERB
cana-778	164	41	kdd	kdd	PROPN
cana-778	164	42	is	be	AUX
cana-778	164	43	utilized	utilize	VERB
cana-778	164	44	for	for	ADP
cana-778	164	45	input	input	NOUN
cana-778	164	46	.	.	PUNCT
cana-778	165	1	this	this	DET
cana-778	165	2	study	study	NOUN
cana-778	165	3	employs	employ	VERB
cana-778	165	4	a	a	DET
cana-778	165	5	nsl	nsl	NOUN
cana-778	165	6	-	-	PUNCT
cana-778	165	7	kdd	kdd	NOUN
cana-778	165	8	dataset	dataset	NOUN
cana-778	165	9	in	in	ADP
cana-778	165	10	which	which	PRON
cana-778	165	11	42	42	NUM
cana-778	165	12	attributes	attribute	NOUN
cana-778	165	13	are	be	AUX
cana-778	165	14	compromised	compromise	VERB
cana-778	165	15	.	.	PUNCT
cana-778	166	1	the	the	DET
cana-778	166	2	duplicate	duplicate	ADJ
cana-778	166	3	instances	instance	NOUN
cana-778	166	4	are	be	AUX
cana-778	166	5	eliminated	eliminate	VERB
cana-778	166	6	to	to	PART
cana-778	166	7	enhance	enhance	VERB
cana-778	166	8	the	the	DET
cana-778	166	9	kdd’99	kdd’99	PROPN
cana-778	166	10	datasets	dataset	NOUN
cana-778	166	11	with	with	ADP
cana-778	166	12	the	the	DET
cana-778	166	13	purpose	purpose	NOUN
cana-778	166	14	of	of	ADP
cana-778	166	15	removing	remove	VERB
cana-778	166	16	the	the	DET
cana-778	166	17	biased	biased	ADJ
cana-778	166	18	classification	classification	NOUN
cana-778	166	19	results	result	NOUN
cana-778	166	20	from	from	ADP
cana-778	166	21	the	the	DET
cana-778	166	22	dataset	dataset	NOUN
cana-778	166	23	.	.	PUNCT
cana-778	167	1	the	the	DET
cana-778	167	2	utilization	utilization	NOUN
cana-778	167	3	of	of	ADP
cana-778	167	4	only	only	ADV
cana-778	167	5	20	20	NUM
cana-778	167	6	%	%	NOUN
cana-778	167	7	of	of	ADP
cana-778	167	8	training	training	NOUN
cana-778	167	9	data	datum	NOUN
cana-778	167	10	is	be	AUX
cana-778	167	11	done	do	VERB
cana-778	167	12	.	.	PUNCT
cana-778	168	1	however	however	ADV
cana-778	168	2	,	,	PUNCT
cana-778	168	3	various	various	ADJ
cana-778	168	4	editions	edition	NOUN
cana-778	168	5	of	of	ADP
cana-778	168	6	the	the	DET
cana-778	168	7	data	datum	NOUN
cana-778	168	8	set	set	VERB
cana-778	168	9	are	be	AUX
cana-778	168	10	present	present	ADJ
cana-778	168	11	.	.	PUNCT
cana-778	169	1	this	this	DET
cana-778	169	2	data	data	NOUN
cana-778	169	3	is	be	AUX
cana-778	169	4	represented	represent	VERB
cana-778	169	5	in	in	ADP
cana-778	169	6	the	the	DET
cana-778	169	7	form	form	NOUN
cana-778	169	8	of	of	ADP
cana-778	169	9	kddtrain+_20percent	kddtrain+_20percent	NOUN
cana-778	169	10	.	.	PUNCT
cana-778	170	1	3.2	3.2	NUM
cana-778	170	2	feature	feature	NOUN
cana-778	170	3	extraction	extraction	NOUN
cana-778	170	4	the	the	DET
cana-778	170	5	feature	feature	NOUN
cana-778	170	6	extraction	extraction	NOUN
cana-778	170	7	is	be	AUX
cana-778	170	8	the	the	DET
cana-778	170	9	important	important	ADJ
cana-778	170	10	phases	phase	NOUN
cana-778	170	11	in	in	ADP
cana-778	170	12	which	which	DET
cana-778	170	13	relationship	relationship	NOUN
cana-778	170	14	between	between	ADP
cana-778	170	15	attribute	attribute	NOUN
cana-778	170	16	set	set	VERB
cana-778	170	17	and	and	CCONJ
cana-778	170	18	target	target	NOUN
cana-778	170	19	set	set	NOUN
cana-778	170	20	is	be	AUX
cana-778	170	21	established	establish	VERB
cana-778	170	22	.	.	PUNCT
cana-778	171	1	the	the	DET
cana-778	171	2	hybrid	hybrid	ADJ
cana-778	171	3	optimization	optimization	NOUN
cana-778	171	4	algorithm	algorithm	NOUN
cana-778	171	5	is	be	AUX
cana-778	171	6	the	the	DET
cana-778	171	7	combination	combination	NOUN
cana-778	171	8	of	of	ADP
cana-778	171	9	genetic	genetic	ADJ
cana-778	171	10	and	and	CCONJ
cana-778	171	11	pso	pso	NOUN
cana-778	171	12	algorithm	algorithm	NOUN
cana-778	171	13	.	.	PUNCT
cana-778	172	1	the	the	DET
cana-778	172	2	proposed	propose	VERB
cana-778	172	3	flowchart	flowchart	NOUN
cana-778	172	4	is	be	AUX
cana-778	172	5	the	the	DET
cana-778	172	6	hybrid	hybrid	ADJ
cana-778	172	7	version	version	NOUN
cana-778	172	8	of	of	ADP
cana-778	172	9	genetic	genetic	ADJ
cana-778	172	10	and	and	CCONJ
cana-778	172	11	pso	pso	NOUN
cana-778	172	12	algorithm	algorithm	NOUN
cana-778	172	13	.	.	PUNCT
cana-778	173	1	this	this	DET
cana-778	173	2	algorithm	algorithm	NOUN
cana-778	173	3	is	be	AUX
cana-778	173	4	useful	useful	ADJ
cana-778	173	5	to	to	PART
cana-778	173	6	select	select	VERB
cana-778	173	7	the	the	DET
cana-778	173	8	optimization	optimization	NOUN
cana-778	173	9	attributes	attribute	VERB
cana-778	173	10	and	and	CCONJ
cana-778	173	11	encoding	encode	VERB
cana-778	173	12	an	an	DET
cana-778	173	13	effective	effective	ADJ
cana-778	173	14	solution	solution	NOUN
cana-778	173	15	for	for	ADP
cana-778	173	16	an	an	DET
cana-778	173	17	issue	issue	NOUN
cana-778	173	18	into	into	ADP
cana-778	173	19	an	an	DET
cana-778	173	20	individual	individual	NOUN
cana-778	173	21	.	.	PUNCT
cana-778	174	1	in	in	ADP
cana-778	174	2	fact	fact	NOUN
cana-778	174	3	,	,	PUNCT
cana-778	174	4	every	every	DET
cana-778	174	5	individual	individual	NOUN
cana-778	174	6	is	be	AUX
cana-778	174	7	considered	consider	VERB
cana-778	174	8	as	as	ADP
cana-778	174	9	an	an	DET
cana-778	174	10	entity	entity	NOUN
cana-778	174	11	supporting	support	VERB
cana-778	174	12	features	feature	NOUN
cana-778	174	13	of	of	ADP
cana-778	174	14	chromosomes	chromosome	NOUN
cana-778	174	15	.	.	PUNCT
cana-778	175	1	a	a	DET
cana-778	175	2	number	number	NOUN
cana-778	175	3	of	of	ADP
cana-778	175	4	individuals	individual	NOUN
cana-778	175	5	collectively	collectively	ADV
cana-778	175	6	creates	create	VERB
cana-778	175	7	a	a	DET
cana-778	175	8	population	population	NOUN
cana-778	175	9	.	.	PUNCT
cana-778	176	1	the	the	DET
cana-778	176	2	major	major	ADJ
cana-778	176	3	task	task	NOUN
cana-778	176	4	is	be	AUX
cana-778	176	5	to	to	PART
cana-778	176	6	generate	generate	VERB
cana-778	176	7	a	a	DET
cana-778	176	8	population	population	NOUN
cana-778	176	9	of	of	ADP
cana-778	176	10	chromosomes	chromosome	NOUN
cana-778	176	11	randomly	randomly	ADV
cana-778	176	12	and	and	CCONJ
cana-778	176	13	surround	surround	VERB
cana-778	176	14	it	it	PRON
cana-778	176	15	with	with	ADP
cana-778	176	16	variables	variable	NOUN
cana-778	176	17	of	of	ADP
cana-778	176	18	problem	problem	NOUN
cana-778	176	19	prior	prior	ADV
cana-778	176	20	to	to	PART
cana-778	176	21	deploy	deploy	VERB
cana-778	176	22	genetic	genetic	ADJ
cana-778	176	23	algorithm	algorithm	NOUN
cana-778	176	24	(	(	PUNCT
cana-778	176	25	ga	ga	PROPN
cana-778	176	26	)	)	PUNCT
cana-778	176	27	.	.	PUNCT
cana-778	177	1	the	the	DET
cana-778	177	2	next	next	ADJ
cana-778	177	3	phase	phase	NOUN
cana-778	177	4	emphasizes	emphasize	VERB
cana-778	177	5	on	on	ADP
cana-778	177	6	assessing	assess	VERB
cana-778	177	7	the	the	DET
cana-778	177	8	created	create	VERB
cana-778	177	9	data	data	NOUN
cana-778	177	10	chromosomes	chromosome	NOUN
cana-778	177	11	.	.	PUNCT
cana-778	178	1	the	the	DET
cana-778	178	2	chromosomes	chromosome	NOUN
cana-778	178	3	,	,	PUNCT
cana-778	178	4	which	which	PRON
cana-778	178	5	are	be	AUX
cana-778	178	6	capable	capable	ADJ
cana-778	178	7	of	of	ADP
cana-778	178	8	clearly	clearly	ADV
cana-778	178	9	demonstrating	demonstrate	VERB
cana-778	178	10	an	an	DET
cana-778	178	11	optimal	optimal	ADJ
cana-778	178	12	method	method	NOUN
cana-778	178	13	for	for	ADP
cana-778	178	14	tackling	tackle	VERB
cana-778	178	15	the	the	DET
cana-778	178	16	issue	issue	NOUN
cana-778	178	17	,	,	PUNCT
cana-778	178	18	are	be	AUX
cana-778	178	19	useful	useful	ADJ
cana-778	178	20	for	for	ADP
cana-778	178	21	building	build	VERB
cana-778	178	22	other	other	ADJ
cana-778	178	23	chromosomes	chromosome	NOUN
cana-778	178	24	.	.	PUNCT
cana-778	179	1	the	the	DET
cana-778	179	2	population	population	NOUN
cana-778	179	3	is	be	AUX
cana-778	179	4	defined	define	VERB
cana-778	179	5	as	as	ADP
cana-778	179	6	the	the	DET
cana-778	179	7	primary	primary	ADJ
cana-778	179	8	set	set	NOUN
cana-778	179	9	of	of	ADP
cana-778	179	10	random	random	ADJ
cana-778	179	11	solutions	solution	NOUN
cana-778	179	12	available	available	ADJ
cana-778	179	13	in	in	ADP
cana-778	179	14	this	this	DET
cana-778	179	15	communications	communication	NOUN
cana-778	179	16	on	on	ADP
cana-778	179	17	applied	apply	VERB
cana-778	179	18	nonlinear	nonlinear	ADJ
cana-778	179	19	analysis	analysis	NOUN
cana-778	179	20	issn	issn	NOUN
cana-778	179	21	:	:	PUNCT
cana-778	179	22	1074	1074	NUM
cana-778	179	23	-	-	PUNCT
cana-778	179	24	133x	133x	NUM
cana-778	179	25	vol	vol	NOUN
cana-778	179	26	31	31	NUM
cana-778	179	27	no	no	NOUN
cana-778	179	28	.	.	PUNCT
cana-778	180	1	2s	2s	NUM
cana-778	180	2	(	(	PUNCT
cana-778	180	3	2024	2024	NUM
cana-778	180	4	)	)	PUNCT
cana-778	180	5	712	712	NUM
cana-778	180	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	180	7	algorithm	algorithm	NOUN
cana-778	180	8	.	.	PUNCT
cana-778	181	1	a	a	DET
cana-778	181	2	chromosome	chromosome	NOUN
cana-778	181	3	is	be	AUX
cana-778	181	4	utilized	utilize	VERB
cana-778	181	5	for	for	ADP
cana-778	181	6	illustrating	illustrate	VERB
cana-778	181	7	every	every	DET
cana-778	181	8	member	member	NOUN
cana-778	181	9	of	of	ADP
cana-778	181	10	the	the	DET
cana-778	181	11	population	population	NOUN
cana-778	181	12	in	in	ADP
cana-778	181	13	order	order	NOUN
cana-778	181	14	to	to	PART
cana-778	181	15	perform	perform	VERB
cana-778	181	16	coding	code	VERB
cana-778	181	17	for	for	ADP
cana-778	181	18	a	a	DET
cana-778	181	19	solution	solution	NOUN
cana-778	181	20	for	for	ADP
cana-778	181	21	dealing	deal	VERB
cana-778	181	22	with	with	ADP
cana-778	181	23	the	the	DET
cana-778	181	24	issue	issue	NOUN
cana-778	181	25	.	.	PUNCT
cana-778	182	1	the	the	DET
cana-778	182	2	decoding	decode	VERB
cana-778	182	3	formula	formula	NOUN
cana-778	182	4	is	be	AUX
cana-778	182	5	expressed	express	VERB
cana-778	182	6	as	as	ADP
cana-778	182	7	:	:	PUNCT
cana-778	182	8	in	in	ADP
cana-778	182	9	which	which	PRON
cana-778	182	10	,	,	PUNCT
cana-778	182	11	𝑏0	𝑏0	NOUN
cana-778	182	12	𝑋	𝑋	NOUN
cana-778	182	13	,	,	PUNCT
cana-778	182	14	…	…	PUNCT
cana-778	182	15	.	.	PUNCT
cana-778	182	16	.	.	PUNCT
cana-778	183	1	,	,	PUNCT
cana-778	183	2	𝑏𝑁𝑥−1	𝑏𝑁𝑥−1	NOUN
cana-778	183	3	𝑋	𝑋	PROPN
cana-778	183	4	denote	denote	VERB
cana-778	183	5	the	the	DET
cana-778	183	6	binary	binary	ADJ
cana-778	183	7	representations	representation	NOUN
cana-778	183	8	of	of	ADP
cana-778	183	9	x	x	NOUN
cana-778	183	10	’s	’s	NOUN
cana-778	183	11	.	.	PUNCT
cana-778	184	1	various	various	ADJ
cana-778	184	2	iterations	iteration	NOUN
cana-778	184	3	called	call	VERB
cana-778	184	4	generations	generation	NOUN
cana-778	184	5	are	be	AUX
cana-778	184	6	exploited	exploit	VERB
cana-778	184	7	for	for	ADP
cana-778	184	8	creating	create	VERB
cana-778	184	9	the	the	DET
cana-778	184	10	chromosomes	chromosome	NOUN
cana-778	184	11	.	.	PUNCT
cana-778	185	1	in	in	ADP
cana-778	185	2	every	every	DET
cana-778	185	3	generation	generation	NOUN
cana-778	185	4	,	,	PUNCT
cana-778	185	5	a	a	DET
cana-778	185	6	number	number	NOUN
cana-778	185	7	of	of	ADP
cana-778	185	8	fitness	fitness	NOUN
cana-778	185	9	indicators	indicator	NOUN
cana-778	185	10	are	be	AUX
cana-778	185	11	executed	execute	VERB
cana-778	185	12	for	for	ADP
cana-778	185	13	evaluating	evaluate	VERB
cana-778	185	14	the	the	DET
cana-778	185	15	fitness	fitness	NOUN
cana-778	185	16	value	value	NOUN
cana-778	185	17	of	of	ADP
cana-778	185	18	the	the	DET
cana-778	185	19	chromosomes	chromosome	NOUN
cana-778	185	20	.	.	PUNCT
cana-778	186	1	every	every	DET
cana-778	186	2	particle	particle	NOUN
cana-778	186	3	𝑖	𝑖	X
cana-778	186	4	has	have	VERB
cana-778	186	5	a	a	DET
cana-778	186	6	relation	relation	NOUN
cana-778	186	7	with	with	ADP
cana-778	186	8	2	2	NUM
cana-778	186	9	vectors	vector	NOUN
cana-778	186	10	,	,	PUNCT
cana-778	186	11	such	such	ADJ
cana-778	186	12	as	as	ADP
cana-778	186	13	the	the	DET
cana-778	186	14	position	position	NOUN
cana-778	186	15	vector	vector	NOUN
cana-778	186	16	denoted	denote	VERB
cana-778	186	17	with	with	ADP
cana-778	186	18	𝑿𝑖	𝑿𝑖	PROPN
cana-778	186	19	=	=	PUNCT
cana-778	187	1	[	[	X
cana-778	187	2	𝑥𝑖,1	𝑥𝑖,1	NOUN
cana-778	187	3	,	,	PUNCT
cana-778	187	4	𝑥𝑖,2	𝑥𝑖,2	PROPN
cana-778	187	5	,	,	PUNCT
cana-778	187	6	…	…	PUNCT
cana-778	187	7	,	,	PUNCT
cana-778	187	8	𝑥𝑖,𝑛	𝑥𝑖,𝑛	PART
cana-778	187	9	]	]	X
cana-778	187	10	and	and	CCONJ
cana-778	187	11	the	the	DET
cana-778	187	12	velocity	velocity	NOUN
cana-778	187	13	vector	vector	NOUN
cana-778	187	14	𝑽𝑖	𝑽𝑖	PROPN
cana-778	187	15	=	=	PUNCT
cana-778	188	1	[	[	X
cana-778	188	2	𝑣𝑖,1	𝑣𝑖,1	PROPN
cana-778	188	3	,	,	PUNCT
cana-778	188	4	𝑣𝑖,2	𝑣𝑖,2	PROPN
cana-778	188	5	,	,	PUNCT
cana-778	188	6	…	…	PUNCT
cana-778	188	7	,	,	PUNCT
cana-778	188	8	𝑣𝑖,𝑛	𝑣𝑖,𝑛	X
cana-778	188	9	]	]	X
cana-778	188	10	.	.	PUNCT
cana-778	189	1	the	the	DET
cana-778	189	2	positions	position	NOUN
cana-778	189	3	𝑥𝑖,𝑑of	𝑥𝑖,𝑑of	SYM
cana-778	189	4	novel	novel	ADJ
cana-778	189	5	solutions	solution	NOUN
cana-778	189	6	are	be	AUX
cana-778	189	7	adjusted	adjust	VERB
cana-778	189	8	at	at	ADP
cana-778	189	9	constant	constant	ADJ
cana-778	189	10	rate	rate	NOUN
cana-778	189	11	for	for	ADP
cana-778	189	12	performing	perform	VERB
cana-778	189	13	their	their	PRON
cana-778	189	14	searching	searching	NOUN
cana-778	189	15	process	process	NOUN
cana-778	189	16	.	.	PUNCT
cana-778	190	1	for	for	ADP
cana-778	190	2	every	every	DET
cana-778	190	3	particle	particle	NOUN
cana-778	190	4	,	,	PUNCT
cana-778	190	5	this	this	DET
cana-778	190	6	algorithm	algorithm	NOUN
cana-778	190	7	focuses	focus	VERB
cana-778	190	8	on	on	ADP
cana-778	190	9	reminding	remind	VERB
cana-778	190	10	the	the	DET
cana-778	190	11	historical	historical	ADJ
cana-778	190	12	location	location	NOUN
cana-778	190	13	of	of	ADP
cana-778	190	14	an	an	DET
cana-778	190	15	individual	individual	NOUN
cana-778	190	16	as	as	ADP
cana-778	190	17	𝒑𝒃𝒆𝒔𝒕𝑖	𝒑𝒃𝒆𝒔𝒕𝑖	NOUN
cana-778	190	18	,	,	PUNCT
cana-778	190	19	and	and	CCONJ
cana-778	190	20	the	the	DET
cana-778	190	21	current	current	ADJ
cana-778	190	22	global	global	ADJ
cana-778	190	23	optimal	optimal	ADJ
cana-778	190	24	position	position	NOUN
cana-778	190	25	which	which	PRON
cana-778	190	26	the	the	DET
cana-778	190	27	entire	entire	ADJ
cana-778	190	28	particle	particle	NOUN
cana-778	190	29	swarm	swarm	NOUN
cana-778	190	30	has	have	AUX
cana-778	190	31	discovered	discover	VERB
cana-778	190	32	is	be	AUX
cana-778	190	33	defined	define	VERB
cana-778	190	34	with	with	ADP
cana-778	190	35	𝒈𝒃𝒆𝒔𝒕.	𝒈𝒃𝒆𝒔𝒕.	NOUN
cana-778	190	36	the	the	DET
cana-778	190	37	discovery	discovery	NOUN
cana-778	190	38	of	of	ADP
cana-778	190	39	these	these	DET
cana-778	190	40	locations	location	NOUN
cana-778	190	41	lead	lead	VERB
cana-778	190	42	to	to	PART
cana-778	190	43	update	update	VERB
cana-778	190	44	the	the	DET
cana-778	190	45	velocity	velocity	NOUN
cana-778	190	46	and	and	CCONJ
cana-778	190	47	position	position	NOUN
cana-778	190	48	of	of	ADP
cana-778	190	49	every	every	DET
cana-778	190	50	particle	particle	NOUN
cana-778	190	51	in	in	ADP
cana-778	190	52	according	accord	VERB
cana-778	190	53	with	with	ADP
cana-778	190	54	the	the	DET
cana-778	190	55	given	give	VERB
cana-778	190	56	equations	equation	NOUN
cana-778	190	57	as	as	ADP
cana-778	190	58	:	:	PUNCT
cana-778	190	59	in	in	ADP
cana-778	190	60	this	this	PRON
cana-778	190	61	,	,	PUNCT
cana-778	190	62	the	the	DET
cana-778	190	63	𝑡-th	𝑡-th	PROPN
cana-778	190	64	iteration	iteration	NOUN
cana-778	190	65	is	be	AUX
cana-778	190	66	illustrated	illustrate	VERB
cana-778	190	67	with	with	ADP
cana-778	190	68	𝑡	𝑡	PROPN
cana-778	190	69	,	,	PUNCT
cana-778	190	70	𝑑	𝑑	PROPN
cana-778	190	71	is	be	AUX
cana-778	190	72	used	use	VERB
cana-778	190	73	to	to	PART
cana-778	190	74	represent	represent	VERB
cana-778	190	75	the	the	DET
cana-778	190	76	𝑑-th	𝑑-th	PROPN
cana-778	190	77	dimension	dimension	NOUN
cana-778	190	78	of	of	ADP
cana-778	190	79	the	the	DET
cana-778	190	80	particle	particle	NOUN
cana-778	190	81	,	,	PUNCT
cana-778	190	82	𝜔	𝜔	AUX
cana-778	190	83	denotes	denote	NOUN
cana-778	190	84	the	the	DET
cana-778	190	85	inertia	inertia	NOUN
cana-778	190	86	weight	weight	NOUN
cana-778	190	87	,	,	PUNCT
cana-778	190	88	𝑐1	𝑐1	NOUN
cana-778	190	89	and	and	CCONJ
cana-778	190	90	𝑐2	𝑐2	NOUN
cana-778	190	91	are	be	AUX
cana-778	190	92	used	use	VERB
cana-778	190	93	to	to	PART
cana-778	190	94	demonstrate	demonstrate	VERB
cana-778	190	95	the	the	DET
cana-778	190	96	acceleration	acceleration	NOUN
cana-778	190	97	constants	constant	NOUN
cana-778	190	98	,	,	PUNCT
cana-778	190	99	the	the	DET
cana-778	190	100	random	random	ADJ
cana-778	190	101	numbers	number	NOUN
cana-778	190	102	are	be	AUX
cana-778	190	103	specified	specify	VERB
cana-778	190	104	with	with	ADP
cana-778	190	105	𝑟𝑎𝑛𝑑1	𝑟𝑎𝑛𝑑1	PROPN
cana-778	190	106	and	and	CCONJ
cana-778	190	107	𝑟𝑎𝑛𝑑2	𝑟𝑎𝑛𝑑2	NOUN
cana-778	190	108	whose	whose	DET
cana-778	190	109	distribution	distribution	NOUN
cana-778	190	110	is	be	AUX
cana-778	190	111	done	do	VERB
cana-778	190	112	at	at	ADP
cana-778	190	113	random	random	ADJ
cana-778	190	114	within	within	ADP
cana-778	190	115	the	the	DET
cana-778	190	116	interval	interval	NOUN
cana-778	190	117	[	[	X
cana-778	190	118	0	0	NUM
cana-778	190	119	,	,	PUNCT
cana-778	190	120	1	1	NUM
cana-778	190	121	]	]	PUNCT
cana-778	190	122	.	.	PUNCT
cana-778	191	1	the	the	DET
cana-778	191	2	mitigation	mitigation	NOUN
cana-778	191	3	of	of	ADP
cana-778	191	4	the	the	DET
cana-778	191	5	inertia	inertia	NOUN
cana-778	191	6	weight	weight	NOUN
cana-778	191	7	ω	ω	PROPN
cana-778	191	8	leads	lead	VERB
cana-778	191	9	to	to	PART
cana-778	191	10	enhance	enhance	VERB
cana-778	191	11	the	the	DET
cana-778	191	12	efficiency	efficiency	NOUN
cana-778	191	13	of	of	ADP
cana-778	191	14	this	this	DET
cana-778	191	15	algorithm	algorithm	NOUN
cana-778	191	16	.	.	PUNCT
cana-778	192	1	this	this	DET
cana-778	192	2	weight	weight	NOUN
cana-778	192	3	is	be	AUX
cana-778	192	4	defined	define	VERB
cana-778	192	5	as	as	ADP
cana-778	192	6	:	:	PUNCT
cana-778	192	7	in	in	ADP
cana-778	192	8	this	this	PRON
cana-778	192	9	,	,	PUNCT
cana-778	192	10	𝜔𝑚𝑎𝑥	𝜔𝑚𝑎𝑥	NOUN
cana-778	192	11	is	be	AUX
cana-778	192	12	used	use	VERB
cana-778	192	13	to	to	PART
cana-778	192	14	denote	denote	VERB
cana-778	192	15	the	the	DET
cana-778	192	16	maximal	maximal	ADJ
cana-778	192	17	weight	weight	NOUN
cana-778	192	18	and	and	CCONJ
cana-778	192	19	𝜔𝑚𝑖𝑛	𝜔𝑚𝑖𝑛	NOUN
cana-778	192	20	shows	show	VERB
cana-778	192	21	the	the	DET
cana-778	192	22	minimum	minimum	ADJ
cana-778	192	23	weight	weight	NOUN
cana-778	192	24	,	,	PUNCT
cana-778	192	25	𝑡	𝑡	PROPN
cana-778	192	26	defines	define	VERB
cana-778	192	27	the	the	DET
cana-778	192	28	number	number	NOUN
cana-778	192	29	of	of	ADP
cana-778	192	30	the	the	DET
cana-778	192	31	current	current	ADJ
cana-778	192	32	iteration	iteration	NOUN
cana-778	192	33	,	,	PUNCT
cana-778	192	34	and	and	CCONJ
cana-778	192	35	the	the	DET
cana-778	192	36	number	number	NOUN
cana-778	192	37	of	of	ADP
cana-778	192	38	the	the	DET
cana-778	192	39	maximum	maximum	ADJ
cana-778	192	40	iteration	iteration	NOUN
cana-778	192	41	is	be	AUX
cana-778	192	42	specified	specify	VERB
cana-778	192	43	with	with	ADP
cana-778	192	44	𝑡𝑚𝑎𝑥.	𝑡𝑚𝑎𝑥.	NOUN
cana-778	192	45	the	the	DET
cana-778	192	46	crossover	crossover	NOUN
cana-778	192	47	operator	operator	NOUN
cana-778	192	48	or	or	CCONJ
cana-778	192	49	a	a	DET
cana-778	192	50	mutation	mutation	NOUN
cana-778	192	51	operator	operator	NOUN
cana-778	192	52	(	(	PUNCT
cana-778	192	53	mo	mo	NOUN
cana-778	192	54	)	)	PUNCT
cana-778	192	55	are	be	AUX
cana-778	192	56	implemented	implement	VERB
cana-778	192	57	to	to	PART
cana-778	192	58	integrate	integrate	VERB
cana-778	192	59	2	2	NUM
cana-778	192	60	chromosomes	chromosome	NOUN
cana-778	192	61	taken	take	VERB
cana-778	192	62	from	from	ADP
cana-778	192	63	the	the	DET
cana-778	192	64	current	current	ADJ
cana-778	192	65	generation	generation	NOUN
cana-778	192	66	for	for	ADP
cana-778	192	67	generating	generate	VERB
cana-778	192	68	the	the	DET
cana-778	192	69	offspring	offspring	NOUN
cana-778	192	70	.	.	PUNCT
cana-778	193	1	a	a	DET
cana-778	193	2	steady	steady	ADJ
cana-778	193	3	population	population	NOUN
cana-778	193	4	size	size	NOUN
cana-778	193	5	is	be	AUX
cana-778	193	6	maintained	maintain	VERB
cana-778	193	7	through	through	ADP
cana-778	193	8	an	an	DET
cana-778	193	9	innovative	innovative	ADJ
cana-778	193	10	generation	generation	NOUN
cana-778	193	11	.	.	PUNCT
cana-778	194	1	some	some	DET
cana-778	194	2	parents	parent	NOUN
cana-778	194	3	and	and	CCONJ
cana-778	194	4	children	child	NOUN
cana-778	194	5	are	be	AUX
cana-778	194	6	selected	select	VERB
cana-778	194	7	on	on	ADP
cana-778	194	8	the	the	DET
cana-778	194	9	basis	basis	NOUN
cana-778	194	10	of	of	ADP
cana-778	194	11	fitness	fitness	NOUN
cana-778	194	12	values	value	NOUN
cana-778	194	13	and	and	CCONJ
cana-778	194	14	others	other	NOUN
cana-778	194	15	are	be	AUX
cana-778	194	16	rejected	reject	VERB
cana-778	194	17	for	for	ADP
cana-778	194	18	producing	produce	VERB
cana-778	194	19	this	this	DET
cana-778	194	20	generation	generation	NOUN
cana-778	194	21	.	.	PUNCT
cana-778	195	1	several	several	ADJ
cana-778	195	2	possibilities	possibility	NOUN
cana-778	195	3	are	be	AUX
cana-778	195	4	available	available	ADJ
cana-778	195	5	for	for	ADP
cana-778	195	6	fitter	fit	ADJ
cana-778	195	7	chromosomes	chromosome	NOUN
cana-778	195	8	.	.	PUNCT
cana-778	196	1	3.3	3.3	NUM
cana-778	196	2	classification	classification	NOUN
cana-778	196	3	the	the	DET
cana-778	196	4	random	random	ADJ
cana-778	196	5	forest	forest	NOUN
cana-778	196	6	classifier	classifier	NOUN
cana-778	196	7	is	be	AUX
cana-778	196	8	applied	apply	VERB
cana-778	196	9	for	for	ADP
cana-778	196	10	the	the	DET
cana-778	196	11	classification	classification	NOUN
cana-778	196	12	.	.	PUNCT
cana-778	197	1	the	the	DET
cana-778	197	2	random	random	ADJ
cana-778	197	3	forest	forest	NOUN
cana-778	197	4	model	model	NOUN
cana-778	197	5	takes	take	VERB
cana-778	197	6	out	out	ADP
cana-778	197	7	of	of	ADP
cana-778	197	8	optimization	optimization	NOUN
cana-778	197	9	algorithm	algorithm	NOUN
cana-778	197	10	as	as	ADP
cana-778	197	11	input	input	NOUN
cana-778	197	12	for	for	ADP
cana-778	197	13	the	the	DET
cana-778	197	14	classification	classification	NOUN
cana-778	197	15	.	.	PUNCT
cana-778	198	1	in	in	ADP
cana-778	198	2	random	random	ADJ
cana-778	198	3	forest	forest	NOUN
cana-778	198	4	the	the	DET
cana-778	198	5	trees	tree	NOUN
cana-778	198	6	are	be	AUX
cana-778	198	7	combined	combine	VERB
cana-778	198	8	to	to	PART
cana-778	198	9	create	create	VERB
cana-778	198	10	a	a	DET
cana-778	198	11	single	single	ADJ
cana-778	198	12	,	,	PUNCT
cana-778	198	13	strong	strong	ADJ
cana-778	198	14	learner	learner	NOUN
cana-778	198	15	after	after	ADP
cana-778	198	16	averaging	average	VERB
cana-778	198	17	or	or	CCONJ
cana-778	198	18	getting	get	VERB
cana-778	198	19	the	the	DET
cana-778	198	20	majority	majority	NOUN
cana-778	198	21	vote	vote	NOUN
cana-778	198	22	when	when	SCONJ
cana-778	198	23	numerous	numerous	ADJ
cana-778	198	24	tiny	tiny	ADJ
cana-778	198	25	,	,	PUNCT
cana-778	198	26	weak	weak	ADJ
cana-778	198	27	dts	dt	NOUN
cana-778	198	28	are	be	AUX
cana-778	198	29	formed	form	VERB
cana-778	198	30	in	in	ADP
cana-778	198	31	tandem	tandem	PROPN
cana-778	198	32	.	.	PUNCT
cana-778	199	1	the	the	DET
cana-778	199	2	rfs	rfs	PROPN
cana-778	199	3	are	be	AUX
cana-778	199	4	frequently	frequently	ADV
cana-778	199	5	studied	study	VERB
cana-778	199	6	as	as	ADP
cana-778	199	7	the	the	DET
cana-778	199	8	most	most	ADV
cana-778	199	9	precise	precise	ADJ
cana-778	199	10	learning	learning	NOUN
cana-778	199	11	algorithms	algorithm	NOUN
cana-778	199	12	for	for	ADP
cana-778	199	13	training	training	NOUN
cana-778	199	14	to	to	ADP
cana-778	199	15	date	date	NOUN
cana-778	199	16	.	.	PUNCT
cana-778	200	1	formally	formally	ADV
cana-778	200	2	,	,	PUNCT
cana-778	200	3	an	an	DET
cana-778	200	4	rf	rf	NOUN
cana-778	200	5	be	be	AUX
cana-778	200	6	a	a	DET
cana-778	200	7	predictor	predictor	NOUN
cana-778	200	8	built	build	VERB
cana-778	200	9	of	of	ADP
cana-778	200	10	a	a	DET
cana-778	200	11	set	set	NOUN
cana-778	200	12	of	of	ADP
cana-778	200	13	randomly	randomly	ADV
cana-778	200	14	generated	generate	VERB
cana-778	200	15	base	base	NOUN
cana-778	200	16	regression	regression	NOUN
cana-778	200	17	trees	tree	NOUN
cana-778	200	18	,	,	PUNCT
cana-778	200	19	where	where	SCONJ
cana-778	200	20	{	{	PUNCT
cana-778	200	21	𝑟𝑛(𝑥,⊝𝑚	𝑟𝑛(𝑥,⊝𝑚	PROPN
cana-778	200	22	,	,	PUNCT
cana-778	200	23	𝐷𝑛	𝐷𝑛	NOUN
cana-778	200	24	)	)	PUNCT
cana-778	200	25	,	,	PUNCT
cana-778	200	26	𝑚	𝑚	X
cana-778	200	27	≥	≥	NUM
cana-778	200	28	1	1	NUM
cana-778	200	29	}	}	PUNCT
cana-778	200	30	,	,	PUNCT
cana-778	200	31	𝑤ℎ𝑒𝑟𝑒	𝑤ℎ𝑒𝑟𝑒	ADJ
cana-778	200	32	⊝1,⊝2	⊝1,⊝2	NOUN
cana-778	200	33	…	…	PUNCT
cana-778	200	34	.	.	X
cana-778	201	1	are	be	AUX
cana-778	201	2	the	the	DET
cana-778	201	3	independently	independently	ADV
cana-778	201	4	distributed	distribute	VERB
cana-778	201	5	outputs	output	NOUN
cana-778	201	6	of	of	ADP
cana-778	201	7	a	a	DET
cana-778	201	8	randomly	randomly	ADV
cana-778	201	9	generated	generate	VERB
cana-778	201	10	variable	variable	ADJ
cana-778	201	11	⊝	⊝	PROPN
cana-778	201	12	.	.	PUNCT
cana-778	202	1	for	for	ADP
cana-778	202	2	the	the	DET
cana-778	202	3	purpose	purpose	NOUN
cana-778	202	4	of	of	ADP
cana-778	202	5	creating	create	VERB
cana-778	202	6	the	the	DET
cana-778	202	7	aggregated	aggregate	VERB
cana-778	202	8	regression	regression	NOUN
cana-778	202	9	estimate	estimate	NOUN
cana-778	202	10	,	,	PUNCT
cana-778	202	11	these	these	DET
cana-778	202	12	rt	rt	PROPN
cana-778	202	13	integrations	integration	NOUN
cana-778	202	14	are	be	AUX
cana-778	202	15	performed	perform	VERB
cana-778	202	16	.	.	PUNCT
cana-778	203	1	communications	communication	NOUN
cana-778	203	2	on	on	ADP
cana-778	203	3	applied	apply	VERB
cana-778	203	4	nonlinear	nonlinear	ADJ
cana-778	203	5	analysis	analysis	NOUN
cana-778	203	6	issn	issn	NOUN
cana-778	203	7	:	:	PUNCT
cana-778	203	8	1074	1074	NUM
cana-778	203	9	-	-	PUNCT
cana-778	203	10	133x	133x	NUM
cana-778	203	11	vol	vol	NOUN
cana-778	203	12	31	31	NUM
cana-778	203	13	no	no	NOUN
cana-778	203	14	.	.	PUNCT
cana-778	204	1	2s	2s	NUM
cana-778	204	2	(	(	PUNCT
cana-778	204	3	2024	2024	NUM
cana-778	204	4	)	)	PUNCT
cana-778	204	5	713	713	NUM
cana-778	204	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	204	7	(	(	PUNCT
cana-778	204	8	10	10	NUM
cana-778	204	9	)	)	PUNCT
cana-778	204	10	in	in	ADP
cana-778	204	11	where	where	SCONJ
cana-778	204	12	,	,	PUNCT
cana-778	204	13	subject	subject	ADJ
cana-778	204	14	to	to	ADP
cana-778	204	15	𝑋	𝑋	PROPN
cana-778	204	16	and	and	CCONJ
cana-778	204	17	the	the	DET
cana-778	204	18	data	datum	NOUN
cana-778	204	19	set	set	PROPN
cana-778	204	20	𝐷𝑛	𝐷𝑛	NOUN
cana-778	204	21	,	,	PUNCT
cana-778	204	22	𝔼⊝	𝔼⊝	NOUN
cana-778	204	23	denotes	denote	VERB
cana-778	204	24	what	what	PRON
cana-778	204	25	is	be	AUX
cana-778	204	26	expected	expect	VERB
cana-778	204	27	as	as	ADP
cana-778	204	28	a	a	DET
cana-778	204	29	function	function	NOUN
cana-778	204	30	of	of	ADP
cana-778	204	31	the	the	DET
cana-778	204	32	random	random	ADJ
cana-778	204	33	parameter	parameter	NOUN
cana-778	204	34	.	.	PUNCT
cana-778	205	1	the	the	DET
cana-778	205	2	dependence	dependence	NOUN
cana-778	205	3	of	of	ADP
cana-778	205	4	the	the	DET
cana-778	205	5	estimations	estimation	NOUN
cana-778	205	6	would	would	AUX
cana-778	205	7	be	be	AUX
cana-778	205	8	eliminated	eliminate	VERB
cana-778	205	9	from	from	ADP
cana-778	205	10	the	the	DET
cana-778	205	11	sample	sample	NOUN
cana-778	205	12	in	in	ADP
cana-778	205	13	the	the	DET
cana-778	205	14	following	follow	VERB
cana-778	205	15	notation	notation	NOUN
cana-778	205	16	to	to	PART
cana-778	205	17	simplify	simplify	VERB
cana-778	205	18	it	it	PRON
cana-778	205	19	a	a	DET
cana-778	205	20	little	little	ADJ
cana-778	205	21	and	and	CCONJ
cana-778	205	22	given	give	VERB
cana-778	205	23	in	in	ADP
cana-778	205	24	the	the	DET
cana-778	205	25	form	form	NOUN
cana-778	205	26	�	�	NOUN
cana-778	205	27	̅	̅	NOUN
cana-778	205	28	�	�	NOUN
cana-778	205	29	𝑛(𝑋	𝑛(𝑋	NOUN
cana-778	205	30	)	)	PUNCT
cana-778	205	31	rather	rather	ADV
cana-778	205	32	than	than	ADP
cana-778	205	33	�	�	NOUN
cana-778	205	34	̅	̅	NOUN
cana-778	205	35	�	�	NOUN
cana-778	205	36	𝑛(𝑋	𝑛(𝑋	NOUN
cana-778	205	37	,	,	PUNCT
cana-778	205	38	𝐷𝑛	𝐷𝑛	NOUN
cana-778	205	39	)	)	PUNCT
cana-778	205	40	.	.	PUNCT
cana-778	206	1	when	when	SCONJ
cana-778	206	2	the	the	DET
cana-778	206	3	m	m	PROPN
cana-778	206	4	rts	rt	NOUN
cana-778	206	5	are	be	AUX
cana-778	206	6	generated	generate	VERB
cana-778	206	7	and	and	CCONJ
cana-778	206	8	the	the	DET
cana-778	206	9	average	average	NOUN
cana-778	206	10	of	of	ADP
cana-778	206	11	the	the	DET
cana-778	206	12	individual	individual	ADJ
cana-778	206	13	outcomes	outcome	NOUN
cana-778	206	14	is	be	AUX
cana-778	206	15	obtained	obtain	VERB
cana-778	206	16	,	,	PUNCT
cana-778	206	17	monte	monte	PROPN
cana-778	206	18	carlo	carlo	PROPN
cana-778	206	19	was	be	AUX
cana-778	206	20	used	use	VERB
cana-778	206	21	to	to	PART
cana-778	206	22	calculate	calculate	VERB
cana-778	206	23	the	the	DET
cana-778	206	24	aforementioned	aforementioned	ADJ
cana-778	206	25	expectation	expectation	NOUN
cana-778	206	26	.	.	PUNCT
cana-778	207	1	when	when	SCONJ
cana-778	207	2	creating	create	VERB
cana-778	207	3	individual	individual	ADJ
cana-778	207	4	trees	tree	NOUN
cana-778	207	5	,	,	PUNCT
cana-778	207	6	where	where	SCONJ
cana-778	207	7	the	the	DET
cana-778	207	8	choice	choice	NOUN
cana-778	207	9	of	of	ADP
cana-778	207	10	the	the	DET
cana-778	207	11	split	split	ADJ
cana-778	207	12	coordinate	coordinate	NOUN
cana-778	207	13	and	and	CCONJ
cana-778	207	14	split	split	ADJ
cana-778	207	15	position	position	NOUN
cana-778	207	16	are	be	AUX
cana-778	207	17	constructed	construct	VERB
cana-778	207	18	,	,	PUNCT
cana-778	207	19	the	the	DET
cana-778	207	20	randomising	randomise	VERB
cana-778	207	21	variable	variable	NOUN
cana-778	207	22	⊝	⊝	NUM
cana-778	207	23	is	be	AUX
cana-778	207	24	used	use	VERB
cana-778	207	25	to	to	PART
cana-778	207	26	assess	assess	VERB
cana-778	207	27	how	how	SCONJ
cana-778	207	28	well	well	ADV
cana-778	207	29	subsequent	subsequent	ADJ
cana-778	207	30	cuts	cut	NOUN
cana-778	207	31	work	work	NOUN
cana-778	207	32	.	.	PUNCT
cana-778	208	1	as	as	SCONJ
cana-778	208	2	the	the	DET
cana-778	208	3	independent	independent	NOUN
cana-778	208	4	of	of	ADP
cana-778	208	5	x	x	PUNCT
cana-778	208	6	and	and	CCONJ
cana-778	208	7	the	the	DET
cana-778	208	8	training	training	NOUN
cana-778	208	9	sample	sample	NOUN
cana-778	208	10	𝐷𝑛	𝐷𝑛	PROPN
cana-778	208	11	,	,	PUNCT
cana-778	208	12	the	the	DET
cana-778	208	13	variable	variable	ADJ
cana-778	208	14	⊝	⊝	NUM
cana-778	208	15	is	be	AUX
cana-778	208	16	inferred	infer	VERB
cana-778	208	17	.	.	PUNCT
cana-778	209	1	4	4	X
cana-778	209	2	.	.	X
cana-778	209	3	flow	flow	NOUN
cana-778	209	4	chart	chart	NOUN
cana-778	209	5	figure	figure	NOUN
cana-778	209	6	2	2	NUM
cana-778	209	7	:	:	PUNCT
cana-778	209	8	proposed	propose	VERB
cana-778	209	9	model	model	NOUN
cana-778	209	10	5	5	NUM
cana-778	209	11	.	.	NOUN
cana-778	209	12	result	result	NOUN
cana-778	209	13	and	and	CCONJ
cana-778	209	14	discussion	discussion	NOUN
cana-778	209	15	in	in	ADP
cana-778	209	16	this	this	DET
cana-778	209	17	section	section	NOUN
cana-778	209	18	includes	include	VERB
cana-778	209	19	results	result	NOUN
cana-778	209	20	of	of	ADP
cana-778	209	21	the	the	DET
cana-778	209	22	proposed	propose	VERB
cana-778	209	23	model	model	NOUN
cana-778	209	24	which	which	PRON
cana-778	209	25	is	be	AUX
cana-778	209	26	compared	compare	VERB
cana-778	209	27	with	with	ADP
cana-778	209	28	existing	exist	VERB
cana-778	209	29	models	model	NOUN
cana-778	209	30	for	for	ADP
cana-778	209	31	the	the	DET
cana-778	209	32	intrusion	intrusion	NOUN
cana-778	209	33	detection	detection	NOUN
cana-778	209	34	in	in	ADP
cana-778	209	35	iot	iot	NOUN
cana-778	209	36	.	.	PUNCT
cana-778	210	1	in	in	ADP
cana-778	210	2	the	the	DET
cana-778	210	3	below	below	ADJ
cana-778	210	4	sections	section	NOUN
cana-778	210	5	dataset	dataset	VERB
cana-778	210	6	details	detail	NOUN
cana-778	210	7	with	with	ADP
cana-778	210	8	results	result	NOUN
cana-778	210	9	are	be	AUX
cana-778	210	10	elaborated	elaborate	VERB
cana-778	210	11	.	.	PUNCT
cana-778	211	1	5.1	5.1	NUM
cana-778	211	2	.	.	PUNCT
cana-778	212	1	dataset	dataset	ADJ
cana-778	212	2	description	description	NOUN
cana-778	212	3	the	the	DET
cana-778	212	4	kdd	kdd	PROPN
cana-778	212	5	99	99	PROPN
cana-778	212	6	intrusion	intrusion	NOUN
cana-778	212	7	detection	detection	NOUN
cana-778	212	8	datasets	dataset	NOUN
cana-778	212	9	are	be	AUX
cana-778	212	10	based	base	VERB
cana-778	212	11	on	on	ADP
cana-778	212	12	the	the	DET
cana-778	212	13	1998	1998	NUM
cana-778	212	14	darpa	darpa	PROPN
cana-778	212	15	initiative	initiative	NOUN
cana-778	212	16	to	to	PART
cana-778	212	17	provide	provide	VERB
cana-778	212	18	designers	designer	NOUN
cana-778	212	19	of	of	ADP
cana-778	212	20	intrusion	intrusion	NOUN
cana-778	212	21	detection	detection	NOUN
cana-778	212	22	systems	system	NOUN
cana-778	212	23	(	(	PUNCT
cana-778	212	24	ids	id	NOUN
cana-778	212	25	)	)	PUNCT
cana-778	212	26	with	with	ADP
cana-778	212	27	a	a	DET
cana-778	212	28	benchmark	benchmark	NOUN
cana-778	212	29	on	on	ADP
cana-778	212	30	which	which	PRON
cana-778	212	31	to	to	PART
cana-778	212	32	evaluate	evaluate	VERB
cana-778	212	33	different	different	ADJ
cana-778	212	34	methodologies	methodology	NOUN
cana-778	212	35	.	.	PUNCT
cana-778	213	1	to	to	PART
cana-778	213	2	do	do	VERB
cana-778	213	3	so	so	ADV
cana-778	213	4	,	,	PUNCT
cana-778	213	5	a	a	DET
cana-778	213	6	simulation	simulation	NOUN
cana-778	213	7	is	be	AUX
cana-778	213	8	made	make	VERB
cana-778	213	9	of	of	ADP
cana-778	213	10	a	a	DET
cana-778	213	11	factitious	factitious	ADJ
cana-778	213	12	military	military	ADJ
cana-778	213	13	network	network	NOUN
cana-778	213	14	consisting	consist	VERB
cana-778	213	15	of	of	ADP
cana-778	213	16	three	three	NUM
cana-778	213	17	‘	'	PUNCT
cana-778	213	18	target	target	NOUN
cana-778	213	19	’	'	PUNCT
cana-778	213	20	machines	machine	NOUN
cana-778	213	21	running	run	VERB
cana-778	213	22	various	various	ADJ
cana-778	213	23	operating	operating	NOUN
cana-778	213	24	systems	system	NOUN
cana-778	213	25	and	and	CCONJ
cana-778	213	26	services	service	NOUN
cana-778	213	27	.	.	PUNCT
cana-778	214	1	additional	additional	ADJ
cana-778	214	2	three	three	NUM
cana-778	214	3	machines	machine	NOUN
cana-778	214	4	are	be	AUX
cana-778	214	5	then	then	ADV
cana-778	214	6	used	use	VERB
cana-778	214	7	to	to	PART
cana-778	214	8	spoof	spoof	ADJ
cana-778	214	9	different	different	ADJ
cana-778	214	10	ip	ip	DET
cana-778	214	11	addresses	address	NOUN
cana-778	214	12	,	,	PUNCT
cana-778	214	13	thus	thus	ADV
cana-778	214	14	generating	generate	VERB
cana-778	214	15	traffic	traffic	NOUN
cana-778	214	16	between	between	ADP
cana-778	214	17	different	different	ADJ
cana-778	214	18	ip	ip	DET
cana-778	214	19	addresses	address	NOUN
cana-778	214	20	.	.	PUNCT
cana-778	215	1	finally	finally	ADV
cana-778	215	2	,	,	PUNCT
cana-778	215	3	there	there	PRON
cana-778	215	4	is	be	VERB
cana-778	215	5	a	a	DET
cana-778	215	6	sniffer	sniffer	NOUN
cana-778	215	7	communications	communication	NOUN
cana-778	215	8	on	on	ADP
cana-778	215	9	applied	apply	VERB
cana-778	215	10	nonlinear	nonlinear	ADJ
cana-778	215	11	analysis	analysis	NOUN
cana-778	215	12	issn	issn	NOUN
cana-778	215	13	:	:	PUNCT
cana-778	215	14	1074	1074	NUM
cana-778	215	15	-	-	PUNCT
cana-778	215	16	133x	133x	NUM
cana-778	215	17	vol	vol	NOUN
cana-778	215	18	31	31	NUM
cana-778	215	19	no	no	NOUN
cana-778	215	20	.	.	PUNCT
cana-778	216	1	2s	2s	NUM
cana-778	216	2	(	(	PUNCT
cana-778	216	3	2024	2024	NUM
cana-778	216	4	)	)	PUNCT
cana-778	216	5	714	714	NUM
cana-778	216	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	216	7	that	that	PRON
cana-778	216	8	records	record	VERB
cana-778	216	9	all	all	DET
cana-778	216	10	network	network	NOUN
cana-778	216	11	traffic	traffic	NOUN
cana-778	216	12	using	use	VERB
cana-778	216	13	the	the	DET
cana-778	216	14	tcp	tcp	ADJ
cana-778	216	15	dump	dump	NOUN
cana-778	216	16	format	format	NOUN
cana-778	216	17	.	.	PUNCT
cana-778	217	1	the	the	DET
cana-778	217	2	total	total	ADJ
cana-778	217	3	simulated	simulated	ADJ
cana-778	217	4	period	period	NOUN
cana-778	217	5	is	be	AUX
cana-778	217	6	seven	seven	NUM
cana-778	217	7	weeks	week	NOUN
cana-778	217	8	.	.	PUNCT
cana-778	218	1	normal	normal	ADJ
cana-778	218	2	connections	connection	NOUN
cana-778	218	3	are	be	AUX
cana-778	218	4	created	create	VERB
cana-778	218	5	to	to	PART
cana-778	218	6	profile	profile	VERB
cana-778	218	7	that	that	PRON
cana-778	218	8	expected	expect	VERB
cana-778	218	9	in	in	ADP
cana-778	218	10	a	a	DET
cana-778	218	11	military	military	ADJ
cana-778	218	12	network	network	NOUN
cana-778	218	13	and	and	CCONJ
cana-778	218	14	attacks	attack	NOUN
cana-778	218	15	fall	fall	VERB
cana-778	218	16	into	into	ADP
cana-778	218	17	one	one	NUM
cana-778	218	18	of	of	ADP
cana-778	218	19	four	four	NUM
cana-778	218	20	categories	category	NOUN
cana-778	218	21	:	:	PUNCT
cana-778	218	22	user	user	NOUN
cana-778	218	23	to	to	PART
cana-778	218	24	root	root	VERB
cana-778	218	25	;	;	PUNCT
cana-778	218	26	remote	remote	ADJ
cana-778	218	27	to	to	ADP
cana-778	218	28	local	local	ADJ
cana-778	218	29	;	;	PUNCT
cana-778	218	30	denial	denial	NOUN
cana-778	218	31	of	of	ADP
cana-778	218	32	service	service	NOUN
cana-778	218	33	;	;	PUNCT
cana-778	218	34	and	and	CCONJ
cana-778	218	35	probe	probe	NOUN
cana-778	218	36	.	.	PUNCT
cana-778	219	1	•	•	NUM
cana-778	219	2	denial	denial	NOUN
cana-778	219	3	of	of	ADP
cana-778	219	4	service	service	NOUN
cana-778	219	5	(	(	PUNCT
cana-778	219	6	dos	dos	PROPN
cana-778	219	7	):	):	PUNCT
cana-778	219	8	attacker	attacker	PROPN
cana-778	219	9	tries	try	VERB
cana-778	219	10	to	to	PART
cana-778	219	11	prevent	prevent	VERB
cana-778	219	12	legitimate	legitimate	ADJ
cana-778	219	13	users	user	NOUN
cana-778	219	14	from	from	ADP
cana-778	219	15	using	use	VERB
cana-778	219	16	a	a	DET
cana-778	219	17	service	service	NOUN
cana-778	219	18	.	.	PUNCT
cana-778	220	1	•	•	NOUN
cana-778	220	2	remote	remote	ADJ
cana-778	220	3	to	to	ADP
cana-778	220	4	local	local	ADJ
cana-778	220	5	(	(	PUNCT
cana-778	220	6	r2l	r2l	NOUN
cana-778	220	7	):	):	PUNCT
cana-778	220	8	attacker	attacker	NOUN
cana-778	220	9	does	do	AUX
cana-778	220	10	not	not	PART
cana-778	220	11	have	have	VERB
cana-778	220	12	an	an	DET
cana-778	220	13	account	account	NOUN
cana-778	220	14	on	on	ADP
cana-778	220	15	the	the	DET
cana-778	220	16	victim	victim	NOUN
cana-778	220	17	machine	machine	NOUN
cana-778	220	18	,	,	PUNCT
cana-778	220	19	hence	hence	ADV
cana-778	220	20	tries	try	VERB
cana-778	220	21	to	to	PART
cana-778	220	22	gain	gain	VERB
cana-778	220	23	access	access	NOUN
cana-778	220	24	.	.	PUNCT
cana-778	221	1	•	•	NUM
cana-778	221	2	user	user	NOUN
cana-778	221	3	to	to	PART
cana-778	221	4	root	root	VERB
cana-778	221	5	(	(	PUNCT
cana-778	221	6	u2r	u2r	X
cana-778	221	7	):	):	PUNCT
cana-778	221	8	attacker	attacker	NOUN
cana-778	221	9	has	have	VERB
cana-778	221	10	local	local	ADJ
cana-778	221	11	access	access	NOUN
cana-778	221	12	to	to	ADP
cana-778	221	13	the	the	DET
cana-778	221	14	victim	victim	NOUN
cana-778	221	15	machine	machine	NOUN
cana-778	221	16	and	and	CCONJ
cana-778	221	17	tries	try	VERB
cana-778	221	18	to	to	PART
cana-778	221	19	gain	gain	VERB
cana-778	221	20	super	super	ADJ
cana-778	221	21	user	user	NOUN
cana-778	221	22	privileges	privilege	NOUN
cana-778	221	23	.	.	PUNCT
cana-778	222	1	•	•	NUM
cana-778	222	2	probe	probe	NOUN
cana-778	222	3	:	:	PUNCT
cana-778	222	4	attacker	attacker	PROPN
cana-778	222	5	tries	try	VERB
cana-778	222	6	to	to	PART
cana-778	222	7	gain	gain	VERB
cana-778	222	8	information	information	NOUN
cana-778	222	9	about	about	ADP
cana-778	222	10	the	the	DET
cana-778	222	11	target	target	NOUN
cana-778	222	12	host	host	NOUN
cana-778	222	13	.	.	PUNCT
cana-778	223	1	in	in	ADP
cana-778	223	2	1999	1999	NUM
cana-778	223	3	,	,	PUNCT
cana-778	223	4	the	the	DET
cana-778	223	5	original	original	ADJ
cana-778	223	6	tcp	tcp	NOUN
cana-778	223	7	dump	dump	NOUN
cana-778	223	8	files	file	NOUN
cana-778	223	9	were	be	AUX
cana-778	223	10	pre	pre	VERB
cana-778	223	11	-	-	VERB
cana-778	223	12	processed	process	VERB
cana-778	223	13	for	for	ADP
cana-778	223	14	utilization	utilization	NOUN
cana-778	223	15	in	in	ADP
cana-778	223	16	the	the	DET
cana-778	223	17	intrusion	intrusion	NOUN
cana-778	223	18	detection	detection	NOUN
cana-778	223	19	system	system	NOUN
cana-778	223	20	benchmark	benchmark	NOUN
cana-778	223	21	of	of	ADP
cana-778	223	22	the	the	DET
cana-778	223	23	international	international	ADJ
cana-778	223	24	knowledge	knowledge	NOUN
cana-778	223	25	discovery	discovery	PROPN
cana-778	223	26	and	and	CCONJ
cana-778	223	27	data	datum	NOUN
cana-778	223	28	mining	mining	NOUN
cana-778	223	29	tools	tool	NOUN
cana-778	223	30	competition	competition	NOUN
cana-778	223	31	.	.	PUNCT
cana-778	224	1	to	to	PART
cana-778	224	2	do	do	VERB
cana-778	224	3	so	so	ADV
cana-778	224	4	,	,	PUNCT
cana-778	224	5	packet	packet	ADJ
cana-778	224	6	information	information	NOUN
cana-778	224	7	in	in	ADP
cana-778	224	8	the	the	DET
cana-778	224	9	tcp	tcp	ADJ
cana-778	224	10	dump	dump	NOUN
cana-778	224	11	file	file	NOUN
cana-778	224	12	is	be	AUX
cana-778	224	13	summarized	summarize	VERB
cana-778	224	14	into	into	ADP
cana-778	224	15	connections	connection	NOUN
cana-778	224	16	.	.	PUNCT
cana-778	225	1	specifically	specifically	ADV
cana-778	225	2	,	,	PUNCT
cana-778	225	3	“	"	PUNCT
cana-778	225	4	a	a	DET
cana-778	225	5	connection	connection	NOUN
cana-778	225	6	is	be	AUX
cana-778	225	7	a	a	DET
cana-778	225	8	sequence	sequence	NOUN
cana-778	225	9	of	of	ADP
cana-778	225	10	tcp	tcp	ADJ
cana-778	225	11	packets	packet	NOUN
cana-778	225	12	starting	start	VERB
cana-778	225	13	and	and	CCONJ
cana-778	225	14	ending	end	VERB
cana-778	225	15	at	at	ADP
cana-778	225	16	some	some	DET
cana-778	225	17	well	well	ADV
cana-778	225	18	-	-	PUNCT
cana-778	225	19	defined	define	VERB
cana-778	225	20	times	time	NOUN
cana-778	225	21	,	,	PUNCT
cana-778	225	22	between	between	ADP
cana-778	225	23	which	which	PRON
cana-778	225	24	data	datum	NOUN
cana-778	225	25	flows	flow	VERB
cana-778	225	26	from	from	ADP
cana-778	225	27	a	a	DET
cana-778	225	28	source	source	NOUN
cana-778	225	29	ip	ip	DET
cana-778	225	30	address	address	NOUN
cana-778	225	31	to	to	ADP
cana-778	225	32	a	a	DET
cana-778	225	33	target	target	NOUN
cana-778	225	34	ip	ip	PRON
cana-778	225	35	address	address	NOUN
cana-778	225	36	under	under	ADP
cana-778	225	37	some	some	DET
cana-778	225	38	well	well	ADV
cana-778	225	39	-	-	PUNCT
cana-778	225	40	defined	define	VERB
cana-778	225	41	protocol	protocol	NOUN
cana-778	225	42	.	.	PUNCT
cana-778	226	1	5.2	5.2	NUM
cana-778	226	2	.	.	PUNCT
cana-778	226	3	results	result	VERB
cana-778	226	4	this	this	DET
cana-778	226	5	research	research	NOUN
cana-778	226	6	work	work	NOUN
cana-778	226	7	is	be	AUX
cana-778	226	8	conducted	conduct	VERB
cana-778	226	9	on	on	ADP
cana-778	226	10	the	the	DET
cana-778	226	11	basis	basis	NOUN
cana-778	226	12	of	of	ADP
cana-778	226	13	classifying	classify	VERB
cana-778	226	14	the	the	DET
cana-778	226	15	network	network	NOUN
cana-778	226	16	traffic	traffic	NOUN
cana-778	226	17	.	.	PUNCT
cana-778	227	1	the	the	DET
cana-778	227	2	framework	framework	NOUN
cana-778	227	3	of	of	ADP
cana-778	227	4	classifying	classify	VERB
cana-778	227	5	the	the	DET
cana-778	227	6	network	network	NOUN
cana-778	227	7	traffic	traffic	NOUN
cana-778	227	8	classification	classification	NOUN
cana-778	227	9	is	be	AUX
cana-778	227	10	executed	execute	VERB
cana-778	227	11	in	in	ADP
cana-778	227	12	diverse	diverse	ADJ
cana-778	227	13	phases	phase	NOUN
cana-778	227	14	in	in	ADP
cana-778	227	15	which	which	PRON
cana-778	227	16	the	the	DET
cana-778	227	17	data	data	NOUN
cana-778	227	18	is	be	AUX
cana-778	227	19	preprocessed	preprocesse	VERB
cana-778	227	20	,	,	PUNCT
cana-778	227	21	features	feature	NOUN
cana-778	227	22	are	be	AUX
cana-778	227	23	extracted	extract	VERB
cana-778	227	24	and	and	CCONJ
cana-778	227	25	the	the	DET
cana-778	227	26	data	datum	NOUN
cana-778	227	27	is	be	AUX
cana-778	227	28	classified	classified	ADJ
cana-778	227	29	.	.	PUNCT
cana-778	228	1	the	the	DET
cana-778	228	2	dataset	dataset	NOUN
cana-778	228	3	which	which	PRON
cana-778	228	4	is	be	AUX
cana-778	228	5	used	use	VERB
cana-778	228	6	for	for	ADP
cana-778	228	7	the	the	DET
cana-778	228	8	model	model	NOUN
cana-778	228	9	testing	testing	NOUN
cana-778	228	10	is	be	AUX
cana-778	228	11	of	of	ADP
cana-778	228	12	kdd	kdd	PROPN
cana-778	228	13	.	.	PUNCT
cana-778	229	1	the	the	DET
cana-778	229	2	kdd	kdd	PROPN
cana-778	229	3	dataset	dataset	PROPN
cana-778	229	4	has	have	VERB
cana-778	229	5	the	the	DET
cana-778	229	6	42	42	NUM
cana-778	229	7	attributes	attribute	NOUN
cana-778	229	8	and	and	CCONJ
cana-778	229	9	target	target	NOUN
cana-778	229	10	set	set	VERB
cana-778	229	11	which	which	PRON
cana-778	229	12	contain	contain	VERB
cana-778	229	13	multiple	multiple	ADJ
cana-778	229	14	classes	class	NOUN
cana-778	229	15	of	of	ADP
cana-778	229	16	different	different	ADJ
cana-778	229	17	attacks	attack	NOUN
cana-778	229	18	.	.	PUNCT
cana-778	230	1	various	various	ADJ
cana-778	230	2	metrics	metric	NOUN
cana-778	230	3	such	such	ADJ
cana-778	230	4	as	as	ADP
cana-778	230	5	accuracy	accuracy	NOUN
cana-778	230	6	,	,	PUNCT
cana-778	230	7	precision	precision	NOUN
cana-778	230	8	and	and	CCONJ
cana-778	230	9	recall	recall	NOUN
cana-778	230	10	are	be	AUX
cana-778	230	11	considered	consider	VERB
cana-778	230	12	to	to	PART
cana-778	230	13	evaluate	evaluate	VERB
cana-778	230	14	the	the	DET
cana-778	230	15	introduced	introduce	VERB
cana-778	230	16	technique	technique	NOUN
cana-778	230	17	.	.	PUNCT
cana-778	231	1	the	the	DET
cana-778	231	2	classification	classification	NOUN
cana-778	231	3	implemented	implement	VERB
cana-778	231	4	for	for	ADP
cana-778	231	5	the	the	DET
cana-778	231	6	network	network	NOUN
cana-778	231	7	traffic	traffic	NOUN
cana-778	231	8	classification	classification	NOUN
cana-778	231	9	of	of	ADP
cana-778	231	10	iot	iot	NOUN
cana-778	231	11	.	.	PUNCT
cana-778	232	1	the	the	DET
cana-778	232	2	svm	svm	PROPN
cana-778	232	3	,	,	PUNCT
cana-778	232	4	knn	knn	PROPN
cana-778	232	5	,	,	PUNCT
cana-778	232	6	logistic	logistic	ADJ
cana-778	232	7	regression	regression	NOUN
cana-778	232	8	and	and	CCONJ
cana-778	232	9	random	random	ADJ
cana-778	232	10	forest	forest	NOUN
cana-778	232	11	is	be	AUX
cana-778	232	12	implemented	implement	VERB
cana-778	232	13	for	for	ADP
cana-778	232	14	the	the	DET
cana-778	232	15	iot	iot	PROPN
cana-778	232	16	network	network	NOUN
cana-778	232	17	traffic	traffic	NOUN
cana-778	232	18	classification	classification	NOUN
cana-778	232	19	.	.	PUNCT
cana-778	233	1	the	the	DET
cana-778	233	2	results	result	NOUN
cana-778	233	3	of	of	ADP
cana-778	233	4	the	the	DET
cana-778	233	5	classification	classification	NOUN
cana-778	233	6	algorithm	algorithm	NOUN
cana-778	233	7	is	be	AUX
cana-778	233	8	described	describe	VERB
cana-778	233	9	in	in	ADP
cana-778	233	10	table	table	NOUN
cana-778	233	11	1	1	NUM
cana-778	233	12	.	.	PUNCT
cana-778	233	13	as	as	SCONJ
cana-778	233	14	shown	show	VERB
cana-778	233	15	in	in	ADP
cana-778	233	16	figure	figure	NOUN
cana-778	233	17	2	2	NUM
cana-778	233	18	,	,	PUNCT
cana-778	233	19	various	various	ADJ
cana-778	233	20	classification	classification	NOUN
cana-778	233	21	algorithms	algorithm	NOUN
cana-778	233	22	like	like	ADP
cana-778	233	23	svm	svm	ADJ
cana-778	233	24	,	,	PUNCT
cana-778	233	25	logistic	logistic	ADJ
cana-778	233	26	regression	regression	NOUN
cana-778	233	27	,	,	PUNCT
cana-778	233	28	knn	knn	PROPN
cana-778	233	29	and	and	CCONJ
cana-778	233	30	random	random	ADJ
cana-778	233	31	forest	forest	NOUN
cana-778	233	32	is	be	AUX
cana-778	233	33	implemented	implement	VERB
cana-778	233	34	for	for	ADP
cana-778	233	35	the	the	DET
cana-778	233	36	classification	classification	NOUN
cana-778	233	37	of	of	ADP
cana-778	233	38	iot	iot	PROPN
cana-778	233	39	data	datum	NOUN
cana-778	233	40	.	.	PUNCT
cana-778	234	1	the	the	DET
cana-778	234	2	maximum	maximum	ADJ
cana-778	234	3	accuracy	accuracy	NOUN
cana-778	234	4	is	be	AUX
cana-778	234	5	achieved	achieve	VERB
cana-778	234	6	by	by	ADP
cana-778	234	7	the	the	DET
cana-778	234	8	random	random	ADJ
cana-778	234	9	forest	forest	NOUN
cana-778	234	10	algorithm	algorithm	NOUN
cana-778	234	11	which	which	PRON
cana-778	234	12	is	be	AUX
cana-778	234	13	75.78	75.78	NUM
cana-778	234	14	percent	percent	NOUN
cana-778	234	15	,	,	PUNCT
cana-778	234	16	the	the	DET
cana-778	234	17	precision	precision	NOUN
cana-778	234	18	value	value	NOUN
cana-778	234	19	of	of	ADP
cana-778	234	20	svm	svm	PROPN
cana-778	234	21	is	be	AUX
cana-778	234	22	maximum	maximum	ADJ
cana-778	234	23	which	which	PRON
cana-778	234	24	is	be	AUX
cana-778	234	25	81	81	NUM
cana-778	234	26	percent	percent	NOUN
cana-778	234	27	and	and	CCONJ
cana-778	234	28	recall	recall	NOUN
cana-778	234	29	of	of	ADP
cana-778	234	30	logistic	logistic	ADJ
cana-778	234	31	regression	regression	NOUN
cana-778	234	32	is	be	AUX
cana-778	234	33	maximum	maximum	ADJ
cana-778	234	34	with	with	ADP
cana-778	234	35	77	77	NUM
cana-778	234	36	percent	percent	NOUN
cana-778	234	37	.	.	PUNCT
cana-778	235	1	communications	communication	NOUN
cana-778	235	2	on	on	ADP
cana-778	235	3	applied	apply	VERB
cana-778	235	4	nonlinear	nonlinear	ADJ
cana-778	235	5	analysis	analysis	NOUN
cana-778	235	6	issn	issn	NOUN
cana-778	235	7	:	:	PUNCT
cana-778	235	8	1074	1074	NUM
cana-778	235	9	-	-	PUNCT
cana-778	235	10	133x	133x	NUM
cana-778	235	11	vol	vol	NOUN
cana-778	235	12	31	31	NUM
cana-778	235	13	no	no	NOUN
cana-778	235	14	.	.	PUNCT
cana-778	236	1	2s	2s	NUM
cana-778	236	2	(	(	PUNCT
cana-778	236	3	2024	2024	NUM
cana-778	236	4	)	)	PUNCT
cana-778	236	5	715	715	NUM
cana-778	236	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	236	7	table	table	NOUN
cana-778	236	8	1	1	NUM
cana-778	236	9	:	:	PUNCT
cana-778	236	10	optimization	optimization	NOUN
cana-778	236	11	algorithm	algorithm	NOUN
cana-778	236	12	results	result	NOUN
cana-778	236	13	figure	figure	VERB
cana-778	236	14	3	3	NUM
cana-778	236	15	:	:	PUNCT
cana-778	236	16	results	result	NOUN
cana-778	236	17	of	of	ADP
cana-778	236	18	optimization	optimization	NOUN
cana-778	236	19	with	with	ADP
cana-778	236	20	random	random	ADJ
cana-778	236	21	forest	forest	NOUN
cana-778	236	22	classifier	classifier	NOUN
cana-778	236	23	as	as	SCONJ
cana-778	236	24	shown	show	VERB
cana-778	236	25	in	in	ADP
cana-778	236	26	figure	figure	NOUN
cana-778	236	27	3	3	NUM
cana-778	236	28	,	,	PUNCT
cana-778	236	29	the	the	DET
cana-778	236	30	results	result	NOUN
cana-778	236	31	of	of	ADP
cana-778	236	32	various	various	ADJ
cana-778	236	33	optimization	optimization	NOUN
cana-778	236	34	algorithm	algorithm	NOUN
cana-778	236	35	with	with	ADP
cana-778	236	36	random	random	ADJ
cana-778	236	37	forest	forest	NOUN
cana-778	236	38	classifier	classifier	NOUN
cana-778	236	39	is	be	AUX
cana-778	236	40	shown	show	VERB
cana-778	236	41	in	in	ADP
cana-778	236	42	trms	trm	NOUN
cana-778	236	43	of	of	ADP
cana-778	236	44	accuracy	accuracy	NOUN
cana-778	236	45	,	,	PUNCT
cana-778	236	46	precision	precision	NOUN
cana-778	236	47	and	and	CCONJ
cana-778	236	48	recall	recall	NOUN
cana-778	236	49	.	.	PUNCT
cana-778	237	1	the	the	DET
cana-778	237	2	gray	gray	ADJ
cana-778	237	3	wolf	wolf	NOUN
cana-778	237	4	,	,	PUNCT
cana-778	237	5	bat	bat	NOUN
cana-778	237	6	,	,	PUNCT
cana-778	237	7	firefly	firefly	NOUN
cana-778	237	8	and	and	CCONJ
cana-778	237	9	proposed	propose	VERB
cana-778	237	10	hybrid	hybrid	ADJ
cana-778	237	11	optimization	optimization	NOUN
cana-778	237	12	algorithm	algorithm	NOUN
cana-778	237	13	is	be	AUX
cana-778	237	14	implemented	implement	VERB
cana-778	237	15	for	for	ADP
cana-778	237	16	the	the	DET
cana-778	237	17	iot	iot	PROPN
cana-778	237	18	network	network	NOUN
cana-778	237	19	traffic	traffic	NOUN
cana-778	237	20	classification	classification	NOUN
cana-778	237	21	.	.	PUNCT
cana-778	238	1	the	the	DET
cana-778	238	2	maximum	maximum	ADJ
cana-778	238	3	accuracy	accuracy	NOUN
cana-778	238	4	,	,	PUNCT
cana-778	238	5	precision	precision	NOUN
cana-778	238	6	and	and	CCONJ
cana-778	238	7	recall	recall	NOUN
cana-778	238	8	is	be	AUX
cana-778	238	9	achieved	achieve	VERB
cana-778	238	10	by	by	ADP
cana-778	238	11	proposed	propose	VERB
cana-778	238	12	hybrid	hybrid	ADJ
cana-778	238	13	optimization	optimization	NOUN
cana-778	238	14	algorithm	algorithm	NOUN
cana-778	238	15	as	as	SCONJ
cana-778	238	16	compared	compare	VERB
cana-778	238	17	to	to	PART
cana-778	238	18	gray	gray	VERB
cana-778	238	19	wolf	wolf	NOUN
cana-778	238	20	,	,	PUNCT
cana-778	238	21	bat	bat	NOUN
cana-778	238	22	and	and	CCONJ
cana-778	238	23	firefly	firefly	NOUN
cana-778	238	24	algorithm	algorithm	NOUN
cana-778	238	25	.	.	PUNCT
cana-778	239	1	conclusion	conclusion	NOUN
cana-778	239	2	in	in	ADP
cana-778	239	3	this	this	DET
cana-778	239	4	paper	paper	NOUN
cana-778	239	5	,	,	PUNCT
cana-778	239	6	it	it	PRON
cana-778	239	7	is	be	AUX
cana-778	239	8	concluded	conclude	VERB
cana-778	239	9	that	that	SCONJ
cana-778	239	10	internet	internet	NOUN
cana-778	239	11	of	of	ADP
cana-778	239	12	things	thing	NOUN
cana-778	239	13	network	network	NOUN
cana-778	239	14	is	be	AUX
cana-778	239	15	much	much	ADV
cana-778	239	16	vulnerable	vulnerable	ADJ
cana-778	239	17	for	for	ADP
cana-778	239	18	the	the	DET
cana-778	239	19	security	security	NOUN
cana-778	239	20	attacks	attack	NOUN
cana-778	239	21	.	.	PUNCT
cana-778	240	1	the	the	DET
cana-778	240	2	various	various	ADJ
cana-778	240	3	type	type	NOUN
cana-778	240	4	of	of	ADP
cana-778	240	5	attacks	attack	NOUN
cana-778	240	6	is	be	AUX
cana-778	240	7	the	the	DET
cana-778	240	8	possible	possible	ADJ
cana-778	240	9	in	in	ADP
cana-778	240	10	the	the	DET
cana-778	240	11	network	network	NOUN
cana-778	240	12	which	which	PRON
cana-778	240	13	can	can	AUX
cana-778	240	14	be	be	AUX
cana-778	240	15	named	name	VERB
cana-778	240	16	as	as	ADP
cana-778	240	17	dos	do	NOUN
cana-778	240	18	,	,	PUNCT
cana-778	240	19	reply	reply	NOUN
cana-778	240	20	,	,	PUNCT
cana-778	240	21	version	version	NOUN
cana-778	240	22	number	number	NOUN
cana-778	240	23	etc	etc	X
cana-778	240	24	.	.	PUNCT
cana-778	241	1	the	the	DET
cana-778	241	2	machine	machine	NOUN
cana-778	241	3	learning	learn	VERB
cana-778	241	4	algorithms	algorithm	NOUN
cana-778	241	5	is	be	AUX
cana-778	241	6	the	the	DET
cana-778	241	7	most	most	ADV
cana-778	241	8	advance	advance	ADJ
cana-778	241	9	algorithms	algorithm	NOUN
cana-778	241	10	which	which	PRON
cana-778	241	11	can	can	AUX
cana-778	241	12	be	be	AUX
cana-778	241	13	used	use	VERB
cana-778	241	14	for	for	ADP
cana-778	241	15	the	the	DET
cana-778	241	16	classification	classification	NOUN
cana-778	241	17	of	of	ADP
cana-778	241	18	the	the	DET
cana-778	241	19	attacks	attack	NOUN
cana-778	241	20	from	from	ADP
cana-778	241	21	the	the	DET
cana-778	241	22	network	network	NOUN
cana-778	241	23	.	.	PUNCT
cana-778	242	1	the	the	DET
cana-778	242	2	machine	machine	NOUN
cana-778	242	3	learning	learn	VERB
cana-778	242	4	algorithms	algorithm	NOUN
cana-778	242	5	which	which	PRON
cana-778	242	6	are	be	AUX
cana-778	242	7	proposed	propose	VERB
cana-778	242	8	in	in	ADP
cana-778	242	9	the	the	DET
cana-778	242	10	past	past	ADJ
cana-778	242	11	years	year	NOUN
cana-778	242	12	is	be	AUX
cana-778	242	13	unable	unable	ADJ
cana-778	242	14	to	to	PART
cana-778	242	15	achieve	achieve	VERB
cana-778	242	16	good	good	ADJ
cana-778	242	17	accuracy	accuracy	NOUN
cana-778	242	18	due	due	ADP
cana-778	242	19	to	to	PART
cana-778	242	20	loop	loop	VERB
cana-778	242	21	hole	hole	NOUN
cana-778	242	22	in	in	ADP
cana-778	242	23	feature	feature	NOUN
cana-778	242	24	extraction	extraction	NOUN
cana-778	242	25	phase	phase	NOUN
cana-778	242	26	.	.	PUNCT
cana-778	243	1	the	the	DET
cana-778	243	2	hybrid	hybrid	ADJ
cana-778	243	3	optimization	optimization	NOUN
cana-778	243	4	algorithm	algorithm	NOUN
cana-778	243	5	is	be	AUX
cana-778	243	6	proposed	propose	VERB
cana-778	243	7	for	for	ADP
cana-778	243	8	the	the	DET
cana-778	243	9	feature	feature	NOUN
cana-778	243	10	extraction	extraction	NOUN
cana-778	243	11	which	which	PRON
cana-778	243	12	is	be	AUX
cana-778	243	13	the	the	DET
cana-778	243	14	combination	combination	NOUN
cana-778	243	15	of	of	ADP
cana-778	243	16	pso	pso	NOUN
cana-778	243	17	and	and	CCONJ
cana-778	243	18	genetic	genetic	ADJ
cana-778	243	19	algorithm	algorithm	NOUN
cana-778	243	20	.	.	PUNCT
cana-778	244	1	the	the	DET
cana-778	244	2	various	various	ADJ
cana-778	244	3	other	other	ADJ
cana-778	244	4	optimization	optimization	NOUN
cana-778	244	5	algorithms	algorithm	NOUN
cana-778	244	6	like	like	ADP
cana-778	244	7	gray	gray	ADJ
cana-778	244	8	wolf	wolf	NOUN
cana-778	244	9	,	,	PUNCT
cana-778	244	10	bat	bat	NOUN
cana-778	244	11	and	and	CCONJ
cana-778	244	12	firefly	firefly	NOUN
cana-778	244	13	are	be	AUX
cana-778	244	14	also	also	ADV
cana-778	244	15	applied	apply	VERB
cana-778	244	16	for	for	ADP
cana-778	244	17	the	the	DET
cana-778	244	18	feature	feature	NOUN
cana-778	244	19	extraction	extraction	NOUN
cana-778	244	20	.	.	PUNCT
cana-778	245	1	the	the	DET
cana-778	245	2	proposed	propose	VERB
cana-778	245	3	algorithm	algorithm	NOUN
cana-778	245	4	is	be	AUX
cana-778	245	5	implemented	implement	VERB
cana-778	245	6	in	in	ADP
cana-778	245	7	python	python	NOUN
cana-778	245	8	and	and	CCONJ
cana-778	245	9	results	result	NOUN
cana-778	245	10	is	be	AUX
cana-778	245	11	also	also	ADV
cana-778	245	12	compared	compare	VERB
cana-778	245	13	with	with	ADP
cana-778	245	14	machine	machine	NOUN
cana-778	245	15	learning	learn	VERB
cana-778	245	16	algorithms	algorithm	NOUN
cana-778	245	17	like	like	ADP
cana-778	245	18	svm	svm	NOUN
cana-778	245	19	,	,	PUNCT
cana-778	245	20	bat	bat	NOUN
cana-778	245	21	and	and	CCONJ
cana-778	245	22	firefly	firefly	NOUN
cana-778	245	23	.	.	PUNCT
cana-778	246	1	the	the	DET
cana-778	246	2	proposed	propose	VERB
cana-778	246	3	model	model	NOUN
cana-778	246	4	achieve	achieve	VERB
cana-778	246	5	accuracy	accuracy	NOUN
cana-778	246	6	,	,	PUNCT
cana-778	246	7	precision	precision	NOUN
cana-778	246	8	and	and	CCONJ
cana-778	246	9	recall	recall	NOUN
cana-778	246	10	of	of	ADP
cana-778	246	11	99	99	NUM
cana-778	246	12	percent	percent	NOUN
cana-778	246	13	iot	iot	NOUN
cana-778	246	14	network	network	NOUN
cana-778	246	15	traffic	traffic	NOUN
cana-778	246	16	classification	classification	NOUN
cana-778	246	17	.	.	PUNCT
cana-778	247	1	the	the	DET
cana-778	247	2	results	result	NOUN
cana-778	247	3	of	of	ADP
cana-778	247	4	the	the	DET
cana-778	247	5	proposed	propose	VERB
cana-778	247	6	model	model	NOUN
cana-778	247	7	are	be	AUX
cana-778	247	8	30	30	NUM
cana-778	247	9	to	to	PART
cana-778	247	10	35	35	NUM
cana-778	247	11	percent	percent	NOUN
cana-778	247	12	high	high	ADJ
cana-778	247	13	as	as	SCONJ
cana-778	247	14	compared	compare	VERB
cana-778	247	15	machine	machine	NOUN
cana-778	247	16	learning	learn	VERB
cana-778	247	17	algorithm	algorithm	NOUN
cana-778	247	18	and	and	CCONJ
cana-778	247	19	also	also	ADV
cana-778	247	20	to	to	ADP
cana-778	247	21	other	other	ADJ
cana-778	247	22	optimization	optimization	NOUN
cana-778	247	23	algorithms	algorithm	NOUN
cana-778	247	24	.	.	PUNCT
cana-778	248	1	in	in	ADP
cana-778	248	2	future	future	ADJ
cana-778	248	3	deep	deep	ADJ
cana-778	248	4	learning	learning	NOUN
cana-778	248	5	models	model	NOUN
cana-778	248	6	can	can	AUX
cana-778	248	7	be	be	AUX
cana-778	248	8	applied	apply	VERB
cana-778	248	9	for	for	ADP
cana-778	248	10	the	the	DET
cana-778	248	11	iot	iot	PROPN
cana-778	248	12	network	network	NOUN
cana-778	248	13	traffic	traffic	NOUN
cana-778	248	14	classification	classification	NOUN
cana-778	248	15	.	.	PUNCT
cana-778	249	1	references	reference	NOUN
cana-778	249	2	[	[	X
cana-778	249	3	1	1	X
cana-778	249	4	]	]	PUNCT
cana-778	249	5	j.	j.	PROPN
cana-778	249	6	r.	r.	PROPN
cana-778	249	7	elias	elias	PROPN
cana-778	249	8	,	,	PUNCT
cana-778	249	9	r.	r.	PROPN
cana-778	249	10	chard	chard	PROPN
cana-778	249	11	,	,	PUNCT
cana-778	249	12	j.	j.	PROPN
cana-778	249	13	a.	a.	PROPN
cana-778	249	14	libera	libera	PROPN
cana-778	249	15	,	,	PUNCT
cana-778	249	16	i.	i.	PROPN
cana-778	249	17	foster	foster	PROPN
cana-778	249	18	and	and	CCONJ
cana-778	249	19	s.	s.	PROPN
cana-778	249	20	chaudhuri	chaudhuri	PROPN
cana-778	249	21	,	,	PUNCT
cana-778	249	22	"	"	PUNCT
cana-778	249	23	the	the	DET
cana-778	249	24	manufacturing	manufacturing	NOUN
cana-778	249	25	data	datum	NOUN
cana-778	249	26	and	and	CCONJ
cana-778	249	27	machine	machine	NOUN
cana-778	249	28	learning	learn	VERB
cana-778	249	29	platform	platform	NOUN
cana-778	249	30	:	:	PUNCT
cana-778	249	31	enabling	enable	VERB
cana-778	249	32	real	real	ADJ
cana-778	249	33	-	-	PUNCT
cana-778	249	34	time	time	NOUN
cana-778	249	35	monitoring	monitoring	NOUN
cana-778	249	36	and	and	CCONJ
cana-778	249	37	control	control	NOUN
cana-778	249	38	of	of	ADP
cana-778	249	39	scientific	scientific	ADJ
cana-778	249	40	experiments	experiment	NOUN
cana-778	249	41	via	via	ADP
cana-778	249	42	iot	iot	NOUN
cana-778	249	43	,	,	PUNCT
cana-778	249	44	"	"	PUNCT
cana-778	249	45	2020	2020	NUM
cana-778	249	46	ieee	ieee	NOUN
cana-778	249	47	6th	6th	ADJ
cana-778	249	48	world	world	NOUN
cana-778	249	49	forum	forum	PROPN
cana-778	249	50	on	on	ADP
cana-778	249	51	internet	internet	NOUN
cana-778	249	52	of	of	ADP
cana-778	249	53	things	thing	NOUN
cana-778	249	54	(	(	PUNCT
cana-778	249	55	wf	wf	NOUN
cana-778	249	56	-	-	PUNCT
cana-778	249	57	iot	iot	NOUN
cana-778	249	58	)	)	PUNCT
cana-778	249	59	,	,	PUNCT
cana-778	249	60	new	new	PROPN
cana-778	249	61	orleans	orleans	PROPN
cana-778	249	62	,	,	PUNCT
cana-778	249	63	la	la	PROPN
cana-778	249	64	,	,	PUNCT
cana-778	249	65	usa	usa	PROPN
cana-778	249	66	,	,	PUNCT
cana-778	249	67	pp	pp	ADJ
cana-778	249	68	.	.	PUNCT
cana-778	250	1	1	1	NUM
cana-778	250	2	-	-	SYM
cana-778	250	3	2	2	NUM
cana-778	250	4	,	,	PUNCT
cana-778	250	5	2020	2020	NUM
cana-778	250	6	.	.	PUNCT
cana-778	251	1	communications	communication	NOUN
cana-778	251	2	on	on	ADP
cana-778	251	3	applied	apply	VERB
cana-778	251	4	nonlinear	nonlinear	ADJ
cana-778	251	5	analysis	analysis	NOUN
cana-778	251	6	issn	issn	NOUN
cana-778	251	7	:	:	PUNCT
cana-778	251	8	1074	1074	NUM
cana-778	251	9	-	-	PUNCT
cana-778	251	10	133x	133x	NUM
cana-778	251	11	vol	vol	NOUN
cana-778	251	12	31	31	NUM
cana-778	251	13	no	no	NOUN
cana-778	251	14	.	.	PUNCT
cana-778	252	1	2s	2s	NUM
cana-778	252	2	(	(	PUNCT
cana-778	252	3	2024	2024	NUM
cana-778	252	4	)	)	PUNCT
cana-778	252	5	716	716	NUM
cana-778	252	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-778	253	1	[	[	X
cana-778	253	2	2	2	X
cana-778	253	3	]	]	PUNCT
cana-778	253	4	s.	s.	PROPN
cana-778	253	5	s.	s.	PROPN
cana-778	253	6	swarna	swarna	PROPN
cana-778	253	7	sugi	sugi	PROPN
cana-778	253	8	and	and	CCONJ
cana-778	253	9	s.	s.	PROPN
cana-778	253	10	r.	r.	PROPN
cana-778	253	11	ratna	ratna	PROPN
cana-778	253	12	,	,	PUNCT
cana-778	253	13	"	"	PUNCT
cana-778	253	14	investigation	investigation	NOUN
cana-778	253	15	of	of	ADP
cana-778	253	16	machine	machine	NOUN
cana-778	253	17	learning	learn	VERB
cana-778	253	18	techniques	technique	NOUN
cana-778	253	19	in	in	ADP
cana-778	253	20	intrusion	intrusion	NOUN
cana-778	253	21	detection	detection	NOUN
cana-778	253	22	system	system	NOUN
cana-778	253	23	for	for	ADP
cana-778	253	24	iot	iot	ADJ
cana-778	253	25	network	network	NOUN
cana-778	253	26	,	,	PUNCT
cana-778	253	27	"	"	PUNCT
cana-778	253	28	2020	2020	NUM
cana-778	253	29	3rd	3rd	ADJ
cana-778	253	30	international	international	ADJ
cana-778	253	31	conference	conference	NOUN
cana-778	253	32	on	on	ADP
cana-778	253	33	intelligent	intelligent	ADJ
cana-778	253	34	sustainable	sustainable	ADJ
cana-778	253	35	systems	system	NOUN
cana-778	253	36	(	(	PUNCT
cana-778	253	37	iciss	iciss	PROPN
cana-778	253	38	)	)	PUNCT
cana-778	253	39	,	,	PUNCT
cana-778	253	40	thoothukudi	thoothukudi	PROPN
cana-778	253	41	,	,	PUNCT
cana-778	253	42	india	india	PROPN
cana-778	253	43	,	,	PUNCT
cana-778	253	44	pp	pp	ADJ
cana-778	253	45	.	.	PUNCT
cana-778	254	1	1164	1164	NUM
cana-778	254	2	-	-	SYM
cana-778	254	3	1167,2020	1167,2020	PROPN
cana-778	254	4	.	.	PUNCT
cana-778	255	1	[	[	X
cana-778	255	2	3	3	NUM
cana-778	255	3	]	]	X
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cana-778	255	10	m.	m.	PROPN
cana-778	255	11	i.	i.	PROPN
cana-778	255	12	a.	a.	PROPN
cana-778	255	13	hossain	hossain	PROPN
cana-778	255	14	,	,	PUNCT
cana-778	255	15	"	"	PUNCT
cana-778	255	16	iot	iot	PROPN
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cana-778	255	23	stove	stove	NOUN
cana-778	255	24	with	with	ADP
cana-778	255	25	age	age	NOUN
cana-778	255	26	verification	verification	NOUN
cana-778	255	27	using	use	VERB
cana-778	255	28	machine	machine	NOUN
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cana-778	255	30	,	,	PUNCT
cana-778	255	31	"	"	PUNCT
cana-778	255	32	2021	2021	NUM
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cana-778	255	36	computer	computer	NOUN
cana-778	255	37	communication	communication	NOUN
cana-778	255	38	and	and	CCONJ
cana-778	255	39	informatics	informatic	NOUN
cana-778	255	40	(	(	PUNCT
cana-778	255	41	iccci	iccci	NOUN
cana-778	255	42	)	)	PUNCT
cana-778	255	43	,	,	PUNCT
cana-778	255	44	coimbatore	coimbatore	PROPN
cana-778	255	45	,	,	PUNCT
cana-778	255	46	india	india	PROPN
cana-778	255	47	,	,	PUNCT
cana-778	255	48	pp	pp	ADJ
cana-778	255	49	.	.	PUNCT
cana-778	256	1	1	1	NUM
cana-778	256	2	-	-	SYM
cana-778	256	3	5,2021	5,2021	NUM
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cana-778	257	1	[	[	X
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cana-778	257	3	]	]	X
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cana-778	257	8	o.	o.	PROPN
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cana-778	257	14	abdelkader	abdelkader	PROPN
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cana-778	257	16	n.	n.	PROPN
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cana-778	257	31	"	"	PUNCT
cana-778	257	32	2022	2022	NUM
cana-778	257	33	ieee	ieee	NOUN
cana-778	257	34	ninth	ninth	ADJ
cana-778	257	35	international	international	ADJ
cana-778	257	36	conference	conference	NOUN
cana-778	257	37	on	on	ADP
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cana-778	257	39	and	and	CCONJ
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cana-778	257	41	(	(	PUNCT
cana-778	257	42	comnet	comnet	NOUN
cana-778	257	43	)	)	PUNCT
cana-778	257	44	,	,	PUNCT
cana-778	257	45	hammamet	hammamet	PROPN
cana-778	257	46	,	,	PUNCT
cana-778	257	47	tunisia	tunisia	PROPN
cana-778	257	48	,	,	PUNCT
cana-778	257	49	pp	pp	ADJ
cana-778	257	50	.	.	PUNCT
cana-778	258	1	1	1	NUM
cana-778	258	2	-	-	SYM
cana-778	258	3	5,2022	5,2022	NOUN
cana-778	258	4	.	.	PUNCT
cana-778	259	1	[	[	X
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cana-778	259	3	]	]	PUNCT
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cana-778	259	10	"	"	PUNCT
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cana-778	259	20	techniques	technique	NOUN
cana-778	259	21	,	,	PUNCT
cana-778	259	22	"	"	PUNCT
cana-778	259	23	2020	2020	NUM
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cana-778	259	25	international	international	ADJ
cana-778	259	26	conference	conference	NOUN
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cana-778	259	30	,	,	PUNCT
cana-778	259	31	images	image	NOUN
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cana-778	259	33	and	and	CCONJ
cana-778	259	34	instrumentation	instrumentation	NOUN
cana-778	259	35	(	(	PUNCT
cana-778	259	36	icbsii	icbsii	NOUN
cana-778	259	37	)	)	PUNCT
cana-778	259	38	,	,	PUNCT
cana-778	259	39	chennai	chennai	PROPN
cana-778	259	40	,	,	PUNCT
cana-778	259	41	india	india	PROPN
cana-778	259	42	,	,	PUNCT
cana-778	259	43	pp	pp	ADJ
cana-778	259	44	.	.	PUNCT
cana-778	260	1	1	1	NUM
cana-778	260	2	-	-	SYM
cana-778	260	3	4,2020	4,2020	NUM
cana-778	260	4	.	.	PUNCT
cana-778	261	1	[	[	X
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cana-778	261	3	]	]	PUNCT
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cana-778	261	16	a.	a.	PROPN
cana-778	261	17	h.	h.	PROPN
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cana-778	261	20	"	"	PUNCT
cana-778	261	21	an	an	DET
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cana-778	261	29	irrigation	irrigation	NOUN
cana-778	261	30	system	system	NOUN
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cana-778	261	35	"	"	PUNCT
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cana-778	261	43	communication	communication	NOUN
cana-778	261	44	technology	technology	NOUN
cana-778	261	45	and	and	CCONJ
cana-778	261	46	system	system	NOUN
cana-778	261	47	(	(	PUNCT
cana-778	261	48	icts	ict	NOUN
cana-778	261	49	)	)	PUNCT
cana-778	261	50	,	,	PUNCT
cana-778	261	51	surabaya	surabaya	PROPN
cana-778	261	52	,	,	PUNCT
cana-778	261	53	indonesia	indonesia	PROPN
cana-778	261	54	,	,	PUNCT
cana-778	261	55	pp	pp	ADJ
cana-778	261	56	.	.	PUNCT
cana-778	262	1	277	277	NUM
cana-778	262	2	-	-	PUNCT
cana-778	262	3	281,2021	281,2021	NUM
cana-778	262	4	.	.	PUNCT
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cana-778	263	2	7	7	X
cana-778	263	3	]	]	X
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cana-778	263	7	a.	a.	NOUN
cana-778	263	8	a.	a.	NOUN
cana-778	263	9	prasath	prasath	PROPN
cana-778	263	10	,	,	PUNCT
cana-778	263	11	s.	s.	PROPN
cana-778	263	12	mishra	mishra	PROPN
cana-778	263	13	and	and	CCONJ
cana-778	263	14	j.	j.	PROPN
cana-778	263	15	shirisha	shirisha	PROPN
cana-778	263	16	,	,	PUNCT
cana-778	263	17	"	"	PUNCT
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cana-778	263	19	and	and	CCONJ
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cana-778	263	25	shopping	shopping	NOUN
cana-778	263	26	system	system	NOUN
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cana-778	263	28	"	"	PUNCT
cana-778	263	29	2022	2022	NUM
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cana-778	263	31	conference	conference	NOUN
cana-778	263	32	on	on	ADP
cana-778	263	33	power	power	NOUN
cana-778	263	34	,	,	PUNCT
cana-778	263	35	energy	energy	NOUN
cana-778	263	36	,	,	PUNCT
cana-778	263	37	control	control	NOUN
cana-778	263	38	and	and	CCONJ
cana-778	263	39	transmission	transmission	NOUN
cana-778	263	40	systems	system	NOUN
cana-778	263	41	(	(	PUNCT
cana-778	263	42	icpects	icpect	NOUN
cana-778	263	43	)	)	PUNCT
cana-778	263	44	,	,	PUNCT
cana-778	263	45	chennai	chennai	PROPN
cana-778	263	46	,	,	PUNCT
cana-778	263	47	india	india	PROPN
cana-778	263	48	,	,	PUNCT
cana-778	263	49	pp	pp	ADJ
cana-778	263	50	.	.	PUNCT
cana-778	264	1	1	1	NUM
cana-778	264	2	-	-	SYM
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cana-778	264	4	.	.	PUNCT
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cana-778	265	3	]	]	X
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cana-778	265	6	hayashi	hayashi	PROPN
cana-778	265	7	et	et	PROPN
cana-778	265	8	al	al	PROPN
cana-778	265	9	.	.	PROPN
cana-778	265	10	,	,	PUNCT
cana-778	265	11	"	"	PUNCT
cana-778	265	12	improving	improve	VERB
cana-778	265	13	iot	iot	ADJ
cana-778	265	14	module	module	NOUN
cana-778	265	15	testability	testability	NOUN
cana-778	265	16	with	with	ADP
cana-778	265	17	test	test	NOUN
cana-778	265	18	-	-	PUNCT
cana-778	265	19	driven	drive	VERB
cana-778	265	20	development	development	NOUN
cana-778	265	21	and	and	CCONJ
cana-778	265	22	machine	machine	NOUN
cana-778	265	23	learning	learning	NOUN
cana-778	265	24	,	,	PUNCT
cana-778	265	25	"	"	PUNCT
cana-778	265	26	2021	2021	NUM
cana-778	265	27	8th	8th	ADJ
cana-778	265	28	international	international	ADJ
cana-778	265	29	conference	conference	NOUN
cana-778	265	30	on	on	ADP
cana-778	265	31	future	future	ADJ
cana-778	265	32	internet	internet	NOUN
cana-778	265	33	of	of	ADP
cana-778	265	34	things	thing	NOUN
cana-778	265	35	and	and	CCONJ
cana-778	265	36	cloud	cloud	NOUN
cana-778	265	37	(	(	PUNCT
cana-778	265	38	ficloud	ficloud	ADJ
cana-778	265	39	)	)	PUNCT
cana-778	265	40	,	,	PUNCT
cana-778	265	41	rome	rome	PROPN
cana-778	265	42	,	,	PUNCT
cana-778	265	43	italy	italy	PROPN
cana-778	265	44	,	,	PUNCT
cana-778	265	45	pp	pp	X
cana-778	265	46	.	.	PUNCT
cana-778	266	1	406412,2021	406412,2021	NOUN
cana-778	266	2	.	.	PUNCT
cana-778	267	1	[	[	X
cana-778	267	2	9	9	NUM
cana-778	267	3	]	]	PUNCT
cana-778	267	4	s.	s.	PROPN
cana-778	267	5	kavitha	kavitha	PROPN
cana-778	267	6	,	,	PUNCT
cana-778	267	7	v.	v.	PROPN
cana-778	267	8	r.	r.	PROPN
cana-778	267	9	karumanchi	karumanchi	PROPN
cana-778	267	10	,	,	PUNCT
cana-778	267	11	t.	t.	PROPN
cana-778	267	12	s.	s.	PROPN
cana-778	267	13	rajeswari	rajeswari	PROPN
cana-778	267	14	,	,	PUNCT
cana-778	267	15	v.	v.	ADP
cana-778	267	16	c.	c.	PROPN
cana-778	267	17	jadala	jadala	PROPN
cana-778	267	18	,	,	PUNCT
cana-778	267	19	s.	s.	PROPN
cana-778	267	20	h.	h.	PROPN
cana-778	267	21	raju	raju	PROPN
cana-778	267	22	and	and	CCONJ
cana-778	267	23	m.	m.	PROPN
cana-778	267	24	kavitha	kavitha	PROPN
cana-778	267	25	,	,	PUNCT
cana-778	267	26	"	"	PUNCT
cana-778	267	27	machine	machine	NOUN
cana-778	267	28	learning	learning	NOUN
cana-778	267	29	based	base	VERB
cana-778	267	30	authentication	authentication	NOUN
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cana-778	267	32	lot	lot	NOUN
cana-778	267	33	devices	device	NOUN
cana-778	267	34	in	in	ADP
cana-778	267	35	traffic	traffic	NOUN
cana-778	267	36	prediction	prediction	NOUN
cana-778	267	37	for	for	ADP
cana-778	267	38	its	its	PRON
cana-778	267	39	,	,	PUNCT
cana-778	267	40	"	"	PUNCT
cana-778	267	41	2022	2022	NUM
cana-778	267	42	international	international	ADJ
cana-778	267	43	conference	conference	NOUN
cana-778	267	44	on	on	ADP
cana-778	267	45	applied	apply	VERB
cana-778	267	46	artificial	artificial	ADJ
cana-778	267	47	intelligence	intelligence	NOUN
cana-778	267	48	and	and	CCONJ
cana-778	267	49	computing	computing	NOUN
cana-778	267	50	(	(	PUNCT
cana-778	267	51	icaaic	icaaic	ADJ
cana-778	267	52	)	)	PUNCT
cana-778	267	53	,	,	PUNCT
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cana-778	267	55	,	,	PUNCT
cana-778	267	56	india	india	PROPN
cana-778	267	57	,	,	PUNCT
cana-778	267	58	pp	pp	ADP
cana-778	267	59	.	.	PUNCT
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cana-778	267	61	-	-	SYM
cana-778	267	62	1534,2022	1534,2022	NUM
cana-778	267	63	.	.	PUNCT
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cana-778	268	2	10	10	NUM
cana-778	268	3	]	]	PUNCT
cana-778	268	4	z.	z.	PROPN
cana-778	268	5	liu	liu	PROPN
cana-778	268	6	,	,	PUNCT
cana-778	268	7	n.	n.	PROPN
cana-778	268	8	thapa	thapa	PROPN
cana-778	268	9	,	,	PUNCT
cana-778	268	10	a.	a.	PROPN
cana-778	268	11	shaver	shaver	PROPN
cana-778	268	12	,	,	PUNCT
cana-778	268	13	k.	k.	PROPN
cana-778	268	14	roy	roy	PROPN
cana-778	268	15	,	,	PUNCT
cana-778	268	16	x.	x.	PROPN
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cana-778	268	18	and	and	CCONJ
cana-778	268	19	s.	s.	PROPN
cana-778	268	20	khorsandroo	khorsandroo	PROPN
cana-778	268	21	,	,	PUNCT
cana-778	268	22	"	"	PUNCT
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cana-778	268	24	detection	detection	NOUN
cana-778	268	25	on	on	ADP
cana-778	268	26	iot	iot	PROPN
cana-778	268	27	network	network	NOUN
cana-778	268	28	intrusion	intrusion	NOUN
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cana-778	268	30	machine	machine	NOUN
cana-778	268	31	learning	learning	NOUN
cana-778	268	32	,	,	PUNCT
cana-778	268	33	"	"	PUNCT
cana-778	268	34	2020	2020	NUM
cana-778	268	35	international	international	ADJ
cana-778	268	36	conference	conference	NOUN
cana-778	268	37	on	on	ADP
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cana-778	268	39	intelligence	intelligence	NOUN
cana-778	268	40	,	,	PUNCT
cana-778	268	41	big	big	ADJ
cana-778	268	42	data	datum	NOUN
cana-778	268	43	,	,	PUNCT
cana-778	268	44	computing	computing	NOUN
cana-778	268	45	and	and	CCONJ
cana-778	268	46	data	datum	NOUN
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cana-778	268	48	systems	system	NOUN
cana-778	268	49	(	(	PUNCT
cana-778	268	50	icabcd	icabcd	PROPN
cana-778	268	51	)	)	PUNCT
cana-778	268	52	,	,	PUNCT
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cana-778	268	55	south	south	PROPN
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cana-778	268	58	pp	pp	PROPN
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cana-778	269	2	-	-	SYM
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cana-778	269	4	.	.	PUNCT
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cana-778	270	2	11	11	NUM
cana-778	270	3	]	]	PUNCT
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cana-778	270	17	"	"	PUNCT
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cana-778	270	22	framework	framework	NOUN
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cana-778	270	27	"	"	PUNCT
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cana-778	270	31	,	,	PUNCT
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cana-778	270	35	,	,	PUNCT
cana-778	270	36	pp	pp	ADJ
cana-778	270	37	.	.	PUNCT
cana-778	271	1	114066	114066	NUM
cana-778	271	2	-	-	SYM
cana-778	271	3	114077	114077	NUM
cana-778	271	4	,	,	PUNCT
cana-778	271	5	2020	2020	NUM
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cana-778	272	19	"	"	PUNCT
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cana-778	272	24	and	and	CCONJ
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cana-778	272	34	"	"	PUNCT
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cana-778	272	38	,	,	PUNCT
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cana-778	272	40	.	.	PROPN
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cana-778	272	42	,	,	PUNCT
cana-778	272	43	pp	pp	ADJ
cana-778	272	44	.	.	PUNCT
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cana-778	273	2	-	-	SYM
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cana-778	273	4	,	,	PUNCT
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cana-778	274	3	]	]	X
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cana-778	274	27	"	"	PUNCT
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cana-778	274	33	.	.	NOUN
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cana-778	274	35	,	,	PUNCT
cana-778	274	36	pp	pp	ADJ
cana-778	274	37	.	.	PUNCT
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cana-778	274	39	-	-	SYM
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cana-778	274	41	,	,	PUNCT
cana-778	274	42	2021	2021	NUM
cana-778	274	43	.	.	PUNCT
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cana-778	275	3	]	]	PUNCT
cana-778	275	4	t.	t.	PROPN
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cana-778	275	6	,	,	PUNCT
cana-778	275	7	a.	a.	PROPN
cana-778	275	8	el	el	PROPN
cana-778	275	9	-	-	PUNCT
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cana-778	275	12	a.	a.	PROPN
cana-778	275	13	e.	e.	PROPN
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cana-778	275	16	“	"	PUNCT
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cana-778	275	35	,	,	PUNCT
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cana-778	275	39	,	,	PUNCT
cana-778	275	40	pp	pp	ADJ
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cana-778	277	13	“	"	PUNCT
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cana-778	279	36	.	.	PUNCT
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cana-778	280	2	-	-	SYM
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cana-778	280	4	,	,	PUNCT
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cana-778	282	2	-	-	SYM
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cana-778	282	4	,	,	PUNCT
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cana-778	283	7	:	:	PUNCT
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cana-778	284	2	(	(	PUNCT
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cana-778	284	4	)	)	PUNCT
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cana-778	285	3	]	]	PUNCT
cana-778	285	4	a.	a.	PROPN
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cana-778	285	38	,	,	PUNCT
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cana-778	285	46	-	-	SYM
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cana-778	288	2	-	-	SYM
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cana-778	288	4	,	,	PUNCT
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cana-778	290	2	-	-	SYM
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cana-778	293	8	,	,	PUNCT
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cana-778	294	9	j.	j.	PROPN
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cana-778	295	2	-	-	SYM
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cana-778	296	32	"	"	PUNCT
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cana-778	297	2	-	-	SYM
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cana-778	297	4	,	,	PUNCT
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cana-778	300	2	-	-	SYM
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cana-778	300	4	,	,	PUNCT
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cana-778	302	2	-	-	SYM
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cana-778	302	4	,	,	PUNCT
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cana-778	302	8	/	/	SYM
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cana-778	304	2	-	-	SYM
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cana-778	304	4	,	,	PUNCT
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