id	sid	tid	token	lemma	pos
alkej-927	1	1	this	this	PRON
alkej-927	1	2	is	be	AUX
alkej-927	1	3	an	an	DET
alkej-927	1	4	open	open	ADJ
alkej-927	1	5	access	access	NOUN
alkej-927	1	6	article	article	NOUN
alkej-927	1	7	under	under	ADP
alkej-927	1	8	the	the	DET
alkej-927	1	9	cc	cc	NOUN
alkej-927	1	10	by	by	ADP
alkej-927	1	11	license	license	NOUN
alkej-927	1	12	:	:	PUNCT
alkej-927	1	13	al	al	PROPN
alkej-927	1	14	-	-	PUNCT
alkej-927	1	15	khwarizmi	khwarizmi	PROPN
alkej-927	1	16	engineering	engineering	PROPN
alkej-927	1	17	journal	journal	PROPN
alkej-927	1	18	al	al	PROPN
alkej-927	1	19	-	-	PUNCT
alkej-927	1	20	khwarizmi	khwarizmi	PROPN
alkej-927	1	21	engineering	engineering	PROPN
alkej-927	1	22	journal	journal	PROPN
alkej-927	1	23	issn	issn	PROPN
alkej-927	1	24	(	(	PUNCT
alkej-927	1	25	printed	print	VERB
alkej-927	1	26	):	):	PUNCT
alkej-927	1	27	1818	1818	NUM
alkej-927	1	28	–	–	PUNCT
alkej-927	1	29	1171	1171	NUM
alkej-927	1	30	,	,	PUNCT
alkej-927	1	31	issn	issn	PROPN
alkej-927	1	32	(	(	PUNCT
alkej-927	1	33	online	online	ADJ
alkej-927	1	34	):	):	PUNCT
alkej-927	1	35	2312	2312	NUM
alkej-927	1	36	–	–	PUNCT
alkej-927	1	37	0789	0789	NUM
alkej-927	1	38	vol	vol	NOUN
alkej-927	1	39	.	.	PROPN
alkej-927	1	40	21	21	NUM
alkej-927	1	41	,	,	PUNCT
alkej-927	1	42	no	no	INTJ
alkej-927	1	43	.	.	NOUN
alkej-927	1	44	3	3	NUM
alkej-927	1	45	,	,	PUNCT
alkej-927	1	46	sptember	sptember	NOUN
alkej-927	1	47	,	,	PUNCT
alkej-927	1	48	(	(	PUNCT
alkej-927	1	49	2025	2025	NUM
alkej-927	1	50	)	)	PUNCT
alkej-927	1	51	,	,	PUNCT
alkej-927	1	52	pp	pp	ADJ
alkej-927	1	53	.	.	PUNCT
alkej-927	1	54	3547	3547	NUM
alkej-927	1	55	internet	internet	NOUN
alkej-927	1	56	of	of	ADP
alkej-927	1	57	things	thing	NOUN
alkej-927	1	58	software	software	NOUN
alkej-927	1	59	-	-	PUNCT
alkej-927	1	60	defined	define	VERB
alkej-927	1	61	network	network	NOUN
alkej-927	1	62	intrusion	intrusion	NOUN
alkej-927	1	63	detection	detection	NOUN
alkej-927	1	64	dataset	dataset	NOUN
alkej-927	1	65	:	:	PUNCT
alkej-927	1	66	interand	interand	VERB
alkej-927	1	67	intra	intra	ADJ
alkej-927	1	68	-	-	ADJ
alkej-927	1	69	domain	domain	ADJ
alkej-927	1	70	heba	heba	PROPN
alkej-927	1	71	dhirar1	dhirar1	PROPN
alkej-927	1	72	*	*	PROPN
alkej-927	1	73	,	,	PUNCT
alkej-927	1	74	and	and	CCONJ
alkej-927	1	75	ali	ali	PROPN
alkej-927	1	76	h.	h.	PROPN
alkej-927	1	77	hamad2	hamad2	PROPN
alkej-927	1	78	1,2	1,2	NUM
alkej-927	1	79	department	department	NOUN
alkej-927	1	80	of	of	ADP
alkej-927	1	81	information	information	NOUN
alkej-927	1	82	and	and	CCONJ
alkej-927	1	83	communication	communication	NOUN
alkej-927	1	84	engineering	engineering	NOUN
alkej-927	1	85	,	,	PUNCT
alkej-927	1	86	al	al	PROPN
alkej-927	1	87	-	-	PUNCT
alkej-927	1	88	khwarizmi	khwarizmi	PROPN
alkej-927	1	89	college	college	PROPN
alkej-927	1	90	of	of	ADP
alkej-927	1	91	engineering	engineering	PROPN
alkej-927	1	92	,	,	PUNCT
alkej-927	1	93	university	university	NOUN
alkej-927	1	94	of	of	ADP
alkej-927	1	95	baghdad	baghdad	PROPN
alkej-927	1	96	,	,	PUNCT
alkej-927	1	97	baghdad	baghdad	PROPN
alkej-927	1	98	,	,	PUNCT
alkej-927	1	99	iraq	iraq	PROPN
alkej-927	1	100	*	*	PUNCT
alkej-927	1	101	corresponding	correspond	VERB
alkej-927	1	102	author	author	NOUN
alkej-927	1	103	’s	’s	PART
alkej-927	1	104	email	email	NOUN
alkej-927	1	105	:	:	PUNCT
alkej-927	1	106	heba.d@kecbu.uobaghdad.edu.iq	heba.d@kecbu.uobaghdad.edu.iq	X
alkej-927	1	107	(	(	PUNCT
alkej-927	1	108	received	receive	VERB
alkej-927	1	109	17	17	NUM
alkej-927	1	110	january	january	PROPN
alkej-927	1	111	2024	2024	NUM
alkej-927	1	112	;	;	PUNCT
alkej-927	1	113	revised	revise	VERB
alkej-927	1	114	20	20	NUM
alkej-927	1	115	may	may	PROPN
alkej-927	1	116	2024	2024	NUM
alkej-927	1	117	;	;	PUNCT
alkej-927	1	118	accepted	accept	VERB
alkej-927	1	119	28	28	NUM
alkej-927	1	120	august	august	PROPN
alkej-927	1	121	2024	2024	NUM
alkej-927	1	122	;	;	PUNCT
alkej-927	1	123	published	publish	VERB
alkej-927	1	124	1september	1september	NUM
alkej-927	1	125	2025	2025	NUM
alkej-927	1	126	)	)	PUNCT
alkej-927	1	127	https://doi.org/10.22153/kej.2025.08.001	https://doi.org/10.22153/kej.2025.08.001	NOUN
alkej-927	1	128	abstract	abstract	ADJ
alkej-927	1	129	software	software	NOUN
alkej-927	1	130	-	-	PUNCT
alkej-927	1	131	defined	define	VERB
alkej-927	1	132	networks	network	NOUN
alkej-927	1	133	(	(	PUNCT
alkej-927	1	134	sdns	sdns	ADJ
alkej-927	1	135	)	)	PUNCT
alkej-927	1	136	are	be	AUX
alkej-927	1	137	extensively	extensively	ADV
alkej-927	1	138	deployed	deploy	VERB
alkej-927	1	139	in	in	ADP
alkej-927	1	140	many	many	ADJ
alkej-927	1	141	network	network	NOUN
alkej-927	1	142	configurations	configuration	NOUN
alkej-927	1	143	.	.	PUNCT
alkej-927	2	1	however	however	ADV
alkej-927	2	2	,	,	PUNCT
alkej-927	2	3	the	the	DET
alkej-927	2	4	development	development	NOUN
alkej-927	2	5	of	of	ADP
alkej-927	2	6	new	new	ADJ
alkej-927	2	7	technology	technology	NOUN
alkej-927	2	8	presents	present	VERB
alkej-927	2	9	several	several	ADJ
alkej-927	2	10	vulnerabilities	vulnerability	NOUN
alkej-927	2	11	and	and	CCONJ
alkej-927	2	12	risks	risk	NOUN
alkej-927	2	13	that	that	PRON
alkej-927	2	14	continue	continue	VERB
alkej-927	2	15	to	to	PART
alkej-927	2	16	pose	pose	VERB
alkej-927	2	17	challenges	challenge	NOUN
alkej-927	2	18	for	for	ADP
alkej-927	2	19	manufacturers	manufacturer	NOUN
alkej-927	2	20	in	in	ADP
alkej-927	2	21	addressing	address	VERB
alkej-927	2	22	them	they	PRON
alkej-927	2	23	.	.	PUNCT
alkej-927	3	1	one	one	NUM
alkej-927	3	2	of	of	ADP
alkej-927	3	3	the	the	DET
alkej-927	3	4	primary	primary	ADJ
alkej-927	3	5	obstacles	obstacle	NOUN
alkej-927	3	6	encountered	encounter	VERB
alkej-927	3	7	in	in	ADP
alkej-927	3	8	deploying	deploy	VERB
alkej-927	3	9	an	an	DET
alkej-927	3	10	intrusion	intrusion	NOUN
alkej-927	3	11	detection	detection	NOUN
alkej-927	3	12	system	system	NOUN
alkej-927	3	13	(	(	PUNCT
alkej-927	3	14	ids	id	NOUN
alkej-927	3	15	)	)	PUNCT
alkej-927	3	16	is	be	AUX
alkej-927	3	17	the	the	DET
alkej-927	3	18	absence	absence	NOUN
alkej-927	3	19	of	of	ADP
alkej-927	3	20	an	an	DET
alkej-927	3	21	openly	openly	ADV
alkej-927	3	22	accessible	accessible	ADJ
alkej-927	3	23	dataset	dataset	NOUN
alkej-927	3	24	,	,	PUNCT
alkej-927	3	25	especially	especially	ADV
alkej-927	3	26	one	one	NUM
alkej-927	3	27	obtained	obtain	VERB
alkej-927	3	28	from	from	ADP
alkej-927	3	29	sdn	sdn	PROPN
alkej-927	3	30	and	and	CCONJ
alkej-927	3	31	sdn	sdn	PROPN
alkej-927	3	32	-	-	PUNCT
alkej-927	3	33	based	base	VERB
alkej-927	3	34	internet	internet	NOUN
alkej-927	3	35	of	of	ADP
alkej-927	3	36	things	thing	NOUN
alkej-927	3	37	(	(	PUNCT
alkej-927	3	38	iot	iot	NOUN
alkej-927	3	39	)	)	PUNCT
alkej-927	3	40	networks	network	NOUN
alkej-927	3	41	.	.	PUNCT
alkej-927	4	1	this	this	DET
alkej-927	4	2	work	work	NOUN
alkej-927	4	3	produces	produce	VERB
alkej-927	4	4	a	a	DET
alkej-927	4	5	comprehensive	comprehensive	ADJ
alkej-927	4	6	dataset	dataset	NOUN
alkej-927	4	7	to	to	PART
alkej-927	4	8	evaluate	evaluate	VERB
alkej-927	4	9	the	the	DET
alkej-927	4	10	effectiveness	effectiveness	NOUN
alkej-927	4	11	of	of	ADP
alkej-927	4	12	anomaly	anomaly	NOUN
alkej-927	4	13	-	-	PUNCT
alkej-927	4	14	based	base	VERB
alkej-927	4	15	idss	idss	NOUN
alkej-927	4	16	in	in	ADP
alkej-927	4	17	detecting	detect	VERB
alkej-927	4	18	interand	interand	NOUN
alkej-927	4	19	intradomain	intradomain	NOUN
alkej-927	4	20	attacks	attack	NOUN
alkej-927	4	21	.	.	PUNCT
alkej-927	5	1	the	the	DET
alkej-927	5	2	dataset	dataset	NOUN
alkej-927	5	3	comprises	comprise	VERB
alkej-927	5	4	86	86	NUM
alkej-927	5	5	features	feature	NOUN
alkej-927	5	6	extracted	extract	VERB
alkej-927	5	7	from	from	ADP
alkej-927	5	8	approximately	approximately	ADV
alkej-927	5	9	40	40	NUM
alkej-927	5	10	million	million	NUM
alkej-927	5	11	records	record	NOUN
alkej-927	5	12	obtained	obtain	VERB
alkej-927	5	13	from	from	ADP
alkej-927	5	14	simulated	simulate	VERB
alkej-927	5	15	sdn	sdn	PROPN
alkej-927	5	16	-	-	PUNCT
alkej-927	5	17	based	base	VERB
alkej-927	5	18	iot	iot	NOUN
alkej-927	5	19	networks	network	NOUN
alkej-927	5	20	captured	capture	VERB
alkej-927	5	21	within	within	ADP
alkej-927	5	22	two	two	NUM
alkej-927	5	23	flow	flow	NOUN
alkej-927	5	24	profiles	profile	NOUN
alkej-927	5	25	representing	represent	VERB
alkej-927	5	26	normal	normal	ADJ
alkej-927	5	27	and	and	CCONJ
alkej-927	5	28	15	15	NUM
alkej-927	5	29	different	different	ADJ
alkej-927	5	30	attack	attack	NOUN
alkej-927	5	31	types	type	NOUN
alkej-927	5	32	.	.	PUNCT
alkej-927	6	1	in	in	ADP
alkej-927	6	2	addition	addition	NOUN
alkej-927	6	3	,	,	PUNCT
alkej-927	6	4	the	the	DET
alkej-927	6	5	evaluation	evaluation	NOUN
alkej-927	6	6	is	be	AUX
alkej-927	6	7	demonstrated	demonstrate	VERB
alkej-927	6	8	by	by	ADP
alkej-927	6	9	employing	employ	VERB
alkej-927	6	10	six	six	NUM
alkej-927	6	11	widely	widely	ADV
alkej-927	6	12	used	use	VERB
alkej-927	6	13	machine	machine	NOUN
alkej-927	6	14	learning	learning	NOUN
alkej-927	6	15	and	and	CCONJ
alkej-927	6	16	deep	deep	ADJ
alkej-927	6	17	learning	learning	NOUN
alkej-927	6	18	approaches	approach	NOUN
alkej-927	6	19	for	for	ADP
alkej-927	6	20	idss	idss	NOUN
alkej-927	6	21	:	:	PUNCT
alkej-927	6	22	decision	decision	NOUN
alkej-927	6	23	tree	tree	NOUN
alkej-927	6	24	classifiers	classifier	NOUN
alkej-927	6	25	,	,	PUNCT
alkej-927	6	26	random	random	ADJ
alkej-927	6	27	forest	forest	NOUN
alkej-927	6	28	classifiers	classifier	NOUN
alkej-927	6	29	,	,	PUNCT
alkej-927	6	30	deep	deep	ADJ
alkej-927	6	31	neural	neural	ADJ
alkej-927	6	32	networks	network	NOUN
alkej-927	6	33	,	,	PUNCT
alkej-927	6	34	k	k	X
alkej-927	6	35	-	-	PUNCT
alkej-927	6	36	nearest	near	ADJ
alkej-927	6	37	neighbours	neighbour	NOUN
alkej-927	6	38	,	,	PUNCT
alkej-927	6	39	bernoulli	bernoulli	PROPN
alkej-927	6	40	naive	naive	ADJ
alkej-927	6	41	bayes	bayes	NOUN
alkej-927	6	42	,	,	PUNCT
alkej-927	6	43	and	and	CCONJ
alkej-927	6	44	logistic	logistic	ADJ
alkej-927	6	45	regression	regression	NOUN
alkej-927	6	46	.	.	PUNCT
alkej-927	7	1	keywords	keyword	NOUN
alkej-927	7	2	:	:	PUNCT
alkej-927	7	3	dataset	dataset	NOUN
alkej-927	7	4	;	;	PUNCT
alkej-927	7	5	intrusion	intrusion	NOUN
alkej-927	7	6	detection	detection	NOUN
alkej-927	7	7	system	system	NOUN
alkej-927	7	8	(	(	PUNCT
alkej-927	7	9	ids	id	NOUN
alkej-927	7	10	)	)	PUNCT
alkej-927	7	11	;	;	PUNCT
alkej-927	7	12	internet	internet	NOUN
alkej-927	7	13	of	of	ADP
alkej-927	7	14	things	thing	NOUN
alkej-927	7	15	(	(	PUNCT
alkej-927	7	16	iot	iot	NOUN
alkej-927	7	17	)	)	PUNCT
alkej-927	7	18	;	;	PUNCT
alkej-927	7	19	software	software	NOUN
alkej-927	7	20	-	-	PUNCT
alkej-927	7	21	defined	define	VERB
alkej-927	7	22	network	network	NOUN
alkej-927	7	23	(	(	PUNCT
alkej-927	7	24	sdn	sdn	PROPN
alkej-927	7	25	)	)	PUNCT
alkej-927	7	26	;	;	PUNCT
alkej-927	7	27	threat	threat	NOUN
alkej-927	7	28	;	;	PUNCT
alkej-927	7	29	attack	attack	NOUN
alkej-927	7	30	vector	vector	NOUN
alkej-927	7	31	;	;	PUNCT
alkej-927	7	32	network	network	NOUN
alkej-927	7	33	intrusion	intrusion	NOUN
alkej-927	7	34	dataset	dataset	VERB
alkej-927	7	35	.	.	PUNCT
alkej-927	8	1	1	1	X
alkej-927	8	2	.	.	X
alkej-927	8	3	introduction	introduction	NOUN
alkej-927	8	4	the	the	DET
alkej-927	8	5	increasing	increase	VERB
alkej-927	8	6	number	number	NOUN
alkej-927	8	7	of	of	ADP
alkej-927	8	8	personal	personal	ADJ
alkej-927	8	9	devices	device	NOUN
alkej-927	8	10	and	and	CCONJ
alkej-927	8	11	internet	internet	NOUN
alkej-927	8	12	-	-	PUNCT
alkej-927	8	13	enabled	enable	VERB
alkej-927	8	14	technology	technology	NOUN
alkej-927	8	15	has	have	AUX
alkej-927	8	16	led	lead	VERB
alkej-927	8	17	to	to	ADP
alkej-927	8	18	increased	increase	VERB
alkej-927	8	19	complexity	complexity	NOUN
alkej-927	8	20	in	in	ADP
alkej-927	8	21	computer	computer	NOUN
alkej-927	8	22	networks	network	NOUN
alkej-927	8	23	.	.	PUNCT
alkej-927	9	1	furthermore	furthermore	ADV
alkej-927	9	2	,	,	PUNCT
alkej-927	9	3	the	the	DET
alkej-927	9	4	increased	increase	VERB
alkej-927	9	5	adoption	adoption	NOUN
alkej-927	9	6	of	of	ADP
alkej-927	9	7	cloud	cloud	NOUN
alkej-927	9	8	services	service	NOUN
alkej-927	9	9	has	have	AUX
alkej-927	9	10	resulted	result	VERB
alkej-927	9	11	in	in	ADP
alkej-927	9	12	an	an	DET
alkej-927	9	13	unusual	unusual	ADJ
alkej-927	9	14	expansion	expansion	NOUN
alkej-927	9	15	of	of	ADP
alkej-927	9	16	private	private	ADJ
alkej-927	9	17	and	and	CCONJ
alkej-927	9	18	public	public	ADJ
alkej-927	9	19	cloud	cloud	NOUN
alkej-927	9	20	services	service	NOUN
alkej-927	9	21	.	.	PUNCT
alkej-927	10	1	in	in	ADP
alkej-927	10	2	such	such	ADJ
alkej-927	10	3	contexts	context	NOUN
alkej-927	10	4	,	,	PUNCT
alkej-927	10	5	the	the	DET
alkej-927	10	6	implementation	implementation	NOUN
alkej-927	10	7	of	of	ADP
alkej-927	10	8	effective	effective	ADJ
alkej-927	10	9	management	management	NOUN
alkej-927	10	10	and	and	CCONJ
alkej-927	10	11	the	the	DET
alkej-927	10	12	prevention	prevention	NOUN
alkej-927	10	13	of	of	ADP
alkej-927	10	14	configuration	configuration	NOUN
alkej-927	10	15	errors	error	NOUN
alkej-927	10	16	present	present	VERB
alkej-927	10	17	significant	significant	ADJ
alkej-927	10	18	challenges	challenge	NOUN
alkej-927	10	19	.	.	PUNCT
alkej-927	11	1	whilst	whilst	SCONJ
alkej-927	11	2	the	the	DET
alkej-927	11	3	internet	internet	NOUN
alkej-927	11	4	of	of	ADP
alkej-927	11	5	things	thing	NOUN
alkej-927	11	6	(	(	PUNCT
alkej-927	11	7	iot	iot	NOUN
alkej-927	11	8	)	)	PUNCT
alkej-927	11	9	enables	enable	VERB
alkej-927	11	10	the	the	DET
alkej-927	11	11	connection	connection	NOUN
alkej-927	11	12	and	and	CCONJ
alkej-927	11	13	exchange	exchange	NOUN
alkej-927	11	14	of	of	ADP
alkej-927	11	15	data	datum	NOUN
alkej-927	11	16	amongst	amongst	ADP
alkej-927	11	17	a	a	DET
alkej-927	11	18	multitude	multitude	NOUN
alkej-927	11	19	of	of	ADP
alkej-927	11	20	devices	device	NOUN
alkej-927	11	21	[	[	X
alkej-927	11	22	1,2	1,2	NUM
alkej-927	11	23	]	]	PUNCT
alkej-927	11	24	,	,	PUNCT
alkej-927	11	25	increasing	increase	VERB
alkej-927	11	26	iot	iot	NOUN
alkej-927	11	27	advancement	advancement	NOUN
alkej-927	11	28	contributes	contribute	VERB
alkej-927	11	29	to	to	ADP
alkej-927	11	30	the	the	DET
alkej-927	11	31	complexity	complexity	NOUN
alkej-927	11	32	of	of	ADP
alkej-927	11	33	this	this	DET
alkej-927	11	34	issue	issue	NOUN
alkej-927	11	35	[	[	X
alkej-927	11	36	3	3	NUM
alkej-927	11	37	]	]	PUNCT
alkej-927	11	38	.	.	PUNCT
alkej-927	12	1	this	this	DET
alkej-927	12	2	concern	concern	NOUN
alkej-927	12	3	is	be	AUX
alkej-927	12	4	addressed	address	VERB
alkej-927	12	5	by	by	ADP
alkej-927	12	6	implementing	implement	VERB
alkej-927	12	7	software	software	NOUN
alkej-927	12	8	-	-	PUNCT
alkej-927	12	9	defined	define	VERB
alkej-927	12	10	network	network	NOUN
alkej-927	12	11	(	(	PUNCT
alkej-927	12	12	sdn	sdn	PROPN
alkej-927	12	13	)	)	PUNCT
alkej-927	12	14	technology	technology	NOUN
alkej-927	12	15	to	to	PART
alkej-927	12	16	transform	transform	VERB
alkej-927	12	17	network	network	NOUN
alkej-927	12	18	architecture	architecture	NOUN
alkej-927	12	19	and	and	CCONJ
alkej-927	12	20	operations	operation	NOUN
alkej-927	12	21	.	.	PUNCT
alkej-927	13	1	sdns	sdns	ADP
alkej-927	13	2	facilitate	facilitate	VERB
alkej-927	13	3	the	the	DET
alkej-927	13	4	development	development	NOUN
alkej-927	13	5	of	of	ADP
alkej-927	13	6	network	network	NOUN
alkej-927	13	7	services	service	NOUN
alkej-927	13	8	by	by	ADP
alkej-927	13	9	using	use	VERB
alkej-927	13	10	software	software	NOUN
alkej-927	13	11	applications	application	NOUN
alkej-927	13	12	and	and	CCONJ
alkej-927	13	13	open	open	ADJ
alkej-927	13	14	application	application	NOUN
alkej-927	13	15	programming	programming	NOUN
alkej-927	13	16	interfaces	interface	NOUN
alkej-927	13	17	under	under	ADP
alkej-927	13	18	centralised	centralised	ADJ
alkej-927	13	19	supervision	supervision	NOUN
alkej-927	13	20	.	.	PUNCT
alkej-927	14	1	the	the	DET
alkej-927	14	2	approach	approach	NOUN
alkej-927	14	3	centralises	centralise	VERB
alkej-927	14	4	administration	administration	NOUN
alkej-927	14	5	by	by	ADP
alkej-927	14	6	abstracting	abstract	VERB
alkej-927	14	7	the	the	DET
alkej-927	14	8	control	control	NOUN
alkej-927	14	9	plane	plane	NOUN
alkej-927	14	10	from	from	ADP
alkej-927	14	11	the	the	DET
alkej-927	14	12	data	data	NOUN
alkej-927	14	13	-	-	PUNCT
alkej-927	14	14	forwarding	forward	VERB
alkej-927	14	15	function	function	NOUN
alkej-927	14	16	[	[	X
alkej-927	14	17	4	4	NUM
alkej-927	14	18	]	]	PUNCT
alkej-927	14	19	.	.	PUNCT
alkej-927	15	1	the	the	DET
alkej-927	15	2	use	use	NOUN
alkej-927	15	3	of	of	ADP
alkej-927	15	4	centralised	centralised	ADJ
alkej-927	15	5	management	management	NOUN
alkej-927	15	6	can	can	AUX
alkej-927	15	7	effectively	effectively	ADV
alkej-927	15	8	simplify	simplify	VERB
alkej-927	15	9	network	network	NOUN
alkej-927	15	10	administration	administration	NOUN
alkej-927	15	11	processes	process	NOUN
alkej-927	15	12	and	and	CCONJ
alkej-927	15	13	reduce	reduce	VERB
alkej-927	15	14	the	the	DET
alkej-927	15	15	occurrence	occurrence	NOUN
alkej-927	15	16	of	of	ADP
alkej-927	15	17	configuration	configuration	NOUN
alkej-927	15	18	errors	error	NOUN
alkej-927	15	19	.	.	PUNCT
alkej-927	16	1	in	in	ADP
alkej-927	16	2	practical	practical	ADJ
alkej-927	16	3	implementation	implementation	NOUN
alkej-927	16	4	,	,	PUNCT
alkej-927	16	5	sdn	sdn	PROPN
alkej-927	16	6	continues	continue	VERB
alkej-927	16	7	to	to	PART
alkej-927	16	8	face	face	VERB
alkej-927	16	9	numerous	numerous	ADJ
alkej-927	16	10	security	security	NOUN
alkej-927	16	11	challenges	challenge	NOUN
alkej-927	16	12	,	,	PUNCT
alkej-927	16	13	such	such	ADJ
alkej-927	16	14	as	as	ADP
alkej-927	16	15	the	the	DET
alkej-927	16	16	presence	presence	NOUN
alkej-927	16	17	of	of	ADP
alkej-927	16	18	insider	insider	NOUN
alkej-927	16	19	threats	threat	NOUN
alkej-927	16	20	.	.	PUNCT
alkej-927	17	1	these	these	DET
alkej-927	17	2	threats	threat	NOUN
alkej-927	17	3	involve	involve	VERB
alkej-927	17	4	the	the	DET
alkej-927	17	5	exploitation	exploitation	NOUN
alkej-927	17	6	of	of	ADP
alkej-927	17	7	internal	internal	ADJ
alkej-927	17	8	devices	device	NOUN
alkej-927	17	9	by	by	ADP
alkej-927	17	10	unauthorised	unauthorised	ADJ
alkej-927	17	11	individuals	individual	NOUN
alkej-927	17	12	to	to	PART
alkej-927	17	13	launch	launch	VERB
alkej-927	17	14	attacks	attack	NOUN
alkej-927	17	15	on	on	ADP
alkej-927	17	16	other	other	ADJ
alkej-927	17	17	devices	device	NOUN
alkej-927	17	18	within	within	ADP
alkej-927	17	19	the	the	DET
alkej-927	17	20	network	network	NOUN
alkej-927	17	21	,	,	PUNCT
alkej-927	17	22	including	include	VERB
alkej-927	17	23	the	the	DET
alkej-927	17	24	central	central	ADJ
alkej-927	17	25	controller	controller	NOUN
alkej-927	17	26	.	.	PUNCT
alkej-927	18	1	security	security	NOUN
alkej-927	18	2	measures	measure	NOUN
alkej-927	18	3	are	be	AUX
alkej-927	18	4	improved	improve	VERB
alkej-927	18	5	by	by	ADP
alkej-927	18	6	implementing	implement	VERB
alkej-927	18	7	an	an	DET
alkej-927	18	8	intrusion	intrusion	NOUN
alkej-927	18	9	detection	detection	NOUN
alkej-927	18	10	system	system	NOUN
alkej-927	18	11	(	(	PUNCT
alkej-927	18	12	ids	id	NOUN
alkej-927	18	13	)	)	PUNCT
alkej-927	18	14	in	in	ADP
alkej-927	18	15	every	every	DET
alkej-927	18	16	node	node	NOUN
alkej-927	18	17	to	to	PART
alkej-927	18	18	assist	assist	VERB
alkej-927	18	19	in	in	ADP
alkej-927	18	20	detecting	detect	VERB
alkej-927	18	21	and	and	CCONJ
alkej-927	18	22	identifying	identify	VERB
alkej-927	18	23	potentially	potentially	ADV
alkej-927	18	24	harmful	harmful	ADJ
alkej-927	18	25	nodes	node	NOUN
alkej-927	18	26	.	.	PUNCT
alkej-927	19	1	in	in	ADP
alkej-927	19	2	the	the	DET
alkej-927	19	3	context	context	NOUN
alkej-927	19	4	of	of	ADP
alkej-927	19	5	idss	idss	NOUN
alkej-927	19	6	,	,	PUNCT
alkej-927	19	7	two	two	NUM
alkej-927	19	8	primary	primary	ADJ
alkej-927	19	9	approaches	approach	NOUN
alkej-927	19	10	are	be	AUX
alkej-927	19	11	commonly	commonly	ADV
alkej-927	19	12	utilised	utilise	VERB
alkej-927	19	13	:	:	PUNCT
alkej-927	19	14	signature	signature	NOUN
alkej-927	19	15	-	-	PUNCT
alkej-927	19	16	based	base	VERB
alkej-927	19	17	and	and	CCONJ
alkej-927	19	18	anomaly	anomaly	NOUN
alkej-927	19	19	-	-	PUNCT
alkej-927	19	20	based	base	VERB
alkej-927	19	21	.	.	PUNCT
alkej-927	20	1	the	the	DET
alkej-927	20	2	signature	signature	NOUN
alkej-927	20	3	-	-	PUNCT
alkej-927	20	4	based	base	VERB
alkej-927	20	5	approach	approach	NOUN
alkej-927	20	6	mailto:heba.d@kecbu.uobaghdad.edu.iq	mailto:heba.d@kecbu.uobaghdad.edu.iq	PROPN
alkej-927	20	7	https://doi.org/10.22153/kej.2025.08.001	https://doi.org/10.22153/kej.2025.08.001	PROPN
alkej-927	20	8	heba	heba	PROPN
alkej-927	20	9	dhirar	dhirar	PROPN
alkej-927	20	10	al	al	PROPN
alkej-927	20	11	-	-	PUNCT
alkej-927	20	12	khwarizmi	khwarizmi	PROPN
alkej-927	20	13	engineering	engineering	NOUN
alkej-927	20	14	journal	journal	PROPN
alkej-927	20	15	,	,	PUNCT
alkej-927	20	16	vol	vol	NOUN
alkej-927	20	17	.	.	PROPN
alkej-927	20	18	21	21	NUM
alkej-927	20	19	,	,	PUNCT
alkej-927	20	20	no.3	no.3	VERB
alkej-927	20	21	,	,	PUNCT
alkej-927	20	22	pp	pp	ADJ
alkej-927	20	23	.	.	PUNCT
alkej-927	20	24	3547	3547	NUM
alkej-927	20	25	(	(	PUNCT
alkej-927	20	26	2025	2025	NUM
alkej-927	20	27	)	)	PUNCT
alkej-927	20	28	36	36	NUM
alkej-927	20	29	is	be	AUX
alkej-927	20	30	frequently	frequently	ADV
alkej-927	20	31	utilised	utilise	VERB
alkej-927	20	32	in	in	ADP
alkej-927	20	33	retail	retail	ADJ
alkej-927	20	34	items	item	NOUN
alkej-927	20	35	,	,	PUNCT
alkej-927	20	36	which	which	PRON
alkej-927	20	37	can	can	AUX
alkej-927	20	38	be	be	AUX
alkej-927	20	39	attributed	attribute	VERB
alkej-927	20	40	to	to	ADP
alkej-927	20	41	its	its	PRON
alkej-927	20	42	notable	notable	ADJ
alkej-927	20	43	efficacy	efficacy	NOUN
alkej-927	20	44	in	in	ADP
alkej-927	20	45	detecting	detect	VERB
alkej-927	20	46	known	know	VERB
alkej-927	20	47	threats	threat	NOUN
alkej-927	20	48	and	and	CCONJ
alkej-927	20	49	its	its	PRON
alkej-927	20	50	ability	ability	NOUN
alkej-927	20	51	to	to	PART
alkej-927	20	52	minimise	minimise	VERB
alkej-927	20	53	false	false	ADJ
alkej-927	20	54	positives	positive	NOUN
alkej-927	20	55	.	.	PUNCT
alkej-927	21	1	however	however	ADV
alkej-927	21	2	,	,	PUNCT
alkej-927	21	3	this	this	DET
alkej-927	21	4	method	method	NOUN
alkej-927	21	5	falls	fall	VERB
alkej-927	21	6	short	short	ADV
alkej-927	21	7	of	of	ADP
alkej-927	21	8	identifying	identify	VERB
alkej-927	21	9	newer	new	ADJ
alkej-927	21	10	or	or	CCONJ
alkej-927	21	11	unfamiliar	unfamiliar	ADJ
alkej-927	21	12	network	network	NOUN
alkej-927	21	13	attacks	attack	NOUN
alkej-927	21	14	that	that	PRON
alkej-927	21	15	occur	occur	VERB
alkej-927	21	16	daily	daily	ADV
alkej-927	21	17	.	.	PUNCT
alkej-927	22	1	however	however	ADV
alkej-927	22	2	,	,	PUNCT
alkej-927	22	3	anomaly	anomaly	NOUN
alkej-927	22	4	-	-	PUNCT
alkej-927	22	5	based	base	VERB
alkej-927	22	6	detection	detection	NOUN
alkej-927	22	7	systems	system	NOUN
alkej-927	22	8	have	have	AUX
alkej-927	22	9	garnered	garner	VERB
alkej-927	22	10	significant	significant	ADJ
alkej-927	22	11	interest	interest	NOUN
alkej-927	22	12	from	from	ADP
alkej-927	22	13	researchers	researcher	NOUN
alkej-927	22	14	in	in	ADP
alkej-927	22	15	the	the	DET
alkej-927	22	16	academic	academic	ADJ
alkej-927	22	17	community	community	NOUN
alkej-927	22	18	because	because	SCONJ
alkej-927	22	19	of	of	ADP
alkej-927	22	20	their	their	PRON
alkej-927	22	21	capacity	capacity	NOUN
alkej-927	22	22	to	to	PART
alkej-927	22	23	identify	identify	VERB
alkej-927	22	24	previously	previously	ADV
alkej-927	22	25	unknown	unknown	ADJ
alkej-927	22	26	threats	threat	NOUN
alkej-927	22	27	.	.	PUNCT
alkej-927	23	1	the	the	DET
alkej-927	23	2	absence	absence	NOUN
alkej-927	23	3	of	of	ADP
alkej-927	23	4	publicly	publicly	ADV
alkej-927	23	5	available	available	ADJ
alkej-927	23	6	datasets	dataset	NOUN
alkej-927	23	7	,	,	PUNCT
alkej-927	23	8	specifically	specifically	ADV
alkej-927	23	9	those	those	PRON
alkej-927	23	10	derived	derive	VERB
alkej-927	23	11	from	from	ADP
alkej-927	23	12	sdns	sdns	NOUN
alkej-927	23	13	,	,	PUNCT
alkej-927	23	14	is	be	AUX
alkej-927	23	15	a	a	DET
alkej-927	23	16	significant	significant	ADJ
alkej-927	23	17	obstacle	obstacle	NOUN
alkej-927	23	18	to	to	ADP
alkej-927	23	19	the	the	DET
alkej-927	23	20	deployment	deployment	NOUN
alkej-927	23	21	of	of	ADP
alkej-927	23	22	idss	idss	NOUN
alkej-927	23	23	.	.	PUNCT
alkej-927	24	1	this	this	DET
alkej-927	24	2	challenge	challenge	NOUN
alkej-927	24	3	needs	need	VERB
alkej-927	24	4	to	to	PART
alkej-927	24	5	be	be	AUX
alkej-927	24	6	addressed	address	VERB
alkej-927	24	7	,	,	PUNCT
alkej-927	24	8	and	and	CCONJ
alkej-927	24	9	researchers	researcher	NOUN
alkej-927	24	10	,	,	PUNCT
alkej-927	24	11	industry	industry	NOUN
alkej-927	24	12	stakeholders	stakeholder	NOUN
alkej-927	24	13	and	and	CCONJ
alkej-927	24	14	regulatory	regulatory	ADJ
alkej-927	24	15	agencies	agency	NOUN
alkej-927	24	16	need	need	VERB
alkej-927	24	17	to	to	PART
alkej-927	24	18	work	work	VERB
alkej-927	24	19	together	together	ADV
alkej-927	24	20	and	and	CCONJ
alkej-927	24	21	create	create	VERB
alkej-927	24	22	standardised	standardised	ADJ
alkej-927	24	23	datasets	dataset	NOUN
alkej-927	24	24	that	that	PRON
alkej-927	24	25	adequately	adequately	ADV
alkej-927	24	26	represent	represent	VERB
alkej-927	24	27	the	the	DET
alkej-927	24	28	complexities	complexity	NOUN
alkej-927	24	29	of	of	ADP
alkej-927	24	30	modern	modern	ADJ
alkej-927	24	31	network	network	NOUN
alkej-927	24	32	systems	system	NOUN
alkej-927	24	33	[	[	X
alkej-927	24	34	5	5	NUM
alkej-927	24	35	]	]	PUNCT
alkej-927	24	36	.	.	PUNCT
alkej-927	25	1	the	the	DET
alkej-927	25	2	primary	primary	ADJ
alkej-927	25	3	objective	objective	NOUN
alkej-927	25	4	of	of	ADP
alkej-927	25	5	this	this	DET
alkej-927	25	6	work	work	NOUN
alkej-927	25	7	is	be	AUX
alkej-927	25	8	to	to	PART
alkej-927	25	9	provide	provide	VERB
alkej-927	25	10	a	a	DET
alkej-927	25	11	dataset	dataset	NOUN
alkej-927	25	12	that	that	PRON
alkej-927	25	13	encompasses	encompass	VERB
alkej-927	25	14	the	the	DET
alkej-927	25	15	key	key	ADJ
alkej-927	25	16	attributes	attribute	NOUN
alkej-927	25	17	necessary	necessary	ADJ
alkej-927	25	18	for	for	ADP
alkej-927	25	19	the	the	DET
alkej-927	25	20	identification	identification	NOUN
alkej-927	25	21	of	of	ADP
alkej-927	25	22	attacks	attack	NOUN
alkej-927	25	23	and	and	CCONJ
alkej-927	25	24	the	the	DET
alkej-927	25	25	assessment	assessment	NOUN
alkej-927	25	26	of	of	ADP
alkej-927	25	27	anomaly	anomaly	NOUN
alkej-927	25	28	-	-	PUNCT
alkej-927	25	29	based	base	VERB
alkej-927	25	30	idss	idss	NOUN
alkej-927	25	31	in	in	ADP
alkej-927	25	32	the	the	DET
alkej-927	25	33	context	context	NOUN
alkej-927	25	34	of	of	ADP
alkej-927	25	35	sdn	sdn	PROPN
alkej-927	25	36	-	-	PUNCT
alkej-927	25	37	based	base	VERB
alkej-927	25	38	iot	iot	NOUN
alkej-927	25	39	environments	environment	NOUN
alkej-927	25	40	.	.	PUNCT
alkej-927	26	1	the	the	DET
alkej-927	26	2	work	work	NOUN
alkej-927	26	3	consists	consist	VERB
alkej-927	26	4	of	of	ADP
alkej-927	26	5	two	two	NUM
alkej-927	26	6	distinct	distinct	ADJ
alkej-927	26	7	parts	part	NOUN
alkej-927	26	8	:	:	PUNCT
alkej-927	26	9	the	the	DET
alkej-927	26	10	initial	initial	ADJ
alkej-927	26	11	module	module	NOUN
alkej-927	26	12	gathers	gather	VERB
alkej-927	26	13	traffic	traffic	NOUN
alkej-927	26	14	statistics	statistic	NOUN
alkej-927	26	15	to	to	PART
alkej-927	26	16	generate	generate	VERB
alkej-927	26	17	the	the	DET
alkej-927	26	18	dataset	dataset	NOUN
alkej-927	26	19	,	,	PUNCT
alkej-927	26	20	whereas	whereas	SCONJ
alkej-927	26	21	the	the	DET
alkej-927	26	22	subsequent	subsequent	ADJ
alkej-927	26	23	module	module	NOUN
alkej-927	26	24	employs	employ	VERB
alkej-927	26	25	a	a	DET
alkej-927	26	26	method	method	NOUN
alkej-927	26	27	based	base	VERB
alkej-927	26	28	on	on	ADP
alkej-927	26	29	machine	machine	NOUN
alkej-927	26	30	learning	learning	NOUN
alkej-927	26	31	(	(	PUNCT
alkej-927	26	32	ml	ml	NOUN
alkej-927	26	33	)	)	PUNCT
alkej-927	26	34	and	and	CCONJ
alkej-927	26	35	deep	deep	ADJ
alkej-927	26	36	learning	learning	NOUN
alkej-927	26	37	(	(	PUNCT
alkej-927	26	38	dl	dl	INTJ
alkej-927	26	39	)	)	PUNCT
alkej-927	26	40	to	to	PART
alkej-927	26	41	evaluate	evaluate	VERB
alkej-927	26	42	the	the	DET
alkej-927	26	43	generated	generate	VERB
alkej-927	26	44	dataset	dataset	NOUN
alkej-927	26	45	.	.	PUNCT
alkej-927	27	1	the	the	DET
alkej-927	27	2	proposed	propose	VERB
alkej-927	27	3	dataset	dataset	NOUN
alkej-927	27	4	involves	involve	VERB
alkej-927	27	5	the	the	DET
alkej-927	27	6	inclusion	inclusion	NOUN
alkej-927	27	7	of	of	ADP
alkej-927	27	8	a	a	DET
alkej-927	27	9	diverse	diverse	ADJ
alkej-927	27	10	range	range	NOUN
alkej-927	27	11	of	of	ADP
alkej-927	27	12	attacks	attack	NOUN
alkej-927	27	13	,	,	PUNCT
alkej-927	27	14	the	the	DET
alkej-927	27	15	implementation	implementation	NOUN
alkej-927	27	16	of	of	ADP
alkej-927	27	17	a	a	DET
alkej-927	27	18	multidomain	multidomain	NOUN
alkej-927	27	19	attack	attack	NOUN
alkej-927	27	20	scenario	scenario	NOUN
alkej-927	27	21	and	and	CCONJ
alkej-927	27	22	the	the	DET
alkej-927	27	23	utilisation	utilisation	NOUN
alkej-927	27	24	of	of	ADP
alkej-927	27	25	realistic	realistic	ADJ
alkej-927	27	26	traffic	traffic	NOUN
alkej-927	27	27	traces	trace	NOUN
alkej-927	27	28	.	.	PUNCT
alkej-927	28	1	interdomain	interdomain	PROPN
alkej-927	28	2	refers	refer	VERB
alkej-927	28	3	to	to	ADP
alkej-927	28	4	an	an	DET
alkej-927	28	5	attack	attack	NOUN
alkej-927	28	6	that	that	PRON
alkej-927	28	7	occurs	occur	VERB
alkej-927	28	8	between	between	ADP
alkej-927	28	9	distinct	distinct	ADJ
alkej-927	28	10	systems	system	NOUN
alkej-927	28	11	or	or	CCONJ
alkej-927	28	12	entities	entity	NOUN
alkej-927	28	13	.	.	PUNCT
alkej-927	29	1	these	these	DET
alkej-927	29	2	attacks	attack	NOUN
alkej-927	29	3	usually	usually	ADV
alkej-927	29	4	entail	entail	VERB
alkej-927	29	5	a	a	DET
alkej-927	29	6	criminal	criminal	NOUN
alkej-927	29	7	focusing	focus	VERB
alkej-927	29	8	on	on	ADP
alkej-927	29	9	a	a	DET
alkej-927	29	10	system	system	NOUN
alkej-927	29	11	,	,	PUNCT
alkej-927	29	12	network	network	NOUN
alkej-927	29	13	or	or	CCONJ
alkej-927	29	14	organisation	organisation	NOUN
alkej-927	29	15	that	that	PRON
alkej-927	29	16	is	be	AUX
alkej-927	29	17	distinct	distinct	ADJ
alkej-927	29	18	from	from	ADP
alkej-927	29	19	their	their	PRON
alkej-927	29	20	own	own	ADJ
alkej-927	29	21	and	and	CCONJ
alkej-927	29	22	an	an	DET
alkej-927	29	23	intra	intra	ADJ
alkej-927	29	24	-	-	NOUN
alkej-927	29	25	attack	attack	NOUN
alkej-927	29	26	,	,	PUNCT
alkej-927	29	27	which	which	PRON
alkej-927	29	28	refers	refer	VERB
alkej-927	29	29	to	to	ADP
alkej-927	29	30	an	an	DET
alkej-927	29	31	attack	attack	NOUN
alkej-927	29	32	that	that	PRON
alkej-927	29	33	occurs	occur	VERB
alkej-927	29	34	within	within	ADP
alkej-927	29	35	the	the	DET
alkej-927	29	36	same	same	ADJ
alkej-927	29	37	system	system	NOUN
alkej-927	29	38	or	or	CCONJ
alkej-927	29	39	entity	entity	NOUN
alkej-927	29	40	.	.	PUNCT
alkej-927	30	1	these	these	DET
alkej-927	30	2	attacks	attack	NOUN
alkej-927	30	3	involve	involve	VERB
alkej-927	30	4	malicious	malicious	ADJ
alkej-927	30	5	actions	action	NOUN
alkej-927	30	6	conducted	conduct	VERB
alkej-927	30	7	by	by	ADP
alkej-927	30	8	people	people	NOUN
alkej-927	30	9	or	or	CCONJ
alkej-927	30	10	collectives	collective	NOUN
alkej-927	30	11	who	who	PRON
alkej-927	30	12	already	already	ADV
alkej-927	30	13	possess	possess	VERB
alkej-927	30	14	entry	entry	NOUN
alkej-927	30	15	to	to	ADP
alkej-927	30	16	the	the	DET
alkej-927	30	17	system	system	NOUN
alkej-927	30	18	or	or	CCONJ
alkej-927	30	19	organisation	organisation	NOUN
alkej-927	30	20	being	be	AUX
alkej-927	30	21	targeted	target	VERB
alkej-927	30	22	.	.	PUNCT
alkej-927	31	1	the	the	DET
alkej-927	31	2	contributions	contribution	NOUN
alkej-927	31	3	of	of	ADP
alkej-927	31	4	this	this	DET
alkej-927	31	5	research	research	NOUN
alkej-927	31	6	can	can	AUX
alkej-927	31	7	be	be	AUX
alkej-927	31	8	summarised	summarise	VERB
alkej-927	31	9	as	as	SCONJ
alkej-927	31	10	follows	follow	VERB
alkej-927	31	11	:	:	PUNCT
alkej-927	31	12	•	•	ADP
alkej-927	31	13	the	the	DET
alkej-927	31	14	advantages	advantage	NOUN
alkej-927	31	15	of	of	ADP
alkej-927	31	16	the	the	DET
alkej-927	31	17	current	current	ADJ
alkej-927	31	18	ids	id	NOUN
alkej-927	31	19	,	,	PUNCT
alkej-927	31	20	sdn	sdn	PROPN
alkej-927	31	21	and	and	CCONJ
alkej-927	31	22	iot	iot	ADJ
alkej-927	31	23	datasets	dataset	NOUN
alkej-927	31	24	were	be	AUX
alkej-927	31	25	analysed	analyse	VERB
alkej-927	31	26	.	.	PUNCT
alkej-927	32	1	•	•	NUM
alkej-927	32	2	two	two	NUM
alkej-927	32	3	traffic	traffic	NOUN
alkej-927	32	4	profiles	profile	NOUN
alkej-927	32	5	,	,	PUNCT
alkej-927	32	6	namely	namely	ADV
alkej-927	32	7	,	,	PUNCT
alkej-927	32	8	the	the	DET
alkej-927	32	9	normal	normal	ADJ
alkej-927	32	10	profile	profile	NOUN
alkej-927	32	11	and	and	CCONJ
alkej-927	32	12	the	the	DET
alkej-927	32	13	attack	attack	NOUN
alkej-927	32	14	profile	profile	NOUN
alkej-927	32	15	,	,	PUNCT
alkej-927	32	16	were	be	AUX
alkej-927	32	17	used	use	VERB
alkej-927	32	18	.	.	PUNCT
alkej-927	33	1	•	•	NUM
alkej-927	33	2	a	a	DET
alkej-927	33	3	total	total	NOUN
alkej-927	33	4	of	of	ADP
alkej-927	33	5	15	15	NUM
alkej-927	33	6	attack	attack	NOUN
alkej-927	33	7	types	type	NOUN
alkej-927	33	8	were	be	AUX
alkej-927	33	9	considered	consider	VERB
alkej-927	33	10	for	for	ADP
alkej-927	33	11	two	two	NUM
alkej-927	33	12	scenarios	scenario	NOUN
alkej-927	33	13	,	,	PUNCT
alkej-927	33	14	namely	namely	ADV
alkej-927	33	15	,	,	PUNCT
alkej-927	33	16	interdomain	interdomain	ADJ
alkej-927	33	17	attack	attack	NOUN
alkej-927	33	18	and	and	CCONJ
alkej-927	33	19	intraattack	intraattack	NOUN
alkej-927	33	20	.	.	PUNCT
alkej-927	34	1	•	•	NUM
alkej-927	34	2	the	the	DET
alkej-927	34	3	dataset	dataset	NOUN
alkej-927	34	4	was	be	AUX
alkej-927	34	5	empirically	empirically	ADV
alkej-927	34	6	evaluated	evaluate	VERB
alkej-927	34	7	via	via	ADP
alkej-927	34	8	ml	ml	NOUN
alkej-927	34	9	and	and	CCONJ
alkej-927	34	10	dl	dl	PROPN
alkej-927	34	11	methodologies	methodology	NOUN
alkej-927	34	12	.	.	PUNCT
alkej-927	35	1	the	the	DET
alkej-927	35	2	paper	paper	NOUN
alkej-927	35	3	is	be	AUX
alkej-927	35	4	structured	structure	VERB
alkej-927	35	5	as	as	SCONJ
alkej-927	35	6	follows	follow	VERB
alkej-927	35	7	:	:	PUNCT
alkej-927	35	8	section	section	NOUN
alkej-927	35	9	2	2	NUM
alkej-927	35	10	presents	present	VERB
alkej-927	35	11	a	a	DET
alkej-927	35	12	comprehensive	comprehensive	ADJ
alkej-927	35	13	review	review	NOUN
alkej-927	35	14	of	of	ADP
alkej-927	35	15	the	the	DET
alkej-927	35	16	relevant	relevant	ADJ
alkej-927	35	17	literature	literature	NOUN
alkej-927	35	18	.	.	PUNCT
alkej-927	36	1	section	section	NOUN
alkej-927	36	2	3	3	NUM
alkej-927	36	3	briefly	briefly	NOUN
alkej-927	36	4	examines	examine	VERB
alkej-927	36	5	the	the	DET
alkej-927	36	6	various	various	ADJ
alkej-927	36	7	attack	attack	NOUN
alkej-927	36	8	vectors	vector	NOUN
alkej-927	36	9	that	that	PRON
alkej-927	36	10	target	target	VERB
alkej-927	36	11	sdn	sdn	NOUN
alkej-927	36	12	and	and	CCONJ
alkej-927	36	13	iot	iot	PROPN
alkej-927	36	14	networks	network	NOUN
alkej-927	36	15	.	.	PUNCT
alkej-927	37	1	sections	section	NOUN
alkej-927	37	2	4	4	NUM
alkej-927	37	3	and	and	CCONJ
alkej-927	37	4	5	5	NUM
alkej-927	37	5	describe	describe	VERB
alkej-927	37	6	the	the	DET
alkej-927	37	7	experimental	experimental	ADJ
alkej-927	37	8	strategy	strategy	NOUN
alkej-927	37	9	and	and	CCONJ
alkej-927	37	10	its	its	PRON
alkej-927	37	11	execution	execution	NOUN
alkej-927	37	12	and	and	CCONJ
alkej-927	37	13	the	the	DET
alkej-927	37	14	results	result	NOUN
alkej-927	37	15	.	.	PUNCT
alkej-927	38	1	section	section	NOUN
alkej-927	38	2	6	6	NUM
alkej-927	38	3	presents	present	VERB
alkej-927	38	4	the	the	DET
alkej-927	38	5	conclusions	conclusion	NOUN
alkej-927	38	6	drawn	draw	VERB
alkej-927	38	7	from	from	ADP
alkej-927	38	8	the	the	DET
alkej-927	38	9	work	work	NOUN
alkej-927	38	10	.	.	PUNCT
alkej-927	39	1	2	2	X
alkej-927	39	2	.	.	X
alkej-927	39	3	related	relate	VERB
alkej-927	39	4	work	work	NOUN
alkej-927	39	5	this	this	DET
alkej-927	39	6	section	section	NOUN
alkej-927	39	7	presents	present	VERB
alkej-927	39	8	a	a	DET
alkej-927	39	9	summary	summary	NOUN
alkej-927	39	10	of	of	ADP
alkej-927	39	11	the	the	DET
alkej-927	39	12	wellknown	wellknown	ADJ
alkej-927	39	13	dataset	dataset	NOUN
alkej-927	39	14	that	that	PRON
alkej-927	39	15	is	be	AUX
alkej-927	39	16	most	most	ADV
alkej-927	39	17	similar	similar	ADJ
alkej-927	39	18	to	to	ADP
alkej-927	39	19	the	the	DET
alkej-927	39	20	proposed	propose	VERB
alkej-927	39	21	dataset	dataset	NOUN
alkej-927	39	22	and	and	CCONJ
alkej-927	39	23	has	have	AUX
alkej-927	39	24	been	be	AUX
alkej-927	39	25	used	use	VERB
alkej-927	39	26	in	in	ADP
alkej-927	39	27	the	the	DET
alkej-927	39	28	field	field	NOUN
alkej-927	39	29	of	of	ADP
alkej-927	39	30	intrusion	intrusion	NOUN
alkej-927	39	31	detection	detection	NOUN
alkej-927	39	32	.	.	PUNCT
alkej-927	40	1	bot	bot	PROPN
alkej-927	40	2	–	–	PUNCT
alkej-927	40	3	iot	iot	ADJ
alkej-927	41	1	[	[	X
alkej-927	41	2	6	6	NUM
alkej-927	41	3	]	]	PUNCT
alkej-927	41	4	:	:	PUNCT
alkej-927	41	5	this	this	DET
alkej-927	41	6	dataset	dataset	NOUN
alkej-927	41	7	contains	contain	VERB
alkej-927	41	8	46	46	NUM
alkej-927	41	9	features	feature	NOUN
alkej-927	41	10	that	that	PRON
alkej-927	41	11	include	include	VERB
alkej-927	41	12	normal	normal	ADJ
alkej-927	41	13	network	network	NOUN
alkej-927	41	14	traffic	traffic	NOUN
alkej-927	41	15	and	and	CCONJ
alkej-927	41	16	six	six	NUM
alkej-927	41	17	types	type	NOUN
alkej-927	41	18	of	of	ADP
alkej-927	41	19	attack	attack	NOUN
alkej-927	41	20	traffic	traffic	NOUN
alkej-927	41	21	:	:	PUNCT
alkej-927	41	22	dos	do	NOUN
alkej-927	41	23	,	,	PUNCT
alkej-927	41	24	ddos	ddo	NOUN
alkej-927	41	25	,	,	PUNCT
alkej-927	41	26	keylogging	keylogging	NOUN
alkej-927	41	27	,	,	PUNCT
alkej-927	41	28	service	service	NOUN
alkej-927	41	29	scanning	scanning	NOUN
alkej-927	41	30	,	,	PUNCT
alkej-927	41	31	os	os	NOUN
alkej-927	41	32	fingerprinting	fingerprinting	NOUN
alkej-927	41	33	and	and	CCONJ
alkej-927	41	34	data	datum	NOUN
alkej-927	41	35	theft	theft	NOUN
alkej-927	41	36	obtained	obtain	VERB
alkej-927	41	37	from	from	ADP
alkej-927	41	38	a	a	DET
alkej-927	41	39	simulated	simulated	ADJ
alkej-927	41	40	iot	iot	NOUN
alkej-927	41	41	network	network	NOUN
alkej-927	41	42	.	.	PUNCT
alkej-927	42	1	nevertheless	nevertheless	ADV
alkej-927	42	2	,	,	PUNCT
alkej-927	42	3	compared	compare	VERB
alkej-927	42	4	with	with	ADP
alkej-927	42	5	others	other	NOUN
alkej-927	42	6	,	,	PUNCT
alkej-927	42	7	the	the	DET
alkej-927	42	8	dataset	dataset	NOUN
alkej-927	42	9	is	be	AUX
alkej-927	42	10	imbalanced	imbalance	VERB
alkej-927	42	11	,	,	PUNCT
alkej-927	42	12	with	with	ADP
alkej-927	42	13	certain	certain	ADJ
alkej-927	42	14	attack	attack	NOUN
alkej-927	42	15	types	type	NOUN
alkej-927	42	16	having	have	VERB
alkej-927	42	17	many	many	ADJ
alkej-927	42	18	fewer	few	ADJ
alkej-927	42	19	entries	entry	NOUN
alkej-927	42	20	.	.	PUNCT
alkej-927	43	1	the	the	DET
alkej-927	43	2	data	data	NOUN
alkej-927	43	3	theft	theft	NOUN
alkej-927	43	4	instances	instance	NOUN
alkej-927	43	5	total	total	VERB
alkej-927	43	6	118	118	NUM
alkej-927	43	7	,	,	PUNCT
alkej-927	43	8	and	and	CCONJ
alkej-927	43	9	keylogging	keylogging	NOUN
alkej-927	43	10	instances	instance	NOUN
alkej-927	43	11	total	total	ADJ
alkej-927	43	12	1469	1469	NUM
alkej-927	43	13	,	,	PUNCT
alkej-927	43	14	which	which	PRON
alkej-927	43	15	can	can	AUX
alkej-927	43	16	not	not	PART
alkej-927	43	17	meet	meet	VERB
alkej-927	43	18	the	the	DET
alkej-927	43	19	requirements	requirement	NOUN
alkej-927	43	20	of	of	ADP
alkej-927	43	21	the	the	DET
alkej-927	43	22	majority	majority	NOUN
alkej-927	43	23	of	of	ADP
alkej-927	43	24	ml	ml	NOUN
alkej-927	43	25	algorithms	algorithm	NOUN
alkej-927	43	26	.	.	PUNCT
alkej-927	44	1	sdn	sdn	PROPN
alkej-927	44	2	–	–	PUNCT
alkej-927	44	3	iot	iot	NOUN
alkej-927	44	4	[	[	X
alkej-927	44	5	7	7	NUM
alkej-927	44	6	]	]	SYM
alkej-927	44	7	:	:	PUNCT
alkej-927	44	8	two	two	NUM
alkej-927	44	9	datasets	dataset	NOUN
alkej-927	44	10	with	with	ADP
alkej-927	44	11	topologies	topology	NOUN
alkej-927	44	12	,	,	PUNCT
alkej-927	44	13	characteristics	characteristic	NOUN
alkej-927	44	14	and	and	CCONJ
alkej-927	44	15	packet	packet	NOUN
alkej-927	44	16	transmission	transmission	NOUN
alkej-927	44	17	rates	rate	NOUN
alkej-927	44	18	comparable	comparable	ADJ
alkej-927	44	19	to	to	ADP
alkej-927	44	20	those	those	PRON
alkej-927	44	21	of	of	ADP
alkej-927	44	22	the	the	DET
alkej-927	44	23	bot	bot	NOUN
alkej-927	44	24	–	–	PUNCT
alkej-927	44	25	iot	iot	ADJ
alkej-927	44	26	dataset	dataset	NOUN
alkej-927	44	27	were	be	AUX
alkej-927	44	28	generated	generate	VERB
alkej-927	44	29	.	.	PUNCT
alkej-927	45	1	the	the	DET
alkej-927	45	2	distinguishing	distinguish	VERB
alkej-927	45	3	factor	factor	NOUN
alkej-927	45	4	between	between	ADP
alkej-927	45	5	the	the	DET
alkej-927	45	6	datasets	dataset	NOUN
alkej-927	45	7	lies	lie	VERB
alkej-927	45	8	in	in	ADP
alkej-927	45	9	the	the	DET
alkej-927	45	10	number	number	NOUN
alkej-927	45	11	of	of	ADP
alkej-927	45	12	simulated	simulate	VERB
alkej-927	45	13	iot	iot	NOUN
alkej-927	45	14	devices	device	NOUN
alkej-927	45	15	employed	employ	VERB
alkej-927	45	16	to	to	PART
alkej-927	45	17	evaluate	evaluate	VERB
alkej-927	45	18	the	the	DET
alkej-927	45	19	efficacy	efficacy	NOUN
alkej-927	45	20	of	of	ADP
alkej-927	45	21	attack	attack	NOUN
alkej-927	45	22	detection	detection	NOUN
alkej-927	45	23	models	model	NOUN
alkej-927	45	24	trained	train	VERB
alkej-927	45	25	on	on	ADP
alkej-927	45	26	these	these	DET
alkej-927	45	27	datasets	dataset	NOUN
alkej-927	45	28	.	.	PUNCT
alkej-927	46	1	the	the	DET
alkej-927	46	2	datasets	dataset	NOUN
alkej-927	46	3	contain	contain	VERB
alkej-927	46	4	33	33	NUM
alkej-927	46	5	extracted	extract	VERB
alkej-927	46	6	features	feature	NOUN
alkej-927	46	7	from	from	ADP
alkej-927	46	8	normal	normal	ADJ
alkej-927	46	9	traffic	traffic	NOUN
alkej-927	46	10	and	and	CCONJ
alkej-927	46	11	five	five	NUM
alkej-927	46	12	attack	attack	NOUN
alkej-927	46	13	types	type	NOUN
alkej-927	46	14	:	:	PUNCT
alkej-927	46	15	ddos	ddo	NOUN
alkej-927	46	16	,	,	PUNCT
alkej-927	46	17	dos	do	NOUN
alkej-927	46	18	,	,	PUNCT
alkej-927	46	19	os	os	NOUN
alkej-927	46	20	fingerprinting	fingerprinting	NOUN
alkej-927	46	21	,	,	PUNCT
alkej-927	46	22	port	port	NOUN
alkej-927	46	23	scanning	scanning	NOUN
alkej-927	46	24	and	and	CCONJ
alkej-927	46	25	fuzzing	fuzzing	NOUN
alkej-927	46	26	.	.	PUNCT
alkej-927	47	1	these	these	DET
alkej-927	47	2	attacks	attack	NOUN
alkej-927	47	3	were	be	AUX
alkej-927	47	4	implemented	implement	VERB
alkej-927	47	5	with	with	ADP
alkej-927	47	6	diverse	diverse	ADJ
alkej-927	47	7	targets	target	NOUN
alkej-927	47	8	and	and	CCONJ
alkej-927	47	9	configurations	configuration	NOUN
alkej-927	47	10	.	.	PUNCT
alkej-927	48	1	this	this	DET
alkej-927	48	2	dataset	dataset	NOUN
alkej-927	48	3	represents	represent	VERB
alkej-927	48	4	the	the	DET
alkej-927	48	5	initial	initial	ADJ
alkej-927	48	6	instance	instance	NOUN
alkej-927	48	7	of	of	ADP
alkej-927	48	8	a	a	DET
alkej-927	48	9	publicly	publicly	ADV
alkej-927	48	10	accessible	accessible	ADJ
alkej-927	48	11	intrusion	intrusion	NOUN
alkej-927	48	12	detection	detection	NOUN
alkej-927	48	13	dataset	dataset	VERB
alkej-927	48	14	specifically	specifically	ADV
alkej-927	48	15	designed	design	VERB
alkej-927	48	16	for	for	ADP
alkej-927	48	17	sdn	sdn	NOUN
alkej-927	48	18	in	in	ADP
alkej-927	48	19	the	the	DET
alkej-927	48	20	context	context	NOUN
alkej-927	48	21	of	of	ADP
alkej-927	48	22	the	the	DET
alkej-927	48	23	iot	iot	NOUN
alkej-927	48	24	.	.	PROPN
alkej-927	48	25	insdn	insdn	NOUN
alkej-927	49	1	[	[	X
alkej-927	49	2	8	8	NUM
alkej-927	49	3	]	]	PUNCT
alkej-927	49	4	:	:	PUNCT
alkej-927	49	5	this	this	DET
alkej-927	49	6	dataset	dataset	NOUN
alkej-927	49	7	comprises	comprise	VERB
alkej-927	49	8	an	an	DET
alkej-927	49	9	estimated	estimate	VERB
alkej-927	49	10	number	number	NOUN
alkej-927	49	11	of	of	ADP
alkej-927	49	12	flow	flow	NOUN
alkej-927	49	13	-	-	PUNCT
alkej-927	49	14	based	base	VERB
alkej-927	49	15	features	feature	NOUN
alkej-927	49	16	and	and	CCONJ
alkej-927	49	17	covers	cover	VERB
alkej-927	49	18	a	a	DET
alkej-927	49	19	wide	wide	ADJ
alkej-927	49	20	range	range	NOUN
alkej-927	49	21	of	of	ADP
alkej-927	49	22	attack	attack	NOUN
alkej-927	49	23	conditions	condition	NOUN
alkej-927	49	24	.	.	PUNCT
alkej-927	50	1	the	the	DET
alkej-927	50	2	authors	author	NOUN
alkej-927	50	3	used	use	VERB
alkej-927	50	4	two	two	NUM
alkej-927	50	5	profiles	profile	NOUN
alkej-927	50	6	to	to	PART
alkej-927	50	7	generate	generate	VERB
alkej-927	50	8	normal	normal	ADJ
alkej-927	50	9	and	and	CCONJ
alkej-927	50	10	attack	attack	NOUN
alkej-927	50	11	traffic	traffic	NOUN
alkej-927	50	12	patterns	pattern	NOUN
alkej-927	50	13	within	within	ADP
alkej-927	50	14	a	a	DET
alkej-927	50	15	simulated	simulated	ADJ
alkej-927	50	16	sdn	sdn	NOUN
alkej-927	50	17	architecture	architecture	NOUN
alkej-927	50	18	.	.	PUNCT
alkej-927	51	1	the	the	DET
alkej-927	51	2	dataset	dataset	NOUN
alkej-927	51	3	contains	contain	VERB
alkej-927	51	4	83	83	NUM
alkej-927	51	5	packet	packet	NOUN
alkej-927	51	6	properties	property	NOUN
alkej-927	51	7	that	that	PRON
alkej-927	51	8	were	be	AUX
alkej-927	51	9	collected	collect	VERB
alkej-927	51	10	from	from	ADP
alkej-927	51	11	several	several	ADJ
alkej-927	51	12	common	common	ADJ
alkej-927	51	13	network	network	NOUN
alkej-927	51	14	attack	attack	NOUN
alkej-927	51	15	types	type	NOUN
alkej-927	51	16	,	,	PUNCT
alkej-927	51	17	such	such	ADJ
alkej-927	51	18	as	as	ADP
alkej-927	51	19	botnets	botnet	NOUN
alkej-927	51	20	,	,	PUNCT
alkej-927	51	21	dos	do	NOUN
alkej-927	51	22	,	,	PUNCT
alkej-927	51	23	web	web	NOUN
alkej-927	51	24	attacks	attack	NOUN
alkej-927	51	25	,	,	PUNCT
alkej-927	51	26	ddos	ddo	NOUN
alkej-927	51	27	,	,	PUNCT
alkej-927	51	28	password	password	NOUN
alkej-927	51	29	brute	brute	ADJ
alkej-927	51	30	force	force	NOUN
alkej-927	51	31	attacks	attack	NOUN
alkej-927	51	32	,	,	PUNCT
alkej-927	51	33	probes	probe	NOUN
alkej-927	51	34	and	and	CCONJ
alkej-927	51	35	tool	tool	NOUN
alkej-927	51	36	-	-	PUNCT
alkej-927	51	37	based	base	VERB
alkej-927	51	38	exploits	exploit	NOUN
alkej-927	51	39	.	.	PUNCT
alkej-927	52	1	ddos	ddo	NOUN
alkej-927	52	2	–	–	PUNCT
alkej-927	52	3	sdn	sdn	PROPN
alkej-927	53	1	[	[	X
alkej-927	53	2	9	9	NUM
alkej-927	53	3	]	]	X
alkej-927	53	4	:	:	PUNCT
alkej-927	53	5	this	this	DET
alkej-927	53	6	dataset	dataset	NOUN
alkej-927	53	7	contains	contain	VERB
alkej-927	53	8	16	16	NUM
alkej-927	53	9	features	feature	NOUN
alkej-927	53	10	obtained	obtain	VERB
alkej-927	53	11	from	from	ADP
alkej-927	53	12	the	the	DET
alkej-927	53	13	sdn	sdn	NOUN
alkej-927	53	14	to	to	PART
alkej-927	53	15	detect	detect	VERB
alkej-927	53	16	ddos	ddo	NOUN
alkej-927	53	17	attacks	attack	NOUN
alkej-927	53	18	.	.	PUNCT
alkej-927	54	1	a	a	DET
alkej-927	54	2	hybrid	hybrid	ADJ
alkej-927	54	3	model	model	NOUN
alkej-927	54	4	was	be	AUX
alkej-927	54	5	employed	employ	VERB
alkej-927	54	6	,	,	PUNCT
alkej-927	54	7	combining	combine	VERB
alkej-927	54	8	the	the	DET
alkej-927	54	9	support	support	NOUN
alkej-927	54	10	vector	vector	NOUN
alkej-927	54	11	classifier	classifier	NOUN
alkej-927	54	12	(	(	PUNCT
alkej-927	54	13	svc	svc	PROPN
alkej-927	54	14	)	)	PUNCT
alkej-927	54	15	and	and	CCONJ
alkej-927	54	16	random	random	ADJ
alkej-927	54	17	forest	forest	NOUN
alkej-927	54	18	(	(	PUNCT
alkej-927	54	19	rf	rf	NOUN
alkej-927	54	20	)	)	PUNCT
alkej-927	54	21	algorithms	algorithm	NOUN
alkej-927	54	22	,	,	PUNCT
alkej-927	54	23	for	for	ADP
alkej-927	54	24	traffic	traffic	NOUN
alkej-927	54	25	classification	classification	NOUN
alkej-927	54	26	.	.	PUNCT
alkej-927	55	1	the	the	DET
alkej-927	55	2	initial	initial	ADJ
alkej-927	55	3	classification	classification	NOUN
alkej-927	55	4	was	be	AUX
alkej-927	55	5	performed	perform	VERB
alkej-927	55	6	via	via	ADP
alkej-927	55	7	the	the	DET
alkej-927	55	8	svc	svc	NOUN
alkej-927	55	9	,	,	PUNCT
alkej-927	55	10	and	and	CCONJ
alkej-927	55	11	the	the	DET
alkej-927	55	12	results	result	NOUN
alkej-927	55	13	were	be	AUX
alkej-927	55	14	subsequently	subsequently	ADV
alkej-927	55	15	filtered	filter	VERB
alkej-927	55	16	via	via	ADP
alkej-927	55	17	the	the	DET
alkej-927	55	18	rf	rf	ADJ
alkej-927	55	19	algorithm	algorithm	NOUN
alkej-927	55	20	.	.	PUNCT
alkej-927	56	1	the	the	DET
alkej-927	56	2	model	model	NOUN
alkej-927	56	3	was	be	AUX
alkej-927	56	4	trained	train	VERB
alkej-927	56	5	on	on	ADP
alkej-927	56	6	the	the	DET
alkej-927	56	7	generated	generate	VERB
alkej-927	56	8	dataset	dataset	NOUN
alkej-927	56	9	and	and	CCONJ
alkej-927	56	10	achieved	achieve	VERB
alkej-927	56	11	an	an	DET
alkej-927	56	12	accuracy	accuracy	NOUN
alkej-927	56	13	rate	rate	NOUN
alkej-927	56	14	of	of	ADP
alkej-927	56	15	98.8	98.8	NUM
alkej-927	56	16	%	%	NOUN
alkej-927	56	17	.	.	PUNCT
alkej-927	57	1	ton	ton	NOUN
alkej-927	57	2	–	–	PUNCT
alkej-927	57	3	iot	iot	NOUN
alkej-927	58	1	[	[	X
alkej-927	58	2	10	10	NUM
alkej-927	58	3	]	]	X
alkej-927	58	4	:	:	PUNCT
alkej-927	58	5	this	this	DET
alkej-927	58	6	dataset	dataset	NOUN
alkej-927	58	7	comprises	comprise	VERB
alkej-927	58	8	a	a	DET
alkej-927	58	9	diverse	diverse	ADJ
alkej-927	58	10	range	range	NOUN
alkej-927	58	11	of	of	ADP
alkej-927	58	12	regular	regular	ADJ
alkej-927	58	13	and	and	CCONJ
alkej-927	58	14	adversarial	adversarial	ADJ
alkej-927	58	15	occurrences	occurrence	NOUN
alkej-927	58	16	across	across	ADP
alkej-927	58	17	several	several	ADJ
alkej-927	58	18	iots	iot	NOUN
alkej-927	58	19	and	and	CCONJ
alkej-927	58	20	industrial	industrial	ADJ
alkej-927	58	21	iot	iot	NOUN
alkej-927	58	22	services	service	NOUN
alkej-927	58	23	.	.	PUNCT
alkej-927	59	1	this	this	DET
alkej-927	59	2	dataset	dataset	NOUN
alkej-927	59	3	comprises	comprise	VERB
alkej-927	59	4	data	datum	NOUN
alkej-927	59	5	from	from	ADP
alkej-927	59	6	heterogeneous	heterogeneous	ADJ
alkej-927	59	7	sources	source	NOUN
alkej-927	59	8	,	,	PUNCT
alkej-927	59	9	which	which	PRON
alkej-927	59	10	were	be	AUX
alkej-927	59	11	gathered	gather	VERB
alkej-927	59	12	through	through	ADP
alkej-927	59	13	a	a	DET
alkej-927	59	14	test	test	NOUN
alkej-927	59	15	that	that	PRON
alkej-927	59	16	accurately	accurately	ADV
alkej-927	59	17	heba	heba	VERB
alkej-927	59	18	dhirar	dhirar	PROPN
alkej-927	59	19	al	al	PROPN
alkej-927	59	20	-	-	PUNCT
alkej-927	59	21	khwarizmi	khwarizmi	PROPN
alkej-927	59	22	engineering	engineering	NOUN
alkej-927	59	23	journal	journal	PROPN
alkej-927	59	24	,	,	PUNCT
alkej-927	59	25	vol	vol	NOUN
alkej-927	59	26	.	.	PROPN
alkej-927	59	27	21	21	NUM
alkej-927	59	28	,	,	PUNCT
alkej-927	59	29	no.3	no.3	VERB
alkej-927	59	30	,	,	PUNCT
alkej-927	59	31	pp	pp	ADJ
alkej-927	59	32	.	.	PUNCT
alkej-927	60	1	3547	3547	NUM
alkej-927	60	2	(	(	PUNCT
alkej-927	60	3	2025	2025	NUM
alkej-927	60	4	)	)	PUNCT
alkej-927	60	5	37	37	NUM
alkej-927	60	6	emulates	emulate	VERB
alkej-927	60	7	an	an	DET
alkej-927	60	8	iot	iot	ADJ
alkej-927	60	9	architecture	architecture	NOUN
alkej-927	60	10	facilitating	facilitate	VERB
alkej-927	60	11	communication	communication	NOUN
alkej-927	60	12	between	between	ADP
alkej-927	60	13	edge	edge	NOUN
alkej-927	60	14	,	,	PUNCT
alkej-927	60	15	fog	fog	NOUN
alkej-927	60	16	and	and	CCONJ
alkej-927	60	17	cloud	cloud	NOUN
alkej-927	60	18	stages	stage	NOUN
alkej-927	60	19	.	.	PUNCT
alkej-927	61	1	however	however	ADV
alkej-927	61	2	,	,	PUNCT
alkej-927	61	3	as	as	SCONJ
alkej-927	61	4	neither	neither	PRON
alkej-927	61	5	sensor	sensor	NOUN
alkej-927	61	6	measurements	measurement	NOUN
alkej-927	61	7	nor	nor	CCONJ
alkej-927	61	8	iot	iot	NOUN
alkej-927	61	9	network	network	NOUN
alkej-927	61	10	traffic	traffic	NOUN
alkej-927	61	11	is	be	AUX
alkej-927	61	12	present	present	ADJ
alkej-927	61	13	in	in	ADP
alkej-927	61	14	these	these	DET
alkej-927	61	15	datasets	dataset	NOUN
alkej-927	61	16	,	,	PUNCT
alkej-927	61	17	they	they	PRON
alkej-927	61	18	do	do	AUX
alkej-927	61	19	not	not	PART
alkej-927	61	20	incorporate	incorporate	VERB
alkej-927	61	21	the	the	DET
alkej-927	61	22	unique	unique	ADJ
alkej-927	61	23	properties	property	NOUN
alkej-927	61	24	of	of	ADP
alkej-927	61	25	iot	iot	ADJ
alkej-927	61	26	/	/	SYM
alkej-927	61	27	iot	iot	NOUN
alkej-927	61	28	applications	application	NOUN
alkej-927	61	29	,	,	PUNCT
alkej-927	61	30	even	even	ADV
alkej-927	61	31	though	though	SCONJ
alkej-927	61	32	some	some	DET
alkej-927	61	33	researchers	researcher	NOUN
alkej-927	61	34	have	have	AUX
alkej-927	61	35	evaluated	evaluate	VERB
alkej-927	61	36	their	their	PRON
alkej-927	61	37	iot	iot	ADJ
alkej-927	61	38	-	-	PUNCT
alkej-927	61	39	related	relate	VERB
alkej-927	61	40	intrusion	intrusion	NOUN
alkej-927	61	41	detection	detection	NOUN
alkej-927	61	42	technologies	technology	NOUN
alkej-927	61	43	.	.	PUNCT
alkej-927	62	1	in	in	ADP
alkej-927	62	2	addition	addition	NOUN
alkej-927	62	3	,	,	PUNCT
alkej-927	62	4	some	some	DET
alkej-927	62	5	datasets	dataset	NOUN
alkej-927	62	6	,	,	PUNCT
alkej-927	62	7	such	such	ADJ
alkej-927	62	8	as	as	ADP
alkej-927	62	9	kdd	kdd	PROPN
alkej-927	62	10	–	–	PUNCT
alkej-927	62	11	cup	cup	NOUN
alkej-927	62	12	99	99	NUM
alkej-927	63	1	[	[	X
alkej-927	63	2	11,12	11,12	NUM
alkej-927	63	3	]	]	PUNCT
alkej-927	63	4	,	,	PUNCT
alkej-927	63	5	nsl	nsl	PROPN
alkej-927	63	6	–	–	PUNCT
alkej-927	63	7	kdd	kdd	PROPN
alkej-927	63	8	[	[	X
alkej-927	63	9	13	13	NUM
alkej-927	63	10	]	]	PUNCT
alkej-927	63	11	,	,	PUNCT
alkej-927	63	12	iscx	iscx	VERB
alkej-927	63	13	[	[	X
alkej-927	63	14	14	14	NUM
alkej-927	63	15	]	]	PUNCT
alkej-927	63	16	and	and	CCONJ
alkej-927	63	17	caida	caida	PROPN
alkej-927	64	1	[	[	X
alkej-927	64	2	15	15	NUM
alkej-927	64	3	]	]	PUNCT
alkej-927	64	4	,	,	PUNCT
alkej-927	64	5	have	have	AUX
alkej-927	64	6	been	be	AUX
alkej-927	64	7	specifically	specifically	ADV
alkej-927	64	8	developed	develop	VERB
alkej-927	64	9	for	for	ADP
alkej-927	64	10	conventional	conventional	ADJ
alkej-927	64	11	networks	network	NOUN
alkej-927	64	12	and	and	CCONJ
alkej-927	64	13	extensively	extensively	ADV
alkej-927	64	14	utilised	utilise	VERB
alkej-927	64	15	in	in	ADP
alkej-927	64	16	research	research	NOUN
alkej-927	64	17	related	relate	VERB
alkej-927	64	18	to	to	PART
alkej-927	64	19	idss	idss	VERB
alkej-927	64	20	for	for	ADP
alkej-927	64	21	sdn	sdn	PROPN
alkej-927	64	22	.	.	PUNCT
alkej-927	65	1	notably	notably	ADV
alkej-927	65	2	,	,	PUNCT
alkej-927	65	3	the	the	DET
alkej-927	65	4	existing	exist	VERB
alkej-927	65	5	datasets	dataset	NOUN
alkej-927	65	6	available	available	ADJ
alkej-927	65	7	for	for	ADP
alkej-927	65	8	analysis	analysis	NOUN
alkej-927	65	9	have	have	AUX
alkej-927	65	10	not	not	PART
alkej-927	65	11	been	be	AUX
alkej-927	65	12	specifically	specifically	ADV
alkej-927	65	13	designed	design	VERB
alkej-927	65	14	or	or	CCONJ
alkej-927	65	15	generated	generate	VERB
alkej-927	65	16	within	within	ADP
alkej-927	65	17	the	the	DET
alkej-927	65	18	context	context	NOUN
alkej-927	65	19	of	of	ADP
alkej-927	65	20	an	an	DET
alkej-927	65	21	sdn	sdn	NOUN
alkej-927	65	22	environment	environment	NOUN
alkej-927	65	23	.	.	PUNCT
alkej-927	66	1	table	table	NOUN
alkej-927	66	2	1	1	NUM
alkej-927	66	3	presents	present	VERB
alkej-927	66	4	a	a	DET
alkej-927	66	5	comparative	comparative	ADJ
alkej-927	66	6	analysis	analysis	NOUN
alkej-927	66	7	between	between	ADP
alkej-927	66	8	the	the	DET
alkej-927	66	9	previously	previously	ADV
alkej-927	66	10	mentioned	mention	VERB
alkej-927	66	11	dataset	dataset	NOUN
alkej-927	66	12	and	and	CCONJ
alkej-927	66	13	the	the	DET
alkej-927	66	14	dataset	dataset	NOUN
alkej-927	66	15	proposed	propose	VERB
alkej-927	66	16	in	in	ADP
alkej-927	66	17	this	this	DET
alkej-927	66	18	work	work	NOUN
alkej-927	66	19	.	.	PUNCT
alkej-927	67	1	in	in	ADP
alkej-927	67	2	this	this	DET
alkej-927	67	3	work	work	NOUN
alkej-927	67	4	,	,	PUNCT
alkej-927	67	5	several	several	ADJ
alkej-927	67	6	tools	tool	NOUN
alkej-927	67	7	were	be	AUX
alkej-927	67	8	employed	employ	VERB
alkej-927	67	9	in	in	ADP
alkej-927	67	10	conducting	conduct	VERB
alkej-927	67	11	a	a	DET
alkej-927	67	12	range	range	NOUN
alkej-927	67	13	of	of	ADP
alkej-927	67	14	attack	attack	NOUN
alkej-927	67	15	scenarios	scenario	NOUN
alkej-927	67	16	,	,	PUNCT
alkej-927	67	17	such	such	ADJ
alkej-927	67	18	as	as	ADP
alkej-927	67	19	dos	do	NOUN
alkej-927	67	20	,	,	PUNCT
alkej-927	67	21	ddos	ddo	NOUN
alkej-927	67	22	,	,	PUNCT
alkej-927	67	23	brute	brute	ADJ
alkej-927	67	24	force	force	NOUN
alkej-927	67	25	,	,	PUNCT
alkej-927	67	26	prope	prope	NOUN
alkej-927	67	27	,	,	PUNCT
alkej-927	67	28	mirai	mirai	NOUN
alkej-927	67	29	,	,	PUNCT
alkej-927	67	30	exploitation	exploitation	NOUN
alkej-927	67	31	and	and	CCONJ
alkej-927	67	32	botnet	botnet	NOUN
alkej-927	67	33	attacks	attack	NOUN
alkej-927	67	34	.	.	PUNCT
alkej-927	68	1	multiple	multiple	ADJ
alkej-927	68	2	attack	attack	NOUN
alkej-927	68	3	scenarios	scenario	NOUN
alkej-927	68	4	have	have	AUX
alkej-927	68	5	been	be	AUX
alkej-927	68	6	established	establish	VERB
alkej-927	68	7	multiple	multiple	ADJ
alkej-927	68	8	times	time	NOUN
alkej-927	68	9	to	to	PART
alkej-927	68	10	address	address	VERB
alkej-927	68	11	a	a	DET
alkej-927	68	12	range	range	NOUN
alkej-927	68	13	of	of	ADP
alkej-927	68	14	attacks	attack	NOUN
alkej-927	68	15	that	that	PRON
alkej-927	68	16	target	target	VERB
alkej-927	68	17	multiple	multiple	ADJ
alkej-927	68	18	hosts	host	NOUN
alkej-927	68	19	to	to	PART
alkej-927	68	20	encompass	encompass	VERB
alkej-927	68	21	the	the	DET
alkej-927	68	22	interand	interand	NOUN
alkej-927	68	23	intradomains	intradomain	NOUN
alkej-927	68	24	.	.	PUNCT
alkej-927	69	1	in	in	ADP
alkej-927	69	2	addition	addition	NOUN
alkej-927	69	3	,	,	PUNCT
alkej-927	69	4	a	a	DET
alkej-927	69	5	range	range	NOUN
alkej-927	69	6	of	of	ADP
alkej-927	69	7	widely	widely	ADV
alkej-927	69	8	used	use	VERB
alkej-927	69	9	application	application	NOUN
alkej-927	69	10	services	service	NOUN
alkej-927	69	11	have	have	AUX
alkej-927	69	12	been	be	AUX
alkej-927	69	13	addressed	address	VERB
alkej-927	69	14	,	,	PUNCT
alkej-927	69	15	including	include	VERB
alkej-927	69	16	http	http	PROPN
alkej-927	69	17	,	,	PUNCT
alkej-927	69	18	dns	dns	PROPN
alkej-927	69	19	,	,	PUNCT
alkej-927	69	20	ftp	ftp	PROPN
alkej-927	69	21	,	,	PUNCT
alkej-927	69	22	youtube	youtube	NOUN
alkej-927	69	23	,	,	PUNCT
alkej-927	69	24	facebook	facebook	NOUN
alkej-927	69	25	and	and	CCONJ
alkej-927	69	26	browsing	browsing	NOUN
alkej-927	69	27	.	.	PUNCT
alkej-927	70	1	3	3	X
alkej-927	70	2	.	.	X
alkej-927	70	3	attack	attack	NOUN
alkej-927	70	4	vector	vector	NOUN
alkej-927	70	5	the	the	DET
alkej-927	70	6	introduction	introduction	NOUN
alkej-927	70	7	of	of	ADP
alkej-927	70	8	a	a	DET
alkej-927	70	9	centralised	centralised	ADJ
alkej-927	70	10	design	design	NOUN
alkej-927	70	11	within	within	ADP
alkej-927	70	12	the	the	DET
alkej-927	70	13	context	context	NOUN
alkej-927	70	14	of	of	ADP
alkej-927	70	15	sdn	sdn	NOUN
alkej-927	70	16	architecture	architecture	NOUN
alkej-927	70	17	brings	bring	VERB
alkej-927	70	18	forward	forward	ADV
alkej-927	70	19	potential	potential	ADJ
alkej-927	70	20	vulnerabilities	vulnerability	NOUN
alkej-927	70	21	capable	capable	ADJ
alkej-927	70	22	of	of	ADP
alkej-927	70	23	compromising	compromise	VERB
alkej-927	70	24	the	the	DET
alkej-927	70	25	functionality	functionality	NOUN
alkej-927	70	26	and	and	CCONJ
alkej-927	70	27	security	security	NOUN
alkej-927	70	28	of	of	ADP
alkej-927	70	29	an	an	DET
alkej-927	70	30	sdn	sdn	NOUN
alkej-927	70	31	susceptible	susceptible	ADJ
alkej-927	70	32	to	to	ADP
alkej-927	70	33	a	a	DET
alkej-927	70	34	range	range	NOUN
alkej-927	70	35	of	of	ADP
alkej-927	70	36	security	security	NOUN
alkej-927	70	37	attacks	attack	NOUN
alkej-927	70	38	.	.	PUNCT
alkej-927	71	1	this	this	DET
alkej-927	71	2	section	section	NOUN
alkej-927	71	3	presents	present	VERB
alkej-927	71	4	a	a	DET
alkej-927	71	5	review	review	NOUN
alkej-927	71	6	of	of	ADP
alkej-927	71	7	several	several	ADJ
alkej-927	71	8	attack	attack	NOUN
alkej-927	71	9	types	type	NOUN
alkej-927	71	10	and	and	CCONJ
alkej-927	71	11	vectors	vector	NOUN
alkej-927	71	12	.	.	PUNCT
alkej-927	72	1	3.1	3.1	NUM
alkej-927	72	2	.	.	PUNCT
alkej-927	73	1	sdn	sdn	PROPN
alkej-927	73	2	attack	attack	NOUN
alkej-927	73	3	vectors	vector	NOUN
alkej-927	73	4	various	various	ADJ
alkej-927	73	5	types	type	NOUN
alkej-927	73	6	of	of	ADP
alkej-927	73	7	attacks	attack	NOUN
alkej-927	73	8	can	can	AUX
alkej-927	73	9	inevitably	inevitably	ADV
alkej-927	73	10	exploit	exploit	VERB
alkej-927	73	11	vulnerabilities	vulnerability	NOUN
alkej-927	73	12	present	present	ADJ
alkej-927	73	13	in	in	ADP
alkej-927	73	14	all	all	DET
alkej-927	73	15	layers	layer	NOUN
alkej-927	73	16	of	of	ADP
alkej-927	73	17	an	an	DET
alkej-927	73	18	sdn	sdn	NOUN
alkej-927	73	19	[	[	X
alkej-927	73	20	16	16	NUM
alkej-927	73	21	]	]	PUNCT
alkej-927	73	22	.	.	PUNCT
alkej-927	74	1	certain	certain	ADJ
alkej-927	74	2	attacks	attack	NOUN
alkej-927	74	3	are	be	AUX
alkej-927	74	4	specifically	specifically	ADV
alkej-927	74	5	targeted	target	VERB
alkej-927	74	6	at	at	ADP
alkej-927	74	7	sdn	sdn	PROPN
alkej-927	74	8	.	.	PUNCT
alkej-927	75	1	these	these	DET
alkej-927	75	2	attacks	attack	NOUN
alkej-927	75	3	have	have	VERB
alkej-927	75	4	the	the	DET
alkej-927	75	5	potential	potential	NOUN
alkej-927	75	6	to	to	PART
alkej-927	75	7	manifest	manifest	VERB
alkej-927	75	8	within	within	ADP
alkej-927	75	9	the	the	DET
alkej-927	75	10	sdn	sdn	NOUN
alkej-927	75	11	controller	controller	NOUN
alkej-927	75	12	itself	itself	PRON
alkej-927	75	13	or	or	CCONJ
alkej-927	75	14	via	via	ADP
alkej-927	75	15	the	the	DET
alkej-927	75	16	communication	communication	NOUN
alkej-927	75	17	routes	route	NOUN
alkej-927	75	18	connecting	connect	VERB
alkej-927	75	19	control	control	NOUN
alkej-927	75	20	and	and	CCONJ
alkej-927	75	21	data	datum	NOUN
alkej-927	75	22	plane	plane	NOUN
alkej-927	75	23	devices	device	NOUN
alkej-927	75	24	.	.	PUNCT
alkej-927	76	1	in	in	ADP
alkej-927	76	2	addition	addition	NOUN
alkej-927	76	3	,	,	PUNCT
alkej-927	76	4	additional	additional	ADJ
alkej-927	76	5	breaches	breach	NOUN
alkej-927	76	6	are	be	AUX
alkej-927	76	7	common	common	ADJ
alkej-927	76	8	in	in	ADP
alkej-927	76	9	sdn	sdn	NOUN
alkej-927	76	10	standards	standard	NOUN
alkej-927	76	11	and	and	CCONJ
alkej-927	76	12	traditional	traditional	ADJ
alkej-927	76	13	networks	network	NOUN
alkej-927	76	14	.	.	PUNCT
alkej-927	77	1	the	the	DET
alkej-927	77	2	perpetrator	perpetrator	NOUN
alkej-927	77	3	must	must	AUX
alkej-927	77	4	increase	increase	VERB
alkej-927	77	5	their	their	PRON
alkej-927	77	6	privileges	privilege	NOUN
alkej-927	77	7	or	or	CCONJ
alkej-927	77	8	utilise	utilise	VERB
alkej-927	77	9	the	the	DET
alkej-927	77	10	compromised	compromised	ADJ
alkej-927	77	11	workstation	workstation	NOUN
alkej-927	77	12	to	to	PART
alkej-927	77	13	initiate	initiate	VERB
alkej-927	77	14	subsequent	subsequent	ADJ
alkej-927	77	15	attacks	attack	NOUN
alkej-927	77	16	on	on	ADP
alkej-927	77	17	various	various	ADJ
alkej-927	77	18	devices	device	NOUN
alkej-927	77	19	or	or	CCONJ
alkej-927	77	20	subnets	subnet	NOUN
alkej-927	77	21	[	[	X
alkej-927	77	22	17	17	NUM
alkej-927	77	23	]	]	PUNCT
alkej-927	77	24	.	.	PUNCT
alkej-927	78	1	table	table	NOUN
alkej-927	78	2	1	1	NUM
alkej-927	78	3	.	.	PUNCT
alkej-927	78	4	comprehensive	comprehensive	ADJ
alkej-927	78	5	overview	overview	NOUN
alkej-927	78	6	of	of	ADP
alkej-927	78	7	ids	id	NOUN
alkej-927	78	8	datasets	dataset	NOUN
alkej-927	78	9	.	.	PUNCT
alkej-927	79	1	dataset	dataset	ADJ
alkej-927	79	2	year	year	NOUN
alkej-927	79	3	attribute	attribute	NOUN
alkej-927	79	4	environment	environment	NOUN
alkej-927	79	5	attacks	attack	NOUN
alkej-927	79	6	types	type	NOUN
alkej-927	79	7	iot[6]-bot	iot[6]-bot	ADV
alkej-927	79	8	2018	2018	NUM
alkej-927	79	9	42	42	NUM
alkej-927	79	10	iot	iot	NOUN
alkej-927	79	11	network	network	NOUN
alkej-927	79	12	dos	dos	PROPN
alkej-927	79	13	,	,	PUNCT
alkej-927	79	14	ddos	ddo	NOUN
alkej-927	79	15	,	,	PUNCT
alkej-927	79	16	theft	theft	NOUN
alkej-927	79	17	,	,	PUNCT
alkej-927	79	18	and	and	CCONJ
alkej-927	79	19	reconnaissance	reconnaissance	NOUN
alkej-927	79	20	in	in	ADP
alkej-927	79	21	addition	addition	NOUN
alkej-927	79	22	to	to	ADP
alkej-927	79	23	normal	normal	ADJ
alkej-927	79	24	traffic	traffic	NOUN
alkej-927	79	25	data	datum	NOUN
alkej-927	79	26	.	.	PUNCT
alkej-927	80	1	iot[7]-sdn	iot[7]-sdn	NOUN
alkej-927	80	2	2020	2020	NUM
alkej-927	80	3	33	33	NUM
alkej-927	80	4	based	base	VERB
alkej-927	80	5	iot	iot	PROPN
alkej-927	80	6	-	-	PUNCT
alkej-927	80	7	sdn	sdn	NOUN
alkej-927	80	8	ddos	ddo	NOUN
alkej-927	80	9	,	,	PUNCT
alkej-927	80	10	dos	do	NOUN
alkej-927	80	11	,	,	PUNCT
alkej-927	80	12	os	os	NOUN
alkej-927	80	13	fingerprinting	fingerprinting	NOUN
alkej-927	80	14	,	,	PUNCT
alkej-927	80	15	port	port	NOUN
alkej-927	80	16	scanning	scanning	NOUN
alkej-927	80	17	and	and	CCONJ
alkej-927	80	18	fuzzing	fuzze	VERB
alkej-927	80	19	insdn[8	insdn[8	PROPN
alkej-927	80	20	]	]	PUNCT
alkej-927	80	21	2020	2020	NUM
alkej-927	80	22	83	83	NUM
alkej-927	80	23	sdn	sdn	PROPN
alkej-927	80	24	network	network	NOUN
alkej-927	80	25	botnet	botnet	NOUN
alkej-927	80	26	,	,	PUNCT
alkej-927	80	27	dos	do	NOUN
alkej-927	80	28	,	,	PUNCT
alkej-927	80	29	ddos	ddo	NOUN
alkej-927	80	30	,	,	PUNCT
alkej-927	80	31	brute	brute	ADJ
alkej-927	80	32	-	-	PUNCT
alkej-927	80	33	forcing	forcing	ADJ
alkej-927	80	34	,	,	PUNCT
alkej-927	80	35	probe	probe	NOUN
alkej-927	80	36	,	,	PUNCT
alkej-927	80	37	web	web	NOUN
alkej-927	80	38	attacks	attack	NOUN
alkej-927	80	39	,	,	PUNCT
alkej-927	80	40	exploitation	exploitation	NOUN
alkej-927	80	41	using	use	VERB
alkej-927	80	42	various	various	ADJ
alkej-927	80	43	tools	tool	NOUN
alkej-927	80	44	(	(	PUNCT
alkej-927	80	45	ares	are	NOUN
alkej-927	80	46	,	,	PUNCT
alkej-927	80	47	slowhttptest	slowhttptest	NOUN
alkej-927	80	48	,	,	PUNCT
alkej-927	80	49	loic	loic	ADJ
alkej-927	80	50	,	,	PUNCT
alkej-927	80	51	hulk	hulk	NOUN
alkej-927	80	52	,	,	PUNCT
alkej-927	80	53	nping	nping	PROPN
alkej-927	80	54	,	,	PUNCT
alkej-927	80	55	torshammer	torshammer	NOUN
alkej-927	80	56	,	,	PUNCT
alkej-927	80	57	metasploit	metasploit	NOUN
alkej-927	80	58	,	,	PUNCT
alkej-927	80	59	sqlmap	sqlmap	NOUN
alkej-927	80	60	,	,	PUNCT
alkej-927	80	61	hping3	hping3	PROPN
alkej-927	80	62	,	,	PUNCT
alkej-927	80	63	hydra	hydra	PROPN
alkej-927	80	64	,	,	PUNCT
alkej-927	80	65	burp	burp	NOUN
alkej-927	80	66	suite	suite	NOUN
alkej-927	80	67	,	,	PUNCT
alkej-927	80	68	nmap	nmap	NUM
alkej-927	80	69	)	)	PUNCT
alkej-927	80	70	.	.	PUNCT
alkej-927	81	1	sdn[9]-ddos	sdn[9]-ddo	NOUN
alkej-927	81	2	2021	2021	NUM
alkej-927	81	3	16	16	NUM
alkej-927	81	4	sdn	sdn	PROPN
alkej-927	81	5	network	network	NOUN
alkej-927	81	6	ddos	ddo	NOUN
alkej-927	81	7	iot[10]-ton	iot[10]-ton	NOUN
alkej-927	81	8	2021	2021	NUM
alkej-927	81	9	44	44	NUM
alkej-927	81	10	iot	iot	NOUN
alkej-927	81	11	network	network	NOUN
alkej-927	81	12	ddos	ddo	NOUN
alkej-927	81	13	,	,	PUNCT
alkej-927	81	14	cross	cross	ADJ
alkej-927	81	15	-	-	ADJ
alkej-927	81	16	site	site	ADJ
alkej-927	81	17	scripting	scripting	NOUN
alkej-927	81	18	,	,	PUNCT
alkej-927	81	19	ransomware	ransomware	NOUN
alkej-927	81	20	,	,	PUNCT
alkej-927	81	21	injection	injection	NOUN
alkej-927	81	22	,	,	PUNCT
alkej-927	81	23	and	and	CCONJ
alkej-927	81	24	backdoor	backdoor	NOUN
alkej-927	81	25	in	in	ADP
alkej-927	81	26	addition	addition	NOUN
alkej-927	81	27	to	to	ADP
alkej-927	81	28	normal	normal	ADJ
alkej-927	81	29	traffic	traffic	NOUN
alkej-927	81	30	data	datum	NOUN
alkej-927	81	31	using	use	VERB
alkej-927	81	32	node	node	NOUN
alkej-927	81	33	-	-	PUNCT
alkej-927	81	34	red	red	NOUN
alkej-927	81	35	.	.	PUNCT
alkej-927	81	36	proposed	propose	VERB
alkej-927	81	37	dataset	dataset	NOUN
alkej-927	81	38	2023	2023	NUM
alkej-927	81	39	84	84	NUM
alkej-927	81	40	based	base	VERB
alkej-927	81	41	iot	iot	ADJ
alkej-927	81	42	-	-	PUNCT
alkej-927	81	43	sdn	sdn	NOUN
alkej-927	81	44	botnet	botnet	NOUN
alkej-927	81	45	,	,	PUNCT
alkej-927	81	46	brute	brute	ADJ
alkej-927	81	47	-	-	PUNCT
alkej-927	81	48	force	force	NOUN
alkej-927	81	49	,	,	PUNCT
alkej-927	81	50	dos	do	NOUN
alkej-927	81	51	,	,	PUNCT
alkej-927	81	52	ddos	ddo	NOUN
alkej-927	81	53	(	(	PUNCT
alkej-927	81	54	icmp	icmp	PROPN
alkej-927	81	55	,	,	PUNCT
alkej-927	81	56	syn	syn	PROPN
alkej-927	81	57	,	,	PUNCT
alkej-927	81	58	udp	udp	PROPN
alkej-927	81	59	)	)	PUNCT
alkej-927	81	60	,	,	PUNCT
alkej-927	81	61	exploitation	exploitation	NOUN
alkej-927	81	62	,	,	PUNCT
alkej-927	81	63	malware	malware	NOUN
alkej-927	81	64	,	,	PUNCT
alkej-927	81	65	mirai	mirai	PROPN
alkej-927	81	66	,	,	PUNCT
alkej-927	81	67	probe	probe	NOUN
alkej-927	81	68	,	,	PUNCT
alkej-927	81	69	r2l	r2l	NOUN
alkej-927	81	70	,	,	PUNCT
alkej-927	81	71	ur2	ur2	NOUN
alkej-927	81	72	,	,	PUNCT
alkej-927	81	73	web	web	NOUN
alkej-927	81	74	-	-	PUNCT
alkej-927	81	75	based	base	VERB
alkej-927	81	76	,	,	PUNCT
alkej-927	81	77	spoofing	spoofing	NOUN
alkej-927	81	78	,	,	PUNCT
alkej-927	81	79	recon	recon	NOUN
alkej-927	81	80	using	use	VERB
alkej-927	81	81	various	various	ADJ
alkej-927	81	82	tools	tool	NOUN
alkej-927	81	83	in	in	ADP
alkej-927	81	84	addition	addition	NOUN
alkej-927	81	85	to	to	ADP
alkej-927	81	86	normal	normal	ADJ
alkej-927	81	87	traffic	traffic	NOUN
alkej-927	81	88	data	datum	NOUN
alkej-927	81	89	.	.	PUNCT
alkej-927	82	1	different	different	ADJ
alkej-927	82	2	mitigation	mitigation	NOUN
alkej-927	82	3	strategies	strategy	NOUN
alkej-927	82	4	must	must	AUX
alkej-927	82	5	be	be	AUX
alkej-927	82	6	employed	employ	VERB
alkej-927	82	7	to	to	PART
alkej-927	82	8	address	address	VERB
alkej-927	82	9	these	these	DET
alkej-927	82	10	challenges	challenge	NOUN
alkej-927	82	11	.	.	PUNCT
alkej-927	83	1	the	the	DET
alkej-927	83	2	primary	primary	ADJ
alkej-927	83	3	forms	form	NOUN
alkej-927	83	4	of	of	ADP
alkej-927	83	5	attacks	attack	NOUN
alkej-927	83	6	that	that	PRON
alkej-927	83	7	target	target	VERB
alkej-927	83	8	sdns	sdns	NOUN
alkej-927	83	9	can	can	AUX
alkej-927	83	10	be	be	AUX
alkej-927	83	11	categorised	categorise	VERB
alkej-927	83	12	into	into	ADP
alkej-927	83	13	four	four	NUM
alkej-927	83	14	distinct	distinct	ADJ
alkej-927	83	15	types	type	NOUN
alkej-927	83	16	(	(	PUNCT
alkej-927	83	17	fig	fig	NOUN
alkej-927	83	18	.	.	PUNCT
alkej-927	84	1	1.a	1.a	NUM
alkej-927	84	2	)	)	PUNCT
alkej-927	84	3	.	.	PUNCT
alkej-927	85	1	data	datum	NOUN
alkej-927	85	2	plane	plane	NOUN
alkej-927	85	3	:	:	PUNCT
alkej-927	85	4	intruders	intruder	NOUN
alkej-927	85	5	may	may	AUX
alkej-927	85	6	target	target	VERB
alkej-927	85	7	the	the	DET
alkej-927	85	8	network	network	NOUN
alkej-927	85	9	elements	element	VERB
alkej-927	85	10	themselves	themselves	PRON
alkej-927	85	11	with	with	ADP
alkej-927	85	12	the	the	DET
alkej-927	85	13	ability	ability	NOUN
alkej-927	85	14	to	to	PART
alkej-927	85	15	obtain	obtain	VERB
alkej-927	85	16	illegal	illegal	ADJ
alkej-927	85	17	entry	entry	NOUN
alkej-927	85	18	into	into	ADP
alkej-927	85	19	susceptible	susceptible	ADJ
alkej-927	85	20	hosts	host	NOUN
alkej-927	85	21	within	within	ADP
alkej-927	85	22	a	a	DET
alkej-927	85	23	system	system	NOUN
alkej-927	85	24	.	.	PUNCT
alkej-927	86	1	control	control	NOUN
alkej-927	86	2	plane	plane	PROPN
alkej-927	86	3	:	:	PUNCT
alkej-927	86	4	the	the	DET
alkej-927	86	5	act	act	NOUN
alkej-927	86	6	of	of	ADP
alkej-927	86	7	executing	execute	VERB
alkej-927	86	8	a	a	DET
alkej-927	86	9	flooding	flooding	NOUN
alkej-927	86	10	attack	attack	NOUN
alkej-927	86	11	by	by	ADP
alkej-927	86	12	using	use	VERB
alkej-927	86	13	fake	fake	ADJ
alkej-927	86	14	sources	source	NOUN
alkej-927	86	15	has	have	VERB
alkej-927	86	16	the	the	DET
alkej-927	86	17	potential	potential	NOUN
alkej-927	86	18	to	to	PART
alkej-927	86	19	induce	induce	VERB
alkej-927	86	20	congestion	congestion	NOUN
alkej-927	86	21	inside	inside	ADP
alkej-927	86	22	the	the	DET
alkej-927	86	23	channel	channel	NOUN
alkej-927	86	24	links	link	NOUN
alkej-927	86	25	.	.	PUNCT
alkej-927	87	1	consequently	consequently	ADV
alkej-927	87	2	,	,	PUNCT
alkej-927	87	3	the	the	DET
alkej-927	87	4	disruption	disruption	NOUN
alkej-927	87	5	of	of	ADP
alkej-927	87	6	communication	communication	NOUN
alkej-927	87	7	between	between	ADP
alkej-927	87	8	the	the	DET
alkej-927	87	9	sdn	sdn	NOUN
alkej-927	87	10	controller	controller	NOUN
alkej-927	87	11	and	and	CCONJ
alkej-927	87	12	the	the	DET
alkej-927	87	13	data	datum	NOUN
alkej-927	87	14	plane	plane	NOUN
alkej-927	87	15	components	component	NOUN
alkej-927	87	16	could	could	AUX
alkej-927	87	17	isolate	isolate	VERB
alkej-927	87	18	the	the	DET
alkej-927	87	19	sdn	sdn	NOUN
alkej-927	87	20	controller	controller	NOUN
alkej-927	87	21	from	from	ADP
alkej-927	87	22	the	the	DET
alkej-927	87	23	remaining	remain	VERB
alkej-927	87	24	network	network	NOUN
alkej-927	87	25	elements	element	NOUN
alkej-927	87	26	.	.	PUNCT
alkej-927	88	1	in	in	ADP
alkej-927	88	2	addition	addition	NOUN
alkej-927	88	3	,	,	PUNCT
alkej-927	88	4	the	the	DET
alkej-927	88	5	attacker	attacker	NOUN
alkej-927	88	6	can	can	AUX
alkej-927	88	7	manipulate	manipulate	VERB
alkej-927	88	8	the	the	DET
alkej-927	88	9	trust	trust	NOUN
alkej-927	88	10	that	that	PRON
alkej-927	88	11	is	be	AUX
alkej-927	88	12	formed	form	VERB
alkej-927	88	13	heba	heba	PROPN
alkej-927	88	14	dhirar	dhirar	PROPN
alkej-927	88	15	al	al	PROPN
alkej-927	88	16	-	-	PUNCT
alkej-927	88	17	khwarizmi	khwarizmi	PROPN
alkej-927	88	18	engineering	engineering	NOUN
alkej-927	88	19	journal	journal	PROPN
alkej-927	88	20	,	,	PUNCT
alkej-927	88	21	vol	vol	NOUN
alkej-927	88	22	.	.	PROPN
alkej-927	88	23	21	21	NUM
alkej-927	88	24	,	,	PUNCT
alkej-927	88	25	no.3	no.3	VERB
alkej-927	88	26	,	,	PUNCT
alkej-927	88	27	pp	pp	ADJ
alkej-927	88	28	.	.	PUNCT
alkej-927	89	1	3547	3547	NUM
alkej-927	89	2	(	(	PUNCT
alkej-927	89	3	2025	2025	NUM
alkej-927	89	4	)	)	PUNCT
alkej-927	89	5	38	38	NUM
alkej-927	89	6	between	between	ADP
alkej-927	89	7	openflow	openflow	ADJ
alkej-927	89	8	switches	switch	NOUN
alkej-927	89	9	with	with	ADP
alkej-927	89	10	the	the	DET
alkej-927	89	11	controller	controller	NOUN
alkej-927	89	12	to	to	PART
alkej-927	89	13	execute	execute	VERB
alkej-927	89	14	a	a	DET
alkej-927	89	15	man	man	NOUN
alkej-927	89	16	-	-	PUNCT
alkej-927	89	17	in	in	ADP
alkej-927	89	18	-	-	PUNCT
alkej-927	89	19	the	the	DET
alkej-927	89	20	-	-	PUNCT
alkej-927	89	21	middle	middle	ADJ
alkej-927	89	22	attack	attack	NOUN
alkej-927	89	23	,	,	PUNCT
alkej-927	89	24	intercept	intercept	VERB
alkej-927	89	25	valuable	valuable	ADJ
alkej-927	89	26	data	datum	NOUN
alkej-927	89	27	or	or	CCONJ
alkej-927	89	28	obtain	obtain	VERB
alkej-927	89	29	complete	complete	ADJ
alkej-927	89	30	control	control	NOUN
alkej-927	89	31	over	over	ADP
alkej-927	89	32	the	the	DET
alkej-927	89	33	controller	controller	NOUN
alkej-927	89	34	level	level	NOUN
alkej-927	89	35	[	[	X
alkej-927	89	36	18	18	NUM
alkej-927	89	37	]	]	PUNCT
alkej-927	89	38	.	.	PUNCT
alkej-927	90	1	application	application	NOUN
alkej-927	90	2	layer	layer	NOUN
alkej-927	90	3	:	:	PUNCT
alkej-927	90	4	the	the	DET
alkej-927	90	5	potential	potential	ADJ
alkej-927	90	6	adversary	adversary	NOUN
alkej-927	90	7	can	can	AUX
alkej-927	90	8	execute	execute	VERB
alkej-927	90	9	a	a	DET
alkej-927	90	10	harmful	harmful	ADJ
alkej-927	90	11	software	software	NOUN
alkej-927	90	12	programme	programme	NOUN
alkej-927	90	13	to	to	PART
alkej-927	90	14	breach	breach	VERB
alkej-927	90	15	the	the	DET
alkej-927	90	16	established	establish	VERB
alkej-927	90	17	security	security	NOUN
alkej-927	90	18	protocols	protocol	NOUN
alkej-927	90	19	or	or	CCONJ
alkej-927	90	20	bypass	bypass	VERB
alkej-927	90	21	the	the	DET
alkej-927	90	22	firewall	firewall	NOUN
alkej-927	90	23	and	and	CCONJ
alkej-927	90	24	ids	id	NOUN
alkej-927	90	25	applications	application	NOUN
alkej-927	90	26	.	.	PUNCT
alkej-927	91	1	attacks	attack	NOUN
alkej-927	91	2	on	on	ADP
alkej-927	91	3	the	the	DET
alkej-927	91	4	control	control	NOUN
alkej-927	91	5	plane	plane	NOUN
alkej-927	91	6	are	be	AUX
alkej-927	91	7	reportedly	reportedly	ADV
alkej-927	91	8	exclusive	exclusive	ADJ
alkej-927	91	9	to	to	PART
alkej-927	91	10	sdns	sdns	VERB
alkej-927	91	11	,	,	PUNCT
alkej-927	91	12	arising	arise	VERB
alkej-927	91	13	from	from	ADP
alkej-927	91	14	the	the	DET
alkej-927	91	15	separation	separation	NOUN
alkej-927	91	16	of	of	ADP
alkej-927	91	17	the	the	DET
alkej-927	91	18	data	datum	NOUN
alkej-927	91	19	and	and	CCONJ
alkej-927	91	20	the	the	DET
alkej-927	91	21	control	control	NOUN
alkej-927	91	22	plane	plane	NOUN
alkej-927	91	23	,	,	PUNCT
alkej-927	91	24	although	although	SCONJ
alkej-927	91	25	attacks	attack	NOUN
alkej-927	91	26	on	on	ADP
alkej-927	91	27	data	datum	NOUN
alkej-927	91	28	and	and	CCONJ
alkej-927	91	29	application	application	NOUN
alkej-927	91	30	planes	plane	NOUN
alkej-927	91	31	are	be	AUX
alkej-927	91	32	prevalent	prevalent	ADJ
alkej-927	91	33	across	across	ADP
alkej-927	91	34	sdn	sdn	NOUN
alkej-927	91	35	and	and	CCONJ
alkej-927	91	36	traditional	traditional	ADJ
alkej-927	91	37	networks	network	NOUN
alkej-927	91	38	.	.	PUNCT
alkej-927	92	1	3.2	3.2	NUM
alkej-927	92	2	.	.	PUNCT
alkej-927	93	1	iot	iot	PROPN
alkej-927	93	2	attack	attack	NOUN
alkej-927	93	3	vectors	vector	VERB
alkej-927	93	4	the	the	DET
alkej-927	93	5	open	open	ADJ
alkej-927	93	6	web	web	NOUN
alkej-927	93	7	application	application	NOUN
alkej-927	93	8	security	security	NOUN
alkej-927	93	9	project	project	NOUN
alkej-927	93	10	[	[	X
alkej-927	93	11	19	19	NUM
alkej-927	93	12	]	]	PUNCT
alkej-927	93	13	released	release	VERB
alkej-927	93	14	an	an	DET
alkej-927	93	15	extensive	extensive	ADJ
alkej-927	93	16	preliminary	preliminary	ADJ
alkej-927	93	17	document	document	NOUN
alkej-927	93	18	outlining	outline	VERB
alkej-927	93	19	the	the	DET
alkej-927	93	20	attack	attack	NOUN
alkej-927	93	21	surfaces	surface	NOUN
alkej-927	93	22	of	of	ADP
alkej-927	93	23	iot	iot	NOUN
alkej-927	93	24	devices	device	NOUN
alkej-927	93	25	.	.	PUNCT
alkej-927	94	1	these	these	DET
alkej-927	94	2	attack	attack	NOUN
alkej-927	94	3	surfaces	surface	NOUN
alkej-927	94	4	refer	refer	VERB
alkej-927	94	5	to	to	ADP
alkej-927	94	6	the	the	DET
alkej-927	94	7	specific	specific	ADJ
alkej-927	94	8	places	place	NOUN
alkej-927	94	9	within	within	ADP
alkej-927	94	10	iot	iot	ADJ
alkej-927	94	11	systems	system	NOUN
alkej-927	94	12	and	and	CCONJ
alkej-927	94	13	applications	application	NOUN
alkej-927	94	14	that	that	PRON
alkej-927	94	15	are	be	AUX
alkej-927	94	16	susceptible	susceptible	ADJ
alkej-927	94	17	to	to	ADP
alkej-927	94	18	vulnerabilities	vulnerability	NOUN
alkej-927	94	19	and	and	CCONJ
alkej-927	94	20	potential	potential	ADJ
alkej-927	94	21	security	security	NOUN
alkej-927	94	22	risks	risk	NOUN
alkej-927	94	23	and	and	CCONJ
alkej-927	94	24	can	can	AUX
alkej-927	94	25	be	be	AUX
alkej-927	94	26	categorised	categorise	VERB
alkej-927	94	27	into	into	ADP
alkej-927	94	28	three	three	NUM
alkej-927	94	29	distinct	distinct	ADJ
alkej-927	94	30	types	type	NOUN
alkej-927	94	31	(	(	PUNCT
alkej-927	94	32	fig	fig	NOUN
alkej-927	94	33	.	.	PUNCT
alkej-927	95	1	1.b	1.b	NUM
alkej-927	95	2	)	)	PUNCT
alkej-927	95	3	.	.	PUNCT
alkej-927	96	1	devices	device	NOUN
alkej-927	96	2	:	:	PUNCT
alkej-927	96	3	these	these	DET
alkej-927	96	4	tools	tool	NOUN
alkej-927	96	5	serve	serve	VERB
alkej-927	96	6	as	as	SCONJ
alkej-927	96	7	the	the	DET
alkej-927	96	8	principal	principal	NOUN
alkej-927	96	9	means	mean	VERB
alkej-927	96	10	by	by	ADP
alkej-927	96	11	which	which	PRON
alkej-927	96	12	attacks	attack	NOUN
alkej-927	96	13	can	can	AUX
alkej-927	96	14	be	be	AUX
alkej-927	96	15	established	establish	VERB
alkej-927	96	16	.	.	PUNCT
alkej-927	97	1	the	the	DET
alkej-927	97	2	primary	primary	ADJ
alkej-927	97	3	components	component	NOUN
alkej-927	97	4	of	of	ADP
alkej-927	97	5	the	the	DET
alkej-927	97	6	device	device	NOUN
alkej-927	97	7	,	,	PUNCT
alkej-927	97	8	including	include	VERB
alkej-927	97	9	firmware	firmware	NOUN
alkej-927	97	10	,	,	PUNCT
alkej-927	97	11	memory	memory	NOUN
alkej-927	97	12	,	,	PUNCT
alkej-927	97	13	a	a	DET
alkej-927	97	14	web	web	NOUN
alkej-927	97	15	interface	interface	NOUN
alkej-927	97	16	,	,	PUNCT
alkej-927	97	17	network	network	NOUN
alkej-927	97	18	surfaces	surface	NOUN
alkej-927	97	19	and	and	CCONJ
alkej-927	97	20	a	a	DET
alkej-927	97	21	physical	physical	ADJ
alkej-927	97	22	interface	interface	NOUN
alkej-927	97	23	,	,	PUNCT
alkej-927	97	24	exhibit	exhibit	NOUN
alkej-927	97	25	vulnerabilities	vulnerability	NOUN
alkej-927	97	26	.	.	PUNCT
alkej-927	98	1	the	the	DET
alkej-927	98	2	attackers	attacker	NOUN
alkej-927	98	3	can	can	AUX
alkej-927	98	4	exploit	exploit	VERB
alkej-927	98	5	the	the	DET
alkej-927	98	6	default	default	NOUN
alkej-927	98	7	configuration	configuration	NOUN
alkej-927	98	8	,	,	PUNCT
alkej-927	98	9	vulnerable	vulnerable	ADJ
alkej-927	98	10	update	update	NOUN
alkej-927	98	11	mechanisms	mechanism	NOUN
alkej-927	98	12	and	and	CCONJ
alkej-927	98	13	outdated	outdated	ADJ
alkej-927	98	14	components	component	NOUN
alkej-927	98	15	.	.	PUNCT
alkej-927	99	1	the	the	DET
alkej-927	99	2	attackers	attacker	NOUN
alkej-927	99	3	can	can	AUX
alkej-927	99	4	exploit	exploit	VERB
alkej-927	99	5	the	the	DET
alkej-927	99	6	default	default	NOUN
alkej-927	99	7	configuration	configuration	NOUN
alkej-927	99	8	,	,	PUNCT
alkej-927	99	9	vulnerable	vulnerable	ADJ
alkej-927	99	10	update	update	NOUN
alkej-927	99	11	mechanisms	mechanism	NOUN
alkej-927	99	12	and	and	CCONJ
alkej-927	99	13	outdated	outdated	ADJ
alkej-927	99	14	components	component	NOUN
alkej-927	99	15	.	.	PUNCT
alkej-927	100	1	communication	communication	NOUN
alkej-927	100	2	:	:	PUNCT
alkej-927	100	3	the	the	DET
alkej-927	100	4	security	security	NOUN
alkej-927	100	5	of	of	ADP
alkej-927	100	6	communication	communication	NOUN
alkej-927	100	7	channels	channel	NOUN
alkej-927	100	8	is	be	AUX
alkej-927	100	9	a	a	DET
alkej-927	100	10	subject	subject	NOUN
alkej-927	100	11	of	of	ADP
alkej-927	100	12	concern	concern	NOUN
alkej-927	100	13	.	.	PUNCT
alkej-927	101	1	the	the	DET
alkej-927	101	2	channel	channel	NOUN
alkej-927	101	3	serves	serve	VERB
alkej-927	101	4	as	as	ADP
alkej-927	101	5	a	a	DET
alkej-927	101	6	means	means	NOUN
alkej-927	101	7	of	of	ADP
alkej-927	101	8	connecting	connect	VERB
alkej-927	101	9	iot	iot	NOUN
alkej-927	101	10	devices	device	NOUN
alkej-927	101	11	with	with	ADP
alkej-927	101	12	the	the	DET
alkej-927	101	13	external	external	ADJ
alkej-927	101	14	environment	environment	NOUN
alkej-927	101	15	.	.	PUNCT
alkej-927	102	1	the	the	DET
alkej-927	102	2	communication	communication	NOUN
alkej-927	102	3	protocol	protocol	NOUN
alkej-927	102	4	utilised	utilise	VERB
alkej-927	102	5	in	in	ADP
alkej-927	102	6	iot	iot	PROPN
alkej-927	102	7	networks	network	NOUN
alkej-927	102	8	has	have	VERB
alkej-927	102	9	security	security	NOUN
alkej-927	102	10	vulnerabilities	vulnerability	NOUN
alkej-927	102	11	that	that	PRON
alkej-927	102	12	have	have	VERB
alkej-927	102	13	the	the	DET
alkej-927	102	14	potential	potential	NOUN
alkej-927	102	15	to	to	PART
alkej-927	102	16	impact	impact	VERB
alkej-927	102	17	the	the	DET
alkej-927	102	18	overall	overall	ADJ
alkej-927	102	19	system	system	NOUN
alkej-927	102	20	.	.	PUNCT
alkej-927	103	1	application	application	NOUN
alkej-927	103	2	software	software	NOUN
alkej-927	103	3	:	:	PUNCT
alkej-927	103	4	this	this	PRON
alkej-927	103	5	poses	pose	VERB
alkej-927	103	6	a	a	DET
alkej-927	103	7	significant	significant	ADJ
alkej-927	103	8	threat	threat	NOUN
alkej-927	103	9	to	to	ADP
alkej-927	103	10	the	the	DET
alkej-927	103	11	security	security	NOUN
alkej-927	103	12	of	of	ADP
alkej-927	103	13	online	online	ADJ
alkej-927	103	14	software	software	NOUN
alkej-927	103	15	and	and	CCONJ
alkej-927	103	16	apps	app	NOUN
alkej-927	103	17	utilised	utilise	VERB
alkej-927	103	18	on	on	ADP
alkej-927	103	19	iot	iot	ADJ
alkej-927	103	20	devices	device	NOUN
alkej-927	103	21	.	.	PUNCT
alkej-927	104	1	these	these	DET
alkej-927	104	2	vulnerabilities	vulnerability	NOUN
alkej-927	104	3	can	can	AUX
alkej-927	104	4	lead	lead	VERB
alkej-927	104	5	to	to	ADP
alkej-927	104	6	system	system	NOUN
alkej-927	104	7	compromise	compromise	NOUN
alkej-927	104	8	.	.	PUNCT
alkej-927	105	1	the	the	DET
alkej-927	105	2	online	online	ADJ
alkej-927	105	3	application	application	NOUN
alkej-927	105	4	can	can	AUX
alkej-927	105	5	illegally	illegally	ADV
alkej-927	105	6	acquire	acquire	VERB
alkej-927	105	7	user	user	NOUN
alkej-927	105	8	data	datum	NOUN
alkej-927	105	9	and	and	CCONJ
alkej-927	105	10	introduce	introduce	VERB
alkej-927	105	11	harmful	harmful	ADJ
alkej-927	105	12	upgrades	upgrade	NOUN
alkej-927	105	13	into	into	ADP
alkej-927	105	14	the	the	DET
alkej-927	105	15	system	system	NOUN
alkej-927	105	16	.	.	PUNCT
alkej-927	106	1	fig	fig	NOUN
alkej-927	106	2	.	.	PUNCT
alkej-927	107	1	1	1	X
alkej-927	107	2	.	.	X
alkej-927	107	3	a	a	X
alkej-927	107	4	)	)	PUNCT
alkej-927	107	5	sdn	sdn	PROPN
alkej-927	107	6	attack	attack	NOUN
alkej-927	107	7	vectors	vector	NOUN
alkej-927	107	8	,	,	PUNCT
alkej-927	107	9	b	b	X
alkej-927	107	10	)	)	PUNCT
alkej-927	107	11	iot	iot	NOUN
alkej-927	107	12	network	network	NOUN
alkej-927	107	13	attack	attack	NOUN
alkej-927	107	14	vectors	vector	NOUN
alkej-927	107	15	.	.	PUNCT
alkej-927	108	1	3.3	3.3	NUM
alkej-927	108	2	.	.	PUNCT
alkej-927	109	1	background	background	NOUN
alkej-927	109	2	attackers	attacker	NOUN
alkej-927	109	3	can	can	AUX
alkej-927	109	4	use	use	VERB
alkej-927	109	5	numerous	numerous	ADJ
alkej-927	109	6	methods	method	NOUN
alkej-927	109	7	to	to	PART
alkej-927	109	8	breach	breach	VERB
alkej-927	109	9	it	it	PRON
alkej-927	109	10	systems	system	NOUN
alkej-927	109	11	,	,	PUNCT
alkej-927	109	12	and	and	CCONJ
alkej-927	109	13	the	the	DET
alkej-927	109	14	majority	majority	NOUN
alkej-927	109	15	of	of	ADP
alkej-927	109	16	cyber	cyber	NOUN
alkej-927	109	17	-	-	PUNCT
alkej-927	109	18	attacks	attack	NOUN
alkej-927	109	19	employ	employ	VERB
alkej-927	109	20	similar	similar	ADJ
alkej-927	109	21	strategies	strategy	NOUN
alkej-927	109	22	.	.	PUNCT
alkej-927	110	1	the	the	DET
alkej-927	110	2	most	most	ADV
alkej-927	110	3	common	common	ADJ
alkej-927	110	4	attack	attack	NOUN
alkej-927	110	5	types	type	NOUN
alkej-927	110	6	are	be	AUX
alkej-927	110	7	as	as	SCONJ
alkej-927	110	8	follows	follow	VERB
alkej-927	110	9	:	:	PUNCT
alkej-927	110	10	scanning	scan	VERB
alkej-927	110	11	:	:	PUNCT
alkej-927	110	12	the	the	DET
alkej-927	110	13	initial	initial	ADJ
alkej-927	110	14	phase	phase	NOUN
alkej-927	110	15	of	of	ADP
alkej-927	110	16	an	an	DET
alkej-927	110	17	attack	attack	NOUN
alkej-927	110	18	involves	involve	VERB
alkej-927	110	19	the	the	DET
alkej-927	110	20	process	process	NOUN
alkej-927	110	21	of	of	ADP
alkej-927	110	22	scanning	scanning	NOUN
alkej-927	110	23	,	,	PUNCT
alkej-927	110	24	which	which	PRON
alkej-927	110	25	entails	entail	VERB
alkej-927	110	26	the	the	DET
alkej-927	110	27	collection	collection	NOUN
alkej-927	110	28	of	of	ADP
alkej-927	110	29	information	information	NOUN
alkej-927	110	30	about	about	ADP
alkej-927	110	31	a	a	DET
alkej-927	110	32	target	target	NOUN
alkej-927	110	33	system	system	NOUN
alkej-927	110	34	.	.	PUNCT
alkej-927	111	1	this	this	DET
alkej-927	111	2	feature	feature	NOUN
alkej-927	111	3	includes	include	VERB
alkej-927	111	4	identifying	identify	VERB
alkej-927	111	5	accessible	accessible	ADJ
alkej-927	111	6	ports	port	NOUN
alkej-927	111	7	and	and	CCONJ
alkej-927	111	8	accessible	accessible	ADJ
alkej-927	111	9	services	service	NOUN
alkej-927	111	10	on	on	ADP
alkej-927	111	11	the	the	DET
alkej-927	111	12	target	target	NOUN
alkej-927	111	13	device	device	NOUN
alkej-927	111	14	or	or	CCONJ
alkej-927	111	15	sensor	sensor	NOUN
alkej-927	111	16	.	.	PUNCT
alkej-927	112	1	dos	do	NOUN
alkej-927	112	2	attack	attack	NOUN
alkej-927	112	3	:	:	PUNCT
alkej-927	112	4	the	the	DET
alkej-927	112	5	attacker	attacker	NOUN
alkej-927	112	6	also	also	ADV
alkej-927	112	7	has	have	VERB
alkej-927	112	8	the	the	DET
alkej-927	112	9	potential	potential	NOUN
alkej-927	112	10	to	to	PART
alkej-927	112	11	rapidly	rapidly	ADV
alkej-927	112	12	deplete	deplete	VERB
alkej-927	112	13	the	the	DET
alkej-927	112	14	resources	resource	NOUN
alkej-927	112	15	of	of	ADP
alkej-927	112	16	the	the	DET
alkej-927	112	17	sdn	sdn	NOUN
alkej-927	112	18	controller	controller	NOUN
alkej-927	112	19	by	by	ADP
alkej-927	112	20	overwhelming	overwhelm	VERB
alkej-927	112	21	the	the	DET
alkej-927	112	22	targeted	target	VERB
alkej-927	112	23	system	system	NOUN
alkej-927	112	24	with	with	ADP
alkej-927	112	25	a	a	DET
alkej-927	112	26	substantial	substantial	ADJ
alkej-927	112	27	volume	volume	NOUN
alkej-927	112	28	of	of	ADP
alkej-927	112	29	fake	fake	ADJ
alkej-927	112	30	packets	packet	NOUN
alkej-927	112	31	that	that	PRON
alkej-927	112	32	lack	lack	VERB
alkej-927	112	33	corresponding	corresponding	ADJ
alkej-927	112	34	rules	rule	NOUN
alkej-927	112	35	inside	inside	ADP
alkej-927	112	36	the	the	DET
alkej-927	112	37	flow	flow	NOUN
alkej-927	112	38	tables	table	NOUN
alkej-927	112	39	of	of	ADP
alkej-927	112	40	switches	switch	NOUN
alkej-927	112	41	.	.	PUNCT
alkej-927	113	1	notably	notably	ADV
alkej-927	113	2	,	,	PUNCT
alkej-927	113	3	the	the	DET
alkej-927	113	4	sdn	sdn	NOUN
alkej-927	113	5	controller	controller	NOUN
alkej-927	113	6	serves	serve	VERB
alkej-927	113	7	as	as	ADP
alkej-927	113	8	the	the	DET
alkej-927	113	9	central	central	ADJ
alkej-927	113	10	decision	decision	NOUN
alkej-927	113	11	-	-	PUNCT
alkej-927	113	12	making	make	VERB
alkej-927	113	13	entity	entity	NOUN
alkej-927	113	14	within	within	ADP
alkej-927	113	15	the	the	DET
alkej-927	113	16	sdn	sdn	NOUN
alkej-927	113	17	;	;	PUNCT
alkej-927	113	18	hence	hence	ADV
alkej-927	113	19	,	,	PUNCT
alkej-927	113	20	the	the	DET
alkej-927	113	21	entire	entire	ADJ
alkej-927	113	22	system	system	NOUN
alkej-927	113	23	becomes	become	VERB
alkej-927	113	24	inaccessible	inaccessible	ADJ
alkej-927	113	25	to	to	ADP
alkej-927	113	26	authorised	authorise	VERB
alkej-927	113	27	users	user	NOUN
alkej-927	113	28	.	.	PUNCT
alkej-927	114	1	this	this	DET
alkej-927	114	2	phenomenon	phenomenon	NOUN
alkej-927	114	3	results	result	VERB
alkej-927	114	4	in	in	ADP
alkej-927	114	5	the	the	DET
alkej-927	114	6	transformation	transformation	NOUN
alkej-927	114	7	of	of	ADP
alkej-927	114	8	the	the	DET
alkej-927	114	9	network	network	NOUN
alkej-927	114	10	as	as	ADP
alkej-927	114	11	a	a	DET
alkej-927	114	12	whole	whole	NOUN
alkej-927	114	13	into	into	ADP
alkej-927	114	14	an	an	DET
alkej-927	114	15	entity	entity	NOUN
alkej-927	114	16	lacking	lack	VERB
alkej-927	114	17	cognitive	cognitive	ADJ
alkej-927	114	18	capabilities	capability	NOUN
alkej-927	114	19	.	.	PUNCT
alkej-927	115	1	heba	heba	PROPN
alkej-927	115	2	dhirar	dhirar	PROPN
alkej-927	115	3	al	al	PROPN
alkej-927	115	4	-	-	PUNCT
alkej-927	115	5	khwarizmi	khwarizmi	PROPN
alkej-927	115	6	engineering	engineering	NOUN
alkej-927	115	7	journal	journal	PROPN
alkej-927	115	8	,	,	PUNCT
alkej-927	115	9	vol	vol	NOUN
alkej-927	115	10	.	.	PROPN
alkej-927	115	11	21	21	NUM
alkej-927	115	12	,	,	PUNCT
alkej-927	115	13	no.3	no.3	VERB
alkej-927	115	14	,	,	PUNCT
alkej-927	115	15	pp	pp	ADJ
alkej-927	115	16	.	.	PUNCT
alkej-927	115	17	3547	3547	NUM
alkej-927	115	18	(	(	PUNCT
alkej-927	115	19	2025	2025	NUM
alkej-927	115	20	)	)	PUNCT
alkej-927	115	21	39	39	NUM
alkej-927	115	22	ddos	ddo	NOUN
alkej-927	115	23	attack	attack	NOUN
alkej-927	115	24	:	:	PUNCT
alkej-927	115	25	the	the	DET
alkej-927	115	26	dataset	dataset	NOUN
alkej-927	115	27	comprises	comprise	VERB
alkej-927	115	28	many	many	ADJ
alkej-927	115	29	ddos	ddo	NOUN
alkej-927	115	30	attack	attack	NOUN
alkej-927	115	31	scenarios	scenario	NOUN
alkej-927	115	32	,	,	PUNCT
alkej-927	115	33	including	include	VERB
alkej-927	115	34	udp	udp	NOUN
alkej-927	115	35	flooding	flooding	NOUN
alkej-927	115	36	,	,	PUNCT
alkej-927	115	37	icmp	icmp	NOUN
alkej-927	115	38	flooding	flooding	NOUN
alkej-927	115	39	and	and	CCONJ
alkej-927	115	40	tcp	tcp	NOUN
alkej-927	115	41	-	-	PUNCT
alkej-927	115	42	syn	syn	ADJ
alkej-927	115	43	flooding	flooding	NOUN
alkej-927	115	44	attacks	attack	NOUN
alkej-927	115	45	.	.	PUNCT
alkej-927	116	1	the	the	DET
alkej-927	116	2	hping3	hping3	PROPN
alkej-927	116	3	programme	programme	NOUN
alkej-927	116	4	is	be	AUX
alkej-927	116	5	well	well	ADV
alkej-927	116	6	recognised	recognise	VERB
alkej-927	116	7	as	as	ADP
alkej-927	116	8	one	one	NUM
alkej-927	116	9	of	of	ADP
alkej-927	116	10	the	the	DET
alkej-927	116	11	tools	tool	NOUN
alkej-927	116	12	most	most	ADV
alkej-927	116	13	often	often	ADV
alkej-927	116	14	used	use	VERB
alkej-927	116	15	for	for	ADP
alkej-927	116	16	conducting	conduct	VERB
alkej-927	116	17	ddos	ddo	NOUN
alkej-927	116	18	attacks	attack	NOUN
alkej-927	116	19	.	.	PUNCT
alkej-927	117	1	brute	brute	ADJ
alkej-927	117	2	force	force	NOUN
alkej-927	117	3	attacks	attack	NOUN
alkej-927	117	4	:	:	PUNCT
alkej-927	117	5	gaining	gain	VERB
alkej-927	117	6	unauthorised	unauthorised	ADJ
alkej-927	117	7	access	access	NOUN
alkej-927	117	8	to	to	ADP
alkej-927	117	9	a	a	DET
alkej-927	117	10	victim	victim	NOUN
alkej-927	117	11	’s	’s	PART
alkej-927	117	12	workstation	workstation	NOUN
alkej-927	117	13	by	by	ADP
alkej-927	117	14	attempting	attempt	VERB
alkej-927	117	15	to	to	PART
alkej-927	117	16	crack	crack	VERB
alkej-927	117	17	the	the	DET
alkej-927	117	18	login	login	NOUN
alkej-927	117	19	credential	credential	NOUN
alkej-927	117	20	information	information	NOUN
alkej-927	117	21	by	by	ADP
alkej-927	117	22	creating	create	VERB
alkej-927	117	23	a	a	DET
alkej-927	117	24	comprehensive	comprehensive	ADJ
alkej-927	117	25	dictionary	dictionary	NOUN
alkej-927	117	26	of	of	ADP
alkej-927	117	27	all	all	DET
alkej-927	117	28	conceivable	conceivable	ADJ
alkej-927	117	29	combinations	combination	NOUN
alkej-927	117	30	of	of	ADP
alkej-927	117	31	usernames	username	NOUN
alkej-927	117	32	and	and	CCONJ
alkej-927	117	33	passwords	password	NOUN
alkej-927	117	34	.	.	PUNCT
alkej-927	118	1	the	the	DET
alkej-927	118	2	attacker	attacker	PROPN
alkej-927	118	3	machine	machine	NOUN
alkej-927	118	4	utilised	utilise	VERB
alkej-927	118	5	in	in	ADP
alkej-927	118	6	this	this	DET
alkej-927	118	7	scenario	scenario	NOUN
alkej-927	118	8	is	be	AUX
alkej-927	118	9	kali	kali	PROPN
alkej-927	118	10	linux	linux	PROPN
alkej-927	118	11	,	,	PUNCT
alkej-927	118	12	whereas	whereas	SCONJ
alkej-927	118	13	the	the	DET
alkej-927	118	14	target	target	NOUN
alkej-927	118	15	is	be	AUX
alkej-927	118	16	the	the	DET
alkej-927	118	17	server	server	NOUN
alkej-927	118	18	.	.	PUNCT
alkej-927	118	19	web	web	NOUN
alkej-927	118	20	-	-	PUNCT
alkej-927	118	21	based	base	VERB
alkej-927	118	22	attack	attack	NOUN
alkej-927	118	23	:	:	PUNCT
alkej-927	118	24	according	accord	VERB
alkej-927	118	25	to	to	ADP
alkej-927	118	26	the	the	DET
alkej-927	118	27	2018	2018	NUM
alkej-927	118	28	research	research	NOUN
alkej-927	118	29	by	by	ADP
alkej-927	118	30	symantec	symantec	NOUN
alkej-927	118	31	[	[	X
alkej-927	118	32	20	20	NUM
alkej-927	118	33	]	]	PUNCT
alkej-927	118	34	,	,	PUNCT
alkej-927	118	35	approximately	approximately	ADV
alkej-927	118	36	10	10	NUM
alkej-927	118	37	%	%	NOUN
alkej-927	118	38	of	of	ADP
alkej-927	118	39	the	the	DET
alkej-927	118	40	urls	url	NOUN
alkej-927	118	41	tested	test	VERB
alkej-927	118	42	were	be	AUX
alkej-927	118	43	susceptible	susceptible	ADJ
alkej-927	118	44	to	to	ADP
alkej-927	118	45	web	web	NOUN
alkej-927	118	46	application	application	NOUN
alkej-927	118	47	attacks	attack	NOUN
alkej-927	118	48	,	,	PUNCT
alkej-927	118	49	indicating	indicate	VERB
alkej-927	118	50	a	a	DET
alkej-927	118	51	significant	significant	ADJ
alkej-927	118	52	56	56	NUM
alkej-927	118	53	%	%	NOUN
alkej-927	118	54	increase	increase	NOUN
alkej-927	118	55	compared	compare	VERB
alkej-927	118	56	with	with	ADP
alkej-927	118	57	the	the	DET
alkej-927	118	58	previous	previous	ADJ
alkej-927	118	59	year	year	NOUN
alkej-927	118	60	.	.	PUNCT
alkej-927	119	1	probe	probe	NOUN
alkej-927	119	2	attack	attack	NOUN
alkej-927	119	3	:	:	PUNCT
alkej-927	119	4	this	this	DET
alkej-927	119	5	preliminary	preliminary	ADJ
alkej-927	119	6	stage	stage	NOUN
alkej-927	119	7	is	be	AUX
alkej-927	119	8	crucial	crucial	ADJ
alkej-927	119	9	for	for	SCONJ
alkej-927	119	10	an	an	DET
alkej-927	119	11	attacker	attacker	NOUN
alkej-927	119	12	to	to	PART
alkej-927	119	13	gather	gather	VERB
alkej-927	119	14	important	important	ADJ
alkej-927	119	15	information	information	NOUN
alkej-927	119	16	before	before	ADP
alkej-927	119	17	commencing	commence	VERB
alkej-927	119	18	their	their	PRON
alkej-927	119	19	attack	attack	NOUN
alkej-927	119	20	.	.	PUNCT
alkej-927	120	1	the	the	DET
alkej-927	120	2	attacker	attacker	NOUN
alkej-927	120	3	conducts	conduct	VERB
alkej-927	120	4	a	a	DET
alkej-927	120	5	systematic	systematic	ADJ
alkej-927	120	6	examination	examination	NOUN
alkej-927	120	7	of	of	ADP
alkej-927	120	8	the	the	DET
alkej-927	120	9	target	target	NOUN
alkej-927	120	10	system	system	NOUN
alkej-927	120	11	to	to	PART
alkej-927	120	12	obtain	obtain	VERB
alkej-927	120	13	pertinent	pertinent	ADJ
alkej-927	120	14	information	information	NOUN
alkej-927	120	15	that	that	PRON
alkej-927	120	16	can	can	AUX
alkej-927	120	17	facilitate	facilitate	VERB
alkej-927	120	18	the	the	DET
alkej-927	120	19	exploitation	exploitation	NOUN
alkej-927	120	20	of	of	ADP
alkej-927	120	21	the	the	DET
alkej-927	120	22	remote	remote	ADJ
alkej-927	120	23	system	system	NOUN
alkej-927	120	24	,	,	PUNCT
alkej-927	120	25	including	include	VERB
alkej-927	120	26	details	detail	NOUN
alkej-927	120	27	regarding	regard	VERB
alkej-927	120	28	the	the	DET
alkej-927	120	29	operating	operate	VERB
alkej-927	120	30	system	system	NOUN
alkej-927	120	31	’s	’s	PART
alkej-927	120	32	versions	version	NOUN
alkej-927	120	33	and	and	CCONJ
alkej-927	120	34	open	open	ADJ
alkej-927	120	35	ports	port	NOUN
alkej-927	120	36	,	,	PUNCT
alkej-927	120	37	amongst	amongst	ADP
alkej-927	120	38	other	other	ADJ
alkej-927	120	39	factors	factor	NOUN
alkej-927	120	40	.	.	PUNCT
alkej-927	121	1	the	the	DET
alkej-927	121	2	use	use	NOUN
alkej-927	121	3	of	of	ADP
alkej-927	121	4	the	the	DET
alkej-927	121	5	metasploit	metasploit	NOUN
alkej-927	121	6	platform	platform	NOUN
alkej-927	121	7	is	be	AUX
alkej-927	121	8	employed	employ	VERB
alkej-927	121	9	to	to	PART
alkej-927	121	10	identify	identify	VERB
alkej-927	121	11	the	the	DET
alkej-927	121	12	accessible	accessible	ADJ
alkej-927	121	13	ports	port	NOUN
alkej-927	121	14	and	and	CCONJ
alkej-927	121	15	vulnerabilities	vulnerability	NOUN
alkej-927	121	16	inside	inside	ADP
alkej-927	121	17	the	the	DET
alkej-927	121	18	web	web	NOUN
alkej-927	121	19	applications	application	NOUN
alkej-927	121	20	present	present	ADJ
alkej-927	121	21	.	.	PUNCT
alkej-927	122	1	botnet	botnet	NOUN
alkej-927	122	2	attack	attack	NOUN
alkej-927	122	3	:	:	PUNCT
alkej-927	122	4	the	the	DET
alkej-927	122	5	unauthorised	unauthorised	ADJ
alkej-927	122	6	individual	individual	NOUN
alkej-927	122	7	can	can	AUX
alkej-927	122	8	manipulate	manipulate	VERB
alkej-927	122	9	several	several	ADJ
alkej-927	122	10	compromised	compromise	VERB
alkej-927	122	11	devices	device	NOUN
alkej-927	122	12	,	,	PUNCT
alkej-927	122	13	known	know	VERB
alkej-927	122	14	as	as	ADP
alkej-927	122	15	a	a	DET
alkej-927	122	16	botnet	botnet	NOUN
alkej-927	122	17	,	,	PUNCT
alkej-927	122	18	to	to	PART
alkej-927	122	19	execute	execute	VERB
alkej-927	122	20	various	various	ADJ
alkej-927	122	21	harmful	harmful	ADJ
alkej-927	122	22	actions	action	NOUN
alkej-927	122	23	,	,	PUNCT
alkej-927	122	24	such	such	ADJ
alkej-927	122	25	as	as	ADP
alkej-927	122	26	data	data	NOUN
alkej-927	122	27	theft	theft	NOUN
alkej-927	122	28	,	,	PUNCT
alkej-927	122	29	fraudulent	fraudulent	ADJ
alkej-927	122	30	attacks	attack	NOUN
alkej-927	122	31	and	and	CCONJ
alkej-927	122	32	distributed	distribute	VERB
alkej-927	122	33	ddos	ddos	NOUN
alkej-927	122	34	attacks	attack	NOUN
alkej-927	122	35	against	against	ADP
alkej-927	122	36	targeted	target	VERB
alkej-927	122	37	servers	server	NOUN
alkej-927	122	38	or	or	CCONJ
alkej-927	122	39	compromising	compromise	VERB
alkej-927	122	40	web	web	NOUN
alkej-927	122	41	application	application	NOUN
alkej-927	122	42	servers	server	NOUN
alkej-927	122	43	.	.	PUNCT
alkej-927	123	1	the	the	DET
alkej-927	123	2	botnet	botnet	NOUN
alkej-927	123	3	attack	attack	NOUN
alkej-927	123	4	is	be	AUX
alkej-927	123	5	executed	execute	VERB
alkej-927	123	6	by	by	ADP
alkej-927	123	7	utilising	utilise	VERB
alkej-927	123	8	the	the	DET
alkej-927	123	9	metasploit	metasploit	NOUN
alkej-927	123	10	platform	platform	NOUN
alkej-927	123	11	;	;	PUNCT
alkej-927	123	12	in	in	ADP
alkej-927	123	13	addition	addition	NOUN
alkej-927	123	14	,	,	PUNCT
alkej-927	123	15	a	a	DET
alkej-927	123	16	further	further	ADJ
alkej-927	123	17	instance	instance	NOUN
alkej-927	123	18	of	of	ADP
alkej-927	123	19	iot	iot	NOUN
alkej-927	123	20	attacks	attack	NOUN
alkej-927	123	21	is	be	AUX
alkej-927	123	22	the	the	DET
alkej-927	123	23	mirai	mirai	PROPN
alkej-927	123	24	botnet	botnet	PROPN
alkej-927	123	25	.	.	PUNCT
alkej-927	124	1	the	the	DET
alkej-927	124	2	botnet	botnet	NOUN
alkej-927	124	3	executed	execute	VERB
alkej-927	124	4	high	high	ADJ
alkej-927	124	5	-	-	PUNCT
alkej-927	124	6	volume	volume	NOUN
alkej-927	124	7	distributed	distribute	VERB
alkej-927	124	8	ddos	ddos	NOUN
alkej-927	124	9	attacks	attack	NOUN
alkej-927	124	10	[	[	X
alkej-927	124	11	21	21	NUM
alkej-927	124	12	]	]	PUNCT
alkej-927	124	13	.	.	PUNCT
alkej-927	125	1	therefore	therefore	ADV
alkej-927	125	2	,	,	PUNCT
alkej-927	125	3	an	an	DET
alkej-927	125	4	efficient	efficient	ADJ
alkej-927	125	5	and	and	CCONJ
alkej-927	125	6	precises	precis	VERB
alkej-927	125	7	security	security	NOUN
alkej-927	125	8	mechanism	mechanism	NOUN
alkej-927	125	9	is	be	AUX
alkej-927	125	10	needed	need	VERB
alkej-927	125	11	to	to	PART
alkej-927	125	12	safeguard	safeguard	VERB
alkej-927	125	13	iot	iot	ADJ
alkej-927	125	14	applications	application	NOUN
alkej-927	125	15	.	.	PUNCT
alkej-927	126	1	u2r	u2r	NOUN
alkej-927	126	2	attack	attack	NOUN
alkej-927	126	3	:	:	PUNCT
alkej-927	126	4	these	these	DET
alkej-927	126	5	malicious	malicious	ADJ
alkej-927	126	6	activities	activity	NOUN
alkej-927	126	7	resemble	resemble	VERB
alkej-927	126	8	regular	regular	ADJ
alkej-927	126	9	network	network	NOUN
alkej-927	126	10	traffic	traffic	NOUN
alkej-927	126	11	and	and	CCONJ
alkej-927	126	12	represent	represent	VERB
alkej-927	126	13	a	a	DET
alkej-927	126	14	significant	significant	ADJ
alkej-927	126	15	risk	risk	NOUN
alkej-927	126	16	to	to	ADP
alkej-927	126	17	the	the	DET
alkej-927	126	18	network	network	NOUN
alkej-927	126	19	.	.	PUNCT
alkej-927	127	1	therefore	therefore	ADV
alkej-927	127	2	,	,	PUNCT
alkej-927	127	3	attacks	attack	NOUN
alkej-927	127	4	need	need	VERB
alkej-927	127	5	to	to	PART
alkej-927	127	6	be	be	AUX
alkej-927	127	7	identified	identify	VERB
alkej-927	127	8	and	and	CCONJ
alkej-927	127	9	detected	detect	VERB
alkej-927	127	10	promptly	promptly	ADV
alkej-927	128	1	[	[	X
alkej-927	128	2	22	22	NUM
alkej-927	128	3	]	]	PUNCT
alkej-927	128	4	.	.	PUNCT
alkej-927	129	1	the	the	DET
alkej-927	129	2	utilisation	utilisation	NOUN
alkej-927	129	3	of	of	ADP
alkej-927	129	4	the	the	DET
alkej-927	129	5	metasploit	metasploit	NOUN
alkej-927	129	6	framework	framework	NOUN
alkej-927	129	7	facilitates	facilitate	VERB
alkej-927	129	8	the	the	DET
alkej-927	129	9	acquisition	acquisition	NOUN
alkej-927	129	10	of	of	ADP
alkej-927	129	11	root	root	NOUN
alkej-927	129	12	privileges	privilege	NOUN
alkej-927	129	13	on	on	ADP
alkej-927	129	14	the	the	DET
alkej-927	129	15	targeted	target	VERB
alkej-927	129	16	machine	machine	NOUN
alkej-927	129	17	.	.	PUNCT
alkej-927	130	1	4	4	X
alkej-927	130	2	.	.	X
alkej-927	130	3	experimental	experimental	ADJ
alkej-927	130	4	setup	setup	NOUN
alkej-927	130	5	4.1	4.1	NUM
alkej-927	130	6	.	.	PUNCT
alkej-927	130	7	proposed	propose	VERB
alkej-927	130	8	architecture	architecture	NOUN
alkej-927	130	9	the	the	DET
alkej-927	130	10	construction	construction	NOUN
alkej-927	130	11	of	of	ADP
alkej-927	130	12	a	a	DET
alkej-927	130	13	substantial	substantial	ADJ
alkej-927	130	14	dataset	dataset	NOUN
alkej-927	130	15	requires	require	VERB
alkej-927	130	16	a	a	DET
alkej-927	130	17	range	range	NOUN
alkej-927	130	18	of	of	ADP
alkej-927	130	19	application	application	NOUN
alkej-927	130	20	services	service	NOUN
alkej-927	130	21	to	to	PART
alkej-927	130	22	be	be	AUX
alkej-927	130	23	implemented	implement	VERB
alkej-927	130	24	within	within	ADP
alkej-927	130	25	an	an	DET
alkej-927	130	26	experiment	experiment	NOUN
alkej-927	130	27	-	-	PUNCT
alkej-927	130	28	generated	generate	VERB
alkej-927	130	29	dataset	dataset	NOUN
alkej-927	130	30	.	.	PUNCT
alkej-927	131	1	in	in	ADP
alkej-927	131	2	this	this	DET
alkej-927	131	3	manner	manner	NOUN
alkej-927	131	4	,	,	PUNCT
alkej-927	131	5	contemporary	contemporary	ADJ
alkej-927	131	6	attacks	attack	NOUN
alkej-927	131	7	over	over	ADP
alkej-927	131	8	the	the	DET
alkej-927	131	9	internet	internet	NOUN
alkej-927	131	10	,	,	PUNCT
alkej-927	131	11	which	which	PRON
alkej-927	131	12	can	can	AUX
alkej-927	131	13	be	be	AUX
alkej-927	131	14	executed	execute	VERB
alkej-927	131	15	within	within	ADP
alkej-927	131	16	today	today	NOUN
alkej-927	131	17	’s	’s	PART
alkej-927	131	18	sdns	sdns	NOUN
alkej-927	131	19	,	,	PUNCT
alkej-927	131	20	can	can	AUX
alkej-927	131	21	be	be	AUX
alkej-927	131	22	represented	represent	VERB
alkej-927	131	23	accurately	accurately	ADV
alkej-927	131	24	.	.	PUNCT
alkej-927	132	1	furthermore	furthermore	ADV
alkej-927	132	2	,	,	PUNCT
alkej-927	132	3	the	the	DET
alkej-927	132	4	attack	attack	NOUN
alkej-927	132	5	scenarios	scenario	NOUN
alkej-927	132	6	must	must	AUX
alkej-927	132	7	include	include	VERB
alkej-927	132	8	existing	exist	VERB
alkej-927	132	9	attack	attack	NOUN
alkej-927	132	10	routes	route	NOUN
alkej-927	132	11	across	across	ADP
alkej-927	132	12	various	various	ADJ
alkej-927	132	13	sdn	sdn	NOUN
alkej-927	132	14	components	component	NOUN
alkej-927	132	15	.	.	PUNCT
alkej-927	133	1	moreover	moreover	ADV
alkej-927	133	2	,	,	PUNCT
alkej-927	133	3	a	a	DET
alkej-927	133	4	variety	variety	NOUN
alkej-927	133	5	of	of	ADP
alkej-927	133	6	attack	attack	NOUN
alkej-927	133	7	scenarios	scenario	NOUN
alkej-927	133	8	are	be	AUX
alkej-927	133	9	being	be	AUX
alkej-927	133	10	investigated	investigate	VERB
alkej-927	133	11	,	,	PUNCT
alkej-927	133	12	originating	originate	VERB
alkej-927	133	13	from	from	ADP
alkej-927	133	14	various	various	ADJ
alkej-927	133	15	sources	source	NOUN
alkej-927	133	16	intraand	intraand	ADV
alkej-927	133	17	interdomain	interdomain	VERB
alkej-927	133	18	to	to	ADP
alkej-927	133	19	the	the	DET
alkej-927	133	20	sdn	sdn	PROPN
alkej-927	133	21	.	.	PUNCT
alkej-927	134	1	the	the	DET
alkej-927	134	2	topology	topology	NOUN
alkej-927	134	3	is	be	AUX
alkej-927	134	4	represented	represent	VERB
alkej-927	134	5	by	by	ADP
alkej-927	134	6	constructing	construct	VERB
alkej-927	134	7	four	four	NUM
alkej-927	134	8	subdomains	subdomain	NOUN
alkej-927	134	9	by	by	ADP
alkej-927	134	10	utilising	utilise	VERB
alkej-927	134	11	mininet	mininet	NOUN
alkej-927	134	12	on	on	ADP
alkej-927	134	13	the	the	DET
alkej-927	134	14	ubuntu	ubuntu	ADJ
alkej-927	134	15	20.04	20.04	NUM
alkej-927	134	16	lts	lts	NOUN
alkej-927	134	17	operating	operating	NOUN
alkej-927	134	18	system	system	NOUN
alkej-927	134	19	.	.	PUNCT
alkej-927	135	1	two	two	NUM
alkej-927	135	2	ryu	ryu	PROPN
alkej-927	135	3	controllers	controller	NOUN
alkej-927	135	4	are	be	AUX
alkej-927	135	5	charged	charge	VERB
alkej-927	135	6	for	for	ADP
alkej-927	135	7	managing	manage	VERB
alkej-927	135	8	the	the	DET
alkej-927	135	9	four	four	NUM
alkej-927	135	10	openflow	openflow	ADJ
alkej-927	135	11	vswitch	vswitch	NOUN
alkej-927	135	12	(	(	PUNCT
alkej-927	135	13	ovs	ovs	NOUN
alkej-927	135	14	)	)	PUNCT
alkej-927	135	15	switches	switch	NOUN
alkej-927	135	16	that	that	PRON
alkej-927	135	17	connect	connect	VERB
alkej-927	135	18	to	to	ADP
alkej-927	135	19	these	these	DET
alkej-927	135	20	subdomains	subdomain	NOUN
alkej-927	135	21	.	.	PUNCT
alkej-927	136	1	the	the	DET
alkej-927	136	2	ryu	ryu	PROPN
alkej-927	136	3	controller	controller	NOUN
alkej-927	136	4	is	be	AUX
alkej-927	136	5	an	an	DET
alkej-927	136	6	opensource	opensource	ADJ
alkej-927	136	7	software	software	NOUN
alkej-927	136	8	that	that	PRON
alkej-927	136	9	is	be	AUX
alkej-927	136	10	based	base	VERB
alkej-927	136	11	on	on	ADP
alkej-927	136	12	the	the	DET
alkej-927	136	13	python	python	NOUN
alkej-927	136	14	language	language	NOUN
alkej-927	136	15	.	.	PUNCT
alkej-927	137	1	this	this	DET
alkej-927	137	2	controller	controller	NOUN
alkej-927	137	3	is	be	AUX
alkej-927	137	4	widely	widely	ADV
alkej-927	137	5	recognised	recognise	VERB
alkej-927	137	6	for	for	ADP
alkej-927	137	7	its	its	PRON
alkej-927	137	8	ability	ability	NOUN
alkej-927	137	9	to	to	PART
alkej-927	137	10	manage	manage	VERB
alkej-927	137	11	demands	demand	NOUN
alkej-927	137	12	efficiently	efficiently	ADV
alkej-927	137	13	and	and	CCONJ
alkej-927	137	14	effectively	effectively	ADV
alkej-927	137	15	in	in	ADP
alkej-927	137	16	modern	modern	ADJ
alkej-927	137	17	networking	network	VERB
alkej-927	137	18	settings	setting	NOUN
alkej-927	137	19	whilst	whilst	ADV
alkej-927	137	20	also	also	ADV
alkej-927	137	21	being	be	AUX
alkej-927	137	22	scalable	scalable	ADJ
alkej-927	137	23	;	;	PUNCT
alkej-927	137	24	it	it	PRON
alkej-927	137	25	is	be	AUX
alkej-927	137	26	also	also	ADV
alkej-927	137	27	compatible	compatible	ADJ
alkej-927	137	28	with	with	ADP
alkej-927	137	29	multiple	multiple	ADJ
alkej-927	137	30	sdn	sdn	NOUN
alkej-927	137	31	protocols	protocol	NOUN
alkej-927	137	32	and	and	CCONJ
alkej-927	137	33	features	feature	NOUN
alkej-927	137	34	,	,	PUNCT
alkej-927	137	35	making	make	VERB
alkej-927	137	36	it	it	PRON
alkej-927	137	37	suitable	suitable	ADJ
alkej-927	137	38	for	for	ADP
alkej-927	137	39	a	a	DET
alkej-927	137	40	range	range	NOUN
alkej-927	137	41	of	of	ADP
alkej-927	137	42	networking	network	VERB
alkej-927	137	43	scenarios	scenario	NOUN
alkej-927	137	44	and	and	CCONJ
alkej-927	137	45	interactions	interaction	NOUN
alkej-927	137	46	with	with	ADP
alkej-927	137	47	numerous	numerous	ADJ
alkej-927	137	48	technologies	technology	NOUN
alkej-927	137	49	.	.	PUNCT
alkej-927	138	1	the	the	DET
alkej-927	138	2	first	first	ADJ
alkej-927	138	3	two	two	NUM
alkej-927	138	4	subdomains	subdomain	NOUN
alkej-927	138	5	pertain	pertain	VERB
alkej-927	138	6	to	to	ADP
alkej-927	138	7	a	a	DET
alkej-927	138	8	conventional	conventional	ADJ
alkej-927	138	9	network	network	NOUN
alkej-927	138	10	that	that	PRON
alkej-927	138	11	comprises	comprise	VERB
alkej-927	138	12	various	various	ADJ
alkej-927	138	13	services	service	NOUN
alkej-927	138	14	,	,	PUNCT
alkej-927	138	15	such	such	ADJ
alkej-927	138	16	as	as	ADP
alkej-927	138	17	http	http	ADJ
alkej-927	138	18	and	and	CCONJ
alkej-927	138	19	ftp	ftp	NOUN
alkej-927	138	20	servers	server	NOUN
alkej-927	138	21	.	.	PUNCT
alkej-927	139	1	by	by	ADP
alkej-927	139	2	contrast	contrast	NOUN
alkej-927	139	3	,	,	PUNCT
alkej-927	139	4	the	the	DET
alkej-927	139	5	latter	latter	ADJ
alkej-927	139	6	two	two	NUM
alkej-927	139	7	subdomains	subdomain	NOUN
alkej-927	139	8	correspond	correspond	VERB
alkej-927	139	9	to	to	ADP
alkej-927	139	10	an	an	DET
alkej-927	139	11	iot	iot	NOUN
alkej-927	139	12	network	network	NOUN
alkej-927	139	13	specifically	specifically	ADV
alkej-927	139	14	designed	design	VERB
alkej-927	139	15	for	for	ADP
alkej-927	139	16	conducting	conduct	VERB
alkej-927	139	17	experiments	experiment	NOUN
alkej-927	139	18	indoors	indoor	NOUN
alkej-927	139	19	and	and	CCONJ
alkej-927	139	20	outdoors	outdoor	NOUN
alkej-927	139	21	.	.	PUNCT
alkej-927	140	1	two	two	NUM
alkej-927	140	2	base	base	NOUN
alkej-927	140	3	station	station	NOUN
alkej-927	140	4	nodes	node	NOUN
alkej-927	140	5	serve	serve	VERB
alkej-927	140	6	as	as	ADP
alkej-927	140	7	the	the	DET
alkej-927	140	8	root	root	NOUN
alkej-927	140	9	of	of	ADP
alkej-927	140	10	the	the	DET
alkej-927	140	11	tree	tree	NOUN
alkej-927	140	12	,	,	PUNCT
alkej-927	140	13	which	which	PRON
alkej-927	140	14	have	have	VERB
alkej-927	140	15	ids	id	NOUN
alkej-927	140	16	1	1	NUM
alkej-927	140	17	and	and	CCONJ
alkej-927	140	18	11	11	NUM
alkej-927	140	19	(	(	PUNCT
alkej-927	140	20	fig	fig	NOUN
alkej-927	140	21	.	.	PUNCT
alkej-927	141	1	2	2	NUM
alkej-927	141	2	)	)	PUNCT
alkej-927	141	3	.	.	PUNCT
alkej-927	142	1	additionally	additionally	ADV
alkej-927	142	2	,	,	PUNCT
alkej-927	142	3	nine	nine	NUM
alkej-927	142	4	sensor	sensor	NOUN
alkej-927	142	5	nodes	node	NOUN
alkej-927	142	6	with	with	ADP
alkej-927	142	7	ids	id	NOUN
alkej-927	142	8	are	be	AUX
alkej-927	142	9	in	in	ADP
alkej-927	142	10	the	the	DET
alkej-927	142	11	ranges	range	NOUN
alkej-927	142	12	of	of	ADP
alkej-927	142	13	2	2	NUM
alkej-927	142	14	–	–	SYM
alkej-927	142	15	10	10	NUM
alkej-927	142	16	and	and	CCONJ
alkej-927	142	17	12–20	12–20	NUM
alkej-927	142	18	.	.	PUNCT
alkej-927	143	1	each	each	DET
alkej-927	143	2	subdomain	subdomain	NOUN
alkej-927	143	3	comprises	comprise	VERB
alkej-927	143	4	an	an	DET
alkej-927	143	5	access	access	NOUN
alkej-927	143	6	point	point	NOUN
alkej-927	143	7	that	that	PRON
alkej-927	143	8	serves	serve	VERB
alkej-927	143	9	three	three	NUM
alkej-927	143	10	mobile	mobile	ADJ
alkej-927	143	11	stations	station	NOUN
alkej-927	143	12	,	,	PUNCT
alkej-927	143	13	resulting	result	VERB
alkej-927	143	14	in	in	ADP
alkej-927	143	15	a	a	DET
alkej-927	143	16	total	total	NOUN
alkej-927	143	17	of	of	ADP
alkej-927	143	18	12	12	NUM
alkej-927	143	19	stations	station	NOUN
alkej-927	143	20	and	and	CCONJ
alkej-927	143	21	20	20	NUM
alkej-927	143	22	sensing	sense	VERB
alkej-927	143	23	nodes	node	NOUN
alkej-927	143	24	in	in	ADP
alkej-927	143	25	the	the	DET
alkej-927	143	26	entire	entire	ADJ
alkej-927	143	27	network	network	NOUN
alkej-927	143	28	.	.	PUNCT
alkej-927	144	1	each	each	DET
alkej-927	144	2	station	station	NOUN
alkej-927	144	3	and	and	CCONJ
alkej-927	144	4	sensing	sense	VERB
alkej-927	144	5	node	node	NOUN
alkej-927	144	6	has	have	AUX
alkej-927	144	7	been	be	AUX
alkej-927	144	8	configured	configure	VERB
alkej-927	144	9	with	with	ADP
alkej-927	144	10	a	a	DET
alkej-927	144	11	limited	limited	ADJ
alkej-927	144	12	transmission	transmission	NOUN
alkej-927	144	13	range	range	NOUN
alkej-927	144	14	to	to	PART
alkej-927	144	15	facilitate	facilitate	VERB
alkej-927	144	16	indoor	indoor	ADJ
alkej-927	144	17	and	and	CCONJ
alkej-927	144	18	outdoor	outdoor	ADJ
alkej-927	144	19	traffic	traffic	NOUN
alkej-927	144	20	monitoring	monitoring	NOUN
alkej-927	144	21	.	.	PUNCT
alkej-927	145	1	fig	fig	NOUN
alkej-927	145	2	.	.	PUNCT
alkej-927	146	1	2	2	X
alkej-927	146	2	.	.	X
alkej-927	146	3	root	root	NOUN
alkej-927	146	4	sensing	sense	VERB
alkej-927	146	5	node	node	NOUN
alkej-927	146	6	.	.	PUNCT
alkej-927	147	1	data	datum	NOUN
alkej-927	147	2	transmission	transmission	NOUN
alkej-927	147	3	must	must	AUX
alkej-927	147	4	occur	occur	VERB
alkej-927	147	5	through	through	ADP
alkej-927	147	6	an	an	DET
alkej-927	147	7	access	access	NOUN
alkej-927	147	8	point	point	NOUN
alkej-927	147	9	.	.	PUNCT
alkej-927	148	1	a	a	DET
alkej-927	148	2	mobility	mobility	NOUN
alkej-927	148	3	feature	feature	NOUN
alkej-927	148	4	has	have	AUX
alkej-927	148	5	been	be	AUX
alkej-927	148	6	activated	activate	VERB
alkej-927	148	7	to	to	PART
alkej-927	148	8	enable	enable	VERB
alkej-927	148	9	mobility	mobility	NOUN
alkej-927	148	10	-	-	PUNCT
alkej-927	148	11	based	base	VERB
alkej-927	148	12	data	datum	NOUN
alkej-927	148	13	collection	collection	NOUN
alkej-927	148	14	.	.	PUNCT
alkej-927	149	1	in	in	ADP
alkej-927	149	2	addition	addition	NOUN
alkej-927	149	3	to	to	ADP
alkej-927	149	4	the	the	DET
alkej-927	149	5	utilisation	utilisation	NOUN
alkej-927	149	6	of	of	ADP
alkej-927	149	7	attack	attack	NOUN
alkej-927	149	8	machines	machine	NOUN
alkej-927	149	9	,	,	PUNCT
alkej-927	149	10	which	which	PRON
alkej-927	149	11	are	be	AUX
alkej-927	149	12	linuxbased	linuxbase	VERB
alkej-927	149	13	metasploitable	metasploitable	ADJ
alkej-927	149	14	,	,	PUNCT
alkej-927	149	15	this	this	DET
alkej-927	149	16	system	system	NOUN
alkej-927	149	17	is	be	AUX
alkej-927	149	18	employed	employ	VERB
alkej-927	149	19	to	to	PART
alkej-927	149	20	offer	offer	VERB
alkej-927	149	21	vulnerable	vulnerable	ADJ
alkej-927	149	22	services	service	NOUN
alkej-927	149	23	that	that	PRON
alkej-927	149	24	serve	serve	VERB
alkej-927	149	25	as	as	ADP
alkej-927	149	26	a	a	DET
alkej-927	149	27	means	means	NOUN
alkej-927	149	28	to	to	PART
alkej-927	149	29	demonstrate	demonstrate	VERB
alkej-927	149	30	prevalent	prevalent	ADJ
alkej-927	149	31	vulnerabilities	vulnerability	NOUN
alkej-927	149	32	.	.	PUNCT
alkej-927	150	1	the	the	DET
alkej-927	150	2	ovs	ovs	PROPN
alkej-927	150	3	heba	heba	PROPN
alkej-927	150	4	dhirar	dhirar	PROPN
alkej-927	150	5	al	al	PROPN
alkej-927	150	6	-	-	PUNCT
alkej-927	150	7	khwarizmi	khwarizmi	PROPN
alkej-927	150	8	engineering	engineering	NOUN
alkej-927	150	9	journal	journal	PROPN
alkej-927	150	10	,	,	PUNCT
alkej-927	150	11	vol	vol	NOUN
alkej-927	150	12	.	.	PROPN
alkej-927	150	13	21	21	NUM
alkej-927	150	14	,	,	PUNCT
alkej-927	150	15	no.3	no.3	VERB
alkej-927	150	16	,	,	PUNCT
alkej-927	150	17	pp	pp	ADJ
alkej-927	150	18	.	.	PUNCT
alkej-927	150	19	3547	3547	NUM
alkej-927	150	20	(	(	PUNCT
alkej-927	150	21	2025	2025	NUM
alkej-927	150	22	)	)	PUNCT
alkej-927	150	23	40	40	NUM
alkej-927	150	24	switch	switch	NOUN
alkej-927	150	25	is	be	AUX
alkej-927	150	26	configured	configure	VERB
alkej-927	150	27	to	to	PART
alkej-927	150	28	operate	operate	VERB
alkej-927	150	29	as	as	ADP
alkej-927	150	30	a	a	DET
alkej-927	150	31	layer-3	layer-3	PROPN
alkej-927	150	32	switch	switch	NOUN
alkej-927	150	33	by	by	ADP
alkej-927	150	34	integrating	integrate	VERB
alkej-927	150	35	the	the	DET
alkej-927	150	36	ovs	ovs	NOUN
alkej-927	150	37	software	software	NOUN
alkej-927	150	38	with	with	ADP
alkej-927	150	39	the	the	DET
alkej-927	150	40	routing	routing	NOUN
alkej-927	150	41	capabilities	capability	NOUN
alkej-927	150	42	of	of	ADP
alkej-927	150	43	the	the	DET
alkej-927	150	44	linux	linux	PROPN
alkej-927	150	45	kernel	kernel	NOUN
alkej-927	150	46	.	.	PUNCT
alkej-927	151	1	in	in	ADP
alkej-927	151	2	this	this	DET
alkej-927	151	3	scenario	scenario	NOUN
alkej-927	151	4	,	,	PUNCT
alkej-927	151	5	the	the	DET
alkej-927	151	6	various	various	ADJ
alkej-927	151	7	virtual	virtual	ADJ
alkej-927	151	8	hosts	host	NOUN
alkej-927	151	9	can	can	AUX
alkej-927	151	10	establish	establish	VERB
alkej-927	151	11	communication	communication	NOUN
alkej-927	151	12	amongst	amongst	ADP
alkej-927	151	13	themselves	themselves	PRON
alkej-927	151	14	by	by	ADP
alkej-927	151	15	utilising	utilise	VERB
alkej-927	151	16	distinct	distinct	ADJ
alkej-927	151	17	subdomains	subdomain	NOUN
alkej-927	151	18	.	.	PUNCT
alkej-927	152	1	the	the	DET
alkej-927	152	2	subsequent	subsequent	ADJ
alkej-927	152	3	procedure	procedure	NOUN
alkej-927	152	4	outlines	outline	VERB
alkej-927	152	5	the	the	DET
alkej-927	152	6	process	process	NOUN
alkej-927	152	7	of	of	ADP
alkej-927	152	8	topology	topology	NOUN
alkej-927	152	9	construction	construction	NOUN
alkej-927	152	10	and	and	CCONJ
alkej-927	152	11	execution	execution	NOUN
alkej-927	152	12	:	:	PUNCT
alkej-927	152	13	•	•	ADP
alkej-927	152	14	a	a	DET
alkej-927	152	15	mininet	mininet	NOUN
alkej-927	152	16	topology	topology	NOUN
alkej-927	152	17	consisting	consist	VERB
alkej-927	152	18	of	of	ADP
alkej-927	152	19	eight	eight	NUM
alkej-927	152	20	virtual	virtual	ADJ
alkej-927	152	21	hosts	host	NOUN
alkej-927	152	22	(	(	PUNCT
alkej-927	152	23	h1	h1	NOUN
alkej-927	152	24	to	to	ADP
alkej-927	152	25	h8	h8	PROPN
alkej-927	152	26	)	)	PUNCT
alkej-927	152	27	is	be	AUX
alkej-927	152	28	designed	design	VERB
alkej-927	152	29	.	.	PUNCT
alkej-927	153	1	•	•	NUM
alkej-927	153	2	the	the	DET
alkej-927	153	3	virtual	virtual	ADJ
alkej-927	153	4	hosts	host	NOUN
alkej-927	153	5	within	within	ADP
alkej-927	153	6	the	the	DET
alkej-927	153	7	mininet	mininet	ADJ
alkej-927	153	8	network	network	NOUN
alkej-927	153	9	are	be	AUX
alkej-927	153	10	connected	connect	VERB
alkej-927	153	11	to	to	ADP
alkej-927	153	12	distinct	distinct	ADJ
alkej-927	153	13	ovs	ovs	NOUN
alkej-927	153	14	switches	switch	NOUN
alkej-927	153	15	,	,	PUNCT
alkej-927	153	16	namely	namely	ADV
alkej-927	153	17	,	,	PUNCT
alkej-927	153	18	sa1	sa1	PROPN
alkej-927	153	19	,	,	PUNCT
alkej-927	153	20	sa1	sa1	PROPN
alkej-927	153	21	,	,	PUNCT
alkej-927	153	22	sb1	sb1	PROPN
alkej-927	153	23	and	and	CCONJ
alkej-927	153	24	sb2	sb2	PROPN
alkej-927	153	25	.	.	PUNCT
alkej-927	154	1	these	these	DET
alkej-927	154	2	switches	switch	NOUN
alkej-927	154	3	are	be	AUX
alkej-927	154	4	further	far	ADV
alkej-927	154	5	linked	link	VERB
alkej-927	154	6	to	to	ADP
alkej-927	154	7	two	two	NUM
alkej-927	154	8	additional	additional	ADJ
alkej-927	154	9	ovs	ovs	NOUN
alkej-927	154	10	switches	switch	NOUN
alkej-927	154	11	,	,	PUNCT
alkej-927	154	12	sa	sa	PROPN
alkej-927	154	13	and	and	CCONJ
alkej-927	154	14	sb	sb	PROPN
alkej-927	154	15	,	,	PUNCT
alkej-927	154	16	to	to	PART
alkej-927	154	17	establish	establish	VERB
alkej-927	154	18	a	a	DET
alkej-927	154	19	tree	tree	NOUN
alkej-927	154	20	topology	topology	NOUN
alkej-927	154	21	.	.	PUNCT
alkej-927	155	1	•	•	NOUN
alkej-927	155	2	the	the	DET
alkej-927	155	3	sensors	sensor	NOUN
alkej-927	155	4	are	be	AUX
alkej-927	155	5	connected	connect	VERB
alkej-927	155	6	to	to	ADP
alkej-927	155	7	the	the	DET
alkej-927	155	8	access	access	NOUN
alkej-927	155	9	point	point	NOUN
alkej-927	155	10	via	via	ADP
alkej-927	155	11	tclink	tclink	NOUN
alkej-927	155	12	and	and	CCONJ
alkej-927	155	13	are	be	AUX
alkej-927	155	14	interconnected	interconnect	VERB
alkej-927	155	15	with	with	ADP
alkej-927	155	16	each	each	DET
alkej-927	155	17	other	other	ADJ
alkej-927	155	18	via	via	ADP
alkej-927	155	19	lowpan	lowpan	PROPN
alkej-927	155	20	.	.	PUNCT
alkej-927	156	1	•	•	PROPN
alkej-927	156	2	ryu	ryu	PROPN
alkej-927	156	3	controllers	controller	NOUN
alkej-927	156	4	are	be	AUX
alkej-927	156	5	initiated	initiate	VERB
alkej-927	156	6	for	for	ADP
alkej-927	156	7	the	the	DET
alkej-927	156	8	established	establish	VERB
alkej-927	156	9	network	network	NOUN
alkej-927	156	10	nodes	node	NOUN
alkej-927	156	11	,	,	PUNCT
alkej-927	156	12	including	include	VERB
alkej-927	156	13	switches	switch	NOUN
alkej-927	156	14	and	and	CCONJ
alkej-927	156	15	access	access	NOUN
alkej-927	156	16	points	point	NOUN
alkej-927	156	17	.	.	PUNCT
alkej-927	157	1	successful	successful	ADJ
alkej-927	157	2	network	network	NOUN
alkej-927	157	3	connectivity	connectivity	NOUN
alkej-927	157	4	can	can	AUX
alkej-927	157	5	then	then	ADV
alkej-927	157	6	be	be	AUX
alkej-927	157	7	established	establish	VERB
alkej-927	157	8	by	by	ADP
alkej-927	157	9	sending	send	VERB
alkej-927	157	10	icmp	icmp	ADJ
alkej-927	157	11	echo	echo	NOUN
alkej-927	157	12	requests	request	NOUN
alkej-927	157	13	(	(	PUNCT
alkej-927	157	14	pings	ping	NOUN
alkej-927	157	15	)	)	PUNCT
alkej-927	157	16	between	between	ADP
alkej-927	157	17	hosts	host	NOUN
alkej-927	157	18	located	locate	VERB
alkej-927	157	19	in	in	ADP
alkej-927	157	20	distinct	distinct	ADJ
alkej-927	157	21	subnetworks	subnetwork	NOUN
alkej-927	157	22	.	.	PUNCT
alkej-927	158	1	fig	fig	NOUN
alkej-927	158	2	.	.	PUNCT
alkej-927	159	1	3	3	NUM
alkej-927	159	2	illustrates	illustrate	VERB
alkej-927	159	3	the	the	DET
alkej-927	159	4	proposed	propose	VERB
alkej-927	159	5	architecture	architecture	NOUN
alkej-927	159	6	.	.	PUNCT
alkej-927	160	1	fig	fig	NOUN
alkej-927	160	2	.	.	PUNCT
alkej-927	161	1	3	3	X
alkej-927	161	2	.	.	NUM
alkej-927	161	3	proposed	propose	VERB
alkej-927	161	4	network	network	NOUN
alkej-927	161	5	architecture	architecture	NOUN
alkej-927	161	6	.	.	PUNCT
alkej-927	162	1	4.2	4.2	NUM
alkej-927	162	2	.	.	PUNCT
alkej-927	162	3	generation	generation	NOUN
alkej-927	162	4	methods	method	NOUN
alkej-927	162	5	as	as	ADP
alkej-927	162	6	an	an	DET
alkej-927	162	7	illustration	illustration	NOUN
alkej-927	162	8	,	,	PUNCT
alkej-927	162	9	the	the	DET
alkej-927	162	10	attacker	attacker	NOUN
alkej-927	162	11	possesses	possess	VERB
alkej-927	162	12	the	the	DET
alkej-927	162	13	ability	ability	NOUN
alkej-927	162	14	to	to	PART
alkej-927	162	15	produce	produce	VERB
alkej-927	162	16	harmful	harmful	ADJ
alkej-927	162	17	data	datum	NOUN
alkej-927	162	18	flows	flow	NOUN
alkej-927	162	19	to	to	PART
alkej-927	162	20	attack	attack	VERB
alkej-927	162	21	sdn	sdn	NOUN
alkej-927	162	22	controllers	controller	NOUN
alkej-927	162	23	or	or	CCONJ
alkej-927	162	24	potentially	potentially	ADV
alkej-927	162	25	compromise	compromise	VERB
alkej-927	162	26	communication	communication	NOUN
alkej-927	162	27	channels	channel	NOUN
alkej-927	162	28	connecting	connect	VERB
alkej-927	162	29	the	the	DET
alkej-927	162	30	sdn	sdn	NOUN
alkej-927	162	31	controller	controller	NOUN
alkej-927	162	32	and	and	CCONJ
alkej-927	162	33	openflow	openflow	ADJ
alkej-927	162	34	switches	switch	NOUN
alkej-927	162	35	.	.	PUNCT
alkej-927	163	1	once	once	SCONJ
alkej-927	163	2	the	the	DET
alkej-927	163	3	flow	flow	NOUN
alkej-927	163	4	of	of	ADP
alkej-927	163	5	traffic	traffic	NOUN
alkej-927	163	6	is	be	AUX
alkej-927	163	7	established	establish	VERB
alkej-927	163	8	,	,	PUNCT
alkej-927	163	9	compromised	compromise	VERB
alkej-927	163	10	individuals	individual	NOUN
alkej-927	163	11	can	can	AUX
alkej-927	163	12	be	be	AUX
alkej-927	163	13	utilised	utilise	VERB
alkej-927	163	14	to	to	PART
alkej-927	163	15	initiate	initiate	VERB
alkej-927	163	16	subsequent	subsequent	ADJ
alkej-927	163	17	attacks	attack	NOUN
alkej-927	163	18	.	.	PUNCT
alkej-927	164	1	notably	notably	ADV
alkej-927	164	2	,	,	PUNCT
alkej-927	164	3	sdn	sdn	PROPN
alkej-927	164	4	applications	application	NOUN
alkej-927	164	5	may	may	AUX
alkej-927	164	6	exhibit	exhibit	VERB
alkej-927	164	7	many	many	ADJ
alkej-927	164	8	vulnerabilities	vulnerability	NOUN
alkej-927	164	9	,	,	PUNCT
alkej-927	164	10	including	include	VERB
alkej-927	164	11	but	but	CCONJ
alkej-927	164	12	not	not	PART
alkej-927	164	13	limited	limit	VERB
alkej-927	164	14	to	to	PART
alkej-927	164	15	command	command	VERB
alkej-927	164	16	injection	injection	NOUN
alkej-927	164	17	,	,	PUNCT
alkej-927	164	18	buffer	buffer	NOUN
alkej-927	164	19	overflow	overflow	NOUN
alkej-927	164	20	and	and	CCONJ
alkej-927	164	21	sql	sql	NOUN
alkej-927	164	22	injection	injection	NOUN
alkej-927	164	23	.	.	PUNCT
alkej-927	165	1	these	these	DET
alkej-927	165	2	vulnerabilities	vulnerability	NOUN
alkej-927	165	3	have	have	VERB
alkej-927	165	4	the	the	DET
alkej-927	165	5	potential	potential	NOUN
alkej-927	165	6	to	to	PART
alkej-927	165	7	generate	generate	VERB
alkej-927	165	8	chances	chance	NOUN
alkej-927	165	9	for	for	ADP
alkej-927	165	10	attacks	attack	NOUN
alkej-927	165	11	,	,	PUNCT
alkej-927	165	12	enabling	enable	VERB
alkej-927	165	13	the	the	DET
alkej-927	165	14	attacker	attacker	NOUN
alkej-927	165	15	to	to	PART
alkej-927	165	16	circumvent	circumvent	VERB
alkej-927	165	17	the	the	DET
alkej-927	165	18	authentication	authentication	NOUN
alkej-927	165	19	process	process	NOUN
alkej-927	165	20	and	and	CCONJ
alkej-927	165	21	gain	gain	VERB
alkej-927	165	22	unauthorised	unauthorised	ADJ
alkej-927	165	23	access	access	NOUN
alkej-927	165	24	to	to	ADP
alkej-927	165	25	the	the	DET
alkej-927	165	26	controller	controller	NOUN
alkej-927	165	27	by	by	ADP
alkej-927	165	28	executing	execute	VERB
alkej-927	165	29	a	a	DET
alkej-927	165	30	malicious	malicious	ADJ
alkej-927	165	31	script	script	NOUN
alkej-927	165	32	.	.	PUNCT
alkej-927	166	1	if	if	SCONJ
alkej-927	166	2	the	the	DET
alkej-927	166	3	attacker	attacker	NOUN
alkej-927	166	4	can	can	AUX
alkej-927	166	5	obtain	obtain	VERB
alkej-927	166	6	unauthorised	unauthorised	ADJ
alkej-927	166	7	entry	entry	NOUN
alkej-927	166	8	to	to	ADP
alkej-927	166	9	the	the	DET
alkej-927	166	10	controller	controller	NOUN
alkej-927	166	11	,	,	PUNCT
alkej-927	166	12	then	then	ADV
alkej-927	166	13	they	they	PRON
alkej-927	166	14	can	can	AUX
alkej-927	166	15	initiate	initiate	VERB
alkej-927	166	16	additional	additional	ADJ
alkej-927	166	17	offensive	offensive	ADJ
alkej-927	166	18	actions	action	NOUN
alkej-927	166	19	,	,	PUNCT
alkej-927	166	20	including	include	VERB
alkej-927	166	21	the	the	DET
alkej-927	166	22	modification	modification	NOUN
alkej-927	166	23	of	of	ADP
alkej-927	166	24	flow	flow	NOUN
alkej-927	166	25	rules	rule	NOUN
alkej-927	166	26	,	,	PUNCT
alkej-927	166	27	the	the	DET
alkej-927	166	28	execution	execution	NOUN
alkej-927	166	29	of	of	ADP
alkej-927	166	30	a	a	DET
alkej-927	166	31	dos	do	NOUN
alkej-927	166	32	attack	attack	NOUN
alkej-927	166	33	and	and	CCONJ
alkej-927	166	34	the	the	DET
alkej-927	166	35	interception	interception	NOUN
alkej-927	166	36	of	of	ADP
alkej-927	166	37	data	datum	NOUN
alkej-927	166	38	and	and	CCONJ
alkej-927	166	39	control	control	NOUN
alkej-927	166	40	traffic	traffic	NOUN
alkej-927	166	41	for	for	ADP
alkej-927	166	42	surveillance	surveillance	NOUN
alkej-927	166	43	purposes	purpose	NOUN
alkej-927	166	44	.	.	PUNCT
alkej-927	167	1	table	table	NOUN
alkej-927	167	2	2	2	NUM
alkej-927	167	3	lists	list	VERB
alkej-927	167	4	the	the	DET
alkej-927	167	5	attack	attack	NOUN
alkej-927	167	6	categories	category	NOUN
alkej-927	167	7	employed	employ	VERB
alkej-927	167	8	within	within	ADP
alkej-927	167	9	the	the	DET
alkej-927	167	10	virtual	virtual	ADJ
alkej-927	167	11	environment	environment	NOUN
alkej-927	167	12	.	.	PUNCT
alkej-927	168	1	heba	heba	PROPN
alkej-927	168	2	dhirar	dhirar	PROPN
alkej-927	168	3	al	al	PROPN
alkej-927	168	4	-	-	PUNCT
alkej-927	168	5	khwarizmi	khwarizmi	PROPN
alkej-927	168	6	engineering	engineering	NOUN
alkej-927	168	7	journal	journal	PROPN
alkej-927	168	8	,	,	PUNCT
alkej-927	168	9	vol	vol	NOUN
alkej-927	168	10	.	.	PROPN
alkej-927	168	11	21	21	NUM
alkej-927	168	12	,	,	PUNCT
alkej-927	168	13	no.3	no.3	VERB
alkej-927	168	14	,	,	PUNCT
alkej-927	168	15	pp	pp	ADJ
alkej-927	168	16	.	.	PUNCT
alkej-927	168	17	3547	3547	NUM
alkej-927	168	18	(	(	PUNCT
alkej-927	168	19	2025	2025	NUM
alkej-927	168	20	)	)	PUNCT
alkej-927	168	21	41	41	NUM
alkej-927	168	22	table	table	NOUN
alkej-927	168	23	2	2	NUM
alkej-927	168	24	.	.	PUNCT
alkej-927	168	25	dataset	dataset	VERB
alkej-927	168	26	with	with	ADP
alkej-927	168	27	attack	attack	NOUN
alkej-927	168	28	classes	class	NOUN
alkej-927	168	29	produced	produce	VERB
alkej-927	168	30	within	within	ADP
alkej-927	168	31	a	a	DET
alkej-927	168	32	virtual	virtual	ADJ
alkej-927	168	33	environment	environment	NOUN
alkej-927	168	34	.	.	PUNCT
alkej-927	169	1	attack	attack	NOUN
alkej-927	169	2	description	description	NOUN
alkej-927	169	3	of	of	ADP
alkej-927	169	4	activities	activity	NOUN
alkej-927	169	5	dos	dos	VERB
alkej-927	169	6	tcp	tcp	NOUN
alkej-927	169	7	-	-	PUNCT
alkej-927	169	8	syn	syn	PROPN
alkej-927	169	9	,	,	PUNCT
alkej-927	169	10	udp	udp	PROPN
alkej-927	169	11	,	,	PUNCT
alkej-927	169	12	icmp	icmp	ADJ
alkej-927	169	13	flooding	flood	VERB
alkej-927	169	14	ddos	ddo	NOUN
alkej-927	169	15	tcp	tcp	PROPN
alkej-927	169	16	-	-	PUNCT
alkej-927	169	17	syn	syn	PROPN
alkej-927	169	18	,	,	PUNCT
alkej-927	169	19	udp	udp	PROPN
alkej-927	169	20	,	,	PUNCT
alkej-927	169	21	icmp	icmp	ADJ
alkej-927	169	22	flooding	flood	VERB
alkej-927	169	23	web	web	NOUN
alkej-927	169	24	attack	attack	NOUN
alkej-927	169	25	xss	xss	PROPN
alkej-927	169	26	,	,	PUNCT
alkej-927	169	27	sql	sql	NOUN
alkej-927	169	28	injection	injection	NOUN
alkej-927	169	29	r2l	r2l	NOUN
alkej-927	169	30	imap	imap	NOUN
alkej-927	169	31	,	,	PUNCT
alkej-927	169	32	brute	brute	ADJ
alkej-927	169	33	-	-	PUNCT
alkej-927	169	34	force	force	NOUN
alkej-927	169	35	,	,	PUNCT
alkej-927	169	36	mirai	mirai	PROPN
alkej-927	169	37	malware	malware	PROPN
alkej-927	169	38	trojan	trojan	PROPN
alkej-927	169	39	,	,	PUNCT
alkej-927	169	40	botnet	botnet	NOUN
alkej-927	169	41	probe	probe	NOUN
alkej-927	169	42	probe	probe	NOUN
alkej-927	169	43	scan	scan	PROPN
alkej-927	169	44	,	,	PUNCT
alkej-927	169	45	discover	discover	VERB
alkej-927	169	46	service	service	NOUN
alkej-927	169	47	,	,	PUNCT
alkej-927	169	48	vulnerability	vulnerability	NOUN
alkej-927	169	49	scan	scan	NOUN
alkej-927	169	50	,	,	PUNCT
alkej-927	169	51	spoofing	spoofing	NOUN
alkej-927	169	52	,	,	PUNCT
alkej-927	169	53	packet	packet	NOUN
alkej-927	169	54	sniffing	sniffing	NOUN
alkej-927	169	55	,	,	PUNCT
alkej-927	169	56	ping	ping	NOUN
alkej-927	169	57	sweep	sweep	NOUN
alkej-927	169	58	u2r	u2r	PUNCT
alkej-927	169	59	vsftpd	vsftpd	PROPN
alkej-927	169	60	,	,	PUNCT
alkej-927	169	61	samba	samba	NOUN
alkej-927	169	62	,	,	PUNCT
alkej-927	169	63	passive	passive	ADJ
alkej-927	169	64	exploitation	exploitation	NOUN
alkej-927	169	65	the	the	DET
alkej-927	169	66	entirety	entirety	NOUN
alkej-927	169	67	of	of	ADP
alkej-927	169	68	the	the	DET
alkej-927	169	69	generated	generate	VERB
alkej-927	169	70	network	network	NOUN
alkej-927	169	71	traffic	traffic	NOUN
alkej-927	169	72	is	be	AUX
alkej-927	169	73	gathered	gather	VERB
alkej-927	169	74	and	and	CCONJ
alkej-927	169	75	examined	examine	VERB
alkej-927	169	76	via	via	ADP
alkej-927	169	77	wireshark	wireshark	NOUN
alkej-927	169	78	.	.	PUNCT
alkej-927	170	1	the	the	DET
alkej-927	170	2	data	datum	NOUN
alkej-927	170	3	are	be	AUX
alkej-927	170	4	subsequently	subsequently	ADV
alkej-927	170	5	labelled	label	VERB
alkej-927	170	6	according	accord	VERB
alkej-927	170	7	to	to	ADP
alkej-927	170	8	their	their	PRON
alkej-927	170	9	profile	profile	NOUN
alkej-927	170	10	and	and	CCONJ
alkej-927	170	11	attack	attack	NOUN
alkej-927	170	12	type	type	NOUN
alkej-927	170	13	,	,	PUNCT
alkej-927	170	14	and	and	CCONJ
alkej-927	170	15	its	its	PRON
alkej-927	170	16	key	key	ADJ
alkej-927	170	17	features	feature	NOUN
alkej-927	170	18	are	be	AUX
alkej-927	170	19	extracted	extract	VERB
alkej-927	170	20	via	via	ADP
alkej-927	170	21	cicflowmeter	cicflowmeter	NOUN
alkej-927	170	22	,	,	PUNCT
alkej-927	170	23	which	which	PRON
alkej-927	170	24	was	be	AUX
alkej-927	170	25	created	create	VERB
alkej-927	170	26	by	by	ADP
alkej-927	170	27	the	the	DET
alkej-927	170	28	canadian	canadian	PROPN
alkej-927	170	29	institute	institute	PROPN
alkej-927	170	30	of	of	ADP
alkej-927	170	31	cyber	cyber	PROPN
alkej-927	170	32	security	security	NOUN
alkej-927	170	33	and	and	CCONJ
alkej-927	170	34	uses	use	VERB
alkej-927	170	35	java	java	PROPN
alkej-927	170	36	for	for	ADP
alkej-927	170	37	network	network	NOUN
alkej-927	170	38	traffic	traffic	NOUN
alkej-927	170	39	flow	flow	NOUN
alkej-927	170	40	generation	generation	NOUN
alkej-927	170	41	from	from	ADP
alkej-927	170	42	pcap	pcap	NOUN
alkej-927	170	43	files	file	NOUN
alkej-927	170	44	.	.	PUNCT
alkej-927	171	1	fig	fig	NOUN
alkej-927	171	2	.	.	PUNCT
alkej-927	172	1	4	4	NUM
alkej-927	172	2	illustrates	illustrate	VERB
alkej-927	172	3	the	the	DET
alkej-927	172	4	key	key	ADJ
alkej-927	172	5	stages	stage	NOUN
alkej-927	172	6	involved	involve	VERB
alkej-927	172	7	in	in	ADP
alkej-927	172	8	the	the	DET
alkej-927	172	9	traffic	traffic	NOUN
alkej-927	172	10	generation	generation	NOUN
alkej-927	172	11	process	process	NOUN
alkej-927	172	12	.	.	PUNCT
alkej-927	173	1	fig	fig	NOUN
alkej-927	173	2	.	.	PUNCT
alkej-927	174	1	4	4	X
alkej-927	174	2	.	.	X
alkej-927	174	3	dataset	dataset	NOUN
alkej-927	174	4	generation	generation	NOUN
alkej-927	174	5	process	process	NOUN
alkej-927	174	6	.	.	PUNCT
alkej-927	175	1	5	5	X
alkej-927	175	2	.	.	NOUN
alkej-927	175	3	results	result	NOUN
alkej-927	175	4	and	and	CCONJ
alkej-927	175	5	analysis	analysis	NOUN
alkej-927	175	6	the	the	DET
alkej-927	175	7	dataset	dataset	NOUN
alkej-927	175	8	was	be	AUX
alkej-927	175	9	partitioned	partition	VERB
alkej-927	175	10	into	into	ADP
alkej-927	175	11	three	three	NUM
alkej-927	175	12	distinct	distinct	ADJ
alkej-927	175	13	groups	group	NOUN
alkej-927	175	14	according	accord	VERB
alkej-927	175	15	to	to	ADP
alkej-927	175	16	the	the	DET
alkej-927	175	17	traffic	traffic	NOUN
alkej-927	175	18	type	type	NOUN
alkej-927	175	19	and	and	CCONJ
alkej-927	175	20	target	target	NOUN
alkej-927	175	21	machine	machine	NOUN
alkej-927	175	22	.	.	PUNCT
alkej-927	176	1	the	the	DET
alkej-927	176	2	first	first	ADJ
alkej-927	176	3	category	category	NOUN
alkej-927	176	4	comprises	comprise	VERB
alkej-927	176	5	exclusively	exclusively	ADV
alkej-927	176	6	regular	regular	ADJ
alkej-927	176	7	traffic	traffic	NOUN
alkej-927	176	8	;	;	PUNCT
alkej-927	176	9	the	the	DET
alkej-927	176	10	second	second	ADJ
alkej-927	176	11	category	category	NOUN
alkej-927	176	12	comprises	comprise	VERB
alkej-927	176	13	attack	attack	NOUN
alkej-927	176	14	traffic	traffic	NOUN
alkej-927	176	15	specifically	specifically	ADV
alkej-927	176	16	directed	direct	VERB
alkej-927	176	17	from	from	ADP
alkej-927	176	18	the	the	DET
alkej-927	176	19	metasploit	metasploit	NOUN
alkej-927	176	20	server	server	NOUN
alkej-927	176	21	;	;	PUNCT
alkej-927	176	22	and	and	CCONJ
alkej-927	176	23	the	the	DET
alkej-927	176	24	third	third	ADJ
alkej-927	176	25	category	category	NOUN
alkej-927	176	26	comprises	comprise	VERB
alkej-927	176	27	the	the	DET
alkej-927	176	28	attack	attack	NOUN
alkej-927	176	29	on	on	ADP
alkej-927	176	30	the	the	DET
alkej-927	176	31	iot	iot	NOUN
alkej-927	176	32	device	device	NOUN
alkej-927	176	33	.	.	PUNCT
alkej-927	177	1	the	the	DET
alkej-927	177	2	overall	overall	ADJ
alkej-927	177	3	number	number	NOUN
alkej-927	177	4	of	of	ADP
alkej-927	177	5	39,608,114	39,608,114	NUM
alkej-927	177	6	occurrences	occurrence	NOUN
alkej-927	177	7	for	for	ADP
alkej-927	177	8	regular	regular	ADJ
alkej-927	177	9	and	and	CCONJ
alkej-927	177	10	attack	attack	NOUN
alkej-927	177	11	traffic	traffic	NOUN
alkej-927	177	12	.	.	PUNCT
alkej-927	178	1	the	the	DET
alkej-927	178	2	regular	regular	ADJ
alkej-927	178	3	traffic	traffic	NOUN
alkej-927	178	4	yields	yield	VERB
alkej-927	178	5	a	a	DET
alkej-927	178	6	cumulative	cumulative	ADJ
alkej-927	178	7	count	count	NOUN
alkej-927	178	8	of	of	ADP
alkej-927	178	9	11,638,252	11,638,252	NUM
alkej-927	178	10	,	,	PUNCT
alkej-927	178	11	whereas	whereas	SCONJ
alkej-927	178	12	the	the	DET
alkej-927	178	13	attack	attack	NOUN
alkej-927	178	14	traffic	traffic	NOUN
alkej-927	178	15	has	have	VERB
alkej-927	178	16	27,969,892	27,969,892	NUM
alkej-927	178	17	occurrences	occurrence	NOUN
alkej-927	178	18	.	.	PUNCT
alkej-927	179	1	table	table	NOUN
alkej-927	179	2	3	3	NUM
alkej-927	179	3	shows	show	VERB
alkej-927	179	4	the	the	DET
alkej-927	179	5	data	data	NOUN
alkej-927	179	6	records	record	NOUN
alkej-927	179	7	and	and	CCONJ
alkej-927	179	8	their	their	PRON
alkej-927	179	9	respective	respective	ADJ
alkej-927	179	10	sizes	size	NOUN
alkej-927	179	11	.	.	PUNCT
alkej-927	180	1	wireshark	wireshark	NOUN
alkej-927	180	2	is	be	AUX
alkej-927	180	3	utilised	utilise	VERB
alkej-927	180	4	to	to	PART
alkej-927	180	5	gather	gather	VERB
alkej-927	180	6	traffic	traffic	NOUN
alkej-927	180	7	flows	flow	NOUN
alkej-927	180	8	in	in	ADP
alkej-927	180	9	each	each	DET
alkej-927	180	10	class	class	NOUN
alkej-927	180	11	on	on	ADP
alkej-927	180	12	the	the	DET
alkej-927	180	13	victim	victim	NOUN
alkej-927	180	14	computer	computer	NOUN
alkej-927	180	15	and	and	CCONJ
alkej-927	180	16	interface	interface	NOUN
alkej-927	180	17	of	of	ADP
alkej-927	180	18	the	the	DET
alkej-927	180	19	sdn	sdn	PROPN
alkej-927	180	20	controller	controller	NOUN
alkej-927	180	21	.	.	PUNCT
alkej-927	181	1	as	as	SCONJ
alkej-927	181	2	mentioned	mention	VERB
alkej-927	181	3	,	,	PUNCT
alkej-927	181	4	cicflowmeter	cicflowmeter	NOUN
alkej-927	181	5	is	be	AUX
alkej-927	181	6	utilised	utilise	VERB
alkej-927	181	7	to	to	PART
alkej-927	181	8	obtain	obtain	VERB
alkej-927	181	9	the	the	DET
alkej-927	181	10	flow	flow	NOUN
alkej-927	181	11	features	feature	NOUN
alkej-927	181	12	of	of	ADP
alkej-927	181	13	the	the	DET
alkej-927	181	14	dataset	dataset	NOUN
alkej-927	181	15	,	,	PUNCT
alkej-927	181	16	and	and	CCONJ
alkej-927	181	17	a	a	DET
alkej-927	181	18	separate	separate	ADJ
alkej-927	181	19	dataset	dataset	NOUN
alkej-927	181	20	is	be	AUX
alkej-927	181	21	deployed	deploy	VERB
alkej-927	181	22	for	for	ADP
alkej-927	181	23	each	each	DET
alkej-927	181	24	attack	attack	NOUN
alkej-927	181	25	type	type	NOUN
alkej-927	181	26	and	and	CCONJ
alkej-927	181	27	combined	combine	VERB
alkej-927	181	28	to	to	PART
alkej-927	181	29	produce	produce	VERB
alkej-927	181	30	the	the	DET
alkej-927	181	31	final	final	ADJ
alkej-927	181	32	dataset	dataset	NOUN
alkej-927	181	33	.	.	PUNCT
alkej-927	182	1	the	the	DET
alkej-927	182	2	primary	primary	ADJ
alkej-927	182	3	motivation	motivation	NOUN
alkej-927	182	4	for	for	ADP
alkej-927	182	5	utilising	utilise	VERB
alkej-927	182	6	the	the	DET
alkej-927	182	7	cicflowmeter	cicflowmeter	NOUN
alkej-927	182	8	is	be	AUX
alkej-927	182	9	that	that	SCONJ
alkej-927	182	10	none	none	NOUN
alkej-927	182	11	of	of	ADP
alkej-927	182	12	the	the	DET
alkej-927	182	13	other	other	ADJ
alkej-927	182	14	tools	tool	NOUN
alkej-927	182	15	specifically	specifically	ADV
alkej-927	182	16	focus	focus	VERB
alkej-927	182	17	on	on	ADP
alkej-927	182	18	timebased	timebased	ADJ
alkej-927	182	19	aspects	aspect	NOUN
alkej-927	182	20	[	[	X
alkej-927	182	21	23	23	NUM
alkej-927	182	22	]	]	PUNCT
alkej-927	182	23	.	.	PUNCT
alkej-927	183	1	nevertheless	nevertheless	ADV
alkej-927	183	2	,	,	PUNCT
alkej-927	183	3	various	various	ADJ
alkej-927	183	4	applications	application	NOUN
alkej-927	183	5	are	be	AUX
alkej-927	183	6	subjected	subject	VERB
alkej-927	183	7	to	to	ADP
alkej-927	183	8	distinct	distinct	ADJ
alkej-927	183	9	time	time	NOUN
alkej-927	183	10	limitations	limitation	NOUN
alkej-927	183	11	.	.	PUNCT
alkej-927	184	1	consequently	consequently	ADV
alkej-927	184	2	,	,	PUNCT
alkej-927	184	3	the	the	DET
alkej-927	184	4	calculation	calculation	NOUN
alkej-927	184	5	of	of	ADP
alkej-927	184	6	statistical	statistical	ADJ
alkej-927	184	7	time	time	NOUN
alkej-927	184	8	-	-	PUNCT
alkej-927	184	9	related	relate	VERB
alkej-927	184	10	properties	property	NOUN
alkej-927	184	11	for	for	ADP
alkej-927	184	12	flow	flow	NOUN
alkej-927	184	13	traffic	traffic	NOUN
alkej-927	184	14	becomes	become	VERB
alkej-927	184	15	incredibly	incredibly	ADV
alkej-927	184	16	important	important	ADJ
alkej-927	184	17	.	.	PUNCT
alkej-927	185	1	the	the	DET
alkej-927	185	2	generated	generate	VERB
alkej-927	185	3	flows	flow	NOUN
alkej-927	185	4	are	be	AUX
alkej-927	185	5	computed	compute	VERB
alkej-927	185	6	bidirectionally	bidirectionally	ADV
alkej-927	185	7	,	,	PUNCT
alkej-927	185	8	with	with	ADP
alkej-927	185	9	the	the	DET
alkej-927	185	10	flow	flow	NOUN
alkej-927	185	11	path	path	NOUN
alkej-927	185	12	(	(	PUNCT
alkej-927	185	13	forward	forward	ADV
alkej-927	185	14	or	or	CCONJ
alkej-927	185	15	backward	backward	ADV
alkej-927	185	16	)	)	PUNCT
alkej-927	185	17	determined	determine	VERB
alkej-927	185	18	by	by	ADP
alkej-927	185	19	the	the	DET
alkej-927	185	20	first	first	ADJ
alkej-927	185	21	packet	packet	NOUN
alkej-927	185	22	in	in	ADP
alkej-927	185	23	the	the	DET
alkej-927	185	24	flow	flow	NOUN
alkej-927	185	25	.	.	PUNCT
alkej-927	186	1	cicflowmeter	cicflowmeter	NOUN
alkej-927	186	2	generates	generate	VERB
alkej-927	186	3	over	over	ADP
alkej-927	186	4	80	80	NUM
alkej-927	186	5	metrics	metric	NOUN
alkej-927	186	6	within	within	ADP
alkej-927	186	7	a	a	DET
alkej-927	186	8	csv	csv	NOUN
alkej-927	186	9	file	file	NOUN
alkej-927	186	10	,	,	PUNCT
alkej-927	186	11	including	include	VERB
alkej-927	186	12	protocol	protocol	NOUN
alkej-927	186	13	,	,	PUNCT
alkej-927	186	14	byte	byte	NOUN
alkej-927	186	15	number	number	NOUN
alkej-927	186	16	,	,	PUNCT
alkej-927	186	17	duration	duration	NOUN
alkej-927	186	18	,	,	PUNCT
alkej-927	186	19	packet	packet	NOUN
alkej-927	186	20	number	number	NOUN
alkej-927	186	21	and	and	CCONJ
alkej-927	186	22	others	other	NOUN
alkej-927	186	23	.	.	PUNCT
alkej-927	187	1	in	in	ADP
alkej-927	187	2	the	the	DET
alkej-927	187	3	process	process	NOUN
alkej-927	187	4	of	of	ADP
alkej-927	187	5	labelling	labelling	NOUN
alkej-927	187	6	,	,	PUNCT
alkej-927	187	7	various	various	ADJ
alkej-927	187	8	aspects	aspect	NOUN
alkej-927	187	9	are	be	AUX
alkej-927	187	10	utilised	utilise	VERB
alkej-927	187	11	,	,	PUNCT
alkej-927	187	12	including	include	VERB
alkej-927	187	13	information	information	NOUN
alkej-927	187	14	about	about	ADP
alkej-927	187	15	the	the	DET
alkej-927	187	16	source	source	NOUN
alkej-927	187	17	and	and	CCONJ
alkej-927	187	18	destination	destination	NOUN
alkej-927	187	19	ip	ip	NOUN
alkej-927	187	20	addresses	address	NOUN
alkej-927	187	21	.	.	PUNCT
alkej-927	188	1	table	table	NOUN
alkej-927	188	2	4	4	NUM
alkej-927	188	3	shows	show	VERB
alkej-927	188	4	some	some	PRON
alkej-927	188	5	of	of	ADP
alkej-927	188	6	the	the	DET
alkej-927	188	7	extracted	extract	VERB
alkej-927	188	8	features	feature	NOUN
alkej-927	188	9	and	and	CCONJ
alkej-927	188	10	corresponding	correspond	VERB
alkej-927	188	11	details	detail	NOUN
alkej-927	188	12	.	.	PUNCT
alkej-927	189	1	table	table	NOUN
alkej-927	189	2	3	3	NUM
alkej-927	189	3	.	.	PUNCT
alkej-927	190	1	total	total	ADJ
alkej-927	190	2	number	number	NOUN
alkej-927	190	3	of	of	ADP
alkej-927	190	4	data	datum	NOUN
alkej-927	190	5	records	record	NOUN
alkej-927	190	6	with	with	ADP
alkej-927	190	7	their	their	PRON
alkej-927	190	8	respective	respective	ADJ
alkej-927	190	9	sises	sise	NOUN
alkej-927	190	10	.	.	PUNCT
alkej-927	191	1	group	group	NOUN
alkej-927	191	2	description	description	NOUN
alkej-927	191	3	instance	instance	NOUN
alkej-927	191	4	number	number	NOUN
alkej-927	191	5	.pcap	.pcap	PUNCT
alkej-927	191	6	size	size	NOUN
alkej-927	191	7	normal	normal	ADJ
alkej-927	191	8	group	group	NOUN
alkej-927	191	9	https	https	NOUN
alkej-927	191	10	,	,	PUNCT
alkej-927	191	11	http	http	PROPN
alkej-927	191	12	,	,	PUNCT
alkej-927	191	13	ftp	ftp	PROPN
alkej-927	191	14	,	,	PUNCT
alkej-927	191	15	dns	dns	NOUN
alkej-927	191	16	,	,	PUNCT
alkej-927	191	17	mail	mail	NOUN
alkej-927	191	18	,	,	PUNCT
alkej-927	191	19	browsing	browsing	NOUN
alkej-927	191	20	,	,	PUNCT
alkej-927	191	21	youtube,.etc	youtube,.etc	PROPN
alkej-927	191	22	.	.	NOUN
alkej-927	191	23	11,638,252	11,638,252	NUM
alkej-927	191	24	485	485	NUM
alkej-927	191	25	mb	mb	ADP
alkej-927	191	26	heba	heba	PROPN
alkej-927	191	27	dhirar	dhirar	PROPN
alkej-927	191	28	al	al	PROPN
alkej-927	191	29	-	-	PUNCT
alkej-927	191	30	khwarizmi	khwarizmi	PROPN
alkej-927	191	31	engineering	engineering	NOUN
alkej-927	191	32	journal	journal	PROPN
alkej-927	191	33	,	,	PUNCT
alkej-927	191	34	vol	vol	NOUN
alkej-927	191	35	.	.	PROPN
alkej-927	191	36	21	21	NUM
alkej-927	191	37	,	,	PUNCT
alkej-927	191	38	no.3	no.3	VERB
alkej-927	191	39	,	,	PUNCT
alkej-927	191	40	pp	pp	ADJ
alkej-927	191	41	.	.	PUNCT
alkej-927	191	42	3547	3547	NUM
alkej-927	191	43	(	(	PUNCT
alkej-927	191	44	2025	2025	NUM
alkej-927	191	45	)	)	PUNCT
alkej-927	191	46	42	42	NUM
alkej-927	191	47	attack	attack	NOUN
alkej-927	191	48	group	group	NOUN
alkej-927	191	49	dos	do	VERB
alkej-927	191	50	26,678,409	26,678,409	NUM
alkej-927	191	51	4.58	4.58	NUM
alkej-927	191	52	gb	gb	NOUN
alkej-927	191	53	ddos	ddo	NOUN
alkej-927	191	54	r2l	r2l	PROPN
alkej-927	191	55	(	(	PUNCT
alkej-927	191	56	imap	imap	NOUN
alkej-927	191	57	,	,	PUNCT
alkej-927	191	58	brute	brute	ADJ
alkej-927	191	59	-	-	PUNCT
alkej-927	191	60	force	force	NOUN
alkej-927	191	61	attack	attack	NOUN
alkej-927	191	62	)	)	PUNCT
alkej-927	191	63	765,522	765,522	NUM
alkej-927	191	64	97.82	97.82	NUM
alkej-927	191	65	mb	mb	ADP
alkej-927	191	66	web	web	NOUN
alkej-927	191	67	-	-	PUNCT
alkej-927	191	68	based	base	VERB
alkej-927	191	69	attack	attack	NOUN
alkej-927	191	70	botnet	botnet	NOUN
alkej-927	191	71	probe	probe	NOUN
alkej-927	191	72	(	(	PUNCT
alkej-927	191	73	scan	scan	ADJ
alkej-927	191	74	,	,	PUNCT
alkej-927	191	75	discover	discover	VERB
alkej-927	191	76	service	service	NOUN
alkej-927	191	77	,	,	PUNCT
alkej-927	191	78	vulnerability	vulnerability	NOUN
alkej-927	191	79	scan	scan	NOUN
alkej-927	191	80	,	,	PUNCT
alkej-927	191	81	spoofing	spoof	VERB
alkej-927	191	82	iot	iot	PROPN
alkej-927	191	83	group	group	NOUN
alkej-927	191	84	mirai	mirai	PROPN
alkej-927	191	85	525,961	525,961	NUM
alkej-927	191	86	286	286	NUM
alkej-927	191	87	mb	mb	NOUN
alkej-927	191	88	table	table	NOUN
alkej-927	191	89	4	4	NUM
alkej-927	191	90	.	.	PUNCT
alkej-927	192	1	some	some	PRON
alkej-927	192	2	of	of	ADP
alkej-927	192	3	the	the	DET
alkej-927	192	4	extracted	extract	VERB
alkej-927	192	5	features	feature	NOUN
alkej-927	192	6	and	and	CCONJ
alkej-927	192	7	corresponding	correspond	VERB
alkej-927	192	8	details	detail	NOUN
alkej-927	192	9	.	.	PUNCT
alkej-927	193	1	feature	feature	NOUN
alkej-927	193	2	description	description	NOUN
alkej-927	193	3	attack	attack	NOUN
alkej-927	193	4	description	description	NOUN
alkej-927	193	5	attack	attack	NOUN
alkej-927	193	6	description	description	NOUN
alkej-927	193	7	flow	flow	NOUN
alkej-927	193	8	i	i	PROPN
alkej-927	193	9	d	d	PROPN
alkej-927	193	10	flow	flow	VERB
alkej-927	193	11	unique	unique	ADJ
alkej-927	193	12	identifier	identifier	NOUN
alkej-927	193	13	fwd	fwd	PROPN
alkej-927	193	14	iat	iat	PROPN
alkej-927	193	15	mean	mean	VERB
alkej-927	193	16	the	the	DET
alkej-927	193	17	average	average	ADJ
alkej-927	193	18	duration	duration	NOUN
alkej-927	193	19	between	between	ADP
alkej-927	193	20	two	two	NUM
alkej-927	193	21	consecutive	consecutive	ADJ
alkej-927	193	22	packets	packet	NOUN
alkej-927	193	23	in	in	ADP
alkej-927	193	24	the	the	DET
alkej-927	193	25	forward	forward	ADJ
alkej-927	193	26	direction	direction	NOUN
alkej-927	193	27	.	.	PUNCT
alkej-927	194	1	down	down	ADV
alkej-927	194	2	/	/	SYM
alkej-927	194	3	up	up	ADP
alkej-927	194	4	ratio	ratio	NOUN
alkej-927	194	5	upload	upload	VERB
alkej-927	194	6	and	and	CCONJ
alkej-927	194	7	download	download	VERB
alkej-927	194	8	ratio	ratio	NOUN
alkej-927	194	9	source	source	NOUN
alkej-927	194	10	ip	ip	NOUN
alkej-927	194	11	ip	ip	ADJ
alkej-927	194	12	address	address	NOUN
alkej-927	194	13	of	of	ADP
alkej-927	194	14	the	the	DET
alkej-927	194	15	source	source	NOUN
alkej-927	194	16	host	host	NOUN
alkej-927	194	17	fwd	fwd	PROPN
alkej-927	194	18	iat	iat	PROPN
alkej-927	194	19	std	std	NOUN
alkej-927	194	20	duration	duration	NOUN
alkej-927	194	21	elapsed	elapse	VERB
alkej-927	194	22	between	between	ADP
alkej-927	194	23	the	the	DET
alkej-927	194	24	transmission	transmission	NOUN
alkej-927	194	25	of	of	ADP
alkej-927	194	26	two	two	NUM
alkej-927	194	27	packets	packet	NOUN
alkej-927	194	28	in	in	ADP
alkej-927	194	29	the	the	DET
alkej-927	194	30	forward	forward	ADJ
alkej-927	194	31	direction	direction	NOUN
alkej-927	194	32	.	.	PUNCT
alkej-927	195	1	average	average	ADJ
alkej-927	195	2	packet	packet	NOUN
alkej-927	195	3	size	size	NOUN
alkej-927	195	4	the	the	DET
alkej-927	195	5	average	average	ADJ
alkej-927	195	6	size	size	NOUN
alkej-927	195	7	of	of	ADP
alkej-927	195	8	packet	packet	NOUN
alkej-927	195	9	destination	destination	NOUN
alkej-927	195	10	ip	ip	VERB
alkej-927	195	11	ip	ip	ADJ
alkej-927	195	12	address	address	NOUN
alkej-927	195	13	of	of	ADP
alkej-927	195	14	the	the	DET
alkej-927	195	15	destination	destination	NOUN
alkej-927	195	16	host	host	NOUN
alkej-927	195	17	fwd	fwd	PROPN
alkej-927	195	18	iat	iat	PROPN
alkej-927	195	19	total	total	ADJ
alkej-927	195	20	total	total	ADJ
alkej-927	195	21	time	time	NOUN
alkej-927	195	22	between	between	ADP
alkej-927	195	23	two	two	NUM
alkej-927	195	24	packets	packet	NOUN
alkej-927	195	25	sent	send	VERB
alkej-927	195	26	in	in	ADP
alkej-927	195	27	the	the	DET
alkej-927	195	28	forward	forward	ADJ
alkej-927	195	29	direction	direction	NOUN
alkej-927	195	30	fwd	fwd	ADJ
alkej-927	195	31	segment	segment	NOUN
alkej-927	195	32	size	size	NOUN
alkej-927	195	33	avg	avg	PROPN
alkej-927	195	34	average	average	ADJ
alkej-927	195	35	size	size	NOUN
alkej-927	195	36	observed	observe	VERB
alkej-927	195	37	in	in	ADP
alkej-927	195	38	the	the	DET
alkej-927	195	39	forward	forward	ADJ
alkej-927	195	40	direction	direction	NOUN
alkej-927	195	41	flow	flow	NOUN
alkej-927	195	42	,	,	PUNCT
alkej-927	195	43	iat	iat	PROPN
alkej-927	195	44	max	max	PROPN
alkej-927	195	45	,	,	PUNCT
alkej-927	195	46	the	the	DET
alkej-927	195	47	maximum	maximum	ADJ
alkej-927	195	48	duration	duration	NOUN
alkej-927	195	49	between	between	ADP
alkej-927	195	50	the	the	DET
alkej-927	195	51	transmission	transmission	NOUN
alkej-927	195	52	of	of	ADP
alkej-927	195	53	two	two	NUM
alkej-927	195	54	packets	packet	NOUN
alkej-927	195	55	within	within	ADP
alkej-927	195	56	a	a	DET
alkej-927	195	57	given	give	VERB
alkej-927	195	58	flow	flow	NOUN
alkej-927	195	59	.	.	PUNCT
alkej-927	196	1	psh	psh	NOUN
alkej-927	196	2	flag	flag	NOUN
alkej-927	196	3	count	count	NOUN
alkej-927	196	4	amount	amount	NOUN
alkej-927	196	5	of	of	ADP
alkej-927	196	6	packets	packet	NOUN
alkej-927	196	7	containing	contain	VERB
alkej-927	196	8	the	the	DET
alkej-927	196	9	push	push	NOUN
alkej-927	196	10	flag	flag	NOUN
alkej-927	196	11	.	.	PUNCT
alkej-927	197	1	idle	idle	PROPN
alkej-927	197	2	max	max	PROPN
alkej-927	197	3	the	the	DET
alkej-927	197	4	maximum	maximum	ADJ
alkej-927	197	5	duration	duration	NOUN
alkej-927	197	6	of	of	ADP
alkej-927	197	7	inactivity	inactivity	NOUN
alkej-927	197	8	observed	observe	VERB
alkej-927	197	9	before	before	ADP
alkej-927	197	10	the	the	DET
alkej-927	197	11	resumption	resumption	NOUN
alkej-927	197	12	of	of	ADP
alkej-927	197	13	activity	activity	NOUN
alkej-927	197	14	in	in	ADP
alkej-927	197	15	a	a	DET
alkej-927	197	16	flow	flow	NOUN
alkej-927	197	17	.	.	PUNCT
alkej-927	198	1	flow	flow	NOUN
alkej-927	198	2	,	,	PUNCT
alkej-927	198	3	iat	iat	PROPN
alkej-927	198	4	min	min	PROPN
alkej-927	198	5	,	,	PUNCT
alkej-927	198	6	minimum	minimum	ADJ
alkej-927	198	7	interval	interval	NOUN
alkej-927	198	8	duration	duration	NOUN
alkej-927	198	9	between	between	ADP
alkej-927	198	10	the	the	DET
alkej-927	198	11	transmission	transmission	NOUN
alkej-927	198	12	of	of	ADP
alkej-927	198	13	two	two	NUM
alkej-927	198	14	packets	packet	NOUN
alkej-927	198	15	inside	inside	ADP
alkej-927	198	16	a	a	DET
alkej-927	198	17	given	give	VERB
alkej-927	198	18	flow	flow	NOUN
alkej-927	198	19	.	.	PUNCT
alkej-927	199	1	ack	ack	VERB
alkej-927	199	2	flag	flag	NOUN
alkej-927	199	3	count	count	NOUN
alkej-927	199	4	amount	amount	NOUN
alkej-927	199	5	of	of	ADP
alkej-927	199	6	packets	packet	NOUN
alkej-927	199	7	containing	contain	VERB
alkej-927	199	8	the	the	DET
alkej-927	199	9	ack	ack	NOUN
alkej-927	199	10	flag	flag	NOUN
alkej-927	199	11	.	.	PUNCT
alkej-927	200	1	idle	idle	ADJ
alkej-927	200	2	std	std	NOUN
alkej-927	200	3	the	the	DET
alkej-927	200	4	standard	standard	ADJ
alkej-927	200	5	deviation	deviation	NOUN
alkej-927	200	6	of	of	ADP
alkej-927	200	7	time	time	NOUN
alkej-927	200	8	duration	duration	NOUN
alkej-927	200	9	of	of	ADP
alkej-927	200	10	that	that	DET
alkej-927	200	11	flow	flow	NOUN
alkej-927	200	12	remains	remain	VERB
alkej-927	200	13	idle	idle	ADJ
alkej-927	200	14	before	before	ADP
alkej-927	200	15	becoming	become	VERB
alkej-927	200	16	active	active	ADJ
alkej-927	200	17	.	.	PUNCT
alkej-927	201	1	fwd	fwd	PROPN
alkej-927	201	2	iat	iat	PROPN
alkej-927	201	3	min	min	PROPN
alkej-927	201	4	minimum	minimum	ADJ
alkej-927	201	5	time	time	NOUN
alkej-927	201	6	between	between	ADP
alkej-927	201	7	two	two	NUM
alkej-927	201	8	packets	packet	NOUN
alkej-927	201	9	sent	send	VERB
alkej-927	201	10	in	in	ADP
alkej-927	201	11	the	the	DET
alkej-927	201	12	forward	forward	ADJ
alkej-927	201	13	direction	direction	NOUN
alkej-927	201	14	urg	urg	PROPN
alkej-927	201	15	flag	flag	NOUN
alkej-927	201	16	count	count	NOUN
alkej-927	201	17	amount	amount	NOUN
alkej-927	201	18	of	of	ADP
alkej-927	201	19	packets	packet	NOUN
alkej-927	201	20	containing	contain	VERB
alkej-927	201	21	the	the	DET
alkej-927	201	22	urg	urg	PROPN
alkej-927	201	23	flag	flag	NOUN
alkej-927	201	24	.	.	PUNCT
alkej-927	202	1	attack	attack	NOUN
alkej-927	202	2	type	type	NOUN
alkej-927	202	3	specify	specify	VERB
alkej-927	202	4	the	the	DET
alkej-927	202	5	attack	attack	NOUN
alkej-927	202	6	type	type	NOUN
alkej-927	202	7	flow	flow	NOUN
alkej-927	202	8	i	i	PROPN
alkej-927	202	9	d	d	PROPN
alkej-927	202	10	flow	flow	VERB
alkej-927	202	11	unique	unique	ADJ
alkej-927	202	12	identifier	identifier	NOUN
alkej-927	202	13	fwd	fwd	PROPN
alkej-927	202	14	iat	iat	NOUN
alkej-927	202	15	mean	mean	PROPN
alkej-927	202	16	average	average	ADJ
alkej-927	202	17	duration	duration	NOUN
alkej-927	202	18	between	between	ADP
alkej-927	202	19	two	two	NUM
alkej-927	202	20	consecutive	consecutive	ADJ
alkej-927	202	21	packets	packet	NOUN
alkej-927	202	22	in	in	ADP
alkej-927	202	23	the	the	DET
alkej-927	202	24	forward	forward	ADJ
alkej-927	202	25	direction	direction	NOUN
alkej-927	202	26	.	.	PUNCT
alkej-927	203	1	down	down	ADV
alkej-927	203	2	/	/	SYM
alkej-927	203	3	up	up	ADP
alkej-927	203	4	ratio	ratio	NOUN
alkej-927	203	5	upload	upload	VERB
alkej-927	203	6	and	and	CCONJ
alkej-927	203	7	download	download	VERB
alkej-927	203	8	ratio	ratio	NOUN
alkej-927	203	9	source	source	NOUN
alkej-927	203	10	ip	ip	NOUN
alkej-927	203	11	ip	ip	ADJ
alkej-927	203	12	address	address	NOUN
alkej-927	203	13	of	of	ADP
alkej-927	203	14	the	the	DET
alkej-927	203	15	source	source	NOUN
alkej-927	203	16	host	host	NOUN
alkej-927	203	17	fwd	fwd	PROPN
alkej-927	203	18	iat	iat	PROPN
alkej-927	203	19	std	std	NOUN
alkej-927	203	20	duration	duration	NOUN
alkej-927	203	21	elapsed	elapse	VERB
alkej-927	203	22	between	between	ADP
alkej-927	203	23	the	the	DET
alkej-927	203	24	transmission	transmission	NOUN
alkej-927	203	25	of	of	ADP
alkej-927	203	26	two	two	NUM
alkej-927	203	27	packets	packet	NOUN
alkej-927	203	28	in	in	ADP
alkej-927	203	29	the	the	DET
alkej-927	203	30	forward	forward	ADJ
alkej-927	203	31	direction	direction	NOUN
alkej-927	203	32	.	.	PUNCT
alkej-927	204	1	average	average	ADJ
alkej-927	204	2	packet	packet	NOUN
alkej-927	204	3	size	size	NOUN
alkej-927	204	4	the	the	DET
alkej-927	204	5	average	average	ADJ
alkej-927	204	6	size	size	NOUN
alkej-927	204	7	of	of	ADP
alkej-927	204	8	packet	packet	NOUN
alkej-927	204	9	heba	heba	PROPN
alkej-927	204	10	dhirar	dhirar	PROPN
alkej-927	204	11	al	al	PROPN
alkej-927	204	12	-	-	PUNCT
alkej-927	204	13	khwarizmi	khwarizmi	PROPN
alkej-927	204	14	engineering	engineering	NOUN
alkej-927	204	15	journal	journal	PROPN
alkej-927	204	16	,	,	PUNCT
alkej-927	204	17	vol	vol	NOUN
alkej-927	204	18	.	.	PROPN
alkej-927	204	19	21	21	NUM
alkej-927	204	20	,	,	PUNCT
alkej-927	204	21	no.3	no.3	VERB
alkej-927	204	22	,	,	PUNCT
alkej-927	204	23	pp	pp	ADJ
alkej-927	204	24	.	.	PUNCT
alkej-927	204	25	3547	3547	NUM
alkej-927	204	26	(	(	PUNCT
alkej-927	204	27	2025	2025	NUM
alkej-927	204	28	)	)	PUNCT
alkej-927	204	29	43	43	NUM
alkej-927	204	30	1.1.evaluation	1.1.evaluation	NUM
alkej-927	204	31	widely	widely	ADV
alkej-927	204	32	recognised	recognise	VERB
alkej-927	204	33	ml	ml	INTJ
alkej-927	204	34	and	and	CCONJ
alkej-927	204	35	dl	dl	PROPN
alkej-927	204	36	techniques	technique	NOUN
alkej-927	204	37	have	have	AUX
alkej-927	204	38	been	be	AUX
alkej-927	204	39	used	use	VERB
alkej-927	204	40	to	to	PART
alkej-927	204	41	evaluate	evaluate	VERB
alkej-927	204	42	dataset	dataset	ADJ
alkej-927	204	43	quality	quality	NOUN
alkej-927	204	44	.	.	PUNCT
alkej-927	205	1	the	the	DET
alkej-927	205	2	first	first	ADJ
alkej-927	205	3	step	step	NOUN
alkej-927	205	4	is	be	AUX
alkej-927	205	5	the	the	DET
alkej-927	205	6	preprocessing	preprocessing	NOUN
alkej-927	205	7	phase	phase	NOUN
alkej-927	205	8	,	,	PUNCT
alkej-927	205	9	which	which	PRON
alkej-927	205	10	involves	involve	VERB
alkej-927	205	11	removing	remove	VERB
alkej-927	205	12	duplicated	duplicate	VERB
alkej-927	205	13	and	and	CCONJ
alkej-927	205	14	nonvaluable	nonvaluable	ADJ
alkej-927	205	15	values	value	NOUN
alkej-927	205	16	,	,	PUNCT
alkej-927	205	17	encoding	encode	VERB
alkej-927	205	18	and	and	CCONJ
alkej-927	205	19	scaling	scale	VERB
alkej-927	205	20	the	the	DET
alkej-927	205	21	dataset	dataset	NOUN
alkej-927	205	22	to	to	PART
alkej-927	205	23	mitigate	mitigate	VERB
alkej-927	205	24	significant	significant	ADJ
alkej-927	205	25	variations	variation	NOUN
alkej-927	205	26	in	in	ADP
alkej-927	205	27	values	value	NOUN
alkej-927	205	28	and	and	CCONJ
alkej-927	205	29	then	then	ADV
alkej-927	205	30	utilising	utilise	VERB
alkej-927	205	31	several	several	ADJ
alkej-927	205	32	algorithms	algorithm	NOUN
alkej-927	205	33	,	,	PUNCT
alkej-927	205	34	such	such	ADJ
alkej-927	205	35	as	as	ADP
alkej-927	205	36	the	the	DET
alkej-927	205	37	following	following	NOUN
alkej-927	205	38	:	:	PUNCT
alkej-927	205	39	the	the	DET
alkej-927	205	40	logistic	logistic	ADJ
alkej-927	205	41	regression	regression	NOUN
alkej-927	205	42	(	(	PUNCT
alkej-927	205	43	lgr	lgr	NOUN
alkej-927	205	44	)	)	PUNCT
alkej-927	205	45	model	model	NOUN
alkej-927	205	46	calculates	calculate	VERB
alkej-927	205	47	the	the	DET
alkej-927	205	48	probability	probability	NOUN
alkej-927	205	49	of	of	ADP
alkej-927	205	50	an	an	DET
alkej-927	205	51	event	event	NOUN
alkej-927	205	52	on	on	ADP
alkej-927	205	53	a	a	DET
alkej-927	205	54	dataset	dataset	NOUN
alkej-927	205	55	of	of	ADP
alkej-927	205	56	independent	independent	ADJ
alkej-927	205	57	variables	variable	NOUN
alkej-927	205	58	,	,	PUNCT
alkej-927	205	59	such	such	ADJ
alkej-927	205	60	as	as	ADP
alkej-927	205	61	voting	voting	NOUN
alkej-927	205	62	or	or	CCONJ
alkej-927	205	63	not	not	PART
alkej-927	205	64	voting	vote	VERB
alkej-927	205	65	.	.	PUNCT
alkej-927	206	1	the	the	DET
alkej-927	206	2	dependent	dependent	ADJ
alkej-927	206	3	variable	variable	NOUN
alkej-927	206	4	is	be	AUX
alkej-927	206	5	confined	confine	VERB
alkej-927	206	6	between	between	ADP
alkej-927	206	7	0	0	NUM
alkej-927	206	8	and	and	CCONJ
alkej-927	206	9	1	1	NUM
alkej-927	206	10	because	because	SCONJ
alkej-927	206	11	the	the	DET
alkej-927	206	12	outcome	outcome	NOUN
alkej-927	206	13	is	be	AUX
alkej-927	206	14	probabilistic	probabilistic	ADJ
alkej-927	206	15	.	.	PUNCT
alkej-927	207	1	these	these	DET
alkej-927	207	2	formulas	formula	NOUN
alkej-927	207	3	represent	represent	VERB
alkej-927	207	4	this	this	DET
alkej-927	207	5	logistic	logistic	ADJ
alkej-927	207	6	function	function	NOUN
alkej-927	207	7	,	,	PUNCT
alkej-927	207	8	often	often	ADV
alkej-927	207	9	known	know	VERB
alkej-927	207	10	as	as	ADP
alkej-927	207	11	log	log	NOUN
alkej-927	207	12	odds	odd	NOUN
alkej-927	207	13	or	or	CCONJ
alkej-927	207	14	the	the	DET
alkej-927	207	15	natural	natural	ADJ
alkej-927	207	16	logarithm	logarithm	NOUN
alkej-927	207	17	of	of	ADP
alkej-927	207	18	odds	odd	NOUN
alkej-927	207	19	:	:	PUNCT
alkej-927	207	20	ℎ𝛩(𝑥	ℎ𝛩(𝑥	NUM
alkej-927	207	21	)	)	PUNCT
alkej-927	207	22	=	=	SYM
alkej-927	208	1	𝑔(𝛩𝑇𝑥	𝑔(𝛩𝑇𝑥	PROPN
alkej-927	208	2	)	)	PUNCT
alkej-927	208	3	=	=	SYM
alkej-927	209	1	1	1	NUM
alkej-927	209	2	1	1	NUM
alkej-927	209	3	+	+	CCONJ
alkej-927	209	4	𝑒−𝜃𝑇𝑥′	𝑒−𝜃𝑇𝑥′	PROPN
alkej-927	209	5	…	…	PUNCT
alkej-927	209	6	(	(	PUNCT
alkej-927	209	7	1	1	NUM
alkej-927	209	8	)	)	PUNCT
alkej-927	209	9	𝑤ℎ𝑒𝑟𝑒	𝑤ℎ𝑒𝑟𝑒	ADJ
alkej-927	209	10	𝑔(𝑧	𝑔(𝑧	NOUN
alkej-927	209	11	)	)	PUNCT
alkej-927	209	12	=	=	SYM
alkej-927	209	13	1	1	NUM
alkej-927	209	14	1	1	NUM
alkej-927	209	15	+	+	NUM
alkej-927	209	16	𝑒−𝑧	𝑒−𝑧	PROPN
alkej-927	209	17	k	k	X
alkej-927	209	18	-	-	PUNCT
alkej-927	209	19	nearest	near	ADJ
alkej-927	209	20	neighbours	neighbour	NOUN
alkej-927	209	21	(	(	PUNCT
alkej-927	209	22	knns	knns	PROPN
alkej-927	209	23	)	)	PUNCT
alkej-927	209	24	are	be	AUX
alkej-927	209	25	nonparametric	nonparametric	NOUN
alkej-927	209	26	,	,	PUNCT
alkej-927	209	27	supervised	supervise	VERB
alkej-927	209	28	learning	learning	NOUN
alkej-927	209	29	classifiers	classifier	NOUN
alkej-927	209	30	that	that	PRON
alkej-927	209	31	classify	classify	VERB
alkej-927	209	32	or	or	CCONJ
alkej-927	209	33	predict	predict	VERB
alkej-927	209	34	data	datum	NOUN
alkej-927	209	35	point	point	NOUN
alkej-927	209	36	groupings	grouping	NOUN
alkej-927	209	37	on	on	ADP
alkej-927	209	38	the	the	DET
alkej-927	209	39	basis	basis	NOUN
alkej-927	209	40	of	of	ADP
alkej-927	209	41	nearness	nearness	NOUN
alkej-927	209	42	.	.	PUNCT
alkej-927	210	1	knns	knns	PROPN
alkej-927	210	2	can	can	AUX
alkej-927	210	3	be	be	AUX
alkej-927	210	4	used	use	VERB
alkej-927	210	5	for	for	ADP
alkej-927	210	6	regression	regression	NOUN
alkej-927	210	7	or	or	CCONJ
alkej-927	210	8	classification	classification	NOUN
alkej-927	210	9	.	.	PUNCT
alkej-927	211	1	however	however	ADV
alkej-927	211	2	,	,	PUNCT
alkej-927	211	3	knns	knns	PROPN
alkej-927	211	4	are	be	AUX
alkej-927	211	5	usually	usually	ADV
alkej-927	211	6	used	use	VERB
alkej-927	211	7	for	for	ADP
alkej-927	211	8	classification	classification	NOUN
alkej-927	211	9	,	,	PUNCT
alkej-927	211	10	assuming	assume	VERB
alkej-927	211	11	that	that	SCONJ
alkej-927	211	12	similar	similar	ADJ
alkej-927	211	13	points	point	NOUN
alkej-927	211	14	are	be	AUX
alkej-927	211	15	nearby	nearby	ADJ
alkej-927	211	16	.	.	PUNCT
alkej-927	212	1	𝑑(𝑥	𝑑(𝑥	PROPN
alkej-927	212	2	,	,	PUNCT
alkej-927	212	3	𝑦	𝑦	X
alkej-927	212	4	)	)	PUNCT
alkej-927	212	5	=	=	PUNCT
alkej-927	212	6	∑	∑	PUNCT
alkej-927	212	7	|𝑥𝑖	|𝑥𝑖	ADV
alkej-927	212	8	−	−	PROPN
alkej-927	212	9	𝑦𝑖|𝑛	𝑦𝑖|𝑛	PROPN
alkej-927	212	10	𝑖=1	𝑖=1	PROPN
alkej-927	212	11	…	…	PUNCT
alkej-927	212	12	(	(	PUNCT
alkej-927	212	13	2	2	X
alkej-927	212	14	)	)	PUNCT
alkej-927	212	15	naive	naive	ADJ
alkej-927	212	16	bayes	bayes	NOUN
alkej-927	212	17	classifiers	classifier	NOUN
alkej-927	212	18	use	use	VERB
alkej-927	212	19	bayes	baye	NOUN
alkej-927	212	20	’	'	PUNCT
alkej-927	212	21	theorem	theorem	VERB
alkej-927	212	22	for	for	ADP
alkej-927	212	23	classification	classification	NOUN
alkej-927	212	24	.	.	PUNCT
alkej-927	213	1	the	the	DET
alkej-927	213	2	algorithms	algorithm	NOUN
alkej-927	213	3	in	in	ADP
alkej-927	213	4	this	this	DET
alkej-927	213	5	family	family	NOUN
alkej-927	213	6	have	have	VERB
alkej-927	213	7	a	a	DET
alkej-927	213	8	similar	similar	ADJ
alkej-927	213	9	premise	premise	NOUN
alkej-927	213	10	.	.	PUNCT
alkej-927	214	1	each	each	DET
alkej-927	214	2	pair	pair	NOUN
alkej-927	214	3	of	of	ADP
alkej-927	214	4	classed	class	VERB
alkej-927	214	5	features	feature	NOUN
alkej-927	214	6	is	be	AUX
alkej-927	214	7	independent	independent	ADJ
alkej-927	214	8	.	.	PUNCT
alkej-927	215	1	𝑃(𝐴|𝐵	𝑃(𝐴|𝐵	ADJ
alkej-927	215	2	)	)	PUNCT
alkej-927	215	3	=	=	SYM
alkej-927	215	4	𝑃(𝐵|𝐴	𝑃(𝐵|𝐴	X
alkej-927	215	5	)	)	PUNCT
alkej-927	215	6	∗	∗	NOUN
alkej-927	215	7	𝑃(𝐴	𝑃(𝐴	PROPN
alkej-927	215	8	)	)	PUNCT
alkej-927	215	9	𝑃(𝐵	𝑃(𝐵	PROPN
alkej-927	215	10	)	)	PUNCT
alkej-927	215	11	…	…	PUNCT
alkej-927	215	12	(	(	PUNCT
alkej-927	215	13	3	3	X
alkej-927	215	14	)	)	PUNCT
alkej-927	215	15	the	the	DET
alkej-927	215	16	most	most	ADV
alkej-927	215	17	powerful	powerful	ADJ
alkej-927	215	18	and	and	CCONJ
alkej-927	215	19	popular	popular	ADJ
alkej-927	215	20	categorisation	categorisation	NOUN
alkej-927	215	21	and	and	CCONJ
alkej-927	215	22	prediction	prediction	NOUN
alkej-927	215	23	technique	technique	NOUN
alkej-927	215	24	is	be	AUX
alkej-927	215	25	decision	decision	NOUN
alkej-927	215	26	tree	tree	NOUN
alkej-927	215	27	classifiers	classifier	NOUN
alkej-927	215	28	(	(	PUNCT
alkej-927	215	29	dtcs	dtcs	NOUN
alkej-927	215	30	)	)	PUNCT
alkej-927	215	31	.	.	PUNCT
alkej-927	216	1	a	a	DET
alkej-927	216	2	decision	decision	NOUN
alkej-927	216	3	tree	tree	NOUN
alkej-927	216	4	(	(	PUNCT
alkej-927	216	5	dt	dt	NOUN
alkej-927	216	6	)	)	PUNCT
alkej-927	216	7	is	be	AUX
alkej-927	216	8	a	a	DET
alkej-927	216	9	flowchart	flowchart	NOUN
alkej-927	216	10	-	-	PUNCT
alkej-927	216	11	like	like	ADJ
alkej-927	216	12	tree	tree	NOUN
alkej-927	216	13	structure	structure	NOUN
alkej-927	216	14	with	with	ADP
alkej-927	216	15	internal	internal	ADJ
alkej-927	216	16	nodes	node	NOUN
alkej-927	216	17	representing	represent	VERB
alkej-927	216	18	attribute	attribute	NOUN
alkej-927	216	19	tests	test	NOUN
alkej-927	216	20	,	,	PUNCT
alkej-927	216	21	branches	branch	NOUN
alkej-927	216	22	representing	represent	VERB
alkej-927	216	23	test	test	NOUN
alkej-927	216	24	outcomes	outcome	NOUN
alkej-927	216	25	and	and	CCONJ
alkej-927	216	26	leaf	leaf	NOUN
alkej-927	216	27	nodes	node	NOUN
alkej-927	216	28	(	(	PUNCT
alkej-927	216	29	terminal	terminal	ADJ
alkej-927	216	30	nodes	node	NOUN
alkej-927	216	31	)	)	PUNCT
alkej-927	216	32	representing	represent	VERB
alkej-927	216	33	class	class	NOUN
alkej-927	216	34	labels	label	NOUN
alkej-927	216	35	.	.	PUNCT
alkej-927	217	1	𝐺𝑖𝑛𝑖(𝑃	𝐺𝑖𝑛𝑖(𝑃	NOUN
alkej-927	217	2	)	)	PUNCT
alkej-927	218	1	=	=	PUNCT
alkej-927	218	2	∑	∑	PUNCT
alkej-927	218	3	𝑝𝑖(1	𝑝𝑖(1	VERB
alkej-927	218	4	−	−	PROPN
alkej-927	218	5	𝑝𝑖)𝑛	𝑝𝑖)𝑛	PRON
alkej-927	218	6	𝑖=1	𝑖=1	PUNCT
alkej-927	218	7	…	…	PUNCT
alkej-927	218	8	(	(	PUNCT
alkej-927	218	9	4	4	NUM
alkej-927	218	10	)	)	PUNCT
alkej-927	218	11	1	1	NUM
alkej-927	218	12	−	−	NOUN
alkej-927	218	13	∑	∑	PUNCT
alkej-927	218	14	(	(	PUNCT
alkej-927	218	15	𝑝𝑖)2𝑛	𝑝𝑖)2𝑛	NOUN
alkej-927	218	16	𝑖=1	𝑖=1	PUNCT
alkej-927	218	17	𝑤ℎ𝑒𝑟𝑒	𝑤ℎ𝑒𝑟𝑒	ADJ
alkej-927	218	18	𝑃	𝑃	NOUN
alkej-927	218	19	=	=	SYM
alkej-927	218	20	(	(	PUNCT
alkej-927	218	21	𝑝1	𝑝1	NOUN
alkej-927	218	22	,	,	PUNCT
alkej-927	218	23	.	.	PUNCT
alkej-927	218	24	.	.	PUNCT
alkej-927	219	1	.	.	PUNCT
alkej-927	220	1	,	,	PUNCT
alkej-927	220	2	𝑝𝑛	𝑝𝑛	NOUN
alkej-927	220	3	)	)	PUNCT
alkej-927	220	4	in	in	ADP
alkej-927	220	5	supervised	supervised	ADJ
alkej-927	220	6	learning	learn	VERB
alkej-927	220	7	algorithm	algorithm	PROPN
alkej-927	220	8	rfs	rfs	PROPN
alkej-927	220	9	,	,	PUNCT
alkej-927	220	10	its	its	PRON
alkej-927	220	11	‘	'	PUNCT
alkej-927	220	12	forest	forest	NOUN
alkej-927	220	13	’	'	PUNCT
alkej-927	220	14	is	be	AUX
alkej-927	220	15	a	a	DET
alkej-927	220	16	dt	dt	X
alkej-927	220	17	ensemble	ensemble	ADJ
alkej-927	220	18	trained	train	VERB
alkej-927	220	19	with	with	ADP
alkej-927	220	20	a	a	DET
alkej-927	220	21	‘	'	PUNCT
alkej-927	220	22	bagging	bagging	NOUN
alkej-927	220	23	’	'	PUNCT
alkej-927	220	24	method	method	NOUN
alkej-927	220	25	.	.	PUNCT
alkej-927	221	1	the	the	DET
alkej-927	221	2	bagging	bagging	NOUN
alkej-927	221	3	method	method	NOUN
alkej-927	221	4	combines	combine	VERB
alkej-927	221	5	learning	learning	NOUN
alkej-927	221	6	models	model	NOUN
alkej-927	221	7	to	to	PART
alkej-927	221	8	improve	improve	VERB
alkej-927	221	9	the	the	DET
alkej-927	221	10	results	result	NOUN
alkej-927	221	11	.	.	PUNCT
alkej-927	222	1	rfs	rfs	PROPN
alkej-927	222	2	are	be	AUX
alkej-927	222	3	useful	useful	ADJ
alkej-927	222	4	for	for	ADP
alkej-927	222	5	classification	classification	NOUN
alkej-927	222	6	and	and	CCONJ
alkej-927	222	7	regression	regression	NOUN
alkej-927	222	8	,	,	PUNCT
alkej-927	222	9	which	which	PRON
alkej-927	222	10	are	be	AUX
alkej-927	222	11	common	common	ADJ
alkej-927	222	12	in	in	ADP
alkej-927	222	13	ml	ml	ADP
alkej-927	222	14	systems	system	NOUN
alkej-927	222	15	;	;	PUNCT
alkej-927	222	16	it	it	PRON
alkej-927	222	17	can	can	AUX
alkej-927	222	18	also	also	ADV
alkej-927	222	19	resist	resist	VERB
alkej-927	222	20	dt	dt	NOUN
alkej-927	222	21	overfitting	overfitte	VERB
alkej-927	222	22	.	.	PUNCT
alkej-927	223	1	𝐺𝑖𝑛𝑖(𝑃	𝐺𝑖𝑛𝑖(𝑃	NOUN
alkej-927	223	2	)	)	PUNCT
alkej-927	223	3	=	=	SYM
alkej-927	224	1	1	1	NUM
alkej-927	224	2	−	−	NOUN
alkej-927	224	3	∑	∑	PUNCT
alkej-927	224	4	(	(	PUNCT
alkej-927	224	5	𝑃𝑖)2𝑛	𝑃𝑖)2𝑛	X
alkej-927	224	6	𝑖=1	𝑖=1	PROPN
alkej-927	224	7	…	…	PUNCT
alkej-927	224	8	(	(	PUNCT
alkej-927	224	9	5	5	NUM
alkej-927	224	10	)	)	PUNCT
alkej-927	224	11	the	the	DET
alkej-927	224	12	deep	deep	ADJ
alkej-927	224	13	neural	neural	ADJ
alkej-927	224	14	network	network	NOUN
alkej-927	224	15	(	(	PUNCT
alkej-927	224	16	dnn	dnn	PROPN
alkej-927	224	17	)	)	PUNCT
alkej-927	224	18	model	model	NOUN
alkej-927	224	19	utilised	utilise	VERB
alkej-927	224	20	in	in	ADP
alkej-927	224	21	this	this	DET
alkej-927	224	22	work	work	NOUN
alkej-927	224	23	is	be	AUX
alkej-927	224	24	shown	show	VERB
alkej-927	224	25	in	in	ADP
alkej-927	224	26	table	table	NOUN
alkej-927	224	27	5	5	NUM
alkej-927	224	28	.	.	PUNCT
alkej-927	224	29	table	table	NOUN
alkej-927	224	30	5	5	NUM
alkej-927	224	31	.	.	PUNCT
alkej-927	224	32	neural	neural	ADJ
alkej-927	224	33	network	network	NOUN
alkej-927	224	34	training	training	NOUN
alkej-927	224	35	model	model	NOUN
alkej-927	224	36	.	.	PUNCT
alkej-927	225	1	algorithm	algorithm	PROPN
alkej-927	225	2	family	family	NOUN
alkej-927	225	3	layers	layer	NOUN
alkej-927	225	4	neuron	neuron	VERB
alkej-927	225	5	dnn	dnn	PROPN
alkej-927	225	6	5	5	NUM
alkej-927	225	7	dense	dense	ADJ
alkej-927	225	8	250,150,6	250,150,6	NUM
alkej-927	225	9	4,32,16	4,32,16	NUM
alkej-927	225	10	activation	activation	NOUN
alkej-927	225	11	function	function	NOUN
alkej-927	225	12	relu	relu	NOUN
alkej-927	225	13	,	,	PUNCT
alkej-927	225	14	sigmoid	sigmoid	NOUN
alkej-927	225	15	loss	loss	NOUN
alkej-927	225	16	function	function	NOUN
alkej-927	225	17	categorical	categorical	ADJ
alkej-927	225	18	cross	cross	ADJ
alkej-927	225	19	-	-	ADJ
alkej-927	225	20	entropy	entropy	ADJ
alkej-927	225	21	optimizer	optimizer	NOUN
alkej-927	225	22	adam	adam	PROPN
alkej-927	225	23	batch	batch	NOUN
alkej-927	225	24	-	-	PUNCT
alkej-927	225	25	size	size	NOUN
alkej-927	225	26	64	64	NUM
alkej-927	225	27	epochs	epoch	NOUN
alkej-927	225	28	10	10	NUM
alkej-927	225	29	the	the	DET
alkej-927	225	30	studies	study	NOUN
alkej-927	225	31	were	be	AUX
alkej-927	225	32	conducted	conduct	VERB
alkej-927	225	33	via	via	ADP
alkej-927	225	34	the	the	DET
alkej-927	225	35	python	python	NOUN
alkej-927	225	36	programming	programming	NOUN
alkej-927	225	37	language	language	NOUN
alkej-927	225	38	,	,	PUNCT
alkej-927	225	39	utilising	utilise	VERB
alkej-927	225	40	a	a	DET
alkej-927	225	41	range	range	NOUN
alkej-927	225	42	of	of	ADP
alkej-927	225	43	packages	package	NOUN
alkej-927	225	44	,	,	PUNCT
alkej-927	225	45	including	include	VERB
alkej-927	225	46	sklearn	sklearn	PROPN
alkej-927	225	47	,	,	PUNCT
alkej-927	225	48	keras	keras	PROPN
alkej-927	225	49	and	and	CCONJ
alkej-927	225	50	tensorflow	tensorflow	NOUN
alkej-927	225	51	,	,	PUNCT
alkej-927	225	52	and	and	CCONJ
alkej-927	225	53	the	the	DET
alkej-927	225	54	dataset	dataset	NOUN
alkej-927	225	55	was	be	AUX
alkej-927	225	56	evaluated	evaluate	VERB
alkej-927	225	57	on	on	ADP
alkej-927	225	58	the	the	DET
alkej-927	225	59	basis	basis	NOUN
alkej-927	225	60	of	of	ADP
alkej-927	225	61	the	the	DET
alkej-927	225	62	following	follow	VERB
alkej-927	225	63	metrics	metric	NOUN
alkej-927	225	64	:	:	PUNCT
alkej-927	225	65	accuracy	accuracy	NOUN
alkej-927	225	66	,	,	PUNCT
alkej-927	225	67	f1	f1	NOUN
alkej-927	225	68	score	score	NOUN
alkej-927	225	69	,	,	PUNCT
alkej-927	225	70	precision	precision	NOUN
alkej-927	225	71	and	and	CCONJ
alkej-927	225	72	recall	recall	NOUN
alkej-927	225	73	,	,	PUNCT
alkej-927	225	74	which	which	PRON
alkej-927	225	75	are	be	AUX
alkej-927	225	76	described	describe	VERB
alkej-927	225	77	via	via	ADP
alkej-927	225	78	the	the	DET
alkej-927	225	79	following	follow	VERB
alkej-927	225	80	equations	equation	NOUN
alkej-927	225	81	:	:	PUNCT
alkej-927	225	82	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
alkej-927	225	83	=	=	PUNCT
alkej-927	225	84	𝑇𝑟𝑢𝑒	𝑇𝑟𝑢𝑒	PROPN
alkej-927	225	85	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	PROPN
alkej-927	225	86	+	+	PROPN
alkej-927	225	87	𝑇𝑟𝑢𝑒	𝑇𝑟𝑢𝑒	PROPN
alkej-927	225	88	𝑁𝑒𝑔𝑎𝑡𝑖𝑣𝑒𝑠	𝑁𝑒𝑔𝑎𝑡𝑖𝑣𝑒𝑠	PROPN
alkej-927	225	89	𝑇𝑜𝑡𝑎𝑙	𝑇𝑜𝑡𝑎𝑙	PROPN
alkej-927	225	90	𝐼𝑛𝑠𝑡𝑎𝑛𝑐𝑒	𝐼𝑛𝑠𝑡𝑎𝑛𝑐𝑒	PROPN
alkej-927	225	91	…	…	PUNCT
alkej-927	225	92	(	(	PUNCT
alkej-927	225	93	6	6	X
alkej-927	225	94	)	)	PUNCT
alkej-927	225	95	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
alkej-927	225	96	=	=	PUNCT
alkej-927	225	97	𝑇𝑟𝑢𝑒	𝑇𝑟𝑢𝑒	PROPN
alkej-927	225	98	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	PROPN
alkej-927	225	99	𝑇𝑟𝑢𝑒	𝑇𝑟𝑢𝑒	PROPN
alkej-927	225	100	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	PROPN
alkej-927	225	101	+	+	CCONJ
alkej-927	225	102	𝐹𝑎𝑙𝑠𝑒	𝐹𝑎𝑙𝑠𝑒	PROPN
alkej-927	225	103	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	PROPN
alkej-927	225	104	…	…	PUNCT
alkej-927	225	105	(	(	PUNCT
alkej-927	225	106	7	7	NUM
alkej-927	225	107	)	)	PUNCT
alkej-927	225	108	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
alkej-927	225	109	=	=	SYM
alkej-927	225	110	𝑇𝑟𝑢𝑒	𝑇𝑟𝑢𝑒	PROPN
alkej-927	225	111	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	PROPN
alkej-927	225	112	𝑇𝑟𝑢𝑒	𝑇𝑟𝑢𝑒	PROPN
alkej-927	225	113	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	𝑃𝑜𝑠𝑖𝑡𝑖𝑣𝑒𝑠	PROPN
alkej-927	225	114	+	+	PROPN
alkej-927	225	115	𝐹𝑎𝑙𝑠𝑒	𝐹𝑎𝑙𝑠𝑒	PROPN
alkej-927	225	116	𝑁𝑒𝑔𝑎𝑡𝑖𝑣𝑒𝑠	𝑁𝑒𝑔𝑎𝑡𝑖𝑣𝑒𝑠	PROPN
alkej-927	225	117	…	…	PUNCT
alkej-927	225	118	(	(	PUNCT
alkej-927	225	119	8)	8)	NUM
alkej-927	225	120	𝐹1	𝐹1	NOUN
alkej-927	225	121	=	=	SYM
alkej-927	225	122	2	2	NUM
alkej-927	225	123	∗	∗	NOUN
alkej-927	225	124	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
alkej-927	225	125	∗	∗	NOUN
alkej-927	225	126	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
alkej-927	225	127	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
alkej-927	225	128	+	+	CCONJ
alkej-927	225	129	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
alkej-927	225	130	…	…	PUNCT
alkej-927	225	131	(	(	PUNCT
alkej-927	225	132	9	9	NUM
alkej-927	225	133	)	)	PUNCT
alkej-927	225	134	the	the	DET
alkej-927	225	135	metrics	metric	NOUN
alkej-927	225	136	of	of	ADP
alkej-927	225	137	the	the	DET
alkej-927	225	138	dtc	dtc	NOUN
alkej-927	225	139	and	and	CCONJ
alkej-927	225	140	rf	rf	NOUN
alkej-927	225	141	classifier	classifier	NOUN
alkej-927	225	142	(	(	PUNCT
alkej-927	225	143	rfc	rfc	PROPN
alkej-927	225	144	)	)	PUNCT
alkej-927	225	145	algorithms	algorithm	NOUN
alkej-927	225	146	yield	yield	VERB
alkej-927	225	147	satisfactory	satisfactory	ADJ
alkej-927	225	148	results	result	NOUN
alkej-927	225	149	across	across	ADP
alkej-927	225	150	all	all	DET
alkej-927	225	151	the	the	DET
alkej-927	225	152	other	other	ADJ
alkej-927	225	153	models	model	NOUN
alkej-927	225	154	.	.	PUNCT
alkej-927	226	1	in	in	ADP
alkej-927	226	2	general	general	ADJ
alkej-927	226	3	,	,	PUNCT
alkej-927	226	4	the	the	DET
alkej-927	226	5	aforementioned	aforementioned	ADJ
alkej-927	226	6	algorithms	algorithm	NOUN
alkej-927	226	7	achieved	achieve	VERB
alkej-927	226	8	a	a	DET
alkej-927	226	9	high	high	ADJ
alkej-927	226	10	level	level	NOUN
alkej-927	226	11	of	of	ADP
alkej-927	226	12	success	success	NOUN
alkej-927	226	13	in	in	ADP
alkej-927	226	14	identifying	identify	VERB
alkej-927	226	15	the	the	DET
alkej-927	226	16	majority	majority	NOUN
alkej-927	226	17	of	of	ADP
alkej-927	226	18	attacks	attack	NOUN
alkej-927	226	19	.	.	PUNCT
alkej-927	227	1	figs	fig	NOUN
alkej-927	227	2	.	.	PUNCT
alkej-927	228	1	5	5	NUM
alkej-927	228	2	and	and	CCONJ
alkej-927	228	3	6	6	NUM
alkej-927	228	4	show	show	VERB
alkej-927	228	5	the	the	DET
alkej-927	228	6	results	result	NOUN
alkej-927	228	7	related	relate	VERB
alkej-927	228	8	to	to	ADP
alkej-927	228	9	the	the	DET
alkej-927	228	10	diverse	diverse	ADJ
alkej-927	228	11	attack	attack	NOUN
alkej-927	228	12	classes	class	NOUN
alkej-927	228	13	and	and	CCONJ
alkej-927	228	14	model	model	NOUN
alkej-927	228	15	performance	performance	NOUN
alkej-927	228	16	.	.	PUNCT
alkej-927	229	1	fig	fig	NOUN
alkej-927	229	2	.	.	PUNCT
alkej-927	230	1	5	5	X
alkej-927	230	2	.	.	X
alkej-927	230	3	performance	performance	NOUN
alkej-927	230	4	metrics	metric	NOUN
alkej-927	230	5	correspond	correspond	VERB
alkej-927	230	6	to	to	ADP
alkej-927	230	7	the	the	DET
alkej-927	230	8	model	model	NOUN
alkej-927	230	9	.	.	PUNCT
alkej-927	231	1	heba	heba	PROPN
alkej-927	231	2	dhirar	dhirar	PROPN
alkej-927	231	3	al	al	PROPN
alkej-927	231	4	-	-	PUNCT
alkej-927	231	5	khwarizmi	khwarizmi	PROPN
alkej-927	231	6	engineering	engineering	NOUN
alkej-927	231	7	journal	journal	PROPN
alkej-927	231	8	,	,	PUNCT
alkej-927	231	9	vol	vol	NOUN
alkej-927	231	10	.	.	PROPN
alkej-927	231	11	21	21	NUM
alkej-927	231	12	,	,	PUNCT
alkej-927	231	13	no.3	no.3	VERB
alkej-927	231	14	,	,	PUNCT
alkej-927	231	15	pp	pp	ADJ
alkej-927	231	16	.	.	PUNCT
alkej-927	231	17	3547	3547	NUM
alkej-927	231	18	(	(	PUNCT
alkej-927	231	19	2025	2025	NUM
alkej-927	231	20	)	)	PUNCT
alkej-927	231	21	44	44	NUM
alkej-927	231	22	the	the	DET
alkej-927	231	23	combined	combine	VERB
alkej-927	231	24	metrics	metric	NOUN
alkej-927	231	25	exhibit	exhibit	VERB
alkej-927	231	26	a	a	DET
alkej-927	231	27	high	high	ADJ
alkej-927	231	28	level	level	NOUN
alkej-927	231	29	of	of	ADP
alkej-927	231	30	performance	performance	NOUN
alkej-927	231	31	across	across	ADP
alkej-927	231	32	all	all	DET
alkej-927	231	33	classes	class	NOUN
alkej-927	231	34	,	,	PUNCT
alkej-927	231	35	with	with	ADP
alkej-927	231	36	a	a	DET
alkej-927	231	37	notable	notable	ADJ
alkej-927	231	38	exception	exception	NOUN
alkej-927	231	39	being	be	AUX
alkej-927	231	40	the	the	DET
alkej-927	231	41	u2r	u2r	ADJ
alkej-927	231	42	category	category	NOUN
alkej-927	231	43	,	,	PUNCT
alkej-927	231	44	which	which	PRON
alkej-927	231	45	demonstrates	demonstrate	VERB
alkej-927	231	46	subpar	subpar	ADJ
alkej-927	231	47	performance	performance	NOUN
alkej-927	231	48	metrics	metric	NOUN
alkej-927	231	49	.	.	PUNCT
alkej-927	232	1	this	this	DET
alkej-927	232	2	phenomenon	phenomenon	NOUN
alkej-927	232	3	can	can	AUX
alkej-927	232	4	be	be	AUX
alkej-927	232	5	attributed	attribute	VERB
alkej-927	232	6	to	to	ADP
alkej-927	232	7	other	other	ADJ
alkej-927	232	8	categories	category	NOUN
alkej-927	232	9	often	often	ADV
alkej-927	232	10	exhibiting	exhibit	VERB
alkej-927	232	11	greater	great	ADJ
alkej-927	232	12	dissimilarity	dissimilarity	NOUN
alkej-927	232	13	than	than	SCONJ
alkej-927	232	14	typical	typical	ADJ
alkej-927	232	15	traffic	traffic	NOUN
alkej-927	232	16	patterns	pattern	NOUN
alkej-927	232	17	do	do	VERB
alkej-927	232	18	.	.	PUNCT
alkej-927	233	1	however	however	ADV
alkej-927	233	2	,	,	PUNCT
alkej-927	233	3	the	the	DET
alkej-927	233	4	u2r	u2r	PUNCT
alkej-927	233	5	attack	attack	NOUN
alkej-927	233	6	class	class	NOUN
alkej-927	233	7	significantly	significantly	ADV
alkej-927	233	8	resembles	resemble	VERB
alkej-927	233	9	regular	regular	ADJ
alkej-927	233	10	data	datum	NOUN
alkej-927	233	11	traffic	traffic	NOUN
alkej-927	233	12	.	.	PUNCT
alkej-927	234	1	furthermore	furthermore	ADV
alkej-927	234	2	,	,	PUNCT
alkej-927	234	3	the	the	DET
alkej-927	234	4	u2r	u2r	ADJ
alkej-927	234	5	flow	flow	NOUN
alkej-927	234	6	records	record	NOUN
alkej-927	234	7	are	be	AUX
alkej-927	234	8	smaller	small	ADJ
alkej-927	234	9	than	than	ADP
alkej-927	234	10	the	the	DET
alkej-927	234	11	regular	regular	ADJ
alkej-927	234	12	flow	flow	NOUN
alkej-927	234	13	records	record	NOUN
alkej-927	234	14	within	within	ADP
alkej-927	234	15	the	the	DET
alkej-927	234	16	same	same	ADJ
alkej-927	234	17	dataset	dataset	NOUN
alkej-927	234	18	.	.	PUNCT
alkej-927	235	1	the	the	DET
alkej-927	235	2	system	system	NOUN
alkej-927	235	3	had	have	VERB
alkej-927	235	4	a	a	DET
alkej-927	235	5	high	high	ADJ
alkej-927	235	6	degree	degree	NOUN
alkej-927	235	7	of	of	ADP
alkej-927	235	8	success	success	NOUN
alkej-927	235	9	in	in	ADP
alkej-927	235	10	identifying	identify	VERB
alkej-927	235	11	the	the	DET
alkej-927	235	12	majority	majority	NOUN
alkej-927	235	13	of	of	ADP
alkej-927	235	14	attacks	attack	NOUN
alkej-927	235	15	,	,	PUNCT
alkej-927	235	16	but	but	CCONJ
alkej-927	235	17	it	it	PRON
alkej-927	235	18	exhibited	exhibit	VERB
alkej-927	235	19	relatively	relatively	ADV
alkej-927	235	20	low	low	ADJ
alkej-927	235	21	performance	performance	NOUN
alkej-927	235	22	in	in	ADP
alkej-927	235	23	detecting	detect	VERB
alkej-927	235	24	u2r	u2r	PROPN
alkej-927	235	25	attacks	attack	NOUN
alkej-927	235	26	.	.	PUNCT
alkej-927	236	1	another	another	DET
alkej-927	236	2	noteworthy	noteworthy	ADJ
alkej-927	236	3	observation	observation	NOUN
alkej-927	236	4	pertains	pertain	NOUN
alkej-927	236	5	to	to	ADP
alkej-927	236	6	the	the	DET
alkej-927	236	7	potential	potential	ADJ
alkej-927	236	8	masking	masking	NOUN
alkej-927	236	9	of	of	ADP
alkej-927	236	10	subpar	subpar	ADJ
alkej-927	236	11	performance	performance	NOUN
alkej-927	236	12	on	on	ADP
alkej-927	236	13	less	less	ADJ
alkej-927	236	14	common	common	ADJ
alkej-927	236	15	attack	attack	NOUN
alkej-927	236	16	classes	class	NOUN
alkej-927	236	17	by	by	ADP
alkej-927	236	18	the	the	DET
alkej-927	236	19	favourable	favourable	ADJ
alkej-927	236	20	outcomes	outcome	NOUN
alkej-927	236	21	achieved	achieve	VERB
alkej-927	236	22	on	on	ADP
alkej-927	236	23	the	the	DET
alkej-927	236	24	combined	combine	VERB
alkej-927	236	25	dataset	dataset	NOUN
alkej-927	236	26	.	.	PUNCT
alkej-927	237	1	this	this	DET
alkej-927	237	2	phenomenon	phenomenon	NOUN
alkej-927	237	3	arises	arise	VERB
alkej-927	237	4	from	from	ADP
alkej-927	237	5	the	the	DET
alkej-927	237	6	predominance	predominance	NOUN
alkej-927	237	7	of	of	ADP
alkej-927	237	8	samples	sample	NOUN
alkej-927	237	9	associated	associate	VERB
alkej-927	237	10	with	with	ADP
alkej-927	237	11	dos	do	NOUN
alkej-927	237	12	/	/	SYM
alkej-927	237	13	ddos	ddo	NOUN
alkej-927	237	14	and	and	CCONJ
alkej-927	237	15	probing	probe	VERB
alkej-927	237	16	attacks	attack	NOUN
alkej-927	237	17	.	.	PUNCT
alkej-927	238	1	moreover	moreover	ADV
alkej-927	238	2	,	,	PUNCT
alkej-927	238	3	the	the	DET
alkej-927	238	4	duration	duration	NOUN
alkej-927	238	5	of	of	ADP
alkej-927	238	6	training	training	NOUN
alkej-927	238	7	is	be	AUX
alkej-927	238	8	directly	directly	ADV
alkej-927	238	9	proportional	proportional	ADJ
alkej-927	238	10	to	to	ADP
alkej-927	238	11	the	the	DET
alkej-927	238	12	number	number	NOUN
alkej-927	238	13	of	of	ADP
alkej-927	238	14	data	datum	NOUN
alkej-927	238	15	records	record	NOUN
alkej-927	238	16	.	.	PUNCT
alkej-927	239	1	in	in	ADP
alkej-927	239	2	other	other	ADJ
alkej-927	239	3	words	word	NOUN
alkej-927	239	4	,	,	PUNCT
alkej-927	239	5	as	as	ADP
alkej-927	239	6	the	the	DET
alkej-927	239	7	size	size	NOUN
alkej-927	239	8	of	of	ADP
alkej-927	239	9	the	the	DET
alkej-927	239	10	records	record	NOUN
alkej-927	239	11	increases	increase	NOUN
alkej-927	239	12	,	,	PUNCT
alkej-927	239	13	the	the	DET
alkej-927	239	14	training	training	NOUN
alkej-927	239	15	time	time	NOUN
alkej-927	239	16	also	also	ADV
alkej-927	239	17	increases	increase	VERB
alkej-927	239	18	.	.	PUNCT
alkej-927	240	1	fig	fig	NOUN
alkej-927	240	2	.	.	PUNCT
alkej-927	241	1	6	6	NUM
alkej-927	241	2	.	.	X
alkej-927	241	3	performance	performance	NOUN
alkej-927	241	4	metrics	metric	NOUN
alkej-927	241	5	correspond	correspond	VERB
alkej-927	241	6	to	to	ADP
alkej-927	241	7	the	the	DET
alkej-927	241	8	attack	attack	NOUN
alkej-927	241	9	class	class	NOUN
alkej-927	241	10	.	.	PUNCT
alkej-927	242	1	1.2	1.2	NUM
alkej-927	242	2	.	.	PUNCT
alkej-927	242	3	limitations	limitation	NOUN
alkej-927	242	4	the	the	DET
alkej-927	242	5	historical	historical	ADJ
alkej-927	242	6	record	record	NOUN
alkej-927	242	7	of	of	ADP
alkej-927	242	8	sdn	sdn	NOUN
alkej-927	242	9	attacks	attack	NOUN
alkej-927	242	10	remains	remain	VERB
alkej-927	242	11	undisclosed	undisclosed	ADJ
alkej-927	242	12	.	.	PUNCT
alkej-927	243	1	hence	hence	ADV
alkej-927	243	2	,	,	PUNCT
alkej-927	243	3	in	in	ADP
alkej-927	243	4	this	this	DET
alkej-927	243	5	work	work	NOUN
alkej-927	243	6	,	,	PUNCT
alkej-927	243	7	possible	possible	ADJ
alkej-927	243	8	weaknesses	weakness	NOUN
alkej-927	243	9	were	be	AUX
alkej-927	243	10	identified	identify	VERB
alkej-927	243	11	that	that	PRON
alkej-927	243	12	may	may	AUX
alkej-927	243	13	be	be	AUX
alkej-927	243	14	exploited	exploit	VERB
alkej-927	243	15	by	by	ADP
alkej-927	243	16	taking	take	VERB
alkej-927	243	17	the	the	DET
alkej-927	243	18	attacker	attacker	NOUN
alkej-927	243	19	’s	’s	PART
alkej-927	243	20	viewpoint	viewpoint	NOUN
alkej-927	243	21	.	.	PUNCT
alkej-927	244	1	•	•	NOUN
alkej-927	244	2	the	the	DET
alkej-927	244	3	testbed	testbe	VERB
alkej-927	244	4	was	be	AUX
alkej-927	244	5	constructed	construct	VERB
alkej-927	244	6	utilising	utilise	VERB
alkej-927	244	7	a	a	DET
alkej-927	244	8	pair	pair	NOUN
alkej-927	244	9	of	of	ADP
alkej-927	244	10	sdn	sdn	NOUN
alkej-927	244	11	controllers	controller	NOUN
alkej-927	244	12	that	that	PRON
alkej-927	244	13	functioned	function	VERB
alkej-927	244	14	equally	equally	ADV
alkej-927	244	15	with	with	ADP
alkej-927	244	16	equal	equal	ADJ
alkej-927	244	17	roles	role	NOUN
alkej-927	244	18	.	.	PUNCT
alkej-927	245	1	the	the	DET
alkej-927	245	2	categories	category	NOUN
alkej-927	245	3	of	of	ADP
alkej-927	245	4	security	security	NOUN
alkej-927	245	5	analysis	analysis	NOUN
alkej-927	245	6	functionalities	functionality	NOUN
alkej-927	245	7	for	for	ADP
alkej-927	245	8	other	other	ADJ
alkej-927	245	9	controllers	controller	NOUN
alkej-927	245	10	are	be	AUX
alkej-927	245	11	disregarded	disregarded	ADJ
alkej-927	245	12	.	.	PUNCT
alkej-927	246	1	however	however	ADV
alkej-927	246	2	,	,	PUNCT
alkej-927	246	3	controllers	controller	NOUN
alkej-927	246	4	may	may	AUX
alkej-927	246	5	exhibit	exhibit	VERB
alkej-927	246	6	varying	vary	VERB
alkej-927	246	7	security	security	NOUN
alkej-927	246	8	modelling	model	VERB
alkej-927	246	9	[	[	X
alkej-927	246	10	24,25	24,25	NUM
alkej-927	246	11	]	]	PUNCT
alkej-927	246	12	,	,	PUNCT
alkej-927	246	13	which	which	PRON
alkej-927	246	14	would	would	AUX
alkej-927	246	15	require	require	VERB
alkej-927	246	16	the	the	DET
alkej-927	246	17	implementation	implementation	NOUN
alkej-927	246	18	of	of	ADP
alkej-927	246	19	different	different	ADJ
alkej-927	246	20	countermeasures	countermeasure	NOUN
alkej-927	246	21	.	.	PUNCT
alkej-927	247	1	•	•	NUM
alkej-927	247	2	the	the	DET
alkej-927	247	3	network	network	NOUN
alkej-927	247	4	topology	topology	NOUN
alkej-927	247	5	may	may	AUX
alkej-927	247	6	be	be	AUX
alkej-927	247	7	constructed	construct	VERB
alkej-927	247	8	via	via	ADP
alkej-927	247	9	physical	physical	ADJ
alkej-927	247	10	devices	device	NOUN
alkej-927	247	11	to	to	PART
alkej-927	247	12	increase	increase	VERB
alkej-927	247	13	the	the	DET
alkej-927	247	14	availability	availability	NOUN
alkej-927	247	15	of	of	ADP
alkej-927	247	16	intrinsic	intrinsic	ADJ
alkej-927	247	17	information	information	NOUN
alkej-927	247	18	in	in	ADP
alkej-927	247	19	sdns	sdns	PROPN
alkej-927	247	20	.	.	PUNCT
alkej-927	248	1	a	a	DET
alkej-927	248	2	series	series	NOUN
alkej-927	248	3	of	of	ADP
alkej-927	248	4	experiments	experiment	NOUN
alkej-927	248	5	were	be	AUX
alkej-927	248	6	conducted	conduct	VERB
alkej-927	248	7	to	to	PART
alkej-927	248	8	evaluate	evaluate	VERB
alkej-927	248	9	different	different	ADJ
alkej-927	248	10	attack	attack	NOUN
alkej-927	248	11	scenarios	scenario	NOUN
alkej-927	248	12	and	and	CCONJ
alkej-927	248	13	analyse	analyse	VERB
alkej-927	248	14	their	their	PRON
alkej-927	248	15	effects	effect	NOUN
alkej-927	248	16	on	on	ADP
alkej-927	248	17	the	the	DET
alkej-927	248	18	layers	layer	NOUN
alkej-927	248	19	of	of	ADP
alkej-927	248	20	an	an	DET
alkej-927	248	21	sdn	sdn	NOUN
alkej-927	248	22	architecture	architecture	NOUN
alkej-927	248	23	.	.	PUNCT
alkej-927	249	1	•	•	NUM
alkej-927	249	2	one	one	NUM
alkej-927	249	3	of	of	ADP
alkej-927	249	4	the	the	DET
alkej-927	249	5	primary	primary	ADJ
alkej-927	249	6	constraints	constraint	NOUN
alkej-927	249	7	of	of	ADP
alkej-927	249	8	the	the	DET
alkej-927	249	9	dataset	dataset	NOUN
alkej-927	249	10	under	under	ADP
alkej-927	249	11	consideration	consideration	NOUN
alkej-927	249	12	is	be	AUX
alkej-927	249	13	a	a	DET
alkej-927	249	14	significant	significant	ADJ
alkej-927	249	15	imbalance	imbalance	NOUN
alkej-927	249	16	in	in	ADP
alkej-927	249	17	class	class	NOUN
alkej-927	249	18	distribution	distribution	NOUN
alkej-927	249	19	.	.	PUNCT
alkej-927	250	1	this	this	DET
alkej-927	250	2	issue	issue	NOUN
alkej-927	250	3	has	have	VERB
alkej-927	250	4	the	the	DET
alkej-927	250	5	potential	potential	NOUN
alkej-927	250	6	to	to	PART
alkej-927	250	7	introduce	introduce	VERB
alkej-927	250	8	bias	bias	NOUN
alkej-927	250	9	in	in	ADP
alkej-927	250	10	the	the	DET
alkej-927	250	11	ids	id	NOUN
alkej-927	250	12	against	against	ADP
alkej-927	250	13	the	the	DET
alkej-927	250	14	majority	majority	NOUN
alkej-927	250	15	class	class	NOUN
alkej-927	250	16	,	,	PUNCT
alkej-927	250	17	resulting	result	VERB
alkej-927	250	18	in	in	ADP
alkej-927	250	19	elevated	elevated	ADJ
alkej-927	250	20	false	false	ADJ
alkej-927	250	21	alarm	alarm	NOUN
alkej-927	250	22	rates	rate	NOUN
alkej-927	250	23	and	and	CCONJ
alkej-927	250	24	reduced	reduced	ADJ
alkej-927	250	25	evaluation	evaluation	NOUN
alkej-927	250	26	accuracy	accuracy	NOUN
alkej-927	250	27	.	.	PUNCT
alkej-927	251	1	nevertheless	nevertheless	ADV
alkej-927	251	2	,	,	PUNCT
alkej-927	251	3	several	several	ADJ
alkej-927	251	4	methodologies	methodology	NOUN
alkej-927	251	5	exist	exist	VERB
alkej-927	251	6	for	for	ADP
alkej-927	251	7	addressing	address	VERB
alkej-927	251	8	the	the	DET
alkej-927	251	9	issue	issue	NOUN
alkej-927	251	10	of	of	ADP
alkej-927	251	11	imbalanced	imbalanced	ADJ
alkej-927	251	12	samples	sample	NOUN
alkej-927	251	13	,	,	PUNCT
alkej-927	251	14	as	as	SCONJ
alkej-927	251	15	shown	show	VERB
alkej-927	251	16	in	in	ADP
alkej-927	251	17	prior	prior	ADJ
alkej-927	251	18	research	research	NOUN
alkej-927	251	19	[	[	X
alkej-927	251	20	25]–[29	25]–[29	X
alkej-927	251	21	]	]	X
alkej-927	251	22	.	.	PUNCT
alkej-927	252	1	two	two	NUM
alkej-927	252	2	distinct	distinct	ADJ
alkej-927	252	3	approaches	approach	NOUN
alkej-927	252	4	can	can	AUX
alkej-927	252	5	be	be	AUX
alkej-927	252	6	employed	employ	VERB
alkej-927	252	7	:	:	PUNCT
alkej-927	252	8	(	(	PUNCT
alkej-927	252	9	a	a	X
alkej-927	252	10	)	)	PUNCT
alkej-927	252	11	the	the	DET
alkej-927	252	12	higher	high	ADJ
alkej-927	252	13	classes	class	NOUN
alkej-927	252	14	can	can	AUX
alkej-927	252	15	be	be	AUX
alkej-927	252	16	subdivided	subdivide	VERB
alkej-927	252	17	to	to	PART
alkej-927	252	18	generate	generate	VERB
alkej-927	252	19	a	a	DET
alkej-927	252	20	greater	great	ADJ
alkej-927	252	21	number	number	NOUN
alkej-927	252	22	of	of	ADP
alkej-927	252	23	classes	class	NOUN
alkej-927	252	24	,	,	PUNCT
alkej-927	252	25	and	and	CCONJ
alkej-927	252	26	(	(	PUNCT
alkej-927	252	27	b	b	X
alkej-927	252	28	)	)	PUNCT
alkej-927	252	29	the	the	DET
alkej-927	252	30	merging	merging	NOUN
alkej-927	252	31	of	of	ADP
alkej-927	252	32	multiple	multiple	ADJ
alkej-927	252	33	minority	minority	NOUN
alkej-927	252	34	classes	class	NOUN
alkej-927	252	35	that	that	PRON
alkej-927	252	36	exhibit	exhibit	VERB
alkej-927	252	37	similar	similar	ADJ
alkej-927	252	38	traits	trait	NOUN
alkej-927	252	39	can	can	AUX
alkej-927	252	40	result	result	VERB
alkej-927	252	41	in	in	ADP
alkej-927	252	42	the	the	DET
alkej-927	252	43	creation	creation	NOUN
alkej-927	252	44	of	of	ADP
alkej-927	252	45	a	a	DET
alkej-927	252	46	singular	singular	ADJ
alkej-927	252	47	new	new	ADJ
alkej-927	252	48	class	class	NOUN
alkej-927	252	49	.	.	PUNCT
alkej-927	253	1	consequently	consequently	ADV
alkej-927	253	2	,	,	PUNCT
alkej-927	253	3	the	the	DET
alkej-927	253	4	problem	problem	NOUN
alkej-927	253	5	of	of	ADP
alkej-927	253	6	imbalance	imbalance	NOUN
alkej-927	253	7	can	can	AUX
alkej-927	253	8	be	be	AUX
alkej-927	253	9	mitigated	mitigate	VERB
alkej-927	253	10	,	,	PUNCT
alkej-927	253	11	leading	lead	VERB
alkej-927	253	12	to	to	ADP
alkej-927	253	13	a	a	DET
alkej-927	253	14	notable	notable	ADJ
alkej-927	253	15	increase	increase	NOUN
alkej-927	253	16	in	in	ADP
alkej-927	253	17	the	the	DET
alkej-927	253	18	prevalence	prevalence	NOUN
alkej-927	253	19	ratio	ratio	NOUN
alkej-927	253	20	.	.	PUNCT
alkej-927	254	1	2	2	X
alkej-927	254	2	.	.	X
alkej-927	254	3	conclusion	conclusion	NOUN
alkej-927	254	4	this	this	DET
alkej-927	254	5	work	work	NOUN
alkej-927	254	6	examined	examine	VERB
alkej-927	254	7	the	the	DET
alkej-927	254	8	lack	lack	NOUN
alkej-927	254	9	of	of	ADP
alkej-927	254	10	an	an	DET
alkej-927	254	11	openly	openly	ADV
alkej-927	254	12	accessible	accessible	ADJ
alkej-927	254	13	dataset	dataset	NOUN
alkej-927	254	14	obtained	obtain	VERB
alkej-927	254	15	from	from	ADP
alkej-927	254	16	sdn	sdn	PROPN
alkej-927	254	17	-	-	PUNCT
alkej-927	254	18	based	base	VERB
alkej-927	254	19	iot	iot	NOUN
alkej-927	254	20	networks	network	NOUN
alkej-927	254	21	and	and	CCONJ
alkej-927	254	22	produced	produce	VERB
alkej-927	254	23	an	an	DET
alkej-927	254	24	extensive	extensive	ADJ
alkej-927	254	25	dataset	dataset	NOUN
alkej-927	254	26	consisting	consist	VERB
alkej-927	254	27	of	of	ADP
alkej-927	254	28	86	86	NUM
alkej-927	254	29	features	feature	NOUN
alkej-927	254	30	extracted	extract	VERB
alkej-927	254	31	from	from	ADP
alkej-927	254	32	approximately	approximately	ADV
alkej-927	254	33	40	40	NUM
alkej-927	254	34	million	million	NUM
alkej-927	254	35	records	record	NOUN
alkej-927	254	36	obtained	obtain	VERB
alkej-927	254	37	from	from	ADP
alkej-927	254	38	simulated	simulate	VERB
alkej-927	254	39	sdn	sdn	PROPN
alkej-927	254	40	-	-	PUNCT
alkej-927	254	41	based	base	VERB
alkej-927	254	42	iot	iot	NOUN
alkej-927	254	43	networks	network	NOUN
alkej-927	254	44	captured	capture	VERB
alkej-927	254	45	within	within	ADP
alkej-927	254	46	two	two	NUM
alkej-927	254	47	flow	flow	NOUN
alkej-927	254	48	profiles	profile	NOUN
alkej-927	254	49	,	,	PUNCT
alkej-927	254	50	representing	represent	VERB
alkej-927	254	51	normal	normal	ADJ
alkej-927	254	52	behaviour	behaviour	NOUN
alkej-927	254	53	and	and	CCONJ
alkej-927	254	54	15	15	NUM
alkej-927	254	55	different	different	ADJ
alkej-927	254	56	attack	attack	NOUN
alkej-927	254	57	types	type	NOUN
alkej-927	254	58	in	in	ADP
alkej-927	254	59	two	two	NUM
alkej-927	254	60	scenarios	scenario	NOUN
alkej-927	254	61	,	,	PUNCT
alkej-927	254	62	interdomain	interdomain	VERB
alkej-927	254	63	and	and	CCONJ
alkej-927	254	64	intradomain	intradomain	NOUN
alkej-927	254	65	.	.	PUNCT
alkej-927	255	1	in	in	ADP
alkej-927	255	2	addition	addition	NOUN
alkej-927	255	3	,	,	PUNCT
alkej-927	255	4	the	the	DET
alkej-927	255	5	dataset	dataset	NOUN
alkej-927	255	6	was	be	AUX
alkej-927	255	7	evaluated	evaluate	VERB
alkej-927	255	8	via	via	ADP
alkej-927	255	9	several	several	ADJ
alkej-927	255	10	ml	ml	NOUN
alkej-927	255	11	and	and	CCONJ
alkej-927	255	12	dl	dl	PROPN
alkej-927	255	13	methodologies	methodology	NOUN
alkej-927	255	14	,	,	PUNCT
alkej-927	255	15	such	such	ADJ
alkej-927	255	16	as	as	ADP
alkej-927	255	17	dtc	dtc	PROPN
alkej-927	255	18	,	,	PUNCT
alkej-927	255	19	rfc	rfc	PROPN
alkej-927	255	20	,	,	PUNCT
alkej-927	255	21	dnn	dnn	PROPN
alkej-927	255	22	,	,	PUNCT
alkej-927	255	23	knn	knn	PROPN
alkej-927	255	24	,	,	PUNCT
alkej-927	255	25	bernoulli	bernoulli	PROPN
alkej-927	255	26	naive	naive	ADJ
alkej-927	255	27	bayes	bayes	NOUN
alkej-927	255	28	and	and	CCONJ
alkej-927	255	29	lgr	lgr	NOUN
alkej-927	255	30	.	.	PUNCT
alkej-927	256	1	the	the	DET
alkej-927	256	2	outcome	outcome	NOUN
alkej-927	256	3	reveals	reveal	VERB
alkej-927	256	4	high	high	ADJ
alkej-927	256	5	accuracy	accuracy	NOUN
alkej-927	256	6	in	in	ADP
alkej-927	256	7	successfully	successfully	ADV
alkej-927	256	8	recognising	recognise	VERB
alkej-927	256	9	the	the	DET
alkej-927	256	10	majority	majority	NOUN
alkej-927	256	11	of	of	ADP
alkej-927	256	12	attacks	attack	NOUN
alkej-927	256	13	when	when	SCONJ
alkej-927	256	14	the	the	DET
alkej-927	256	15	dtc	dtc	NOUN
alkej-927	256	16	and	and	CCONJ
alkej-927	256	17	rfc	rfc	NOUN
alkej-927	256	18	models	model	NOUN
alkej-927	256	19	are	be	AUX
alkej-927	256	20	employed	employ	VERB
alkej-927	256	21	and	and	CCONJ
alkej-927	256	22	a	a	DET
alkej-927	256	23	low	low	ADJ
alkej-927	256	24	accuracy	accuracy	NOUN
alkej-927	256	25	level	level	NOUN
alkej-927	256	26	in	in	ADP
alkej-927	256	27	detecting	detect	VERB
alkej-927	256	28	the	the	DET
alkej-927	256	29	u2r	u2r	NOUN
alkej-927	256	30	attack	attack	NOUN
alkej-927	256	31	category	category	NOUN
alkej-927	256	32	.	.	PUNCT
alkej-927	257	1	nevertheless	nevertheless	ADV
alkej-927	257	2	,	,	PUNCT
alkej-927	257	3	an	an	DET
alkej-927	257	4	sdn	sdn	NOUN
alkej-927	257	5	is	be	AUX
alkej-927	257	6	more	more	ADV
alkej-927	257	7	vulnerable	vulnerable	ADJ
alkej-927	257	8	to	to	ADP
alkej-927	257	9	malicious	malicious	ADJ
alkej-927	257	10	network	network	NOUN
alkej-927	257	11	traffic	traffic	NOUN
alkej-927	257	12	than	than	SCONJ
alkej-927	257	13	traditional	traditional	ADJ
alkej-927	257	14	networking	networking	NOUN
alkej-927	257	15	configurations	configuration	NOUN
alkej-927	257	16	are	be	AUX
alkej-927	257	17	.	.	PUNCT
alkej-927	258	1	within	within	ADP
alkej-927	258	2	the	the	DET
alkej-927	258	3	traditional	traditional	ADJ
alkej-927	258	4	network	network	NOUN
alkej-927	258	5	architecture	architecture	NOUN
alkej-927	258	6	,	,	PUNCT
alkej-927	258	7	an	an	DET
alkej-927	258	8	attack	attack	NOUN
alkej-927	258	9	can	can	AUX
alkej-927	258	10	affect	affect	VERB
alkej-927	258	11	only	only	ADV
alkej-927	258	12	a	a	DET
alkej-927	258	13	specific	specific	ADJ
alkej-927	258	14	segment	segment	NOUN
alkej-927	258	15	of	of	ADP
alkej-927	258	16	the	the	DET
alkej-927	258	17	network	network	NOUN
alkej-927	258	18	,	,	PUNCT
alkej-927	258	19	which	which	PRON
alkej-927	258	20	is	be	AUX
alkej-927	258	21	usually	usually	ADV
alkej-927	258	22	limited	limit	VERB
alkej-927	258	23	to	to	ADP
alkej-927	258	24	the	the	DET
alkej-927	258	25	components	component	NOUN
alkej-927	258	26	,	,	PUNCT
alkej-927	258	27	without	without	ADP
alkej-927	258	28	causing	cause	VERB
alkej-927	258	29	complete	complete	ADJ
alkej-927	258	30	network	network	NOUN
alkej-927	258	31	failure	failure	NOUN
alkej-927	258	32	.	.	PUNCT
alkej-927	259	1	however	however	ADV
alkej-927	259	2	,	,	PUNCT
alkej-927	259	3	in	in	ADP
alkej-927	259	4	the	the	DET
alkej-927	259	5	context	context	NOUN
alkej-927	259	6	of	of	ADP
alkej-927	259	7	sdn	sdn	PROPN
alkej-927	259	8	,	,	PUNCT
alkej-927	259	9	the	the	DET
alkej-927	259	10	compromised	compromise	VERB
alkej-927	259	11	users	user	NOUN
alkej-927	259	12	and	and	CCONJ
alkej-927	259	13	switches	switch	NOUN
alkej-927	259	14	have	have	VERB
alkej-927	259	15	the	the	DET
alkej-927	259	16	ability	ability	NOUN
alkej-927	259	17	to	to	PART
alkej-927	259	18	overpower	overpower	VERB
alkej-927	259	19	the	the	DET
alkej-927	259	20	sdn	sdn	PROPN
alkej-927	259	21	controller	controller	NOUN
alkej-927	259	22	,	,	PUNCT
alkej-927	259	23	leading	lead	VERB
alkej-927	259	24	to	to	ADP
alkej-927	259	25	harmful	harmful	ADJ
alkej-927	259	26	consequences	consequence	NOUN
alkej-927	259	27	for	for	ADP
alkej-927	259	28	the	the	DET
alkej-927	259	29	entire	entire	ADJ
alkej-927	259	30	network	network	NOUN
alkej-927	259	31	.	.	PUNCT
alkej-927	260	1	heba	heba	PROPN
alkej-927	260	2	dhirar	dhirar	PROPN
alkej-927	260	3	al	al	PROPN
alkej-927	260	4	-	-	PUNCT
alkej-927	260	5	khwarizmi	khwarizmi	PROPN
alkej-927	260	6	engineering	engineering	NOUN
alkej-927	260	7	journal	journal	PROPN
alkej-927	260	8	,	,	PUNCT
alkej-927	260	9	vol	vol	NOUN
alkej-927	260	10	.	.	PROPN
alkej-927	260	11	21	21	NUM
alkej-927	260	12	,	,	PUNCT
alkej-927	260	13	no.3	no.3	VERB
alkej-927	260	14	,	,	PUNCT
alkej-927	260	15	pp	pp	ADJ
alkej-927	260	16	.	.	PUNCT
alkej-927	260	17	3547	3547	NUM
alkej-927	260	18	(	(	PUNCT
alkej-927	260	19	2025	2025	NUM
alkej-927	260	20	)	)	PUNCT
alkej-927	260	21	45	45	NUM
alkej-927	260	22	references	reference	NOUN
alkej-927	260	23	[	[	X
alkej-927	260	24	1	1	NUM
alkej-927	260	25	]	]	PUNCT
alkej-927	260	26	w.	w.	PROPN
alkej-927	260	27	meng	meng	PROPN
alkej-927	260	28	,	,	PUNCT
alkej-927	260	29	“	"	PUNCT
alkej-927	260	30	intrusion	intrusion	NOUN
alkej-927	260	31	detection	detection	NOUN
alkej-927	260	32	in	in	ADP
alkej-927	260	33	the	the	DET
alkej-927	260	34	era	era	NOUN
alkej-927	260	35	of	of	ADP
alkej-927	260	36	iot	iot	NOUN
alkej-927	260	37	:	:	PUNCT
alkej-927	260	38	building	build	VERB
alkej-927	260	39	trust	trust	NOUN
alkej-927	260	40	via	via	ADP
alkej-927	260	41	traffic	traffic	NOUN
alkej-927	260	42	filtering	filtering	NOUN
alkej-927	260	43	and	and	CCONJ
alkej-927	260	44	sampling	sampling	NOUN
alkej-927	260	45	”	"	PUNCT
alkej-927	260	46	,	,	PUNCT
alkej-927	260	47	ieee	ieee	NOUN
alkej-927	260	48	comput	comput	NOUN
alkej-927	260	49	.	.	PUNCT
alkej-927	261	1	51	51	NUM
alkej-927	261	2	(	(	PUNCT
alkej-927	261	3	7	7	NUM
alkej-927	261	4	)	)	PUNCT
alkej-927	261	5	(	(	PUNCT
alkej-927	261	6	2018	2018	NUM
alkej-927	261	7	)	)	PUNCT
alkej-927	261	8	36	36	NUM
alkej-927	261	9	–	–	SYM
alkej-927	261	10	43	43	NUM
alkej-927	261	11	.	.	PUNCT
alkej-927	262	1	ieee	ieee	NOUN
alkej-927	262	2	,	,	PUNCT
alkej-927	262	3	doi	doi	NOUN
alkej-927	262	4	:	:	PUNCT
alkej-927	262	5	10.1109	10.1109	NUM
alkej-927	262	6	/	/	SYM
alkej-927	262	7	mc.2018.3011034	mc.2018.3011034	NOUN
alkej-927	262	8	.	.	PUNCT
alkej-927	263	1	[	[	X
alkej-927	263	2	2	2	X
alkej-927	263	3	]	]	X
alkej-927	263	4	[	[	X
alkej-927	263	5	2	2	NUM
alkej-927	263	6	]	]	X
alkej-927	263	7	f.y	f.y	PROPN
alkej-927	263	8	.	.	PROPN
alkej-927	264	1	okay	okay	PROPN
alkej-927	264	2	,	,	PUNCT
alkej-927	264	3	s.	s.	PROPN
alkej-927	264	4	ozdemir	ozdemir	PROPN
alkej-927	264	5	,	,	PUNCT
alkej-927	264	6	“	"	PUNCT
alkej-927	264	7	routing	route	VERB
alkej-927	264	8	in	in	ADP
alkej-927	264	9	fogenabled	fogenabled	ADJ
alkej-927	264	10	iot	iot	NOUN
alkej-927	264	11	platforms	platform	NOUN
alkej-927	264	12	:	:	PUNCT
alkej-927	264	13	a	a	DET
alkej-927	264	14	survey	survey	NOUN
alkej-927	264	15	and	and	CCONJ
alkej-927	264	16	an	an	DET
alkej-927	264	17	sdn	sdn	NOUN
alkej-927	264	18	based	base	VERB
alkej-927	264	19	solution	solution	NOUN
alkej-927	264	20	”	"	PUNCT
alkej-927	264	21	,	,	PUNCT
alkej-927	264	22	ieee	ieee	NOUN
alkej-927	264	23	internet	internet	NOUN
alkej-927	264	24	things	thing	NOUN
alkej-927	264	25	j.	j.	PROPN
alkej-927	264	26	5	5	NUM
alkej-927	264	27	(	(	PUNCT
alkej-927	264	28	6	6	NUM
alkej-927	264	29	)	)	PUNCT
alkej-927	264	30	(	(	PUNCT
alkej-927	264	31	2018	2018	NUM
alkej-927	264	32	)	)	PUNCT
alkej-927	264	33	pp	pp	ADV
alkej-927	264	34	.	.	PUNCT
alkej-927	265	1	4871–4889.doi	4871–4889.doi	NUM
alkej-927	265	2	:	:	PUNCT
alkej-927	265	3	10.1109	10.1109	NUM
alkej-927	265	4	/	/	SYM
alkej-927	265	5	jiot.2018.2882781	jiot.2018.2882781	PROPN
alkej-927	265	6	.	.	PUNCT
alkej-927	266	1	[	[	X
alkej-927	266	2	3	3	X
alkej-927	266	3	]	]	X
alkej-927	266	4	w.	w.	PROPN
alkej-927	266	5	li	li	PROPN
alkej-927	266	6	,	,	PUNCT
alkej-927	266	7	w.	w.	PROPN
alkej-927	266	8	meng	meng	PROPN
alkej-927	266	9	,	,	PUNCT
alkej-927	266	10	z.	z.	PROPN
alkej-927	266	11	liu	liu	PROPN
alkej-927	266	12	,	,	PUNCT
alkej-927	266	13	m.h	m.h	PROPN
alkej-927	266	14	.	.	PROPN
alkej-927	266	15	au	au	PROPN
alkej-927	266	16	,	,	PUNCT
alkej-927	266	17	“	"	PUNCT
alkej-927	266	18	towards	towards	ADP
alkej-927	266	19	blockchain	blockchain	NOUN
alkej-927	266	20	-	-	PUNCT
alkej-927	266	21	based	base	VERB
alkej-927	266	22	software	software	NOUN
alkej-927	266	23	-	-	PUNCT
alkej-927	266	24	defined	define	VERB
alkej-927	266	25	networking	networking	NOUN
alkej-927	266	26	:	:	PUNCT
alkej-927	266	27	security	security	NOUN
alkej-927	266	28	challenges	challenge	NOUN
alkej-927	266	29	and	and	CCONJ
alkej-927	266	30	solutions	solution	NOUN
alkej-927	266	31	”	"	PUNCT
alkej-927	266	32	,	,	PUNCT
alkej-927	266	33	ieice	ieice	PROPN
alkej-927	266	34	trans	trans	PROPN
alkej-927	266	35	.	.	PUNCT
alkej-927	266	36	info	info	PROPN
alkej-927	266	37	syst	syst	PROPN
alkej-927	266	38	.	.	PUNCT
alkej-927	267	1	e103cd	e103cd	ADJ
alkej-927	267	2	(	(	PUNCT
alkej-927	267	3	2	2	NUM
alkej-927	267	4	)	)	PUNCT
alkej-927	267	5	(	(	PUNCT
alkej-927	267	6	2020	2020	NUM
alkej-927	267	7	)	)	PUNCT
alkej-927	267	8	,	,	PUNCT
alkej-927	267	9	pp	pp	ADP
alkej-927	267	10	.	.	PUNCT
alkej-927	268	1	196–203	196–203	NUM
alkej-927	268	2	.	.	PUNCT
alkej-927	269	1	doi	doi	NOUN
alkej-927	269	2	:	:	PUNCT
alkej-927	269	3	10.1587	10.1587	NUM
alkej-927	269	4	/	/	SYM
alkej-927	269	5	transinf.2019ini0002	transinf.2019ini0002	NOUN
alkej-927	269	6	.	.	PUNCT
alkej-927	270	1	[	[	X
alkej-927	270	2	4	4	X
alkej-927	270	3	]	]	PUNCT
alkej-927	270	4	t.	t.	X
alkej-927	270	5	das	das	PROPN
alkej-927	270	6	,	,	PUNCT
alkej-927	270	7	v.	v.	CCONJ
alkej-927	270	8	sridharan	sridharan	ADJ
alkej-927	270	9	,	,	PUNCT
alkej-927	270	10	m.	m.	NOUN
alkej-927	270	11	gurusamy	gurusamy	NOUN
alkej-927	270	12	,	,	PUNCT
alkej-927	270	13	“	"	PUNCT
alkej-927	270	14	a	a	DET
alkej-927	270	15	survey	survey	NOUN
alkej-927	270	16	on	on	ADP
alkej-927	270	17	controller	controller	NOUN
alkej-927	270	18	placement	placement	NOUN
alkej-927	270	19	in	in	ADP
alkej-927	270	20	sdn	sdn	PROPN
alkej-927	270	21	”	"	PUNCT
alkej-927	270	22	,	,	PUNCT
alkej-927	270	23	ieee	ieee	PROPN
alkej-927	270	24	commun	commun	PROPN
alkej-927	270	25	.	.	PUNCT
alkej-927	271	1	survtutorials	survtutorial	NOUN
alkej-927	271	2	22	22	NUM
alkej-927	271	3	(	(	PUNCT
alkej-927	271	4	1	1	NUM
alkej-927	271	5	)	)	PUNCT
alkej-927	271	6	(	(	PUNCT
alkej-927	271	7	2020	2020	NUM
alkej-927	271	8	)	)	PUNCT
alkej-927	271	9	,	,	PUNCT
alkej-927	271	10	pp	pp	ADJ
alkej-927	271	11	.	.	PUNCT
alkej-927	272	1	472–503	472–503	NUM
alkej-927	272	2	.	.	PUNCT
alkej-927	273	1	doi	doi	NOUN
alkej-927	273	2	:	:	PUNCT
alkej-927	273	3	10.1109	10.1109	NUM
alkej-927	273	4	/	/	SYM
alkej-927	273	5	comst.2019.2935453	comst.2019.2935453	NOUN
alkej-927	273	6	.	.	PUNCT
alkej-927	274	1	[	[	X
alkej-927	274	2	5	5	NUM
alkej-927	274	3	]	]	X
alkej-927	274	4	sdn	sdn	NOUN
alkej-927	274	5	-	-	PUNCT
alkej-927	274	6	based	base	VERB
alkej-927	274	7	intrusion	intrusion	NOUN
alkej-927	274	8	detection	detection	NOUN
alkej-927	274	9	system	system	NOUN
alkej-927	274	10	:	:	PUNCT
alkej-927	274	11	a	a	DET
alkej-927	274	12	survey	survey	NOUN
alkej-927	274	13	,	,	PUNCT
alkej-927	274	14	ying	ying	PROPN
alkej-927	274	15	-	-	PUNCT
alkej-927	274	16	jun	jun	PROPN
alkej-927	274	17	zhang	zhang	PROPN
alkej-927	274	18	,	,	PUNCT
alkej-927	274	19	hong	hong	PROPN
alkej-927	274	20	li	li	PROPN
alkej-927	274	21	,	,	PUNCT
alkej-927	274	22	zhong	zhong	PROPN
alkej-927	274	23	-	-	PUNCT
alkej-927	274	24	ru	ru	PROPN
alkej-927	274	25	yang	yang	PROPN
alkej-927	274	26	,	,	PUNCT
alkej-927	274	27	and	and	CCONJ
alkej-927	274	28	jun	jun	PROPN
alkej-927	274	29	-	-	PUNCT
alkej-927	274	30	ping	ping	PROPN
alkej-927	274	31	du	du	PROPN
alkej-927	274	32	,	,	PUNCT
alkej-927	274	33	ieee	ieee	NOUN
alkej-927	274	34	access	access	NOUN
alkej-927	274	35	,	,	PUNCT
alkej-927	274	36	volume	volume	NOUN
alkej-927	274	37	6	6	NUM
alkej-927	274	38	,	,	PUNCT
alkej-927	274	39	2018	2018	NUM
alkej-927	274	40	.	.	PUNCT
alkej-927	275	1	[	[	X
alkej-927	275	2	6	6	NUM
alkej-927	275	3	]	]	X
alkej-927	275	4	n.	n.	NOUN
alkej-927	275	5	koroniotis	koroniotis	PROPN
alkej-927	275	6	,	,	PUNCT
alkej-927	275	7	n.	n.	PROPN
alkej-927	275	8	moustafa	moustafa	PROPN
alkej-927	275	9	,	,	PUNCT
alkej-927	275	10	e.	e.	PROPN
alkej-927	275	11	sitnikova	sitnikova	PROPN
alkej-927	275	12	,	,	PUNCT
alkej-927	275	13	and	and	CCONJ
alkej-927	275	14	b.	b.	PROPN
alkej-927	275	15	turnbull	turnbull	PROPN
alkej-927	275	16	,	,	PUNCT
alkej-927	275	17	“	"	PUNCT
alkej-927	275	18	towards	towards	ADP
alkej-927	275	19	the	the	DET
alkej-927	275	20	development	development	NOUN
alkej-927	275	21	of	of	ADP
alkej-927	275	22	realistic	realistic	ADJ
alkej-927	275	23	botnet	botnet	NOUN
alkej-927	275	24	dataset	dataset	NOUN
alkej-927	275	25	in	in	ADP
alkej-927	275	26	the	the	DET
alkej-927	275	27	internet	internet	NOUN
alkej-927	275	28	of	of	ADP
alkej-927	275	29	things	thing	NOUN
alkej-927	275	30	for	for	ADP
alkej-927	275	31	network	network	NOUN
alkej-927	275	32	forensic	forensic	ADJ
alkej-927	275	33	analytics	analytic	NOUN
alkej-927	275	34	:	:	PUNCT
alkej-927	275	35	botiot	botiot	NOUN
alkej-927	275	36	dataset	dataset	NOUN
alkej-927	275	37	”	"	PUNCT
alkej-927	275	38	,	,	PUNCT
alkej-927	275	39	future	future	ADJ
alkej-927	275	40	generation	generation	NOUN
alkej-927	275	41	computer	computer	NOUN
alkej-927	275	42	systems	system	NOUN
alkej-927	275	43	,	,	PUNCT
alkej-927	275	44	vol	vol	NOUN
alkej-927	275	45	.	.	PROPN
alkej-927	275	46	100	100	NUM
alkej-927	275	47	,	,	PUNCT
alkej-927	275	48	pp	pp	ADJ
alkej-927	275	49	.	.	PUNCT
alkej-927	276	1	779–796	779–796	NUM
alkej-927	276	2	,	,	PUNCT
alkej-927	276	3	2019	2019	NUM
alkej-927	276	4	,	,	PUNCT
alkej-927	276	5	doi	doi	NOUN
alkej-927	276	6	:	:	PUNCT
alkej-927	276	7	10.1016	10.1016	NUM
alkej-927	276	8	/	/	SYM
alkej-927	276	9	j.future.2019.05.041	j.future.2019.05.041	PROPN
alkej-927	276	10	.	.	PUNCT
alkej-927	277	1	[	[	X
alkej-927	277	2	7	7	NUM
alkej-927	277	3	]	]	PUNCT
alkej-927	277	4	a.	a.	NOUN
alkej-927	277	5	kaan	kaan	PROPN
alkej-927	277	6	sarica	sarica	PROPN
alkej-927	277	7	and	and	CCONJ
alkej-927	277	8	p.	p.	PROPN
alkej-927	277	9	angin	angin	PROPN
alkej-927	277	10	,	,	PUNCT
alkej-927	277	11	“	"	PUNCT
alkej-927	277	12	a	a	DET
alkej-927	277	13	novel	novel	ADJ
alkej-927	277	14	sdn	sdn	NOUN
alkej-927	277	15	dataset	dataset	VERB
alkej-927	277	16	for	for	ADP
alkej-927	277	17	intrusion	intrusion	NOUN
alkej-927	277	18	detection	detection	NOUN
alkej-927	277	19	in	in	ADP
alkej-927	277	20	iot	iot	PROPN
alkej-927	277	21	networks	network	NOUN
alkej-927	277	22	”	"	PUNCT
alkej-927	277	23	,	,	PUNCT
alkej-927	277	24	2020	2020	NUM
alkej-927	277	25	16th	16th	ADJ
alkej-927	277	26	international	international	ADJ
alkej-927	277	27	conference	conference	NOUN
alkej-927	277	28	on	on	ADP
alkej-927	277	29	network	network	NOUN
alkej-927	277	30	and	and	CCONJ
alkej-927	277	31	service	service	NOUN
alkej-927	277	32	management	management	NOUN
alkej-927	277	33	(	(	PUNCT
alkej-927	277	34	cnsm	cnsm	NOUN
alkej-927	277	35	)	)	PUNCT
alkej-927	277	36	,	,	PUNCT
alkej-927	277	37	izmir	izmir	PROPN
alkej-927	277	38	,	,	PUNCT
alkej-927	277	39	turkey	turkey	PROPN
alkej-927	277	40	,	,	PUNCT
alkej-927	277	41	2020	2020	NUM
alkej-927	277	42	,	,	PUNCT
alkej-927	277	43	pp	pp	ADV
alkej-927	277	44	.	.	PUNCT
alkej-927	278	1	1	1	NUM
alkej-927	278	2	-	-	SYM
alkej-927	278	3	5	5	NUM
alkej-927	278	4	,	,	PUNCT
alkej-927	278	5	doi	doi	NOUN
alkej-927	278	6	:	:	PUNCT
alkej-927	278	7	10.23919	10.23919	NUM
alkej-927	278	8	/	/	SYM
alkej-927	278	9	cnsm50824.2020.9269042	cnsm50824.2020.9269042	NOUN
alkej-927	278	10	.	.	PUNCT
alkej-927	279	1	[	[	X
alkej-927	279	2	8	8	NUM
alkej-927	279	3	]	]	X
alkej-927	279	4	mahmoud	mahmoud	PROPN
alkej-927	279	5	dais	dai	NOUN
alkej-927	279	6	elsayed	elsaye	VERB
alkej-927	279	7	,	,	PUNCT
alkej-927	279	8	nhien	nhien	NOUN
alkej-927	279	9	-	-	PUNCT
alkej-927	279	10	an	an	DET
alkej-927	279	11	le	le	NOUN
alkej-927	279	12	-	-	PUNCT
alkej-927	279	13	khac	khac	NOUN
alkej-927	279	14	,	,	PUNCT
alkej-927	279	15	and	and	CCONJ
alkej-927	279	16	anca	anca	PROPN
alkej-927	279	17	d.	d.	PROPN
alkej-927	279	18	jurcut	jurcut	PROPN
alkej-927	279	19	,	,	PUNCT
alkej-927	279	20	insdn	insdn	VERB
alkej-927	279	21	:	:	PUNCT
alkej-927	279	22	“	"	PUNCT
alkej-927	279	23	a	a	DET
alkej-927	279	24	novel	novel	ADJ
alkej-927	279	25	sdn	sdn	NOUN
alkej-927	279	26	intrusion	intrusion	NOUN
alkej-927	279	27	dataset	dataset	NOUN
alkej-927	279	28	”	"	PUNCT
alkej-927	279	29	,	,	PUNCT
alkej-927	279	30	ieee	ieee	NOUN
alkej-927	279	31	2020	2020	NUM
alkej-927	279	32	.	.	PUNCT
alkej-927	280	1	doi	doi	NOUN
alkej-927	280	2	:	:	PUNCT
alkej-927	280	3	10.1109	10.1109	NUM
alkej-927	280	4	/	/	SYM
alkej-927	280	5	access.2020.3022633	access.2020.3022633	NOUN
alkej-927	280	6	.	.	PUNCT
alkej-927	281	1	[	[	X
alkej-927	281	2	9	9	NUM
alkej-927	281	3	]	]	X
alkej-927	281	4	ahuja	ahuja	PROPN
alkej-927	281	5	,	,	PUNCT
alkej-927	281	6	n.	n.	PROPN
alkej-927	281	7	,	,	PUNCT
alkej-927	281	8	singal	singal	PROPN
alkej-927	281	9	,	,	PUNCT
alkej-927	281	10	g.	g.	PROPN
alkej-927	281	11	,	,	PUNCT
alkej-927	281	12	mukhopadhyay	mukhopadhyay	PROPN
alkej-927	281	13	,	,	PUNCT
alkej-927	281	14	d.	d.	PROPN
alkej-927	281	15	,	,	PUNCT
alkej-927	281	16	&	&	CCONJ
alkej-927	281	17	kumar	kumar	PROPN
alkej-927	281	18	,	,	PUNCT
alkej-927	281	19	n.	n.	PROPN
alkej-927	281	20	(	(	PUNCT
alkej-927	281	21	2021	2021	NUM
alkej-927	281	22	)	)	PUNCT
alkej-927	281	23	.	.	PUNCT
alkej-927	282	1	“	"	PUNCT
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alkej-927	282	4	attack	attack	NOUN
alkej-927	282	5	detection	detection	NOUN
alkej-927	282	6	in	in	ADP
alkej-927	282	7	software	software	NOUN
alkej-927	282	8	defined	define	VERB
alkej-927	282	9	networking	networking	NOUN
alkej-927	282	10	.	.	PUNCT
alkej-927	283	1	journal	journal	PROPN
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alkej-927	283	5	computer	computer	NOUN
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alkej-927	283	8	,	,	PUNCT
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alkej-927	283	10	,	,	PUNCT
alkej-927	283	11	103108	103108	NUM
alkej-927	283	12	.	.	PUNCT
alkej-927	284	1	doi	doi	NOUN
alkej-927	284	2	:	:	PUNCT
alkej-927	284	3	10.1016	10.1016	NUM
alkej-927	284	4	/	/	SYM
alkej-927	284	5	j.jnca.2021.103108	j.jnca.2021.103108	NOUN
alkej-927	284	6	.	.	PUNCT
alkej-927	285	1	[	[	X
alkej-927	285	2	10	10	NUM
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alkej-927	285	4	a.	a.	PROPN
alkej-927	285	5	r.	r.	PROPN
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alkej-927	285	7	,	,	PUNCT
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alkej-927	285	9	a.	a.	NOUN
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alkej-927	285	12	t.	t.	PROPN
alkej-927	285	13	m.	m.	PROPN
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alkej-927	285	21	machine	machine	NOUN
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alkej-927	285	29	on	on	ADP
alkej-927	285	30	ton	ton	NOUN
alkej-927	285	31	-	-	PUNCT
alkej-927	285	32	iot	iot	NOUN
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alkej-927	285	34	,	,	PUNCT
alkej-927	285	35	"	"	PUNCT
alkej-927	285	36	in	in	ADP
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alkej-927	285	38	access	access	NOUN
alkej-927	285	39	,	,	PUNCT
alkej-927	285	40	vol	vol	NOUN
alkej-927	285	41	.	.	NOUN
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alkej-927	285	43	,	,	PUNCT
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alkej-927	285	45	.	.	PUNCT
alkej-927	286	1	142206	142206	NUM
alkej-927	286	2	-	-	SYM
alkej-927	286	3	142217	142217	NUM
alkej-927	286	4	,	,	PUNCT
alkej-927	286	5	2021	2021	NUM
alkej-927	286	6	,	,	PUNCT
alkej-927	286	7	doi	doi	NOUN
alkej-927	286	8	:	:	PUNCT
alkej-927	286	9	10.1109	10.1109	NUM
alkej-927	286	10	/	/	SYM
alkej-927	286	11	access.2021.3120626	access.2021.3120626	NOUN
alkej-927	286	12	.	.	PUNCT
alkej-927	287	1	[	[	X
alkej-927	287	2	11	11	NUM
alkej-927	287	3	]	]	PUNCT
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alkej-927	287	9	,	,	PUNCT
alkej-927	287	10	v.	v.	ADP
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alkej-927	287	12	,	,	PUNCT
alkej-927	287	13	r.	r.	PROPN
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alkej-927	287	17	m.	m.	NOUN
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alkej-927	287	19	,	,	PUNCT
alkej-927	287	20	‘	'	PUNCT
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alkej-927	287	26	-	-	PUNCT
alkej-927	287	27	based	base	VERB
alkej-927	287	28	network	network	NOUN
alkej-927	287	29	intrusion	intrusion	NOUN
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alkej-927	287	31	:	:	PUNCT
alkej-927	287	32	kdd	kdd	PROPN
alkej-927	287	33	cup	cup	PROPN
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alkej-927	287	36	,	,	PUNCT
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alkej-927	287	40	.	.	PUNCT
alkej-927	288	1	ieee	ieee	PROPN
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alkej-927	288	4	.	.	PUNCT
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alkej-927	289	2	.	.	PUNCT
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alkej-927	290	2	.	.	PUNCT
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alkej-927	290	7	.	.	PUNCT
alkej-927	291	1	(	(	PUNCT
alkej-927	291	2	icccs	icccs	NOUN
alkej-927	291	3	)	)	PUNCT
alkej-927	291	4	,	,	PUNCT
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alkej-927	291	8	,	,	PUNCT
alkej-927	291	9	pp	pp	ADV
alkej-927	291	10	.	.	PUNCT
alkej-927	292	1	1–8	1–8	X
alkej-927	292	2	.	.	PUNCT
alkej-927	292	3	doi	doi	NOUN
alkej-927	292	4	:	:	PUNCT
alkej-927	292	5	10.1109	10.1109	NUM
alkej-927	292	6	/	/	SYM
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alkej-927	292	8	.	.	PUNCT
alkej-927	293	1	[	[	X
alkej-927	293	2	12	12	NUM
alkej-927	293	3	]	]	X
alkej-927	293	4	l.	l.	PROPN
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alkej-927	293	6	,	,	PUNCT
alkej-927	293	7	v.	v.	PROPN
alkej-927	293	8	cao	cao	PROPN
alkej-927	293	9	,	,	PUNCT
alkej-927	293	10	j.	j.	PROPN
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alkej-927	293	12	,	,	PUNCT
alkej-927	293	13	and	and	CCONJ
alkej-927	293	14	n.a	n.a	PROPN
alkej-927	293	15	.	.	PROPN
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alkej-927	293	17	-	-	PUNCT
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alkej-927	293	19	,	,	PUNCT
alkej-927	293	20	‘	'	PUNCT
alkej-927	293	21	‘	'	PUNCT
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alkej-927	293	29	-	-	PUNCT
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alkej-927	293	36	’’	’'	PUNCT
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alkej-927	293	40	and	and	CCONJ
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alkej-927	293	47	in	in	ADP
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alkej-927	293	55	,	,	PUNCT
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alkej-927	293	61	,	,	PUNCT
alkej-927	293	62	j.	j.	PROPN
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alkej-927	293	65	n.	n.	PROPN
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alkej-927	293	72	e.	e.	PROPN
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alkej-927	293	74	,	,	PUNCT
alkej-927	293	75	eds	eds	PROPN
alkej-927	293	76	.	.	PUNCT
alkej-927	293	77	cham	cham	PROPN
alkej-927	293	78	,	,	PUNCT
alkej-927	293	79	switzerland	switzerland	PROPN
alkej-927	293	80	:	:	PUNCT
alkej-927	293	81	springer	springer	NOUN
alkej-927	293	82	,	,	PUNCT
alkej-927	293	83	2016	2016	NUM
alkej-927	293	84	.	.	PUNCT
alkej-927	294	1	doi	doi	NOUN
alkej-927	294	2	:	:	PUNCT
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alkej-927	294	4	-	-	SYM
alkej-927	294	5	3	3	NUM
alkej-927	294	6	-	-	NUM
alkej-927	294	7	319	319	NUM
alkej-927	294	8	-	-	PUNCT
alkej-927	294	9	48057	48057	NUM
alkej-927	294	10	-	-	PUNCT
alkej-927	294	11	2_9	2_9	NUM
alkej-927	294	12	.	.	PUNCT
alkej-927	295	1	[	[	X
alkej-927	295	2	13	13	NUM
alkej-927	295	3	]	]	PUNCT
alkej-927	295	4	m.	m.	NOUN
alkej-927	295	5	tavallaee	tavallaee	PROPN
alkej-927	295	6	,	,	PUNCT
alkej-927	295	7	e.	e.	PROPN
alkej-927	295	8	bagheri	bagheri	PROPN
alkej-927	295	9	,	,	PUNCT
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alkej-927	295	12	,	,	PUNCT
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alkej-927	295	14	a.a	a.a	PROPN
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alkej-927	295	17	,	,	PUNCT
alkej-927	295	18	‘	'	PUNCT
alkej-927	295	19	‘	'	PUNCT
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alkej-927	295	34	.	.	PUNCT
alkej-927	296	1	ieee	ieee	NOUN
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alkej-927	296	3	.	.	PUNCT
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alkej-927	298	2	.	.	PUNCT
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alkej-927	299	2	.	.	PUNCT
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alkej-927	300	10	.	.	PUNCT
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alkej-927	301	2	.	.	PUNCT
alkej-927	302	1	doi	doi	NOUN
alkej-927	302	2	:	:	PUNCT
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alkej-927	302	6	.	.	PUNCT
alkej-927	303	1	[	[	X
alkej-927	303	2	14	14	NUM
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alkej-927	303	7	data	datum	NOUN
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alkej-927	303	9	(	(	PUNCT
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alkej-927	303	12	,	,	PUNCT
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alkej-927	303	17	)	)	PUNCT
alkej-927	303	18	.	.	PUNCT
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alkej-927	304	5	2016	2016	NUM
alkej-927	304	6	dataset	dataset	NOUN
alkej-927	304	7	.	.	PUNCT
alkej-927	305	1	doi	doi	NOUN
alkej-927	305	2	:	:	PUNCT
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alkej-927	305	4	.	.	PUNCT
alkej-927	306	1	[	[	X
alkej-927	306	2	15	15	NUM
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alkej-927	309	6	,	,	PUNCT
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alkej-927	309	8	.	.	PUNCT
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alkej-927	310	2	,	,	PUNCT
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alkej-927	310	5	.	.	PUNCT
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alkej-927	311	2	:	:	PUNCT
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alkej-927	311	6	.	.	PUNCT
alkej-927	312	1	[	[	X
alkej-927	312	2	16	16	NUM
alkej-927	312	3	]	]	X
alkej-927	312	4	symantec	symantec	NOUN
alkej-927	312	5	.	.	PUNCT
alkej-927	312	6	internet	internet	NOUN
alkej-927	312	7	security	security	NOUN
alkej-927	312	8	threat	threat	NOUN
alkej-927	312	9	report	report	NOUN
alkej-927	312	10	,	,	PUNCT
alkej-927	312	11	2018	2018	NUM
alkej-927	312	12	.	.	PUNCT
alkej-927	313	1	[	[	X
alkej-927	313	2	online	online	X
alkej-927	313	3	]	]	X
alkej-927	313	4	.	.	PUNCT
alkej-927	314	1	available	available	ADJ
alkej-927	314	2	:	:	PUNCT
alkej-927	315	1	https://symantecenterprise-blogs.security.com/	https://symantecenterprise-blogs.security.com/	PROPN
alkej-927	315	2	[	[	X
alkej-927	315	3	17	17	NUM
alkej-927	315	4	]	]	PUNCT
alkej-927	315	5	m.	m.	NOUN
alkej-927	315	6	antonakakis	antonakaki	NOUN
alkej-927	315	7	,	,	PUNCT
alkej-927	315	8	t.	t.	PROPN
alkej-927	315	9	april	april	PROPN
alkej-927	315	10	,	,	PUNCT
alkej-927	315	11	m.	m.	NOUN
alkej-927	315	12	bailey	bailey	PROPN
alkej-927	315	13	,	,	PUNCT
alkej-927	315	14	m.	m.	NOUN
alkej-927	315	15	bernhard	bernhard	PROPN
alkej-927	315	16	,	,	PUNCT
alkej-927	315	17	e.	e.	PROPN
alkej-927	315	18	bursztein	bursztein	PROPN
alkej-927	315	19	,	,	PUNCT
alkej-927	315	20	j.	j.	PROPN
alkej-927	315	21	cochran	cochran	PROPN
alkej-927	315	22	,	,	PUNCT
alkej-927	315	23	z.	z.	PROPN
alkej-927	315	24	durumeric	durumeric	PROPN
alkej-927	315	25	,	,	PUNCT
alkej-927	315	26	j.	j.	PROPN
alkej-927	315	27	a.	a.	PROPN
alkej-927	315	28	halderman	halderman	PROPN
alkej-927	315	29	,	,	PUNCT
alkej-927	315	30	l.	l.	PROPN
alkej-927	315	31	invernizzi	invernizzi	PROPN
alkej-927	315	32	,	,	PUNCT
alkej-927	315	33	m.	m.	NOUN
alkej-927	315	34	kallitsis	kallitsis	PROPN
alkej-927	315	35	et	et	PROPN
alkej-927	315	36	al	al	PROPN
alkej-927	315	37	.	.	PROPN
alkej-927	315	38	,”understanding	,”understanding	PUNCT
alkej-927	315	39	the	the	DET
alkej-927	315	40	mirai	mirai	PROPN
alkej-927	315	41	botnet	botnet	PROPN
alkej-927	315	42	”	"	PUNCT
alkej-927	315	43	,	,	PUNCT
alkej-927	315	44	in	in	ADP
alkej-927	315	45	26th	26th	NOUN
alkej-927	315	46	{	{	PUNCT
alkej-927	315	47	usenix	usenix	NOUN
alkej-927	315	48	}	}	PUNCT
alkej-927	315	49	security	security	NOUN
alkej-927	315	50	symposium	symposium	NOUN
alkej-927	315	51	(	(	PUNCT
alkej-927	315	52	{	{	PUNCT
alkej-927	315	53	usenix	usenix	NOUN
alkej-927	315	54	}	}	PUNCT
alkej-927	315	55	security	security	NOUN
alkej-927	315	56	17	17	NUM
alkej-927	315	57	)	)	PUNCT
alkej-927	315	58	,	,	PUNCT
alkej-927	315	59	2017	2017	NUM
alkej-927	315	60	,	,	PUNCT
alkej-927	315	61	pp	pp	ADJ
alkej-927	315	62	.	.	PUNCT
alkej-927	316	1	1093–1110.doi	1093–1110.doi	NUM
alkej-927	316	2	:	:	PUNCT
alkej-927	316	3	10.1016	10.1016	NUM
alkej-927	316	4	/	/	SYM
alkej-927	316	5	j.fsidi.2020.300926	j.fsidi.2020.300926	NOUN
alkej-927	316	6	.	.	PUNCT
alkej-927	317	1	[	[	X
alkej-927	317	2	18	18	NUM
alkej-927	317	3	]	]	X
alkej-927	317	4	n.	n.	PROPN
alkej-927	317	5	sharma	sharma	PROPN
alkej-927	317	6	and	and	CCONJ
alkej-927	317	7	s.	s.	PROPN
alkej-927	317	8	mukherjee,”a	mukherjee,”a	PROPN
alkej-927	317	9	novel	novel	ADJ
alkej-927	317	10	multiclassifier	multiclassifi	ADJ
alkej-927	317	11	layered	layered	ADJ
alkej-927	317	12	approach	approach	NOUN
alkej-927	317	13	to	to	PART
alkej-927	317	14	improve	improve	VERB
alkej-927	317	15	minority	minority	NOUN
alkej-927	317	16	attack	attack	NOUN
alkej-927	317	17	detection	detection	NOUN
alkej-927	317	18	in	in	ADP
alkej-927	317	19	ids	id	NOUN
alkej-927	317	20	”	"	PUNCT
alkej-927	317	21	,	,	PUNCT
alkej-927	317	22	procedia	procedia	PROPN
alkej-927	317	23	technol	technol	NOUN
alkej-927	317	24	.	.	PROPN
alkej-927	317	25	,	,	PUNCT
alkej-927	317	26	vol	vol	NOUN
alkej-927	317	27	.	.	PROPN
alkej-927	317	28	6	6	NUM
alkej-927	317	29	,	,	PUNCT
alkej-927	317	30	pp	pp	ADJ
alkej-927	317	31	.	.	PUNCT
alkej-927	318	1	913–921	913–921	NUM
alkej-927	318	2	,	,	PUNCT
alkej-927	318	3	jan	jan	PROPN
alkej-927	318	4	.	.	PROPN
alkej-927	318	5	2012	2012	NUM
alkej-927	318	6	.	.	PUNCT
alkej-927	319	1	doi	doi	NOUN
alkej-927	319	2	:	:	PUNCT
alkej-927	319	3	10.1016	10.1016	NUM
alkej-927	319	4	/	/	SYM
alkej-927	319	5	j.protcy.2012.10.111	j.protcy.2012.10.111	PROPN
alkej-927	319	6	.	.	PUNCT
alkej-927	320	1	[	[	X
alkej-927	320	2	19	19	NUM
alkej-927	320	3	]	]	PUNCT
alkej-927	320	4	k.	k.	PROPN
alkej-927	320	5	benzekki	benzekki	PROPN
alkej-927	320	6	,	,	PUNCT
alkej-927	320	7	a.	a.	PROPN
alkej-927	320	8	el	el	PROPN
alkej-927	320	9	fergougui	fergougui	PROPN
alkej-927	320	10	,	,	PUNCT
alkej-927	320	11	and	and	CCONJ
alkej-927	320	12	a.	a.	PROPN
alkej-927	320	13	elbelrhiti	elbelrhiti	PROPN
alkej-927	320	14	elalaoui	elalaoui	ADJ
alkej-927	320	15	,	,	PUNCT
alkej-927	320	16	“	"	PUNCT
alkej-927	320	17	software	software	NOUN
alkej-927	320	18	-	-	PUNCT
alkej-927	320	19	defined	define	VERB
alkej-927	320	20	networking	networking	NOUN
alkej-927	320	21	(	(	PUNCT
alkej-927	320	22	sdn	sdn	PROPN
alkej-927	320	23	):	):	PUNCT
alkej-927	320	24	a	a	DET
alkej-927	320	25	survey	survey	NOUN
alkej-927	320	26	”	"	PUNCT
alkej-927	320	27	,	,	PUNCT
alkej-927	320	28	secur	secur	NOUN
alkej-927	320	29	.	.	PUNCT
alkej-927	321	1	commun	commun	PROPN
alkej-927	321	2	.	.	PUNCT
alkej-927	322	1	netw	netw	PROPN
alkej-927	322	2	.	.	PUNCT
alkej-927	323	1	,	,	PUNCT
alkej-927	323	2	vol	vol	NOUN
alkej-927	323	3	.	.	PROPN
alkej-927	324	1	9	9	NUM
alkej-927	324	2	,	,	PUNCT
alkej-927	324	3	no	no	INTJ
alkej-927	324	4	.	.	NOUN
alkej-927	324	5	18	18	NUM
alkej-927	324	6	,	,	PUNCT
alkej-927	324	7	pp	pp	ADJ
alkej-927	324	8	.	.	PUNCT
alkej-927	325	1	5803	5803	NUM
alkej-927	325	2	–	–	PUNCT
alkej-927	325	3	5833	5833	NUM
alkej-927	325	4	,	,	PUNCT
alkej-927	325	5	dec	dec	PROPN
alkej-927	325	6	.	.	PROPN
alkej-927	325	7	2016	2016	NUM
alkej-927	325	8	.	.	PUNCT
alkej-927	326	1	doi	doi	NOUN
alkej-927	326	2	:	:	PUNCT
alkej-927	326	3	10.1002	10.1002	NUM
alkej-927	326	4	/	/	SYM
alkej-927	326	5	sec.1737	sec.1737	NOUN
alkej-927	326	6	.	.	PUNCT
alkej-927	327	1	[	[	X
alkej-927	327	2	20	20	NUM
alkej-927	327	3	]	]	PUNCT
alkej-927	327	4	a.	a.	NOUN
alkej-927	327	5	dawoud	dawoud	PROPN
alkej-927	327	6	,	,	PUNCT
alkej-927	327	7	s.	s.	PROPN
alkej-927	327	8	shahristani	shahristani	PROPN
alkej-927	327	9	,	,	PUNCT
alkej-927	327	10	and	and	CCONJ
alkej-927	327	11	c.	c.	PROPN
alkej-927	327	12	raun	raun	PROPN
alkej-927	327	13	,	,	PUNCT
alkej-927	327	14	“	"	PUNCT
alkej-927	327	15	software	software	NOUN
alkej-927	327	16	-	-	PUNCT
alkej-927	327	17	defined	define	VERB
alkej-927	327	18	network	network	NOUN
alkej-927	327	19	security	security	NOUN
alkej-927	327	20	:	:	PUNCT
alkej-927	327	21	breaks	break	NOUN
alkej-927	327	22	and	and	CCONJ
alkej-927	327	23	obstacles	obstacle	NOUN
alkej-927	327	24	”	"	PUNCT
alkej-927	327	25	,	,	PUNCT
alkej-927	327	26	in	in	ADP
alkej-927	327	27	networks	network	NOUN
alkej-927	327	28	of	of	ADP
alkej-927	327	29	the	the	DET
alkej-927	327	30	future	future	NOUN
alkej-927	327	31	:	:	PUNCT
alkej-927	327	32	heba	heba	PROPN
alkej-927	327	33	dhirar	dhirar	PROPN
alkej-927	327	34	al	al	PROPN
alkej-927	327	35	-	-	PUNCT
alkej-927	327	36	khwarizmi	khwarizmi	PROPN
alkej-927	327	37	engineering	engineering	NOUN
alkej-927	327	38	journal	journal	PROPN
alkej-927	327	39	,	,	PUNCT
alkej-927	327	40	vol	vol	NOUN
alkej-927	327	41	.	.	PROPN
alkej-927	327	42	21	21	NUM
alkej-927	327	43	,	,	PUNCT
alkej-927	327	44	no.3	no.3	VERB
alkej-927	327	45	,	,	PUNCT
alkej-927	327	46	pp	pp	ADJ
alkej-927	327	47	.	.	PUNCT
alkej-927	327	48	3547	3547	NUM
alkej-927	327	49	(	(	PUNCT
alkej-927	327	50	2025	2025	NUM
alkej-927	327	51	)	)	PUNCT
alkej-927	327	52	46	46	NUM
alkej-927	327	53	architectures	architecture	NOUN
alkej-927	327	54	,	,	PUNCT
alkej-927	327	55	technologies	technology	NOUN
alkej-927	327	56	,	,	PUNCT
alkej-927	327	57	and	and	CCONJ
alkej-927	327	58	implementations	implementation	NOUN
alkej-927	327	59	.	.	PUNCT
alkej-927	327	60	boca	boca	PROPN
alkej-927	327	61	raton	raton	PROPN
alkej-927	327	62	,	,	PUNCT
alkej-927	327	63	fl	fl	PROPN
alkej-927	327	64	,	,	PUNCT
alkej-927	327	65	usa	usa	PROPN
alkej-927	327	66	:	:	PUNCT
alkej-927	327	67	crc	crc	PROPN
alkej-927	327	68	press	press	NOUN
alkej-927	327	69	,	,	PUNCT
alkej-927	327	70	2017	2017	NUM
alkej-927	327	71	,	,	PUNCT
alkej-927	327	72	pp	pp	ADJ
alkej-927	327	73	.	.	PUNCT
alkej-927	327	74	89–100	89–100	NUM
alkej-927	327	75	,	,	PUNCT
alkej-927	327	76	doi:10.1201/9781315155517	doi:10.1201/9781315155517	NOUN
alkej-927	327	77	-	-	PUNCT
alkej-927	327	78	5	5	NUM
alkej-927	327	79	.	.	PUNCT
alkej-927	328	1	[	[	X
alkej-927	328	2	21	21	NUM
alkej-927	328	3	]	]	PUNCT
alkej-927	328	4	m.	m.	NOUN
alkej-927	328	5	liyanage	liyanage	NOUN
alkej-927	328	6	,	,	PUNCT
alkej-927	328	7	a.	a.	NOUN
alkej-927	328	8	braeken	braeken	PROPN
alkej-927	328	9	,	,	PUNCT
alkej-927	328	10	a.	a.	PROPN
alkej-927	328	11	d.	d.	PROPN
alkej-927	328	12	jurcut	jurcut	PROPN
alkej-927	328	13	,	,	PUNCT
alkej-927	328	14	m.	m.	NOUN
alkej-927	328	15	ylianttila	ylianttila	PROPN
alkej-927	328	16	,	,	PUNCT
alkej-927	328	17	and	and	CCONJ
alkej-927	328	18	a.	a.	NOUN
alkej-927	328	19	gurtov	gurtov	PROPN
alkej-927	328	20	,	,	PUNCT
alkej-927	328	21	“	"	PUNCT
alkej-927	328	22	secure	secure	ADJ
alkej-927	328	23	communication	communication	NOUN
alkej-927	328	24	channel	channel	NOUN
alkej-927	328	25	architecture	architecture	NOUN
alkej-927	328	26	for	for	ADP
alkej-927	328	27	software	software	NOUN
alkej-927	328	28	defined	define	VERB
alkej-927	328	29	mobile	mobile	ADJ
alkej-927	328	30	networks	network	NOUN
alkej-927	328	31	”	"	PUNCT
alkej-927	328	32	,	,	PUNCT
alkej-927	328	33	comput	comput	NOUN
alkej-927	328	34	.	.	PUNCT
alkej-927	329	1	netw	netw	NOUN
alkej-927	329	2	.	.	PUNCT
alkej-927	330	1	,	,	PUNCT
alkej-927	330	2	vol	vol	NOUN
alkej-927	330	3	.	.	PROPN
alkej-927	330	4	114	114	NUM
alkej-927	330	5	,	,	PUNCT
alkej-927	330	6	pp	pp	ADJ
alkej-927	330	7	.	.	PUNCT
alkej-927	331	1	32–50	32–50	NUM
alkej-927	331	2	,	,	PUNCT
alkej-927	331	3	feb	feb	PROPN
alkej-927	331	4	.	.	PROPN
alkej-927	331	5	2017	2017	NUM
alkej-927	331	6	.	.	PUNCT
alkej-927	332	1	doi	doi	NOUN
alkej-927	332	2	:	:	PUNCT
alkej-927	332	3	10.1016	10.1016	NUM
alkej-927	332	4	/	/	SYM
alkej-927	332	5	j.comnet.2017.01.007	j.comnet.2017.01.007	PROPN
alkej-927	332	6	.	.	PUNCT
alkej-927	333	1	[	[	X
alkej-927	333	2	22	22	NUM
alkej-927	333	3	]	]	PUNCT
alkej-927	333	4	the	the	DET
alkej-927	333	5	iot	iot	PROPN
alkej-927	333	6	attack	attack	PROPN
alkej-927	333	7	surface	surface	NOUN
alkej-927	333	8	:	:	PUNCT
alkej-927	333	9	threats	threat	NOUN
alkej-927	333	10	and	and	CCONJ
alkej-927	333	11	security	security	NOUN
alkej-927	333	12	solutions	solution	NOUN
alkej-927	333	13	2019	2019	NUM
alkej-927	333	14	.	.	PUNCT
alkej-927	334	1	[	[	X
alkej-927	334	2	online	online	X
alkej-927	334	3	]	]	X
alkej-927	334	4	.	.	PUNCT
alkej-927	335	1	available	available	ADJ
alkej-927	335	2	:	:	PUNCT
alkej-927	335	3	https://www.trendmicro.com/vinfo/gb/security	https://www.trendmicro.com/vinfo/gb/security	NOUN
alkej-927	335	4	/news	/new	NOUN
alkej-927	335	5	/	/	SYM
alkej-927	335	6	internet	internet	NOUN
alkej-927	335	7	-	-	PUNCT
alkej-927	335	8	of	of	ADP
alkej-927	335	9	-	-	PUNCT
alkej-927	335	10	things	thing	NOUN
alkej-927	335	11	/	/	SYM
alkej-927	335	12	the	the	DET
alkej-927	335	13	-	-	PUNCT
alkej-927	335	14	iot	iot	ADJ
alkej-927	335	15	-	-	PUNCT
alkej-927	335	16	attacksurface	attacksurface	NOUN
alkej-927	335	17	-	-	PUNCT
alkej-927	335	18	threats	threat	NOUN
alkej-927	335	19	-	-	PUNCT
alkej-927	335	20	and	and	CCONJ
alkej-927	335	21	-	-	PUNCT
alkej-927	335	22	security	security	NOUN
alkej-927	335	23	-	-	PUNCT
alkej-927	335	24	solutions	solution	NOUN
alkej-927	335	25	.	.	PUNCT
alkej-927	336	1	[	[	X
alkej-927	336	2	23	23	NUM
alkej-927	336	3	]	]	PUNCT
alkej-927	336	4	a.	a.	NOUN
alkej-927	336	5	h.	h.	PROPN
alkej-927	336	6	lashkari	lashkari	PROPN
alkej-927	336	7	,	,	PUNCT
alkej-927	336	8	g.	g.	PROPN
alkej-927	336	9	draper	draper	PROPN
alkej-927	336	10	-	-	PUNCT
alkej-927	336	11	gil	gil	PROPN
alkej-927	336	12	,	,	PUNCT
alkej-927	336	13	m.	m.	NOUN
alkej-927	336	14	s.	s.	PROPN
alkej-927	336	15	i.	i.	PROPN
alkej-927	336	16	mamun	mamun	PROPN
alkej-927	336	17	,	,	PUNCT
alkej-927	336	18	and	and	CCONJ
alkej-927	336	19	a.	a.	NOUN
alkej-927	336	20	a.	a.	NOUN
alkej-927	336	21	ghorbani	ghorbani	PROPN
alkej-927	336	22	,	,	PUNCT
alkej-927	336	23	“	"	PUNCT
alkej-927	336	24	characterization	characterization	NOUN
alkej-927	336	25	of	of	ADP
alkej-927	336	26	tor	tor	NOUN
alkej-927	336	27	traffic	traffic	NOUN
alkej-927	336	28	using	use	VERB
alkej-927	336	29	time	time	NOUN
alkej-927	336	30	based	base	VERB
alkej-927	336	31	features	feature	NOUN
alkej-927	336	32	,	,	PUNCT
alkej-927	336	33	”	"	PUNCT
alkej-927	336	34	in	in	ADP
alkej-927	336	35	proc	proc	NOUN
alkej-927	336	36	.	.	PUNCT
alkej-927	337	1	icissp	icissp	PROPN
alkej-927	337	2	,	,	PUNCT
alkej-927	337	3	2017	2017	NUM
alkej-927	337	4	,	,	PUNCT
alkej-927	337	5	pp	pp	ADJ
alkej-927	337	6	.	.	PUNCT
alkej-927	338	1	253–262	253–262	NUM
alkej-927	338	2	.	.	PUNCT
alkej-927	339	1	doi	doi	NOUN
alkej-927	339	2	:	:	PUNCT
alkej-927	339	3	10.5220/0006105602530262	10.5220/0006105602530262	NUM
alkej-927	339	4	.	.	PUNCT
alkej-927	340	1	[	[	X
alkej-927	340	2	24	24	NUM
alkej-927	340	3	]	]	X
alkej-927	340	4	r.	r.	PROPN
alkej-927	340	5	khondoker	khondoker	PROPN
alkej-927	340	6	,	,	PUNCT
alkej-927	340	7	a.	a.	NOUN
alkej-927	340	8	zaalouk	zaalouk	PROPN
alkej-927	340	9	,	,	PUNCT
alkej-927	340	10	r.	r.	PROPN
alkej-927	340	11	marx	marx	PROPN
alkej-927	340	12	,	,	PUNCT
alkej-927	340	13	and	and	CCONJ
alkej-927	340	14	k.	k.	PROPN
alkej-927	340	15	bayrou	bayrou	NOUN
alkej-927	340	16	,	,	PUNCT
alkej-927	340	17	”	"	PUNCT
alkej-927	340	18	feature	feature	NOUN
alkej-927	340	19	-	-	PUNCT
alkej-927	340	20	basedcomparison	basedcomparison	NOUN
alkej-927	340	21	and	and	CCONJ
alkej-927	340	22	selection	selection	NOUN
alkej-927	340	23	of	of	ADP
alkej-927	340	24	software	software	NOUN
alkej-927	340	25	defined	define	VERB
alkej-927	340	26	networking	network	VERB
alkej-927	340	27	(	(	PUNCT
alkej-927	340	28	sdn	sdn	PROPN
alkej-927	340	29	)	)	PUNCT
alkej-927	340	30	controllers	controller	NOUN
alkej-927	340	31	”	"	PUNCT
alkej-927	340	32	,	,	PUNCT
alkej-927	340	33	in	in	ADP
alkej-927	340	34	proc	proc	NOUN
alkej-927	340	35	.	.	PUNCT
alkej-927	341	1	world	world	NOUN
alkej-927	341	2	congr	congr	PROPN
alkej-927	341	3	.	.	PUNCT
alkej-927	342	1	comput	comput	NOUN
alkej-927	342	2	.	.	PUNCT
alkej-927	343	1	appl	appl	PROPN
alkej-927	343	2	.	.	PROPN
alkej-927	343	3	inf	inf	PROPN
alkej-927	343	4	.	.	PUNCT
alkej-927	343	5	syst	syst	PROPN
alkej-927	343	6	.	.	PUNCT
alkej-927	344	1	(	(	PUNCT
alkej-927	344	2	wccais	wccais	PROPN
alkej-927	344	3	)	)	PUNCT
alkej-927	344	4	,	,	PUNCT
alkej-927	344	5	jan	jan	PROPN
alkej-927	344	6	.	.	PROPN
alkej-927	344	7	2014	2014	NUM
alkej-927	344	8	,	,	PUNCT
alkej-927	344	9	pp	pp	ADV
alkej-927	344	10	.	.	PUNCT
alkej-927	345	1	1–7	1–7	X
alkej-927	345	2	.	.	PUNCT
alkej-927	345	3	doi	doi	NOUN
alkej-927	345	4	:	:	PUNCT
alkej-927	345	5	10.1109	10.1109	NUM
alkej-927	345	6	/	/	SYM
alkej-927	345	7	wccais.2014.6916572	wccais.2014.6916572	NOUN
alkej-927	345	8	.	.	PUNCT
alkej-927	346	1	[	[	X
alkej-927	346	2	25	25	NUM
alkej-927	346	3	]	]	PUNCT
alkej-927	346	4	k.	k.	NOUN
alkej-927	346	5	phemius	phemius	PROPN
alkej-927	346	6	,	,	PUNCT
alkej-927	346	7	m.	m.	NOUN
alkej-927	346	8	bouet	bouet	NOUN
alkej-927	346	9	,	,	PUNCT
alkej-927	346	10	and	and	CCONJ
alkej-927	346	11	j.	j.	PROPN
alkej-927	346	12	leguay	leguay	PROPN
alkej-927	346	13	,	,	PUNCT
alkej-927	346	14	”	"	PUNCT
alkej-927	346	15	disco	disco	NOUN
alkej-927	346	16	:	:	PUNCT
alkej-927	346	17	distributed	distribute	VERB
alkej-927	346	18	multi	multi	ADJ
alkej-927	346	19	-	-	ADJ
alkej-927	346	20	domain	domain	ADJ
alkej-927	346	21	sdn	sdn	NOUN
alkej-927	346	22	controllers	controller	NOUN
alkej-927	346	23	”	"	PUNCT
alkej-927	346	24	,	,	PUNCT
alkej-927	346	25	in	in	ADP
alkej-927	346	26	proc	proc	NOUN
alkej-927	346	27	.	.	PUNCT
alkej-927	347	1	ieee	ieee	NOUN
alkej-927	347	2	netw	netw	PROPN
alkej-927	347	3	.	.	PUNCT
alkej-927	348	1	oper	oper	PROPN
alkej-927	348	2	.	.	PUNCT
alkej-927	348	3	manage	manage	VERB
alkej-927	348	4	.	.	PUNCT
alkej-927	349	1	symp	symp	NOUN
alkej-927	349	2	.	.	PUNCT
alkej-927	350	1	(	(	PUNCT
alkej-927	350	2	noms	nom	NOUN
alkej-927	350	3	)	)	PUNCT
alkej-927	350	4	,	,	PUNCT
alkej-927	350	5	may	may	AUX
alkej-927	350	6	2014	2014	NUM
alkej-927	350	7	,	,	PUNCT
alkej-927	350	8	pp	pp	ADV
alkej-927	350	9	.	.	PUNCT
alkej-927	351	1	1–4	1–4	PROPN
alkej-927	351	2	.	.	PUNCT
alkej-927	351	3	doi	doi	PROPN
alkej-927	351	4	:	:	PUNCT
alkej-927	351	5	10.1109	10.1109	NUM
alkej-927	351	6	/	/	SYM
alkej-927	351	7	noms.2014.6838330	noms.2014.6838330	PROPN
alkej-927	351	8	.	.	PUNCT
alkej-927	352	1	[	[	X
alkej-927	352	2	26	26	NUM
alkej-927	352	3	]	]	X
alkej-927	352	4	c.	c.	PROPN
alkej-927	352	5	mera	mera	PROPN
alkej-927	352	6	and	and	CCONJ
alkej-927	352	7	j.	j.	PROPN
alkej-927	352	8	w.	w.	PROPN
alkej-927	352	9	branch,”a	branch,”a	PROPN
alkej-927	352	10	survey	survey	VERB
alkej-927	352	11	on	on	ADP
alkej-927	352	12	class	class	NOUN
alkej-927	352	13	imbalance	imbalance	NOUN
alkej-927	352	14	learning	learn	VERB
alkej-927	352	15	on	on	ADP
alkej-927	352	16	automatic	automatic	ADJ
alkej-927	352	17	visual	visual	ADJ
alkej-927	352	18	inspection	inspection	NOUN
alkej-927	352	19	”	"	PUNCT
alkej-927	352	20	,	,	PUNCT
alkej-927	352	21	ieee	ieee	PROPN
alkej-927	352	22	latin	latin	PROPN
alkej-927	352	23	amer	amer	PROPN
alkej-927	352	24	.	.	PUNCT
alkej-927	353	1	trans	trans	PROPN
alkej-927	353	2	.	.	PROPN
alkej-927	353	3	,	,	PUNCT
alkej-927	353	4	vol	vol	NOUN
alkej-927	353	5	.	.	PROPN
alkej-927	354	1	12	12	NUM
alkej-927	354	2	,	,	PUNCT
alkej-927	354	3	no	no	INTJ
alkej-927	354	4	.	.	NOUN
alkej-927	354	5	4	4	NUM
alkej-927	354	6	,	,	PUNCT
alkej-927	354	7	pp	pp	ADJ
alkej-927	354	8	.	.	PUNCT
alkej-927	355	1	657–667	657–667	NUM
alkej-927	355	2	,	,	PUNCT
alkej-927	355	3	jul	jul	PROPN
alkej-927	355	4	.	.	PROPN
alkej-927	355	5	2014	2014	NUM
alkej-927	355	6	.	.	PUNCT
alkej-927	356	1	doi	doi	NOUN
alkej-927	356	2	:	:	PUNCT
alkej-927	356	3	10.1109	10.1109	NUM
alkej-927	356	4	/	/	SYM
alkej-927	356	5	tla.2014.6868867	tla.2014.6868867	NUM
alkej-927	356	6	.	.	PUNCT
alkej-927	357	1	[	[	X
alkej-927	357	2	27	27	NUM
alkej-927	357	3	]	]	X
alkej-927	357	4	s.	s.	PROPN
alkej-927	357	5	wang	wang	PROPN
alkej-927	357	6	and	and	CCONJ
alkej-927	357	7	x.	x.	PROPN
alkej-927	357	8	yao	yao	PROPN
alkej-927	357	9	,	,	PUNCT
alkej-927	357	10	“	"	PUNCT
alkej-927	357	11	multiclass	multiclass	ADJ
alkej-927	357	12	imbalance	imbalance	NOUN
alkej-927	357	13	problems	problem	NOUN
alkej-927	357	14	:	:	PUNCT
alkej-927	357	15	analysis	analysis	NOUN
alkej-927	357	16	and	and	CCONJ
alkej-927	357	17	potential	potential	ADJ
alkej-927	357	18	solutions	solution	NOUN
alkej-927	357	19	”	"	PUNCT
alkej-927	357	20	,	,	PUNCT
alkej-927	357	21	ieee	ieee	PROPN
alkej-927	357	22	trans	trans	PROPN
alkej-927	357	23	.	.	PUNCT
alkej-927	358	1	syst	syst	PROPN
alkej-927	358	2	.	.	PUNCT
alkej-927	358	3	,	,	PUNCT
alkej-927	358	4	man	man	NOUN
alkej-927	358	5	,	,	PUNCT
alkej-927	358	6	cybern	cybern	PROPN
alkej-927	358	7	.	.	PUNCT
alkej-927	359	1	b	b	X
alkej-927	359	2	,	,	PUNCT
alkej-927	359	3	cybern	cybern	NOUN
alkej-927	359	4	.	.	PUNCT
alkej-927	360	1	,	,	PUNCT
alkej-927	360	2	vol	vol	NOUN
alkej-927	360	3	.	.	PROPN
alkej-927	361	1	42	42	NUM
alkej-927	361	2	,	,	PUNCT
alkej-927	361	3	no	no	INTJ
alkej-927	361	4	.	.	NOUN
alkej-927	361	5	4	4	NUM
alkej-927	361	6	,	,	PUNCT
alkej-927	361	7	pp	pp	ADJ
alkej-927	361	8	.	.	PUNCT
alkej-927	362	1	1119–1130	1119–1130	NUM
alkej-927	362	2	,	,	PUNCT
alkej-927	362	3	aug	aug	PROPN
alkej-927	362	4	.	.	PROPN
alkej-927	362	5	2012	2012	NUM
alkej-927	362	6	.	.	PUNCT
alkej-927	363	1	doi	doi	NOUN
alkej-927	363	2	:	:	PUNCT
alkej-927	363	3	10.1109	10.1109	NUM
alkej-927	363	4	/	/	SYM
alkej-927	363	5	tsmcb.2012.2187280	tsmcb.2012.2187280	NOUN
alkej-927	363	6	.	.	PUNCT
alkej-927	364	1	[	[	X
alkej-927	364	2	28	28	NUM
alkej-927	364	3	]	]	X
alkej-927	364	4	r.	r.	PROPN
alkej-927	364	5	longadge	longadge	PROPN
alkej-927	364	6	and	and	CCONJ
alkej-927	364	7	s.	s.	PROPN
alkej-927	364	8	dongre	dongre	PROPN
alkej-927	364	9	,	,	PUNCT
alkej-927	364	10	“	"	PUNCT
alkej-927	364	11	class	class	NOUN
alkej-927	364	12	imbalance	imbalance	NOUN
alkej-927	364	13	problem	problem	NOUN
alkej-927	364	14	in	in	ADP
alkej-927	364	15	data	data	NOUN
alkej-927	364	16	mining	mining	NOUN
alkej-927	364	17	review	review	PROPN
alkej-927	364	18	”	"	PUNCT
alkej-927	364	19	,	,	PUNCT
alkej-927	364	20	2013	2013	NUM
alkej-927	364	21	,	,	PUNCT
alkej-927	364	22	arxiv:1305.1707	arxiv:1305.1707	NOUN
alkej-927	364	23	.	.	PUNCT
alkej-927	365	1	[	[	X
alkej-927	365	2	online	online	X
alkej-927	365	3	]	]	X
alkej-927	365	4	.	.	PUNCT
alkej-927	366	1	available	available	ADJ
alkej-927	366	2	:	:	PUNCT
alkej-927	366	3	http://arxiv.org/abs/1305.1707	http://arxiv.org/abs/1305.1707	NOUN
alkej-927	366	4	.	.	PUNCT
alkej-927	367	1	[	[	X
alkej-927	367	2	29	29	NUM
alkej-927	367	3	]	]	PUNCT
alkej-927	367	4	s.	s.	PROPN
alkej-927	367	5	m.	m.	PROPN
alkej-927	367	6	abd	abd	PROPN
alkej-927	367	7	elrahman	elrahman	PROPN
alkej-927	367	8	and	and	CCONJ
alkej-927	367	9	a.	a.	NOUN
alkej-927	367	10	abraham	abraham	PROPN
alkej-927	367	11	,	,	PUNCT
alkej-927	367	12	“	"	PUNCT
alkej-927	367	13	a	a	DET
alkej-927	367	14	review	review	NOUN
alkej-927	367	15	of	of	ADP
alkej-927	367	16	class	class	NOUN
alkej-927	367	17	imbalance	imbalance	NOUN
alkej-927	367	18	problem	problem	NOUN
alkej-927	367	19	”	"	PUNCT
alkej-927	367	20	,	,	PUNCT
alkej-927	367	21	j.	j.	PROPN
alkej-927	367	22	netw	netw	PROPN
alkej-927	367	23	.	.	PUNCT
alkej-927	368	1	innov	innov	PROPN
alkej-927	368	2	.	.	PUNCT
alkej-927	369	1	comput	comput	NOUN
alkej-927	369	2	.	.	PUNCT
alkej-927	369	3	,	,	PUNCT
alkej-927	369	4	vol	vol	NOUN
alkej-927	369	5	.	.	PROPN
alkej-927	370	1	1	1	NUM
alkej-927	370	2	,	,	PUNCT
alkej-927	370	3	no	no	INTJ
alkej-927	370	4	.	.	NOUN
alkej-927	370	5	2013	2013	NUM
alkej-927	370	6	,	,	PUNCT
alkej-927	370	7	pp	pp	ADP
alkej-927	370	8	.	.	PUNCT
alkej-927	371	1	332–340	332–340	NUM
alkej-927	371	2	,	,	PUNCT
alkej-927	371	3	2013	2013	NUM
alkej-927	371	4	.	.	PUNCT
alkej-927	372	1	doi	doi	NOUN
alkej-927	372	2	:	:	PUNCT
alkej-927	372	3	10.1016	10.1016	NUM
alkej-927	372	4	/	/	SYM
alkej-927	372	5	j.jmse.2022.06.002	j.jmse.2022.06.002	NOUN
alkej-927	372	6	.	.	PUNCT
alkej-927	372	7	(	(	PUNCT
alkej-927	372	8	2025	2025	NUM
alkej-927	372	9	)	)	PUNCT
alkej-927	372	10	35	35	NUM
alkej-927	372	11	-	-	SYM
alkej-927	372	12	47	47	NUM
alkej-927	372	13	،	،	NOUN
alkej-927	372	14	صفحة	صفحة	PROPN
alkej-927	372	15	3	3	NUM
alkej-927	372	16	،	،	NOUN
alkej-927	372	17	العدد21مجلة	العدد21مجلة	PROPN
alkej-927	372	18	الخوارزمي	الخوارزمي	PROPN
alkej-927	372	19	الهندسية	الهندسية	PROPN
alkej-927	372	20	المجلد	المجلد	VERB
alkej-927	372	21	هبة	هبة	PROPN
alkej-927	372	22	ضرار	ضرار	ADP
alkej-927	372	23	47	47	NUM
alkej-927	372	24	وداخلمجموعة	وداخلمجموعة	ADJ
alkej-927	372	25	بيانات	بيانات	NOUN
alkej-927	372	26	اكتشاف	اكتشاف	PROPN
alkej-927	372	27	التطفل	التطفل	PROPN
alkej-927	372	28	في	في	X
alkej-927	372	29	شبكة	شبكة	PROPN
alkej-927	372	30	إنترنت	إنترنت	NOUN
alkej-927	372	31	األشياء	األشياء	PROPN
alkej-927	372	32	الُمعّرفة	الُمعّرفة	PROPN
alkej-927	372	33	بالبرمجيات	بالبرمجيات	NOUN
alkej-927	372	34	:	:	PUNCT
alkej-927	372	35	بين	بين	AUX
alkej-927	372	36	النطاقات	النطاقات	VERB
alkej-927	372	37	2حسين	2حسين	NUM
alkej-927	372	38	حمد	حمد	PROPN
alkej-927	372	39	علي	علي	NOUN
alkej-927	372	40	،	،	X
alkej-927	372	41	*	*	X
alkej-927	372	42	1هبه	1هبه	PROPN
alkej-927	372	43	ضرار	ضرار	ADP
alkej-927	372	44	بغداد	بغداد	PROPN
alkej-927	372	45	،	،	PROPN
alkej-927	372	46	العراق	العراق	PROPN
alkej-927	372	47	بغداد	بغداد	PROPN
alkej-927	372	48	،	،	PROPN
alkej-927	372	49	جامعة	جامعة	PROPN
alkej-927	372	50	،	،	PROPN
alkej-927	372	51	كلية	كلية	PROPN
alkej-927	372	52	الهندسة	الهندسة	PROPN
alkej-927	372	53	الخوارزمي	الخوارزمي	PROPN
alkej-927	372	54	،	،	PROPN
alkej-927	372	55	قسم	قسم	PROPN
alkej-927	372	56	هندسة	هندسة	NOUN
alkej-927	372	57	المعلومات	المعلومات	PROPN
alkej-927	373	1	واالتصاالت	واالتصاالت	INTJ
alkej-927	373	2	1،2	1،2	PROPN
alkej-927	373	3	heba.d@kecbu.uobaghdad.edu.iq*البريد	heba.d@kecbu.uobaghdad.edu.iq*البريد	NOUN
alkej-927	373	4	االلكتروني	االلكتروني	NOUN
alkej-927	373	5	:	:	PUNCT
alkej-927	373	6	المستخلص	المستخلص	VERB
alkej-927	373	7	على	على	PROPN
alkej-927	373	8	نطاق	نطاق	PROPN
alkej-927	373	9	واسع	واسع	NOUN
alkej-927	374	1	في	في	INTJ
alkej-927	374	2	العديد	العديد	ADV
alkej-927	375	1	من	من	INTJ
alkej-927	375	2	تكوينات	تكوينات	INTJ
alkej-927	375	3	الشبكة	الشبكة	PROPN
alkej-927	375	4	.	.	PUNCT
alkej-927	376	1	ومع	ومع	PROPN
alkej-927	376	2	ذلك	ذلك	PROPN
alkej-927	376	3	،	،	PROPN
alkej-927	376	4	فإن	فإن	PROPN
alkej-927	377	1	تطوير	تطوير	PROPN
alkej-927	377	2	التكنولوجيا	التكنولوجيا	PROPN
alkej-927	377	3	الجديدة	الجديدة	NOUN
alkej-927	377	4	(	(	PUNCT
alkej-927	377	5	sdn	sdn	PROPN
alkej-927	377	6	)	)	PUNCT
alkej-927	377	7	يتم	يتم	PROPN
alkej-927	377	8	نشر	نشر	VERB
alkej-927	377	9	الشبكات	الشبكات	ADJ
alkej-927	377	10	المعرفة	المعرفة	ADJ
alkej-927	377	11	بالبرمجيات	بالبرمجيات	NOUN
alkej-927	377	12	ة	ة	ADP
alkej-927	377	13	التي	التي	PROPN
alkej-927	377	14	ي	ي	NUM
alkej-927	377	15	يمثل	يمثل	NOUN
alkej-927	377	16	العديد	العديد	INTJ
alkej-927	378	1	من	من	INTJ
alkej-927	379	1	نقاط	نقاط	PROPN
alkej-927	380	1	الضعف	الضعف	PROPN
alkej-927	380	2	والمخاطر	والمخاطر	PROPN
alkej-927	380	3	التي	التي	PROPN
alkej-927	380	4	ال	ال	PROPN
alkej-927	380	5	تزال	تزال	PROPN
alkej-927	380	6	تشكل	تشكل	PROPN
alkej-927	380	7	تحديات	تحديات	PROPN
alkej-927	380	8	أمام	أمام	PROPN
alkej-927	380	9	الشركات	الشركات	ADV
alkej-927	380	10	المصنعة	المصنعة	VERB
alkej-927	380	11	في	في	PRON
alkej-927	381	1	معالجتها	معالجتها	NOUN
alkej-927	381	2	.	.	PUNCT
alkej-927	382	1	تتمثل	تتمثل	PROPN
alkej-927	382	2	إحدى	إحدى	PROPN
alkej-927	382	3	العوائق	العوائق	PROPN
alkej-927	382	4	الرئيس	الرئيس	PROPN
alkej-927	382	5	في	في	DET
alkej-927	382	6	عدم	عدم	NOUN
alkej-927	382	7	وجود	وجود	NOUN
alkej-927	382	8	مجموعة	مجموعة	PROPN
alkej-927	382	9	بيانات	بيانات	PROPN
alkej-927	382	10	يمكن	يمكن	PROPN
alkej-927	382	11	الوصول	الوصول	PROPN
alkej-927	382	12	إليها	إليها	ADJ
alkej-927	382	13	بشكل	بشكل	NOUN
alkej-927	382	14	مفتوح	مفتوح	PROPN
alkej-927	382	15	،	،	PROPN
alkej-927	382	16	خاصة	خاصة	PROPN
alkej-927	382	17	التي	التي	PROPN
alkej-927	382	18	يتم	يتم	PROPN
alkej-927	382	19	الحصول	الحصول	PROPN
alkej-927	382	20	(	(	PUNCT
alkej-927	382	21	ids	id	NOUN
alkej-927	382	22	)	)	PUNCT
alkej-927	382	23	تمت	تمت	NOUN
alkej-927	382	24	مواجهتها	مواجهتها	NOUN
alkej-927	382	25	في	في	ADP
alkej-927	382	26	نشر	نشر	NOUN
alkej-927	382	27	نظام	نظام	NOUN
alkej-927	382	28	كشف	كشف	VERB
alkej-927	382	29	التسلل	التسلل	NOUN
alkej-927	382	30	القائمة	القائمة	ADP
alkej-927	382	31	على	على	NOUN
alkej-927	382	32	ids	id	NOUN
alkej-927	382	33	ينتج	ينتج	ADP
alkej-927	382	34	هذا	هذا	PROPN
alkej-927	382	35	العمل	العمل	PROPN
alkej-927	382	36	مجموعة	مجموعة	PROPN
alkej-927	382	37	بيانات	بيانات	NOUN
alkej-927	382	38	شاملة	شاملة	NOUN
alkej-927	382	39	لتقييم	لتقييم	VERB
alkej-927	382	40	فعالية	فعالية	NOUN
alkej-927	382	41	.sdn	.sdn	PROPN
alkej-927	382	42	وشبكات	وشبكات	PROPN
alkej-927	382	43	إنترنت	إنترنت	PROPN
alkej-927	382	44	األشياء	األشياء	PROPN
alkej-927	382	45	المستندة	المستندة	VERB
alkej-927	382	46	إلى	إلى	NOUN
alkej-927	382	47	،	،	X
alkej-927	382	48	sdnشبكات	sdnشبكات	VERB
alkej-927	382	49	عليها	عليها	PROPN
alkej-927	382	50	من	من	DET
alkej-927	382	51	على	على	NOUN
alkej-927	382	52	ست	ست	ADP
alkej-927	382	53	وثمانين	وثمانين	PROPN
alkej-927	382	54	ميزة	ميزة	ADJ
alkej-927	382	55	مستخرجة	مستخرجة	VERB
alkej-927	383	1	ما	ما	ADP
alkej-927	383	2	يقرب	يقرب	PROPN
alkej-927	383	3	من	من	PROPN
alkej-927	383	4	أربعين	أربعين	NOUN
alkej-927	383	5	مليون	مليون	NOUN
alkej-927	383	6	سجل	سجل	X
alkej-927	383	7	تم	تم	X
alkej-927	383	8	تشتمل	تشتمل	PROPN
alkej-927	383	9	مجموعة	مجموعة	PROPN
alkej-927	383	10	البيانات	البيانات	PROPN
alkej-927	383	11	المجال.الشذوذ	المجال.الشذوذ	PROPN
alkej-927	384	1	في	في	ADP
alkej-927	384	2	اكتشاف	اكتشاف	PROPN
alkej-927	384	3	الهجمات	الهجمات	VERB
alkej-927	384	4	داخل	داخل	NOUN
alkej-927	384	5	والتي	والتي	PROPN
alkej-927	384	6	تم	تم	PROPN
alkej-927	384	7	التقاطها	التقاطها	PROPN
alkej-927	384	8	ضمن	ضمن	PROPN
alkej-927	384	9	ملفي	ملفي	PROPN
alkej-927	384	10	تعريف	تعريف	PROPN
alkej-927	384	11	تدفق	تدفق	PUNCT
alkej-927	384	12	يمثالن	يمثالن	PROPN
alkej-927	384	13	أنواًعا	أنواًعا	PROPN
alkej-927	384	14	عادية	عادية	ADJ
alkej-927	384	15	وخمسة	وخمسة	ADJ
alkej-927	384	16	،	،	NOUN
alkej-927	384	17	sdn	sdn	PROPN
alkej-927	384	18	الحصول	الحصول	PROPN
alkej-927	384	19	عليها	عليها	PROPN
alkej-927	385	1	من	من	PRON
alkej-927	385	2	محاكاة	محاكاة	PROPN
alkej-927	385	3	شبكات	شبكات	PROPN
alkej-927	385	4	إنترنت	إنترنت	PROPN
alkej-927	385	5	األشياء	األشياء	PROPN
alkej-927	385	6	المستندة	المستندة	VERB
alkej-927	385	7	إلى	إلى	NOUN
alkej-927	386	1	مستخدمة	مستخدمة	PRON
alkej-927	386	2	على	على	NOUN
alkej-927	386	3	نطاق	نطاق	NOUN
alkej-927	386	4	الالعميق	الالعميق	PROPN
alkej-927	386	5	اآللي	اآللي	PROPN
alkej-927	386	6	،	،	PROPN
alkej-927	386	7	والتعلملتعلم	والتعلملتعلم	PROPN
alkej-927	386	8	لعشر	لعشر	NOUN
alkej-927	386	9	نوًعا	نوًعا	NOUN
alkej-927	386	10	مختلفًا	مختلفًا	PROPN
alkej-927	386	11	من	من	ADP
alkej-927	386	12	الهجمات	الهجمات	VERB
alkej-927	386	13	.	.	PUNCT
alkej-927	387	1	باإلضافة	باإلضافة	PROPN
alkej-927	387	2	إلى	إلى	PROPN
alkej-927	387	3	ذلك	ذلك	PROPN
alkej-927	387	4	،	،	PROPN
alkej-927	387	5	نعرض	نعرض	PROPN
alkej-927	387	6	التقييم	التقييم	PROPN
alkej-927	387	7	الذي	الذي	PROPN
alkej-927	387	8	يستخدم	يستخدم	PROPN
alkej-927	387	9	ستة	ستة	ADP
alkej-927	387	10	أساليب	أساليب	NOUN
alkej-927	387	11	.	.	PUNCT
alkej-927	388	1	.dtc	.dtc	PUNCT
alkej-927	389	1	،	،	PROPN
alkej-927	389	2	rfc	rfc	PROPN
alkej-927	389	3	،	،	PROPN
alkej-927	389	4	dnn	dnn	PROPN
alkej-927	389	5	،	،	PROPN
alkej-927	389	6	knn	knn	PROPN
alkej-927	389	7	،	،	PROPN
alkej-927	389	8	bnb	bnb	PROPN
alkej-927	389	9	،	،	PROPN
alkej-927	389	10	lgr	lgr	NOUN
alkej-927	389	11	:	:	PUNCT
alkej-927	389	12	واسع	واسع	NOUN
alkej-927	389	13	لمعرفات	لمعرفات	PROPN
alkej-927	389	14	كشف	كشف	VERB
alkej-927	389	15	المعلومات	المعلومات	PROPN
alkej-927	389	16	mailto:heba.d@kecbu.uobaghdad.edu.iq	mailto:heba.d@kecbu.uobaghdad.edu.iq	NOUN