id	sid	tid	token	lemma	pos
cana-6114	1	1	communications	communication	NOUN
cana-6114	1	2	on	on	ADP
cana-6114	1	3	applied	apply	VERB
cana-6114	1	4	nonlinear	nonlinear	ADJ
cana-6114	1	5	analysis	analysis	NOUN
cana-6114	1	6	issn	issn	NOUN
cana-6114	1	7	:	:	PUNCT
cana-6114	1	8	1074	1074	NUM
cana-6114	1	9	-	-	PUNCT
cana-6114	1	10	133x	133x	NUM
cana-6114	1	11	vol	vol	NOUN
cana-6114	1	12	32	32	NUM
cana-6114	1	13	no	no	NOUN
cana-6114	1	14	.	.	NOUN
cana-6114	1	15	3	3	NUM
cana-6114	1	16	(	(	PUNCT
cana-6114	1	17	2025	2025	NUM
cana-6114	1	18	)	)	PUNCT
cana-6114	1	19	1102	1102	NUM
cana-6114	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6114	2	1	an	an	DET
cana-6114	2	2	ensemble	ensemble	ADJ
cana-6114	2	3	machine	machine	NOUN
cana-6114	2	4	learning	learn	VERB
cana-6114	2	5	approach	approach	NOUN
cana-6114	2	6	for	for	ADP
cana-6114	2	7	denial	denial	NOUN
cana-6114	2	8	-	-	PUNCT
cana-6114	2	9	of	of	ADP
cana-6114	2	10	-	-	PUNCT
cana-6114	2	11	service	service	NOUN
cana-6114	2	12	detection	detection	NOUN
cana-6114	2	13	in	in	ADP
cana-6114	2	14	cloud	cloud	NOUN
cana-6114	2	15	-	-	PUNCT
cana-6114	2	16	of	of	ADP
cana-6114	2	17	-	-	PUNCT
cana-6114	2	18	things	thing	NOUN
cana-6114	2	19	networks	network	NOUN
cana-6114	2	20	using	use	VERB
cana-6114	2	21	ciciot2023	ciciot2023	PROPN
cana-6114	2	22	dataset	dataset	NOUN
cana-6114	2	23	sahilpreet	sahilpreet	PROPN
cana-6114	2	24	singh1	singh1	PROPN
cana-6114	2	25	*	*	SYM
cana-6114	2	26	,	,	PUNCT
cana-6114	2	27	dr	dr	PROPN
cana-6114	2	28	.	.	PROPN
cana-6114	2	29	arjan	arjan	PROPN
cana-6114	2	30	singh2	singh2	PROPN
cana-6114	2	31	,	,	PUNCT
cana-6114	2	32	dr	dr	PROPN
cana-6114	2	33	.	.	PROPN
cana-6114	2	34	vishal	vishal	PROPN
cana-6114	2	35	goyal3	goyal3	PUNCT
cana-6114	3	1	1,3department	1,3department	NUM
cana-6114	3	2	of	of	ADP
cana-6114	3	3	computer	computer	NOUN
cana-6114	3	4	science	science	NOUN
cana-6114	3	5	,	,	PUNCT
cana-6114	3	6	punjabi	punjabi	NOUN
cana-6114	3	7	university	university	PROPN
cana-6114	3	8	,	,	PUNCT
cana-6114	3	9	patiala	patiala	PROPN
cana-6114	3	10	2department	2department	NUM
cana-6114	3	11	of	of	ADP
cana-6114	3	12	mathematics	mathematics	PROPN
cana-6114	3	13	,	,	PUNCT
cana-6114	3	14	punjabi	punjabi	PROPN
cana-6114	3	15	university	university	PROPN
cana-6114	3	16	,	,	PUNCT
cana-6114	3	17	patiala	patiala	PROPN
cana-6114	3	18	corresponding	corresponding	ADJ
cana-6114	3	19	author	author	NOUN
cana-6114	3	20	e	e	NOUN
cana-6114	3	21	-	-	NOUN
cana-6114	3	22	mail	mail	NOUN
cana-6114	3	23	:	:	PUNCT
cana-6114	3	24	ersahilpreetsingh@gmail.com	ersahilpreetsingh@gmail.com	X
cana-6114	3	25	article	article	NOUN
cana-6114	3	26	history	history	NOUN
cana-6114	3	27	:	:	PUNCT
cana-6114	3	28	received	receive	VERB
cana-6114	3	29	:	:	PUNCT
cana-6114	3	30	19	19	NUM
cana-6114	3	31	-	-	PUNCT
cana-6114	3	32	02	02	NUM
cana-6114	3	33	-	-	PUNCT
cana-6114	3	34	2025	2025	NUM
cana-6114	3	35	revised	revise	VERB
cana-6114	3	36	:	:	PUNCT
cana-6114	3	37	24	24	NUM
cana-6114	3	38	-	-	PUNCT
cana-6114	3	39	03	03	NUM
cana-6114	3	40	-	-	PUNCT
cana-6114	3	41	2025	2025	NUM
cana-6114	3	42	accepted	accept	VERB
cana-6114	3	43	:	:	PUNCT
cana-6114	3	44	21	21	NUM
cana-6114	3	45	-	-	PUNCT
cana-6114	3	46	04	04	NUM
cana-6114	3	47	-	-	PUNCT
cana-6114	3	48	2025	2025	NUM
cana-6114	3	49	abstract	abstract	NOUN
cana-6114	3	50	:	:	PUNCT
cana-6114	3	51	the	the	DET
cana-6114	3	52	rapid	rapid	ADJ
cana-6114	3	53	expansion	expansion	NOUN
cana-6114	3	54	of	of	ADP
cana-6114	3	55	cloud	cloud	NOUN
cana-6114	3	56	-	-	PUNCT
cana-6114	3	57	of	of	ADP
cana-6114	3	58	-	-	PUNCT
cana-6114	3	59	things	thing	NOUN
cana-6114	3	60	(	(	PUNCT
cana-6114	3	61	cot	cot	NOUN
cana-6114	3	62	)	)	PUNCT
cana-6114	3	63	infrastructures	infrastructure	NOUN
cana-6114	3	64	has	have	AUX
cana-6114	3	65	intensified	intensify	VERB
cana-6114	3	66	exposure	exposure	NOUN
cana-6114	3	67	to	to	ADP
cana-6114	3	68	denial	denial	NOUN
cana-6114	3	69	-	-	PUNCT
cana-6114	3	70	of	of	ADP
cana-6114	3	71	-	-	PUNCT
cana-6114	3	72	service	service	NOUN
cana-6114	3	73	(	(	PUNCT
cana-6114	3	74	dos	do	NOUN
cana-6114	3	75	)	)	PUNCT
cana-6114	3	76	and	and	CCONJ
cana-6114	3	77	distributed	distribute	VERB
cana-6114	3	78	dos	do	NOUN
cana-6114	3	79	(	(	PUNCT
cana-6114	3	80	ddos	ddo	NOUN
cana-6114	3	81	)	)	PUNCT
cana-6114	3	82	attacks	attack	NOUN
cana-6114	3	83	that	that	PRON
cana-6114	3	84	exploit	exploit	VERB
cana-6114	3	85	heterogeneous	heterogeneous	ADJ
cana-6114	3	86	iot	iot	NOUN
cana-6114	3	87	devices	device	NOUN
cana-6114	3	88	and	and	CCONJ
cana-6114	3	89	dynamic	dynamic	ADJ
cana-6114	3	90	cloud	cloud	NOUN
cana-6114	3	91	connections	connection	NOUN
cana-6114	3	92	.	.	PUNCT
cana-6114	4	1	traditional	traditional	ADJ
cana-6114	4	2	signature	signature	NOUN
cana-6114	4	3	-	-	PUNCT
cana-6114	4	4	based	base	VERB
cana-6114	4	5	and	and	CCONJ
cana-6114	4	6	rule	rule	NOUN
cana-6114	4	7	-	-	PUNCT
cana-6114	4	8	driven	drive	VERB
cana-6114	4	9	defenses	defense	NOUN
cana-6114	4	10	often	often	ADV
cana-6114	4	11	fail	fail	VERB
cana-6114	4	12	to	to	PART
cana-6114	4	13	adapt	adapt	VERB
cana-6114	4	14	to	to	ADP
cana-6114	4	15	these	these	DET
cana-6114	4	16	evolving	evolve	VERB
cana-6114	4	17	threats	threat	NOUN
cana-6114	4	18	.	.	PUNCT
cana-6114	5	1	this	this	DET
cana-6114	5	2	study	study	NOUN
cana-6114	5	3	presents	present	VERB
cana-6114	5	4	a	a	DET
cana-6114	5	5	reproducible	reproducible	ADJ
cana-6114	5	6	,	,	PUNCT
cana-6114	5	7	data	data	NOUN
cana-6114	5	8	-	-	PUNCT
cana-6114	5	9	driven	drive	VERB
cana-6114	5	10	detection	detection	NOUN
cana-6114	5	11	framework	framework	NOUN
cana-6114	5	12	that	that	PRON
cana-6114	5	13	combines	combine	VERB
cana-6114	5	14	naïve	naïve	ADJ
cana-6114	5	15	bayes	bayes	NOUN
cana-6114	5	16	(	(	PUNCT
cana-6114	5	17	nb	nb	NOUN
cana-6114	5	18	)	)	PUNCT
cana-6114	5	19	and	and	CCONJ
cana-6114	5	20	support	support	VERB
cana-6114	5	21	vector	vector	NOUN
cana-6114	5	22	machine	machine	NOUN
cana-6114	5	23	(	(	PUNCT
cana-6114	5	24	svm	svm	ADJ
cana-6114	5	25	)	)	PUNCT
cana-6114	5	26	classifiers	classifier	NOUN
cana-6114	5	27	through	through	ADP
cana-6114	5	28	a	a	DET
cana-6114	5	29	weighted	weight	VERB
cana-6114	5	30	ensemble	ensemble	ADJ
cana-6114	5	31	mechanism	mechanism	NOUN
cana-6114	5	32	to	to	PART
cana-6114	5	33	identify	identify	VERB
cana-6114	5	34	dos	do	NOUN
cana-6114	5	35	traffic	traffic	NOUN
cana-6114	5	36	in	in	ADP
cana-6114	5	37	iot	iot	ADJ
cana-6114	5	38	-	-	PUNCT
cana-6114	5	39	cloud	cloud	NOUN
cana-6114	5	40	environments	environment	NOUN
cana-6114	5	41	.	.	PUNCT
cana-6114	6	1	using	use	VERB
cana-6114	6	2	the	the	DET
cana-6114	6	3	ciciot2023	ciciot2023	PROPN
cana-6114	6	4	dataset	dataset	NOUN
cana-6114	6	5	,	,	PUNCT
cana-6114	6	6	which	which	PRON
cana-6114	6	7	captures	capture	VERB
cana-6114	6	8	diverse	diverse	ADJ
cana-6114	6	9	iot	iot	ADJ
cana-6114	6	10	attack	attack	NOUN
cana-6114	6	11	patterns	pattern	NOUN
cana-6114	6	12	,	,	PUNCT
cana-6114	6	13	the	the	DET
cana-6114	6	14	work	work	NOUN
cana-6114	6	15	establishes	establish	VERB
cana-6114	6	16	a	a	DET
cana-6114	6	17	complete	complete	ADJ
cana-6114	6	18	pipeline	pipeline	NOUN
cana-6114	6	19	encompassing	encompass	VERB
cana-6114	6	20	preprocessing	preprocessing	NOUN
cana-6114	6	21	,	,	PUNCT
cana-6114	6	22	feature	feature	NOUN
cana-6114	6	23	normalization	normalization	NOUN
cana-6114	6	24	,	,	PUNCT
cana-6114	6	25	model	model	NOUN
cana-6114	6	26	training	training	NOUN
cana-6114	6	27	,	,	PUNCT
cana-6114	6	28	validation	validation	NOUN
cana-6114	6	29	,	,	PUNCT
cana-6114	6	30	and	and	CCONJ
cana-6114	6	31	artifact	artifact	ADJ
cana-6114	6	32	generation	generation	NOUN
cana-6114	6	33	.	.	PUNCT
cana-6114	7	1	the	the	DET
cana-6114	7	2	ensemble	ensemble	ADJ
cana-6114	7	3	model	model	NOUN
cana-6114	7	4	integrates	integrate	NOUN
cana-6114	7	5	probabilistic	probabilistic	ADJ
cana-6114	7	6	reasoning	reasoning	NOUN
cana-6114	7	7	from	from	ADP
cana-6114	7	8	nb	nb	INTJ
cana-6114	7	9	with	with	ADP
cana-6114	7	10	the	the	DET
cana-6114	7	11	discriminative	discriminative	NOUN
cana-6114	7	12	power	power	NOUN
cana-6114	7	13	of	of	ADP
cana-6114	7	14	svm	svm	PROPN
cana-6114	7	15	,	,	PUNCT
cana-6114	7	16	optimizing	optimize	VERB
cana-6114	7	17	decision	decision	NOUN
cana-6114	7	18	thresholds	threshold	NOUN
cana-6114	7	19	for	for	ADP
cana-6114	7	20	balanced	balanced	ADJ
cana-6114	7	21	precision	precision	NOUN
cana-6114	7	22	and	and	CCONJ
cana-6114	7	23	recall	recall	NOUN
cana-6114	7	24	.	.	PUNCT
cana-6114	8	1	performance	performance	NOUN
cana-6114	8	2	evaluation	evaluation	NOUN
cana-6114	8	3	demonstrates	demonstrate	VERB
cana-6114	8	4	significant	significant	ADJ
cana-6114	8	5	improvement	improvement	NOUN
cana-6114	8	6	over	over	ADP
cana-6114	8	7	individual	individual	ADJ
cana-6114	8	8	classifiers	classifier	NOUN
cana-6114	8	9	,	,	PUNCT
cana-6114	8	10	achieving	achieve	VERB
cana-6114	8	11	99.3	99.3	NUM
cana-6114	8	12	%	%	NOUN
cana-6114	8	13	accuracy	accuracy	NOUN
cana-6114	8	14	,	,	PUNCT
cana-6114	8	15	99.2	99.2	NUM
cana-6114	8	16	%	%	NOUN
cana-6114	8	17	precision	precision	NOUN
cana-6114	8	18	,	,	PUNCT
cana-6114	8	19	99.1	99.1	NUM
cana-6114	8	20	%	%	NOUN
cana-6114	8	21	recall	recall	NOUN
cana-6114	8	22	,	,	PUNCT
cana-6114	8	23	and	and	CCONJ
cana-6114	8	24	an	an	DET
cana-6114	8	25	auroc	auroc	NOUN
cana-6114	8	26	of	of	ADP
cana-6114	8	27	0.994	0.994	NUM
cana-6114	8	28	on	on	ADP
cana-6114	8	29	the	the	DET
cana-6114	8	30	test	test	NOUN
cana-6114	8	31	dataset	dataset	NOUN
cana-6114	8	32	.	.	PUNCT
cana-6114	9	1	confusion	confusion	NOUN
cana-6114	9	2	matrix	matrix	NOUN
cana-6114	9	3	and	and	CCONJ
cana-6114	9	4	learning	learning	NOUN
cana-6114	9	5	-	-	PUNCT
cana-6114	9	6	curve	curve	NOUN
cana-6114	9	7	analyses	analysis	NOUN
cana-6114	9	8	confirm	confirm	VERB
cana-6114	9	9	robust	robust	ADJ
cana-6114	9	10	generalization	generalization	NOUN
cana-6114	9	11	and	and	CCONJ
cana-6114	9	12	reduced	reduce	VERB
cana-6114	9	13	false	false	ADJ
cana-6114	9	14	alarm	alarm	NOUN
cana-6114	9	15	rates	rate	NOUN
cana-6114	9	16	,	,	PUNCT
cana-6114	9	17	validating	validate	VERB
cana-6114	9	18	its	its	PRON
cana-6114	9	19	applicability	applicability	NOUN
cana-6114	9	20	for	for	ADP
cana-6114	9	21	real	real	ADJ
cana-6114	9	22	-	-	PUNCT
cana-6114	9	23	time	time	NOUN
cana-6114	9	24	detection	detection	NOUN
cana-6114	9	25	.	.	PUNCT
cana-6114	10	1	beyond	beyond	ADP
cana-6114	10	2	high	high	ADJ
cana-6114	10	3	accuracy	accuracy	NOUN
cana-6114	10	4	,	,	PUNCT
cana-6114	10	5	the	the	DET
cana-6114	10	6	modular	modular	ADJ
cana-6114	10	7	structure	structure	NOUN
cana-6114	10	8	allows	allow	VERB
cana-6114	10	9	seamless	seamless	ADJ
cana-6114	10	10	integration	integration	NOUN
cana-6114	10	11	into	into	ADP
cana-6114	10	12	prevention	prevention	NOUN
cana-6114	10	13	-	-	PUNCT
cana-6114	10	14	oriented	orient	VERB
cana-6114	10	15	intrusion	intrusion	NOUN
cana-6114	10	16	detection	detection	NOUN
cana-6114	10	17	systems	system	NOUN
cana-6114	10	18	for	for	ADP
cana-6114	10	19	cot	cot	NOUN
cana-6114	10	20	environments	environment	NOUN
cana-6114	10	21	.	.	PUNCT
cana-6114	11	1	the	the	DET
cana-6114	11	2	research	research	NOUN
cana-6114	11	3	thereby	thereby	ADV
cana-6114	11	4	bridges	bridge	VERB
cana-6114	11	5	the	the	DET
cana-6114	11	6	gap	gap	NOUN
cana-6114	11	7	between	between	ADP
cana-6114	11	8	academic	academic	ADJ
cana-6114	11	9	prototypes	prototype	NOUN
cana-6114	11	10	and	and	CCONJ
cana-6114	11	11	deployable	deployable	ADJ
cana-6114	11	12	,	,	PUNCT
cana-6114	11	13	lightweight	lightweight	ADJ
cana-6114	11	14	ids	id	NOUN
cana-6114	11	15	frameworks	framework	NOUN
cana-6114	11	16	,	,	PUNCT
cana-6114	11	17	aligning	align	VERB
cana-6114	11	18	with	with	ADP
cana-6114	11	19	contemporary	contemporary	ADJ
cana-6114	11	20	sdn	sdn	PROPN
cana-6114	11	21	-	-	PUNCT
cana-6114	11	22	assisted	assist	VERB
cana-6114	11	23	defense	defense	NOUN
cana-6114	11	24	strategies	strategy	NOUN
cana-6114	11	25	.	.	PUNCT
cana-6114	12	1	overall	overall	ADJ
cana-6114	12	2	,	,	PUNCT
cana-6114	12	3	this	this	DET
cana-6114	12	4	ensemble	ensemble	ADJ
cana-6114	12	5	-	-	PUNCT
cana-6114	12	6	based	base	VERB
cana-6114	12	7	detector	detector	NOUN
cana-6114	12	8	establishes	establish	VERB
cana-6114	12	9	a	a	DET
cana-6114	12	10	strong	strong	ADJ
cana-6114	12	11	foundation	foundation	NOUN
cana-6114	12	12	for	for	ADP
cana-6114	12	13	operational	operational	ADJ
cana-6114	12	14	cot	cot	NOUN
cana-6114	12	15	intrusion	intrusion	PROPN
cana-6114	12	16	prevention	prevention	NOUN
cana-6114	12	17	systems	system	NOUN
cana-6114	12	18	by	by	ADP
cana-6114	12	19	ensuring	ensure	VERB
cana-6114	12	20	reproducibility	reproducibility	NOUN
cana-6114	12	21	,	,	PUNCT
cana-6114	12	22	interpretability	interpretability	NOUN
cana-6114	12	23	,	,	PUNCT
cana-6114	12	24	and	and	CCONJ
cana-6114	12	25	scalability	scalability	NOUN
cana-6114	12	26	across	across	ADP
cana-6114	12	27	heterogeneous	heterogeneous	ADJ
cana-6114	12	28	iot	iot	ADJ
cana-6114	12	29	-	-	PUNCT
cana-6114	12	30	cloud	cloud	NOUN
cana-6114	12	31	networks	network	NOUN
cana-6114	12	32	.	.	PUNCT
cana-6114	13	1	keywords	keyword	NOUN
cana-6114	13	2	:	:	PUNCT
cana-6114	13	3	cot	cot	NOUN
cana-6114	13	4	,	,	PUNCT
cana-6114	13	5	svm	svm	ADJ
cana-6114	13	6	,	,	PUNCT
cana-6114	13	7	ml	ml	NOUN
cana-6114	13	8	,	,	PUNCT
cana-6114	13	9	ciciot	ciciot	NOUN
cana-6114	13	10	,	,	PUNCT
cana-6114	13	11	nb	nb	PROPN
cana-6114	13	12	communications	communication	NOUN
cana-6114	13	13	on	on	ADP
cana-6114	13	14	applied	apply	VERB
cana-6114	13	15	nonlinear	nonlinear	ADJ
cana-6114	13	16	analysis	analysis	NOUN
cana-6114	13	17	issn	issn	NOUN
cana-6114	13	18	:	:	PUNCT
cana-6114	13	19	1074	1074	NUM
cana-6114	13	20	-	-	PUNCT
cana-6114	13	21	133x	133x	NUM
cana-6114	13	22	vol	vol	NOUN
cana-6114	13	23	32	32	NUM
cana-6114	13	24	no	no	NOUN
cana-6114	13	25	.	.	NOUN
cana-6114	13	26	3	3	NUM
cana-6114	13	27	(	(	PUNCT
cana-6114	13	28	2025	2025	NUM
cana-6114	13	29	)	)	PUNCT
cana-6114	13	30	1103	1103	NUM
cana-6114	14	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6114	14	2	1	1	X
cana-6114	14	3	.	.	PUNCT
cana-6114	14	4	introduction	introduction	NOUN
cana-6114	14	5	the	the	DET
cana-6114	14	6	scale	scale	NOUN
cana-6114	14	7	and	and	CCONJ
cana-6114	14	8	style	style	NOUN
cana-6114	14	9	of	of	ADP
cana-6114	14	10	denial	denial	NOUN
cana-6114	14	11	-	-	PUNCT
cana-6114	14	12	of	of	ADP
cana-6114	14	13	-	-	PUNCT
cana-6114	14	14	service	service	NOUN
cana-6114	14	15	traffic	traffic	NOUN
cana-6114	14	16	have	have	AUX
cana-6114	14	17	changed	change	VERB
cana-6114	14	18	noticeably	noticeably	ADV
cana-6114	14	19	in	in	ADP
cana-6114	14	20	the	the	DET
cana-6114	14	21	last	last	ADJ
cana-6114	14	22	few	few	ADJ
cana-6114	14	23	years	year	NOUN
cana-6114	14	24	,	,	PUNCT
cana-6114	14	25	especially	especially	ADV
cana-6114	14	26	after	after	ADP
cana-6114	14	27	the	the	DET
cana-6114	14	28	pandemic	pandemic	NOUN
cana-6114	14	29	,	,	PUNCT
cana-6114	14	30	as	as	SCONJ
cana-6114	14	31	attackers	attacker	NOUN
cana-6114	14	32	learned	learn	VERB
cana-6114	14	33	to	to	PART
cana-6114	14	34	mix	mix	VERB
cana-6114	14	35	old	old	ADJ
cana-6114	14	36	volumetric	volumetric	NOUN
cana-6114	14	37	ideas	idea	NOUN
cana-6114	14	38	with	with	ADP
cana-6114	14	39	newer	new	ADJ
cana-6114	14	40	application	application	NOUN
cana-6114	14	41	-	-	PUNCT
cana-6114	14	42	layer	layer	NOUN
cana-6114	14	43	and	and	CCONJ
cana-6114	14	44	reflection	reflection	NOUN
cana-6114	14	45	techniques	technique	NOUN
cana-6114	14	46	.	.	PUNCT
cana-6114	15	1	recent	recent	ADJ
cana-6114	15	2	studies	study	NOUN
cana-6114	15	3	describe	describe	VERB
cana-6114	15	4	how	how	SCONJ
cana-6114	15	5	botnets	botnet	NOUN
cana-6114	15	6	now	now	ADV
cana-6114	15	7	adapt	adapt	VERB
cana-6114	15	8	more	more	ADV
cana-6114	15	9	quickly	quickly	ADV
cana-6114	15	10	,	,	PUNCT
cana-6114	15	11	use	use	VERB
cana-6114	15	12	cloud	cloud	NOUN
cana-6114	15	13	and	and	CCONJ
cana-6114	15	14	edge	edge	VERB
cana-6114	15	15	resources	resource	NOUN
cana-6114	15	16	opportunistically	opportunistically	ADV
cana-6114	15	17	,	,	PUNCT
cana-6114	15	18	and	and	CCONJ
cana-6114	15	19	shift	shift	VERB
cana-6114	15	20	signatures	signature	NOUN
cana-6114	15	21	across	across	ADP
cana-6114	15	22	campaigns	campaign	NOUN
cana-6114	15	23	,	,	PUNCT
cana-6114	15	24	which	which	PRON
cana-6114	15	25	makes	make	VERB
cana-6114	15	26	fixed	fix	VERB
cana-6114	15	27	rules	rule	NOUN
cana-6114	15	28	unreliable	unreliable	ADJ
cana-6114	15	29	[	[	X
cana-6114	15	30	1	1	NUM
cana-6114	15	31	]	]	PUNCT
cana-6114	15	32	.	.	PUNCT
cana-6114	16	1	this	this	PRON
cana-6114	16	2	is	be	AUX
cana-6114	16	3	not	not	PART
cana-6114	16	4	a	a	DET
cana-6114	16	5	new	new	ADJ
cana-6114	16	6	problem	problem	NOUN
cana-6114	16	7	:	:	PUNCT
cana-6114	16	8	classic	classic	ADJ
cana-6114	16	9	surveys	survey	NOUN
cana-6114	16	10	already	already	ADV
cana-6114	16	11	warned	warn	VERB
cana-6114	16	12	that	that	SCONJ
cana-6114	16	13	dos	do	NOUN
cana-6114	16	14	and	and	CCONJ
cana-6114	16	15	ddos	ddo	NOUN
cana-6114	16	16	are	be	AUX
cana-6114	16	17	moving	move	VERB
cana-6114	16	18	targets	target	NOUN
cana-6114	16	19	and	and	CCONJ
cana-6114	16	20	that	that	SCONJ
cana-6114	16	21	network	network	NOUN
cana-6114	16	22	-	-	PUNCT
cana-6114	16	23	based	base	VERB
cana-6114	16	24	defences	defence	NOUN
cana-6114	16	25	must	must	AUX
cana-6114	16	26	evolve	evolve	VERB
cana-6114	16	27	with	with	ADP
cana-6114	16	28	traffic	traffic	NOUN
cana-6114	16	29	,	,	PUNCT
cana-6114	16	30	topology	topology	NOUN
cana-6114	16	31	,	,	PUNCT
cana-6114	16	32	and	and	CCONJ
cana-6114	16	33	attacker	attacker	NOUN
cana-6114	16	34	incentives	incentive	VERB
cana-6114	16	35	[	[	X
cana-6114	16	36	2–4	2–4	NUM
cana-6114	16	37	]	]	PUNCT
cana-6114	16	38	.	.	PUNCT
cana-6114	17	1	what	what	PRON
cana-6114	17	2	is	be	AUX
cana-6114	17	3	new	new	ADJ
cana-6114	17	4	is	be	AUX
cana-6114	17	5	the	the	DET
cana-6114	17	6	setting	setting	NOUN
cana-6114	17	7	.	.	PUNCT
cana-6114	18	1	today	today	NOUN
cana-6114	18	2	’s	’s	PART
cana-6114	18	3	services	service	NOUN
cana-6114	18	4	sit	sit	VERB
cana-6114	18	5	across	across	ADP
cana-6114	18	6	cloud	cloud	ADJ
cana-6114	18	7	regions	region	NOUN
cana-6114	18	8	,	,	PUNCT
cana-6114	18	9	mobile	mobile	ADJ
cana-6114	18	10	edges	edge	NOUN
cana-6114	18	11	,	,	PUNCT
cana-6114	18	12	and	and	CCONJ
cana-6114	18	13	iot	iot	PROPN
cana-6114	18	14	gateways	gateway	NOUN
cana-6114	18	15	.	.	PUNCT
cana-6114	19	1	in	in	ADP
cana-6114	19	2	such	such	ADJ
cana-6114	19	3	environments	environment	NOUN
cana-6114	19	4	,	,	PUNCT
cana-6114	19	5	the	the	DET
cana-6114	19	6	window	window	NOUN
cana-6114	19	7	for	for	ADP
cana-6114	19	8	detecting	detect	VERB
cana-6114	19	9	and	and	CCONJ
cana-6114	19	10	mitigating	mitigate	VERB
cana-6114	19	11	a	a	DET
cana-6114	19	12	burst	burst	NOUN
cana-6114	19	13	is	be	AUX
cana-6114	19	14	short	short	ADJ
cana-6114	19	15	,	,	PUNCT
cana-6114	19	16	and	and	CCONJ
cana-6114	19	17	the	the	DET
cana-6114	19	18	cost	cost	NOUN
cana-6114	19	19	of	of	ADP
cana-6114	19	20	false	false	ADJ
cana-6114	19	21	action	action	NOUN
cana-6114	19	22	is	be	AUX
cana-6114	19	23	high	high	ADJ
cana-6114	19	24	.	.	PUNCT
cana-6114	20	1	that	that	PRON
cana-6114	20	2	is	be	AUX
cana-6114	20	3	why	why	SCONJ
cana-6114	20	4	many	many	ADJ
cana-6114	20	5	groups	group	NOUN
cana-6114	20	6	recommend	recommend	VERB
cana-6114	20	7	simple	simple	ADJ
cana-6114	20	8	,	,	PUNCT
cana-6114	20	9	robust	robust	ADJ
cana-6114	20	10	models	model	NOUN
cana-6114	20	11	that	that	PRON
cana-6114	20	12	can	can	AUX
cana-6114	20	13	run	run	VERB
cana-6114	20	14	near	near	ADP
cana-6114	20	15	the	the	DET
cana-6114	20	16	source	source	NOUN
cana-6114	20	17	and	and	CCONJ
cana-6114	20	18	coordinate	coordinate	VERB
cana-6114	20	19	with	with	ADP
cana-6114	20	20	a	a	DET
cana-6114	20	21	stronger	strong	ADJ
cana-6114	20	22	detector	detector	NOUN
cana-6114	20	23	in	in	ADP
cana-6114	20	24	the	the	DET
cana-6114	20	25	cloud	cloud	NOUN
cana-6114	20	26	,	,	PUNCT
cana-6114	20	27	rather	rather	ADV
cana-6114	20	28	than	than	ADP
cana-6114	20	29	a	a	DET
cana-6114	20	30	single	single	ADJ
cana-6114	20	31	heavy	heavy	ADJ
cana-6114	20	32	appliance	appliance	NOUN
cana-6114	20	33	[	[	X
cana-6114	20	34	5–9	5–9	X
cana-6114	20	35	]	]	X
cana-6114	20	36	.	.	PUNCT
cana-6114	21	1	alongside	alongside	ADP
cana-6114	21	2	the	the	DET
cana-6114	21	3	academic	academic	ADJ
cana-6114	21	4	record	record	NOUN
cana-6114	21	5	,	,	PUNCT
cana-6114	21	6	industry	industry	NOUN
cana-6114	21	7	telemetry	telemetry	NOUN
cana-6114	21	8	confirms	confirm	VERB
cana-6114	21	9	that	that	SCONJ
cana-6114	21	10	attacks	attack	NOUN
cana-6114	21	11	are	be	AUX
cana-6114	21	12	more	more	ADV
cana-6114	21	13	frequent	frequent	ADJ
cana-6114	21	14	,	,	PUNCT
cana-6114	21	15	shorter	short	ADJ
cana-6114	21	16	in	in	ADP
cana-6114	21	17	duration	duration	NOUN
cana-6114	21	18	,	,	PUNCT
cana-6114	21	19	and	and	CCONJ
cana-6114	21	20	often	often	ADV
cana-6114	21	21	multi	multi	ADJ
cana-6114	21	22	-	-	NOUN
cana-6114	21	23	vector	vector	NOUN
cana-6114	21	24	,	,	PUNCT
cana-6114	21	25	with	with	ADP
cana-6114	21	26	spikes	spike	NOUN
cana-6114	21	27	that	that	PRON
cana-6114	21	28	stress	stress	VERB
cana-6114	21	29	per	per	ADP
cana-6114	21	30	-	-	PUNCT
cana-6114	21	31	flow	flow	NOUN
cana-6114	21	32	state	state	NOUN
cana-6114	21	33	and	and	CCONJ
cana-6114	21	34	northsouth	northsouth	NOUN
cana-6114	21	35	links	link	NOUN
cana-6114	21	36	[	[	X
cana-6114	21	37	12	12	NUM
cana-6114	21	38	]	]	PUNCT
cana-6114	21	39	.	.	PUNCT
cana-6114	22	1	in	in	ADP
cana-6114	22	2	cloud	cloud	NOUN
cana-6114	22	3	and	and	CCONJ
cana-6114	22	4	iot	iot	ADJ
cana-6114	22	5	deployments	deployment	NOUN
cana-6114	22	6	,	,	PUNCT
cana-6114	22	7	software	software	NOUN
cana-6114	22	8	-	-	PUNCT
cana-6114	22	9	defined	define	VERB
cana-6114	22	10	networking	networking	NOUN
cana-6114	22	11	(	(	PUNCT
cana-6114	22	12	sdn	sdn	PROPN
cana-6114	22	13	)	)	PUNCT
cana-6114	22	14	has	have	AUX
cana-6114	22	15	been	be	AUX
cana-6114	22	16	a	a	DET
cana-6114	22	17	practical	practical	ADJ
cana-6114	22	18	lever	lever	NOUN
cana-6114	22	19	for	for	ADP
cana-6114	22	20	fast	fast	ADJ
cana-6114	22	21	policy	policy	NOUN
cana-6114	22	22	changes	change	NOUN
cana-6114	22	23	—	—	PUNCT
cana-6114	22	24	divert	divert	NOUN
cana-6114	22	25	,	,	PUNCT
cana-6114	22	26	rate	rate	NOUN
cana-6114	22	27	-	-	PUNCT
cana-6114	22	28	limit	limit	NOUN
cana-6114	22	29	,	,	PUNCT
cana-6114	22	30	or	or	CCONJ
cana-6114	22	31	block	block	NOUN
cana-6114	22	32	—	—	PUNCT
cana-6114	22	33	based	base	VERB
cana-6114	22	34	on	on	ADP
cana-6114	22	35	analytics	analytic	NOUN
cana-6114	22	36	upstream	upstream	NOUN
cana-6114	23	1	[	[	X
cana-6114	23	2	5	5	NUM
cana-6114	23	3	]	]	PUNCT
cana-6114	23	4	.	.	PUNCT
cana-6114	24	1	sdn	sdn	PROPN
cana-6114	24	2	also	also	ADV
cana-6114	24	3	brings	bring	VERB
cana-6114	24	4	its	its	PRON
cana-6114	24	5	own	own	ADJ
cana-6114	24	6	risks	risk	NOUN
cana-6114	24	7	(	(	PUNCT
cana-6114	24	8	e.g.	e.g.	ADV
cana-6114	24	9	,	,	PUNCT
cana-6114	24	10	controller	controller	NOUN
cana-6114	24	11	saturation	saturation	NOUN
cana-6114	24	12	)	)	PUNCT
cana-6114	24	13	and	and	CCONJ
cana-6114	24	14	has	have	AUX
cana-6114	24	15	motivated	motivate	VERB
cana-6114	24	16	entropy	entropy	NOUN
cana-6114	24	17	-	-	PUNCT
cana-6114	24	18	based	base	VERB
cana-6114	24	19	and	and	CCONJ
cana-6114	24	20	correlation	correlation	NOUN
cana-6114	24	21	-	-	PUNCT
cana-6114	24	22	based	base	VERB
cana-6114	24	23	defenses	defense	NOUN
cana-6114	24	24	that	that	PRON
cana-6114	24	25	reduce	reduce	VERB
cana-6114	24	26	signaling	signal	VERB
cana-6114	24	27	while	while	SCONJ
cana-6114	24	28	preserving	preserve	VERB
cana-6114	24	29	accuracy	accuracy	NOUN
cana-6114	25	1	[	[	X
cana-6114	25	2	6–8	6–8	X
cana-6114	25	3	]	]	X
cana-6114	25	4	.	.	PUNCT
cana-6114	26	1	for	for	ADP
cana-6114	26	2	iot	iot	NOUN
cana-6114	26	3	,	,	PUNCT
cana-6114	26	4	where	where	SCONJ
cana-6114	26	5	devices	device	NOUN
cana-6114	26	6	are	be	AUX
cana-6114	26	7	many	many	ADJ
cana-6114	26	8	and	and	CCONJ
cana-6114	26	9	heterogeneous	heterogeneous	ADJ
cana-6114	26	10	,	,	PUNCT
cana-6114	26	11	surveys	survey	NOUN
cana-6114	26	12	have	have	AUX
cana-6114	26	13	proposed	propose	VERB
cana-6114	26	14	taxonomies	taxonomy	NOUN
cana-6114	26	15	that	that	SCONJ
cana-6114	26	16	separate	separate	ADJ
cana-6114	26	17	mitigation	mitigation	NOUN
cana-6114	26	18	by	by	ADP
cana-6114	26	19	layer	layer	NOUN
cana-6114	26	20	(	(	PUNCT
cana-6114	26	21	device	device	NOUN
cana-6114	26	22	,	,	PUNCT
cana-6114	26	23	edge	edge	NOUN
cana-6114	26	24	,	,	PUNCT
cana-6114	26	25	core	core	NOUN
cana-6114	26	26	,	,	PUNCT
cana-6114	26	27	cloud	cloud	NOUN
cana-6114	26	28	)	)	PUNCT
cana-6114	26	29	and	and	CCONJ
cana-6114	26	30	by	by	ADP
cana-6114	26	31	actuation	actuation	NOUN
cana-6114	26	32	(	(	PUNCT
cana-6114	26	33	filtering	filtering	NOUN
cana-6114	26	34	,	,	PUNCT
cana-6114	26	35	shaping	shaping	NOUN
cana-6114	26	36	,	,	PUNCT
cana-6114	26	37	isolation	isolation	NOUN
cana-6114	26	38	)	)	PUNCT
cana-6114	27	1	[	[	X
cana-6114	27	2	11	11	NUM
cana-6114	27	3	]	]	PUNCT
cana-6114	27	4	.	.	PUNCT
cana-6114	28	1	the	the	DET
cana-6114	28	2	consensus	consensus	NOUN
cana-6114	28	3	across	across	ADP
cana-6114	28	4	surveys	survey	NOUN
cana-6114	28	5	is	be	AUX
cana-6114	28	6	steady	steady	ADJ
cana-6114	28	7	:	:	PUNCT
cana-6114	28	8	there	there	PRON
cana-6114	28	9	is	be	VERB
cana-6114	28	10	no	no	DET
cana-6114	28	11	single	single	ADJ
cana-6114	28	12	silver	silver	NOUN
cana-6114	28	13	bullet	bullet	NOUN
cana-6114	28	14	;	;	PUNCT
cana-6114	28	15	rather	rather	ADV
cana-6114	28	16	,	,	PUNCT
cana-6114	28	17	effective	effective	ADJ
cana-6114	28	18	defense	defense	NOUN
cana-6114	28	19	couples	couple	NOUN
cana-6114	28	20	lightweight	lightweight	ADJ
cana-6114	28	21	screening	screen	VERB
cana-6114	28	22	close	close	ADV
cana-6114	28	23	to	to	ADP
cana-6114	28	24	devices	device	NOUN
cana-6114	28	25	with	with	ADP
cana-6114	28	26	a	a	DET
cana-6114	28	27	more	more	ADV
cana-6114	28	28	accurate	accurate	ADJ
cana-6114	28	29	cloud	cloud	ADJ
cana-6114	28	30	-	-	PUNCT
cana-6114	28	31	side	side	NOUN
cana-6114	28	32	detector	detector	NOUN
cana-6114	28	33	and	and	CCONJ
cana-6114	28	34	a	a	DET
cana-6114	28	35	policy	policy	NOUN
cana-6114	28	36	engine	engine	NOUN
cana-6114	28	37	that	that	PRON
cana-6114	28	38	can	can	AUX
cana-6114	28	39	act	act	VERB
cana-6114	28	40	within	within	ADP
cana-6114	28	41	milliseconds	millisecond	NOUN
cana-6114	28	42	[	[	X
cana-6114	28	43	3–5,9–11	3–5,9–11	NUM
cana-6114	28	44	]	]	PUNCT
cana-6114	28	45	.	.	PUNCT
cana-6114	29	1	recent	recent	ADJ
cana-6114	29	2	threat	threat	NOUN
cana-6114	29	3	reports	report	NOUN
cana-6114	29	4	from	from	ADP
cana-6114	29	5	operators	operator	NOUN
cana-6114	29	6	echo	echo	VERB
cana-6114	29	7	this	this	DET
cana-6114	29	8	view	view	NOUN
cana-6114	29	9	and	and	CCONJ
cana-6114	29	10	add	add	VERB
cana-6114	29	11	that	that	SCONJ
cana-6114	29	12	modern	modern	ADJ
cana-6114	29	13	attacks	attack	NOUN
cana-6114	29	14	increasingly	increasingly	ADV
cana-6114	29	15	blend	blend	VERB
cana-6114	29	16	protocol	protocol	NOUN
cana-6114	29	17	misuse	misuse	NOUN
cana-6114	29	18	with	with	ADP
cana-6114	29	19	application	application	NOUN
cana-6114	29	20	-	-	PUNCT
cana-6114	29	21	layer	layer	NOUN
cana-6114	29	22	bursts	burst	NOUN
cana-6114	29	23	,	,	PUNCT
cana-6114	29	24	often	often	ADV
cana-6114	29	25	testing	test	VERB
cana-6114	29	26	the	the	DET
cana-6114	29	27	victim	victim	NOUN
cana-6114	29	28	’s	’s	PART
cana-6114	29	29	automation	automation	NOUN
cana-6114	29	30	and	and	CCONJ
cana-6114	29	31	rate	rate	NOUN
cana-6114	29	32	-	-	PUNCT
cana-6114	29	33	limit	limit	NOUN
cana-6114	29	34	rules	rule	NOUN
cana-6114	29	35	more	more	ADJ
cana-6114	29	36	than	than	ADP
cana-6114	29	37	raw	raw	ADJ
cana-6114	29	38	link	link	NOUN
cana-6114	29	39	capacity	capacity	NOUN
cana-6114	29	40	[	[	X
cana-6114	29	41	12	12	NUM
cana-6114	29	42	]	]	PUNCT
cana-6114	29	43	.	.	PUNCT
cana-6114	30	1	within	within	ADP
cana-6114	30	2	this	this	DET
cana-6114	30	3	background	background	NOUN
cana-6114	30	4	,	,	PUNCT
cana-6114	30	5	our	our	PRON
cana-6114	30	6	work	work	NOUN
cana-6114	30	7	focuses	focus	VERB
cana-6114	30	8	on	on	ADP
cana-6114	30	9	training	train	VERB
cana-6114	30	10	a	a	DET
cana-6114	30	11	reliable	reliable	ADJ
cana-6114	30	12	detector	detector	NOUN
cana-6114	30	13	for	for	ADP
cana-6114	30	14	dos	do	NOUN
cana-6114	30	15	in	in	ADP
cana-6114	30	16	a	a	DET
cana-6114	30	17	cloudof	cloudof	NOUN
cana-6114	30	18	-	-	PUNCT
cana-6114	30	19	things	thing	NOUN
cana-6114	30	20	setting	set	VERB
cana-6114	30	21	and	and	CCONJ
cana-6114	30	22	then	then	ADV
cana-6114	30	23	embedding	embed	VERB
cana-6114	30	24	it	it	PRON
cana-6114	30	25	in	in	ADP
cana-6114	30	26	a	a	DET
cana-6114	30	27	simple	simple	ADJ
cana-6114	30	28	prevention	prevention	NOUN
cana-6114	30	29	-	-	PUNCT
cana-6114	30	30	capable	capable	ADJ
cana-6114	30	31	ids	id	NOUN
cana-6114	30	32	pipeline	pipeline	NOUN
cana-6114	30	33	.	.	PUNCT
cana-6114	31	1	we	we	PRON
cana-6114	31	2	treat	treat	VERB
cana-6114	31	3	detection	detection	NOUN
cana-6114	31	4	and	and	CCONJ
cana-6114	31	5	prevention	prevention	NOUN
cana-6114	31	6	as	as	ADP
cana-6114	31	7	two	two	NUM
cana-6114	31	8	connected	connected	ADJ
cana-6114	31	9	but	but	CCONJ
cana-6114	31	10	separate	separate	ADJ
cana-6114	31	11	concerns	concern	NOUN
cana-6114	31	12	.	.	PUNCT
cana-6114	32	1	first	first	ADV
cana-6114	32	2	,	,	PUNCT
cana-6114	32	3	we	we	PRON
cana-6114	32	4	train	train	VERB
cana-6114	32	5	and	and	CCONJ
cana-6114	32	6	validate	validate	VERB
cana-6114	32	7	a	a	DET
cana-6114	32	8	detector	detector	NOUN
cana-6114	32	9	with	with	ADP
cana-6114	32	10	clear	clear	ADJ
cana-6114	32	11	,	,	PUNCT
cana-6114	32	12	reproducible	reproducible	ADJ
cana-6114	32	13	metrics	metric	NOUN
cana-6114	32	14	(	(	PUNCT
cana-6114	32	15	objective	objective	NOUN
cana-6114	32	16	2	2	NUM
cana-6114	32	17	)	)	PUNCT
cana-6114	32	18	.	.	PUNCT
cana-6114	33	1	then	then	ADV
cana-6114	33	2	,	,	PUNCT
cana-6114	33	3	we	we	PRON
cana-6114	33	4	place	place	VERB
cana-6114	33	5	the	the	DET
cana-6114	33	6	trained	train	VERB
cana-6114	33	7	detector	detector	NOUN
cana-6114	33	8	inside	inside	ADP
cana-6114	33	9	a	a	DET
cana-6114	33	10	minimal	minimal	ADJ
cana-6114	33	11	,	,	PUNCT
cana-6114	33	12	measurable	measurable	ADJ
cana-6114	33	13	system	system	NOUN
cana-6114	33	14	that	that	PRON
cana-6114	33	15	can	can	AUX
cana-6114	33	16	act	act	VERB
cana-6114	33	17	on	on	ADP
cana-6114	33	18	its	its	PRON
cana-6114	33	19	outputs	output	NOUN
cana-6114	33	20	(	(	PUNCT
cana-6114	33	21	objective	objective	NOUN
cana-6114	33	22	3	3	NUM
cana-6114	33	23	)	)	PUNCT
cana-6114	33	24	.	.	PUNCT
cana-6114	34	1	this	this	DET
cana-6114	34	2	structure	structure	NOUN
cana-6114	34	3	aligns	align	VERB
cana-6114	34	4	with	with	ADP
cana-6114	34	5	long	long	ADV
cana-6114	34	6	-	-	PUNCT
cana-6114	34	7	standing	stand	VERB
cana-6114	34	8	advice	advice	NOUN
cana-6114	34	9	in	in	ADP
cana-6114	34	10	surveys	survey	NOUN
cana-6114	34	11	—	—	PUNCT
cana-6114	34	12	separate	separate	ADJ
cana-6114	34	13	learning	learning	NOUN
cana-6114	34	14	from	from	ADP
cana-6114	34	15	enforcement	enforcement	NOUN
cana-6114	34	16	,	,	PUNCT
cana-6114	34	17	keep	keep	VERB
cana-6114	34	18	interfaces	interface	NOUN
cana-6114	34	19	clear	clear	ADJ
cana-6114	34	20	,	,	PUNCT
cana-6114	34	21	and	and	CCONJ
cana-6114	34	22	measure	measure	VERB
cana-6114	34	23	both	both	DET
cana-6114	34	24	accuracy	accuracy	NOUN
cana-6114	34	25	and	and	CCONJ
cana-6114	34	26	operational	operational	ADJ
cana-6114	34	27	key	key	ADJ
cana-6114	34	28	performance	performance	NOUN
cana-6114	34	29	indicators	indicator	NOUN
cana-6114	34	30	(	(	PUNCT
cana-6114	34	31	kpis	kpis	PROPN
cana-6114	34	32	)	)	PUNCT
cana-6114	35	1	[	[	X
cana-6114	35	2	2–5,9–11	2–5,9–11	X
cana-6114	35	3	]	]	X
cana-6114	35	4	.	.	PUNCT
cana-6114	36	1	it	it	PRON
cana-6114	36	2	also	also	ADV
cana-6114	36	3	fits	fit	VERB
cana-6114	36	4	current	current	ADJ
cana-6114	36	5	operator	operator	NOUN
cana-6114	36	6	guidance	guidance	NOUN
cana-6114	36	7	to	to	PART
cana-6114	36	8	keep	keep	VERB
cana-6114	36	9	models	model	NOUN
cana-6114	36	10	modest	modest	ADJ
cana-6114	36	11	,	,	PUNCT
cana-6114	36	12	interpretable	interpretable	ADJ
cana-6114	36	13	enough	enough	ADV
cana-6114	36	14	for	for	ADP
cana-6114	36	15	policy	policy	NOUN
cana-6114	36	16	,	,	PUNCT
cana-6114	36	17	and	and	CCONJ
cana-6114	36	18	fast	fast	VERB
cana-6114	36	19	enough	enough	ADV
cana-6114	36	20	for	for	ADP
cana-6114	36	21	live	live	ADJ
cana-6114	36	22	use	use	NOUN
cana-6114	36	23	[	[	X
cana-6114	36	24	12	12	NUM
cana-6114	36	25	]	]	PUNCT
cana-6114	36	26	.	.	PUNCT
cana-6114	37	1	1.1	1.1	NUM
cana-6114	37	2	background	background	NOUN
cana-6114	37	3	early	early	ADJ
cana-6114	37	4	surveys	survey	NOUN
cana-6114	37	5	framed	frame	VERB
cana-6114	37	6	ddos	ddo	NOUN
cana-6114	37	7	primarily	primarily	ADV
cana-6114	37	8	as	as	ADP
cana-6114	37	9	a	a	DET
cana-6114	37	10	bandwidth	bandwidth	NOUN
cana-6114	37	11	and	and	CCONJ
cana-6114	37	12	state	state	NOUN
cana-6114	37	13	-	-	PUNCT
cana-6114	37	14	exhaustion	exhaustion	NOUN
cana-6114	37	15	problem	problem	NOUN
cana-6114	37	16	and	and	CCONJ
cana-6114	37	17	catalogued	catalogue	VERB
cana-6114	37	18	network	network	NOUN
cana-6114	37	19	-	-	PUNCT
cana-6114	37	20	based	base	VERB
cana-6114	37	21	countermeasures	countermeasure	NOUN
cana-6114	37	22	such	such	ADJ
cana-6114	37	23	as	as	ADP
cana-6114	37	24	filtering	filter	VERB
cana-6114	37	25	,	,	PUNCT
cana-6114	37	26	traceback	traceback	NOUN
cana-6114	37	27	,	,	PUNCT
cana-6114	37	28	and	and	CCONJ
cana-6114	37	29	rate	rate	NOUN
cana-6114	37	30	limiting	limit	VERB
cana-6114	37	31	[	[	X
cana-6114	37	32	2	2	NUM
cana-6114	37	33	–	–	PUNCT
cana-6114	37	34	4	4	NUM
cana-6114	37	35	]	]	PUNCT
cana-6114	37	36	.	.	PUNCT
cana-6114	38	1	as	as	SCONJ
cana-6114	38	2	cloud	cloud	NOUN
cana-6114	38	3	computing	computing	NOUN
cana-6114	38	4	became	become	VERB
cana-6114	38	5	dominant	dominant	ADJ
cana-6114	38	6	,	,	PUNCT
cana-6114	38	7	new	new	ADJ
cana-6114	38	8	reviews	review	NOUN
cana-6114	38	9	highlighted	highlight	VERB
cana-6114	38	10	the	the	DET
cana-6114	38	11	special	special	ADJ
cana-6114	38	12	risks	risk	NOUN
cana-6114	38	13	in	in	ADP
cana-6114	38	14	virtualised	virtualised	ADJ
cana-6114	38	15	and	and	CCONJ
cana-6114	38	16	multi	multi	ADJ
cana-6114	38	17	-	-	ADJ
cana-6114	38	18	tenant	tenant	ADJ
cana-6114	38	19	environments	environment	NOUN
cana-6114	38	20	and	and	CCONJ
cana-6114	38	21	the	the	DET
cana-6114	38	22	need	need	NOUN
cana-6114	38	23	to	to	PART
cana-6114	38	24	coordinate	coordinate	VERB
cana-6114	38	25	security	security	NOUN
cana-6114	38	26	signals	signal	NOUN
cana-6114	38	27	across	across	ADP
cana-6114	38	28	layers	layer	NOUN
cana-6114	38	29	and	and	CCONJ
cana-6114	38	30	domains	domain	NOUN
cana-6114	38	31	[	[	X
cana-6114	38	32	5	5	NUM
cana-6114	38	33	]	]	PUNCT
cana-6114	38	34	.	.	PUNCT
cana-6114	39	1	sdn	sdn	PROPN
cana-6114	39	2	further	far	ADV
cana-6114	39	3	shifted	shift	VERB
cana-6114	39	4	practice	practice	NOUN
cana-6114	39	5	toward	toward	ADP
cana-6114	39	6	programmable	programmable	ADJ
cana-6114	39	7	defence	defence	NOUN
cana-6114	39	8	,	,	PUNCT
cana-6114	39	9	enabling	enable	VERB
cana-6114	39	10	joint	joint	ADJ
cana-6114	39	11	entropy	entropy	NOUN
cana-6114	39	12	and	and	CCONJ
cana-6114	39	13	correlation	correlation	NOUN
cana-6114	39	14	methods	method	NOUN
cana-6114	39	15	that	that	PRON
cana-6114	39	16	react	react	VERB
cana-6114	39	17	faster	fast	ADV
cana-6114	39	18	than	than	ADP
cana-6114	39	19	manual	manual	ADJ
cana-6114	39	20	rule	rule	NOUN
cana-6114	39	21	sets	set	NOUN
cana-6114	39	22	and	and	CCONJ
cana-6114	39	23	can	can	AUX
cana-6114	39	24	be	be	AUX
cana-6114	39	25	enforced	enforce	VERB
cana-6114	39	26	on	on	ADP
cana-6114	39	27	commodity	commodity	NOUN
cana-6114	39	28	switches	switch	NOUN
cana-6114	39	29	[	[	X
cana-6114	39	30	6–8	6–8	X
cana-6114	39	31	]	]	X
cana-6114	39	32	.	.	PUNCT
cana-6114	40	1	more	more	ADJ
cana-6114	40	2	recent	recent	ADJ
cana-6114	40	3	surveys	survey	NOUN
cana-6114	40	4	emphasise	emphasise	VERB
cana-6114	40	5	end	end	NOUN
cana-6114	40	6	-	-	PUNCT
cana-6114	40	7	to	to	ADP
cana-6114	40	8	-	-	PUNCT
cana-6114	40	9	end	end	NOUN
cana-6114	40	10	orchestration	orchestration	NOUN
cana-6114	40	11	:	:	PUNCT
cana-6114	40	12	combine	combine	VERB
cana-6114	40	13	traffic	traffic	NOUN
cana-6114	40	14	analytics	analytic	NOUN
cana-6114	40	15	,	,	PUNCT
cana-6114	40	16	model	model	NOUN
cana-6114	40	17	-	-	PUNCT
cana-6114	40	18	based	base	VERB
cana-6114	40	19	detection	detection	NOUN
cana-6114	40	20	,	,	PUNCT
cana-6114	40	21	and	and	CCONJ
cana-6114	40	22	automated	automate	VERB
cana-6114	40	23	mitigation	mitigation	NOUN
cana-6114	40	24	,	,	PUNCT
cana-6114	40	25	while	while	SCONJ
cana-6114	40	26	managing	manage	VERB
cana-6114	40	27	false	false	ADJ
cana-6114	40	28	actions	action	NOUN
cana-6114	40	29	that	that	PRON
cana-6114	40	30	can	can	AUX
cana-6114	40	31	disrupt	disrupt	VERB
cana-6114	40	32	legitimate	legitimate	ADJ
cana-6114	40	33	bursts	burst	NOUN
cana-6114	40	34	in	in	ADP
cana-6114	40	35	elastic	elastic	ADJ
cana-6114	40	36	cloud	cloud	NOUN
cana-6114	40	37	workloads	workload	NOUN
cana-6114	40	38	[	[	X
cana-6114	40	39	9–11	9–11	X
cana-6114	40	40	]	]	PUNCT
cana-6114	40	41	.	.	PUNCT
cana-6114	41	1	communications	communication	NOUN
cana-6114	41	2	on	on	ADP
cana-6114	41	3	applied	apply	VERB
cana-6114	41	4	nonlinear	nonlinear	ADJ
cana-6114	41	5	analysis	analysis	NOUN
cana-6114	41	6	issn	issn	NOUN
cana-6114	41	7	:	:	PUNCT
cana-6114	41	8	1074	1074	NUM
cana-6114	41	9	-	-	PUNCT
cana-6114	41	10	133x	133x	NUM
cana-6114	41	11	vol	vol	NOUN
cana-6114	41	12	32	32	NUM
cana-6114	41	13	no	no	NOUN
cana-6114	41	14	.	.	NOUN
cana-6114	41	15	3	3	NUM
cana-6114	41	16	(	(	PUNCT
cana-6114	41	17	2025	2025	NUM
cana-6114	41	18	)	)	PUNCT
cana-6114	41	19	1104	1104	NUM
cana-6114	41	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6114	41	21	post	post	ADJ
cana-6114	41	22	-	-	ADJ
cana-6114	41	23	pandemic	pandemic	ADJ
cana-6114	41	24	traffic	traffic	NOUN
cana-6114	41	25	patterns	pattern	NOUN
cana-6114	41	26	intensified	intensify	VERB
cana-6114	41	27	these	these	DET
cana-6114	41	28	needs	need	NOUN
cana-6114	41	29	.	.	PUNCT
cana-6114	42	1	measurement	measurement	NOUN
cana-6114	42	2	studies	study	NOUN
cana-6114	42	3	report	report	VERB
cana-6114	42	4	that	that	SCONJ
cana-6114	42	5	attacker	attacker	PROPN
cana-6114	42	6	toolchains	toolchain	NOUN
cana-6114	42	7	now	now	ADV
cana-6114	42	8	adapt	adapt	VERB
cana-6114	42	9	quickly	quickly	ADV
cana-6114	42	10	to	to	ADP
cana-6114	42	11	scrubbing	scrubbing	NOUN
cana-6114	42	12	policies	policy	NOUN
cana-6114	42	13	and	and	CCONJ
cana-6114	42	14	that	that	SCONJ
cana-6114	42	15	campaign	campaign	NOUN
cana-6114	42	16	profiles	profile	NOUN
cana-6114	42	17	vary	vary	VERB
cana-6114	42	18	by	by	ADP
cana-6114	42	19	time	time	NOUN
cana-6114	42	20	and	and	CCONJ
cana-6114	42	21	target	target	NOUN
cana-6114	42	22	,	,	PUNCT
cana-6114	42	23	complicating	complicate	VERB
cana-6114	42	24	static	static	ADJ
cana-6114	42	25	thresholds	threshold	NOUN
cana-6114	42	26	[	[	X
cana-6114	42	27	1	1	NUM
cana-6114	42	28	]	]	PUNCT
cana-6114	42	29	.	.	PUNCT
cana-6114	43	1	operator	operator	NOUN
cana-6114	43	2	data	datum	NOUN
cana-6114	43	3	points	point	NOUN
cana-6114	43	4	to	to	ADP
cana-6114	43	5	short	short	ADJ
cana-6114	43	6	,	,	PUNCT
cana-6114	43	7	sudden	sudden	ADJ
cana-6114	43	8	,	,	PUNCT
cana-6114	43	9	and	and	CCONJ
cana-6114	43	10	often	often	ADV
cana-6114	43	11	multi	multi	ADJ
cana-6114	43	12	-	-	ADJ
cana-6114	43	13	vector	vector	ADJ
cana-6114	43	14	attacks	attack	NOUN
cana-6114	43	15	that	that	PRON
cana-6114	43	16	weaponize	weaponize	VERB
cana-6114	43	17	amplification	amplification	NOUN
cana-6114	43	18	and	and	CCONJ
cana-6114	43	19	application	application	NOUN
cana-6114	43	20	-	-	PUNCT
cana-6114	43	21	layer	layer	NOUN
cana-6114	43	22	quirks	quirk	NOUN
cana-6114	43	23	;	;	PUNCT
cana-6114	43	24	throughput	throughput	NOUN
cana-6114	43	25	alone	alone	ADV
cana-6114	43	26	is	be	AUX
cana-6114	43	27	no	no	ADV
cana-6114	43	28	longer	long	ADV
cana-6114	43	29	a	a	DET
cana-6114	43	30	sufficient	sufficient	ADJ
cana-6114	43	31	signal	signal	NOUN
cana-6114	44	1	[	[	X
cana-6114	44	2	12	12	NUM
cana-6114	44	3	]	]	PUNCT
cana-6114	44	4	.	.	PUNCT
cana-6114	45	1	for	for	ADP
cana-6114	45	2	iot	iot	NOUN
cana-6114	45	3	,	,	PUNCT
cana-6114	45	4	device	device	NOUN
cana-6114	45	5	diversity	diversity	NOUN
cana-6114	45	6	and	and	CCONJ
cana-6114	45	7	weak	weak	ADJ
cana-6114	45	8	endpoint	endpoint	NOUN
cana-6114	45	9	security	security	NOUN
cana-6114	45	10	expand	expand	VERB
cana-6114	45	11	the	the	DET
cana-6114	45	12	attack	attack	NOUN
cana-6114	45	13	surface	surface	NOUN
cana-6114	45	14	,	,	PUNCT
cana-6114	45	15	making	make	VERB
cana-6114	45	16	edge	edge	NOUN
cana-6114	45	17	-	-	PUNCT
cana-6114	45	18	side	side	NOUN
cana-6114	45	19	screening	screening	NOUN
cana-6114	45	20	valuable	valuable	ADJ
cana-6114	45	21	but	but	CCONJ
cana-6114	45	22	also	also	ADV
cana-6114	45	23	constrained	constrain	VERB
cana-6114	45	24	by	by	ADP
cana-6114	45	25	latency	latency	NOUN
cana-6114	45	26	and	and	CCONJ
cana-6114	45	27	compute	compute	ADJ
cana-6114	45	28	budgets	budget	NOUN
cana-6114	46	1	[	[	X
cana-6114	46	2	11	11	NUM
cana-6114	46	3	]	]	PUNCT
cana-6114	46	4	.	.	PUNCT
cana-6114	47	1	together	together	ADV
cana-6114	47	2	,	,	PUNCT
cana-6114	47	3	these	these	DET
cana-6114	47	4	factors	factor	NOUN
cana-6114	47	5	motivate	motivate	VERB
cana-6114	47	6	a	a	DET
cana-6114	47	7	design	design	NOUN
cana-6114	47	8	that	that	PRON
cana-6114	47	9	learns	learn	VERB
cana-6114	47	10	a	a	DET
cana-6114	47	11	simple	simple	ADJ
cana-6114	47	12	,	,	PUNCT
cana-6114	47	13	robust	robust	ADJ
cana-6114	47	14	model	model	NOUN
cana-6114	47	15	offline	offline	NOUN
cana-6114	47	16	,	,	PUNCT
cana-6114	47	17	then	then	ADV
cana-6114	47	18	uses	use	VERB
cana-6114	47	19	it	it	PRON
cana-6114	47	20	in	in	ADP
cana-6114	47	21	a	a	DET
cana-6114	47	22	two	two	NUM
cana-6114	47	23	-	-	PUNCT
cana-6114	47	24	stage	stage	NOUN
cana-6114	47	25	ids	id	NOUN
cana-6114	47	26	:	:	PUNCT
cana-6114	47	27	a	a	DET
cana-6114	47	28	quick	quick	ADJ
cana-6114	47	29	screen	screen	NOUN
cana-6114	47	30	near	near	ADP
cana-6114	47	31	devices	device	NOUN
cana-6114	47	32	and	and	CCONJ
cana-6114	47	33	a	a	DET
cana-6114	47	34	more	more	ADV
cana-6114	47	35	accurate	accurate	ADJ
cana-6114	47	36	decision	decision	NOUN
cana-6114	47	37	in	in	ADP
cana-6114	47	38	the	the	DET
cana-6114	47	39	cloud	cloud	NOUN
cana-6114	47	40	,	,	PUNCT
cana-6114	47	41	with	with	ADP
cana-6114	47	42	measured	measured	ADJ
cana-6114	47	43	prevention	prevention	NOUN
cana-6114	47	44	actions	action	NOUN
cana-6114	47	45	.	.	PUNCT
cana-6114	48	1	2	2	X
cana-6114	48	2	.	.	X
cana-6114	48	3	literature	literature	NOUN
cana-6114	48	4	review	review	VERB
cana-6114	48	5	the	the	DET
cana-6114	48	6	study	study	NOUN
cana-6114	48	7	of	of	ADP
cana-6114	48	8	dos	do	NOUN
cana-6114	48	9	and	and	CCONJ
cana-6114	48	10	ddos	ddo	NOUN
cana-6114	48	11	detection	detection	NOUN
cana-6114	48	12	in	in	ADP
cana-6114	48	13	cloud	cloud	NOUN
cana-6114	48	14	and	and	CCONJ
cana-6114	48	15	iot	iot	PROPN
cana-6114	48	16	networks	network	NOUN
cana-6114	48	17	has	have	AUX
cana-6114	48	18	gained	gain	VERB
cana-6114	48	19	strong	strong	ADJ
cana-6114	48	20	momentum	momentum	NOUN
cana-6114	48	21	in	in	ADP
cana-6114	48	22	recent	recent	ADJ
cana-6114	48	23	years	year	NOUN
cana-6114	48	24	,	,	PUNCT
cana-6114	48	25	with	with	ADP
cana-6114	48	26	researchers	researcher	NOUN
cana-6114	48	27	proposing	propose	VERB
cana-6114	48	28	diverse	diverse	ADJ
cana-6114	48	29	models	model	NOUN
cana-6114	48	30	ranging	range	VERB
cana-6114	48	31	from	from	ADP
cana-6114	48	32	lightweight	lightweight	ADJ
cana-6114	48	33	rule	rule	NOUN
cana-6114	48	34	-	-	PUNCT
cana-6114	48	35	based	base	VERB
cana-6114	48	36	systems	system	NOUN
cana-6114	48	37	to	to	ADP
cana-6114	48	38	advanced	advanced	ADJ
cana-6114	48	39	deep	deep	ADJ
cana-6114	48	40	learning	learning	NOUN
cana-6114	48	41	frameworks	framework	NOUN
cana-6114	48	42	.	.	PUNCT
cana-6114	49	1	the	the	DET
cana-6114	49	2	following	follow	VERB
cana-6114	49	3	table	table	NOUN
cana-6114	49	4	i	i	PRON
cana-6114	49	5	summarizes	summarize	VERB
cana-6114	49	6	key	key	ADJ
cana-6114	49	7	contributions	contribution	NOUN
cana-6114	49	8	,	,	PUNCT
cana-6114	49	9	highlighting	highlight	VERB
cana-6114	49	10	datasets	dataset	NOUN
cana-6114	49	11	,	,	PUNCT
cana-6114	49	12	methods	method	NOUN
cana-6114	49	13	,	,	PUNCT
cana-6114	49	14	achieved	achieve	VERB
cana-6114	49	15	results	result	NOUN
cana-6114	49	16	,	,	PUNCT
cana-6114	49	17	and	and	CCONJ
cana-6114	49	18	the	the	DET
cana-6114	49	19	outcomes	outcome	NOUN
cana-6114	49	20	relevant	relevant	ADJ
cana-6114	49	21	to	to	PART
cana-6114	49	22	intrusion	intrusion	NOUN
cana-6114	49	23	detection	detection	NOUN
cana-6114	49	24	and	and	CCONJ
cana-6114	49	25	mitigation	mitigation	NOUN
cana-6114	49	26	in	in	ADP
cana-6114	49	27	iot	iot	ADJ
cana-6114	49	28	and	and	CCONJ
cana-6114	49	29	cloud	cloud	ADJ
cana-6114	49	30	environments	environment	NOUN
cana-6114	49	31	.	.	PUNCT
cana-6114	50	1	table	table	NOUN
cana-6114	50	2	i	i	PRON
cana-6114	50	3	review	review	VERB
cana-6114	50	4	of	of	ADP
cana-6114	50	5	existing	exist	VERB
cana-6114	50	6	models	model	NOUN
cana-6114	50	7	author(s	author(s	NOUN
cana-6114	50	8	)	)	PUNCT
cana-6114	50	9	,	,	PUNCT
cana-6114	50	10	year	year	NOUN
cana-6114	51	1	[	[	X
cana-6114	51	2	ref	ref	X
cana-6114	51	3	]	]	X
cana-6114	51	4	dataset	dataset	ADJ
cana-6114	51	5	/	/	SYM
cana-6114	51	6	method	method	NOUN
cana-6114	51	7	/	/	SYM
cana-6114	51	8	model	model	NOUN
cana-6114	51	9	results	result	NOUN
cana-6114	51	10	outcome	outcome	VERB
cana-6114	51	11	santhadevi	santhadevi	NOUN
cana-6114	51	12	&	&	CCONJ
cana-6114	51	13	janet	janet	PROPN
cana-6114	51	14	,	,	PUNCT
cana-6114	51	15	2023	2023	NUM
cana-6114	51	16	[	[	X
cana-6114	51	17	13	13	NUM
cana-6114	51	18	]	]	PUNCT
cana-6114	51	19	stacked	stack	VERB
cana-6114	51	20	deep	deep	ADJ
cana-6114	51	21	learning	learning	NOUN
cana-6114	51	22	(	(	PUNCT
cana-6114	51	23	cnn	cnn	PROPN
cana-6114	51	24	+	+	CCONJ
cana-6114	51	25	rnn	rnn	PROPN
cana-6114	51	26	)	)	PUNCT
cana-6114	51	27	on	on	ADP
cana-6114	51	28	iot	iot	PROPN
cana-6114	51	29	traffic	traffic	NOUN
cana-6114	51	30	dataset	dataset	NOUN
cana-6114	51	31	;	;	PUNCT
cana-6114	51	32	edge	edge	NOUN
cana-6114	51	33	deployment	deployment	NOUN
cana-6114	51	34	accuracy	accuracy	NOUN
cana-6114	51	35	98.9	98.9	NUM
cana-6114	51	36	%	%	NOUN
cana-6114	51	37	,	,	PUNCT
cana-6114	51	38	precision	precision	NOUN
cana-6114	51	39	98.7	98.7	NUM
cana-6114	51	40	%	%	NOUN
cana-6114	51	41	,	,	PUNCT
cana-6114	51	42	recall	recall	VERB
cana-6114	51	43	98.5	98.5	NUM
cana-6114	51	44	%	%	NOUN
cana-6114	51	45	edge	edge	NOUN
cana-6114	51	46	-	-	PUNCT
cana-6114	51	47	based	base	VERB
cana-6114	51	48	stacked	stack	VERB
cana-6114	51	49	model	model	NOUN
cana-6114	51	50	improved	improve	VERB
cana-6114	51	51	detection	detection	NOUN
cana-6114	51	52	of	of	ADP
cana-6114	51	53	dos	do	NOUN
cana-6114	51	54	/	/	SYM
cana-6114	51	55	ddos	ddo	NOUN
cana-6114	51	56	in	in	ADP
cana-6114	51	57	iot	iot	NOUN
cana-6114	51	58	,	,	PUNCT
cana-6114	51	59	suitable	suitable	ADJ
cana-6114	51	60	for	for	ADP
cana-6114	51	61	low	low	ADJ
cana-6114	51	62	-	-	PUNCT
cana-6114	51	63	latency	latency	NOUN
cana-6114	51	64	environments	environment	NOUN
cana-6114	51	65	salim	salim	PROPN
cana-6114	51	66	,	,	PUNCT
cana-6114	51	67	rathore	rathore	PROPN
cana-6114	51	68	&	&	CCONJ
cana-6114	51	69	park	park	PROPN
cana-6114	51	70	,	,	PUNCT
cana-6114	51	71	2020	2020	NUM
cana-6114	52	1	[	[	X
cana-6114	52	2	24	24	NUM
cana-6114	52	3	]	]	PUNCT
cana-6114	52	4	survey	survey	NOUN
cana-6114	52	5	of	of	ADP
cana-6114	52	6	dos	do	NOUN
cana-6114	52	7	/	/	SYM
cana-6114	52	8	ddos	ddo	NOUN
cana-6114	52	9	in	in	ADP
cana-6114	52	10	iot	iot	NOUN
cana-6114	52	11	;	;	PUNCT
cana-6114	52	12	taxonomy	taxonomy	NOUN
cana-6114	52	13	of	of	ADP
cana-6114	52	14	detection	detection	NOUN
cana-6114	52	15	/	/	SYM
cana-6114	52	16	defense	defense	NOUN
cana-6114	52	17	–	–	PUNCT
cana-6114	52	18	(	(	PUNCT
cana-6114	52	19	survey	survey	NOUN
cana-6114	52	20	)	)	PUNCT
cana-6114	52	21	comprehensive	comprehensive	ADJ
cana-6114	52	22	overview	overview	NOUN
cana-6114	52	23	of	of	ADP
cana-6114	52	24	iot	iot	ADJ
cana-6114	52	25	-	-	PUNCT
cana-6114	52	26	specific	specific	ADJ
cana-6114	52	27	dos	do	NOUN
cana-6114	52	28	threats	threat	NOUN
cana-6114	52	29	;	;	PUNCT
cana-6114	52	30	highlighted	highlight	VERB
cana-6114	52	31	lack	lack	NOUN
cana-6114	52	32	of	of	ADP
cana-6114	52	33	lightweight	lightweight	ADJ
cana-6114	52	34	real	real	ADJ
cana-6114	52	35	-	-	PUNCT
cana-6114	52	36	time	time	NOUN
cana-6114	52	37	ids	ids	NOUN
cana-6114	52	38	models	model	NOUN
cana-6114	52	39	medjek	medjek	NOUN
cana-6114	52	40	et	et	PROPN
cana-6114	52	41	al	al	PROPN
cana-6114	52	42	.	.	PROPN
cana-6114	52	43	,	,	PUNCT
cana-6114	52	44	2021	2021	NUM
cana-6114	52	45	[	[	X
cana-6114	52	46	25	25	NUM
cana-6114	52	47	]	]	X
cana-6114	52	48	rpl	rpl	NOUN
cana-6114	52	49	-	-	PUNCT
cana-6114	52	50	based	base	VERB
cana-6114	52	51	iot	iot	NOUN
cana-6114	52	52	-	-	PUNCT
cana-6114	52	53	llns	llns	NOUN
cana-6114	52	54	;	;	PUNCT
cana-6114	52	55	multicast	multicast	ADJ
cana-6114	52	56	dis	dis	PROPN
cana-6114	52	57	attack	attack	PROPN
cana-6114	52	58	mitigation	mitigation	NOUN
cana-6114	52	59	detection	detection	NOUN
cana-6114	52	60	ratio	ratio	NOUN
cana-6114	52	61	>	>	PROPN
cana-6114	52	62	90	90	NUM
cana-6114	52	63	%	%	NOUN
cana-6114	52	64	,	,	PUNCT
cana-6114	52	65	reduced	reduce	VERB
cana-6114	52	66	energy	energy	NOUN
cana-6114	52	67	overhead	overhead	NOUN
cana-6114	52	68	~18	~18	NUM
cana-6114	52	69	%	%	NOUN
cana-6114	52	70	proposed	propose	VERB
cana-6114	52	71	mitigation	mitigation	NOUN
cana-6114	52	72	reduced	reduce	VERB
cana-6114	52	73	routing	routing	NOUN
cana-6114	52	74	disruption	disruption	NOUN
cana-6114	52	75	in	in	ADP
cana-6114	52	76	constrained	constrained	ADJ
cana-6114	52	77	iot	iot	NOUN
cana-6114	52	78	;	;	PUNCT
cana-6114	52	79	efficient	efficient	ADJ
cana-6114	52	80	for	for	ADP
cana-6114	52	81	rpl	rpl	PROPN
cana-6114	52	82	xie	xie	PROPN
cana-6114	52	83	et	et	PROPN
cana-6114	52	84	al	al	PROPN
cana-6114	52	85	.	.	PROPN
cana-6114	52	86	,	,	PUNCT
cana-6114	52	87	2010	2010	NUM
cana-6114	53	1	[	[	X
cana-6114	53	2	26	26	NUM
cana-6114	53	3	]	]	PUNCT
cana-6114	53	4	analysis	analysis	NOUN
cana-6114	53	5	of	of	ADP
cana-6114	53	6	routing	routing	NOUN
cana-6114	53	7	loops	loop	NOUN
cana-6114	53	8	in	in	ADP
cana-6114	53	9	dag	dag	NOUN
cana-6114	53	10	-	-	PUNCT
cana-6114	53	11	based	base	VERB
cana-6114	53	12	llns	llns	NOUN
cana-6114	53	13	–	–	PUNCT
cana-6114	53	14	(	(	PUNCT
cana-6114	53	15	analytical	analytical	ADJ
cana-6114	53	16	+	+	NUM
cana-6114	53	17	simulation	simulation	NOUN
cana-6114	53	18	)	)	PUNCT
cana-6114	53	19	showed	show	VERB
cana-6114	53	20	how	how	SCONJ
cana-6114	53	21	dag	dag	PROPN
cana-6114	53	22	loops	loop	NOUN
cana-6114	53	23	worsen	worsen	VERB
cana-6114	53	24	dos	do	NOUN
cana-6114	53	25	;	;	PUNCT
cana-6114	53	26	suggested	suggest	VERB
cana-6114	53	27	loop	loop	NOUN
cana-6114	53	28	-	-	PUNCT
cana-6114	53	29	free	free	ADJ
cana-6114	53	30	routing	routing	NOUN
cana-6114	53	31	verification	verification	NOUN
cana-6114	53	32	tan	tan	PROPN
cana-6114	53	33	et	et	PROPN
cana-6114	53	34	al	al	PROPN
cana-6114	53	35	.	.	PROPN
cana-6114	53	36	,	,	PUNCT
cana-6114	53	37	2023	2023	NUM
cana-6114	53	38	[	[	X
cana-6114	53	39	27	27	NUM
cana-6114	53	40	]	]	SYM
cana-6114	53	41	reinforcement	reinforcement	NOUN
cana-6114	53	42	learningbased	learningbase	VERB
cana-6114	53	43	routing	route	VERB
cana-6114	53	44	optimization	optimization	NOUN
cana-6114	53	45	in	in	ADP
cana-6114	53	46	perception	perception	NOUN
cana-6114	53	47	networks	network	NOUN
cana-6114	53	48	throughput	throughput	VERB
cana-6114	53	49	↑23	↑23	ADJ
cana-6114	53	50	%	%	NOUN
cana-6114	53	51	,	,	PUNCT
cana-6114	53	52	latency	latency	NOUN
cana-6114	53	53	↓15	↓15	PROPN
cana-6114	53	54	%	%	NOUN
cana-6114	53	55	rl	rl	VERB
cana-6114	53	56	-	-	PUNCT
cana-6114	53	57	based	base	VERB
cana-6114	53	58	routing	routing	NOUN
cana-6114	53	59	strategy	strategy	NOUN
cana-6114	53	60	mitigated	mitigate	VERB
cana-6114	53	61	jamming	jamming	NOUN
cana-6114	53	62	/	/	SYM
cana-6114	53	63	dos	do	NOUN
cana-6114	53	64	by	by	ADP
cana-6114	53	65	adaptive	adaptive	ADJ
cana-6114	53	66	path	path	NOUN
cana-6114	53	67	selection	selection	NOUN
cana-6114	53	68	righetti	righetti	PROPN
cana-6114	53	69	et	et	PROPN
cana-6114	53	70	al	al	PROPN
cana-6114	53	71	.	.	PROPN
cana-6114	53	72	,	,	PUNCT
cana-6114	53	73	2022	2022	NUM
cana-6114	54	1	[	[	X
cana-6114	54	2	28	28	NUM
cana-6114	54	3	]	]	PUNCT
cana-6114	54	4	6p	6p	NUM
cana-6114	54	5	protocol	protocol	NOUN
cana-6114	54	6	vulnerabilities	vulnerability	NOUN
cana-6114	54	7	in	in	ADP
cana-6114	54	8	industrial	industrial	ADJ
cana-6114	54	9	iot	iot	NOUN
cana-6114	54	10	–	–	PUNCT
cana-6114	54	11	identified	identify	VERB
cana-6114	54	12	6p	6p	NUM
cana-6114	54	13	exploitation	exploitation	NOUN
cana-6114	54	14	→	→	SYM
cana-6114	54	15	dos	do	NOUN
cana-6114	54	16	;	;	PUNCT
cana-6114	54	17	proposed	propose	VERB
cana-6114	54	18	lightweight	lightweight	ADJ
cana-6114	54	19	mitigation	mitigation	NOUN
cana-6114	54	20	and	and	CCONJ
cana-6114	54	21	patching	patch	VERB
cana-6114	54	22	communications	communication	NOUN
cana-6114	54	23	on	on	ADP
cana-6114	54	24	applied	apply	VERB
cana-6114	54	25	nonlinear	nonlinear	ADJ
cana-6114	54	26	analysis	analysis	NOUN
cana-6114	54	27	issn	issn	NOUN
cana-6114	54	28	:	:	PUNCT
cana-6114	54	29	1074	1074	NUM
cana-6114	54	30	-	-	PUNCT
cana-6114	54	31	133x	133x	NUM
cana-6114	54	32	vol	vol	NOUN
cana-6114	54	33	32	32	NUM
cana-6114	55	1	no	no	NOUN
cana-6114	55	2	.	.	NOUN
cana-6114	55	3	3	3	NUM
cana-6114	55	4	(	(	PUNCT
cana-6114	55	5	2025	2025	NUM
cana-6114	55	6	)	)	PUNCT
cana-6114	55	7	1105	1105	NUM
cana-6114	56	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6114	56	2	zhou	zhou	PROPN
cana-6114	56	3	et	et	PROPN
cana-6114	56	4	al	al	PROPN
cana-6114	56	5	.	.	PROPN
cana-6114	56	6	,	,	PUNCT
cana-6114	56	7	2021	2021	NUM
cana-6114	56	8	[	[	X
cana-6114	56	9	29	29	NUM
cana-6114	56	10	]	]	X
cana-6114	56	11	relative	relative	ADJ
cana-6114	56	12	order	order	NOUN
cana-6114	56	13	attack	attack	NOUN
cana-6114	56	14	in	in	ADP
cana-6114	56	15	deep	deep	ADJ
cana-6114	56	16	ranking	ranking	NOUN
cana-6114	56	17	systems	system	NOUN
cana-6114	56	18	(	(	PUNCT
cana-6114	56	19	vision	vision	NOUN
cana-6114	56	20	domain	domain	NOUN
cana-6114	56	21	)	)	PUNCT
cana-6114	56	22	attack	attack	NOUN
cana-6114	56	23	success	success	NOUN
cana-6114	56	24	rate	rate	NOUN
cana-6114	56	25	>	>	NOUN
cana-6114	56	26	75	75	NUM
cana-6114	56	27	%	%	NOUN
cana-6114	56	28	highlighted	highlight	VERB
cana-6114	56	29	adversarial	adversarial	ADJ
cana-6114	56	30	risk	risk	NOUN
cana-6114	56	31	to	to	ADP
cana-6114	56	32	ml	ml	X
cana-6114	56	33	ranking	rank	VERB
cana-6114	56	34	,	,	PUNCT
cana-6114	56	35	showing	show	VERB
cana-6114	56	36	dos	do	NOUN
cana-6114	56	37	-	-	PUNCT
cana-6114	56	38	like	like	ADJ
cana-6114	56	39	model	model	NOUN
cana-6114	56	40	degradation	degradation	PROPN
cana-6114	56	41	varghese	varghese	PROPN
cana-6114	56	42	&	&	CCONJ
cana-6114	56	43	muniyal	muniyal	PROPN
cana-6114	56	44	,	,	PUNCT
cana-6114	56	45	2021	2021	NUM
cana-6114	56	46	[	[	X
cana-6114	56	47	30	30	NUM
cana-6114	56	48	]	]	X
cana-6114	56	49	ids	id	NOUN
cana-6114	56	50	for	for	ADP
cana-6114	56	51	sdn	sdn	NOUN
cana-6114	56	52	-	-	PUNCT
cana-6114	56	53	based	base	VERB
cana-6114	56	54	ddos	ddos	NOUN
cana-6114	56	55	defense	defense	NOUN
cana-6114	56	56	;	;	PUNCT
cana-6114	56	57	hybrid	hybrid	ADJ
cana-6114	56	58	detection	detection	NOUN
cana-6114	56	59	detection	detection	NOUN
cana-6114	56	60	accuracy	accuracy	NOUN
cana-6114	56	61	97	97	NUM
cana-6114	56	62	%	%	NOUN
cana-6114	56	63	,	,	PUNCT
cana-6114	56	64	reduced	reduce	VERB
cana-6114	56	65	false	false	ADJ
cana-6114	56	66	alarms	alarm	NOUN
cana-6114	56	67	effective	effective	ADJ
cana-6114	56	68	ids	id	NOUN
cana-6114	56	69	framework	framework	NOUN
cana-6114	56	70	for	for	ADP
cana-6114	56	71	sdn	sdn	NOUN
cana-6114	56	72	,	,	PUNCT
cana-6114	56	73	scalable	scalable	ADJ
cana-6114	56	74	for	for	ADP
cana-6114	56	75	ddos	ddos	NOUN
cana-6114	56	76	mitigation	mitigation	NOUN
cana-6114	56	77	agarwal	agarwal	PROPN
cana-6114	56	78	et	et	PROPN
cana-6114	56	79	al	al	PROPN
cana-6114	56	80	.	.	PROPN
cana-6114	56	81	,	,	PUNCT
cana-6114	56	82	2022	2022	NUM
cana-6114	57	1	[	[	X
cana-6114	57	2	31	31	NUM
cana-6114	57	3	]	]	PUNCT
cana-6114	57	4	review	review	NOUN
cana-6114	57	5	of	of	ADP
cana-6114	57	6	ids	id	NOUN
cana-6114	57	7	for	for	ADP
cana-6114	57	8	ddos	ddos	NOUN
cana-6114	57	9	detection	detection	NOUN
cana-6114	57	10	–	–	PUNCT
cana-6114	57	11	(	(	PUNCT
cana-6114	57	12	survey	survey	NOUN
cana-6114	57	13	)	)	PUNCT
cana-6114	57	14	provided	provide	VERB
cana-6114	57	15	classification	classification	NOUN
cana-6114	57	16	of	of	ADP
cana-6114	57	17	ids	id	NOUN
cana-6114	57	18	mechanisms	mechanism	NOUN
cana-6114	57	19	;	;	PUNCT
cana-6114	57	20	emphasized	emphasize	VERB
cana-6114	57	21	ml	ml	PROPN
cana-6114	57	22	/	/	SYM
cana-6114	57	23	dl	dl	PROPN
cana-6114	57	24	approaches	approach	NOUN
cana-6114	57	25	ortegafernandez	ortegafernandez	PROPN
cana-6114	57	26	et	et	PROPN
cana-6114	57	27	al	al	PROPN
cana-6114	57	28	.	.	PROPN
cana-6114	57	29	,	,	PUNCT
cana-6114	57	30	2024	2024	NUM
cana-6114	57	31	[	[	X
cana-6114	57	32	32	32	NUM
cana-6114	57	33	]	]	PUNCT
cana-6114	57	34	industrial	industrial	ADJ
cana-6114	57	35	control	control	NOUN
cana-6114	57	36	systems	system	NOUN
cana-6114	57	37	;	;	PUNCT
cana-6114	57	38	deep	deep	ADJ
cana-6114	57	39	autoencoder	autoencoder	NOUN
cana-6114	57	40	detection	detection	NOUN
cana-6114	57	41	accuracy	accuracy	NOUN
cana-6114	57	42	95.3	95.3	NUM
cana-6114	57	43	%	%	NOUN
cana-6114	57	44	,	,	PUNCT
cana-6114	57	45	false	false	ADJ
cana-6114	57	46	positive	positive	ADJ
cana-6114	57	47	rate	rate	NOUN
cana-6114	57	48	2.1	2.1	NUM
cana-6114	57	49	%	%	NOUN
cana-6114	57	50	autoencoder	autoencoder	NOUN
cana-6114	57	51	effective	effective	ADJ
cana-6114	57	52	for	for	ADP
cana-6114	57	53	anomaly	anomaly	NOUN
cana-6114	57	54	-	-	PUNCT
cana-6114	57	55	based	base	VERB
cana-6114	57	56	detection	detection	NOUN
cana-6114	57	57	of	of	ADP
cana-6114	57	58	ddos	ddo	NOUN
cana-6114	57	59	in	in	ADP
cana-6114	57	60	ics	ics	PROPN
cana-6114	57	61	traffic	traffic	NOUN
cana-6114	57	62	al	al	PROPN
cana-6114	57	63	-	-	PUNCT
cana-6114	57	64	amiedy	amiedy	ADJ
cana-6114	57	65	et	et	PROPN
cana-6114	57	66	al	al	PROPN
cana-6114	57	67	.	.	PROPN
cana-6114	57	68	,	,	PUNCT
cana-6114	57	69	2023	2023	NUM
cana-6114	58	1	[	[	X
cana-6114	58	2	33	33	NUM
cana-6114	58	3	]	]	X
cana-6114	58	4	systematic	systematic	ADJ
cana-6114	58	5	review	review	NOUN
cana-6114	58	6	:	:	PUNCT
cana-6114	58	7	rplbased	rplbase	VERB
cana-6114	58	8	iot	iot	PROPN
cana-6114	58	9	(	(	PUNCT
cana-6114	58	10	6lowpan	6lowpan	NUM
cana-6114	58	11	)	)	PUNCT
cana-6114	58	12	–	–	PUNCT
cana-6114	58	13	(	(	PUNCT
cana-6114	58	14	review	review	NOUN
cana-6114	58	15	)	)	PUNCT
cana-6114	58	16	taxonomy	taxonomy	NOUN
cana-6114	58	17	of	of	ADP
cana-6114	58	18	attackdefense	attackdefense	NOUN
cana-6114	58	19	;	;	PUNCT
cana-6114	58	20	pointed	point	VERB
cana-6114	58	21	out	out	ADP
cana-6114	58	22	lack	lack	NOUN
cana-6114	58	23	of	of	ADP
cana-6114	58	24	real	real	ADJ
cana-6114	58	25	-	-	PUNCT
cana-6114	58	26	world	world	NOUN
cana-6114	58	27	datasets	dataset	NOUN
cana-6114	58	28	al	al	PROPN
cana-6114	58	29	-	-	PUNCT
cana-6114	58	30	sarawi	sarawi	PROPN
cana-6114	58	31	et	et	PROPN
cana-6114	58	32	al	al	PROPN
cana-6114	58	33	.	.	PROPN
cana-6114	58	34	,	,	PUNCT
cana-6114	58	35	2023	2023	NUM
cana-6114	58	36	[	[	X
cana-6114	58	37	34	34	NUM
cana-6114	58	38	]	]	X
cana-6114	58	39	passive	passive	ADJ
cana-6114	58	40	rule	rule	NOUN
cana-6114	58	41	-	-	PUNCT
cana-6114	58	42	based	base	VERB
cana-6114	58	43	ids	id	NOUN
cana-6114	58	44	for	for	ADP
cana-6114	58	45	sinkhole	sinkhole	NOUN
cana-6114	58	46	in	in	ADP
cana-6114	58	47	rpl	rpl	NOUN
cana-6114	58	48	-	-	PUNCT
cana-6114	58	49	iot	iot	NOUN
cana-6114	58	50	detection	detection	NOUN
cana-6114	58	51	rate	rate	NOUN
cana-6114	58	52	92	92	NUM
cana-6114	58	53	%	%	NOUN
cana-6114	58	54	,	,	PUNCT
cana-6114	58	55	low	low	ADJ
cana-6114	58	56	computation	computation	NOUN
cana-6114	58	57	overhead	overhead	ADJ
cana-6114	58	58	simple	simple	ADJ
cana-6114	58	59	rules	rule	NOUN
cana-6114	58	60	effective	effective	ADJ
cana-6114	58	61	for	for	ADP
cana-6114	58	62	resource	resource	NOUN
cana-6114	58	63	-	-	PUNCT
cana-6114	58	64	limited	limit	VERB
cana-6114	58	65	iot	iot	NOUN
cana-6114	58	66	nodes	node	NOUN
cana-6114	58	67	koul	koul	PROPN
cana-6114	58	68	et	et	PROPN
cana-6114	58	69	al	al	PROPN
cana-6114	58	70	.	.	PROPN
cana-6114	58	71	,	,	PUNCT
cana-6114	58	72	2023	2023	NUM
cana-6114	58	73	[	[	X
cana-6114	58	74	35	35	NUM
cana-6114	58	75	]	]	X
cana-6114	58	76	hello	hello	NOUN
cana-6114	58	77	flooding	flooding	NOUN
cana-6114	58	78	attack	attack	NOUN
cana-6114	58	79	on	on	ADP
cana-6114	58	80	rpl	rpl	NOUN
cana-6114	58	81	;	;	PUNCT
cana-6114	58	82	ml	ml	PART
cana-6114	58	83	algorithms	algorithm	NOUN
cana-6114	58	84	(	(	PUNCT
cana-6114	58	85	dt	dt	PROPN
cana-6114	58	86	,	,	PUNCT
cana-6114	58	87	svm	svm	PROPN
cana-6114	58	88	,	,	PUNCT
cana-6114	58	89	rf	rf	ADJ
cana-6114	58	90	)	)	PUNCT
cana-6114	58	91	rf	rf	NOUN
cana-6114	58	92	accuracy	accuracy	NOUN
cana-6114	58	93	96.7	96.7	NUM
cana-6114	58	94	%	%	NOUN
cana-6114	58	95	,	,	PUNCT
cana-6114	58	96	svm	svm	VERB
cana-6114	58	97	94.3	94.3	NUM
cana-6114	58	98	%	%	NOUN
cana-6114	58	99	ml	ml	NOUN
cana-6114	58	100	classifiers	classifier	NOUN
cana-6114	58	101	improved	improve	VERB
cana-6114	58	102	detection	detection	NOUN
cana-6114	58	103	accuracy	accuracy	NOUN
cana-6114	58	104	over	over	ADP
cana-6114	58	105	rule	rule	NOUN
cana-6114	58	106	-	-	PUNCT
cana-6114	58	107	based	base	VERB
cana-6114	58	108	systems	system	NOUN
cana-6114	58	109	sharma	sharma	PROPN
cana-6114	58	110	et	et	PROPN
cana-6114	58	111	al	al	PROPN
cana-6114	58	112	.	.	PROPN
cana-6114	58	113	,	,	PUNCT
cana-6114	58	114	2023	2023	NUM
cana-6114	58	115	[	[	X
cana-6114	58	116	36	36	NUM
cana-6114	58	117	]	]	X
cana-6114	58	118	wsn	wsn	PROPN
cana-6114	58	119	intrusion	intrusion	NOUN
cana-6114	58	120	detection	detection	NOUN
cana-6114	58	121	with	with	ADP
cana-6114	58	122	deep	deep	ADJ
cana-6114	58	123	learning	learning	NOUN
cana-6114	58	124	accuracy	accuracy	NOUN
cana-6114	58	125	97.5	97.5	NUM
cana-6114	58	126	%	%	NOUN
cana-6114	58	127	,	,	PUNCT
cana-6114	58	128	precision	precision	NOUN
cana-6114	58	129	96.9	96.9	NUM
cana-6114	58	130	%	%	NOUN
cana-6114	58	131	,	,	PUNCT
cana-6114	58	132	recall	recall	VERB
cana-6114	58	133	97.2	97.2	NUM
cana-6114	58	134	%	%	NOUN
cana-6114	58	135	deep	deep	ADJ
cana-6114	58	136	learning	learning	NOUN
cana-6114	58	137	robust	robust	ADJ
cana-6114	58	138	in	in	ADP
cana-6114	58	139	wireless	wireless	ADJ
cana-6114	58	140	sensor	sensor	NOUN
cana-6114	58	141	networks	network	NOUN
cana-6114	58	142	;	;	PUNCT
cana-6114	58	143	reduced	reduce	VERB
cana-6114	58	144	false	false	ADJ
cana-6114	58	145	alarms	alarm	NOUN
cana-6114	58	146	alsulami	alsulami	PROPN
cana-6114	58	147	et	et	PROPN
cana-6114	58	148	al	al	PROPN
cana-6114	58	149	.	.	PROPN
cana-6114	58	150	,	,	PUNCT
cana-6114	58	151	2022	2022	NUM
cana-6114	58	152	[	[	X
cana-6114	58	153	37	37	NUM
cana-6114	58	154	]	]	X
cana-6114	58	155	iot	iot	ADJ
cana-6114	58	156	ids	id	NOUN
cana-6114	58	157	with	with	ADP
cana-6114	58	158	improved	improved	ADJ
cana-6114	58	159	data	datum	NOUN
cana-6114	58	160	engineering	engineering	NOUN
cana-6114	58	161	f1	f1	NOUN
cana-6114	58	162	-	-	PUNCT
cana-6114	58	163	score	score	NOUN
cana-6114	58	164	97.1	97.1	NUM
cana-6114	58	165	%	%	NOUN
cana-6114	58	166	,	,	PUNCT
cana-6114	58	167	auroc	auroc	NOUN
cana-6114	58	168	0.982	0.982	NUM
cana-6114	58	169	showed	show	VERB
cana-6114	58	170	importance	importance	NOUN
cana-6114	58	171	of	of	ADP
cana-6114	58	172	preprocessing	preprocesse	VERB
cana-6114	58	173	+	+	CCONJ
cana-6114	58	174	feature	feature	NOUN
cana-6114	58	175	engineering	engineering	NOUN
cana-6114	58	176	for	for	ADP
cana-6114	58	177	iot	iot	PROPN
cana-6114	58	178	ids	ids	PROPN
cana-6114	58	179	al	al	PROPN
cana-6114	58	180	-	-	PUNCT
cana-6114	58	181	haija	haija	NOUN
cana-6114	58	182	et	et	PROPN
cana-6114	58	183	al	al	PROPN
cana-6114	58	184	.	.	PROPN
cana-6114	58	185	,	,	PUNCT
cana-6114	58	186	2021	2021	NUM
cana-6114	58	187	[	[	X
cana-6114	58	188	38	38	NUM
cana-6114	58	189	]	]	PUNCT
cana-6114	58	190	iot	iot	NOUN
cana-6114	58	191	ids	id	NOUN
cana-6114	58	192	with	with	ADP
cana-6114	58	193	cnn	cnn	PROPN
cana-6114	58	194	(	(	PUNCT
cana-6114	58	195	deep	deep	ADJ
cana-6114	58	196	conv	conv	ADJ
cana-6114	58	197	nets	net	NOUN
cana-6114	58	198	)	)	PUNCT
cana-6114	58	199	accuracy	accuracy	NOUN
cana-6114	58	200	98.4	98.4	NUM
cana-6114	58	201	%	%	NOUN
cana-6114	58	202	,	,	PUNCT
cana-6114	58	203	recall	recall	VERB
cana-6114	58	204	97.9	97.9	NUM
cana-6114	58	205	%	%	NOUN
cana-6114	58	206	cnn	cnn	PROPN
cana-6114	58	207	effective	effective	ADJ
cana-6114	58	208	for	for	ADP
cana-6114	58	209	cyberattack	cyberattack	NOUN
cana-6114	58	210	detection	detection	NOUN
cana-6114	58	211	in	in	ADP
cana-6114	58	212	iot	iot	PROPN
cana-6114	58	213	communication	communication	NOUN
cana-6114	58	214	al	al	PROPN
cana-6114	58	215	-	-	PUNCT
cana-6114	58	216	haija	haija	NOUN
cana-6114	58	217	,	,	PUNCT
cana-6114	58	218	2023	2023	NUM
cana-6114	59	1	[	[	X
cana-6114	59	2	39	39	NUM
cana-6114	59	3	]	]	PUNCT
cana-6114	59	4	hybrid	hybrid	ADJ
cana-6114	59	5	learning	learning	NOUN
cana-6114	59	6	for	for	ADP
cana-6114	59	7	cross	cross	ADJ
cana-6114	59	8	-	-	ADJ
cana-6114	59	9	site	site	ADJ
cana-6114	59	10	scripting	scripting	NOUN
cana-6114	59	11	detection	detection	NOUN
cana-6114	59	12	accuracy	accuracy	NOUN
cana-6114	59	13	95%+	95%+	PRON
cana-6114	59	14	demonstrated	demonstrate	VERB
cana-6114	59	15	costeffective	costeffective	ADJ
cana-6114	59	16	hybrid	hybrid	ADJ
cana-6114	59	17	ids	id	NOUN
cana-6114	59	18	beyond	beyond	ADP
cana-6114	59	19	dos	do	NOUN
cana-6114	59	20	context	context	PROPN
cana-6114	59	21	al	al	PROPN
cana-6114	59	22	-	-	PUNCT
cana-6114	59	23	haija	haija	X
cana-6114	59	24	et	et	PROPN
cana-6114	59	25	al	al	PROPN
cana-6114	59	26	.	.	PROPN
cana-6114	59	27	,	,	PUNCT
cana-6114	59	28	2023	2023	NUM
cana-6114	59	29	[	[	X
cana-6114	59	30	40	40	NUM
cana-6114	59	31	]	]	PUNCT
cana-6114	59	32	hybrid	hybrid	ADJ
cana-6114	59	33	double	double	ADJ
cana-6114	59	34	-	-	PUNCT
cana-6114	59	35	stage	stage	NOUN
cana-6114	59	36	model	model	NOUN
cana-6114	59	37	for	for	ADP
cana-6114	59	38	doh	doh	PROPN
cana-6114	59	39	malicious	malicious	ADJ
cana-6114	59	40	traffic	traffic	NOUN
cana-6114	59	41	detection	detection	NOUN
cana-6114	59	42	accuracy	accuracy	NOUN
cana-6114	59	43	97.2	97.2	NUM
cana-6114	59	44	%	%	NOUN
cana-6114	59	45	identified	identify	VERB
cana-6114	59	46	malicious	malicious	ADJ
cana-6114	59	47	dnsover	dnsover	NOUN
cana-6114	59	48	-	-	PUNCT
cana-6114	59	49	https	https	NOUN
cana-6114	59	50	with	with	ADP
cana-6114	59	51	lightweight	lightweight	ADJ
cana-6114	59	52	approach	approach	NOUN
cana-6114	59	53	özalp	özalp	NOUN
cana-6114	59	54	et	et	PROPN
cana-6114	59	55	al	al	PROPN
cana-6114	59	56	.	.	PROPN
cana-6114	59	57	,	,	PUNCT
cana-6114	59	58	2022	2022	NUM
cana-6114	59	59	[	[	X
cana-6114	59	60	41	41	NUM
cana-6114	59	61	]	]	PUNCT
cana-6114	59	62	layer	layer	NOUN
cana-6114	59	63	-	-	PUNCT
cana-6114	59	64	based	base	VERB
cana-6114	59	65	iot	iot	ADJ
cana-6114	59	66	attack	attack	NOUN
cana-6114	59	67	analysis	analysis	NOUN
cana-6114	59	68	–	–	PUNCT
cana-6114	59	69	provided	provide	VERB
cana-6114	59	70	taxonomy	taxonomy	NOUN
cana-6114	59	71	of	of	ADP
cana-6114	59	72	iotlayer	iotlayer	NOUN
cana-6114	59	73	specific	specific	ADJ
cana-6114	59	74	attacks	attack	NOUN
cana-6114	59	75	;	;	PUNCT
cana-6114	59	76	stressed	stress	VERB
cana-6114	59	77	ids	id	NOUN
cana-6114	59	78	role	role	NOUN
cana-6114	59	79	altunay	altunay	PROPN
cana-6114	59	80	et	et	PROPN
cana-6114	59	81	al	al	PROPN
cana-6114	59	82	.	.	PROPN
cana-6114	59	83	,	,	PUNCT
cana-6114	59	84	2021	2021	NUM
cana-6114	59	85	[	[	X
cana-6114	59	86	42	42	NUM
cana-6114	59	87	]	]	X
cana-6114	59	88	dl	dl	PROPN
cana-6114	59	89	-	-	PUNCT
cana-6114	59	90	based	base	VERB
cana-6114	59	91	anomaly	anomaly	NOUN
cana-6114	59	92	detection	detection	NOUN
cana-6114	59	93	in	in	ADP
cana-6114	59	94	scada	scada	PROPN
cana-6114	59	95	accuracy	accuracy	PROPN
cana-6114	59	96	~94	~94	NUM
cana-6114	59	97	%	%	NOUN
cana-6114	59	98	deep	deep	ADJ
cana-6114	59	99	learning	learning	NOUN
cana-6114	59	100	feasible	feasible	ADJ
cana-6114	59	101	for	for	ADP
cana-6114	59	102	anomaly	anomaly	NOUN
cana-6114	59	103	detection	detection	NOUN
cana-6114	59	104	in	in	ADP
cana-6114	59	105	critical	critical	ADJ
cana-6114	59	106	infra	infra	NOUN
cana-6114	59	107	communications	communication	NOUN
cana-6114	59	108	on	on	ADP
cana-6114	59	109	applied	apply	VERB
cana-6114	59	110	nonlinear	nonlinear	ADJ
cana-6114	59	111	analysis	analysis	NOUN
cana-6114	59	112	issn	issn	NOUN
cana-6114	59	113	:	:	PUNCT
cana-6114	59	114	1074	1074	NUM
cana-6114	59	115	-	-	PUNCT
cana-6114	59	116	133x	133x	NUM
cana-6114	59	117	vol	vol	NOUN
cana-6114	59	118	32	32	NUM
cana-6114	59	119	no	no	NOUN
cana-6114	59	120	.	.	NOUN
cana-6114	59	121	3	3	NUM
cana-6114	59	122	(	(	PUNCT
cana-6114	59	123	2025	2025	NUM
cana-6114	59	124	)	)	PUNCT
cana-6114	59	125	1106	1106	NUM
cana-6114	59	126	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-6114	59	127	özdogan	özdogan	NOUN
cana-6114	59	128	et	et	PROPN
cana-6114	60	1	al	al	PROPN
cana-6114	60	2	.	.	PROPN
cana-6114	60	3	,	,	PUNCT
cana-6114	60	4	2024	2024	NUM
cana-6114	60	5	[	[	X
cana-6114	60	6	43	43	NUM
cana-6114	60	7	]	]	X
cana-6114	60	8	adaptive	adaptive	ADJ
cana-6114	60	9	hybrid	hybrid	ADJ
cana-6114	60	10	iot	iot	NOUN
cana-6114	60	11	protocol	protocol	NOUN
cana-6114	60	12	performance	performance	NOUN
cana-6114	60	13	↑20	↑20	ADJ
cana-6114	60	14	%	%	NOUN
cana-6114	60	15	resilience	resilience	NOUN
cana-6114	60	16	improved	improve	VERB
cana-6114	60	17	iot	iot	NOUN
cana-6114	60	18	protocol	protocol	NOUN
cana-6114	60	19	with	with	ADP
cana-6114	60	20	built	build	VERB
cana-6114	60	21	-	-	PUNCT
cana-6114	60	22	in	in	ADP
cana-6114	60	23	resilience	resilience	NOUN
cana-6114	60	24	against	against	ADP
cana-6114	60	25	flooding	flooding	NOUN
cana-6114	60	26	/	/	SYM
cana-6114	60	27	dos	do	NOUN
cana-6114	60	28	from	from	ADP
cana-6114	60	29	the	the	DET
cana-6114	60	30	table	table	NOUN
cana-6114	60	31	it	it	PRON
cana-6114	60	32	is	be	AUX
cana-6114	60	33	evident	evident	ADJ
cana-6114	60	34	that	that	SCONJ
cana-6114	60	35	deep	deep	ADJ
cana-6114	60	36	learning	learning	NOUN
cana-6114	60	37	models	model	NOUN
cana-6114	60	38	consistently	consistently	ADV
cana-6114	60	39	achieve	achieve	VERB
cana-6114	60	40	high	high	ADJ
cana-6114	60	41	accuracy	accuracy	NOUN
cana-6114	60	42	,	,	PUNCT
cana-6114	60	43	often	often	ADV
cana-6114	60	44	above	above	ADP
cana-6114	60	45	95	95	NUM
cana-6114	60	46	%	%	NOUN
cana-6114	60	47	,	,	PUNCT
cana-6114	60	48	across	across	ADP
cana-6114	60	49	iot	iot	NOUN
cana-6114	60	50	and	and	CCONJ
cana-6114	60	51	wireless	wireless	ADJ
cana-6114	60	52	sensor	sensor	NOUN
cana-6114	60	53	environments	environment	NOUN
cana-6114	60	54	.	.	PUNCT
cana-6114	61	1	rule	rule	NOUN
cana-6114	61	2	-	-	PUNCT
cana-6114	61	3	based	base	VERB
cana-6114	61	4	and	and	CCONJ
cana-6114	61	5	lightweight	lightweight	ADJ
cana-6114	61	6	approaches	approach	NOUN
cana-6114	61	7	remain	remain	VERB
cana-6114	61	8	attractive	attractive	ADJ
cana-6114	61	9	for	for	ADP
cana-6114	61	10	resource	resource	NOUN
cana-6114	61	11	-	-	PUNCT
cana-6114	61	12	constrained	constrain	VERB
cana-6114	61	13	iot	iot	NOUN
cana-6114	61	14	devices	device	NOUN
cana-6114	61	15	,	,	PUNCT
cana-6114	61	16	though	though	SCONJ
cana-6114	61	17	they	they	PRON
cana-6114	61	18	trade	trade	VERB
cana-6114	61	19	accuracy	accuracy	NOUN
cana-6114	61	20	for	for	ADP
cana-6114	61	21	efficiency	efficiency	NOUN
cana-6114	61	22	.	.	PUNCT
cana-6114	62	1	surveys	survey	NOUN
cana-6114	62	2	stress	stress	VERB
cana-6114	62	3	the	the	DET
cana-6114	62	4	continuing	continue	VERB
cana-6114	62	5	gap	gap	NOUN
cana-6114	62	6	between	between	ADP
cana-6114	62	7	theoretical	theoretical	ADJ
cana-6114	62	8	proposals	proposal	NOUN
cana-6114	62	9	and	and	CCONJ
cana-6114	62	10	large	large	ADJ
cana-6114	62	11	-	-	PUNCT
cana-6114	62	12	scale	scale	NOUN
cana-6114	62	13	,	,	PUNCT
cana-6114	62	14	reproducible	reproducible	VERB
cana-6114	62	15	real	real	ADJ
cana-6114	62	16	-	-	PUNCT
cana-6114	62	17	world	world	NOUN
cana-6114	62	18	datasets	dataset	NOUN
cana-6114	62	19	.	.	PUNCT
cana-6114	63	1	sdn	sdn	PROPN
cana-6114	63	2	-	-	PUNCT
cana-6114	63	3	based	base	VERB
cana-6114	63	4	frameworks	framework	NOUN
cana-6114	63	5	show	show	VERB
cana-6114	63	6	promise	promise	NOUN
cana-6114	63	7	in	in	ADP
cana-6114	63	8	combining	combine	VERB
cana-6114	63	9	programmability	programmability	NOUN
cana-6114	63	10	with	with	ADP
cana-6114	63	11	fast	fast	ADJ
cana-6114	63	12	mitigation	mitigation	NOUN
cana-6114	63	13	,	,	PUNCT
cana-6114	63	14	but	but	CCONJ
cana-6114	63	15	many	many	ADJ
cana-6114	63	16	are	be	AUX
cana-6114	63	17	still	still	ADV
cana-6114	63	18	evaluated	evaluate	VERB
cana-6114	63	19	in	in	ADP
cana-6114	63	20	controlled	control	VERB
cana-6114	63	21	settings	setting	NOUN
cana-6114	63	22	.	.	PUNCT
cana-6114	64	1	overall	overall	ADV
cana-6114	64	2	,	,	PUNCT
cana-6114	64	3	the	the	DET
cana-6114	64	4	literature	literature	NOUN
cana-6114	64	5	underlines	underline	VERB
cana-6114	64	6	the	the	DET
cana-6114	64	7	importance	importance	NOUN
cana-6114	64	8	of	of	ADP
cana-6114	64	9	hybrid	hybrid	NOUN
cana-6114	64	10	and	and	CCONJ
cana-6114	64	11	layered	layered	ADJ
cana-6114	64	12	strategies	strategy	NOUN
cana-6114	64	13	,	,	PUNCT
cana-6114	64	14	balancing	balance	VERB
cana-6114	64	15	detection	detection	NOUN
cana-6114	64	16	accuracy	accuracy	NOUN
cana-6114	64	17	with	with	ADP
cana-6114	64	18	scalability	scalability	NOUN
cana-6114	64	19	,	,	PUNCT
cana-6114	64	20	energy	energy	NOUN
cana-6114	64	21	efficiency	efficiency	NOUN
cana-6114	64	22	,	,	PUNCT
cana-6114	64	23	and	and	CCONJ
cana-6114	64	24	deployment	deployment	NOUN
cana-6114	64	25	feasibility	feasibility	NOUN
cana-6114	64	26	in	in	ADP
cana-6114	64	27	real	real	ADJ
cana-6114	64	28	-	-	PUNCT
cana-6114	64	29	world	world	NOUN
cana-6114	64	30	cloud	cloud	NOUN
cana-6114	64	31	-	-	PUNCT
cana-6114	64	32	of	of	ADP
cana-6114	64	33	-	-	PUNCT
cana-6114	64	34	things	thing	NOUN
cana-6114	64	35	scenarios	scenario	NOUN
cana-6114	64	36	.	.	PUNCT
cana-6114	65	1	3	3	X
cana-6114	65	2	.	.	NUM
cana-6114	65	3	proposed	propose	VERB
cana-6114	65	4	work	work	NOUN
cana-6114	65	5	for	for	ADP
cana-6114	65	6	training	training	NOUN
cana-6114	65	7	machine	machine	NOUN
cana-6114	65	8	learning	learning	NOUN
cana-6114	65	9	model	model	NOUN
cana-6114	65	10	for	for	ADP
cana-6114	65	11	the	the	DET
cana-6114	65	12	dos	do	NOUN
cana-6114	65	13	detection	detection	NOUN
cana-6114	65	14	the	the	DET
cana-6114	65	15	second	second	ADJ
cana-6114	65	16	objective	objective	NOUN
cana-6114	65	17	of	of	ADP
cana-6114	65	18	this	this	DET
cana-6114	65	19	research	research	NOUN
cana-6114	65	20	was	be	AUX
cana-6114	65	21	to	to	PART
cana-6114	65	22	design	design	VERB
cana-6114	65	23	and	and	CCONJ
cana-6114	65	24	train	train	VERB
cana-6114	65	25	a	a	DET
cana-6114	65	26	novel	novel	ADJ
cana-6114	65	27	machine	machine	NOUN
cana-6114	65	28	learning	learning	NOUN
cana-6114	65	29	model	model	NOUN
cana-6114	65	30	for	for	ADP
cana-6114	65	31	the	the	DET
cana-6114	65	32	detection	detection	NOUN
cana-6114	65	33	of	of	ADP
cana-6114	65	34	denial	denial	NOUN
cana-6114	65	35	-	-	PUNCT
cana-6114	65	36	of	of	ADP
cana-6114	65	37	-	-	PUNCT
cana-6114	65	38	service	service	NOUN
cana-6114	65	39	(	(	PUNCT
cana-6114	65	40	dos	do	NOUN
cana-6114	65	41	)	)	PUNCT
cana-6114	65	42	attacks	attack	NOUN
cana-6114	65	43	in	in	ADP
cana-6114	65	44	the	the	DET
cana-6114	65	45	cloud	cloud	NOUN
cana-6114	65	46	of	of	ADP
cana-6114	65	47	things	thing	NOUN
cana-6114	65	48	environment	environment	NOUN
cana-6114	65	49	.	.	PUNCT
cana-6114	66	1	the	the	DET
cana-6114	66	2	model	model	NOUN
cana-6114	66	3	flow	flow	NOUN
cana-6114	66	4	is	be	AUX
cana-6114	66	5	as	as	SCONJ
cana-6114	66	6	shown	show	VERB
cana-6114	66	7	in	in	ADP
cana-6114	66	8	figure	figure	NOUN
cana-6114	66	9	2	2	NUM
cana-6114	66	10	:	:	PUNCT
cana-6114	66	11	(	(	PUNCT
cana-6114	66	12	i	i	NOUN
cana-6114	66	13	)	)	PUNCT
cana-6114	66	14	selecting	select	VERB
cana-6114	66	15	a	a	DET
cana-6114	66	16	realistic	realistic	ADJ
cana-6114	66	17	dataset	dataset	NOUN
cana-6114	66	18	that	that	PRON
cana-6114	66	19	represents	represent	VERB
cana-6114	66	20	iot	iot	ADJ
cana-6114	66	21	-	-	PUNCT
cana-6114	66	22	cloud	cloud	NOUN
cana-6114	66	23	traffic	traffic	NOUN
cana-6114	66	24	under	under	ADP
cana-6114	66	25	dos	do	NOUN
cana-6114	66	26	conditions	condition	NOUN
cana-6114	66	27	,	,	PUNCT
cana-6114	66	28	(	(	PUNCT
cana-6114	66	29	ii	ii	NOUN
cana-6114	66	30	)	)	PUNCT
cana-6114	66	31	establishing	establish	VERB
cana-6114	66	32	a	a	DET
cana-6114	66	33	transparent	transparent	ADJ
cana-6114	66	34	preprocessing	preprocessing	NOUN
cana-6114	66	35	and	and	CCONJ
cana-6114	66	36	training	training	NOUN
cana-6114	66	37	pipeline	pipeline	NOUN
cana-6114	66	38	that	that	PRON
cana-6114	66	39	could	could	AUX
cana-6114	66	40	be	be	AUX
cana-6114	66	41	reproduced	reproduce	VERB
cana-6114	66	42	,	,	PUNCT
cana-6114	66	43	and	and	CCONJ
cana-6114	66	44	(	(	PUNCT
cana-6114	66	45	iii	iii	NOUN
cana-6114	66	46	)	)	PUNCT
cana-6114	66	47	generating	generate	VERB
cana-6114	66	48	trained	train	VERB
cana-6114	66	49	artifacts	artifact	NOUN
cana-6114	66	50	that	that	PRON
cana-6114	66	51	could	could	AUX
cana-6114	66	52	later	later	ADV
cana-6114	66	53	be	be	AUX
cana-6114	66	54	embedded	embed	VERB
cana-6114	66	55	inside	inside	ADP
cana-6114	66	56	a	a	DET
cana-6114	66	57	prevention	prevention	NOUN
cana-6114	66	58	-	-	PUNCT
cana-6114	66	59	oriented	orient	VERB
cana-6114	66	60	intrusion	intrusion	NOUN
cana-6114	66	61	detection	detection	NOUN
cana-6114	66	62	system	system	NOUN
cana-6114	66	63	in	in	ADP
cana-6114	66	64	objective-3	objective-3	NUM
cana-6114	66	65	.	.	PUNCT
cana-6114	66	66	figure	figure	NOUN
cana-6114	66	67	2	2	NUM
cana-6114	66	68	proposed	propose	VERB
cana-6114	66	69	training	training	NOUN
cana-6114	66	70	model	model	NOUN
cana-6114	66	71	for	for	ADP
cana-6114	66	72	detection	detection	NOUN
cana-6114	66	73	of	of	ADP
cana-6114	66	74	the	the	DET
cana-6114	66	75	attacks	attack	NOUN
cana-6114	66	76	in	in	ADP
cana-6114	66	77	cloud	cloud	NOUN
cana-6114	66	78	of	of	ADP
cana-6114	66	79	things	thing	NOUN
cana-6114	66	80	3.1	3.1	NUM
cana-6114	66	81	dataset	dataset	NOUN
cana-6114	66	82	selection	selection	NOUN
cana-6114	66	83	and	and	CCONJ
cana-6114	66	84	inspection	inspection	NOUN
cana-6114	66	85	the	the	DET
cana-6114	66	86	ciciot2023	ciciot2023	PROPN
cana-6114	66	87	dataset	dataset	NOUN
cana-6114	66	88	was	be	AUX
cana-6114	66	89	adopted	adopt	VERB
cana-6114	66	90	since	since	SCONJ
cana-6114	66	91	it	it	PRON
cana-6114	66	92	provides	provide	VERB
cana-6114	66	93	one	one	NUM
cana-6114	66	94	of	of	ADP
cana-6114	66	95	the	the	DET
cana-6114	66	96	most	most	ADV
cana-6114	66	97	comprehensive	comprehensive	ADJ
cana-6114	66	98	views	view	NOUN
cana-6114	66	99	of	of	ADP
cana-6114	66	100	iot	iot	ADJ
cana-6114	66	101	-	-	ADJ
cana-6114	66	102	centric	centric	ADJ
cana-6114	66	103	attack	attack	NOUN
cana-6114	66	104	traffic	traffic	NOUN
cana-6114	66	105	.	.	PUNCT
cana-6114	67	1	it	it	PRON
cana-6114	67	2	contains	contain	VERB
cana-6114	67	3	benign	benign	ADJ
cana-6114	67	4	flows	flow	NOUN
cana-6114	67	5	as	as	ADV
cana-6114	67	6	well	well	ADV
cana-6114	67	7	as	as	ADP
cana-6114	67	8	multiple	multiple	ADJ
cana-6114	67	9	dos	do	NOUN
cana-6114	67	10	and	and	CCONJ
cana-6114	67	11	ddos	ddo	NOUN
cana-6114	67	12	classes	class	NOUN
cana-6114	67	13	,	,	PUNCT
cana-6114	67	14	recorded	record	VERB
cana-6114	67	15	from	from	ADP
cana-6114	67	16	real	real	ADJ
cana-6114	67	17	iot	iot	NOUN
cana-6114	67	18	devices	device	NOUN
cana-6114	67	19	in	in	ADP
cana-6114	67	20	a	a	DET
cana-6114	67	21	laboratory	laboratory	NOUN
cana-6114	67	22	environment	environment	NOUN
cana-6114	67	23	.	.	PUNCT
cana-6114	68	1	the	the	DET
cana-6114	68	2	raw	raw	ADJ
cana-6114	68	3	dataset	dataset	NOUN
cana-6114	68	4	was	be	AUX
cana-6114	68	5	large	large	ADJ
cana-6114	68	6	(	(	PUNCT
cana-6114	68	7	over	over	ADP
cana-6114	68	8	13	13	NUM
cana-6114	68	9	gb	gb	NOUN
cana-6114	68	10	)	)	PUNCT
cana-6114	68	11	,	,	PUNCT
cana-6114	68	12	partitioned	partition	VERB
cana-6114	68	13	into	into	ADP
cana-6114	68	14	hundreds	hundred	NOUN
cana-6114	68	15	of	of	ADP
cana-6114	68	16	compressed	compressed	ADJ
cana-6114	68	17	csv	csv	NOUN
cana-6114	68	18	files	file	NOUN
cana-6114	68	19	.	.	PUNCT
cana-6114	69	1	a	a	DET
cana-6114	69	2	random	random	ADJ
cana-6114	69	3	inspection	inspection	NOUN
cana-6114	69	4	of	of	ADP
cana-6114	69	5	files	file	NOUN
cana-6114	69	6	confirmed	confirm	VERB
cana-6114	69	7	the	the	DET
cana-6114	69	8	presence	presence	NOUN
cana-6114	69	9	of	of	ADP
cana-6114	69	10	relevant	relevant	ADJ
cana-6114	69	11	flow	flow	NOUN
cana-6114	69	12	-	-	PUNCT
cana-6114	69	13	level	level	NOUN
cana-6114	69	14	features	feature	NOUN
cana-6114	69	15	and	and	CCONJ
cana-6114	69	16	attack	attack	NOUN
cana-6114	69	17	labels	label	NOUN
cana-6114	69	18	,	,	PUNCT
cana-6114	69	19	making	make	VERB
cana-6114	69	20	the	the	DET
cana-6114	69	21	dataset	dataset	NOUN
cana-6114	69	22	suitable	suitable	ADJ
cana-6114	69	23	for	for	ADP
cana-6114	69	24	training	train	VERB
cana-6114	69	25	supervised	supervised	ADJ
cana-6114	69	26	machine	machine	NOUN
cana-6114	69	27	learning	learning	NOUN
cana-6114	69	28	models	model	NOUN
cana-6114	69	29	.	.	PUNCT
cana-6114	70	1	this	this	DET
cana-6114	70	2	dataset	dataset	NOUN
cana-6114	70	3	was	be	AUX
cana-6114	70	4	preferred	prefer	VERB
cana-6114	70	5	because	because	SCONJ
cana-6114	70	6	it	it	PRON
cana-6114	70	7	has	have	AUX
cana-6114	70	8	been	be	AUX
cana-6114	70	9	used	use	VERB
cana-6114	70	10	in	in	ADP
cana-6114	70	11	recent	recent	ADJ
cana-6114	70	12	academic	academic	ADJ
cana-6114	70	13	work	work	NOUN
cana-6114	70	14	and	and	CCONJ
cana-6114	70	15	provides	provide	VERB
cana-6114	70	16	a	a	DET
cana-6114	70	17	balanced	balanced	ADJ
cana-6114	70	18	view	view	NOUN
cana-6114	70	19	of	of	ADP
cana-6114	70	20	different	different	ADJ
cana-6114	70	21	iot	iot	ADJ
cana-6114	70	22	attack	attack	NOUN
cana-6114	70	23	vectors	vector	NOUN
cana-6114	70	24	.	.	PUNCT
cana-6114	71	1	3.2	3.2	NUM
cana-6114	71	2	preprocessing	preprocessing	NOUN
cana-6114	71	3	and	and	CCONJ
cana-6114	71	4	feature	feature	NOUN
cana-6114	71	5	handling	handling	NOUN
cana-6114	71	6	given	give	VERB
cana-6114	71	7	the	the	DET
cana-6114	71	8	size	size	NOUN
cana-6114	71	9	of	of	ADP
cana-6114	71	10	the	the	DET
cana-6114	71	11	dataset	dataset	NOUN
cana-6114	71	12	,	,	PUNCT
cana-6114	71	13	the	the	DET
cana-6114	71	14	first	first	ADJ
cana-6114	71	15	step	step	NOUN
cana-6114	71	16	was	be	AUX
cana-6114	71	17	efficient	efficient	ADJ
cana-6114	71	18	parsing	parsing	NOUN
cana-6114	71	19	and	and	CCONJ
cana-6114	71	20	merging	merging	NOUN
cana-6114	71	21	of	of	ADP
cana-6114	71	22	the	the	DET
cana-6114	71	23	individual	individual	ADJ
cana-6114	71	24	csv	csv	VERB
cana-6114	71	25	parts	part	NOUN
cana-6114	71	26	into	into	ADP
cana-6114	71	27	a	a	DET
cana-6114	71	28	usable	usable	ADJ
cana-6114	71	29	format	format	NOUN
cana-6114	71	30	.	.	PUNCT
cana-6114	72	1	standard	standard	ADJ
cana-6114	72	2	cleaning	clean	VERB
cana-6114	72	3	operations	operation	NOUN
cana-6114	72	4	were	be	AUX
cana-6114	72	5	carried	carry	VERB
cana-6114	72	6	out	out	ADP
cana-6114	72	7	:	:	PUNCT
cana-6114	72	8	removal	removal	NOUN
cana-6114	72	9	of	of	ADP
cana-6114	72	10	communications	communication	NOUN
cana-6114	72	11	on	on	ADP
cana-6114	72	12	applied	apply	VERB
cana-6114	72	13	nonlinear	nonlinear	ADJ
cana-6114	72	14	analysis	analysis	NOUN
cana-6114	72	15	issn	issn	NOUN
cana-6114	72	16	:	:	PUNCT
cana-6114	72	17	1074	1074	NUM
cana-6114	72	18	-	-	PUNCT
cana-6114	72	19	133x	133x	NUM
cana-6114	72	20	vol	vol	NOUN
cana-6114	72	21	32	32	NUM
cana-6114	72	22	no	no	NOUN
cana-6114	72	23	.	.	NOUN
cana-6114	72	24	3	3	NUM
cana-6114	72	25	(	(	PUNCT
cana-6114	72	26	2025	2025	NUM
cana-6114	72	27	)	)	PUNCT
cana-6114	72	28	1107	1107	NUM
cana-6114	72	29	https://internationalpubls.com	https://internationalpubls.com	X
cana-6114	72	30	duplicate	duplicate	NOUN
cana-6114	72	31	flows	flow	NOUN
cana-6114	72	32	,	,	PUNCT
cana-6114	72	33	handling	handle	VERB
cana-6114	72	34	of	of	ADP
cana-6114	72	35	missing	miss	VERB
cana-6114	72	36	values	value	NOUN
cana-6114	72	37	,	,	PUNCT
cana-6114	72	38	and	and	CCONJ
cana-6114	72	39	conversion	conversion	NOUN
cana-6114	72	40	of	of	ADP
cana-6114	72	41	categorical	categorical	ADJ
cana-6114	72	42	attributes	attribute	NOUN
cana-6114	72	43	into	into	ADP
cana-6114	72	44	numerical	numerical	ADJ
cana-6114	72	45	form	form	NOUN
cana-6114	72	46	.	.	PUNCT
cana-6114	73	1	numerical	numerical	ADJ
cana-6114	73	2	features	feature	NOUN
cana-6114	73	3	were	be	AUX
cana-6114	73	4	then	then	ADV
cana-6114	73	5	scaled	scale	VERB
cana-6114	73	6	using	use	VERB
cana-6114	73	7	standard	standard	ADJ
cana-6114	73	8	normalization	normalization	NOUN
cana-6114	73	9	so	so	SCONJ
cana-6114	73	10	that	that	SCONJ
cana-6114	73	11	algorithms	algorithm	NOUN
cana-6114	73	12	sensitive	sensitive	ADJ
cana-6114	73	13	to	to	PART
cana-6114	73	14	feature	feature	VERB
cana-6114	73	15	magnitude	magnitude	NOUN
cana-6114	73	16	,	,	PUNCT
cana-6114	73	17	such	such	ADJ
cana-6114	73	18	as	as	ADP
cana-6114	73	19	support	support	NOUN
cana-6114	73	20	vector	vector	NOUN
cana-6114	73	21	machines	machine	NOUN
cana-6114	73	22	(	(	PUNCT
cana-6114	73	23	svm	svm	PROPN
cana-6114	73	24	)	)	PUNCT
cana-6114	73	25	,	,	PUNCT
cana-6114	73	26	could	could	AUX
cana-6114	73	27	perform	perform	VERB
cana-6114	73	28	effectively	effectively	ADV
cana-6114	73	29	.	.	PUNCT
cana-6114	74	1	the	the	DET
cana-6114	74	2	dataset	dataset	NOUN
cana-6114	74	3	was	be	AUX
cana-6114	74	4	split	split	VERB
cana-6114	74	5	into	into	ADP
cana-6114	74	6	training	training	NOUN
cana-6114	74	7	,	,	PUNCT
cana-6114	74	8	validation	validation	NOUN
cana-6114	74	9	,	,	PUNCT
cana-6114	74	10	and	and	CCONJ
cana-6114	74	11	test	test	NOUN
cana-6114	74	12	sets	set	NOUN
cana-6114	74	13	in	in	ADP
cana-6114	74	14	stratified	stratified	ADJ
cana-6114	74	15	fashion	fashion	NOUN
cana-6114	74	16	to	to	PART
cana-6114	74	17	preserve	preserve	VERB
cana-6114	74	18	the	the	DET
cana-6114	74	19	proportion	proportion	NOUN
cana-6114	74	20	of	of	ADP
cana-6114	74	21	benign	benign	ADJ
cana-6114	74	22	and	and	CCONJ
cana-6114	74	23	attack	attack	NOUN
cana-6114	74	24	flows	flow	VERB
cana-6114	74	25	across	across	ADP
cana-6114	74	26	partitions	partition	NOUN
cana-6114	74	27	.	.	PUNCT
cana-6114	75	1	this	this	PRON
cana-6114	75	2	ensured	ensure	VERB
cana-6114	75	3	fair	fair	ADJ
cana-6114	75	4	evaluation	evaluation	NOUN
cana-6114	75	5	and	and	CCONJ
cana-6114	75	6	avoided	avoid	VERB
cana-6114	75	7	class	class	NOUN
cana-6114	75	8	imbalance	imbalance	NOUN
cana-6114	75	9	bias	bias	NOUN
cana-6114	75	10	.	.	PUNCT
cana-6114	76	1	3.3	3.3	NUM
cana-6114	76	2	model	model	NOUN
cana-6114	76	3	design	design	NOUN
cana-6114	76	4	and	and	CCONJ
cana-6114	76	5	training	train	VERB
cana-6114	76	6	two	two	NUM
cana-6114	76	7	complementary	complementary	ADJ
cana-6114	76	8	classifiers	classifier	NOUN
cana-6114	76	9	were	be	AUX
cana-6114	76	10	trained	train	VERB
cana-6114	76	11	.	.	PUNCT
cana-6114	77	1	the	the	DET
cana-6114	77	2	first	first	ADJ
cana-6114	77	3	was	be	AUX
cana-6114	77	4	a	a	DET
cana-6114	77	5	naïve	naïve	ADJ
cana-6114	77	6	bayes	bayes	NOUN
cana-6114	77	7	(	(	PUNCT
cana-6114	77	8	nb	nb	NOUN
cana-6114	77	9	)	)	PUNCT
cana-6114	77	10	model	model	NOUN
cana-6114	77	11	,	,	PUNCT
cana-6114	77	12	selected	select	VERB
cana-6114	77	13	for	for	ADP
cana-6114	77	14	its	its	PRON
cana-6114	77	15	simplicity	simplicity	NOUN
cana-6114	77	16	,	,	PUNCT
cana-6114	77	17	low	low	ADJ
cana-6114	77	18	computational	computational	ADJ
cana-6114	77	19	cost	cost	NOUN
cana-6114	77	20	,	,	PUNCT
cana-6114	77	21	and	and	CCONJ
cana-6114	77	22	proven	prove	VERB
cana-6114	77	23	robustness	robustness	NOUN
cana-6114	77	24	in	in	ADP
cana-6114	77	25	handling	handle	VERB
cana-6114	77	26	high	high	ADJ
cana-6114	77	27	-	-	PUNCT
cana-6114	77	28	dimensional	dimensional	ADJ
cana-6114	77	29	data	datum	NOUN
cana-6114	77	30	.	.	PUNCT
cana-6114	78	1	the	the	DET
cana-6114	78	2	second	second	ADJ
cana-6114	78	3	was	be	AUX
cana-6114	78	4	an	an	DET
cana-6114	78	5	svm	svm	NOUN
cana-6114	78	6	with	with	ADP
cana-6114	78	7	probability	probability	NOUN
cana-6114	78	8	estimation	estimation	NOUN
cana-6114	78	9	,	,	PUNCT
cana-6114	78	10	known	know	VERB
cana-6114	78	11	for	for	ADP
cana-6114	78	12	strong	strong	ADJ
cana-6114	78	13	boundary	boundary	ADJ
cana-6114	78	14	formation	formation	NOUN
cana-6114	78	15	between	between	ADP
cana-6114	78	16	classes	class	NOUN
cana-6114	78	17	.	.	PUNCT
cana-6114	79	1	to	to	PART
cana-6114	79	2	combine	combine	VERB
cana-6114	79	3	their	their	PRON
cana-6114	79	4	strengths	strength	NOUN
cana-6114	79	5	,	,	PUNCT
cana-6114	79	6	an	an	DET
cana-6114	79	7	ensemble	ensemble	ADJ
cana-6114	79	8	mechanism	mechanism	NOUN
cana-6114	79	9	was	be	AUX
cana-6114	79	10	designed	design	VERB
cana-6114	79	11	where	where	SCONJ
cana-6114	79	12	both	both	DET
cana-6114	79	13	models	model	NOUN
cana-6114	79	14	contributed	contribute	VERB
cana-6114	79	15	weighted	weight	VERB
cana-6114	79	16	probabilities	probability	NOUN
cana-6114	79	17	as	as	SCONJ
cana-6114	79	18	shown	show	VERB
cana-6114	79	19	in	in	ADP
cana-6114	79	20	figure	figure	NOUN
cana-6114	79	21	3	3	NUM
cana-6114	79	22	.	.	PUNCT
cana-6114	80	1	the	the	DET
cana-6114	80	2	weights	weight	NOUN
cana-6114	80	3	were	be	AUX
cana-6114	80	4	derived	derive	VERB
cana-6114	80	5	from	from	ADP
cana-6114	80	6	the	the	DET
cana-6114	80	7	area	area	NOUN
cana-6114	80	8	under	under	ADP
cana-6114	80	9	the	the	DET
cana-6114	80	10	roc	roc	PROPN
cana-6114	80	11	curve	curve	NOUN
cana-6114	80	12	(	(	PUNCT
cana-6114	80	13	auroc	auroc	NOUN
cana-6114	80	14	)	)	PUNCT
cana-6114	80	15	obtained	obtain	VERB
cana-6114	80	16	on	on	ADP
cana-6114	80	17	the	the	DET
cana-6114	80	18	validation	validation	NOUN
cana-6114	80	19	split	split	NOUN
cana-6114	80	20	.	.	PUNCT
cana-6114	81	1	this	this	DET
cana-6114	81	2	adaptive	adaptive	ADJ
cana-6114	81	3	weighting	weighting	NOUN
cana-6114	81	4	gave	give	VERB
cana-6114	81	5	more	more	ADJ
cana-6114	81	6	influence	influence	NOUN
cana-6114	81	7	to	to	ADP
cana-6114	81	8	the	the	DET
cana-6114	81	9	better	well	ADV
cana-6114	81	10	-	-	PUNCT
cana-6114	81	11	performing	perform	VERB
cana-6114	81	12	classifier	classifier	NOUN
cana-6114	81	13	,	,	PUNCT
cana-6114	81	14	while	while	SCONJ
cana-6114	81	15	retaining	retain	VERB
cana-6114	81	16	diversity	diversity	NOUN
cana-6114	81	17	.	.	PUNCT
cana-6114	82	1	figure	figure	VERB
cana-6114	82	2	3	3	NUM
cana-6114	82	3	layered	layered	ADJ
cana-6114	82	4	architecture	architecture	NOUN
cana-6114	82	5	of	of	ADP
cana-6114	82	6	the	the	DET
cana-6114	82	7	proposed	propose	VERB
cana-6114	82	8	ensemble	ensemble	ADJ
cana-6114	82	9	model	model	NOUN
cana-6114	82	10	a	a	DET
cana-6114	82	11	decision	decision	NOUN
cana-6114	82	12	threshold	threshold	NOUN
cana-6114	82	13	was	be	AUX
cana-6114	82	14	tuned	tune	VERB
cana-6114	82	15	using	use	VERB
cana-6114	82	16	the	the	DET
cana-6114	82	17	validation	validation	NOUN
cana-6114	82	18	set	set	VERB
cana-6114	82	19	to	to	PART
cana-6114	82	20	optimise	optimise	VERB
cana-6114	82	21	f1	f1	NOUN
cana-6114	82	22	-	-	PUNCT
cana-6114	82	23	score	score	NOUN
cana-6114	82	24	,	,	PUNCT
cana-6114	82	25	ensuring	ensure	VERB
cana-6114	82	26	balance	balance	NOUN
cana-6114	82	27	between	between	ADP
cana-6114	82	28	precision	precision	NOUN
cana-6114	82	29	and	and	CCONJ
cana-6114	82	30	recall	recall	NOUN
cana-6114	82	31	.	.	PUNCT
cana-6114	83	1	this	this	DET
cana-6114	83	2	threshold	threshold	NOUN
cana-6114	83	3	was	be	AUX
cana-6114	83	4	stored	store	VERB
cana-6114	83	5	as	as	ADP
cana-6114	83	6	a	a	DET
cana-6114	83	7	json	json	NOUN
cana-6114	83	8	artifact	artifact	NOUN
cana-6114	83	9	for	for	ADP
cana-6114	83	10	later	later	ADJ
cana-6114	83	11	use	use	NOUN
cana-6114	83	12	.	.	PUNCT
cana-6114	84	1	all	all	DET
cana-6114	84	2	trained	train	VERB
cana-6114	84	3	models	model	NOUN
cana-6114	84	4	and	and	CCONJ
cana-6114	84	5	data	datum	NOUN
cana-6114	84	6	scalers	scaler	NOUN
cana-6114	84	7	were	be	AUX
cana-6114	84	8	exported	export	VERB
cana-6114	84	9	as	as	ADP
cana-6114	84	10	pickled	pickled	ADJ
cana-6114	84	11	objects	object	NOUN
cana-6114	84	12	,	,	PUNCT
cana-6114	84	13	and	and	CCONJ
cana-6114	84	14	the	the	DET
cana-6114	84	15	processed	process	VERB
cana-6114	84	16	train	train	NOUN
cana-6114	84	17	/	/	SYM
cana-6114	84	18	validation	validation	NOUN
cana-6114	84	19	/	/	SYM
cana-6114	84	20	test	test	NOUN
cana-6114	84	21	splits	split	NOUN
cana-6114	84	22	were	be	AUX
cana-6114	84	23	saved	save	VERB
cana-6114	84	24	as	as	SCONJ
cana-6114	84	25	numpy	numpy	NOUN
cana-6114	84	26	arrays	array	VERB
cana-6114	84	27	.	.	PUNCT
cana-6114	85	1	this	this	DET
cana-6114	85	2	structured	structured	ADJ
cana-6114	85	3	artifact	artifact	NOUN
cana-6114	85	4	saving	saving	NOUN
cana-6114	85	5	was	be	AUX
cana-6114	85	6	critical	critical	ADJ
cana-6114	85	7	,	,	PUNCT
cana-6114	85	8	as	as	SCONJ
cana-6114	85	9	it	it	PRON
cana-6114	85	10	allowed	allow	VERB
cana-6114	85	11	seamless	seamless	ADJ
cana-6114	85	12	reuse	reuse	NOUN
cana-6114	85	13	in	in	ADP
cana-6114	85	14	objective-3	objective-3	NUM
cana-6114	85	15	without	without	ADP
cana-6114	85	16	retraining	retrain	VERB
cana-6114	85	17	.	.	PUNCT
cana-6114	86	1	3.4	3.4	NUM
cana-6114	86	2	evaluation	evaluation	NOUN
cana-6114	86	3	metrics	metric	NOUN
cana-6114	86	4	the	the	DET
cana-6114	86	5	trained	train	VERB
cana-6114	86	6	models	model	NOUN
cana-6114	86	7	were	be	AUX
cana-6114	86	8	evaluated	evaluate	VERB
cana-6114	86	9	on	on	ADP
cana-6114	86	10	the	the	DET
cana-6114	86	11	held	hold	VERB
cana-6114	86	12	-	-	PUNCT
cana-6114	86	13	out	out	ADP
cana-6114	86	14	test	test	NOUN
cana-6114	86	15	set	set	VERB
cana-6114	86	16	.	.	PUNCT
cana-6114	87	1	standard	standard	ADJ
cana-6114	87	2	binary	binary	ADJ
cana-6114	87	3	classification	classification	NOUN
cana-6114	87	4	metrics	metric	NOUN
cana-6114	87	5	were	be	AUX
cana-6114	87	6	reported	report	VERB
cana-6114	87	7	:	:	PUNCT
cana-6114	87	8	accuracy	accuracy	NOUN
cana-6114	87	9	,	,	PUNCT
cana-6114	87	10	precision	precision	NOUN
cana-6114	87	11	,	,	PUNCT
cana-6114	87	12	recall	recall	NOUN
cana-6114	87	13	,	,	PUNCT
cana-6114	87	14	f1	f1	NOUN
cana-6114	87	15	-	-	PUNCT
cana-6114	87	16	score	score	NOUN
cana-6114	87	17	,	,	PUNCT
cana-6114	87	18	and	and	CCONJ
cana-6114	87	19	auroc	auroc	NOUN
cana-6114	87	20	.	.	PUNCT
cana-6114	88	1	confusion	confusion	NOUN
cana-6114	88	2	matrices	matrix	NOUN
cana-6114	88	3	were	be	AUX
cana-6114	88	4	also	also	ADV
cana-6114	88	5	generated	generate	VERB
cana-6114	88	6	to	to	PART
cana-6114	88	7	highlight	highlight	VERB
cana-6114	88	8	the	the	DET
cana-6114	88	9	rate	rate	NOUN
cana-6114	88	10	of	of	ADP
cana-6114	88	11	true	true	ADJ
cana-6114	88	12	positives	positive	NOUN
cana-6114	88	13	(	(	PUNCT
cana-6114	88	14	correct	correct	ADJ
cana-6114	88	15	attack	attack	NOUN
cana-6114	88	16	detections	detection	NOUN
cana-6114	88	17	)	)	PUNCT
cana-6114	88	18	and	and	CCONJ
cana-6114	88	19	false	false	ADJ
cana-6114	88	20	alarms	alarm	NOUN
cana-6114	88	21	(	(	PUNCT
cana-6114	88	22	benign	benign	ADJ
cana-6114	88	23	misclassified	misclassifie	VERB
cana-6114	88	24	as	as	ADP
cana-6114	88	25	attack	attack	NOUN
cana-6114	88	26	)	)	PUNCT
cana-6114	88	27	.	.	PUNCT
cana-6114	89	1	these	these	DET
cana-6114	89	2	results	result	NOUN
cana-6114	89	3	formed	form	VERB
cana-6114	89	4	the	the	DET
cana-6114	89	5	performance	performance	NOUN
cana-6114	89	6	baseline	baseline	NOUN
cana-6114	89	7	for	for	ADP
cana-6114	89	8	later	later	ADV
cana-6114	89	9	kpi	kpi	ADJ
cana-6114	89	10	-	-	PUNCT
cana-6114	89	11	oriented	orient	VERB
cana-6114	89	12	simulation	simulation	NOUN
cana-6114	89	13	.	.	PUNCT
cana-6114	90	1	the	the	DET
cana-6114	90	2	ensemble	ensemble	ADJ
cana-6114	90	3	consistently	consistently	ADV
cana-6114	90	4	outperformed	outperform	VERB
cana-6114	90	5	individual	individual	ADJ
cana-6114	90	6	models	model	NOUN
cana-6114	90	7	in	in	ADP
cana-6114	90	8	terms	term	NOUN
cana-6114	90	9	of	of	ADP
cana-6114	90	10	balanced	balanced	ADJ
cana-6114	90	11	f1	f1	NOUN
cana-6114	90	12	-	-	PUNCT
cana-6114	90	13	score	score	NOUN
cana-6114	90	14	and	and	CCONJ
cana-6114	90	15	auroc	auroc	NOUN
cana-6114	90	16	,	,	PUNCT
cana-6114	90	17	confirming	confirm	VERB
cana-6114	90	18	the	the	DET
cana-6114	90	19	value	value	NOUN
cana-6114	90	20	of	of	ADP
cana-6114	90	21	weighted	weight	VERB
cana-6114	90	22	fusion	fusion	NOUN
cana-6114	90	23	.	.	PUNCT
cana-6114	91	1	objective-2	objective-2	NUM
cana-6114	91	2	delivered	deliver	VERB
cana-6114	91	3	a	a	DET
cana-6114	91	4	reproducible	reproducible	ADJ
cana-6114	91	5	,	,	PUNCT
cana-6114	91	6	end	end	NOUN
cana-6114	91	7	-	-	PUNCT
cana-6114	91	8	to	to	ADP
cana-6114	91	9	-	-	PUNCT
cana-6114	91	10	end	end	NOUN
cana-6114	91	11	detection	detection	NOUN
cana-6114	91	12	pipeline	pipeline	NOUN
cana-6114	91	13	:	:	PUNCT
cana-6114	91	14	from	from	ADP
cana-6114	91	15	dataset	dataset	ADJ
cana-6114	91	16	preprocessing	preprocesse	VERB
cana-6114	91	17	through	through	ADP
cana-6114	91	18	model	model	NOUN
cana-6114	91	19	training	training	NOUN
cana-6114	91	20	to	to	ADP
cana-6114	91	21	artifact	artifact	ADJ
cana-6114	91	22	saving	saving	NOUN
cana-6114	91	23	.	.	PUNCT
cana-6114	92	1	the	the	DET
cana-6114	92	2	outcome	outcome	NOUN
cana-6114	92	3	was	be	AUX
cana-6114	92	4	a	a	DET
cana-6114	92	5	set	set	NOUN
cana-6114	92	6	of	of	ADP
cana-6114	92	7	trained	train	VERB
cana-6114	92	8	classifiers	classifier	NOUN
cana-6114	92	9	(	(	PUNCT
cana-6114	92	10	nb	nb	INTJ
cana-6114	92	11	,	,	PUNCT
cana-6114	92	12	svm	svm	ADJ
cana-6114	92	13	,	,	PUNCT
cana-6114	92	14	ensemble	ensemble	ADJ
cana-6114	92	15	)	)	PUNCT
cana-6114	92	16	,	,	PUNCT
cana-6114	92	17	a	a	DET
cana-6114	92	18	scaler	scaler	NOUN
cana-6114	92	19	for	for	ADP
cana-6114	92	20	consistent	consistent	ADJ
cana-6114	92	21	feature	feature	NOUN
cana-6114	92	22	input	input	NOUN
cana-6114	92	23	,	,	PUNCT
cana-6114	92	24	and	and	CCONJ
cana-6114	92	25	a	a	DET
cana-6114	92	26	tuned	tune	VERB
cana-6114	92	27	threshold	threshold	NOUN
cana-6114	92	28	communications	communication	NOUN
cana-6114	92	29	on	on	ADP
cana-6114	92	30	applied	apply	VERB
cana-6114	92	31	nonlinear	nonlinear	ADJ
cana-6114	92	32	analysis	analysis	NOUN
cana-6114	92	33	issn	issn	NOUN
cana-6114	92	34	:	:	PUNCT
cana-6114	92	35	1074	1074	NUM
cana-6114	92	36	-	-	PUNCT
cana-6114	92	37	133x	133x	NUM
cana-6114	92	38	vol	vol	NOUN
cana-6114	92	39	32	32	NUM
cana-6114	93	1	no	no	NOUN
cana-6114	93	2	.	.	NOUN
cana-6114	93	3	3	3	NUM
cana-6114	93	4	(	(	PUNCT
cana-6114	93	5	2025	2025	NUM
cana-6114	93	6	)	)	PUNCT
cana-6114	93	7	1108	1108	NUM
cana-6114	94	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6114	94	2	for	for	ADP
cana-6114	94	3	decision	decision	NOUN
cana-6114	94	4	control	control	NOUN
cana-6114	94	5	.	.	PUNCT
cana-6114	95	1	these	these	DET
cana-6114	95	2	artefacts	artefact	NOUN
cana-6114	95	3	represent	represent	VERB
cana-6114	95	4	the	the	DET
cana-6114	95	5	“	"	PUNCT
cana-6114	95	6	brain	brain	NOUN
cana-6114	95	7	”	"	PUNCT
cana-6114	95	8	of	of	ADP
cana-6114	95	9	the	the	DET
cana-6114	95	10	cloud	cloud	NOUN
cana-6114	95	11	-	-	PUNCT
cana-6114	95	12	of	of	ADP
cana-6114	95	13	-	-	PUNCT
cana-6114	95	14	things	thing	NOUN
cana-6114	95	15	intrusion	intrusion	NOUN
cana-6114	95	16	detection	detection	NOUN
cana-6114	95	17	system	system	NOUN
cana-6114	95	18	,	,	PUNCT
cana-6114	95	19	and	and	CCONJ
cana-6114	95	20	they	they	PRON
cana-6114	95	21	are	be	AUX
cana-6114	95	22	ready	ready	ADJ
cana-6114	95	23	to	to	PART
cana-6114	95	24	be	be	AUX
cana-6114	95	25	integrated	integrate	VERB
cana-6114	95	26	in	in	ADP
cana-6114	95	27	objective-3	objective-3	NUM
cana-6114	95	28	,	,	PUNCT
cana-6114	95	29	where	where	SCONJ
cana-6114	95	30	detection	detection	NOUN
cana-6114	95	31	will	will	AUX
cana-6114	95	32	be	be	AUX
cana-6114	95	33	coupled	couple	VERB
cana-6114	95	34	with	with	ADP
cana-6114	95	35	prevention	prevention	NOUN
cana-6114	95	36	and	and	CCONJ
cana-6114	95	37	real	real	ADJ
cana-6114	95	38	-	-	PUNCT
cana-6114	95	39	time	time	NOUN
cana-6114	95	40	kpi	kpi	ADJ
cana-6114	95	41	analysis	analysis	NOUN
cana-6114	95	42	.	.	PUNCT
cana-6114	96	1	in	in	ADP
cana-6114	96	2	summary	summary	NOUN
cana-6114	96	3	,	,	PUNCT
cana-6114	96	4	objective-2	objective-2	PRON
cana-6114	96	5	achieved	achieve	VERB
cana-6114	96	6	its	its	PRON
cana-6114	96	7	goal	goal	NOUN
cana-6114	96	8	of	of	ADP
cana-6114	96	9	training	train	VERB
cana-6114	96	10	a	a	DET
cana-6114	96	11	reliable	reliable	ADJ
cana-6114	96	12	dos	dos	NOUN
cana-6114	96	13	detector	detector	NOUN
cana-6114	96	14	by	by	ADP
cana-6114	96	15	combining	combine	VERB
cana-6114	96	16	efficiency	efficiency	NOUN
cana-6114	96	17	and	and	CCONJ
cana-6114	96	18	accuracy	accuracy	NOUN
cana-6114	96	19	.	.	PUNCT
cana-6114	97	1	it	it	PRON
cana-6114	97	2	created	create	VERB
cana-6114	97	3	not	not	PART
cana-6114	97	4	only	only	ADV
cana-6114	97	5	experimental	experimental	ADJ
cana-6114	97	6	results	result	NOUN
cana-6114	97	7	but	but	CCONJ
cana-6114	97	8	also	also	ADV
cana-6114	97	9	reusable	reusable	ADJ
cana-6114	97	10	models	model	NOUN
cana-6114	97	11	and	and	CCONJ
cana-6114	97	12	datasets	dataset	NOUN
cana-6114	97	13	,	,	PUNCT
cana-6114	97	14	providing	provide	VERB
cana-6114	97	15	the	the	DET
cana-6114	97	16	foundation	foundation	NOUN
cana-6114	97	17	for	for	ADP
cana-6114	97	18	system	system	NOUN
cana-6114	97	19	-	-	PUNCT
cana-6114	97	20	level	level	NOUN
cana-6114	97	21	evaluation	evaluation	NOUN
cana-6114	97	22	in	in	ADP
cana-6114	97	23	the	the	DET
cana-6114	97	24	next	next	ADJ
cana-6114	97	25	objective	objective	NOUN
cana-6114	97	26	.	.	PUNCT
cana-6114	98	1	4	4	X
cana-6114	98	2	.	.	X
cana-6114	98	3	results	result	NOUN
cana-6114	98	4	and	and	CCONJ
cana-6114	98	5	discussion	discussion	NOUN
cana-6114	98	6	the	the	DET
cana-6114	98	7	trained	train	VERB
cana-6114	98	8	models	model	NOUN
cana-6114	98	9	were	be	AUX
cana-6114	98	10	systematically	systematically	ADV
cana-6114	98	11	evaluated	evaluate	VERB
cana-6114	98	12	on	on	ADP
cana-6114	98	13	the	the	DET
cana-6114	98	14	ciciot2023	ciciot2023	PROPN
cana-6114	98	15	test	test	NOUN
cana-6114	98	16	dataset	dataset	VERB
cana-6114	98	17	after	after	ADP
cana-6114	98	18	preprocessing	preprocesse	VERB
cana-6114	98	19	and	and	CCONJ
cana-6114	98	20	scaling	scaling	NOUN
cana-6114	98	21	.	.	PUNCT
cana-6114	99	1	we	we	PRON
cana-6114	99	2	adopted	adopt	VERB
cana-6114	99	3	standard	standard	ADJ
cana-6114	99	4	classification	classification	NOUN
cana-6114	99	5	metrics	metric	NOUN
cana-6114	99	6	—	—	PUNCT
cana-6114	99	7	accuracy	accuracy	NOUN
cana-6114	99	8	,	,	PUNCT
cana-6114	99	9	precision	precision	NOUN
cana-6114	99	10	,	,	PUNCT
cana-6114	99	11	recall	recall	NOUN
cana-6114	99	12	,	,	PUNCT
cana-6114	99	13	f1	f1	NOUN
cana-6114	99	14	-	-	PUNCT
cana-6114	99	15	score	score	NOUN
cana-6114	99	16	,	,	PUNCT
cana-6114	99	17	and	and	CCONJ
cana-6114	99	18	auroc	auroc	NOUN
cana-6114	99	19	—	—	PUNCT
cana-6114	99	20	to	to	PART
cana-6114	99	21	assess	assess	VERB
cana-6114	99	22	their	their	PRON
cana-6114	99	23	effectiveness	effectiveness	NOUN
cana-6114	99	24	.	.	PUNCT
cana-6114	100	1	the	the	DET
cana-6114	100	2	ensemble	ensemble	ADJ
cana-6114	100	3	model	model	NOUN
cana-6114	100	4	combined	combine	VERB
cana-6114	100	5	naïve	naïve	ADJ
cana-6114	100	6	bayes	bayes	NOUN
cana-6114	100	7	(	(	PUNCT
cana-6114	100	8	nb	nb	NOUN
cana-6114	100	9	)	)	PUNCT
cana-6114	100	10	and	and	CCONJ
cana-6114	100	11	support	support	VERB
cana-6114	100	12	vector	vector	NOUN
cana-6114	100	13	machine	machine	NOUN
cana-6114	100	14	(	(	PUNCT
cana-6114	100	15	svm	svm	PROPN
cana-6114	100	16	)	)	PUNCT
cana-6114	100	17	through	through	ADP
cana-6114	100	18	probability	probability	NOUN
cana-6114	100	19	weighting	weighting	NOUN
cana-6114	100	20	and	and	CCONJ
cana-6114	100	21	threshold	threshold	NOUN
cana-6114	100	22	tuning	tune	VERB
cana-6114	100	23	on	on	ADP
cana-6114	100	24	the	the	DET
cana-6114	100	25	validation	validation	NOUN
cana-6114	100	26	set	set	NOUN
cana-6114	100	27	,	,	PUNCT
cana-6114	100	28	thereby	thereby	ADV
cana-6114	100	29	optimizing	optimize	VERB
cana-6114	100	30	the	the	DET
cana-6114	100	31	balance	balance	NOUN
cana-6114	100	32	between	between	ADP
cana-6114	100	33	detection	detection	NOUN
cana-6114	100	34	sensitivity	sensitivity	NOUN
cana-6114	100	35	and	and	CCONJ
cana-6114	100	36	false	false	ADJ
cana-6114	100	37	alarm	alarm	NOUN
cana-6114	100	38	reduction	reduction	NOUN
cana-6114	100	39	.	.	PUNCT
cana-6114	101	1	table	table	NOUN
cana-6114	101	2	1	1	NUM
cana-6114	101	3	.	.	PUNCT
cana-6114	101	4	performance	performance	NOUN
cana-6114	101	5	of	of	ADP
cana-6114	101	6	proposed	propose	VERB
cana-6114	101	7	models	model	NOUN
cana-6114	101	8	on	on	ADP
cana-6114	101	9	test	test	NOUN
cana-6114	101	10	dataset	dataset	NOUN
cana-6114	101	11	model	model	NOUN
cana-6114	101	12	accuracy	accuracy	NOUN
cana-6114	101	13	(	(	PUNCT
cana-6114	101	14	%	%	INTJ
cana-6114	101	15	)	)	PUNCT
cana-6114	101	16	precision	precision	NOUN
cana-6114	101	17	(	(	PUNCT
cana-6114	101	18	%	%	INTJ
cana-6114	101	19	)	)	PUNCT
cana-6114	101	20	recall	recall	NOUN
cana-6114	101	21	(	(	PUNCT
cana-6114	101	22	%	%	NOUN
cana-6114	101	23	)	)	PUNCT
cana-6114	101	24	f1	f1	NOUN
cana-6114	101	25	-	-	PUNCT
cana-6114	101	26	score	score	NOUN
cana-6114	101	27	(	(	PUNCT
cana-6114	101	28	%	%	INTJ
cana-6114	101	29	)	)	PUNCT
cana-6114	101	30	auroc	auroc	NOUN
cana-6114	101	31	naïve	naïve	ADJ
cana-6114	101	32	bayes	bayes	PROPN
cana-6114	101	33	(	(	PUNCT
cana-6114	101	34	nb	nb	NOUN
cana-6114	101	35	)	)	PUNCT
cana-6114	101	36	96.8	96.8	NUM
cana-6114	101	37	95.9	95.9	NUM
cana-6114	101	38	94.7	94.7	NUM
cana-6114	101	39	95.3	95.3	NUM
cana-6114	101	40	0.967	0.967	NUM
cana-6114	101	41	support	support	NOUN
cana-6114	101	42	vector	vector	NOUN
cana-6114	101	43	machine	machine	NOUN
cana-6114	101	44	(	(	PUNCT
cana-6114	101	45	svm	svm	PROPN
cana-6114	101	46	)	)	PUNCT
cana-6114	101	47	98.4	98.4	NUM
cana-6114	101	48	98.1	98.1	NUM
cana-6114	101	49	97.6	97.6	NUM
cana-6114	101	50	97.8	97.8	NUM
cana-6114	101	51	0.982	0.982	NUM
cana-6114	101	52	ensemble	ensemble	ADJ
cana-6114	101	53	(	(	PUNCT
cana-6114	101	54	nb	nb	INTJ
cana-6114	101	55	+	+	CCONJ
cana-6114	101	56	svm	svm	ADJ
cana-6114	101	57	,	,	PUNCT
cana-6114	101	58	tuned	tune	VERB
cana-6114	101	59	)	)	PUNCT
cana-6114	101	60	99.3	99.3	NUM
cana-6114	101	61	99.2	99.2	NUM
cana-6114	101	62	99.1	99.1	NUM
cana-6114	101	63	99.1	99.1	NUM
cana-6114	101	64	0.994	0.994	NUM
cana-6114	101	65	4.1	4.1	NUM
cana-6114	101	66	confusion	confusion	NOUN
cana-6114	101	67	matrix	matrix	NOUN
cana-6114	101	68	analysis	analysis	NOUN
cana-6114	101	69	figure	figure	NOUN
cana-6114	101	70	3	3	NUM
cana-6114	101	71	nb	nb	NOUN
cana-6114	101	72	classifier	classifier	NOUN
cana-6114	101	73	confusion	confusion	NOUN
cana-6114	101	74	matrix	matrix	NOUN
cana-6114	101	75	nb	nb	NOUN
cana-6114	101	76	showed	show	VERB
cana-6114	101	77	high	high	ADJ
cana-6114	101	78	accuracy	accuracy	NOUN
cana-6114	101	79	in	in	ADP
cana-6114	101	80	detecting	detect	VERB
cana-6114	101	81	benign	benign	ADJ
cana-6114	101	82	traffic	traffic	NOUN
cana-6114	101	83	,	,	PUNCT
cana-6114	101	84	but	but	CCONJ
cana-6114	101	85	its	its	PRON
cana-6114	101	86	recall	recall	NOUN
cana-6114	101	87	on	on	ADP
cana-6114	101	88	dos	do	NOUN
cana-6114	101	89	traffic	traffic	NOUN
cana-6114	101	90	was	be	AUX
cana-6114	101	91	lower	low	ADJ
cana-6114	101	92	.	.	PUNCT
cana-6114	102	1	specifically	specifically	ADV
cana-6114	102	2	,	,	PUNCT
cana-6114	102	3	it	it	PRON
cana-6114	102	4	misclassified	misclassifie	VERB
cana-6114	102	5	742	742	NUM
cana-6114	102	6	dos	do	NOUN
cana-6114	102	7	flows	flow	NOUN
cana-6114	102	8	as	as	ADP
cana-6114	102	9	benign	benign	ADJ
cana-6114	102	10	.	.	PUNCT
cana-6114	103	1	this	this	PRON
cana-6114	103	2	highlights	highlight	VERB
cana-6114	103	3	its	its	PRON
cana-6114	103	4	bias	bias	NOUN
cana-6114	103	5	towards	towards	ADP
cana-6114	103	6	benign	benign	ADJ
cana-6114	103	7	traffic	traffic	NOUN
cana-6114	103	8	due	due	ADP
cana-6114	103	9	to	to	ADP
cana-6114	103	10	independence	independence	NOUN
cana-6114	103	11	assumptions	assumption	NOUN
cana-6114	103	12	in	in	ADP
cana-6114	103	13	its	its	PRON
cana-6114	103	14	probabilistic	probabilistic	ADJ
cana-6114	103	15	formulation	formulation	NOUN
cana-6114	103	16	.	.	PUNCT
cana-6114	104	1	communications	communication	NOUN
cana-6114	104	2	on	on	ADP
cana-6114	104	3	applied	apply	VERB
cana-6114	104	4	nonlinear	nonlinear	ADJ
cana-6114	104	5	analysis	analysis	NOUN
cana-6114	104	6	issn	issn	NOUN
cana-6114	104	7	:	:	PUNCT
cana-6114	104	8	1074	1074	NUM
cana-6114	104	9	-	-	PUNCT
cana-6114	104	10	133x	133x	NUM
cana-6114	104	11	vol	vol	NOUN
cana-6114	104	12	32	32	NUM
cana-6114	104	13	no	no	NOUN
cana-6114	104	14	.	.	NOUN
cana-6114	104	15	3	3	NUM
cana-6114	104	16	(	(	PUNCT
cana-6114	104	17	2025	2025	NUM
cana-6114	104	18	)	)	PUNCT
cana-6114	104	19	1109	1109	NUM
cana-6114	105	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6114	105	2	figure	figure	NOUN
cana-6114	105	3	4	4	NUM
cana-6114	105	4	svm	svm	PROPN
cana-6114	105	5	classifier	classifier	NOUN
cana-6114	105	6	confusion	confusion	NOUN
cana-6114	105	7	matrix	matrix	NOUN
cana-6114	105	8	svm	svm	NOUN
cana-6114	105	9	achieved	achieve	VERB
cana-6114	105	10	more	more	ADV
cana-6114	105	11	balanced	balanced	ADJ
cana-6114	105	12	detection	detection	NOUN
cana-6114	105	13	,	,	PUNCT
cana-6114	105	14	with	with	ADP
cana-6114	105	15	far	far	ADV
cana-6114	105	16	fewer	few	ADJ
cana-6114	105	17	misclassifications	misclassification	NOUN
cana-6114	105	18	.	.	PUNCT
cana-6114	106	1	only	only	ADV
cana-6114	106	2	344	344	NUM
cana-6114	106	3	dos	do	NOUN
cana-6114	106	4	flows	flow	NOUN
cana-6114	106	5	were	be	AUX
cana-6114	106	6	wrongly	wrongly	ADV
cana-6114	106	7	classified	classify	VERB
cana-6114	106	8	as	as	ADP
cana-6114	106	9	benign	benign	ADJ
cana-6114	106	10	,	,	PUNCT
cana-6114	106	11	reflecting	reflect	VERB
cana-6114	106	12	the	the	DET
cana-6114	106	13	strength	strength	NOUN
cana-6114	106	14	of	of	ADP
cana-6114	106	15	margin	margin	NOUN
cana-6114	106	16	-	-	PUNCT
cana-6114	106	17	based	base	VERB
cana-6114	106	18	learning	learning	NOUN
cana-6114	106	19	in	in	ADP
cana-6114	106	20	separating	separate	VERB
cana-6114	106	21	high	high	ADJ
cana-6114	106	22	-	-	PUNCT
cana-6114	106	23	dimensional	dimensional	ADJ
cana-6114	106	24	iot	iot	NOUN
cana-6114	106	25	traffic	traffic	NOUN
cana-6114	106	26	.	.	PUNCT
cana-6114	107	1	figure	figure	VERB
cana-6114	107	2	5	5	NUM
cana-6114	107	3	ensemble	ensemble	ADJ
cana-6114	107	4	classifier	classifier	NOUN
cana-6114	107	5	confusion	confusion	NOUN
cana-6114	107	6	matrix	matrix	NOUN
cana-6114	107	7	the	the	DET
cana-6114	107	8	ensemble	ensemble	NOUN
cana-6114	107	9	produced	produce	VERB
cana-6114	107	10	the	the	DET
cana-6114	107	11	most	most	ADV
cana-6114	107	12	balanced	balanced	ADJ
cana-6114	107	13	confusion	confusion	NOUN
cana-6114	107	14	matrix	matrix	NOUN
cana-6114	107	15	.	.	PUNCT
cana-6114	108	1	by	by	ADP
cana-6114	108	2	tuning	tune	VERB
cana-6114	108	3	the	the	DET
cana-6114	108	4	decision	decision	NOUN
cana-6114	108	5	threshold	threshold	NOUN
cana-6114	108	6	,	,	PUNCT
cana-6114	108	7	it	it	PRON
cana-6114	108	8	successfully	successfully	ADV
cana-6114	108	9	reduced	reduce	VERB
cana-6114	108	10	both	both	DET
cana-6114	108	11	false	false	ADJ
cana-6114	108	12	positives	positive	NOUN
cana-6114	108	13	(	(	PUNCT
cana-6114	108	14	benign	benign	ADJ
cana-6114	108	15	misclassified	misclassifie	VERB
cana-6114	108	16	as	as	ADP
cana-6114	108	17	dos	do	NOUN
cana-6114	108	18	)	)	PUNCT
cana-6114	108	19	and	and	CCONJ
cana-6114	108	20	false	false	ADJ
cana-6114	108	21	negatives	negative	NOUN
cana-6114	108	22	(	(	PUNCT
cana-6114	108	23	dos	do	NOUN
cana-6114	108	24	misclassified	misclassifie	VERB
cana-6114	108	25	as	as	ADP
cana-6114	108	26	benign	benign	NOUN
cana-6114	108	27	)	)	PUNCT
cana-6114	108	28	.	.	PUNCT
cana-6114	109	1	this	this	PRON
cana-6114	109	2	confirms	confirm	VERB
cana-6114	109	3	that	that	SCONJ
cana-6114	109	4	the	the	DET
cana-6114	109	5	ensemble	ensemble	ADJ
cana-6114	109	6	inherits	inherit	VERB
cana-6114	109	7	complementary	complementary	ADJ
cana-6114	109	8	strengths	strength	NOUN
cana-6114	109	9	while	while	SCONJ
cana-6114	109	10	correcting	correct	VERB
cana-6114	109	11	weaknesses	weakness	NOUN
cana-6114	109	12	.	.	PUNCT
cana-6114	110	1	4.2	4.2	NUM
cana-6114	110	2	learning	learn	VERB
cana-6114	110	3	curve	curve	NOUN
cana-6114	110	4	analysis	analysis	NOUN
cana-6114	110	5	the	the	DET
cana-6114	110	6	nb	nb	PROPN
cana-6114	110	7	curve	curve	NOUN
cana-6114	110	8	showed	show	VERB
cana-6114	110	9	rapid	rapid	ADJ
cana-6114	110	10	decline	decline	NOUN
cana-6114	110	11	in	in	ADP
cana-6114	110	12	training	training	NOUN
cana-6114	110	13	and	and	CCONJ
cana-6114	110	14	validation	validation	NOUN
cana-6114	110	15	accuracy	accuracy	NOUN
cana-6114	110	16	as	as	SCONJ
cana-6114	110	17	dataset	dataset	ADJ
cana-6114	110	18	size	size	NOUN
cana-6114	110	19	increased	increase	VERB
cana-6114	110	20	,	,	PUNCT
cana-6114	110	21	stabilizing	stabilize	VERB
cana-6114	110	22	around	around	ADV
cana-6114	110	23	76	76	NUM
cana-6114	110	24	%	%	NOUN
cana-6114	110	25	as	as	ADP
cana-6114	110	26	in	in	ADP
cana-6114	110	27	figure	figure	NOUN
cana-6114	110	28	6	6	NUM
cana-6114	110	29	.	.	PUNCT
cana-6114	111	1	this	this	PRON
cana-6114	111	2	indicates	indicate	VERB
cana-6114	111	3	that	that	SCONJ
cana-6114	111	4	nb	nb	PROPN
cana-6114	111	5	struggles	struggle	VERB
cana-6114	111	6	to	to	PART
cana-6114	111	7	model	model	VERB
cana-6114	111	8	complex	complex	ADJ
cana-6114	111	9	,	,	PUNCT
cana-6114	111	10	high	high	ADJ
cana-6114	111	11	-	-	PUNCT
cana-6114	111	12	dimensional	dimensional	ADJ
cana-6114	111	13	iot	iot	NOUN
cana-6114	111	14	features	feature	NOUN
cana-6114	111	15	when	when	SCONJ
cana-6114	111	16	trained	train	VERB
cana-6114	111	17	on	on	ADP
cana-6114	111	18	larger	large	ADJ
cana-6114	111	19	datasets	dataset	NOUN
cana-6114	111	20	.	.	PUNCT
cana-6114	112	1	the	the	DET
cana-6114	112	2	nb	nb	PROPN
cana-6114	112	3	learning	learning	PROPN
cana-6114	112	4	curve	curve	NOUN
cana-6114	112	5	saturated	saturate	VERB
cana-6114	112	6	around	around	ADP
cana-6114	112	7	76–86	76–86	NUM
cana-6114	112	8	%	%	NOUN
cana-6114	112	9	accuracy	accuracy	NOUN
cana-6114	112	10	across	across	ADP
cana-6114	112	11	cross	cross	ADJ
cana-6114	112	12	-	-	ADJ
cana-6114	112	13	validation	validation	ADJ
cana-6114	112	14	folds	fold	NOUN
cana-6114	112	15	,	,	PUNCT
cana-6114	112	16	revealing	reveal	VERB
cana-6114	112	17	its	its	PRON
cana-6114	112	18	limited	limited	ADJ
cana-6114	112	19	communications	communication	NOUN
cana-6114	112	20	on	on	ADP
cana-6114	112	21	applied	apply	VERB
cana-6114	112	22	nonlinear	nonlinear	ADJ
cana-6114	112	23	analysis	analysis	NOUN
cana-6114	112	24	issn	issn	NOUN
cana-6114	112	25	:	:	PUNCT
cana-6114	112	26	1074	1074	NUM
cana-6114	112	27	-	-	PUNCT
cana-6114	112	28	133x	133x	NUM
cana-6114	112	29	vol	vol	NOUN
cana-6114	112	30	32	32	NUM
cana-6114	112	31	no	no	NOUN
cana-6114	112	32	.	.	NOUN
cana-6114	112	33	3	3	NUM
cana-6114	112	34	(	(	PUNCT
cana-6114	112	35	2025	2025	NUM
cana-6114	112	36	)	)	PUNCT
cana-6114	112	37	1110	1110	NUM
cana-6114	112	38	https://internationalpubls.com	https://internationalpubls.com	X
cana-6114	112	39	capacity	capacity	NOUN
cana-6114	112	40	on	on	ADP
cana-6114	112	41	high	high	ADJ
cana-6114	112	42	-	-	PUNCT
cana-6114	112	43	dimensional	dimensional	ADJ
cana-6114	112	44	iot	iot	NOUN
cana-6114	112	45	data	datum	NOUN
cana-6114	112	46	.	.	PUNCT
cana-6114	113	1	however	however	ADV
cana-6114	113	2	,	,	PUNCT
cana-6114	113	3	when	when	SCONJ
cana-6114	113	4	trained	train	VERB
cana-6114	113	5	on	on	ADP
cana-6114	113	6	the	the	DET
cana-6114	113	7	full	full	ADJ
cana-6114	113	8	dataset	dataset	NOUN
cana-6114	113	9	and	and	CCONJ
cana-6114	113	10	evaluated	evaluate	VERB
cana-6114	113	11	on	on	ADP
cana-6114	113	12	the	the	DET
cana-6114	113	13	test	test	NOUN
cana-6114	113	14	split	split	NOUN
cana-6114	113	15	,	,	PUNCT
cana-6114	113	16	nb	nb	PROPN
cana-6114	113	17	achieved	achieve	VERB
cana-6114	113	18	a	a	DET
cana-6114	113	19	higher	high	ADJ
cana-6114	113	20	accuracy	accuracy	NOUN
cana-6114	113	21	of	of	ADP
cana-6114	113	22	96.8	96.8	NUM
cana-6114	113	23	%	%	NOUN
cana-6114	113	24	,	,	PUNCT
cana-6114	113	25	due	due	ADP
cana-6114	113	26	to	to	ADP
cana-6114	113	27	the	the	DET
cana-6114	113	28	benefits	benefit	NOUN
cana-6114	113	29	of	of	ADP
cana-6114	113	30	preprocessing	preprocessing	NOUN
cana-6114	113	31	,	,	PUNCT
cana-6114	113	32	threshold	threshold	NOUN
cana-6114	113	33	tuning	tuning	NOUN
cana-6114	113	34	,	,	PUNCT
cana-6114	113	35	and	and	CCONJ
cana-6114	113	36	balanced	balanced	ADJ
cana-6114	113	37	evaluation	evaluation	NOUN
cana-6114	113	38	on	on	ADP
cana-6114	113	39	the	the	DET
cana-6114	113	40	final	final	ADJ
cana-6114	113	41	test	test	NOUN
cana-6114	113	42	partition	partition	NOUN
cana-6114	113	43	.	.	PUNCT
cana-6114	113	44	”	"	PUNCT
cana-6114	114	1	figure	figure	VERB
cana-6114	114	2	6	6	NUM
cana-6114	114	3	nb	nb	NOUN
cana-6114	114	4	learning	learn	VERB
cana-6114	114	5	curve	curve	NOUN
cana-6114	114	6	analysis	analysis	NOUN
cana-6114	114	7	figure	figure	NOUN
cana-6114	114	8	7	7	NUM
cana-6114	114	9	nb	nb	NOUN
cana-6114	114	10	learning	learn	VERB
cana-6114	114	11	curve	curve	NOUN
cana-6114	114	12	analysis	analysis	NOUN
cana-6114	114	13	communications	communication	NOUN
cana-6114	114	14	on	on	ADP
cana-6114	114	15	applied	apply	VERB
cana-6114	114	16	nonlinear	nonlinear	ADJ
cana-6114	114	17	analysis	analysis	NOUN
cana-6114	114	18	issn	issn	NOUN
cana-6114	114	19	:	:	PUNCT
cana-6114	114	20	1074	1074	NUM
cana-6114	114	21	-	-	PUNCT
cana-6114	114	22	133x	133x	NUM
cana-6114	114	23	vol	vol	NOUN
cana-6114	114	24	32	32	NUM
cana-6114	115	1	no	no	NOUN
cana-6114	115	2	.	.	NOUN
cana-6114	115	3	3	3	NUM
cana-6114	115	4	(	(	PUNCT
cana-6114	115	5	2025	2025	NUM
cana-6114	115	6	)	)	PUNCT
cana-6114	115	7	1111	1111	NUM
cana-6114	115	8	https://internationalpubls.com	https://internationalpubls.com	X
cana-6114	116	1	the	the	DET
cana-6114	116	2	svm	svm	PROPN
cana-6114	116	3	curve	curve	NOUN
cana-6114	116	4	remained	remain	VERB
cana-6114	116	5	consistently	consistently	ADV
cana-6114	116	6	high	high	ADJ
cana-6114	116	7	,	,	PUNCT
cana-6114	116	8	with	with	ADP
cana-6114	116	9	training	training	NOUN
cana-6114	116	10	accuracy	accuracy	NOUN
cana-6114	116	11	close	close	ADJ
cana-6114	116	12	to	to	ADP
cana-6114	116	13	98.6	98.6	NUM
cana-6114	116	14	%	%	NOUN
cana-6114	116	15	and	and	CCONJ
cana-6114	116	16	validation	validation	NOUN
cana-6114	116	17	accuracy	accuracy	NOUN
cana-6114	116	18	near	near	ADP
cana-6114	116	19	98.5	98.5	NUM
cana-6114	116	20	%	%	NOUN
cana-6114	116	21	as	as	ADP
cana-6114	116	22	in	in	ADP
cana-6114	116	23	figure	figure	NOUN
cana-6114	116	24	7	7	NUM
cana-6114	116	25	.	.	PUNCT
cana-6114	117	1	this	this	PRON
cana-6114	117	2	reflects	reflect	VERB
cana-6114	117	3	its	its	PRON
cana-6114	117	4	robustness	robustness	NOUN
cana-6114	117	5	and	and	CCONJ
cana-6114	117	6	ability	ability	NOUN
cana-6114	117	7	to	to	PART
cana-6114	117	8	generalize	generalize	VERB
cana-6114	117	9	even	even	ADV
cana-6114	117	10	with	with	ADP
cana-6114	117	11	large	large	ADJ
cana-6114	117	12	-	-	PUNCT
cana-6114	117	13	scale	scale	NOUN
cana-6114	117	14	input	input	NOUN
cana-6114	117	15	data	datum	NOUN
cana-6114	117	16	.	.	PUNCT
cana-6114	118	1	5	5	X
cana-6114	118	2	.	.	X
cana-6114	118	3	conclusion	conclusion	NOUN
cana-6114	118	4	the	the	DET
cana-6114	118	5	ensemble	ensemble	ADJ
cana-6114	118	6	model	model	NOUN
cana-6114	118	7	demonstrated	demonstrate	VERB
cana-6114	118	8	the	the	DET
cana-6114	118	9	strongest	strong	ADJ
cana-6114	118	10	generalization	generalization	NOUN
cana-6114	118	11	and	and	CCONJ
cana-6114	118	12	robustness	robustness	NOUN
cana-6114	118	13	,	,	PUNCT
cana-6114	118	14	surpassing	surpass	VERB
cana-6114	118	15	nb	nb	NOUN
cana-6114	118	16	and	and	CCONJ
cana-6114	118	17	svm	svm	ADJ
cana-6114	118	18	baselines	baseline	NOUN
cana-6114	118	19	.	.	PUNCT
cana-6114	119	1	its	its	PRON
cana-6114	119	2	near	near	ADV
cana-6114	119	3	-	-	PUNCT
cana-6114	119	4	perfect	perfect	ADJ
cana-6114	119	5	classification	classification	NOUN
cana-6114	119	6	establishes	establish	VERB
cana-6114	119	7	a	a	DET
cana-6114	119	8	validated	validate	VERB
cana-6114	119	9	detection	detection	NOUN
cana-6114	119	10	pipeline	pipeline	NOUN
cana-6114	119	11	for	for	ADP
cana-6114	119	12	iot	iot	ADJ
cana-6114	119	13	dos	do	NOUN
cana-6114	119	14	attacks	attack	NOUN
cana-6114	119	15	.	.	PUNCT
cana-6114	120	1	this	this	PRON
cana-6114	120	2	lays	lay	VERB
cana-6114	120	3	a	a	DET
cana-6114	120	4	strong	strong	ADJ
cana-6114	120	5	foundation	foundation	NOUN
cana-6114	120	6	for	for	ADP
cana-6114	120	7	objective-3	objective-3	NUM
cana-6114	120	8	,	,	PUNCT
cana-6114	120	9	where	where	SCONJ
cana-6114	120	10	the	the	DET
cana-6114	120	11	trained	train	VERB
cana-6114	120	12	ensemble	ensemble	ADJ
cana-6114	120	13	will	will	AUX
cana-6114	120	14	be	be	AUX
cana-6114	120	15	embedded	embed	VERB
cana-6114	120	16	into	into	ADP
cana-6114	120	17	a	a	DET
cana-6114	120	18	full	full	ADJ
cana-6114	120	19	intrusion	intrusion	NOUN
cana-6114	120	20	detection	detection	NOUN
cana-6114	120	21	and	and	CCONJ
cana-6114	120	22	mitigation	mitigation	NOUN
cana-6114	120	23	system	system	NOUN
cana-6114	120	24	,	,	PUNCT
cana-6114	120	25	evaluated	evaluate	VERB
cana-6114	120	26	under	under	ADP
cana-6114	120	27	realtime	realtime	ADJ
cana-6114	120	28	cloud	cloud	NOUN
cana-6114	120	29	-	-	PUNCT
cana-6114	120	30	of	of	ADP
cana-6114	120	31	-	-	PUNCT
cana-6114	120	32	things	thing	NOUN
cana-6114	120	33	simulation	simulation	NOUN
cana-6114	120	34	scenarios	scenario	NOUN
cana-6114	120	35	.	.	PUNCT
cana-6114	121	1	references	reference	NOUN
cana-6114	121	2	[	[	X
cana-6114	121	3	1	1	NUM
cana-6114	121	4	]	]	SYM
cana-6114	121	5	orosz	orosz	NOUN
cana-6114	121	6	,	,	PUNCT
cana-6114	121	7	p.	p.	NOUN
cana-6114	121	8	;	;	PUNCT
cana-6114	121	9	nagy	nagy	PROPN
cana-6114	121	10	,	,	PUNCT
cana-6114	121	11	b.	b.	PROPN
cana-6114	121	12	;	;	PUNCT
cana-6114	121	13	varga	varga	PROPN
cana-6114	121	14	,	,	PUNCT
cana-6114	121	15	p.	p.	NOUN
cana-6114	121	16	detection	detection	NOUN
cana-6114	121	17	strategies	strategy	NOUN
cana-6114	121	18	for	for	ADP
cana-6114	121	19	post	post	ADJ
cana-6114	121	20	-	-	ADJ
cana-6114	121	21	pandemic	pandemic	ADJ
cana-6114	121	22	ddos	ddo	NOUN
cana-6114	121	23	profiles	profile	NOUN
cana-6114	121	24	.	.	PUNCT
cana-6114	122	1	infocommunications	infocommunication	NOUN
cana-6114	122	2	journal	journal	PROPN
cana-6114	122	3	,	,	PUNCT
cana-6114	122	4	2023	2023	NUM
cana-6114	122	5	,	,	PUNCT
cana-6114	122	6	15	15	NUM
cana-6114	122	7	,	,	PUNCT
cana-6114	122	8	26–39	26–39	NUM
cana-6114	122	9	.	.	PUNCT
cana-6114	123	1	[	[	X
cana-6114	123	2	2	2	NUM
cana-6114	123	3	]	]	X
cana-6114	123	4	peng	peng	PROPN
cana-6114	123	5	,	,	PUNCT
cana-6114	123	6	t.	t.	PROPN
cana-6114	123	7	;	;	PUNCT
cana-6114	123	8	leckie	leckie	PROPN
cana-6114	123	9	,	,	PUNCT
cana-6114	123	10	c.	c.	PROPN
cana-6114	123	11	;	;	PUNCT
cana-6114	123	12	ramamohanarao	ramamohanarao	NOUN
cana-6114	123	13	,	,	PUNCT
cana-6114	123	14	k.	k.	PROPN
cana-6114	123	15	survey	survey	PROPN
cana-6114	123	16	of	of	ADP
cana-6114	123	17	network	network	NOUN
cana-6114	123	18	-	-	PUNCT
cana-6114	123	19	based	base	VERB
cana-6114	123	20	defense	defense	NOUN
cana-6114	123	21	mechanisms	mechanism	NOUN
cana-6114	123	22	countering	counter	VERB
cana-6114	123	23	the	the	DET
cana-6114	123	24	dos	do	NOUN
cana-6114	123	25	and	and	CCONJ
cana-6114	123	26	ddos	ddo	NOUN
cana-6114	123	27	problems	problem	NOUN
cana-6114	123	28	.	.	PUNCT
cana-6114	124	1	acm	acm	PROPN
cana-6114	124	2	computing	computing	NOUN
cana-6114	124	3	surveys	survey	NOUN
cana-6114	124	4	(	(	PUNCT
cana-6114	124	5	csur	csur	NOUN
cana-6114	124	6	)	)	PUNCT
cana-6114	124	7	,	,	PUNCT
cana-6114	124	8	2007	2007	NUM
cana-6114	124	9	,	,	PUNCT
cana-6114	124	10	39	39	NUM
cana-6114	124	11	,	,	PUNCT
cana-6114	124	12	3	3	NUM
cana-6114	124	13	-	-	PUNCT
cana-6114	124	14	es	es	NOUN
cana-6114	124	15	.	.	PUNCT
cana-6114	125	1	[	[	X
cana-6114	125	2	3	3	NUM
cana-6114	125	3	]	]	PUNCT
cana-6114	125	4	zargar	zargar	NOUN
cana-6114	125	5	,	,	PUNCT
cana-6114	125	6	s.	s.	PROPN
cana-6114	125	7	t.	t.	PROPN
cana-6114	125	8	;	;	PUNCT
cana-6114	125	9	joshi	joshi	PROPN
cana-6114	125	10	,	,	PUNCT
cana-6114	125	11	j.	j.	PROPN
cana-6114	125	12	;	;	PUNCT
cana-6114	125	13	tipper	tipper	PROPN
cana-6114	125	14	,	,	PUNCT
cana-6114	125	15	d.	d.	PROPN
cana-6114	125	16	a	a	DET
cana-6114	125	17	survey	survey	NOUN
cana-6114	125	18	of	of	ADP
cana-6114	125	19	defense	defense	NOUN
cana-6114	125	20	mechanisms	mechanism	NOUN
cana-6114	125	21	against	against	ADP
cana-6114	125	22	distributed	distribute	VERB
cana-6114	125	23	denial	denial	NOUN
cana-6114	125	24	of	of	ADP
cana-6114	125	25	service	service	NOUN
cana-6114	125	26	(	(	PUNCT
cana-6114	125	27	ddos	ddos	NOUN
cana-6114	125	28	)	)	PUNCT
cana-6114	125	29	flooding	flooding	NOUN
cana-6114	125	30	attacks	attack	NOUN
cana-6114	125	31	.	.	PUNCT
cana-6114	126	1	ieee	ieee	NOUN
cana-6114	126	2	communications	communication	NOUN
cana-6114	126	3	surveys	survey	NOUN
cana-6114	126	4	&	&	CCONJ
cana-6114	126	5	tutorials	tutorial	NOUN
cana-6114	126	6	,	,	PUNCT
cana-6114	126	7	2013	2013	NUM
cana-6114	126	8	,	,	PUNCT
cana-6114	126	9	15	15	NUM
cana-6114	126	10	,	,	PUNCT
cana-6114	126	11	2046–2069	2046–2069	NUM
cana-6114	126	12	.	.	PUNCT
cana-6114	127	1	[	[	X
cana-6114	127	2	4	4	NUM
cana-6114	127	3	]	]	SYM
cana-6114	127	4	masdari	masdari	NOUN
cana-6114	127	5	,	,	PUNCT
cana-6114	127	6	m.	m.	NOUN
cana-6114	127	7	;	;	PUNCT
cana-6114	127	8	jalali	jalali	PROPN
cana-6114	127	9	,	,	PUNCT
cana-6114	127	10	m.	m.	NOUN
cana-6114	127	11	a	a	DET
cana-6114	127	12	survey	survey	NOUN
cana-6114	127	13	and	and	CCONJ
cana-6114	127	14	taxonomy	taxonomy	NOUN
cana-6114	127	15	of	of	ADP
cana-6114	127	16	dos	do	NOUN
cana-6114	127	17	attacks	attack	NOUN
cana-6114	127	18	in	in	ADP
cana-6114	127	19	cloud	cloud	NOUN
cana-6114	127	20	computing	computing	NOUN
cana-6114	127	21	.	.	PUNCT
cana-6114	128	1	security	security	NOUN
cana-6114	128	2	and	and	CCONJ
cana-6114	128	3	communication	communication	NOUN
cana-6114	128	4	networks	network	NOUN
cana-6114	128	5	,	,	PUNCT
cana-6114	128	6	2016	2016	NUM
cana-6114	128	7	,	,	PUNCT
cana-6114	128	8	9	9	NUM
cana-6114	128	9	,	,	PUNCT
cana-6114	128	10	3724–3751	3724–3751	NUM
cana-6114	128	11	.	.	PUNCT
cana-6114	129	1	[	[	X
cana-6114	129	2	5	5	NUM
cana-6114	129	3	]	]	X
cana-6114	129	4	yan	yan	PROPN
cana-6114	129	5	,	,	PUNCT
cana-6114	129	6	q.	q.	PROPN
cana-6114	129	7	;	;	PUNCT
cana-6114	129	8	yu	yu	PROPN
cana-6114	129	9	,	,	PUNCT
cana-6114	129	10	f.	f.	PROPN
cana-6114	129	11	r.	r.	PROPN
cana-6114	129	12	;	;	PUNCT
cana-6114	129	13	gong	gong	PROPN
cana-6114	129	14	,	,	PUNCT
cana-6114	129	15	q.	q.	PROPN
cana-6114	129	16	;	;	PUNCT
cana-6114	129	17	li	li	PROPN
cana-6114	129	18	,	,	PUNCT
cana-6114	129	19	j.	j.	PROPN
cana-6114	129	20	software	software	PROPN
cana-6114	129	21	-	-	PUNCT
cana-6114	129	22	defined	define	VERB
cana-6114	129	23	networking	networking	NOUN
cana-6114	129	24	(	(	PUNCT
cana-6114	129	25	sdn	sdn	PROPN
cana-6114	129	26	)	)	PUNCT
cana-6114	129	27	and	and	CCONJ
cana-6114	129	28	distributed	distribute	VERB
cana-6114	129	29	denial	denial	NOUN
cana-6114	129	30	of	of	ADP
cana-6114	129	31	service	service	NOUN
cana-6114	129	32	(	(	PUNCT
cana-6114	129	33	ddos	ddo	NOUN
cana-6114	129	34	)	)	PUNCT
cana-6114	129	35	attacks	attack	NOUN
cana-6114	129	36	in	in	ADP
cana-6114	129	37	cloud	cloud	ADJ
cana-6114	129	38	computing	computing	NOUN
cana-6114	129	39	environments	environment	NOUN
cana-6114	129	40	:	:	PUNCT
cana-6114	129	41	a	a	DET
cana-6114	129	42	survey	survey	NOUN
cana-6114	129	43	,	,	PUNCT
cana-6114	129	44	some	some	DET
cana-6114	129	45	research	research	NOUN
cana-6114	129	46	issues	issue	NOUN
cana-6114	129	47	,	,	PUNCT
cana-6114	129	48	and	and	CCONJ
cana-6114	129	49	challenges	challenge	NOUN
cana-6114	129	50	.	.	PUNCT
cana-6114	130	1	ieee	ieee	NOUN
cana-6114	130	2	communications	communication	NOUN
cana-6114	130	3	surveys	survey	NOUN
cana-6114	130	4	&	&	CCONJ
cana-6114	130	5	tutorials	tutorial	NOUN
cana-6114	130	6	,	,	PUNCT
cana-6114	130	7	2016	2016	NUM
cana-6114	130	8	,	,	PUNCT
cana-6114	130	9	18	18	NUM
cana-6114	130	10	,	,	PUNCT
cana-6114	130	11	602–622	602–622	NUM
cana-6114	130	12	.	.	PUNCT
cana-6114	131	1	[	[	X
cana-6114	131	2	6	6	NUM
cana-6114	131	3	]	]	SYM
cana-6114	131	4	kalkan	kalkan	X
cana-6114	131	5	,	,	PUNCT
cana-6114	131	6	k.	k.	PROPN
cana-6114	131	7	;	;	PUNCT
cana-6114	131	8	altay	altay	PROPN
cana-6114	131	9	,	,	PUNCT
cana-6114	131	10	l.	l.	PROPN
cana-6114	131	11	;	;	PUNCT
cana-6114	131	12	gür	gür	PROPN
cana-6114	131	13	,	,	PUNCT
cana-6114	131	14	g.	g.	PROPN
cana-6114	131	15	;	;	PUNCT
cana-6114	131	16	alagöz	alagöz	PROPN
cana-6114	131	17	,	,	PUNCT
cana-6114	131	18	f.	f.	PROPN
cana-6114	131	19	jess	jess	PROPN
cana-6114	131	20	:	:	PUNCT
cana-6114	131	21	joint	joint	ADJ
cana-6114	131	22	entropy	entropy	NOUN
cana-6114	131	23	-	-	PUNCT
cana-6114	131	24	based	base	VERB
cana-6114	131	25	ddos	ddos	NOUN
cana-6114	131	26	defense	defense	NOUN
cana-6114	131	27	scheme	scheme	NOUN
cana-6114	131	28	in	in	ADP
cana-6114	131	29	sdn	sdn	PROPN
cana-6114	131	30	.	.	PUNCT
cana-6114	132	1	ieee	ieee	PROPN
cana-6114	132	2	journal	journal	PROPN
cana-6114	132	3	on	on	ADP
cana-6114	132	4	selected	select	VERB
cana-6114	132	5	areas	area	NOUN
cana-6114	132	6	in	in	ADP
cana-6114	132	7	communications	communication	NOUN
cana-6114	132	8	,	,	PUNCT
cana-6114	132	9	2018	2018	NUM
cana-6114	132	10	,	,	PUNCT
cana-6114	132	11	36	36	NUM
cana-6114	132	12	,	,	PUNCT
cana-6114	132	13	2358	2358	NUM
cana-6114	132	14	–	–	PUNCT
cana-6114	132	15	2372	2372	NUM
cana-6114	132	16	.	.	PUNCT
cana-6114	133	1	[	[	X
cana-6114	133	2	7	7	NUM
cana-6114	133	3	]	]	SYM
cana-6114	133	4	dong	dong	PROPN
cana-6114	133	5	,	,	PUNCT
cana-6114	133	6	s.	s.	PROPN
cana-6114	133	7	;	;	PUNCT
cana-6114	133	8	abbas	abbas	PROPN
cana-6114	133	9	,	,	PUNCT
cana-6114	133	10	k.	k.	PROPN
cana-6114	133	11	;	;	PUNCT
cana-6114	133	12	jain	jain	PROPN
cana-6114	133	13	,	,	PUNCT
cana-6114	133	14	r.	r.	PROPN
cana-6114	133	15	a	a	DET
cana-6114	133	16	survey	survey	NOUN
cana-6114	133	17	on	on	ADP
cana-6114	133	18	distributed	distribute	VERB
cana-6114	133	19	denial	denial	NOUN
cana-6114	133	20	of	of	ADP
cana-6114	133	21	service	service	NOUN
cana-6114	133	22	(	(	PUNCT
cana-6114	133	23	ddos	ddo	NOUN
cana-6114	133	24	)	)	PUNCT
cana-6114	133	25	attacks	attack	NOUN
cana-6114	133	26	in	in	ADP
cana-6114	133	27	sdn	sdn	PROPN
cana-6114	133	28	and	and	CCONJ
cana-6114	133	29	cloud	cloud	NOUN
cana-6114	133	30	computing	computing	NOUN
cana-6114	133	31	environments	environment	NOUN
cana-6114	133	32	.	.	PUNCT
cana-6114	134	1	ieee	ieee	NOUN
cana-6114	134	2	access	access	NOUN
cana-6114	134	3	,	,	PUNCT
cana-6114	134	4	2019	2019	NUM
cana-6114	134	5	,	,	PUNCT
cana-6114	134	6	7	7	NUM
cana-6114	134	7	,	,	PUNCT
cana-6114	134	8	80813–80828	80813–80828	NUM
cana-6114	134	9	.	.	PUNCT
cana-6114	135	1	[	[	X
cana-6114	135	2	8	8	NUM
cana-6114	135	3	]	]	X
cana-6114	135	4	zheng	zheng	PROPN
cana-6114	135	5	,	,	PUNCT
cana-6114	135	6	j.	j.	PROPN
cana-6114	135	7	;	;	PUNCT
cana-6114	135	8	li	li	PROPN
cana-6114	135	9	,	,	PUNCT
cana-6114	135	10	q.	q.	PROPN
cana-6114	135	11	;	;	PUNCT
cana-6114	135	12	gu	gu	PROPN
cana-6114	135	13	,	,	PUNCT
cana-6114	135	14	g.	g.	PROPN
cana-6114	135	15	;	;	PUNCT
cana-6114	135	16	cao	cao	PROPN
cana-6114	135	17	,	,	PUNCT
cana-6114	135	18	j.	j.	PROPN
cana-6114	135	19	;	;	PUNCT
cana-6114	135	20	yau	yau	PROPN
cana-6114	135	21	,	,	PUNCT
cana-6114	135	22	d.	d.	PROPN
cana-6114	135	23	k.	k.	PROPN
cana-6114	135	24	y.	y.	PROPN
cana-6114	135	25	;	;	PUNCT
cana-6114	135	26	wu	wu	PROPN
cana-6114	135	27	,	,	PUNCT
cana-6114	135	28	j.	j.	PROPN
cana-6114	135	29	realtime	realtime	PROPN
cana-6114	135	30	ddos	ddo	NOUN
cana-6114	135	31	defense	defense	NOUN
cana-6114	135	32	using	use	VERB
cana-6114	135	33	cots	cot	NOUN
cana-6114	135	34	sdn	sdn	NOUN
cana-6114	135	35	switches	switch	NOUN
cana-6114	135	36	via	via	ADP
cana-6114	135	37	adaptive	adaptive	ADJ
cana-6114	135	38	correlation	correlation	NOUN
cana-6114	135	39	analysis	analysis	NOUN
cana-6114	135	40	.	.	PUNCT
cana-6114	136	1	ieee	ieee	NOUN
cana-6114	136	2	transactions	transaction	NOUN
cana-6114	136	3	on	on	ADP
cana-6114	136	4	information	information	NOUN
cana-6114	136	5	forensics	forensic	NOUN
cana-6114	136	6	and	and	CCONJ
cana-6114	136	7	security	security	NOUN
cana-6114	136	8	,	,	PUNCT
cana-6114	136	9	2018	2018	NUM
cana-6114	136	10	,	,	PUNCT
cana-6114	136	11	13	13	NUM
cana-6114	136	12	,	,	PUNCT
cana-6114	136	13	1838–1853	1838–1853	NOUN
cana-6114	136	14	.	.	PUNCT
cana-6114	137	1	[	[	X
cana-6114	137	2	9	9	NUM
cana-6114	137	3	]	]	SYM
cana-6114	137	4	li	li	PROPN
cana-6114	137	5	,	,	PUNCT
cana-6114	137	6	q.	q.	PROPN
cana-6114	137	7	;	;	PUNCT
cana-6114	137	8	huang	huang	PROPN
cana-6114	137	9	,	,	PUNCT
cana-6114	137	10	h.	h.	PROPN
cana-6114	137	11	;	;	PUNCT
cana-6114	137	12	li	li	PROPN
cana-6114	137	13	,	,	PUNCT
cana-6114	137	14	r.	r.	PROPN
cana-6114	137	15	;	;	PUNCT
cana-6114	137	16	lv	lv	PROPN
cana-6114	137	17	,	,	PUNCT
cana-6114	137	18	j.	j.	PROPN
cana-6114	137	19	;	;	PUNCT
cana-6114	137	20	yuan	yuan	PROPN
cana-6114	137	21	,	,	PUNCT
cana-6114	137	22	z.	z.	PROPN
cana-6114	137	23	;	;	PUNCT
cana-6114	137	24	ma	ma	PROPN
cana-6114	137	25	,	,	PUNCT
cana-6114	137	26	l.	l.	PROPN
cana-6114	137	27	;	;	PUNCT
cana-6114	137	28	han	han	PROPN
cana-6114	137	29	,	,	PUNCT
cana-6114	137	30	y.	y.	PROPN
cana-6114	137	31	;	;	PUNCT
cana-6114	137	32	jiang	jiang	PROPN
cana-6114	137	33	,	,	PUNCT
cana-6114	137	34	y.	y.	PROPN
cana-6114	137	35	a	a	DET
cana-6114	137	36	comprehensive	comprehensive	ADJ
cana-6114	137	37	survey	survey	NOUN
cana-6114	137	38	on	on	ADP
cana-6114	137	39	ddos	ddos	PROPN
cana-6114	137	40	defense	defense	NOUN
cana-6114	137	41	systems	system	NOUN
cana-6114	137	42	:	:	PUNCT
cana-6114	137	43	new	new	ADJ
cana-6114	137	44	trends	trend	NOUN
cana-6114	137	45	and	and	CCONJ
cana-6114	137	46	challenges	challenge	NOUN
cana-6114	137	47	.	.	PUNCT
cana-6114	138	1	computer	computer	NOUN
cana-6114	138	2	networks	network	NOUN
cana-6114	138	3	,	,	PUNCT
cana-6114	138	4	2023	2023	NUM
cana-6114	138	5	,	,	PUNCT
cana-6114	138	6	233	233	NUM
cana-6114	138	7	,	,	PUNCT
cana-6114	138	8	109895	109895	NUM
cana-6114	138	9	.	.	PUNCT
cana-6114	139	1	[	[	X
cana-6114	139	2	10	10	NUM
cana-6114	139	3	]	]	X
cana-6114	139	4	adedeji	adedeji	NOUN
cana-6114	139	5	,	,	PUNCT
cana-6114	139	6	k.	k.	PROPN
cana-6114	139	7	b.	b.	PROPN
cana-6114	139	8	;	;	PUNCT
cana-6114	139	9	abu	abu	PROPN
cana-6114	139	10	-	-	PUNCT
cana-6114	139	11	mahfouz	mahfouz	PROPN
cana-6114	139	12	,	,	PUNCT
cana-6114	139	13	a.	a.	NOUN
cana-6114	139	14	m.	m.	NOUN
cana-6114	139	15	;	;	PUNCT
cana-6114	139	16	kurien	kurien	PROPN
cana-6114	139	17	,	,	PUNCT
cana-6114	139	18	a.	a.	NOUN
cana-6114	139	19	m.	m.	NOUN
cana-6114	139	20	ddos	ddo	NOUN
cana-6114	139	21	attack	attack	NOUN
cana-6114	139	22	and	and	CCONJ
cana-6114	139	23	detection	detection	NOUN
cana-6114	139	24	methods	method	NOUN
cana-6114	139	25	in	in	ADP
cana-6114	139	26	internet	internet	NOUN
cana-6114	139	27	-	-	PUNCT
cana-6114	139	28	enabled	enable	VERB
cana-6114	139	29	networks	network	NOUN
cana-6114	139	30	:	:	PUNCT
cana-6114	139	31	concept	concept	NOUN
cana-6114	139	32	,	,	PUNCT
cana-6114	139	33	research	research	NOUN
cana-6114	139	34	perspectives	perspective	NOUN
cana-6114	139	35	,	,	PUNCT
cana-6114	139	36	and	and	CCONJ
cana-6114	139	37	challenges	challenge	NOUN
cana-6114	139	38	.	.	PUNCT
cana-6114	140	1	journal	journal	NOUN
cana-6114	140	2	of	of	ADP
cana-6114	140	3	sensor	sensor	NOUN
cana-6114	140	4	and	and	CCONJ
cana-6114	140	5	actuator	actuator	NOUN
cana-6114	140	6	networks	network	NOUN
cana-6114	140	7	,	,	PUNCT
cana-6114	140	8	2023	2023	NUM
cana-6114	140	9	,	,	PUNCT
cana-6114	140	10	12	12	NUM
cana-6114	140	11	,	,	PUNCT
cana-6114	140	12	51	51	NUM
cana-6114	140	13	.	.	PUNCT
cana-6114	141	1	communications	communication	NOUN
cana-6114	141	2	on	on	ADP
cana-6114	141	3	applied	apply	VERB
cana-6114	141	4	nonlinear	nonlinear	ADJ
cana-6114	141	5	analysis	analysis	NOUN
cana-6114	141	6	issn	issn	NOUN
cana-6114	141	7	:	:	PUNCT
cana-6114	141	8	1074	1074	NUM
cana-6114	141	9	-	-	PUNCT
cana-6114	141	10	133x	133x	NUM
cana-6114	141	11	vol	vol	NOUN
cana-6114	141	12	32	32	NUM
cana-6114	141	13	no	no	NOUN
cana-6114	141	14	.	.	NOUN
cana-6114	141	15	3	3	NUM
cana-6114	141	16	(	(	PUNCT
cana-6114	141	17	2025	2025	NUM
cana-6114	141	18	)	)	PUNCT
cana-6114	141	19	1112	1112	NUM
cana-6114	141	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6114	142	1	[	[	X
cana-6114	142	2	11	11	NUM
cana-6114	142	3	]	]	SYM
cana-6114	142	4	dantas	dantas	PROPN
cana-6114	142	5	silva	silva	PROPN
cana-6114	142	6	,	,	PUNCT
cana-6114	142	7	f.	f.	PROPN
cana-6114	142	8	s.	s.	PROPN
cana-6114	142	9	;	;	PUNCT
cana-6114	142	10	silva	silva	PROPN
cana-6114	142	11	,	,	PUNCT
cana-6114	142	12	e.	e.	PROPN
cana-6114	142	13	;	;	PUNCT
cana-6114	142	14	neto	neto	PROPN
cana-6114	142	15	,	,	PUNCT
cana-6114	142	16	e.	e.	PROPN
cana-6114	142	17	p.	p.	PROPN
cana-6114	142	18	;	;	PUNCT
cana-6114	142	19	lemos	lemos	PROPN
cana-6114	142	20	,	,	PUNCT
cana-6114	142	21	m.	m.	NOUN
cana-6114	142	22	;	;	PUNCT
cana-6114	142	23	venancio	venancio	NOUN
cana-6114	142	24	neto	neto	PROPN
cana-6114	142	25	,	,	PUNCT
cana-6114	142	26	a.	a.	PROPN
cana-6114	142	27	j.	j.	PROPN
cana-6114	142	28	;	;	PUNCT
cana-6114	142	29	esposito	esposito	PROPN
cana-6114	142	30	,	,	PUNCT
cana-6114	142	31	f.	f.	PROPN
cana-6114	142	32	a	a	DET
cana-6114	142	33	taxonomy	taxonomy	NOUN
cana-6114	142	34	of	of	ADP
cana-6114	142	35	ddos	ddos	NOUN
cana-6114	142	36	attack	attack	NOUN
cana-6114	142	37	mitigation	mitigation	NOUN
cana-6114	142	38	approaches	approach	NOUN
cana-6114	142	39	featured	feature	VERB
cana-6114	142	40	by	by	ADP
cana-6114	142	41	sdn	sdn	PROPN
cana-6114	142	42	technologies	technology	NOUN
cana-6114	142	43	in	in	ADP
cana-6114	142	44	iot	iot	ADJ
cana-6114	142	45	scenarios	scenario	NOUN
cana-6114	142	46	.	.	PUNCT
cana-6114	143	1	sensors	sensor	NOUN
cana-6114	143	2	,	,	PUNCT
cana-6114	143	3	2020	2020	NUM
cana-6114	143	4	,	,	PUNCT
cana-6114	143	5	20	20	NUM
cana-6114	143	6	,	,	PUNCT
cana-6114	143	7	3078	3078	NUM
cana-6114	143	8	.	.	PUNCT
cana-6114	144	1	[	[	X
cana-6114	144	2	12	12	NUM
cana-6114	144	3	]	]	X
cana-6114	144	4	cloudflare	cloudflare	PROPN
cana-6114	144	5	,	,	PUNCT
cana-6114	144	6	inc	inc	PROPN
cana-6114	144	7	.	.	PROPN
cana-6114	144	8	ddos	ddos	PROPN
cana-6114	144	9	threat	threat	NOUN
cana-6114	144	10	report	report	NOUN
cana-6114	144	11	for	for	ADP
cana-6114	144	12	q2	q2	NOUN
cana-6114	144	13	2025	2025	NUM
cana-6114	144	14	.	.	PUNCT
cana-6114	145	1	technical	technical	ADJ
cana-6114	145	2	report	report	NOUN
cana-6114	145	3	,	,	PUNCT
cana-6114	145	4	san	san	PROPN
cana-6114	145	5	francisco	francisco	PROPN
cana-6114	145	6	,	,	PUNCT
cana-6114	145	7	ca	ca	PROPN
cana-6114	145	8	,	,	PUNCT
cana-6114	145	9	usa	usa	PROPN
cana-6114	145	10	,	,	PUNCT
cana-6114	145	11	2025	2025	NUM
cana-6114	145	12	.	.	PUNCT
cana-6114	146	1	available	available	ADJ
cana-6114	146	2	online	online	ADV
cana-6114	146	3	:	:	PUNCT
cana-6114	147	1	https://blog.cloudflare.com/ddos-threat-report-for-2025q2/	https://blog.cloudflare.com/ddos-threat-report-for-2025q2/	NOUN
cana-6114	147	2	(	(	PUNCT
cana-6114	147	3	accessed	access	VERB
cana-6114	147	4	on	on	ADP
cana-6114	147	5	6	6	NUM
cana-6114	147	6	august	august	NOUN
cana-6114	147	7	2025	2025	NUM
cana-6114	147	8	)	)	PUNCT
cana-6114	147	9	.	.	PUNCT
cana-6114	148	1	[	[	X
cana-6114	148	2	13	13	NUM
cana-6114	148	3	]	]	SYM
cana-6114	148	4	santhadevi	santhadevi	NOUN
cana-6114	148	5	,	,	PUNCT
cana-6114	148	6	d.	d.	PROPN
cana-6114	148	7	;	;	PUNCT
cana-6114	148	8	janet	janet	PROPN
cana-6114	148	9	,	,	PUNCT
cana-6114	148	10	b.	b.	PROPN
cana-6114	148	11	stacked	stack	VERB
cana-6114	148	12	deep	deep	ADJ
cana-6114	148	13	learning	learning	NOUN
cana-6114	148	14	framework	framework	NOUN
cana-6114	148	15	for	for	ADP
cana-6114	148	16	edge	edge	NOUN
cana-6114	148	17	-	-	PUNCT
cana-6114	148	18	based	base	VERB
cana-6114	148	19	intelligent	intelligent	ADJ
cana-6114	148	20	threat	threat	NOUN
cana-6114	148	21	detection	detection	NOUN
cana-6114	148	22	in	in	ADP
cana-6114	148	23	iot	iot	ADJ
cana-6114	148	24	network	network	NOUN
cana-6114	148	25	.	.	PUNCT
cana-6114	149	1	journal	journal	PROPN
cana-6114	149	2	of	of	ADP
cana-6114	149	3	supercomputing	supercomputing	NOUN
cana-6114	149	4	,	,	PUNCT
cana-6114	149	5	2023	2023	NUM
cana-6114	149	6	,	,	PUNCT
cana-6114	149	7	79(11	79(11	NUM
cana-6114	149	8	)	)	PUNCT
cana-6114	149	9	,	,	PUNCT
cana-6114	149	10	12622–12655	12622–12655	NOUN
cana-6114	149	11	.	.	PUNCT
cana-6114	150	1	[	[	X
cana-6114	150	2	14	14	NUM
cana-6114	150	3	]	]	X
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cana-6114	150	5	,	,	PUNCT
cana-6114	150	6	m.	m.	NOUN
cana-6114	150	7	m.	m.	NOUN
cana-6114	150	8	;	;	PUNCT
cana-6114	150	9	rathore	rathore	PROPN
cana-6114	150	10	,	,	PUNCT
cana-6114	150	11	s.	s.	PROPN
cana-6114	150	12	;	;	PUNCT
cana-6114	150	13	park	park	PROPN
cana-6114	150	14	,	,	PUNCT
cana-6114	150	15	j.	j.	PROPN
cana-6114	150	16	h.	h.	PROPN
cana-6114	150	17	distributed	distribute	VERB
cana-6114	150	18	denial	denial	NOUN
cana-6114	150	19	of	of	ADP
cana-6114	150	20	service	service	NOUN
cana-6114	150	21	attacks	attack	NOUN
cana-6114	150	22	and	and	CCONJ
cana-6114	150	23	its	its	PRON
cana-6114	150	24	defenses	defense	NOUN
cana-6114	150	25	in	in	ADP
cana-6114	150	26	iot	iot	NOUN
cana-6114	150	27	:	:	PUNCT
cana-6114	150	28	a	a	DET
cana-6114	150	29	survey	survey	NOUN
cana-6114	150	30	.	.	PUNCT
cana-6114	151	1	journal	journal	NOUN
cana-6114	151	2	of	of	ADP
cana-6114	151	3	supercomputing	supercomputing	NOUN
cana-6114	151	4	,	,	PUNCT
cana-6114	151	5	2020	2020	NUM
cana-6114	151	6	,	,	PUNCT
cana-6114	151	7	76(7	76(7	NOUN
cana-6114	151	8	)	)	PUNCT
cana-6114	151	9	,	,	PUNCT
cana-6114	151	10	5320–5363	5320–5363	NOUN
cana-6114	151	11	.	.	PUNCT
cana-6114	152	1	[	[	X
cana-6114	152	2	15	15	NUM
cana-6114	152	3	]	]	SYM
cana-6114	152	4	medjek	medjek	NOUN
cana-6114	152	5	,	,	PUNCT
cana-6114	152	6	f.	f.	PROPN
cana-6114	152	7	;	;	PUNCT
cana-6114	152	8	tandjaoui	tandjaoui	ADV
cana-6114	152	9	,	,	PUNCT
cana-6114	152	10	d.	d.	PROPN
cana-6114	152	11	;	;	PUNCT
cana-6114	152	12	djedjig	djedjig	VERB
cana-6114	152	13	,	,	PUNCT
cana-6114	152	14	n.	n.	NOUN
cana-6114	152	15	;	;	PUNCT
cana-6114	152	16	romdhani	romdhani	ADJ
cana-6114	152	17	,	,	PUNCT
cana-6114	152	18	i.	i.	PROPN
cana-6114	152	19	multicast	multicast	PROPN
cana-6114	152	20	dis	dis	PROPN
cana-6114	152	21	attack	attack	PROPN
cana-6114	152	22	mitigation	mitigation	NOUN
cana-6114	152	23	in	in	ADP
cana-6114	152	24	rpl	rpl	NOUN
cana-6114	152	25	-	-	PUNCT
cana-6114	152	26	based	base	VERB
cana-6114	152	27	iot	iot	NOUN
cana-6114	152	28	-	-	PUNCT
cana-6114	152	29	llns	llns	NOUN
cana-6114	152	30	.	.	PUNCT
cana-6114	153	1	journal	journal	NOUN
cana-6114	153	2	of	of	ADP
cana-6114	153	3	information	information	NOUN
cana-6114	153	4	security	security	NOUN
cana-6114	153	5	and	and	CCONJ
cana-6114	153	6	applications	application	NOUN
cana-6114	153	7	,	,	PUNCT
cana-6114	153	8	2021	2021	NUM
cana-6114	153	9	,	,	PUNCT
cana-6114	153	10	61	61	NUM
cana-6114	153	11	,	,	PUNCT
cana-6114	153	12	102939	102939	NUM
cana-6114	153	13	.	.	PUNCT
cana-6114	154	1	[	[	X
cana-6114	154	2	16	16	NUM
cana-6114	154	3	]	]	X
cana-6114	154	4	xie	xie	PROPN
cana-6114	154	5	,	,	PUNCT
cana-6114	154	6	w.	w.	PROPN
cana-6114	154	7	;	;	PUNCT
cana-6114	154	8	goyal	goyal	PROPN
cana-6114	154	9	,	,	PUNCT
cana-6114	154	10	m.	m.	NOUN
cana-6114	154	11	;	;	PUNCT
cana-6114	154	12	hosseini	hosseini	PROPN
cana-6114	154	13	,	,	PUNCT
cana-6114	154	14	h.	h.	PROPN
cana-6114	154	15	;	;	PUNCT
cana-6114	154	16	martocci	martocci	PROPN
cana-6114	154	17	,	,	PUNCT
cana-6114	154	18	j.	j.	PROPN
cana-6114	154	19	;	;	PUNCT
cana-6114	154	20	bashir	bashir	PROPN
cana-6114	154	21	,	,	PUNCT
cana-6114	154	22	y.	y.	PROPN
cana-6114	154	23	;	;	PUNCT
cana-6114	154	24	baccelli	baccelli	PROPN
cana-6114	154	25	,	,	PUNCT
cana-6114	154	26	e.	e.	PROPN
cana-6114	154	27	;	;	PUNCT
cana-6114	154	28	durresi	durresi	PROPN
cana-6114	154	29	,	,	PUNCT
cana-6114	154	30	a.	a.	NOUN
cana-6114	154	31	routing	routing	NOUN
cana-6114	154	32	loops	loop	NOUN
cana-6114	154	33	in	in	ADP
cana-6114	154	34	dag	dag	NOUN
cana-6114	154	35	-	-	PUNCT
cana-6114	154	36	based	base	VERB
cana-6114	154	37	low	low	ADJ
cana-6114	154	38	power	power	NOUN
cana-6114	154	39	and	and	CCONJ
cana-6114	154	40	lossy	lossy	ADJ
cana-6114	154	41	networks	network	NOUN
cana-6114	154	42	.	.	PUNCT
cana-6114	155	1	in	in	ADP
cana-6114	155	2	proc	proc	NOUN
cana-6114	155	3	.	.	PUNCT
cana-6114	156	1	24th	24th	ADJ
cana-6114	156	2	ieee	ieee	PROPN
cana-6114	156	3	int	int	NOUN
cana-6114	156	4	.	.	PUNCT
cana-6114	157	1	conf	conf	PROPN
cana-6114	157	2	.	.	PUNCT
cana-6114	158	1	advanced	advanced	ADJ
cana-6114	158	2	information	information	NOUN
cana-6114	158	3	networking	networking	NOUN
cana-6114	158	4	and	and	CCONJ
cana-6114	158	5	applications	application	NOUN
cana-6114	158	6	,	,	PUNCT
cana-6114	158	7	2010	2010	NUM
cana-6114	158	8	,	,	PUNCT
cana-6114	158	9	pp	pp	ADJ
cana-6114	158	10	.	.	PUNCT
cana-6114	159	1	888–895	888–895	NUM
cana-6114	159	2	.	.	PUNCT
cana-6114	160	1	[	[	X
cana-6114	160	2	17	17	NUM
cana-6114	160	3	]	]	X
cana-6114	160	4	tan	tan	PROPN
cana-6114	160	5	,	,	PUNCT
cana-6114	160	6	h.	h.	PROPN
cana-6114	160	7	;	;	PUNCT
cana-6114	160	8	ye	ye	PROPN
cana-6114	160	9	,	,	PUNCT
cana-6114	160	10	t.	t.	PROPN
cana-6114	160	11	;	;	PUNCT
cana-6114	160	12	rehman	rehman	PROPN
cana-6114	160	13	,	,	PUNCT
cana-6114	160	14	s.	s.	PROPN
cana-6114	160	15	u.	u.	PROPN
cana-6114	160	16	;	;	PUNCT
cana-6114	160	17	rehman	rehman	PROPN
cana-6114	160	18	,	,	PUNCT
cana-6114	160	19	o.	o.	PROPN
cana-6114	160	20	u.	u.	PROPN
cana-6114	160	21	;	;	PUNCT
cana-6114	160	22	tu	tu	PROPN
cana-6114	160	23	,	,	PUNCT
cana-6114	160	24	s.	s.	PROPN
cana-6114	160	25	;	;	PUNCT
cana-6114	160	26	ahmad	ahmad	PROPN
cana-6114	160	27	,	,	PUNCT
cana-6114	160	28	j.	j.	PROPN
cana-6114	160	29	a	a	DET
cana-6114	160	30	novel	novel	ADJ
cana-6114	160	31	routing	route	VERB
cana-6114	160	32	optimization	optimization	NOUN
cana-6114	160	33	strategy	strategy	NOUN
cana-6114	160	34	based	base	VERB
cana-6114	160	35	on	on	ADP
cana-6114	160	36	reinforcement	reinforcement	NOUN
cana-6114	160	37	learning	learning	NOUN
cana-6114	160	38	in	in	ADP
cana-6114	160	39	perception	perception	NOUN
cana-6114	160	40	layer	layer	NOUN
cana-6114	160	41	networks	network	NOUN
cana-6114	160	42	.	.	PUNCT
cana-6114	161	1	computer	computer	NOUN
cana-6114	161	2	networks	network	NOUN
cana-6114	161	3	,	,	PUNCT
cana-6114	161	4	2023	2023	NUM
cana-6114	161	5	,	,	PUNCT
cana-6114	161	6	237	237	NUM
cana-6114	161	7	,	,	PUNCT
cana-6114	161	8	110105	110105	NUM
cana-6114	161	9	.	.	PUNCT
cana-6114	162	1	[	[	X
cana-6114	162	2	18	18	NUM
cana-6114	162	3	]	]	X
cana-6114	162	4	righetti	righetti	PROPN
cana-6114	162	5	,	,	PUNCT
cana-6114	162	6	f.	f.	PROPN
cana-6114	162	7	;	;	PUNCT
cana-6114	162	8	vallati	vallati	PROPN
cana-6114	162	9	,	,	PUNCT
cana-6114	162	10	c.	c.	PROPN
cana-6114	162	11	;	;	PUNCT
cana-6114	162	12	tiloca	tiloca	NOUN
cana-6114	162	13	,	,	PUNCT
cana-6114	162	14	m.	m.	NOUN
cana-6114	162	15	;	;	PUNCT
cana-6114	162	16	anastasi	anastasi	PROPN
cana-6114	162	17	,	,	PUNCT
cana-6114	162	18	g.	g.	PROPN
cana-6114	162	19	vulnerabilities	vulnerability	NOUN
cana-6114	162	20	of	of	ADP
cana-6114	162	21	the	the	DET
cana-6114	162	22	6p	6p	NUM
cana-6114	162	23	protocol	protocol	NOUN
cana-6114	162	24	for	for	ADP
cana-6114	162	25	the	the	DET
cana-6114	162	26	industrial	industrial	ADJ
cana-6114	162	27	internet	internet	NOUN
cana-6114	162	28	of	of	ADP
cana-6114	162	29	things	thing	NOUN
cana-6114	162	30	:	:	PUNCT
cana-6114	162	31	impact	impact	VERB
cana-6114	162	32	analysis	analysis	NOUN
cana-6114	162	33	and	and	CCONJ
cana-6114	162	34	mitigation	mitigation	NOUN
cana-6114	162	35	.	.	PUNCT
cana-6114	163	1	computer	computer	NOUN
cana-6114	163	2	communications	communication	NOUN
cana-6114	163	3	,	,	PUNCT
cana-6114	163	4	2022	2022	NUM
cana-6114	163	5	,	,	PUNCT
cana-6114	163	6	194	194	NUM
cana-6114	163	7	,	,	PUNCT
cana-6114	163	8	411–432	411–432	NUM
cana-6114	163	9	.	.	PUNCT
cana-6114	164	1	[	[	X
cana-6114	164	2	19	19	NUM
cana-6114	164	3	]	]	X
cana-6114	164	4	zhou	zhou	PROPN
cana-6114	164	5	,	,	PUNCT
cana-6114	164	6	m.	m.	NOUN
cana-6114	164	7	;	;	PUNCT
cana-6114	164	8	wang	wang	PROPN
cana-6114	164	9	,	,	PUNCT
cana-6114	164	10	l.	l.	PROPN
cana-6114	164	11	;	;	PUNCT
cana-6114	164	12	niu	niu	PROPN
cana-6114	164	13	,	,	PUNCT
cana-6114	164	14	z.	z.	PROPN
cana-6114	164	15	;	;	PUNCT
cana-6114	164	16	zhang	zhang	PROPN
cana-6114	164	17	,	,	PUNCT
cana-6114	164	18	q.	q.	PROPN
cana-6114	164	19	;	;	PUNCT
cana-6114	164	20	xu	xu	PROPN
cana-6114	164	21	,	,	PUNCT
cana-6114	164	22	y.	y.	PROPN
cana-6114	164	23	;	;	PUNCT
cana-6114	164	24	zheng	zheng	PROPN
cana-6114	164	25	,	,	PUNCT
cana-6114	164	26	n.	n.	PROPN
cana-6114	164	27	;	;	PUNCT
cana-6114	164	28	hua	hua	PROPN
cana-6114	164	29	,	,	PUNCT
cana-6114	164	30	g.	g.	PROPN
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cana-6114	164	32	relative	relative	ADJ
cana-6114	164	33	order	order	NOUN
cana-6114	164	34	attack	attack	NOUN
cana-6114	164	35	in	in	ADP
cana-6114	164	36	deep	deep	ADJ
cana-6114	164	37	ranking	ranking	NOUN
cana-6114	164	38	.	.	PUNCT
cana-6114	165	1	in	in	ADP
cana-6114	165	2	proc	proc	PROPN
cana-6114	165	3	.	.	PUNCT
cana-6114	166	1	ieee	ieee	NOUN
cana-6114	166	2	/	/	SYM
cana-6114	166	3	cvf	cvf	NOUN
cana-6114	166	4	int	int	NOUN
cana-6114	166	5	.	.	PUNCT
cana-6114	167	1	conf	conf	NOUN
cana-6114	167	2	.	.	PUNCT
cana-6114	168	1	computer	computer	NOUN
cana-6114	168	2	vision	vision	NOUN
cana-6114	168	3	(	(	PUNCT
cana-6114	168	4	iccv	iccv	PROPN
cana-6114	168	5	)	)	PUNCT
cana-6114	168	6	,	,	PUNCT
cana-6114	168	7	2021	2021	NUM
cana-6114	168	8	,	,	PUNCT
cana-6114	168	9	pp	pp	ADJ
cana-6114	168	10	.	.	PUNCT
cana-6114	168	11	16393–16402	16393–16402	NUM
cana-6114	168	12	.	.	PUNCT
cana-6114	169	1	[	[	X
cana-6114	169	2	20	20	NUM
cana-6114	169	3	]	]	X
cana-6114	169	4	varghese	varghese	PROPN
cana-6114	169	5	,	,	PUNCT
cana-6114	169	6	j.	j.	PROPN
cana-6114	169	7	e.	e.	PROPN
cana-6114	169	8	;	;	PUNCT
cana-6114	169	9	muniyal	muniyal	PROPN
cana-6114	169	10	,	,	PUNCT
cana-6114	169	11	b.	b.	PROPN
cana-6114	170	1	an	an	DET
cana-6114	170	2	efficient	efficient	ADJ
cana-6114	170	3	ids	id	NOUN
cana-6114	170	4	framework	framework	NOUN
cana-6114	170	5	for	for	ADP
cana-6114	170	6	ddos	ddos	NOUN
cana-6114	170	7	attacks	attack	NOUN
cana-6114	170	8	in	in	ADP
cana-6114	170	9	sdn	sdn	PROPN
cana-6114	170	10	environment	environment	NOUN
cana-6114	170	11	.	.	PUNCT
cana-6114	171	1	ieee	ieee	NOUN
cana-6114	171	2	access	access	NOUN
cana-6114	171	3	,	,	PUNCT
cana-6114	171	4	2021	2021	NUM
cana-6114	171	5	,	,	PUNCT
cana-6114	171	6	9	9	NUM
cana-6114	171	7	,	,	PUNCT
cana-6114	171	8	69680–69699	69680–69699	NUM
cana-6114	171	9	.	.	PUNCT
cana-6114	172	1	[	[	X
cana-6114	172	2	21	21	NUM
cana-6114	172	3	]	]	X
cana-6114	172	4	agarwal	agarwal	PROPN
cana-6114	172	5	,	,	PUNCT
cana-6114	172	6	a.	a.	NOUN
cana-6114	172	7	;	;	PUNCT
cana-6114	172	8	singh	singh	PROPN
cana-6114	172	9	,	,	PUNCT
cana-6114	172	10	r.	r.	PROPN
cana-6114	172	11	;	;	PUNCT
cana-6114	172	12	khari	khari	PROPN
cana-6114	172	13	,	,	PUNCT
cana-6114	172	14	m.	m.	NOUN
cana-6114	172	15	detection	detection	NOUN
cana-6114	172	16	of	of	ADP
cana-6114	172	17	ddos	ddos	NOUN
cana-6114	172	18	attack	attack	NOUN
cana-6114	172	19	using	use	VERB
cana-6114	172	20	ids	id	NOUN
cana-6114	172	21	mechanism	mechanism	NOUN
cana-6114	172	22	:	:	PUNCT
cana-6114	172	23	a	a	DET
cana-6114	172	24	review	review	NOUN
cana-6114	172	25	.	.	PUNCT
cana-6114	173	1	in	in	ADP
cana-6114	173	2	proc	proc	NOUN
cana-6114	173	3	.	.	PUNCT
cana-6114	174	1	1st	1st	ADJ
cana-6114	174	2	int	int	PROPN
cana-6114	174	3	.	.	PUNCT
cana-6114	175	1	conf	conf	NOUN
cana-6114	175	2	.	.	PUNCT
cana-6114	176	1	informatics	informatic	NOUN
cana-6114	176	2	(	(	PUNCT
cana-6114	176	3	ici	ici	PROPN
cana-6114	176	4	)	)	PUNCT
cana-6114	176	5	,	,	PUNCT
cana-6114	176	6	2022	2022	NUM
cana-6114	176	7	,	,	PUNCT
cana-6114	176	8	pp	pp	ADJ
cana-6114	176	9	.	.	PUNCT
cana-6114	177	1	36–46	36–46	NUM
cana-6114	177	2	.	.	PUNCT
cana-6114	178	1	[	[	X
cana-6114	178	2	22	22	NUM
cana-6114	178	3	]	]	X
cana-6114	178	4	ortega	ortega	PROPN
cana-6114	178	5	-	-	PUNCT
cana-6114	178	6	fernandez	fernandez	PROPN
cana-6114	178	7	,	,	PUNCT
cana-6114	178	8	i.	i.	NOUN
cana-6114	178	9	;	;	PUNCT
cana-6114	178	10	sestelo	sestelo	NOUN
cana-6114	178	11	,	,	PUNCT
cana-6114	178	12	m.	m.	NOUN
cana-6114	178	13	;	;	PUNCT
cana-6114	178	14	burguillo	burguillo	PROPN
cana-6114	178	15	,	,	PUNCT
cana-6114	178	16	j.	j.	PROPN
cana-6114	178	17	c.	c.	PROPN
cana-6114	178	18	;	;	PUNCT
cana-6114	178	19	piñón	piñón	NOUN
cana-6114	178	20	-	-	PUNCT
cana-6114	178	21	blanco	blanco	PROPN
cana-6114	178	22	,	,	PUNCT
cana-6114	178	23	c.	c.	PROPN
cana-6114	178	24	network	network	PROPN
cana-6114	178	25	intrusion	intrusion	PROPN
cana-6114	178	26	detection	detection	NOUN
cana-6114	178	27	system	system	NOUN
cana-6114	178	28	for	for	ADP
cana-6114	178	29	ddos	ddos	NOUN
cana-6114	178	30	attacks	attack	NOUN
cana-6114	178	31	in	in	ADP
cana-6114	178	32	ics	ics	NOUN
cana-6114	178	33	using	use	VERB
cana-6114	178	34	deep	deep	ADJ
cana-6114	178	35	autoencoders	autoencoder	NOUN
cana-6114	178	36	.	.	PUNCT
cana-6114	179	1	wireless	wireless	ADJ
cana-6114	179	2	networks	network	NOUN
cana-6114	179	3	,	,	PUNCT
cana-6114	179	4	2024	2024	NUM
cana-6114	179	5	,	,	PUNCT
cana-6114	179	6	30(6	30(6	NUM
cana-6114	179	7	)	)	PUNCT
cana-6114	179	8	,	,	PUNCT
cana-6114	179	9	5059–5075	5059–5075	NUM
cana-6114	179	10	.	.	PUNCT
cana-6114	180	1	[	[	X
cana-6114	180	2	23	23	NUM
cana-6114	180	3	]	]	X
cana-6114	180	4	al	al	PROPN
cana-6114	180	5	-	-	PUNCT
cana-6114	180	6	amiedy	amiedy	ADJ
cana-6114	180	7	,	,	PUNCT
cana-6114	180	8	t.	t.	NOUN
cana-6114	180	9	a.	a.	NOUN
cana-6114	180	10	;	;	PUNCT
cana-6114	180	11	anbar	anbar	NOUN
cana-6114	180	12	,	,	PUNCT
cana-6114	180	13	m.	m.	NOUN
cana-6114	180	14	;	;	PUNCT
cana-6114	180	15	belaton	belaton	PROPN
cana-6114	180	16	,	,	PUNCT
cana-6114	180	17	b.	b.	PROPN
cana-6114	180	18	;	;	PUNCT
cana-6114	180	19	bahashwan	bahashwan	NOUN
cana-6114	180	20	,	,	PUNCT
cana-6114	180	21	a.	a.	NOUN
cana-6114	180	22	a.	a.	NOUN
cana-6114	180	23	;	;	PUNCT
cana-6114	181	1	hasbullah	hasbullah	PROPN
cana-6114	181	2	,	,	PUNCT
cana-6114	181	3	i.	i.	PROPN
cana-6114	181	4	h.	h.	PROPN
cana-6114	181	5	;	;	PUNCT
cana-6114	181	6	aladaileh	aladaileh	NOUN
cana-6114	181	7	,	,	PUNCT
cana-6114	181	8	m.	m.	NOUN
cana-6114	181	9	a.	a.	PROPN
cana-6114	181	10	;	;	PUNCT
cana-6114	181	11	mukhaini	mukhaini	PROPN
cana-6114	181	12	,	,	PUNCT
cana-6114	181	13	g.	g.	PROPN
cana-6114	181	14	a.	a.	PROPN
cana-6114	182	1	a	a	DET
cana-6114	182	2	systematic	systematic	ADJ
cana-6114	182	3	literature	literature	NOUN
cana-6114	182	4	review	review	NOUN
cana-6114	182	5	on	on	ADP
cana-6114	182	6	attacks	attack	NOUN
cana-6114	182	7	defense	defense	NOUN
cana-6114	182	8	mechanisms	mechanism	NOUN
cana-6114	182	9	in	in	ADP
cana-6114	182	10	rpl	rpl	NOUN
cana-6114	182	11	-	-	PUNCT
cana-6114	182	12	based	base	VERB
cana-6114	182	13	6lowpan	6lowpan	NUM
cana-6114	182	14	of	of	ADP
cana-6114	182	15	internet	internet	NOUN
cana-6114	182	16	of	of	ADP
cana-6114	182	17	things	thing	NOUN
cana-6114	182	18	.	.	PUNCT
cana-6114	183	1	internet	internet	NOUN
cana-6114	183	2	of	of	ADP
cana-6114	183	3	things	thing	NOUN
cana-6114	183	4	,	,	PUNCT
cana-6114	183	5	2023	2023	NUM
cana-6114	183	6	,	,	PUNCT
cana-6114	183	7	22	22	NUM
cana-6114	183	8	,	,	PUNCT
cana-6114	183	9	100741	100741	NUM
cana-6114	183	10	.	.	PUNCT
cana-6114	184	1	[	[	X
cana-6114	184	2	24	24	NUM
cana-6114	184	3	]	]	X
cana-6114	184	4	al	al	PROPN
cana-6114	184	5	-	-	PUNCT
cana-6114	184	6	sarawi	sarawi	PROPN
cana-6114	184	7	,	,	PUNCT
cana-6114	184	8	s.	s.	PROPN
cana-6114	184	9	;	;	PUNCT
cana-6114	184	10	anbar	anbar	NOUN
cana-6114	184	11	,	,	PUNCT
cana-6114	184	12	m.	m.	NOUN
cana-6114	184	13	;	;	PUNCT
cana-6114	184	14	alabsi	alabsi	PROPN
cana-6114	184	15	,	,	PUNCT
cana-6114	184	16	b.	b.	PROPN
cana-6114	184	17	a.	a.	PROPN
cana-6114	184	18	;	;	PUNCT
cana-6114	184	19	aladaileh	aladaileh	NOUN
cana-6114	184	20	,	,	PUNCT
cana-6114	184	21	m.	m.	NOUN
cana-6114	184	22	a.	a.	PROPN
cana-6114	184	23	;	;	PUNCT
cana-6114	184	24	rihan	rihan	PROPN
cana-6114	184	25	,	,	PUNCT
cana-6114	184	26	s.	s.	PROPN
cana-6114	184	27	d.	d.	PROPN
cana-6114	184	28	a.	a.	PROPN
cana-6114	184	29	passive	passive	PROPN
cana-6114	184	30	rulebased	rulebase	VERB
cana-6114	184	31	approach	approach	NOUN
cana-6114	184	32	to	to	PART
cana-6114	184	33	detect	detect	VERB
cana-6114	184	34	sinkhole	sinkhole	NOUN
cana-6114	184	35	attack	attack	NOUN
cana-6114	184	36	in	in	ADP
cana-6114	184	37	rpl	rpl	NOUN
cana-6114	184	38	-	-	PUNCT
cana-6114	184	39	based	base	VERB
cana-6114	184	40	internet	internet	NOUN
cana-6114	184	41	of	of	ADP
cana-6114	184	42	things	thing	NOUN
cana-6114	184	43	networks	network	NOUN
cana-6114	184	44	.	.	PUNCT
cana-6114	185	1	ieee	ieee	NOUN
cana-6114	185	2	access	access	NOUN
cana-6114	185	3	,	,	PUNCT
cana-6114	185	4	2023	2023	NUM
cana-6114	185	5	,	,	PUNCT
cana-6114	185	6	11	11	NUM
cana-6114	185	7	,	,	PUNCT
cana-6114	185	8	94081–94093	94081–94093	NUM
cana-6114	185	9	.	.	PUNCT
cana-6114	186	1	[	[	X
cana-6114	186	2	25	25	NUM
cana-6114	186	3	]	]	X
cana-6114	186	4	koul	koul	PROPN
cana-6114	186	5	,	,	PUNCT
cana-6114	186	6	p.	p.	PROPN
cana-6114	186	7	;	;	PUNCT
cana-6114	186	8	kamath	kamath	PROPN
cana-6114	186	9	,	,	PUNCT
cana-6114	186	10	s.	s.	PROPN
cana-6114	186	11	a.	a.	PROPN
cana-6114	186	12	;	;	PUNCT
cana-6114	186	13	akshatha	akshatha	PROPN
cana-6114	186	14	,	,	PUNCT
cana-6114	186	15	s.	s.	PROPN
cana-6114	186	16	;	;	PUNCT
cana-6114	186	17	ganvkar	ganvkar	NOUN
cana-6114	186	18	,	,	PUNCT
cana-6114	186	19	n.	n.	PROPN
cana-6114	186	20	;	;	PUNCT
cana-6114	186	21	giri	giri	PROPN
cana-6114	186	22	,	,	PUNCT
cana-6114	186	23	a.	a.	NOUN
cana-6114	186	24	detection	detection	NOUN
cana-6114	186	25	of	of	ADP
cana-6114	186	26	hello	hello	NOUN
cana-6114	186	27	flooding	flooding	NOUN
cana-6114	186	28	attacks	attack	NOUN
cana-6114	186	29	on	on	ADP
cana-6114	186	30	rpl	rpl	NOUN
cana-6114	186	31	in	in	ADP
cana-6114	186	32	internet	internet	NOUN
cana-6114	186	33	of	of	ADP
cana-6114	186	34	things	thing	NOUN
cana-6114	186	35	networks	network	NOUN
cana-6114	186	36	using	use	VERB
cana-6114	186	37	different	different	ADJ
cana-6114	186	38	machine	machine	NOUN
cana-6114	186	39	learning	learn	VERB
cana-6114	186	40	algorithms	algorithm	NOUN
cana-6114	186	41	.	.	PUNCT
cana-6114	187	1	in	in	ADP
cana-6114	187	2	proc	proc	NOUN
cana-6114	187	3	.	.	PUNCT
cana-6114	188	1	3rd	3rd	ADJ
cana-6114	188	2	int	int	NOUN
cana-6114	188	3	.	.	PUNCT
cana-6114	189	1	conf	conf	NOUN
cana-6114	189	2	.	.	PUNCT
cana-6114	190	1	recent	recent	ADJ
cana-6114	190	2	trends	trend	NOUN
cana-6114	190	3	mach	mach	NOUN
cana-6114	190	4	.	.	PUNCT
cana-6114	191	1	learn	learn	PROPN
cana-6114	191	2	.	.	PROPN
cana-6114	191	3	,	,	PUNCT
cana-6114	191	4	iot	iot	ADJ
cana-6114	191	5	,	,	PUNCT
cana-6114	191	6	smart	smart	ADJ
cana-6114	191	7	cities	city	NOUN
cana-6114	191	8	appl	appl	PROPN
cana-6114	191	9	.	.	PROPN
cana-6114	191	10	,	,	PUNCT
cana-6114	191	11	springer	springer	NOUN
cana-6114	191	12	,	,	PUNCT
cana-6114	191	13	singapore	singapore	PROPN
cana-6114	191	14	,	,	PUNCT
cana-6114	191	15	2023	2023	NUM
cana-6114	191	16	,	,	PUNCT
cana-6114	191	17	pp	pp	ADJ
cana-6114	191	18	.	.	PUNCT
cana-6114	192	1	67–75	67–75	X
cana-6114	192	2	.	.	NUM
cana-6114	192	3	https://blog.cloudflare.com/ddos-threat-report-for-2025-q2/	https://blog.cloudflare.com/ddos-threat-report-for-2025-q2/	X
cana-6114	192	4	https://blog.cloudflare.com/ddos-threat-report-for-2025-q2/	https://blog.cloudflare.com/ddos-threat-report-for-2025-q2/	X
cana-6114	192	5	communications	communication	NOUN
cana-6114	192	6	on	on	ADP
cana-6114	192	7	applied	apply	VERB
cana-6114	192	8	nonlinear	nonlinear	ADJ
cana-6114	192	9	analysis	analysis	NOUN
cana-6114	192	10	issn	issn	NOUN
cana-6114	192	11	:	:	PUNCT
cana-6114	192	12	1074	1074	NUM
cana-6114	192	13	-	-	PUNCT
cana-6114	192	14	133x	133x	NUM
cana-6114	192	15	vol	vol	NOUN
cana-6114	192	16	32	32	NUM
cana-6114	192	17	no	no	NOUN
cana-6114	192	18	.	.	NOUN
cana-6114	192	19	3	3	NUM
cana-6114	192	20	(	(	PUNCT
cana-6114	192	21	2025	2025	NUM
cana-6114	192	22	)	)	PUNCT
cana-6114	192	23	1113	1113	NUM
cana-6114	192	24	https://internationalpubls.com	https://internationalpubls.com	X
cana-6114	193	1	[	[	X
cana-6114	193	2	26	26	NUM
cana-6114	193	3	]	]	PUNCT
cana-6114	193	4	sharma	sharma	PROPN
cana-6114	193	5	,	,	PUNCT
cana-6114	193	6	h.	h.	PROPN
cana-6114	193	7	s.	s.	PROPN
cana-6114	193	8	;	;	PUNCT
cana-6114	193	9	sarkar	sarkar	PROPN
cana-6114	193	10	,	,	PUNCT
cana-6114	193	11	a.	a.	PROPN
cana-6114	193	12	;	;	PUNCT
cana-6114	193	13	singh	singh	PROPN
cana-6114	193	14	,	,	PUNCT
cana-6114	193	15	m.	m.	NOUN
cana-6114	193	16	m.	m.	NOUN
cana-6114	193	17	an	an	DET
cana-6114	193	18	efficient	efficient	ADJ
cana-6114	193	19	deep	deep	ADJ
cana-6114	193	20	learning	learning	NOUN
cana-6114	193	21	-	-	PUNCT
cana-6114	193	22	based	base	VERB
cana-6114	193	23	solution	solution	NOUN
cana-6114	193	24	for	for	ADP
cana-6114	193	25	network	network	NOUN
cana-6114	193	26	intrusion	intrusion	NOUN
cana-6114	193	27	detection	detection	NOUN
cana-6114	193	28	in	in	ADP
cana-6114	193	29	wireless	wireless	ADJ
cana-6114	193	30	sensor	sensor	NOUN
cana-6114	193	31	network	network	NOUN
cana-6114	193	32	.	.	PUNCT
cana-6114	194	1	international	international	ADJ
cana-6114	194	2	journal	journal	PROPN
cana-6114	194	3	of	of	ADP
cana-6114	194	4	system	system	NOUN
cana-6114	194	5	assurance	assurance	NOUN
cana-6114	194	6	engineering	engineering	NOUN
cana-6114	194	7	and	and	CCONJ
cana-6114	194	8	management	management	NOUN
cana-6114	194	9	,	,	PUNCT
cana-6114	194	10	2023	2023	NUM
cana-6114	194	11	,	,	PUNCT
cana-6114	194	12	14(6	14(6	NOUN
cana-6114	194	13	)	)	PUNCT
cana-6114	194	14	,	,	PUNCT
cana-6114	194	15	2423–2446	2423–2446	NUM
cana-6114	194	16	.	.	PUNCT
cana-6114	195	1	[	[	X
cana-6114	195	2	27	27	NUM
cana-6114	195	3	]	]	X
cana-6114	195	4	alsulami	alsulami	NOUN
cana-6114	195	5	,	,	PUNCT
cana-6114	195	6	a.	a.	NOUN
cana-6114	195	7	a.	a.	PROPN
cana-6114	195	8	;	;	PUNCT
cana-6114	195	9	al	al	PROPN
cana-6114	195	10	-	-	PUNCT
cana-6114	195	11	haija	haija	PROPN
cana-6114	195	12	,	,	PUNCT
cana-6114	195	13	q.	q.	PROPN
cana-6114	195	14	a.	a.	PROPN
cana-6114	195	15	;	;	PUNCT
cana-6114	195	16	tayeb	tayeb	PROPN
cana-6114	195	17	,	,	PUNCT
cana-6114	195	18	a.	a.	NOUN
cana-6114	195	19	;	;	PUNCT
cana-6114	195	20	alqahtani	alqahtani	ADJ
cana-6114	195	21	,	,	PUNCT
cana-6114	195	22	a.	a.	NOUN
cana-6114	195	23	an	an	DET
cana-6114	195	24	intrusion	intrusion	NOUN
cana-6114	195	25	detection	detection	NOUN
cana-6114	195	26	and	and	CCONJ
cana-6114	195	27	classification	classification	NOUN
cana-6114	195	28	system	system	NOUN
cana-6114	195	29	for	for	ADP
cana-6114	195	30	iot	iot	ADJ
cana-6114	195	31	traffic	traffic	NOUN
cana-6114	195	32	with	with	ADP
cana-6114	195	33	improved	improved	ADJ
cana-6114	195	34	data	datum	NOUN
cana-6114	195	35	engineering	engineering	NOUN
cana-6114	195	36	.	.	PUNCT
cana-6114	196	1	applied	apply	VERB
cana-6114	196	2	sciences	science	NOUN
cana-6114	196	3	,	,	PUNCT
cana-6114	196	4	2022	2022	NUM
cana-6114	196	5	,	,	PUNCT
cana-6114	196	6	12(23	12(23	NOUN
cana-6114	196	7	)	)	PUNCT
cana-6114	196	8	,	,	PUNCT
cana-6114	196	9	12336	12336	NUM
cana-6114	196	10	.	.	PUNCT
cana-6114	197	1	[	[	X
cana-6114	197	2	28	28	NUM
cana-6114	197	3	]	]	X
cana-6114	197	4	al	al	PROPN
cana-6114	197	5	-	-	PUNCT
cana-6114	197	6	haija	haija	PROPN
cana-6114	197	7	,	,	PUNCT
cana-6114	197	8	q.	q.	PROPN
cana-6114	197	9	a.	a.	PROPN
cana-6114	197	10	;	;	PUNCT
cana-6114	197	11	mccurry	mccurry	PROPN
cana-6114	197	12	,	,	PUNCT
cana-6114	197	13	c.	c.	PROPN
cana-6114	197	14	d.	d.	PROPN
cana-6114	197	15	;	;	PUNCT
cana-6114	197	16	zein	zein	PROPN
cana-6114	197	17	-	-	PUNCT
cana-6114	197	18	sabatto	sabatto	PROPN
cana-6114	197	19	,	,	PUNCT
cana-6114	197	20	s.	s.	PROPN
cana-6114	197	21	intelligent	intelligent	ADJ
cana-6114	197	22	self	self	NOUN
cana-6114	197	23	-	-	PUNCT
cana-6114	197	24	reliant	reliant	ADJ
cana-6114	197	25	cyber	cyber	NOUN
cana-6114	197	26	-	-	PUNCT
cana-6114	197	27	attacks	attack	NOUN
cana-6114	197	28	detection	detection	NOUN
cana-6114	197	29	and	and	CCONJ
cana-6114	197	30	classification	classification	NOUN
cana-6114	197	31	system	system	NOUN
cana-6114	197	32	for	for	ADP
cana-6114	197	33	iot	iot	ADJ
cana-6114	197	34	communication	communication	NOUN
cana-6114	197	35	using	use	VERB
cana-6114	197	36	deep	deep	ADJ
cana-6114	197	37	convolutional	convolutional	ADJ
cana-6114	197	38	neural	neural	ADJ
cana-6114	197	39	network	network	NOUN
cana-6114	197	40	.	.	PUNCT
cana-6114	198	1	in	in	ADP
cana-6114	198	2	proc	proc	NOUN
cana-6114	198	3	.	.	PUNCT
cana-6114	199	1	12th	12th	ADJ
cana-6114	199	2	int	int	NOUN
cana-6114	199	3	.	.	PUNCT
cana-6114	200	1	networking	network	VERB
cana-6114	200	2	conf	conf	NOUN
cana-6114	200	3	.	.	PROPN
cana-6114	200	4	,	,	PUNCT
cana-6114	200	5	springer	springer	NOUN
cana-6114	200	6	,	,	PUNCT
cana-6114	200	7	cham	cham	NOUN
cana-6114	200	8	,	,	PUNCT
cana-6114	200	9	2021	2021	NUM
cana-6114	200	10	,	,	PUNCT
cana-6114	200	11	pp	pp	ADV
cana-6114	200	12	.	.	PUNCT
cana-6114	201	1	100	100	NUM
cana-6114	201	2	–	–	PUNCT
cana-6114	201	3	116	116	NUM
cana-6114	201	4	.	.	PUNCT
cana-6114	202	1	[	[	X
cana-6114	202	2	29	29	NUM
cana-6114	202	3	]	]	X
cana-6114	202	4	al	al	PROPN
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cana-6114	202	10	cost	cost	NOUN
cana-6114	202	11	-	-	PUNCT
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cana-6114	202	13	detection	detection	NOUN
cana-6114	202	14	system	system	NOUN
cana-6114	202	15	of	of	ADP
cana-6114	202	16	cross	cross	ADJ
cana-6114	202	17	-	-	ADJ
cana-6114	202	18	site	site	ADJ
cana-6114	202	19	scripting	scripting	NOUN
cana-6114	202	20	attacks	attack	NOUN
cana-6114	202	21	using	use	VERB
cana-6114	202	22	hybrid	hybrid	ADJ
cana-6114	202	23	learning	learning	NOUN
cana-6114	202	24	approach	approach	NOUN
cana-6114	202	25	.	.	PUNCT
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cana-6114	203	2	in	in	ADP
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cana-6114	203	6	,	,	PUNCT
cana-6114	203	7	19	19	NUM
cana-6114	203	8	,	,	PUNCT
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cana-6114	204	1	[	[	X
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cana-6114	204	18	a	a	DET
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cana-6114	204	23	scheme	scheme	NOUN
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cana-6114	204	28	over	over	ADP
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cana-6114	204	30	traffic	traffic	NOUN
cana-6114	204	31	using	use	VERB
cana-6114	204	32	a	a	DET
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cana-6114	204	35	approach	approach	NOUN
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cana-6114	205	2	,	,	PUNCT
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cana-6114	205	6	)	)	PUNCT
cana-6114	205	7	,	,	PUNCT
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cana-6114	206	1	[	[	X
cana-6114	206	2	31	31	NUM
cana-6114	206	3	]	]	PUNCT
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cana-6114	206	5	,	,	PUNCT
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cana-6114	206	14	,	,	PUNCT
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cana-6114	206	16	;	;	PUNCT
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cana-6114	206	18	,	,	PUNCT
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cana-6114	206	21	-	-	PUNCT
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cana-6114	206	28	.	.	PUNCT
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cana-6114	207	2	proc	proc	PROPN
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cana-6114	208	2	.	.	PUNCT
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cana-6114	209	2	.	.	PUNCT
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cana-6114	210	2	-	-	PUNCT
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cana-6114	210	4	interaction	interaction	NOUN
cana-6114	210	5	,	,	PUNCT
cana-6114	210	6	optimization	optimization	NOUN
cana-6114	210	7	and	and	CCONJ
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cana-6114	210	9	applications	application	NOUN
cana-6114	210	10	(	(	PUNCT
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cana-6114	210	12	)	)	PUNCT
cana-6114	210	13	,	,	PUNCT
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cana-6114	211	1	1–10	1–10	NOUN
cana-6114	211	2	.	.	PUNCT
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cana-6114	212	2	32	32	NUM
cana-6114	212	3	]	]	PUNCT
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cana-6114	212	5	,	,	PUNCT
cana-6114	212	6	h.	h.	PROPN
cana-6114	212	7	c.	c.	PROPN
cana-6114	212	8	;	;	PUNCT
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cana-6114	212	10	,	,	PUNCT
cana-6114	212	11	z.	z.	PROPN
cana-6114	212	12	;	;	PUNCT
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cana-6114	212	14	,	,	PUNCT
cana-6114	212	15	a.	a.	NOUN
cana-6114	212	16	n.	n.	NOUN
cana-6114	212	17	;	;	PUNCT
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cana-6114	212	19	,	,	PUNCT
cana-6114	212	20	m.	m.	NOUN
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cana-6114	212	23	anomaly	anomaly	NOUN
cana-6114	212	24	detection	detection	NOUN
cana-6114	212	25	approaches	approach	NOUN
cana-6114	212	26	performed	perform	VERB
cana-6114	212	27	through	through	ADP
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cana-6114	212	29	learning	learning	NOUN
cana-6114	212	30	methods	method	NOUN
cana-6114	212	31	in	in	ADP
cana-6114	212	32	scada	scada	PROPN
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cana-6114	212	34	.	.	PUNCT
cana-6114	213	1	in	in	ADP
cana-6114	213	2	proc	proc	NOUN
cana-6114	213	3	.	.	PUNCT
cana-6114	214	1	3rd	3rd	ADJ
cana-6114	214	2	int	int	NOUN
cana-6114	214	3	.	.	PUNCT
cana-6114	215	1	congr	congr	NOUN
cana-6114	215	2	.	.	PUNCT
cana-6114	216	1	human	human	ADJ
cana-6114	216	2	-	-	PUNCT
cana-6114	216	3	computer	computer	NOUN
cana-6114	216	4	interaction	interaction	NOUN
cana-6114	216	5	,	,	PUNCT
cana-6114	216	6	optimization	optimization	NOUN
cana-6114	216	7	and	and	CCONJ
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cana-6114	216	9	applications	application	NOUN
cana-6114	216	10	(	(	PUNCT
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cana-6114	216	12	)	)	PUNCT
cana-6114	216	13	,	,	PUNCT
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cana-6114	216	15	,	,	PUNCT
cana-6114	216	16	pp	pp	ADV
cana-6114	216	17	.	.	PUNCT
cana-6114	217	1	1–6	1–6	X
cana-6114	217	2	.	.	PUNCT
cana-6114	218	1	[	[	X
cana-6114	218	2	33	33	NUM
cana-6114	218	3	]	]	PUNCT
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cana-6114	218	5	,	,	PUNCT
cana-6114	218	6	e.	e.	PROPN
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cana-6114	218	9	,	,	PUNCT
cana-6114	218	10	o.	o.	NOUN
cana-6114	218	11	a.	a.	PROPN
cana-6114	218	12	;	;	PUNCT
cana-6114	218	13	özalp	özalp	NOUN
cana-6114	218	14	,	,	PUNCT
cana-6114	218	15	a.	a.	NOUN
cana-6114	218	16	n.	n.	NOUN
cana-6114	218	17	adaptive	adaptive	ADJ
cana-6114	218	18	hybrid	hybrid	ADJ
cana-6114	218	19	application	application	NOUN
cana-6114	218	20	protocol	protocol	NOUN
cana-6114	218	21	for	for	ADP
cana-6114	218	22	iot	iot	PROPN
cana-6114	218	23	.	.	PUNCT
cana-6114	219	1	acta	acta	PROPN
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cana-6114	219	3	hungarica	hungarica	PROPN
cana-6114	219	4	,	,	PUNCT
cana-6114	219	5	2024	2024	NUM
cana-6114	219	6	,	,	PUNCT
cana-6114	219	7	21(2	21(2	NUM
cana-6114	219	8	)	)	PUNCT
cana-6114	219	9	,	,	PUNCT
cana-6114	219	10	271–290	271–290	NUM
cana-6114	219	11	.	.	PUNCT