id	sid	tid	token	lemma	pos
cana-5241	1	1	communications	communication	NOUN
cana-5241	1	2	on	on	ADP
cana-5241	1	3	applied	apply	VERB
cana-5241	1	4	nonlinear	nonlinear	ADJ
cana-5241	1	5	analysis	analysis	NOUN
cana-5241	1	6	issn	issn	NOUN
cana-5241	1	7	:	:	PUNCT
cana-5241	1	8	1074	1074	NUM
cana-5241	1	9	-	-	PUNCT
cana-5241	1	10	133x	133x	NUM
cana-5241	1	11	vol	vol	VERB
cana-5241	1	12	32	32	NUM
cana-5241	1	13	no	no	NOUN
cana-5241	1	14	.	.	PUNCT
cana-5241	2	1	10s	10	NOUN
cana-5241	2	2	(	(	PUNCT
cana-5241	2	3	2025	2025	NUM
cana-5241	2	4	)	)	PUNCT
cana-5241	2	5	1401	1401	NUM
cana-5241	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	2	7	"	"	PUNCT
cana-5241	2	8	modelling	modelling	NOUN
cana-5241	2	9	and	and	CCONJ
cana-5241	2	10	optimization	optimization	NOUN
cana-5241	2	11	of	of	ADP
cana-5241	2	12	fis	fis	PROPN
cana-5241	2	13	-	-	PUNCT
cana-5241	2	14	based	base	VERB
cana-5241	2	15	machine	machine	NOUN
cana-5241	2	16	learning	learn	VERB
cana-5241	2	17	framework	framework	NOUN
cana-5241	2	18	for	for	ADP
cana-5241	2	19	nonlinear	nonlinear	ADJ
cana-5241	2	20	detection	detection	NOUN
cana-5241	2	21	and	and	CCONJ
cana-5241	2	22	mitigation	mitigation	NOUN
cana-5241	2	23	of	of	ADP
cana-5241	2	24	application	application	NOUN
cana-5241	2	25	layer	layer	NOUN
cana-5241	2	26	ddos	ddos	NOUN
cana-5241	2	27	attacks	attack	NOUN
cana-5241	2	28	with	with	ADP
cana-5241	2	29	qos	qos	PROPN
cana-5241	2	30	enhancement	enhancement	NOUN
cana-5241	2	31	"	"	PUNCT
cana-5241	2	32	1	1	NUM
cana-5241	2	33	prof	prof	NOUN
cana-5241	2	34	.	.	PUNCT
cana-5241	3	1	kiran	kiran	PROPN
cana-5241	3	2	m.	m.	PROPN
cana-5241	3	3	salunke	salunke	PROPN
cana-5241	3	4	*	*	PROPN
cana-5241	3	5	*	*	NOUN
cana-5241	3	6	,	,	PUNCT
cana-5241	3	7	2	2	NUM
cana-5241	3	8	dr	dr	PROPN
cana-5241	3	9	.	.	PROPN
cana-5241	3	10	suresh	suresh	PROPN
cana-5241	3	11	kurumbanshi	kurumbanshi	PROPN
cana-5241	3	12	1,2department	1,2department	NUM
cana-5241	3	13	of	of	ADP
cana-5241	3	14	computer	computer	NOUN
cana-5241	3	15	engineering	engineering	NOUN
cana-5241	3	16	,	,	PUNCT
cana-5241	3	17	mpstme	mpstme	PROPN
cana-5241	3	18	,	,	PUNCT
cana-5241	3	19	shirpur	shirpur	PROPN
cana-5241	3	20	campus	campus	PROPN
cana-5241	3	21	,	,	PUNCT
cana-5241	3	22	india	india	PROPN
cana-5241	3	23	1email	1email	PROPN
cana-5241	3	24	address	address	NOUN
cana-5241	3	25	:	:	PUNCT
cana-5241	3	26	kiran.salunke@nmims.edu	kiran.salunke@nmims.edu	PROPN
cana-5241	3	27	2email	2email	NUM
cana-5241	3	28	address	address	NOUN
cana-5241	3	29	:	:	PUNCT
cana-5241	3	30	suresh.kurumbanshi@nmims.edu	suresh.kurumbanshi@nmims.edu	PROPN
cana-5241	3	31	article	article	NOUN
cana-5241	3	32	history	history	NOUN
cana-5241	3	33	:	:	PUNCT
cana-5241	3	34	received	receive	VERB
cana-5241	3	35	:	:	PUNCT
cana-5241	3	36	12	12	NUM
cana-5241	3	37	-	-	SYM
cana-5241	3	38	01	01	NUM
cana-5241	3	39	-	-	PUNCT
cana-5241	3	40	2025	2025	NUM
cana-5241	3	41	revised	revise	VERB
cana-5241	3	42	:	:	PUNCT
cana-5241	3	43	15	15	NUM
cana-5241	3	44	-	-	NUM
cana-5241	3	45	02	02	NUM
cana-5241	3	46	-	-	PUNCT
cana-5241	3	47	2025	2025	NUM
cana-5241	3	48	accepted	accept	VERB
cana-5241	3	49	:	:	PUNCT
cana-5241	3	50	01	01	NUM
cana-5241	3	51	-	-	SYM
cana-5241	3	52	03	03	NUM
cana-5241	3	53	-	-	PUNCT
cana-5241	3	54	2025	2025	NUM
cana-5241	3	55	abstract	abstract	NOUN
cana-5241	3	56	:	:	PUNCT
cana-5241	3	57	network	network	NOUN
cana-5241	3	58	availability	availability	NOUN
cana-5241	3	59	is	be	AUX
cana-5241	3	60	essential	essential	ADJ
cana-5241	3	61	for	for	ADP
cana-5241	3	62	online	online	ADJ
cana-5241	3	63	service	service	NOUN
cana-5241	3	64	providers	provider	NOUN
cana-5241	3	65	,	,	PUNCT
cana-5241	3	66	especially	especially	ADV
cana-5241	3	67	against	against	ADP
cana-5241	3	68	application	application	NOUN
cana-5241	3	69	-	-	PUNCT
cana-5241	3	70	layer	layer	NOUN
cana-5241	3	71	ddos	ddo	NOUN
cana-5241	3	72	attacks	attack	NOUN
cana-5241	3	73	that	that	PRON
cana-5241	3	74	target	target	VERB
cana-5241	3	75	service	service	NOUN
cana-5241	3	76	uptime	uptime	NOUN
cana-5241	3	77	.	.	PUNCT
cana-5241	4	1	this	this	DET
cana-5241	4	2	paper	paper	NOUN
cana-5241	4	3	presents	present	VERB
cana-5241	4	4	an	an	DET
cana-5241	4	5	intelligent	intelligent	ADJ
cana-5241	4	6	approach	approach	NOUN
cana-5241	4	7	to	to	PART
cana-5241	4	8	detect	detect	VERB
cana-5241	4	9	these	these	DET
cana-5241	4	10	attacks	attack	NOUN
cana-5241	4	11	without	without	ADP
cana-5241	4	12	degrading	degrade	VERB
cana-5241	4	13	service	service	NOUN
cana-5241	4	14	quality	quality	NOUN
cana-5241	4	15	.	.	PUNCT
cana-5241	5	1	using	use	VERB
cana-5241	5	2	a	a	DET
cana-5241	5	3	feature	feature	NOUN
cana-5241	5	4	importance	importance	NOUN
cana-5241	5	5	score	score	NOUN
cana-5241	5	6	(	(	PUNCT
cana-5241	5	7	fis	fis	PROPN
cana-5241	5	8	)	)	PUNCT
cana-5241	5	9	based	base	VERB
cana-5241	5	10	method	method	NOUN
cana-5241	5	11	which	which	PRON
cana-5241	5	12	consists	consist	VERB
cana-5241	5	13	of	of	ADP
cana-5241	5	14	extensive	extensive	ADJ
cana-5241	5	15	preprocessing	preprocessing	NOUN
cana-5241	5	16	and	and	CCONJ
cana-5241	5	17	an	an	DET
cana-5241	5	18	extra	extra	ADJ
cana-5241	5	19	tree	tree	NOUN
cana-5241	5	20	classifier	classifier	NOUN
cana-5241	5	21	for	for	ADP
cana-5241	5	22	feature	feature	NOUN
cana-5241	5	23	selection	selection	NOUN
cana-5241	5	24	,	,	PUNCT
cana-5241	5	25	followed	follow	VERB
cana-5241	5	26	by	by	ADP
cana-5241	5	27	a	a	DET
cana-5241	5	28	random	random	ADJ
cana-5241	5	29	forest	forest	NOUN
cana-5241	5	30	model	model	NOUN
cana-5241	5	31	,	,	PUNCT
cana-5241	5	32	the	the	DET
cana-5241	5	33	system	system	NOUN
cana-5241	5	34	effectively	effectively	ADV
cana-5241	5	35	classifies	classify	VERB
cana-5241	5	36	traffic	traffic	NOUN
cana-5241	5	37	as	as	ADP
cana-5241	5	38	benign	benign	ADJ
cana-5241	5	39	or	or	CCONJ
cana-5241	5	40	malicious	malicious	ADJ
cana-5241	5	41	.	.	PUNCT
cana-5241	6	1	it	it	PRON
cana-5241	6	2	combines	combine	VERB
cana-5241	6	3	adaptive	adaptive	ADJ
cana-5241	6	4	traffic	traffic	NOUN
cana-5241	6	5	shaping	shaping	NOUN
cana-5241	6	6	,	,	PUNCT
cana-5241	6	7	intelligent	intelligent	ADJ
cana-5241	6	8	filtering	filtering	NOUN
cana-5241	6	9	,	,	PUNCT
cana-5241	6	10	and	and	CCONJ
cana-5241	6	11	load	load	NOUN
cana-5241	6	12	balancing	balance	VERB
cana-5241	6	13	to	to	PART
cana-5241	6	14	mitigate	mitigate	VERB
cana-5241	6	15	threats	threat	NOUN
cana-5241	6	16	in	in	ADP
cana-5241	6	17	real	real	ADJ
cana-5241	6	18	-	-	PUNCT
cana-5241	6	19	time	time	NOUN
cana-5241	6	20	.	.	PUNCT
cana-5241	7	1	the	the	DET
cana-5241	7	2	optimized	optimize	VERB
cana-5241	7	3	model	model	NOUN
cana-5241	7	4	achieves	achieve	VERB
cana-5241	7	5	99.89	99.89	NUM
cana-5241	7	6	%	%	NOUN
cana-5241	7	7	detection	detection	NOUN
cana-5241	7	8	accuracy	accuracy	NOUN
cana-5241	7	9	,	,	PUNCT
cana-5241	7	10	improving	improve	VERB
cana-5241	7	11	qos	qos	NOUN
cana-5241	7	12	metrics	metric	NOUN
cana-5241	7	13	such	such	ADJ
cana-5241	7	14	as	as	ADP
cana-5241	7	15	pdr	pdr	PROPN
cana-5241	7	16	,	,	PUNCT
cana-5241	7	17	throughput	throughput	NOUN
cana-5241	7	18	,	,	PUNCT
cana-5241	7	19	jitter	jitter	NOUN
cana-5241	7	20	,	,	PUNCT
cana-5241	7	21	latency	latency	NOUN
cana-5241	7	22	,	,	PUNCT
cana-5241	7	23	and	and	CCONJ
cana-5241	7	24	memory	memory	NOUN
cana-5241	7	25	usage	usage	NOUN
cana-5241	7	26	,	,	PUNCT
cana-5241	7	27	thereby	thereby	ADV
cana-5241	7	28	enhancing	enhance	VERB
cana-5241	7	29	network	network	NOUN
cana-5241	7	30	performance	performance	NOUN
cana-5241	7	31	by	by	ADP
cana-5241	7	32	40	40	NUM
cana-5241	7	33	%	%	NOUN
cana-5241	7	34	.	.	PUNCT
cana-5241	8	1	this	this	DET
cana-5241	8	2	adaptive	adaptive	ADJ
cana-5241	8	3	,	,	PUNCT
cana-5241	8	4	unified	unified	ADJ
cana-5241	8	5	approach	approach	NOUN
cana-5241	8	6	balances	balance	VERB
cana-5241	8	7	security	security	NOUN
cana-5241	8	8	with	with	ADP
cana-5241	8	9	qos	qos	PROPN
cana-5241	8	10	,	,	PUNCT
cana-5241	8	11	providing	provide	VERB
cana-5241	8	12	robust	robust	ADJ
cana-5241	8	13	protection	protection	NOUN
cana-5241	8	14	against	against	ADP
cana-5241	8	15	application	application	NOUN
cana-5241	8	16	-	-	PUNCT
cana-5241	8	17	layer	layer	NOUN
cana-5241	8	18	ddos	ddo	NOUN
cana-5241	8	19	.	.	PUNCT
cana-5241	9	1	keywords	keyword	NOUN
cana-5241	9	2	:	:	PUNCT
cana-5241	9	3	network	network	NOUN
cana-5241	9	4	security	security	NOUN
cana-5241	9	5	,	,	PUNCT
cana-5241	9	6	machine	machine	NOUN
cana-5241	9	7	learning	learning	NOUN
cana-5241	9	8	,	,	PUNCT
cana-5241	9	9	application	application	NOUN
cana-5241	9	10	layer	layer	NOUN
cana-5241	9	11	ddos	ddo	NOUN
cana-5241	9	12	attack	attack	NOUN
cana-5241	9	13	,	,	PUNCT
cana-5241	9	14	mitigation	mitigation	NOUN
cana-5241	9	15	,	,	PUNCT
cana-5241	9	16	neural	neural	ADJ
cana-5241	9	17	network	network	NOUN
cana-5241	9	18	1	1	NUM
cana-5241	9	19	.	.	PUNCT
cana-5241	9	20	introduction	introduction	NOUN
cana-5241	9	21	as	as	SCONJ
cana-5241	9	22	networks	network	NOUN
cana-5241	9	23	face	face	VERB
cana-5241	9	24	increasingly	increasingly	ADV
cana-5241	9	25	complex	complex	ADJ
cana-5241	9	26	attacks	attack	NOUN
cana-5241	9	27	,	,	PUNCT
cana-5241	9	28	developing	develop	VERB
cana-5241	9	29	robust	robust	ADJ
cana-5241	9	30	methods	method	NOUN
cana-5241	9	31	to	to	PART
cana-5241	9	32	identify	identify	VERB
cana-5241	9	33	and	and	CCONJ
cana-5241	9	34	manage	manage	VERB
cana-5241	9	35	these	these	DET
cana-5241	9	36	threats	threat	NOUN
cana-5241	9	37	is	be	AUX
cana-5241	9	38	crucial	crucial	ADJ
cana-5241	9	39	.	.	PUNCT
cana-5241	10	1	this	this	DET
cana-5241	10	2	study	study	NOUN
cana-5241	10	3	leverages	leverage	VERB
cana-5241	10	4	machine	machine	NOUN
cana-5241	10	5	learning	learn	VERB
cana-5241	10	6	to	to	PART
cana-5241	10	7	enhance	enhance	VERB
cana-5241	10	8	network	network	NOUN
cana-5241	10	9	security	security	NOUN
cana-5241	10	10	by	by	ADP
cana-5241	10	11	accurately	accurately	ADV
cana-5241	10	12	classifying	classify	VERB
cana-5241	10	13	and	and	CCONJ
cana-5241	10	14	mitigating	mitigate	VERB
cana-5241	10	15	application	application	NOUN
cana-5241	10	16	-	-	PUNCT
cana-5241	10	17	layer	layer	NOUN
cana-5241	10	18	ddos	ddo	NOUN
cana-5241	10	19	attacks	attack	NOUN
cana-5241	10	20	,	,	PUNCT
cana-5241	10	21	which	which	PRON
cana-5241	10	22	often	often	ADV
cana-5241	10	23	bypass	bypass	VERB
cana-5241	10	24	conventional	conventional	ADJ
cana-5241	10	25	defences	defence	NOUN
cana-5241	10	26	by	by	ADP
cana-5241	10	27	mimicking	mimic	VERB
cana-5241	10	28	legitimate	legitimate	ADJ
cana-5241	10	29	user	user	NOUN
cana-5241	10	30	behaviours	behaviour	NOUN
cana-5241	10	31	.	.	PUNCT
cana-5241	11	1	the	the	DET
cana-5241	11	2	rising	rise	VERB
cana-5241	11	3	reliance	reliance	NOUN
cana-5241	11	4	on	on	ADP
cana-5241	11	5	web	web	NOUN
cana-5241	11	6	-	-	PUNCT
cana-5241	11	7	based	base	VERB
cana-5241	11	8	services	service	NOUN
cana-5241	11	9	has	have	AUX
cana-5241	11	10	heightened	heighten	VERB
cana-5241	11	11	the	the	DET
cana-5241	11	12	need	need	NOUN
cana-5241	11	13	for	for	ADP
cana-5241	11	14	advanced	advanced	ADJ
cana-5241	11	15	detection	detection	NOUN
cana-5241	11	16	mechanisms	mechanism	NOUN
cana-5241	11	17	to	to	PART
cana-5241	11	18	protect	protect	VERB
cana-5241	11	19	systems	system	NOUN
cana-5241	11	20	from	from	ADP
cana-5241	11	21	degradation	degradation	NOUN
cana-5241	11	22	or	or	CCONJ
cana-5241	11	23	downtime	downtime	NOUN
cana-5241	11	24	.	.	PUNCT
cana-5241	12	1	application	application	NOUN
cana-5241	12	2	-	-	PUNCT
cana-5241	12	3	layer	layer	NOUN
cana-5241	12	4	attacks	attack	NOUN
cana-5241	12	5	severely	severely	ADV
cana-5241	12	6	impact	impact	VERB
cana-5241	12	7	quality	quality	NOUN
cana-5241	12	8	of	of	ADP
cana-5241	12	9	service	service	NOUN
cana-5241	12	10	(	(	PUNCT
cana-5241	12	11	qos	qos	NOUN
cana-5241	12	12	)	)	PUNCT
cana-5241	12	13	metrics	metric	NOUN
cana-5241	12	14	such	such	ADJ
cana-5241	12	15	as	as	ADP
cana-5241	12	16	packet	packet	NOUN
cana-5241	12	17	delivery	delivery	NOUN
cana-5241	12	18	ratio	ratio	NOUN
cana-5241	12	19	(	(	PUNCT
cana-5241	12	20	pdr	pdr	PROPN
cana-5241	12	21	)	)	PUNCT
cana-5241	12	22	,	,	PUNCT
cana-5241	12	23	throughput	throughput	NOUN
cana-5241	12	24	,	,	PUNCT
cana-5241	12	25	jitter	jitter	NOUN
cana-5241	12	26	,	,	PUNCT
cana-5241	12	27	latency	latency	NOUN
cana-5241	12	28	,	,	PUNCT
cana-5241	12	29	and	and	CCONJ
cana-5241	12	30	memory	memory	NOUN
cana-5241	12	31	usage	usage	NOUN
cana-5241	12	32	—	—	PUNCT
cana-5241	12	33	while	while	SCONJ
cana-5241	12	34	meeting	meet	VERB
cana-5241	12	35	legitimate	legitimate	ADJ
cana-5241	12	36	user	user	NOUN
cana-5241	12	37	demands	demand	NOUN
cana-5241	12	38	.	.	PUNCT
cana-5241	13	1	traditional	traditional	ADJ
cana-5241	13	2	defences	defence	NOUN
cana-5241	13	3	,	,	PUNCT
cana-5241	13	4	such	such	ADJ
cana-5241	13	5	as	as	ADP
cana-5241	13	6	intrusion	intrusion	NOUN
cana-5241	13	7	detection	detection	NOUN
cana-5241	13	8	systems	system	NOUN
cana-5241	13	9	(	(	PUNCT
cana-5241	13	10	ids	id	NOUN
cana-5241	13	11	)	)	PUNCT
cana-5241	13	12	and	and	CCONJ
cana-5241	13	13	firewalls	firewall	NOUN
cana-5241	13	14	,	,	PUNCT
cana-5241	13	15	struggle	struggle	VERB
cana-5241	13	16	to	to	PART
cana-5241	13	17	keep	keep	VERB
cana-5241	13	18	up	up	ADP
cana-5241	13	19	with	with	ADP
cana-5241	13	20	evolving	evolve	VERB
cana-5241	13	21	threats	threat	NOUN
cana-5241	13	22	and	and	CCONJ
cana-5241	13	23	may	may	AUX
cana-5241	13	24	generate	generate	VERB
cana-5241	13	25	high	high	ADJ
cana-5241	13	26	false	false	ADJ
cana-5241	13	27	positives	positive	NOUN
cana-5241	13	28	,	,	PUNCT
cana-5241	13	29	impacting	impact	VERB
cana-5241	13	30	central	central	ADJ
cana-5241	13	31	processing	processing	NOUN
cana-5241	13	32	systems	system	NOUN
cana-5241	14	1	[	[	X
cana-5241	14	2	3][4	3][4	NUM
cana-5241	14	3	]	]	X
cana-5241	14	4	.	.	PUNCT
cana-5241	15	1	machine	machine	NOUN
cana-5241	15	2	learning	learning	NOUN
cana-5241	15	3	(	(	PUNCT
cana-5241	15	4	ml	ml	NOUN
cana-5241	15	5	)	)	PUNCT
cana-5241	15	6	models	model	NOUN
cana-5241	15	7	offer	offer	VERB
cana-5241	15	8	promising	promise	VERB
cana-5241	15	9	solutions	solution	NOUN
cana-5241	15	10	by	by	ADP
cana-5241	15	11	establishing	establish	VERB
cana-5241	15	12	baseline	baseline	NOUN
cana-5241	15	13	traffic	traffic	NOUN
cana-5241	15	14	behaviour	behaviour	NOUN
cana-5241	15	15	and	and	CCONJ
cana-5241	15	16	significantly	significantly	ADV
cana-5241	15	17	improving	improve	VERB
cana-5241	15	18	the	the	DET
cana-5241	15	19	accuracy	accuracy	NOUN
cana-5241	15	20	and	and	CCONJ
cana-5241	15	21	efficiency	efficiency	NOUN
cana-5241	15	22	of	of	ADP
cana-5241	15	23	attack	attack	NOUN
cana-5241	15	24	detection	detection	NOUN
cana-5241	15	25	,	,	PUNCT
cana-5241	15	26	supported	support	VERB
cana-5241	15	27	by	by	ADP
cana-5241	15	28	large	large	ADJ
cana-5241	15	29	,	,	PUNCT
cana-5241	15	30	diverse	diverse	ADJ
cana-5241	15	31	datasets	dataset	NOUN
cana-5241	15	32	.	.	PUNCT
cana-5241	16	1	this	this	DET
cana-5241	16	2	study	study	NOUN
cana-5241	16	3	’s	’s	PART
cana-5241	16	4	primary	primary	ADJ
cana-5241	16	5	objective	objective	NOUN
cana-5241	16	6	is	be	AUX
cana-5241	16	7	to	to	PART
cana-5241	16	8	develop	develop	VERB
cana-5241	16	9	an	an	DET
cana-5241	16	10	efficient	efficient	ADJ
cana-5241	16	11	framework	framework	NOUN
cana-5241	16	12	for	for	ADP
cana-5241	16	13	detecting	detect	VERB
cana-5241	16	14	application	application	NOUN
cana-5241	16	15	-	-	PUNCT
cana-5241	16	16	layer	layer	NOUN
cana-5241	16	17	ddos	ddo	NOUN
cana-5241	16	18	attacks	attack	NOUN
cana-5241	16	19	while	while	SCONJ
cana-5241	16	20	implementing	implement	VERB
cana-5241	16	21	qos	qos	NOUN
cana-5241	16	22	-	-	PUNCT
cana-5241	16	23	based	base	VERB
cana-5241	16	24	mitigation	mitigation	NOUN
cana-5241	16	25	strategies	strategy	NOUN
cana-5241	16	26	.	.	PUNCT
cana-5241	17	1	the	the	DET
cana-5241	17	2	proposed	propose	VERB
cana-5241	17	3	approach	approach	NOUN
cana-5241	17	4	includes	include	VERB
cana-5241	17	5	data	datum	NOUN
cana-5241	17	6	pre	pre	ADJ
cana-5241	17	7	-	-	ADJ
cana-5241	17	8	processing	processing	ADJ
cana-5241	17	9	,	,	PUNCT
cana-5241	17	10	feature	feature	NOUN
cana-5241	17	11	selection	selection	NOUN
cana-5241	17	12	,	,	PUNCT
cana-5241	17	13	model	model	NOUN
cana-5241	17	14	training	training	NOUN
cana-5241	17	15	and	and	CCONJ
cana-5241	17	16	evaluation	evaluation	NOUN
cana-5241	17	17	,	,	PUNCT
cana-5241	17	18	and	and	CCONJ
cana-5241	17	19	mitigation	mitigation	NOUN
cana-5241	17	20	.	.	PUNCT
cana-5241	18	1	in	in	ADP
cana-5241	18	2	data	datum	NOUN
cana-5241	18	3	pre	pre	ADJ
cana-5241	18	4	-	-	NOUN
cana-5241	18	5	processing	processing	NOUN
cana-5241	18	6	,	,	PUNCT
cana-5241	18	7	the	the	DET
cana-5241	18	8	code	code	NOUN
cana-5241	18	9	cleans	clean	VERB
cana-5241	18	10	the	the	DET
cana-5241	18	11	communications	communication	NOUN
cana-5241	18	12	on	on	ADP
cana-5241	18	13	applied	apply	VERB
cana-5241	18	14	nonlinear	nonlinear	ADJ
cana-5241	18	15	analysis	analysis	NOUN
cana-5241	18	16	issn	issn	NOUN
cana-5241	18	17	:	:	PUNCT
cana-5241	18	18	1074	1074	NUM
cana-5241	18	19	-	-	PUNCT
cana-5241	18	20	133x	133x	NUM
cana-5241	18	21	vol	vol	VERB
cana-5241	18	22	32	32	NUM
cana-5241	18	23	no	no	NOUN
cana-5241	18	24	.	.	PUNCT
cana-5241	19	1	10s	10	NOUN
cana-5241	19	2	(	(	PUNCT
cana-5241	19	3	2025	2025	NUM
cana-5241	19	4	)	)	PUNCT
cana-5241	19	5	1402	1402	NUM
cana-5241	20	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	20	2	dataset	dataset	NOUN
cana-5241	20	3	,	,	PUNCT
cana-5241	20	4	addresses	address	NOUN
cana-5241	20	5	missing	miss	VERB
cana-5241	20	6	values	value	NOUN
cana-5241	20	7	,	,	PUNCT
cana-5241	20	8	and	and	CCONJ
cana-5241	20	9	encodes	encode	VERB
cana-5241	20	10	categorical	categorical	ADJ
cana-5241	20	11	data	datum	NOUN
cana-5241	20	12	to	to	PART
cana-5241	20	13	maintain	maintain	VERB
cana-5241	20	14	consistency	consistency	NOUN
cana-5241	20	15	[	[	X
cana-5241	20	16	1][2	1][2	NUM
cana-5241	20	17	]	]	PUNCT
cana-5241	20	18	.	.	PUNCT
cana-5241	21	1	to	to	PART
cana-5241	21	2	prevent	prevent	VERB
cana-5241	21	3	overfitting	overfitting	NOUN
cana-5241	21	4	,	,	PUNCT
cana-5241	21	5	feature	feature	NOUN
cana-5241	21	6	selection	selection	NOUN
cana-5241	21	7	with	with	SCONJ
cana-5241	21	8	an	an	DET
cana-5241	21	9	extra	extra	ADJ
cana-5241	21	10	tree	tree	NOUN
cana-5241	21	11	classifier	classifier	NOUN
cana-5241	21	12	is	be	AUX
cana-5241	21	13	applied	apply	VERB
cana-5241	21	14	,	,	PUNCT
cana-5241	21	15	enhancing	enhance	VERB
cana-5241	21	16	performance	performance	NOUN
cana-5241	21	17	and	and	CCONJ
cana-5241	21	18	reducing	reduce	VERB
cana-5241	21	19	computational	computational	ADJ
cana-5241	21	20	load	load	NOUN
cana-5241	21	21	.	.	PUNCT
cana-5241	22	1	we	we	PRON
cana-5241	22	2	adopt	adopt	VERB
cana-5241	22	3	machine	machine	NOUN
cana-5241	22	4	learning	learning	NOUN
cana-5241	22	5	models	model	NOUN
cana-5241	22	6	,	,	PUNCT
cana-5241	22	7	specifically	specifically	ADV
cana-5241	22	8	a	a	DET
cana-5241	22	9	random	random	ADJ
cana-5241	22	10	forest	forest	NOUN
cana-5241	22	11	classifier	classifier	NOUN
cana-5241	22	12	,	,	PUNCT
cana-5241	22	13	to	to	PART
cana-5241	22	14	build	build	VERB
cana-5241	22	15	robust	robust	ADJ
cana-5241	22	16	,	,	PUNCT
cana-5241	22	17	high	high	ADV
cana-5241	22	18	-	-	PUNCT
cana-5241	22	19	performing	perform	VERB
cana-5241	22	20	detection	detection	NOUN
cana-5241	22	21	systems	system	NOUN
cana-5241	22	22	evaluated	evaluate	VERB
cana-5241	22	23	by	by	ADP
cana-5241	22	24	accuracy	accuracy	NOUN
cana-5241	22	25	,	,	PUNCT
cana-5241	22	26	precision	precision	NOUN
cana-5241	22	27	,	,	PUNCT
cana-5241	22	28	recall	recall	NOUN
cana-5241	22	29	,	,	PUNCT
cana-5241	22	30	and	and	CCONJ
cana-5241	22	31	f1	f1	ADJ
cana-5241	22	32	-	-	PUNCT
cana-5241	22	33	score	score	NOUN
cana-5241	22	34	metrics	metric	NOUN
cana-5241	22	35	.	.	PUNCT
cana-5241	23	1	table	table	NOUN
cana-5241	23	2	1	1	NUM
cana-5241	23	3	details	detail	NOUN
cana-5241	23	4	notable	notable	ADJ
cana-5241	23	5	instances	instance	NOUN
cana-5241	23	6	of	of	ADP
cana-5241	23	7	application	application	NOUN
cana-5241	23	8	-	-	PUNCT
cana-5241	23	9	layer	layer	NOUN
cana-5241	23	10	ddos	ddo	NOUN
cana-5241	23	11	attacks	attack	NOUN
cana-5241	23	12	,	,	PUNCT
cana-5241	23	13	highlighting	highlight	VERB
cana-5241	23	14	their	their	PRON
cana-5241	23	15	impact	impact	NOUN
cana-5241	23	16	on	on	ADP
cana-5241	23	17	financial	financial	ADJ
cana-5241	23	18	stability	stability	NOUN
cana-5241	23	19	,	,	PUNCT
cana-5241	23	20	service	service	NOUN
cana-5241	23	21	continuity	continuity	NOUN
cana-5241	23	22	,	,	PUNCT
cana-5241	23	23	and	and	CCONJ
cana-5241	23	24	economic	economic	ADJ
cana-5241	23	25	damage	damage	NOUN
cana-5241	23	26	.	.	PUNCT
cana-5241	24	1	examples	example	NOUN
cana-5241	24	2	include	include	VERB
cana-5241	24	3	the	the	DET
cana-5241	24	4	mirai	mirai	PROPN
cana-5241	24	5	botnet	botnet	NOUN
cana-5241	24	6	attack	attack	NOUN
cana-5241	24	7	,	,	PUNCT
cana-5241	24	8	which	which	PRON
cana-5241	24	9	incurred	incur	VERB
cana-5241	24	10	millions	million	NOUN
cana-5241	24	11	in	in	ADP
cana-5241	24	12	damages	damage	NOUN
cana-5241	24	13	,	,	PUNCT
cana-5241	24	14	and	and	CCONJ
cana-5241	24	15	the	the	DET
cana-5241	24	16	nz	nz	PROPN
cana-5241	24	17	stock	stock	PROPN
cana-5241	24	18	exchange	exchange	NOUN
cana-5241	24	19	attack	attack	NOUN
cana-5241	24	20	,	,	PUNCT
cana-5241	24	21	which	which	PRON
cana-5241	24	22	halted	halt	VERB
cana-5241	24	23	trading	trading	NOUN
cana-5241	24	24	for	for	ADP
cana-5241	24	25	days	day	NOUN
cana-5241	24	26	.	.	PUNCT
cana-5241	25	1	such	such	ADJ
cana-5241	25	2	data	datum	NOUN
cana-5241	25	3	emphasize	emphasize	VERB
cana-5241	25	4	the	the	DET
cana-5241	25	5	urgency	urgency	NOUN
cana-5241	25	6	of	of	ADP
cana-5241	25	7	advanced	advanced	ADJ
cana-5241	25	8	defense	defense	NOUN
cana-5241	25	9	strategies	strategy	NOUN
cana-5241	25	10	.	.	PUNCT
cana-5241	26	1	this	this	DET
cana-5241	26	2	study	study	NOUN
cana-5241	26	3	makes	make	VERB
cana-5241	26	4	two	two	NUM
cana-5241	26	5	key	key	ADJ
cana-5241	26	6	contributions	contribution	NOUN
cana-5241	26	7	:	:	PUNCT
cana-5241	26	8	an	an	DET
cana-5241	26	9	efficient	efficient	ADJ
cana-5241	26	10	framework	framework	NOUN
cana-5241	26	11	model	model	NOUN
cana-5241	26	12	for	for	ADP
cana-5241	26	13	application	application	NOUN
cana-5241	26	14	-	-	PUNCT
cana-5241	26	15	layer	layer	NOUN
cana-5241	26	16	ddos	ddo	NOUN
cana-5241	26	17	detection	detection	NOUN
cana-5241	26	18	and	and	CCONJ
cana-5241	26	19	optimized	optimize	VERB
cana-5241	26	20	mitigation	mitigation	NOUN
cana-5241	26	21	strategies	strategy	NOUN
cana-5241	26	22	that	that	PRON
cana-5241	26	23	safeguard	safeguard	VERB
cana-5241	26	24	qos	qos	PROPN
cana-5241	26	25	.	.	PUNCT
cana-5241	27	1	by	by	ADP
cana-5241	27	2	employing	employ	VERB
cana-5241	27	3	adaptive	adaptive	ADJ
cana-5241	27	4	ml	ml	NOUN
cana-5241	27	5	-	-	PUNCT
cana-5241	27	6	based	base	VERB
cana-5241	27	7	methods	method	NOUN
cana-5241	27	8	,	,	PUNCT
cana-5241	27	9	this	this	DET
cana-5241	27	10	approach	approach	NOUN
cana-5241	27	11	strengthens	strengthen	VERB
cana-5241	27	12	network	network	NOUN
cana-5241	27	13	resilience	resilience	NOUN
cana-5241	27	14	against	against	ADP
cana-5241	27	15	evolving	evolve	VERB
cana-5241	27	16	cyber	cyber	NOUN
cana-5241	27	17	threats	threat	NOUN
cana-5241	27	18	.	.	PUNCT
cana-5241	28	1	table	table	NOUN
cana-5241	28	2	1	1	NUM
cana-5241	28	3	impact	impact	NOUN
cana-5241	28	4	of	of	ADP
cana-5241	28	5	application	application	NOUN
cana-5241	28	6	layer	layer	NOUN
cana-5241	28	7	ddos	ddo	NOUN
cana-5241	28	8	attack	attack	NOUN
cana-5241	28	9	attack	attack	NOUN
cana-5241	28	10	motive	motive	VERB
cana-5241	28	11	target	target	NOUN
cana-5241	28	12	actual	actual	ADJ
cana-5241	28	13	loss	loss	NOUN
cana-5241	28	14	mirai	mirai	NOUN
cana-5241	28	15	botnet	botnet	NOUN
cana-5241	28	16	attack	attack	NOUN
cana-5241	28	17	(	(	PUNCT
cana-5241	28	18	2020	2020	NUM
cana-5241	28	19	)	)	PUNCT
cana-5241	29	1	[	[	X
cana-5241	29	2	5	5	NUM
cana-5241	29	3	]	]	PUNCT
cana-5241	29	4	disorder	disorder	NOUN
cana-5241	29	5	/	/	SYM
cana-5241	29	6	blackmail	blackmail	NOUN
cana-5241	29	7	telecoms	telecom	NOUN
cana-5241	29	8	,	,	PUNCT
cana-5241	29	9	financial	financial	ADJ
cana-5241	29	10	facilities	facility	NOUN
cana-5241	29	11	hundreds	hundred	NOUN
cana-5241	29	12	of	of	ADP
cana-5241	29	13	millions	million	NOUN
cana-5241	29	14	in	in	ADP
cana-5241	29	15	compensation	compensation	NOUN
cana-5241	29	16	github	github	PROPN
cana-5241	29	17	ddos	ddos	NOUN
cana-5241	29	18	attack	attack	NOUN
cana-5241	29	19	(	(	PUNCT
cana-5241	29	20	2018	2018	NUM
cana-5241	29	21	)	)	PUNCT
cana-5241	30	1	[	[	X
cana-5241	30	2	6	6	NUM
cana-5241	30	3	]	]	SYM
cana-5241	30	4	march	march	NOUN
cana-5241	30	5	of	of	ADP
cana-5241	30	6	power	power	NOUN
cana-5241	30	7	github	github	PROPN
cana-5241	30	8	no	no	DET
cana-5241	30	9	financial	financial	ADJ
cana-5241	30	10	damage	damage	NOUN
cana-5241	30	11	,	,	PUNCT
cana-5241	30	12	service	service	NOUN
cana-5241	30	13	disturbance	disturbance	NOUN
cana-5241	30	14	for	for	ADP
cana-5241	30	15	a	a	DET
cana-5241	30	16	few	few	ADJ
cana-5241	30	17	hours	hour	NOUN
cana-5241	30	18	amazon	amazon	PROPN
cana-5241	30	19	web	web	NOUN
cana-5241	30	20	services	service	NOUN
cana-5241	30	21	attack	attack	NOUN
cana-5241	30	22	(	(	PUNCT
cana-5241	30	23	2020	2020	NUM
cana-5241	30	24	)	)	PUNCT
cana-5241	31	1	[	[	X
cana-5241	31	2	7	7	NUM
cana-5241	31	3	]	]	ADJ
cana-5241	31	4	extortion	extortion	NOUN
cana-5241	31	5	aws	aw	NOUN
cana-5241	31	6	negligible	negligible	ADJ
cana-5241	31	7	downtime	downtime	NOUN
cana-5241	31	8	,	,	PUNCT
cana-5241	31	9	financial	financial	ADJ
cana-5241	31	10	loss	loss	NOUN
cana-5241	31	11	unrevealed	unreveale	VERB
cana-5241	31	12	new	new	PROPN
cana-5241	31	13	zealand	zealand	PROPN
cana-5241	31	14	stock	stock	PROPN
cana-5241	31	15	exchange	exchange	PROPN
cana-5241	31	16	attack	attack	NOUN
cana-5241	31	17	(	(	PUNCT
cana-5241	31	18	2020	2020	NUM
cana-5241	31	19	)	)	PUNCT
cana-5241	32	1	[	[	X
cana-5241	32	2	8	8	NUM
cana-5241	32	3	]	]	X
cana-5241	32	4	financial	financial	ADJ
cana-5241	32	5	gain	gain	NOUN
cana-5241	32	6	/	/	SYM
cana-5241	32	7	market	market	NOUN
cana-5241	32	8	manipulation	manipulation	NOUN
cana-5241	32	9	nzx	nzx	NOUN
cana-5241	32	10	trading	trading	NOUN
cana-5241	32	11	froze	freeze	VERB
cana-5241	32	12	for	for	ADP
cana-5241	32	13	days	day	NOUN
cana-5241	32	14	,	,	PUNCT
cana-5241	32	15	millions	million	NOUN
cana-5241	32	16	in	in	ADP
cana-5241	32	17	damages	damage	NOUN
cana-5241	32	18	european	european	ADJ
cana-5241	32	19	banking	banking	NOUN
cana-5241	32	20	network	network	NOUN
cana-5241	32	21	attack	attack	NOUN
cana-5241	32	22	(	(	PUNCT
cana-5241	32	23	2023	2023	NUM
cana-5241	32	24	)	)	PUNCT
cana-5241	33	1	[	[	X
cana-5241	33	2	9	9	NUM
cana-5241	33	3	]	]	X
cana-5241	33	4	financial	financial	ADJ
cana-5241	33	5	gain	gain	NOUN
cana-5241	33	6	/	/	SYM
cana-5241	33	7	disruption	disruption	NOUN
cana-5241	33	8	multiple	multiple	ADJ
cana-5241	33	9	european	european	ADJ
cana-5241	33	10	banks	bank	NOUN
cana-5241	33	11	millions	million	NOUN
cana-5241	33	12	in	in	ADP
cana-5241	33	13	financial	financial	ADJ
cana-5241	33	14	damage	damage	NOUN
cana-5241	33	15	and	and	CCONJ
cana-5241	33	16	service	service	NOUN
cana-5241	33	17	disturbance	disturbance	NOUN
cana-5241	33	18	google	google	NOUN
cana-5241	33	19	attack	attack	NOUN
cana-5241	33	20	(	(	PUNCT
cana-5241	33	21	2017	2017	NUM
cana-5241	33	22	)	)	PUNCT
cana-5241	34	1	[	[	X
cana-5241	34	2	10	10	NUM
cana-5241	34	3	]	]	PUNCT
cana-5241	34	4	disruption	disruption	NOUN
cana-5241	34	5	/	/	SYM
cana-5241	34	6	demonstr	demonstr	NOUN
cana-5241	34	7	ation	ation	NOUN
cana-5241	34	8	of	of	ADP
cana-5241	34	9	power	power	NOUN
cana-5241	34	10	google	google	PROPN
cana-5241	34	11	cloud	cloud	PROPN
cana-5241	34	12	service	service	NOUN
cana-5241	34	13	interruption	interruption	NOUN
cana-5241	34	14	,	,	PUNCT
cana-5241	34	15	real	real	ADJ
cana-5241	34	16	financial	financial	ADJ
cana-5241	34	17	loss	loss	NOUN
cana-5241	34	18	marginal	marginal	ADJ
cana-5241	34	19	dyn	dyn	PROPN
cana-5241	34	20	dns	dns	NOUN
cana-5241	34	21	attack	attack	NOUN
cana-5241	34	22	(	(	PUNCT
cana-5241	34	23	2016	2016	NUM
cana-5241	34	24	)	)	PUNCT
cana-5241	35	1	[	[	X
cana-5241	35	2	11	11	NUM
cana-5241	35	3	]	]	PUNCT
cana-5241	35	4	disorder	disorder	NOUN
cana-5241	35	5	/	/	SYM
cana-5241	35	6	extortion	extortion	NOUN
cana-5241	35	7	dyn	dyn	PROPN
cana-5241	35	8	dns	dns	NOUN
cana-5241	35	9	millions	million	NOUN
cana-5241	35	10	were	be	AUX
cana-5241	35	11	affected	affect	VERB
cana-5241	35	12	,	,	PUNCT
cana-5241	35	13	and	and	CCONJ
cana-5241	35	14	service	service	NOUN
cana-5241	35	15	disruption	disruption	NOUN
cana-5241	35	16	across	across	ADP
cana-5241	35	17	the	the	DET
cana-5241	35	18	internet	internet	NOUN
cana-5241	35	19	cyber	cyber	NOUN
cana-5241	35	20	bunker	bunker	NOUN
cana-5241	35	21	attack	attack	NOUN
cana-5241	35	22	(	(	PUNCT
cana-5241	35	23	2018	2018	NUM
cana-5241	35	24	)	)	PUNCT
cana-5241	36	1	[	[	X
cana-5241	36	2	12	12	NUM
cana-5241	36	3	]	]	PUNCT
cana-5241	36	4	retaliation	retaliation	NOUN
cana-5241	36	5	/	/	SYM
cana-5241	36	6	disorder	disorder	NOUN
cana-5241	36	7	spam	spam	VERB
cana-5241	36	8	haus	haus	PROPN
cana-5241	36	9	partial	partial	ADJ
cana-5241	36	10	financial	financial	ADJ
cana-5241	36	11	loss	loss	NOUN
cana-5241	36	12	,	,	PUNCT
cana-5241	36	13	substantial	substantial	ADJ
cana-5241	36	14	service	service	NOUN
cana-5241	36	15	disruption	disruption	NOUN
cana-5241	36	16	armis	armis	PROPN
cana-5241	36	17	attack	attack	NOUN
cana-5241	36	18	(	(	PUNCT
cana-5241	36	19	2023	2023	NUM
cana-5241	36	20	)	)	PUNCT
cana-5241	37	1	[	[	X
cana-5241	37	2	13	13	NUM
cana-5241	37	3	]	]	PUNCT
cana-5241	37	4	extortion	extortion	NOUN
cana-5241	37	5	various	various	ADJ
cana-5241	37	6	targets	target	NOUN
cana-5241	37	7	financial	financial	ADJ
cana-5241	37	8	losses	loss	NOUN
cana-5241	37	9	and	and	CCONJ
cana-5241	37	10	significant	significant	ADJ
cana-5241	37	11	functioning	function	VERB
cana-5241	37	12	effect	effect	NOUN
cana-5241	37	13	communications	communication	NOUN
cana-5241	37	14	on	on	ADP
cana-5241	37	15	applied	apply	VERB
cana-5241	37	16	nonlinear	nonlinear	ADJ
cana-5241	37	17	analysis	analysis	NOUN
cana-5241	37	18	issn	issn	NOUN
cana-5241	37	19	:	:	PUNCT
cana-5241	37	20	1074	1074	NUM
cana-5241	37	21	-	-	PUNCT
cana-5241	37	22	133x	133x	NUM
cana-5241	37	23	vol	vol	VERB
cana-5241	37	24	32	32	NUM
cana-5241	37	25	no	no	NOUN
cana-5241	37	26	.	.	PUNCT
cana-5241	38	1	10s	10	NOUN
cana-5241	38	2	(	(	PUNCT
cana-5241	38	3	2025	2025	NUM
cana-5241	38	4	)	)	PUNCT
cana-5241	38	5	1403	1403	NUM
cana-5241	38	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	38	7	2	2	NUM
cana-5241	38	8	.	.	X
cana-5241	38	9	related	relate	VERB
cana-5241	38	10	work	work	NOUN
cana-5241	38	11	the	the	DET
cana-5241	38	12	detection	detection	NOUN
cana-5241	38	13	and	and	CCONJ
cana-5241	38	14	handling	handling	NOUN
cana-5241	38	15	of	of	ADP
cana-5241	38	16	application	application	NOUN
cana-5241	38	17	-	-	PUNCT
cana-5241	38	18	layer	layer	NOUN
cana-5241	38	19	distributed	distribute	VERB
cana-5241	38	20	denial	denial	NOUN
cana-5241	38	21	of	of	ADP
cana-5241	38	22	service	service	NOUN
cana-5241	38	23	(	(	PUNCT
cana-5241	38	24	ddos	ddo	NOUN
cana-5241	38	25	)	)	PUNCT
cana-5241	38	26	attacks	attack	NOUN
cana-5241	38	27	has	have	AUX
cana-5241	38	28	increased	increase	VERB
cana-5241	38	29	the	the	DET
cana-5241	38	30	share	share	NOUN
cana-5241	38	31	of	of	ADP
cana-5241	38	32	courtesy	courtesy	NOUN
cana-5241	38	33	from	from	ADP
cana-5241	38	34	researchers	researcher	NOUN
cana-5241	38	35	in	in	ADP
cana-5241	38	36	recent	recent	ADJ
cana-5241	38	37	years	year	NOUN
cana-5241	38	38	.	.	PUNCT
cana-5241	39	1	as	as	SCONJ
cana-5241	39	2	these	these	DET
cana-5241	39	3	attacks	attack	NOUN
cana-5241	39	4	become	become	VERB
cana-5241	39	5	more	more	ADV
cana-5241	39	6	complex	complex	ADJ
cana-5241	39	7	and	and	CCONJ
cana-5241	39	8	frequent	frequent	ADJ
cana-5241	39	9	,	,	PUNCT
cana-5241	39	10	researchers	researcher	NOUN
cana-5241	39	11	have	have	AUX
cana-5241	39	12	looked	look	VERB
cana-5241	39	13	at	at	ADP
cana-5241	39	14	different	different	ADJ
cana-5241	39	15	methods	method	NOUN
cana-5241	39	16	to	to	PART
cana-5241	39	17	boost	boost	VERB
cana-5241	39	18	detection	detection	NOUN
cana-5241	39	19	accuracy	accuracy	NOUN
cana-5241	39	20	and	and	CCONJ
cana-5241	39	21	reduce	reduce	VERB
cana-5241	39	22	their	their	PRON
cana-5241	39	23	effects	effect	NOUN
cana-5241	39	24	on	on	ADP
cana-5241	39	25	the	the	DET
cana-5241	39	26	network	network	NOUN
cana-5241	39	27	quality	quality	NOUN
cana-5241	39	28	of	of	ADP
cana-5241	39	29	service	service	NOUN
cana-5241	39	30	(	(	PUNCT
cana-5241	39	31	qos	qos	PROPN
cana-5241	39	32	)	)	PUNCT
cana-5241	39	33	.	.	PUNCT
cana-5241	40	1	this	this	DET
cana-5241	40	2	section	section	NOUN
cana-5241	40	3	shows	show	VERB
cana-5241	40	4	thorough	thorough	ADJ
cana-5241	40	5	review	review	NOUN
cana-5241	40	6	of	of	ADP
cana-5241	40	7	existing	exist	VERB
cana-5241	40	8	,	,	PUNCT
cana-5241	40	9	pointing	point	VERB
cana-5241	40	10	out	out	ADP
cana-5241	40	11	key	key	ADJ
cana-5241	40	12	contributions	contribution	NOUN
cana-5241	40	13	&	&	CCONJ
cana-5241	40	14	advancements	advancement	NOUN
cana-5241	40	15	in	in	ADP
cana-5241	40	16	this	this	DET
cana-5241	40	17	area	area	NOUN
cana-5241	40	18	.	.	PUNCT
cana-5241	41	1	2.1	2.1	NUM
cana-5241	41	2	traditional	traditional	ADJ
cana-5241	41	3	methods	method	NOUN
cana-5241	41	4	initially	initially	ADV
cana-5241	41	5	,	,	PUNCT
cana-5241	41	6	ddos	ddo	NOUN
cana-5241	41	7	detection	detection	NOUN
cana-5241	41	8	was	be	AUX
cana-5241	41	9	based	base	VERB
cana-5241	41	10	on	on	ADP
cana-5241	41	11	signature	signature	NOUN
cana-5241	41	12	-	-	PUNCT
cana-5241	41	13	based	base	VERB
cana-5241	41	14	methods	method	NOUN
cana-5241	41	15	.	.	PUNCT
cana-5241	42	1	signature	signature	NOUN
cana-5241	42	2	-	-	PUNCT
cana-5241	42	3	based	base	VERB
cana-5241	42	4	methods	method	NOUN
cana-5241	42	5	,	,	PUNCT
cana-5241	42	6	such	such	ADJ
cana-5241	42	7	as	as	ADP
cana-5241	42	8	snort	snort	NOUN
cana-5241	42	9	,	,	PUNCT
cana-5241	42	10	which	which	PRON
cana-5241	42	11	are	be	AUX
cana-5241	42	12	a	a	DET
cana-5241	42	13	part	part	NOUN
cana-5241	42	14	of	of	ADP
cana-5241	42	15	intrusion	intrusion	NOUN
cana-5241	42	16	detection	detection	NOUN
cana-5241	42	17	,	,	PUNCT
cana-5241	42	18	work	work	VERB
cana-5241	42	19	well	well	ADV
cana-5241	42	20	for	for	ADP
cana-5241	42	21	spotting	spot	VERB
cana-5241	42	22	known	know	VERB
cana-5241	42	23	attack	attack	NOUN
cana-5241	42	24	patterns	pattern	NOUN
cana-5241	42	25	.	.	PUNCT
cana-5241	43	1	however	however	ADV
cana-5241	43	2	,	,	PUNCT
cana-5241	43	3	they	they	PRON
cana-5241	43	4	can	can	AUX
cana-5241	43	5	struggle	struggle	VERB
cana-5241	43	6	with	with	ADP
cana-5241	43	7	new	new	ADJ
cana-5241	43	8	or	or	CCONJ
cana-5241	43	9	changing	change	VERB
cana-5241	43	10	threats	threat	NOUN
cana-5241	43	11	[	[	X
cana-5241	43	12	14	14	NUM
cana-5241	43	13	]	]	PUNCT
cana-5241	43	14	.	.	PUNCT
cana-5241	44	1	anomaly	anomaly	PROPN
cana-5241	44	2	based	base	VERB
cana-5241	44	3	methods	method	NOUN
cana-5241	44	4	look	look	VERB
cana-5241	44	5	for	for	ADP
cana-5241	44	6	unusual	unusual	ADJ
cana-5241	44	7	behaviours	behaviour	NOUN
cana-5241	44	8	compared	compare	VERB
cana-5241	44	9	with	with	ADP
cana-5241	44	10	normal	normal	ADJ
cana-5241	44	11	network	network	NOUN
cana-5241	44	12	traffic	traffic	NOUN
cana-5241	44	13	.	.	PUNCT
cana-5241	45	1	techniques	technique	NOUN
cana-5241	45	2	such	such	ADJ
cana-5241	45	3	as	as	ADP
cana-5241	45	4	statistical	statistical	ADJ
cana-5241	45	5	analysis	analysis	NOUN
cana-5241	45	6	and	and	CCONJ
cana-5241	45	7	threshold	threshold	NOUN
cana-5241	45	8	detection	detection	NOUN
cana-5241	45	9	have	have	AUX
cana-5241	45	10	been	be	AUX
cana-5241	45	11	used	use	VERB
cana-5241	45	12	extensively	extensively	ADV
cana-5241	45	13	[	[	X
cana-5241	45	14	15	15	NUM
cana-5241	45	15	]	]	PUNCT
cana-5241	45	16	.	.	PUNCT
cana-5241	46	1	however	however	ADV
cana-5241	46	2	,	,	PUNCT
cana-5241	46	3	these	these	DET
cana-5241	46	4	methods	method	NOUN
cana-5241	46	5	can	can	AUX
cana-5241	46	6	have	have	VERB
cana-5241	46	7	high	high	ADJ
cana-5241	46	8	false	false	ADJ
cana-5241	46	9	positive	positive	ADJ
cana-5241	46	10	rates	rate	NOUN
cana-5241	46	11	and	and	CCONJ
cana-5241	46	12	often	often	ADV
cana-5241	46	13	find	find	VERB
cana-5241	46	14	it	it	PRON
cana-5241	46	15	difficult	difficult	ADJ
cana-5241	46	16	to	to	PART
cana-5241	46	17	keep	keep	VERB
cana-5241	46	18	up	up	ADP
cana-5241	46	19	with	with	ADP
cana-5241	46	20	the	the	DET
cana-5241	46	21	dynamic	dynamic	ADJ
cana-5241	46	22	network	network	NOUN
cana-5241	46	23	conditions	condition	NOUN
cana-5241	46	24	.	.	PUNCT
cana-5241	47	1	typical	typical	ADJ
cana-5241	47	2	methods	method	NOUN
cana-5241	47	3	such	such	ADJ
cana-5241	47	4	as	as	ADP
cana-5241	47	5	rate	rate	NOUN
cana-5241	47	6	limiting	limiting	NOUN
cana-5241	47	7	,	,	PUNCT
cana-5241	47	8	traffic	traffic	NOUN
cana-5241	47	9	filtering	filtering	NOUN
cana-5241	47	10	,	,	PUNCT
cana-5241	47	11	and	and	CCONJ
cana-5241	47	12	signature	signature	NOUN
cana-5241	47	13	-	-	PUNCT
cana-5241	47	14	based	base	VERB
cana-5241	47	15	detection	detection	NOUN
cana-5241	47	16	have	have	AUX
cana-5241	47	17	been	be	AUX
cana-5241	47	18	used	use	VERB
cana-5241	47	19	quite	quite	DET
cana-5241	47	20	a	a	DET
cana-5241	47	21	bit	bit	NOUN
cana-5241	47	22	to	to	PART
cana-5241	47	23	address	address	VERB
cana-5241	47	24	ddos	ddos	NOUN
cana-5241	47	25	attacks	attack	NOUN
cana-5241	47	26	.	.	PUNCT
cana-5241	48	1	however	however	ADV
cana-5241	48	2	,	,	PUNCT
cana-5241	48	3	these	these	DET
cana-5241	48	4	approaches	approach	NOUN
cana-5241	48	5	sometimes	sometimes	ADV
cana-5241	48	6	fail	fail	VERB
cana-5241	48	7	to	to	PART
cana-5241	48	8	accurately	accurately	ADV
cana-5241	48	9	distinguish	distinguish	VERB
cana-5241	48	10	good	good	ADJ
cana-5241	48	11	traffic	traffic	NOUN
cana-5241	48	12	from	from	ADP
cana-5241	48	13	bad	bad	ADJ
cana-5241	48	14	application	application	NOUN
cana-5241	48	15	layer	layer	NOUN
cana-5241	48	16	traffic	traffic	NOUN
cana-5241	48	17	.	.	PUNCT
cana-5241	49	1	because	because	SCONJ
cana-5241	49	2	they	they	PRON
cana-5241	49	3	are	be	AUX
cana-5241	49	4	somewhat	somewhat	ADV
cana-5241	49	5	static	static	ADJ
cana-5241	49	6	,	,	PUNCT
cana-5241	49	7	they	they	PRON
cana-5241	49	8	are	be	AUX
cana-5241	49	9	caught	catch	VERB
cana-5241	49	10	off	off	ADP
cana-5241	49	11	guard	guard	NOUN
cana-5241	49	12	by	by	ADP
cana-5241	49	13	changing	change	VERB
cana-5241	49	14	their	their	PRON
cana-5241	49	15	attack	attack	NOUN
cana-5241	49	16	patterns	pattern	NOUN
cana-5241	49	17	,	,	PUNCT
cana-5241	49	18	leading	lead	VERB
cana-5241	49	19	to	to	ADP
cana-5241	49	20	both	both	DET
cana-5241	49	21	false	false	ADJ
cana-5241	49	22	positives	positive	NOUN
cana-5241	49	23	and	and	CCONJ
cana-5241	49	24	false	false	ADJ
cana-5241	49	25	negatives	negative	NOUN
cana-5241	49	26	.	.	PUNCT
cana-5241	50	1	table	table	NOUN
cana-5241	50	2	2	2	NUM
cana-5241	50	3	traditional	traditional	ADJ
cana-5241	50	4	ddos	ddo	NOUN
cana-5241	50	5	mitigation	mitigation	NOUN
cana-5241	50	6	techniques	technique	NOUN
cana-5241	50	7	technique	technique	NOUN
cana-5241	50	8	method	method	NOUN
cana-5241	50	9	advantage	advantage	NOUN
cana-5241	50	10	limitation	limitation	NOUN
cana-5241	50	11	rate	rate	NOUN
cana-5241	50	12	limiting	limit	VERB
cana-5241	50	13	[	[	X
cana-5241	50	14	16	16	NUM
cana-5241	50	15	]	]	PUNCT
cana-5241	50	16	confines	confine	NOUN
cana-5241	50	17	the	the	DET
cana-5241	50	18	amount	amount	NOUN
cana-5241	50	19	of	of	ADP
cana-5241	50	20	inward	inward	ADJ
cana-5241	50	21	traffic	traffic	NOUN
cana-5241	50	22	ease	ease	NOUN
cana-5241	50	23	and	and	CCONJ
cana-5241	50	24	affluence	affluence	NOUN
cana-5241	50	25	of	of	ADP
cana-5241	50	26	implementation	implementation	NOUN
cana-5241	50	27	prone	prone	ADJ
cana-5241	50	28	to	to	ADP
cana-5241	50	29	sophisticated	sophisticated	ADJ
cana-5241	50	30	attacks	attack	NOUN
cana-5241	50	31	traffic	traffic	NOUN
cana-5241	50	32	filtering	filtering	NOUN
cana-5241	51	1	[	[	X
cana-5241	51	2	17	17	NUM
cana-5241	51	3	]	]	PUNCT
cana-5241	51	4	filters	filter	VERB
cana-5241	51	5	traffic	traffic	NOUN
cana-5241	51	6	based	base	VERB
cana-5241	51	7	on	on	ADP
cana-5241	51	8	source	source	NOUN
cana-5241	51	9	ip	ip	DET
cana-5241	51	10	addresses	address	NOUN
cana-5241	51	11	can	can	AUX
cana-5241	51	12	quickly	quickly	ADV
cana-5241	51	13	block	block	VERB
cana-5241	51	14	traffic	traffic	NOUN
cana-5241	51	15	from	from	ADP
cana-5241	51	16	known	know	VERB
cana-5241	51	17	attackers	attacker	NOUN
cana-5241	51	18	limited	limit	VERB
cana-5241	51	19	efficiency	efficiency	NOUN
cana-5241	51	20	against	against	ADP
cana-5241	51	21	disseminated	disseminate	VERB
cana-5241	51	22	attacks	attack	NOUN
cana-5241	51	23	signature	signature	NOUN
cana-5241	51	24	-	-	PUNCT
cana-5241	51	25	based	base	VERB
cana-5241	51	26	detection	detection	NOUN
cana-5241	51	27	[	[	X
cana-5241	51	28	18	18	NUM
cana-5241	51	29	]	]	PUNCT
cana-5241	51	30	recognizes	recognize	VERB
cana-5241	51	31	patterns	pattern	NOUN
cana-5241	51	32	or	or	CCONJ
cana-5241	51	33	signatures	signature	NOUN
cana-5241	51	34	of	of	ADP
cana-5241	51	35	known	know	VERB
cana-5241	51	36	attacks	attack	NOUN
cana-5241	51	37	efficient	efficient	ADJ
cana-5241	51	38	identification	identification	NOUN
cana-5241	51	39	of	of	ADP
cana-5241	51	40	known	know	VERB
cana-5241	51	41	attack	attack	NOUN
cana-5241	51	42	patterns	pattern	NOUN
cana-5241	51	43	ineffective	ineffective	ADJ
cana-5241	51	44	against	against	ADP
cana-5241	51	45	new	new	ADJ
cana-5241	51	46	or	or	CCONJ
cana-5241	51	47	evolving	evolve	VERB
cana-5241	51	48	attacks	attack	NOUN
cana-5241	51	49	challengeresponse	challengeresponse	NOUN
cana-5241	51	50	tests	test	NOUN
cana-5241	51	51	[	[	X
cana-5241	51	52	19	19	NUM
cana-5241	51	53	]	]	PUNCT
cana-5241	51	54	requires	require	VERB
cana-5241	51	55	clients	client	NOUN
cana-5241	51	56	to	to	PART
cana-5241	51	57	solve	solve	VERB
cana-5241	51	58	challenges	challenge	NOUN
cana-5241	51	59	before	before	ADP
cana-5241	51	60	accessing	access	VERB
cana-5241	51	61	resources	resource	NOUN
cana-5241	51	62	effectively	effectively	ADV
cana-5241	51	63	distinguishes	distinguish	VERB
cana-5241	51	64	between	between	ADP
cana-5241	51	65	human	human	NOUN
cana-5241	51	66	and	and	CCONJ
cana-5241	51	67	bot	bot	NOUN
cana-5241	51	68	traffic	traffic	NOUN
cana-5241	51	69	may	may	AUX
cana-5241	51	70	introduce	introduce	VERB
cana-5241	51	71	friction	friction	NOUN
cana-5241	51	72	for	for	ADP
cana-5241	51	73	legitimate	legitimate	ADJ
cana-5241	51	74	users	user	NOUN
cana-5241	51	75	(	(	PUNCT
cana-5241	51	76	captcha	captcha	PROPN
cana-5241	51	77	,	,	PUNCT
cana-5241	51	78	javascript	javascript	NOUN
cana-5241	51	79	challenges	challenge	NOUN
cana-5241	51	80	)	)	PUNCT
cana-5241	52	1	[	[	X
cana-5241	52	2	20	20	NUM
cana-5241	52	3	]	]	X
cana-5241	52	4	authenticates	authenticate	NOUN
cana-5241	52	5	user	user	NOUN
cana-5241	52	6	interface	interface	NOUN
cana-5241	52	7	with	with	ADP
cana-5241	52	8	the	the	DET
cana-5241	52	9	application	application	NOUN
cana-5241	52	10	can	can	AUX
cana-5241	52	11	mitigate	mitigate	VERB
cana-5241	52	12	automated	automate	VERB
cana-5241	52	13	bot	bot	NOUN
cana-5241	52	14	attacks	attack	NOUN
cana-5241	52	15	susceptible	susceptible	ADJ
cana-5241	52	16	to	to	ADP
cana-5241	52	17	advanced	advanced	ADJ
cana-5241	52	18	bot	bot	NOUN
cana-5241	52	19	evasion	evasion	NOUN
cana-5241	52	20	techniques	technique	NOUN
cana-5241	52	21	notably	notably	ADV
cana-5241	52	22	,	,	PUNCT
cana-5241	52	23	the	the	DET
cana-5241	52	24	traditional	traditional	ADJ
cana-5241	52	25	ddos	ddos	NOUN
cana-5241	52	26	mitigation	mitigation	NOUN
cana-5241	52	27	techniques	technique	NOUN
cana-5241	52	28	explored	explore	VERB
cana-5241	52	29	in	in	ADP
cana-5241	52	30	table	table	NOUN
cana-5241	52	31	2	2	NUM
cana-5241	52	32	have	have	VERB
cana-5241	52	33	strengths	strength	NOUN
cana-5241	52	34	.	.	PUNCT
cana-5241	53	1	they	they	PRON
cana-5241	53	2	also	also	ADV
cana-5241	53	3	have	have	VERB
cana-5241	53	4	limitations	limitation	NOUN
cana-5241	53	5	,	,	PUNCT
cana-5241	53	6	particularly	particularly	ADV
cana-5241	53	7	when	when	SCONJ
cana-5241	53	8	faced	face	VERB
cana-5241	53	9	with	with	ADP
cana-5241	53	10	sophisticated	sophisticated	ADJ
cana-5241	53	11	and	and	CCONJ
cana-5241	53	12	distributed	distributed	ADJ
cana-5241	53	13	modes	mode	NOUN
cana-5241	53	14	of	of	ADP
cana-5241	53	15	attack	attack	NOUN
cana-5241	53	16	.	.	PUNCT
cana-5241	54	1	traditional	traditional	ADJ
cana-5241	54	2	methods	method	NOUN
cana-5241	54	3	,	,	PUNCT
cana-5241	54	4	bound	bind	VERB
cana-5241	54	5	by	by	ADP
cana-5241	54	6	rigidity	rigidity	NOUN
cana-5241	54	7	,	,	PUNCT
cana-5241	54	8	falter	falter	VERB
cana-5241	54	9	in	in	ADP
cana-5241	54	10	the	the	DET
cana-5241	54	11	face	face	NOUN
cana-5241	54	12	of	of	ADP
cana-5241	54	13	dynamic	dynamic	ADJ
cana-5241	54	14	complexity	complexity	NOUN
cana-5241	54	15	,	,	PUNCT
cana-5241	54	16	communications	communication	NOUN
cana-5241	54	17	on	on	ADP
cana-5241	54	18	applied	apply	VERB
cana-5241	54	19	nonlinear	nonlinear	ADJ
cana-5241	54	20	analysis	analysis	NOUN
cana-5241	54	21	issn	issn	NOUN
cana-5241	54	22	:	:	PUNCT
cana-5241	54	23	1074	1074	NUM
cana-5241	54	24	-	-	PUNCT
cana-5241	54	25	133x	133x	NUM
cana-5241	54	26	vol	vol	VERB
cana-5241	54	27	32	32	NUM
cana-5241	54	28	no	no	NOUN
cana-5241	54	29	.	.	PUNCT
cana-5241	55	1	10s	10	NOUN
cana-5241	55	2	(	(	PUNCT
cana-5241	55	3	2025	2025	NUM
cana-5241	55	4	)	)	PUNCT
cana-5241	55	5	1404	1404	NUM
cana-5241	55	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	55	7	demanding	demand	VERB
cana-5241	55	8	time	time	NOUN
cana-5241	55	9	and	and	CCONJ
cana-5241	55	10	manual	manual	ADJ
cana-5241	55	11	effort	effort	NOUN
cana-5241	55	12	unsuited	unsuited	ADJ
cana-5241	55	13	for	for	ADP
cana-5241	55	14	rapid	rapid	ADJ
cana-5241	55	15	,	,	PUNCT
cana-5241	55	16	large	large	ADJ
cana-5241	55	17	-	-	PUNCT
cana-5241	55	18	scale	scale	NOUN
cana-5241	55	19	tasks	task	NOUN
cana-5241	55	20	.	.	PUNCT
cana-5241	56	1	they	they	PRON
cana-5241	56	2	struggle	struggle	VERB
cana-5241	56	3	to	to	PART
cana-5241	56	4	adapt	adapt	VERB
cana-5241	56	5	,	,	PUNCT
cana-5241	56	6	limiting	limit	VERB
cana-5241	56	7	responsiveness	responsiveness	NOUN
cana-5241	56	8	in	in	ADP
cana-5241	56	9	a	a	DET
cana-5241	56	10	world	world	NOUN
cana-5241	56	11	that	that	PRON
cana-5241	56	12	craves	crave	VERB
cana-5241	56	13	agility	agility	NOUN
cana-5241	56	14	and	and	CCONJ
cana-5241	56	15	seamless	seamless	ADJ
cana-5241	56	16	data	datum	NOUN
cana-5241	56	17	handling	handling	NOUN
cana-5241	56	18	.	.	PUNCT
cana-5241	57	1	the	the	DET
cana-5241	57	2	proposed	propose	VERB
cana-5241	57	3	approach	approach	NOUN
cana-5241	57	4	,	,	PUNCT
cana-5241	57	5	through	through	ADP
cana-5241	57	6	dynamic	dynamic	ADJ
cana-5241	57	7	profiling	profiling	NOUN
cana-5241	57	8	and	and	CCONJ
cana-5241	57	9	machine	machine	NOUN
cana-5241	57	10	learning	learning	NOUN
cana-5241	57	11	,	,	PUNCT
cana-5241	57	12	seeks	seek	VERB
cana-5241	57	13	to	to	PART
cana-5241	57	14	address	address	VERB
cana-5241	57	15	some	some	PRON
cana-5241	57	16	of	of	ADP
cana-5241	57	17	these	these	DET
cana-5241	57	18	limitations	limitation	NOUN
cana-5241	57	19	by	by	ADP
cana-5241	57	20	providing	provide	VERB
cana-5241	57	21	a	a	DET
cana-5241	57	22	more	more	ADV
cana-5241	57	23	adaptive	adaptive	ADJ
cana-5241	57	24	and	and	CCONJ
cana-5241	57	25	nuanced	nuanced	ADJ
cana-5241	57	26	defence	defence	NOUN
cana-5241	57	27	.	.	PUNCT
cana-5241	58	1	2.2	2.2	NUM
cana-5241	58	2	machine	machine	NOUN
cana-5241	58	3	learning	learning	NOUN
cana-5241	58	4	-	-	PUNCT
cana-5241	58	5	based	base	VERB
cana-5241	58	6	detection	detection	NOUN
cana-5241	58	7	machine	machine	NOUN
cana-5241	58	8	learning	learning	NOUN
cana-5241	58	9	(	(	PUNCT
cana-5241	58	10	ml	ml	NOUN
cana-5241	58	11	)	)	PUNCT
cana-5241	58	12	is	be	AUX
cana-5241	58	13	currently	currently	ADV
cana-5241	58	14	one	one	NUM
cana-5241	58	15	of	of	ADP
cana-5241	58	16	the	the	DET
cana-5241	58	17	most	most	ADV
cana-5241	58	18	effective	effective	ADJ
cana-5241	58	19	methods	method	NOUN
cana-5241	58	20	for	for	ADP
cana-5241	58	21	enabling	enable	VERB
cana-5241	58	22	ddos	ddo	NOUN
cana-5241	58	23	detection	detection	NOUN
cana-5241	58	24	.	.	PUNCT
cana-5241	59	1	several	several	ADJ
cana-5241	59	2	ml	ml	NOUN
cana-5241	59	3	algorithms	algorithm	NOUN
cana-5241	59	4	have	have	AUX
cana-5241	59	5	been	be	AUX
cana-5241	59	6	proposed	propose	VERB
cana-5241	59	7	to	to	PART
cana-5241	59	8	address	address	VERB
cana-5241	59	9	this	this	DET
cana-5241	59	10	challenge	challenge	NOUN
cana-5241	59	11	,	,	PUNCT
cana-5241	59	12	including	include	VERB
cana-5241	59	13	support	support	NOUN
cana-5241	59	14	vector	vector	NOUN
cana-5241	59	15	machines	machine	NOUN
cana-5241	59	16	(	(	PUNCT
cana-5241	59	17	svm	svm	PROPN
cana-5241	59	18	)	)	PUNCT
cana-5241	59	19	,	,	PUNCT
cana-5241	59	20	decision	decision	NOUN
cana-5241	59	21	trees	tree	NOUN
cana-5241	59	22	,	,	PUNCT
cana-5241	59	23	and	and	CCONJ
cana-5241	59	24	neural	neural	ADJ
cana-5241	59	25	networks	network	NOUN
cana-5241	59	26	.	.	PUNCT
cana-5241	60	1	svms	svms	NOUN
cana-5241	60	2	have	have	AUX
cana-5241	60	3	been	be	AUX
cana-5241	60	4	shown	show	VERB
cana-5241	60	5	to	to	PART
cana-5241	60	6	be	be	AUX
cana-5241	60	7	highly	highly	ADV
cana-5241	60	8	resistant	resistant	ADJ
cana-5241	60	9	to	to	ADP
cana-5241	60	10	high	high	ADJ
cana-5241	60	11	-	-	PUNCT
cana-5241	60	12	dimensional	dimensional	ADJ
cana-5241	60	13	data	datum	NOUN
cana-5241	60	14	noise	noise	NOUN
cana-5241	60	15	owing	owe	VERB
cana-5241	60	16	to	to	ADP
cana-5241	60	17	their	their	PRON
cana-5241	60	18	ability	ability	NOUN
cana-5241	60	19	to	to	PART
cana-5241	60	20	generalize	generalize	VERB
cana-5241	60	21	well	well	ADV
cana-5241	60	22	in	in	ADP
cana-5241	60	23	a	a	DET
cana-5241	60	24	high	high	ADJ
cana-5241	60	25	-	-	PUNCT
cana-5241	60	26	dimensional	dimensional	ADJ
cana-5241	60	27	space	space	NOUN
cana-5241	60	28	[	[	X
cana-5241	60	29	2	2	NUM
cana-5241	60	30	]	]	PUNCT
cana-5241	60	31	;	;	PUNCT
cana-5241	60	32	however	however	ADV
cana-5241	60	33	,	,	PUNCT
cana-5241	60	34	a	a	DET
cana-5241	60	35	key	key	ADJ
cana-5241	60	36	challenge	challenge	NOUN
cana-5241	60	37	of	of	ADP
cana-5241	60	38	svm	svm	PROPN
cana-5241	60	39	is	be	AUX
cana-5241	60	40	that	that	SCONJ
cana-5241	60	41	they	they	PRON
cana-5241	60	42	require	require	VERB
cana-5241	60	43	optimal	optimal	ADJ
cana-5241	60	44	values	value	NOUN
cana-5241	60	45	for	for	ADP
cana-5241	60	46	complex	complex	ADJ
cana-5241	60	47	hyperparameters	hyperparameter	NOUN
cana-5241	60	48	.	.	PUNCT
cana-5241	61	1	since	since	SCONJ
cana-5241	61	2	the	the	DET
cana-5241	61	3	turn	turn	NOUN
cana-5241	61	4	of	of	ADP
cana-5241	61	5	the	the	DET
cana-5241	61	6	millennium	millennium	NOUN
cana-5241	61	7	,	,	PUNCT
cana-5241	61	8	decision	decision	NOUN
cana-5241	61	9	trees	tree	NOUN
cana-5241	61	10	,	,	PUNCT
cana-5241	61	11	and	and	CCONJ
cana-5241	61	12	their	their	PRON
cana-5241	61	13	grandchild	grandchild	ADJ
cana-5241	61	14	ensemble	ensemble	ADJ
cana-5241	61	15	version	version	NOUN
cana-5241	61	16	,	,	PUNCT
cana-5241	61	17	despite	despite	SCONJ
cana-5241	61	18	their	their	PRON
cana-5241	61	19	limitations	limitation	NOUN
cana-5241	61	20	(	(	PUNCT
cana-5241	61	21	overfitting	overfitte	VERB
cana-5241	61	22	in	in	ADP
cana-5241	61	23	ddos	ddos	NOUN
cana-5241	61	24	attacks	attack	NOUN
cana-5241	61	25	)	)	PUNCT
cana-5241	61	26	,	,	PUNCT
cana-5241	61	27	random	random	ADJ
cana-5241	61	28	forests	forest	NOUN
cana-5241	61	29	can	can	AUX
cana-5241	61	30	scale	scale	VERB
cana-5241	61	31	up	up	ADP
cana-5241	61	32	to	to	ADP
cana-5241	61	33	large	large	ADJ
cana-5241	61	34	amounts	amount	NOUN
cana-5241	61	35	of	of	ADP
cana-5241	61	36	data	datum	NOUN
cana-5241	61	37	and	and	CCONJ
cana-5241	61	38	provide	provide	VERB
cana-5241	61	39	fundamental	fundamental	ADJ
cana-5241	61	40	information	information	NOUN
cana-5241	61	41	regarding	regard	VERB
cana-5241	61	42	feature	feature	NOUN
cana-5241	61	43	relevance	relevance	NOUN
cana-5241	61	44	[	[	X
cana-5241	61	45	4	4	NUM
cana-5241	61	46	]	]	PUNCT
cana-5241	61	47	.	.	PUNCT
cana-5241	62	1	deep	deep	ADJ
cana-5241	62	2	-	-	PUNCT
cana-5241	62	3	learning	learn	VERB
cana-5241	62	4	methods	method	NOUN
cana-5241	62	5	can	can	AUX
cana-5241	62	6	be	be	AUX
cana-5241	62	7	used	use	VERB
cana-5241	62	8	to	to	PART
cana-5241	62	9	automate	automate	VERB
cana-5241	62	10	feature	feature	NOUN
cana-5241	62	11	extraction	extraction	NOUN
cana-5241	62	12	.	.	PUNCT
cana-5241	63	1	convolutional	convolutional	ADJ
cana-5241	63	2	neural	neural	ADJ
cana-5241	63	3	networks	network	NOUN
cana-5241	63	4	(	(	PUNCT
cana-5241	63	5	cnns	cnns	PROPN
cana-5241	63	6	)	)	PUNCT
cana-5241	63	7	and	and	CCONJ
cana-5241	63	8	recurrent	recurrent	ADJ
cana-5241	63	9	neural	neural	ADJ
cana-5241	63	10	networks	network	NOUN
cana-5241	63	11	(	(	PUNCT
cana-5241	63	12	rnns	rnns	PROPN
cana-5241	63	13	)	)	PUNCT
cana-5241	63	14	are	be	AUX
cana-5241	63	15	the	the	DET
cana-5241	63	16	most	most	ADV
cana-5241	63	17	operative	operative	ADJ
cana-5241	63	18	approaches	approach	NOUN
cana-5241	63	19	;	;	PUNCT
cana-5241	63	20	however	however	ADV
cana-5241	63	21	,	,	PUNCT
cana-5241	63	22	the	the	DET
cana-5241	63	23	drawback	drawback	NOUN
cana-5241	63	24	of	of	ADP
cana-5241	63	25	deep	deep	ADJ
cana-5241	63	26	learning	learning	NOUN
cana-5241	63	27	models	model	NOUN
cana-5241	63	28	is	be	AUX
cana-5241	63	29	their	their	PRON
cana-5241	63	30	need	need	NOUN
cana-5241	63	31	for	for	ADP
cana-5241	63	32	extensive	extensive	ADJ
cana-5241	63	33	system	system	NOUN
cana-5241	63	34	resources	resource	NOUN
cana-5241	63	35	and	and	CCONJ
cana-5241	63	36	a	a	DET
cana-5241	63	37	sufficiently	sufficiently	ADV
cana-5241	63	38	large	large	ADJ
cana-5241	63	39	number	number	NOUN
cana-5241	63	40	of	of	ADP
cana-5241	63	41	labelled	label	VERB
cana-5241	63	42	datasets	dataset	NOUN
cana-5241	63	43	for	for	ADP
cana-5241	63	44	training	training	NOUN
cana-5241	63	45	,	,	PUNCT
cana-5241	63	46	and	and	CCONJ
cana-5241	63	47	existing	exist	VERB
cana-5241	63	48	ml	ml	NOUN
cana-5241	63	49	-	-	PUNCT
cana-5241	63	50	based	base	VERB
cana-5241	63	51	ddos	ddos	NOUN
cana-5241	63	52	detection	detection	NOUN
cana-5241	63	53	approaches	approach	NOUN
cana-5241	63	54	generally	generally	ADV
cana-5241	63	55	rely	rely	VERB
cana-5241	63	56	on	on	ADP
cana-5241	63	57	pre	pre	NOUN
cana-5241	63	58	-	-	NOUN
cana-5241	63	59	det	det	NOUN
cana-5241	63	60	and	and	CCONJ
cana-5241	63	61	rarely	rarely	ADV
cana-5241	63	62	capture	capture	VERB
cana-5241	63	63	the	the	DET
cana-5241	63	64	swaying	swaying	NOUN
cana-5241	63	65	nature	nature	NOUN
cana-5241	63	66	and	and	CCONJ
cana-5241	63	67	the	the	DET
cana-5241	63	68	inherent	inherent	ADJ
cana-5241	63	69	variation	variation	NOUN
cana-5241	63	70	in	in	ADP
cana-5241	63	71	normal	normal	ADJ
cana-5241	63	72	application	application	NOUN
cana-5241	63	73	layer	layer	NOUN
cana-5241	63	74	traffic	traffic	NOUN
cana-5241	63	75	.	.	PUNCT
cana-5241	64	1	2.3	2.3	NUM
cana-5241	64	2	qos	qos	NOUN
cana-5241	64	3	mitigation	mitigation	NOUN
cana-5241	64	4	strategies	strategy	NOUN
cana-5241	64	5	mitigation	mitigation	NOUN
cana-5241	64	6	must	must	AUX
cana-5241	64	7	ensure	ensure	VERB
cana-5241	64	8	that	that	SCONJ
cana-5241	64	9	the	the	DET
cana-5241	64	10	qos	qos	PROPN
cana-5241	64	11	is	be	AUX
cana-5241	64	12	maintained	maintain	VERB
cana-5241	64	13	during	during	ADP
cana-5241	64	14	and	and	CCONJ
cana-5241	64	15	after	after	ADP
cana-5241	64	16	a	a	DET
cana-5241	64	17	dos	dos	NOUN
cana-5241	64	18	attack	attack	NOUN
cana-5241	64	19	.	.	PUNCT
cana-5241	65	1	traditional	traditional	ADJ
cana-5241	65	2	mitigation	mitigation	NOUN
cana-5241	65	3	techniques	technique	NOUN
cana-5241	65	4	include	include	VERB
cana-5241	65	5	rate	rate	NOUN
cana-5241	65	6	-	-	PUNCT
cana-5241	65	7	limiting	limit	VERB
cana-5241	65	8	,	,	PUNCT
cana-5241	65	9	load	load	NOUN
cana-5241	65	10	balancing	balancing	NOUN
cana-5241	65	11	,	,	PUNCT
cana-5241	65	12	and	and	CCONJ
cana-5241	65	13	traffic	traffic	NOUN
cana-5241	65	14	filtering	filtering	NOUN
cana-5241	65	15	.	.	PUNCT
cana-5241	66	1	however	however	ADV
cana-5241	66	2	,	,	PUNCT
cana-5241	66	3	these	these	DET
cana-5241	66	4	methods	method	NOUN
cana-5241	66	5	may	may	AUX
cana-5241	66	6	not	not	PART
cana-5241	66	7	be	be	AUX
cana-5241	66	8	suitable	suitable	ADJ
cana-5241	66	9	for	for	ADP
cana-5241	66	10	complex	complex	ADJ
cana-5241	66	11	application	application	NOUN
cana-5241	66	12	-	-	PUNCT
cana-5241	66	13	layer	layer	NOUN
cana-5241	66	14	attacks	attack	NOUN
cana-5241	66	15	.	.	PUNCT
cana-5241	67	1	adaptive	adaptive	ADJ
cana-5241	67	2	and	and	CCONJ
cana-5241	67	3	intelligent	intelligent	ADJ
cana-5241	67	4	mitigation	mitigation	NOUN
cana-5241	67	5	strategies	strategy	NOUN
cana-5241	67	6	have	have	AUX
cana-5241	67	7	recently	recently	ADV
cana-5241	67	8	been	be	AUX
cana-5241	67	9	explored	explore	VERB
cana-5241	67	10	.	.	PUNCT
cana-5241	68	1	rate	rate	NOUN
cana-5241	68	2	limiting	limiting	NOUN
cana-5241	68	3	restricts	restrict	VERB
cana-5241	68	4	the	the	DET
cana-5241	68	5	quantity	quantity	NOUN
cana-5241	68	6	of	of	ADP
cana-5241	68	7	inward	inward	ADJ
cana-5241	68	8	traffic	traffic	NOUN
cana-5241	68	9	to	to	PART
cana-5241	68	10	prevent	prevent	VERB
cana-5241	68	11	server	server	NOUN
cana-5241	68	12	overload	overload	NOUN
cana-5241	68	13	.	.	PUNCT
cana-5241	69	1	during	during	ADP
cana-5241	69	2	an	an	DET
cana-5241	69	3	attack	attack	NOUN
cana-5241	69	4	,	,	PUNCT
cana-5241	69	5	traffic	traffic	NOUN
cana-5241	69	6	shaping	shaping	NOUN
cana-5241	69	7	is	be	AUX
cana-5241	69	8	employed	employ	VERB
cana-5241	69	9	to	to	PART
cana-5241	69	10	prioritize	prioritize	VERB
cana-5241	69	11	particular	particular	ADJ
cana-5241	69	12	types	type	NOUN
cana-5241	69	13	of	of	ADP
cana-5241	69	14	traffic	traffic	NOUN
cana-5241	69	15	such	such	ADJ
cana-5241	69	16	that	that	SCONJ
cana-5241	69	17	essential	essential	ADJ
cana-5241	69	18	services	service	NOUN
cana-5241	69	19	remain	remain	VERB
cana-5241	69	20	available	available	ADJ
cana-5241	69	21	[	[	X
cana-5241	69	22	8	8	NUM
cana-5241	69	23	]	]	PUNCT
cana-5241	69	24	.	.	PUNCT
cana-5241	70	1	however	however	ADV
cana-5241	70	2	,	,	PUNCT
cana-5241	70	3	these	these	DET
cana-5241	70	4	approaches	approach	NOUN
cana-5241	70	5	require	require	VERB
cana-5241	70	6	delicate	delicate	ADJ
cana-5241	70	7	settings	setting	NOUN
cana-5241	70	8	in	in	ADP
cana-5241	70	9	order	order	NOUN
cana-5241	70	10	to	to	PART
cana-5241	70	11	affect	affect	VERB
cana-5241	70	12	legitimate	legitimate	ADJ
cana-5241	70	13	users	user	NOUN
cana-5241	70	14	.	.	PUNCT
cana-5241	71	1	machine	machine	NOUN
cana-5241	71	2	learning	learning	NOUN
cana-5241	71	3	-	-	PUNCT
cana-5241	71	4	based	base	VERB
cana-5241	71	5	traffic	traffic	NOUN
cana-5241	71	6	filtering	filtering	NOUN
cana-5241	71	7	can	can	AUX
cana-5241	71	8	block	block	VERB
cana-5241	71	9	malicious	malicious	ADJ
cana-5241	71	10	traffic	traffic	NOUN
cana-5241	71	11	from	from	ADP
cana-5241	71	12	reaching	reach	VERB
cana-5241	71	13	its	its	PRON
cana-5241	71	14	target	target	NOUN
cana-5241	71	15	dynamically	dynamically	ADV
cana-5241	71	16	.	.	PUNCT
cana-5241	72	1	methods	method	NOUN
cana-5241	72	2	such	such	ADJ
cana-5241	72	3	as	as	ADP
cana-5241	72	4	clustering	clustering	NOUN
cana-5241	72	5	or	or	CCONJ
cana-5241	72	6	anomaly	anomaly	NOUN
cana-5241	72	7	detection	detection	NOUN
cana-5241	72	8	can	can	AUX
cana-5241	72	9	continuously	continuously	ADV
cana-5241	72	10	adapt	adapt	VERB
cana-5241	72	11	to	to	ADP
cana-5241	72	12	variations	variation	NOUN
cana-5241	72	13	in	in	ADP
cana-5241	72	14	the	the	DET
cana-5241	72	15	attack	attack	NOUN
cana-5241	72	16	patterns	pattern	NOUN
cana-5241	72	17	.	.	PUNCT
cana-5241	73	1	in	in	ADP
cana-5241	73	2	a	a	DET
cana-5241	73	3	study	study	NOUN
cana-5241	73	4	carried	carry	VERB
cana-5241	73	5	out	out	ADP
cana-5241	73	6	by	by	ADP
cana-5241	73	7	shahraki	shahraki	PROPN
cana-5241	73	8	et	et	PROPN
cana-5241	73	9	al	al	PROPN
cana-5241	73	10	.	.	PROPN
cana-5241	74	1	(	(	PUNCT
cana-5241	74	2	2018	2018	NUM
cana-5241	74	3	)	)	PUNCT
cana-5241	74	4	,	,	PUNCT
cana-5241	74	5	the	the	DET
cana-5241	74	6	use	use	NOUN
cana-5241	74	7	of	of	ADP
cana-5241	74	8	a	a	DET
cana-5241	74	9	clustering	clustering	ADJ
cana-5241	74	10	algorithm	algorithm	NOUN
cana-5241	74	11	improved	improve	VERB
cana-5241	74	12	the	the	DET
cana-5241	74	13	capability	capability	NOUN
cana-5241	74	14	of	of	ADP
cana-5241	74	15	the	the	DET
cana-5241	74	16	system	system	NOUN
cana-5241	74	17	to	to	PART
cana-5241	74	18	identify	identify	VERB
cana-5241	74	19	and	and	CCONJ
cana-5241	74	20	filter	filter	VERB
cana-5241	74	21	out	out	ADP
cana-5241	74	22	ddos	ddos	NOUN
cana-5241	74	23	packets	packet	NOUN
cana-5241	74	24	[	[	X
cana-5241	74	25	9	9	NUM
cana-5241	74	26	]	]	PUNCT
cana-5241	74	27	.	.	PUNCT
cana-5241	75	1	multiple	multiple	ADJ
cana-5241	75	2	servers	server	NOUN
cana-5241	75	3	help	help	AUX
cana-5241	75	4	spread	spread	VERB
cana-5241	75	5	the	the	DET
cana-5241	75	6	ddos	ddos	NOUN
cana-5241	75	7	impact	impact	NOUN
cana-5241	75	8	by	by	ADP
cana-5241	75	9	distributing	distribute	VERB
cana-5241	75	10	the	the	DET
cana-5241	75	11	incoming	incoming	ADJ
cana-5241	75	12	traffic	traffic	NOUN
cana-5241	75	13	across	across	ADP
cana-5241	75	14	them	they	PRON
cana-5241	75	15	.	.	PUNCT
cana-5241	76	1	advanced	advanced	ADJ
cana-5241	76	2	load	load	NOUN
cana-5241	76	3	-	-	PUNCT
cana-5241	76	4	balancing	balance	VERB
cana-5241	76	5	techniques	technique	NOUN
cana-5241	76	6	have	have	AUX
cana-5241	76	7	been	be	AUX
cana-5241	76	8	suggested	suggest	VERB
cana-5241	76	9	to	to	PART
cana-5241	76	10	enhance	enhance	VERB
cana-5241	76	11	network	network	NOUN
cana-5241	76	12	resilience	resilience	NOUN
cana-5241	76	13	through	through	ADP
cana-5241	76	14	the	the	DET
cana-5241	76	15	real	real	ADJ
cana-5241	76	16	-	-	PUNCT
cana-5241	76	17	time	time	NOUN
cana-5241	76	18	analysis	analysis	NOUN
cana-5241	76	19	of	of	ADP
cana-5241	76	20	network	network	NOUN
cana-5241	76	21	traffic	traffic	NOUN
cana-5241	76	22	and	and	CCONJ
cana-5241	76	23	prediction	prediction	NOUN
cana-5241	76	24	capabilities	capability	NOUN
cana-5241	76	25	[	[	X
cana-5241	76	26	10	10	NUM
cana-5241	76	27	]	]	PUNCT
cana-5241	76	28	.	.	PUNCT
cana-5241	77	1	communications	communication	NOUN
cana-5241	77	2	on	on	ADP
cana-5241	77	3	applied	apply	VERB
cana-5241	77	4	nonlinear	nonlinear	ADJ
cana-5241	77	5	analysis	analysis	NOUN
cana-5241	77	6	issn	issn	NOUN
cana-5241	77	7	:	:	PUNCT
cana-5241	77	8	1074	1074	NUM
cana-5241	77	9	-	-	PUNCT
cana-5241	77	10	133x	133x	NUM
cana-5241	77	11	vol	vol	VERB
cana-5241	77	12	32	32	NUM
cana-5241	77	13	no	no	NOUN
cana-5241	77	14	.	.	PUNCT
cana-5241	78	1	10s	10	NOUN
cana-5241	78	2	(	(	PUNCT
cana-5241	78	3	2025	2025	NUM
cana-5241	78	4	)	)	PUNCT
cana-5241	78	5	1405	1405	NUM
cana-5241	78	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-5241	78	7	2.3.1	2.3.1	NUM
cana-5241	78	8	behavioural	behavioural	ADJ
cana-5241	78	9	analysis	analysis	NOUN
cana-5241	78	10	in	in	ADP
cana-5241	78	11	ddos	ddos	NOUN
cana-5241	78	12	mitigation	mitigation	NOUN
cana-5241	78	13	some	some	DET
cana-5241	78	14	recent	recent	ADJ
cana-5241	78	15	research	research	NOUN
cana-5241	78	16	efforts	effort	NOUN
cana-5241	78	17	highlighted	highlight	VERB
cana-5241	78	18	in	in	ADP
cana-5241	78	19	table	table	NOUN
cana-5241	78	20	3	3	NUM
cana-5241	78	21	have	have	AUX
cana-5241	78	22	focused	focus	VERB
cana-5241	78	23	on	on	ADP
cana-5241	78	24	incorporating	incorporate	VERB
cana-5241	78	25	behavioral	behavioral	ADJ
cana-5241	78	26	analysis	analysis	NOUN
cana-5241	78	27	to	to	PART
cana-5241	78	28	enhance	enhance	VERB
cana-5241	78	29	the	the	DET
cana-5241	78	30	accuracy	accuracy	NOUN
cana-5241	78	31	of	of	ADP
cana-5241	78	32	ddos	ddos	NOUN
cana-5241	78	33	detection	detection	NOUN
cana-5241	78	34	.	.	PUNCT
cana-5241	79	1	however	however	ADV
cana-5241	79	2	,	,	PUNCT
cana-5241	79	3	these	these	DET
cana-5241	79	4	approaches	approach	NOUN
cana-5241	79	5	often	often	ADV
cana-5241	79	6	lack	lack	VERB
cana-5241	79	7	adaptability	adaptability	NOUN
cana-5241	79	8	and	and	CCONJ
cana-5241	79	9	struggle	struggle	NOUN
cana-5241	79	10	to	to	PART
cana-5241	79	11	keep	keep	VERB
cana-5241	79	12	pace	pace	NOUN
cana-5241	79	13	with	with	ADP
cana-5241	79	14	rapidly	rapidly	ADV
cana-5241	79	15	changing	change	VERB
cana-5241	79	16	application	application	NOUN
cana-5241	79	17	layer	layer	NOUN
cana-5241	79	18	attack	attack	NOUN
cana-5241	79	19	vectors	vector	NOUN
cana-5241	79	20	.	.	PUNCT
cana-5241	80	1	dynamic	dynamic	ADJ
cana-5241	80	2	solutions	solution	NOUN
cana-5241	80	3	that	that	PRON
cana-5241	80	4	can	can	AUX
cana-5241	80	5	repeatedly	repeatedly	ADV
cana-5241	80	6	study	study	VERB
cana-5241	80	7	and	and	CCONJ
cana-5241	80	8	acclimate	acclimate	VERB
cana-5241	80	9	to	to	ADP
cana-5241	80	10	new	new	ADJ
cana-5241	80	11	attack	attack	NOUN
cana-5241	80	12	outlines	outline	NOUN
cana-5241	80	13	are	be	AUX
cana-5241	80	14	therefore	therefore	ADV
cana-5241	80	15	required	require	VERB
cana-5241	80	16	.	.	PUNCT
cana-5241	81	1	table	table	NOUN
cana-5241	81	2	3	3	NUM
cana-5241	81	3	behavioural	behavioural	ADJ
cana-5241	81	4	analysis	analysis	NOUN
cana-5241	81	5	in	in	ADP
cana-5241	81	6	ddos	ddos	NOUN
cana-5241	81	7	mitigation	mitigation	NOUN
cana-5241	81	8	techniques	technique	NOUN
cana-5241	81	9	technique	technique	NOUN
cana-5241	81	10	method	method	NOUN
cana-5241	81	11	advantage	advantage	NOUN
cana-5241	81	12	limitation	limitation	NOUN
cana-5241	81	13	behavioural	behavioural	ADJ
cana-5241	81	14	analysis	analysis	NOUN
cana-5241	81	15	[	[	X
cana-5241	81	16	21	21	NUM
cana-5241	81	17	]	]	PUNCT
cana-5241	81	18	anomaly	anomaly	NOUN
cana-5241	81	19	detection	detection	NOUN
cana-5241	81	20	based	base	VERB
cana-5241	81	21	on	on	ADP
cana-5241	81	22	traffic	traffic	NOUN
cana-5241	81	23	behaviour	behaviour	NOUN
cana-5241	81	24	capability	capability	NOUN
cana-5241	81	25	to	to	PART
cana-5241	81	26	detect	detect	VERB
cana-5241	81	27	previously	previously	ADV
cana-5241	81	28	strange	strange	ADJ
cana-5241	81	29	attacks	attack	NOUN
cana-5241	81	30	probable	probable	ADJ
cana-5241	81	31	for	for	ADP
cana-5241	81	32	false	false	ADJ
cana-5241	81	33	positives	positive	NOUN
cana-5241	81	34	in	in	ADP
cana-5241	81	35	dynamic	dynamic	ADJ
cana-5241	81	36	environments	environment	NOUN
cana-5241	81	37	heuristic	heuristic	ADJ
cana-5241	81	38	analysis	analysis	NOUN
cana-5241	81	39	[	[	X
cana-5241	81	40	22	22	NUM
cana-5241	81	41	]	]	PUNCT
cana-5241	81	42	rule	rule	NOUN
cana-5241	81	43	-	-	PUNCT
cana-5241	81	44	based	base	VERB
cana-5241	81	45	detection	detection	NOUN
cana-5241	81	46	of	of	ADP
cana-5241	81	47	abnormal	abnormal	ADJ
cana-5241	81	48	patterns	pattern	NOUN
cana-5241	81	49	fast	fast	ADJ
cana-5241	81	50	response	response	NOUN
cana-5241	81	51	to	to	ADP
cana-5241	81	52	known	know	VERB
cana-5241	81	53	attack	attack	NOUN
cana-5241	81	54	patterns	pattern	NOUN
cana-5241	81	55	limited	limit	VERB
cana-5241	81	56	efficiency	efficiency	NOUN
cana-5241	81	57	against	against	ADP
cana-5241	81	58	novel	novel	ADJ
cana-5241	81	59	attacks	attack	NOUN
cana-5241	81	60	user	user	NOUN
cana-5241	81	61	behaviour	behaviour	NOUN
cana-5241	81	62	analytics	analytic	NOUN
cana-5241	82	1	[	[	X
cana-5241	82	2	23	23	NUM
cana-5241	82	3	]	]	PUNCT
cana-5241	82	4	monitoring	monitor	VERB
cana-5241	82	5	patterns	pattern	NOUN
cana-5241	82	6	of	of	ADP
cana-5241	82	7	user	user	NOUN
cana-5241	82	8	interactions	interaction	NOUN
cana-5241	82	9	focuses	focus	VERB
cana-5241	82	10	on	on	ADP
cana-5241	82	11	identifying	identify	VERB
cana-5241	82	12	insider	insider	NOUN
cana-5241	82	13	threats	threat	NOUN
cana-5241	82	14	may	may	AUX
cana-5241	82	15	not	not	PART
cana-5241	82	16	effectively	effectively	ADV
cana-5241	82	17	detect	detect	VERB
cana-5241	82	18	external	external	ADJ
cana-5241	82	19	threats	threat	NOUN
cana-5241	82	20	2.3.2	2.3.2	NUM
cana-5241	82	21	adaptive	adaptive	ADJ
cana-5241	82	22	learning	learning	NOUN
cana-5241	82	23	systems	system	NOUN
cana-5241	82	24	the	the	DET
cana-5241	82	25	concept	concept	NOUN
cana-5241	82	26	of	of	ADP
cana-5241	82	27	adaptive	adaptive	ADJ
cana-5241	82	28	learning	learning	NOUN
cana-5241	82	29	systems	system	NOUN
cana-5241	82	30	,	,	PUNCT
cana-5241	82	31	where	where	SCONJ
cana-5241	82	32	models	model	NOUN
cana-5241	82	33	evolve	evolve	AUX
cana-5241	82	34	based	base	VERB
cana-5241	82	35	on	on	ADP
cana-5241	82	36	changing	change	VERB
cana-5241	82	37	data	datum	NOUN
cana-5241	82	38	patterns	pattern	NOUN
cana-5241	82	39	,	,	PUNCT
cana-5241	82	40	has	have	AUX
cana-5241	82	41	gained	gain	VERB
cana-5241	82	42	traction	traction	NOUN
cana-5241	82	43	in	in	ADP
cana-5241	82	44	several	several	ADJ
cana-5241	82	45	domains	domain	NOUN
cana-5241	82	46	.	.	PUNCT
cana-5241	83	1	in	in	ADP
cana-5241	83	2	the	the	DET
cana-5241	83	3	context	context	NOUN
cana-5241	83	4	of	of	ADP
cana-5241	83	5	ddos	ddo	NOUN
cana-5241	83	6	mitigation	mitigation	NOUN
cana-5241	83	7	,	,	PUNCT
cana-5241	83	8	adaptive	adaptive	ADJ
cana-5241	83	9	learning	learning	NOUN
cana-5241	83	10	can	can	AUX
cana-5241	83	11	enhance	enhance	VERB
cana-5241	83	12	the	the	DET
cana-5241	83	13	resilience	resilience	NOUN
cana-5241	83	14	of	of	ADP
cana-5241	83	15	a	a	DET
cana-5241	83	16	system	system	NOUN
cana-5241	83	17	against	against	ADP
cana-5241	83	18	novel	novel	ADJ
cana-5241	83	19	attack	attack	NOUN
cana-5241	83	20	strategies	strategy	NOUN
cana-5241	83	21	.	.	PUNCT
cana-5241	84	1	current	current	ADJ
cana-5241	84	2	literature	literature	NOUN
cana-5241	84	3	suggests	suggest	VERB
cana-5241	84	4	analysed	analyse	VERB
cana-5241	84	5	in	in	ADP
cana-5241	84	6	table	table	NOUN
cana-5241	84	7	4	4	NUM
cana-5241	84	8	,	,	PUNCT
cana-5241	84	9	a	a	DET
cana-5241	84	10	need	need	NOUN
cana-5241	84	11	for	for	ADP
cana-5241	84	12	novel	novel	ADJ
cana-5241	84	13	approaches	approach	NOUN
cana-5241	84	14	that	that	PRON
cana-5241	84	15	combine	combine	VERB
cana-5241	84	16	dynamic	dynamic	ADJ
cana-5241	84	17	profiling	profiling	NOUN
cana-5241	84	18	with	with	ADP
cana-5241	84	19	adaptive	adaptive	ADJ
cana-5241	84	20	learning	learning	NOUN
cana-5241	84	21	to	to	PART
cana-5241	84	22	improve	improve	VERB
cana-5241	84	23	detection	detection	NOUN
cana-5241	84	24	accuracy	accuracy	NOUN
cana-5241	84	25	.	.	PUNCT
cana-5241	85	1	table	table	NOUN
cana-5241	85	2	4	4	NUM
cana-5241	85	3	adaptive	adaptive	ADJ
cana-5241	85	4	learning	learning	NOUN
cana-5241	85	5	-	-	PUNCT
cana-5241	85	6	based	base	VERB
cana-5241	85	7	ddos	ddos	NOUN
cana-5241	85	8	mitigation	mitigation	NOUN
cana-5241	85	9	technique	technique	NOUN
cana-5241	85	10	method	method	NOUN
cana-5241	85	11	advantage	advantage	NOUN
cana-5241	85	12	limitation	limitation	NOUN
cana-5241	85	13	adaptive	adaptive	ADJ
cana-5241	85	14	learning	learning	NOUN
cana-5241	85	15	systems	system	NOUN
cana-5241	85	16	[	[	X
cana-5241	85	17	24	24	NUM
cana-5241	85	18	]	]	PUNCT
cana-5241	85	19	continuous	continuous	ADJ
cana-5241	85	20	adjustment	adjustment	NOUN
cana-5241	85	21	of	of	ADP
cana-5241	85	22	models	model	NOUN
cana-5241	85	23	or	or	CCONJ
cana-5241	85	24	policies	policy	NOUN
cana-5241	85	25	adapts	adapt	VERB
cana-5241	85	26	to	to	ADP
cana-5241	85	27	changing	change	VERB
cana-5241	85	28	conditions	condition	NOUN
cana-5241	85	29	and	and	CCONJ
cana-5241	85	30	threats	threat	NOUN
cana-5241	85	31	initial	initial	ADJ
cana-5241	85	32	setup	setup	NOUN
cana-5241	85	33	and	and	CCONJ
cana-5241	85	34	tuning	tuning	NOUN
cana-5241	85	35	can	can	AUX
cana-5241	85	36	be	be	AUX
cana-5241	85	37	complex	complex	ADJ
cana-5241	85	38	reinforcement	reinforcement	NOUN
cana-5241	85	39	learning	learning	NOUN
cana-5241	85	40	[	[	X
cana-5241	85	41	25	25	NUM
cana-5241	85	42	]	]	PUNCT
cana-5241	85	43	reward	reward	NOUN
cana-5241	85	44	-	-	PUNCT
cana-5241	85	45	based	base	VERB
cana-5241	85	46	system	system	NOUN
cana-5241	85	47	for	for	ADP
cana-5241	85	48	decisionmaking	decisionmake	VERB
cana-5241	85	49	learns	learn	NOUN
cana-5241	85	50	from	from	ADP
cana-5241	85	51	experience	experience	NOUN
cana-5241	85	52	and	and	CCONJ
cana-5241	85	53	feedback	feedback	NOUN
cana-5241	85	54	complex	complex	NOUN
cana-5241	85	55	to	to	PART
cana-5241	85	56	implement	implement	VERB
cana-5241	85	57	and	and	CCONJ
cana-5241	85	58	finetune	finetune	VERB
cana-5241	85	59	online	online	ADV
cana-5241	85	60	learning	learning	NOUN
cana-5241	86	1	[	[	X
cana-5241	86	2	26	26	NUM
cana-5241	86	3	]	]	X
cana-5241	86	4	incremental	incremental	ADJ
cana-5241	86	5	learning	learning	NOUN
cana-5241	86	6	with	with	ADP
cana-5241	86	7	streaming	streaming	NOUN
cana-5241	86	8	data	datum	NOUN
cana-5241	86	9	adapts	adapt	VERB
cana-5241	86	10	in	in	ADP
cana-5241	86	11	real	real	ADJ
cana-5241	86	12	-	-	PUNCT
cana-5241	86	13	time	time	NOUN
cana-5241	86	14	to	to	ADP
cana-5241	86	15	evolving	evolve	VERB
cana-5241	86	16	threats	threat	NOUN
cana-5241	86	17	may	may	AUX
cana-5241	86	18	be	be	AUX
cana-5241	86	19	sensitive	sensitive	ADJ
cana-5241	86	20	to	to	ADP
cana-5241	86	21	noisy	noisy	ADJ
cana-5241	86	22	or	or	CCONJ
cana-5241	86	23	biased	biased	ADJ
cana-5241	86	24	data	data	NOUN
cana-5241	86	25	transfer	transfer	NOUN
cana-5241	86	26	learning	learn	VERB
cana-5241	86	27	[	[	X
cana-5241	86	28	27	27	NUM
cana-5241	86	29	]	]	X
cana-5241	86	30	leveraging	leverage	VERB
cana-5241	86	31	pretrained	pretraine	VERB
cana-5241	86	32	models	model	NOUN
cana-5241	86	33	on	on	ADP
cana-5241	86	34	related	related	ADJ
cana-5241	86	35	tasks	task	NOUN
cana-5241	86	36	accelerates	accelerate	VERB
cana-5241	86	37	learning	learn	VERB
cana-5241	86	38	in	in	ADP
cana-5241	86	39	specific	specific	ADJ
cana-5241	86	40	domains	domain	NOUN
cana-5241	86	41	limited	limit	VERB
cana-5241	86	42	success	success	NOUN
cana-5241	86	43	in	in	ADP
cana-5241	86	44	drastically	drastically	ADV
cana-5241	86	45	different	different	ADJ
cana-5241	86	46	domains	domain	NOUN
cana-5241	86	47	adaptive	adaptive	ADJ
cana-5241	86	48	policy	policy	NOUN
cana-5241	86	49	management	management	NOUN
cana-5241	87	1	[	[	X
cana-5241	87	2	28	28	NUM
cana-5241	87	3	]	]	X
cana-5241	87	4	dynamic	dynamic	ADJ
cana-5241	87	5	adjustment	adjustment	NOUN
cana-5241	87	6	of	of	ADP
cana-5241	87	7	security	security	NOUN
cana-5241	87	8	policies	policy	NOUN
cana-5241	87	9	customization	customization	NOUN
cana-5241	87	10	to	to	ADP
cana-5241	87	11	changing	change	VERB
cana-5241	87	12	threat	threat	NOUN
cana-5241	87	13	landscapes	landscape	NOUN
cana-5241	87	14	requires	require	VERB
cana-5241	87	15	a	a	DET
cana-5241	87	16	comprehensive	comprehensive	ADJ
cana-5241	87	17	understanding	understanding	NOUN
cana-5241	87	18	of	of	ADP
cana-5241	87	19	the	the	DET
cana-5241	87	20	system	system	NOUN
cana-5241	87	21	environment	environment	NOUN
cana-5241	87	22	communications	communication	NOUN
cana-5241	87	23	on	on	ADP
cana-5241	87	24	applied	apply	VERB
cana-5241	87	25	nonlinear	nonlinear	ADJ
cana-5241	87	26	analysis	analysis	NOUN
cana-5241	87	27	issn	issn	NOUN
cana-5241	87	28	:	:	PUNCT
cana-5241	87	29	1074	1074	NUM
cana-5241	87	30	-	-	PUNCT
cana-5241	87	31	133x	133x	NUM
cana-5241	87	32	vol	vol	VERB
cana-5241	87	33	32	32	NUM
cana-5241	87	34	no	no	NOUN
cana-5241	87	35	.	.	PUNCT
cana-5241	88	1	10s	10	NOUN
cana-5241	88	2	(	(	PUNCT
cana-5241	88	3	2025	2025	NUM
cana-5241	88	4	)	)	PUNCT
cana-5241	88	5	1406	1406	NUM
cana-5241	88	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	88	7	self	self	NOUN
cana-5241	88	8	-	-	PUNCT
cana-5241	88	9	healing	heal	VERB
cana-5241	88	10	systems	system	NOUN
cana-5241	88	11	[	[	X
cana-5241	88	12	29	29	NUM
cana-5241	88	13	]	]	PUNCT
cana-5241	88	14	automated	automated	ADJ
cana-5241	88	15	response	response	NOUN
cana-5241	88	16	mechanisms	mechanism	NOUN
cana-5241	88	17	for	for	ADP
cana-5241	88	18	threat	threat	NOUN
cana-5241	88	19	mitigation	mitigation	NOUN
cana-5241	88	20	reduces	reduce	VERB
cana-5241	88	21	manual	manual	ADJ
cana-5241	88	22	intervention	intervention	NOUN
cana-5241	88	23	in	in	ADP
cana-5241	88	24	security	security	NOUN
cana-5241	88	25	operations	operation	NOUN
cana-5241	88	26	risk	risk	NOUN
cana-5241	88	27	of	of	ADP
cana-5241	88	28	false	false	ADJ
cana-5241	88	29	positives	positive	NOUN
cana-5241	88	30	leading	lead	VERB
cana-5241	88	31	to	to	ADP
cana-5241	88	32	unnecessary	unnecessary	ADJ
cana-5241	88	33	actions	action	NOUN
cana-5241	88	34	this	this	DET
cana-5241	88	35	table	table	NOUN
cana-5241	88	36	provides	provide	VERB
cana-5241	88	37	an	an	DET
cana-5241	88	38	overview	overview	NOUN
cana-5241	88	39	of	of	ADP
cana-5241	88	40	the	the	DET
cana-5241	88	41	adaptive	adaptive	ADJ
cana-5241	88	42	learning	learning	NOUN
cana-5241	88	43	systems	system	NOUN
cana-5241	88	44	and	and	CCONJ
cana-5241	88	45	shows	show	VERB
cana-5241	88	46	their	their	PRON
cana-5241	88	47	features	feature	NOUN
cana-5241	88	48	,	,	PUNCT
cana-5241	88	49	advantages	advantage	NOUN
cana-5241	88	50	,	,	PUNCT
cana-5241	88	51	and	and	CCONJ
cana-5241	88	52	disadvantages	disadvantage	NOUN
cana-5241	88	53	.	.	PUNCT
cana-5241	89	1	when	when	SCONJ
cana-5241	89	2	conducting	conduct	VERB
cana-5241	89	3	the	the	DET
cana-5241	89	4	literature	literature	PROPN
cana-5241	89	5	review	review	NOUN
cana-5241	89	6	,	,	PUNCT
cana-5241	89	7	we	we	PRON
cana-5241	89	8	cited	cite	VERB
cana-5241	89	9	specific	specific	ADJ
cana-5241	89	10	papers	paper	NOUN
cana-5241	89	11	or	or	CCONJ
cana-5241	89	12	articles	article	NOUN
cana-5241	89	13	from	from	ADP
cana-5241	89	14	relevant	relevant	ADJ
cana-5241	89	15	journals	journal	NOUN
cana-5241	89	16	to	to	PART
cana-5241	89	17	support	support	VERB
cana-5241	89	18	the	the	DET
cana-5241	89	19	information	information	NOUN
cana-5241	89	20	presented	present	VERB
cana-5241	89	21	in	in	ADP
cana-5241	89	22	the	the	DET
cana-5241	89	23	table	table	NOUN
cana-5241	89	24	.	.	PUNCT
cana-5241	90	1	2.4	2.4	NUM
cana-5241	90	2	recent	recent	ADJ
cana-5241	90	3	advances	advance	NOUN
cana-5241	90	4	in	in	ADP
cana-5241	90	5	addition	addition	NOUN
cana-5241	90	6	to	to	ADP
cana-5241	90	7	control	control	NOUN
cana-5241	90	8	,	,	PUNCT
cana-5241	90	9	recent	recent	ADJ
cana-5241	90	10	developments	development	NOUN
cana-5241	90	11	in	in	ADP
cana-5241	90	12	ddos	ddos	NOUN
cana-5241	90	13	identification	identification	NOUN
cana-5241	90	14	have	have	AUX
cana-5241	90	15	focused	focus	VERB
cana-5241	90	16	on	on	ADP
cana-5241	90	17	incorporating	incorporate	VERB
cana-5241	90	18	numerous	numerous	ADJ
cana-5241	90	19	mechanisms	mechanism	NOUN
cana-5241	90	20	to	to	PART
cana-5241	90	21	enhance	enhance	VERB
cana-5241	90	22	its	its	PRON
cana-5241	90	23	strength	strength	NOUN
cana-5241	90	24	and	and	CCONJ
cana-5241	90	25	precision	precision	NOUN
cana-5241	90	26	.	.	PUNCT
cana-5241	91	1	the	the	DET
cana-5241	91	2	use	use	NOUN
cana-5241	91	3	of	of	ADP
cana-5241	91	4	mixed	mixed	ADJ
cana-5241	91	5	models	model	NOUN
cana-5241	91	6	that	that	PRON
cana-5241	91	7	merge	merge	VERB
cana-5241	91	8	ml	ml	ADP
cana-5241	91	9	techniques	technique	NOUN
cana-5241	91	10	with	with	ADP
cana-5241	91	11	conventional	conventional	ADJ
cana-5241	91	12	methods	method	NOUN
cana-5241	91	13	is	be	AUX
cana-5241	91	14	promising	promise	VERB
cana-5241	91	15	.	.	PUNCT
cana-5241	92	1	for	for	ADP
cana-5241	92	2	instance	instance	NOUN
cana-5241	92	3	,	,	PUNCT
cana-5241	92	4	the	the	DET
cana-5241	92	5	combination	combination	NOUN
cana-5241	92	6	of	of	ADP
cana-5241	92	7	a	a	DET
cana-5241	92	8	support	support	NOUN
cana-5241	92	9	vector	vector	NOUN
cana-5241	92	10	machine	machine	NOUN
cana-5241	92	11	(	(	PUNCT
cana-5241	92	12	svm	svm	PROPN
cana-5241	92	13	)	)	PUNCT
cana-5241	92	14	and	and	CCONJ
cana-5241	92	15	deep	deep	ADJ
cana-5241	92	16	learning	learning	NOUN
cana-5241	92	17	has	have	AUX
cana-5241	92	18	been	be	AUX
cana-5241	92	19	studied	study	VERB
cana-5241	92	20	as	as	ADP
cana-5241	92	21	a	a	DET
cana-5241	92	22	means	means	NOUN
cana-5241	92	23	of	of	ADP
cana-5241	92	24	leveraging	leverage	VERB
cana-5241	92	25	the	the	DET
cana-5241	92	26	inherent	inherent	ADJ
cana-5241	92	27	strengths	strength	NOUN
cana-5241	92	28	of	of	ADP
cana-5241	92	29	both	both	DET
cana-5241	92	30	methods	method	NOUN
cana-5241	92	31	[	[	X
cana-5241	92	32	30	30	NUM
cana-5241	92	33	]	]	PUNCT
cana-5241	92	34	.	.	PUNCT
cana-5241	93	1	another	another	DET
cana-5241	93	2	upcoming	upcoming	ADJ
cana-5241	93	3	trend	trend	NOUN
cana-5241	93	4	involves	involve	VERB
cana-5241	93	5	the	the	DET
cana-5241	93	6	inclusion	inclusion	NOUN
cana-5241	93	7	of	of	ADP
cana-5241	93	8	real	real	ADJ
cana-5241	93	9	-	-	PUNCT
cana-5241	93	10	time	time	NOUN
cana-5241	93	11	data	datum	NOUN
cana-5241	93	12	analytics	analytic	NOUN
cana-5241	93	13	and	and	CCONJ
cana-5241	93	14	adaptive	adaptive	ADJ
cana-5241	93	15	algorithms	algorithm	NOUN
cana-5241	93	16	.	.	PUNCT
cana-5241	94	1	methods	method	NOUN
cana-5241	94	2	such	such	ADJ
cana-5241	94	3	as	as	ADP
cana-5241	94	4	online	online	ADJ
cana-5241	94	5	learning	learning	NOUN
cana-5241	94	6	,	,	PUNCT
cana-5241	94	7	which	which	PRON
cana-5241	94	8	continually	continually	ADV
cana-5241	94	9	updates	update	VERB
cana-5241	94	10	models	model	NOUN
cana-5241	94	11	with	with	ADP
cana-5241	94	12	new	new	ADJ
cana-5241	94	13	data	datum	NOUN
cana-5241	94	14	,	,	PUNCT
cana-5241	94	15	have	have	AUX
cana-5241	94	16	been	be	AUX
cana-5241	94	17	suggested	suggest	VERB
cana-5241	94	18	to	to	PART
cana-5241	94	19	enhance	enhance	VERB
cana-5241	94	20	detection	detection	NOUN
cana-5241	94	21	accuracy	accuracy	NOUN
cana-5241	94	22	in	in	ADP
cana-5241	94	23	dynamic	dynamic	ADJ
cana-5241	94	24	settings	setting	NOUN
cana-5241	94	25	[	[	X
cana-5241	94	26	31	31	NUM
cana-5241	94	27	]	]	PUNCT
cana-5241	94	28	.	.	PUNCT
cana-5241	95	1	moreover	moreover	ADV
cana-5241	95	2	,	,	PUNCT
cana-5241	95	3	the	the	DET
cana-5241	95	4	inclusion	inclusion	NOUN
cana-5241	95	5	of	of	ADP
cana-5241	95	6	blockchain	blockchain	PROPN
cana-5241	95	7	technology	technology	PROPN
cana-5241	95	8	in	in	ADP
cana-5241	95	9	decentralized	decentralized	ADJ
cana-5241	95	10	and	and	CCONJ
cana-5241	95	11	secure	secure	ADJ
cana-5241	95	12	mitigation	mitigation	NOUN
cana-5241	95	13	strategies	strategy	NOUN
cana-5241	95	14	has	have	AUX
cana-5241	95	15	emerging	emerge	VERB
cana-5241	95	16	[	[	PUNCT
cana-5241	95	17	32	32	NUM
cana-5241	95	18	]	]	PUNCT
cana-5241	95	19	.	.	PUNCT
cana-5241	96	1	the	the	DET
cana-5241	96	2	internet	internet	NOUN
cana-5241	96	3	continues	continue	VERB
cana-5241	96	4	to	to	PART
cana-5241	96	5	expand	expand	VERB
cana-5241	96	6	,	,	PUNCT
cana-5241	96	7	and	and	CCONJ
cana-5241	96	8	the	the	DET
cana-5241	96	9	privacy	privacy	NOUN
cana-5241	96	10	-	-	PUNCT
cana-5241	96	11	minded	minded	ADJ
cana-5241	96	12	technologies	technology	NOUN
cana-5241	96	13	of	of	ADP
cana-5241	96	14	darknet	darknet	NOUN
cana-5241	96	15	exist	exist	VERB
cana-5241	96	16	alongside	alongside	ADP
cana-5241	96	17	lawful	lawful	ADJ
cana-5241	96	18	enterprises	enterprise	NOUN
cana-5241	96	19	such	such	ADJ
cana-5241	96	20	as	as	ADP
cana-5241	96	21	e	e	NOUN
cana-5241	96	22	-	-	NOUN
cana-5241	96	23	commerce	commerce	NOUN
cana-5241	96	24	/	/	SYM
cana-5241	96	25	trade	trade	NOUN
cana-5241	96	26	/	/	SYM
cana-5241	96	27	digital	digital	ADJ
cana-5241	96	28	transaction	transaction	NOUN
cana-5241	96	29	companies	company	NOUN
cana-5241	96	30	(	(	PUNCT
cana-5241	96	31	paypal	paypal	NOUN
cana-5241	96	32	)	)	PUNCT
cana-5241	96	33	and	and	CCONJ
cana-5241	96	34	illegal	illegal	ADJ
cana-5241	96	35	ones	one	NOUN
cana-5241	96	36	.	.	PUNCT
cana-5241	97	1	identifying	identify	VERB
cana-5241	97	2	and	and	CCONJ
cana-5241	97	3	characterizing	characterize	VERB
cana-5241	97	4	darknet	darknet	NOUN
cana-5241	97	5	traffic	traffic	NOUN
cana-5241	97	6	is	be	AUX
cana-5241	97	7	also	also	ADV
cana-5241	97	8	important	important	ADJ
cana-5241	97	9	to	to	PART
cana-5241	97	10	prevent	prevent	VERB
cana-5241	97	11	its	its	PRON
cana-5241	97	12	abusive	abusive	ADJ
cana-5241	97	13	use	use	NOUN
cana-5241	97	14	in	in	ADP
cana-5241	97	15	launching	launch	VERB
cana-5241	97	16	application	application	NOUN
cana-5241	97	17	-	-	PUNCT
cana-5241	97	18	layer	layer	NOUN
cana-5241	97	19	ddos	ddo	NOUN
cana-5241	97	20	attacks	attack	NOUN
cana-5241	97	21	.	.	PUNCT
cana-5241	98	1	machine	machine	NOUN
cana-5241	98	2	learning	learning	NOUN
cana-5241	98	3	has	have	AUX
cana-5241	98	4	become	become	VERB
cana-5241	98	5	a	a	DET
cana-5241	98	6	very	very	ADV
cana-5241	98	7	effective	effective	ADJ
cana-5241	98	8	technique	technique	NOUN
cana-5241	98	9	for	for	ADP
cana-5241	98	10	detecting	detect	VERB
cana-5241	98	11	and	and	CCONJ
cana-5241	98	12	putting	put	VERB
cana-5241	98	13	traffic	traffic	NOUN
cana-5241	98	14	in	in	ADP
cana-5241	98	15	categories	category	NOUN
cana-5241	98	16	corresponding	correspond	VERB
cana-5241	98	17	to	to	ADP
cana-5241	98	18	dark	dark	ADJ
cana-5241	98	19	net	net	ADJ
cana-5241	98	20	groups	group	NOUN
cana-5241	98	21	with	with	ADP
cana-5241	98	22	high	high	ADJ
cana-5241	98	23	confidence	confidence	NOUN
cana-5241	98	24	.	.	PUNCT
cana-5241	99	1	advanced	advanced	ADJ
cana-5241	99	2	machine	machine	NOUN
cana-5241	99	3	-	-	PUNCT
cana-5241	99	4	learning	learn	VERB
cana-5241	99	5	models	model	NOUN
cana-5241	99	6	have	have	AUX
cana-5241	99	7	been	be	AUX
cana-5241	99	8	shown	show	VERB
cana-5241	99	9	to	to	PART
cana-5241	99	10	be	be	AUX
cana-5241	99	11	effective	effective	ADJ
cana-5241	99	12	in	in	ADP
cana-5241	99	13	recent	recent	ADJ
cana-5241	99	14	studies	study	NOUN
cana-5241	99	15	using	use	VERB
cana-5241	99	16	the	the	DET
cana-5241	99	17	cic	cic	NOUN
cana-5241	99	18	-	-	PUNCT
cana-5241	99	19	darknet2020	darknet2020	NOUN
cana-5241	99	20	dataset	dataset	NOUN
cana-5241	99	21	.	.	PUNCT
cana-5241	100	1	as	as	ADP
cana-5241	100	2	an	an	DET
cana-5241	100	3	illustration	illustration	NOUN
cana-5241	100	4	,	,	PUNCT
cana-5241	100	5	the	the	DET
cana-5241	100	6	random	random	ADJ
cana-5241	100	7	forest	forest	NOUN
cana-5241	100	8	algorithm	algorithm	NOUN
cana-5241	100	9	has	have	VERB
cana-5241	100	10	98	98	NUM
cana-5241	100	11	%	%	NOUN
cana-5241	100	12	accuracy	accuracy	NOUN
cana-5241	100	13	in	in	ADP
cana-5241	100	14	binary	binary	ADJ
cana-5241	100	15	and	and	CCONJ
cana-5241	100	16	multiclass	multiclass	ADJ
cana-5241	100	17	classification	classification	NOUN
cana-5241	100	18	tasks	task	NOUN
cana-5241	100	19	[	[	X
cana-5241	100	20	39	39	NUM
cana-5241	100	21	]	]	PUNCT
cana-5241	100	22	.	.	PUNCT
cana-5241	101	1	furthermore	furthermore	ADV
cana-5241	101	2	,	,	PUNCT
cana-5241	101	3	to	to	ADP
cana-5241	101	4	a	a	DET
cana-5241	101	5	record	record	ADJ
cana-5241	101	6	low	low	ADJ
cana-5241	101	7	detection	detection	NOUN
cana-5241	101	8	level	level	NOUN
cana-5241	101	9	of	of	ADP
cana-5241	101	10	99.70	99.70	NUM
cana-5241	101	11	%	%	NOUN
cana-5241	102	1	[	[	X
cana-5241	102	2	40	40	NUM
cana-5241	102	3	]	]	PUNCT
cana-5241	102	4	,	,	PUNCT
cana-5241	102	5	utilizing	utilize	VERB
cana-5241	102	6	attention	attention	NOUN
cana-5241	102	7	-	-	PUNCT
cana-5241	102	8	based	base	VERB
cana-5241	102	9	long	long	ADJ
cana-5241	102	10	short	short	ADJ
cana-5241	102	11	-	-	PUNCT
cana-5241	102	12	term	term	NOUN
cana-5241	102	13	memory	memory	NOUN
cana-5241	102	14	(	(	PUNCT
cana-5241	102	15	lstm	lstm	NOUN
cana-5241	102	16	)	)	PUNCT
cana-5241	102	17	xai	xai	PROPN
cana-5241	102	18	models	model	NOUN
cana-5241	102	19	,	,	PUNCT
cana-5241	102	20	highlighting	highlight	VERB
cana-5241	102	21	the	the	DET
cana-5241	102	22	versatility	versatility	NOUN
cana-5241	102	23	of	of	ADP
cana-5241	102	24	our	our	PRON
cana-5241	102	25	model	model	NOUN
cana-5241	102	26	in	in	ADP
cana-5241	102	27	identifying	identify	VERB
cana-5241	102	28	intricate	intricate	ADJ
cana-5241	102	29	traffic	traffic	NOUN
cana-5241	102	30	behaviors	behavior	NOUN
cana-5241	102	31	,	,	PUNCT
cana-5241	102	32	and	and	CCONJ
cana-5241	102	33	cutting	cut	VERB
cana-5241	102	34	-	-	PUNCT
cana-5241	102	35	edge	edge	NOUN
cana-5241	102	36	methods	method	NOUN
cana-5241	102	37	,	,	PUNCT
cana-5241	102	38	including	include	VERB
cana-5241	102	39	convolutional	convolutional	ADJ
cana-5241	102	40	neural	neural	ADJ
cana-5241	102	41	network	network	NOUN
cana-5241	102	42	(	(	PUNCT
cana-5241	102	43	cnn	cnn	PROPN
cana-5241	102	44	)	)	PUNCT
cana-5241	102	45	and	and	CCONJ
cana-5241	102	46	bidirectional	bidirectional	ADJ
cana-5241	102	47	lstm	lstm	NOUN
cana-5241	102	48	(	(	PUNCT
cana-5241	102	49	bilstm	bilstm	NOUN
cana-5241	102	50	)	)	PUNCT
cana-5241	102	51	architectures	architecture	NOUN
cana-5241	102	52	,	,	PUNCT
cana-5241	102	53	can	can	AUX
cana-5241	102	54	improve	improve	VERB
cana-5241	102	55	the	the	DET
cana-5241	102	56	accuracy	accuracy	NOUN
cana-5241	102	57	of	of	ADP
cana-5241	102	58	traffic	traffic	NOUN
cana-5241	102	59	classification	classification	NOUN
cana-5241	102	60	,	,	PUNCT
cana-5241	102	61	achieving	achieve	VERB
cana-5241	102	62	accuracies	accuracy	NOUN
cana-5241	102	63	of	of	ADP
cana-5241	102	64	up	up	ADP
cana-5241	102	65	to	to	PART
cana-5241	102	66	92.57	92.57	NUM
cana-5241	102	67	%	%	NOUN
cana-5241	103	1	[	[	X
cana-5241	103	2	42	42	NUM
cana-5241	103	3	]	]	PUNCT
cana-5241	103	4	.	.	PUNCT
cana-5241	104	1	the	the	DET
cana-5241	104	2	ongoing	ongoing	ADJ
cana-5241	104	3	improvement	improvement	NOUN
cana-5241	104	4	of	of	ADP
cana-5241	104	5	these	these	DET
cana-5241	104	6	models	model	NOUN
cana-5241	104	7	,	,	PUNCT
cana-5241	104	8	such	such	ADJ
cana-5241	104	9	as	as	ADP
cana-5241	104	10	stacking	stack	VERB
cana-5241	104	11	ensemble	ensemble	ADJ
cana-5241	104	12	learning	learning	NOUN
cana-5241	104	13	(	(	PUNCT
cana-5241	104	14	sela	sela	PROPN
cana-5241	104	15	)	)	PUNCT
cana-5241	104	16	and	and	CCONJ
cana-5241	104	17	deep	deep	ADJ
cana-5241	104	18	layer	layer	NOUN
cana-5241	104	19	modifications	modification	NOUN
cana-5241	105	1	[	[	X
cana-5241	105	2	43	43	NUM
cana-5241	105	3	]	]	PUNCT
cana-5241	105	4	,	,	PUNCT
cana-5241	105	5	bagging	bag	VERB
cana-5241	105	6	decision	decision	NOUN
cana-5241	105	7	tree	tree	NOUN
cana-5241	105	8	ensembles	ensemble	NOUN
cana-5241	105	9	(	(	PUNCT
cana-5241	105	10	bag	bag	NOUN
cana-5241	105	11	-	-	PUNCT
cana-5241	105	12	dt	dt	NOUN
cana-5241	105	13	)	)	PUNCT
cana-5241	106	1	[	[	X
cana-5241	106	2	41	41	NUM
cana-5241	106	3	]	]	PUNCT
cana-5241	106	4	,	,	PUNCT
cana-5241	106	5	and	and	CCONJ
cana-5241	106	6	enhanced	enhance	VERB
cana-5241	106	7	neural	neural	ADJ
cana-5241	106	8	networks	network	NOUN
cana-5241	106	9	[	[	X
cana-5241	106	10	enn	enn	PROPN
cana-5241	106	11	]	]	PUNCT
cana-5241	106	12	,	,	PUNCT
cana-5241	106	13	demonstrates	demonstrate	VERB
cana-5241	106	14	the	the	DET
cana-5241	106	15	capability	capability	NOUN
cana-5241	106	16	of	of	ADP
cana-5241	106	17	ai	ai	NOUN
cana-5241	106	18	-	-	PUNCT
cana-5241	106	19	based	base	VERB
cana-5241	106	20	approaches	approach	NOUN
cana-5241	106	21	to	to	PART
cana-5241	106	22	fight	fight	VERB
cana-5241	106	23	darknet	darknet	NOUN
cana-5241	106	24	profiteering	profiteering	NOUN
cana-5241	106	25	.	.	PUNCT
cana-5241	107	1	the	the	DET
cana-5241	107	2	increased	increase	VERB
cana-5241	107	3	threat	threat	NOUN
cana-5241	107	4	of	of	ADP
cana-5241	107	5	distributed	distribute	VERB
cana-5241	107	6	denial	denial	NOUN
cana-5241	107	7	of	of	ADP
cana-5241	107	8	service	service	NOUN
cana-5241	107	9	(	(	PUNCT
cana-5241	107	10	ddos	ddos	NOUN
cana-5241	107	11	)	)	PUNCT
cana-5241	107	12	attacks	attack	NOUN
cana-5241	107	13	,	,	PUNCT
cana-5241	107	14	particularly	particularly	ADV
cana-5241	107	15	in	in	ADP
cana-5241	107	16	softwaredefined	softwaredefined	ADJ
cana-5241	107	17	networking	networking	NOUN
cana-5241	107	18	and	and	CCONJ
cana-5241	107	19	hybrid	hybrid	ADJ
cana-5241	107	20	cloud	cloud	NOUN
cana-5241	107	21	environments	environment	NOUN
cana-5241	107	22	,	,	PUNCT
cana-5241	107	23	has	have	AUX
cana-5241	107	24	led	lead	VERB
cana-5241	107	25	to	to	ADP
cana-5241	107	26	tremendous	tremendous	ADJ
cana-5241	107	27	developments	development	NOUN
cana-5241	107	28	in	in	ADP
cana-5241	107	29	ddos	ddos	NOUN
cana-5241	107	30	detection	detection	NOUN
cana-5241	107	31	and	and	CCONJ
cana-5241	107	32	mitigation	mitigation	NOUN
cana-5241	107	33	techniques	technique	NOUN
cana-5241	107	34	.	.	PUNCT
cana-5241	108	1	owing	owe	VERB
cana-5241	108	2	to	to	ADP
cana-5241	108	3	modern	modern	ADJ
cana-5241	108	4	tools	tool	NOUN
cana-5241	108	5	and	and	CCONJ
cana-5241	108	6	techniques	technique	NOUN
cana-5241	108	7	,	,	PUNCT
cana-5241	108	8	deeplearning	deeplearne	VERB
cana-5241	108	9	-	-	PUNCT
cana-5241	108	10	based	base	VERB
cana-5241	108	11	defensive	defensive	ADJ
cana-5241	108	12	networks	network	NOUN
cana-5241	108	13	can	can	AUX
cana-5241	108	14	be	be	AUX
cana-5241	108	15	easily	easily	ADV
cana-5241	108	16	developed	develop	VERB
cana-5241	108	17	.	.	PUNCT
cana-5241	109	1	for	for	ADP
cana-5241	109	2	example	example	NOUN
cana-5241	109	3	,	,	PUNCT
cana-5241	109	4	the	the	DET
cana-5241	109	5	application	application	NOUN
cana-5241	109	6	of	of	ADP
cana-5241	109	7	a	a	DET
cana-5241	109	8	multilayer	multilayer	ADJ
cana-5241	109	9	perceptron	perceptron	NOUN
cana-5241	109	10	(	(	PUNCT
cana-5241	109	11	mlp	mlp	PROPN
cana-5241	109	12	)	)	PUNCT
cana-5241	109	13	has	have	AUX
cana-5241	109	14	been	be	AUX
cana-5241	109	15	successful	successful	ADJ
cana-5241	109	16	in	in	ADP
cana-5241	109	17	accurately	accurately	ADV
cana-5241	109	18	detecting	detect	VERB
cana-5241	109	19	ddos	ddo	NOUN
cana-5241	109	20	traffic	traffic	NOUN
cana-5241	109	21	with	with	ADP
cana-5241	109	22	a	a	DET
cana-5241	109	23	very	very	ADV
cana-5241	109	24	low	low	ADJ
cana-5241	109	25	latency	latency	NOUN
cana-5241	109	26	to	to	PART
cana-5241	109	27	improve	improve	VERB
cana-5241	109	28	network	network	NOUN
cana-5241	109	29	resilience	resilience	NOUN
cana-5241	109	30	[	[	X
cana-5241	109	31	33	33	NUM
cana-5241	109	32	]	]	PUNCT
cana-5241	109	33	.	.	PUNCT
cana-5241	110	1	deep	deep	ADJ
cana-5241	110	2	learning	learning	NOUN
cana-5241	110	3	models	model	NOUN
cana-5241	110	4	have	have	AUX
cana-5241	110	5	shown	show	VERB
cana-5241	110	6	great	great	ADJ
cana-5241	110	7	promise	promise	NOUN
cana-5241	110	8	in	in	ADP
cana-5241	110	9	sdn	sdn	NOUN
cana-5241	110	10	environments	environment	NOUN
cana-5241	110	11	for	for	ADP
cana-5241	110	12	detecting	detect	VERB
cana-5241	110	13	and	and	CCONJ
cana-5241	110	14	mitigating	mitigate	VERB
cana-5241	110	15	ddos	ddo	NOUN
cana-5241	110	16	attacks	attack	NOUN
cana-5241	110	17	and	and	CCONJ
cana-5241	110	18	providing	provide	VERB
cana-5241	110	19	communications	communication	NOUN
cana-5241	110	20	on	on	ADP
cana-5241	110	21	applied	apply	VERB
cana-5241	110	22	nonlinear	nonlinear	ADJ
cana-5241	110	23	analysis	analysis	NOUN
cana-5241	110	24	issn	issn	NOUN
cana-5241	110	25	:	:	PUNCT
cana-5241	110	26	1074	1074	NUM
cana-5241	110	27	-	-	PUNCT
cana-5241	110	28	133x	133x	NUM
cana-5241	110	29	vol	vol	VERB
cana-5241	110	30	32	32	NUM
cana-5241	110	31	no	no	NOUN
cana-5241	110	32	.	.	PUNCT
cana-5241	110	33	10s	10	NOUN
cana-5241	110	34	(	(	PUNCT
cana-5241	110	35	2025	2025	NUM
cana-5241	110	36	)	)	PUNCT
cana-5241	110	37	1407	1407	NUM
cana-5241	110	38	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	110	39	security	security	NOUN
cana-5241	110	40	for	for	ADP
cana-5241	110	41	network	network	NOUN
cana-5241	110	42	controller	controller	NOUN
cana-5241	110	43	functionality	functionality	NOUN
cana-5241	110	44	[	[	X
cana-5241	110	45	34	34	NUM
cana-5241	110	46	]	]	PUNCT
cana-5241	110	47	.	.	PUNCT
cana-5241	111	1	in	in	ADP
cana-5241	111	2	addition	addition	NOUN
cana-5241	111	3	,	,	PUNCT
cana-5241	111	4	hybrid	hybrid	ADJ
cana-5241	111	5	cloud	cloud	NOUN
cana-5241	111	6	environments	environment	NOUN
cana-5241	111	7	can	can	AUX
cana-5241	111	8	take	take	VERB
cana-5241	111	9	advantage	advantage	NOUN
cana-5241	111	10	of	of	ADP
cana-5241	111	11	separate	separate	ADJ
cana-5241	111	12	detection	detection	NOUN
cana-5241	111	13	methods	method	NOUN
cana-5241	111	14	for	for	ADP
cana-5241	111	15	these	these	DET
cana-5241	111	16	attacks	attack	NOUN
cana-5241	111	17	,	,	PUNCT
cana-5241	111	18	such	such	ADJ
cana-5241	111	19	as	as	ADP
cana-5241	111	20	sdmta	sdmta	NOUN
cana-5241	111	21	,	,	PUNCT
cana-5241	111	22	which	which	PRON
cana-5241	111	23	introduces	introduce	VERB
cana-5241	111	24	machine	machine	NOUN
cana-5241	111	25	learning	learn	VERB
cana-5241	111	26	for	for	ADP
cana-5241	111	27	dynamic	dynamic	ADJ
cana-5241	111	28	real	real	ADJ
cana-5241	111	29	-	-	PUNCT
cana-5241	111	30	time	time	NOUN
cana-5241	111	31	vulnerability	vulnerability	NOUN
cana-5241	111	32	assessment	assessment	NOUN
cana-5241	111	33	and	and	CCONJ
cana-5241	111	34	elimination	elimination	NOUN
cana-5241	111	35	[	[	X
cana-5241	111	36	35	35	NUM
cana-5241	111	37	]	]	PUNCT
cana-5241	111	38	.	.	PUNCT
cana-5241	112	1	other	other	ADJ
cana-5241	112	2	sophisticated	sophisticated	ADJ
cana-5241	112	3	multilayer	multilayer	ADJ
cana-5241	112	4	frameworks	framework	NOUN
cana-5241	112	5	have	have	AUX
cana-5241	112	6	been	be	AUX
cana-5241	112	7	developed	develop	VERB
cana-5241	112	8	for	for	ADP
cana-5241	112	9	stateful	stateful	ADJ
cana-5241	112	10	sdn	sdn	PROPN
cana-5241	112	11	-	-	PUNCT
cana-5241	112	12	based	base	VERB
cana-5241	112	13	iot	iot	NOUN
cana-5241	112	14	networks	network	NOUN
cana-5241	112	15	,	,	PUNCT
cana-5241	112	16	such	such	ADJ
cana-5241	112	17	as	as	ADP
cana-5241	112	18	fmdadm	fmdadm	PROPN
cana-5241	112	19	,	,	PUNCT
cana-5241	112	20	which	which	PRON
cana-5241	112	21	adopts	adopt	VERB
cana-5241	112	22	machine	machine	NOUN
cana-5241	112	23	learning	learn	VERB
cana-5241	112	24	to	to	PART
cana-5241	112	25	astutely	astutely	ADV
cana-5241	112	26	identify	identify	VERB
cana-5241	112	27	attacks	attack	NOUN
cana-5241	112	28	and	and	CCONJ
cana-5241	112	29	defenses	defense	NOUN
cana-5241	112	30	[	[	X
cana-5241	112	31	36	36	NUM
cana-5241	112	32	]	]	PUNCT
cana-5241	112	33	.	.	PUNCT
cana-5241	113	1	in	in	ADP
cana-5241	113	2	addition	addition	NOUN
cana-5241	113	3	,	,	PUNCT
cana-5241	113	4	self	self	NOUN
cana-5241	113	5	-	-	PUNCT
cana-5241	113	6	protection	protection	NOUN
cana-5241	113	7	mechanisms	mechanism	NOUN
cana-5241	113	8	in	in	ADP
cana-5241	113	9	sdn	sdn	PROPN
cana-5241	113	10	environments	environment	NOUN
cana-5241	113	11	have	have	AUX
cana-5241	113	12	emerged	emerge	VERB
cana-5241	113	13	to	to	PART
cana-5241	113	14	provide	provide	VERB
cana-5241	113	15	autonomous	autonomous	ADJ
cana-5241	113	16	defense	defense	NOUN
cana-5241	113	17	against	against	ADP
cana-5241	113	18	application	application	NOUN
cana-5241	113	19	-	-	PUNCT
cana-5241	113	20	layer	layer	NOUN
cana-5241	113	21	ddos	ddos	NOUN
cana-5241	113	22	attacks	attack	NOUN
cana-5241	113	23	and	and	CCONJ
cana-5241	113	24	further	far	ADV
cana-5241	113	25	increase	increase	VERB
cana-5241	113	26	the	the	DET
cana-5241	113	27	overall	overall	ADJ
cana-5241	113	28	security	security	NOUN
cana-5241	113	29	of	of	ADP
cana-5241	113	30	the	the	DET
cana-5241	113	31	network	network	NOUN
cana-5241	113	32	[	[	X
cana-5241	113	33	37	37	NUM
cana-5241	113	34	]	]	PUNCT
cana-5241	113	35	.	.	PUNCT
cana-5241	114	1	the	the	DET
cana-5241	114	2	most	most	ADV
cana-5241	114	3	valuable	valuable	ADJ
cana-5241	114	4	innovations	innovation	NOUN
cana-5241	114	5	made	make	VERB
cana-5241	114	6	in	in	ADP
cana-5241	114	7	this	this	DET
cana-5241	114	8	realm	realm	NOUN
cana-5241	114	9	prove	prove	VERB
cana-5241	114	10	to	to	PART
cana-5241	114	11	be	be	AUX
cana-5241	114	12	an	an	DET
cana-5241	114	13	evolution	evolution	NOUN
cana-5241	114	14	of	of	ADP
cana-5241	114	15	ddos	ddos	NOUN
cana-5241	114	16	mitigation	mitigation	NOUN
cana-5241	114	17	and	and	CCONJ
cana-5241	114	18	defense	defense	NOUN
cana-5241	114	19	,	,	PUNCT
cana-5241	114	20	requiring	require	VERB
cana-5241	114	21	static	static	ADJ
cana-5241	114	22	shield	shield	NOUN
cana-5241	114	23	techniques	technique	NOUN
cana-5241	114	24	,	,	PUNCT
cana-5241	114	25	as	as	SCONJ
cana-5241	114	26	can	can	AUX
cana-5241	114	27	be	be	AUX
cana-5241	114	28	seen	see	VERB
cana-5241	114	29	from	from	ADP
cana-5241	114	30	a	a	DET
cana-5241	114	31	study	study	NOUN
cana-5241	114	32	survey	survey	NOUN
cana-5241	114	33	on	on	ADP
cana-5241	114	34	manet	manet	NOUN
cana-5241	115	1	[	[	X
cana-5241	115	2	38	38	NUM
cana-5241	115	3	]	]	PUNCT
cana-5241	115	4	for	for	ADP
cana-5241	115	5	the	the	DET
cana-5241	115	6	development	development	NOUN
cana-5241	115	7	of	of	ADP
cana-5241	115	8	more	more	ADV
cana-5241	115	9	dependable	dependable	ADJ
cana-5241	115	10	and	and	CCONJ
cana-5241	115	11	adaptable	adaptable	ADJ
cana-5241	115	12	resistance	resistance	NOUN
cana-5241	115	13	against	against	ADP
cana-5241	115	14	never	never	ADV
cana-5241	115	15	-	-	PUNCT
cana-5241	115	16	cease	cease	NOUN
cana-5241	115	17	threats	threat	NOUN
cana-5241	115	18	.	.	PUNCT
cana-5241	116	1	in	in	ADP
cana-5241	116	2	summary	summary	NOUN
cana-5241	116	3	,	,	PUNCT
cana-5241	116	4	despite	despite	SCONJ
cana-5241	116	5	the	the	DET
cana-5241	116	6	significant	significant	ADJ
cana-5241	116	7	advancements	advancement	NOUN
cana-5241	116	8	made	make	VERB
cana-5241	116	9	thus	thus	ADV
cana-5241	116	10	far	far	ADV
cana-5241	116	11	concerning	concern	VERB
cana-5241	116	12	the	the	DET
cana-5241	116	13	detection	detection	NOUN
cana-5241	116	14	and	and	CCONJ
cana-5241	116	15	mitigation	mitigation	NOUN
cana-5241	116	16	of	of	ADP
cana-5241	116	17	application	application	NOUN
cana-5241	116	18	-	-	PUNCT
cana-5241	116	19	layer	layer	NOUN
cana-5241	116	20	ddos	ddo	NOUN
cana-5241	116	21	attacks	attack	NOUN
cana-5241	116	22	,	,	PUNCT
cana-5241	116	23	several	several	ADJ
cana-5241	116	24	challenges	challenge	NOUN
cana-5241	116	25	remain	remain	VERB
cana-5241	116	26	.	.	PUNCT
cana-5241	117	1	as	as	SCONJ
cana-5241	117	2	the	the	DET
cana-5241	117	3	attack	attack	NOUN
cana-5241	117	4	strategies	strategy	NOUN
cana-5241	117	5	continue	continue	VERB
cana-5241	117	6	to	to	PART
cana-5241	117	7	change	change	VERB
cana-5241	117	8	,	,	PUNCT
cana-5241	117	9	there	there	PRON
cana-5241	117	10	is	be	VERB
cana-5241	117	11	an	an	DET
cana-5241	117	12	urgent	urgent	ADJ
cana-5241	117	13	need	need	NOUN
cana-5241	117	14	for	for	ADP
cana-5241	117	15	efficient	efficient	ADJ
cana-5241	117	16	,	,	PUNCT
cana-5241	117	17	scalable	scalable	ADJ
cana-5241	117	18	,	,	PUNCT
cana-5241	117	19	and	and	CCONJ
cana-5241	117	20	adaptable	adaptable	ADJ
cana-5241	117	21	solutions	solution	NOUN
cana-5241	117	22	.	.	PUNCT
cana-5241	118	1	this	this	DET
cana-5241	118	2	study	study	NOUN
cana-5241	118	3	aims	aim	VERB
cana-5241	118	4	to	to	PART
cana-5241	118	5	address	address	VERB
cana-5241	118	6	these	these	DET
cana-5241	118	7	challenges	challenge	NOUN
cana-5241	118	8	by	by	ADP
cana-5241	118	9	developing	develop	VERB
cana-5241	118	10	an	an	DET
cana-5241	118	11	optimized	optimize	VERB
cana-5241	118	12	framework	framework	NOUN
cana-5241	118	13	for	for	ADP
cana-5241	118	14	ddos	ddos	NOUN
cana-5241	118	15	detection	detection	NOUN
cana-5241	118	16	and	and	CCONJ
cana-5241	118	17	qos	qos	PROPN
cana-5241	118	18	mitigation	mitigation	NOUN
cana-5241	118	19	that	that	PRON
cana-5241	118	20	takes	take	VERB
cana-5241	118	21	advantage	advantage	NOUN
cana-5241	118	22	of	of	ADP
cana-5241	118	23	modern	modern	ADJ
cana-5241	118	24	machine	machine	NOUN
cana-5241	118	25	learning	learn	VERB
cana-5241	118	26	techniques	technique	NOUN
cana-5241	118	27	.	.	PUNCT
cana-5241	119	1	3	3	X
cana-5241	119	2	.	.	X
cana-5241	119	3	methodology	methodology	NOUN
cana-5241	119	4	in	in	ADP
cana-5241	119	5	this	this	DET
cana-5241	119	6	section	section	NOUN
cana-5241	119	7	,	,	PUNCT
cana-5241	119	8	we	we	PRON
cana-5241	119	9	propose	propose	VERB
cana-5241	119	10	an	an	DET
cana-5241	119	11	efficient	efficient	ADJ
cana-5241	119	12	method	method	NOUN
cana-5241	119	13	to	to	PART
cana-5241	119	14	detect	detect	VERB
cana-5241	119	15	application	application	NOUN
cana-5241	119	16	-	-	PUNCT
cana-5241	119	17	layer	layer	NOUN
cana-5241	119	18	ddos	ddos	NOUN
cana-5241	119	19	attacks	attack	NOUN
cana-5241	119	20	and	and	CCONJ
cana-5241	119	21	reduce	reduce	VERB
cana-5241	119	22	their	their	PRON
cana-5241	119	23	effect	effect	NOUN
cana-5241	119	24	on	on	ADP
cana-5241	119	25	quality	quality	NOUN
cana-5241	119	26	of	of	ADP
cana-5241	119	27	service	service	NOUN
cana-5241	119	28	(	(	PUNCT
cana-5241	119	29	qos	qos	PROPN
cana-5241	119	30	)	)	PUNCT
cana-5241	119	31	.	.	PUNCT
cana-5241	120	1	in	in	ADP
cana-5241	120	2	our	our	PRON
cana-5241	120	3	approach	approach	NOUN
cana-5241	120	4	,	,	PUNCT
cana-5241	120	5	we	we	PRON
cana-5241	120	6	utilised	utilise	VERB
cana-5241	120	7	the	the	DET
cana-5241	120	8	techniques	technique	NOUN
cana-5241	120	9	to	to	PART
cana-5241	120	10	clean	clean	VERB
cana-5241	120	11	and	and	CCONJ
cana-5241	120	12	pre	pre	ADJ
cana-5241	120	13	-	-	NOUN
cana-5241	120	14	process	process	NOUN
cana-5241	120	15	datasets	dataset	NOUN
cana-5241	120	16	while	while	SCONJ
cana-5241	120	17	collecting	collect	VERB
cana-5241	120	18	features	feature	NOUN
cana-5241	120	19	using	use	VERB
cana-5241	120	20	the	the	DET
cana-5241	120	21	extra	extra	ADJ
cana-5241	120	22	tree	tree	NOUN
cana-5241	120	23	classifier	classifier	NOUN
cana-5241	120	24	efficiently	efficiently	ADV
cana-5241	120	25	relevant	relevant	ADJ
cana-5241	120	26	things	thing	NOUN
cana-5241	120	27	that	that	PRON
cana-5241	120	28	occurred	occur	VERB
cana-5241	120	29	for	for	ADP
cana-5241	120	30	attack	attack	NOUN
cana-5241	120	31	detection	detection	NOUN
cana-5241	120	32	.	.	PUNCT
cana-5241	121	1	we	we	PRON
cana-5241	121	2	deployed	deploy	VERB
cana-5241	121	3	a	a	DET
cana-5241	121	4	random	random	ADJ
cana-5241	121	5	forest	forest	NOUN
cana-5241	121	6	classifier	classifier	NOUN
cana-5241	121	7	for	for	ADP
cana-5241	121	8	attack	attack	NOUN
cana-5241	121	9	detection	detection	NOUN
cana-5241	121	10	that	that	PRON
cana-5241	121	11	has	have	AUX
cana-5241	121	12	demonstrated	demonstrate	VERB
cana-5241	121	13	accuracy	accuracy	NOUN
cana-5241	121	14	,	,	PUNCT
cana-5241	121	15	precision	precision	NOUN
cana-5241	121	16	,	,	PUNCT
cana-5241	121	17	recall	recall	NOUN
cana-5241	121	18	,	,	PUNCT
cana-5241	121	19	and	and	CCONJ
cana-5241	121	20	f1	f1	NOUN
cana-5241	121	21	score	score	NOUN
cana-5241	121	22	suitable	suitable	ADJ
cana-5241	121	23	for	for	ADP
cana-5241	121	24	distinguishing	distinguish	VERB
cana-5241	121	25	normal	normal	ADJ
cana-5241	121	26	traffic	traffic	NOUN
cana-5241	121	27	from	from	ADP
cana-5241	121	28	attacks	attack	NOUN
cana-5241	121	29	.	.	PUNCT
cana-5241	122	1	to	to	PART
cana-5241	122	2	prevent	prevent	VERB
cana-5241	122	3	these	these	DET
cana-5241	122	4	attacks	attack	NOUN
cana-5241	122	5	,	,	PUNCT
cana-5241	122	6	we	we	PRON
cana-5241	122	7	temper	temper	NOUN
cana-5241	122	8	and	and	CCONJ
cana-5241	122	9	balance	balance	VERB
cana-5241	122	10	the	the	DET
cana-5241	122	11	traffic	traffic	NOUN
cana-5241	122	12	using	use	VERB
cana-5241	122	13	neat	neat	ADJ
cana-5241	122	14	technologies	technology	NOUN
cana-5241	122	15	of	of	ADP
cana-5241	122	16	traffic	traffic	NOUN
cana-5241	122	17	shaping	shaping	NOUN
cana-5241	122	18	,	,	PUNCT
cana-5241	122	19	intelligent	intelligent	ADJ
cana-5241	122	20	traffic	traffic	NOUN
cana-5241	122	21	filtering	filtering	NOUN
cana-5241	122	22	(	(	PUNCT
cana-5241	122	23	only	only	ADV
cana-5241	122	24	configured	configure	VERB
cana-5241	122	25	packets	packet	NOUN
cana-5241	122	26	exist	exist	VERB
cana-5241	122	27	)	)	PUNCT
cana-5241	122	28	copying	copying	NOUN
cana-5241	122	29	&	&	CCONJ
cana-5241	122	30	load	load	NOUN
cana-5241	122	31	balancing	balance	VERB
cana-5241	122	32	techniques	technique	NOUN
cana-5241	122	33	that	that	PRON
cana-5241	122	34	improve	improve	VERB
cana-5241	122	35	qos	qos	NOUN
cana-5241	122	36	metrics	metric	NOUN
cana-5241	122	37	like	like	ADP
cana-5241	122	38	pdr	pdr	PROPN
cana-5241	122	39	packet	packet	NOUN
cana-5241	122	40	delivery	delivery	NOUN
cana-5241	122	41	ratio	ratio	NOUN
cana-5241	122	42	throughput	throughput	NOUN
cana-5241	122	43	,	,	PUNCT
cana-5241	122	44	jitter	jitter	NOUN
cana-5241	122	45	,	,	PUNCT
cana-5241	122	46	latency	latency	NOUN
cana-5241	122	47	,	,	PUNCT
cana-5241	122	48	and	and	CCONJ
cana-5241	122	49	memory	memory	NOUN
cana-5241	122	50	usage	usage	NOUN
cana-5241	122	51	.	.	PUNCT
cana-5241	123	1	the	the	DET
cana-5241	123	2	results	result	NOUN
cana-5241	123	3	of	of	ADP
cana-5241	123	4	the	the	DET
cana-5241	123	5	evaluation	evaluation	NOUN
cana-5241	123	6	show	show	NOUN
cana-5241	123	7	improvements	improvement	NOUN
cana-5241	123	8	in	in	ADP
cana-5241	123	9	both	both	DET
cana-5241	123	10	detection	detection	NOUN
cana-5241	123	11	accuracy	accuracy	NOUN
cana-5241	123	12	and	and	CCONJ
cana-5241	123	13	qos	qos	NOUN
cana-5241	123	14	-	-	PUNCT
cana-5241	123	15	related	relate	VERB
cana-5241	123	16	parameters	parameter	NOUN
cana-5241	123	17	after	after	ADP
cana-5241	123	18	the	the	DET
cana-5241	123	19	implementation	implementation	NOUN
cana-5241	123	20	of	of	ADP
cana-5241	123	21	mitigation	mitigation	NOUN
cana-5241	123	22	strategies	strategy	NOUN
cana-5241	123	23	.	.	PUNCT
cana-5241	124	1	each	each	DET
cana-5241	124	2	stage	stage	NOUN
cana-5241	124	3	was	be	AUX
cana-5241	124	4	designed	design	VERB
cana-5241	124	5	to	to	PART
cana-5241	124	6	enhance	enhance	VERB
cana-5241	124	7	detection	detection	NOUN
cana-5241	124	8	accuracy	accuracy	NOUN
cana-5241	124	9	and	and	CCONJ
cana-5241	124	10	optimise	optimise	ADJ
cana-5241	124	11	network	network	NOUN
cana-5241	124	12	performance	performance	NOUN
cana-5241	124	13	.	.	PUNCT
cana-5241	125	1	figure	figure	NOUN
cana-5241	125	2	1	1	NUM
cana-5241	125	3	illustrates	illustrate	VERB
cana-5241	125	4	the	the	DET
cana-5241	125	5	methodology	methodology	NOUN
cana-5241	125	6	adopted	adopt	VERB
cana-5241	125	7	for	for	ADP
cana-5241	125	8	the	the	DET
cana-5241	125	9	proposed	propose	VERB
cana-5241	125	10	model	model	NOUN
cana-5241	125	11	.	.	PUNCT
cana-5241	126	1	3.1	3.1	NUM
cana-5241	126	2	data	datum	NOUN
cana-5241	126	3	pre	pre	ADJ
cana-5241	126	4	-	-	ADJ
cana-5241	126	5	processing	processing	ADJ
cana-5241	126	6	data	datum	NOUN
cana-5241	126	7	pre	pre	ADJ
cana-5241	126	8	-	-	ADJ
cana-5241	126	9	processing	processing	NOUN
cana-5241	126	10	is	be	AUX
cana-5241	126	11	a	a	DET
cana-5241	126	12	significant	significant	ADJ
cana-5241	126	13	stage	stage	NOUN
cana-5241	126	14	in	in	ADP
cana-5241	126	15	which	which	PRON
cana-5241	126	16	raw	raw	ADJ
cana-5241	126	17	network	network	NOUN
cana-5241	126	18	traffic	traffic	NOUN
cana-5241	126	19	data	datum	NOUN
cana-5241	126	20	are	be	AUX
cana-5241	126	21	processed	process	VERB
cana-5241	126	22	to	to	PART
cana-5241	126	23	clean	clean	VERB
cana-5241	126	24	and	and	CCONJ
cana-5241	126	25	convert	convert	VERB
cana-5241	126	26	them	they	PRON
cana-5241	126	27	into	into	ADP
cana-5241	126	28	a	a	DET
cana-5241	126	29	measurable	measurable	ADJ
cana-5241	126	30	form	form	NOUN
cana-5241	126	31	for	for	ADP
cana-5241	126	32	analysis	analysis	NOUN
cana-5241	126	33	.	.	PUNCT
cana-5241	127	1	3.1.1	3.1.1	NUM
cana-5241	127	2	data	datum	NOUN
cana-5241	127	3	cleaning	cleaning	NOUN
cana-5241	127	4	:	:	PUNCT
cana-5241	127	5	to	to	PART
cana-5241	127	6	deal	deal	VERB
cana-5241	127	7	with	with	ADP
cana-5241	127	8	missing	miss	VERB
cana-5241	127	9	values	value	NOUN
cana-5241	127	10	and	and	CCONJ
cana-5241	127	11	recognize	recognize	VERB
cana-5241	127	12	and	and	CCONJ
cana-5241	127	13	handle	handle	VERB
cana-5241	127	14	missing	miss	VERB
cana-5241	127	15	values	value	NOUN
cana-5241	127	16	in	in	ADP
cana-5241	127	17	the	the	DET
cana-5241	127	18	dataset	dataset	NOUN
cana-5241	127	19	,	,	PUNCT
cana-5241	127	20	the	the	DET
cana-5241	127	21	imputation	imputation	NOUN
cana-5241	127	22	technique	technique	NOUN
cana-5241	127	23	is	be	AUX
cana-5241	127	24	considered	consider	VERB
cana-5241	127	25	here	here	ADV
cana-5241	127	26	,	,	PUNCT
cana-5241	127	27	along	along	ADP
cana-5241	127	28	with	with	ADP
cana-5241	127	29	imputation	imputation	NOUN
cana-5241	127	30	with	with	ADP
cana-5241	127	31	the	the	DET
cana-5241	127	32	mean	mean	NOUN
cana-5241	127	33	or	or	CCONJ
cana-5241	127	34	deletion	deletion	NOUN
cana-5241	127	35	of	of	ADP
cana-5241	127	36	missing	miss	VERB
cana-5241	127	37	value	value	NOUN
cana-5241	127	38	instances	instance	NOUN
cana-5241	127	39	.	.	PUNCT
cana-5241	128	1	ximputed	ximpute	VERB
cana-5241	128	2	=	=	NOUN
cana-5241	128	3	1	1	NUM
cana-5241	128	4	/	/	SYM
cana-5241	128	5	n	n	CCONJ
cana-5241	128	6	∑	∑	PROPN
cana-5241	128	7	n	n	CCONJ
cana-5241	128	8	i=1	i=1	PROPN
cana-5241	128	9	xi	xi	X
cana-5241	128	10	(	(	PUNCT
cana-5241	128	11	1	1	NUM
cana-5241	128	12	)	)	PUNCT
cana-5241	128	13	communications	communication	NOUN
cana-5241	128	14	on	on	ADP
cana-5241	128	15	applied	apply	VERB
cana-5241	128	16	nonlinear	nonlinear	ADJ
cana-5241	128	17	analysis	analysis	NOUN
cana-5241	128	18	issn	issn	NOUN
cana-5241	128	19	:	:	PUNCT
cana-5241	128	20	1074	1074	NUM
cana-5241	128	21	-	-	PUNCT
cana-5241	128	22	133x	133x	NUM
cana-5241	128	23	vol	vol	VERB
cana-5241	128	24	32	32	NUM
cana-5241	128	25	no	no	NOUN
cana-5241	128	26	.	.	PUNCT
cana-5241	129	1	10s	10	NOUN
cana-5241	129	2	(	(	PUNCT
cana-5241	129	3	2025	2025	NUM
cana-5241	129	4	)	)	PUNCT
cana-5241	129	5	1408	1408	NUM
cana-5241	129	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	129	7	(	(	PUNCT
cana-5241	129	8	where	where	SCONJ
cana-5241	129	9	ximputed	ximpute	VERB
cana-5241	129	10	is	be	AUX
cana-5241	129	11	the	the	DET
cana-5241	129	12	value	value	NOUN
cana-5241	129	13	attributed	attribute	VERB
cana-5241	129	14	to	to	ADP
cana-5241	129	15	missing	miss	VERB
cana-5241	129	16	data	datum	NOUN
cana-5241	129	17	)	)	PUNCT
cana-5241	129	18	any	any	DET
cana-5241	129	19	outlier	outlier	NOUN
cana-5241	129	20	data	datum	NOUN
cana-5241	129	21	are	be	AUX
cana-5241	129	22	detected	detect	VERB
cana-5241	129	23	using	use	VERB
cana-5241	129	24	the	the	DET
cana-5241	129	25	statistical	statistical	ADJ
cana-5241	129	26	method	method	NOUN
cana-5241	129	27	z	z	NOUN
cana-5241	129	28	-	-	PUNCT
cana-5241	129	29	score	score	NOUN
cana-5241	129	30	in	in	ADP
cana-5241	129	31	case	case	NOUN
cana-5241	129	32	of	of	ADP
cana-5241	129	33	removal	removal	NOUN
cana-5241	129	34	or	or	CCONJ
cana-5241	129	35	transformation	transformation	NOUN
cana-5241	129	36	,	,	PUNCT
cana-5241	129	37	as	as	SCONJ
cana-5241	129	38	it	it	PRON
cana-5241	129	39	leads	lead	VERB
cana-5241	129	40	to	to	ADP
cana-5241	129	41	a	a	DET
cana-5241	129	42	biased	biased	ADJ
cana-5241	129	43	model	model	NOUN
cana-5241	129	44	.	.	PUNCT
cana-5241	130	1	z	z	X
cana-5241	130	2	=	=	PUNCT
cana-5241	131	1	(	(	PUNCT
cana-5241	131	2	x	x	PROPN
cana-5241	131	3	μ	μ	PROPN
cana-5241	131	4	)	)	PUNCT
cana-5241	131	5	/	/	SYM
cana-5241	131	6	σ	σ	PROPN
cana-5241	131	7	(	(	PUNCT
cana-5241	131	8	2	2	NUM
cana-5241	131	9	)	)	PUNCT
cana-5241	131	10	(	(	PUNCT
cana-5241	131	11	where	where	SCONJ
cana-5241	131	12	x	x	PRON
cana-5241	131	13	represents	represent	VERB
cana-5241	131	14	the	the	DET
cana-5241	131	15	data	data	NOUN
cana-5241	131	16	point	point	NOUN
cana-5241	131	17	,	,	PUNCT
cana-5241	131	18	μ	μ	PROPN
cana-5241	131	19	is	be	AUX
cana-5241	131	20	the	the	DET
cana-5241	131	21	mean	mean	NOUN
cana-5241	131	22	,	,	PUNCT
cana-5241	131	23	σ	σ	PROPN
cana-5241	131	24	is	be	AUX
cana-5241	131	25	the	the	DET
cana-5241	131	26	standard	standard	ADJ
cana-5241	131	27	deviation	deviation	NOUN
cana-5241	131	28	,	,	PUNCT
cana-5241	131	29	and	and	CCONJ
cana-5241	131	30	z	z	NOUN
cana-5241	131	31	represents	represent	VERB
cana-5241	131	32	the	the	DET
cana-5241	131	33	z	z	NOUN
cana-5241	131	34	-	-	PUNCT
cana-5241	131	35	score	score	NOUN
cana-5241	131	36	.	.	PUNCT
cana-5241	131	37	)	)	PUNCT
cana-5241	132	1	3.1.2	3.1.2	NUM
cana-5241	132	2	data	datum	NOUN
cana-5241	132	3	normalization	normalization	NOUN
cana-5241	132	4	implementing	implement	VERB
cana-5241	132	5	the	the	DET
cana-5241	132	6	standard	standard	ADJ
cana-5241	132	7	scaler	scaler	NOUN
cana-5241	132	8	from	from	ADP
cana-5241	132	9	scikit	scikit	NOUN
cana-5241	132	10	learns	learn	VERB
cana-5241	132	11	to	to	PART
cana-5241	132	12	scale	scale	NOUN
cana-5241	132	13	features	feature	NOUN
cana-5241	132	14	such	such	ADJ
cana-5241	132	15	that	that	SCONJ
cana-5241	132	16	they	they	PRON
cana-5241	132	17	have	have	VERB
cana-5241	132	18	a	a	DET
cana-5241	132	19	nil	nil	ADJ
cana-5241	132	20	mean	mean	NOUN
cana-5241	132	21	and	and	CCONJ
cana-5241	132	22	unit	unit	NOUN
cana-5241	132	23	variance	variance	NOUN
cana-5241	132	24	.	.	PUNCT
cana-5241	133	1	this	this	DET
cana-5241	133	2	step	step	NOUN
cana-5241	133	3	equalizes	equalize	VERB
cana-5241	133	4	the	the	DET
cana-5241	133	5	scale	scale	NOUN
cana-5241	133	6	for	for	ADP
cana-5241	133	7	all	all	DET
cana-5241	133	8	features	feature	NOUN
cana-5241	133	9	to	to	PART
cana-5241	133	10	ensure	ensure	VERB
cana-5241	133	11	that	that	SCONJ
cana-5241	133	12	they	they	PRON
cana-5241	133	13	work	work	VERB
cana-5241	133	14	at	at	ADP
cana-5241	133	15	an	an	DET
cana-5241	133	16	equivalent	equivalent	ADJ
cana-5241	133	17	level	level	NOUN
cana-5241	133	18	in	in	ADP
cana-5241	133	19	the	the	DET
cana-5241	133	20	model	model	NOUN
cana-5241	133	21	.	.	PUNCT
cana-5241	134	1	xscaled	xscale	VERB
cana-5241	134	2	=	=	PUNCT
cana-5241	135	1	(	(	PUNCT
cana-5241	135	2	o	o	NOUN
cana-5241	135	3	μ	μ	PROPN
cana-5241	135	4	)	)	PUNCT
cana-5241	135	5	/	/	SYM
cana-5241	135	6	σ	σ	PROPN
cana-5241	135	7	(	(	PUNCT
cana-5241	135	8	3	3	NUM
cana-5241	135	9	)	)	PUNCT
cana-5241	135	10	where	where	SCONJ
cana-5241	135	11	xscaled	xscale	VERB
cana-5241	135	12	denotes	denote	VERB
cana-5241	135	13	the	the	DET
cana-5241	135	14	scaled	scale	VERB
cana-5241	135	15	feature	feature	NOUN
cana-5241	135	16	,	,	PUNCT
cana-5241	135	17	‘	'	PUNCT
cana-5241	135	18	o	o	NOUN
cana-5241	135	19	’	'	PUNCT
cana-5241	135	20	denotes	denote	VERB
cana-5241	135	21	the	the	DET
cana-5241	135	22	original	original	ADJ
cana-5241	135	23	feature	feature	NOUN
cana-5241	135	24	value	value	NOUN
cana-5241	135	25	,	,	PUNCT
cana-5241	135	26	μ	μ	PROPN
cana-5241	135	27	denotes	denote	VERB
cana-5241	135	28	the	the	DET
cana-5241	135	29	mean	mean	NOUN
cana-5241	135	30	,	,	PUNCT
cana-5241	135	31	and	and	CCONJ
cana-5241	135	32	σ	σ	PROPN
cana-5241	135	33	denotes	denote	VERB
cana-5241	135	34	the	the	DET
cana-5241	135	35	standard	standard	ADJ
cana-5241	135	36	deviation	deviation	NOUN
cana-5241	135	37	.	.	PUNCT
cana-5241	136	1	3.1.3	3.1.3	NUM
cana-5241	136	2	data	datum	NOUN
cana-5241	136	3	splitting	split	VERB
cana-5241	136	4	the	the	DET
cana-5241	136	5	dataset	dataset	NOUN
cana-5241	136	6	was	be	AUX
cana-5241	136	7	divided	divide	VERB
cana-5241	136	8	into	into	ADP
cana-5241	136	9	training	training	NOUN
cana-5241	136	10	and	and	CCONJ
cana-5241	136	11	testing	testing	NOUN
cana-5241	136	12	sets	set	NOUN
cana-5241	136	13	to	to	PART
cana-5241	136	14	better	well	ADV
cana-5241	136	15	understand	understand	VERB
cana-5241	136	16	the	the	DET
cana-5241	136	17	performance	performance	NOUN
cana-5241	136	18	of	of	ADP
cana-5241	136	19	the	the	DET
cana-5241	136	20	machine	machine	NOUN
cana-5241	136	21	learning	learning	NOUN
cana-5241	136	22	models	model	NOUN
cana-5241	136	23	.	.	PUNCT
cana-5241	137	1	d	d	X
cana-5241	137	2	=	=	PRON
cana-5241	137	3	{	{	PUNCT
cana-5241	137	4	(	(	PUNCT
cana-5241	137	5	xtrain	xtrain	PROPN
cana-5241	137	6	,	,	PUNCT
cana-5241	137	7	ytrain	ytrain	NOUN
cana-5241	137	8	)	)	PUNCT
cana-5241	137	9	,	,	PUNCT
cana-5241	137	10	(	(	PUNCT
cana-5241	137	11	xtest	xt	ADJ
cana-5241	137	12	,	,	PUNCT
cana-5241	137	13	ytest	yt	ADJ
cana-5241	137	14	)	)	PUNCT
cana-5241	137	15	}	}	PUNCT
cana-5241	137	16	(	(	PUNCT
cana-5241	137	17	4	4	X
cana-5241	137	18	)	)	PUNCT
cana-5241	137	19	(	(	PUNCT
cana-5241	137	20	where	where	SCONJ
cana-5241	137	21	d	d	NOUN
cana-5241	137	22	is	be	AUX
cana-5241	137	23	the	the	DET
cana-5241	137	24	dataset	dataset	NOUN
cana-5241	137	25	,	,	PUNCT
cana-5241	137	26	(	(	PUNCT
cana-5241	137	27	xtrain	xtrain	PROPN
cana-5241	137	28	,	,	PUNCT
cana-5241	137	29	ytrain	ytrain	NOUN
cana-5241	137	30	)	)	PUNCT
cana-5241	137	31	are	be	AUX
cana-5241	137	32	the	the	DET
cana-5241	137	33	training	training	NOUN
cana-5241	137	34	data	datum	NOUN
cana-5241	137	35	and	and	CCONJ
cana-5241	137	36	labels	label	NOUN
cana-5241	137	37	,	,	PUNCT
cana-5241	137	38	and	and	CCONJ
cana-5241	137	39	(	(	PUNCT
cana-5241	137	40	xtest	xtest	ADJ
cana-5241	137	41	,	,	PUNCT
cana-5241	137	42	ytest	yt	ADJ
cana-5241	137	43	)	)	PUNCT
cana-5241	137	44	are	be	AUX
cana-5241	137	45	the	the	DET
cana-5241	137	46	test	test	NOUN
cana-5241	137	47	data	datum	NOUN
cana-5241	137	48	and	and	CCONJ
cana-5241	137	49	labels	label	NOUN
cana-5241	137	50	)	)	PUNCT
cana-5241	137	51	3.2	3.2	NUM
cana-5241	137	52	feature	feature	NOUN
cana-5241	137	53	selection	selection	NOUN
cana-5241	137	54	and	and	CCONJ
cana-5241	137	55	extraction	extraction	NOUN
cana-5241	137	56	the	the	DET
cana-5241	137	57	reasons	reason	NOUN
cana-5241	137	58	for	for	ADP
cana-5241	137	59	this	this	PRON
cana-5241	137	60	are	be	AUX
cana-5241	137	61	feature	feature	NOUN
cana-5241	137	62	selection	selection	NOUN
cana-5241	137	63	and	and	CCONJ
cana-5241	137	64	extraction	extraction	NOUN
cana-5241	137	65	;	;	PUNCT
cana-5241	137	66	the	the	DET
cana-5241	137	67	role	role	NOUN
cana-5241	137	68	of	of	ADP
cana-5241	137	69	the	the	DET
cana-5241	137	70	feature	feature	NOUN
cana-5241	137	71	is	be	AUX
cana-5241	137	72	to	to	PART
cana-5241	137	73	lessen	lessen	VERB
cana-5241	137	74	the	the	DET
cana-5241	137	75	dimension	dimension	NOUN
cana-5241	137	76	of	of	ADP
cana-5241	137	77	the	the	DET
cana-5241	137	78	statistics	statistic	NOUN
cana-5241	137	79	set	set	VERB
cana-5241	137	80	by	by	ADP
cana-5241	137	81	retaining	retain	VERB
cana-5241	137	82	only	only	ADV
cana-5241	137	83	the	the	DET
cana-5241	137	84	most	most	ADV
cana-5241	137	85	useful	useful	ADJ
cana-5241	137	86	information	information	NOUN
cana-5241	137	87	while	while	SCONJ
cana-5241	137	88	also	also	ADV
cana-5241	137	89	improving	improve	VERB
cana-5241	137	90	the	the	DET
cana-5241	137	91	model	model	NOUN
cana-5241	137	92	’s	’s	PART
cana-5241	137	93	performance	performance	NOUN
cana-5241	137	94	.	.	PUNCT
cana-5241	138	1	3.2.1	3.2.1	NUM
cana-5241	138	2	feature	feature	NOUN
cana-5241	138	3	selection	selection	NOUN
cana-5241	138	4	the	the	DET
cana-5241	138	5	extra	extra	ADJ
cana-5241	138	6	tree	tree	NOUN
cana-5241	138	7	classifier	classifier	NOUN
cana-5241	138	8	is	be	AUX
cana-5241	138	9	an	an	DET
cana-5241	138	10	ensemble	ensemble	ADJ
cana-5241	138	11	model	model	NOUN
cana-5241	138	12	that	that	PRON
cana-5241	138	13	helps	help	VERB
cana-5241	138	14	us	we	PRON
cana-5241	138	15	to	to	PART
cana-5241	138	16	work	work	VERB
cana-5241	138	17	with	with	ADP
cana-5241	138	18	large	large	ADJ
cana-5241	138	19	datasets	dataset	NOUN
cana-5241	138	20	and	and	CCONJ
cana-5241	138	21	provide	provide	VERB
cana-5241	138	22	stable	stable	ADJ
cana-5241	138	23	feature	feature	NOUN
cana-5241	138	24	importance	importance	NOUN
cana-5241	138	25	.	.	PUNCT
cana-5241	139	1	feature	feature	NOUN
cana-5241	139	2	importance	importance	NOUN
cana-5241	139	3	=	=	NOUN
cana-5241	139	4	1	1	NUM
cana-5241	139	5	/	/	SYM
cana-5241	139	6	n	n	CCONJ
cana-5241	139	7	∑	∑	PROPN
cana-5241	139	8	in	in	ADP
cana-5241	139	9	t=1	t=1	PROPN
cana-5241	139	10	t	t	PROPN
cana-5241	139	11	(	(	PUNCT
cana-5241	139	12	5	5	NUM
cana-5241	139	13	)	)	PUNCT
cana-5241	139	14	(	(	PUNCT
cana-5241	139	15	where	where	SCONJ
cana-5241	139	16	it	it	PRON
cana-5241	139	17	is	be	AUX
cana-5241	139	18	the	the	DET
cana-5241	139	19	importance	importance	NOUN
cana-5241	139	20	score	score	NOUN
cana-5241	139	21	for	for	ADP
cana-5241	139	22	each	each	DET
cana-5241	139	23	tree	tree	NOUN
cana-5241	139	24	t	t	NOUN
cana-5241	139	25	in	in	ADP
cana-5241	139	26	the	the	DET
cana-5241	139	27	collaborative	collaborative	ADJ
cana-5241	139	28	process	process	NOUN
cana-5241	139	29	,	,	PUNCT
cana-5241	139	30	and	and	CCONJ
cana-5241	139	31	n	n	PRON
cana-5241	139	32	is	be	AUX
cana-5241	139	33	the	the	DET
cana-5241	139	34	total	total	ADJ
cana-5241	139	35	number	number	NOUN
cana-5241	139	36	of	of	ADP
cana-5241	139	37	trees	tree	NOUN
cana-5241	139	38	)	)	PUNCT
cana-5241	139	39	communications	communication	NOUN
cana-5241	139	40	on	on	ADP
cana-5241	139	41	applied	apply	VERB
cana-5241	139	42	nonlinear	nonlinear	ADJ
cana-5241	139	43	analysis	analysis	NOUN
cana-5241	139	44	issn	issn	NOUN
cana-5241	139	45	:	:	PUNCT
cana-5241	139	46	1074	1074	NUM
cana-5241	139	47	-	-	PUNCT
cana-5241	139	48	133x	133x	NUM
cana-5241	139	49	vol	vol	VERB
cana-5241	139	50	32	32	NUM
cana-5241	139	51	no	no	NOUN
cana-5241	139	52	.	.	PUNCT
cana-5241	140	1	10s	10	NOUN
cana-5241	140	2	(	(	PUNCT
cana-5241	140	3	2025	2025	NUM
cana-5241	140	4	)	)	PUNCT
cana-5241	140	5	1409	1409	NUM
cana-5241	140	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	141	1	the	the	DET
cana-5241	141	2	extra	extra	ADJ
cana-5241	141	3	tree	tree	NOUN
cana-5241	141	4	classifier	classifier	NOUN
cana-5241	141	5	is	be	AUX
cana-5241	141	6	a	a	DET
cana-5241	141	7	machine	machine	NOUN
cana-5241	141	8	learning	learn	VERB
cana-5241	141	9	model	model	NOUN
cana-5241	141	10	known	know	VERB
cana-5241	141	11	for	for	ADP
cana-5241	141	12	its	its	PRON
cana-5241	141	13	high	high	ADJ
cana-5241	141	14	accuracy	accuracy	NOUN
cana-5241	141	15	and	and	CCONJ
cana-5241	141	16	robustness	robustness	NOUN
cana-5241	141	17	.	.	PUNCT
cana-5241	142	1	it	it	PRON
cana-5241	142	2	builds	build	VERB
cana-5241	142	3	multiple	multiple	ADJ
cana-5241	142	4	decision	decision	NOUN
cana-5241	142	5	trees	tree	NOUN
cana-5241	142	6	by	by	ADP
cana-5241	142	7	selecting	select	VERB
cana-5241	142	8	features	feature	NOUN
cana-5241	142	9	and	and	CCONJ
cana-5241	142	10	thresholds	threshold	NOUN
cana-5241	142	11	randomly	randomly	ADV
cana-5241	142	12	,	,	PUNCT
cana-5241	142	13	which	which	PRON
cana-5241	142	14	introduces	introduce	VERB
cana-5241	142	15	diversity	diversity	NOUN
cana-5241	142	16	and	and	CCONJ
cana-5241	142	17	prevents	prevent	VERB
cana-5241	142	18	overfitting	overfitte	VERB
cana-5241	142	19	.	.	PUNCT
cana-5241	143	1	this	this	DET
cana-5241	143	2	randomness	randomness	NOUN
cana-5241	143	3	makes	make	VERB
cana-5241	143	4	it	it	PRON
cana-5241	143	5	highly	highly	ADV
cana-5241	143	6	generalizable	generalizable	ADJ
cana-5241	143	7	,	,	PUNCT
cana-5241	143	8	performing	perform	VERB
cana-5241	143	9	well	well	ADV
cana-5241	143	10	on	on	ADP
cana-5241	143	11	diverse	diverse	ADJ
cana-5241	143	12	datasets	dataset	NOUN
cana-5241	143	13	.	.	PUNCT
cana-5241	144	1	for	for	ADP
cana-5241	144	2	feature	feature	NOUN
cana-5241	144	3	selection	selection	NOUN
cana-5241	144	4	,	,	PUNCT
cana-5241	144	5	extra	extra	ADJ
cana-5241	144	6	tree	tree	NOUN
cana-5241	144	7	classifier	classifier	NOUN
cana-5241	144	8	is	be	AUX
cana-5241	144	9	particularly	particularly	ADV
cana-5241	144	10	effective	effective	ADJ
cana-5241	144	11	because	because	SCONJ
cana-5241	144	12	it	it	PRON
cana-5241	144	13	ranks	rank	VERB
cana-5241	144	14	features	feature	NOUN
cana-5241	144	15	by	by	ADP
cana-5241	144	16	their	their	PRON
cana-5241	144	17	importance	importance	NOUN
cana-5241	144	18	in	in	ADP
cana-5241	144	19	predicting	predict	VERB
cana-5241	144	20	the	the	DET
cana-5241	144	21	target	target	NOUN
cana-5241	144	22	.	.	PUNCT
cana-5241	145	1	by	by	ADP
cana-5241	145	2	analyzing	analyze	VERB
cana-5241	145	3	the	the	DET
cana-5241	145	4	significance	significance	NOUN
cana-5241	145	5	of	of	ADP
cana-5241	145	6	each	each	DET
cana-5241	145	7	feature	feature	NOUN
cana-5241	145	8	across	across	ADP
cana-5241	145	9	multiple	multiple	ADJ
cana-5241	145	10	trees	tree	NOUN
cana-5241	145	11	,	,	PUNCT
cana-5241	145	12	it	it	PRON
cana-5241	145	13	highlights	highlight	VERB
cana-5241	145	14	the	the	DET
cana-5241	145	15	most	most	ADV
cana-5241	145	16	relevant	relevant	ADJ
cana-5241	145	17	features	feature	NOUN
cana-5241	145	18	,	,	PUNCT
cana-5241	145	19	helping	help	VERB
cana-5241	145	20	to	to	PART
cana-5241	145	21	simplify	simplify	VERB
cana-5241	145	22	the	the	DET
cana-5241	145	23	dataset	dataset	NOUN
cana-5241	145	24	while	while	SCONJ
cana-5241	145	25	preserving	preserve	VERB
cana-5241	145	26	critical	critical	ADJ
cana-5241	145	27	information	information	NOUN
cana-5241	145	28	.	.	PUNCT
cana-5241	146	1	this	this	PRON
cana-5241	146	2	enhances	enhance	VERB
cana-5241	146	3	both	both	CCONJ
cana-5241	146	4	the	the	DET
cana-5241	146	5	model	model	NOUN
cana-5241	146	6	’s	’s	PART
cana-5241	146	7	speed	speed	NOUN
cana-5241	146	8	and	and	CCONJ
cana-5241	146	9	accuracy	accuracy	NOUN
cana-5241	146	10	,	,	PUNCT
cana-5241	146	11	especially	especially	ADV
cana-5241	146	12	in	in	ADP
cana-5241	146	13	complex	complex	ADJ
cana-5241	146	14	,	,	PUNCT
cana-5241	146	15	high	high	ADJ
cana-5241	146	16	-	-	PUNCT
cana-5241	146	17	dimensional	dimensional	ADJ
cana-5241	146	18	data	datum	NOUN
cana-5241	146	19	.	.	PUNCT
cana-5241	147	1	3.2.2	3.2.2	NUM
cana-5241	147	2	dimensionality	dimensionality	NOUN
cana-5241	147	3	reduction	reduction	NOUN
cana-5241	147	4	principal	principal	NOUN
cana-5241	147	5	component	component	NOUN
cana-5241	147	6	analysis	analysis	NOUN
cana-5241	147	7	(	(	PUNCT
cana-5241	147	8	pca	pca	NOUN
cana-5241	147	9	)	)	PUNCT
cana-5241	147	10	is	be	AUX
cana-5241	147	11	implemented	implement	VERB
cana-5241	147	12	to	to	PART
cana-5241	147	13	reduce	reduce	VERB
cana-5241	147	14	the	the	DET
cana-5241	147	15	dimensions	dimension	NOUN
cana-5241	147	16	of	of	ADP
cana-5241	147	17	the	the	DET
cana-5241	147	18	dataset	dataset	NOUN
cana-5241	147	19	without	without	ADP
cana-5241	147	20	much	much	ADJ
cana-5241	147	21	loss	loss	NOUN
cana-5241	147	22	and	and	CCONJ
cana-5241	147	23	keep	keep	VERB
cana-5241	147	24	most	most	ADJ
cana-5241	147	25	of	of	ADP
cana-5241	147	26	the	the	DET
cana-5241	147	27	variance	variance	NOUN
cana-5241	147	28	intact	intact	ADJ
cana-5241	147	29	,	,	PUNCT
cana-5241	147	30	which	which	PRON
cana-5241	147	31	in	in	ADP
cana-5241	147	32	turn	turn	NOUN
cana-5241	147	33	makes	make	VERB
cana-5241	147	34	it	it	PRON
cana-5241	147	35	better	well	ADJ
cana-5241	147	36	for	for	ADP
cana-5241	147	37	running	run	VERB
cana-5241	147	38	the	the	DET
cana-5241	147	39	algorithm	algorithm	NOUN
cana-5241	147	40	.	.	PUNCT
cana-5241	148	1	z	z	X
cana-5241	149	1	=	=	PUNCT
cana-5241	149	2	x.w	x.w	PROPN
cana-5241	149	3	(	(	PUNCT
cana-5241	149	4	6	6	NUM
cana-5241	149	5	)	)	PUNCT
cana-5241	149	6	(	(	PUNCT
cana-5241	149	7	where	where	SCONJ
cana-5241	149	8	z	z	NOUN
cana-5241	149	9	is	be	AUX
cana-5241	149	10	the	the	DET
cana-5241	149	11	transformed	transform	VERB
cana-5241	149	12	dataset	dataset	NOUN
cana-5241	149	13	,	,	PUNCT
cana-5241	149	14	x	x	X
cana-5241	149	15	is	be	AUX
cana-5241	149	16	the	the	DET
cana-5241	149	17	original	original	ADJ
cana-5241	149	18	data	datum	NOUN
cana-5241	149	19	matrix	matrix	NOUN
cana-5241	149	20	,	,	PUNCT
cana-5241	149	21	and	and	CCONJ
cana-5241	149	22	w	w	NOUN
cana-5241	149	23	is	be	AUX
cana-5241	149	24	the	the	DET
cana-5241	149	25	eigenvector	eigenvector	NOUN
cana-5241	149	26	matrix	matrix	NOUN
cana-5241	149	27	of	of	ADP
cana-5241	149	28	eigenvectors	eigenvector	NOUN
cana-5241	149	29	)	)	PUNCT
cana-5241	149	30	3.3	3.3	NUM
cana-5241	149	31	classification	classification	NOUN
cana-5241	149	32	this	this	DET
cana-5241	149	33	stage	stage	NOUN
cana-5241	149	34	uses	use	VERB
cana-5241	149	35	the	the	DET
cana-5241	149	36	trained	train	VERB
cana-5241	149	37	machine	machine	NOUN
cana-5241	149	38	learning	learning	NOUN
cana-5241	149	39	model	model	NOUN
cana-5241	149	40	and	and	CCONJ
cana-5241	149	41	classifies	classify	VERB
cana-5241	149	42	whether	whether	SCONJ
cana-5241	149	43	the	the	DET
cana-5241	149	44	predicted	predict	VERB
cana-5241	149	45	intent	intent	NOUN
cana-5241	149	46	is	be	AUX
cana-5241	149	47	normal	normal	ADJ
cana-5241	149	48	or	or	CCONJ
cana-5241	149	49	malicious	malicious	ADJ
cana-5241	149	50	.	.	PUNCT
cana-5241	150	1	3.3.1	3.3.1	NUM
cana-5241	150	2	model	model	NOUN
cana-5241	150	3	selection	selection	NOUN
cana-5241	150	4	implemented	implement	VERB
cana-5241	150	5	a	a	DET
cana-5241	150	6	random	random	ADJ
cana-5241	150	7	forest	forest	NOUN
cana-5241	150	8	classifier	classifier	NOUN
cana-5241	150	9	for	for	ADP
cana-5241	150	10	its	its	PRON
cana-5241	150	11	stability	stability	NOUN
cana-5241	150	12	,	,	PUNCT
cana-5241	150	13	usability	usability	NOUN
cana-5241	150	14	,	,	PUNCT
cana-5241	150	15	and	and	CCONJ
cana-5241	150	16	handling	handling	NOUN
cana-5241	150	17	of	of	ADP
cana-5241	150	18	large	large	ADJ
cana-5241	150	19	datasets	dataset	NOUN
cana-5241	150	20	.	.	PUNCT
cana-5241	151	1	ŷ	ŷ	X
cana-5241	151	2	=	=	PUNCT
cana-5241	151	3	argmax	argmax	PROPN
cana-5241	151	4	∑	∑	PROPN
cana-5241	151	5	n	n	PROPN
cana-5241	151	6	i=1	i=1	PROPN
cana-5241	151	7	hi(x	hi(x	PROPN
cana-5241	151	8	)	)	PUNCT
cana-5241	151	9	(	(	PUNCT
cana-5241	151	10	7	7	X
cana-5241	151	11	)	)	PUNCT
cana-5241	151	12	(	(	PUNCT
cana-5241	151	13	where	where	SCONJ
cana-5241	151	14	is	be	AUX
cana-5241	151	15	the	the	DET
cana-5241	151	16	predicted	predict	VERB
cana-5241	151	17	class	class	NOUN
cana-5241	151	18	and	and	CCONJ
cana-5241	151	19	hi(x	hi(x	NUM
cana-5241	151	20	)	)	PUNCT
cana-5241	151	21	is	be	AUX
cana-5241	151	22	the	the	DET
cana-5241	151	23	prediction	prediction	NOUN
cana-5241	151	24	of	of	ADP
cana-5241	151	25	the	the	DET
cana-5241	151	26	ith	ith	PROPN
cana-5241	151	27	tree	tree	NOUN
cana-5241	151	28	)	)	PUNCT
cana-5241	151	29	in	in	ADP
cana-5241	151	30	classification	classification	NOUN
cana-5241	151	31	,	,	PUNCT
cana-5241	151	32	random	random	ADJ
cana-5241	151	33	forest	forest	NOUN
cana-5241	151	34	excels	excel	NOUN
cana-5241	151	35	at	at	ADP
cana-5241	151	36	feature	feature	NOUN
cana-5241	151	37	selection	selection	NOUN
cana-5241	151	38	because	because	SCONJ
cana-5241	151	39	it	it	PRON
cana-5241	151	40	measures	measure	VERB
cana-5241	151	41	the	the	DET
cana-5241	151	42	impact	impact	NOUN
cana-5241	151	43	of	of	ADP
cana-5241	151	44	each	each	DET
cana-5241	151	45	feature	feature	NOUN
cana-5241	151	46	on	on	ADP
cana-5241	151	47	classification	classification	NOUN
cana-5241	151	48	accuracy	accuracy	NOUN
cana-5241	151	49	across	across	ADP
cana-5241	151	50	all	all	DET
cana-5241	151	51	trees	tree	NOUN
cana-5241	151	52	.	.	PUNCT
cana-5241	152	1	by	by	ADP
cana-5241	152	2	ranking	rank	VERB
cana-5241	152	3	features	feature	NOUN
cana-5241	152	4	based	base	VERB
cana-5241	152	5	on	on	ADP
cana-5241	152	6	their	their	PRON
cana-5241	152	7	importance	importance	NOUN
cana-5241	152	8	,	,	PUNCT
cana-5241	152	9	it	it	PRON
cana-5241	152	10	identifies	identify	VERB
cana-5241	152	11	which	which	DET
cana-5241	152	12	ones	one	NOUN
cana-5241	152	13	contribute	contribute	VERB
cana-5241	152	14	most	most	ADV
cana-5241	152	15	to	to	ADP
cana-5241	152	16	distinguishing	distinguish	VERB
cana-5241	152	17	between	between	ADP
cana-5241	152	18	classes	class	NOUN
cana-5241	152	19	.	.	PUNCT
cana-5241	153	1	this	this	PRON
cana-5241	153	2	allows	allow	VERB
cana-5241	153	3	for	for	ADP
cana-5241	153	4	efficient	efficient	ADJ
cana-5241	153	5	dimensionality	dimensionality	NOUN
cana-5241	153	6	reduction	reduction	NOUN
cana-5241	153	7	,	,	PUNCT
cana-5241	153	8	focusing	focus	VERB
cana-5241	153	9	on	on	ADP
cana-5241	153	10	the	the	DET
cana-5241	153	11	key	key	ADJ
cana-5241	153	12	features	feature	NOUN
cana-5241	153	13	that	that	PRON
cana-5241	153	14	enhance	enhance	VERB
cana-5241	153	15	the	the	DET
cana-5241	153	16	model	model	NOUN
cana-5241	153	17	's	's	PART
cana-5241	153	18	accuracy	accuracy	NOUN
cana-5241	153	19	and	and	CCONJ
cana-5241	153	20	make	make	VERB
cana-5241	153	21	it	it	PRON
cana-5241	153	22	both	both	CCONJ
cana-5241	153	23	faster	fast	ADJ
cana-5241	153	24	and	and	CCONJ
cana-5241	153	25	more	more	ADV
cana-5241	153	26	interpretable	interpretable	ADJ
cana-5241	153	27	.	.	PUNCT
cana-5241	154	1	3.3.2	3.3.2	NUM
cana-5241	154	2	model	model	NOUN
cana-5241	154	3	evaluation	evaluation	NOUN
cana-5241	154	4	different	different	ADJ
cana-5241	154	5	evaluation	evaluation	NOUN
cana-5241	154	6	metrics	metric	NOUN
cana-5241	154	7	,	,	PUNCT
cana-5241	154	8	such	such	ADJ
cana-5241	154	9	as	as	ADP
cana-5241	154	10	accuracy	accuracy	NOUN
cana-5241	154	11	,	,	PUNCT
cana-5241	154	12	precision	precision	NOUN
cana-5241	154	13	,	,	PUNCT
cana-5241	154	14	recall	recall	NOUN
cana-5241	154	15	,	,	PUNCT
cana-5241	154	16	and	and	CCONJ
cana-5241	154	17	f-1	f-1	NOUN
cana-5241	154	18	,	,	PUNCT
cana-5241	154	19	were	be	AUX
cana-5241	154	20	utilized	utilize	VERB
cana-5241	154	21	to	to	PART
cana-5241	154	22	check	check	VERB
cana-5241	154	23	the	the	DET
cana-5241	154	24	model	model	NOUN
cana-5241	154	25	performance	performance	NOUN
cana-5241	154	26	,	,	PUNCT
cana-5241	154	27	and	and	CCONJ
cana-5241	154	28	were	be	AUX
cana-5241	154	29	validated	validate	VERB
cana-5241	154	30	using	use	VERB
cana-5241	154	31	a	a	DET
cana-5241	154	32	confusion	confusion	NOUN
cana-5241	154	33	matrix	matrix	NOUN
cana-5241	154	34	.	.	PUNCT
cana-5241	155	1	accuracy	accuracy	NOUN
cana-5241	156	1	=	=	SYM
cana-5241	156	2	(	(	PUNCT
cana-5241	156	3	tp	tp	X
cana-5241	156	4	+	+	CCONJ
cana-5241	156	5	tn	tn	NOUN
cana-5241	156	6	)	)	PUNCT
cana-5241	156	7	/	/	PUNCT
cana-5241	156	8	(	(	PUNCT
cana-5241	156	9	tp	tp	ADP
cana-5241	156	10	+	+	CCONJ
cana-5241	156	11	tn	tn	NOUN
cana-5241	156	12	+	+	CCONJ
cana-5241	156	13	fp	fp	PROPN
cana-5241	156	14	+	+	NUM
cana-5241	156	15	fn	fn	NOUN
cana-5241	156	16	)	)	PUNCT
cana-5241	156	17	(	(	PUNCT
cana-5241	156	18	8)	8)	NUM
cana-5241	156	19	communications	communication	NOUN
cana-5241	156	20	on	on	ADP
cana-5241	156	21	applied	apply	VERB
cana-5241	156	22	nonlinear	nonlinear	ADJ
cana-5241	156	23	analysis	analysis	NOUN
cana-5241	156	24	issn	issn	NOUN
cana-5241	156	25	:	:	PUNCT
cana-5241	156	26	1074	1074	NUM
cana-5241	156	27	-	-	PUNCT
cana-5241	156	28	133x	133x	NUM
cana-5241	156	29	vol	vol	VERB
cana-5241	156	30	32	32	NUM
cana-5241	156	31	no	no	NOUN
cana-5241	156	32	.	.	PUNCT
cana-5241	157	1	10s	10	NOUN
cana-5241	157	2	(	(	PUNCT
cana-5241	157	3	2025	2025	NUM
cana-5241	157	4	)	)	PUNCT
cana-5241	157	5	1410	1410	NUM
cana-5241	157	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	157	7	(	(	PUNCT
cana-5241	157	8	where	where	SCONJ
cana-5241	157	9	tp	tp	NOUN
cana-5241	157	10	is	be	AUX
cana-5241	157	11	the	the	DET
cana-5241	157	12	true	true	ADJ
cana-5241	157	13	positive	positive	ADJ
cana-5241	157	14	,	,	PUNCT
cana-5241	157	15	tn	tn	PROPN
cana-5241	157	16	is	be	AUX
cana-5241	157	17	the	the	DET
cana-5241	157	18	true	true	ADJ
cana-5241	157	19	negative	negative	NOUN
cana-5241	157	20	,	,	PUNCT
cana-5241	157	21	fp	fp	X
cana-5241	157	22	is	be	AUX
cana-5241	157	23	the	the	DET
cana-5241	157	24	false	false	ADJ
cana-5241	157	25	positive	positive	ADJ
cana-5241	157	26	,	,	PUNCT
cana-5241	157	27	and	and	CCONJ
cana-5241	157	28	fn	fn	NOUN
cana-5241	157	29	is	be	AUX
cana-5241	157	30	the	the	DET
cana-5241	157	31	false	false	ADJ
cana-5241	157	32	negative	negative	ADJ
cana-5241	157	33	)	)	PUNCT
cana-5241	157	34	3.4	3.4	NUM
cana-5241	157	35	mitigation	mitigation	NOUN
cana-5241	157	36	phase	phase	NOUN
cana-5241	157	37	with	with	ADP
cana-5241	157	38	adaptive	adaptive	ADJ
cana-5241	157	39	traffic	traffic	NOUN
cana-5241	157	40	shaping	shape	VERB
cana-5241	157	41	the	the	DET
cana-5241	157	42	user	user	NOUN
cana-5241	157	43	-	-	PUNCT
cana-5241	157	44	oriented	orient	VERB
cana-5241	157	45	qos	qos	NOUN
cana-5241	157	46	parameters	parameter	NOUN
cana-5241	157	47	are	be	AUX
cana-5241	157	48	pdr	pdr	NOUN
cana-5241	157	49	,	,	PUNCT
cana-5241	157	50	throughput	throughput	NOUN
cana-5241	157	51	,	,	PUNCT
cana-5241	157	52	jitter	jitter	NOUN
cana-5241	157	53	,	,	PUNCT
cana-5241	157	54	latency	latency	NOUN
cana-5241	157	55	,	,	PUNCT
cana-5241	157	56	and	and	CCONJ
cana-5241	157	57	memory	memory	NOUN
cana-5241	157	58	usage	usage	NOUN
cana-5241	157	59	,	,	PUNCT
cana-5241	157	60	which	which	PRON
cana-5241	157	61	must	must	AUX
cana-5241	157	62	be	be	AUX
cana-5241	157	63	protected	protect	VERB
cana-5241	157	64	during	during	ADP
cana-5241	157	65	the	the	DET
cana-5241	157	66	mitigation	mitigation	NOUN
cana-5241	157	67	phase	phase	NOUN
cana-5241	157	68	by	by	ADP
cana-5241	157	69	minimizing	minimize	VERB
cana-5241	157	70	the	the	DET
cana-5241	157	71	impact	impact	NOUN
cana-5241	157	72	of	of	ADP
cana-5241	157	73	the	the	DET
cana-5241	157	74	detected	detect	VERB
cana-5241	157	75	dos	do	NOUN
cana-5241	157	76	attack	attack	NOUN
cana-5241	157	77	on	on	ADP
cana-5241	157	78	these	these	DET
cana-5241	157	79	metrics	metric	NOUN
cana-5241	157	80	.	.	PUNCT
cana-5241	158	1	this	this	DET
cana-5241	158	2	work	work	NOUN
cana-5241	158	3	proposes	propose	VERB
cana-5241	158	4	a	a	DET
cana-5241	158	5	3	3	NUM
cana-5241	158	6	-	-	PUNCT
cana-5241	158	7	tier	tier	NOUN
cana-5241	158	8	adaptive	adaptive	ADJ
cana-5241	158	9	traffic	traffic	NOUN
cana-5241	158	10	shaping	shaping	NOUN
cana-5241	158	11	mechanism	mechanism	NOUN
cana-5241	158	12	consisting	consist	VERB
cana-5241	158	13	of	of	ADP
cana-5241	158	14	the	the	DET
cana-5241	158	15	following	follow	VERB
cana-5241	158	16	steps	step	NOUN
cana-5241	158	17	to	to	PART
cana-5241	158	18	provide	provide	VERB
cana-5241	158	19	rate	rate	NOUN
cana-5241	158	20	limiting	limit	VERB
cana-5241	158	21	to	to	PART
cana-5241	158	22	protect	protect	VERB
cana-5241	158	23	the	the	DET
cana-5241	158	24	web	web	NOUN
cana-5241	158	25	server	server	NOUN
cana-5241	158	26	from	from	ADP
cana-5241	158	27	being	be	AUX
cana-5241	158	28	overwhelmed	overwhelmed	ADJ
cana-5241	158	29	with	with	ADP
cana-5241	158	30	too	too	ADV
cana-5241	158	31	many	many	ADJ
cana-5241	158	32	requests	request	NOUN
cana-5241	158	33	at	at	ADP
cana-5241	158	34	once	once	ADV
cana-5241	158	35	,	,	PUNCT
cana-5241	158	36	which	which	PRON
cana-5241	158	37	will	will	AUX
cana-5241	158	38	give	give	VERB
cana-5241	158	39	us	we	PRON
cana-5241	158	40	ddos	ddo	NOUN
cana-5241	158	41	protection	protection	NOUN
cana-5241	158	42	while	while	SCONJ
cana-5241	158	43	keeping	keep	VERB
cana-5241	158	44	legitimate	legitimate	ADJ
cana-5241	158	45	requests	request	NOUN
cana-5241	158	46	through	through	ADP
cana-5241	158	47	.	.	PUNCT
cana-5241	159	1	3	3	NUM
cana-5241	159	2	-	-	NOUN
cana-5241	159	3	tiers	tier	NOUN
cana-5241	159	4	of	of	ADP
cana-5241	159	5	the	the	DET
cana-5241	159	6	adaptive	adaptive	ADJ
cana-5241	159	7	traffic	traffic	NOUN
cana-5241	159	8	-	-	PUNCT
cana-5241	159	9	shaping	shape	VERB
cana-5241	159	10	mechanism	mechanism	NOUN
cana-5241	159	11	are	be	AUX
cana-5241	159	12	as	as	SCONJ
cana-5241	159	13	follows	follow	VERB
cana-5241	159	14	:	:	PUNCT
cana-5241	159	15	3.4.1	3.4.1	NUM
cana-5241	159	16	prioritizing	prioritize	VERB
cana-5241	159	17	traffic	traffic	NOUN
cana-5241	159	18	prioritize	prioritize	VERB
cana-5241	159	19	traffic	traffic	NOUN
cana-5241	159	20	of	of	ADP
cana-5241	159	21	interest	interest	NOUN
cana-5241	159	22	to	to	PART
cana-5241	159	23	ensure	ensure	VERB
cana-5241	159	24	that	that	SCONJ
cana-5241	159	25	precarious	precarious	ADJ
cana-5241	159	26	facilities	facility	NOUN
cana-5241	159	27	are	be	AUX
cana-5241	159	28	obtainable	obtainable	ADJ
cana-5241	159	29	in	in	ADP
cana-5241	159	30	the	the	DET
cana-5241	159	31	event	event	NOUN
cana-5241	159	32	of	of	ADP
cana-5241	159	33	an	an	DET
cana-5241	159	34	attack	attack	NOUN
cana-5241	159	35	priority	priority	NOUN
cana-5241	159	36	score	score	NOUN
cana-5241	159	37	=	=	PUNCT
cana-5241	159	38	∑	∑	PROPN
cana-5241	159	39	n	n	CCONJ
cana-5241	159	40	i=1	i=1	PROPN
cana-5241	159	41	wixi	wixi	NOUN
cana-5241	159	42	(	(	PUNCT
cana-5241	159	43	9	9	NUM
cana-5241	159	44	)	)	PUNCT
cana-5241	159	45	(	(	PUNCT
cana-5241	159	46	where	where	SCONJ
cana-5241	159	47	wi	wi	PROPN
cana-5241	159	48	is	be	AUX
cana-5241	159	49	the	the	DET
cana-5241	159	50	weight	weight	NOUN
cana-5241	159	51	assigned	assign	VERB
cana-5241	159	52	to	to	ADP
cana-5241	159	53	each	each	DET
cana-5241	159	54	traffic	traffic	NOUN
cana-5241	159	55	type	type	NOUN
cana-5241	159	56	xi	xi	ADP
cana-5241	159	57	)	)	PUNCT
cana-5241	159	58	3.4.2	3.4.2	NUM
cana-5241	159	59	intelligent	intelligent	ADJ
cana-5241	159	60	traffic	traffic	NOUN
cana-5241	159	61	filtering	filtering	NOUN
cana-5241	159	62	applied	apply	VERB
cana-5241	159	63	a	a	DET
cana-5241	159	64	trained	train	VERB
cana-5241	159	65	random	random	ADJ
cana-5241	159	66	forest	forest	NOUN
cana-5241	159	67	model	model	NOUN
cana-5241	159	68	in	in	ADP
cana-5241	159	69	real	real	ADJ
cana-5241	159	70	time	time	NOUN
cana-5241	159	71	to	to	PART
cana-5241	159	72	analyze	analyze	VERB
cana-5241	159	73	and	and	CCONJ
cana-5241	159	74	filter	filter	VERB
cana-5241	159	75	incoming	incoming	ADJ
cana-5241	159	76	traffic	traffic	NOUN
cana-5241	159	77	,	,	PUNCT
cana-5241	159	78	continuously	continuously	ADV
cana-5241	159	79	adapting	adapt	VERB
cana-5241	159	80	to	to	ADP
cana-5241	159	81	changing	change	VERB
cana-5241	159	82	attacks	attack	NOUN
cana-5241	159	83	.	.	PUNCT
cana-5241	160	1	tfiltered	tfiltere	VERB
cana-5241	160	2	=	=	SYM
cana-5241	160	3	ttotal	ttotal	NOUN
cana-5241	160	4	tblocked	tblocke	VERB
cana-5241	160	5	(	(	PUNCT
cana-5241	160	6	10	10	NUM
cana-5241	160	7	)	)	PUNCT
cana-5241	160	8	(	(	PUNCT
cana-5241	160	9	where	where	SCONJ
cana-5241	160	10	tfiltered	tfiltere	VERB
cana-5241	160	11	is	be	AUX
cana-5241	160	12	the	the	DET
cana-5241	160	13	filtered	filter	VERB
cana-5241	160	14	traffic	traffic	NOUN
cana-5241	160	15	,	,	PUNCT
cana-5241	160	16	total	total	NOUN
cana-5241	160	17	is	be	AUX
cana-5241	160	18	the	the	DET
cana-5241	160	19	total	total	ADJ
cana-5241	160	20	incoming	incoming	ADJ
cana-5241	160	21	traffic	traffic	NOUN
cana-5241	160	22	,	,	PUNCT
cana-5241	160	23	and	and	CCONJ
cana-5241	160	24	tblocked	tblocke	VERB
cana-5241	160	25	is	be	AUX
cana-5241	160	26	blocked	block	VERB
cana-5241	160	27	traffic	traffic	NOUN
cana-5241	160	28	)	)	PUNCT
cana-5241	160	29	3.4.3	3.4.3	NUM
cana-5241	160	30	load	load	NOUN
cana-5241	160	31	balancing	balance	VERB
cana-5241	160	32	load	load	NOUN
cana-5241	160	33	balancing	balance	VERB
cana-5241	160	34	abstraction	abstraction	NOUN
cana-5241	160	35	is	be	AUX
cana-5241	160	36	a	a	DET
cana-5241	160	37	very	very	ADV
cana-5241	160	38	effective	effective	ADJ
cana-5241	160	39	method	method	NOUN
cana-5241	160	40	for	for	ADP
cana-5241	160	41	distributing	distribute	VERB
cana-5241	160	42	traffic	traffic	NOUN
cana-5241	160	43	among	among	ADP
cana-5241	160	44	multiple	multiple	ADJ
cana-5241	160	45	servers	server	NOUN
cana-5241	160	46	,	,	PUNCT
cana-5241	160	47	and	and	CCONJ
cana-5241	160	48	hence	hence	ADV
cana-5241	160	49	makes	make	VERB
cana-5241	160	50	the	the	DET
cana-5241	160	51	network	network	NOUN
cana-5241	160	52	more	more	ADV
cana-5241	160	53	resilient	resilient	ADJ
cana-5241	160	54	and	and	CCONJ
cana-5241	160	55	maintains	maintain	VERB
cana-5241	160	56	qos	qos	PROPN
cana-5241	160	57	.	.	PROPN
cana-5241	161	1	tbalanced	tbalance	VERB
cana-5241	161	2	=	=	PROPN
cana-5241	161	3	ttotal	ttotal	PROPN
cana-5241	161	4	/	/	SYM
cana-5241	161	5	n	n	CCONJ
cana-5241	161	6	(	(	PUNCT
cana-5241	161	7	11	11	NUM
cana-5241	161	8	)	)	PUNCT
cana-5241	161	9	(	(	PUNCT
cana-5241	161	10	where	where	SCONJ
cana-5241	161	11	tbalanced	tbalance	VERB
cana-5241	161	12	is	be	AUX
cana-5241	161	13	the	the	DET
cana-5241	161	14	traffic	traffic	NOUN
cana-5241	161	15	per	per	ADP
cana-5241	161	16	server	server	NOUN
cana-5241	161	17	;	;	PUNCT
cana-5241	161	18	ttotal	ttotal	NOUN
cana-5241	161	19	is	be	AUX
cana-5241	161	20	the	the	DET
cana-5241	161	21	total	total	ADJ
cana-5241	161	22	traffic	traffic	NOUN
cana-5241	161	23	;	;	PUNCT
cana-5241	161	24	and	and	CCONJ
cana-5241	161	25	n	n	PRON
cana-5241	161	26	is	be	AUX
cana-5241	161	27	the	the	DET
cana-5241	161	28	number	number	NOUN
cana-5241	161	29	of	of	ADP
cana-5241	161	30	servers	server	NOUN
cana-5241	161	31	)	)	PUNCT
cana-5241	161	32	3.5	3.5	NUM
cana-5241	161	33	mitigation	mitigation	NOUN
cana-5241	161	34	evaluation	evaluation	NOUN
cana-5241	161	35	performance	performance	NOUN
cana-5241	161	36	metrics	metric	NOUN
cana-5241	161	37	for	for	ADP
cana-5241	161	38	assessing	assess	VERB
cana-5241	161	39	mitigation	mitigation	NOUN
cana-5241	161	40	strategies	strategy	NOUN
cana-5241	161	41	are	be	AUX
cana-5241	161	42	as	as	SCONJ
cana-5241	161	43	follows	follow	VERB
cana-5241	161	44	communications	communication	NOUN
cana-5241	161	45	on	on	ADP
cana-5241	161	46	applied	apply	VERB
cana-5241	161	47	nonlinear	nonlinear	ADJ
cana-5241	161	48	analysis	analysis	NOUN
cana-5241	161	49	issn	issn	NOUN
cana-5241	161	50	:	:	PUNCT
cana-5241	161	51	1074	1074	NUM
cana-5241	161	52	-	-	PUNCT
cana-5241	161	53	133x	133x	NUM
cana-5241	161	54	vol	vol	VERB
cana-5241	161	55	32	32	NUM
cana-5241	161	56	no	no	NOUN
cana-5241	161	57	.	.	PUNCT
cana-5241	162	1	10s	10	NOUN
cana-5241	162	2	(	(	PUNCT
cana-5241	162	3	2025	2025	NUM
cana-5241	162	4	)	)	PUNCT
cana-5241	162	5	1411	1411	NUM
cana-5241	162	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	162	7	•	•	NOUN
cana-5241	162	8	packet	packet	NOUN
cana-5241	162	9	delivery	delivery	NOUN
cana-5241	162	10	ratio	ratio	NOUN
cana-5241	162	11	(	(	PUNCT
cana-5241	162	12	pdr	pdr	PROPN
cana-5241	162	13	):	):	PUNCT
cana-5241	162	14	the	the	DET
cana-5241	162	15	ratio	ratio	NOUN
cana-5241	162	16	of	of	ADP
cana-5241	162	17	the	the	DET
cana-5241	162	18	number	number	NOUN
cana-5241	162	19	of	of	ADP
cana-5241	162	20	successful	successful	ADJ
cana-5241	162	21	packets	packet	NOUN
cana-5241	162	22	received	receive	VERB
cana-5241	162	23	to	to	ADP
cana-5241	162	24	the	the	DET
cana-5241	162	25	total	total	ADJ
cana-5241	162	26	number	number	NOUN
cana-5241	162	27	sent	send	VERB
cana-5241	162	28	.	.	PUNCT
cana-5241	163	1	•	•	X
cana-5241	163	2	throughput	throughput	NOUN
cana-5241	163	3	:	:	PUNCT
cana-5241	163	4	the	the	DET
cana-5241	163	5	number	number	NOUN
cana-5241	163	6	of	of	ADP
cana-5241	163	7	packets	packet	NOUN
cana-5241	163	8	delivered	deliver	VERB
cana-5241	163	9	successfully	successfully	ADV
cana-5241	163	10	in	in	ADP
cana-5241	163	11	a	a	DET
cana-5241	163	12	network	network	NOUN
cana-5241	163	13	.	.	PUNCT
cana-5241	164	1	•	•	NUM
cana-5241	164	2	jitter	jitter	NOUN
cana-5241	164	3	:	:	PUNCT
cana-5241	164	4	this	this	PRON
cana-5241	164	5	represents	represent	VERB
cana-5241	164	6	the	the	DET
cana-5241	164	7	packet	packet	NOUN
cana-5241	164	8	delay	delay	NOUN
cana-5241	164	9	variation	variation	NOUN
cana-5241	164	10	.	.	PUNCT
cana-5241	165	1	•	•	NUM
cana-5241	165	2	latency	latency	NOUN
cana-5241	165	3	:	:	PUNCT
cana-5241	165	4	transit	transit	NOUN
cana-5241	165	5	time	time	NOUN
cana-5241	165	6	for	for	ADP
cana-5241	165	7	a	a	DET
cana-5241	165	8	packet	packet	NOUN
cana-5241	165	9	in	in	ADP
cana-5241	165	10	the	the	DET
cana-5241	165	11	network	network	NOUN
cana-5241	165	12	.	.	PUNCT
cana-5241	166	1	•	•	NUM
cana-5241	166	2	memory	memory	NOUN
cana-5241	166	3	usage	usage	NOUN
cana-5241	166	4	:	:	PUNCT
cana-5241	166	5	memory	memory	NOUN
cana-5241	166	6	used	use	VERB
cana-5241	166	7	by	by	ADP
cana-5241	166	8	the	the	DET
cana-5241	166	9	mitigations	mitigation	NOUN
cana-5241	166	10	.	.	PUNCT
cana-5241	167	1	fig	fig	NOUN
cana-5241	167	2	1	1	NUM
cana-5241	167	3	proposed	propose	VERB
cana-5241	167	4	methodology	methodology	NOUN
cana-5241	167	5	communications	communication	NOUN
cana-5241	167	6	on	on	ADP
cana-5241	167	7	applied	apply	VERB
cana-5241	167	8	nonlinear	nonlinear	ADJ
cana-5241	167	9	analysis	analysis	NOUN
cana-5241	167	10	issn	issn	NOUN
cana-5241	167	11	:	:	PUNCT
cana-5241	167	12	1074	1074	NUM
cana-5241	167	13	-	-	PUNCT
cana-5241	167	14	133x	133x	NUM
cana-5241	167	15	vol	vol	VERB
cana-5241	167	16	32	32	NUM
cana-5241	167	17	no	no	NOUN
cana-5241	167	18	.	.	PUNCT
cana-5241	168	1	10s	10	NOUN
cana-5241	168	2	(	(	PUNCT
cana-5241	168	3	2025	2025	NUM
cana-5241	168	4	)	)	PUNCT
cana-5241	168	5	1412	1412	NUM
cana-5241	168	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	169	1	the	the	DET
cana-5241	169	2	employed	employ	VERB
cana-5241	169	3	cic	cic	PROPN
cana-5241	169	4	-	-	PUNCT
cana-5241	169	5	darknet2020	darknet2020	NOUN
cana-5241	169	6	dataset	dataset	NOUN
cana-5241	169	7	includes	include	VERB
cana-5241	169	8	data	datum	NOUN
cana-5241	169	9	from	from	ADP
cana-5241	169	10	darknet	darknet	PROPN
cana-5241	169	11	network	network	PROPN
cana-5241	169	12	traffic	traffic	NOUN
cana-5241	169	13	,	,	PUNCT
cana-5241	169	14	which	which	PRON
cana-5241	169	15	is	be	AUX
cana-5241	169	16	used	use	VERB
cana-5241	169	17	to	to	PART
cana-5241	169	18	launch	launch	VERB
cana-5241	169	19	application	application	NOUN
cana-5241	169	20	-	-	PUNCT
cana-5241	169	21	layer	layer	NOUN
cana-5241	169	22	ddos	ddo	NOUN
cana-5241	169	23	attacks	attack	NOUN
cana-5241	169	24	.	.	PUNCT
cana-5241	170	1	for	for	ADP
cana-5241	170	2	the	the	DET
cana-5241	170	3	cicdarknet2020	cicdarknet2020	PROPN
cana-5241	170	4	dataset	dataset	NOUN
cana-5241	170	5	,	,	PUNCT
cana-5241	170	6	an	an	DET
cana-5241	170	7	orchestration	orchestration	NOUN
cana-5241	170	8	of	of	ADP
cana-5241	170	9	two	two	NUM
cana-5241	170	10	layers	layer	NOUN
cana-5241	170	11	is	be	AUX
cana-5241	170	12	used	use	VERB
cana-5241	170	13	to	to	PART
cana-5241	170	14	generate	generate	VERB
cana-5241	170	15	benign	benign	ADJ
cana-5241	170	16	and	and	CCONJ
cana-5241	170	17	darknet	darknet	NOUN
cana-5241	170	18	traffic	traffic	NOUN
cana-5241	170	19	in	in	ADP
cana-5241	170	20	the	the	DET
cana-5241	170	21	first	first	ADJ
cana-5241	170	22	layer	layer	NOUN
cana-5241	170	23	.	.	PUNCT
cana-5241	171	1	the	the	DET
cana-5241	171	2	second	second	ADJ
cana-5241	171	3	layer	layer	NOUN
cana-5241	171	4	creates	create	VERB
cana-5241	171	5	the	the	DET
cana-5241	171	6	chat	chat	NOUN
cana-5241	171	7	,	,	PUNCT
cana-5241	171	8	email	email	NOUN
cana-5241	171	9	,	,	PUNCT
cana-5241	171	10	audio	audio	ADJ
cana-5241	171	11	stream	stream	NOUN
cana-5241	171	12	,	,	PUNCT
cana-5241	171	13	video	video	NOUN
cana-5241	171	14	stream	stream	NOUN
cana-5241	171	15	,	,	PUNCT
cana-5241	171	16	browsing	browsing	NOUN
cana-5241	171	17	,	,	PUNCT
cana-5241	171	18	p2p	p2p	NOUN
cana-5241	171	19	transfer	transfer	NOUN
cana-5241	171	20	,	,	PUNCT
cana-5241	171	21	audio	audio	ADJ
cana-5241	171	22	stream	stream	NOUN
cana-5241	171	23	,	,	PUNCT
cana-5241	171	24	browsing	browse	VERB
cana-5241	171	25	,	,	PUNCT
cana-5241	171	26	and	and	CCONJ
cana-5241	171	27	voip	voip	VERB
cana-5241	171	28	on	on	ADP
cana-5241	171	29	the	the	DET
cana-5241	171	30	internet	internet	NOUN
cana-5241	171	31	.	.	PUNCT
cana-5241	172	1	data	datum	NOUN
cana-5241	172	2	from	from	ADP
cana-5241	172	3	the	the	DET
cana-5241	172	4	canadian	canadian	PROPN
cana-5241	172	5	institute	institute	PROPN
cana-5241	172	6	for	for	ADP
cana-5241	172	7	cybersecurity	cybersecurity	NOUN
cana-5241	172	8	at	at	ADP
cana-5241	172	9	the	the	DET
cana-5241	172	10	university	university	NOUN
cana-5241	172	11	of	of	ADP
cana-5241	172	12	new	new	PROPN
cana-5241	172	13	brunswick	brunswick	PROPN
cana-5241	172	14	were	be	AUX
cana-5241	172	15	collected	collect	VERB
cana-5241	172	16	to	to	PART
cana-5241	172	17	assess	assess	VERB
cana-5241	172	18	new	new	ADJ
cana-5241	172	19	internet	internet	NOUN
cana-5241	172	20	traffic	traffic	NOUN
cana-5241	172	21	classification	classification	NOUN
cana-5241	172	22	techniques	technique	NOUN
cana-5241	172	23	.	.	PUNCT
cana-5241	173	1	4	4	X
cana-5241	173	2	.	.	X
cana-5241	173	3	results	result	VERB
cana-5241	173	4	this	this	DET
cana-5241	173	5	study	study	NOUN
cana-5241	173	6	objects	object	VERB
cana-5241	173	7	to	to	PART
cana-5241	173	8	perceive	perceive	VERB
cana-5241	173	9	application	application	NOUN
cana-5241	173	10	-	-	PUNCT
cana-5241	173	11	layer	layer	NOUN
cana-5241	173	12	ddos	ddos	NOUN
cana-5241	173	13	attacks	attack	NOUN
cana-5241	173	14	efficiently	efficiently	ADV
cana-5241	173	15	and	and	CCONJ
cana-5241	173	16	develop	develop	VERB
cana-5241	173	17	mitigation	mitigation	NOUN
cana-5241	173	18	techniques	technique	NOUN
cana-5241	173	19	to	to	PART
cana-5241	173	20	diminish	diminish	VERB
cana-5241	173	21	their	their	PRON
cana-5241	173	22	influence	influence	NOUN
cana-5241	173	23	on	on	ADP
cana-5241	173	24	quality	quality	NOUN
cana-5241	173	25	of	of	ADP
cana-5241	173	26	service	service	NOUN
cana-5241	173	27	(	(	PUNCT
cana-5241	173	28	qos	qos	PROPN
cana-5241	173	29	)	)	PUNCT
cana-5241	173	30	.	.	PUNCT
cana-5241	174	1	by	by	ADP
cana-5241	174	2	recognizing	recognize	VERB
cana-5241	174	3	attack	attack	NOUN
cana-5241	174	4	patterns	pattern	NOUN
cana-5241	174	5	within	within	ADP
cana-5241	174	6	the	the	DET
cana-5241	174	7	application	application	NOUN
cana-5241	174	8	layer	layer	NOUN
cana-5241	174	9	,	,	PUNCT
cana-5241	174	10	the	the	DET
cana-5241	174	11	research	research	NOUN
cana-5241	174	12	emphases	emphase	VERB
cana-5241	174	13	on	on	ADP
cana-5241	174	14	forming	form	VERB
cana-5241	174	15	adaptive	adaptive	ADJ
cana-5241	174	16	defense	defense	NOUN
cana-5241	174	17	mechanisms	mechanism	NOUN
cana-5241	174	18	that	that	PRON
cana-5241	174	19	preserve	preserve	VERB
cana-5241	174	20	service	service	NOUN
cana-5241	174	21	reliability	reliability	NOUN
cana-5241	174	22	and	and	CCONJ
cana-5241	174	23	ensure	ensure	VERB
cana-5241	174	24	smooth	smooth	ADJ
cana-5241	174	25	user	user	NOUN
cana-5241	174	26	experience	experience	NOUN
cana-5241	174	27	.	.	PUNCT
cana-5241	175	1	through	through	ADP
cana-5241	175	2	targeted	target	VERB
cana-5241	175	3	strategies	strategy	NOUN
cana-5241	175	4	,	,	PUNCT
cana-5241	175	5	this	this	DET
cana-5241	175	6	work	work	NOUN
cana-5241	175	7	seeks	seek	VERB
cana-5241	175	8	to	to	PART
cana-5241	175	9	uphold	uphold	VERB
cana-5241	175	10	qos	qos	NOUN
cana-5241	175	11	standards	standard	NOUN
cana-5241	175	12	even	even	ADV
cana-5241	175	13	under	under	ADP
cana-5241	175	14	potential	potential	ADJ
cana-5241	175	15	attack	attack	NOUN
cana-5241	175	16	scenarios	scenario	NOUN
cana-5241	175	17	,	,	PUNCT
cana-5241	175	18	providing	provide	VERB
cana-5241	175	19	a	a	DET
cana-5241	175	20	robust	robust	ADJ
cana-5241	175	21	solution	solution	NOUN
cana-5241	175	22	to	to	ADP
cana-5241	175	23	a	a	DET
cana-5241	175	24	critical	critical	ADJ
cana-5241	175	25	network	network	NOUN
cana-5241	175	26	security	security	NOUN
cana-5241	175	27	challenge	challenge	NOUN
cana-5241	175	28	.	.	PUNCT
cana-5241	176	1	in	in	ADP
cana-5241	176	2	this	this	DET
cana-5241	176	3	section	section	NOUN
cana-5241	176	4	,	,	PUNCT
cana-5241	176	5	we	we	PRON
cana-5241	176	6	show	show	VERB
cana-5241	176	7	the	the	DET
cana-5241	176	8	fallouts	fallout	NOUN
cana-5241	176	9	of	of	ADP
cana-5241	176	10	our	our	PRON
cana-5241	176	11	proposed	propose	VERB
cana-5241	176	12	method	method	NOUN
cana-5241	176	13	for	for	ADP
cana-5241	176	14	detecting	detect	VERB
cana-5241	176	15	application	application	NOUN
cana-5241	176	16	-	-	PUNCT
cana-5241	176	17	layer	layer	NOUN
cana-5241	176	18	ddos	ddos	NOUN
cana-5241	176	19	attacks	attack	NOUN
cana-5241	176	20	and	and	CCONJ
cana-5241	176	21	mitigating	mitigate	VERB
cana-5241	176	22	their	their	PRON
cana-5241	176	23	effects	effect	NOUN
cana-5241	176	24	on	on	ADP
cana-5241	176	25	the	the	DET
cana-5241	176	26	qos	qos	NOUN
cana-5241	176	27	.	.	PUNCT
cana-5241	177	1	we	we	PRON
cana-5241	177	2	measured	measure	VERB
cana-5241	177	3	the	the	DET
cana-5241	177	4	impact	impact	NOUN
cana-5241	177	5	of	of	ADP
cana-5241	177	6	detection	detection	NOUN
cana-5241	177	7	accuracy	accuracy	NOUN
cana-5241	177	8	,	,	PUNCT
cana-5241	177	9	precision	precision	NOUN
cana-5241	177	10	,	,	PUNCT
cana-5241	177	11	recall	recall	NOUN
cana-5241	177	12	,	,	PUNCT
cana-5241	177	13	and	and	CCONJ
cana-5241	177	14	other	other	ADJ
cana-5241	177	15	quality	quality	NOUN
cana-5241	177	16	-	-	PUNCT
cana-5241	177	17	of	of	ADP
cana-5241	177	18	-	-	PUNCT
cana-5241	177	19	service	service	NOUN
cana-5241	177	20	(	(	PUNCT
cana-5241	177	21	qos	qos	NOUN
cana-5241	177	22	)	)	PUNCT
cana-5241	177	23	metrics	metric	NOUN
cana-5241	177	24	,	,	PUNCT
cana-5241	177	25	such	such	ADJ
cana-5241	177	26	as	as	ADP
cana-5241	177	27	the	the	DET
cana-5241	177	28	f1	f1	NOUN
cana-5241	177	29	-	-	PUNCT
cana-5241	177	30	score	score	NOUN
cana-5241	177	31	across	across	ADP
cana-5241	177	32	various	various	ADJ
cana-5241	177	33	configurations	configuration	NOUN
cana-5241	177	34	.	.	PUNCT
cana-5241	178	1	it	it	PRON
cana-5241	178	2	contains	contain	VERB
cana-5241	178	3	these	these	DET
cana-5241	178	4	results	result	NOUN
cana-5241	178	5	in	in	ADP
cana-5241	178	6	detail	detail	NOUN
cana-5241	178	7	and	and	CCONJ
cana-5241	178	8	guides	guide	VERB
cana-5241	178	9	their	their	PRON
cana-5241	178	10	discussion	discussion	NOUN
cana-5241	178	11	so	so	SCONJ
cana-5241	178	12	that	that	SCONJ
cana-5241	178	13	every	every	DET
cana-5241	178	14	other	other	ADJ
cana-5241	178	15	methodology	methodology	NOUN
cana-5241	178	16	can	can	AUX
cana-5241	178	17	achieve	achieve	VERB
cana-5241	178	18	the	the	DET
cana-5241	178	19	same	same	ADJ
cana-5241	178	20	or	or	CCONJ
cana-5241	178	21	better	well	ADJ
cana-5241	178	22	effectiveness	effectiveness	NOUN
cana-5241	178	23	with	with	ADP
cana-5241	178	24	even	even	ADV
cana-5241	178	25	greater	great	ADJ
cana-5241	178	26	efficiency	efficiency	NOUN
cana-5241	178	27	.	.	PUNCT
cana-5241	179	1	4.1	4.1	NUM
cana-5241	179	2	detection	detection	NOUN
cana-5241	179	3	performance	performance	NOUN
cana-5241	179	4	we	we	PRON
cana-5241	179	5	evaluated	evaluate	VERB
cana-5241	179	6	the	the	DET
cana-5241	179	7	detection	detection	NOUN
cana-5241	179	8	performance	performance	NOUN
cana-5241	179	9	of	of	ADP
cana-5241	179	10	the	the	DET
cana-5241	179	11	random	random	ADJ
cana-5241	179	12	forest	forest	NOUN
cana-5241	179	13	with	with	ADP
cana-5241	179	14	an	an	DET
cana-5241	179	15	independent	independent	ADJ
cana-5241	179	16	testing	testing	NOUN
cana-5241	179	17	dataset	dataset	NOUN
cana-5241	179	18	.	.	PUNCT
cana-5241	180	1	figure	figure	NOUN
cana-5241	180	2	2	2	NUM
cana-5241	180	3	show	show	VERB
cana-5241	180	4	the	the	DET
cana-5241	180	5	efficacy	efficacy	NOUN
cana-5241	180	6	of	of	ADP
cana-5241	180	7	the	the	DET
cana-5241	180	8	proposed	propose	VERB
cana-5241	180	9	model	model	NOUN
cana-5241	180	10	in	in	ADP
cana-5241	180	11	terms	term	NOUN
cana-5241	180	12	of	of	ADP
cana-5241	180	13	application	application	NOUN
cana-5241	180	14	-	-	PUNCT
cana-5241	180	15	layer	layer	NOUN
cana-5241	180	16	ddos	ddo	NOUN
cana-5241	180	17	attack	attack	NOUN
cana-5241	180	18	detection	detection	NOUN
cana-5241	180	19	.	.	PUNCT
cana-5241	181	1	figure	figure	NOUN
cana-5241	181	2	2	2	NUM
cana-5241	181	3	.	.	PUNCT
cana-5241	181	4	detection	detection	NOUN
cana-5241	181	5	metrics	metric	NOUN
cana-5241	181	6	the	the	DET
cana-5241	181	7	random	random	ADJ
cana-5241	181	8	forest	forest	NOUN
cana-5241	181	9	classifier	classifier	NOUN
cana-5241	181	10	separates	separate	VERB
cana-5241	181	11	normal	normal	ADJ
cana-5241	181	12	and	and	CCONJ
cana-5241	181	13	malicious	malicious	ADJ
cana-5241	181	14	traffic	traffic	NOUN
cana-5241	181	15	with	with	ADP
cana-5241	181	16	high	high	ADJ
cana-5241	181	17	accuracy	accuracy	NOUN
cana-5241	181	18	,	,	PUNCT
cana-5241	181	19	f1score	f1score	NOUN
cana-5241	181	20	,	,	PUNCT
cana-5241	181	21	precision	precision	NOUN
cana-5241	181	22	,	,	PUNCT
cana-5241	181	23	and	and	CCONJ
cana-5241	181	24	recall	recall	NOUN
cana-5241	181	25	.	.	PUNCT
cana-5241	182	1	the	the	DET
cana-5241	182	2	confusion	confusion	NOUN
cana-5241	182	3	matrix	matrix	NOUN
cana-5241	182	4	shows	show	VERB
cana-5241	182	5	that	that	SCONJ
cana-5241	182	6	there	there	PRON
cana-5241	182	7	are	be	VERB
cana-5241	182	8	hardly	hardly	ADV
cana-5241	182	9	any	any	DET
cana-5241	182	10	false	false	ADJ
cana-5241	182	11	positives	positive	NOUN
cana-5241	182	12	or	or	CCONJ
cana-5241	182	13	negatives	negative	NOUN
cana-5241	182	14	;	;	PUNCT
cana-5241	182	15	therefore	therefore	ADV
cana-5241	182	16	,	,	PUNCT
cana-5241	182	17	the	the	DET
cana-5241	182	18	detection	detection	NOUN
cana-5241	182	19	mechanism	mechanism	NOUN
cana-5241	182	20	is	be	AUX
cana-5241	182	21	highly	highly	ADV
cana-5241	182	22	reliable	reliable	ADJ
cana-5241	182	23	.	.	PUNCT
cana-5241	183	1	95.00	95.00	NUM
cana-5241	183	2	%	%	NOUN
cana-5241	183	3	95.50	95.50	NUM
cana-5241	183	4	%	%	NOUN
cana-5241	183	5	96.00	96.00	NUM
cana-5241	183	6	%	%	NOUN
cana-5241	183	7	96.50	96.50	NUM
cana-5241	183	8	%	%	NOUN
cana-5241	183	9	97.00	97.00	NUM
cana-5241	183	10	%	%	NOUN
cana-5241	183	11	97.50	97.50	NUM
cana-5241	183	12	%	%	NOUN
cana-5241	183	13	98.00	98.00	NUM
cana-5241	183	14	%	%	NOUN
cana-5241	183	15	98.50	98.50	NUM
cana-5241	183	16	%	%	NOUN
cana-5241	183	17	99.00	99.00	NUM
cana-5241	183	18	%	%	NOUN
cana-5241	183	19	99.50	99.50	NUM
cana-5241	183	20	%	%	NOUN
cana-5241	183	21	f1	f1	NOUN
cana-5241	183	22	-	-	PUNCT
cana-5241	183	23	score	score	NOUN
cana-5241	183	24	recall	recall	NOUN
cana-5241	183	25	precision	precision	NOUN
cana-5241	183	26	accuracy	accuracy	NOUN
cana-5241	183	27	communications	communication	NOUN
cana-5241	183	28	on	on	ADP
cana-5241	183	29	applied	apply	VERB
cana-5241	183	30	nonlinear	nonlinear	ADJ
cana-5241	183	31	analysis	analysis	NOUN
cana-5241	183	32	issn	issn	NOUN
cana-5241	183	33	:	:	PUNCT
cana-5241	183	34	1074	1074	NUM
cana-5241	183	35	-	-	PUNCT
cana-5241	183	36	133x	133x	NUM
cana-5241	183	37	vol	vol	VERB
cana-5241	183	38	32	32	NUM
cana-5241	183	39	no	no	NOUN
cana-5241	183	40	.	.	PUNCT
cana-5241	184	1	10s	10	NOUN
cana-5241	184	2	(	(	PUNCT
cana-5241	184	3	2025	2025	NUM
cana-5241	184	4	)	)	PUNCT
cana-5241	184	5	1413	1413	NUM
cana-5241	184	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	184	7	4.2	4.2	NUM
cana-5241	184	8	feature	feature	NOUN
cana-5241	184	9	selection	selection	NOUN
cana-5241	184	10	and	and	CCONJ
cana-5241	184	11	feature	feature	NOUN
cana-5241	184	12	importance	importance	NOUN
cana-5241	184	13	score	score	NOUN
cana-5241	184	14	feature	feature	NOUN
cana-5241	184	15	importance	importance	NOUN
cana-5241	184	16	scores	score	NOUN
cana-5241	184	17	(	(	PUNCT
cana-5241	184	18	fis	fis	PROPN
cana-5241	184	19	)	)	PUNCT
cana-5241	184	20	using	use	VERB
cana-5241	184	21	the	the	DET
cana-5241	184	22	extra	extra	ADJ
cana-5241	184	23	tree	tree	NOUN
cana-5241	184	24	classifier	classifier	NOUN
cana-5241	184	25	were	be	AUX
cana-5241	184	26	implemented	implement	VERB
cana-5241	184	27	to	to	PART
cana-5241	184	28	illustrate	illustrate	VERB
cana-5241	184	29	relevant	relevant	ADJ
cana-5241	184	30	features	feature	NOUN
cana-5241	184	31	that	that	PRON
cana-5241	184	32	help	help	AUX
cana-5241	184	33	detect	detect	VERB
cana-5241	184	34	ddos	ddos	NOUN
cana-5241	184	35	attacks	attack	NOUN
cana-5241	184	36	.	.	PUNCT
cana-5241	185	1	features	feature	NOUN
cana-5241	185	2	with	with	ADP
cana-5241	185	3	a	a	DET
cana-5241	185	4	higher	high	ADJ
cana-5241	185	5	importance	importance	NOUN
cana-5241	185	6	score	score	NOUN
cana-5241	185	7	contribute	contribute	VERB
cana-5241	185	8	more	more	ADV
cana-5241	185	9	to	to	ADP
cana-5241	185	10	the	the	DET
cana-5241	185	11	decision	decision	NOUN
cana-5241	185	12	-	-	PUNCT
cana-5241	185	13	making	make	VERB
cana-5241	185	14	process	process	NOUN
cana-5241	185	15	of	of	ADP
cana-5241	185	16	the	the	DET
cana-5241	185	17	classifier	classifier	NOUN
cana-5241	185	18	.	.	PUNCT
cana-5241	186	1	the	the	DET
cana-5241	186	2	feature	feature	NOUN
cana-5241	186	3	importance	importance	NOUN
cana-5241	186	4	analysis	analysis	NOUN
cana-5241	186	5	shown	show	VERB
cana-5241	186	6	in	in	ADP
cana-5241	186	7	figure	figure	NOUN
cana-5241	186	8	3	3	NUM
cana-5241	186	9	indicates	indicate	VERB
cana-5241	186	10	that	that	SCONJ
cana-5241	186	11	features	feature	VERB
cana-5241	186	12	such	such	ADJ
cana-5241	186	13	as	as	ADP
cana-5241	186	14	request	request	NOUN
cana-5241	186	15	rate	rate	NOUN
cana-5241	186	16	,	,	PUNCT
cana-5241	186	17	response	response	NOUN
cana-5241	186	18	time	time	NOUN
cana-5241	186	19	,	,	PUNCT
cana-5241	186	20	and	and	CCONJ
cana-5241	186	21	session	session	NOUN
cana-5241	186	22	duration	duration	NOUN
cana-5241	186	23	are	be	AUX
cana-5241	186	24	very	very	ADV
cana-5241	186	25	important	important	ADJ
cana-5241	186	26	for	for	ADP
cana-5241	186	27	the	the	DET
cana-5241	186	28	identification	identification	NOUN
cana-5241	186	29	of	of	ADP
cana-5241	186	30	applicationlayer	applicationlayer	NOUN
cana-5241	186	31	ddos	ddo	NOUN
cana-5241	186	32	attacks	attack	NOUN
cana-5241	186	33	.	.	PUNCT
cana-5241	187	1	this	this	DET
cana-5241	187	2	knowledge	knowledge	NOUN
cana-5241	187	3	assists	assist	VERB
cana-5241	187	4	in	in	ADP
cana-5241	187	5	deciding	decide	VERB
cana-5241	187	6	what	what	PRON
cana-5241	187	7	attributes	attribute	VERB
cana-5241	187	8	the	the	DET
cana-5241	187	9	following	follow	VERB
cana-5241	187	10	models	model	NOUN
cana-5241	187	11	should	should	AUX
cana-5241	187	12	contain	contain	VERB
cana-5241	187	13	to	to	PART
cana-5241	187	14	infer	infer	VERB
cana-5241	187	15	which	which	DET
cana-5241	187	16	data	datum	NOUN
cana-5241	187	17	are	be	AUX
cana-5241	187	18	most	most	ADV
cana-5241	187	19	useful	useful	ADJ
cana-5241	187	20	for	for	ADP
cana-5241	187	21	detecting	detect	VERB
cana-5241	187	22	an	an	DET
cana-5241	187	23	outbreak	outbreak	NOUN
cana-5241	187	24	.	.	PUNCT
cana-5241	188	1	the	the	DET
cana-5241	188	2	selected	select	VERB
cana-5241	188	3	features	feature	VERB
cana-5241	188	4	the	the	DET
cana-5241	188	5	heatmap	heatmap	NOUN
cana-5241	188	6	shown	show	VERB
cana-5241	188	7	in	in	ADP
cana-5241	188	8	figure	figure	NOUN
cana-5241	188	9	4	4	NUM
cana-5241	188	10	display	display	VERB
cana-5241	188	11	the	the	DET
cana-5241	188	12	correlation	correlation	NOUN
cana-5241	188	13	matrix	matrix	NOUN
cana-5241	188	14	of	of	ADP
cana-5241	188	15	the	the	DET
cana-5241	188	16	selected	select	VERB
cana-5241	188	17	features	feature	NOUN
cana-5241	188	18	,	,	PUNCT
cana-5241	188	19	illustrating	illustrate	VERB
cana-5241	188	20	the	the	DET
cana-5241	188	21	relationships	relationship	NOUN
cana-5241	188	22	between	between	ADP
cana-5241	188	23	them	they	PRON
cana-5241	188	24	.	.	PUNCT
cana-5241	189	1	warmer	warm	ADJ
cana-5241	189	2	colours	colour	NOUN
cana-5241	189	3	(	(	PUNCT
cana-5241	189	4	red	red	ADJ
cana-5241	189	5	)	)	PUNCT
cana-5241	189	6	indicate	indicate	VERB
cana-5241	189	7	strong	strong	ADJ
cana-5241	189	8	positive	positive	ADJ
cana-5241	189	9	correlations	correlation	NOUN
cana-5241	189	10	,	,	PUNCT
cana-5241	189	11	whereas	whereas	SCONJ
cana-5241	189	12	cooler	cool	ADJ
cana-5241	189	13	colours	colour	NOUN
cana-5241	189	14	(	(	PUNCT
cana-5241	189	15	blue	blue	ADJ
cana-5241	189	16	)	)	PUNCT
cana-5241	189	17	suggest	suggest	VERB
cana-5241	189	18	negative	negative	ADJ
cana-5241	189	19	correlations	correlation	NOUN
cana-5241	189	20	.	.	PUNCT
cana-5241	190	1	figure	figure	VERB
cana-5241	190	2	3	3	NUM
cana-5241	190	3	feature	feature	NOUN
cana-5241	190	4	importance	importance	NOUN
cana-5241	190	5	analysis	analysis	NOUN
cana-5241	190	6	this	this	DET
cana-5241	190	7	visualization	visualization	NOUN
cana-5241	190	8	allows	allow	VERB
cana-5241	190	9	us	we	PRON
cana-5241	190	10	to	to	PART
cana-5241	190	11	observe	observe	VERB
cana-5241	190	12	how	how	SCONJ
cana-5241	190	13	all	all	DET
cana-5241	190	14	features	feature	NOUN
cana-5241	190	15	are	be	AUX
cana-5241	190	16	interrelated	interrelate	VERB
cana-5241	190	17	,	,	PUNCT
cana-5241	190	18	which	which	PRON
cana-5241	190	19	is	be	AUX
cana-5241	190	20	crucial	crucial	ADJ
cana-5241	190	21	for	for	ADP
cana-5241	190	22	understanding	understand	VERB
cana-5241	190	23	data	datum	NOUN
cana-5241	190	24	redundancies	redundancy	NOUN
cana-5241	190	25	or	or	CCONJ
cana-5241	190	26	dependencies	dependency	NOUN
cana-5241	190	27	.	.	PUNCT
cana-5241	191	1	highly	highly	ADV
cana-5241	191	2	correlated	correlate	VERB
cana-5241	191	3	features	feature	NOUN
cana-5241	191	4	are	be	AUX
cana-5241	191	5	not	not	PART
cana-5241	191	6	included	include	VERB
cana-5241	191	7	in	in	ADP
cana-5241	191	8	the	the	DET
cana-5241	191	9	model	model	NOUN
cana-5241	191	10	.	.	PUNCT
cana-5241	192	1	4.3	4.3	NUM
cana-5241	192	2	qos	qos	PROPN
cana-5241	192	3	mitigation	mitigation	NOUN
cana-5241	192	4	these	these	DET
cana-5241	192	5	strategies	strategy	NOUN
cana-5241	192	6	were	be	AUX
cana-5241	192	7	assessed	assess	VERB
cana-5241	192	8	based	base	VERB
cana-5241	192	9	on	on	ADP
cana-5241	192	10	their	their	PRON
cana-5241	192	11	effects	effect	NOUN
cana-5241	192	12	on	on	ADP
cana-5241	192	13	qos	qos	NOUN
cana-5241	192	14	metrics	metric	NOUN
cana-5241	192	15	,	,	PUNCT
cana-5241	192	16	which	which	PRON
cana-5241	192	17	are	be	AUX
cana-5241	192	18	the	the	DET
cana-5241	192	19	packet	packet	NOUN
cana-5241	192	20	delivery	delivery	NOUN
cana-5241	192	21	ratio	ratio	NOUN
cana-5241	192	22	(	(	PUNCT
cana-5241	192	23	pdr	pdr	PROPN
cana-5241	192	24	)	)	PUNCT
cana-5241	192	25	,	,	PUNCT
cana-5241	192	26	throughput	throughput	NOUN
cana-5241	192	27	,	,	PUNCT
cana-5241	192	28	jitter	jitter	NOUN
cana-5241	192	29	,	,	PUNCT
cana-5241	192	30	and	and	CCONJ
cana-5241	192	31	latency	latency	NOUN
cana-5241	192	32	for	for	ADP
cana-5241	192	33	the	the	DET
cana-5241	192	34	network	network	NOUN
cana-5241	192	35	layer	layer	NOUN
cana-5241	192	36	,	,	PUNCT
cana-5241	192	37	whereas	whereas	SCONJ
cana-5241	192	38	at	at	ADP
cana-5241	192	39	the	the	DET
cana-5241	192	40	mac	mac	PROPN
cana-5241	192	41	level	level	NOUN
cana-5241	192	42	,	,	PUNCT
cana-5241	192	43	we	we	PRON
cana-5241	192	44	studied	study	VERB
cana-5241	192	45	memory	memory	NOUN
cana-5241	192	46	usage	usage	NOUN
cana-5241	192	47	.	.	PUNCT
cana-5241	193	1	the	the	DET
cana-5241	193	2	results	result	NOUN
cana-5241	193	3	are	be	AUX
cana-5241	193	4	compared	compare	VERB
cana-5241	193	5	and	and	CCONJ
cana-5241	193	6	shown	show	VERB
cana-5241	193	7	in	in	ADP
cana-5241	193	8	figures	figure	NOUN
cana-5241	193	9	5	5	NUM
cana-5241	193	10	,	,	PUNCT
cana-5241	193	11	6	6	NUM
cana-5241	193	12	,	,	PUNCT
cana-5241	193	13	7	7	NUM
cana-5241	193	14	,	,	PUNCT
cana-5241	193	15	&	&	CCONJ
cana-5241	193	16	8	8	NUM
cana-5241	193	17	with	with	ADP
cana-5241	193	18	and	and	CCONJ
cana-5241	193	19	without	without	ADP
cana-5241	193	20	the	the	DET
cana-5241	193	21	use	use	NOUN
cana-5241	193	22	of	of	ADP
cana-5241	193	23	mitigation	mitigation	NOUN
cana-5241	193	24	techniques	technique	NOUN
cana-5241	193	25	.	.	PUNCT
cana-5241	194	1	figure	figure	NOUN
cana-5241	194	2	9	9	NUM
cana-5241	194	3	highlights	highlight	NOUN
cana-5241	194	4	the	the	DET
cana-5241	194	5	overall	overall	ADJ
cana-5241	194	6	qos	qos	PROPN
cana-5241	194	7	improvement	improvement	NOUN
cana-5241	194	8	after	after	ADP
cana-5241	194	9	mitigation	mitigation	NOUN
cana-5241	194	10	.	.	PUNCT
cana-5241	195	1	communications	communication	NOUN
cana-5241	195	2	on	on	ADP
cana-5241	195	3	applied	apply	VERB
cana-5241	195	4	nonlinear	nonlinear	ADJ
cana-5241	195	5	analysis	analysis	NOUN
cana-5241	195	6	issn	issn	NOUN
cana-5241	195	7	:	:	PUNCT
cana-5241	195	8	1074	1074	NUM
cana-5241	195	9	-	-	PUNCT
cana-5241	195	10	133x	133x	NUM
cana-5241	195	11	vol	vol	VERB
cana-5241	195	12	32	32	NUM
cana-5241	195	13	no	no	NOUN
cana-5241	195	14	.	.	PUNCT
cana-5241	196	1	10s	10	NOUN
cana-5241	196	2	(	(	PUNCT
cana-5241	196	3	2025	2025	NUM
cana-5241	196	4	)	)	PUNCT
cana-5241	196	5	1414	1414	NUM
cana-5241	196	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	196	7	figure	figure	NOUN
cana-5241	196	8	4	4	NUM
cana-5241	196	9	selected	select	VERB
cana-5241	196	10	features	feature	VERB
cana-5241	196	11	heatmap	heatmap	NOUN
cana-5241	196	12	table	table	NOUN
cana-5241	196	13	5	5	NUM
cana-5241	196	14	qos	qos	NOUN
cana-5241	196	15	metrics	metric	NOUN
cana-5241	196	16	before	before	ADV
cana-5241	196	17	and	and	CCONJ
cana-5241	196	18	after	after	ADP
cana-5241	196	19	mitigation	mitigation	NOUN
cana-5241	196	20	metric	metric	ADJ
cana-5241	196	21	before	before	ADP
cana-5241	196	22	ddos	ddos	NOUN
cana-5241	196	23	attack	attack	NOUN
cana-5241	196	24	after	after	ADP
cana-5241	196	25	ddos	ddos	NOUN
cana-5241	196	26	attack	attack	NOUN
cana-5241	196	27	after	after	ADP
cana-5241	196	28	mitigation	mitigation	NOUN
cana-5241	196	29	pdr	pdr	PROPN
cana-5241	196	30	99.97	99.97	NUM
cana-5241	196	31	%	%	NOUN
cana-5241	196	32	85.67	85.67	NUM
cana-5241	196	33	%	%	NOUN
cana-5241	196	34	95.32	95.32	NUM
cana-5241	196	35	%	%	NOUN
cana-5241	196	36	throughput	throughput	NOUN
cana-5241	196	37	99	99	NUM
cana-5241	196	38	%	%	NOUN
cana-5241	196	39	50	50	NUM
cana-5241	196	40	%	%	NOUN
cana-5241	196	41	90	90	NUM
cana-5241	196	42	%	%	NOUN
cana-5241	196	43	jitter	jitter	NOUN
cana-5241	196	44	6	6	NUM
cana-5241	196	45	ms	ms	NOUN
cana-5241	196	46	15	15	NUM
cana-5241	196	47	ms	ms	PROPN
cana-5241	196	48	5	5	NUM
cana-5241	196	49	ms	ms	PROPN
cana-5241	196	50	latency	latency	NOUN
cana-5241	196	51	10	10	NUM
cana-5241	196	52	ms	ms	PROPN
cana-5241	196	53	120	120	NUM
cana-5241	196	54	ms	ms	NOUN
cana-5241	196	55	40	40	NUM
cana-5241	196	56	ms	ms	NOUN
cana-5241	196	57	memory	memory	NOUN
cana-5241	196	58	usage	usage	NOUN
cana-5241	196	59	40	40	NUM
cana-5241	196	60	%	%	NOUN
cana-5241	196	61	70	70	NUM
cana-5241	196	62	%	%	NOUN
cana-5241	196	63	55	55	NUM
cana-5241	196	64	%	%	NOUN
cana-5241	196	65	mitigation	mitigation	NOUN
cana-5241	196	66	techniques	technique	NOUN
cana-5241	196	67	such	such	ADJ
cana-5241	196	68	as	as	ADP
cana-5241	196	69	adaptive	adaptive	ADJ
cana-5241	196	70	traffic	traffic	NOUN
cana-5241	196	71	shaping	shaping	NOUN
cana-5241	196	72	,	,	PUNCT
cana-5241	196	73	intelligent	intelligent	ADJ
cana-5241	196	74	traffic	traffic	NOUN
cana-5241	196	75	filtering	filtering	NOUN
cana-5241	196	76	,	,	PUNCT
cana-5241	196	77	and	and	CCONJ
cana-5241	196	78	load	load	NOUN
cana-5241	196	79	balancing	balance	VERB
cana-5241	196	80	truly	truly	ADV
cana-5241	196	81	boost	boost	VERB
cana-5241	196	82	qos	qos	NOUN
cana-5241	196	83	parameters	parameter	NOUN
cana-5241	196	84	.	.	PUNCT
cana-5241	197	1	the	the	DET
cana-5241	197	2	packet	packet	NOUN
cana-5241	197	3	delivery	delivery	NOUN
cana-5241	197	4	ratio	ratio	NOUN
cana-5241	197	5	(	(	PUNCT
cana-5241	197	6	pdr	pdr	PROPN
cana-5241	197	7	)	)	PUNCT
cana-5241	197	8	increased	increase	VERB
cana-5241	197	9	by	by	ADP
cana-5241	197	10	approximately	approximately	ADV
cana-5241	197	11	10	10	NUM
cana-5241	197	12	%	%	NOUN
cana-5241	197	13	for	for	ADP
cana-5241	197	14	a	a	DET
cana-5241	197	15	higher	high	ADJ
cana-5241	197	16	number	number	NOUN
cana-5241	197	17	of	of	ADP
cana-5241	197	18	nodes	node	NOUN
cana-5241	197	19	,	,	PUNCT
cana-5241	197	20	further	far	ADV
cana-5241	197	21	demonstrating	demonstrate	VERB
cana-5241	197	22	an	an	DET
cana-5241	197	23	improvement	improvement	NOUN
cana-5241	197	24	in	in	ADP
cana-5241	197	25	packet	packet	ADJ
cana-5241	197	26	delivery	delivery	NOUN
cana-5241	197	27	.	.	PUNCT
cana-5241	198	1	this	this	PRON
cana-5241	198	2	shows	show	VERB
cana-5241	198	3	the	the	DET
cana-5241	198	4	system	system	NOUN
cana-5241	198	5	's	's	PART
cana-5241	198	6	capability	capability	NOUN
cana-5241	198	7	to	to	PART
cana-5241	198	8	survive	survive	VERB
cana-5241	198	9	heavier	heavy	ADJ
cana-5241	198	10	traffic	traffic	NOUN
cana-5241	198	11	loads	load	NOUN
cana-5241	198	12	,	,	PUNCT
cana-5241	198	13	because	because	SCONJ
cana-5241	198	14	by	by	ADP
cana-5241	198	15	running	run	VERB
cana-5241	198	16	this	this	DET
cana-5241	198	17	test	test	NOUN
cana-5241	198	18	again	again	ADV
cana-5241	198	19	at	at	ADP
cana-5241	198	20	200	200	NUM
cana-5241	198	21	emissions	emission	NOUN
cana-5241	198	22	per	per	ADP
cana-5241	198	23	second	second	NOUN
cana-5241	198	24	on	on	ADP
cana-5241	198	25	five	five	NUM
cana-5241	198	26	processes	process	NOUN
cana-5241	198	27	simultaneously	simultaneously	ADV
cana-5241	198	28	,	,	PUNCT
cana-5241	198	29	the	the	DET
cana-5241	198	30	throughput	throughput	NOUN
cana-5241	198	31	nearly	nearly	ADV
cana-5241	198	32	doubles	double	VERB
cana-5241	198	33	.	.	PUNCT
cana-5241	199	1	lower	low	ADJ
cana-5241	199	2	jitter	jitter	NOUN
cana-5241	199	3	and	and	CCONJ
cana-5241	199	4	latencies	latency	NOUN
cana-5241	199	5	are	be	AUX
cana-5241	199	6	achieved	achieve	VERB
cana-5241	199	7	,	,	PUNCT
cana-5241	199	8	such	such	ADJ
cana-5241	199	9	that	that	SCONJ
cana-5241	199	10	each	each	DET
cana-5241	199	11	new	new	ADJ
cana-5241	199	12	connection	connection	NOUN
cana-5241	199	13	requires	require	VERB
cana-5241	199	14	a	a	DET
cana-5241	199	15	significantly	significantly	ADV
cana-5241	199	16	shorter	short	ADJ
cana-5241	199	17	time	time	NOUN
cana-5241	199	18	to	to	PART
cana-5241	199	19	set	set	VERB
cana-5241	199	20	up	up	ADP
cana-5241	199	21	,	,	PUNCT
cana-5241	199	22	meaning	mean	VERB
cana-5241	199	23	that	that	SCONJ
cana-5241	199	24	long	long	ADJ
cana-5241	199	25	-	-	PUNCT
cana-5241	199	26	distance	distance	NOUN
cana-5241	199	27	connections	connection	NOUN
cana-5241	199	28	require	require	VERB
cana-5241	199	29	less	less	ADV
cana-5241	199	30	available	available	ADJ
cana-5241	199	31	bandwidth	bandwidth	NOUN
cana-5241	199	32	.	.	PUNCT
cana-5241	200	1	table	table	NOUN
cana-5241	200	2	6	6	NUM
cana-5241	200	3	demonstrates	demonstrate	VERB
cana-5241	200	4	that	that	SCONJ
cana-5241	200	5	less	less	ADJ
cana-5241	200	6	memory	memory	NOUN
cana-5241	200	7	is	be	AUX
cana-5241	200	8	being	be	AUX
cana-5241	200	9	used	use	VERB
cana-5241	200	10	,	,	PUNCT
cana-5241	200	11	and	and	CCONJ
cana-5241	200	12	provides	provide	VERB
cana-5241	200	13	evidence	evidence	NOUN
cana-5241	200	14	of	of	ADP
cana-5241	200	15	effective	effective	ADJ
cana-5241	200	16	mitigation	mitigation	NOUN
cana-5241	200	17	strategies	strategy	NOUN
cana-5241	200	18	in	in	ADP
cana-5241	200	19	action	action	NOUN
cana-5241	200	20	.	.	PUNCT
cana-5241	201	1	communications	communication	NOUN
cana-5241	201	2	on	on	ADP
cana-5241	201	3	applied	apply	VERB
cana-5241	201	4	nonlinear	nonlinear	ADJ
cana-5241	201	5	analysis	analysis	NOUN
cana-5241	201	6	issn	issn	NOUN
cana-5241	201	7	:	:	PUNCT
cana-5241	201	8	1074	1074	NUM
cana-5241	201	9	-	-	PUNCT
cana-5241	201	10	133x	133x	NUM
cana-5241	201	11	vol	vol	VERB
cana-5241	201	12	32	32	NUM
cana-5241	201	13	no	no	NOUN
cana-5241	201	14	.	.	PUNCT
cana-5241	202	1	10s	10	NOUN
cana-5241	202	2	(	(	PUNCT
cana-5241	202	3	2025	2025	NUM
cana-5241	202	4	)	)	PUNCT
cana-5241	202	5	1415	1415	NUM
cana-5241	202	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	202	7	figure	figure	VERB
cana-5241	202	8	5	5	NUM
cana-5241	202	9	packet	packet	NOUN
cana-5241	202	10	delivery	delivery	NOUN
cana-5241	202	11	ratio	ratio	NOUN
cana-5241	202	12	analysis	analysis	NOUN
cana-5241	202	13	for	for	ADP
cana-5241	202	14	qos	qos	PROPN
cana-5241	202	15	figure	figure	NOUN
cana-5241	202	16	6	6	NUM
cana-5241	202	17	throughput	throughput	NOUN
cana-5241	202	18	analysis	analysis	NOUN
cana-5241	202	19	for	for	ADP
cana-5241	202	20	qos	qos	PROPN
cana-5241	202	21	figure	figure	NOUN
cana-5241	202	22	7	7	NUM
cana-5241	202	23	jitter	jitter	PROPN
cana-5241	202	24	&	&	CCONJ
cana-5241	202	25	latency	latency	NOUN
cana-5241	202	26	analysis	analysis	NOUN
cana-5241	202	27	for	for	ADP
cana-5241	202	28	qos	qos	NOUN
cana-5241	202	29	80.00	80.00	NUM
cana-5241	202	30	%	%	NOUN
cana-5241	202	31	82.00	82.00	NUM
cana-5241	202	32	%	%	NOUN
cana-5241	202	33	84.00	84.00	NUM
cana-5241	202	34	%	%	NOUN
cana-5241	202	35	86.00	86.00	NUM
cana-5241	202	36	%	%	NOUN
cana-5241	202	37	88.00	88.00	NUM
cana-5241	202	38	%	%	NOUN
cana-5241	202	39	90.00	90.00	NUM
cana-5241	202	40	%	%	NOUN
cana-5241	202	41	92.00	92.00	NUM
cana-5241	202	42	%	%	NOUN
cana-5241	202	43	94.00	94.00	NUM
cana-5241	202	44	%	%	NOUN
cana-5241	202	45	96.00	96.00	NUM
cana-5241	202	46	%	%	NOUN
cana-5241	202	47	98.00	98.00	NUM
cana-5241	202	48	%	%	NOUN
cana-5241	202	49	pdr	pdr	PROPN
cana-5241	202	50	pdr	pdr	PROPN
cana-5241	202	51	after	after	ADP
cana-5241	202	52	mitigation	mitigation	NOUN
cana-5241	202	53	before	before	ADP
cana-5241	202	54	mitigation	mitigation	NOUN
cana-5241	202	55	0	0	NUM
cana-5241	202	56	20	20	NUM
cana-5241	202	57	40	40	NUM
cana-5241	202	58	60	60	NUM
cana-5241	202	59	80	80	NUM
cana-5241	202	60	100	100	NUM
cana-5241	202	61	before	before	ADP
cana-5241	202	62	mitigation	mitigation	NOUN
cana-5241	202	63	after	after	ADP
cana-5241	202	64	mitigation	mitigation	NOUN
cana-5241	202	65	throughput	throughput	NOUN
cana-5241	202	66	0	0	NUM
cana-5241	202	67	20	20	NUM
cana-5241	202	68	40	40	NUM
cana-5241	202	69	60	60	NUM
cana-5241	202	70	80	80	NUM
cana-5241	202	71	100	100	NUM
cana-5241	202	72	120	120	NUM
cana-5241	202	73	140	140	NUM
cana-5241	202	74	j	j	NOUN
cana-5241	203	1	it	it	PRON
cana-5241	203	2	t	t	X
cana-5241	204	1	e	e	X
cana-5241	204	2	r	r	NOUN
cana-5241	204	3	la	la	PRON
cana-5241	204	4	t	t	X
cana-5241	204	5	e	e	X
cana-5241	204	6	n	n	PROPN
cana-5241	204	7	c	c	PROPN
cana-5241	204	8	y	y	PROPN
cana-5241	204	9	j	j	PROPN
cana-5241	205	1	i	i	PRON
cana-5241	205	2	t	t	PROPN
cana-5241	205	3	t	t	PROPN
cana-5241	206	1	er	er	INTJ
cana-5241	206	2	&	&	CCONJ
cana-5241	206	3	la	la	PROPN
cana-5241	206	4	t	t	PROPN
cana-5241	206	5	ency	ency	NOUN
cana-5241	206	6	in	in	ADP
cana-5241	206	7	ms	ms	NOUN
cana-5241	206	8	before	before	ADP
cana-5241	206	9	mitigation	mitigation	NOUN
cana-5241	206	10	after	after	SCONJ
cana-5241	206	11	mitigation	mitigation	NOUN
cana-5241	206	12	communications	communication	NOUN
cana-5241	206	13	on	on	ADP
cana-5241	206	14	applied	apply	VERB
cana-5241	206	15	nonlinear	nonlinear	ADJ
cana-5241	206	16	analysis	analysis	NOUN
cana-5241	206	17	issn	issn	NOUN
cana-5241	206	18	:	:	PUNCT
cana-5241	206	19	1074	1074	NUM
cana-5241	206	20	-	-	PUNCT
cana-5241	206	21	133x	133x	NUM
cana-5241	206	22	vol	vol	VERB
cana-5241	206	23	32	32	NUM
cana-5241	206	24	no	no	NOUN
cana-5241	206	25	.	.	PUNCT
cana-5241	207	1	10s	10	NOUN
cana-5241	207	2	(	(	PUNCT
cana-5241	207	3	2025	2025	NUM
cana-5241	207	4	)	)	PUNCT
cana-5241	207	5	1416	1416	NUM
cana-5241	207	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	207	7	figure	figure	NOUN
cana-5241	207	8	8	8	NUM
cana-5241	207	9	memory	memory	NOUN
cana-5241	207	10	usage	usage	NOUN
cana-5241	207	11	analysis	analysis	NOUN
cana-5241	207	12	for	for	ADP
cana-5241	207	13	qos	qos	PROPN
cana-5241	207	14	figure	figure	NOUN
cana-5241	207	15	9	9	NUM
cana-5241	207	16	ddos	ddo	NOUN
cana-5241	207	17	attack	attack	NOUN
cana-5241	207	18	mitigation	mitigation	NOUN
cana-5241	207	19	the	the	DET
cana-5241	207	20	accuracy	accuracy	NOUN
cana-5241	207	21	and	and	CCONJ
cana-5241	207	22	loss	loss	NOUN
cana-5241	207	23	curves	curve	NOUN
cana-5241	207	24	shown	show	VERB
cana-5241	207	25	in	in	ADP
cana-5241	207	26	figure	figure	NOUN
cana-5241	207	27	10	10	NUM
cana-5241	207	28	&	&	CCONJ
cana-5241	207	29	figure	figure	VERB
cana-5241	207	30	11	11	NUM
cana-5241	207	31	respectively	respectively	ADV
cana-5241	207	32	are	be	AUX
cana-5241	207	33	another	another	DET
cana-5241	207	34	way	way	NOUN
cana-5241	207	35	of	of	ADP
cana-5241	207	36	interpretation	interpretation	NOUN
cana-5241	207	37	that	that	PRON
cana-5241	207	38	can	can	AUX
cana-5241	207	39	be	be	AUX
cana-5241	207	40	seen	see	VERB
cana-5241	207	41	from	from	ADP
cana-5241	207	42	the	the	DET
cana-5241	207	43	graphs	graph	NOUN
cana-5241	207	44	that	that	PRON
cana-5241	207	45	depict	depict	NOUN
cana-5241	207	46	accuracy	accuracy	NOUN
cana-5241	207	47	/	/	SYM
cana-5241	207	48	loss	loss	NOUN
cana-5241	207	49	versus	versus	ADP
cana-5241	207	50	the	the	DET
cana-5241	207	51	epoch	epoch	NOUN
cana-5241	207	52	graph	graph	NOUN
cana-5241	207	53	,	,	PUNCT
cana-5241	207	54	which	which	PRON
cana-5241	207	55	indicates	indicate	VERB
cana-5241	207	56	that	that	SCONJ
cana-5241	207	57	the	the	DET
cana-5241	207	58	model	model	NOUN
cana-5241	207	59	converges	converge	VERB
cana-5241	207	60	well	well	ADV
cana-5241	207	61	without	without	ADP
cana-5241	207	62	much	much	ADJ
cana-5241	207	63	overfitting	overfitting	NOUN
cana-5241	207	64	.	.	PUNCT
cana-5241	208	1	the	the	DET
cana-5241	208	2	first	first	ADJ
cana-5241	208	3	indicates	indicate	VERB
cana-5241	208	4	that	that	SCONJ
cana-5241	208	5	training	training	NOUN
cana-5241	208	6	should	should	AUX
cana-5241	208	7	cease	cease	VERB
cana-5241	208	8	if	if	SCONJ
cana-5241	208	9	the	the	DET
cana-5241	208	10	improvement	improvement	NOUN
cana-5241	208	11	in	in	ADP
cana-5241	208	12	the	the	DET
cana-5241	208	13	validation	validation	NOUN
cana-5241	208	14	loss	loss	NOUN
cana-5241	208	15	ceases	cease	VERB
cana-5241	208	16	,	,	PUNCT
cana-5241	208	17	and	and	CCONJ
cana-5241	208	18	we	we	PRON
cana-5241	208	19	see	see	VERB
cana-5241	208	20	that	that	SCONJ
cana-5241	208	21	the	the	DET
cana-5241	208	22	accuracy	accuracy	NOUN
cana-5241	208	23	curve	curve	NOUN
cana-5241	208	24	continues	continue	VERB
cana-5241	208	25	to	to	PART
cana-5241	208	26	grow	grow	VERB
cana-5241	208	27	,	,	PUNCT
cana-5241	208	28	and	and	CCONJ
cana-5241	208	29	the	the	DET
cana-5241	208	30	loss	loss	NOUN
cana-5241	208	31	curve	curve	NOUN
cana-5241	208	32	continues	continue	VERB
cana-5241	208	33	to	to	PART
cana-5241	208	34	fall	fall	VERB
cana-5241	208	35	without	without	ADP
cana-5241	208	36	any	any	DET
cana-5241	208	37	sign	sign	NOUN
cana-5241	208	38	of	of	ADP
cana-5241	208	39	stopping	stop	VERB
cana-5241	208	40	for	for	ADP
cana-5241	208	41	at	at	ADV
cana-5241	208	42	least	least	ADJ
cana-5241	208	43	50	50	NUM
cana-5241	208	44	epochs	epoch	NOUN
cana-5241	208	45	.	.	PUNCT
cana-5241	209	1	this	this	DET
cana-5241	209	2	model	model	NOUN
cana-5241	209	3	learning	learning	NOUN
cana-5241	209	4	shows	show	VERB
cana-5241	209	5	that	that	SCONJ
cana-5241	209	6	there	there	PRON
cana-5241	209	7	was	be	VERB
cana-5241	209	8	no	no	DET
cana-5241	209	9	overfitting	overfitting	NOUN
cana-5241	209	10	or	or	CCONJ
cana-5241	209	11	under	under	ADV
cana-5241	209	12	-	-	PUNCT
cana-5241	209	13	fitting	fitting	ADJ
cana-5241	209	14	.	.	PUNCT
cana-5241	210	1	figure	figure	NOUN
cana-5241	210	2	12	12	NUM
cana-5241	210	3	shows	show	VERB
cana-5241	210	4	a	a	DET
cana-5241	210	5	graphical	graphical	ADJ
cana-5241	210	6	representation	representation	NOUN
cana-5241	210	7	of	of	ADP
cana-5241	210	8	the	the	DET
cana-5241	210	9	confusion	confusion	NOUN
cana-5241	210	10	matrix	matrix	NOUN
cana-5241	210	11	and	and	CCONJ
cana-5241	210	12	figure	figure	NOUN
cana-5241	210	13	13	13	NUM
cana-5241	210	14	&	&	CCONJ
cana-5241	210	15	figure	figure	PROPN
cana-5241	210	16	14	14	NUM
cana-5241	210	17	shows	show	VERB
cana-5241	210	18	a	a	DET
cana-5241	210	19	representation	representation	NOUN
cana-5241	210	20	of	of	ADP
cana-5241	210	21	the	the	DET
cana-5241	210	22	roc	roc	PROPN
cana-5241	210	23	and	and	CCONJ
cana-5241	210	24	p	p	NOUN
cana-5241	210	25	-	-	PUNCT
cana-5241	210	26	r	r	NOUN
cana-5241	210	27	curves	curve	NOUN
cana-5241	210	28	respectively	respectively	ADV
cana-5241	210	29	,	,	PUNCT
cana-5241	210	30	providing	provide	VERB
cana-5241	210	31	more	more	ADJ
cana-5241	210	32	information	information	NOUN
cana-5241	210	33	about	about	ADP
cana-5241	210	34	the	the	DET
cana-5241	210	35	performance	performance	NOUN
cana-5241	210	36	of	of	ADP
cana-5241	210	37	the	the	DET
cana-5241	210	38	classifier	classifier	NOUN
cana-5241	210	39	.	.	PUNCT
cana-5241	211	1	the	the	DET
cana-5241	211	2	model	model	NOUN
cana-5241	211	3	has	have	VERB
cana-5241	211	4	a	a	DET
cana-5241	211	5	high	high	ADJ
cana-5241	211	6	rate	rate	NOUN
cana-5241	211	7	of	of	ADP
cana-5241	211	8	true	true	ADJ
cana-5241	211	9	positives	positive	NOUN
cana-5241	211	10	and	and	CCONJ
cana-5241	211	11	a	a	DET
cana-5241	211	12	low	low	ADJ
cana-5241	211	13	rate	rate	NOUN
cana-5241	211	14	of	of	ADP
cana-5241	211	15	false	false	ADJ
cana-5241	211	16	positives	positive	NOUN
cana-5241	211	17	,	,	PUNCT
cana-5241	211	18	which	which	PRON
cana-5241	211	19	means	mean	VERB
cana-5241	211	20	that	that	SCONJ
cana-5241	211	21	this	this	DET
cana-5241	211	22	model	model	NOUN
cana-5241	211	23	does	do	VERB
cana-5241	211	24	a	a	DET
cana-5241	211	25	very	very	ADV
cana-5241	211	26	good	good	ADJ
cana-5241	211	27	job	job	NOUN
cana-5241	211	28	in	in	ADP
cana-5241	211	29	predicting	predict	VERB
cana-5241	211	30	one	one	NUM
cana-5241	211	31	class	class	NOUN
cana-5241	211	32	against	against	ADP
cana-5241	211	33	another	another	PRON
cana-5241	211	34	.	.	PUNCT
cana-5241	212	1	the	the	DET
cana-5241	212	2	roc	roc	PROPN
cana-5241	212	3	curve	curve	NOUN
cana-5241	212	4	assesses	assess	VERB
cana-5241	212	5	the	the	DET
cana-5241	212	6	trade	trade	NOUN
cana-5241	212	7	-	-	PUNCT
cana-5241	212	8	off	off	NOUN
cana-5241	212	9	between	between	ADP
cana-5241	212	10	the	the	DET
cana-5241	212	11	true	true	ADJ
cana-5241	212	12	positive	positive	ADJ
cana-5241	212	13	rate	rate	NOUN
cana-5241	212	14	(	(	PUNCT
cana-5241	212	15	sensitivity	sensitivity	NOUN
cana-5241	212	16	)	)	PUNCT
cana-5241	212	17	and	and	CCONJ
cana-5241	212	18	false	false	ADJ
cana-5241	212	19	positive	positive	ADJ
cana-5241	212	20	rate	rate	NOUN
cana-5241	212	21	,	,	PUNCT
cana-5241	212	22	whereas	whereas	SCONJ
cana-5241	212	23	the	the	DET
cana-5241	212	24	precision	precision	NOUN
cana-5241	212	25	-	-	PUNCT
cana-5241	212	26	recall	recall	NOUN
cana-5241	212	27	curve	curve	NOUN
cana-5241	212	28	evaluates	evaluate	VERB
cana-5241	212	29	the	the	DET
cana-5241	212	30	equilibrium	equilibrium	NOUN
cana-5241	212	31	between	between	ADP
cana-5241	212	32	precision	precision	NOUN
cana-5241	212	33	and	and	CCONJ
cana-5241	212	34	recall	recall	NOUN
cana-5241	212	35	,	,	PUNCT
cana-5241	212	36	which	which	PRON
cana-5241	212	37	is	be	AUX
cana-5241	212	38	particularly	particularly	ADV
cana-5241	212	39	valuable	valuable	ADJ
cana-5241	212	40	for	for	ADP
cana-5241	212	41	unwarranted	unwarranted	ADJ
cana-5241	212	42	datasets	dataset	NOUN
cana-5241	212	43	.	.	PUNCT
cana-5241	213	1	56	56	NUM
cana-5241	213	2	%	%	NOUN
cana-5241	213	3	44	44	NUM
cana-5241	213	4	%	%	NOUN
cana-5241	213	5	memory	memory	NOUN
cana-5241	213	6	usage	usage	NOUN
cana-5241	213	7	in	in	ADP
cana-5241	213	8	kbps	kbps	NOUN
cana-5241	213	9	before	before	ADP
cana-5241	213	10	mitigation	mitigation	NOUN
cana-5241	213	11	after	after	ADP
cana-5241	213	12	mitigation	mitigation	NOUN
cana-5241	213	13	pdr	pdr	PROPN
cana-5241	213	14	throughput	throughput	NOUN
cana-5241	213	15	memory	memory	NOUN
cana-5241	213	16	usage	usage	NOUN
cana-5241	213	17	0.00	0.00	NUM
cana-5241	213	18	%	%	NOUN
cana-5241	213	19	20.00	20.00	NUM
cana-5241	213	20	%	%	NOUN
cana-5241	213	21	40.00	40.00	NUM
cana-5241	213	22	%	%	NOUN
cana-5241	213	23	60.00	60.00	NUM
cana-5241	213	24	%	%	NOUN
cana-5241	213	25	80.00	80.00	NUM
cana-5241	213	26	%	%	NOUN
cana-5241	213	27	100.00	100.00	NUM
cana-5241	213	28	%	%	NOUN
cana-5241	213	29	1	1	NUM
cana-5241	213	30	communications	communication	NOUN
cana-5241	213	31	on	on	ADP
cana-5241	213	32	applied	apply	VERB
cana-5241	213	33	nonlinear	nonlinear	ADJ
cana-5241	213	34	analysis	analysis	NOUN
cana-5241	213	35	issn	issn	NOUN
cana-5241	213	36	:	:	PUNCT
cana-5241	213	37	1074	1074	NUM
cana-5241	213	38	-	-	PUNCT
cana-5241	213	39	133x	133x	NUM
cana-5241	213	40	vol	vol	VERB
cana-5241	213	41	32	32	NUM
cana-5241	213	42	no	no	NOUN
cana-5241	213	43	.	.	PUNCT
cana-5241	214	1	10s	10	NOUN
cana-5241	214	2	(	(	PUNCT
cana-5241	214	3	2025	2025	NUM
cana-5241	214	4	)	)	PUNCT
cana-5241	214	5	1417	1417	NUM
cana-5241	214	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	214	7	figure	figure	NOUN
cana-5241	214	8	10	10	NUM
cana-5241	214	9	accuracy	accuracy	NOUN
cana-5241	214	10	curves	curve	NOUN
cana-5241	214	11	figure	figure	VERB
cana-5241	214	12	11	11	NUM
cana-5241	214	13	loss	loss	NOUN
cana-5241	214	14	curves	curve	NOUN
cana-5241	214	15	figure	figure	NOUN
cana-5241	214	16	12	12	NUM
cana-5241	214	17	performance	performance	NOUN
cana-5241	214	18	of	of	ADP
cana-5241	214	19	the	the	DET
cana-5241	214	20	classification	classification	NOUN
cana-5241	214	21	model	model	NOUN
cana-5241	214	22	.	.	PUNCT
cana-5241	215	1	0.95	0.95	NUM
cana-5241	215	2	0.96	0.96	NUM
cana-5241	215	3	0.97	0.97	NUM
cana-5241	215	4	0.98	0.98	NUM
cana-5241	215	5	0.99	0.99	NUM
cana-5241	215	6	1	1	NUM
cana-5241	215	7	1	1	NUM
cana-5241	215	8	0	0	NUM
cana-5241	215	9	2	2	NUM
cana-5241	215	10	0	0	NUM
cana-5241	215	11	3	3	NUM
cana-5241	215	12	0	0	NUM
cana-5241	215	13	4	4	NUM
cana-5241	215	14	0	0	NUM
cana-5241	215	15	5	5	NUM
cana-5241	215	16	0	0	NUM
cana-5241	215	17	m	m	NOUN
cana-5241	215	18	o	o	NOUN
cana-5241	215	19	del	del	NOUN
cana-5241	215	20	a	a	DET
cana-5241	215	21	ccura	ccura	NOUN
cana-5241	215	22	cy	cy	ADP
cana-5241	215	23	train	train	NOUN
cana-5241	215	24	accuracy	accuracy	NOUN
cana-5241	215	25	validation	validation	NOUN
cana-5241	215	26	accuracy	accuracy	NOUN
cana-5241	215	27	0	0	NUM
cana-5241	215	28	0.05	0.05	NUM
cana-5241	215	29	0.1	0.1	NUM
cana-5241	215	30	0.15	0.15	NUM
cana-5241	215	31	0.2	0.2	NUM
cana-5241	215	32	1	1	NUM
cana-5241	215	33	0	0	NUM
cana-5241	215	34	2	2	NUM
cana-5241	215	35	0	0	NUM
cana-5241	215	36	3	3	NUM
cana-5241	215	37	0	0	NUM
cana-5241	215	38	4	4	NUM
cana-5241	215	39	0	0	NUM
cana-5241	215	40	5	5	NUM
cana-5241	215	41	0	0	NUM
cana-5241	215	42	m	m	NOUN
cana-5241	215	43	o	o	NOUN
cana-5241	215	44	del	del	PROPN
cana-5241	215	45	lo	lo	PROPN
cana-5241	215	46	ss	ss	PROPN
cana-5241	215	47	train	train	NOUN
cana-5241	215	48	loss	loss	NOUN
cana-5241	215	49	validation	validation	NOUN
cana-5241	215	50	loss	loss	NOUN
cana-5241	215	51	communications	communication	NOUN
cana-5241	215	52	on	on	ADP
cana-5241	215	53	applied	apply	VERB
cana-5241	215	54	nonlinear	nonlinear	ADJ
cana-5241	215	55	analysis	analysis	NOUN
cana-5241	215	56	issn	issn	NOUN
cana-5241	215	57	:	:	PUNCT
cana-5241	215	58	1074	1074	NUM
cana-5241	215	59	-	-	PUNCT
cana-5241	215	60	133x	133x	NUM
cana-5241	215	61	vol	vol	VERB
cana-5241	215	62	32	32	NUM
cana-5241	215	63	no	no	NOUN
cana-5241	215	64	.	.	PUNCT
cana-5241	216	1	10s	10	NOUN
cana-5241	216	2	(	(	PUNCT
cana-5241	216	3	2025	2025	NUM
cana-5241	216	4	)	)	PUNCT
cana-5241	216	5	1418	1418	NUM
cana-5241	217	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	217	2	figure	figure	NOUN
cana-5241	217	3	13	13	NUM
cana-5241	217	4	roc	roc	PROPN
cana-5241	217	5	curve	curve	NOUN
cana-5241	217	6	figure	figure	NOUN
cana-5241	217	7	14	14	NUM
cana-5241	217	8	p	p	NOUN
cana-5241	217	9	-	-	PUNCT
cana-5241	217	10	r	r	NOUN
cana-5241	217	11	curve	curve	NOUN
cana-5241	217	12	figure	figure	NOUN
cana-5241	217	13	15	15	NUM
cana-5241	217	14	comparison	comparison	NOUN
cana-5241	217	15	with	with	ADP
cana-5241	217	16	existing	exist	VERB
cana-5241	217	17	techniques	technique	NOUN
cana-5241	217	18	it	it	PRON
cana-5241	217	19	is	be	AUX
cana-5241	217	20	evident	evident	ADJ
cana-5241	217	21	from	from	ADP
cana-5241	217	22	figure	figure	NOUN
cana-5241	217	23	15	15	NUM
cana-5241	217	24	that	that	SCONJ
cana-5241	217	25	the	the	DET
cana-5241	217	26	proposed	propose	VERB
cana-5241	217	27	method	method	NOUN
cana-5241	217	28	detects	detect	NOUN
cana-5241	217	29	application	application	NOUN
cana-5241	217	30	-	-	PUNCT
cana-5241	217	31	layer	layer	NOUN
cana-5241	217	32	ddos	ddos	NOUN
cana-5241	217	33	attacks	attack	NOUN
cana-5241	217	34	with	with	ADP
cana-5241	217	35	greater	great	ADJ
cana-5241	217	36	accuracy	accuracy	NOUN
cana-5241	217	37	than	than	ADP
cana-5241	217	38	the	the	DET
cana-5241	217	39	prevalent	prevalent	ADJ
cana-5241	217	40	algorithms	algorithm	NOUN
cana-5241	217	41	,	,	PUNCT
cana-5241	217	42	and	and	CCONJ
cana-5241	217	43	provides	provide	VERB
cana-5241	217	44	an	an	DET
cana-5241	217	45	added	add	VERB
cana-5241	217	46	layer	layer	NOUN
cana-5241	217	47	of	of	ADP
cana-5241	217	48	qos	qos	PROPN
cana-5241	217	49	0.99	0.99	NUM
cana-5241	217	50	0.992	0.992	NUM
cana-5241	217	51	0.994	0.994	NUM
cana-5241	217	52	0.996	0.996	NUM
cana-5241	217	53	0.998	0.998	NUM
cana-5241	217	54	1	1	NUM
cana-5241	217	55	0.0006	0.0006	NUM
cana-5241	217	56	0.2006	0.2006	NUM
cana-5241	217	57	0.4006	0.4006	NUM
cana-5241	217	58	0.6006	0.6006	NUM
cana-5241	217	59	0.8006	0.8006	NUM
cana-5241	217	60	t	t	NOUN
cana-5241	217	61	ru	ru	NOUN
cana-5241	217	62	e	e	PROPN
cana-5241	217	63	p	p	NOUN
cana-5241	217	64	o	o	X
cana-5241	217	65	si	si	X
cana-5241	217	66	ti	ti	X
cana-5241	217	67	v	v	NOUN
cana-5241	217	68	e	e	PROPN
cana-5241	217	69	r	r	NOUN
cana-5241	217	70	a	a	DET
cana-5241	217	71	te	te	ADP
cana-5241	217	72	false	false	ADJ
cana-5241	217	73	positive	positive	ADJ
cana-5241	217	74	rate	rate	NOUN
cana-5241	217	75	roc	roc	PROPN
cana-5241	217	76	curve	curve	NOUN
cana-5241	217	77	0.4	0.4	NUM
cana-5241	217	78	0.5	0.5	NUM
cana-5241	217	79	0.6	0.6	NUM
cana-5241	217	80	0.7	0.7	NUM
cana-5241	217	81	0.8	0.8	NUM
cana-5241	217	82	0.9	0.9	NUM
cana-5241	217	83	1	1	NUM
cana-5241	217	84	0.99	0.99	NUM
cana-5241	217	85	0.992	0.992	NUM
cana-5241	217	86	0.994	0.994	NUM
cana-5241	217	87	0.996	0.996	NUM
cana-5241	217	88	0.998	0.998	NUM
cana-5241	217	89	1	1	NUM
cana-5241	217	90	p	p	NOUN
cana-5241	217	91	re	re	ADP
cana-5241	217	92	ci	ci	NOUN
cana-5241	217	93	si	si	PROPN
cana-5241	217	94	o	o	PROPN
cana-5241	217	95	n	n	ADV
cana-5241	217	96	recall	recall	VERB
cana-5241	217	97	p	p	NOUN
cana-5241	217	98	-	-	PUNCT
cana-5241	217	99	r	r	NOUN
cana-5241	217	100	curve	curve	NOUN
cana-5241	217	101	99.50	99.50	NUM
cana-5241	217	102	%	%	NOUN
cana-5241	217	103	92.57	92.57	NUM
cana-5241	217	104	%	%	NOUN
cana-5241	217	105	98.00	98.00	NUM
cana-5241	217	106	%	%	NOUN
cana-5241	217	107	99.40	99.40	NUM
cana-5241	217	108	%	%	NOUN
cana-5241	217	109	92.63	92.63	NUM
cana-5241	217	110	%	%	NOUN
cana-5241	217	111	98.00	98.00	NUM
cana-5241	217	112	%	%	NOUN
cana-5241	217	113	97.00	97.00	NUM
cana-5241	217	114	%	%	NOUN
cana-5241	217	115	99.89	99.89	NUM
cana-5241	217	116	%	%	NOUN
cana-5241	217	117	communications	communication	NOUN
cana-5241	217	118	on	on	ADP
cana-5241	217	119	applied	apply	VERB
cana-5241	217	120	nonlinear	nonlinear	ADJ
cana-5241	217	121	analysis	analysis	NOUN
cana-5241	217	122	issn	issn	NOUN
cana-5241	217	123	:	:	PUNCT
cana-5241	217	124	1074	1074	NUM
cana-5241	217	125	-	-	PUNCT
cana-5241	217	126	133x	133x	NUM
cana-5241	217	127	vol	vol	VERB
cana-5241	217	128	32	32	NUM
cana-5241	217	129	no	no	NOUN
cana-5241	217	130	.	.	PUNCT
cana-5241	218	1	10s	10	NOUN
cana-5241	218	2	(	(	PUNCT
cana-5241	218	3	2025	2025	NUM
cana-5241	218	4	)	)	PUNCT
cana-5241	218	5	1419	1419	NUM
cana-5241	218	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	218	7	mitigation	mitigation	NOUN
cana-5241	218	8	.	.	PUNCT
cana-5241	219	1	a	a	DET
cana-5241	219	2	very	very	ADV
cana-5241	219	3	powerful	powerful	ADJ
cana-5241	219	4	mechanism	mechanism	NOUN
cana-5241	219	5	is	be	AUX
cana-5241	219	6	achieved	achieve	VERB
cana-5241	219	7	because	because	SCONJ
cana-5241	219	8	the	the	DET
cana-5241	219	9	detection	detection	NOUN
cana-5241	219	10	parameters	parameter	NOUN
cana-5241	219	11	are	be	AUX
cana-5241	219	12	based	base	VERB
cana-5241	219	13	on	on	ADP
cana-5241	219	14	feature	feature	NOUN
cana-5241	219	15	selection	selection	NOUN
cana-5241	219	16	and	and	CCONJ
cana-5241	219	17	extraction	extraction	NOUN
cana-5241	219	18	using	use	VERB
cana-5241	219	19	a	a	DET
cana-5241	219	20	random	random	ADJ
cana-5241	219	21	forest	forest	NOUN
cana-5241	219	22	classifier	classifier	NOUN
cana-5241	219	23	.	.	PUNCT
cana-5241	220	1	understanding	understand	VERB
cana-5241	220	2	the	the	DET
cana-5241	220	3	importance	importance	NOUN
cana-5241	220	4	of	of	ADP
cana-5241	220	5	request	request	NOUN
cana-5241	220	6	rate	rate	NOUN
cana-5241	220	7	and	and	CCONJ
cana-5241	220	8	session	session	NOUN
cana-5241	220	9	duration	duration	NOUN
cana-5241	220	10	as	as	ADV
cana-5241	220	11	well	well	ADV
cana-5241	220	12	as	as	ADP
cana-5241	220	13	other	other	ADJ
cana-5241	220	14	features	feature	NOUN
cana-5241	220	15	that	that	PRON
cana-5241	220	16	can	can	AUX
cana-5241	220	17	be	be	AUX
cana-5241	220	18	used	use	VERB
cana-5241	220	19	to	to	PART
cana-5241	220	20	detect	detect	VERB
cana-5241	220	21	malicious	malicious	ADJ
cana-5241	220	22	traffic	traffic	NOUN
cana-5241	220	23	patterns	pattern	NOUN
cana-5241	220	24	.	.	PUNCT
cana-5241	221	1	5	5	X
cana-5241	221	2	.	.	X
cana-5241	221	3	discussion	discussion	NOUN
cana-5241	221	4	the	the	DET
cana-5241	221	5	approach	approach	NOUN
cana-5241	221	6	mentioned	mention	VERB
cana-5241	221	7	above	above	ADV
cana-5241	221	8	raises	raise	VERB
cana-5241	221	9	the	the	DET
cana-5241	221	10	qos	qos	PROPN
cana-5241	221	11	results	result	NOUN
cana-5241	221	12	significantly	significantly	ADV
cana-5241	221	13	,	,	PUNCT
cana-5241	221	14	showing	show	VERB
cana-5241	221	15	how	how	SCONJ
cana-5241	221	16	this	this	DET
cana-5241	221	17	method	method	NOUN
cana-5241	221	18	can	can	AUX
cana-5241	221	19	maintain	maintain	VERB
cana-5241	221	20	high	high	ADJ
cana-5241	221	21	network	network	NOUN
cana-5241	221	22	performance	performance	NOUN
cana-5241	221	23	even	even	ADV
cana-5241	221	24	under	under	ADP
cana-5241	221	25	attacked	attack	VERB
cana-5241	221	26	conditions	condition	NOUN
cana-5241	221	27	.	.	PUNCT
cana-5241	222	1	the	the	DET
cana-5241	222	2	traffic	traffic	NOUN
cana-5241	222	3	shaping	shaping	NOUN
cana-5241	222	4	and	and	CCONJ
cana-5241	222	5	filtering	filter	VERB
cana-5241	222	6	system	system	NOUN
cana-5241	222	7	should	should	AUX
cana-5241	222	8	exhibit	exhibit	VERB
cana-5241	222	9	adaptive	adaptive	ADJ
cana-5241	222	10	behaviours	behaviour	NOUN
cana-5241	222	11	to	to	PART
cana-5241	222	12	respond	respond	VERB
cana-5241	222	13	proactively	proactively	ADV
cana-5241	222	14	to	to	ADP
cana-5241	222	15	continuously	continuously	ADV
cana-5241	222	16	evolving	evolve	VERB
cana-5241	222	17	attack	attack	NOUN
cana-5241	222	18	sources	source	NOUN
cana-5241	222	19	without	without	ADP
cana-5241	222	20	affecting	affect	VERB
cana-5241	222	21	the	the	DET
cana-5241	222	22	availability	availability	NOUN
cana-5241	222	23	or	or	CCONJ
cana-5241	222	24	performance	performance	NOUN
cana-5241	222	25	of	of	ADP
cana-5241	222	26	the	the	DET
cana-5241	222	27	service	service	NOUN
cana-5241	222	28	.	.	PUNCT
cana-5241	223	1	the	the	DET
cana-5241	223	2	most	most	ADV
cana-5241	223	3	noticeable	noticeable	ADJ
cana-5241	223	4	being	be	AUX
cana-5241	223	5	the	the	DET
cana-5241	223	6	reduced	reduced	ADJ
cana-5241	223	7	jitter	jitter	NOUN
cana-5241	223	8	and	and	CCONJ
cana-5241	223	9	latency	latency	NOUN
cana-5241	223	10	.	.	PUNCT
cana-5241	224	1	this	this	PRON
cana-5241	224	2	indicates	indicate	VERB
cana-5241	224	3	that	that	SCONJ
cana-5241	224	4	more	more	ADJ
cana-5241	224	5	than	than	ADP
cana-5241	224	6	just	just	ADV
cana-5241	224	7	a	a	DET
cana-5241	224	8	bandaid	bandaid	ADJ
cana-5241	224	9	solution	solution	NOUN
cana-5241	224	10	for	for	ADP
cana-5241	224	11	traffic	traffic	NOUN
cana-5241	224	12	volumes	volume	NOUN
cana-5241	224	13	,	,	PUNCT
cana-5241	224	14	responsiveness	responsiveness	NOUN
cana-5241	224	15	was	be	AUX
cana-5241	224	16	improved	improve	VERB
cana-5241	224	17	in	in	ADP
cana-5241	224	18	clients	client	NOUN
cana-5241	224	19	by	by	ADP
cana-5241	224	20	using	use	VERB
cana-5241	224	21	these	these	DET
cana-5241	224	22	mitigation	mitigation	NOUN
cana-5241	224	23	techniques	technique	NOUN
cana-5241	224	24	.	.	PUNCT
cana-5241	225	1	a	a	DET
cana-5241	225	2	reduction	reduction	NOUN
cana-5241	225	3	in	in	ADP
cana-5241	225	4	memory	memory	NOUN
cana-5241	225	5	usage	usage	NOUN
cana-5241	225	6	confirms	confirm	VERB
cana-5241	225	7	the	the	DET
cana-5241	225	8	efficiency	efficiency	NOUN
cana-5241	225	9	of	of	ADP
cana-5241	225	10	this	this	DET
cana-5241	225	11	approach	approach	NOUN
cana-5241	225	12	,	,	PUNCT
cana-5241	225	13	making	make	VERB
cana-5241	225	14	it	it	PRON
cana-5241	225	15	useful	useful	ADJ
cana-5241	225	16	in	in	ADP
cana-5241	225	17	resource	resource	NOUN
cana-5241	225	18	-	-	PUNCT
cana-5241	225	19	rich	rich	ADJ
cana-5241	225	20	settings	setting	NOUN
cana-5241	225	21	.	.	PUNCT
cana-5241	226	1	the	the	DET
cana-5241	226	2	combination	combination	NOUN
cana-5241	226	3	of	of	ADP
cana-5241	226	4	effective	effective	ADJ
cana-5241	226	5	detection	detection	NOUN
cana-5241	226	6	and	and	CCONJ
cana-5241	226	7	optimization	optimization	NOUN
cana-5241	226	8	for	for	ADP
cana-5241	226	9	mitigation	mitigation	NOUN
cana-5241	226	10	provides	provide	VERB
cana-5241	226	11	a	a	DET
cana-5241	226	12	comprehensive	comprehensive	ADJ
cana-5241	226	13	response	response	NOUN
cana-5241	226	14	to	to	ADP
cana-5241	226	15	emerging	emerge	VERB
cana-5241	226	16	challenges	challenge	NOUN
cana-5241	226	17	from	from	ADP
cana-5241	226	18	application	application	NOUN
cana-5241	226	19	-	-	PUNCT
cana-5241	226	20	layer	layer	NOUN
cana-5241	226	21	ddos	ddo	NOUN
cana-5241	226	22	attacks	attack	NOUN
cana-5241	226	23	,	,	PUNCT
cana-5241	226	24	securing	secure	VERB
cana-5241	226	25	security	security	NOUN
cana-5241	226	26	and	and	CCONJ
cana-5241	226	27	performance	performance	NOUN
cana-5241	226	28	in	in	ADP
cana-5241	226	29	modern	modern	ADJ
cana-5241	226	30	network	network	NOUN
cana-5241	226	31	environments	environment	NOUN
cana-5241	226	32	.	.	PUNCT
cana-5241	227	1	6	6	X
cana-5241	227	2	.	.	X
cana-5241	227	3	conclusion	conclusion	VERB
cana-5241	227	4	the	the	DET
cana-5241	227	5	innovative	innovative	ADJ
cana-5241	227	6	fis	fis	PROPN
cana-5241	227	7	-	-	PUNCT
cana-5241	227	8	based	base	VERB
cana-5241	227	9	optimized	optimize	VERB
cana-5241	227	10	machine	machine	NOUN
cana-5241	227	11	learning	learn	VERB
cana-5241	227	12	framework	framework	NOUN
cana-5241	227	13	presents	present	VERB
cana-5241	227	14	a	a	DET
cana-5241	227	15	ground	ground	NOUN
cana-5241	227	16	-	-	PUNCT
cana-5241	227	17	breaking	break	VERB
cana-5241	227	18	approach	approach	NOUN
cana-5241	227	19	for	for	ADP
cana-5241	227	20	identifying	identify	VERB
cana-5241	227	21	application	application	NOUN
cana-5241	227	22	layer	layer	NOUN
cana-5241	227	23	attacks	attack	NOUN
cana-5241	227	24	and	and	CCONJ
cana-5241	227	25	significantly	significantly	ADV
cana-5241	227	26	mitigating	mitigate	VERB
cana-5241	227	27	their	their	PRON
cana-5241	227	28	impact	impact	NOUN
cana-5241	227	29	on	on	ADP
cana-5241	227	30	quality	quality	NOUN
cana-5241	227	31	of	of	ADP
cana-5241	227	32	service	service	NOUN
cana-5241	227	33	(	(	PUNCT
cana-5241	227	34	qos	qos	PROPN
cana-5241	227	35	)	)	PUNCT
cana-5241	227	36	.	.	PUNCT
cana-5241	228	1	our	our	PRON
cana-5241	228	2	methodology	methodology	NOUN
cana-5241	228	3	involves	involve	VERB
cana-5241	228	4	a	a	DET
cana-5241	228	5	comprehensive	comprehensive	ADJ
cana-5241	228	6	process	process	NOUN
cana-5241	228	7	of	of	ADP
cana-5241	228	8	cleaning	clean	VERB
cana-5241	228	9	and	and	CCONJ
cana-5241	228	10	normalizing	normalize	VERB
cana-5241	228	11	raw	raw	ADJ
cana-5241	228	12	data	datum	NOUN
cana-5241	228	13	,	,	PUNCT
cana-5241	228	14	followed	follow	VERB
cana-5241	228	15	by	by	ADP
cana-5241	228	16	targeted	target	VERB
cana-5241	228	17	filtering	filtering	NOUN
cana-5241	228	18	of	of	ADP
cana-5241	228	19	pertinent	pertinent	ADJ
cana-5241	228	20	information	information	NOUN
cana-5241	228	21	for	for	ADP
cana-5241	228	22	attack	attack	NOUN
cana-5241	228	23	detection	detection	NOUN
cana-5241	228	24	,	,	PUNCT
cana-5241	228	25	leveraging	leverage	VERB
cana-5241	228	26	feature	feature	NOUN
cana-5241	228	27	selection	selection	NOUN
cana-5241	228	28	through	through	ADP
cana-5241	228	29	an	an	DET
cana-5241	228	30	extra	extra	ADJ
cana-5241	228	31	tree	tree	NOUN
cana-5241	228	32	classifier	classifier	NOUN
cana-5241	228	33	(	(	PUNCT
cana-5241	228	34	etc	etc	X
cana-5241	228	35	)	)	PUNCT
cana-5241	228	36	.	.	PUNCT
cana-5241	229	1	the	the	DET
cana-5241	229	2	employed	employ	VERB
cana-5241	229	3	random	random	ADJ
cana-5241	229	4	forest	forest	NOUN
cana-5241	229	5	classifier	classifier	NOUN
cana-5241	229	6	integrated	integrate	VERB
cana-5241	229	7	with	with	ADP
cana-5241	229	8	a	a	DET
cana-5241	229	9	feature	feature	NOUN
cana-5241	229	10	importance	importance	NOUN
cana-5241	229	11	score	score	NOUN
cana-5241	229	12	(	(	PUNCT
cana-5241	229	13	fis)-based	fis)-based	ADJ
cana-5241	229	14	optimization	optimization	NOUN
cana-5241	229	15	system	system	NOUN
cana-5241	229	16	,	,	PUNCT
cana-5241	229	17	achieving	achieve	VERB
cana-5241	229	18	remarkable	remarkable	ADJ
cana-5241	229	19	results	result	NOUN
cana-5241	229	20	:	:	PUNCT
cana-5241	229	21	an	an	DET
cana-5241	229	22	accuracy	accuracy	NOUN
cana-5241	229	23	of	of	ADP
cana-5241	229	24	99.89	99.89	NUM
cana-5241	229	25	%	%	NOUN
cana-5241	229	26	,	,	PUNCT
cana-5241	229	27	precision	precision	NOUN
cana-5241	229	28	of	of	ADP
cana-5241	229	29	97.80	97.80	NUM
cana-5241	229	30	%	%	NOUN
cana-5241	229	31	,	,	PUNCT
cana-5241	229	32	recall	recall	NOUN
cana-5241	229	33	of	of	ADP
cana-5241	229	34	98.90	98.90	NUM
cana-5241	229	35	%	%	NOUN
cana-5241	229	36	,	,	PUNCT
cana-5241	229	37	and	and	CCONJ
cana-5241	229	38	an	an	DET
cana-5241	229	39	f1	f1	ADJ
cana-5241	229	40	score	score	NOUN
cana-5241	229	41	of	of	ADP
cana-5241	229	42	98.35	98.35	NUM
cana-5241	229	43	%	%	NOUN
cana-5241	229	44	in	in	ADP
cana-5241	229	45	detecting	detect	VERB
cana-5241	229	46	intrusive	intrusive	ADJ
cana-5241	229	47	traffic	traffic	NOUN
cana-5241	229	48	.	.	PUNCT
cana-5241	230	1	this	this	DET
cana-5241	230	2	advancement	advancement	NOUN
cana-5241	230	3	is	be	AUX
cana-5241	230	4	driven	drive	VERB
cana-5241	230	5	by	by	ADP
cana-5241	230	6	our	our	PRON
cana-5241	230	7	emphasis	emphasis	NOUN
cana-5241	230	8	on	on	ADP
cana-5241	230	9	feature	feature	NOUN
cana-5241	230	10	importance	importance	NOUN
cana-5241	230	11	,	,	PUNCT
cana-5241	230	12	which	which	PRON
cana-5241	230	13	enhances	enhance	VERB
cana-5241	230	14	the	the	DET
cana-5241	230	15	model	model	NOUN
cana-5241	230	16	's	's	PART
cana-5241	230	17	effectiveness	effectiveness	NOUN
cana-5241	230	18	.	.	PUNCT
cana-5241	231	1	we	we	PRON
cana-5241	231	2	introduce	introduce	VERB
cana-5241	231	3	a	a	DET
cana-5241	231	4	pioneering	pioneering	ADJ
cana-5241	231	5	3	3	NUM
cana-5241	231	6	-	-	PUNCT
cana-5241	231	7	tier	tier	NOUN
cana-5241	231	8	adaptive	adaptive	ADJ
cana-5241	231	9	traffic	traffic	NOUN
cana-5241	231	10	shaping	shaping	NOUN
cana-5241	231	11	mechanism	mechanism	NOUN
cana-5241	231	12	that	that	PRON
cana-5241	231	13	synergizes	synergize	VERB
cana-5241	231	14	traffic	traffic	NOUN
cana-5241	231	15	shaping	shaping	NOUN
cana-5241	231	16	,	,	PUNCT
cana-5241	231	17	intelligent	intelligent	ADJ
cana-5241	231	18	filtering	filtering	NOUN
cana-5241	231	19	,	,	PUNCT
cana-5241	231	20	and	and	CCONJ
cana-5241	231	21	load	load	NOUN
cana-5241	231	22	balancing	balance	VERB
cana-5241	231	23	techniques	technique	NOUN
cana-5241	231	24	.	.	PUNCT
cana-5241	232	1	this	this	DET
cana-5241	232	2	multifaceted	multifaceted	ADJ
cana-5241	232	3	approach	approach	NOUN
cana-5241	232	4	not	not	PART
cana-5241	232	5	only	only	ADV
cana-5241	232	6	fortifies	fortify	VERB
cana-5241	232	7	the	the	DET
cana-5241	232	8	network	network	NOUN
cana-5241	232	9	against	against	ADP
cana-5241	232	10	attacks	attack	NOUN
cana-5241	232	11	but	but	CCONJ
cana-5241	232	12	also	also	ADV
cana-5241	232	13	enhances	enhance	VERB
cana-5241	232	14	critical	critical	ADJ
cana-5241	232	15	qos	qos	NOUN
cana-5241	232	16	metrics	metric	NOUN
cana-5241	232	17	,	,	PUNCT
cana-5241	232	18	including	include	VERB
cana-5241	232	19	packet	packet	NOUN
cana-5241	232	20	delivery	delivery	NOUN
cana-5241	232	21	ratio	ratio	NOUN
cana-5241	232	22	(	(	PUNCT
cana-5241	232	23	pdr	pdr	PROPN
cana-5241	232	24	)	)	PUNCT
cana-5241	232	25	,	,	PUNCT
cana-5241	232	26	throughput	throughput	NOUN
cana-5241	232	27	,	,	PUNCT
cana-5241	232	28	jitter	jitter	NOUN
cana-5241	232	29	,	,	PUNCT
cana-5241	232	30	latency	latency	NOUN
cana-5241	232	31	,	,	PUNCT
cana-5241	232	32	and	and	CCONJ
cana-5241	232	33	memory	memory	NOUN
cana-5241	232	34	utilization	utilization	NOUN
cana-5241	232	35	.	.	PUNCT
cana-5241	233	1	evaluation	evaluation	NOUN
cana-5241	233	2	results	result	NOUN
cana-5241	233	3	underscore	underscore	VERB
cana-5241	233	4	substantial	substantial	ADJ
cana-5241	233	5	improvements	improvement	NOUN
cana-5241	233	6	in	in	ADP
cana-5241	233	7	both	both	DET
cana-5241	233	8	detection	detection	NOUN
cana-5241	233	9	accuracy	accuracy	NOUN
cana-5241	233	10	and	and	CCONJ
cana-5241	233	11	qos	qos	NOUN
cana-5241	233	12	metrics	metric	NOUN
cana-5241	233	13	following	follow	VERB
cana-5241	233	14	the	the	DET
cana-5241	233	15	implementation	implementation	NOUN
cana-5241	233	16	of	of	ADP
cana-5241	233	17	our	our	PRON
cana-5241	233	18	framework	framework	NOUN
cana-5241	233	19	.	.	PUNCT
cana-5241	234	1	this	this	DET
cana-5241	234	2	advancement	advancement	NOUN
cana-5241	234	3	leads	lead	VERB
cana-5241	234	4	to	to	ADP
cana-5241	234	5	a	a	DET
cana-5241	234	6	notable	notable	ADJ
cana-5241	234	7	reduction	reduction	NOUN
cana-5241	234	8	in	in	ADP
cana-5241	234	9	false	false	ADJ
cana-5241	234	10	alarms	alarm	NOUN
cana-5241	234	11	and	and	CCONJ
cana-5241	234	12	missed	miss	VERB
cana-5241	234	13	detections	detection	NOUN
cana-5241	234	14	,	,	PUNCT
cana-5241	234	15	ultimately	ultimately	ADV
cana-5241	234	16	increasing	increase	VERB
cana-5241	234	17	the	the	DET
cana-5241	234	18	reliability	reliability	NOUN
cana-5241	234	19	of	of	ADP
cana-5241	234	20	the	the	DET
cana-5241	234	21	detection	detection	NOUN
cana-5241	234	22	system	system	NOUN
cana-5241	234	23	.	.	PUNCT
cana-5241	235	1	the	the	DET
cana-5241	235	2	future	future	ADJ
cana-5241	235	3	research	research	NOUN
cana-5241	235	4	can	can	AUX
cana-5241	235	5	probe	probe	VERB
cana-5241	235	6	into	into	ADP
cana-5241	235	7	developing	develop	VERB
cana-5241	235	8	a	a	DET
cana-5241	235	9	comprehensive	comprehensive	ADJ
cana-5241	235	10	shield	shield	NOUN
cana-5241	235	11	for	for	ADP
cana-5241	235	12	networks	network	NOUN
cana-5241	235	13	against	against	ADP
cana-5241	235	14	application	application	NOUN
cana-5241	235	15	-	-	PUNCT
cana-5241	235	16	layer	layer	NOUN
cana-5241	235	17	ddos	ddo	NOUN
cana-5241	235	18	attacks	attack	NOUN
cana-5241	235	19	,	,	PUNCT
cana-5241	235	20	incorporating	incorporate	VERB
cana-5241	235	21	differentiated	differentiate	VERB
cana-5241	235	22	responses	response	NOUN
cana-5241	235	23	to	to	PART
cana-5241	235	24	flash	flash	VERB
cana-5241	235	25	events	event	NOUN
cana-5241	235	26	in	in	ADP
cana-5241	235	27	heterogeneous	heterogeneous	ADJ
cana-5241	235	28	traffic	traffic	NOUN
cana-5241	235	29	scenarios	scenario	NOUN
cana-5241	235	30	.	.	PUNCT
cana-5241	236	1	communications	communication	NOUN
cana-5241	236	2	on	on	ADP
cana-5241	236	3	applied	apply	VERB
cana-5241	236	4	nonlinear	nonlinear	ADJ
cana-5241	236	5	analysis	analysis	NOUN
cana-5241	236	6	issn	issn	NOUN
cana-5241	236	7	:	:	PUNCT
cana-5241	236	8	1074	1074	NUM
cana-5241	236	9	-	-	PUNCT
cana-5241	236	10	133x	133x	NUM
cana-5241	236	11	vol	vol	VERB
cana-5241	236	12	32	32	NUM
cana-5241	236	13	no	no	NOUN
cana-5241	236	14	.	.	PUNCT
cana-5241	237	1	10s	10	NOUN
cana-5241	237	2	(	(	PUNCT
cana-5241	237	3	2025	2025	NUM
cana-5241	237	4	)	)	PUNCT
cana-5241	237	5	1420	1420	NUM
cana-5241	237	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	237	7	conflict	conflict	NOUN
cana-5241	237	8	of	of	ADP
cana-5241	237	9	interest	interest	NOUN
cana-5241	237	10	on	on	ADP
cana-5241	237	11	behalf	behalf	NOUN
cana-5241	237	12	of	of	ADP
cana-5241	237	13	all	all	DET
cana-5241	237	14	the	the	DET
cana-5241	237	15	authors	author	NOUN
cana-5241	237	16	,	,	PUNCT
cana-5241	237	17	i	i	PRON
cana-5241	237	18	declare	declare	VERB
cana-5241	237	19	that	that	SCONJ
cana-5241	237	20	there	there	PRON
cana-5241	237	21	are	be	VERB
cana-5241	237	22	no	no	DET
cana-5241	237	23	conflicts	conflict	NOUN
cana-5241	237	24	of	of	ADP
cana-5241	237	25	interest	interest	NOUN
cana-5241	237	26	.	.	PUNCT
cana-5241	238	1	competing	compete	VERB
cana-5241	238	2	interests	interest	NOUN
cana-5241	238	3	we	we	PRON
cana-5241	238	4	declare	declare	VERB
cana-5241	238	5	that	that	SCONJ
cana-5241	238	6	they	they	PRON
cana-5241	238	7	have	have	VERB
cana-5241	238	8	no	no	DET
cana-5241	238	9	competing	compete	VERB
cana-5241	238	10	interests	interest	NOUN
cana-5241	238	11	that	that	PRON
cana-5241	238	12	could	could	AUX
cana-5241	238	13	influence	influence	VERB
cana-5241	238	14	the	the	DET
cana-5241	238	15	outcomes	outcome	NOUN
cana-5241	238	16	or	or	CCONJ
cana-5241	238	17	interpretation	interpretation	NOUN
cana-5241	238	18	of	of	ADP
cana-5241	238	19	the	the	DET
cana-5241	238	20	research	research	NOUN
cana-5241	238	21	presented	present	VERB
cana-5241	238	22	in	in	ADP
cana-5241	238	23	this	this	DET
cana-5241	238	24	manuscript	manuscript	NOUN
cana-5241	238	25	.	.	PUNCT
cana-5241	239	1	funding	funding	NOUN
cana-5241	239	2	information	information	NOUN
cana-5241	239	3	the	the	DET
cana-5241	239	4	authors	author	NOUN
cana-5241	239	5	have	have	AUX
cana-5241	239	6	received	receive	VERB
cana-5241	239	7	no	no	DET
cana-5241	239	8	specific	specific	ADJ
cana-5241	239	9	funding	funding	NOUN
cana-5241	239	10	for	for	ADP
cana-5241	239	11	this	this	DET
cana-5241	239	12	study	study	NOUN
cana-5241	239	13	.	.	PUNCT
cana-5241	240	1	author	author	NOUN
cana-5241	240	2	contribution	contribution	NOUN
cana-5241	240	3	the	the	DET
cana-5241	240	4	work	work	NOUN
cana-5241	240	5	was	be	AUX
cana-5241	240	6	perceived	perceive	VERB
cana-5241	240	7	by	by	ADP
cana-5241	240	8	prof	prof	PROPN
cana-5241	240	9	.	.	PUNCT
cana-5241	241	1	kiran	kiran	PROPN
cana-5241	241	2	salunke	salunke	PROPN
cana-5241	241	3	,	,	PUNCT
cana-5241	241	4	who	who	PRON
cana-5241	241	5	also	also	ADV
cana-5241	241	6	carried	carry	VERB
cana-5241	241	7	out	out	ADP
cana-5241	241	8	data	datum	NOUN
cana-5241	241	9	investigation	investigation	NOUN
cana-5241	241	10	,	,	PUNCT
cana-5241	241	11	experiments	experiment	NOUN
cana-5241	241	12	,	,	PUNCT
cana-5241	241	13	data	datum	NOUN
cana-5241	241	14	analysis	analysis	NOUN
cana-5241	241	15	,	,	PUNCT
cana-5241	241	16	and	and	CCONJ
cana-5241	241	17	manuscript	manuscript	NOUN
cana-5241	241	18	writing	writing	NOUN
cana-5241	241	19	.	.	PUNCT
cana-5241	242	1	the	the	DET
cana-5241	242	2	manuscript	manuscript	NOUN
cana-5241	242	3	editing	edit	VERB
cana-5241	242	4	and	and	CCONJ
cana-5241	242	5	literature	literature	NOUN
cana-5241	242	6	review	review	NOUN
cana-5241	242	7	were	be	AUX
cana-5241	242	8	assisted	assist	VERB
cana-5241	242	9	by	by	ADP
cana-5241	242	10	dr	dr	PROPN
cana-5241	242	11	.	.	PROPN
cana-5241	242	12	suresh	suresh	PROPN
cana-5241	242	13	kurumbanshi	kurumbanshi	PROPN
cana-5241	242	14	.	.	PUNCT
cana-5241	243	1	references	reference	NOUN
cana-5241	243	2	[	[	X
cana-5241	243	3	1	1	NUM
cana-5241	243	4	]	]	SYM
cana-5241	243	5	praseed	praseed	NOUN
cana-5241	243	6	,	,	PUNCT
cana-5241	243	7	amit	amit	PROPN
cana-5241	243	8	,	,	PUNCT
cana-5241	243	9	and	and	CCONJ
cana-5241	243	10	p.	p.	PROPN
cana-5241	243	11	santhi	santhi	PROPN
cana-5241	243	12	thilagam	thilagam	NOUN
cana-5241	243	13	.	.	PUNCT
cana-5241	244	1	"	"	PUNCT
cana-5241	244	2	ddos	ddos	NOUN
cana-5241	244	3	attacks	attack	NOUN
cana-5241	244	4	at	at	ADP
cana-5241	244	5	the	the	DET
cana-5241	244	6	application	application	NOUN
cana-5241	244	7	layer	layer	NOUN
cana-5241	244	8	:	:	PUNCT
cana-5241	244	9	challenges	challenge	NOUN
cana-5241	244	10	and	and	CCONJ
cana-5241	244	11	research	research	NOUN
cana-5241	244	12	perspectives	perspective	NOUN
cana-5241	244	13	for	for	ADP
cana-5241	244	14	safeguarding	safeguard	VERB
cana-5241	244	15	web	web	NOUN
cana-5241	244	16	applications	application	NOUN
cana-5241	244	17	.	.	PUNCT
cana-5241	244	18	"	"	PUNCT
cana-5241	244	19	ieee	ieee	NOUN
cana-5241	244	20	communications	communication	NOUN
cana-5241	244	21	surveys	survey	NOUN
cana-5241	244	22	&	&	CCONJ
cana-5241	244	23	tutorials	tutorial	NOUN
cana-5241	244	24	21.1	21.1	NUM
cana-5241	244	25	(	(	PUNCT
cana-5241	244	26	2018	2018	NUM
cana-5241	244	27	):	):	PUNCT
cana-5241	244	28	661	661	NUM
cana-5241	244	29	-	-	SYM
cana-5241	244	30	685	685	NUM
cana-5241	244	31	.	.	PUNCT
cana-5241	245	1	[	[	X
cana-5241	245	2	2	2	NUM
cana-5241	245	3	]	]	SYM
cana-5241	245	4	beitollahi	beitollahi	NOUN
cana-5241	245	5	,	,	PUNCT
cana-5241	245	6	hakem	hakem	NOUN
cana-5241	245	7	,	,	PUNCT
cana-5241	245	8	and	and	CCONJ
cana-5241	245	9	geert	geert	NOUN
cana-5241	245	10	deconinck	deconinck	NOUN
cana-5241	245	11	.	.	PUNCT
cana-5241	246	1	"	"	PUNCT
cana-5241	246	2	tackling	tackle	VERB
cana-5241	246	3	application	application	NOUN
cana-5241	246	4	-	-	PUNCT
cana-5241	246	5	layer	layer	NOUN
cana-5241	246	6	ddos	ddo	NOUN
cana-5241	246	7	attacks	attack	NOUN
cana-5241	246	8	.	.	PUNCT
cana-5241	246	9	"	"	PUNCT
cana-5241	247	1	procedia	procedia	NOUN
cana-5241	247	2	computer	computer	NOUN
cana-5241	247	3	science	science	NOUN
cana-5241	247	4	10	10	NUM
cana-5241	247	5	(	(	PUNCT
cana-5241	247	6	2012	2012	NUM
cana-5241	247	7	):	):	PUNCT
cana-5241	247	8	432	432	NUM
cana-5241	247	9	-	-	SYM
cana-5241	247	10	441	441	NUM
cana-5241	247	11	.	.	PUNCT
cana-5241	248	1	[	[	X
cana-5241	248	2	3	3	NUM
cana-5241	248	3	]	]	SYM
cana-5241	248	4	almaraz	almaraz	PROPN
cana-5241	248	5	-	-	PUNCT
cana-5241	248	6	rivera	rivera	NOUN
cana-5241	248	7	,	,	PUNCT
cana-5241	248	8	josue	josue	PROPN
cana-5241	248	9	genaro	genaro	PROPN
cana-5241	248	10	,	,	PUNCT
cana-5241	248	11	jesus	jesus	PROPN
cana-5241	248	12	arturo	arturo	PROPN
cana-5241	248	13	perez	perez	PROPN
cana-5241	248	14	-	-	PUNCT
cana-5241	248	15	diaz	diaz	PROPN
cana-5241	248	16	,	,	PUNCT
cana-5241	248	17	and	and	CCONJ
cana-5241	248	18	jose	jose	PROPN
cana-5241	248	19	antonio	antonio	PROPN
cana-5241	248	20	cantoralceballos	cantoralceballos	PROPN
cana-5241	248	21	.	.	PUNCT
cana-5241	249	1	"	"	PUNCT
cana-5241	249	2	transport	transport	NOUN
cana-5241	249	3	and	and	CCONJ
cana-5241	249	4	application	application	NOUN
cana-5241	249	5	layer	layer	NOUN
cana-5241	249	6	ddos	ddo	NOUN
cana-5241	249	7	attacks	attack	NOUN
cana-5241	249	8	detection	detection	NOUN
cana-5241	249	9	to	to	ADP
cana-5241	249	10	iot	iot	PROPN
cana-5241	249	11	devices	device	NOUN
cana-5241	249	12	by	by	ADP
cana-5241	249	13	using	use	VERB
cana-5241	249	14	machine	machine	NOUN
cana-5241	249	15	learning	learning	NOUN
cana-5241	249	16	and	and	CCONJ
cana-5241	249	17	deep	deep	ADJ
cana-5241	249	18	learning	learning	NOUN
cana-5241	249	19	models	model	NOUN
cana-5241	249	20	.	.	PUNCT
cana-5241	249	21	"	"	PUNCT
cana-5241	249	22	sensors	sensor	NOUN
cana-5241	249	23	22.9	22.9	NUM
cana-5241	249	24	(	(	PUNCT
cana-5241	249	25	2022	2022	NUM
cana-5241	249	26	):	):	PUNCT
cana-5241	249	27	3367	3367	NUM
cana-5241	249	28	.	.	PUNCT
cana-5241	250	1	[	[	X
cana-5241	250	2	4	4	NUM
cana-5241	250	3	]	]	X
cana-5241	250	4	tripathi	tripathi	PROPN
cana-5241	250	5	,	,	PUNCT
cana-5241	250	6	nikhil	nikhil	PROPN
cana-5241	250	7	,	,	PUNCT
cana-5241	250	8	and	and	CCONJ
cana-5241	250	9	neminath	neminath	PROPN
cana-5241	250	10	hubballi	hubballi	PROPN
cana-5241	250	11	.	.	PUNCT
cana-5241	251	1	"	"	PUNCT
cana-5241	251	2	application	application	NOUN
cana-5241	251	3	layer	layer	NOUN
cana-5241	251	4	denial	denial	NOUN
cana-5241	251	5	-	-	PUNCT
cana-5241	251	6	of	of	ADP
cana-5241	251	7	-	-	PUNCT
cana-5241	251	8	service	service	NOUN
cana-5241	251	9	attacks	attack	NOUN
cana-5241	251	10	and	and	CCONJ
cana-5241	251	11	defense	defense	NOUN
cana-5241	251	12	mechanisms	mechanism	NOUN
cana-5241	251	13	:	:	PUNCT
cana-5241	251	14	a	a	DET
cana-5241	251	15	survey	survey	NOUN
cana-5241	251	16	.	.	PUNCT
cana-5241	251	17	"	"	PUNCT
cana-5241	252	1	acm	acm	PROPN
cana-5241	252	2	computing	computing	NOUN
cana-5241	252	3	surveys	survey	NOUN
cana-5241	252	4	(	(	PUNCT
cana-5241	252	5	csur	csur	NOUN
cana-5241	252	6	)	)	PUNCT
cana-5241	252	7	54.4	54.4	NUM
cana-5241	252	8	(	(	PUNCT
cana-5241	252	9	2021	2021	NUM
cana-5241	252	10	):	):	PUNCT
cana-5241	252	11	1	1	NUM
cana-5241	252	12	-	-	SYM
cana-5241	252	13	33	33	NUM
cana-5241	252	14	.	.	PUNCT
cana-5241	253	1	[	[	X
cana-5241	253	2	5	5	NUM
cana-5241	253	3	]	]	PUNCT
cana-5241	253	4	a	a	DET
cana-5241	253	5	new	new	ADJ
cana-5241	253	6	botnet	botnet	NOUN
cana-5241	253	7	attack	attack	NOUN
cana-5241	253	8	just	just	ADV
cana-5241	253	9	mozied	mozie	VERB
cana-5241	253	10	into	into	ADP
cana-5241	253	11	town	town	NOUN
cana-5241	253	12	.	.	PUNCT
cana-5241	254	1	(	(	PUNCT
cana-5241	254	2	2021	2021	NUM
cana-5241	254	3	,	,	PUNCT
cana-5241	254	4	august	august	PROPN
cana-5241	254	5	25	25	NUM
cana-5241	254	6	)	)	PUNCT
cana-5241	254	7	.	.	PUNCT
cana-5241	255	1	security	security	NOUN
cana-5241	255	2	intelligence	intelligence	NOUN
cana-5241	255	3	.	.	PUNCT
cana-5241	256	1	https://securityintelligence.com/posts/botnet-attack-mozi-mozied-into-town/	https://securityintelligence.com/posts/botnet-attack-mozi-mozied-into-town/	PROPN
cana-5241	256	2	[	[	X
cana-5241	256	3	6	6	NUM
cana-5241	256	4	]	]	X
cana-5241	256	5	newman	newman	PROPN
cana-5241	256	6	,	,	PUNCT
cana-5241	256	7	l.	l.	PROPN
cana-5241	256	8	h.	h.	PROPN
cana-5241	256	9	(	(	PUNCT
cana-5241	256	10	2018	2018	NUM
cana-5241	256	11	,	,	PUNCT
cana-5241	256	12	march	march	PROPN
cana-5241	256	13	1	1	NUM
cana-5241	256	14	)	)	PUNCT
cana-5241	256	15	.	.	PUNCT
cana-5241	257	1	a	a	DET
cana-5241	257	2	1.3	1.3	NUM
cana-5241	257	3	-	-	PUNCT
cana-5241	257	4	tbs	tbs	NOUN
cana-5241	257	5	ddos	ddo	NOUN
cana-5241	257	6	hit	hit	VERB
cana-5241	257	7	github	github	PROPN
cana-5241	257	8	,	,	PUNCT
cana-5241	257	9	the	the	DET
cana-5241	257	10	largest	large	ADJ
cana-5241	257	11	yet	yet	ADV
cana-5241	257	12	recorded	record	VERB
cana-5241	257	13	.	.	PUNCT
cana-5241	258	1	wired	wire	VERB
cana-5241	258	2	.	.	PUNCT
cana-5241	259	1	https://www.wired.com/story/github-ddos-memcached/	https://www.wired.com/story/github-ddos-memcached/	PROPN
cana-5241	259	2	[	[	X
cana-5241	259	3	7	7	NUM
cana-5241	259	4	]	]	X
cana-5241	259	5	aws	aw	NOUN
cana-5241	259	6	mitigated	mitigate	VERB
cana-5241	259	7	a	a	DET
cana-5241	259	8	record	record	NOUN
cana-5241	259	9	-	-	PUNCT
cana-5241	259	10	breaking	break	VERB
cana-5241	259	11	2.3	2.3	NUM
cana-5241	259	12	tbps	tbps	PROPN
cana-5241	259	13	ddos	ddos	NOUN
cana-5241	259	14	attack	attack	NOUN
cana-5241	259	15	in	in	ADP
cana-5241	259	16	february	february	PROPN
cana-5241	259	17	.	.	PUNCT
cana-5241	260	1	(	(	PUNCT
cana-5241	260	2	2020	2020	NUM
cana-5241	260	3	,	,	PUNCT
cana-5241	260	4	june	june	PROPN
cana-5241	260	5	18	18	NUM
cana-5241	260	6	)	)	PUNCT
cana-5241	260	7	.	.	PUNCT
cana-5241	261	1	siliconangle	siliconangle	PROPN
cana-5241	261	2	.	.	PUNCT
cana-5241	262	1	https://siliconangle.com/2020/06/17/aws-mitigated-record-breaking-2-3tbps-ddos-attack-february/	https://siliconangle.com/2020/06/17/aws-mitigated-record-breaking-2-3tbps-ddos-attack-february/	X
cana-5241	263	1	[	[	X
cana-5241	263	2	8	8	NUM
cana-5241	263	3	]	]	PUNCT
cana-5241	263	4	reporter	reporter	NOUN
cana-5241	263	5	,	,	PUNCT
cana-5241	263	6	g.	g.	PROPN
cana-5241	263	7	s.	s.	PROPN
cana-5241	263	8	(	(	PUNCT
cana-5241	263	9	2020	2020	NUM
cana-5241	263	10	,	,	PUNCT
cana-5241	263	11	august	august	PROPN
cana-5241	263	12	28	28	NUM
cana-5241	263	13	)	)	PUNCT
cana-5241	263	14	.	.	PUNCT
cana-5241	264	1	new	new	PROPN
cana-5241	264	2	zealand	zealand	PROPN
cana-5241	264	3	stock	stock	PROPN
cana-5241	264	4	exchange	exchange	PROPN
cana-5241	264	5	disrupted	disrupt	VERB
cana-5241	264	6	by	by	ADP
cana-5241	264	7	fourth	fourth	ADJ
cana-5241	264	8	“	"	PUNCT
cana-5241	264	9	offshore	offshore	ADJ
cana-5241	264	10	”	"	PUNCT
cana-5241	264	11	cyber	cyber	NOUN
cana-5241	264	12	-	-	PUNCT
cana-5241	264	13	attack	attack	NOUN
cana-5241	264	14	.	.	PUNCT
cana-5241	265	1	the	the	DET
cana-5241	265	2	guardian	guardian	PROPN
cana-5241	265	3	.	.	PUNCT
cana-5241	266	1	https://www.theguardian.com/world/2020/aug/28/new-zealand-stock-exchangedisrupted-by-fourth-offshore-cyber-attack	https://www.theguardian.com/world/2020/aug/28/new-zealand-stock-exchangedisrupted-by-fourth-offshore-cyber-attack	VERB
cana-5241	266	2	communications	communication	NOUN
cana-5241	266	3	on	on	ADP
cana-5241	266	4	applied	apply	VERB
cana-5241	266	5	nonlinear	nonlinear	ADJ
cana-5241	266	6	analysis	analysis	NOUN
cana-5241	266	7	issn	issn	NOUN
cana-5241	266	8	:	:	PUNCT
cana-5241	266	9	1074	1074	NUM
cana-5241	266	10	-	-	PUNCT
cana-5241	266	11	133x	133x	NUM
cana-5241	266	12	vol	vol	VERB
cana-5241	266	13	32	32	NUM
cana-5241	266	14	no	no	NOUN
cana-5241	266	15	.	.	PUNCT
cana-5241	267	1	10s	10	NOUN
cana-5241	267	2	(	(	PUNCT
cana-5241	267	3	2025	2025	NUM
cana-5241	267	4	)	)	PUNCT
cana-5241	267	5	1421	1421	NUM
cana-5241	267	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	268	1	[	[	X
cana-5241	268	2	9	9	NUM
cana-5241	268	3	]	]	X
cana-5241	268	4	bloomberg	bloomberg	NOUN
cana-5241	268	5	are	be	AUX
cana-5241	268	6	you	you	PRON
cana-5241	268	7	a	a	DET
cana-5241	268	8	robot	robot	NOUN
cana-5241	268	9	?	?	PUNCT
cana-5241	269	1	(	(	PUNCT
cana-5241	269	2	2023	2023	NUM
cana-5241	269	3	,	,	PUNCT
cana-5241	269	4	december	december	PROPN
cana-5241	269	5	15	15	NUM
cana-5241	269	6	)	)	PUNCT
cana-5241	269	7	.	.	PUNCT
cana-5241	270	1	https://www.bloomberg.com/news/articles/2023-12-15/ecb-keeps-banks-guessing-intest-of-unprecedented-cyber-attack	https://www.bloomberg.com/news/articles/2023-12-15/ecb-keeps-banks-guessing-intest-of-unprecedented-cyber-attack	NOUN
cana-5241	271	1	[	[	X
cana-5241	271	2	10	10	NUM
cana-5241	271	3	]	]	PUNCT
cana-5241	271	4	cimpanu	cimpanu	NOUN
cana-5241	271	5	,	,	PUNCT
cana-5241	271	6	c.	c.	PROPN
cana-5241	271	7	(	(	PUNCT
cana-5241	271	8	2020	2020	NUM
cana-5241	271	9	,	,	PUNCT
cana-5241	271	10	october	october	PROPN
cana-5241	271	11	16	16	NUM
cana-5241	271	12	)	)	PUNCT
cana-5241	271	13	.	.	PUNCT
cana-5241	272	1	google	google	PROPN
cana-5241	272	2	says	say	VERB
cana-5241	272	3	it	it	PRON
cana-5241	272	4	mitigated	mitigate	VERB
cana-5241	272	5	a	a	DET
cana-5241	272	6	2.54	2.54	NUM
cana-5241	272	7	tbps	tbps	PROPN
cana-5241	272	8	ddos	ddos	NOUN
cana-5241	272	9	attack	attack	NOUN
cana-5241	272	10	in	in	ADP
cana-5241	272	11	2017	2017	NUM
cana-5241	272	12	,	,	PUNCT
cana-5241	272	13	the	the	DET
cana-5241	272	14	largest	large	ADJ
cana-5241	272	15	known	know	VERB
cana-5241	272	16	to	to	ADP
cana-5241	272	17	date	date	NOUN
cana-5241	272	18	.	.	PUNCT
cana-5241	273	1	zdnet	zdnet	NOUN
cana-5241	273	2	.	.	PUNCT
cana-5241	274	1	https://www.zdnet.com/article/google-says-itmitigated-a-2-54-tbps-ddos-attack-in-2017-largest-known-to-date/	https://www.zdnet.com/article/google-says-itmitigated-a-2-54-tbps-ddos-attack-in-2017-largest-known-to-date/	PROPN
cana-5241	275	1	[	[	X
cana-5241	275	2	11	11	NUM
cana-5241	275	3	]	]	X
cana-5241	275	4	woolf	woolf	PROPN
cana-5241	275	5	,	,	PUNCT
cana-5241	275	6	n.	n.	PROPN
cana-5241	275	7	(	(	PUNCT
cana-5241	275	8	2017	2017	NUM
cana-5241	275	9	,	,	PUNCT
cana-5241	275	10	may	may	AUX
cana-5241	275	11	15	15	NUM
cana-5241	275	12	)	)	PUNCT
cana-5241	275	13	.	.	PUNCT
cana-5241	276	1	ddos	ddo	NOUN
cana-5241	276	2	attack	attack	NOUN
cana-5241	276	3	that	that	PRON
cana-5241	276	4	disrupted	disrupt	VERB
cana-5241	276	5	the	the	DET
cana-5241	276	6	internet	internet	NOUN
cana-5241	276	7	was	be	AUX
cana-5241	276	8	the	the	DET
cana-5241	276	9	largest	large	ADJ
cana-5241	276	10	of	of	ADP
cana-5241	276	11	its	its	PRON
cana-5241	276	12	kind	kind	NOUN
cana-5241	276	13	in	in	ADP
cana-5241	276	14	history	history	NOUN
cana-5241	276	15	,	,	PUNCT
cana-5241	276	16	experts	expert	NOUN
cana-5241	276	17	say	say	VERB
cana-5241	276	18	.	.	PUNCT
cana-5241	277	1	the	the	DET
cana-5241	277	2	guardian	guardian	PROPN
cana-5241	277	3	.	.	PUNCT
cana-5241	278	1	https://www.theguardian.com/technology/2016/oct/26/ddos-attack-dyn-mirai-botnet	https://www.theguardian.com/technology/2016/oct/26/ddos-attack-dyn-mirai-botnet	PROPN
cana-5241	279	1	[	[	X
cana-5241	279	2	12	12	NUM
cana-5241	279	3	]	]	X
cana-5241	279	4	o’flaherty	o’flaherty	PROPN
cana-5241	279	5	,	,	PUNCT
cana-5241	279	6	k.	k.	PROPN
cana-5241	279	7	(	(	PUNCT
cana-5241	279	8	2020	2020	NUM
cana-5241	279	9	,	,	PUNCT
cana-5241	279	10	december	december	PROPN
cana-5241	279	11	16	16	NUM
cana-5241	279	12	)	)	PUNCT
cana-5241	279	13	.	.	PUNCT
cana-5241	280	1	breaking	break	VERB
cana-5241	280	2	down	down	ADP
cana-5241	280	3	five	five	NUM
cana-5241	280	4	2018	2018	NUM
cana-5241	280	5	breaches	breach	NOUN
cana-5241	280	6	-and	-and	PUNCT
cana-5241	280	7	what	what	PRON
cana-5241	280	8	they	they	PRON
cana-5241	280	9	mean	mean	VERB
cana-5241	280	10	for	for	ADP
cana-5241	280	11	security	security	NOUN
cana-5241	280	12	in	in	ADP
cana-5241	280	13	2019	2019	NUM
cana-5241	280	14	.	.	PUNCT
cana-5241	281	1	forbes	forbes	PROPN
cana-5241	281	2	.	.	PROPN
cana-5241	281	3	https://www.forbes.com/sites/kateoflahertyuk/2018/12/19/breaking-down-five-2018breaches-and-what-they-mean-for-security-in-2019/	https://www.forbes.com/sites/kateoflahertyuk/2018/12/19/breaking-down-five-2018breaches-and-what-they-mean-for-security-in-2019/	PROPN
cana-5241	282	1	[	[	X
cana-5241	282	2	13	13	NUM
cana-5241	282	3	]	]	SYM
cana-5241	282	4	olenick	olenick	PROPN
cana-5241	282	5	,	,	PUNCT
cana-5241	282	6	d.	d.	PROPN
cana-5241	282	7	(	(	PUNCT
cana-5241	282	8	2019	2019	NUM
cana-5241	282	9	,	,	PUNCT
cana-5241	282	10	september	september	PROPN
cana-5241	282	11	23	23	NUM
cana-5241	282	12	)	)	PUNCT
cana-5241	282	13	.	.	PUNCT
cana-5241	283	1	ben	ben	PROPN
cana-5241	283	2	seri	seri	PROPN
cana-5241	283	3	–	–	PUNCT
cana-5241	283	4	armis	armis	PROPN
cana-5241	283	5	security	security	NOUN
cana-5241	283	6	.	.	PUNCT
cana-5241	284	1	sc	sc	PROPN
cana-5241	284	2	media	medium	NOUN
cana-5241	284	3	.	.	PUNCT
cana-5241	285	1	https://www.scmagazine.com/news/ben-seri-armis-security	https://www.scmagazine.com/news/ben-seri-armis-security	NOUN
cana-5241	286	1	[	[	X
cana-5241	286	2	14	14	NUM
cana-5241	286	3	]	]	PUNCT
cana-5241	286	4	roesch	roesch	NOUN
cana-5241	286	5	,	,	PUNCT
cana-5241	286	6	m.	m.	NOUN
cana-5241	286	7	(	(	PUNCT
cana-5241	286	8	1999	1999	NUM
cana-5241	286	9	)	)	PUNCT
cana-5241	286	10	.	.	PUNCT
cana-5241	286	11	snort	snort	VERB
cana-5241	286	12	lightweight	lightweight	ADJ
cana-5241	286	13	intrusion	intrusion	NOUN
cana-5241	286	14	detection	detection	NOUN
cana-5241	286	15	for	for	ADP
cana-5241	286	16	networks	network	NOUN
cana-5241	286	17	.	.	PUNCT
cana-5241	287	1	proceedings	proceeding	NOUN
cana-5241	287	2	of	of	ADP
cana-5241	287	3	the	the	DET
cana-5241	287	4	13th	13th	ADJ
cana-5241	287	5	usenix	usenix	NOUN
cana-5241	287	6	conference	conference	NOUN
cana-5241	287	7	on	on	ADP
cana-5241	287	8	system	system	NOUN
cana-5241	287	9	administration	administration	NOUN
cana-5241	287	10	(	(	PUNCT
cana-5241	287	11	lisa	lisa	PROPN
cana-5241	287	12	)	)	PUNCT
cana-5241	287	13	,	,	PUNCT
cana-5241	287	14	229	229	NUM
cana-5241	287	15	-	-	SYM
cana-5241	287	16	238	238	NUM
cana-5241	287	17	.	.	PUNCT
cana-5241	288	1	[	[	X
cana-5241	288	2	15	15	NUM
cana-5241	288	3	]	]	X
cana-5241	288	4	lazarevic	lazarevic	NOUN
cana-5241	288	5	,	,	PUNCT
cana-5241	288	6	a.	a.	NOUN
cana-5241	288	7	,	,	PUNCT
cana-5241	288	8	ertoz	ertoz	PROPN
cana-5241	288	9	,	,	PUNCT
cana-5241	288	10	l.	l.	PROPN
cana-5241	288	11	,	,	PUNCT
cana-5241	288	12	kumar	kumar	PROPN
cana-5241	288	13	,	,	PUNCT
cana-5241	288	14	v.	v.	PROPN
cana-5241	288	15	,	,	PUNCT
cana-5241	288	16	ozgur	ozgur	PROPN
cana-5241	288	17	,	,	PUNCT
cana-5241	288	18	a.	a.	PROPN
cana-5241	288	19	,	,	PUNCT
cana-5241	288	20	&	&	CCONJ
cana-5241	288	21	srivastava	srivastava	PROPN
cana-5241	288	22	,	,	PUNCT
cana-5241	288	23	j.	j.	PROPN
cana-5241	288	24	(	(	PUNCT
cana-5241	288	25	2003	2003	NUM
cana-5241	288	26	)	)	PUNCT
cana-5241	288	27	.	.	PUNCT
cana-5241	289	1	a	a	DET
cana-5241	289	2	comparative	comparative	ADJ
cana-5241	289	3	study	study	NOUN
cana-5241	289	4	of	of	ADP
cana-5241	289	5	anomaly	anomaly	NOUN
cana-5241	289	6	detection	detection	NOUN
cana-5241	289	7	schemes	scheme	NOUN
cana-5241	289	8	in	in	ADP
cana-5241	289	9	network	network	NOUN
cana-5241	289	10	intrusion	intrusion	NOUN
cana-5241	289	11	detection	detection	NOUN
cana-5241	289	12	.	.	PUNCT
cana-5241	290	1	proceedings	proceeding	NOUN
cana-5241	290	2	of	of	ADP
cana-5241	290	3	the	the	DET
cana-5241	290	4	third	third	ADJ
cana-5241	290	5	siam	siam	PROPN
cana-5241	290	6	international	international	ADJ
cana-5241	290	7	conference	conference	NOUN
cana-5241	290	8	on	on	ADP
cana-5241	290	9	data	datum	NOUN
cana-5241	290	10	mining	mining	NOUN
cana-5241	290	11	,	,	PUNCT
cana-5241	290	12	25	25	NUM
cana-5241	290	13	-	-	SYM
cana-5241	290	14	36	36	NUM
cana-5241	290	15	.	.	PUNCT
cana-5241	291	1	[	[	X
cana-5241	291	2	16	16	NUM
cana-5241	291	3	]	]	X
cana-5241	291	4	el	el	PROPN
cana-5241	291	5	kamel	kamel	PROPN
cana-5241	291	6	,	,	PUNCT
cana-5241	291	7	ali	ali	PROPN
cana-5241	291	8	,	,	PUNCT
cana-5241	291	9	hamdi	hamdi	PROPN
cana-5241	291	10	eltaief	eltaief	PROPN
cana-5241	291	11	,	,	PUNCT
cana-5241	291	12	and	and	CCONJ
cana-5241	291	13	habib	habib	PROPN
cana-5241	291	14	youssef	youssef	PROPN
cana-5241	291	15	.	.	PUNCT
cana-5241	292	1	"	"	PUNCT
cana-5241	292	2	on	on	ADP
cana-5241	292	3	-	-	PUNCT
cana-5241	292	4	the	the	DET
cana-5241	292	5	-	-	PUNCT
cana-5241	292	6	fly	fly	NOUN
cana-5241	292	7	(	(	PUNCT
cana-5241	292	8	d	d	X
cana-5241	292	9	)	)	PUNCT
cana-5241	292	10	dos	do	VERB
cana-5241	292	11	attack	attack	NOUN
cana-5241	292	12	mitigation	mitigation	NOUN
cana-5241	292	13	in	in	ADP
cana-5241	292	14	sdn	sdn	NOUN
cana-5241	292	15	using	use	VERB
cana-5241	292	16	deep	deep	ADJ
cana-5241	292	17	neural	neural	ADJ
cana-5241	292	18	network	network	NOUN
cana-5241	292	19	-	-	PUNCT
cana-5241	292	20	based	base	VERB
cana-5241	292	21	rate	rate	NOUN
cana-5241	292	22	limiting	limiting	NOUN
cana-5241	292	23	.	.	PUNCT
cana-5241	292	24	"	"	PUNCT
cana-5241	293	1	computer	computer	NOUN
cana-5241	293	2	communications	communication	NOUN
cana-5241	293	3	182	182	NUM
cana-5241	293	4	(	(	PUNCT
cana-5241	293	5	2022	2022	NUM
cana-5241	293	6	):	):	PUNCT
cana-5241	293	7	153	153	NUM
cana-5241	293	8	-	-	SYM
cana-5241	293	9	169	169	NUM
cana-5241	293	10	.	.	PUNCT
cana-5241	294	1	[	[	X
cana-5241	294	2	17	17	NUM
cana-5241	294	3	]	]	X
cana-5241	294	4	karpowicz	karpowicz	NOUN
cana-5241	294	5	,	,	PUNCT
cana-5241	294	6	michał	michał	PROPN
cana-5241	294	7	p.	p.	PROPN
cana-5241	295	1	"	"	PUNCT
cana-5241	295	2	adaptive	adaptive	ADJ
cana-5241	295	3	tuning	tuning	NOUN
cana-5241	295	4	of	of	ADP
cana-5241	295	5	network	network	NOUN
cana-5241	295	6	traffic	traffic	NOUN
cana-5241	295	7	policing	policing	NOUN
cana-5241	295	8	mechanisms	mechanism	NOUN
cana-5241	295	9	for	for	ADP
cana-5241	295	10	ddos	ddos	NOUN
cana-5241	295	11	attack	attack	NOUN
cana-5241	295	12	mitigation	mitigation	NOUN
cana-5241	295	13	systems	system	NOUN
cana-5241	295	14	.	.	PUNCT
cana-5241	295	15	"	"	PUNCT
cana-5241	296	1	european	european	ADJ
cana-5241	296	2	journal	journal	PROPN
cana-5241	296	3	of	of	ADP
cana-5241	296	4	control	control	NOUN
cana-5241	296	5	61	61	NUM
cana-5241	296	6	(	(	PUNCT
cana-5241	296	7	2021	2021	NUM
cana-5241	296	8	):	):	PUNCT
cana-5241	296	9	101	101	NUM
cana-5241	296	10	-	-	SYM
cana-5241	296	11	118	118	NUM
cana-5241	296	12	.	.	PUNCT
cana-5241	297	1	[	[	X
cana-5241	297	2	18	18	NUM
cana-5241	297	3	]	]	SYM
cana-5241	297	4	dimolianis	dimoliani	NOUN
cana-5241	297	5	,	,	PUNCT
cana-5241	297	6	marinos	marino	NOUN
cana-5241	297	7	,	,	PUNCT
cana-5241	297	8	adam	adam	PROPN
cana-5241	297	9	pavlidis	pavlidi	NOUN
cana-5241	297	10	,	,	PUNCT
cana-5241	297	11	and	and	CCONJ
cana-5241	297	12	vasilis	vasilis	PROPN
cana-5241	297	13	maglaris	maglaris	PROPN
cana-5241	297	14	.	.	PUNCT
cana-5241	298	1	"	"	PUNCT
cana-5241	298	2	signature	signature	NOUN
cana-5241	298	3	-	-	PUNCT
cana-5241	298	4	based	base	VERB
cana-5241	298	5	traffic	traffic	NOUN
cana-5241	298	6	classification	classification	NOUN
cana-5241	298	7	and	and	CCONJ
cana-5241	298	8	mitigation	mitigation	NOUN
cana-5241	298	9	for	for	ADP
cana-5241	298	10	ddos	ddos	NOUN
cana-5241	298	11	attacks	attack	NOUN
cana-5241	298	12	using	use	VERB
cana-5241	298	13	programmable	programmable	ADJ
cana-5241	298	14	network	network	NOUN
cana-5241	298	15	data	datum	NOUN
cana-5241	298	16	planes	plane	NOUN
cana-5241	298	17	.	.	PUNCT
cana-5241	298	18	"	"	PUNCT
cana-5241	299	1	ieee	ieee	NOUN
cana-5241	299	2	access	access	NOUN
cana-5241	299	3	9	9	NUM
cana-5241	299	4	(	(	PUNCT
cana-5241	299	5	2021	2021	NUM
cana-5241	299	6	):	):	PUNCT
cana-5241	299	7	113061	113061	NUM
cana-5241	299	8	-	-	SYM
cana-5241	299	9	113076	113076	NUM
cana-5241	299	10	.	.	PUNCT
cana-5241	300	1	[	[	X
cana-5241	300	2	19	19	NUM
cana-5241	300	3	]	]	X
cana-5241	300	4	kushwaha	kushwaha	PROPN
cana-5241	300	5	,	,	PUNCT
cana-5241	300	6	prashant	prashant	PROPN
cana-5241	300	7	,	,	PUNCT
cana-5241	300	8	et	et	PROPN
cana-5241	300	9	al	al	PROPN
cana-5241	300	10	.	.	PUNCT
cana-5241	301	1	"	"	PUNCT
cana-5241	301	2	a	a	DET
cana-5241	301	3	brief	brief	ADJ
cana-5241	301	4	survey	survey	NOUN
cana-5241	301	5	of	of	ADP
cana-5241	301	6	challenge	challenge	NOUN
cana-5241	301	7	–	–	PUNCT
cana-5241	301	8	response	response	NOUN
cana-5241	301	9	authentication	authentication	NOUN
cana-5241	301	10	mechanisms	mechanism	NOUN
cana-5241	301	11	.	.	PUNCT
cana-5241	301	12	"	"	PUNCT
cana-5241	302	1	ict	ict	NOUN
cana-5241	302	2	analysis	analysis	NOUN
cana-5241	302	3	and	and	CCONJ
cana-5241	302	4	applications	application	NOUN
cana-5241	302	5	:	:	PUNCT
cana-5241	302	6	proceedings	proceeding	NOUN
cana-5241	302	7	of	of	ADP
cana-5241	302	8	ict4sd	ict4sd	PROPN
cana-5241	302	9	2020	2020	NUM
cana-5241	302	10	,	,	PUNCT
cana-5241	302	11	volume	volume	NOUN
cana-5241	302	12	2	2	NUM
cana-5241	302	13	(	(	PUNCT
cana-5241	302	14	2021	2021	NUM
cana-5241	302	15	):	):	PUNCT
cana-5241	302	16	573	573	NUM
cana-5241	302	17	-	-	SYM
cana-5241	302	18	581	581	NUM
cana-5241	302	19	.	.	PUNCT
cana-5241	303	1	[	[	X
cana-5241	303	2	20	20	NUM
cana-5241	303	3	]	]	PUNCT
cana-5241	303	4	paliwal	paliwal	NOUN
cana-5241	303	5	,	,	PUNCT
cana-5241	303	6	shweta	shweta	PROPN
cana-5241	303	7	,	,	PUNCT
cana-5241	303	8	vishal	vishal	PROPN
cana-5241	303	9	bharti	bharti	PROPN
cana-5241	303	10	,	,	PUNCT
cana-5241	303	11	and	and	CCONJ
cana-5241	303	12	amit	amit	PROPN
cana-5241	303	13	kumar	kumar	PROPN
cana-5241	303	14	mishra	mishra	PROPN
cana-5241	303	15	.	.	PUNCT
cana-5241	304	1	"	"	PUNCT
cana-5241	304	2	machine	machine	NOUN
cana-5241	304	3	learning	learning	NOUN
cana-5241	304	4	combating	combat	VERB
cana-5241	304	5	dos	do	NOUN
cana-5241	304	6	and	and	CCONJ
cana-5241	304	7	ddos	ddo	NOUN
cana-5241	304	8	attacks	attack	NOUN
cana-5241	304	9	.	.	PUNCT
cana-5241	304	10	"	"	PUNCT
cana-5241	305	1	international	international	ADJ
cana-5241	305	2	journal	journal	NOUN
cana-5241	305	3	of	of	ADP
cana-5241	305	4	business	business	NOUN
cana-5241	305	5	information	information	NOUN
cana-5241	305	6	systems	system	NOUN
cana-5241	305	7	40.2	40.2	NUM
cana-5241	305	8	(	(	PUNCT
cana-5241	305	9	2022	2022	NUM
cana-5241	305	10	):	):	PUNCT
cana-5241	305	11	177	177	NUM
cana-5241	305	12	-	-	SYM
cana-5241	305	13	191	191	NUM
cana-5241	305	14	.	.	PUNCT
cana-5241	306	1	[	[	X
cana-5241	306	2	21	21	NUM
cana-5241	306	3	]	]	X
cana-5241	306	4	hajimaghsoodi	hajimaghsoodi	NOUN
cana-5241	306	5	,	,	PUNCT
cana-5241	306	6	mosayeb	mosayeb	NOUN
cana-5241	306	7	,	,	PUNCT
cana-5241	306	8	and	and	CCONJ
cana-5241	306	9	rasool	rasool	NOUN
cana-5241	306	10	jalili	jalili	NOUN
cana-5241	306	11	.	.	PUNCT
cana-5241	307	1	"	"	PUNCT
cana-5241	307	2	rad	rad	INTJ
cana-5241	307	3	:	:	PUNCT
cana-5241	307	4	a	a	DET
cana-5241	307	5	statistical	statistical	ADJ
cana-5241	307	6	mechanism	mechanism	NOUN
cana-5241	307	7	based	base	VERB
cana-5241	307	8	on	on	ADP
cana-5241	307	9	behavioral	behavioral	ADJ
cana-5241	307	10	analysis	analysis	NOUN
cana-5241	307	11	for	for	ADP
cana-5241	307	12	ddos	ddos	NOUN
cana-5241	307	13	attack	attack	NOUN
cana-5241	307	14	countermeasure	countermeasure	NOUN
cana-5241	307	15	.	.	PUNCT
cana-5241	307	16	"	"	PUNCT
cana-5241	307	17	ieee	ieee	NOUN
cana-5241	307	18	transactions	transaction	NOUN
cana-5241	307	19	on	on	ADP
cana-5241	307	20	information	information	NOUN
cana-5241	307	21	forensics	forensic	NOUN
cana-5241	307	22	and	and	CCONJ
cana-5241	307	23	security	security	NOUN
cana-5241	307	24	17	17	NUM
cana-5241	307	25	(	(	PUNCT
cana-5241	307	26	2022	2022	NUM
cana-5241	307	27	):	):	PUNCT
cana-5241	307	28	2732	2732	NUM
cana-5241	307	29	-	-	SYM
cana-5241	307	30	2745	2745	NUM
cana-5241	307	31	.	.	PUNCT
cana-5241	308	1	[	[	X
cana-5241	308	2	22	22	NUM
cana-5241	308	3	]	]	SYM
cana-5241	308	4	shakil	shakil	NOUN
cana-5241	308	5	,	,	PUNCT
cana-5241	308	6	muhammad	muhammad	PROPN
cana-5241	308	7	,	,	PUNCT
cana-5241	308	8	et	et	PROPN
cana-5241	308	9	al	al	PROPN
cana-5241	308	10	.	.	PUNCT
cana-5241	309	1	"	"	PUNCT
cana-5241	309	2	a	a	DET
cana-5241	309	3	novel	novel	ADJ
cana-5241	309	4	dynamic	dynamic	ADJ
cana-5241	309	5	framework	framework	NOUN
cana-5241	309	6	to	to	PART
cana-5241	309	7	detect	detect	VERB
cana-5241	309	8	ddos	ddo	NOUN
cana-5241	309	9	in	in	ADP
cana-5241	309	10	sdn	sdn	NOUN
cana-5241	309	11	using	use	VERB
cana-5241	309	12	metaheuristic	metaheuristic	ADJ
cana-5241	309	13	clustering	clustering	NOUN
cana-5241	309	14	.	.	PUNCT
cana-5241	309	15	"	"	PUNCT
cana-5241	310	1	transactions	transaction	NOUN
cana-5241	310	2	on	on	ADP
cana-5241	310	3	emerging	emerge	VERB
cana-5241	310	4	telecommunications	telecommunication	NOUN
cana-5241	310	5	technologies	technology	NOUN
cana-5241	310	6	33.3	33.3	NUM
cana-5241	310	7	(	(	PUNCT
cana-5241	310	8	2022	2022	NUM
cana-5241	310	9	):	):	PUNCT
cana-5241	310	10	e3622	e3622	NOUN
cana-5241	310	11	.	.	PUNCT
cana-5241	311	1	communications	communication	NOUN
cana-5241	311	2	on	on	ADP
cana-5241	311	3	applied	apply	VERB
cana-5241	311	4	nonlinear	nonlinear	ADJ
cana-5241	311	5	analysis	analysis	NOUN
cana-5241	311	6	issn	issn	NOUN
cana-5241	311	7	:	:	PUNCT
cana-5241	311	8	1074	1074	NUM
cana-5241	311	9	-	-	PUNCT
cana-5241	311	10	133x	133x	NUM
cana-5241	311	11	vol	vol	VERB
cana-5241	311	12	32	32	NUM
cana-5241	311	13	no	no	NOUN
cana-5241	311	14	.	.	PUNCT
cana-5241	312	1	10s	10	NOUN
cana-5241	312	2	(	(	PUNCT
cana-5241	312	3	2025	2025	NUM
cana-5241	312	4	)	)	PUNCT
cana-5241	312	5	1422	1422	NUM
cana-5241	312	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	313	1	[	[	X
cana-5241	313	2	23	23	NUM
cana-5241	313	3	]	]	X
cana-5241	313	4	nocera	nocera	PROPN
cana-5241	313	5	,	,	PUNCT
cana-5241	313	6	francesco	francesco	PROPN
cana-5241	313	7	,	,	PUNCT
cana-5241	313	8	et	et	PROPN
cana-5241	313	9	al	al	PROPN
cana-5241	313	10	.	.	PUNCT
cana-5241	314	1	"	"	PUNCT
cana-5241	314	2	a	a	DET
cana-5241	314	3	user	user	NOUN
cana-5241	314	4	behavior	behavior	NOUN
cana-5241	314	5	analytics	analytic	NOUN
cana-5241	314	6	(	(	PUNCT
cana-5241	314	7	uba)-based	uba)-based	ADJ
cana-5241	314	8	solution	solution	NOUN
cana-5241	314	9	using	use	VERB
cana-5241	314	10	lstm	lstm	ADJ
cana-5241	314	11	neural	neural	ADJ
cana-5241	314	12	network	network	NOUN
cana-5241	314	13	to	to	PART
cana-5241	314	14	mitigate	mitigate	VERB
cana-5241	314	15	ddos	ddos	NOUN
cana-5241	314	16	attack	attack	NOUN
cana-5241	314	17	in	in	ADP
cana-5241	314	18	fog	fog	NOUN
cana-5241	314	19	and	and	CCONJ
cana-5241	314	20	cloud	cloud	PROPN
cana-5241	314	21	environment	environment	NOUN
cana-5241	314	22	.	.	PUNCT
cana-5241	314	23	"	"	PUNCT
cana-5241	315	1	2022	2022	NUM
cana-5241	315	2	2nd	2nd	ADJ
cana-5241	315	3	international	international	ADJ
cana-5241	315	4	conference	conference	NOUN
cana-5241	315	5	of	of	ADP
cana-5241	315	6	smart	smart	ADJ
cana-5241	315	7	systems	system	NOUN
cana-5241	315	8	and	and	CCONJ
cana-5241	315	9	emerging	emerge	VERB
cana-5241	315	10	technologies	technology	NOUN
cana-5241	315	11	(	(	PUNCT
cana-5241	315	12	smarttech	smarttech	NOUN
cana-5241	315	13	)	)	PUNCT
cana-5241	315	14	.	.	PUNCT
cana-5241	316	1	ieee	ieee	NOUN
cana-5241	316	2	,	,	PUNCT
cana-5241	316	3	2022	2022	NUM
cana-5241	316	4	.	.	PUNCT
cana-5241	317	1	[	[	X
cana-5241	317	2	24	24	NUM
cana-5241	317	3	]	]	X
cana-5241	317	4	cheng	cheng	PROPN
cana-5241	317	5	,	,	PUNCT
cana-5241	317	6	jieren	jieren	PROPN
cana-5241	317	7	,	,	PUNCT
cana-5241	317	8	et	et	PROPN
cana-5241	317	9	al	al	PROPN
cana-5241	317	10	.	.	PUNCT
cana-5241	318	1	"	"	PUNCT
cana-5241	318	2	adaptive	adaptive	ADJ
cana-5241	318	3	ddos	ddos	NOUN
cana-5241	318	4	attack	attack	NOUN
cana-5241	318	5	detection	detection	NOUN
cana-5241	318	6	method	method	NOUN
cana-5241	318	7	based	base	VERB
cana-5241	318	8	on	on	ADP
cana-5241	318	9	multiple‐kernel	multiple‐kernel	PROPN
cana-5241	318	10	learning	learning	PROPN
cana-5241	318	11	.	.	PUNCT
cana-5241	318	12	"	"	PUNCT
cana-5241	319	1	security	security	NOUN
cana-5241	319	2	and	and	CCONJ
cana-5241	319	3	communication	communication	NOUN
cana-5241	319	4	networks	network	NOUN
cana-5241	319	5	2018.1	2018.1	NUM
cana-5241	319	6	(	(	PUNCT
cana-5241	319	7	2018	2018	NUM
cana-5241	319	8	):	):	PUNCT
cana-5241	319	9	5198685	5198685	NUM
cana-5241	319	10	.	.	PUNCT
cana-5241	320	1	[	[	X
cana-5241	320	2	25	25	NUM
cana-5241	320	3	]	]	X
cana-5241	320	4	yungaicela	yungaicela	NOUN
cana-5241	320	5	-	-	PUNCT
cana-5241	320	6	naula	naula	NOUN
cana-5241	320	7	,	,	PUNCT
cana-5241	320	8	noe	noe	PROPN
cana-5241	320	9	m.	m.	NOUN
cana-5241	320	10	,	,	PUNCT
cana-5241	320	11	et	et	PROPN
cana-5241	320	12	al	al	PROPN
cana-5241	320	13	.	.	PUNCT
cana-5241	321	1	"	"	PUNCT
cana-5241	321	2	a	a	DET
cana-5241	321	3	flexible	flexible	ADJ
cana-5241	321	4	sdn	sdn	NOUN
cana-5241	321	5	-	-	PUNCT
cana-5241	321	6	based	base	VERB
cana-5241	321	7	framework	framework	NOUN
cana-5241	321	8	for	for	ADP
cana-5241	321	9	slow	slow	ADJ
cana-5241	321	10	-	-	PUNCT
cana-5241	321	11	rate	rate	NOUN
cana-5241	321	12	ddos	ddo	NOUN
cana-5241	321	13	attack	attack	NOUN
cana-5241	321	14	mitigation	mitigation	NOUN
cana-5241	321	15	by	by	ADP
cana-5241	321	16	using	use	VERB
cana-5241	321	17	deep	deep	ADJ
cana-5241	321	18	reinforcement	reinforcement	NOUN
cana-5241	321	19	learning	learning	NOUN
cana-5241	321	20	.	.	PUNCT
cana-5241	321	21	"	"	PUNCT
cana-5241	322	1	journal	journal	NOUN
cana-5241	322	2	of	of	ADP
cana-5241	322	3	network	network	NOUN
cana-5241	322	4	and	and	CCONJ
cana-5241	322	5	computer	computer	NOUN
cana-5241	322	6	applications	application	NOUN
cana-5241	322	7	205	205	NUM
cana-5241	322	8	(	(	PUNCT
cana-5241	322	9	2022	2022	NUM
cana-5241	322	10	):	):	PUNCT
cana-5241	322	11	103444	103444	NUM
cana-5241	322	12	.	.	PUNCT
cana-5241	323	1	[	[	X
cana-5241	323	2	26	26	NUM
cana-5241	323	3	]	]	X
cana-5241	323	4	lai	lai	PROPN
cana-5241	323	5	,	,	PUNCT
cana-5241	323	6	trinh	trinh	PROPN
cana-5241	323	7	thuc	thuc	PROPN
cana-5241	323	8	,	,	PUNCT
cana-5241	323	9	et	et	PROPN
cana-5241	323	10	al	al	PROPN
cana-5241	323	11	.	.	PUNCT
cana-5241	324	1	"	"	PUNCT
cana-5241	324	2	dos	do	VERB
cana-5241	324	3	attack	attack	NOUN
cana-5241	324	4	detection	detection	NOUN
cana-5241	324	5	using	use	VERB
cana-5241	324	6	online	online	ADJ
cana-5241	324	7	learning	learning	NOUN
cana-5241	324	8	techniques	technique	NOUN
cana-5241	324	9	in	in	ADP
cana-5241	324	10	wireless	wireless	ADJ
cana-5241	324	11	sensor	sensor	NOUN
cana-5241	324	12	networks	network	NOUN
cana-5241	324	13	.	.	PUNCT
cana-5241	324	14	"	"	PUNCT
cana-5241	325	1	alexandria	alexandria	PROPN
cana-5241	325	2	engineering	engineering	PROPN
cana-5241	325	3	journal	journal	PROPN
cana-5241	325	4	85	85	NUM
cana-5241	325	5	(	(	PUNCT
cana-5241	325	6	2023	2023	NUM
cana-5241	325	7	):	):	PUNCT
cana-5241	325	8	307	307	NUM
cana-5241	325	9	-	-	SYM
cana-5241	325	10	319	319	NUM
cana-5241	325	11	.	.	PUNCT
cana-5241	326	1	[	[	X
cana-5241	326	2	27	27	NUM
cana-5241	326	3	]	]	X
cana-5241	326	4	anley	anley	NOUN
cana-5241	326	5	,	,	PUNCT
cana-5241	326	6	mulualem	mulualem	NOUN
cana-5241	326	7	bitew	bitew	NOUN
cana-5241	326	8	,	,	PUNCT
cana-5241	326	9	et	et	PROPN
cana-5241	326	10	al	al	PROPN
cana-5241	326	11	.	.	PUNCT
cana-5241	327	1	"	"	PUNCT
cana-5241	327	2	robust	robust	ADJ
cana-5241	327	3	ddos	ddo	NOUN
cana-5241	327	4	attack	attack	NOUN
cana-5241	327	5	detection	detection	NOUN
cana-5241	327	6	with	with	ADP
cana-5241	327	7	adaptive	adaptive	ADJ
cana-5241	327	8	transfer	transfer	NOUN
cana-5241	327	9	learning	learning	NOUN
cana-5241	327	10	.	.	PUNCT
cana-5241	327	11	"	"	PUNCT
cana-5241	328	1	computers	computer	NOUN
cana-5241	328	2	&	&	CCONJ
cana-5241	328	3	security	security	NOUN
cana-5241	328	4	144	144	NUM
cana-5241	328	5	(	(	PUNCT
cana-5241	328	6	2024	2024	NUM
cana-5241	328	7	):	):	PUNCT
cana-5241	328	8	103962	103962	NUM
cana-5241	328	9	.	.	PUNCT
cana-5241	329	1	[	[	X
cana-5241	329	2	28	28	NUM
cana-5241	329	3	]	]	X
cana-5241	329	4	sahay	sahay	PROPN
cana-5241	329	5	,	,	PUNCT
cana-5241	329	6	rishikesh	rishikesh	PROPN
cana-5241	329	7	,	,	PUNCT
cana-5241	329	8	et	et	PROPN
cana-5241	329	9	al	al	PROPN
cana-5241	329	10	.	.	PUNCT
cana-5241	330	1	"	"	PUNCT
cana-5241	330	2	adaptive	adaptive	ADJ
cana-5241	330	3	policy	policy	NOUN
cana-5241	330	4	-	-	PUNCT
cana-5241	330	5	driven	drive	VERB
cana-5241	330	6	attack	attack	NOUN
cana-5241	330	7	mitigation	mitigation	NOUN
cana-5241	330	8	in	in	ADP
cana-5241	330	9	sdn	sdn	PROPN
cana-5241	330	10	.	.	PUNCT
cana-5241	330	11	"	"	PUNCT
cana-5241	331	1	proceedings	proceeding	NOUN
cana-5241	331	2	of	of	ADP
cana-5241	331	3	the	the	DET
cana-5241	331	4	1st	1st	ADJ
cana-5241	331	5	international	international	ADJ
cana-5241	331	6	workshop	workshop	NOUN
cana-5241	331	7	on	on	ADP
cana-5241	331	8	security	security	NOUN
cana-5241	331	9	and	and	CCONJ
cana-5241	331	10	dependability	dependability	NOUN
cana-5241	331	11	of	of	ADP
cana-5241	331	12	multi	multi	ADJ
cana-5241	331	13	-	-	ADJ
cana-5241	331	14	domain	domain	ADJ
cana-5241	331	15	infrastructures	infrastructure	NOUN
cana-5241	331	16	.	.	PUNCT
cana-5241	332	1	2017	2017	NUM
cana-5241	332	2	.	.	PUNCT
cana-5241	333	1	[	[	X
cana-5241	333	2	29	29	NUM
cana-5241	333	3	]	]	PUNCT
cana-5241	333	4	sharma	sharma	PROPN
cana-5241	333	5	,	,	PUNCT
cana-5241	333	6	gajanand	gajanand	NOUN
cana-5241	333	7	,	,	PUNCT
cana-5241	333	8	et	et	PROPN
cana-5241	333	9	al	al	PROPN
cana-5241	333	10	.	.	PUNCT
cana-5241	334	1	"	"	PUNCT
cana-5241	334	2	self	self	NOUN
cana-5241	334	3	-	-	PUNCT
cana-5241	334	4	healing	heal	VERB
cana-5241	334	5	topology	topology	NOUN
cana-5241	334	6	for	for	ADP
cana-5241	334	7	ddos	ddos	NOUN
cana-5241	334	8	attack	attack	NOUN
cana-5241	334	9	identification	identification	NOUN
cana-5241	334	10	&	&	CCONJ
cana-5241	334	11	discovery	discovery	PROPN
cana-5241	334	12	protocol	protocol	NOUN
cana-5241	334	13	in	in	ADP
cana-5241	334	14	software	software	NOUN
cana-5241	334	15	-	-	PUNCT
cana-5241	334	16	defined	define	VERB
cana-5241	334	17	networks	network	NOUN
cana-5241	334	18	.	.	PUNCT
cana-5241	334	19	"	"	PUNCT
cana-5241	335	1	journal	journal	NOUN
cana-5241	335	2	of	of	ADP
cana-5241	335	3	discrete	discrete	ADJ
cana-5241	335	4	mathematical	mathematical	ADJ
cana-5241	335	5	sciences	science	NOUN
cana-5241	335	6	and	and	CCONJ
cana-5241	335	7	cryptography	cryptography	NOUN
cana-5241	335	8	24.8	24.8	NUM
cana-5241	335	9	(	(	PUNCT
cana-5241	335	10	2021	2021	NUM
cana-5241	335	11	):	):	PUNCT
cana-5241	335	12	2221	2221	NUM
cana-5241	335	13	-	-	SYM
cana-5241	335	14	2232	2232	NUM
cana-5241	335	15	.	.	PUNCT
cana-5241	336	1	[	[	X
cana-5241	336	2	30	30	NUM
cana-5241	336	3	]	]	X
cana-5241	336	4	kasim	kasim	PROPN
cana-5241	336	5	,	,	PUNCT
cana-5241	336	6	ömer	ömer	PROPN
cana-5241	336	7	.	.	PUNCT
cana-5241	337	1	"	"	PUNCT
cana-5241	337	2	an	an	DET
cana-5241	337	3	efficient	efficient	ADJ
cana-5241	337	4	and	and	CCONJ
cana-5241	337	5	robust	robust	ADJ
cana-5241	337	6	deep	deep	ADJ
cana-5241	337	7	learning	learning	NOUN
cana-5241	337	8	based	base	VERB
cana-5241	337	9	network	network	NOUN
cana-5241	337	10	anomaly	anomaly	NOUN
cana-5241	337	11	detection	detection	NOUN
cana-5241	337	12	against	against	ADP
cana-5241	337	13	distributed	distribute	VERB
cana-5241	337	14	denial	denial	NOUN
cana-5241	337	15	of	of	ADP
cana-5241	337	16	service	service	NOUN
cana-5241	337	17	attacks	attack	NOUN
cana-5241	337	18	.	.	PUNCT
cana-5241	337	19	"	"	PUNCT
cana-5241	338	1	computer	computer	NOUN
cana-5241	338	2	networks	network	VERB
cana-5241	338	3	180	180	NUM
cana-5241	338	4	(	(	PUNCT
cana-5241	338	5	2020	2020	NUM
cana-5241	338	6	):	):	PUNCT
cana-5241	338	7	107390	107390	NUM
cana-5241	338	8	.	.	PUNCT
cana-5241	339	1	[	[	X
cana-5241	339	2	31	31	NUM
cana-5241	339	3	]	]	X
cana-5241	339	4	awan	awan	PROPN
cana-5241	339	5	,	,	PUNCT
cana-5241	339	6	mazhar	mazhar	PROPN
cana-5241	339	7	javed	javed	PROPN
cana-5241	339	8	,	,	PUNCT
cana-5241	339	9	et	et	PROPN
cana-5241	339	10	al	al	PROPN
cana-5241	339	11	.	.	PUNCT
cana-5241	340	1	"	"	PUNCT
cana-5241	340	2	real	real	ADJ
cana-5241	340	3	-	-	PUNCT
cana-5241	340	4	time	time	NOUN
cana-5241	340	5	ddos	ddos	NOUN
cana-5241	340	6	attack	attack	NOUN
cana-5241	340	7	detection	detection	NOUN
cana-5241	340	8	system	system	NOUN
cana-5241	340	9	using	use	VERB
cana-5241	340	10	big	big	ADJ
cana-5241	340	11	data	datum	NOUN
cana-5241	340	12	approach	approach	NOUN
cana-5241	340	13	.	.	PUNCT
cana-5241	340	14	"	"	PUNCT
cana-5241	341	1	sustainability	sustainability	NOUN
cana-5241	341	2	13.19	13.19	NUM
cana-5241	341	3	(	(	PUNCT
cana-5241	341	4	2021	2021	NUM
cana-5241	341	5	):	):	PUNCT
cana-5241	341	6	10743	10743	NUM
cana-5241	341	7	.	.	PUNCT
cana-5241	342	1	[	[	X
cana-5241	342	2	32	32	NUM
cana-5241	342	3	]	]	X
cana-5241	342	4	singh	singh	PROPN
cana-5241	342	5	,	,	PUNCT
cana-5241	342	6	rajeev	rajeev	PROPN
cana-5241	342	7	,	,	PUNCT
cana-5241	342	8	sudeep	sudeep	PROPN
cana-5241	342	9	tanwar	tanwar	PROPN
cana-5241	342	10	,	,	PUNCT
cana-5241	342	11	and	and	CCONJ
cana-5241	342	12	teek	teek	PROPN
cana-5241	342	13	parval	parval	PROPN
cana-5241	342	14	sharma	sharma	PROPN
cana-5241	342	15	.	.	PUNCT
cana-5241	343	1	"	"	PUNCT
cana-5241	343	2	utilization	utilization	NOUN
cana-5241	343	3	of	of	ADP
cana-5241	343	4	blockchain	blockchain	NOUN
cana-5241	343	5	for	for	ADP
cana-5241	343	6	mitigating	mitigate	VERB
cana-5241	343	7	the	the	DET
cana-5241	343	8	distributed	distribute	VERB
cana-5241	343	9	denial	denial	NOUN
cana-5241	343	10	of	of	ADP
cana-5241	343	11	service	service	NOUN
cana-5241	343	12	attacks	attack	NOUN
cana-5241	343	13	.	.	PUNCT
cana-5241	343	14	"	"	PUNCT
cana-5241	344	1	security	security	NOUN
cana-5241	344	2	and	and	CCONJ
cana-5241	344	3	privacy	privacy	NOUN
cana-5241	344	4	3.3	3.3	NUM
cana-5241	344	5	(	(	PUNCT
cana-5241	344	6	2020	2020	NUM
cana-5241	344	7	):	):	PUNCT
cana-5241	344	8	e96	e96	NOUN
cana-5241	344	9	.	.	PUNCT
cana-5241	345	1	[	[	X
cana-5241	345	2	33	33	NUM
cana-5241	345	3	]	]	PUNCT
cana-5241	345	4	ahmed	ahmed	PROPN
cana-5241	345	5	,	,	PUNCT
cana-5241	345	6	sheeraz	sheeraz	PROPN
cana-5241	345	7	,	,	PUNCT
cana-5241	345	8	et	et	PROPN
cana-5241	345	9	al	al	PROPN
cana-5241	345	10	.	.	PUNCT
cana-5241	346	1	"	"	PUNCT
cana-5241	346	2	effective	effective	ADJ
cana-5241	346	3	and	and	CCONJ
cana-5241	346	4	efficient	efficient	ADJ
cana-5241	346	5	ddos	ddo	NOUN
cana-5241	346	6	attack	attack	NOUN
cana-5241	346	7	detection	detection	NOUN
cana-5241	346	8	using	use	VERB
cana-5241	346	9	deep	deep	ADJ
cana-5241	346	10	learning	learning	NOUN
cana-5241	346	11	algorithm	algorithm	NOUN
cana-5241	346	12	,	,	PUNCT
cana-5241	346	13	multilayer	multilayer	PROPN
cana-5241	346	14	perceptron	perceptron	PROPN
cana-5241	346	15	.	.	PUNCT
cana-5241	346	16	"	"	PUNCT
cana-5241	347	1	future	future	ADJ
cana-5241	347	2	internet	internet	NOUN
cana-5241	347	3	15.2	15.2	NUM
cana-5241	347	4	(	(	PUNCT
cana-5241	347	5	2023	2023	NUM
cana-5241	347	6	):	):	PUNCT
cana-5241	347	7	76	76	NUM
cana-5241	347	8	.	.	PUNCT
cana-5241	348	1	[	[	X
cana-5241	348	2	34	34	NUM
cana-5241	348	3	]	]	X
cana-5241	348	4	gadze	gadze	PROPN
cana-5241	348	5	,	,	PUNCT
cana-5241	348	6	james	james	PROPN
cana-5241	348	7	dzisi	dzisi	PROPN
cana-5241	348	8	,	,	PUNCT
cana-5241	348	9	et	et	PROPN
cana-5241	348	10	al	al	PROPN
cana-5241	348	11	.	.	PUNCT
cana-5241	349	1	"	"	PUNCT
cana-5241	349	2	an	an	DET
cana-5241	349	3	investigation	investigation	NOUN
cana-5241	349	4	into	into	ADP
cana-5241	349	5	the	the	DET
cana-5241	349	6	application	application	NOUN
cana-5241	349	7	of	of	ADP
cana-5241	349	8	deep	deep	ADJ
cana-5241	349	9	learning	learning	NOUN
cana-5241	349	10	in	in	ADP
cana-5241	349	11	the	the	DET
cana-5241	349	12	detection	detection	NOUN
cana-5241	349	13	and	and	CCONJ
cana-5241	349	14	mitigation	mitigation	NOUN
cana-5241	349	15	of	of	ADP
cana-5241	349	16	ddos	ddos	NOUN
cana-5241	349	17	attack	attack	NOUN
cana-5241	349	18	on	on	ADP
cana-5241	349	19	sdn	sdn	NOUN
cana-5241	349	20	controllers	controller	NOUN
cana-5241	349	21	.	.	PUNCT
cana-5241	349	22	"	"	PUNCT
cana-5241	350	1	technologies	technologie	VERB
cana-5241	350	2	9.1	9.1	NUM
cana-5241	350	3	(	(	PUNCT
cana-5241	350	4	2021	2021	NUM
cana-5241	350	5	):	):	PUNCT
cana-5241	350	6	14	14	NUM
cana-5241	350	7	.	.	PUNCT
cana-5241	351	1	[	[	X
cana-5241	351	2	35	35	NUM
cana-5241	351	3	]	]	X
cana-5241	351	4	kautish	kautish	PROPN
cana-5241	351	5	,	,	PUNCT
cana-5241	351	6	sandeep	sandeep	PROPN
cana-5241	351	7	,	,	PUNCT
cana-5241	351	8	a.	a.	NOUN
cana-5241	351	9	reyana	reyana	PROPN
cana-5241	351	10	,	,	PUNCT
cana-5241	351	11	and	and	CCONJ
cana-5241	351	12	ankit	ankit	PROPN
cana-5241	351	13	vidyarthi	vidyarthi	PROPN
cana-5241	351	14	.	.	PUNCT
cana-5241	352	1	"	"	PUNCT
cana-5241	352	2	sdmta	sdmta	NOUN
cana-5241	352	3	:	:	PUNCT
cana-5241	352	4	attack	attack	NOUN
cana-5241	352	5	detection	detection	NOUN
cana-5241	352	6	and	and	CCONJ
cana-5241	352	7	mitigation	mitigation	NOUN
cana-5241	352	8	mechanism	mechanism	NOUN
cana-5241	352	9	for	for	ADP
cana-5241	352	10	ddos	ddos	NOUN
cana-5241	352	11	vulnerabilities	vulnerability	NOUN
cana-5241	352	12	in	in	ADP
cana-5241	352	13	hybrid	hybrid	ADJ
cana-5241	352	14	cloud	cloud	NOUN
cana-5241	352	15	environment	environment	NOUN
cana-5241	352	16	.	.	PUNCT
cana-5241	352	17	"	"	PUNCT
cana-5241	353	1	ieee	ieee	NOUN
cana-5241	353	2	transactions	transaction	NOUN
cana-5241	353	3	on	on	ADP
cana-5241	353	4	industrial	industrial	ADJ
cana-5241	353	5	informatics	informatic	NOUN
cana-5241	353	6	18.9	18.9	NUM
cana-5241	353	7	(	(	PUNCT
cana-5241	353	8	2022	2022	NUM
cana-5241	353	9	):	):	PUNCT
cana-5241	353	10	6455	6455	NUM
cana-5241	353	11	-	-	SYM
cana-5241	353	12	6463	6463	NUM
cana-5241	353	13	.	.	PUNCT
cana-5241	354	1	[	[	X
cana-5241	354	2	36	36	NUM
cana-5241	354	3	]	]	X
cana-5241	354	4	khedr	khedr	PROPN
cana-5241	354	5	,	,	PUNCT
cana-5241	354	6	walid	walid	PROPN
cana-5241	354	7	i.	i.	PROPN
cana-5241	354	8	,	,	PUNCT
cana-5241	354	9	ameer	ameer	PROPN
cana-5241	354	10	e.	e.	PROPN
cana-5241	354	11	gouda	gouda	PROPN
cana-5241	354	12	,	,	PUNCT
cana-5241	354	13	and	and	CCONJ
cana-5241	354	14	ehab	ehab	PROPN
cana-5241	354	15	r.	r.	PROPN
cana-5241	354	16	mohamed	mohamed	PROPN
cana-5241	354	17	.	.	PUNCT
cana-5241	355	1	"	"	PUNCT
cana-5241	355	2	fmdadm	fmdadm	PROPN
cana-5241	355	3	:	:	PUNCT
cana-5241	355	4	a	a	DET
cana-5241	355	5	multilayer	multilayer	ADJ
cana-5241	355	6	ddos	ddos	NOUN
cana-5241	355	7	attack	attack	NOUN
cana-5241	355	8	detection	detection	NOUN
cana-5241	355	9	and	and	CCONJ
cana-5241	355	10	mitigation	mitigation	NOUN
cana-5241	355	11	framework	framework	NOUN
cana-5241	355	12	using	use	VERB
cana-5241	355	13	machine	machine	NOUN
cana-5241	355	14	learning	learning	NOUN
cana-5241	355	15	for	for	ADP
cana-5241	355	16	stateful	stateful	ADJ
cana-5241	355	17	sdnbased	sdnbased	ADJ
cana-5241	355	18	iot	iot	NOUN
cana-5241	355	19	networks	network	NOUN
cana-5241	355	20	.	.	PUNCT
cana-5241	355	21	"	"	PUNCT
cana-5241	356	1	ieee	ieee	NOUN
cana-5241	356	2	access	access	NOUN
cana-5241	356	3	11	11	NUM
cana-5241	356	4	(	(	PUNCT
cana-5241	356	5	2023	2023	NUM
cana-5241	356	6	):	):	PUNCT
cana-5241	356	7	28934	28934	NUM
cana-5241	356	8	-	-	SYM
cana-5241	356	9	28954	28954	NUM
cana-5241	356	10	.	.	PUNCT
cana-5241	357	1	[	[	X
cana-5241	357	2	37	37	NUM
cana-5241	357	3	]	]	PUNCT
cana-5241	357	4	benzaïd	benzaïd	NOUN
cana-5241	357	5	,	,	PUNCT
cana-5241	357	6	chafika	chafika	NOUN
cana-5241	357	7	,	,	PUNCT
cana-5241	357	8	mohammed	mohammed	PROPN
cana-5241	357	9	boukhalfa	boukhalfa	NOUN
cana-5241	357	10	,	,	PUNCT
cana-5241	357	11	and	and	CCONJ
cana-5241	357	12	tarik	tarik	PROPN
cana-5241	357	13	taleb	taleb	PROPN
cana-5241	357	14	.	.	PUNCT
cana-5241	358	1	"	"	PUNCT
cana-5241	358	2	robust	robust	ADJ
cana-5241	358	3	self	self	NOUN
cana-5241	358	4	-	-	PUNCT
cana-5241	358	5	protection	protection	NOUN
cana-5241	358	6	against	against	ADP
cana-5241	358	7	application	application	NOUN
cana-5241	358	8	-	-	PUNCT
cana-5241	358	9	layer	layer	NOUN
cana-5241	358	10	(	(	PUNCT
cana-5241	358	11	d	d	X
cana-5241	358	12	)	)	PUNCT
cana-5241	358	13	dos	do	NOUN
cana-5241	358	14	attacks	attack	NOUN
cana-5241	358	15	in	in	ADP
cana-5241	358	16	sdn	sdn	PROPN
cana-5241	358	17	environment	environment	NOUN
cana-5241	358	18	.	.	PUNCT
cana-5241	358	19	"	"	PUNCT
cana-5241	359	1	2020	2020	NUM
cana-5241	359	2	ieee	ieee	PROPN
cana-5241	359	3	wireless	wireless	NOUN
cana-5241	359	4	communications	communication	NOUN
cana-5241	359	5	and	and	CCONJ
cana-5241	359	6	networking	network	VERB
cana-5241	359	7	conference	conference	NOUN
cana-5241	359	8	(	(	PUNCT
cana-5241	359	9	wcnc	wcnc	ADJ
cana-5241	359	10	)	)	PUNCT
cana-5241	359	11	.	.	PUNCT
cana-5241	360	1	ieee	ieee	PROPN
cana-5241	360	2	,	,	PUNCT
cana-5241	360	3	2020	2020	NUM
cana-5241	360	4	.	.	PUNCT
cana-5241	361	1	[	[	X
cana-5241	361	2	38	38	NUM
cana-5241	361	3	]	]	PUNCT
cana-5241	361	4	salunke	salunke	NOUN
cana-5241	361	5	,	,	PUNCT
cana-5241	361	6	kiran	kiran	PROPN
cana-5241	361	7	,	,	PUNCT
cana-5241	361	8	and	and	CCONJ
cana-5241	361	9	u.	u.	NOUN
cana-5241	361	10	ragavendran	ragavendran	NOUN
cana-5241	361	11	.	.	PUNCT
cana-5241	362	1	"	"	PUNCT
cana-5241	362	2	shield	shield	VERB
cana-5241	362	3	techniques	technique	NOUN
cana-5241	362	4	for	for	ADP
cana-5241	362	5	application	application	NOUN
cana-5241	362	6	layer	layer	NOUN
cana-5241	362	7	ddos	ddo	NOUN
cana-5241	362	8	attack	attack	NOUN
cana-5241	362	9	in	in	ADP
cana-5241	362	10	manet	manet	NOUN
cana-5241	362	11	:	:	PUNCT
cana-5241	362	12	a	a	DET
cana-5241	362	13	methodological	methodological	ADJ
cana-5241	362	14	review	review	NOUN
cana-5241	362	15	.	.	PUNCT
cana-5241	362	16	"	"	PUNCT
cana-5241	363	1	wireless	wireless	ADJ
cana-5241	363	2	personal	personal	ADJ
cana-5241	363	3	communications	communication	NOUN
cana-5241	363	4	120.4	120.4	NUM
cana-5241	363	5	(	(	PUNCT
cana-5241	363	6	2021	2021	NUM
cana-5241	363	7	):	):	PUNCT
cana-5241	363	8	2773	2773	NUM
cana-5241	363	9	-	-	SYM
cana-5241	363	10	2799	2799	NUM
cana-5241	363	11	.	.	PUNCT
cana-5241	364	1	communications	communication	NOUN
cana-5241	364	2	on	on	ADP
cana-5241	364	3	applied	apply	VERB
cana-5241	364	4	nonlinear	nonlinear	ADJ
cana-5241	364	5	analysis	analysis	NOUN
cana-5241	364	6	issn	issn	NOUN
cana-5241	364	7	:	:	PUNCT
cana-5241	364	8	1074	1074	NUM
cana-5241	364	9	-	-	PUNCT
cana-5241	364	10	133x	133x	NUM
cana-5241	364	11	vol	vol	VERB
cana-5241	364	12	32	32	NUM
cana-5241	364	13	no	no	NOUN
cana-5241	364	14	.	.	PUNCT
cana-5241	365	1	10s	10	NOUN
cana-5241	365	2	(	(	PUNCT
cana-5241	365	3	2025	2025	NUM
cana-5241	365	4	)	)	PUNCT
cana-5241	365	5	1423	1423	NUM
cana-5241	365	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5241	366	1	[	[	X
cana-5241	366	2	39	39	NUM
cana-5241	366	3	]	]	PUNCT
cana-5241	366	4	kirubavathi	kirubavathi	NOUN
cana-5241	366	5	,	,	PUNCT
cana-5241	366	6	g.	g.	PROPN
cana-5241	366	7	,	,	PUNCT
cana-5241	366	8	and	and	CCONJ
cana-5241	366	9	y.	y.	PROPN
cana-5241	366	10	amithesh	amithesh	PROPN
cana-5241	366	11	.	.	PUNCT
cana-5241	367	1	"	"	PUNCT
cana-5241	367	2	detection	detection	NOUN
cana-5241	367	3	and	and	CCONJ
cana-5241	367	4	characterization	characterization	NOUN
cana-5241	367	5	of	of	ADP
cana-5241	367	6	darknet	darknet	NOUN
cana-5241	367	7	traffic	traffic	NOUN
cana-5241	367	8	using	use	VERB
cana-5241	367	9	attention	attention	NOUN
cana-5241	367	10	lstm	lstm	NOUN
cana-5241	367	11	with	with	ADP
cana-5241	367	12	xai	xai	PROPN
cana-5241	367	13	.	.	PUNCT
cana-5241	367	14	"	"	PUNCT
cana-5241	368	1	2024	2024	NUM
cana-5241	368	2	international	international	ADJ
cana-5241	368	3	conference	conference	NOUN
cana-5241	368	4	on	on	ADP
cana-5241	368	5	intelligent	intelligent	ADJ
cana-5241	368	6	systems	system	NOUN
cana-5241	368	7	for	for	ADP
cana-5241	368	8	cybersecurity	cybersecurity	NOUN
cana-5241	368	9	(	(	PUNCT
cana-5241	368	10	iscs	isc	NOUN
cana-5241	368	11	)	)	PUNCT
cana-5241	368	12	.	.	PUNCT
cana-5241	369	1	ieee	ieee	NOUN
cana-5241	369	2	,	,	PUNCT
cana-5241	369	3	2024	2024	NUM
cana-5241	369	4	.	.	PUNCT
cana-5241	370	1	[	[	X
cana-5241	370	2	40	40	NUM
cana-5241	370	3	]	]	PUNCT
cana-5241	370	4	iliadis	iliadi	NOUN
cana-5241	370	5	,	,	PUNCT
cana-5241	370	6	lazaros	lazaro	VERB
cana-5241	370	7	alexios	alexio	NOUN
cana-5241	370	8	,	,	PUNCT
cana-5241	370	9	and	and	CCONJ
cana-5241	370	10	theodoros	theodoro	NOUN
cana-5241	370	11	kaifas	kaifas	NOUN
cana-5241	370	12	.	.	PUNCT
cana-5241	371	1	"	"	PUNCT
cana-5241	371	2	darknet	darknet	NOUN
cana-5241	371	3	traffic	traffic	NOUN
cana-5241	371	4	classification	classification	NOUN
cana-5241	371	5	using	use	VERB
cana-5241	371	6	machine	machine	NOUN
cana-5241	371	7	learning	learn	VERB
cana-5241	371	8	techniques	technique	NOUN
cana-5241	371	9	.	.	PUNCT
cana-5241	371	10	"	"	PUNCT
cana-5241	372	1	2021	2021	NUM
cana-5241	372	2	10th	10th	ADJ
cana-5241	372	3	international	international	ADJ
cana-5241	372	4	conference	conference	NOUN
cana-5241	372	5	on	on	ADP
cana-5241	372	6	modern	modern	ADJ
cana-5241	372	7	circuits	circuit	NOUN
cana-5241	372	8	and	and	CCONJ
cana-5241	372	9	systems	system	NOUN
cana-5241	372	10	technologies	technology	NOUN
cana-5241	372	11	(	(	PUNCT
cana-5241	372	12	mocast	mocast	NOUN
cana-5241	372	13	)	)	PUNCT
cana-5241	372	14	.	.	PUNCT
cana-5241	373	1	ieee	ieee	NOUN
cana-5241	373	2	,	,	PUNCT
cana-5241	373	3	2021	2021	NUM
cana-5241	373	4	.	.	PUNCT
cana-5241	374	1	[	[	X
cana-5241	374	2	41	41	NUM
cana-5241	374	3	]	]	X
cana-5241	374	4	abu	abu	PROPN
cana-5241	374	5	al	al	PROPN
cana-5241	374	6	-	-	PUNCT
cana-5241	374	7	haija	haija	PROPN
cana-5241	374	8	,	,	PUNCT
cana-5241	374	9	qasem	qasem	ADJ
cana-5241	374	10	,	,	PUNCT
cana-5241	374	11	moez	moez	NOUN
cana-5241	374	12	krichen	krichen	NOUN
cana-5241	374	13	,	,	PUNCT
cana-5241	374	14	and	and	CCONJ
cana-5241	374	15	wejdan	wejdan	PROPN
cana-5241	374	16	abu	abu	PROPN
cana-5241	374	17	elhaija	elhaija	PROPN
cana-5241	374	18	.	.	PUNCT
cana-5241	375	1	"	"	PUNCT
cana-5241	375	2	machine	machine	NOUN
cana-5241	375	3	-	-	PUNCT
cana-5241	375	4	learning	learning	NOUN
cana-5241	375	5	-	-	PUNCT
cana-5241	375	6	based	base	VERB
cana-5241	375	7	darknet	darknet	NOUN
cana-5241	375	8	traffic	traffic	NOUN
cana-5241	375	9	detection	detection	NOUN
cana-5241	375	10	system	system	NOUN
cana-5241	375	11	for	for	ADP
cana-5241	375	12	iot	iot	NOUN
cana-5241	375	13	applications	application	NOUN
cana-5241	375	14	.	.	PUNCT
cana-5241	375	15	"	"	PUNCT
cana-5241	376	1	electronics	electronic	NOUN
cana-5241	376	2	11.4	11.4	NUM
cana-5241	376	3	(	(	PUNCT
cana-5241	376	4	2022	2022	NUM
cana-5241	376	5	):	):	PUNCT
cana-5241	376	6	556	556	NUM
cana-5241	376	7	.	.	PUNCT
cana-5241	377	1	[	[	X
cana-5241	377	2	42	42	NUM
cana-5241	377	3	]	]	X
cana-5241	377	4	shaikh	shaikh	PROPN
cana-5241	377	5	,	,	PUNCT
cana-5241	377	6	abdullah	abdullah	PROPN
cana-5241	377	7	abdul	abdul	PROPN
cana-5241	377	8	sattar	sattar	PROPN
cana-5241	377	9	,	,	PUNCT
cana-5241	377	10	m.	m.	PROPN
cana-5241	377	11	s.	s.	PROPN
cana-5241	377	12	bhargavi	bhargavi	PROPN
cana-5241	377	13	,	,	PUNCT
cana-5241	377	14	and	and	CCONJ
cana-5241	377	15	c.	c.	PROPN
cana-5241	377	16	pavan	pavan	PROPN
cana-5241	377	17	kumar	kumar	PROPN
cana-5241	377	18	.	.	PUNCT
cana-5241	378	1	"	"	PUNCT
cana-5241	378	2	an	an	DET
cana-5241	378	3	optimised	optimise	VERB
cana-5241	378	4	darknet	darknet	NOUN
cana-5241	378	5	traffic	traffic	NOUN
cana-5241	378	6	detection	detection	NOUN
cana-5241	378	7	system	system	NOUN
cana-5241	378	8	using	use	VERB
cana-5241	378	9	modified	modify	VERB
cana-5241	378	10	locally	locally	ADV
cana-5241	378	11	connected	connect	VERB
cana-5241	378	12	cnn	cnn	PROPN
cana-5241	378	13	-	-	PUNCT
cana-5241	378	14	bilstm	bilstm	NOUN
cana-5241	378	15	network	network	NOUN
cana-5241	378	16	.	.	PUNCT
cana-5241	378	17	"	"	PUNCT
cana-5241	379	1	international	international	ADJ
cana-5241	379	2	journal	journal	NOUN
cana-5241	379	3	of	of	ADP
cana-5241	379	4	ad	ad	X
cana-5241	379	5	hoc	hoc	X
cana-5241	379	6	and	and	CCONJ
cana-5241	379	7	ubiquitous	ubiquitous	ADJ
cana-5241	379	8	computing	computing	NOUN
cana-5241	379	9	43.2	43.2	NUM
cana-5241	379	10	(	(	PUNCT
cana-5241	379	11	2023	2023	NUM
cana-5241	379	12	):	):	PUNCT
cana-5241	379	13	8796	8796	NUM
cana-5241	379	14	.	.	PUNCT
cana-5241	380	1	[	[	X
cana-5241	380	2	43	43	NUM
cana-5241	380	3	]	]	X
cana-5241	380	4	almomani	almomani	PROPN
cana-5241	380	5	,	,	PUNCT
cana-5241	380	6	ammar	ammar	PROPN
cana-5241	380	7	.	.	PUNCT
cana-5241	381	1	"	"	PUNCT
cana-5241	381	2	darknet	darknet	NOUN
cana-5241	381	3	traffic	traffic	NOUN
cana-5241	381	4	analysis	analysis	NOUN
cana-5241	381	5	,	,	PUNCT
cana-5241	381	6	and	and	CCONJ
cana-5241	381	7	classification	classification	NOUN
cana-5241	381	8	system	system	NOUN
cana-5241	381	9	based	base	VERB
cana-5241	381	10	on	on	ADP
cana-5241	381	11	modified	modify	VERB
cana-5241	381	12	stacking	stack	VERB
cana-5241	381	13	ensemble	ensemble	ADJ
cana-5241	381	14	learning	learning	NOUN
cana-5241	381	15	algorithms	algorithm	NOUN
cana-5241	381	16	.	.	PUNCT
cana-5241	381	17	"	"	PUNCT
cana-5241	381	18	information	information	NOUN
cana-5241	381	19	systems	system	NOUN
cana-5241	381	20	and	and	CCONJ
cana-5241	381	21	e	e	NOUN
cana-5241	381	22	-	-	NOUN
cana-5241	381	23	business	business	NOUN
cana-5241	381	24	management	management	NOUN
cana-5241	381	25	(	(	PUNCT
cana-5241	381	26	2023	2023	NUM
cana-5241	381	27	):	):	PUNCT
cana-5241	381	28	1	1	NUM
cana-5241	381	29	-	-	SYM
cana-5241	381	30	32	32	NUM
cana-5241	381	31	.	.	PUNCT
cana-5241	382	1	[	[	X
cana-5241	382	2	44	44	NUM
cana-5241	382	3	]	]	PUNCT
cana-5241	382	4	bhardwaj	bhardwaj	PROPN
cana-5241	382	5	,	,	PUNCT
cana-5241	382	6	sonam	sonam	PROPN
cana-5241	382	7	,	,	PUNCT
cana-5241	382	8	and	and	CCONJ
cana-5241	382	9	mayank	mayank	PROPN
cana-5241	382	10	dave	dave	PROPN
cana-5241	382	11	.	.	PUNCT
cana-5241	383	1	"	"	PUNCT
cana-5241	383	2	enhanced	enhance	VERB
cana-5241	383	3	neural	neural	ADJ
cana-5241	383	4	network	network	NOUN
cana-5241	383	5	-	-	PUNCT
cana-5241	383	6	based	base	VERB
cana-5241	383	7	attack	attack	NOUN
cana-5241	383	8	investigation	investigation	NOUN
cana-5241	383	9	framework	framework	NOUN
cana-5241	383	10	for	for	ADP
cana-5241	383	11	network	network	NOUN
cana-5241	383	12	forensics	forensic	NOUN
cana-5241	383	13	:	:	PUNCT
cana-5241	383	14	identification	identification	NOUN
cana-5241	383	15	,	,	PUNCT
cana-5241	383	16	detection	detection	NOUN
cana-5241	383	17	,	,	PUNCT
cana-5241	383	18	and	and	CCONJ
cana-5241	383	19	analysis	analysis	NOUN
cana-5241	383	20	of	of	ADP
cana-5241	383	21	the	the	DET
cana-5241	383	22	attack	attack	NOUN
cana-5241	383	23	.	.	PUNCT
cana-5241	383	24	"	"	PUNCT
cana-5241	384	1	computers	computer	NOUN
cana-5241	384	2	&	&	CCONJ
cana-5241	384	3	security	security	NOUN
cana-5241	384	4	135	135	NUM
cana-5241	384	5	(	(	PUNCT
cana-5241	384	6	2023	2023	NUM
cana-5241	384	7	):	):	PUNCT
cana-5241	384	8	103521	103521	NUM
cana-5241	384	9	.	.	PUNCT
cana-5241	385	1	[	[	X
cana-5241	385	2	45	45	NUM
cana-5241	385	3	]	]	PUNCT
cana-5241	385	4	m.	m.	NOUN
cana-5241	385	5	y.	y.	PROPN
cana-5241	385	6	kuçukkara	kuçukkara	PROPN
cana-5241	385	7	,	,	PUNCT
cana-5241	385	8	f.	f.	PROPN
cana-5241	385	9	atban	atban	PROPN
cana-5241	385	10	,	,	PUNCT
cana-5241	385	11	and	and	CCONJ
cana-5241	385	12	c.	c.	PROPN
cana-5241	385	13	bayılmış	bayılmış	ADJ
cana-5241	385	14	,	,	PUNCT
cana-5241	385	15	“	"	PUNCT
cana-5241	385	16	quantum	quantum	ADJ
cana-5241	385	17	-	-	PUNCT
cana-5241	385	18	neural	neural	ADJ
cana-5241	385	19	network	network	NOUN
cana-5241	385	20	model	model	NOUN
cana-5241	385	21	for	for	ADP
cana-5241	385	22	platform	platform	NOUN
cana-5241	385	23	-	-	PUNCT
cana-5241	385	24	independent	independent	ADJ
cana-5241	385	25	ddos	ddo	NOUN
cana-5241	385	26	attack	attack	NOUN
cana-5241	385	27	classification	classification	NOUN
cana-5241	385	28	in	in	ADP
cana-5241	385	29	cybersecurity	cybersecurity	NOUN
cana-5241	385	30	,	,	PUNCT
cana-5241	385	31	”	"	PUNCT
cana-5241	385	32	advanced	advanced	ADJ
cana-5241	385	33	quantum	quantum	NOUN
cana-5241	385	34	technologies	technology	NOUN
cana-5241	385	35	,	,	PUNCT
cana-5241	385	36	2024	2024	NUM
cana-5241	385	37	.	.	PUNCT
cana-5241	386	1	[	[	X
cana-5241	386	2	46	46	NUM
cana-5241	386	3	]	]	X
cana-5241	386	4	wei	wei	PROPN
cana-5241	386	5	,	,	PUNCT
cana-5241	386	6	yuanyuan	yuanyuan	PROPN
cana-5241	386	7	,	,	PUNCT
cana-5241	386	8	et	et	PROPN
cana-5241	386	9	al	al	PROPN
cana-5241	386	10	.	.	PUNCT
cana-5241	386	11	"	"	PUNCT
cana-5241	386	12	ae	ae	PROPN
cana-5241	386	13	-	-	PUNCT
cana-5241	386	14	mlp	mlp	PROPN
cana-5241	386	15	:	:	PUNCT
cana-5241	386	16	a	a	DET
cana-5241	386	17	hybrid	hybrid	ADJ
cana-5241	386	18	deep	deep	ADJ
cana-5241	386	19	learning	learning	NOUN
cana-5241	386	20	approach	approach	NOUN
cana-5241	386	21	for	for	ADP
cana-5241	386	22	ddos	ddos	NOUN
cana-5241	386	23	detection	detection	NOUN
cana-5241	386	24	and	and	CCONJ
cana-5241	386	25	classification	classification	NOUN
cana-5241	386	26	.	.	PUNCT
cana-5241	386	27	"	"	PUNCT
cana-5241	387	1	ieee	ieee	NOUN
cana-5241	387	2	access	access	NOUN
cana-5241	387	3	9	9	NUM
cana-5241	387	4	(	(	PUNCT
cana-5241	387	5	2021	2021	NUM
cana-5241	387	6	):	):	PUNCT
cana-5241	387	7	146810	146810	NUM
cana-5241	387	8	-	-	SYM
cana-5241	387	9	146821	146821	NUM
cana-5241	387	10	.	.	PUNCT