id	sid	tid	token	lemma	pos
cuesj-667	1	1	tx_1	tx_1	PROPN
cuesj-667	1	2	~	~	X
cuesj-667	1	3	abs	ab	NOUN
cuesj-667	1	4	:	:	PUNCT
cuesj-667	1	5	at	at	ADP
cuesj-667	1	6	/	/	SYM
cuesj-667	1	7	add	add	VERB
cuesj-667	1	8	:	:	PUNCT
cuesj-667	1	9	tx_2	tx_2	PROPN
cuesj-667	1	10	~	~	NOUN
cuesj-667	1	11	abs	ab	NOUN
cuesj-667	1	12	:	:	PUNCT
cuesj-667	1	13	at	at	ADP
cuesj-667	1	14	49	49	NUM
cuesj-667	1	15	http://journals.cihanuniversity.edu.iq/index.php/cuesj	http://journals.cihanuniversity.edu.iq/index.php/cuesj	ADJ
cuesj-667	1	16	cuesj	cuesj	ADJ
cuesj-667	1	17	2022	2022	NUM
cuesj-667	1	18	,	,	PUNCT
cuesj-667	1	19	6	6	NUM
cuesj-667	1	20	(	(	PUNCT
cuesj-667	1	21	2	2	NUM
cuesj-667	1	22	):	):	PUNCT
cuesj-667	1	23	49	49	NUM
cuesj-667	1	24	-	-	SYM
cuesj-667	1	25	56	56	NUM
cuesj-667	1	26	review	review	NOUN
cuesj-667	1	27	article	article	NOUN
cuesj-667	1	28	detecting	detect	VERB
cuesj-667	1	29	denial	denial	NOUN
cuesj-667	1	30	of	of	ADP
cuesj-667	1	31	service	service	NOUN
cuesj-667	1	32	attacks	attack	NOUN
cuesj-667	1	33	in	in	ADP
cuesj-667	1	34	internet	internet	NOUN
cuesj-667	1	35	of	of	ADP
cuesj-667	1	36	things	thing	NOUN
cuesj-667	1	37	using	use	VERB
cuesj-667	1	38	software	software	NOUN
cuesj-667	1	39	-	-	PUNCT
cuesj-667	1	40	defined	define	VERB
cuesj-667	1	41	networking	networking	NOUN
cuesj-667	1	42	and	and	CCONJ
cuesj-667	1	43	ensemble	ensemble	ADJ
cuesj-667	1	44	learning	learn	VERB
cuesj-667	1	45	shima	shima	PROPN
cuesj-667	1	46	rashidi1	rashidi1	PROPN
cuesj-667	1	47	,	,	PUNCT
cuesj-667	1	48	adil	adil	PROPN
cuesj-667	1	49	h.	h.	PROPN
cuesj-667	1	50	mohammed2	mohammed2	PROPN
cuesj-667	1	51	,	,	PUNCT
cuesj-667	1	52	yusra	yusra	PROPN
cuesj-667	1	53	.	.	PUNCT
cuesj-667	2	1	a.	a.	PROPN
cuesj-667	2	2	salih3	salih3	PROPN
cuesj-667	3	1	1department	1department	NUM
cuesj-667	3	2	of	of	ADP
cuesj-667	3	3	computer	computer	NOUN
cuesj-667	3	4	science	science	NOUN
cuesj-667	3	5	,	,	PUNCT
cuesj-667	3	6	college	college	NOUN
cuesj-667	3	7	of	of	ADP
cuesj-667	3	8	science	science	NOUN
cuesj-667	3	9	and	and	CCONJ
cuesj-667	3	10	technology	technology	NOUN
cuesj-667	3	11	,	,	PUNCT
cuesj-667	3	12	university	university	NOUN
cuesj-667	3	13	of	of	ADP
cuesj-667	3	14	human	human	PROPN
cuesj-667	3	15	development	development	NOUN
cuesj-667	3	16	,	,	PUNCT
cuesj-667	3	17	sulaymaniyah	sulaymaniyah	NOUN
cuesj-667	3	18	,	,	PUNCT
cuesj-667	3	19	kurdistan	kurdistan	PROPN
cuesj-667	3	20	region	region	NOUN
cuesj-667	3	21	,	,	PUNCT
cuesj-667	3	22	iraq	iraq	PROPN
cuesj-667	3	23	,	,	PUNCT
cuesj-667	3	24	2department	2department	NUM
cuesj-667	3	25	of	of	ADP
cuesj-667	3	26	communication	communication	NOUN
cuesj-667	3	27	and	and	CCONJ
cuesj-667	3	28	computer	computer	NOUN
cuesj-667	3	29	engineering	engineering	NOUN
cuesj-667	3	30	,	,	PUNCT
cuesj-667	3	31	faculty	faculty	NOUN
cuesj-667	3	32	of	of	ADP
cuesj-667	3	33	engineering	engineering	NOUN
cuesj-667	3	34	,	,	PUNCT
cuesj-667	3	35	cihan	cihan	VERB
cuesj-667	3	36	university	university	NOUN
cuesj-667	3	37	-	-	PUNCT
cuesj-667	3	38	erbil	erbil	PROPN
cuesj-667	3	39	,	,	PUNCT
cuesj-667	3	40	kurdistan	kurdistan	PROPN
cuesj-667	3	41	region	region	NOUN
cuesj-667	3	42	,	,	PUNCT
cuesj-667	3	43	iraq	iraq	PROPN
cuesj-667	3	44	,	,	PUNCT
cuesj-667	3	45	3department	3department	NUM
cuesj-667	3	46	of	of	ADP
cuesj-667	3	47	database	database	NOUN
cuesj-667	3	48	technology	technology	NOUN
cuesj-667	3	49	,	,	PUNCT
cuesj-667	3	50	college	college	NOUN
cuesj-667	3	51	of	of	ADP
cuesj-667	3	52	informatics	informatics	PROPN
cuesj-667	3	53	,	,	PUNCT
cuesj-667	3	54	sulaimani	sulaimani	PROPN
cuesj-667	3	55	polytechnic	polytechnic	ADJ
cuesj-667	3	56	university	university	PROPN
cuesj-667	3	57	,	,	PUNCT
cuesj-667	3	58	sulaymaniyah	sulaymaniyah	NOUN
cuesj-667	3	59	,	,	PUNCT
cuesj-667	3	60	kurdistan	kurdistan	PROPN
cuesj-667	3	61	region	region	NOUN
cuesj-667	3	62	,	,	PUNCT
cuesj-667	3	63	iraq	iraq	PROPN
cuesj-667	3	64	abstract	abstract	NOUN
cuesj-667	3	65	the	the	DET
cuesj-667	3	66	internet	internet	NOUN
cuesj-667	3	67	of	of	ADP
cuesj-667	3	68	things	thing	NOUN
cuesj-667	3	69	(	(	PUNCT
cuesj-667	3	70	iot	iot	NOUN
cuesj-667	3	71	)	)	PUNCT
cuesj-667	3	72	is	be	AUX
cuesj-667	3	73	a	a	DET
cuesj-667	3	74	novel	novel	ADJ
cuesj-667	3	75	approach	approach	NOUN
cuesj-667	3	76	to	to	ADP
cuesj-667	3	77	automate	automate	ADJ
cuesj-667	3	78	connections	connection	NOUN
cuesj-667	3	79	between	between	ADP
cuesj-667	3	80	smart	smart	ADJ
cuesj-667	3	81	devices	device	NOUN
cuesj-667	3	82	without	without	ADP
cuesj-667	3	83	involving	involve	VERB
cuesj-667	3	84	humans	human	NOUN
cuesj-667	3	85	.	.	PUNCT
cuesj-667	4	1	the	the	DET
cuesj-667	4	2	utilization	utilization	NOUN
cuesj-667	4	3	of	of	ADP
cuesj-667	4	4	this	this	DET
cuesj-667	4	5	structure	structure	NOUN
cuesj-667	4	6	is	be	AUX
cuesj-667	4	7	growing	grow	VERB
cuesj-667	4	8	,	,	PUNCT
cuesj-667	4	9	and	and	CCONJ
cuesj-667	4	10	its	its	PRON
cuesj-667	4	11	application	application	NOUN
cuesj-667	4	12	range	range	NOUN
cuesj-667	4	13	is	be	AUX
cuesj-667	4	14	continually	continually	ADV
cuesj-667	4	15	expanding	expand	VERB
cuesj-667	4	16	.	.	PUNCT
cuesj-667	5	1	we	we	PRON
cuesj-667	5	2	confront	confront	VERB
cuesj-667	5	3	additional	additional	ADJ
cuesj-667	5	4	issues	issue	NOUN
cuesj-667	5	5	as	as	SCONJ
cuesj-667	5	6	the	the	DET
cuesj-667	5	7	usage	usage	NOUN
cuesj-667	5	8	of	of	ADP
cuesj-667	5	9	these	these	DET
cuesj-667	5	10	networks	network	NOUN
cuesj-667	5	11	grows	grow	VERB
cuesj-667	5	12	,	,	PUNCT
cuesj-667	5	13	such	such	ADJ
cuesj-667	5	14	as	as	ADP
cuesj-667	5	15	the	the	DET
cuesj-667	5	16	presence	presence	NOUN
cuesj-667	5	17	of	of	ADP
cuesj-667	5	18	attackers	attacker	NOUN
cuesj-667	5	19	and	and	CCONJ
cuesj-667	5	20	combating	combat	VERB
cuesj-667	5	21	their	their	PRON
cuesj-667	5	22	attacks	attack	NOUN
cuesj-667	5	23	.	.	PUNCT
cuesj-667	6	1	these	these	DET
cuesj-667	6	2	networks	network	NOUN
cuesj-667	6	3	’	'	PUNCT
cuesj-667	6	4	performance	performance	NOUN
cuesj-667	6	5	may	may	AUX
cuesj-667	6	6	be	be	AUX
cuesj-667	6	7	improved	improve	VERB
cuesj-667	6	8	,	,	PUNCT
cuesj-667	6	9	and	and	CCONJ
cuesj-667	6	10	their	their	PRON
cuesj-667	6	11	development	development	NOUN
cuesj-667	6	12	can	can	AUX
cuesj-667	6	13	be	be	AUX
cuesj-667	6	14	accelerated	accelerate	VERB
cuesj-667	6	15	,	,	PUNCT
cuesj-667	6	16	with	with	ADP
cuesj-667	6	17	new	new	ADJ
cuesj-667	6	18	solutions	solution	NOUN
cuesj-667	6	19	to	to	ADP
cuesj-667	6	20	these	these	DET
cuesj-667	6	21	difficulties	difficulty	NOUN
cuesj-667	6	22	.	.	PUNCT
cuesj-667	7	1	a	a	DET
cuesj-667	7	2	 	 	SPACE
cuesj-667	7	3	new	new	ADJ
cuesj-667	7	4	method	method	NOUN
cuesj-667	7	5	for	for	ADP
cuesj-667	7	6	improving	improve	VERB
cuesj-667	7	7	iot	iot	ADJ
cuesj-667	7	8	security	security	NOUN
cuesj-667	7	9	is	be	AUX
cuesj-667	7	10	proposed	propose	VERB
cuesj-667	7	11	in	in	ADP
cuesj-667	7	12	this	this	DET
cuesj-667	7	13	research	research	NOUN
cuesj-667	7	14	,	,	PUNCT
cuesj-667	7	15	which	which	PRON
cuesj-667	7	16	is	be	AUX
cuesj-667	7	17	based	base	VERB
cuesj-667	7	18	on	on	ADP
cuesj-667	7	19	software	software	NOUN
cuesj-667	7	20	-	-	PUNCT
cuesj-667	7	21	based	base	VERB
cuesj-667	7	22	network	network	NOUN
cuesj-667	7	23	and	and	CCONJ
cuesj-667	7	24	collaborative	collaborative	ADJ
cuesj-667	7	25	learning	learning	NOUN
cuesj-667	7	26	.	.	PUNCT
cuesj-667	8	1	the	the	DET
cuesj-667	8	2	suggested	suggest	VERB
cuesj-667	8	3	solution	solution	NOUN
cuesj-667	8	4	divides	divide	VERB
cuesj-667	8	5	the	the	DET
cuesj-667	8	6	network	network	NOUN
cuesj-667	8	7	domain	domain	NOUN
cuesj-667	8	8	into	into	ADP
cuesj-667	8	9	numerous	numerous	ADJ
cuesj-667	8	10	subdomains	subdomain	NOUN
cuesj-667	8	11	,	,	PUNCT
cuesj-667	8	12	each	each	PRON
cuesj-667	8	13	with	with	ADP
cuesj-667	8	14	its	its	PRON
cuesj-667	8	15	own	own	ADJ
cuesj-667	8	16	controller	controller	NOUN
cuesj-667	8	17	for	for	ADP
cuesj-667	8	18	exchanging	exchange	VERB
cuesj-667	8	19	security	security	NOUN
cuesj-667	8	20	rules	rule	NOUN
cuesj-667	8	21	with	with	ADP
cuesj-667	8	22	other	other	ADJ
cuesj-667	8	23	subdomains	subdomain	NOUN
cuesj-667	8	24	.	.	PUNCT
cuesj-667	9	1	all	all	PRON
cuesj-667	9	2	of	of	ADP
cuesj-667	9	3	a	a	DET
cuesj-667	9	4	subnet	subnet	NOUN
cuesj-667	9	5	’s	’s	PART
cuesj-667	9	6	node	node	ADJ
cuesj-667	9	7	traffic	traffic	NOUN
cuesj-667	9	8	are	be	AUX
cuesj-667	9	9	routed	route	VERB
cuesj-667	9	10	through	through	ADP
cuesj-667	9	11	the	the	DET
cuesj-667	9	12	subnet	subnet	NOUN
cuesj-667	9	13	’s	’s	PART
cuesj-667	9	14	control	control	NOUN
cuesj-667	9	15	node	node	NOUN
cuesj-667	9	16	in	in	ADP
cuesj-667	9	17	this	this	DET
cuesj-667	9	18	topology	topology	NOUN
cuesj-667	9	19	.	.	PUNCT
cuesj-667	10	1	as	as	ADP
cuesj-667	10	2	a	a	DET
cuesj-667	10	3	result	result	NOUN
cuesj-667	10	4	,	,	PUNCT
cuesj-667	10	5	each	each	DET
cuesj-667	10	6	controller	controller	NOUN
cuesj-667	10	7	node	node	NOUN
cuesj-667	10	8	employs	employ	VERB
cuesj-667	10	9	an	an	DET
cuesj-667	10	10	integrated	integrated	ADJ
cuesj-667	10	11	learning	learning	NOUN
cuesj-667	10	12	model	model	NOUN
cuesj-667	10	13	to	to	PART
cuesj-667	10	14	continually	continually	ADV
cuesj-667	10	15	evaluate	evaluate	VERB
cuesj-667	10	16	network	network	NOUN
cuesj-667	10	17	traffic	traffic	NOUN
cuesj-667	10	18	data	datum	NOUN
cuesj-667	10	19	and	and	CCONJ
cuesj-667	10	20	detect	detect	NOUN
cuesj-667	10	21	assaults	assault	NOUN
cuesj-667	10	22	.	.	PUNCT
cuesj-667	11	1	this	this	DET
cuesj-667	11	2	learning	learning	NOUN
cuesj-667	11	3	model	model	NOUN
cuesj-667	11	4	incorporates	incorporate	VERB
cuesj-667	11	5	an	an	DET
cuesj-667	11	6	artificial	artificial	ADJ
cuesj-667	11	7	neural	neural	ADJ
cuesj-667	11	8	network	network	NOUN
cuesj-667	11	9	,	,	PUNCT
cuesj-667	11	10	a	a	DET
cuesj-667	11	11	decision	decision	NOUN
cuesj-667	11	12	tree	tree	NOUN
cuesj-667	11	13	,	,	PUNCT
cuesj-667	11	14	and	and	CCONJ
cuesj-667	11	15	a	a	DET
cuesj-667	11	16	new	new	ADJ
cuesj-667	11	17	biz	biz	NOUN
cuesj-667	11	18	model	model	NOUN
cuesj-667	11	19	that	that	PRON
cuesj-667	11	20	uses	use	VERB
cuesj-667	11	21	statistical	statistical	ADJ
cuesj-667	11	22	information	information	NOUN
cuesj-667	11	23	gathered	gather	VERB
cuesj-667	11	24	from	from	ADP
cuesj-667	11	25	each	each	DET
cuesj-667	11	26	data	datum	NOUN
cuesj-667	11	27	stream	stream	NOUN
cuesj-667	11	28	to	to	PART
cuesj-667	11	29	identify	identify	VERB
cuesj-667	11	30	the	the	DET
cuesj-667	11	31	likely	likely	ADJ
cuesj-667	11	32	existence	existence	NOUN
cuesj-667	11	33	of	of	ADP
cuesj-667	11	34	assaults	assault	NOUN
cuesj-667	11	35	.	.	PUNCT
cuesj-667	12	1	nslkdd	nslkdd	ADJ
cuesj-667	12	2	database	database	NOUN
cuesj-667	12	3	data	datum	NOUN
cuesj-667	12	4	were	be	AUX
cuesj-667	12	5	utilized	utilize	VERB
cuesj-667	12	6	to	to	PART
cuesj-667	12	7	assess	assess	VERB
cuesj-667	12	8	the	the	DET
cuesj-667	12	9	proposed	propose	VERB
cuesj-667	12	10	method	method	NOUN
cuesj-667	12	11	’s	’s	PART
cuesj-667	12	12	performance	performance	NOUN
cuesj-667	12	13	,	,	PUNCT
cuesj-667	12	14	and	and	CCONJ
cuesj-667	12	15	its	its	PRON
cuesj-667	12	16	accuracy	accuracy	NOUN
cuesj-667	12	17	in	in	ADP
cuesj-667	12	18	identifying	identify	VERB
cuesj-667	12	19	denial	denial	NOUN
cuesj-667	12	20	of	of	ADP
cuesj-667	12	21	service	service	NOUN
cuesj-667	12	22	attacks	attack	NOUN
cuesj-667	12	23	was	be	AUX
cuesj-667	12	24	compared	compare	VERB
cuesj-667	12	25	to	to	ADP
cuesj-667	12	26	earlier	early	ADJ
cuesj-667	12	27	approaches	approach	NOUN
cuesj-667	12	28	.	.	PUNCT
cuesj-667	13	1	keywords	keyword	NOUN
cuesj-667	13	2	:	:	PUNCT
cuesj-667	13	3	denial	denial	NOUN
cuesj-667	13	4	of	of	ADP
cuesj-667	13	5	service	service	NOUN
cuesj-667	13	6	attacks	attack	NOUN
cuesj-667	13	7	,	,	PUNCT
cuesj-667	13	8	intrusion	intrusion	NOUN
cuesj-667	13	9	detection	detection	NOUN
cuesj-667	13	10	system	system	NOUN
cuesj-667	13	11	,	,	PUNCT
cuesj-667	13	12	cumulative	cumulative	ADJ
cuesj-667	13	13	learning	learning	NOUN
cuesj-667	13	14	,	,	PUNCT
cuesj-667	13	15	software	software	NOUN
cuesj-667	13	16	-	-	PUNCT
cuesj-667	13	17	based	base	VERB
cuesj-667	13	18	network	network	NOUN
cuesj-667	13	19	,	,	PUNCT
cuesj-667	13	20	internet	internet	NOUN
cuesj-667	13	21	of	of	ADP
cuesj-667	13	22	things	thing	NOUN
cuesj-667	13	23	introduction	introduction	VERB
cuesj-667	13	24	the	the	DET
cuesj-667	13	25	internet	internet	NOUN
cuesj-667	13	26	of	of	ADP
cuesj-667	13	27	things	thing	NOUN
cuesj-667	13	28	(	(	PUNCT
cuesj-667	13	29	iot	iot	NOUN
cuesj-667	13	30	)	)	PUNCT
cuesj-667	13	31	is	be	AUX
cuesj-667	13	32	a	a	DET
cuesj-667	13	33	notion	notion	NOUN
cuesj-667	13	34	that	that	PRON
cuesj-667	13	35	was	be	AUX
cuesj-667	13	36	first	first	ADV
cuesj-667	13	37	presented	present	VERB
cuesj-667	13	38	in	in	ADP
cuesj-667	13	39	the	the	DET
cuesj-667	13	40	late	late	ADJ
cuesj-667	13	41	20th	20th	ADJ
cuesj-667	13	42	century	century	NOUN
cuesj-667	13	43	and	and	CCONJ
cuesj-667	13	44	refers	refer	VERB
cuesj-667	13	45	to	to	ADP
cuesj-667	13	46	the	the	DET
cuesj-667	13	47	intelligent	intelligent	ADJ
cuesj-667	13	48	interaction	interaction	NOUN
cuesj-667	13	49	between	between	ADP
cuesj-667	13	50	machines	machine	NOUN
cuesj-667	13	51	and	and	CCONJ
cuesj-667	13	52	humans	human	NOUN
cuesj-667	13	53	over	over	ADP
cuesj-667	13	54	a	a	DET
cuesj-667	13	55	large	large	ADJ
cuesj-667	13	56	communication	communication	NOUN
cuesj-667	13	57	platform	platform	NOUN
cuesj-667	13	58	such	such	ADJ
cuesj-667	13	59	as	as	ADP
cuesj-667	13	60	the	the	DET
cuesj-667	13	61	internet	internet	NOUN
cuesj-667	13	62	.	.	PUNCT
cuesj-667	14	1	all	all	DET
cuesj-667	14	2	smart	smart	ADJ
cuesj-667	14	3	gadgets	gadget	NOUN
cuesj-667	14	4	in	in	ADP
cuesj-667	14	5	this	this	DET
cuesj-667	14	6	communication	communication	NOUN
cuesj-667	14	7	system	system	NOUN
cuesj-667	14	8	have	have	VERB
cuesj-667	14	9	a	a	DET
cuesj-667	14	10	unique	unique	ADJ
cuesj-667	14	11	identity	identity	NOUN
cuesj-667	14	12	and	and	CCONJ
cuesj-667	14	13	the	the	DET
cuesj-667	14	14	capacity	capacity	NOUN
cuesj-667	14	15	to	to	PART
cuesj-667	14	16	interact	interact	VERB
cuesj-667	14	17	with	with	ADP
cuesj-667	14	18	other	other	ADJ
cuesj-667	14	19	devices	device	NOUN
cuesj-667	14	20	.	.	PUNCT
cuesj-667	15	1	each	each	DET
cuesj-667	15	2	device	device	NOUN
cuesj-667	15	3	that	that	PRON
cuesj-667	15	4	can	can	AUX
cuesj-667	15	5	be	be	AUX
cuesj-667	15	6	connected	connect	VERB
cuesj-667	15	7	to	to	ADP
cuesj-667	15	8	the	the	DET
cuesj-667	15	9	structure	structure	NOUN
cuesj-667	15	10	of	of	ADP
cuesj-667	15	11	the	the	DET
cuesj-667	15	12	iot	iot	NOUN
cuesj-667	15	13	is	be	AUX
cuesj-667	15	14	called	call	VERB
cuesj-667	15	15	an	an	DET
cuesj-667	15	16	object	object	NOUN
cuesj-667	15	17	,	,	PUNCT
cuesj-667	15	18	and	and	CCONJ
cuesj-667	15	19	the	the	DET
cuesj-667	15	20	result	result	NOUN
cuesj-667	15	21	of	of	ADP
cuesj-667	15	22	the	the	DET
cuesj-667	15	23	integration	integration	NOUN
cuesj-667	15	24	of	of	ADP
cuesj-667	15	25	all	all	DET
cuesj-667	15	26	objects	object	NOUN
cuesj-667	15	27	in	in	ADP
cuesj-667	15	28	a	a	DET
cuesj-667	15	29	global	global	ADJ
cuesj-667	15	30	information	information	NOUN
cuesj-667	15	31	network	network	NOUN
cuesj-667	15	32	will	will	AUX
cuesj-667	15	33	form	form	VERB
cuesj-667	15	34	the	the	DET
cuesj-667	15	35	iot	iot	NOUN
cuesj-667	15	36	.	.	PUNCT
cuesj-667	16	1	in	in	ADP
cuesj-667	16	2	general	general	ADJ
cuesj-667	16	3	,	,	PUNCT
cuesj-667	16	4	the	the	DET
cuesj-667	16	5	interactions	interaction	NOUN
cuesj-667	16	6	of	of	ADP
cuesj-667	16	7	objects	object	NOUN
cuesj-667	16	8	in	in	ADP
cuesj-667	16	9	this	this	DET
cuesj-667	16	10	communication	communication	NOUN
cuesj-667	16	11	structure	structure	NOUN
cuesj-667	16	12	are	be	AUX
cuesj-667	16	13	beyond	beyond	ADP
cuesj-667	16	14	the	the	DET
cuesj-667	16	15	traditional	traditional	ADJ
cuesj-667	16	16	machine	machine	NOUN
cuesj-667	16	17	-	-	PUNCT
cuesj-667	16	18	to	to	ADP
cuesj-667	16	19	-	-	PUNCT
cuesj-667	16	20	machine	machine	NOUN
cuesj-667	16	21	communication	communication	NOUN
cuesj-667	16	22	and	and	CCONJ
cuesj-667	16	23	can	can	AUX
cuesj-667	16	24	lead	lead	VERB
cuesj-667	16	25	to	to	ADP
cuesj-667	16	26	huge	huge	ADJ
cuesj-667	16	27	changes	change	NOUN
cuesj-667	16	28	in	in	ADP
cuesj-667	16	29	areas	area	NOUN
cuesj-667	16	30	such	such	ADJ
cuesj-667	16	31	as	as	ADP
cuesj-667	16	32	transportation	transportation	NOUN
cuesj-667	16	33	,	,	PUNCT
cuesj-667	16	34	industry	industry	NOUN
cuesj-667	16	35	,	,	PUNCT
cuesj-667	16	36	treatment	treatment	NOUN
cuesj-667	16	37	network	network	NOUN
cuesj-667	16	38	,	,	PUNCT
cuesj-667	16	39	and	and	CCONJ
cuesj-667	16	40	so	so	ADV
cuesj-667	16	41	on	on	ADV
cuesj-667	16	42	.	.	PUNCT
cuesj-667	17	1	despite	despite	SCONJ
cuesj-667	17	2	these	these	DET
cuesj-667	17	3	benefits	benefit	NOUN
cuesj-667	17	4	,	,	PUNCT
cuesj-667	17	5	several	several	ADJ
cuesj-667	17	6	of	of	ADP
cuesj-667	17	7	the	the	DET
cuesj-667	17	8	network	network	NOUN
cuesj-667	17	9	’s	’s	PART
cuesj-667	17	10	fundamental	fundamental	ADJ
cuesj-667	17	11	properties	property	NOUN
cuesj-667	17	12	,	,	PUNCT
cuesj-667	17	13	such	such	ADJ
cuesj-667	17	14	as	as	ADP
cuesj-667	17	15	its	its	PRON
cuesj-667	17	16	breadth	breadth	NOUN
cuesj-667	17	17	,	,	PUNCT
cuesj-667	17	18	variety	variety	NOUN
cuesj-667	17	19	of	of	ADP
cuesj-667	17	20	objects	object	NOUN
cuesj-667	17	21	,	,	PUNCT
cuesj-667	17	22	and	and	CCONJ
cuesj-667	17	23	usage	usage	NOUN
cuesj-667	17	24	of	of	ADP
cuesj-667	17	25	numerous	numerous	ADJ
cuesj-667	17	26	protocols	protocol	NOUN
cuesj-667	17	27	,	,	PUNCT
cuesj-667	17	28	have	have	AUX
cuesj-667	17	29	posed	pose	VERB
cuesj-667	17	30	management	management	NOUN
cuesj-667	17	31	issues.[1	issues.[1	ADV
cuesj-667	17	32	]	]	PUNCT
cuesj-667	17	33	a	a	DET
cuesj-667	17	34	big	big	ADJ
cuesj-667	17	35	network	network	NOUN
cuesj-667	17	36	,	,	PUNCT
cuesj-667	17	37	in	in	ADP
cuesj-667	17	38	most	most	ADJ
cuesj-667	17	39	cases	case	NOUN
cuesj-667	17	40	,	,	PUNCT
cuesj-667	17	41	can	can	AUX
cuesj-667	17	42	not	not	PART
cuesj-667	17	43	function	function	VERB
cuesj-667	17	44	properly	properly	ADV
cuesj-667	17	45	without	without	ADP
cuesj-667	17	46	some	some	DET
cuesj-667	17	47	form	form	NOUN
cuesj-667	17	48	of	of	ADP
cuesj-667	17	49	organization	organization	NOUN
cuesj-667	17	50	.	.	PUNCT
cuesj-667	18	1	this	this	PRON
cuesj-667	18	2	is	be	AUX
cuesj-667	18	3	due	due	ADJ
cuesj-667	18	4	to	to	ADP
cuesj-667	18	5	issues	issue	NOUN
cuesj-667	18	6	such	such	ADJ
cuesj-667	18	7	as	as	ADP
cuesj-667	18	8	user	user	NOUN
cuesj-667	18	9	authentication	authentication	NOUN
cuesj-667	18	10	and	and	CCONJ
cuesj-667	18	11	network	network	NOUN
cuesj-667	18	12	architectural	architectural	ADJ
cuesj-667	18	13	scalability	scalability	NOUN
cuesj-667	18	14	.	.	PUNCT
cuesj-667	19	1	some	some	PRON
cuesj-667	19	2	of	of	ADP
cuesj-667	19	3	the	the	DET
cuesj-667	19	4	existing	exist	VERB
cuesj-667	19	5	difficulties	difficulty	NOUN
cuesj-667	19	6	can	can	AUX
cuesj-667	19	7	be	be	AUX
cuesj-667	19	8	overcome	overcome	VERB
cuesj-667	19	9	in	in	ADP
cuesj-667	19	10	a	a	DET
cuesj-667	19	11	cost	cost	NOUN
cuesj-667	19	12	-	-	PUNCT
cuesj-667	19	13	effective	effective	ADJ
cuesj-667	19	14	manner	manner	NOUN
cuesj-667	19	15	using	use	VERB
cuesj-667	19	16	software	software	NOUN
cuesj-667	19	17	defined	define	VERB
cuesj-667	19	18	networks	network	NOUN
cuesj-667	19	19	(	(	PUNCT
cuesj-667	19	20	sdn).[2	sdn).[2	X
cuesj-667	19	21	]	]	X
cuesj-667	19	22	a	a	DET
cuesj-667	19	23	software	software	NOUN
cuesj-667	19	24	-	-	PUNCT
cuesj-667	19	25	centric	centric	ADJ
cuesj-667	19	26	network	network	NOUN
cuesj-667	19	27	is	be	AUX
cuesj-667	19	28	a	a	DET
cuesj-667	19	29	novel	novel	ADJ
cuesj-667	19	30	communication	communication	NOUN
cuesj-667	19	31	network	network	NOUN
cuesj-667	19	32	design	design	NOUN
cuesj-667	19	33	that	that	PRON
cuesj-667	19	34	has	have	AUX
cuesj-667	19	35	been	be	AUX
cuesj-667	19	36	proposed	propose	VERB
cuesj-667	19	37	to	to	PART
cuesj-667	19	38	achieve	achieve	VERB
cuesj-667	19	39	aims	aim	NOUN
cuesj-667	19	40	such	such	ADJ
cuesj-667	19	41	as	as	ADP
cuesj-667	19	42	more	more	ADV
cuesj-667	19	43	efficient	efficient	ADJ
cuesj-667	19	44	network	network	NOUN
cuesj-667	19	45	dynamics	dynamic	NOUN
cuesj-667	19	46	confrontation	confrontation	NOUN
cuesj-667	19	47	,	,	PUNCT
cuesj-667	19	48	improved	improved	ADJ
cuesj-667	19	49	network	network	NOUN
cuesj-667	19	50	flexibility	flexibility	NOUN
cuesj-667	19	51	,	,	PUNCT
cuesj-667	19	52	and	and	CCONJ
cuesj-667	19	53	improved	improved	ADJ
cuesj-667	19	54	network	network	NOUN
cuesj-667	19	55	manageability	manageability	NOUN
cuesj-667	19	56	.	.	PUNCT
cuesj-667	20	1	the	the	DET
cuesj-667	20	2	control	control	NOUN
cuesj-667	20	3	layer	layer	NOUN
cuesj-667	20	4	is	be	AUX
cuesj-667	20	5	separated	separate	VERB
cuesj-667	20	6	from	from	ADP
cuesj-667	20	7	the	the	DET
cuesj-667	20	8	data	data	NOUN
cuesj-667	20	9	layer	layer	NOUN
cuesj-667	20	10	in	in	ADP
cuesj-667	20	11	this	this	DET
cuesj-667	20	12	design	design	NOUN
cuesj-667	20	13	,	,	PUNCT
cuesj-667	20	14	which	which	PRON
cuesj-667	20	15	is	be	AUX
cuesj-667	20	16	made	make	VERB
cuesj-667	20	17	up	up	ADP
cuesj-667	20	18	of	of	ADP
cuesj-667	20	19	two	two	NUM
cuesj-667	20	20	primary	primary	ADJ
cuesj-667	20	21	components	component	NOUN
cuesj-667	20	22	:	:	PUNCT
cuesj-667	20	23	forwarding	forward	VERB
cuesj-667	20	24	elements	element	NOUN
cuesj-667	20	25	and	and	CCONJ
cuesj-667	20	26	sdn	sdn	NOUN
cuesj-667	20	27	controllers	controller	NOUN
cuesj-667	20	28	.	.	PUNCT
cuesj-667	21	1	delivery	delivery	NOUN
cuesj-667	21	2	equipment	equipment	NOUN
cuesj-667	21	3	’s	’s	PART
cuesj-667	21	4	role	role	NOUN
cuesj-667	21	5	is	be	AUX
cuesj-667	21	6	to	to	PART
cuesj-667	21	7	exchange	exchange	VERB
cuesj-667	21	8	packets	packet	NOUN
cuesj-667	21	9	through	through	ADP
cuesj-667	21	10	proprietary	proprietary	ADJ
cuesj-667	21	11	hardware	hardware	NOUN
cuesj-667	21	12	or	or	CCONJ
cuesj-667	21	13	software	software	NOUN
cuesj-667	21	14	.	.	PUNCT
cuesj-667	22	1	the	the	DET
cuesj-667	22	2	controller	controller	NOUN
cuesj-667	22	3	,	,	PUNCT
cuesj-667	22	4	on	on	ADP
cuesj-667	22	5	the	the	DET
cuesj-667	22	6	other	other	ADJ
cuesj-667	22	7	hand	hand	NOUN
cuesj-667	22	8	,	,	PUNCT
cuesj-667	22	9	is	be	AUX
cuesj-667	22	10	a	a	DET
cuesj-667	22	11	piece	piece	NOUN
cuesj-667	22	12	of	of	ADP
cuesj-667	22	13	software	software	NOUN
cuesj-667	22	14	that	that	PRON
cuesj-667	22	15	operates	operate	VERB
cuesj-667	22	16	on	on	ADP
cuesj-667	22	17	a	a	DET
cuesj-667	22	18	hardware	hardware	NOUN
cuesj-667	22	19	platform	platform	NOUN
cuesj-667	22	20	and	and	CCONJ
cuesj-667	22	21	is	be	AUX
cuesj-667	22	22	designed	design	VERB
cuesj-667	22	23	to	to	PART
cuesj-667	22	24	carry	carry	VERB
cuesj-667	22	25	out	out	ADP
cuesj-667	22	26	specific	specific	ADJ
cuesj-667	22	27	functions	function	NOUN
cuesj-667	22	28	.	.	PUNCT
cuesj-667	23	1	to	to	PART
cuesj-667	23	2	authenticate	authenticate	VERB
cuesj-667	23	3	users	user	NOUN
cuesj-667	23	4	on	on	ADP
cuesj-667	23	5	the	the	DET
cuesj-667	23	6	network	network	NOUN
cuesj-667	23	7	,	,	PUNCT
cuesj-667	23	8	the	the	DET
cuesj-667	23	9	suggested	suggest	VERB
cuesj-667	23	10	solution	solution	NOUN
cuesj-667	23	11	cihan	cihan	ADP
cuesj-667	23	12	university	university	NOUN
cuesj-667	23	13	-	-	PUNCT
cuesj-667	23	14	erbil	erbil	PROPN
cuesj-667	23	15	scientific	scientific	ADJ
cuesj-667	23	16	journal	journal	NOUN
cuesj-667	23	17	(	(	PUNCT
cuesj-667	23	18	cuesj	cuesj	PROPN
cuesj-667	23	19	)	)	PUNCT
cuesj-667	23	20	corresponding	correspond	VERB
cuesj-667	23	21	author	author	NOUN
cuesj-667	23	22	:	:	PUNCT
cuesj-667	23	23	adil	adil	PROPN
cuesj-667	23	24	h.	h.	PROPN
cuesj-667	23	25	mohammed	mohammed	PROPN
cuesj-667	23	26	,	,	PUNCT
cuesj-667	23	27	department	department	NOUN
cuesj-667	23	28	of	of	ADP
cuesj-667	23	29	communication	communication	NOUN
cuesj-667	23	30	and	and	CCONJ
cuesj-667	23	31	computer	computer	NOUN
cuesj-667	23	32	engineering	engineering	NOUN
cuesj-667	23	33	,	,	PUNCT
cuesj-667	23	34	faculty	faculty	NOUN
cuesj-667	23	35	of	of	ADP
cuesj-667	23	36	engineering	engineering	NOUN
cuesj-667	23	37	,	,	PUNCT
cuesj-667	23	38	cihan	cihan	VERB
cuesj-667	23	39	university	university	NOUN
cuesj-667	23	40	-	-	PUNCT
cuesj-667	23	41	erbil	erbil	PROPN
cuesj-667	23	42	,	,	PUNCT
cuesj-667	23	43	kurdistan	kurdistan	PROPN
cuesj-667	23	44	region	region	NOUN
cuesj-667	23	45	,	,	PUNCT
cuesj-667	23	46	iraq	iraq	PROPN
cuesj-667	23	47	.	.	PUNCT
cuesj-667	24	1	e	e	X
cuesj-667	24	2	-	-	NOUN
cuesj-667	24	3	mail	mail	NOUN
cuesj-667	24	4	:	:	PUNCT
cuesj-667	24	5	adil.mohammed@cihanuniversity.edu.iq	adil.mohammed@cihanuniversity.edu.iq	PROPN
cuesj-667	24	6	received	receive	VERB
cuesj-667	24	7	:	:	PUNCT
cuesj-667	24	8	june	june	PROPN
cuesj-667	24	9	17	17	NUM
cuesj-667	24	10	,	,	PUNCT
cuesj-667	24	11	2022	2022	NUM
cuesj-667	24	12	accepted	accept	VERB
cuesj-667	24	13	:	:	PUNCT
cuesj-667	24	14	july	july	PROPN
cuesj-667	24	15	29	29	NUM
cuesj-667	24	16	,	,	PUNCT
cuesj-667	24	17	2022	2022	NUM
cuesj-667	24	18	published	publish	VERB
cuesj-667	24	19	:	:	PUNCT
cuesj-667	24	20	august	august	PROPN
cuesj-667	24	21	20	20	NUM
cuesj-667	24	22	,	,	PUNCT
cuesj-667	24	23	2022	2022	NUM
cuesj-667	24	24	doi	doi	NOUN
cuesj-667	24	25	:	:	PUNCT
cuesj-667	24	26	10.24086	10.24086	NUM
cuesj-667	24	27	/	/	SYM
cuesj-667	24	28	cuesj.v6n2y2022.pp49	cuesj.v6n2y2022.pp49	ADP
cuesj-667	24	29	-	-	SYM
cuesj-667	24	30	56	56	NUM
cuesj-667	24	31	copyright	copyright	NOUN
cuesj-667	24	32	©	©	ADP
cuesj-667	24	33	2022	2022	NUM
cuesj-667	24	34	shima	shima	PROPN
cuesj-667	24	35	rashidi	rashidi	PROPN
cuesj-667	24	36	,	,	PUNCT
cuesj-667	24	37	adil	adil	PROPN
cuesj-667	24	38	h.	h.	PROPN
cuesj-667	24	39	mohammed	mohammed	PROPN
cuesj-667	24	40	,	,	PUNCT
cuesj-667	24	41	yusra	yusra	PROPN
cuesj-667	24	42	a.	a.	PROPN
cuesj-667	24	43	salih	salih	PROPN
cuesj-667	24	44	.	.	PUNCT
cuesj-667	25	1	this	this	PRON
cuesj-667	25	2	is	be	AUX
cuesj-667	25	3	an	an	DET
cuesj-667	25	4	open	open	ADJ
cuesj-667	25	5	-	-	PUNCT
cuesj-667	25	6	access	access	NOUN
cuesj-667	25	7	article	article	NOUN
cuesj-667	25	8	distributed	distribute	VERB
cuesj-667	25	9	under	under	ADP
cuesj-667	25	10	the	the	DET
cuesj-667	25	11	creative	creative	ADJ
cuesj-667	25	12	commons	common	NOUN
cuesj-667	25	13	attribution	attribution	NOUN
cuesj-667	25	14	license	license	NOUN
cuesj-667	25	15	(	(	PUNCT
cuesj-667	25	16	cc	cc	NOUN
cuesj-667	25	17	by	by	ADP
cuesj-667	25	18	-	-	PUNCT
cuesj-667	25	19	nc	nc	VERB
cuesj-667	25	20	-	-	PROPN
cuesj-667	25	21	nd	nd	PRON
cuesj-667	25	22	4.0	4.0	NUM
cuesj-667	25	23	)	)	PUNCT
cuesj-667	25	24	.	.	PUNCT
cuesj-667	26	1	rashidi	rashidi	PROPN
cuesj-667	26	2	,	,	PUNCT
cuesj-667	26	3	et	et	PROPN
cuesj-667	26	4	al	al	PROPN
cuesj-667	26	5	.	.	PROPN
cuesj-667	26	6	:	:	PUNCT
cuesj-667	27	1	detecting	detect	VERB
cuesj-667	27	2	denial	denial	NOUN
cuesj-667	27	3	of	of	ADP
cuesj-667	27	4	service	service	NOUN
cuesj-667	27	5	attacks	attack	NOUN
cuesj-667	27	6	in	in	ADP
cuesj-667	27	7	internet	internet	NOUN
cuesj-667	27	8	of	of	ADP
cuesj-667	27	9	things	thing	NOUN
cuesj-667	27	10	50	50	NUM
cuesj-667	27	11	http://journals.cihanuniversity.edu.iq/index.php/cuesj	http://journals.cihanuniversity.edu.iq/index.php/cuesj	ADJ
cuesj-667	27	12	cuesj	cuesj	ADJ
cuesj-667	27	13	2022	2022	NUM
cuesj-667	27	14	,	,	PUNCT
cuesj-667	27	15	6	6	NUM
cuesj-667	27	16	(	(	PUNCT
cuesj-667	27	17	2	2	NUM
cuesj-667	27	18	):	):	PUNCT
cuesj-667	27	19	49	49	NUM
cuesj-667	27	20	-	-	SYM
cuesj-667	27	21	56	56	NUM
cuesj-667	27	22	employs	employ	VERB
cuesj-667	27	23	an	an	DET
cuesj-667	27	24	sdn	sdn	NOUN
cuesj-667	27	25	-	-	PUNCT
cuesj-667	27	26	based	base	VERB
cuesj-667	27	27	architecture	architecture	NOUN
cuesj-667	27	28	.	.	PUNCT
cuesj-667	28	1	it	it	PRON
cuesj-667	28	2	separates	separate	VERB
cuesj-667	28	3	the	the	DET
cuesj-667	28	4	network	network	NOUN
cuesj-667	28	5	’s	’s	PART
cuesj-667	28	6	domain	domain	NOUN
cuesj-667	28	7	into	into	ADP
cuesj-667	28	8	sdn	sdn	NOUN
cuesj-667	28	9	subdomains	subdomain	NOUN
cuesj-667	28	10	,	,	PUNCT
cuesj-667	28	11	with	with	ADP
cuesj-667	28	12	each	each	DET
cuesj-667	28	13	subdomain	subdomain	NOUN
cuesj-667	28	14	in	in	ADP
cuesj-667	28	15	charge	charge	NOUN
cuesj-667	28	16	of	of	ADP
cuesj-667	28	17	authenticating	authenticate	VERB
cuesj-667	28	18	users	user	NOUN
cuesj-667	28	19	in	in	ADP
cuesj-667	28	20	its	its	PRON
cuesj-667	28	21	own	own	ADJ
cuesj-667	28	22	domain	domain	NOUN
cuesj-667	28	23	.	.	PUNCT
cuesj-667	29	1	on	on	ADP
cuesj-667	29	2	the	the	DET
cuesj-667	29	3	other	other	ADJ
cuesj-667	29	4	side	side	NOUN
cuesj-667	29	5	,	,	PUNCT
cuesj-667	29	6	the	the	DET
cuesj-667	29	7	iot	iot	PROPN
cuesj-667	29	8	ecosystem	ecosystem	NOUN
cuesj-667	29	9	gives	give	VERB
cuesj-667	29	10	greater	great	ADJ
cuesj-667	29	11	opportunity	opportunity	NOUN
cuesj-667	29	12	for	for	SCONJ
cuesj-667	29	13	attackers	attacker	NOUN
cuesj-667	29	14	to	to	PART
cuesj-667	29	15	conduct	conduct	VERB
cuesj-667	29	16	threats	threat	NOUN
cuesj-667	29	17	such	such	ADJ
cuesj-667	29	18	as	as	ADP
cuesj-667	29	19	denial	denial	NOUN
cuesj-667	29	20	of	of	ADP
cuesj-667	29	21	service	service	NOUN
cuesj-667	29	22	(	(	PUNCT
cuesj-667	29	23	dos	do	NOUN
cuesj-667	29	24	)	)	PUNCT
cuesj-667	29	25	assaults	assault	NOUN
cuesj-667	29	26	due	due	ADP
cuesj-667	29	27	to	to	ADP
cuesj-667	29	28	the	the	DET
cuesj-667	29	29	exponential	exponential	ADJ
cuesj-667	29	30	growth	growth	NOUN
cuesj-667	29	31	in	in	ADP
cuesj-667	29	32	the	the	DET
cuesj-667	29	33	number	number	NOUN
cuesj-667	29	34	of	of	ADP
cuesj-667	29	35	connected	connected	ADJ
cuesj-667	29	36	devices	device	NOUN
cuesj-667	29	37	and	and	CCONJ
cuesj-667	29	38	apps	app	NOUN
cuesj-667	29	39	.	.	PUNCT
cuesj-667	30	1	application	application	NOUN
cuesj-667	30	2	layer	layer	NOUN
cuesj-667	30	3	dos	do	NOUN
cuesj-667	30	4	attacks	attack	NOUN
cuesj-667	30	5	are	be	AUX
cuesj-667	30	6	a	a	DET
cuesj-667	30	7	type	type	NOUN
cuesj-667	30	8	of	of	ADP
cuesj-667	30	9	malicious	malicious	ADJ
cuesj-667	30	10	attack	attack	NOUN
cuesj-667	30	11	that	that	PRON
cuesj-667	30	12	targets	target	VERB
cuesj-667	30	13	the	the	DET
cuesj-667	30	14	osi	osi	PROPN
cuesj-667	30	15	model	model	NOUN
cuesj-667	30	16	’s	’s	PART
cuesj-667	30	17	top	top	ADJ
cuesj-667	30	18	layer	layer	NOUN
cuesj-667	30	19	(	(	PUNCT
cuesj-667	30	20	where	where	SCONJ
cuesj-667	30	21	common	common	ADJ
cuesj-667	30	22	internet	internet	NOUN
cuesj-667	30	23	requests	request	NOUN
cuesj-667	30	24	such	such	ADJ
cuesj-667	30	25	as	as	ADP
cuesj-667	30	26	http	http	NOUN
cuesj-667	30	27	get	get	VERB
cuesj-667	30	28	and	and	CCONJ
cuesj-667	30	29	http	http	ADJ
cuesj-667	30	30	post	post	NOUN
cuesj-667	30	31	occur	occur	VERB
cuesj-667	30	32	)	)	PUNCT
cuesj-667	30	33	.	.	PUNCT
cuesj-667	31	1	identifying	identify	VERB
cuesj-667	31	2	the	the	DET
cuesj-667	31	3	origins	origin	NOUN
cuesj-667	31	4	of	of	ADP
cuesj-667	31	5	attacks	attack	NOUN
cuesj-667	31	6	and	and	CCONJ
cuesj-667	31	7	security	security	NOUN
cuesj-667	31	8	risks	risk	NOUN
cuesj-667	31	9	are	be	AUX
cuesj-667	31	10	another	another	DET
cuesj-667	31	11	topic	topic	NOUN
cuesj-667	31	12	to	to	PART
cuesj-667	31	13	consider	consider	VERB
cuesj-667	31	14	while	while	SCONJ
cuesj-667	31	15	constructing	construct	VERB
cuesj-667	31	16	the	the	DET
cuesj-667	31	17	proposed	propose	VERB
cuesj-667	31	18	model	model	NOUN
cuesj-667	31	19	in	in	ADP
cuesj-667	31	20	this	this	DET
cuesj-667	31	21	context	context	NOUN
cuesj-667	31	22	.	.	PUNCT
cuesj-667	32	1	to	to	ADP
cuesj-667	32	2	this	this	DET
cuesj-667	32	3	purpose	purpose	NOUN
cuesj-667	32	4	,	,	PUNCT
cuesj-667	32	5	the	the	DET
cuesj-667	32	6	controller	controller	NOUN
cuesj-667	32	7	nodes	nod	VERB
cuesj-667	32	8	in	in	ADP
cuesj-667	32	9	each	each	DET
cuesj-667	32	10	sdn	sdn	NOUN
cuesj-667	32	11	subnet	subnet	NOUN
cuesj-667	32	12	manage	manage	VERB
cuesj-667	32	13	the	the	DET
cuesj-667	32	14	network	network	NOUN
cuesj-667	32	15	traffic	traffic	NOUN
cuesj-667	32	16	pattern	pattern	NOUN
cuesj-667	32	17	and	and	CCONJ
cuesj-667	32	18	identify	identify	VERB
cuesj-667	32	19	the	the	DET
cuesj-667	32	20	existence	existence	NOUN
cuesj-667	32	21	of	of	ADP
cuesj-667	32	22	probable	probable	ADJ
cuesj-667	32	23	attacks	attack	NOUN
cuesj-667	32	24	on	on	ADP
cuesj-667	32	25	their	their	PRON
cuesj-667	32	26	subnet	subnet	NOUN
cuesj-667	32	27	using	use	VERB
cuesj-667	32	28	a	a	DET
cuesj-667	32	29	model	model	NOUN
cuesj-667	32	30	based	base	VERB
cuesj-667	32	31	on	on	ADP
cuesj-667	32	32	ensemble	ensemble	ADJ
cuesj-667	32	33	learning	learning	NOUN
cuesj-667	32	34	techniques.[3	techniques.[3	NOUN
cuesj-667	32	35	]	]	X
cuesj-667	32	36	several	several	ADJ
cuesj-667	32	37	learning	learning	NOUN
cuesj-667	32	38	models	model	NOUN
cuesj-667	32	39	(	(	PUNCT
cuesj-667	32	40	such	such	ADJ
cuesj-667	32	41	as	as	ADP
cuesj-667	32	42	decision	decision	NOUN
cuesj-667	32	43	tree	tree	NOUN
cuesj-667	32	44	,	,	PUNCT
cuesj-667	32	45	neural	neural	ADJ
cuesj-667	32	46	network	network	NOUN
cuesj-667	32	47	,	,	PUNCT
cuesj-667	32	48	and	and	CCONJ
cuesj-667	32	49	new	new	ADJ
cuesj-667	32	50	biz	biz	NOUN
cuesj-667	32	51	)	)	PUNCT
cuesj-667	32	52	are	be	AUX
cuesj-667	32	53	utilized	utilize	VERB
cuesj-667	32	54	in	in	ADP
cuesj-667	32	55	the	the	DET
cuesj-667	32	56	proposed	propose	VERB
cuesj-667	32	57	cumulative	cumulative	ADJ
cuesj-667	32	58	learning	learning	NOUN
cuesj-667	32	59	model	model	NOUN
cuesj-667	32	60	to	to	PART
cuesj-667	32	61	identify	identify	VERB
cuesj-667	32	62	the	the	DET
cuesj-667	32	63	origins	origin	NOUN
cuesj-667	32	64	of	of	ADP
cuesj-667	32	65	assaults	assault	NOUN
cuesj-667	32	66	,	,	PUNCT
cuesj-667	32	67	and	and	CCONJ
cuesj-667	32	68	the	the	DET
cuesj-667	32	69	final	final	ADJ
cuesj-667	32	70	diagnosis	diagnosis	NOUN
cuesj-667	32	71	is	be	AUX
cuesj-667	32	72	determined	determine	VERB
cuesj-667	32	73	by	by	ADP
cuesj-667	32	74	voting	vote	VERB
cuesj-667	32	75	among	among	ADP
cuesj-667	32	76	the	the	DET
cuesj-667	32	77	output	output	NOUN
cuesj-667	32	78	findings	finding	NOUN
cuesj-667	32	79	of	of	ADP
cuesj-667	32	80	the	the	DET
cuesj-667	32	81	learning	learning	NOUN
cuesj-667	32	82	models	model	NOUN
cuesj-667	32	83	.	.	PUNCT
cuesj-667	33	1	the	the	DET
cuesj-667	33	2	following	follow	VERB
cuesj-667	33	3	is	be	AUX
cuesj-667	33	4	the	the	DET
cuesj-667	33	5	order	order	NOUN
cuesj-667	33	6	in	in	ADP
cuesj-667	33	7	which	which	PRON
cuesj-667	33	8	this	this	DET
cuesj-667	33	9	article	article	NOUN
cuesj-667	33	10	will	will	AUX
cuesj-667	33	11	be	be	AUX
cuesj-667	33	12	continued	continue	VERB
cuesj-667	33	13	:	:	PUNCT
cuesj-667	33	14	in	in	ADP
cuesj-667	33	15	the	the	DET
cuesj-667	33	16	second	second	ADJ
cuesj-667	33	17	section	section	NOUN
cuesj-667	33	18	,	,	PUNCT
cuesj-667	33	19	we	we	PRON
cuesj-667	33	20	’ll	’ll	AUX
cuesj-667	33	21	look	look	VERB
cuesj-667	33	22	at	at	ADP
cuesj-667	33	23	works	work	NOUN
cuesj-667	33	24	that	that	PRON
cuesj-667	33	25	are	be	AUX
cuesj-667	33	26	linked	link	VERB
cuesj-667	33	27	to	to	ADP
cuesj-667	33	28	the	the	DET
cuesj-667	33	29	research	research	NOUN
cuesj-667	33	30	topic	topic	NOUN
cuesj-667	33	31	.	.	PUNCT
cuesj-667	34	1	the	the	DET
cuesj-667	34	2	proposed	propose	VERB
cuesj-667	34	3	method	method	NOUN
cuesj-667	34	4	is	be	AUX
cuesj-667	34	5	described	describe	VERB
cuesj-667	34	6	in	in	ADP
cuesj-667	34	7	detail	detail	NOUN
cuesj-667	34	8	in	in	ADP
cuesj-667	34	9	the	the	DET
cuesj-667	34	10	third	third	ADJ
cuesj-667	34	11	section	section	NOUN
cuesj-667	34	12	,	,	PUNCT
cuesj-667	34	13	and	and	CCONJ
cuesj-667	34	14	the	the	DET
cuesj-667	34	15	results	result	NOUN
cuesj-667	34	16	of	of	ADP
cuesj-667	34	17	evaluating	evaluate	VERB
cuesj-667	34	18	its	its	PRON
cuesj-667	34	19	performance	performance	NOUN
cuesj-667	34	20	in	in	ADP
cuesj-667	34	21	a	a	DET
cuesj-667	34	22	simulated	simulate	VERB
cuesj-667	34	23	environment	environment	NOUN
cuesj-667	34	24	are	be	AUX
cuesj-667	34	25	discussed	discuss	VERB
cuesj-667	34	26	in	in	ADP
cuesj-667	34	27	the	the	DET
cuesj-667	34	28	fourth	fourth	ADJ
cuesj-667	34	29	section	section	NOUN
cuesj-667	34	30	.	.	PUNCT
cuesj-667	35	1	finally	finally	ADV
cuesj-667	35	2	,	,	PUNCT
cuesj-667	35	3	in	in	ADP
cuesj-667	35	4	the	the	DET
cuesj-667	35	5	research	research	NOUN
cuesj-667	35	6	’s	’s	PART
cuesj-667	35	7	fifth	fifth	ADJ
cuesj-667	35	8	section	section	NOUN
cuesj-667	35	9	,	,	PUNCT
cuesj-667	35	10	the	the	DET
cuesj-667	35	11	findings	finding	NOUN
cuesj-667	35	12	are	be	AUX
cuesj-667	35	13	summarized	summarize	VERB
cuesj-667	35	14	and	and	CCONJ
cuesj-667	35	15	recommendations	recommendation	NOUN
cuesj-667	35	16	for	for	ADP
cuesj-667	35	17	further	further	ADJ
cuesj-667	35	18	research	research	NOUN
cuesj-667	35	19	are	be	AUX
cuesj-667	35	20	provided	provide	VERB
cuesj-667	35	21	.	.	PUNCT
cuesj-667	36	1	related	relate	VERB
cuesj-667	36	2	studies	study	NOUN
cuesj-667	36	3	perrone	perrone	PROPN
cuesj-667	36	4	et	et	PROPN
cuesj-667	36	5	al.[4	al.[4	PROPN
cuesj-667	36	6	]	]	PUNCT
cuesj-667	36	7	examined	examine	VERB
cuesj-667	36	8	the	the	DET
cuesj-667	36	9	message	message	NOUN
cuesj-667	36	10	queuing	queue	VERB
cuesj-667	36	11	telemetry	telemetry	NOUN
cuesj-667	36	12	transport	transport	NOUN
cuesj-667	36	13	(	(	PUNCT
cuesj-667	36	14	mqtt	mqtt	NOUN
cuesj-667	36	15	)	)	PUNCT
cuesj-667	36	16	protocol	protocol	PROPN
cuesj-667	36	17	’s	’s	PART
cuesj-667	36	18	security	security	NOUN
cuesj-667	36	19	and	and	CCONJ
cuesj-667	36	20	defined	define	VERB
cuesj-667	36	21	the	the	DET
cuesj-667	36	22	different	different	ADJ
cuesj-667	36	23	security	security	NOUN
cuesj-667	36	24	requirements	requirement	NOUN
cuesj-667	36	25	for	for	ADP
cuesj-667	36	26	establishing	establish	VERB
cuesj-667	36	27	the	the	DET
cuesj-667	36	28	iot	iot	NOUN
cuesj-667	36	29	and	and	CCONJ
cuesj-667	36	30	safeguarding	safeguard	VERB
cuesj-667	36	31	devices	device	NOUN
cuesj-667	36	32	from	from	ADP
cuesj-667	36	33	application	application	NOUN
cuesj-667	36	34	layer	layer	NOUN
cuesj-667	36	35	attacks	attack	NOUN
cuesj-667	36	36	using	use	VERB
cuesj-667	36	37	the	the	DET
cuesj-667	36	38	mqtt	mqtt	ADJ
cuesj-667	36	39	protocol	protocol	NOUN
cuesj-667	36	40	.	.	PUNCT
cuesj-667	37	1	andy	andy	PROPN
cuesj-667	37	2	et	et	PROPN
cuesj-667	37	3	al.[5	al.[5	PROPN
cuesj-667	37	4	]	]	PUNCT
cuesj-667	37	5	looked	look	VERB
cuesj-667	37	6	at	at	ADP
cuesj-667	37	7	certain	certain	ADJ
cuesj-667	37	8	iot	iot	ADJ
cuesj-667	37	9	attack	attack	NOUN
cuesj-667	37	10	scenarios	scenario	NOUN
cuesj-667	37	11	and	and	CCONJ
cuesj-667	37	12	assessed	assess	VERB
cuesj-667	37	13	iot	iot	ADJ
cuesj-667	37	14	security	security	NOUN
cuesj-667	37	15	to	to	PART
cuesj-667	37	16	mitigate	mitigate	VERB
cuesj-667	37	17	these	these	DET
cuesj-667	37	18	attacks	attack	NOUN
cuesj-667	37	19	in	in	ADP
cuesj-667	37	20	another	another	DET
cuesj-667	37	21	study	study	NOUN
cuesj-667	37	22	.	.	PUNCT
cuesj-667	38	1	the	the	DET
cuesj-667	38	2	authors	author	NOUN
cuesj-667	38	3	’	’	PART
cuesj-667	38	4	study	study	NOUN
cuesj-667	38	5	focuses	focus	VERB
cuesj-667	38	6	on	on	ADP
cuesj-667	38	7	iot	iot	ADJ
cuesj-667	38	8	messaging	messaging	NOUN
cuesj-667	38	9	protocol	protocol	NOUN
cuesj-667	38	10	security	security	NOUN
cuesj-667	38	11	and	and	CCONJ
cuesj-667	38	12	attack	attack	NOUN
cuesj-667	38	13	scenarios	scenario	NOUN
cuesj-667	38	14	against	against	ADP
cuesj-667	38	15	open	open	ADJ
cuesj-667	38	16	authentication	authentication	NOUN
cuesj-667	38	17	servers	server	NOUN
cuesj-667	38	18	;	;	PUNCT
cuesj-667	38	19	they	they	PRON
cuesj-667	38	20	’ve	’ve	AUX
cuesj-667	38	21	described	describe	VERB
cuesj-667	38	22	it	it	PRON
cuesj-667	38	23	.	.	PUNCT
cuesj-667	39	1	although	although	SCONJ
cuesj-667	39	2	the	the	DET
cuesj-667	39	3	viability	viability	NOUN
cuesj-667	39	4	of	of	ADP
cuesj-667	39	5	such	such	ADJ
cuesj-667	39	6	attacks	attack	NOUN
cuesj-667	39	7	is	be	AUX
cuesj-667	39	8	currently	currently	ADV
cuesj-667	39	9	debatable	debatable	ADJ
cuesj-667	39	10	,	,	PUNCT
cuesj-667	39	11	the	the	DET
cuesj-667	39	12	open	open	ADJ
cuesj-667	39	13	authentication	authentication	NOUN
cuesj-667	39	14	functionality	functionality	NOUN
cuesj-667	39	15	is	be	AUX
cuesj-667	39	16	deactivated	deactivate	VERB
cuesj-667	39	17	in	in	ADP
cuesj-667	39	18	most	most	ADJ
cuesj-667	39	19	deployments	deployment	NOUN
cuesj-667	39	20	of	of	ADP
cuesj-667	39	21	message	message	NOUN
cuesj-667	39	22	servers	server	NOUN
cuesj-667	39	23	in	in	ADP
cuesj-667	39	24	industrial	industrial	ADJ
cuesj-667	39	25	contexts	context	NOUN
cuesj-667	39	26	to	to	PART
cuesj-667	39	27	decrease	decrease	VERB
cuesj-667	39	28	the	the	DET
cuesj-667	39	29	danger	danger	NOUN
cuesj-667	39	30	of	of	ADP
cuesj-667	39	31	unauthorized	unauthorized	ADJ
cuesj-667	39	32	access	access	NOUN
cuesj-667	39	33	and	and	CCONJ
cuesj-667	39	34	associated	associate	VERB
cuesj-667	39	35	assaults.[6	assaults.[6	ADV
cuesj-667	39	36	]	]	X
cuesj-667	39	37	firdous	firdous	ADJ
cuesj-667	39	38	et	et	NOUN
cuesj-667	39	39	al.[7	al.[7	PROPN
cuesj-667	39	40	]	]	PUNCT
cuesj-667	39	41	investigated	investigate	VERB
cuesj-667	39	42	a	a	DET
cuesj-667	39	43	model	model	NOUN
cuesj-667	39	44	of	of	ADP
cuesj-667	39	45	syn	syn	PROPN
cuesj-667	39	46	flood	flood	PROPN
cuesj-667	39	47	denial	denial	NOUN
cuesj-667	39	48	attack	attack	NOUN
cuesj-667	39	49	and	and	CCONJ
cuesj-667	39	50	its	its	PRON
cuesj-667	39	51	influence	influence	NOUN
cuesj-667	39	52	on	on	ADP
cuesj-667	39	53	message	message	NOUN
cuesj-667	39	54	mediators	mediator	NOUN
cuesj-667	39	55	to	to	PART
cuesj-667	39	56	better	well	ADV
cuesj-667	39	57	understand	understand	VERB
cuesj-667	39	58	security	security	NOUN
cuesj-667	39	59	vulnerabilities	vulnerability	NOUN
cuesj-667	39	60	in	in	ADP
cuesj-667	39	61	iot	iot	ADJ
cuesj-667	39	62	application	application	NOUN
cuesj-667	39	63	layer	layer	NOUN
cuesj-667	39	64	protocols	protocol	NOUN
cuesj-667	39	65	.	.	PUNCT
cuesj-667	40	1	when	when	SCONJ
cuesj-667	40	2	inserting	insert	VERB
cuesj-667	40	3	fuzzy	fuzzy	ADJ
cuesj-667	40	4	data	datum	NOUN
cuesj-667	40	5	between	between	ADP
cuesj-667	40	6	the	the	DET
cuesj-667	40	7	user	user	NOUN
cuesj-667	40	8	and	and	CCONJ
cuesj-667	40	9	the	the	DET
cuesj-667	40	10	server	server	NOUN
cuesj-667	40	11	,	,	PUNCT
cuesj-667	40	12	their	their	PRON
cuesj-667	40	13	suggested	suggest	VERB
cuesj-667	40	14	technique	technique	NOUN
cuesj-667	40	15	examines	examine	VERB
cuesj-667	40	16	the	the	DET
cuesj-667	40	17	behavior	behavior	NOUN
cuesj-667	40	18	of	of	ADP
cuesj-667	40	19	applications	application	NOUN
cuesj-667	40	20	at	at	ADP
cuesj-667	40	21	the	the	DET
cuesj-667	40	22	application	application	NOUN
cuesj-667	40	23	layer	layer	NOUN
cuesj-667	40	24	.	.	PUNCT
cuesj-667	41	1	they	they	PRON
cuesj-667	41	2	employed	employ	VERB
cuesj-667	41	3	a	a	DET
cuesj-667	41	4	fuzzy	fuzzy	ADJ
cuesj-667	41	5	proxy	proxy	NOUN
cuesj-667	41	6	mechanism	mechanism	NOUN
cuesj-667	41	7	combined	combine	VERB
cuesj-667	41	8	with	with	ADP
cuesj-667	41	9	a	a	DET
cuesj-667	41	10	non	non	ADJ
cuesj-667	41	11	-	-	ADJ
cuesj-667	41	12	standard	standard	ADJ
cuesj-667	41	13	closed	closed	ADJ
cuesj-667	41	14	variable	variable	ADJ
cuesj-667	41	15	header	header	NOUN
cuesj-667	41	16	data	datum	NOUN
cuesj-667	41	17	pattern	pattern	NOUN
cuesj-667	41	18	to	to	PART
cuesj-667	41	19	evaluate	evaluate	VERB
cuesj-667	41	20	both	both	PRON
cuesj-667	41	21	the	the	DET
cuesj-667	41	22	broker	broker	NOUN
cuesj-667	41	23	and	and	CCONJ
cuesj-667	41	24	the	the	DET
cuesj-667	41	25	user	user	NOUN
cuesj-667	41	26	’s	’s	PART
cuesj-667	41	27	behavior	behavior	NOUN
cuesj-667	41	28	when	when	SCONJ
cuesj-667	41	29	presented	present	VERB
cuesj-667	41	30	with	with	ADP
cuesj-667	41	31	unexpected	unexpected	ADJ
cuesj-667	41	32	data	datum	NOUN
cuesj-667	41	33	.	.	PUNCT
cuesj-667	42	1	experiments	experiment	NOUN
cuesj-667	42	2	suggest	suggest	VERB
cuesj-667	42	3	that	that	SCONJ
cuesj-667	42	4	this	this	DET
cuesj-667	42	5	method	method	NOUN
cuesj-667	42	6	may	may	AUX
cuesj-667	42	7	uncover	uncover	VERB
cuesj-667	42	8	application	application	NOUN
cuesj-667	42	9	layer	layer	NOUN
cuesj-667	42	10	vulnerabilities	vulnerability	NOUN
cuesj-667	42	11	in	in	ADP
cuesj-667	42	12	messaging	message	VERB
cuesj-667	42	13	intermediates	intermediate	NOUN
cuesj-667	42	14	to	to	ADP
cuesj-667	42	15	some	some	DET
cuesj-667	42	16	extent.[8	extent.[8	NOUN
cuesj-667	42	17	]	]	PUNCT
cuesj-667	42	18	cipla	cipla	NOUN
cuesj-667	42	19	has	have	AUX
cuesj-667	42	20	released	release	VERB
cuesj-667	42	21	f	f	ADJ
cuesj-667	42	22	-	-	PUNCT
cuesj-667	42	23	secure	secure	ADJ
cuesj-667	42	24	mqtt	mqtt	NOUN
cuesj-667	42	25	-	-	PUNCT
cuesj-667	42	26	fuzz	fuzz	NOUN
cuesj-667	42	27	,	,	PUNCT
cuesj-667	42	28	a	a	DET
cuesj-667	42	29	comparable	comparable	ADJ
cuesj-667	42	30	tool	tool	NOUN
cuesj-667	42	31	that	that	PRON
cuesj-667	42	32	has	have	AUX
cuesj-667	42	33	been	be	AUX
cuesj-667	42	34	designed	design	VERB
cuesj-667	42	35	to	to	PART
cuesj-667	42	36	assess	assess	VERB
cuesj-667	42	37	application	application	NOUN
cuesj-667	42	38	layer	layer	NOUN
cuesj-667	42	39	vulnerabilities	vulnerability	NOUN
cuesj-667	42	40	in	in	ADP
cuesj-667	42	41	the	the	DET
cuesj-667	42	42	mqtt	mqtt	NOUN
cuesj-667	42	43	protocol	protocol	NOUN
cuesj-667	42	44	for	for	ADP
cuesj-667	42	45	commercial	commercial	ADJ
cuesj-667	42	46	reasons.[9	reasons.[9	NOUN
cuesj-667	42	47	]	]	X
cuesj-667	42	48	moustafa	moustafa	X
cuesj-667	42	49	et	et	PROPN
cuesj-667	42	50	al.[10	al.[10	PROPN
cuesj-667	42	51	]	]	PUNCT
cuesj-667	42	52	suggested	suggest	VERB
cuesj-667	42	53	a	a	DET
cuesj-667	42	54	technique	technique	NOUN
cuesj-667	42	55	for	for	ADP
cuesj-667	42	56	identifying	identify	VERB
cuesj-667	42	57	iot	iot	NOUN
cuesj-667	42	58	-	-	PUNCT
cuesj-667	42	59	based	base	VERB
cuesj-667	42	60	threats	threat	NOUN
cuesj-667	42	61	that	that	PRON
cuesj-667	42	62	rely	rely	VERB
cuesj-667	42	63	on	on	ADP
cuesj-667	42	64	characteristics	characteristic	NOUN
cuesj-667	42	65	derived	derive	VERB
cuesj-667	42	66	from	from	ADP
cuesj-667	42	67	tcp	tcp	PUNCT
cuesj-667	42	68	protocol	protocol	NOUN
cuesj-667	42	69	analysis	analysis	NOUN
cuesj-667	42	70	.	.	PUNCT
cuesj-667	43	1	a	a	DET
cuesj-667	43	2	set	set	NOUN
cuesj-667	43	3	of	of	ADP
cuesj-667	43	4	attributes	attribute	NOUN
cuesj-667	43	5	characterizing	characterize	VERB
cuesj-667	43	6	the	the	DET
cuesj-667	43	7	communication	communication	NOUN
cuesj-667	43	8	protocol	protocol	NOUN
cuesj-667	43	9	between	between	ADP
cuesj-667	43	10	users	user	NOUN
cuesj-667	43	11	is	be	AUX
cuesj-667	43	12	utilized	utilize	VERB
cuesj-667	43	13	as	as	ADP
cuesj-667	43	14	input	input	NOUN
cuesj-667	43	15	to	to	ADP
cuesj-667	43	16	learning	learn	VERB
cuesj-667	43	17	models	model	NOUN
cuesj-667	43	18	for	for	ADP
cuesj-667	43	19	this	this	DET
cuesj-667	43	20	purpose	purpose	NOUN
cuesj-667	43	21	,	,	PUNCT
cuesj-667	43	22	and	and	CCONJ
cuesj-667	43	23	the	the	DET
cuesj-667	43	24	sort	sort	NOUN
cuesj-667	43	25	of	of	ADP
cuesj-667	43	26	attack	attack	NOUN
cuesj-667	43	27	is	be	AUX
cuesj-667	43	28	detected	detect	VERB
cuesj-667	43	29	by	by	ADP
cuesj-667	43	30	categorizing	categorize	VERB
cuesj-667	43	31	these	these	DET
cuesj-667	43	32	features	feature	NOUN
cuesj-667	43	33	.	.	PUNCT
cuesj-667	44	1	the	the	DET
cuesj-667	44	2	fundamental	fundamental	ADJ
cuesj-667	44	3	difficulty	difficulty	NOUN
cuesj-667	44	4	with	with	ADP
cuesj-667	44	5	this	this	DET
cuesj-667	44	6	study	study	NOUN
cuesj-667	44	7	is	be	AUX
cuesj-667	44	8	that	that	SCONJ
cuesj-667	44	9	it	it	PRON
cuesj-667	44	10	uses	use	VERB
cuesj-667	44	11	restricted	restrict	VERB
cuesj-667	44	12	information	information	NOUN
cuesj-667	44	13	as	as	ADP
cuesj-667	44	14	input	input	NOUN
cuesj-667	44	15	to	to	ADP
cuesj-667	44	16	learning	learn	VERB
cuesj-667	44	17	models	model	NOUN
cuesj-667	44	18	to	to	PART
cuesj-667	44	19	detect	detect	VERB
cuesj-667	44	20	assault	assault	NOUN
cuesj-667	44	21	types	type	NOUN
cuesj-667	44	22	.	.	PUNCT
cuesj-667	45	1	accurate	accurate	ADJ
cuesj-667	45	2	attack	attack	NOUN
cuesj-667	45	3	detection	detection	NOUN
cuesj-667	45	4	at	at	ADP
cuesj-667	45	5	the	the	DET
cuesj-667	45	6	iot	iot	NOUN
cuesj-667	45	7	application	application	NOUN
cuesj-667	45	8	layer	layer	NOUN
cuesj-667	45	9	necessitates	necessitate	VERB
cuesj-667	45	10	access	access	NOUN
cuesj-667	45	11	to	to	ADP
cuesj-667	45	12	a	a	DET
cuesj-667	45	13	large	large	ADJ
cuesj-667	45	14	amount	amount	NOUN
cuesj-667	45	15	of	of	ADP
cuesj-667	45	16	data	datum	NOUN
cuesj-667	45	17	.	.	PUNCT
cuesj-667	46	1	syed	syed	PROPN
cuesj-667	46	2	et	et	PROPN
cuesj-667	46	3	al.[11	al.[11	PROPN
cuesj-667	46	4	]	]	PUNCT
cuesj-667	46	5	suggested	suggest	VERB
cuesj-667	46	6	a	a	DET
cuesj-667	46	7	machine	machine	NOUN
cuesj-667	46	8	learning	learning	NOUN
cuesj-667	46	9	-	-	PUNCT
cuesj-667	46	10	based	base	VERB
cuesj-667	46	11	method	method	NOUN
cuesj-667	46	12	to	to	PART
cuesj-667	46	13	identify	identify	VERB
cuesj-667	46	14	application	application	NOUN
cuesj-667	46	15	-	-	PUNCT
cuesj-667	46	16	layer	layer	NOUN
cuesj-667	46	17	assaults	assault	NOUN
cuesj-667	46	18	on	on	ADP
cuesj-667	46	19	the	the	DET
cuesj-667	46	20	iot	iot	NOUN
cuesj-667	46	21	to	to	PART
cuesj-667	46	22	overcome	overcome	VERB
cuesj-667	46	23	this	this	DET
cuesj-667	46	24	problem	problem	NOUN
cuesj-667	46	25	.	.	PUNCT
cuesj-667	47	1	to	to	PART
cuesj-667	47	2	determine	determine	VERB
cuesj-667	47	3	the	the	DET
cuesj-667	47	4	sort	sort	NOUN
cuesj-667	47	5	of	of	ADP
cuesj-667	47	6	attack	attack	NOUN
cuesj-667	47	7	,	,	PUNCT
cuesj-667	47	8	this	this	DET
cuesj-667	47	9	method	method	NOUN
cuesj-667	47	10	additionally	additionally	ADV
cuesj-667	47	11	leverages	leverage	VERB
cuesj-667	47	12	statistical	statistical	ADJ
cuesj-667	47	13	information	information	NOUN
cuesj-667	47	14	from	from	ADP
cuesj-667	47	15	the	the	DET
cuesj-667	47	16	exchanged	exchange	VERB
cuesj-667	47	17	packets	packet	NOUN
cuesj-667	47	18	,	,	PUNCT
cuesj-667	47	19	as	as	ADV
cuesj-667	47	20	well	well	ADV
cuesj-667	47	21	as	as	ADP
cuesj-667	47	22	aspects	aspect	NOUN
cuesj-667	47	23	of	of	ADP
cuesj-667	47	24	the	the	DET
cuesj-667	47	25	communication	communication	NOUN
cuesj-667	47	26	protocol	protocol	NOUN
cuesj-667	47	27	between	between	ADP
cuesj-667	47	28	the	the	DET
cuesj-667	47	29	objects	object	NOUN
cuesj-667	47	30	.	.	PUNCT
cuesj-667	48	1	the	the	DET
cuesj-667	48	2	effectiveness	effectiveness	NOUN
cuesj-667	48	3	of	of	ADP
cuesj-667	48	4	artificial	artificial	ADJ
cuesj-667	48	5	neural	neural	ADJ
cuesj-667	48	6	networks	network	NOUN
cuesj-667	48	7	and	and	CCONJ
cuesj-667	48	8	decision	decision	NOUN
cuesj-667	48	9	trees	tree	NOUN
cuesj-667	48	10	in	in	ADP
cuesj-667	48	11	accurately	accurately	ADV
cuesj-667	48	12	diagnosing	diagnose	VERB
cuesj-667	48	13	the	the	DET
cuesj-667	48	14	types	type	NOUN
cuesj-667	48	15	of	of	ADP
cuesj-667	48	16	assaults	assault	NOUN
cuesj-667	48	17	has	have	AUX
cuesj-667	48	18	been	be	AUX
cuesj-667	48	19	investigated	investigate	VERB
cuesj-667	48	20	in	in	ADP
cuesj-667	48	21	this	this	DET
cuesj-667	48	22	study	study	NOUN
cuesj-667	48	23	,	,	PUNCT
cuesj-667	48	24	and	and	CCONJ
cuesj-667	48	25	the	the	DET
cuesj-667	48	26	results	result	NOUN
cuesj-667	48	27	reveal	reveal	VERB
cuesj-667	48	28	that	that	SCONJ
cuesj-667	48	29	the	the	DET
cuesj-667	48	30	decision	decision	NOUN
cuesj-667	48	31	tree	tree	NOUN
cuesj-667	48	32	is	be	AUX
cuesj-667	48	33	superior	superior	ADJ
cuesj-667	48	34	in	in	ADP
cuesj-667	48	35	correctly	correctly	ADV
cuesj-667	48	36	diagnosing	diagnose	VERB
cuesj-667	48	37	the	the	DET
cuesj-667	48	38	types	type	NOUN
cuesj-667	48	39	of	of	ADP
cuesj-667	48	40	attacks	attack	NOUN
cuesj-667	48	41	.	.	PUNCT
cuesj-667	49	1	kharkongor	kharkongor	PROPN
cuesj-667	49	2	et	et	PROPN
cuesj-667	49	3	al.[12	al.[12	PROPN
cuesj-667	49	4	]	]	PUNCT
cuesj-667	49	5	suggested	suggest	VERB
cuesj-667	49	6	an	an	DET
cuesj-667	49	7	iot	iot	ADJ
cuesj-667	49	8	routing	routing	NOUN
cuesj-667	49	9	protocol	protocol	NOUN
cuesj-667	49	10	that	that	PRON
cuesj-667	49	11	takes	take	VERB
cuesj-667	49	12	into	into	ADP
cuesj-667	49	13	account	account	NOUN
cuesj-667	49	14	the	the	DET
cuesj-667	49	15	energy	energy	NOUN
cuesj-667	49	16	consumption	consumption	NOUN
cuesj-667	49	17	of	of	ADP
cuesj-667	49	18	heterogeneous	heterogeneous	ADJ
cuesj-667	49	19	network	network	NOUN
cuesj-667	49	20	devices	device	NOUN
cuesj-667	49	21	.	.	PUNCT
cuesj-667	50	1	this	this	DET
cuesj-667	50	2	solution	solution	NOUN
cuesj-667	50	3	proposes	propose	VERB
cuesj-667	50	4	an	an	DET
cuesj-667	50	5	sdn	sdn	NOUN
cuesj-667	50	6	controller	controller	NOUN
cuesj-667	50	7	that	that	PRON
cuesj-667	50	8	serves	serve	VERB
cuesj-667	50	9	as	as	ADP
cuesj-667	50	10	a	a	DET
cuesj-667	50	11	management	management	NOUN
cuesj-667	50	12	center	center	NOUN
cuesj-667	50	13	for	for	ADP
cuesj-667	50	14	network	network	NOUN
cuesj-667	50	15	security	security	NOUN
cuesj-667	50	16	and	and	CCONJ
cuesj-667	50	17	preventing	prevent	VERB
cuesj-667	50	18	hostile	hostile	ADJ
cuesj-667	50	19	nodes	node	NOUN
cuesj-667	50	20	from	from	ADP
cuesj-667	50	21	gaining	gain	VERB
cuesj-667	50	22	access	access	NOUN
cuesj-667	50	23	to	to	ADP
cuesj-667	50	24	the	the	DET
cuesj-667	50	25	network	network	NOUN
cuesj-667	50	26	.	.	PUNCT
cuesj-667	51	1	in	in	ADP
cuesj-667	51	2	this	this	DET
cuesj-667	51	3	paper	paper	NOUN
cuesj-667	51	4	,	,	PUNCT
cuesj-667	51	5	first	first	ADV
cuesj-667	51	6	,	,	PUNCT
cuesj-667	51	7	routing	route	VERB
cuesj-667	51	8	algorithms	algorithm	NOUN
cuesj-667	51	9	are	be	AUX
cuesj-667	51	10	classified	classified	ADJ
cuesj-667	51	11	,	,	PUNCT
cuesj-667	51	12	then	then	ADV
cuesj-667	51	13	the	the	DET
cuesj-667	51	14	proposed	propose	VERB
cuesj-667	51	15	method	method	NOUN
cuesj-667	51	16	for	for	ADP
cuesj-667	51	17	secure	secure	ADJ
cuesj-667	51	18	routing	routing	NOUN
cuesj-667	51	19	in	in	ADP
cuesj-667	51	20	the	the	DET
cuesj-667	51	21	iot	iot	NOUN
cuesj-667	51	22	is	be	AUX
cuesj-667	51	23	presented	present	VERB
cuesj-667	51	24	.	.	PUNCT
cuesj-667	52	1	the	the	DET
cuesj-667	52	2	routing	routing	NOUN
cuesj-667	52	3	algorithm	algorithm	NOUN
cuesj-667	52	4	proposed	propose	VERB
cuesj-667	52	5	in	in	ADP
cuesj-667	52	6	this	this	DET
cuesj-667	52	7	paper	paper	NOUN
cuesj-667	52	8	consists	consist	VERB
cuesj-667	52	9	of	of	ADP
cuesj-667	52	10	six	six	NUM
cuesj-667	52	11	steps	step	NOUN
cuesj-667	52	12	,	,	PUNCT
cuesj-667	52	13	which	which	PRON
cuesj-667	52	14	are	be	AUX
cuesj-667	52	15	:	:	PUNCT
cuesj-667	52	16	registration	registration	NOUN
cuesj-667	52	17	of	of	ADP
cuesj-667	52	18	nodes	node	NOUN
cuesj-667	52	19	by	by	ADP
cuesj-667	52	20	the	the	DET
cuesj-667	52	21	controller	controller	NOUN
cuesj-667	52	22	;	;	PUNCT
cuesj-667	52	23	monitor	monitor	VERB
cuesj-667	52	24	the	the	DET
cuesj-667	52	25	entire	entire	ADJ
cuesj-667	52	26	network	network	NOUN
cuesj-667	52	27	by	by	ADP
cuesj-667	52	28	the	the	DET
cuesj-667	52	29	controller	controller	NOUN
cuesj-667	52	30	;	;	PUNCT
cuesj-667	52	31	receive	receive	VERB
cuesj-667	52	32	neighbor	neighbor	NOUN
cuesj-667	52	33	information	information	NOUN
cuesj-667	52	34	by	by	ADP
cuesj-667	52	35	each	each	DET
cuesj-667	52	36	node	node	NOUN
cuesj-667	52	37	in	in	ADP
cuesj-667	52	38	the	the	DET
cuesj-667	52	39	network	network	NOUN
cuesj-667	52	40	;	;	PUNCT
cuesj-667	52	41	calculate	calculate	VERB
cuesj-667	52	42	the	the	DET
cuesj-667	52	43	remaining	remain	VERB
cuesj-667	52	44	energy	energy	NOUN
cuesj-667	52	45	of	of	ADP
cuesj-667	52	46	neighbors	neighbor	NOUN
cuesj-667	52	47	;	;	PUNCT
cuesj-667	52	48	select	select	VERB
cuesj-667	52	49	and	and	CCONJ
cuesj-667	52	50	send	send	VERB
cuesj-667	52	51	data	datum	NOUN
cuesj-667	52	52	based	base	VERB
cuesj-667	52	53	on	on	ADP
cuesj-667	52	54	the	the	DET
cuesj-667	52	55	remaining	remain	VERB
cuesj-667	52	56	energy	energy	NOUN
cuesj-667	52	57	of	of	ADP
cuesj-667	52	58	the	the	DET
cuesj-667	52	59	nodes	node	NOUN
cuesj-667	52	60	to	to	ADP
cuesj-667	52	61	the	the	DET
cuesj-667	52	62	neighbor	neighbor	NOUN
cuesj-667	52	63	;	;	PUNCT
cuesj-667	52	64	and	and	CCONJ
cuesj-667	52	65	block	block	VERB
cuesj-667	52	66	malicious	malicious	ADJ
cuesj-667	52	67	nodes	node	NOUN
cuesj-667	52	68	and	and	CCONJ
cuesj-667	52	69	prevent	prevent	VERB
cuesj-667	52	70	them	they	PRON
cuesj-667	52	71	from	from	ADP
cuesj-667	52	72	reaccessing	reaccesse	VERB
cuesj-667	52	73	the	the	DET
cuesj-667	52	74	network	network	NOUN
cuesj-667	52	75	using	use	VERB
cuesj-667	52	76	the	the	DET
cuesj-667	52	77	controller	controller	NOUN
cuesj-667	52	78	.	.	PUNCT
cuesj-667	53	1	a	a	DET
cuesj-667	53	2	machine	machine	NOUN
cuesj-667	53	3	learning	learning	NOUN
cuesj-667	53	4	-	-	PUNCT
cuesj-667	53	5	based	base	VERB
cuesj-667	53	6	approach	approach	NOUN
cuesj-667	53	7	for	for	ADP
cuesj-667	53	8	identifying	identify	VERB
cuesj-667	53	9	dos	do	NOUN
cuesj-667	53	10	assaults	assault	NOUN
cuesj-667	53	11	on	on	ADP
cuesj-667	53	12	grid	grid	ADJ
cuesj-667	53	13	intelligent	intelligent	ADJ
cuesj-667	53	14	networks	network	NOUN
cuesj-667	53	15	was	be	AUX
cuesj-667	53	16	proposed	propose	VERB
cuesj-667	53	17	by	by	ADP
cuesj-667	53	18	zhe	zhe	PROPN
cuesj-667	53	19	et	et	PROPN
cuesj-667	53	20	al.[13	al.[13	NOUN
cuesj-667	53	21	]	]	PUNCT
cuesj-667	53	22	preprocessing	preprocessing	NOUN
cuesj-667	53	23	procedures	procedure	NOUN
cuesj-667	53	24	,	,	PUNCT
cuesj-667	53	25	feature	feature	NOUN
cuesj-667	53	26	extraction	extraction	NOUN
cuesj-667	53	27	,	,	PUNCT
cuesj-667	53	28	and	and	CCONJ
cuesj-667	53	29	classification	classification	NOUN
cuesj-667	53	30	are	be	AUX
cuesj-667	53	31	all	all	PRON
cuesj-667	53	32	part	part	NOUN
cuesj-667	53	33	of	of	ADP
cuesj-667	53	34	their	their	PRON
cuesj-667	53	35	suggested	suggest	VERB
cuesj-667	53	36	strategy	strategy	NOUN
cuesj-667	53	37	.	.	PUNCT
cuesj-667	54	1	principal	principal	ADJ
cuesj-667	54	2	component	component	NOUN
cuesj-667	54	3	analysis	analysis	NOUN
cuesj-667	54	4	was	be	AUX
cuesj-667	54	5	utilized	utilize	VERB
cuesj-667	54	6	to	to	PART
cuesj-667	54	7	minimize	minimize	VERB
cuesj-667	54	8	the	the	DET
cuesj-667	54	9	feature	feature	NOUN
cuesj-667	54	10	dimensions	dimension	NOUN
cuesj-667	54	11	in	in	ADP
cuesj-667	54	12	the	the	DET
cuesj-667	54	13	feature	feature	NOUN
cuesj-667	54	14	extraction	extraction	NOUN
cuesj-667	54	15	stage	stage	NOUN
cuesj-667	54	16	,	,	PUNCT
cuesj-667	54	17	and	and	CCONJ
cuesj-667	54	18	a	a	DET
cuesj-667	54	19	support	support	NOUN
cuesj-667	54	20	vector	vector	NOUN
cuesj-667	54	21	machine	machine	NOUN
cuesj-667	54	22	(	(	PUNCT
cuesj-667	54	23	svm	svm	PROPN
cuesj-667	54	24	)	)	PUNCT
cuesj-667	54	25	was	be	AUX
cuesj-667	54	26	employed	employ	VERB
cuesj-667	54	27	to	to	PART
cuesj-667	54	28	identify	identify	VERB
cuesj-667	54	29	dos	do	NOUN
cuesj-667	54	30	assaults	assault	NOUN
cuesj-667	54	31	in	in	ADP
cuesj-667	54	32	the	the	DET
cuesj-667	54	33	classification	classification	NOUN
cuesj-667	54	34	step	step	NOUN
cuesj-667	54	35	.	.	PUNCT
cuesj-667	55	1	the	the	DET
cuesj-667	55	2	simulation	simulation	NOUN
cuesj-667	55	3	results	result	NOUN
cuesj-667	55	4	suggest	suggest	VERB
cuesj-667	55	5	that	that	SCONJ
cuesj-667	55	6	svm	svm	PROPN
cuesj-667	55	7	outperforms	outperform	VERB
cuesj-667	55	8	categorization	categorization	NOUN
cuesj-667	55	9	methods	method	NOUN
cuesj-667	55	10	such	such	ADJ
cuesj-667	55	11	as	as	ADP
cuesj-667	55	12	decision	decision	NOUN
cuesj-667	55	13	trees	tree	NOUN
cuesj-667	55	14	and	and	CCONJ
cuesj-667	55	15	new	new	ADJ
cuesj-667	55	16	bay	bay	NOUN
cuesj-667	55	17	.	.	PUNCT
cuesj-667	56	1	in[14	in[14	PROPN
cuesj-667	56	2	]	]	X
cuesj-667	56	3	dong	dong	PROPN
cuesj-667	56	4	and	and	CCONJ
cuesj-667	56	5	sarm	sarm	PROPN
cuesj-667	56	6	suggested	suggest	VERB
cuesj-667	56	7	two	two	NUM
cuesj-667	56	8	ways	way	NOUN
cuesj-667	56	9	for	for	ADP
cuesj-667	56	10	identifying	identify	VERB
cuesj-667	56	11	software	software	NOUN
cuesj-667	56	12	-	-	PUNCT
cuesj-667	56	13	based	base	VERB
cuesj-667	56	14	dos	dos	NOUN
cuesj-667	56	15	attacks	attack	VERB
cuesj-667	56	16	the	the	DET
cuesj-667	56	17	first	first	ADJ
cuesj-667	56	18	one	one	NUM
cuesj-667	56	19	is	be	AUX
cuesj-667	56	20	adopts	adopt	VERB
cuesj-667	56	21	the	the	DET
cuesj-667	56	22	degree	degree	NOUN
cuesj-667	56	23	of	of	ADP
cuesj-667	56	24	ddos	ddo	NOUN
cuesj-667	56	25	attack	attack	NOUN
cuesj-667	56	26	to	to	PART
cuesj-667	56	27	identify	identify	VERB
cuesj-667	56	28	the	the	DET
cuesj-667	56	29	ddos	ddos	NOUN
cuesj-667	56	30	attack	attack	NOUN
cuesj-667	56	31	,	,	PUNCT
cuesj-667	56	32	the	the	DET
cuesj-667	56	33	second	second	ADJ
cuesj-667	56	34	on	on	ADV
cuesj-667	56	35	is	be	AUX
cuesj-667	56	36	improved	improve	VERB
cuesj-667	56	37	k	k	ADJ
cuesj-667	56	38	-	-	PUNCT
cuesj-667	56	39	nearest	near	ADJ
cuesj-667	56	40	neighbors	neighbor	NOUN
cuesj-667	56	41	(	(	PUNCT
cuesj-667	56	42	knn	knn	PROPN
cuesj-667	56	43	)	)	PUNCT
cuesj-667	56	44	algorithm	algorithm	NOUN
cuesj-667	56	45	based	base	VERB
cuesj-667	56	46	on	on	ADP
cuesj-667	56	47	machine	machine	NOUN
cuesj-667	56	48	learning	learning	NOUN
cuesj-667	56	49	(	(	PUNCT
cuesj-667	56	50	ml	ml	NOUN
cuesj-667	56	51	)	)	PUNCT
cuesj-667	56	52	to	to	PART
cuesj-667	56	53	discover	discover	VERB
cuesj-667	56	54	the	the	DET
cuesj-667	56	55	ddos	ddos	NOUN
cuesj-667	56	56	attack	attack	NOUN
cuesj-667	56	57	.	.	PUNCT
cuesj-667	57	1	suggested	suggest	VERB
cuesj-667	57	2	methods	method	NOUN
cuesj-667	57	3	in	in	ADP
cuesj-667	57	4	this	this	DET
cuesj-667	57	5	part	part	NOUN
cuesj-667	57	6	,	,	PUNCT
cuesj-667	57	7	we	we	PRON
cuesj-667	57	8	’ll	’ll	AUX
cuesj-667	57	9	go	go	VERB
cuesj-667	57	10	through	through	ADP
cuesj-667	57	11	the	the	DET
cuesj-667	57	12	suggested	suggest	VERB
cuesj-667	57	13	software	software	NOUN
cuesj-667	57	14	-	-	PUNCT
cuesj-667	57	15	based	base	VERB
cuesj-667	57	16	network	network	NOUN
cuesj-667	57	17	and	and	CCONJ
cuesj-667	57	18	aggregate	aggregate	ADJ
cuesj-667	57	19	learning	learn	VERB
cuesj-667	57	20	approach	approach	NOUN
cuesj-667	57	21	for	for	ADP
cuesj-667	57	22	detecting	detect	VERB
cuesj-667	57	23	service	service	NOUN
cuesj-667	57	24	denial	denial	NOUN
cuesj-667	57	25	threats	threat	NOUN
cuesj-667	57	26	in	in	ADP
cuesj-667	57	27	the	the	DET
cuesj-667	57	28	iot	iot	NOUN
cuesj-667	57	29	framework	framework	NOUN
cuesj-667	57	30	in	in	ADP
cuesj-667	57	31	detail	detail	NOUN
cuesj-667	57	32	.	.	PUNCT
cuesj-667	58	1	to	to	PART
cuesj-667	58	2	provide	provide	VERB
cuesj-667	58	3	a	a	DET
cuesj-667	58	4	safe	safe	ADJ
cuesj-667	58	5	communication	communication	NOUN
cuesj-667	58	6	platform	platform	NOUN
cuesj-667	58	7	between	between	ADP
cuesj-667	58	8	network	network	NOUN
cuesj-667	58	9	objects	object	NOUN
cuesj-667	58	10	,	,	PUNCT
cuesj-667	58	11	the	the	DET
cuesj-667	58	12	suggested	suggest	VERB
cuesj-667	58	13	solution	solution	NOUN
cuesj-667	58	14	employs	employ	VERB
cuesj-667	58	15	a	a	DET
cuesj-667	58	16	software	software	NOUN
cuesj-667	58	17	-	-	PUNCT
cuesj-667	58	18	centric	centric	ADJ
cuesj-667	58	19	network	network	NOUN
cuesj-667	58	20	.	.	PUNCT
cuesj-667	59	1	the	the	DET
cuesj-667	59	2	network	network	NOUN
cuesj-667	59	3	topology	topology	NOUN
cuesj-667	59	4	is	be	AUX
cuesj-667	59	5	separated	separate	VERB
cuesj-667	59	6	into	into	ADP
cuesj-667	59	7	subnets	subnet	NOUN
cuesj-667	59	8	in	in	ADP
cuesj-667	59	9	this	this	DET
cuesj-667	59	10	situation	situation	NOUN
cuesj-667	59	11	.	.	PUNCT
cuesj-667	60	1	an	an	DET
cuesj-667	60	2	sdn	sdn	PROPN
cuesj-667	60	3	controller	controller	NOUN
cuesj-667	60	4	node	node	NOUN
cuesj-667	60	5	is	be	AUX
cuesj-667	60	6	assigned	assign	VERB
cuesj-667	60	7	the	the	DET
cuesj-667	60	8	responsibility	responsibility	NOUN
cuesj-667	60	9	of	of	ADP
cuesj-667	60	10	authentication	authentication	NOUN
cuesj-667	60	11	and	and	CCONJ
cuesj-667	60	12	communication	communication	NOUN
cuesj-667	60	13	management	management	NOUN
cuesj-667	60	14	of	of	ADP
cuesj-667	60	15	the	the	DET
cuesj-667	60	16	members	member	NOUN
cuesj-667	60	17	of	of	ADP
cuesj-667	60	18	each	each	DET
cuesj-667	60	19	subnet	subnet	NOUN
cuesj-667	60	20	in	in	ADP
cuesj-667	60	21	this	this	DET
cuesj-667	60	22	topology	topology	NOUN
cuesj-667	60	23	.	.	PUNCT
cuesj-667	61	1	in	in	ADP
cuesj-667	61	2	addition	addition	NOUN
cuesj-667	61	3	to	to	ADP
cuesj-667	61	4	this	this	DET
cuesj-667	61	5	communication	communication	NOUN
cuesj-667	61	6	structure	structure	NOUN
cuesj-667	61	7	,	,	PUNCT
cuesj-667	61	8	network	network	NOUN
cuesj-667	61	9	traffic	traffic	NOUN
cuesj-667	61	10	is	be	AUX
cuesj-667	61	11	monitored	monitor	VERB
cuesj-667	61	12	using	use	VERB
cuesj-667	61	13	an	an	DET
cuesj-667	61	14	integrated	integrated	ADJ
cuesj-667	61	15	learning	learning	NOUN
cuesj-667	61	16	model	model	NOUN
cuesj-667	61	17	based	base	VERB
cuesj-667	61	18	on	on	ADP
cuesj-667	61	19	neural	neural	ADJ
cuesj-667	61	20	networks	network	NOUN
cuesj-667	61	21	,	,	PUNCT
cuesj-667	61	22	decision	decision	NOUN
cuesj-667	61	23	trees	tree	NOUN
cuesj-667	61	24	,	,	PUNCT
cuesj-667	61	25	and	and	CCONJ
cuesj-667	61	26	the	the	DET
cuesj-667	61	27	niobiz	niobiz	PROPN
cuesj-667	61	28	model	model	PROPN
cuesj-667	61	29	.	.	PUNCT
cuesj-667	62	1	as	as	ADP
cuesj-667	62	2	a	a	DET
cuesj-667	62	3	result	result	NOUN
cuesj-667	62	4	,	,	PUNCT
cuesj-667	62	5	each	each	DET
cuesj-667	62	6	controller	controller	NOUN
cuesj-667	62	7	node	node	VERB
cuesj-667	62	8	on	on	ADP
cuesj-667	62	9	its	its	PRON
cuesj-667	62	10	subnet	subnet	NOUN
cuesj-667	62	11	uses	use	VERB
cuesj-667	62	12	this	this	DET
cuesj-667	62	13	learning	learning	NOUN
cuesj-667	62	14	model	model	NOUN
cuesj-667	62	15	to	to	PART
cuesj-667	62	16	detect	detect	VERB
cuesj-667	62	17	assaults	assault	NOUN
cuesj-667	62	18	and	and	CCONJ
cuesj-667	62	19	security	security	NOUN
cuesj-667	62	20	concerns	concern	NOUN
cuesj-667	62	21	.	.	PUNCT
cuesj-667	63	1	it	it	PRON
cuesj-667	63	2	is	be	AUX
cuesj-667	63	3	required	require	VERB
cuesj-667	63	4	to	to	PART
cuesj-667	63	5	first	first	ADV
cuesj-667	63	6	define	define	VERB
cuesj-667	63	7	some	some	PRON
cuesj-667	63	8	of	of	ADP
cuesj-667	63	9	the	the	DET
cuesj-667	63	10	terms	term	NOUN
cuesj-667	63	11	that	that	PRON
cuesj-667	63	12	will	will	AUX
cuesj-667	63	13	be	be	AUX
cuesj-667	63	14	used	use	VERB
cuesj-667	63	15	in	in	ADP
cuesj-667	63	16	the	the	DET
cuesj-667	63	17	following	follow	VERB
cuesj-667	63	18	sections	section	NOUN
cuesj-667	63	19	;	;	PUNCT
cuesj-667	63	20	let	let	VERB
cuesj-667	63	21	’s	’s	NOUN
cuesj-667	63	22	pay	pay	VERB
cuesj-667	63	23	.	.	PUNCT
cuesj-667	64	1	figure	figure	NOUN
cuesj-667	64	2	1	1	NUM
cuesj-667	64	3	:	:	PUNCT
cuesj-667	64	4	block	block	NOUN
cuesj-667	64	5	diagram	diagram	NOUN
cuesj-667	64	6	of	of	ADP
cuesj-667	64	7	the	the	DET
cuesj-667	64	8	proposed	propose	VERB
cuesj-667	64	9	method	method	NOUN
cuesj-667	64	10	figure	figure	NOUN
cuesj-667	64	11	2	2	NUM
cuesj-667	64	12	:	:	PUNCT
cuesj-667	64	13	an	an	DET
cuesj-667	64	14	example	example	NOUN
cuesj-667	64	15	of	of	ADP
cuesj-667	64	16	the	the	DET
cuesj-667	64	17	process	process	NOUN
cuesj-667	64	18	of	of	ADP
cuesj-667	64	19	communication	communication	NOUN
cuesj-667	64	20	between	between	ADP
cuesj-667	64	21	objects	object	NOUN
cuesj-667	64	22	in	in	ADP
cuesj-667	64	23	the	the	DET
cuesj-667	64	24	proposed	propose	VERB
cuesj-667	64	25	method	method	NOUN
cuesj-667	64	26	rashidi	rashidi	NOUN
cuesj-667	64	27	,	,	PUNCT
cuesj-667	64	28	et	et	PROPN
cuesj-667	64	29	al	al	PROPN
cuesj-667	64	30	.	.	PROPN
cuesj-667	64	31	:	:	PUNCT
cuesj-667	65	1	detecting	detect	VERB
cuesj-667	65	2	denial	denial	NOUN
cuesj-667	65	3	of	of	ADP
cuesj-667	65	4	service	service	NOUN
cuesj-667	65	5	attacks	attack	NOUN
cuesj-667	65	6	in	in	ADP
cuesj-667	65	7	internet	internet	NOUN
cuesj-667	65	8	of	of	ADP
cuesj-667	65	9	things	thing	NOUN
cuesj-667	65	10	51	51	NUM
cuesj-667	65	11	http://journals.cihanuniversity.edu.iq/index.php/cuesj	http://journals.cihanuniversity.edu.iq/index.php/cuesj	ADJ
cuesj-667	65	12	cuesj	cuesj	ADJ
cuesj-667	65	13	2022	2022	NUM
cuesj-667	65	14	,	,	PUNCT
cuesj-667	65	15	6	6	NUM
cuesj-667	65	16	(	(	PUNCT
cuesj-667	65	17	2	2	NUM
cuesj-667	65	18	):	):	PUNCT
cuesj-667	65	19	49	49	NUM
cuesj-667	65	20	-	-	SYM
cuesj-667	65	21	56	56	NUM
cuesj-667	65	22	first	first	ADJ
cuesj-667	65	23	definition	definition	NOUN
cuesj-667	65	24	:	:	PUNCT
cuesj-667	65	25	an	an	DET
cuesj-667	65	26	active	active	ADJ
cuesj-667	65	27	node	node	NOUN
cuesj-667	65	28	is	be	AUX
cuesj-667	65	29	a	a	DET
cuesj-667	65	30	wireless	wireless	ADJ
cuesj-667	65	31	node	node	NOUN
cuesj-667	65	32	that	that	PRON
cuesj-667	65	33	is	be	AUX
cuesj-667	65	34	connected	connect	VERB
cuesj-667	65	35	to	to	ADP
cuesj-667	65	36	one	one	NUM
cuesj-667	65	37	of	of	ADP
cuesj-667	65	38	the	the	DET
cuesj-667	65	39	network	network	NOUN
cuesj-667	65	40	’s	’s	PART
cuesj-667	65	41	active	active	ADJ
cuesj-667	65	42	nodes	node	NOUN
cuesj-667	65	43	.	.	PUNCT
cuesj-667	66	1	otherwise	otherwise	ADV
cuesj-667	66	2	,	,	PUNCT
cuesj-667	66	3	we	we	PRON
cuesj-667	66	4	refer	refer	VERB
cuesj-667	66	5	to	to	ADP
cuesj-667	66	6	it	it	PRON
cuesj-667	66	7	as	as	ADP
cuesj-667	66	8	an	an	DET
cuesj-667	66	9	inactive	inactive	ADJ
cuesj-667	66	10	node	node	NOUN
cuesj-667	66	11	.	.	PUNCT
cuesj-667	67	1	definition	definition	NOUN
cuesj-667	67	2	2	2	NUM
cuesj-667	67	3	:	:	PUNCT
cuesj-667	67	4	subnet	subnet	NOUN
cuesj-667	67	5	:	:	PUNCT
cuesj-667	67	6	a	a	DET
cuesj-667	67	7	portion	portion	NOUN
cuesj-667	67	8	of	of	ADP
cuesj-667	67	9	the	the	DET
cuesj-667	67	10	imagined	imagine	VERB
cuesj-667	67	11	global	global	ADJ
cuesj-667	67	12	network	network	NOUN
cuesj-667	67	13	that	that	PRON
cuesj-667	67	14	is	be	AUX
cuesj-667	67	15	administered	administer	VERB
cuesj-667	67	16	centrally	centrally	ADV
cuesj-667	67	17	by	by	ADP
cuesj-667	67	18	an	an	DET
cuesj-667	67	19	sdn	sdn	NOUN
cuesj-667	67	20	controller	controller	NOUN
cuesj-667	67	21	node	node	NOUN
cuesj-667	67	22	,	,	PUNCT
cuesj-667	67	23	and	and	CCONJ
cuesj-667	67	24	whose	whose	DET
cuesj-667	67	25	members	member	NOUN
cuesj-667	67	26	can	can	AUX
cuesj-667	67	27	connect	connect	VERB
cuesj-667	67	28	with	with	ADP
cuesj-667	67	29	other	other	ADJ
cuesj-667	67	30	subnets	subnet	NOUN
cuesj-667	67	31	through	through	ADP
cuesj-667	67	32	the	the	DET
cuesj-667	67	33	controller	controller	NOUN
cuesj-667	67	34	node	node	PROPN
cuesj-667	67	35	’s	’s	PART
cuesj-667	67	36	administration	administration	NOUN
cuesj-667	67	37	and	and	CCONJ
cuesj-667	67	38	rules	rule	NOUN
cuesj-667	67	39	.	.	PUNCT
cuesj-667	68	1	network	network	NOUN
cuesj-667	68	2	nodes	node	NOUN
cuesj-667	68	3	in	in	ADP
cuesj-667	68	4	wireless	wireless	ADJ
cuesj-667	68	5	networks	network	NOUN
cuesj-667	68	6	have	have	VERB
cuesj-667	68	7	varying	vary	VERB
cuesj-667	68	8	communication	communication	NOUN
cuesj-667	68	9	qualities	quality	NOUN
cuesj-667	68	10	due	due	ADJ
cuesj-667	68	11	to	to	ADP
cuesj-667	68	12	different	different	ADJ
cuesj-667	68	13	manufacturing	manufacturing	NOUN
cuesj-667	68	14	processes	process	NOUN
cuesj-667	68	15	for	for	ADP
cuesj-667	68	16	radio	radio	NOUN
cuesj-667	68	17	equipment	equipment	NOUN
cuesj-667	68	18	.	.	PUNCT
cuesj-667	69	1	as	as	ADP
cuesj-667	69	2	a	a	DET
cuesj-667	69	3	result	result	NOUN
cuesj-667	69	4	,	,	PUNCT
cuesj-667	69	5	the	the	DET
cuesj-667	69	6	network	network	NOUN
cuesj-667	69	7	that	that	PRON
cuesj-667	69	8	is	be	AUX
cuesj-667	69	9	assumed	assume	VERB
cuesj-667	69	10	is	be	AUX
cuesj-667	69	11	heterogeneous	heterogeneous	ADJ
cuesj-667	69	12	.	.	PUNCT
cuesj-667	70	1	each	each	DET
cuesj-667	70	2	software	software	NOUN
cuesj-667	70	3	-	-	PUNCT
cuesj-667	70	4	driven	drive	VERB
cuesj-667	70	5	network	network	NOUN
cuesj-667	70	6	controller	controller	NOUN
cuesj-667	70	7	node	node	NOUN
cuesj-667	70	8	is	be	AUX
cuesj-667	70	9	equipped	equip	VERB
cuesj-667	70	10	with	with	ADP
cuesj-667	70	11	a	a	DET
cuesj-667	70	12	learning	learning	NOUN
cuesj-667	70	13	model	model	NOUN
cuesj-667	70	14	that	that	PRON
cuesj-667	70	15	can	can	AUX
cuesj-667	70	16	record	record	VERB
cuesj-667	70	17	and	and	CCONJ
cuesj-667	70	18	interpret	interpret	VERB
cuesj-667	70	19	the	the	DET
cuesj-667	70	20	data	data	NOUN
cuesj-667	70	21	traffic	traffic	NOUN
cuesj-667	70	22	that	that	PRON
cuesj-667	70	23	passes	pass	VERB
cuesj-667	70	24	through	through	ADP
cuesj-667	70	25	it	it	PRON
cuesj-667	70	26	.	.	PUNCT
cuesj-667	71	1	this	this	PRON
cuesj-667	71	2	is	be	AUX
cuesj-667	71	3	a	a	DET
cuesj-667	71	4	learning	learning	NOUN
cuesj-667	71	5	model	model	NOUN
cuesj-667	71	6	that	that	PRON
cuesj-667	71	7	combines	combine	VERB
cuesj-667	71	8	artificial	artificial	ADJ
cuesj-667	71	9	neural	neural	ADJ
cuesj-667	71	10	networks	network	NOUN
cuesj-667	71	11	,	,	PUNCT
cuesj-667	71	12	decision	decision	NOUN
cuesj-667	71	13	trees	tree	NOUN
cuesj-667	71	14	,	,	PUNCT
cuesj-667	71	15	and	and	CCONJ
cuesj-667	71	16	the	the	DET
cuesj-667	71	17	new	new	ADJ
cuesj-667	71	18	bayes	bayes	PROPN
cuesj-667	71	19	model	model	NOUN
cuesj-667	71	20	;	;	PUNCT
cuesj-667	71	21	it	it	PRON
cuesj-667	71	22	is	be	AUX
cuesj-667	71	23	used	use	VERB
cuesj-667	71	24	to	to	PART
cuesj-667	71	25	identify	identify	VERB
cuesj-667	71	26	security	security	NOUN
cuesj-667	71	27	assaults	assault	NOUN
cuesj-667	71	28	and	and	CCONJ
cuesj-667	71	29	threats	threat	NOUN
cuesj-667	71	30	in	in	ADP
cuesj-667	71	31	the	the	DET
cuesj-667	71	32	network	network	NOUN
cuesj-667	71	33	that	that	PRON
cuesj-667	71	34	corresponds	correspond	VERB
cuesj-667	71	35	to	to	ADP
cuesj-667	71	36	the	the	DET
cuesj-667	71	37	controller	controller	NOUN
cuesj-667	71	38	node	node	PROPN
cuesj-667	71	39	.	.	PUNCT
cuesj-667	72	1	figure	figure	NOUN
cuesj-667	72	2	1	1	NUM
cuesj-667	72	3	depicts	depict	VERB
cuesj-667	72	4	the	the	DET
cuesj-667	72	5	suggested	suggest	VERB
cuesj-667	72	6	method	method	NOUN
cuesj-667	72	7	’s	’s	PART
cuesj-667	72	8	steps	step	NOUN
cuesj-667	72	9	in	in	ADP
cuesj-667	72	10	detail	detail	NOUN
cuesj-667	72	11	as	as	ADP
cuesj-667	72	12	a	a	DET
cuesj-667	72	13	diagram	diagram	NOUN
cuesj-667	72	14	(	(	PUNCT
cuesj-667	72	15	1	1	NUM
cuesj-667	72	16	)	)	PUNCT
cuesj-667	72	17	.	.	PUNCT
cuesj-667	73	1	the	the	DET
cuesj-667	73	2	sdn	sdn	PROPN
cuesj-667	73	3	domain	domain	NOUN
cuesj-667	73	4	is	be	AUX
cuesj-667	73	5	separated	separate	VERB
cuesj-667	73	6	into	into	ADP
cuesj-667	73	7	numerous	numerous	ADJ
cuesj-667	73	8	subdomains	subdomain	NOUN
cuesj-667	73	9	in	in	ADP
cuesj-667	73	10	the	the	DET
cuesj-667	73	11	first	first	ADJ
cuesj-667	73	12	phase	phase	NOUN
cuesj-667	73	13	of	of	ADP
cuesj-667	73	14	the	the	DET
cuesj-667	73	15	proposed	propose	VERB
cuesj-667	73	16	technique	technique	NOUN
cuesj-667	73	17	,	,	PUNCT
cuesj-667	73	18	and	and	CCONJ
cuesj-667	73	19	the	the	DET
cuesj-667	73	20	responsibility	responsibility	NOUN
cuesj-667	73	21	of	of	ADP
cuesj-667	73	22	monitoring	monitor	VERB
cuesj-667	73	23	each	each	DET
cuesj-667	73	24	subdomain	subdomain	NOUN
cuesj-667	73	25	is	be	AUX
cuesj-667	73	26	assigned	assign	VERB
cuesj-667	73	27	to	to	ADP
cuesj-667	73	28	a	a	DET
cuesj-667	73	29	controller	controller	NOUN
cuesj-667	73	30	who	who	PRON
cuesj-667	73	31	may	may	AUX
cuesj-667	73	32	exchange	exchange	VERB
cuesj-667	73	33	security	security	NOUN
cuesj-667	73	34	rules	rule	NOUN
cuesj-667	73	35	with	with	ADP
cuesj-667	73	36	other	other	ADJ
cuesj-667	73	37	subdomains	subdomain	NOUN
cuesj-667	73	38	.	.	PUNCT
cuesj-667	74	1	each	each	DET
cuesj-667	74	2	controller	controller	NOUN
cuesj-667	74	3	will	will	AUX
cuesj-667	74	4	deliver	deliver	VERB
cuesj-667	74	5	a	a	DET
cuesj-667	74	6	list	list	NOUN
cuesj-667	74	7	of	of	ADP
cuesj-667	74	8	certified	certify	VERB
cuesj-667	74	9	users	user	NOUN
cuesj-667	74	10	relevant	relevant	ADJ
cuesj-667	74	11	to	to	ADP
cuesj-667	74	12	its	its	PRON
cuesj-667	74	13	section	section	NOUN
cuesj-667	74	14	to	to	ADP
cuesj-667	74	15	other	other	ADJ
cuesj-667	74	16	controllers	controller	NOUN
cuesj-667	74	17	in	in	ADP
cuesj-667	74	18	the	the	DET
cuesj-667	74	19	suggested	suggested	ADJ
cuesj-667	74	20	way	way	NOUN
cuesj-667	74	21	.	.	PUNCT
cuesj-667	75	1	if	if	SCONJ
cuesj-667	75	2	communication	communication	NOUN
cuesj-667	75	3	between	between	ADP
cuesj-667	75	4	two	two	NUM
cuesj-667	75	5	users	user	NOUN
cuesj-667	75	6	is	be	AUX
cuesj-667	75	7	required	require	VERB
cuesj-667	75	8	,	,	PUNCT
cuesj-667	75	9	the	the	DET
cuesj-667	75	10	user	user	NOUN
cuesj-667	75	11	’s	’s	PART
cuesj-667	75	12	trustworthiness	trustworthiness	NOUN
cuesj-667	75	13	is	be	AUX
cuesj-667	75	14	determined	determine	VERB
cuesj-667	75	15	by	by	ADP
cuesj-667	75	16	exchanging	exchange	VERB
cuesj-667	75	17	messages	message	NOUN
cuesj-667	75	18	between	between	ADP
cuesj-667	75	19	the	the	DET
cuesj-667	75	20	controllers	controller	NOUN
cuesj-667	75	21	.	.	PUNCT
cuesj-667	76	1	the	the	DET
cuesj-667	76	2	data	datum	NOUN
cuesj-667	76	3	exchange	exchange	NOUN
cuesj-667	76	4	activity	activity	NOUN
cuesj-667	76	5	will	will	AUX
cuesj-667	76	6	take	take	VERB
cuesj-667	76	7	occur	occur	VERB
cuesj-667	76	8	if	if	SCONJ
cuesj-667	76	9	at	at	ADV
cuesj-667	76	10	least	least	ADV
cuesj-667	76	11	one	one	NUM
cuesj-667	76	12	controller	controller	NOUN
cuesj-667	76	13	has	have	AUX
cuesj-667	76	14	authenticated	authenticate	VERB
cuesj-667	76	15	each	each	PRON
cuesj-667	76	16	of	of	ADP
cuesj-667	76	17	the	the	DET
cuesj-667	76	18	two	two	NUM
cuesj-667	76	19	participants	participant	NOUN
cuesj-667	76	20	to	to	ADP
cuesj-667	76	21	the	the	DET
cuesj-667	76	22	connection	connection	NOUN
cuesj-667	76	23	.	.	PUNCT
cuesj-667	77	1	according	accord	VERB
cuesj-667	77	2	to	to	ADP
cuesj-667	77	3	the	the	DET
cuesj-667	77	4	software	software	NOUN
cuesj-667	77	5	-	-	PUNCT
cuesj-667	77	6	centric	centric	ADJ
cuesj-667	77	7	software	software	NOUN
cuesj-667	77	8	structure	structure	NOUN
cuesj-667	77	9	suggested	suggest	VERB
cuesj-667	77	10	in	in	ADP
cuesj-667	77	11	this	this	DET
cuesj-667	77	12	study	study	NOUN
cuesj-667	77	13	,	,	PUNCT
cuesj-667	77	14	all	all	DET
cuesj-667	77	15	communications	communication	NOUN
cuesj-667	77	16	between	between	ADP
cuesj-667	77	17	nodes	node	NOUN
cuesj-667	77	18	in	in	ADP
cuesj-667	77	19	a	a	DET
cuesj-667	77	20	subnet	subnet	NOUN
cuesj-667	77	21	are	be	AUX
cuesj-667	77	22	routed	route	VERB
cuesj-667	77	23	through	through	ADP
cuesj-667	77	24	the	the	DET
cuesj-667	77	25	subnet	subnet	NOUN
cuesj-667	77	26	’s	’s	PART
cuesj-667	77	27	control	control	PROPN
cuesj-667	77	28	node	node	PROPN
cuesj-667	77	29	.	.	PUNCT
cuesj-667	78	1	as	as	ADP
cuesj-667	78	2	a	a	DET
cuesj-667	78	3	result	result	NOUN
cuesj-667	78	4	,	,	PUNCT
cuesj-667	78	5	each	each	DET
cuesj-667	78	6	controller	controller	NOUN
cuesj-667	78	7	node	node	NOUN
cuesj-667	78	8	employs	employ	VERB
cuesj-667	78	9	a	a	DET
cuesj-667	78	10	learning	learning	NOUN
cuesj-667	78	11	model	model	NOUN
cuesj-667	78	12	to	to	PART
cuesj-667	78	13	continually	continually	ADV
cuesj-667	78	14	evaluate	evaluate	VERB
cuesj-667	78	15	network	network	NOUN
cuesj-667	78	16	traffic	traffic	NOUN
cuesj-667	78	17	data	datum	NOUN
cuesj-667	78	18	and	and	CCONJ
cuesj-667	78	19	detect	detect	NOUN
cuesj-667	78	20	assaults	assault	NOUN
cuesj-667	78	21	.	.	PUNCT
cuesj-667	79	1	this	this	DET
cuesj-667	79	2	model	model	NOUN
cuesj-667	79	3	is	be	AUX
cuesj-667	79	4	an	an	DET
cuesj-667	79	5	integrated	integrate	VERB
cuesj-667	79	6	learning	learning	NOUN
cuesj-667	79	7	system	system	NOUN
cuesj-667	79	8	that	that	PRON
cuesj-667	79	9	uses	use	VERB
cuesj-667	79	10	an	an	DET
cuesj-667	79	11	artificial	artificial	ADJ
cuesj-667	79	12	neural	neural	ADJ
cuesj-667	79	13	network	network	NOUN
cuesj-667	79	14	,	,	PUNCT
cuesj-667	79	15	a	a	DET
cuesj-667	79	16	decision	decision	NOUN
cuesj-667	79	17	tree	tree	NOUN
cuesj-667	79	18	,	,	PUNCT
cuesj-667	79	19	and	and	CCONJ
cuesj-667	79	20	new	new	ADJ
cuesj-667	79	21	biz	biz	NOUN
cuesj-667	79	22	to	to	PART
cuesj-667	79	23	identify	identify	VERB
cuesj-667	79	24	the	the	DET
cuesj-667	79	25	presence	presence	NOUN
cuesj-667	79	26	of	of	ADP
cuesj-667	79	27	dos	do	NOUN
cuesj-667	79	28	assaults	assault	NOUN
cuesj-667	79	29	using	use	VERB
cuesj-667	79	30	statistical	statistical	ADJ
cuesj-667	79	31	data	datum	NOUN
cuesj-667	79	32	gathered	gather	VERB
cuesj-667	79	33	from	from	ADP
cuesj-667	79	34	each	each	DET
cuesj-667	79	35	traffic	traffic	NOUN
cuesj-667	79	36	flow	flow	NOUN
cuesj-667	79	37	.	.	PUNCT
cuesj-667	80	1	each	each	PRON
cuesj-667	80	2	of	of	ADP
cuesj-667	80	3	these	these	DET
cuesj-667	80	4	steps	step	NOUN
cuesj-667	80	5	will	will	AUX
cuesj-667	80	6	be	be	AUX
cuesj-667	80	7	described	describe	VERB
cuesj-667	80	8	below	below	ADV
cuesj-667	80	9	.	.	PUNCT
cuesj-667	81	1	sdn	sdn	PROPN
cuesj-667	81	2	-	-	PUNCT
cuesj-667	81	3	based	base	VERB
cuesj-667	81	4	network	network	NOUN
cuesj-667	81	5	communication	communication	NOUN
cuesj-667	81	6	structure	structure	NOUN
cuesj-667	81	7	the	the	DET
cuesj-667	81	8	network	network	NOUN
cuesj-667	81	9	domain	domain	NOUN
cuesj-667	81	10	is	be	AUX
cuesj-667	81	11	separated	separate	VERB
cuesj-667	81	12	into	into	ADP
cuesj-667	81	13	multiple	multiple	ADJ
cuesj-667	81	14	subdomains	subdomain	NOUN
cuesj-667	81	15	in	in	ADP
cuesj-667	81	16	the	the	DET
cuesj-667	81	17	first	first	ADJ
cuesj-667	81	18	phase	phase	NOUN
cuesj-667	81	19	of	of	ADP
cuesj-667	81	20	the	the	DET
cuesj-667	81	21	proposed	propose	VERB
cuesj-667	81	22	technique	technique	NOUN
cuesj-667	81	23	,	,	PUNCT
cuesj-667	81	24	and	and	CCONJ
cuesj-667	81	25	the	the	DET
cuesj-667	81	26	responsibility	responsibility	NOUN
cuesj-667	81	27	of	of	ADP
cuesj-667	81	28	monitoring	monitor	VERB
cuesj-667	81	29	each	each	DET
cuesj-667	81	30	subdomain	subdomain	NOUN
cuesj-667	81	31	is	be	AUX
cuesj-667	81	32	assigned	assign	VERB
cuesj-667	81	33	to	to	ADP
cuesj-667	81	34	a	a	DET
cuesj-667	81	35	controller	controller	NOUN
cuesj-667	81	36	who	who	PRON
cuesj-667	81	37	exchanges	exchange	VERB
cuesj-667	81	38	security	security	NOUN
cuesj-667	81	39	rules	rule	NOUN
cuesj-667	81	40	with	with	ADP
cuesj-667	81	41	other	other	ADJ
cuesj-667	81	42	subdomains	subdomain	NOUN
cuesj-667	81	43	.	.	PUNCT
cuesj-667	82	1	the	the	DET
cuesj-667	82	2	position	position	NOUN
cuesj-667	82	3	information	information	NOUN
cuesj-667	82	4	of	of	ADP
cuesj-667	82	5	items	item	NOUN
cuesj-667	82	6	in	in	ADP
cuesj-667	82	7	the	the	DET
cuesj-667	82	8	network	network	NOUN
cuesj-667	82	9	may	may	AUX
cuesj-667	82	10	be	be	AUX
cuesj-667	82	11	used	use	VERB
cuesj-667	82	12	to	to	PART
cuesj-667	82	13	segment	segment	VERB
cuesj-667	82	14	them	they	PRON
cuesj-667	82	15	in	in	ADP
cuesj-667	82	16	a	a	DET
cuesj-667	82	17	pattern	pattern	NOUN
cuesj-667	82	18	.	.	PUNCT
cuesj-667	83	1	as	as	ADP
cuesj-667	83	2	a	a	DET
cuesj-667	83	3	result	result	NOUN
cuesj-667	83	4	,	,	PUNCT
cuesj-667	83	5	each	each	DET
cuesj-667	83	6	subnet	subnet	NOUN
cuesj-667	83	7	is	be	AUX
cuesj-667	83	8	treated	treat	VERB
cuesj-667	83	9	as	as	ADP
cuesj-667	83	10	a	a	DET
cuesj-667	83	11	cluster	cluster	NOUN
cuesj-667	83	12	.	.	PUNCT
cuesj-667	84	1	each	each	DET
cuesj-667	84	2	cluster	cluster	NOUN
cuesj-667	84	3	node	node	NOUN
cuesj-667	84	4	on	on	ADP
cuesj-667	84	5	the	the	DET
cuesj-667	84	6	network	network	NOUN
cuesj-667	84	7	only	only	ADV
cuesj-667	84	8	communicates	communicate	VERB
cuesj-667	84	9	with	with	ADP
cuesj-667	84	10	its	its	PRON
cuesj-667	84	11	sdn	sdn	NOUN
cuesj-667	84	12	controller	controller	NOUN
cuesj-667	84	13	directly	directly	ADV
cuesj-667	84	14	(	(	PUNCT
cuesj-667	84	15	it	it	PRON
cuesj-667	84	16	will	will	AUX
cuesj-667	84	17	not	not	PART
cuesj-667	84	18	even	even	ADV
cuesj-667	84	19	communicate	communicate	VERB
cuesj-667	84	20	with	with	ADP
cuesj-667	84	21	its	its	PRON
cuesj-667	84	22	neighbors	neighbor	NOUN
cuesj-667	84	23	)	)	PUNCT
cuesj-667	84	24	.	.	PUNCT
cuesj-667	85	1	the	the	DET
cuesj-667	85	2	goal	goal	NOUN
cuesj-667	85	3	is	be	AUX
cuesj-667	85	4	to	to	PART
cuesj-667	85	5	have	have	VERB
cuesj-667	85	6	network	network	NOUN
cuesj-667	85	7	users	user	NOUN
cuesj-667	85	8	authenticate	authenticate	VERB
cuesj-667	85	9	through	through	ADP
cuesj-667	85	10	the	the	DET
cuesj-667	85	11	sdn	sdn	NOUN
cuesj-667	85	12	controller	controller	NOUN
cuesj-667	85	13	to	to	PART
cuesj-667	85	14	avoid	avoid	VERB
cuesj-667	85	15	security	security	NOUN
cuesj-667	85	16	threats	threat	NOUN
cuesj-667	85	17	both	both	CCONJ
cuesj-667	85	18	inside	inside	ADP
cuesj-667	85	19	and	and	CCONJ
cuesj-667	85	20	outside	outside	ADP
cuesj-667	85	21	the	the	DET
cuesj-667	85	22	clusters	cluster	NOUN
cuesj-667	85	23	.	.	PUNCT
cuesj-667	86	1	furthermore	furthermore	ADV
cuesj-667	86	2	,	,	PUNCT
cuesj-667	86	3	using	use	VERB
cuesj-667	86	4	this	this	DET
cuesj-667	86	5	structure	structure	NOUN
cuesj-667	86	6	,	,	PUNCT
cuesj-667	86	7	each	each	DET
cuesj-667	86	8	node	node	NOUN
cuesj-667	86	9	is	be	AUX
cuesj-667	86	10	forced	force	VERB
cuesj-667	86	11	to	to	PART
cuesj-667	86	12	communicate	communicate	VERB
cuesj-667	86	13	its	its	PRON
cuesj-667	86	14	traffic	traffic	NOUN
cuesj-667	86	15	with	with	ADP
cuesj-667	86	16	others	other	NOUN
cuesj-667	86	17	through	through	ADP
cuesj-667	86	18	the	the	DET
cuesj-667	86	19	controller	controller	NOUN
cuesj-667	86	20	node	node	NOUN
cuesj-667	86	21	,	,	PUNCT
cuesj-667	86	22	making	make	VERB
cuesj-667	86	23	it	it	PRON
cuesj-667	86	24	possible	possible	ADJ
cuesj-667	86	25	to	to	PART
cuesj-667	86	26	monitor	monitor	VERB
cuesj-667	86	27	and	and	CCONJ
cuesj-667	86	28	identify	identify	VERB
cuesj-667	86	29	attacks	attack	NOUN
cuesj-667	86	30	for	for	ADP
cuesj-667	86	31	all	all	DET
cuesj-667	86	32	information	information	NOUN
cuesj-667	86	33	transmitted	transmit	VERB
cuesj-667	86	34	in	in	ADP
cuesj-667	86	35	the	the	DET
cuesj-667	86	36	network	network	NOUN
cuesj-667	86	37	using	use	VERB
cuesj-667	86	38	the	the	DET
cuesj-667	86	39	learning	learning	NOUN
cuesj-667	86	40	model	model	NOUN
cuesj-667	86	41	.	.	PUNCT
cuesj-667	87	1	the	the	DET
cuesj-667	87	2	controllers	controller	NOUN
cuesj-667	87	3	of	of	ADP
cuesj-667	87	4	each	each	DET
cuesj-667	87	5	subdomain	subdomain	NOUN
cuesj-667	87	6	must	must	AUX
cuesj-667	87	7	communicate	communicate	VERB
cuesj-667	87	8	information	information	NOUN
cuesj-667	87	9	about	about	ADP
cuesj-667	87	10	their	their	PRON
cuesj-667	87	11	members	member	NOUN
cuesj-667	87	12	for	for	ADP
cuesj-667	87	13	data	datum	NOUN
cuesj-667	87	14	to	to	PART
cuesj-667	87	15	be	be	AUX
cuesj-667	87	16	securely	securely	ADV
cuesj-667	87	17	exchanged	exchange	VERB
cuesj-667	87	18	across	across	ADP
cuesj-667	87	19	mobile	mobile	ADJ
cuesj-667	87	20	nodes	node	NOUN
cuesj-667	87	21	in	in	ADP
cuesj-667	87	22	the	the	DET
cuesj-667	87	23	network	network	NOUN
cuesj-667	87	24	.	.	PUNCT
cuesj-667	88	1	when	when	SCONJ
cuesj-667	88	2	a	a	DET
cuesj-667	88	3	source	source	NOUN
cuesj-667	88	4	node	node	NOUN
cuesj-667	88	5	wants	want	VERB
cuesj-667	88	6	to	to	PART
cuesj-667	88	7	communicate	communicate	VERB
cuesj-667	88	8	data	datum	NOUN
cuesj-667	88	9	to	to	ADP
cuesj-667	88	10	another	another	DET
cuesj-667	88	11	node	node	NOUN
cuesj-667	88	12	,	,	PUNCT
cuesj-667	88	13	it	it	PRON
cuesj-667	88	14	sends	send	VERB
cuesj-667	88	15	the	the	DET
cuesj-667	88	16	target	target	NOUN
cuesj-667	88	17	node	node	NOUN
cuesj-667	88	18	i	i	PROPN
cuesj-667	88	19	d	d	PROPN
cuesj-667	88	20	to	to	ADP
cuesj-667	88	21	its	its	PRON
cuesj-667	88	22	subdomain	subdomain	NOUN
cuesj-667	88	23	controller	controller	NOUN
cuesj-667	88	24	first	first	ADV
cuesj-667	88	25	.	.	PUNCT
cuesj-667	89	1	if	if	SCONJ
cuesj-667	89	2	the	the	DET
cuesj-667	89	3	source	source	NOUN
cuesj-667	89	4	and	and	CCONJ
cuesj-667	89	5	destination	destination	NOUN
cuesj-667	89	6	nodes	node	NOUN
cuesj-667	89	7	are	be	AUX
cuesj-667	89	8	on	on	ADP
cuesj-667	89	9	the	the	DET
cuesj-667	89	10	same	same	ADJ
cuesj-667	89	11	subdomain	subdomain	NOUN
cuesj-667	89	12	,	,	PUNCT
cuesj-667	89	13	the	the	DET
cuesj-667	89	14	two	two	NUM
cuesj-667	89	15	nodes	node	NOUN
cuesj-667	89	16	are	be	AUX
cuesj-667	89	17	connected	connect	VERB
cuesj-667	89	18	by	by	ADP
cuesj-667	89	19	sending	send	VERB
cuesj-667	89	20	a	a	DET
cuesj-667	89	21	reply	reply	NOUN
cuesj-667	89	22	message	message	NOUN
cuesj-667	89	23	to	to	ADP
cuesj-667	89	24	the	the	DET
cuesj-667	89	25	source	source	NOUN
cuesj-667	89	26	node	node	NOUN
cuesj-667	89	27	.	.	PUNCT
cuesj-667	90	1	otherwise	otherwise	ADV
cuesj-667	90	2	,	,	PUNCT
cuesj-667	90	3	the	the	DET
cuesj-667	90	4	message	message	NOUN
cuesj-667	90	5	supplied	supply	VERB
cuesj-667	90	6	from	from	ADP
cuesj-667	90	7	the	the	DET
cuesj-667	90	8	source	source	NOUN
cuesj-667	90	9	is	be	AUX
cuesj-667	90	10	transmitted	transmit	VERB
cuesj-667	90	11	to	to	ADP
cuesj-667	90	12	the	the	DET
cuesj-667	90	13	central	central	ADJ
cuesj-667	90	14	controller	controller	NOUN
cuesj-667	90	15	c	c	NOUN
cuesj-667	90	16	by	by	ADP
cuesj-667	90	17	the	the	DET
cuesj-667	90	18	controller	controller	NOUN
cuesj-667	90	19	node	node	NOUN
cuesj-667	90	20	.	.	PUNCT
cuesj-667	91	1	following	follow	VERB
cuesj-667	91	2	receipt	receipt	NOUN
cuesj-667	91	3	of	of	ADP
cuesj-667	91	4	this	this	DET
cuesj-667	91	5	message	message	NOUN
cuesj-667	91	6	,	,	PUNCT
cuesj-667	91	7	the	the	DET
cuesj-667	91	8	ct	ct	PROPN
cuesj-667	91	9	node	node	NOUN
cuesj-667	91	10	sends	send	VERB
cuesj-667	91	11	packets	packet	NOUN
cuesj-667	91	12	to	to	ADP
cuesj-667	91	13	the	the	DET
cuesj-667	91	14	controllers	controller	NOUN
cuesj-667	91	15	of	of	ADP
cuesj-667	91	16	the	the	DET
cuesj-667	91	17	other	other	ADJ
cuesj-667	91	18	subdomains	subdomain	NOUN
cuesj-667	91	19	with	with	ADP
cuesj-667	91	20	the	the	DET
cuesj-667	91	21	target	target	NOUN
cuesj-667	91	22	node	node	NOUN
cuesj-667	92	1	i	i	PRON
cuesj-667	92	2	d.	d.	PROPN
cuesj-667	92	3	a	a	DET
cuesj-667	92	4	confirmation	confirmation	NOUN
cuesj-667	92	5	message	message	NOUN
cuesj-667	92	6	is	be	AUX
cuesj-667	92	7	sent	send	VERB
cuesj-667	92	8	to	to	ADP
cuesj-667	92	9	the	the	DET
cuesj-667	92	10	source	source	NOUN
cuesj-667	92	11	node	node	NOUN
cuesj-667	92	12	by	by	ADP
cuesj-667	92	13	the	the	DET
cuesj-667	92	14	controller	controller	NOUN
cuesj-667	92	15	that	that	PRON
cuesj-667	92	16	has	have	VERB
cuesj-667	92	17	the	the	DET
cuesj-667	92	18	destination	destination	NOUN
cuesj-667	92	19	node	node	NOUN
cuesj-667	92	20	in	in	ADP
cuesj-667	92	21	its	its	PRON
cuesj-667	92	22	subdomain	subdomain	NOUN
cuesj-667	92	23	through	through	ADP
cuesj-667	92	24	the	the	DET
cuesj-667	92	25	central	central	ADJ
cuesj-667	92	26	ct	ct	NUM
cuesj-667	92	27	node	node	NOUN
cuesj-667	92	28	.	.	PUNCT
cuesj-667	93	1	a	a	DET
cuesj-667	93	2	link	link	NOUN
cuesj-667	93	3	will	will	AUX
cuesj-667	93	4	be	be	AUX
cuesj-667	93	5	formed	form	VERB
cuesj-667	93	6	between	between	ADP
cuesj-667	93	7	the	the	DET
cuesj-667	93	8	two	two	NUM
cuesj-667	93	9	nodes	node	NOUN
cuesj-667	93	10	in	in	ADP
cuesj-667	93	11	this	this	DET
cuesj-667	93	12	manner	manner	NOUN
cuesj-667	93	13	.	.	PUNCT
cuesj-667	94	1	figure	figure	NOUN
cuesj-667	94	2	1	1	NUM
cuesj-667	94	3	shows	show	VERB
cuesj-667	94	4	an	an	DET
cuesj-667	94	5	example	example	NOUN
cuesj-667	94	6	of	of	ADP
cuesj-667	94	7	the	the	DET
cuesj-667	94	8	suggested	suggest	VERB
cuesj-667	94	9	algorithm	algorithm	PROPN
cuesj-667	94	10	’s	’s	PART
cuesj-667	94	11	communication	communication	NOUN
cuesj-667	94	12	process	process	NOUN
cuesj-667	94	13	between	between	ADP
cuesj-667	94	14	objects	object	NOUN
cuesj-667	94	15	(	(	PUNCT
cuesj-667	94	16	2	2	NUM
cuesj-667	94	17	)	)	PUNCT
cuesj-667	94	18	.	.	PUNCT
cuesj-667	95	1	figure	figure	NOUN
cuesj-667	95	2	2	2	NUM
cuesj-667	95	3	assumes	assume	VERB
cuesj-667	95	4	that	that	SCONJ
cuesj-667	95	5	a	a	DET
cuesj-667	95	6	node	node	NOUN
cuesj-667	95	7	in	in	ADP
cuesj-667	95	8	subdomain	subdomain	NOUN
cuesj-667	95	9	1	1	NUM
cuesj-667	95	10	such	such	ADJ
cuesj-667	95	11	as	as	ADP
cuesj-667	95	12	a	a	DET
cuesj-667	95	13	wants	want	NOUN
cuesj-667	95	14	to	to	PART
cuesj-667	95	15	connect	connect	VERB
cuesj-667	95	16	with	with	ADP
cuesj-667	95	17	a	a	DET
cuesj-667	95	18	node	node	NOUN
cuesj-667	95	19	in	in	ADP
cuesj-667	95	20	subdomain	subdomain	NOUN
cuesj-667	95	21	3	3	NUM
cuesj-667	95	22	such	such	ADJ
cuesj-667	95	23	as	as	ADP
cuesj-667	95	24	b.	b.	PROPN
cuesj-667	95	25	in	in	ADP
cuesj-667	95	26	this	this	DET
cuesj-667	95	27	scenario	scenario	NOUN
cuesj-667	95	28	,	,	PUNCT
cuesj-667	95	29	node	node	VERB
cuesj-667	95	30	a	a	PRON
cuesj-667	95	31	sends	send	VERB
cuesj-667	95	32	a	a	DET
cuesj-667	95	33	message	message	NOUN
cuesj-667	95	34	to	to	PART
cuesj-667	95	35	controller	controller	NOUN
cuesj-667	95	36	c1	c1	PROPN
cuesj-667	95	37	specifying	specify	VERB
cuesj-667	95	38	the	the	DET
cuesj-667	95	39	target	target	NOUN
cuesj-667	95	40	node	node	NOUN
cuesj-667	95	41	i	i	PROPN
cuesj-667	95	42	d.	d.	PROPN
cuesj-667	95	43	this	this	DET
cuesj-667	95	44	controller	controller	NOUN
cuesj-667	95	45	transfers	transfer	VERB
cuesj-667	95	46	the	the	DET
cuesj-667	95	47	received	received	ADJ
cuesj-667	95	48	packet	packet	NOUN
cuesj-667	95	49	to	to	ADP
cuesj-667	95	50	the	the	DET
cuesj-667	95	51	central	central	ADJ
cuesj-667	95	52	controller	controller	NOUN
cuesj-667	95	53	ct	ct	NUM
cuesj-667	95	54	since	since	SCONJ
cuesj-667	95	55	node	node	PROPN
cuesj-667	95	56	b	b	PROPN
cuesj-667	95	57	is	be	AUX
cuesj-667	95	58	not	not	PART
cuesj-667	95	59	in	in	ADP
cuesj-667	95	60	the	the	DET
cuesj-667	95	61	c1	c1	NOUN
cuesj-667	95	62	domain	domain	NOUN
cuesj-667	95	63	.	.	PUNCT
cuesj-667	96	1	this	this	DET
cuesj-667	96	2	message	message	NOUN
cuesj-667	96	3	is	be	AUX
cuesj-667	96	4	also	also	ADV
cuesj-667	96	5	sent	send	VERB
cuesj-667	96	6	to	to	ADP
cuesj-667	96	7	other	other	ADJ
cuesj-667	96	8	controllers	controller	NOUN
cuesj-667	96	9	by	by	ADP
cuesj-667	96	10	this	this	DET
cuesj-667	96	11	controller	controller	NOUN
cuesj-667	96	12	(	(	PUNCT
cuesj-667	96	13	c2	c2	PROPN
cuesj-667	96	14	and	and	CCONJ
cuesj-667	96	15	c3	c3	PROPN
cuesj-667	96	16	)	)	PUNCT
cuesj-667	96	17	.	.	PUNCT
cuesj-667	97	1	because	because	SCONJ
cuesj-667	97	2	the	the	DET
cuesj-667	97	3	destination	destination	NOUN
cuesj-667	97	4	node	node	PROPN
cuesj-667	97	5	b	b	PROPN
cuesj-667	97	6	is	be	AUX
cuesj-667	97	7	in	in	ADP
cuesj-667	97	8	figure	figure	NOUN
cuesj-667	97	9	4	4	NUM
cuesj-667	97	10	:	:	PUNCT
cuesj-667	97	11	neural	neural	ADJ
cuesj-667	97	12	network	network	NOUN
cuesj-667	97	13	structure	structure	NOUN
cuesj-667	97	14	to	to	PART
cuesj-667	97	15	determine	determine	VERB
cuesj-667	97	16	the	the	DET
cuesj-667	97	17	type	type	NOUN
cuesj-667	97	18	of	of	ADP
cuesj-667	97	19	attacks	attack	NOUN
cuesj-667	97	20	in	in	ADP
cuesj-667	97	21	the	the	DET
cuesj-667	97	22	aggregate	aggregate	ADJ
cuesj-667	97	23	model	model	NOUN
cuesj-667	97	24	of	of	ADP
cuesj-667	97	25	each	each	DET
cuesj-667	97	26	controller	controller	NOUN
cuesj-667	97	27	node	node	ADJ
cuesj-667	97	28	figure	figure	NOUN
cuesj-667	97	29	3	3	NUM
cuesj-667	97	30	:	:	PUNCT
cuesj-667	97	31	how	how	SCONJ
cuesj-667	97	32	controller	controller	NOUN
cuesj-667	97	33	nodes	nod	VERB
cuesj-667	97	34	work	work	VERB
cuesj-667	97	35	in	in	ADP
cuesj-667	97	36	identifying	identify	VERB
cuesj-667	97	37	attacks	attack	NOUN
cuesj-667	97	38	based	base	VERB
cuesj-667	97	39	on	on	ADP
cuesj-667	97	40	cumulative	cumulative	ADJ
cuesj-667	97	41	learning	learning	NOUN
cuesj-667	97	42	rashidi	rashidi	NOUN
cuesj-667	97	43	,	,	PUNCT
cuesj-667	97	44	et	et	PROPN
cuesj-667	97	45	al	al	PROPN
cuesj-667	97	46	.	.	PROPN
cuesj-667	97	47	:	:	PUNCT
cuesj-667	98	1	detecting	detect	VERB
cuesj-667	98	2	denial	denial	NOUN
cuesj-667	98	3	of	of	ADP
cuesj-667	98	4	service	service	NOUN
cuesj-667	98	5	attacks	attack	NOUN
cuesj-667	98	6	in	in	ADP
cuesj-667	98	7	internet	internet	NOUN
cuesj-667	98	8	of	of	ADP
cuesj-667	98	9	things	thing	NOUN
cuesj-667	98	10	52	52	NUM
cuesj-667	98	11	http://journals.cihanuniversity.edu.iq/index.php/cuesj	http://journals.cihanuniversity.edu.iq/index.php/cuesj	ADJ
cuesj-667	98	12	cuesj	cuesj	ADJ
cuesj-667	98	13	2022	2022	NUM
cuesj-667	98	14	,	,	PUNCT
cuesj-667	98	15	6	6	NUM
cuesj-667	98	16	(	(	PUNCT
cuesj-667	98	17	2	2	NUM
cuesj-667	98	18	):	):	PUNCT
cuesj-667	98	19	49	49	NUM
cuesj-667	98	20	-	-	SYM
cuesj-667	98	21	56	56	NUM
cuesj-667	98	22	the	the	DET
cuesj-667	98	23	subdomain	subdomain	NOUN
cuesj-667	98	24	of	of	ADP
cuesj-667	98	25	node	node	PROPN
cuesj-667	98	26	c3	c3	PROPN
cuesj-667	98	27	,	,	PUNCT
cuesj-667	98	28	this	this	DET
cuesj-667	98	29	subdomain	subdomain	NOUN
cuesj-667	98	30	sends	send	VERB
cuesj-667	98	31	a	a	DET
cuesj-667	98	32	response	response	NOUN
cuesj-667	98	33	packet	packet	NOUN
cuesj-667	98	34	to	to	ADP
cuesj-667	98	35	the	the	DET
cuesj-667	98	36	source	source	NOUN
cuesj-667	98	37	node	node	NOUN
cuesj-667	98	38	.	.	PUNCT
cuesj-667	99	1	finally	finally	ADV
cuesj-667	99	2	,	,	PUNCT
cuesj-667	99	3	using	use	VERB
cuesj-667	99	4	the	the	DET
cuesj-667	99	5	discovered	discover	VERB
cuesj-667	99	6	route	route	NOUN
cuesj-667	99	7	,	,	PUNCT
cuesj-667	99	8	the	the	DET
cuesj-667	99	9	data	data	NOUN
cuesj-667	99	10	packet	packet	NOUN
cuesj-667	99	11	is	be	AUX
cuesj-667	99	12	transmitted	transmit	VERB
cuesj-667	99	13	between	between	ADP
cuesj-667	99	14	the	the	DET
cuesj-667	99	15	two	two	NUM
cuesj-667	99	16	nodes	node	NOUN
cuesj-667	99	17	.	.	PUNCT
cuesj-667	100	1	the	the	DET
cuesj-667	100	2	suggested	suggest	VERB
cuesj-667	100	3	aggregation	aggregation	NOUN
cuesj-667	100	4	approach	approach	NOUN
cuesj-667	100	5	is	be	AUX
cuesj-667	100	6	used	use	VERB
cuesj-667	100	7	to	to	PART
cuesj-667	100	8	analyze	analyze	VERB
cuesj-667	100	9	traffic	traffic	NOUN
cuesj-667	100	10	information	information	NOUN
cuesj-667	100	11	and	and	CCONJ
cuesj-667	100	12	detect	detect	VERB
cuesj-667	100	13	intrusions	intrusion	NOUN
cuesj-667	100	14	while	while	SCONJ
cuesj-667	100	15	data	datum	NOUN
cuesj-667	100	16	are	be	AUX
cuesj-667	100	17	being	be	AUX
cuesj-667	100	18	routed	route	VERB
cuesj-667	100	19	by	by	ADP
cuesj-667	100	20	controller	controller	NOUN
cuesj-667	100	21	nodes	node	NOUN
cuesj-667	100	22	.	.	PUNCT
cuesj-667	101	1	the	the	DET
cuesj-667	101	2	structure	structure	NOUN
cuesj-667	101	3	of	of	ADP
cuesj-667	101	4	this	this	DET
cuesj-667	101	5	learning	learning	NOUN
cuesj-667	101	6	model	model	NOUN
cuesj-667	101	7	will	will	AUX
cuesj-667	101	8	be	be	AUX
cuesj-667	101	9	described	describe	VERB
cuesj-667	101	10	in	in	ADP
cuesj-667	101	11	the	the	DET
cuesj-667	101	12	following	follow	VERB
cuesj-667	101	13	sections	section	NOUN
cuesj-667	101	14	.	.	PUNCT
cuesj-667	102	1	detection	detection	NOUN
cuesj-667	102	2	of	of	ADP
cuesj-667	102	3	attacks	attack	NOUN
cuesj-667	102	4	based	base	VERB
cuesj-667	102	5	on	on	ADP
cuesj-667	102	6	cumulative	cumulative	ADJ
cuesj-667	102	7	learning	learning	NOUN
cuesj-667	102	8	as	as	SCONJ
cuesj-667	102	9	mentioned	mention	VERB
cuesj-667	102	10	earlier	early	ADV
cuesj-667	102	11	,	,	PUNCT
cuesj-667	102	12	each	each	DET
cuesj-667	102	13	controller	controller	NOUN
cuesj-667	102	14	node	node	VERB
cuesj-667	102	15	in	in	ADP
cuesj-667	102	16	the	the	DET
cuesj-667	102	17	softwaredriven	softwaredriven	NOUN
cuesj-667	102	18	network	network	NOUN
cuesj-667	102	19	is	be	AUX
cuesj-667	102	20	equipped	equip	VERB
cuesj-667	102	21	with	with	ADP
cuesj-667	102	22	an	an	DET
cuesj-667	102	23	integrated	integrated	ADJ
cuesj-667	102	24	learning	learning	NOUN
cuesj-667	102	25	model	model	NOUN
cuesj-667	102	26	that	that	PRON
cuesj-667	102	27	is	be	AUX
cuesj-667	102	28	capable	capable	ADJ
cuesj-667	102	29	of	of	ADP
cuesj-667	102	30	recording	recording	NOUN
cuesj-667	102	31	and	and	CCONJ
cuesj-667	102	32	processing	process	VERB
cuesj-667	102	33	the	the	DET
cuesj-667	102	34	data	data	NOUN
cuesj-667	102	35	traffic	traffic	NOUN
cuesj-667	102	36	flowing	flow	VERB
cuesj-667	102	37	through	through	ADP
cuesj-667	102	38	it	it	PRON
cuesj-667	102	39	.	.	PUNCT
cuesj-667	103	1	this	this	DET
cuesj-667	103	2	learning	learning	NOUN
cuesj-667	103	3	model	model	NOUN
cuesj-667	103	4	consists	consist	VERB
cuesj-667	103	5	of	of	ADP
cuesj-667	103	6	the	the	DET
cuesj-667	103	7	following	follow	VERB
cuesj-667	103	8	learning	learning	NOUN
cuesj-667	103	9	models	model	NOUN
cuesj-667	103	10	:	:	PUNCT
cuesj-667	103	11	1	1	X
cuesj-667	103	12	.	.	X
cuesj-667	103	13	artificial	artificial	ADJ
cuesj-667	103	14	neural	neural	ADJ
cuesj-667	103	15	network	network	NOUN
cuesj-667	103	16	2	2	NUM
cuesj-667	103	17	.	.	PUNCT
cuesj-667	103	18	decision	decision	NOUN
cuesj-667	103	19	tree	tree	NOUN
cuesj-667	103	20	3	3	X
cuesj-667	103	21	.	.	PUNCT
cuesj-667	104	1	new	new	ADJ
cuesj-667	104	2	biz	biz	PROPN
cuesj-667	104	3	model	model	NOUN
cuesj-667	104	4	.	.	PUNCT
cuesj-667	105	1	each	each	PRON
cuesj-667	105	2	of	of	ADP
cuesj-667	105	3	the	the	DET
cuesj-667	105	4	above	above	ADJ
cuesj-667	105	5	learning	learning	NOUN
cuesj-667	105	6	models	model	NOUN
cuesj-667	105	7	analyzes	analyze	VERB
cuesj-667	105	8	the	the	DET
cuesj-667	105	9	traffic	traffic	NOUN
cuesj-667	105	10	patterns	pattern	NOUN
cuesj-667	105	11	that	that	PRON
cuesj-667	105	12	travel	travel	VERB
cuesj-667	105	13	through	through	ADP
cuesj-667	105	14	their	their	PRON
cuesj-667	105	15	respective	respective	ADJ
cuesj-667	105	16	controllers	controller	NOUN
cuesj-667	105	17	,	,	PUNCT
cuesj-667	105	18	and	and	CCONJ
cuesj-667	105	19	then	then	ADV
cuesj-667	105	20	classifies	classify	VERB
cuesj-667	105	21	them	they	PRON
cuesj-667	105	22	using	use	VERB
cuesj-667	105	23	the	the	DET
cuesj-667	105	24	voting	voting	NOUN
cuesj-667	105	25	mechanism	mechanism	NOUN
cuesj-667	105	26	.	.	PUNCT
cuesj-667	106	1	the	the	DET
cuesj-667	106	2	learning	learning	NOUN
cuesj-667	106	3	model	model	NOUN
cuesj-667	106	4	based	base	VERB
cuesj-667	106	5	on	on	ADP
cuesj-667	106	6	these	these	DET
cuesj-667	106	7	controller	controller	NOUN
cuesj-667	106	8	nodes	node	NOUN
cuesj-667	106	9	will	will	AUX
cuesj-667	106	10	solely	solely	ADV
cuesj-667	106	11	evaluate	evaluate	VERB
cuesj-667	106	12	traffic	traffic	NOUN
cuesj-667	106	13	received	receive	VERB
cuesj-667	106	14	by	by	ADP
cuesj-667	106	15	its	its	PRON
cuesj-667	106	16	subnet	subnet	NOUN
cuesj-667	106	17	nodes	node	NOUN
cuesj-667	106	18	to	to	PART
cuesj-667	106	19	lessen	lessen	VERB
cuesj-667	106	20	the	the	DET
cuesj-667	106	21	complexity	complexity	NOUN
cuesj-667	106	22	and	and	CCONJ
cuesj-667	106	23	computational	computational	ADJ
cuesj-667	106	24	strain	strain	NOUN
cuesj-667	106	25	imposed	impose	VERB
cuesj-667	106	26	on	on	ADP
cuesj-667	106	27	them	they	PRON
cuesj-667	106	28	.	.	PUNCT
cuesj-667	107	1	by	by	ADP
cuesj-667	107	2	doing	do	VERB
cuesj-667	107	3	so	so	ADV
cuesj-667	107	4	,	,	PUNCT
cuesj-667	107	5	malicious	malicious	ADJ
cuesj-667	107	6	malware	malware	NOUN
cuesj-667	107	7	may	may	AUX
cuesj-667	107	8	be	be	AUX
cuesj-667	107	9	avoided	avoid	VERB
cuesj-667	107	10	from	from	ADP
cuesj-667	107	11	infecting	infect	VERB
cuesj-667	107	12	network	network	NOUN
cuesj-667	107	13	equipment	equipment	NOUN
cuesj-667	107	14	and	and	CCONJ
cuesj-667	107	15	routers	router	NOUN
cuesj-667	107	16	from	from	ADP
cuesj-667	107	17	the	the	DET
cuesj-667	107	18	start	start	NOUN
cuesj-667	107	19	of	of	ADP
cuesj-667	107	20	the	the	DET
cuesj-667	107	21	transmitting	transmit	VERB
cuesj-667	107	22	process	process	NOUN
cuesj-667	107	23	,	,	PUNCT
cuesj-667	107	24	and	and	CCONJ
cuesj-667	107	25	the	the	DET
cuesj-667	107	26	rogue	rogue	NOUN
cuesj-667	107	27	node	node	NOUN
cuesj-667	107	28	can	can	AUX
cuesj-667	107	29	be	be	AUX
cuesj-667	107	30	easily	easily	ADV
cuesj-667	107	31	recognized	recognize	VERB
cuesj-667	107	32	.	.	PUNCT
cuesj-667	108	1	figure	figure	NOUN
cuesj-667	108	2	1	1	NUM
cuesj-667	108	3	shows	show	VERB
cuesj-667	108	4	an	an	DET
cuesj-667	108	5	example	example	NOUN
cuesj-667	108	6	of	of	ADP
cuesj-667	108	7	this	this	DET
cuesj-667	108	8	procedure	procedure	NOUN
cuesj-667	108	9	(	(	PUNCT
cuesj-667	108	10	3	3	NUM
cuesj-667	108	11	)	)	PUNCT
cuesj-667	108	12	.	.	PUNCT
cuesj-667	109	1	on	on	ADP
cuesj-667	109	2	figure	figure	NOUN
cuesj-667	109	3	3	3	NUM
cuesj-667	109	4	,	,	PUNCT
cuesj-667	109	5	it	it	PRON
cuesj-667	109	6	is	be	AUX
cuesj-667	109	7	assumed	assume	VERB
cuesj-667	109	8	that	that	SCONJ
cuesj-667	109	9	the	the	DET
cuesj-667	109	10	two	two	NUM
cuesj-667	109	11	nodes	node	NOUN
cuesj-667	109	12	are	be	AUX
cuesj-667	109	13	in	in	ADP
cuesj-667	109	14	the	the	DET
cuesj-667	109	15	same	same	ADJ
cuesj-667	109	16	subnet	subnet	NOUN
cuesj-667	109	17	to	to	PART
cuesj-667	109	18	keep	keep	VERB
cuesj-667	109	19	things	thing	NOUN
cuesj-667	109	20	simple	simple	ADJ
cuesj-667	109	21	.	.	PUNCT
cuesj-667	110	1	node	node	PROPN
cuesj-667	110	2	a	a	PRON
cuesj-667	110	3	is	be	AUX
cuesj-667	110	4	a	a	DET
cuesj-667	110	5	malicious	malicious	ADJ
cuesj-667	110	6	node	node	NOUN
cuesj-667	110	7	,	,	PUNCT
cuesj-667	110	8	whereas	whereas	SCONJ
cuesj-667	110	9	node	node	PROPN
cuesj-667	110	10	b	b	PROPN
cuesj-667	110	11	is	be	AUX
cuesj-667	110	12	a	a	DET
cuesj-667	110	13	regular	regular	ADJ
cuesj-667	110	14	node	node	NOUN
cuesj-667	110	15	.	.	PUNCT
cuesj-667	111	1	assume	assume	VERB
cuesj-667	111	2	that	that	SCONJ
cuesj-667	111	3	each	each	PRON
cuesj-667	111	4	of	of	ADP
cuesj-667	111	5	these	these	DET
cuesj-667	111	6	nodes	node	NOUN
cuesj-667	111	7	wants	want	VERB
cuesj-667	111	8	to	to	PART
cuesj-667	111	9	send	send	VERB
cuesj-667	111	10	each	each	DET
cuesj-667	111	11	other	other	ADJ
cuesj-667	111	12	a	a	DET
cuesj-667	111	13	message	message	NOUN
cuesj-667	111	14	.	.	PUNCT
cuesj-667	112	1	as	as	SCONJ
cuesj-667	112	2	previously	previously	ADV
cuesj-667	112	3	stated	state	VERB
cuesj-667	112	4	,	,	PUNCT
cuesj-667	112	5	all	all	DET
cuesj-667	112	6	nodes	node	NOUN
cuesj-667	112	7	in	in	ADP
cuesj-667	112	8	the	the	DET
cuesj-667	112	9	network	network	NOUN
cuesj-667	112	10	exchange	exchange	NOUN
cuesj-667	112	11	data	datum	NOUN
cuesj-667	112	12	through	through	ADP
cuesj-667	112	13	their	their	PRON
cuesj-667	112	14	subnet	subnet	NOUN
cuesj-667	112	15	controller	controller	NOUN
cuesj-667	112	16	,	,	PUNCT
cuesj-667	112	17	which	which	PRON
cuesj-667	112	18	processes	process	VERB
cuesj-667	112	19	all	all	DET
cuesj-667	112	20	messages	message	NOUN
cuesj-667	112	21	supplied	supply	VERB
cuesj-667	112	22	by	by	ADP
cuesj-667	112	23	subnet	subnet	NOUN
cuesj-667	112	24	members	member	NOUN
cuesj-667	112	25	using	use	VERB
cuesj-667	112	26	the	the	DET
cuesj-667	112	27	integrated	integrate	VERB
cuesj-667	112	28	system	system	NOUN
cuesj-667	112	29	’s	’s	PART
cuesj-667	112	30	learning	learning	NOUN
cuesj-667	112	31	models	model	NOUN
cuesj-667	112	32	.	.	PUNCT
cuesj-667	113	1	when	when	SCONJ
cuesj-667	113	2	node	node	VERB
cuesj-667	113	3	a	a	DET
cuesj-667	113	4	transmits	transmit	NOUN
cuesj-667	113	5	a	a	DET
cuesj-667	113	6	malicious	malicious	ADJ
cuesj-667	113	7	message	message	NOUN
cuesj-667	113	8	to	to	ADP
cuesj-667	113	9	the	the	DET
cuesj-667	113	10	controller	controller	NOUN
cuesj-667	113	11	,	,	PUNCT
cuesj-667	113	12	the	the	DET
cuesj-667	113	13	communication	communication	NOUN
cuesj-667	113	14	features	feature	NOUN
cuesj-667	113	15	are	be	AUX
cuesj-667	113	16	retrieved	retrieve	VERB
cuesj-667	113	17	and	and	CCONJ
cuesj-667	113	18	categorized	categorize	VERB
cuesj-667	113	19	by	by	ADP
cuesj-667	113	20	three	three	NUM
cuesj-667	113	21	models	model	NOUN
cuesj-667	113	22	of	of	ADP
cuesj-667	113	23	artificial	artificial	ADJ
cuesj-667	113	24	neural	neural	ADJ
cuesj-667	113	25	networks	network	NOUN
cuesj-667	113	26	,	,	PUNCT
cuesj-667	113	27	decision	decision	NOUN
cuesj-667	113	28	trees	tree	NOUN
cuesj-667	113	29	,	,	PUNCT
cuesj-667	113	30	and	and	CCONJ
cuesj-667	113	31	the	the	DET
cuesj-667	113	32	nivebase	nivebase	NOUN
cuesj-667	113	33	model	model	NOUN
cuesj-667	113	34	before	before	ADP
cuesj-667	113	35	each	each	DET
cuesj-667	113	36	operation	operation	NOUN
cuesj-667	113	37	.	.	PUNCT
cuesj-667	114	1	the	the	DET
cuesj-667	114	2	aggregate	aggregate	ADJ
cuesj-667	114	3	system	system	NOUN
cuesj-667	114	4	’s	’s	PART
cuesj-667	114	5	ultimate	ultimate	ADJ
cuesj-667	114	6	output	output	NOUN
cuesj-667	114	7	is	be	AUX
cuesj-667	114	8	then	then	ADV
cuesj-667	114	9	decided	decide	VERB
cuesj-667	114	10	using	use	VERB
cuesj-667	114	11	the	the	DET
cuesj-667	114	12	voting	voting	NOUN
cuesj-667	114	13	process	process	NOUN
cuesj-667	114	14	,	,	PUNCT
cuesj-667	114	15	depending	depend	VERB
cuesj-667	114	16	on	on	ADP
cuesj-667	114	17	regular	regular	ADJ
cuesj-667	114	18	communication	communication	NOUN
cuesj-667	114	19	or	or	CCONJ
cuesj-667	114	20	the	the	DET
cuesj-667	114	21	existence	existence	NOUN
cuesj-667	114	22	of	of	ADP
cuesj-667	114	23	an	an	DET
cuesj-667	114	24	assault	assault	NOUN
cuesj-667	114	25	.	.	PUNCT
cuesj-667	115	1	the	the	DET
cuesj-667	115	2	connection	connection	NOUN
cuesj-667	115	3	will	will	AUX
cuesj-667	115	4	be	be	AUX
cuesj-667	115	5	stopped	stop	VERB
cuesj-667	115	6	and	and	CCONJ
cuesj-667	115	7	the	the	DET
cuesj-667	115	8	message	message	NOUN
cuesj-667	115	9	will	will	AUX
cuesj-667	115	10	be	be	AUX
cuesj-667	115	11	erased	erase	VERB
cuesj-667	115	12	if	if	SCONJ
cuesj-667	115	13	the	the	DET
cuesj-667	115	14	integrated	integrate	VERB
cuesj-667	115	15	system	system	NOUN
cuesj-667	115	16	qualifies	qualify	VERB
cuesj-667	115	17	the	the	DET
cuesj-667	115	18	collected	collect	VERB
cuesj-667	115	19	characteristics	characteristic	NOUN
cuesj-667	115	20	.	.	PUNCT
cuesj-667	116	1	this	this	PRON
cuesj-667	116	2	happened	happen	VERB
cuesj-667	116	3	in	in	ADP
cuesj-667	116	4	the	the	DET
cuesj-667	116	5	case	case	NOUN
cuesj-667	116	6	of	of	ADP
cuesj-667	116	7	a	a	DET
cuesj-667	116	8	hypothetical	hypothetical	ADJ
cuesj-667	116	9	message	message	NOUN
cuesj-667	116	10	sent	send	VERB
cuesj-667	116	11	from	from	ADP
cuesj-667	116	12	node	node	PROPN
cuesj-667	116	13	a	a	PRON
cuesj-667	116	14	to	to	ADP
cuesj-667	116	15	node	node	PROPN
cuesj-667	116	16	b.	b.	PROPN
cuesj-667	117	1	the	the	DET
cuesj-667	117	2	message	message	NOUN
cuesj-667	117	3	sent	send	VERB
cuesj-667	117	4	by	by	ADP
cuesj-667	117	5	node	node	PROPN
cuesj-667	117	6	b	b	PROPN
cuesj-667	117	7	,	,	PUNCT
cuesj-667	117	8	on	on	ADP
cuesj-667	117	9	the	the	DET
cuesj-667	117	10	other	other	ADJ
cuesj-667	117	11	hand	hand	NOUN
cuesj-667	117	12	,	,	PUNCT
cuesj-667	117	13	is	be	AUX
cuesj-667	117	14	noticed	notice	VERB
cuesj-667	117	15	by	by	ADP
cuesj-667	117	16	the	the	DET
cuesj-667	117	17	integrated	integrate	VERB
cuesj-667	117	18	system	system	NOUN
cuesj-667	117	19	in	in	ADP
cuesj-667	117	20	the	the	DET
cuesj-667	117	21	regular	regular	ADJ
cuesj-667	117	22	controller	controller	NOUN
cuesj-667	117	23	and	and	CCONJ
cuesj-667	117	24	forwarded	forward	VERB
cuesj-667	117	25	to	to	PART
cuesj-667	117	26	node	node	VERB
cuesj-667	117	27	a.	a.	NOUN
cuesj-667	117	28	the	the	DET
cuesj-667	117	29	process	process	NOUN
cuesj-667	117	30	of	of	ADP
cuesj-667	117	31	recognizing	recognize	VERB
cuesj-667	117	32	assaults	assault	NOUN
cuesj-667	117	33	using	use	VERB
cuesj-667	117	34	the	the	DET
cuesj-667	117	35	integrated	integrate	VERB
cuesj-667	117	36	learning	learning	NOUN
cuesj-667	117	37	system	system	NOUN
cuesj-667	117	38	will	will	AUX
cuesj-667	117	39	be	be	AUX
cuesj-667	117	40	described	describe	VERB
cuesj-667	117	41	in	in	ADP
cuesj-667	117	42	the	the	DET
cuesj-667	117	43	following	follow	VERB
cuesj-667	117	44	sections	section	NOUN
cuesj-667	117	45	.	.	PUNCT
cuesj-667	118	1	data	datum	NOUN
cuesj-667	118	2	processing	process	VERB
cuesj-667	118	3	the	the	DET
cuesj-667	118	4	first	first	ADJ
cuesj-667	118	5	step	step	NOUN
cuesj-667	118	6	in	in	ADP
cuesj-667	118	7	the	the	DET
cuesj-667	118	8	process	process	NOUN
cuesj-667	118	9	of	of	ADP
cuesj-667	118	10	identifying	identify	VERB
cuesj-667	118	11	dos	do	NOUN
cuesj-667	118	12	attacks	attack	NOUN
cuesj-667	118	13	by	by	ADP
cuesj-667	118	14	the	the	DET
cuesj-667	118	15	proposed	propose	VERB
cuesj-667	118	16	aggregation	aggregation	NOUN
cuesj-667	118	17	system	system	NOUN
cuesj-667	118	18	is	be	AUX
cuesj-667	118	19	data	datum	NOUN
cuesj-667	118	20	preprocessing	preprocessing	NOUN
cuesj-667	118	21	.	.	PUNCT
cuesj-667	119	1	data	datum	NOUN
cuesj-667	119	2	preprocessing	preprocessing	NOUN
cuesj-667	119	3	is	be	AUX
cuesj-667	119	4	done	do	VERB
cuesj-667	119	5	through	through	ADP
cuesj-667	119	6	the	the	DET
cuesj-667	119	7	following	follow	VERB
cuesj-667	119	8	steps	step	NOUN
cuesj-667	119	9	:	:	PUNCT
cuesj-667	119	10	•	•	NUM
cuesj-667	119	11	numerically	numerically	ADV
cuesj-667	119	12	quantify	quantify	VERB
cuesj-667	119	13	the	the	DET
cuesj-667	119	14	nominal	nominal	ADJ
cuesj-667	119	15	characteristics	characteristic	NOUN
cuesj-667	119	16	of	of	ADP
cuesj-667	119	17	the	the	DET
cuesj-667	119	18	traffic	traffic	NOUN
cuesj-667	119	19	flow	flow	NOUN
cuesj-667	119	20	being	be	AUX
cuesj-667	119	21	processed	process	VERB
cuesj-667	119	22	.	.	PUNCT
cuesj-667	120	1	for	for	ADP
cuesj-667	120	2	example	example	NOUN
cuesj-667	120	3	,	,	PUNCT
cuesj-667	120	4	the	the	DET
cuesj-667	120	5	“	"	PUNCT
cuesj-667	120	6	connection	connection	NOUN
cuesj-667	120	7	type	type	NOUN
cuesj-667	120	8	”	"	PUNCT
cuesj-667	120	9	attribute	attribute	NOUN
cuesj-667	120	10	can	can	AUX
cuesj-667	120	11	have	have	VERB
cuesj-667	120	12	one	one	NUM
cuesj-667	120	13	of	of	ADP
cuesj-667	120	14	the	the	DET
cuesj-667	120	15	icmp	icmp	NOUN
cuesj-667	120	16	,	,	PUNCT
cuesj-667	120	17	udp	udp	NOUN
cuesj-667	120	18	,	,	PUNCT
cuesj-667	120	19	and	and	CCONJ
cuesj-667	120	20	tcp	tcp	PROPN
cuesj-667	120	21	modes	mode	NOUN
cuesj-667	120	22	,	,	PUNCT
cuesj-667	120	23	which	which	PRON
cuesj-667	120	24	are	be	AUX
cuesj-667	120	25	replaced	replace	VERB
cuesj-667	120	26	by	by	ADP
cuesj-667	120	27	numbers	number	NOUN
cuesj-667	120	28	1–3	1–3	NUM
cuesj-667	120	29	.	.	PUNCT
cuesj-667	121	1	the	the	DET
cuesj-667	121	2	numerical	numerical	ADJ
cuesj-667	121	3	properties	property	NOUN
cuesj-667	121	4	obtained	obtain	VERB
cuesj-667	121	5	for	for	ADP
cuesj-667	121	6	the	the	DET
cuesj-667	121	7	traffic	traffic	NOUN
cuesj-667	121	8	flow	flow	NOUN
cuesj-667	121	9	are	be	AUX
cuesj-667	121	10	normalized	normalize	VERB
cuesj-667	121	11	using	use	VERB
cuesj-667	121	12	the	the	DET
cuesj-667	121	13	following	follow	VERB
cuesj-667	121	14	equation	equation	NOUN
cuesj-667	121	15	.	.	PUNCT
cuesj-667	122	1	−	−	PUNCT
cuesj-667	123	1	=	=	PUNCT
cuesj-667	124	1	−	−	PROPN
cuesj-667	124	2	  	  	SPACE
cuesj-667	124	3	i	i	PRON
cuesj-667	124	4	min	min	VERB
cuesj-667	125	1	i	i	PRON
cuesj-667	125	2	max	max	PROPN
cuesj-667	125	3	min	min	PROPN
cuesj-667	125	4	n	n	CCONJ
cuesj-667	125	5	n	n	CCONJ
cuesj-667	125	6	n	n	CCONJ
cuesj-667	125	7	n	n	CCONJ
cuesj-667	125	8	n	n	CCONJ
cuesj-667	125	9	(	(	PUNCT
cuesj-667	125	10	1	1	X
cuesj-667	125	11	)	)	PUNCT
cuesj-667	125	12	the	the	DET
cuesj-667	125	13	input	input	NOUN
cuesj-667	125	14	property	property	NOUN
cuesj-667	125	15	vector	vector	NOUN
cuesj-667	125	16	for	for	ADP
cuesj-667	125	17	normalization	normalization	NOUN
cuesj-667	125	18	is	be	AUX
cuesj-667	125	19	represented	represent	VERB
cuesj-667	125	20	by	by	ADP
cuesj-667	125	21	ni	ni	PROPN
cuesj-667	125	22	and	and	CCONJ
cuesj-667	125	23	the	the	DET
cuesj-667	125	24	minimum	minimum	ADJ
cuesj-667	125	25	and	and	CCONJ
cuesj-667	125	26	maximum	maximum	ADJ
cuesj-667	125	27	values	value	NOUN
cuesj-667	125	28	in	in	ADP
cuesj-667	125	29	the	the	DET
cuesj-667	125	30	ni	ni	PROPN
cuesj-667	125	31	property	property	NOUN
cuesj-667	125	32	vector	vector	NOUN
cuesj-667	125	33	are	be	AUX
cuesj-667	125	34	represented	represent	VERB
cuesj-667	125	35	by	by	ADP
cuesj-667	125	36	nmin	nmin	NOUN
cuesj-667	125	37	and	and	CCONJ
cuesj-667	125	38	nmax	nmax	ADJ
cuesj-667	125	39	,	,	PUNCT
cuesj-667	125	40	respectively	respectively	ADV
cuesj-667	125	41	.	.	PUNCT
cuesj-667	126	1	thus	thus	ADV
cuesj-667	126	2	,	,	PUNCT
cuesj-667	126	3	the	the	DET
cuesj-667	126	4	traffic	traffic	NOUN
cuesj-667	126	5	flow	flow	NOUN
cuesj-667	126	6	characteristics	characteristic	NOUN
cuesj-667	126	7	are	be	AUX
cuesj-667	126	8	translated	translate	VERB
cuesj-667	126	9	into	into	ADP
cuesj-667	126	10	a	a	DET
cuesj-667	126	11	numerical	numerical	ADJ
cuesj-667	126	12	representation	representation	NOUN
cuesj-667	126	13	in	in	ADP
cuesj-667	126	14	the	the	DET
cuesj-667	126	15	range,[0,1	range,[0,1	NOUN
cuesj-667	126	16	]	]	PUNCT
cuesj-667	126	17	and	and	CCONJ
cuesj-667	126	18	these	these	DET
cuesj-667	126	19	characteristics	characteristic	NOUN
cuesj-667	126	20	are	be	AUX
cuesj-667	126	21	employed	employ	VERB
cuesj-667	126	22	as	as	ADP
cuesj-667	126	23	input	input	NOUN
cuesj-667	126	24	to	to	ADP
cuesj-667	126	25	learning	learn	VERB
cuesj-667	126	26	models	model	NOUN
cuesj-667	126	27	in	in	ADP
cuesj-667	126	28	the	the	DET
cuesj-667	126	29	proposed	propose	VERB
cuesj-667	126	30	method	method	NOUN
cuesj-667	126	31	’s	’s	PART
cuesj-667	126	32	subsequent	subsequent	ADJ
cuesj-667	126	33	phases	phase	NOUN
cuesj-667	126	34	.	.	PUNCT
cuesj-667	127	1	classification	classification	NOUN
cuesj-667	127	2	of	of	ADP
cuesj-667	127	3	features	feature	NOUN
cuesj-667	127	4	based	base	VERB
cuesj-667	127	5	on	on	ADP
cuesj-667	127	6	artificial	artificial	ADJ
cuesj-667	127	7	neural	neural	ADJ
cuesj-667	127	8	network	network	NOUN
cuesj-667	127	9	the	the	DET
cuesj-667	127	10	first	first	ADJ
cuesj-667	127	11	learning	learn	VERB
cuesj-667	127	12	model	model	NOUN
cuesj-667	127	13	used	use	VERB
cuesj-667	127	14	in	in	ADP
cuesj-667	127	15	the	the	DET
cuesj-667	127	16	proposed	propose	VERB
cuesj-667	127	17	integrated	integrate	VERB
cuesj-667	127	18	system	system	NOUN
cuesj-667	127	19	for	for	ADP
cuesj-667	127	20	detecting	detect	VERB
cuesj-667	127	21	dos	do	NOUN
cuesj-667	127	22	attacks	attack	NOUN
cuesj-667	127	23	is	be	AUX
cuesj-667	127	24	the	the	DET
cuesj-667	127	25	artificial	artificial	ADJ
cuesj-667	127	26	neural	neural	ADJ
cuesj-667	127	27	network	network	NOUN
cuesj-667	127	28	.	.	PUNCT
cuesj-667	128	1	this	this	DET
cuesj-667	128	2	neural	neural	ADJ
cuesj-667	128	3	network	network	NOUN
cuesj-667	128	4	is	be	AUX
cuesj-667	128	5	a	a	DET
cuesj-667	128	6	prosthetic	prosthetic	ADJ
cuesj-667	128	7	network	network	NOUN
cuesj-667	128	8	with	with	ADP
cuesj-667	128	9	a	a	DET
cuesj-667	128	10	hidden	hide	VERB
cuesj-667	128	11	layer	layer	NOUN
cuesj-667	128	12	.	.	PUNCT
cuesj-667	129	1	the	the	DET
cuesj-667	129	2	secret	secret	ADJ
cuesj-667	129	3	layer	layer	NOUN
cuesj-667	129	4	of	of	ADP
cuesj-667	129	5	this	this	DET
cuesj-667	129	6	network	network	NOUN
cuesj-667	129	7	has	have	VERB
cuesj-667	129	8	10	10	NUM
cuesj-667	129	9	neurons	neuron	NOUN
cuesj-667	129	10	and	and	CCONJ
cuesj-667	129	11	its	its	PRON
cuesj-667	129	12	transmission	transmission	NOUN
cuesj-667	129	13	function	function	NOUN
cuesj-667	129	14	is	be	AUX
cuesj-667	129	15	determined	determine	VERB
cuesj-667	129	16	by	by	ADP
cuesj-667	129	17	logarithmic	logarithmic	ADJ
cuesj-667	129	18	sigmoid	sigmoid	NOUN
cuesj-667	129	19	type	type	NOUN
cuesj-667	129	20	.	.	PUNCT
cuesj-667	130	1	furthermore	furthermore	ADV
cuesj-667	130	2	,	,	PUNCT
cuesj-667	130	3	the	the	DET
cuesj-667	130	4	number	number	NOUN
cuesj-667	130	5	of	of	ADP
cuesj-667	130	6	input	input	NOUN
cuesj-667	130	7	layer	layer	NOUN
cuesj-667	130	8	neurons	neuron	NOUN
cuesj-667	130	9	is	be	AUX
cuesj-667	130	10	equal	equal	ADJ
cuesj-667	130	11	to	to	ADP
cuesj-667	130	12	the	the	DET
cuesj-667	130	13	number	number	NOUN
cuesj-667	130	14	of	of	ADP
cuesj-667	130	15	traffic	traffic	NOUN
cuesj-667	130	16	flow	flow	NOUN
cuesj-667	130	17	characteristics	characteristic	NOUN
cuesj-667	130	18	,	,	PUNCT
cuesj-667	130	19	and	and	CCONJ
cuesj-667	130	20	the	the	DET
cuesj-667	130	21	number	number	NOUN
cuesj-667	130	22	of	of	ADP
cuesj-667	130	23	output	output	NOUN
cuesj-667	130	24	layer	layer	NOUN
cuesj-667	130	25	neurons	neuron	NOUN
cuesj-667	130	26	is	be	AUX
cuesj-667	130	27	equal	equal	ADJ
cuesj-667	130	28	to	to	ADP
cuesj-667	130	29	the	the	DET
cuesj-667	130	30	number	number	NOUN
cuesj-667	130	31	of	of	ADP
cuesj-667	130	32	types	type	NOUN
cuesj-667	130	33	of	of	ADP
cuesj-667	130	34	attacks	attack	NOUN
cuesj-667	130	35	.	.	PUNCT
cuesj-667	131	1	the	the	DET
cuesj-667	131	2	amount	amount	NOUN
cuesj-667	131	3	of	of	ADP
cuesj-667	131	4	output	output	NOUN
cuesj-667	131	5	from	from	ADP
cuesj-667	131	6	these	these	DET
cuesj-667	131	7	neurons	neuron	NOUN
cuesj-667	131	8	determines	determine	VERB
cuesj-667	131	9	the	the	DET
cuesj-667	131	10	type	type	NOUN
cuesj-667	131	11	of	of	ADP
cuesj-667	131	12	attack	attack	NOUN
cuesj-667	131	13	determined	determine	VERB
cuesj-667	131	14	by	by	ADP
cuesj-667	131	15	the	the	DET
cuesj-667	131	16	neural	neural	ADJ
cuesj-667	131	17	network	network	NOUN
cuesj-667	131	18	.	.	PUNCT
cuesj-667	132	1	the	the	DET
cuesj-667	132	2	structure	structure	NOUN
cuesj-667	132	3	of	of	ADP
cuesj-667	132	4	this	this	DET
cuesj-667	132	5	network	network	NOUN
cuesj-667	132	6	is	be	AUX
cuesj-667	132	7	shown	show	VERB
cuesj-667	132	8	in	in	ADP
cuesj-667	132	9	figure	figure	NOUN
cuesj-667	132	10	4	4	NUM
cuesj-667	132	11	.	.	PUNCT
cuesj-667	133	1	the	the	DET
cuesj-667	133	2	artificial	artificial	ADJ
cuesj-667	133	3	neural	neural	ADJ
cuesj-667	133	4	network	network	NOUN
cuesj-667	133	5	is	be	AUX
cuesj-667	133	6	the	the	DET
cuesj-667	133	7	initial	initial	ADJ
cuesj-667	133	8	learning	learning	NOUN
cuesj-667	133	9	model	model	NOUN
cuesj-667	133	10	utilized	utilize	VERB
cuesj-667	133	11	in	in	ADP
cuesj-667	133	12	the	the	DET
cuesj-667	133	13	proposed	propose	VERB
cuesj-667	133	14	integrated	integrate	VERB
cuesj-667	133	15	system	system	NOUN
cuesj-667	133	16	for	for	ADP
cuesj-667	133	17	detecting	detect	VERB
cuesj-667	133	18	dos	do	NOUN
cuesj-667	133	19	threats	threat	NOUN
cuesj-667	133	20	.	.	PUNCT
cuesj-667	134	1	this	this	DET
cuesj-667	134	2	neural	neural	ADJ
cuesj-667	134	3	network	network	NOUN
cuesj-667	134	4	is	be	AUX
cuesj-667	134	5	a	a	DET
cuesj-667	134	6	hidden	hide	VERB
cuesj-667	134	7	layer	layer	NOUN
cuesj-667	134	8	prosthetic	prosthetic	ADJ
cuesj-667	134	9	network	network	NOUN
cuesj-667	134	10	.	.	PUNCT
cuesj-667	135	1	this	this	DET
cuesj-667	135	2	network	network	NOUN
cuesj-667	135	3	’s	’s	PART
cuesj-667	135	4	hidden	hide	VERB
cuesj-667	135	5	layer	layer	NOUN
cuesj-667	135	6	comprises	comprise	VERB
cuesj-667	135	7	10	10	NUM
cuesj-667	135	8	neurons	neuron	NOUN
cuesj-667	135	9	,	,	PUNCT
cuesj-667	135	10	and	and	CCONJ
cuesj-667	135	11	its	its	PRON
cuesj-667	135	12	transmission	transmission	NOUN
cuesj-667	135	13	function	function	NOUN
cuesj-667	135	14	is	be	AUX
cuesj-667	135	15	of	of	ADP
cuesj-667	135	16	the	the	DET
cuesj-667	135	17	logarithmic	logarithmic	ADJ
cuesj-667	135	18	sigmoid	sigmoid	NOUN
cuesj-667	135	19	type	type	NOUN
cuesj-667	135	20	.	.	PUNCT
cuesj-667	136	1	rashidi	rashidi	PROPN
cuesj-667	136	2	,	,	PUNCT
cuesj-667	136	3	et	et	PROPN
cuesj-667	136	4	al	al	PROPN
cuesj-667	136	5	.	.	PROPN
cuesj-667	136	6	:	:	PUNCT
cuesj-667	137	1	detecting	detect	VERB
cuesj-667	137	2	denial	denial	NOUN
cuesj-667	137	3	of	of	ADP
cuesj-667	137	4	service	service	NOUN
cuesj-667	137	5	attacks	attack	NOUN
cuesj-667	137	6	in	in	ADP
cuesj-667	137	7	internet	internet	NOUN
cuesj-667	137	8	of	of	ADP
cuesj-667	137	9	things	thing	NOUN
cuesj-667	137	10	53	53	NUM
cuesj-667	137	11	http://journals.cihanuniversity.edu.iq/index.php/cuesj	http://journals.cihanuniversity.edu.iq/index.php/cuesj	ADJ
cuesj-667	137	12	cuesj	cuesj	ADJ
cuesj-667	137	13	2022	2022	NUM
cuesj-667	137	14	,	,	PUNCT
cuesj-667	137	15	6	6	NUM
cuesj-667	137	16	(	(	PUNCT
cuesj-667	137	17	2	2	NUM
cuesj-667	137	18	):	):	PUNCT
cuesj-667	137	19	49	49	NUM
cuesj-667	137	20	-	-	SYM
cuesj-667	137	21	56	56	NUM
cuesj-667	137	22	classification	classification	NOUN
cuesj-667	137	23	of	of	ADP
cuesj-667	137	24	features	feature	NOUN
cuesj-667	137	25	based	base	VERB
cuesj-667	137	26	on	on	ADP
cuesj-667	137	27	artificial	artificial	ADJ
cuesj-667	137	28	neural	neural	ADJ
cuesj-667	137	29	network	network	NOUN
cuesj-667	137	30	in	in	ADP
cuesj-667	137	31	addition	addition	NOUN
cuesj-667	137	32	,	,	PUNCT
cuesj-667	137	33	the	the	DET
cuesj-667	137	34	number	number	NOUN
cuesj-667	137	35	of	of	ADP
cuesj-667	137	36	input	input	NOUN
cuesj-667	137	37	layer	layer	NOUN
cuesj-667	137	38	neurons	neuron	NOUN
cuesj-667	137	39	equals	equal	VERB
cuesj-667	137	40	the	the	DET
cuesj-667	137	41	number	number	NOUN
cuesj-667	137	42	of	of	ADP
cuesj-667	137	43	traffic	traffic	NOUN
cuesj-667	137	44	flow	flow	NOUN
cuesj-667	137	45	characteristics	characteristic	NOUN
cuesj-667	137	46	,	,	PUNCT
cuesj-667	137	47	whereas	whereas	SCONJ
cuesj-667	137	48	the	the	DET
cuesj-667	137	49	number	number	NOUN
cuesj-667	137	50	of	of	ADP
cuesj-667	137	51	output	output	NOUN
cuesj-667	137	52	layer	layer	NOUN
cuesj-667	137	53	neurons	neuron	NOUN
cuesj-667	137	54	equals	equal	VERB
cuesj-667	137	55	the	the	DET
cuesj-667	137	56	number	number	NOUN
cuesj-667	137	57	of	of	ADP
cuesj-667	137	58	attack	attack	NOUN
cuesj-667	137	59	kinds	kind	NOUN
cuesj-667	137	60	.	.	PUNCT
cuesj-667	138	1	the	the	DET
cuesj-667	138	2	sort	sort	NOUN
cuesj-667	138	3	of	of	ADP
cuesj-667	138	4	assault	assault	NOUN
cuesj-667	138	5	decided	decide	VERB
cuesj-667	138	6	by	by	ADP
cuesj-667	138	7	the	the	DET
cuesj-667	138	8	neural	neural	ADJ
cuesj-667	138	9	network	network	NOUN
cuesj-667	138	10	is	be	AUX
cuesj-667	138	11	dictated	dictate	VERB
cuesj-667	138	12	by	by	ADP
cuesj-667	138	13	the	the	DET
cuesj-667	138	14	amount	amount	NOUN
cuesj-667	138	15	of	of	ADP
cuesj-667	138	16	output	output	NOUN
cuesj-667	138	17	from	from	ADP
cuesj-667	138	18	these	these	DET
cuesj-667	138	19	neurons	neuron	NOUN
cuesj-667	138	20	.	.	PUNCT
cuesj-667	139	1	figure	figure	NOUN
cuesj-667	139	2	1	1	NUM
cuesj-667	139	3	depicts	depict	VERB
cuesj-667	139	4	the	the	DET
cuesj-667	139	5	network	network	NOUN
cuesj-667	139	6	’s	’s	PART
cuesj-667	139	7	structure	structure	NOUN
cuesj-667	139	8	(	(	PUNCT
cuesj-667	139	9	4	4	NUM
cuesj-667	139	10	)	)	PUNCT
cuesj-667	139	11	.	.	PUNCT
cuesj-667	140	1	in	in	ADP
cuesj-667	140	2	addition	addition	NOUN
cuesj-667	140	3	,	,	PUNCT
cuesj-667	140	4	the	the	DET
cuesj-667	140	5	number	number	NOUN
cuesj-667	140	6	of	of	ADP
cuesj-667	140	7	input	input	NOUN
cuesj-667	140	8	layer	layer	NOUN
cuesj-667	140	9	neurons	neuron	NOUN
cuesj-667	140	10	equals	equal	VERB
cuesj-667	140	11	the	the	DET
cuesj-667	140	12	number	number	NOUN
cuesj-667	140	13	of	of	ADP
cuesj-667	140	14	traffic	traffic	NOUN
cuesj-667	140	15	flow	flow	NOUN
cuesj-667	140	16	characteristics	characteristic	NOUN
cuesj-667	140	17	,	,	PUNCT
cuesj-667	140	18	whereas	whereas	SCONJ
cuesj-667	140	19	the	the	DET
cuesj-667	140	20	number	number	NOUN
cuesj-667	140	21	of	of	ADP
cuesj-667	140	22	output	output	NOUN
cuesj-667	140	23	layer	layer	NOUN
cuesj-667	140	24	neurons	neuron	NOUN
cuesj-667	140	25	equals	equal	VERB
cuesj-667	140	26	the	the	DET
cuesj-667	140	27	number	number	NOUN
cuesj-667	140	28	of	of	ADP
cuesj-667	140	29	attack	attack	NOUN
cuesj-667	140	30	kinds	kind	NOUN
cuesj-667	140	31	.	.	PUNCT
cuesj-667	141	1	the	the	DET
cuesj-667	141	2	sort	sort	NOUN
cuesj-667	141	3	of	of	ADP
cuesj-667	141	4	assault	assault	NOUN
cuesj-667	141	5	decided	decide	VERB
cuesj-667	141	6	by	by	ADP
cuesj-667	141	7	the	the	DET
cuesj-667	141	8	neural	neural	ADJ
cuesj-667	141	9	network	network	NOUN
cuesj-667	141	10	is	be	AUX
cuesj-667	141	11	dictated	dictate	VERB
cuesj-667	141	12	by	by	ADP
cuesj-667	141	13	the	the	DET
cuesj-667	141	14	amount	amount	NOUN
cuesj-667	141	15	of	of	ADP
cuesj-667	141	16	output	output	NOUN
cuesj-667	141	17	from	from	ADP
cuesj-667	141	18	these	these	DET
cuesj-667	141	19	neurons	neuron	NOUN
cuesj-667	141	20	.	.	PUNCT
cuesj-667	142	1	figure	figure	NOUN
cuesj-667	142	2	1	1	NUM
cuesj-667	142	3	depicts	depict	VERB
cuesj-667	142	4	the	the	DET
cuesj-667	142	5	network	network	NOUN
cuesj-667	142	6	’s	’s	PART
cuesj-667	142	7	structure	structure	NOUN
cuesj-667	142	8	(	(	PUNCT
cuesj-667	142	9	4	4	NUM
cuesj-667	142	10	)	)	PUNCT
cuesj-667	142	11	.	.	PUNCT
cuesj-667	143	1	the	the	DET
cuesj-667	143	2	neural	neural	ADJ
cuesj-667	143	3	network	network	NOUN
cuesj-667	143	4	learning	learn	VERB
cuesj-667	143	5	algorithm	algorithm	NOUN
cuesj-667	143	6	for	for	ADP
cuesj-667	143	7	training	training	NOUN
cuesj-667	143	8	based	base	VERB
cuesj-667	143	9	on	on	ADP
cuesj-667	143	10	the	the	DET
cuesj-667	143	11	input	input	NOUN
cuesj-667	143	12	data	data	NOUN
cuesj-667	143	13	is	be	AUX
cuesj-667	143	14	as	as	SCONJ
cuesj-667	143	15	follows	follow	VERB
cuesj-667	143	16	:	:	PUNCT
cuesj-667	144	1	1	1	X
cuesj-667	144	2	.	.	X
cuesj-667	145	1	at	at	ADP
cuesj-667	145	2	the	the	DET
cuesj-667	145	3	beginning	beginning	NOUN
cuesj-667	145	4	of	of	ADP
cuesj-667	145	5	the	the	DET
cuesj-667	145	6	neural	neural	ADJ
cuesj-667	145	7	network	network	NOUN
cuesj-667	145	8	training	training	NOUN
cuesj-667	145	9	,	,	PUNCT
cuesj-667	145	10	the	the	DET
cuesj-667	145	11	initial	initial	ADJ
cuesj-667	145	12	values	value	NOUN
cuesj-667	145	13	of	of	ADP
cuesj-667	145	14	the	the	DET
cuesj-667	145	15	weights	weight	NOUN
cuesj-667	145	16	for	for	ADP
cuesj-667	145	17	the	the	DET
cuesj-667	145	18	wc	wc	PROPN
cuesj-667	145	19	vector	vector	NOUN
cuesj-667	145	20	are	be	AUX
cuesj-667	145	21	set	set	VERB
cuesj-667	145	22	equal	equal	ADJ
cuesj-667	145	23	to	to	ADP
cuesj-667	145	24	random	random	ADJ
cuesj-667	145	25	numbers	number	NOUN
cuesj-667	145	26	and	and	CCONJ
cuesj-667	145	27	t	t	NOUN
cuesj-667	145	28	=	=	SYM
cuesj-667	145	29	0	0	NUM
cuesj-667	145	30	is	be	AUX
cuesj-667	145	31	considered	consider	VERB
cuesj-667	145	32	2	2	NUM
cuesj-667	145	33	.	.	X
cuesj-667	146	1	for	for	ADP
cuesj-667	146	2	each	each	DET
cuesj-667	146	3	layer	layer	NOUN
cuesj-667	146	4	in	in	ADP
cuesj-667	146	5	the	the	DET
cuesj-667	146	6	neural	neural	ADJ
cuesj-667	146	7	network	network	NOUN
cuesj-667	146	8	,	,	PUNCT
cuesj-667	146	9	the	the	DET
cuesj-667	146	10	input	input	NOUN
cuesj-667	146	11	vector	vector	NOUN
cuesj-667	146	12	di	di	NOUN
cuesj-667	146	13	is	be	AUX
cuesj-667	146	14	applied	apply	VERB
cuesj-667	146	15	to	to	ADP
cuesj-667	146	16	the	the	DET
cuesj-667	146	17	neurons	neuron	NOUN
cuesj-667	146	18	of	of	ADP
cuesj-667	146	19	the	the	DET
cuesj-667	146	20	current	current	ADJ
cuesj-667	146	21	layer	layer	NOUN
cuesj-667	146	22	of	of	ADP
cuesj-667	146	23	the	the	DET
cuesj-667	146	24	neural	neural	ADJ
cuesj-667	146	25	network	network	NOUN
cuesj-667	146	26	and	and	CCONJ
cuesj-667	146	27	based	base	VERB
cuesj-667	146	28	on	on	ADP
cuesj-667	146	29	the	the	DET
cuesj-667	146	30	weight	weight	NOUN
cuesj-667	146	31	vector	vector	NOUN
cuesj-667	146	32	of	of	ADP
cuesj-667	146	33	the	the	DET
cuesj-667	146	34	neurons	neuron	NOUN
cuesj-667	146	35	in	in	ADP
cuesj-667	146	36	the	the	DET
cuesj-667	146	37	current	current	ADJ
cuesj-667	146	38	iteration	iteration	NOUN
cuesj-667	146	39	and	and	CCONJ
cuesj-667	146	40	the	the	DET
cuesj-667	146	41	logarithmic	logarithmic	ADJ
cuesj-667	146	42	sigmoid	sigmoid	NOUN
cuesj-667	146	43	activation	activation	NOUN
cuesj-667	146	44	function	function	NOUN
cuesj-667	146	45	,	,	PUNCT
cuesj-667	146	46	the	the	DET
cuesj-667	146	47	output	output	NOUN
cuesj-667	146	48	d	d	PROPN
cuesj-667	146	49	is	be	AUX
cuesj-667	146	50	calculated	calculate	VERB
cuesj-667	146	51	3	3	NUM
cuesj-667	146	52	.	.	PUNCT
cuesj-667	147	1	the	the	DET
cuesj-667	147	2	values	value	NOUN
cuesj-667	147	3	of	of	ADP
cuesj-667	147	4	neural	neural	ADJ
cuesj-667	147	5	network	network	NOUN
cuesj-667	147	6	weights	weight	NOUN
cuesj-667	147	7	in	in	ADP
cuesj-667	147	8	the	the	DET
cuesj-667	147	9	wc	wc	PROPN
cuesj-667	147	10	vector	vector	NOUN
cuesj-667	147	11	are	be	AUX
cuesj-667	147	12	updated	update	VERB
cuesj-667	147	13	using	use	VERB
cuesj-667	147	14	the	the	DET
cuesj-667	147	15	following	follow	VERB
cuesj-667	147	16	relation:[15	relation:[15	SYM
cuesj-667	147	17	]	]	X
cuesj-667	147	18	(	(	PUNCT
cuesj-667	147	19	)	)	PUNCT
cuesj-667	147	20	(	(	PUNCT
cuesj-667	147	21	)	)	PUNCT
cuesj-667	147	22	µ+	µ+	X
cuesj-667	147	23	=	=	PUNCT
cuesj-667	147	24	+	+	NUM
cuesj-667	147	25	×	×	NOUN
cuesj-667	147	26	×1j	×1j	PROPN
cuesj-667	147	27	jw	jw	PROPN
cuesj-667	147	28	t	t	PROPN
cuesj-667	147	29	w	w	PROPN
cuesj-667	147	30	t	t	PROPN
cuesj-667	147	31	e	e	X
cuesj-667	147	32	x	x	X
cuesj-667	147	33	(	(	PUNCT
cuesj-667	147	34	2	2	NUM
cuesj-667	147	35	)	)	PUNCT
cuesj-667	147	36	in	in	ADP
cuesj-667	147	37	the	the	DET
cuesj-667	147	38	above	above	ADJ
cuesj-667	147	39	relation	relation	NOUN
cuesj-667	147	40	,	,	PUNCT
cuesj-667	147	41	μ	μ	PROPN
cuesj-667	147	42	is	be	AUX
cuesj-667	147	43	the	the	DET
cuesj-667	147	44	learning	learning	NOUN
cuesj-667	147	45	rate	rate	NOUN
cuesj-667	147	46	,	,	PUNCT
cuesj-667	147	47	e	e	X
cuesj-667	147	48	is	be	AUX
cuesj-667	147	49	the	the	DET
cuesj-667	147	50	difference	difference	NOUN
cuesj-667	147	51	between	between	ADP
cuesj-667	147	52	the	the	DET
cuesj-667	147	53	actual	actual	ADJ
cuesj-667	147	54	output	output	NOUN
cuesj-667	147	55	and	and	CCONJ
cuesj-667	147	56	output	output	NOUN
cuesj-667	147	57	of	of	ADP
cuesj-667	147	58	the	the	DET
cuesj-667	147	59	neuron	neuron	NOUN
cuesj-667	147	60	,	,	PUNCT
cuesj-667	147	61	and	and	CCONJ
cuesj-667	147	62	x	x	X
cuesj-667	147	63	is	be	AUX
cuesj-667	147	64	the	the	DET
cuesj-667	147	65	input	input	NOUN
cuesj-667	147	66	data	datum	NOUN
cuesj-667	147	67	.	.	PUNCT
cuesj-667	148	1	steps	step	NOUN
cuesj-667	148	2	2–4	2–4	PROPN
cuesj-667	148	3	are	be	AUX
cuesj-667	148	4	repeated	repeat	VERB
cuesj-667	148	5	until	until	SCONJ
cuesj-667	148	6	the	the	DET
cuesj-667	148	7	neural	neural	ADJ
cuesj-667	148	8	network	network	NOUN
cuesj-667	148	9	error	error	NOUN
cuesj-667	148	10	is	be	AUX
cuesj-667	148	11	less	less	ADJ
cuesj-667	148	12	than	than	ADP
cuesj-667	148	13	the	the	DET
cuesj-667	148	14	threshold	threshold	NOUN
cuesj-667	148	15	value	value	NOUN
cuesj-667	148	16	or	or	CCONJ
cuesj-667	148	17	t	t	X
cuesj-667	148	18	<	<	X
cuesj-667	148	19	tmax	tmax	PROPN
cuesj-667	148	20	,	,	PUNCT
cuesj-667	148	21	increasing	increase	VERB
cuesj-667	148	22	by	by	ADP
cuesj-667	148	23	t	t	PROPN
cuesj-667	148	24	one	one	NUM
cuesj-667	148	25	value	value	NOUN
cuesj-667	148	26	.	.	PUNCT
cuesj-667	149	1	otherwise	otherwise	ADV
cuesj-667	149	2	,	,	PUNCT
cuesj-667	149	3	the	the	DET
cuesj-667	149	4	neural	neural	ADJ
cuesj-667	149	5	network	network	NOUN
cuesj-667	149	6	training	training	NOUN
cuesj-667	149	7	will	will	AUX
cuesj-667	149	8	end	end	VERB
cuesj-667	149	9	.	.	PUNCT
cuesj-667	150	1	classification	classification	NOUN
cuesj-667	150	2	of	of	ADP
cuesj-667	150	3	properties	property	NOUN
cuesj-667	150	4	based	base	VERB
cuesj-667	150	5	on	on	ADP
cuesj-667	150	6	the	the	DET
cuesj-667	150	7	decision	decision	NOUN
cuesj-667	150	8	tree	tree	NOUN
cuesj-667	150	9	the	the	DET
cuesj-667	150	10	decision	decision	NOUN
cuesj-667	150	11	tree	tree	NOUN
cuesj-667	150	12	is	be	AUX
cuesj-667	150	13	the	the	DET
cuesj-667	150	14	second	second	ADJ
cuesj-667	150	15	learning	learning	NOUN
cuesj-667	150	16	model	model	NOUN
cuesj-667	150	17	utilized	utilize	VERB
cuesj-667	150	18	in	in	ADP
cuesj-667	150	19	the	the	DET
cuesj-667	150	20	proposed	propose	VERB
cuesj-667	150	21	integrated	integrate	VERB
cuesj-667	150	22	system	system	NOUN
cuesj-667	150	23	for	for	ADP
cuesj-667	150	24	identifying	identify	VERB
cuesj-667	150	25	assaults	assault	NOUN
cuesj-667	150	26	.	.	PUNCT
cuesj-667	151	1	the	the	DET
cuesj-667	151	2	decision	decision	NOUN
cuesj-667	151	3	tree	tree	NOUN
cuesj-667	151	4	algorithm	algorithm	NOUN
cuesj-667	151	5	is	be	AUX
cuesj-667	151	6	a	a	DET
cuesj-667	151	7	data	data	NOUN
cuesj-667	151	8	mining	mining	NOUN
cuesj-667	151	9	approach	approach	NOUN
cuesj-667	151	10	that	that	SCONJ
cuesj-667	151	11	,	,	PUNCT
cuesj-667	151	12	despite	despite	SCONJ
cuesj-667	151	13	the	the	DET
cuesj-667	151	14	fact	fact	NOUN
cuesj-667	151	15	that	that	SCONJ
cuesj-667	151	16	it	it	PRON
cuesj-667	151	17	does	do	AUX
cuesj-667	151	18	not	not	PART
cuesj-667	151	19	involve	involve	VERB
cuesj-667	151	20	sophisticated	sophisticated	ADJ
cuesj-667	151	21	computations	computation	NOUN
cuesj-667	151	22	and	and	CCONJ
cuesj-667	151	23	is	be	AUX
cuesj-667	151	24	simple	simple	ADJ
cuesj-667	151	25	to	to	ADP
cuesj-667	151	26	grasp	grasp	NOUN
cuesj-667	151	27	,	,	PUNCT
cuesj-667	151	28	has	have	VERB
cuesj-667	151	29	comparable	comparable	ADJ
cuesj-667	151	30	accuracy	accuracy	NOUN
cuesj-667	151	31	to	to	ADP
cuesj-667	151	32	other	other	ADJ
cuesj-667	151	33	classification	classification	NOUN
cuesj-667	151	34	methods	method	NOUN
cuesj-667	151	35	.	.	PUNCT
cuesj-667	152	1	as	as	ADP
cuesj-667	152	2	a	a	DET
cuesj-667	152	3	result	result	NOUN
cuesj-667	152	4	,	,	PUNCT
cuesj-667	152	5	it	it	PRON
cuesj-667	152	6	may	may	AUX
cuesj-667	152	7	be	be	AUX
cuesj-667	152	8	used	use	VERB
cuesj-667	152	9	to	to	PART
cuesj-667	152	10	solve	solve	VERB
cuesj-667	152	11	a	a	DET
cuesj-667	152	12	variety	variety	NOUN
cuesj-667	152	13	of	of	ADP
cuesj-667	152	14	categorization	categorization	NOUN
cuesj-667	152	15	problems	problem	NOUN
cuesj-667	152	16	.	.	PUNCT
cuesj-667	153	1	as	as	ADP
cuesj-667	153	2	a	a	DET
cuesj-667	153	3	result	result	NOUN
cuesj-667	153	4	,	,	PUNCT
cuesj-667	153	5	a	a	DET
cuesj-667	153	6	structure	structure	NOUN
cuesj-667	153	7	based	base	VERB
cuesj-667	153	8	on	on	ADP
cuesj-667	153	9	decision	decision	NOUN
cuesj-667	153	10	tree	tree	NOUN
cuesj-667	153	11	and	and	CCONJ
cuesj-667	153	12	regression	regression	VERB
cuesj-667	153	13	classification	classification	NOUN
cuesj-667	153	14	and	and	CCONJ
cuesj-667	153	15	regression	regression	NOUN
cuesj-667	153	16	trees	tree	NOUN
cuesj-667	153	17	are	be	AUX
cuesj-667	153	18	described	describe	VERB
cuesj-667	153	19	in	in	ADP
cuesj-667	153	20	this	this	DET
cuesj-667	153	21	part	part	NOUN
cuesj-667	153	22	to	to	PART
cuesj-667	153	23	identify	identify	VERB
cuesj-667	153	24	assaults	assault	NOUN
cuesj-667	153	25	.	.	PUNCT
cuesj-667	154	1	the	the	DET
cuesj-667	154	2	decision	decision	NOUN
cuesj-667	154	3	tree	tree	NOUN
cuesj-667	154	4	created	create	VERB
cuesj-667	154	5	by	by	ADP
cuesj-667	154	6	the	the	DET
cuesj-667	154	7	division	division	NOUN
cuesj-667	154	8	and	and	CCONJ
cuesj-667	154	9	regression	regression	VERB
cuesj-667	154	10	tree	tree	NOUN
cuesj-667	154	11	attempts	attempt	VERB
cuesj-667	154	12	to	to	PART
cuesj-667	154	13	anticipate	anticipate	VERB
cuesj-667	154	14	and	and	CCONJ
cuesj-667	154	15	classify	classify	VERB
cuesj-667	154	16	future	future	ADJ
cuesj-667	154	17	observations	observation	NOUN
cuesj-667	154	18	.	.	PUNCT
cuesj-667	155	1	the	the	DET
cuesj-667	155	2	goal	goal	NOUN
cuesj-667	155	3	of	of	ADP
cuesj-667	155	4	this	this	DET
cuesj-667	155	5	strategy	strategy	NOUN
cuesj-667	155	6	is	be	AUX
cuesj-667	155	7	to	to	PART
cuesj-667	155	8	eliminate	eliminate	VERB
cuesj-667	155	9	contaminants	contaminant	NOUN
cuesj-667	155	10	in	in	ADP
cuesj-667	155	11	each	each	PRON
cuesj-667	155	12	of	of	ADP
cuesj-667	155	13	the	the	DET
cuesj-667	155	14	categories	category	NOUN
cuesj-667	155	15	.	.	PUNCT
cuesj-667	156	1	when	when	SCONJ
cuesj-667	156	2	all	all	PRON
cuesj-667	156	3	of	of	ADP
cuesj-667	156	4	the	the	DET
cuesj-667	156	5	items	item	NOUN
cuesj-667	156	6	in	in	ADP
cuesj-667	156	7	a	a	DET
cuesj-667	156	8	subset	subset	NOUN
cuesj-667	156	9	belong	belong	VERB
cuesj-667	156	10	to	to	ADP
cuesj-667	156	11	the	the	DET
cuesj-667	156	12	same	same	ADJ
cuesj-667	156	13	goal	goal	NOUN
cuesj-667	156	14	category	category	NOUN
cuesj-667	156	15	,	,	PUNCT
cuesj-667	156	16	a	a	DET
cuesj-667	156	17	node	node	NOUN
cuesj-667	156	18	is	be	AUX
cuesj-667	156	19	totally	totally	ADV
cuesj-667	156	20	free	free	ADJ
cuesj-667	156	21	of	of	ADP
cuesj-667	156	22	impurities	impurity	NOUN
cuesj-667	156	23	.	.	PUNCT
cuesj-667	157	1	intervals	interval	NOUN
cuesj-667	157	2	and	and	CCONJ
cuesj-667	157	3	categories	category	NOUN
cuesj-667	157	4	are	be	AUX
cuesj-667	157	5	two	two	NUM
cuesj-667	157	6	sorts	sort	NOUN
cuesj-667	157	7	of	of	ADP
cuesj-667	157	8	predictive	predictive	ADJ
cuesj-667	157	9	and	and	CCONJ
cuesj-667	157	10	objective	objective	ADJ
cuesj-667	157	11	adjectives	adjective	NOUN
cuesj-667	157	12	.	.	PUNCT
cuesj-667	158	1	all	all	DET
cuesj-667	158	2	divisions	division	NOUN
cuesj-667	158	3	will	will	AUX
cuesj-667	158	4	be	be	AUX
cuesj-667	158	5	binary	binary	ADJ
cuesj-667	158	6	,	,	PUNCT
cuesj-667	158	7	meaning	mean	VERB
cuesj-667	158	8	that	that	SCONJ
cuesj-667	158	9	each	each	DET
cuesj-667	158	10	node	node	NOUN
cuesj-667	158	11	will	will	AUX
cuesj-667	158	12	have	have	VERB
cuesj-667	158	13	only	only	ADV
cuesj-667	158	14	two	two	NUM
cuesj-667	158	15	subgroups	subgroup	NOUN
cuesj-667	158	16	.	.	PUNCT
cuesj-667	159	1	instead	instead	ADV
cuesj-667	159	2	of	of	ADP
cuesj-667	159	3	employing	employ	VERB
cuesj-667	159	4	stop	stop	NOUN
cuesj-667	159	5	laws	law	NOUN
cuesj-667	159	6	,	,	PUNCT
cuesj-667	159	7	the	the	DET
cuesj-667	159	8	decision	decision	NOUN
cuesj-667	159	9	and	and	CCONJ
cuesj-667	159	10	regression	regression	NOUN
cuesj-667	159	11	tree	tree	NOUN
cuesj-667	159	12	creates	create	VERB
cuesj-667	159	13	a	a	DET
cuesj-667	159	14	succession	succession	NOUN
cuesj-667	159	15	of	of	ADP
cuesj-667	159	16	subtrees	subtree	NOUN
cuesj-667	159	17	by	by	ADP
cuesj-667	159	18	first	first	ADV
cuesj-667	159	19	creating	create	VERB
cuesj-667	159	20	a	a	DET
cuesj-667	159	21	big	big	ADJ
cuesj-667	159	22	tree	tree	NOUN
cuesj-667	159	23	and	and	CCONJ
cuesj-667	159	24	then	then	ADV
cuesj-667	159	25	pruning	prune	VERB
cuesj-667	159	26	it	it	PRON
cuesj-667	159	27	until	until	SCONJ
cuesj-667	159	28	only	only	ADV
cuesj-667	159	29	the	the	DET
cuesj-667	159	30	root	root	NOUN
cuesj-667	159	31	node	node	NOUN
cuesj-667	159	32	remains	remain	VERB
cuesj-667	159	33	.	.	PUNCT
cuesj-667	160	1	the	the	DET
cuesj-667	160	2	classification	classification	NOUN
cuesj-667	160	3	cost	cost	NOUN
cuesj-667	160	4	of	of	ADP
cuesj-667	160	5	each	each	DET
cuesj-667	160	6	subtree	subtree	NOUN
cuesj-667	160	7	is	be	AUX
cuesj-667	160	8	then	then	ADV
cuesj-667	160	9	estimated	estimate	VERB
cuesj-667	160	10	using	use	VERB
cuesj-667	160	11	cross	cross	NOUN
cuesj-667	160	12	-	-	NOUN
cuesj-667	160	13	validation	validation	NOUN
cuesj-667	160	14	.	.	PUNCT
cuesj-667	161	1	finally	finally	ADV
cuesj-667	161	2	,	,	PUNCT
cuesj-667	161	3	the	the	DET
cuesj-667	161	4	decision	decision	NOUN
cuesj-667	161	5	tree	tree	NOUN
cuesj-667	161	6	model	model	NOUN
cuesj-667	161	7	is	be	AUX
cuesj-667	161	8	built	build	VERB
cuesj-667	161	9	by	by	ADP
cuesj-667	161	10	selecting	select	VERB
cuesj-667	161	11	the	the	DET
cuesj-667	161	12	subtree	subtree	NOUN
cuesj-667	161	13	with	with	ADP
cuesj-667	161	14	the	the	DET
cuesj-667	161	15	lowest	low	ADJ
cuesj-667	161	16	projected	project	VERB
cuesj-667	161	17	cost	cost	NOUN
cuesj-667	161	18	.	.	PUNCT
cuesj-667	162	1	classification	classification	NOUN
cuesj-667	162	2	of	of	ADP
cuesj-667	162	3	properties	property	NOUN
cuesj-667	162	4	based	base	VERB
cuesj-667	162	5	on	on	ADP
cuesj-667	162	6	new	new	ADJ
cuesj-667	162	7	biz	biz	NOUN
cuesj-667	162	8	the	the	DET
cuesj-667	162	9	root	root	NOUN
cuesj-667	162	10	node	node	NOUN
cuesj-667	162	11	and	and	CCONJ
cuesj-667	162	12	other	other	ADJ
cuesj-667	162	13	parent	parent	NOUN
cuesj-667	162	14	nodes	node	NOUN
cuesj-667	162	15	in	in	ADP
cuesj-667	162	16	the	the	DET
cuesj-667	162	17	final	final	ADJ
cuesj-667	162	18	tree	tree	NOUN
cuesj-667	162	19	define	define	VERB
cuesj-667	162	20	the	the	DET
cuesj-667	162	21	branch	branch	NOUN
cuesj-667	162	22	,	,	PUNCT
cuesj-667	162	23	while	while	SCONJ
cuesj-667	162	24	the	the	DET
cuesj-667	162	25	leaf	leaf	NOUN
cuesj-667	162	26	nodes	node	NOUN
cuesj-667	162	27	define	define	VERB
cuesj-667	162	28	the	the	DET
cuesj-667	162	29	target	target	NOUN
cuesj-667	162	30	classes	class	NOUN
cuesj-667	162	31	.	.	PUNCT
cuesj-667	163	1	the	the	DET
cuesj-667	163	2	tree	tree	NOUN
cuesj-667	163	3	traversal	traversal	NOUN
cuesj-667	163	4	begins	begin	VERB
cuesj-667	163	5	at	at	ADP
cuesj-667	163	6	the	the	DET
cuesj-667	163	7	root	root	NOUN
cuesj-667	163	8	node	node	NOUN
cuesj-667	163	9	and	and	CCONJ
cuesj-667	163	10	continues	continue	VERB
cuesj-667	163	11	until	until	SCONJ
cuesj-667	163	12	it	it	PRON
cuesj-667	163	13	reaches	reach	VERB
cuesj-667	163	14	a	a	DET
cuesj-667	163	15	leaf	leaf	NOUN
cuesj-667	163	16	to	to	PART
cuesj-667	163	17	classify	classify	VERB
cuesj-667	163	18	the	the	DET
cuesj-667	163	19	input	input	NOUN
cuesj-667	163	20	data	datum	NOUN
cuesj-667	163	21	.	.	PUNCT
cuesj-667	164	1	the	the	DET
cuesj-667	164	2	class	class	NOUN
cuesj-667	164	3	that	that	PRON
cuesj-667	164	4	the	the	DET
cuesj-667	164	5	data	datum	NOUN
cuesj-667	164	6	reach	reach	VERB
cuesj-667	164	7	by	by	ADP
cuesj-667	164	8	scrolling	scroll	VERB
cuesj-667	164	9	the	the	DET
cuesj-667	164	10	tree	tree	NOUN
cuesj-667	164	11	branches	branch	NOUN
cuesj-667	164	12	will	will	AUX
cuesj-667	164	13	be	be	AUX
cuesj-667	164	14	the	the	DET
cuesj-667	164	15	decision	decision	NOUN
cuesj-667	164	16	tree	tree	NOUN
cuesj-667	164	17	’s	’s	PART
cuesj-667	164	18	output	output	NOUN
cuesj-667	164	19	for	for	ADP
cuesj-667	164	20	the	the	DET
cuesj-667	164	21	input	input	NOUN
cuesj-667	164	22	data	datum	NOUN
cuesj-667	164	23	.	.	PUNCT
cuesj-667	165	1	the	the	DET
cuesj-667	165	2	proposed	propose	VERB
cuesj-667	165	3	integrated	integrate	VERB
cuesj-667	165	4	system	system	NOUN
cuesj-667	165	5	employs	employ	VERB
cuesj-667	165	6	a	a	DET
cuesj-667	165	7	new	new	ADJ
cuesj-667	165	8	base	base	NOUN
cuesj-667	165	9	model	model	NOUN
cuesj-667	165	10	as	as	ADP
cuesj-667	165	11	the	the	DET
cuesj-667	165	12	third	third	ADJ
cuesj-667	165	13	learning	learning	NOUN
cuesj-667	165	14	model	model	NOUN
cuesj-667	165	15	for	for	ADP
cuesj-667	165	16	detecting	detect	VERB
cuesj-667	165	17	dos	do	NOUN
cuesj-667	165	18	threats	threat	NOUN
cuesj-667	165	19	in	in	ADP
cuesj-667	165	20	controller	controller	NOUN
cuesj-667	165	21	nodes	node	NOUN
cuesj-667	165	22	.	.	PUNCT
cuesj-667	166	1	the	the	DET
cuesj-667	166	2	bayesian	bayesian	NOUN
cuesj-667	166	3	technique	technique	NOUN
cuesj-667	166	4	is	be	AUX
cuesj-667	166	5	basically	basically	ADV
cuesj-667	166	6	a	a	DET
cuesj-667	166	7	way	way	NOUN
cuesj-667	166	8	of	of	ADP
cuesj-667	166	9	categorizing	categorize	VERB
cuesj-667	166	10	events	event	NOUN
cuesj-667	166	11	based	base	VERB
cuesj-667	166	12	on	on	ADP
cuesj-667	166	13	their	their	PRON
cuesj-667	166	14	likelihood	likelihood	NOUN
cuesj-667	166	15	of	of	ADP
cuesj-667	166	16	occurring	occur	VERB
cuesj-667	166	17	or	or	CCONJ
cuesj-667	166	18	not	not	PART
cuesj-667	166	19	occurring	occur	VERB
cuesj-667	166	20	.	.	PUNCT
cuesj-667	167	1	the	the	DET
cuesj-667	167	2	chance	chance	NOUN
cuesj-667	167	3	of	of	ADP
cuesj-667	167	4	an	an	DET
cuesj-667	167	5	event	event	NOUN
cuesj-667	167	6	occurring	occur	VERB
cuesj-667	167	7	in	in	ADP
cuesj-667	167	8	the	the	DET
cuesj-667	167	9	future	future	NOUN
cuesj-667	167	10	may	may	AUX
cuesj-667	167	11	be	be	AUX
cuesj-667	167	12	calculated	calculate	VERB
cuesj-667	167	13	in	in	ADP
cuesj-667	167	14	the	the	DET
cuesj-667	167	15	new	new	ADJ
cuesj-667	167	16	business	business	NOUN
cuesj-667	167	17	categorization	categorization	NOUN
cuesj-667	167	18	by	by	ADP
cuesj-667	167	19	looking	look	VERB
cuesj-667	167	20	at	at	ADP
cuesj-667	167	21	prior	prior	ADJ
cuesj-667	167	22	events	event	NOUN
cuesj-667	167	23	.	.	PUNCT
cuesj-667	168	1	bayesian	bayesian	NOUN
cuesj-667	168	2	classification	classification	NOUN
cuesj-667	168	3	is	be	AUX
cuesj-667	168	4	used	use	VERB
cuesj-667	168	5	for	for	ADP
cuesj-667	168	6	problems	problem	NOUN
cuesj-667	168	7	in	in	ADP
cuesj-667	168	8	which	which	PRON
cuesj-667	168	9	each	each	DET
cuesj-667	168	10	instance	instance	NOUN
cuesj-667	168	11	of	of	ADP
cuesj-667	168	12	x	x	PROPN
cuesj-667	168	13	is	be	AUX
cuesj-667	168	14	selected	select	VERB
cuesj-667	168	15	by	by	ADP
cuesj-667	168	16	a	a	DET
cuesj-667	168	17	set	set	NOUN
cuesj-667	168	18	of	of	ADP
cuesj-667	168	19	attribute	attribute	NOUN
cuesj-667	168	20	values	value	NOUN
cuesj-667	168	21	and	and	CCONJ
cuesj-667	168	22	the	the	DET
cuesj-667	168	23	objective	objective	ADJ
cuesj-667	168	24	function	function	NOUN
cuesj-667	168	25	f	f	PROPN
cuesj-667	168	26	(	(	PUNCT
cuesj-667	168	27	x	x	X
cuesj-667	168	28	)	)	PUNCT
cuesj-667	168	29	from	from	ADP
cuesj-667	168	30	a	a	DET
cuesj-667	168	31	set	set	NOUN
cuesj-667	168	32	such	such	ADJ
cuesj-667	168	33	as	as	ADP
cuesj-667	168	34	v.	v.	ADP
cuesj-667	168	35	the	the	DET
cuesj-667	168	36	bayesian	bayesian	NOUN
cuesj-667	168	37	mechanism	mechanism	NOUN
cuesj-667	168	38	for	for	ADP
cuesj-667	168	39	classifying	classify	VERB
cuesj-667	168	40	a	a	DET
cuesj-667	168	41	new	new	ADJ
cuesj-667	168	42	sample	sample	NOUN
cuesj-667	168	43	is	be	AUX
cuesj-667	168	44	to	to	PART
cuesj-667	168	45	identify	identify	VERB
cuesj-667	168	46	the	the	DET
cuesj-667	168	47	most	most	ADV
cuesj-667	168	48	likely	likely	ADJ
cuesj-667	168	49	class	class	NOUN
cuesj-667	168	50	or	or	CCONJ
cuesj-667	168	51	target	target	NOUN
cuesj-667	168	52	value	value	NOUN
cuesj-667	168	53	of	of	ADP
cuesj-667	168	54	vmap	vmap	NOUN
cuesj-667	168	55	by	by	ADP
cuesj-667	168	56	having	have	VERB
cuesj-667	168	57	the	the	DET
cuesj-667	168	58	attribute	attribute	NOUN
cuesj-667	168	59	values	value	NOUN
cuesj-667	168	60	<	<	X
cuesj-667	168	61	a1	a1	PROPN
cuesj-667	168	62	,	,	PUNCT
cuesj-667	168	63	a2	a2	PROPN
cuesj-667	168	64	…	…	PUNCT
cuesj-667	168	65	,	,	PUNCT
cuesj-667	168	66	an	an	X
cuesj-667	168	67	>	>	X
cuesj-667	168	68	that	that	PRON
cuesj-667	168	69	describe	describe	VERB
cuesj-667	168	70	the	the	DET
cuesj-667	168	71	new	new	ADJ
cuesj-667	168	72	sample:[15	sample:[15	NOUN
cuesj-667	168	73	]	]	PUNCT
cuesj-667	168	74	∈=	∈=	PUNCT
cuesj-667	168	75	…	…	SYM
cuesj-667	168	76	1	1	NUM
cuesj-667	168	77	2üüü	2üüü	PROPN
cuesj-667	168	78	jüüüv	jüüüv	NOUN
cuesj-667	168	79	argmax	argmax	PROPN
cuesj-667	169	1	p	p	PROPN
cuesj-667	169	2	v	v	ADP
cuesj-667	169	3	a	a	DET
cuesj-667	169	4	a	a	DET
cuesj-667	169	5	a	a	DET
cuesj-667	169	6	(	(	PUNCT
cuesj-667	169	7	3	3	NUM
cuesj-667	169	8	)	)	PUNCT
cuesj-667	169	9	using	use	VERB
cuesj-667	169	10	bayes	baye	NOUN
cuesj-667	169	11	’	'	PUNCT
cuesj-667	169	12	theorem	theorem	PROPN
cuesj-667	169	13	,	,	PUNCT
cuesj-667	169	14	the	the	DET
cuesj-667	169	15	above	above	ADJ
cuesj-667	169	16	statement	statement	NOUN
cuesj-667	169	17	can	can	AUX
cuesj-667	169	18	be	be	AUX
cuesj-667	169	19	rewritten	rewrite	VERB
cuesj-667	169	20	as	as	ADP
cuesj-667	169	21	follows:[15	follows:[15	NOUN
cuesj-667	169	22	]	]	X
cuesj-667	169	23	(	(	PUNCT
cuesj-667	169	24	)	)	PUNCT
cuesj-667	169	25	(	(	PUNCT
cuesj-667	169	26	)	)	PUNCT
cuesj-667	169	27	(	(	PUNCT
cuesj-667	169	28	)	)	PUNCT
cuesj-667	169	29	∈	∈	PROPN
cuesj-667	169	30	∈	∈	NOUN
cuesj-667	169	31	…	…	PUNCT
cuesj-667	169	32	=	=	SYM
cuesj-667	169	33	…	…	PUNCT
cuesj-667	169	34	=	=	SYM
cuesj-667	169	35	…	…	PUNCT
cuesj-667	169	36	1	1	NUM
cuesj-667	169	37	2	2	NUM
cuesj-667	169	38	1	1	NUM
cuesj-667	169	39	2	2	NUM
cuesj-667	169	40	1	1	NUM
cuesj-667	169	41	2	2	NUM
cuesj-667	169	42	|	|	ADV
cuesj-667	169	43	,	,	PUNCT
cuesj-667	169	44	,	,	PUNCT
cuesj-667	169	45	,	,	PUNCT
cuesj-667	169	46	  	  	SPACE
cuesj-667	169	47	,	,	PUNCT
cuesj-667	169	48	,	,	PUNCT
cuesj-667	169	49	,	,	PUNCT
cuesj-667	169	50	    	    	SPACE
cuesj-667	169	51	(	(	PUNCT
cuesj-667	169	52	,	,	PUNCT
cuesj-667	169	53	,	,	PUNCT
cuesj-667	169	54	,	,	PUNCT
cuesj-667	169	55	|	|	ADV
cuesj-667	169	56	)	)	PUNCT
cuesj-667	169	57	(	(	PUNCT
cuesj-667	169	58	)	)	PUNCT
cuesj-667	170	1	j	j	PROPN
cuesj-667	170	2	j	j	PROPN
cuesj-667	170	3	j	j	PROPN
cuesj-667	170	4	n	n	CCONJ
cuesj-667	170	5	j	j	PROPN
cuesj-667	170	6	map	map	NOUN
cuesj-667	170	7	v	v	ADP
cuesj-667	170	8	v	v	NOUN
cuesj-667	170	9	n	n	ADP
cuesj-667	170	10	v	v	NOUN
cuesj-667	170	11	v	v	NOUN
cuesj-667	170	12	n	n	PRON
cuesj-667	170	13	j	j	PROPN
cuesj-667	171	1	j	j	PROPN
cuesj-667	171	2	üüü	üüü	INTJ
cuesj-667	171	3	üüü	üüü	NOUN
cuesj-667	171	4	p	p	X
cuesj-667	171	5	a	a	DET
cuesj-667	171	6	a	a	DET
cuesj-667	171	7	a	a	DET
cuesj-667	171	8	argmax	argmax	NOUN
cuesj-667	171	9	p	p	NOUN
cuesj-667	172	1	a	a	DET
cuesj-667	172	2	a	a	DET
cuesj-667	172	3	a	a	DET
cuesj-667	172	4	v	v	NOUN
cuesj-667	172	5	p	p	X
cuesj-667	172	6	v	v	NOUN
cuesj-667	172	7	(	(	PUNCT
cuesj-667	172	8	4	4	NUM
cuesj-667	172	9	)	)	PUNCT
cuesj-667	172	10	now	now	ADV
cuesj-667	172	11	,	,	PUNCT
cuesj-667	172	12	using	use	VERB
cuesj-667	172	13	educational	educational	ADJ
cuesj-667	172	14	data	datum	NOUN
cuesj-667	172	15	,	,	PUNCT
cuesj-667	172	16	we	we	PRON
cuesj-667	172	17	try	try	VERB
cuesj-667	172	18	to	to	PART
cuesj-667	172	19	estimate	estimate	VERB
cuesj-667	172	20	the	the	DET
cuesj-667	172	21	two	two	NUM
cuesj-667	172	22	sentences	sentence	NOUN
cuesj-667	172	23	of	of	ADP
cuesj-667	172	24	the	the	DET
cuesj-667	172	25	above	above	ADJ
cuesj-667	172	26	equation	equation	NOUN
cuesj-667	172	27	.	.	PUNCT
cuesj-667	173	1	it	it	PRON
cuesj-667	173	2	is	be	AUX
cuesj-667	173	3	easy	easy	ADJ
cuesj-667	173	4	to	to	PART
cuesj-667	173	5	calculate	calculate	VERB
cuesj-667	173	6	from	from	ADP
cuesj-667	173	7	educational	educational	ADJ
cuesj-667	173	8	data	datum	NOUN
cuesj-667	173	9	how	how	SCONJ
cuesj-667	173	10	much	much	ADJ
cuesj-667	173	11	vj	vj	INTJ
cuesj-667	173	12	is	be	AUX
cuesj-667	173	13	repeated	repeat	VERB
cuesj-667	173	14	in	in	ADP
cuesj-667	173	15	the	the	DET
cuesj-667	173	16	data	datum	NOUN
cuesj-667	173	17	.	.	PUNCT
cuesj-667	174	1	but	but	CCONJ
cuesj-667	174	2	calculating	calculate	VERB
cuesj-667	174	3	different	different	ADJ
cuesj-667	174	4	sentences	sentence	NOUN
cuesj-667	174	5	p	p	X
cuesj-667	174	6	(	(	PUNCT
cuesj-667	174	7	a1	a1	PROPN
cuesj-667	174	8	,	,	PUNCT
cuesj-667	174	9	a2	a2	PROPN
cuesj-667	174	10	,	,	PUNCT
cuesj-667	174	11	…	…	PUNCT
cuesj-667	174	12	,	,	PUNCT
cuesj-667	174	13	an	an	DET
cuesj-667	174	14	/	/	SYM
cuesj-667	174	15	vj	vj	NOUN
cuesj-667	174	16	)	)	PUNCT
cuesj-667	174	17	will	will	AUX
cuesj-667	174	18	not	not	PART
cuesj-667	174	19	be	be	AUX
cuesj-667	174	20	acceptable	acceptable	ADJ
cuesj-667	174	21	in	in	ADP
cuesj-667	174	22	this	this	DET
cuesj-667	174	23	way	way	NOUN
cuesj-667	174	24	unless	unless	SCONJ
cuesj-667	174	25	we	we	PRON
cuesj-667	174	26	have	have	VERB
cuesj-667	174	27	a	a	DET
cuesj-667	174	28	large	large	ADJ
cuesj-667	174	29	amount	amount	NOUN
cuesj-667	174	30	of	of	ADP
cuesj-667	174	31	educational	educational	ADJ
cuesj-667	174	32	data	datum	NOUN
cuesj-667	174	33	.	.	PUNCT
cuesj-667	175	1	therefore	therefore	ADV
cuesj-667	175	2	,	,	PUNCT
cuesj-667	175	3	we	we	PRON
cuesj-667	175	4	have	have	VERB
cuesj-667	175	5	to	to	PART
cuesj-667	175	6	look	look	VERB
cuesj-667	175	7	at	at	ADP
cuesj-667	175	8	each	each	DET
cuesj-667	175	9	sample	sample	NOUN
cuesj-667	175	10	several	several	ADJ
cuesj-667	175	11	times	time	NOUN
cuesj-667	175	12	to	to	PART
cuesj-667	175	13	get	get	VERB
cuesj-667	175	14	a	a	DET
cuesj-667	175	15	good	good	ADJ
cuesj-667	175	16	estimate	estimate	NOUN
cuesj-667	175	17	of	of	ADP
cuesj-667	175	18	it	it	PRON
cuesj-667	175	19	.	.	PUNCT
cuesj-667	176	1	the	the	DET
cuesj-667	176	2	bayesian	bayesian	NOUN
cuesj-667	176	3	method	method	NOUN
cuesj-667	176	4	of	of	ADP
cuesj-667	176	5	classification	classification	NOUN
cuesj-667	176	6	is	be	AUX
cuesj-667	176	7	based	base	VERB
cuesj-667	176	8	on	on	ADP
cuesj-667	176	9	the	the	DET
cuesj-667	176	10	premise	premise	NOUN
cuesj-667	176	11	that	that	SCONJ
cuesj-667	176	12	attribute	attribute	NOUN
cuesj-667	176	13	values	value	NOUN
cuesj-667	176	14	are	be	AUX
cuesj-667	176	15	conditionally	conditionally	ADV
cuesj-667	176	16	independent	independent	ADJ
cuesj-667	176	17	of	of	ADP
cuesj-667	176	18	having	have	VERB
cuesj-667	176	19	objective	objective	ADJ
cuesj-667	176	20	function	function	NOUN
cuesj-667	176	21	values	value	NOUN
cuesj-667	176	22	.	.	PUNCT
cuesj-667	177	1	in	in	ADP
cuesj-667	177	2	other	other	ADJ
cuesj-667	177	3	words	word	NOUN
cuesj-667	177	4	,	,	PUNCT
cuesj-667	177	5	this	this	DET
cuesj-667	177	6	assumption	assumption	NOUN
cuesj-667	177	7	implies	imply	VERB
cuesj-667	177	8	that	that	PRON
cuesj-667	177	9	provided	provide	VERB
cuesj-667	177	10	that	that	SCONJ
cuesj-667	177	11	the	the	DET
cuesj-667	177	12	output	output	NOUN
cuesj-667	177	13	of	of	ADP
cuesj-667	177	14	the	the	DET
cuesj-667	177	15	objective	objective	ADJ
cuesj-667	177	16	function	function	NOUN
cuesj-667	177	17	is	be	AUX
cuesj-667	177	18	observed	observe	VERB
cuesj-667	177	19	,	,	PUNCT
cuesj-667	177	20	the	the	DET
cuesj-667	177	21	probability	probability	NOUN
cuesj-667	177	22	of	of	ADP
cuesj-667	177	23	observing	observe	VERB
cuesj-667	177	24	the	the	DET
cuesj-667	177	25	attributes	attribute	NOUN
cuesj-667	177	26	a1	a1	NOUN
cuesj-667	177	27	,	,	PUNCT
cuesj-667	177	28	a2	a2	PROPN
cuesj-667	177	29	…	…	PUNCT
cuesj-667	177	30	,	,	PUNCT
cuesj-667	177	31	an	an	PRON
cuesj-667	177	32	is	be	AUX
cuesj-667	177	33	equal	equal	ADJ
cuesj-667	177	34	to	to	ADP
cuesj-667	177	35	multiplying	multiply	VERB
cuesj-667	177	36	the	the	DET
cuesj-667	177	37	probabilities	probability	NOUN
cuesj-667	177	38	of	of	ADP
cuesj-667	177	39	each	each	DET
cuesj-667	177	40	attribute	attribute	NOUN
cuesj-667	177	41	separately	separately	ADV
cuesj-667	177	42	.	.	PUNCT
cuesj-667	178	1	if	if	SCONJ
cuesj-667	178	2	we	we	PRON
cuesj-667	178	3	replace	replace	VERB
cuesj-667	178	4	this	this	DET
cuesj-667	178	5	concept	concept	NOUN
cuesj-667	178	6	with	with	ADP
cuesj-667	178	7	equation	equation	NOUN
cuesj-667	178	8	4	4	NUM
cuesj-667	178	9	,	,	PUNCT
cuesj-667	178	10	the	the	DET
cuesj-667	178	11	bayesian	bayesian	NOUN
cuesj-667	178	12	classification	classification	NOUN
cuesj-667	178	13	method	method	NOUN
cuesj-667	178	14	results:[15	results:[15	PROPN
cuesj-667	178	15	]	]	X
cuesj-667	178	16	(	(	PUNCT
cuesj-667	178	17	)	)	PUNCT
cuesj-667	178	18	∈=	∈=	PUNCT
cuesj-667	178	19	∏	∏	PROPN
cuesj-667	178	20	  	  	SPACE
cuesj-667	178	21	(	(	PUNCT
cuesj-667	178	22	)	)	PUNCT
cuesj-667	178	23	|	|	ADV
cuesj-667	178	24	jüüü	jüüü	NOUN
cuesj-667	178	25	i	i	PRON
cuesj-667	178	26	v	v	VERB
cuesj-667	178	27	argmax	argmax	ADV
cuesj-667	178	28	p	p	PROPN
cuesj-667	178	29	v	v	ADP
cuesj-667	178	30	p	p	NOUN
cuesj-667	178	31	a	a	DET
cuesj-667	178	32	v	v	NOUN
cuesj-667	178	33	(	(	PUNCT
cuesj-667	178	34	5	5	NUM
cuesj-667	178	35	)	)	PUNCT
cuesj-667	178	36	vnb	vnb	NOUN
cuesj-667	178	37	is	be	AUX
cuesj-667	178	38	the	the	DET
cuesj-667	178	39	output	output	NOUN
cuesj-667	178	40	of	of	ADP
cuesj-667	178	41	bayesian	bayesian	NOUN
cuesj-667	178	42	classification	classification	NOUN
cuesj-667	178	43	for	for	ADP
cuesj-667	178	44	the	the	DET
cuesj-667	178	45	objective	objective	ADJ
cuesj-667	178	46	function	function	NOUN
cuesj-667	178	47	.	.	PUNCT
cuesj-667	179	1	the	the	DET
cuesj-667	179	2	number	number	NOUN
cuesj-667	179	3	of	of	ADP
cuesj-667	179	4	p	p	PROPN
cuesj-667	179	5	sentences	sentence	NOUN
cuesj-667	179	6	(	(	PUNCT
cuesj-667	179	7	ai	ai	NOUN
cuesj-667	179	8	/	/	SYM
cuesj-667	179	9	vj	vj	NOUN
cuesj-667	179	10	)	)	PUNCT
cuesj-667	179	11	to	to	PART
cuesj-667	179	12	be	be	AUX
cuesj-667	179	13	calculated	calculate	VERB
cuesj-667	179	14	in	in	ADP
cuesj-667	179	15	this	this	DET
cuesj-667	179	16	method	method	NOUN
cuesj-667	179	17	is	be	AUX
cuesj-667	179	18	equal	equal	ADJ
cuesj-667	179	19	to	to	ADP
cuesj-667	179	20	the	the	DET
cuesj-667	179	21	number	number	NOUN
cuesj-667	179	22	of	of	ADP
cuesj-667	179	23	attributes	attribute	NOUN
cuesj-667	179	24	multiplied	multiply	VERB
cuesj-667	179	25	by	by	ADP
cuesj-667	179	26	the	the	DET
cuesj-667	179	27	number	number	NOUN
cuesj-667	179	28	of	of	ADP
cuesj-667	179	29	output	output	NOUN
cuesj-667	179	30	sets	set	NOUN
cuesj-667	179	31	for	for	ADP
cuesj-667	179	32	the	the	DET
cuesj-667	179	33	objective	objective	ADJ
cuesj-667	179	34	function	function	NOUN
cuesj-667	179	35	,	,	PUNCT
cuesj-667	179	36	which	which	PRON
cuesj-667	179	37	is	be	AUX
cuesj-667	179	38	much	much	ADV
cuesj-667	179	39	less	less	ADJ
cuesj-667	179	40	than	than	ADP
cuesj-667	179	41	the	the	DET
cuesj-667	179	42	number	number	NOUN
cuesj-667	179	43	of	of	ADP
cuesj-667	179	44	p	p	PROPN
cuesj-667	179	45	sentences	sentence	NOUN
cuesj-667	179	46	(	(	PUNCT
cuesj-667	179	47	a1	a1	NOUN
cuesj-667	179	48	,	,	PUNCT
cuesj-667	179	49	a2	a2	PROPN
cuesj-667	179	50	,	,	PUNCT
cuesj-667	179	51	…	…	PUNCT
cuesj-667	179	52	,	,	PUNCT
cuesj-667	179	53	an	an	DET
cuesj-667	179	54	/	/	SYM
cuesj-667	179	55	vj	vj	NOUN
cuesj-667	179	56	)	)	PUNCT
cuesj-667	179	57	.	.	PUNCT
cuesj-667	180	1	detection	detection	NOUN
cuesj-667	180	2	of	of	ADP
cuesj-667	180	3	attacks	attack	NOUN
cuesj-667	180	4	in	in	ADP
cuesj-667	180	5	a	a	DET
cuesj-667	180	6	cumulative	cumulative	ADJ
cuesj-667	180	7	model	model	NOUN
cuesj-667	180	8	based	base	VERB
cuesj-667	180	9	on	on	ADP
cuesj-667	180	10	voting	voting	NOUN
cuesj-667	180	11	technique	technique	NOUN
cuesj-667	180	12	the	the	DET
cuesj-667	180	13	voting	voting	NOUN
cuesj-667	180	14	approach	approach	NOUN
cuesj-667	180	15	is	be	AUX
cuesj-667	180	16	the	the	DET
cuesj-667	180	17	final	final	ADJ
cuesj-667	180	18	stage	stage	NOUN
cuesj-667	180	19	in	in	ADP
cuesj-667	180	20	detecting	detect	VERB
cuesj-667	180	21	dos	do	NOUN
cuesj-667	180	22	threats	threat	NOUN
cuesj-667	180	23	in	in	ADP
cuesj-667	180	24	the	the	DET
cuesj-667	180	25	proposed	propose	VERB
cuesj-667	180	26	aggregate	aggregate	NOUN
cuesj-667	180	27	system	system	NOUN
cuesj-667	180	28	.	.	PUNCT
cuesj-667	181	1	the	the	DET
cuesj-667	181	2	goal	goal	NOUN
cuesj-667	181	3	of	of	ADP
cuesj-667	181	4	the	the	DET
cuesj-667	181	5	voting	voting	NOUN
cuesj-667	181	6	procedure	procedure	NOUN
cuesj-667	181	7	is	be	AUX
cuesj-667	181	8	to	to	PART
cuesj-667	181	9	increase	increase	VERB
cuesj-667	181	10	the	the	DET
cuesj-667	181	11	accuracy	accuracy	NOUN
cuesj-667	181	12	of	of	ADP
cuesj-667	181	13	algorithm	algorithm	NOUN
cuesj-667	181	14	rashidi	rashidi	NOUN
cuesj-667	181	15	,	,	PUNCT
cuesj-667	181	16	et	et	PROPN
cuesj-667	181	17	al	al	PROPN
cuesj-667	181	18	.	.	PROPN
cuesj-667	181	19	:	:	PUNCT
cuesj-667	181	20	detecting	detect	VERB
cuesj-667	181	21	denial	denial	NOUN
cuesj-667	181	22	of	of	ADP
cuesj-667	181	23	service	service	NOUN
cuesj-667	181	24	attacks	attack	NOUN
cuesj-667	181	25	in	in	ADP
cuesj-667	181	26	internet	internet	NOUN
cuesj-667	181	27	of	of	ADP
cuesj-667	181	28	things	thing	NOUN
cuesj-667	181	29	54	54	NUM
cuesj-667	181	30	http://journals.cihanuniversity.edu.iq/index.php/cuesj	http://journals.cihanuniversity.edu.iq/index.php/cuesj	ADJ
cuesj-667	181	31	cuesj	cuesj	ADJ
cuesj-667	181	32	2022	2022	NUM
cuesj-667	181	33	,	,	PUNCT
cuesj-667	181	34	6	6	NUM
cuesj-667	181	35	(	(	PUNCT
cuesj-667	181	36	2	2	NUM
cuesj-667	181	37	):	):	PUNCT
cuesj-667	181	38	49	49	NUM
cuesj-667	181	39	-	-	SYM
cuesj-667	181	40	56	56	NUM
cuesj-667	181	41	classification	classification	NOUN
cuesj-667	181	42	when	when	SCONJ
cuesj-667	181	43	compared	compare	VERB
cuesj-667	181	44	to	to	ADP
cuesj-667	181	45	when	when	SCONJ
cuesj-667	181	46	each	each	DET
cuesj-667	181	47	algorithm	algorithm	NOUN
cuesj-667	181	48	is	be	AUX
cuesj-667	181	49	employed	employ	VERB
cuesj-667	181	50	individually	individually	ADV
cuesj-667	181	51	.	.	PUNCT
cuesj-667	182	1	this	this	PRON
cuesj-667	182	2	is	be	AUX
cuesj-667	182	3	known	know	VERB
cuesj-667	182	4	as	as	ADP
cuesj-667	182	5	aggregation	aggregation	NOUN
cuesj-667	182	6	-	-	PUNCT
cuesj-667	182	7	based	base	VERB
cuesj-667	182	8	learning	learning	NOUN
cuesj-667	182	9	or	or	CCONJ
cuesj-667	182	10	voting	voting	NOUN
cuesj-667	182	11	.	.	PUNCT
cuesj-667	183	1	each	each	PRON
cuesj-667	183	2	of	of	ADP
cuesj-667	183	3	the	the	DET
cuesj-667	183	4	classification	classification	NOUN
cuesj-667	183	5	algorithms	algorithm	NOUN
cuesj-667	183	6	may	may	AUX
cuesj-667	183	7	have	have	VERB
cuesj-667	183	8	errors	error	NOUN
cuesj-667	183	9	in	in	ADP
cuesj-667	183	10	classifying	classify	VERB
cuesj-667	183	11	some	some	DET
cuesj-667	183	12	samples	sample	NOUN
cuesj-667	183	13	;	;	PUNCT
cuesj-667	183	14	therefore	therefore	ADV
cuesj-667	183	15	,	,	PUNCT
cuesj-667	183	16	the	the	DET
cuesj-667	183	17	purpose	purpose	NOUN
cuesj-667	183	18	of	of	ADP
cuesj-667	183	19	voting	voting	NOUN
cuesj-667	183	20	-	-	PUNCT
cuesj-667	183	21	based	base	VERB
cuesj-667	183	22	techniques	technique	NOUN
cuesj-667	183	23	is	be	AUX
cuesj-667	183	24	to	to	PART
cuesj-667	183	25	reduce	reduce	VERB
cuesj-667	183	26	the	the	DET
cuesj-667	183	27	resulting	result	VERB
cuesj-667	183	28	error	error	NOUN
cuesj-667	183	29	and	and	CCONJ
cuesj-667	183	30	increase	increase	VERB
cuesj-667	183	31	the	the	DET
cuesj-667	183	32	accuracy	accuracy	NOUN
cuesj-667	183	33	of	of	ADP
cuesj-667	183	34	sampling	sample	VERB
cuesj-667	183	35	samples	sample	NOUN
cuesj-667	183	36	.	.	PUNCT
cuesj-667	184	1	it	it	PRON
cuesj-667	184	2	has	have	AUX
cuesj-667	184	3	been	be	AUX
cuesj-667	184	4	theoretically	theoretically	ADV
cuesj-667	184	5	proven	prove	VERB
cuesj-667	184	6	that	that	SCONJ
cuesj-667	184	7	the	the	DET
cuesj-667	184	8	use	use	NOUN
cuesj-667	184	9	of	of	ADP
cuesj-667	184	10	voting	vote	VERB
cuesj-667	184	11	techniques	technique	NOUN
cuesj-667	184	12	can	can	AUX
cuesj-667	184	13	improve	improve	VERB
cuesj-667	184	14	the	the	DET
cuesj-667	184	15	results	result	NOUN
cuesj-667	184	16	.	.	PUNCT
cuesj-667	185	1	simulation	simulation	NOUN
cuesj-667	185	2	and	and	CCONJ
cuesj-667	185	3	results	result	NOUN
cuesj-667	185	4	as	as	ADP
cuesj-667	185	5	a	a	DET
cuesj-667	185	6	consequence	consequence	NOUN
cuesj-667	185	7	,	,	PUNCT
cuesj-667	185	8	in	in	ADP
cuesj-667	185	9	the	the	DET
cuesj-667	185	10	final	final	ADJ
cuesj-667	185	11	stage	stage	NOUN
cuesj-667	185	12	of	of	ADP
cuesj-667	185	13	the	the	DET
cuesj-667	185	14	proposed	propose	VERB
cuesj-667	185	15	technique	technique	NOUN
cuesj-667	185	16	,	,	PUNCT
cuesj-667	185	17	the	the	DET
cuesj-667	185	18	neural	neural	ADJ
cuesj-667	185	19	network	network	NOUN
cuesj-667	185	20	,	,	PUNCT
cuesj-667	185	21	new	new	ADJ
cuesj-667	185	22	biz	biz	NOUN
cuesj-667	185	23	,	,	PUNCT
cuesj-667	185	24	and	and	CCONJ
cuesj-667	185	25	decision	decision	NOUN
cuesj-667	185	26	tree	tree	NOUN
cuesj-667	185	27	classification	classification	NOUN
cuesj-667	185	28	models	model	NOUN
cuesj-667	185	29	each	each	PRON
cuesj-667	185	30	do	do	VERB
cuesj-667	185	31	the	the	DET
cuesj-667	185	32	classification	classification	NOUN
cuesj-667	185	33	operations	operation	NOUN
cuesj-667	185	34	of	of	ADP
cuesj-667	185	35	the	the	DET
cuesj-667	185	36	test	test	NOUN
cuesj-667	185	37	samples	sample	NOUN
cuesj-667	185	38	individually	individually	ADV
cuesj-667	185	39	,	,	PUNCT
cuesj-667	185	40	and	and	CCONJ
cuesj-667	185	41	the	the	DET
cuesj-667	185	42	final	final	ADJ
cuesj-667	185	43	output	output	NOUN
cuesj-667	185	44	of	of	ADP
cuesj-667	185	45	the	the	DET
cuesj-667	185	46	system	system	NOUN
cuesj-667	185	47	is	be	AUX
cuesj-667	185	48	decided	decide	VERB
cuesj-667	185	49	by	by	ADP
cuesj-667	185	50	voting	vote	VERB
cuesj-667	185	51	on	on	ADP
cuesj-667	185	52	the	the	DET
cuesj-667	185	53	results	result	NOUN
cuesj-667	185	54	of	of	ADP
cuesj-667	185	55	all	all	DET
cuesj-667	185	56	three	three	NUM
cuesj-667	185	57	models	model	NOUN
cuesj-667	185	58	.	.	PUNCT
cuesj-667	186	1	the	the	DET
cuesj-667	186	2	suggested	suggest	VERB
cuesj-667	186	3	model	model	NOUN
cuesj-667	186	4	was	be	AUX
cuesj-667	186	5	evaluated	evaluate	VERB
cuesj-667	186	6	using	use	VERB
cuesj-667	186	7	data	datum	NOUN
cuesj-667	186	8	from	from	ADP
cuesj-667	186	9	the	the	DET
cuesj-667	186	10	nslkdd	nslkdd	ADJ
cuesj-667	186	11	database[16	database[16	PROPN
cuesj-667	186	12	]	]	PUNCT
cuesj-667	186	13	for	for	ADP
cuesj-667	186	14	this	this	DET
cuesj-667	186	15	purpose	purpose	NOUN
cuesj-667	186	16	.	.	PUNCT
cuesj-667	187	1	more	more	ADJ
cuesj-667	187	2	than	than	ADP
cuesj-667	187	3	25,000	25,000	NUM
cuesj-667	187	4	data	datum	NOUN
cuesj-667	187	5	records	record	NOUN
cuesj-667	187	6	in	in	ADP
cuesj-667	187	7	the	the	DET
cuesj-667	187	8	field	field	NOUN
cuesj-667	187	9	of	of	ADP
cuesj-667	187	10	information	information	NOUN
cuesj-667	187	11	shared	share	VERB
cuesj-667	187	12	in	in	ADP
cuesj-667	187	13	the	the	DET
cuesj-667	187	14	network	network	NOUN
cuesj-667	187	15	are	be	AUX
cuesj-667	187	16	contained	contain	VERB
cuesj-667	187	17	in	in	ADP
cuesj-667	187	18	the	the	DET
cuesj-667	187	19	database	database	NOUN
cuesj-667	187	20	used	use	VERB
cuesj-667	187	21	to	to	PART
cuesj-667	187	22	evaluate	evaluate	VERB
cuesj-667	187	23	the	the	DET
cuesj-667	187	24	performance	performance	NOUN
cuesj-667	187	25	of	of	ADP
cuesj-667	187	26	the	the	DET
cuesj-667	187	27	proposed	propose	VERB
cuesj-667	187	28	model	model	NOUN
cuesj-667	187	29	.	.	PUNCT
cuesj-667	188	1	packet	packet	NOUN
cuesj-667	188	2	data	datum	NOUN
cuesj-667	188	3	sent	send	VERB
cuesj-667	188	4	during	during	ADP
cuesj-667	188	5	various	various	ADJ
cuesj-667	188	6	forms	form	NOUN
cuesj-667	188	7	of	of	ADP
cuesj-667	188	8	network	network	NOUN
cuesj-667	188	9	incursions	incursion	NOUN
cuesj-667	188	10	are	be	AUX
cuesj-667	188	11	stored	store	VERB
cuesj-667	188	12	in	in	ADP
cuesj-667	188	13	these	these	DET
cuesj-667	188	14	records	record	NOUN
cuesj-667	188	15	.	.	PUNCT
cuesj-667	189	1	table	table	NOUN
cuesj-667	189	2	1	1	NUM
cuesj-667	189	3	shows	show	VERB
cuesj-667	189	4	the	the	DET
cuesj-667	189	5	data	datum	NOUN
cuesj-667	189	6	from	from	ADP
cuesj-667	189	7	the	the	DET
cuesj-667	189	8	nslkdd	nslkdd	ADJ
cuesj-667	189	9	database	database	NOUN
cuesj-667	189	10	(	(	PUNCT
cuesj-667	189	11	1	1	NUM
cuesj-667	189	12	)	)	PUNCT
cuesj-667	189	13	.	.	PUNCT
cuesj-667	190	1	table	table	NOUN
cuesj-667	190	2	1	1	NUM
cuesj-667	190	3	shows	show	VERB
cuesj-667	190	4	that	that	SCONJ
cuesj-667	190	5	around	around	ADV
cuesj-667	190	6	80	80	NUM
cuesj-667	190	7	%	%	NOUN
cuesj-667	190	8	of	of	ADP
cuesj-667	190	9	the	the	DET
cuesj-667	190	10	data	datum	NOUN
cuesj-667	190	11	in	in	ADP
cuesj-667	190	12	the	the	DET
cuesj-667	190	13	database	database	NOUN
cuesj-667	190	14	are	be	AUX
cuesj-667	190	15	allocated	allocate	VERB
cuesj-667	190	16	to	to	ADP
cuesj-667	190	17	assaults	assault	NOUN
cuesj-667	190	18	.	.	PUNCT
cuesj-667	191	1	this	this	DET
cuesj-667	191	2	database	database	NOUN
cuesj-667	191	3	comprises	comprise	VERB
cuesj-667	191	4	42	42	NUM
cuesj-667	191	5	statistical	statistical	ADJ
cuesj-667	191	6	aspects	aspect	NOUN
cuesj-667	191	7	of	of	ADP
cuesj-667	191	8	traffic	traffic	NOUN
cuesj-667	191	9	flow	flow	NOUN
cuesj-667	191	10	characteristics	characteristic	NOUN
cuesj-667	191	11	in	in	ADP
cuesj-667	191	12	each	each	DET
cuesj-667	191	13	data	datum	NOUN
cuesj-667	191	14	record	record	NOUN
cuesj-667	191	15	.	.	PUNCT
cuesj-667	192	1	during	during	ADP
cuesj-667	192	2	the	the	DET
cuesj-667	192	3	simulation	simulation	NOUN
cuesj-667	192	4	,	,	PUNCT
cuesj-667	192	5	it	it	PRON
cuesj-667	192	6	is	be	AUX
cuesj-667	192	7	assumed	assume	VERB
cuesj-667	192	8	that	that	SCONJ
cuesj-667	192	9	each	each	DET
cuesj-667	192	10	node	node	NOUN
cuesj-667	192	11	in	in	ADP
cuesj-667	192	12	the	the	DET
cuesj-667	192	13	network	network	NOUN
cuesj-667	192	14	exchanges	exchange	NOUN
cuesj-667	192	15	information	information	NOUN
cuesj-667	192	16	with	with	ADP
cuesj-667	192	17	other	other	ADJ
cuesj-667	192	18	nodes	node	NOUN
cuesj-667	192	19	depending	depend	VERB
cuesj-667	192	20	on	on	ADP
cuesj-667	192	21	one	one	NUM
cuesj-667	192	22	of	of	ADP
cuesj-667	192	23	the	the	DET
cuesj-667	192	24	records	record	NOUN
cuesj-667	192	25	in	in	ADP
cuesj-667	192	26	this	this	DET
cuesj-667	192	27	database	database	NOUN
cuesj-667	192	28	.	.	PUNCT
cuesj-667	193	1	the	the	DET
cuesj-667	193	2	data	data	NOUN
cuesj-667	193	3	flow	flow	NOUN
cuesj-667	193	4	traffic	traffic	NOUN
cuesj-667	193	5	information	information	NOUN
cuesj-667	193	6	is	be	AUX
cuesj-667	193	7	categorized	categorize	VERB
cuesj-667	193	8	by	by	ADP
cuesj-667	193	9	the	the	DET
cuesj-667	193	10	learning	learning	NOUN
cuesj-667	193	11	models	model	NOUN
cuesj-667	193	12	in	in	ADP
cuesj-667	193	13	the	the	DET
cuesj-667	193	14	controller	controller	NOUN
cuesj-667	193	15	node	node	NOUN
cuesj-667	193	16	integration	integration	NOUN
cuesj-667	193	17	system	system	NOUN
cuesj-667	193	18	throughout	throughout	ADP
cuesj-667	193	19	the	the	DET
cuesj-667	193	20	data	datum	NOUN
cuesj-667	193	21	exchange	exchange	NOUN
cuesj-667	193	22	process	process	NOUN
cuesj-667	193	23	,	,	PUNCT
cuesj-667	193	24	and	and	CCONJ
cuesj-667	193	25	the	the	DET
cuesj-667	193	26	existence	existence	NOUN
cuesj-667	193	27	of	of	ADP
cuesj-667	193	28	assaults	assault	NOUN
cuesj-667	193	29	is	be	AUX
cuesj-667	193	30	identified	identify	VERB
cuesj-667	193	31	.	.	PUNCT
cuesj-667	194	1	the	the	DET
cuesj-667	194	2	performance	performance	NOUN
cuesj-667	194	3	of	of	ADP
cuesj-667	194	4	the	the	DET
cuesj-667	194	5	suggested	suggest	VERB
cuesj-667	194	6	aggregate	aggregate	NOUN
cuesj-667	194	7	model	model	NOUN
cuesj-667	194	8	in	in	ADP
cuesj-667	194	9	distinguishing	distinguish	VERB
cuesj-667	194	10	regular	regular	ADJ
cuesj-667	194	11	traffic	traffic	NOUN
cuesj-667	194	12	flows	flow	NOUN
cuesj-667	194	13	from	from	ADP
cuesj-667	194	14	streams	stream	NOUN
cuesj-667	194	15	associated	associate	VERB
cuesj-667	194	16	with	with	ADP
cuesj-667	194	17	dos	do	NOUN
cuesj-667	194	18	assaults	assault	NOUN
cuesj-667	194	19	will	will	AUX
cuesj-667	194	20	be	be	AUX
cuesj-667	194	21	examined	examine	VERB
cuesj-667	194	22	in	in	ADP
cuesj-667	194	23	the	the	DET
cuesj-667	194	24	following	follow	VERB
cuesj-667	194	25	sections	section	NOUN
cuesj-667	194	26	.	.	PUNCT
cuesj-667	195	1	to	to	PART
cuesj-667	195	2	ensure	ensure	VERB
cuesj-667	195	3	the	the	DET
cuesj-667	195	4	validity	validity	NOUN
cuesj-667	195	5	of	of	ADP
cuesj-667	195	6	the	the	DET
cuesj-667	195	7	results	result	NOUN
cuesj-667	195	8	,	,	PUNCT
cuesj-667	195	9	the	the	DET
cuesj-667	195	10	simulation	simulation	NOUN
cuesj-667	195	11	operation	operation	NOUN
cuesj-667	195	12	was	be	AUX
cuesj-667	195	13	repeated	repeat	VERB
cuesj-667	195	14	10	10	NUM
cuesj-667	195	15	times	time	NOUN
cuesj-667	195	16	.	.	PUNCT
cuesj-667	196	1	during	during	ADP
cuesj-667	196	2	this	this	DET
cuesj-667	196	3	process	process	NOUN
cuesj-667	196	4	,	,	PUNCT
cuesj-667	196	5	in	in	ADP
cuesj-667	196	6	each	each	DET
cuesj-667	196	7	iteration	iteration	NOUN
cuesj-667	196	8	,	,	PUNCT
cuesj-667	196	9	90	90	NUM
cuesj-667	196	10	%	%	NOUN
cuesj-667	196	11	of	of	ADP
cuesj-667	196	12	the	the	DET
cuesj-667	196	13	database	database	NOUN
cuesj-667	196	14	samples	sample	NOUN
cuesj-667	196	15	are	be	AUX
cuesj-667	196	16	used	use	VERB
cuesj-667	196	17	as	as	ADP
cuesj-667	196	18	learning	learn	VERB
cuesj-667	196	19	model	model	NOUN
cuesj-667	196	20	samples	sample	NOUN
cuesj-667	196	21	and	and	CCONJ
cuesj-667	196	22	the	the	DET
cuesj-667	196	23	remaining	remain	VERB
cuesj-667	196	24	10	10	NUM
cuesj-667	196	25	%	%	NOUN
cuesj-667	196	26	are	be	AUX
cuesj-667	196	27	used	use	VERB
cuesj-667	196	28	as	as	ADP
cuesj-667	196	29	test	test	NOUN
cuesj-667	196	30	samples	sample	NOUN
cuesj-667	196	31	.	.	PUNCT
cuesj-667	197	1	thus	thus	ADV
cuesj-667	197	2	,	,	PUNCT
cuesj-667	197	3	after	after	ADP
cuesj-667	197	4	10	10	NUM
cuesj-667	197	5	repetitions	repetition	NOUN
cuesj-667	197	6	of	of	ADP
cuesj-667	197	7	the	the	DET
cuesj-667	197	8	experiment	experiment	NOUN
cuesj-667	197	9	,	,	PUNCT
cuesj-667	197	10	the	the	DET
cuesj-667	197	11	exchange	exchange	NOUN
cuesj-667	197	12	of	of	ADP
cuesj-667	197	13	all	all	DET
cuesj-667	197	14	samples	sample	NOUN
cuesj-667	197	15	belonging	belong	VERB
cuesj-667	197	16	to	to	ADP
cuesj-667	197	17	normal	normal	ADJ
cuesj-667	197	18	categories	category	NOUN
cuesj-667	197	19	and	and	CCONJ
cuesj-667	197	20	dos	do	NOUN
cuesj-667	197	21	attacks	attack	NOUN
cuesj-667	197	22	in	in	ADP
cuesj-667	197	23	the	the	DET
cuesj-667	197	24	nslkdd	nslkdd	ADJ
cuesj-667	197	25	database	database	NOUN
cuesj-667	197	26	will	will	AUX
cuesj-667	197	27	be	be	AUX
cuesj-667	197	28	simulated	simulate	VERB
cuesj-667	197	29	by	by	ADP
cuesj-667	197	30	network	network	NOUN
cuesj-667	197	31	nodes	node	NOUN
cuesj-667	197	32	.	.	PUNCT
cuesj-667	198	1	furthermore	furthermore	ADV
cuesj-667	198	2	,	,	PUNCT
cuesj-667	198	3	the	the	DET
cuesj-667	198	4	performance	performance	NOUN
cuesj-667	198	5	of	of	ADP
cuesj-667	198	6	the	the	DET
cuesj-667	198	7	proposed	propose	VERB
cuesj-667	198	8	aggregate	aggregate	NOUN
cuesj-667	198	9	model	model	NOUN
cuesj-667	198	10	in	in	ADP
cuesj-667	198	11	detecting	detect	VERB
cuesj-667	198	12	dos	do	NOUN
cuesj-667	198	13	attacks	attack	NOUN
cuesj-667	198	14	is	be	AUX
cuesj-667	198	15	compared	compare	VERB
cuesj-667	198	16	with	with	ADP
cuesj-667	198	17	two	two	NUM
cuesj-667	198	18	svm	svm	ADJ
cuesj-667	198	19	learning	learning	NOUN
cuesj-667	198	20	models	model	NOUN
cuesj-667	198	21	in	in	ADP
cuesj-667	198	22	zhe	zhe	PROPN
cuesj-667	198	23	et	et	PROPN
cuesj-667	198	24	al.[13	al.[13	NOUN
cuesj-667	198	25	]	]	PUNCT
cuesj-667	198	26	and	and	CCONJ
cuesj-667	198	27	the	the	DET
cuesj-667	198	28	nearest	near	ADJ
cuesj-667	198	29	neighbor	neighbor	NOUN
cuesj-667	198	30	k	k	PROPN
cuesj-667	198	31	algorithm	algorithm	PROPN
cuesj-667	198	32	knn	knn	PROPN
cuesj-667	198	33	in.[14	in.[14	PROPN
cuesj-667	198	34	]	]	PUNCT
cuesj-667	198	35	the	the	DET
cuesj-667	198	36	accuracy	accuracy	NOUN
cuesj-667	198	37	results	result	NOUN
cuesj-667	198	38	of	of	ADP
cuesj-667	198	39	each	each	PRON
cuesj-667	198	40	of	of	ADP
cuesj-667	198	41	the	the	DET
cuesj-667	198	42	compared	compare	VERB
cuesj-667	198	43	algorithms	algorithm	NOUN
cuesj-667	198	44	in	in	ADP
cuesj-667	198	45	detecting	detect	VERB
cuesj-667	198	46	network	network	NOUN
cuesj-667	198	47	attacks	attack	NOUN
cuesj-667	198	48	are	be	AUX
cuesj-667	198	49	shown	show	VERB
cuesj-667	198	50	in	in	ADP
cuesj-667	198	51	figure	figure	NOUN
cuesj-667	198	52	5	5	NUM
cuesj-667	198	53	.	.	PUNCT
cuesj-667	198	54	during	during	ADP
cuesj-667	198	55	several	several	ADJ
cuesj-667	198	56	iterations	iteration	NOUN
cuesj-667	198	57	,	,	PUNCT
cuesj-667	198	58	figure	figure	VERB
cuesj-667	198	59	5a	5a	NUM
cuesj-667	198	60	depicts	depict	VERB
cuesj-667	198	61	the	the	DET
cuesj-667	198	62	accuracy	accuracy	NOUN
cuesj-667	198	63	of	of	ADP
cuesj-667	198	64	the	the	DET
cuesj-667	198	65	proposed	propose	VERB
cuesj-667	198	66	technique	technique	NOUN
cuesj-667	198	67	and	and	CCONJ
cuesj-667	198	68	the	the	DET
cuesj-667	198	69	methods	method	NOUN
cuesj-667	198	70	compared	compare	VERB
cuesj-667	198	71	to	to	ADP
cuesj-667	198	72	it	it	PRON
cuesj-667	198	73	.	.	PUNCT
cuesj-667	199	1	the	the	DET
cuesj-667	199	2	average	average	ADJ
cuesj-667	199	3	accuracy	accuracy	NOUN
cuesj-667	199	4	of	of	ADP
cuesj-667	199	5	the	the	DET
cuesj-667	199	6	various	various	ADJ
cuesj-667	199	7	approaches	approach	NOUN
cuesj-667	199	8	is	be	AUX
cuesj-667	199	9	also	also	ADV
cuesj-667	199	10	shown	show	VERB
cuesj-667	199	11	in	in	ADP
cuesj-667	199	12	figure	figure	NOUN
cuesj-667	199	13	5b	5b	NUM
cuesj-667	199	14	.	.	PUNCT
cuesj-667	200	1	as	as	SCONJ
cuesj-667	200	2	shown	show	VERB
cuesj-667	200	3	in	in	ADP
cuesj-667	200	4	figure	figure	NOUN
cuesj-667	200	5	5	5	NUM
cuesj-667	200	6	,	,	PUNCT
cuesj-667	200	7	the	the	DET
cuesj-667	200	8	attack	attack	NOUN
cuesj-667	200	9	detection	detection	NOUN
cuesj-667	200	10	operation	operation	NOUN
cuesj-667	200	11	may	may	AUX
cuesj-667	200	12	be	be	AUX
cuesj-667	200	13	done	do	VERB
cuesj-667	200	14	with	with	ADP
cuesj-667	200	15	99.6	99.6	NUM
cuesj-667	200	16	%	%	NOUN
cuesj-667	200	17	accuracy	accuracy	NOUN
cuesj-667	200	18	employing	employ	VERB
cuesj-667	200	19	a	a	DET
cuesj-667	200	20	combination	combination	NOUN
cuesj-667	200	21	of	of	ADP
cuesj-667	200	22	artificial	artificial	ADJ
cuesj-667	200	23	neural	neural	ADJ
cuesj-667	200	24	network	network	NOUN
cuesj-667	200	25	,	,	PUNCT
cuesj-667	200	26	decision	decision	NOUN
cuesj-667	200	27	tree	tree	NOUN
cuesj-667	200	28	,	,	PUNCT
cuesj-667	200	29	and	and	CCONJ
cuesj-667	200	30	new	new	ADJ
cuesj-667	200	31	biz	biz	NOUN
cuesj-667	200	32	in	in	ADP
cuesj-667	200	33	the	the	DET
cuesj-667	200	34	suggested	suggest	VERB
cuesj-667	200	35	aggregate	aggregate	NOUN
cuesj-667	200	36	system	system	NOUN
cuesj-667	200	37	,	,	PUNCT
cuesj-667	200	38	which	which	PRON
cuesj-667	200	39	is	be	AUX
cuesj-667	200	40	a	a	DET
cuesj-667	200	41	little	little	ADJ
cuesj-667	200	42	improvement	improvement	NOUN
cuesj-667	200	43	.	.	PUNCT
cuesj-667	201	1	it	it	PRON
cuesj-667	201	2	’s	’	VERB
cuesj-667	201	3	2	2	NUM
cuesj-667	201	4	%	%	NOUN
cuesj-667	201	5	more	more	ADV
cuesj-667	201	6	precise	precise	ADJ
cuesj-667	201	7	than	than	ADP
cuesj-667	201	8	the	the	DET
cuesj-667	201	9	approaches	approach	NOUN
cuesj-667	201	10	described	describe	VERB
cuesj-667	201	11	in	in	ADP
cuesj-667	201	12	zhe	zhe	PROPN
cuesj-667	201	13	et	et	PROPN
cuesj-667	201	14	al.[13	al.[13	NOUN
cuesj-667	201	15	]	]	PUNCT
cuesj-667	201	16	and	and	CCONJ
cuesj-667	201	17	dong	dong	PROPN
cuesj-667	201	18	and	and	CCONJ
cuesj-667	201	19	sarem.[14	sarem.[14	PROPN
cuesj-667	201	20	]	]	PUNCT
cuesj-667	201	21	the	the	DET
cuesj-667	201	22	disruption	disruption	NOUN
cuesj-667	201	23	matrix	matrix	NOUN
cuesj-667	201	24	will	will	AUX
cuesj-667	201	25	be	be	AUX
cuesj-667	201	26	examined	examine	VERB
cuesj-667	201	27	in	in	ADP
cuesj-667	201	28	greater	great	ADJ
cuesj-667	201	29	depth	depth	NOUN
cuesj-667	201	30	to	to	PART
cuesj-667	201	31	analyze	analyze	VERB
cuesj-667	201	32	the	the	DET
cuesj-667	201	33	efficacy	efficacy	NOUN
cuesj-667	201	34	of	of	ADP
cuesj-667	201	35	the	the	DET
cuesj-667	201	36	suggested	suggest	VERB
cuesj-667	201	37	aggregation	aggregation	NOUN
cuesj-667	201	38	mechanism	mechanism	NOUN
cuesj-667	201	39	in	in	ADP
cuesj-667	201	40	identifying	identify	VERB
cuesj-667	201	41	assaults	assault	NOUN
cuesj-667	201	42	.	.	PUNCT
cuesj-667	202	1	the	the	DET
cuesj-667	202	2	clutter	clutter	NOUN
cuesj-667	202	3	matrix	matrix	NOUN
cuesj-667	202	4	resulting	result	VERB
cuesj-667	202	5	from	from	ADP
cuesj-667	202	6	the	the	DET
cuesj-667	202	7	detection	detection	NOUN
cuesj-667	202	8	of	of	ADP
cuesj-667	202	9	dos	do	NOUN
cuesj-667	202	10	assaults	assault	NOUN
cuesj-667	202	11	during	during	ADP
cuesj-667	202	12	10	10	NUM
cuesj-667	202	13	replication	replication	NOUN
cuesj-667	202	14	simulations	simulation	NOUN
cuesj-667	202	15	for	for	ADP
cuesj-667	202	16	the	the	DET
cuesj-667	202	17	proposed	propose	VERB
cuesj-667	202	18	aggregation	aggregation	NOUN
cuesj-667	202	19	system	system	NOUN
cuesj-667	202	20	is	be	AUX
cuesj-667	202	21	compared	compare	VERB
cuesj-667	202	22	to	to	ADP
cuesj-667	202	23	the	the	DET
cuesj-667	202	24	clutter	clutter	NOUN
cuesj-667	202	25	matrix	matrix	NOUN
cuesj-667	202	26	coming	come	VERB
cuesj-667	202	27	from	from	ADP
cuesj-667	202	28	the	the	DET
cuesj-667	202	29	svm[13	svm[13	NOUN
cuesj-667	202	30	]	]	PUNCT
cuesj-667	202	31	and	and	CCONJ
cuesj-667	202	32	knn[14	knn[14	PROPN
cuesj-667	202	33	]	]	PUNCT
cuesj-667	202	34	approaches	approach	VERB
cuesj-667	202	35	in	in	ADP
cuesj-667	202	36	figure	figure	NOUN
cuesj-667	202	37	6	6	NUM
cuesj-667	202	38	.	.	PUNCT
cuesj-667	203	1	the	the	DET
cuesj-667	203	2	value	value	NOUN
cuesj-667	203	3	35,201	35,201	NUM
cuesj-667	203	4	in	in	ADP
cuesj-667	203	5	the	the	DET
cuesj-667	203	6	first	first	ADJ
cuesj-667	203	7	row	row	NOUN
cuesj-667	203	8	and	and	CCONJ
cuesj-667	203	9	column	column	NOUN
cuesj-667	203	10	of	of	ADP
cuesj-667	203	11	the	the	DET
cuesj-667	203	12	perturbation	perturbation	NOUN
cuesj-667	203	13	matrix	matrix	NOUN
cuesj-667	203	14	shown	show	VERB
cuesj-667	203	15	in	in	ADP
cuesj-667	203	16	figure	figure	NOUN
cuesj-667	203	17	6a	6a	NOUN
cuesj-667	203	18	reflects	reflect	VERB
cuesj-667	203	19	the	the	DET
cuesj-667	203	20	number	number	NOUN
cuesj-667	203	21	of	of	ADP
cuesj-667	203	22	normal	normal	ADJ
cuesj-667	203	23	connections	connection	NOUN
cuesj-667	203	24	examined	examine	VERB
cuesj-667	203	25	that	that	PRON
cuesj-667	203	26	were	be	AUX
cuesj-667	203	27	accurately	accurately	ADV
cuesj-667	203	28	recognized	recognize	VERB
cuesj-667	203	29	as	as	ADP
cuesj-667	203	30	normal	normal	ADJ
cuesj-667	203	31	by	by	ADP
cuesj-667	203	32	the	the	DET
cuesj-667	203	33	suggested	suggest	VERB
cuesj-667	203	34	aggregation	aggregation	NOUN
cuesj-667	203	35	method	method	NOUN
cuesj-667	203	36	.	.	PUNCT
cuesj-667	204	1	the	the	DET
cuesj-667	204	2	clutter	clutter	NOUN
cuesj-667	204	3	matrix	matrix	NOUN
cuesj-667	204	4	identifies	identify	VERB
cuesj-667	204	5	this	this	DET
cuesj-667	204	6	number	number	NOUN
cuesj-667	204	7	as	as	ADP
cuesj-667	204	8	tn	tn	PROPN
cuesj-667	204	9	.	.	PUNCT
cuesj-667	205	1	the	the	DET
cuesj-667	205	2	number	number	NOUN
cuesj-667	205	3	92	92	NUM
cuesj-667	205	4	in	in	ADP
cuesj-667	205	5	the	the	DET
cuesj-667	205	6	second	second	ADJ
cuesj-667	205	7	row	row	NOUN
cuesj-667	205	8	and	and	CCONJ
cuesj-667	205	9	first	first	ADJ
cuesj-667	205	10	column	column	NOUN
cuesj-667	205	11	represents	represent	VERB
cuesj-667	205	12	the	the	DET
cuesj-667	205	13	number	number	NOUN
cuesj-667	205	14	of	of	ADP
cuesj-667	205	15	regular	regular	ADJ
cuesj-667	205	16	communications	communication	NOUN
cuesj-667	205	17	that	that	PRON
cuesj-667	205	18	the	the	DET
cuesj-667	205	19	suggested	suggest	VERB
cuesj-667	205	20	dos	dos	NOUN
cuesj-667	205	21	attack	attack	NOUN
cuesj-667	205	22	model	model	NOUN
cuesj-667	205	23	mistakenly	mistakenly	ADV
cuesj-667	205	24	detected	detect	VERB
cuesj-667	205	25	.	.	PUNCT
cuesj-667	206	1	in	in	ADP
cuesj-667	206	2	the	the	DET
cuesj-667	206	3	clutter	clutter	NOUN
cuesj-667	206	4	matrix	matrix	NOUN
cuesj-667	206	5	,	,	PUNCT
cuesj-667	206	6	this	this	DET
cuesj-667	206	7	quantity	quantity	NOUN
cuesj-667	206	8	is	be	AUX
cuesj-667	206	9	designated	designate	VERB
cuesj-667	206	10	as	as	ADP
cuesj-667	206	11	fp	fp	NOUN
cuesj-667	206	12	.	.	PUNCT
cuesj-667	207	1	the	the	DET
cuesj-667	207	2	clutter	clutter	NOUN
cuesj-667	207	3	matrix	matrix	NOUN
cuesj-667	207	4	’s	’s	PART
cuesj-667	207	5	second	second	ADJ
cuesj-667	207	6	row	row	NOUN
cuesj-667	207	7	and	and	CCONJ
cuesj-667	207	8	second	second	ADJ
cuesj-667	207	9	column	column	NOUN
cuesj-667	207	10	,	,	PUNCT
cuesj-667	207	11	which	which	PRON
cuesj-667	207	12	reflect	reflect	VERB
cuesj-667	207	13	the	the	DET
cuesj-667	207	14	number	number	NOUN
cuesj-667	207	15	40,068	40,068	NUM
cuesj-667	207	16	,	,	PUNCT
cuesj-667	207	17	identify	identify	VERB
cuesj-667	207	18	service	service	NOUN
cuesj-667	207	19	denial	denial	NOUN
cuesj-667	207	20	assaults	assault	NOUN
cuesj-667	207	21	that	that	SCONJ
cuesj-667	207	22	the	the	DET
cuesj-667	207	23	proposed	propose	VERB
cuesj-667	207	24	aggregate	aggregate	NOUN
cuesj-667	207	25	system	system	NOUN
cuesj-667	207	26	accurately	accurately	ADV
cuesj-667	207	27	classifies	classify	VERB
cuesj-667	207	28	as	as	ADP
cuesj-667	207	29	tp	tp	ADP
cuesj-667	207	30	occurrences	occurrence	NOUN
cuesj-667	207	31	.	.	PUNCT
cuesj-667	208	1	in	in	ADP
cuesj-667	208	2	addition	addition	NOUN
cuesj-667	208	3	,	,	PUNCT
cuesj-667	208	4	the	the	DET
cuesj-667	208	5	number	number	NOUN
cuesj-667	208	6	219	219	NUM
cuesj-667	208	7	in	in	ADP
cuesj-667	208	8	the	the	DET
cuesj-667	208	9	first	first	ADJ
cuesj-667	208	10	row	row	NOUN
cuesj-667	208	11	and	and	CCONJ
cuesj-667	208	12	second	second	ADJ
cuesj-667	208	13	column	column	NOUN
cuesj-667	208	14	represents	represent	VERB
cuesj-667	208	15	dos	do	NOUN
cuesj-667	208	16	attempts	attempt	NOUN
cuesj-667	208	17	that	that	SCONJ
cuesj-667	208	18	the	the	DET
cuesj-667	208	19	table	table	NOUN
cuesj-667	208	20	1	1	NUM
cuesj-667	208	21	:	:	PUNCT
cuesj-667	208	22	types	type	NOUN
cuesj-667	208	23	of	of	ADP
cuesj-667	208	24	information	information	NOUN
cuesj-667	208	25	available	available	ADJ
cuesj-667	208	26	in	in	ADP
cuesj-667	208	27	the	the	DET
cuesj-667	208	28	nslkdd	nslkdd	ADJ
cuesj-667	208	29	database	database	NOUN
cuesj-667	208	30	type	type	NOUN
cuesj-667	208	31	of	of	ADP
cuesj-667	208	32	attacks	attack	NOUN
cuesj-667	208	33	percentage	percentage	NOUN
cuesj-667	208	34	of	of	ADP
cuesj-667	208	35	available	available	ADJ
cuesj-667	208	36	data	datum	NOUN
cuesj-667	208	37	normal	normal	ADJ
cuesj-667	208	38	(	(	PUNCT
cuesj-667	208	39	no	no	DET
cuesj-667	208	40	attack	attack	NOUN
cuesj-667	208	41	)	)	PUNCT
cuesj-667	208	42	19.48	19.48	NUM
cuesj-667	208	43	dos	do	NOUN
cuesj-667	208	44	attacks	attack	NOUN
cuesj-667	208	45	73.9	73.9	NUM
cuesj-667	208	46	u2r	u2r	ADJ
cuesj-667	208	47	attacks	attack	VERB
cuesj-667	208	48	1.34	1.34	NUM
cuesj-667	208	49	r2l	r2l	NOUN
cuesj-667	208	50	attacks	attack	VERB
cuesj-667	208	51	5.2	5.2	NUM
cuesj-667	208	52	probe	probe	NOUN
cuesj-667	208	53	attacks	attack	NOUN
cuesj-667	208	54	0.07	0.07	NUM
cuesj-667	208	55	figure	figure	NOUN
cuesj-667	208	56	5	5	NUM
cuesj-667	208	57	:	:	PUNCT
cuesj-667	208	58	accuracy	accuracy	NOUN
cuesj-667	208	59	of	of	ADP
cuesj-667	208	60	learning	learn	VERB
cuesj-667	208	61	algorithms	algorithm	NOUN
cuesj-667	208	62	in	in	ADP
cuesj-667	208	63	detecting	detect	VERB
cuesj-667	208	64	network	network	NOUN
cuesj-667	208	65	attacks	attack	NOUN
cuesj-667	208	66	by	by	ADP
cuesj-667	208	67	controller	controller	NOUN
cuesj-667	208	68	node	node	NOUN
cuesj-667	208	69	.	.	PUNCT
cuesj-667	209	1	(	(	PUNCT
cuesj-667	209	2	a	a	X
cuesj-667	209	3	)	)	PUNCT
cuesj-667	209	4	accuracy	accuracy	NOUN
cuesj-667	209	5	in	in	ADP
cuesj-667	209	6	different	different	ADJ
cuesj-667	209	7	iterations	iteration	NOUN
cuesj-667	209	8	and	and	CCONJ
cuesj-667	209	9	(	(	PUNCT
cuesj-667	209	10	b	b	NOUN
cuesj-667	209	11	)	)	PUNCT
cuesj-667	209	12	average	average	ADJ
cuesj-667	209	13	accuracy	accuracy	NOUN
cuesj-667	209	14	b	b	X
cuesj-667	209	15	a	a	DET
cuesj-667	209	16	figure	figure	NOUN
cuesj-667	209	17	6	6	NUM
cuesj-667	209	18	:	:	PUNCT
cuesj-667	209	19	disruption	disruption	NOUN
cuesj-667	209	20	matrix	matrix	NOUN
cuesj-667	209	21	(	(	PUNCT
cuesj-667	209	22	a	a	X
cuesj-667	209	23	)	)	PUNCT
cuesj-667	209	24	proposed	propose	VERB
cuesj-667	209	25	aggregate	aggregate	NOUN
cuesj-667	209	26	system	system	NOUN
cuesj-667	209	27	,	,	PUNCT
cuesj-667	209	28	(	(	PUNCT
cuesj-667	209	29	b	b	X
cuesj-667	209	30	)	)	PUNCT
cuesj-667	209	31	support	support	NOUN
cuesj-667	209	32	vector	vector	NOUN
cuesj-667	209	33	machine	machine	NOUN
cuesj-667	209	34	,	,	PUNCT
cuesj-667	209	35	and	and	CCONJ
cuesj-667	209	36	(	(	PUNCT
cuesj-667	209	37	c	c	NOUN
cuesj-667	209	38	)	)	PUNCT
cuesj-667	209	39	k	k	NOUN
cuesj-667	209	40	-	-	PUNCT
cuesj-667	209	41	nearest	near	ADJ
cuesj-667	209	42	neighbor	neighbor	NOUN
cuesj-667	209	43	in	in	ADP
cuesj-667	209	44	attack	attack	NOUN
cuesj-667	209	45	detection	detection	NOUN
cuesj-667	209	46	c	c	PROPN
cuesj-667	209	47	ba	ba	PROPN
cuesj-667	209	48	rashidi	rashidi	NOUN
cuesj-667	209	49	,	,	PUNCT
cuesj-667	209	50	et	et	PROPN
cuesj-667	209	51	al	al	PROPN
cuesj-667	209	52	.	.	PROPN
cuesj-667	209	53	:	:	PUNCT
cuesj-667	210	1	detecting	detect	VERB
cuesj-667	210	2	denial	denial	NOUN
cuesj-667	210	3	of	of	ADP
cuesj-667	210	4	service	service	NOUN
cuesj-667	210	5	attacks	attack	NOUN
cuesj-667	210	6	in	in	ADP
cuesj-667	210	7	internet	internet	NOUN
cuesj-667	210	8	of	of	ADP
cuesj-667	210	9	things	thing	NOUN
cuesj-667	210	10	55	55	NUM
cuesj-667	210	11	http://journals.cihanuniversity.edu.iq/index.php/cuesj	http://journals.cihanuniversity.edu.iq/index.php/cuesj	ADJ
cuesj-667	210	12	cuesj	cuesj	ADJ
cuesj-667	210	13	2022	2022	NUM
cuesj-667	210	14	,	,	PUNCT
cuesj-667	210	15	6	6	NUM
cuesj-667	210	16	(	(	PUNCT
cuesj-667	210	17	2	2	NUM
cuesj-667	210	18	):	):	PUNCT
cuesj-667	210	19	49	49	NUM
cuesj-667	210	20	-	-	SYM
cuesj-667	210	21	56	56	NUM
cuesj-667	210	22	suggested	suggest	VERB
cuesj-667	210	23	aggregating	aggregate	VERB
cuesj-667	210	24	system	system	NOUN
cuesj-667	210	25	mistook	mistake	VERB
cuesj-667	210	26	for	for	ADP
cuesj-667	210	27	regular	regular	ADJ
cuesj-667	210	28	.	.	PUNCT
cuesj-667	211	1	the	the	DET
cuesj-667	211	2	clutter	clutter	NOUN
cuesj-667	211	3	matrix	matrix	NOUN
cuesj-667	211	4	identifies	identify	VERB
cuesj-667	211	5	this	this	DET
cuesj-667	211	6	number	number	NOUN
cuesj-667	211	7	as	as	ADP
cuesj-667	211	8	fn	fn	PROPN
cuesj-667	211	9	.	.	PUNCT
cuesj-667	212	1	the	the	DET
cuesj-667	212	2	suggested	suggest	VERB
cuesj-667	212	3	method	method	NOUN
cuesj-667	212	4	’s	’s	PART
cuesj-667	212	5	improved	improve	VERB
cuesj-667	212	6	efficiency	efficiency	NOUN
cuesj-667	212	7	in	in	ADP
cuesj-667	212	8	detecting	detect	VERB
cuesj-667	212	9	dos	do	NOUN
cuesj-667	212	10	assaults	assault	NOUN
cuesj-667	212	11	is	be	AUX
cuesj-667	212	12	confirmed	confirm	VERB
cuesj-667	212	13	by	by	ADP
cuesj-667	212	14	a	a	DET
cuesj-667	212	15	comparison	comparison	NOUN
cuesj-667	212	16	of	of	ADP
cuesj-667	212	17	its	its	PRON
cuesj-667	212	18	matrix	matrix	NOUN
cuesj-667	212	19	with	with	ADP
cuesj-667	212	20	the	the	DET
cuesj-667	212	21	examined	examine	VERB
cuesj-667	212	22	approaches	approach	NOUN
cuesj-667	212	23	.	.	PUNCT
cuesj-667	213	1	table	table	NOUN
cuesj-667	213	2	2	2	NUM
cuesj-667	213	3	compares	compare	VERB
cuesj-667	213	4	the	the	DET
cuesj-667	213	5	results	result	NOUN
cuesj-667	213	6	of	of	ADP
cuesj-667	213	7	different	different	ADJ
cuesj-667	213	8	learning	learning	NOUN
cuesj-667	213	9	models	model	NOUN
cuesj-667	213	10	with	with	ADP
cuesj-667	213	11	the	the	DET
cuesj-667	213	12	test	test	NOUN
cuesj-667	213	13	results	result	NOUN
cuesj-667	213	14	of	of	ADP
cuesj-667	213	15	the	the	DET
cuesj-667	213	16	proposed	propose	VERB
cuesj-667	213	17	integrated	integrate	VERB
cuesj-667	213	18	system	system	NOUN
cuesj-667	213	19	for	for	ADP
cuesj-667	213	20	detecting	detect	VERB
cuesj-667	213	21	dos	do	NOUN
cuesj-667	213	22	assaults	assault	NOUN
cuesj-667	213	23	in	in	ADP
cuesj-667	213	24	the	the	DET
cuesj-667	213	25	network	network	NOUN
cuesj-667	213	26	.	.	PUNCT
cuesj-667	214	1	the	the	DET
cuesj-667	214	2	sensitivity	sensitivity	NOUN
cuesj-667	214	3	and	and	CCONJ
cuesj-667	214	4	specificity	specificity	NOUN
cuesj-667	214	5	criteria	criterion	NOUN
cuesj-667	214	6	are	be	AUX
cuesj-667	214	7	compared	compare	VERB
cuesj-667	214	8	in	in	ADP
cuesj-667	214	9	this	this	DET
cuesj-667	214	10	table	table	NOUN
cuesj-667	214	11	.	.	PUNCT
cuesj-667	215	1	the	the	DET
cuesj-667	215	2	ratio	ratio	NOUN
cuesj-667	215	3	of	of	ADP
cuesj-667	215	4	total	total	ADJ
cuesj-667	215	5	assaults	assault	NOUN
cuesj-667	215	6	accurately	accurately	ADV
cuesj-667	215	7	recognized	recognize	VERB
cuesj-667	215	8	by	by	ADP
cuesj-667	215	9	the	the	DET
cuesj-667	215	10	learning	learning	NOUN
cuesj-667	215	11	model	model	NOUN
cuesj-667	215	12	is	be	AUX
cuesj-667	215	13	called	call	VERB
cuesj-667	215	14	sensitivity	sensitivity	NOUN
cuesj-667	215	15	,	,	PUNCT
cuesj-667	215	16	and	and	CCONJ
cuesj-667	215	17	it	it	PRON
cuesj-667	215	18	’s	’s	AUX
cuesj-667	215	19	determined	determined	ADJ
cuesj-667	215	20	as	as	SCONJ
cuesj-667	215	21	follows	follow	VERB
cuesj-667	215	22	:	:	PUNCT
cuesj-667	216	1	=	=	SYM
cuesj-667	217	1	+	+	CCONJ
cuesj-667	217	2	tp	tp	ADP
cuesj-667	217	3	sensitivity	sensitivity	NOUN
cuesj-667	217	4	tp	tp	X
cuesj-667	217	5	fn	fn	PROPN
cuesj-667	217	6	(	(	PUNCT
cuesj-667	217	7	6	6	NUM
cuesj-667	217	8	)	)	PUNCT
cuesj-667	217	9	in	in	ADP
cuesj-667	217	10	this	this	DET
cuesj-667	217	11	relation	relation	NOUN
cuesj-667	217	12	,	,	PUNCT
cuesj-667	217	13	tp	tp	NOUN
cuesj-667	217	14	is	be	AUX
cuesj-667	217	15	the	the	DET
cuesj-667	217	16	number	number	NOUN
cuesj-667	217	17	of	of	ADP
cuesj-667	217	18	attack	attack	NOUN
cuesj-667	217	19	streams	stream	NOUN
cuesj-667	217	20	that	that	PRON
cuesj-667	217	21	have	have	AUX
cuesj-667	217	22	been	be	AUX
cuesj-667	217	23	correctly	correctly	ADV
cuesj-667	217	24	detected	detect	VERB
cuesj-667	217	25	and	and	CCONJ
cuesj-667	217	26	fn	fn	NOUN
cuesj-667	217	27	is	be	AUX
cuesj-667	217	28	the	the	DET
cuesj-667	217	29	number	number	NOUN
cuesj-667	217	30	of	of	ADP
cuesj-667	217	31	attack	attack	NOUN
cuesj-667	217	32	traffic	traffic	NOUN
cuesj-667	217	33	streams	stream	NOUN
cuesj-667	217	34	that	that	PRON
cuesj-667	217	35	have	have	AUX
cuesj-667	217	36	been	be	AUX
cuesj-667	217	37	erroneously	erroneously	ADV
cuesj-667	217	38	identified	identify	VERB
cuesj-667	217	39	as	as	ADP
cuesj-667	217	40	normal	normal	ADJ
cuesj-667	217	41	streams	stream	NOUN
cuesj-667	217	42	.	.	PUNCT
cuesj-667	218	1	the	the	DET
cuesj-667	218	2	property	property	NOUN
cuesj-667	218	3	criterion	criterion	NOUN
cuesj-667	218	4	is	be	AUX
cuesj-667	218	5	used	use	VERB
cuesj-667	218	6	to	to	PART
cuesj-667	218	7	measure	measure	VERB
cuesj-667	218	8	normal	normal	ADJ
cuesj-667	218	9	streams	stream	NOUN
cuesj-667	218	10	that	that	PRON
cuesj-667	218	11	are	be	AUX
cuesj-667	218	12	correctly	correctly	ADV
cuesj-667	218	13	classified	classified	ADJ
cuesj-667	218	14	.	.	PUNCT
cuesj-667	219	1	this	this	DET
cuesj-667	219	2	criterion	criterion	NOUN
cuesj-667	219	3	is	be	AUX
cuesj-667	219	4	calculated	calculate	VERB
cuesj-667	219	5	as	as	SCONJ
cuesj-667	219	6	follows	follow	VERB
cuesj-667	219	7	:	:	PUNCT
cuesj-667	219	8	=	=	SYM
cuesj-667	219	9	+	+	NUM
cuesj-667	219	10	tn	tn	NOUN
cuesj-667	219	11	specificity	specificity	NOUN
cuesj-667	219	12	tn	tn	PROPN
cuesj-667	219	13	fp	fp	PROPN
cuesj-667	219	14	(	(	PUNCT
cuesj-667	219	15	7	7	NUM
cuesj-667	219	16	)	)	PUNCT
cuesj-667	219	17	tn	tn	NOUN
cuesj-667	219	18	is	be	AUX
cuesj-667	219	19	the	the	DET
cuesj-667	219	20	number	number	NOUN
cuesj-667	219	21	of	of	ADP
cuesj-667	219	22	accurately	accurately	ADV
cuesj-667	219	23	recognized	recognize	VERB
cuesj-667	219	24	normal	normal	ADJ
cuesj-667	219	25	traffic	traffic	NOUN
cuesj-667	219	26	streams	stream	NOUN
cuesj-667	219	27	,	,	PUNCT
cuesj-667	219	28	whereas	whereas	SCONJ
cuesj-667	219	29	fp	fp	PROPN
cuesj-667	219	30	denotes	denote	VERB
cuesj-667	219	31	the	the	DET
cuesj-667	219	32	number	number	NOUN
cuesj-667	219	33	of	of	ADP
cuesj-667	219	34	normal	normal	ADJ
cuesj-667	219	35	traffic	traffic	NOUN
cuesj-667	219	36	streams	stream	NOUN
cuesj-667	219	37	that	that	PRON
cuesj-667	219	38	have	have	AUX
cuesj-667	219	39	been	be	AUX
cuesj-667	219	40	identified	identify	VERB
cuesj-667	219	41	as	as	ADP
cuesj-667	219	42	attack	attack	NOUN
cuesj-667	219	43	traffic	traffic	NOUN
cuesj-667	219	44	streams	stream	NOUN
cuesj-667	219	45	.	.	PUNCT
cuesj-667	220	1	when	when	SCONJ
cuesj-667	220	2	the	the	DET
cuesj-667	220	3	efficiency	efficiency	NOUN
cuesj-667	220	4	of	of	ADP
cuesj-667	220	5	the	the	DET
cuesj-667	220	6	suggested	suggest	VERB
cuesj-667	220	7	approach	approach	NOUN
cuesj-667	220	8	is	be	AUX
cuesj-667	220	9	compared	compare	VERB
cuesj-667	220	10	to	to	ADP
cuesj-667	220	11	the	the	DET
cuesj-667	220	12	efficiency	efficiency	NOUN
cuesj-667	220	13	of	of	ADP
cuesj-667	220	14	the	the	DET
cuesj-667	220	15	compared	compare	VERB
cuesj-667	220	16	methods	method	NOUN
cuesj-667	220	17	,	,	PUNCT
cuesj-667	220	18	it	it	PRON
cuesj-667	220	19	is	be	AUX
cuesj-667	220	20	clear	clear	ADJ
cuesj-667	220	21	that	that	SCONJ
cuesj-667	220	22	the	the	DET
cuesj-667	220	23	provided	provide	VERB
cuesj-667	220	24	solution	solution	NOUN
cuesj-667	220	25	may	may	AUX
cuesj-667	220	26	improve	improve	VERB
cuesj-667	220	27	the	the	DET
cuesj-667	220	28	criteria	criterion	NOUN
cuesj-667	220	29	of	of	ADP
cuesj-667	220	30	accuracy	accuracy	NOUN
cuesj-667	220	31	,	,	PUNCT
cuesj-667	220	32	sensitivity	sensitivity	NOUN
cuesj-667	220	33	,	,	PUNCT
cuesj-667	220	34	and	and	CCONJ
cuesj-667	220	35	specificity	specificity	NOUN
cuesj-667	220	36	in	in	ADP
cuesj-667	220	37	the	the	DET
cuesj-667	220	38	process	process	NOUN
cuesj-667	220	39	of	of	ADP
cuesj-667	220	40	detecting	detect	VERB
cuesj-667	220	41	dos	do	NOUN
cuesj-667	220	42	assaults	assault	NOUN
cuesj-667	220	43	.	.	PUNCT
cuesj-667	221	1	conclusion	conclusion	NOUN
cuesj-667	221	2	a	a	DET
cuesj-667	221	3	new	new	ADJ
cuesj-667	221	4	technique	technique	NOUN
cuesj-667	221	5	for	for	ADP
cuesj-667	221	6	detecting	detect	VERB
cuesj-667	221	7	dos	do	NOUN
cuesj-667	221	8	attacks	attack	NOUN
cuesj-667	221	9	in	in	ADP
cuesj-667	221	10	the	the	DET
cuesj-667	221	11	structure	structure	NOUN
cuesj-667	221	12	of	of	ADP
cuesj-667	221	13	iot	iot	NOUN
cuesj-667	221	14	is	be	AUX
cuesj-667	221	15	provided	provide	VERB
cuesj-667	221	16	in	in	ADP
cuesj-667	221	17	this	this	DET
cuesj-667	221	18	research	research	NOUN
cuesj-667	221	19	,	,	PUNCT
cuesj-667	221	20	which	which	PRON
cuesj-667	221	21	is	be	AUX
cuesj-667	221	22	based	base	VERB
cuesj-667	221	23	on	on	ADP
cuesj-667	221	24	software	software	NOUN
cuesj-667	221	25	-	-	PUNCT
cuesj-667	221	26	based	base	VERB
cuesj-667	221	27	network	network	NOUN
cuesj-667	221	28	and	and	CCONJ
cuesj-667	221	29	machine	machine	NOUN
cuesj-667	221	30	learning	learning	NOUN
cuesj-667	221	31	.	.	PUNCT
cuesj-667	222	1	the	the	DET
cuesj-667	222	2	suggested	suggest	VERB
cuesj-667	222	3	solution	solution	NOUN
cuesj-667	222	4	divides	divide	VERB
cuesj-667	222	5	the	the	DET
cuesj-667	222	6	sdn	sdn	PROPN
cuesj-667	222	7	domain	domain	NOUN
cuesj-667	222	8	into	into	ADP
cuesj-667	222	9	numerous	numerous	ADJ
cuesj-667	222	10	subdomains	subdomain	NOUN
cuesj-667	222	11	,	,	PUNCT
cuesj-667	222	12	each	each	PRON
cuesj-667	222	13	with	with	ADP
cuesj-667	222	14	its	its	PRON
cuesj-667	222	15	own	own	ADJ
cuesj-667	222	16	controller	controller	NOUN
cuesj-667	222	17	for	for	ADP
cuesj-667	222	18	exchanging	exchange	VERB
cuesj-667	222	19	security	security	NOUN
cuesj-667	222	20	rules	rule	NOUN
cuesj-667	222	21	with	with	ADP
cuesj-667	222	22	other	other	ADJ
cuesj-667	222	23	subdomains	subdomain	NOUN
cuesj-667	222	24	.	.	PUNCT
cuesj-667	223	1	each	each	DET
cuesj-667	223	2	controller	controller	NOUN
cuesj-667	223	3	will	will	AUX
cuesj-667	223	4	deliver	deliver	VERB
cuesj-667	223	5	a	a	DET
cuesj-667	223	6	list	list	NOUN
cuesj-667	223	7	of	of	ADP
cuesj-667	223	8	certified	certify	VERB
cuesj-667	223	9	users	user	NOUN
cuesj-667	223	10	relevant	relevant	ADJ
cuesj-667	223	11	to	to	ADP
cuesj-667	223	12	its	its	PRON
cuesj-667	223	13	section	section	NOUN
cuesj-667	223	14	to	to	ADP
cuesj-667	223	15	other	other	ADJ
cuesj-667	223	16	controllers	controller	NOUN
cuesj-667	223	17	in	in	ADP
cuesj-667	223	18	the	the	DET
cuesj-667	223	19	suggested	suggested	ADJ
cuesj-667	223	20	way	way	NOUN
cuesj-667	223	21	.	.	PUNCT
cuesj-667	224	1	in	in	ADP
cuesj-667	224	2	this	this	DET
cuesj-667	224	3	example	example	NOUN
cuesj-667	224	4	,	,	PUNCT
cuesj-667	224	5	if	if	SCONJ
cuesj-667	224	6	two	two	NUM
cuesj-667	224	7	users	user	NOUN
cuesj-667	224	8	need	need	VERB
cuesj-667	224	9	to	to	PART
cuesj-667	224	10	interact	interact	VERB
cuesj-667	224	11	,	,	PUNCT
cuesj-667	224	12	the	the	DET
cuesj-667	224	13	user	user	NOUN
cuesj-667	224	14	’s	’s	PART
cuesj-667	224	15	credentials	credential	NOUN
cuesj-667	224	16	are	be	AUX
cuesj-667	224	17	passed	pass	VERB
cuesj-667	224	18	back	back	ADV
cuesj-667	224	19	and	and	CCONJ
cuesj-667	224	20	forth	forth	ADV
cuesj-667	224	21	between	between	ADP
cuesj-667	224	22	the	the	DET
cuesj-667	224	23	controllers	controller	NOUN
cuesj-667	224	24	.	.	PUNCT
cuesj-667	225	1	the	the	DET
cuesj-667	225	2	data	datum	NOUN
cuesj-667	225	3	exchange	exchange	NOUN
cuesj-667	225	4	activity	activity	NOUN
cuesj-667	225	5	will	will	AUX
cuesj-667	225	6	take	take	VERB
cuesj-667	225	7	occur	occur	VERB
cuesj-667	225	8	if	if	SCONJ
cuesj-667	225	9	at	at	ADV
cuesj-667	225	10	least	least	ADV
cuesj-667	225	11	one	one	NUM
cuesj-667	225	12	controller	controller	NOUN
cuesj-667	225	13	has	have	AUX
cuesj-667	225	14	authenticated	authenticate	VERB
cuesj-667	225	15	each	each	PRON
cuesj-667	225	16	of	of	ADP
cuesj-667	225	17	the	the	DET
cuesj-667	225	18	two	two	NUM
cuesj-667	225	19	participants	participant	NOUN
cuesj-667	225	20	to	to	ADP
cuesj-667	225	21	the	the	DET
cuesj-667	225	22	connection	connection	NOUN
cuesj-667	225	23	.	.	PUNCT
cuesj-667	226	1	in	in	ADP
cuesj-667	226	2	the	the	DET
cuesj-667	226	3	topology	topology	NOUN
cuesj-667	226	4	suggested	suggest	VERB
cuesj-667	226	5	in	in	ADP
cuesj-667	226	6	this	this	DET
cuesj-667	226	7	study	study	NOUN
cuesj-667	226	8	,	,	PUNCT
cuesj-667	226	9	all	all	DET
cuesj-667	226	10	traffics	traffic	NOUN
cuesj-667	226	11	between	between	ADP
cuesj-667	226	12	nodes	node	NOUN
cuesj-667	226	13	in	in	ADP
cuesj-667	226	14	a	a	DET
cuesj-667	226	15	subnet	subnet	NOUN
cuesj-667	226	16	are	be	AUX
cuesj-667	226	17	routed	route	VERB
cuesj-667	226	18	through	through	ADP
cuesj-667	226	19	the	the	DET
cuesj-667	226	20	subnet	subnet	NOUN
cuesj-667	226	21	’s	’s	PART
cuesj-667	226	22	control	control	PROPN
cuesj-667	226	23	node	node	PROPN
cuesj-667	226	24	.	.	PUNCT
cuesj-667	227	1	as	as	ADP
cuesj-667	227	2	a	a	DET
cuesj-667	227	3	result	result	NOUN
cuesj-667	227	4	,	,	PUNCT
cuesj-667	227	5	each	each	DET
cuesj-667	227	6	controller	controller	NOUN
cuesj-667	227	7	node	node	NOUN
cuesj-667	227	8	employs	employ	VERB
cuesj-667	227	9	an	an	DET
cuesj-667	227	10	integrated	integrated	ADJ
cuesj-667	227	11	learning	learning	NOUN
cuesj-667	227	12	model	model	NOUN
cuesj-667	227	13	to	to	PART
cuesj-667	227	14	continually	continually	ADV
cuesj-667	227	15	evaluate	evaluate	VERB
cuesj-667	227	16	network	network	NOUN
cuesj-667	227	17	traffic	traffic	NOUN
cuesj-667	227	18	data	datum	NOUN
cuesj-667	227	19	and	and	CCONJ
cuesj-667	227	20	detect	detect	NOUN
cuesj-667	227	21	assaults	assault	NOUN
cuesj-667	227	22	.	.	PUNCT
cuesj-667	228	1	this	this	DET
cuesj-667	228	2	learning	learning	NOUN
cuesj-667	228	3	model	model	NOUN
cuesj-667	228	4	incorporates	incorporate	VERB
cuesj-667	228	5	an	an	DET
cuesj-667	228	6	artificial	artificial	ADJ
cuesj-667	228	7	neural	neural	ADJ
cuesj-667	228	8	network	network	NOUN
cuesj-667	228	9	,	,	PUNCT
cuesj-667	228	10	a	a	DET
cuesj-667	228	11	decision	decision	NOUN
cuesj-667	228	12	tree	tree	NOUN
cuesj-667	228	13	,	,	PUNCT
cuesj-667	228	14	and	and	CCONJ
cuesj-667	228	15	a	a	DET
cuesj-667	228	16	new	new	ADJ
cuesj-667	228	17	biz	biz	NOUN
cuesj-667	228	18	model	model	NOUN
cuesj-667	228	19	that	that	PRON
cuesj-667	228	20	uses	use	VERB
cuesj-667	228	21	statistical	statistical	ADJ
cuesj-667	228	22	information	information	NOUN
cuesj-667	228	23	gathered	gather	VERB
cuesj-667	228	24	from	from	ADP
cuesj-667	228	25	each	each	DET
cuesj-667	228	26	data	datum	NOUN
cuesj-667	228	27	stream	stream	NOUN
cuesj-667	228	28	to	to	PART
cuesj-667	228	29	identify	identify	VERB
cuesj-667	228	30	the	the	DET
cuesj-667	228	31	likely	likely	ADJ
cuesj-667	228	32	existence	existence	NOUN
cuesj-667	228	33	of	of	ADP
cuesj-667	228	34	assaults	assault	NOUN
cuesj-667	228	35	.	.	PUNCT
cuesj-667	229	1	matlab	matlab	PROPN
cuesj-667	229	2	software	software	PROPN
cuesj-667	229	3	was	be	AUX
cuesj-667	229	4	used	use	VERB
cuesj-667	229	5	to	to	PART
cuesj-667	229	6	implement	implement	VERB
cuesj-667	229	7	and	and	CCONJ
cuesj-667	229	8	assess	assess	VERB
cuesj-667	229	9	the	the	DET
cuesj-667	229	10	suggested	suggest	VERB
cuesj-667	229	11	approach	approach	NOUN
cuesj-667	229	12	,	,	PUNCT
cuesj-667	229	13	and	and	CCONJ
cuesj-667	229	14	the	the	DET
cuesj-667	229	15	results	result	NOUN
cuesj-667	229	16	of	of	ADP
cuesj-667	229	17	simulating	simulate	VERB
cuesj-667	229	18	the	the	DET
cuesj-667	229	19	new	new	ADJ
cuesj-667	229	20	method	method	NOUN
cuesj-667	229	21	’s	’s	PART
cuesj-667	229	22	performance	performance	NOUN
cuesj-667	229	23	were	be	AUX
cuesj-667	229	24	compared	compare	VERB
cuesj-667	229	25	to	to	ADP
cuesj-667	229	26	earlier	early	ADJ
cuesj-667	229	27	methods	method	NOUN
cuesj-667	229	28	.	.	PUNCT
cuesj-667	230	1	the	the	DET
cuesj-667	230	2	data	datum	NOUN
cuesj-667	230	3	from	from	ADP
cuesj-667	230	4	the	the	DET
cuesj-667	230	5	nslkdd	nslkdd	ADJ
cuesj-667	230	6	database	database	NOUN
cuesj-667	230	7	were	be	AUX
cuesj-667	230	8	utilized	utilize	VERB
cuesj-667	230	9	in	in	ADP
cuesj-667	230	10	the	the	DET
cuesj-667	230	11	tests	test	NOUN
cuesj-667	230	12	,	,	PUNCT
cuesj-667	230	13	and	and	CCONJ
cuesj-667	230	14	the	the	DET
cuesj-667	230	15	suggested	suggested	ADJ
cuesj-667	230	16	learning	learning	PROPN
cuesj-667	230	17	model	model	PROPN
cuesj-667	230	18	’s	’s	PART
cuesj-667	230	19	accuracy	accuracy	NOUN
cuesj-667	230	20	in	in	ADP
cuesj-667	230	21	identifying	identify	VERB
cuesj-667	230	22	various	various	ADJ
cuesj-667	230	23	forms	form	NOUN
cuesj-667	230	24	of	of	ADP
cuesj-667	230	25	network	network	NOUN
cuesj-667	230	26	assaults	assault	NOUN
cuesj-667	230	27	was	be	AUX
cuesj-667	230	28	assessed	assess	VERB
cuesj-667	230	29	.	.	PUNCT
cuesj-667	231	1	the	the	DET
cuesj-667	231	2	results	result	NOUN
cuesj-667	231	3	of	of	ADP
cuesj-667	231	4	these	these	DET
cuesj-667	231	5	tests	test	NOUN
cuesj-667	231	6	revealed	reveal	VERB
cuesj-667	231	7	that	that	SCONJ
cuesj-667	231	8	the	the	DET
cuesj-667	231	9	suggested	suggest	VERB
cuesj-667	231	10	method	method	NOUN
cuesj-667	231	11	’s	’s	PART
cuesj-667	231	12	cumulative	cumulative	ADJ
cuesj-667	231	13	learning	learning	NOUN
cuesj-667	231	14	model	model	NOUN
cuesj-667	231	15	can	can	AUX
cuesj-667	231	16	identify	identify	VERB
cuesj-667	231	17	dos	do	NOUN
cuesj-667	231	18	attacks	attack	NOUN
cuesj-667	231	19	in	in	ADP
cuesj-667	231	20	network	network	NOUN
cuesj-667	231	21	traffic	traffic	NOUN
cuesj-667	231	22	flows	flow	NOUN
cuesj-667	231	23	with	with	ADP
cuesj-667	231	24	accuracy	accuracy	NOUN
cuesj-667	231	25	of	of	ADP
cuesj-667	231	26	99.6	99.6	NUM
cuesj-667	231	27	%	%	NOUN
cuesj-667	231	28	.	.	PUNCT
cuesj-667	232	1	other	other	ADJ
cuesj-667	232	2	machine	machine	NOUN
cuesj-667	232	3	learning	learning	NOUN
cuesj-667	232	4	models	model	NOUN
cuesj-667	232	5	,	,	PUNCT
cuesj-667	232	6	such	such	ADJ
cuesj-667	232	7	as	as	ADP
cuesj-667	232	8	probabilistic	probabilistic	ADJ
cuesj-667	232	9	neural	neural	ADJ
cuesj-667	232	10	networks	network	NOUN
cuesj-667	232	11	,	,	PUNCT
cuesj-667	232	12	deep	deep	ADJ
cuesj-667	232	13	learning	learning	NOUN
cuesj-667	232	14	approaches	approach	NOUN
cuesj-667	232	15	,	,	PUNCT
cuesj-667	232	16	and	and	CCONJ
cuesj-667	232	17	others	other	NOUN
cuesj-667	232	18	,	,	PUNCT
cuesj-667	232	19	might	might	AUX
cuesj-667	232	20	be	be	AUX
cuesj-667	232	21	used	use	VERB
cuesj-667	232	22	in	in	ADP
cuesj-667	232	23	the	the	DET
cuesj-667	232	24	future	future	NOUN
cuesj-667	232	25	to	to	PART
cuesj-667	232	26	identify	identify	VERB
cuesj-667	232	27	assaults	assault	NOUN
cuesj-667	232	28	.	.	PUNCT
cuesj-667	233	1	it	it	PRON
cuesj-667	233	2	appears	appear	VERB
cuesj-667	233	3	that	that	SCONJ
cuesj-667	233	4	optimization	optimization	NOUN
cuesj-667	233	5	algorithms	algorithm	NOUN
cuesj-667	233	6	may	may	AUX
cuesj-667	233	7	be	be	AUX
cuesj-667	233	8	used	use	VERB
cuesj-667	233	9	to	to	PART
cuesj-667	233	10	rank	rank	VERB
cuesj-667	233	11	learning	learning	NOUN
cuesj-667	233	12	models	model	NOUN
cuesj-667	233	13	and	and	CCONJ
cuesj-667	233	14	then	then	ADV
cuesj-667	233	15	establish	establish	VERB
cuesj-667	233	16	a	a	DET
cuesj-667	233	17	weight	weight	NOUN
cuesj-667	233	18	value	value	NOUN
cuesj-667	233	19	for	for	ADP
cuesj-667	233	20	each	each	DET
cuesj-667	233	21	learning	learn	VERB
cuesj-667	233	22	model	model	NOUN
cuesj-667	233	23	in	in	ADP
cuesj-667	233	24	the	the	DET
cuesj-667	233	25	integrated	integrate	VERB
cuesj-667	233	26	system	system	NOUN
cuesj-667	233	27	based	base	VERB
cuesj-667	233	28	on	on	ADP
cuesj-667	233	29	that	that	DET
cuesj-667	233	30	ranking	ranking	NOUN
cuesj-667	233	31	.	.	PUNCT
cuesj-667	234	1	as	as	ADP
cuesj-667	234	2	a	a	DET
cuesj-667	234	3	result	result	NOUN
cuesj-667	234	4	,	,	PUNCT
cuesj-667	234	5	the	the	DET
cuesj-667	234	6	future	future	ADJ
cuesj-667	234	7	research	research	NOUN
cuesj-667	234	8	might	might	AUX
cuesj-667	234	9	focus	focus	VERB
cuesj-667	234	10	on	on	ADP
cuesj-667	234	11	resolving	resolve	VERB
cuesj-667	234	12	this	this	DET
cuesj-667	234	13	problem	problem	NOUN
cuesj-667	234	14	.	.	PUNCT
cuesj-667	235	1	references	reference	NOUN
cuesj-667	235	2	1	1	NUM
cuesj-667	235	3	.	.	PUNCT
cuesj-667	235	4	j.	j.	PROPN
cuesj-667	235	5	li	li	PROPN
cuesj-667	235	6	,	,	PUNCT
cuesj-667	235	7	m.	m.	NOUN
cuesj-667	235	8	siddula	siddula	PROPN
cuesj-667	235	9	,	,	PUNCT
cuesj-667	235	10	x.	x.	PROPN
cuesj-667	235	11	cheng	cheng	PROPN
cuesj-667	235	12	,	,	PUNCT
cuesj-667	235	13	w.	w.	PROPN
cuesj-667	235	14	cheng	cheng	PROPN
cuesj-667	235	15	,	,	PUNCT
cuesj-667	235	16	z.	z.	PROPN
cuesj-667	235	17	tian	tian	PROPN
cuesj-667	235	18	and	and	CCONJ
cuesj-667	235	19	y.	y.	PROPN
cuesj-667	235	20	li	li	PROPN
cuesj-667	235	21	.	.	PROPN
cuesj-667	235	22	approximate	approximate	PROPN
cuesj-667	235	23	data	data	PROPN
cuesj-667	235	24	aggregation	aggregation	NOUN
cuesj-667	235	25	in	in	ADP
cuesj-667	235	26	sensor	sensor	NOUN
cuesj-667	235	27	equipped	equip	VERB
cuesj-667	235	28	iot	iot	NOUN
cuesj-667	235	29	networks	network	NOUN
cuesj-667	235	30	.	.	PUNCT
cuesj-667	236	1	tsinghua	tsinghua	PROPN
cuesj-667	236	2	science	science	PROPN
cuesj-667	236	3	and	and	CCONJ
cuesj-667	236	4	technology	technology	NOUN
cuesj-667	236	5	,	,	PUNCT
cuesj-667	236	6	vol	vol	NOUN
cuesj-667	236	7	.	.	PROPN
cuesj-667	236	8	25	25	NUM
cuesj-667	236	9	,	,	PUNCT
cuesj-667	236	10	no	no	INTJ
cuesj-667	236	11	.	.	NOUN
cuesj-667	236	12	1	1	NUM
cuesj-667	236	13	,	,	PUNCT
cuesj-667	236	14	pp	pp	ADJ
cuesj-667	236	15	.	.	PUNCT
cuesj-667	237	1	44	44	NUM
cuesj-667	237	2	-	-	SYM
cuesj-667	237	3	55	55	NUM
cuesj-667	237	4	,	,	PUNCT
cuesj-667	237	5	2019	2019	NUM
cuesj-667	237	6	.	.	PUNCT
cuesj-667	238	1	2	2	X
cuesj-667	238	2	.	.	PUNCT
cuesj-667	238	3	j.	j.	PROPN
cuesj-667	238	4	marietta	marietta	PROPN
cuesj-667	238	5	and	and	CCONJ
cuesj-667	238	6	b.	b.	PROPN
cuesj-667	238	7	mohan	mohan	PROPN
cuesj-667	238	8	.	.	PUNCT
cuesj-667	239	1	a	a	DET
cuesj-667	239	2	review	review	NOUN
cuesj-667	239	3	on	on	ADP
cuesj-667	239	4	routing	route	VERB
cuesj-667	239	5	in	in	ADP
cuesj-667	239	6	internet	internet	NOUN
cuesj-667	239	7	of	of	ADP
cuesj-667	239	8	things	thing	NOUN
cuesj-667	239	9	.	.	PUNCT
cuesj-667	240	1	wireless	wireless	ADJ
cuesj-667	240	2	personal	personal	ADJ
cuesj-667	240	3	communications	communication	NOUN
cuesj-667	240	4	,	,	PUNCT
cuesj-667	240	5	vol	vol	NOUN
cuesj-667	240	6	.	.	NOUN
cuesj-667	240	7	111	111	NUM
cuesj-667	240	8	,	,	PUNCT
cuesj-667	240	9	no	no	INTJ
cuesj-667	240	10	.	.	NOUN
cuesj-667	240	11	1	1	NUM
cuesj-667	240	12	,	,	PUNCT
cuesj-667	240	13	pp	pp	ADJ
cuesj-667	240	14	.	.	PUNCT
cuesj-667	241	1	209	209	NUM
cuesj-667	241	2	-	-	SYM
cuesj-667	241	3	233	233	NUM
cuesj-667	241	4	,	,	PUNCT
cuesj-667	241	5	2020	2020	NUM
cuesj-667	241	6	.	.	PUNCT
cuesj-667	242	1	3	3	X
cuesj-667	242	2	.	.	X
cuesj-667	242	3	x.	x.	PROPN
cuesj-667	242	4	dong	dong	PROPN
cuesj-667	242	5	,	,	PUNCT
cuesj-667	242	6	z.	z.	PROPN
cuesj-667	242	7	yu	yu	PROPN
cuesj-667	242	8	,	,	PUNCT
cuesj-667	242	9	w.	w.	PROPN
cuesj-667	242	10	cao	cao	PROPN
cuesj-667	242	11	,	,	PUNCT
cuesj-667	242	12	y.	y.	PROPN
cuesj-667	242	13	shi	shi	PROPN
cuesj-667	242	14	,	,	PUNCT
cuesj-667	242	15	and	and	CCONJ
cuesj-667	242	16	q.	q.	PROPN
cuesj-667	242	17	ma	ma	PROPN
cuesj-667	242	18	,	,	PUNCT
cuesj-667	242	19	x.	x.	PUNCT
cuesj-667	243	1	a	a	DET
cuesj-667	243	2	survey	survey	NOUN
cuesj-667	243	3	on	on	ADP
cuesj-667	243	4	ensemble	ensemble	ADJ
cuesj-667	243	5	learning	learning	NOUN
cuesj-667	243	6	.	.	PUNCT
cuesj-667	244	1	frontiers	frontier	NOUN
cuesj-667	244	2	of	of	ADP
cuesj-667	244	3	computer	computer	NOUN
cuesj-667	244	4	science	science	NOUN
cuesj-667	244	5	,	,	PUNCT
cuesj-667	244	6	vol	vol	NOUN
cuesj-667	244	7	.	.	PROPN
cuesj-667	244	8	14	14	NUM
cuesj-667	244	9	,	,	PUNCT
cuesj-667	244	10	no	no	INTJ
cuesj-667	244	11	.	.	NOUN
cuesj-667	244	12	2	2	NUM
cuesj-667	244	13	,	,	PUNCT
cuesj-667	244	14	pp	pp	ADJ
cuesj-667	244	15	.	.	PUNCT
cuesj-667	244	16	241258	241258	NUM
cuesj-667	244	17	,	,	PUNCT
cuesj-667	244	18	2020	2020	NUM
cuesj-667	244	19	.	.	PUNCT
cuesj-667	245	1	4	4	X
cuesj-667	245	2	.	.	X
cuesj-667	245	3	g.	g.	PROPN
cuesj-667	245	4	perrone	perrone	PROPN
cuesj-667	245	5	,	,	PUNCT
cuesj-667	245	6	m.	m.	NOUN
cuesj-667	245	7	vecchio	vecchio	PROPN
cuesj-667	245	8	,	,	PUNCT
cuesj-667	245	9	r.	r.	PROPN
cuesj-667	245	10	pecori	pecori	PROPN
cuesj-667	245	11	,	,	PUNCT
cuesj-667	245	12	and	and	CCONJ
cuesj-667	245	13	r.	r.	PROPN
cuesj-667	245	14	giaffreda	giaffreda	PROPN
cuesj-667	245	15	.	.	PUNCT
cuesj-667	246	1	the	the	DET
cuesj-667	246	2	day	day	NOUN
cuesj-667	246	3	after	after	ADP
cuesj-667	246	4	mirai	mirai	PROPN
cuesj-667	246	5	:	:	PUNCT
cuesj-667	246	6	a	a	DET
cuesj-667	246	7	survey	survey	NOUN
cuesj-667	246	8	on	on	ADP
cuesj-667	246	9	mqtt	mqtt	NOUN
cuesj-667	246	10	security	security	NOUN
cuesj-667	246	11	solutions	solution	NOUN
cuesj-667	246	12	after	after	ADP
cuesj-667	246	13	the	the	DET
cuesj-667	246	14	largest	large	ADJ
cuesj-667	246	15	table	table	NOUN
cuesj-667	246	16	2	2	NUM
cuesj-667	246	17	:	:	PUNCT
cuesj-667	246	18	comparison	comparison	NOUN
cuesj-667	246	19	of	of	ADP
cuesj-667	246	20	the	the	DET
cuesj-667	246	21	performance	performance	NOUN
cuesj-667	246	22	of	of	ADP
cuesj-667	246	23	the	the	DET
cuesj-667	246	24	proposed	propose	VERB
cuesj-667	246	25	integrated	integrate	VERB
cuesj-667	246	26	system	system	NOUN
cuesj-667	246	27	with	with	ADP
cuesj-667	246	28	other	other	ADJ
cuesj-667	246	29	learning	learning	NOUN
cuesj-667	246	30	models	model	NOUN
cuesj-667	246	31	specificity	specificity	NOUN
cuesj-667	246	32	percentage	percentage	NOUN
cuesj-667	246	33	percentage	percentage	NOUN
cuesj-667	246	34	of	of	ADP
cuesj-667	246	35	sensitivity	sensitivity	NOUN
cuesj-667	246	36	percentage	percentage	NOUN
cuesj-667	246	37	accuracy	accuracy	NOUN
cuesj-667	246	38	title	title	NOUN
cuesj-667	246	39	96.9221	96.9221	NUM
cuesj-667	246	40	98.4955	98.4955	NUM
cuesj-667	246	41	97.6568	97.6568	NUM
cuesj-667	246	42	svm[13	svm[13	NOUN
cuesj-667	246	43	]	]	PUNCT
cuesj-667	246	44	98.4660	98.4660	NUM
cuesj-667	246	45	96.7359	96.7359	NUM
cuesj-667	246	46	97.6581	97.6581	NUM
cuesj-667	247	1	k	k	ADV
cuesj-667	247	2	-	-	PUNCT
cuesj-667	247	3	nearest	near	ADJ
cuesj-667	247	4	neighbor[14	neighbor[14	PROPN
cuesj-667	247	5	]	]	PUNCT
cuesj-667	247	6	99.4564	99.4564	NUM
cuesj-667	247	7	99.7393	99.7393	NUM
cuesj-667	247	8	99.5885	99.5885	NUM
cuesj-667	247	9	proposed	propose	VERB
cuesj-667	247	10	integration	integration	NOUN
cuesj-667	247	11	system	system	NOUN
cuesj-667	247	12	rashidi	rashidi	NOUN
cuesj-667	247	13	,	,	PUNCT
cuesj-667	247	14	et	et	PROPN
cuesj-667	247	15	al	al	PROPN
cuesj-667	247	16	.	.	PROPN
cuesj-667	247	17	:	:	PUNCT
cuesj-667	248	1	detecting	detect	VERB
cuesj-667	248	2	denial	denial	NOUN
cuesj-667	248	3	of	of	ADP
cuesj-667	248	4	service	service	NOUN
cuesj-667	248	5	attacks	attack	NOUN
cuesj-667	248	6	in	in	ADP
cuesj-667	248	7	internet	internet	NOUN
cuesj-667	248	8	of	of	ADP
cuesj-667	248	9	things	thing	NOUN
cuesj-667	248	10	56	56	NUM
cuesj-667	248	11	http://journals.cihanuniversity.edu.iq/index.php/cuesj	http://journals.cihanuniversity.edu.iq/index.php/cuesj	ADJ
cuesj-667	248	12	cuesj	cuesj	ADJ
cuesj-667	248	13	2022	2022	NUM
cuesj-667	248	14	,	,	PUNCT
cuesj-667	248	15	6	6	NUM
cuesj-667	248	16	(	(	PUNCT
cuesj-667	248	17	2	2	NUM
cuesj-667	248	18	):	):	PUNCT
cuesj-667	248	19	49	49	NUM
cuesj-667	248	20	-	-	SYM
cuesj-667	248	21	56	56	NUM
cuesj-667	248	22	cyber	cyber	NOUN
cuesj-667	248	23	-	-	PUNCT
cuesj-667	248	24	attack	attack	NOUN
cuesj-667	248	25	carried	carry	VERB
cuesj-667	248	26	out	out	ADP
cuesj-667	248	27	through	through	ADP
cuesj-667	248	28	an	an	DET
cuesj-667	248	29	army	army	NOUN
cuesj-667	248	30	of	of	ADP
cuesj-667	248	31	iot	iot	PROPN
cuesj-667	248	32	devices	device	NOUN
cuesj-667	248	33	.	.	PUNCT
cuesj-667	249	1	in	in	ADP
cuesj-667	249	2	:	:	PUNCT
cuesj-667	249	3	2nd	2nd	ADJ
cuesj-667	249	4	international	international	ADJ
cuesj-667	249	5	conference	conference	NOUN
cuesj-667	249	6	on	on	ADP
cuesj-667	249	7	internet	internet	NOUN
cuesj-667	249	8	of	of	ADP
cuesj-667	249	9	things	thing	NOUN
cuesj-667	249	10	,	,	PUNCT
cuesj-667	249	11	big	big	ADJ
cuesj-667	249	12	data	datum	NOUN
cuesj-667	249	13	and	and	CCONJ
cuesj-667	249	14	security	security	NOUN
cuesj-667	249	15	,	,	PUNCT
cuesj-667	249	16	iotbds	iotbds	NOUN
cuesj-667	249	17	,	,	PUNCT
cuesj-667	249	18	pp	pp	ADJ
cuesj-667	249	19	.	.	PUNCT
cuesj-667	250	1	246	246	NUM
cuesj-667	250	2	-	-	SYM
cuesj-667	250	3	25	25	NUM
cuesj-667	250	4	,	,	PUNCT
cuesj-667	250	5	2017	2017	NUM
cuesj-667	250	6	.	.	PUNCT
cuesj-667	251	1	5	5	NUM
cuesj-667	251	2	.	.	PUNCT
cuesj-667	251	3	s.	s.	PROPN
cuesj-667	251	4	andy	andy	PROPN
cuesj-667	251	5	,	,	PUNCT
cuesj-667	251	6	b.	b.	PROPN
cuesj-667	251	7	rahardjo	rahardjo	PROPN
cuesj-667	251	8	and	and	CCONJ
cuesj-667	251	9	b.	b.	PROPN
cuesj-667	251	10	hanindhito	hanindhito	PROPN
cuesj-667	251	11	.	.	PUNCT
cuesj-667	252	1	attack	attack	NOUN
cuesj-667	252	2	scenarios	scenario	NOUN
cuesj-667	252	3	and	and	CCONJ
cuesj-667	252	4	security	security	NOUN
cuesj-667	252	5	analysis	analysis	NOUN
cuesj-667	252	6	of	of	ADP
cuesj-667	252	7	mqtt	mqtt	NOUN
cuesj-667	252	8	communication	communication	NOUN
cuesj-667	252	9	protocol	protocol	NOUN
cuesj-667	252	10	in	in	ADP
cuesj-667	252	11	iot	iot	ADJ
cuesj-667	252	12	system	system	NOUN
cuesj-667	252	13	.	.	PUNCT
cuesj-667	253	1	in	in	ADP
cuesj-667	253	2	:	:	PUNCT
cuesj-667	253	3	2017	2017	NUM
cuesj-667	253	4	4th	4th	ADJ
cuesj-667	253	5	international	international	ADJ
cuesj-667	253	6	conference	conference	NOUN
cuesj-667	253	7	on	on	ADP
cuesj-667	253	8	electrical	electrical	ADJ
cuesj-667	253	9	engineering	engineering	NOUN
cuesj-667	253	10	,	,	PUNCT
cuesj-667	253	11	computer	computer	NOUN
cuesj-667	253	12	science	science	NOUN
cuesj-667	253	13	and	and	CCONJ
cuesj-667	253	14	informatics	informatic	NOUN
cuesj-667	253	15	(	(	PUNCT
cuesj-667	253	16	eecsi	eecsi	ADJ
cuesj-667	253	17	)	)	PUNCT
cuesj-667	253	18	,	,	PUNCT
cuesj-667	253	19	pp	pp	ADP
cuesj-667	253	20	.	.	PUNCT
cuesj-667	254	1	1	1	NUM
cuesj-667	254	2	-	-	SYM
cuesj-667	254	3	6	6	NUM
cuesj-667	254	4	,	,	PUNCT
cuesj-667	254	5	2017	2017	NUM
cuesj-667	254	6	.	.	PUNCT
cuesj-667	255	1	6	6	NUM
cuesj-667	255	2	.	.	X
cuesj-667	255	3	x.	x.	PROPN
cuesj-667	255	4	liu	liu	PROPN
cuesj-667	255	5	,	,	PUNCT
cuesj-667	255	6	t.	t.	PROPN
cuesj-667	255	7	zhang	zhang	PROPN
cuesj-667	255	8	,	,	PUNCT
cuesj-667	255	9	n.	n.	PROPN
cuesj-667	255	10	hu	hu	PROPN
cuesj-667	255	11	,	,	PUNCT
cuesj-667	255	12	p.	p.	PROPN
cuesj-667	255	13	zhang	zhang	PROPN
cuesj-667	255	14	and	and	CCONJ
cuesj-667	255	15	y.	y.	PROPN
cuesj-667	255	16	zhang	zhang	PROPN
cuesj-667	255	17	.	.	PUNCT
cuesj-667	256	1	the	the	DET
cuesj-667	256	2	method	method	NOUN
cuesj-667	256	3	of	of	ADP
cuesj-667	256	4	internet	internet	NOUN
cuesj-667	256	5	of	of	ADP
cuesj-667	256	6	things	thing	NOUN
cuesj-667	256	7	access	access	NOUN
cuesj-667	256	8	and	and	CCONJ
cuesj-667	256	9	network	network	NOUN
cuesj-667	256	10	communication	communication	NOUN
cuesj-667	256	11	based	base	VERB
cuesj-667	256	12	on	on	ADP
cuesj-667	256	13	mqtt	mqtt	NOUN
cuesj-667	256	14	.	.	PUNCT
cuesj-667	257	1	computer	computer	NOUN
cuesj-667	257	2	communications	communication	NOUN
cuesj-667	257	3	,	,	PUNCT
cuesj-667	257	4	vol	vol	NOUN
cuesj-667	257	5	.	.	PROPN
cuesj-667	257	6	153	153	NUM
cuesj-667	257	7	,	,	PUNCT
cuesj-667	257	8	pp	pp	ADJ
cuesj-667	257	9	.	.	PUNCT
cuesj-667	258	1	169	169	NUM
cuesj-667	258	2	-	-	SYM
cuesj-667	258	3	176	176	NUM
cuesj-667	258	4	,	,	PUNCT
cuesj-667	258	5	2020	2020	NUM
cuesj-667	258	6	.	.	PUNCT
cuesj-667	259	1	7	7	X
cuesj-667	259	2	.	.	X
cuesj-667	259	3	s.	s.	PROPN
cuesj-667	259	4	n.	n.	PROPN
cuesj-667	259	5	firdous	firdous	PROPN
cuesj-667	259	6	,	,	PUNCT
cuesj-667	259	7	z.	z.	PROPN
cuesj-667	259	8	baig	baig	PROPN
cuesj-667	259	9	and	and	CCONJ
cuesj-667	259	10	a.	a.	PROPN
cuesj-667	259	11	ibrahim	ibrahim	PROPN
cuesj-667	259	12	.	.	PUNCT
cuesj-667	260	1	modelling	modelling	NOUN
cuesj-667	260	2	and	and	CCONJ
cuesj-667	260	3	evaluation	evaluation	NOUN
cuesj-667	260	4	of	of	ADP
cuesj-667	260	5	malicious	malicious	ADJ
cuesj-667	260	6	attacks	attack	NOUN
cuesj-667	260	7	against	against	ADP
cuesj-667	260	8	the	the	DET
cuesj-667	260	9	iot	iot	PROPN
cuesj-667	260	10	mqtt	mqtt	PROPN
cuesj-667	260	11	protocol	protocol	NOUN
cuesj-667	260	12	.	.	PUNCT
cuesj-667	261	1	2017	2017	NUM
cuesj-667	261	2	ieee	ieee	PROPN
cuesj-667	261	3	international	international	ADJ
cuesj-667	261	4	conference	conference	NOUN
cuesj-667	261	5	on	on	ADP
cuesj-667	261	6	internet	internet	NOUN
cuesj-667	261	7	of	of	ADP
cuesj-667	261	8	things	thing	NOUN
cuesj-667	261	9	(	(	PUNCT
cuesj-667	261	10	ithings	ithing	NOUN
cuesj-667	261	11	)	)	PUNCT
cuesj-667	261	12	and	and	CCONJ
cuesj-667	261	13	ieee	ieee	NOUN
cuesj-667	261	14	green	green	PROPN
cuesj-667	261	15	computing	computing	PROPN
cuesj-667	261	16	and	and	CCONJ
cuesj-667	261	17	communications	communication	NOUN
cuesj-667	261	18	(	(	PUNCT
cuesj-667	261	19	greencom	greencom	PROPN
cuesj-667	261	20	)	)	PUNCT
cuesj-667	261	21	and	and	CCONJ
cuesj-667	261	22	ieee	ieee	PROPN
cuesj-667	261	23	cyber	cyber	NOUN
cuesj-667	261	24	,	,	PUNCT
cuesj-667	261	25	physical	physical	ADJ
cuesj-667	261	26	and	and	CCONJ
cuesj-667	261	27	social	social	ADJ
cuesj-667	261	28	computing	computing	NOUN
cuesj-667	261	29	(	(	PUNCT
cuesj-667	261	30	cpscom	cpscom	PROPN
cuesj-667	261	31	)	)	PUNCT
cuesj-667	261	32	and	and	CCONJ
cuesj-667	261	33	ieee	ieee	VERB
cuesj-667	261	34	smart	smart	ADJ
cuesj-667	261	35	data	datum	NOUN
cuesj-667	261	36	(	(	PUNCT
cuesj-667	261	37	smartdata	smartdata	PROPN
cuesj-667	261	38	)	)	PUNCT
cuesj-667	261	39	,	,	PUNCT
cuesj-667	261	40	pp	pp	PROPN
cuesj-667	261	41	.	.	PUNCT
cuesj-667	262	1	748	748	NUM
cuesj-667	262	2	-	-	SYM
cuesj-667	262	3	755	755	NUM
cuesj-667	262	4	,	,	PUNCT
cuesj-667	262	5	2017	2017	NUM
cuesj-667	262	6	.	.	PUNCT
cuesj-667	263	1	8	8	NUM
cuesj-667	263	2	.	.	PUNCT
cuesj-667	264	1	h.	h.	PROPN
cuesj-667	264	2	ramos	ramos	PROPN
cuesj-667	264	3	,	,	PUNCT
cuesj-667	264	4	s.	s.	PROPN
cuesj-667	264	5	villalba	villalba	PROPN
cuesj-667	264	6	,	,	PUNCT
cuesj-667	264	7	r	r	NOUN
cuesj-667	264	8	and	and	CCONJ
cuesj-667	264	9	lacuesta	lacuesta	NOUN
cuesj-667	264	10	.	.	PUNCT
cuesj-667	265	1	mqtt	mqtt	PROPN
cuesj-667	265	2	security	security	NOUN
cuesj-667	265	3	:	:	PUNCT
cuesj-667	265	4	a	a	DET
cuesj-667	265	5	novel	novel	ADJ
cuesj-667	265	6	fuzzing	fuzzing	NOUN
cuesj-667	265	7	approach	approach	NOUN
cuesj-667	265	8	.	.	PUNCT
cuesj-667	266	1	wireless	wireless	ADJ
cuesj-667	266	2	communications	communication	NOUN
cuesj-667	266	3	and	and	CCONJ
cuesj-667	266	4	mobile	mobile	NOUN
cuesj-667	266	5	computing	computing	NOUN
cuesj-667	266	6	,	,	PUNCT
cuesj-667	266	7	2018	2018	NUM
cuesj-667	266	8	.	.	PUNCT
cuesj-667	267	1	9	9	NUM
cuesj-667	267	2	.	.	X
cuesj-667	267	3	a.	a.	PROPN
cuesj-667	267	4	vähä	vähä	PROPN
cuesj-667	267	5	-	-	PUNCT
cuesj-667	267	6	sipilä	sipilä	PROPN
cuesj-667	267	7	,	,	PUNCT
cuesj-667	267	8	“	"	PUNCT
cuesj-667	267	9	mqtt	mqtt	NOUN
cuesj-667	267	10	fuzz	fuzz	NOUN
cuesj-667	267	11	”	"	PUNCT
cuesj-667	267	12	.	.	PUNCT
cuesj-667	267	13	,	,	PUNCT
cuesj-667	267	14	2015	2015	NUM
cuesj-667	267	15	.	.	PUNCT
cuesj-667	268	1	available	available	ADJ
cuesj-667	268	2	from	from	ADP
cuesj-667	268	3	:	:	PUNCT
cuesj-667	268	4	https://	https://	PROPN
cuesj-667	268	5	github.com/f-secure/mqtt_fuzz	github.com/f-secure/mqtt_fuzz	PROPN
cuesj-667	268	6	10	10	NUM
cuesj-667	268	7	.	.	PUNCT
cuesj-667	269	1	n.	n.	PROPN
cuesj-667	269	2	moustafa	moustafa	PROPN
cuesj-667	269	3	,	,	PUNCT
cuesj-667	269	4	b.	b.	PROPN
cuesj-667	269	5	turnbull	turnbull	PROPN
cuesj-667	269	6	and	and	CCONJ
cuesj-667	269	7	k.	k.	PROPN
cuesj-667	269	8	choo	choo	PROPN
cuesj-667	269	9	.	.	PUNCT
cuesj-667	270	1	an	an	DET
cuesj-667	270	2	ensemble	ensemble	ADJ
cuesj-667	270	3	intrusion	intrusion	NOUN
cuesj-667	270	4	detection	detection	NOUN
cuesj-667	270	5	technique	technique	NOUN
cuesj-667	270	6	based	base	VERB
cuesj-667	270	7	on	on	ADP
cuesj-667	270	8	proposed	propose	VERB
cuesj-667	270	9	statistical	statistical	ADJ
cuesj-667	270	10	flow	flow	NOUN
cuesj-667	270	11	features	feature	NOUN
cuesj-667	270	12	for	for	ADP
cuesj-667	270	13	protecting	protect	VERB
cuesj-667	270	14	network	network	NOUN
cuesj-667	270	15	traffic	traffic	NOUN
cuesj-667	270	16	of	of	ADP
cuesj-667	270	17	internet	internet	NOUN
cuesj-667	270	18	of	of	ADP
cuesj-667	270	19	things	thing	NOUN
cuesj-667	270	20	.	.	PUNCT
cuesj-667	271	1	ieee	ieee	PROPN
cuesj-667	271	2	internet	internet	NOUN
cuesj-667	271	3	of	of	ADP
cuesj-667	271	4	things	thing	NOUN
cuesj-667	271	5	journal	journal	NOUN
cuesj-667	271	6	,	,	PUNCT
cuesj-667	271	7	vol	vol	NOUN
cuesj-667	271	8	.	.	PROPN
cuesj-667	272	1	6	6	NUM
cuesj-667	272	2	,	,	PUNCT
cuesj-667	272	3	no	no	INTJ
cuesj-667	272	4	.	.	NOUN
cuesj-667	272	5	3	3	NUM
cuesj-667	272	6	,	,	PUNCT
cuesj-667	272	7	pp	pp	ADJ
cuesj-667	272	8	.	.	PUNCT
cuesj-667	273	1	4815	4815	NUM
cuesj-667	273	2	-	-	SYM
cuesj-667	273	3	4830	4830	NUM
cuesj-667	273	4	,	,	PUNCT
cuesj-667	273	5	2018	2018	NUM
cuesj-667	273	6	.	.	PUNCT
cuesj-667	274	1	11	11	NUM
cuesj-667	274	2	.	.	PUNCT
cuesj-667	274	3	n.	n.	PROPN
cuesj-667	274	4	f.	f.	PROPN
cuesj-667	274	5	syed	syed	PROPN
cuesj-667	274	6	,	,	PUNCT
cuesj-667	274	7	z.	z.	PROPN
cuesj-667	274	8	baig	baig	PROPN
cuesj-667	274	9	,	,	PUNCT
cuesj-667	274	10	a.	a.	PROPN
cuesj-667	274	11	ibrahim	ibrahim	PROPN
cuesj-667	274	12	and	and	CCONJ
cuesj-667	274	13	c.	c.	PROPN
cuesj-667	274	14	valli	valli	PROPN
cuesj-667	274	15	.	.	PUNCT
cuesj-667	275	1	denial	denial	NOUN
cuesj-667	275	2	of	of	ADP
cuesj-667	275	3	service	service	NOUN
cuesj-667	275	4	attack	attack	NOUN
cuesj-667	275	5	detection	detection	NOUN
cuesj-667	275	6	through	through	ADP
cuesj-667	275	7	machine	machine	NOUN
cuesj-667	275	8	learning	learning	NOUN
cuesj-667	275	9	for	for	ADP
cuesj-667	275	10	the	the	DET
cuesj-667	275	11	iot	iot	PROPN
cuesj-667	275	12	.	.	PROPN
cuesj-667	275	13	journal	journal	PROPN
cuesj-667	275	14	of	of	ADP
cuesj-667	275	15	information	information	NOUN
cuesj-667	275	16	and	and	CCONJ
cuesj-667	275	17	telecommunication	telecommunication	NOUN
cuesj-667	275	18	,	,	PUNCT
cuesj-667	275	19	vol	vol	NOUN
cuesj-667	275	20	.	.	PROPN
cuesj-667	275	21	4	4	NUM
cuesj-667	275	22	,	,	PUNCT
cuesj-667	275	23	no	no	INTJ
cuesj-667	275	24	.	.	NOUN
cuesj-667	275	25	4	4	NUM
cuesj-667	275	26	,	,	PUNCT
cuesj-667	275	27	pp	pp	ADJ
cuesj-667	275	28	.	.	PUNCT
cuesj-667	276	1	482	482	NUM
cuesj-667	276	2	-	-	SYM
cuesj-667	276	3	503	503	NUM
cuesj-667	276	4	,	,	PUNCT
cuesj-667	276	5	2020	2020	NUM
cuesj-667	276	6	.	.	PUNCT
cuesj-667	277	1	12	12	NUM
cuesj-667	277	2	.	.	PUNCT
cuesj-667	277	3	c.	c.	PROPN
cuesj-667	277	4	kharkongor	kharkongor	PROPN
cuesj-667	277	5	,	,	PUNCT
cuesj-667	277	6	t.	t.	PROPN
cuesj-667	277	7	chithralekha	chithralekha	PROPN
cuesj-667	277	8	and	and	CCONJ
cuesj-667	277	9	r.	r.	PROPN
cuesj-667	277	10	varghese	varghese	PROPN
cuesj-667	277	11	.	.	PUNCT
cuesj-667	278	1	a	a	DET
cuesj-667	278	2	sdn	sdn	NOUN
cuesj-667	278	3	controller	controller	NOUN
cuesj-667	278	4	with	with	ADP
cuesj-667	278	5	energy	energy	NOUN
cuesj-667	278	6	efficient	efficient	ADJ
cuesj-667	278	7	routing	routing	NOUN
cuesj-667	278	8	in	in	ADP
cuesj-667	278	9	the	the	DET
cuesj-667	278	10	internet	internet	NOUN
cuesj-667	278	11	of	of	ADP
cuesj-667	278	12	things	thing	NOUN
cuesj-667	278	13	(	(	PUNCT
cuesj-667	278	14	iot	iot	NOUN
cuesj-667	278	15	)	)	PUNCT
cuesj-667	278	16	.	.	PUNCT
cuesj-667	279	1	procedia	procedia	PROPN
cuesj-667	279	2	computer	computer	NOUN
cuesj-667	279	3	science	science	NOUN
cuesj-667	279	4	,	,	PUNCT
cuesj-667	279	5	vol	vol	NOUN
cuesj-667	279	6	.	.	PROPN
cuesj-667	279	7	89	89	NUM
cuesj-667	279	8	,	,	PUNCT
cuesj-667	279	9	pp	pp	ADJ
cuesj-667	279	10	.	.	PUNCT
cuesj-667	280	1	218	218	NUM
cuesj-667	280	2	-	-	SYM
cuesj-667	280	3	227	227	NUM
cuesj-667	280	4	,	,	PUNCT
cuesj-667	280	5	2016	2016	NUM
cuesj-667	280	6	.	.	PUNCT
cuesj-667	281	1	13	13	NUM
cuesj-667	281	2	.	.	PUNCT
cuesj-667	281	3	w.	w.	PROPN
cuesj-667	281	4	zhe	zhe	PROPN
cuesj-667	281	5	,	,	PUNCT
cuesj-667	281	6	c.	c.	PROPN
cuesj-667	281	7	wei	wei	PROPN
cuesj-667	281	8	and	and	CCONJ
cuesj-667	281	9	l.	l.	PROPN
cuesj-667	281	10	chunlin	chunlin	PROPN
cuesj-667	281	11	.	.	PUNCT
cuesj-667	282	1	dos	dos	PROPN
cuesj-667	282	2	attack	attack	NOUN
cuesj-667	282	3	detection	detection	NOUN
cuesj-667	282	4	model	model	NOUN
cuesj-667	282	5	of	of	ADP
cuesj-667	282	6	smart	smart	ADJ
cuesj-667	282	7	grid	grid	NOUN
cuesj-667	282	8	based	base	VERB
cuesj-667	282	9	on	on	ADP
cuesj-667	282	10	machine	machine	NOUN
cuesj-667	282	11	learning	learning	NOUN
cuesj-667	282	12	method	method	NOUN
cuesj-667	282	13	.	.	PUNCT
cuesj-667	283	1	in	in	ADP
cuesj-667	283	2	:	:	PUNCT
cuesj-667	283	3	2020	2020	NUM
cuesj-667	283	4	ieee	ieee	PROPN
cuesj-667	283	5	international	international	ADJ
cuesj-667	283	6	conference	conference	NOUN
cuesj-667	283	7	on	on	ADP
cuesj-667	283	8	power	power	NOUN
cuesj-667	283	9	,	,	PUNCT
cuesj-667	283	10	intelligent	intelligent	ADJ
cuesj-667	283	11	computing	computing	NOUN
cuesj-667	283	12	and	and	CCONJ
cuesj-667	283	13	systems	system	NOUN
cuesj-667	283	14	(	(	PUNCT
cuesj-667	283	15	icpics	icpic	NOUN
cuesj-667	283	16	)	)	PUNCT
cuesj-667	283	17	,	,	PUNCT
cuesj-667	283	18	pp	pp	PROPN
cuesj-667	283	19	.	.	PUNCT
cuesj-667	284	1	735	735	NUM
cuesj-667	284	2	-	-	SYM
cuesj-667	284	3	738	738	NUM
cuesj-667	284	4	,	,	PUNCT
cuesj-667	284	5	2020	2020	NUM
cuesj-667	284	6	.	.	PUNCT
cuesj-667	285	1	14	14	NUM
cuesj-667	285	2	.	.	PUNCT
cuesj-667	286	1	s.	s.	PROPN
cuesj-667	286	2	dong	dong	PROPN
cuesj-667	286	3	and	and	CCONJ
cuesj-667	286	4	m.	m.	PROPN
cuesj-667	286	5	sarem	sarem	PROPN
cuesj-667	286	6	.	.	PUNCT
cuesj-667	286	7	ddos	ddos	PROPN
cuesj-667	286	8	attack	attack	PROPN
cuesj-667	286	9	detection	detection	NOUN
cuesj-667	286	10	method	method	NOUN
cuesj-667	286	11	based	base	VERB
cuesj-667	286	12	on	on	ADP
cuesj-667	286	13	improved	improved	ADJ
cuesj-667	286	14	knn	knn	PROPN
cuesj-667	286	15	with	with	ADP
cuesj-667	286	16	the	the	DET
cuesj-667	286	17	degree	degree	NOUN
cuesj-667	286	18	of	of	ADP
cuesj-667	286	19	ddos	ddos	NOUN
cuesj-667	286	20	attack	attack	NOUN
cuesj-667	286	21	in	in	ADP
cuesj-667	286	22	softwaredefined	softwaredefined	ADJ
cuesj-667	286	23	networks	network	NOUN
cuesj-667	286	24	.	.	PUNCT
cuesj-667	287	1	ieee	ieee	NOUN
cuesj-667	287	2	access	access	NOUN
cuesj-667	287	3	,	,	PUNCT
cuesj-667	287	4	vol	vol	NOUN
cuesj-667	287	5	.	.	PROPN
cuesj-667	287	6	8	8	NUM
cuesj-667	287	7	,	,	PUNCT
cuesj-667	287	8	pp	pp	ADJ
cuesj-667	287	9	.	.	PUNCT
cuesj-667	288	1	5039	5039	NUM
cuesj-667	288	2	-	-	SYM
cuesj-667	288	3	5048	5048	NUM
cuesj-667	288	4	,	,	PUNCT
cuesj-667	288	5	2019	2019	NUM
cuesj-667	288	6	.	.	PUNCT
cuesj-667	289	1	15	15	NUM
cuesj-667	289	2	.	.	PUNCT
cuesj-667	289	3	m.	m.	NOUN
cuesj-667	289	4	bharati	bharati	PROPN
cuesj-667	289	5	and	and	CCONJ
cuesj-667	289	6	m.	m.	PROPN
cuesj-667	289	7	ramageri	ramageri	PROPN
cuesj-667	289	8	.	.	PUNCT
cuesj-667	290	1	data	datum	NOUN
cuesj-667	290	2	mining	mining	NOUN
cuesj-667	290	3	techniques	technique	NOUN
cuesj-667	290	4	and	and	CCONJ
cuesj-667	290	5	applications	application	NOUN
cuesj-667	290	6	.	.	PUNCT
cuesj-667	291	1	indian	indian	ADJ
cuesj-667	291	2	journal	journal	PROPN
cuesj-667	291	3	of	of	ADP
cuesj-667	291	4	computer	computer	NOUN
cuesj-667	291	5	science	science	NOUN
cuesj-667	291	6	and	and	CCONJ
cuesj-667	291	7	engineering	engineering	NOUN
cuesj-667	291	8	,	,	PUNCT
cuesj-667	291	9	vol	vol	NOUN
cuesj-667	291	10	.	.	PROPN
cuesj-667	291	11	1	1	NUM
cuesj-667	291	12	,	,	PUNCT
cuesj-667	291	13	no	no	INTJ
cuesj-667	291	14	.	.	NOUN
cuesj-667	291	15	4	4	NUM
cuesj-667	291	16	,	,	PUNCT
cuesj-667	291	17	pp	pp	ADJ
cuesj-667	291	18	.	.	PUNCT
cuesj-667	292	1	301	301	NUM
cuesj-667	292	2	-	-	SYM
cuesj-667	292	3	305	305	NUM
cuesj-667	292	4	,	,	PUNCT
cuesj-667	292	5	2010	2010	NUM
cuesj-667	292	6	.	.	PUNCT
cuesj-667	293	1	16	16	NUM
cuesj-667	293	2	.	.	PUNCT
cuesj-667	293	3	r.	r.	PROPN
cuesj-667	293	4	bala	bala	PROPN
cuesj-667	293	5	and	and	CCONJ
cuesj-667	293	6	r.	r.	PROPN
cuesj-667	293	7	nagpal	nagpal	PROPN
cuesj-667	293	8	.	.	PUNCT
cuesj-667	294	1	a	a	DET
cuesj-667	294	2	review	review	NOUN
cuesj-667	294	3	on	on	ADP
cuesj-667	294	4	kdd	kdd	PROPN
cuesj-667	294	5	cup99	cup99	PROPN
cuesj-667	294	6	and	and	CCONJ
cuesj-667	294	7	nsl	nsl	PROPN
cuesj-667	294	8	nsl	nsl	PROPN
cuesj-667	294	9	-	-	PUNCT
cuesj-667	294	10	kdd	kdd	PROPN
cuesj-667	294	11	dataset	dataset	NOUN
cuesj-667	294	12	.	.	PUNCT
cuesj-667	295	1	international	international	ADJ
cuesj-667	295	2	journal	journal	PROPN
cuesj-667	295	3	of	of	ADP
cuesj-667	295	4	advanced	advanced	ADJ
cuesj-667	295	5	research	research	NOUN
cuesj-667	295	6	in	in	ADP
cuesj-667	295	7	computer	computer	NOUN
cuesj-667	295	8	science	science	NOUN
cuesj-667	295	9	,	,	PUNCT
cuesj-667	295	10	vol	vol	NOUN
cuesj-667	295	11	.	.	PROPN
cuesj-667	295	12	10	10	NUM
cuesj-667	295	13	,	,	PUNCT
cuesj-667	295	14	no	no	INTJ
cuesj-667	295	15	.	.	NOUN
cuesj-667	295	16	2	2	NUM
cuesj-667	295	17	,	,	PUNCT
cuesj-667	295	18	pp	pp	ADJ
cuesj-667	295	19	.	.	PUNCT
cuesj-667	296	1	64	64	NUM
cuesj-667	296	2	-	-	SYM
cuesj-667	296	3	67	67	NUM
cuesj-667	296	4	,	,	PUNCT
cuesj-667	296	5	2010	2010	NUM
cuesj-667	296	6	.	.	PUNCT