id	sid	tid	token	lemma	pos
ajis02-1667	1	1	microsoft	microsoft	PROPN
ajis02-1667	1	2	word	word	NOUN
ajis02-1667	1	3	1667-5447-2-le.docx	1667-5447-2-le.docx	NUM
ajis02-1667	1	4	australasian	australasian	ADJ
ajis02-1667	1	5	journal	journal	NOUN
ajis02-1667	1	6	of	of	ADP
ajis02-1667	1	7	information	information	NOUN
ajis02-1667	1	8	systems	system	NOUN
ajis02-1667	1	9	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	1	10	,	,	PUNCT
ajis02-1667	1	11	sen	sen	PROPN
ajis02-1667	1	12	&	&	CCONJ
ajis02-1667	1	13	gupta	gupta	PROPN
ajis02-1667	1	14	2018	2018	NUM
ajis02-1667	1	15	,	,	PUNCT
ajis02-1667	1	16	vol	vol	NOUN
ajis02-1667	1	17	22	22	NUM
ajis02-1667	1	18	,	,	PUNCT
ajis02-1667	1	19	research	research	NOUN
ajis02-1667	1	20	article	article	NOUN
ajis02-1667	1	21	meta	meta	NOUN
ajis02-1667	1	22	-	-	PUNCT
ajis02-1667	1	23	analysis	analysis	NOUN
ajis02-1667	1	24	of	of	ADP
ajis02-1667	1	25	machine	machine	NOUN
ajis02-1667	1	26	learning	learn	VERB
ajis02-1667	1	27	techniques	technique	NOUN
ajis02-1667	1	28	1	1	NUM
ajis02-1667	1	29	a	a	DET
ajis02-1667	1	30	comprehensive	comprehensive	ADJ
ajis02-1667	1	31	review	review	NOUN
ajis02-1667	1	32	and	and	CCONJ
ajis02-1667	1	33	meta	meta	ADJ
ajis02-1667	1	34	-	-	PUNCT
ajis02-1667	1	35	analysis	analysis	NOUN
ajis02-1667	1	36	on	on	ADP
ajis02-1667	1	37	applications	application	NOUN
ajis02-1667	1	38	of	of	ADP
ajis02-1667	1	39	machine	machine	NOUN
ajis02-1667	1	40	learning	learn	VERB
ajis02-1667	1	41	techniques	technique	NOUN
ajis02-1667	1	42	in	in	ADP
ajis02-1667	1	43	intrusion	intrusion	NOUN
ajis02-1667	1	44	detection	detection	NOUN
ajis02-1667	1	45	manojit	manojit	PROPN
ajis02-1667	1	46	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	1	47	indian	indian	PROPN
ajis02-1667	1	48	institute	institute	PROPN
ajis02-1667	1	49	of	of	ADP
ajis02-1667	1	50	management	management	PROPN
ajis02-1667	1	51	raipur	raipur	PROPN
ajis02-1667	1	52	india	india	PROPN
ajis02-1667	1	53	mchattopadhyay@iimraipur.ac.in	mchattopadhyay@iimraipur.ac.in	PROPN
ajis02-1667	1	54	rinku	rinku	PROPN
ajis02-1667	1	55	sen	sen	PROPN
ajis02-1667	1	56	nshm	nshm	PROPN
ajis02-1667	1	57	college	college	PROPN
ajis02-1667	1	58	of	of	ADP
ajis02-1667	1	59	management	management	NOUN
ajis02-1667	1	60	and	and	CCONJ
ajis02-1667	1	61	technology	technology	NOUN
ajis02-1667	1	62	kolkata	kolkata	PROPN
ajis02-1667	1	63	india	india	PROPN
ajis02-1667	1	64	sumeet	sumeet	PROPN
ajis02-1667	1	65	gupta	gupta	PROPN
ajis02-1667	1	66	indian	indian	PROPN
ajis02-1667	1	67	institute	institute	PROPN
ajis02-1667	1	68	of	of	ADP
ajis02-1667	1	69	management	management	PROPN
ajis02-1667	1	70	raipur	raipur	PROPN
ajis02-1667	1	71	india	india	PROPN
ajis02-1667	1	72	abstract	abstract	PROPN
ajis02-1667	1	73	securing	secure	VERB
ajis02-1667	1	74	a	a	DET
ajis02-1667	1	75	machine	machine	NOUN
ajis02-1667	1	76	from	from	ADP
ajis02-1667	1	77	various	various	ADJ
ajis02-1667	1	78	cyber	cyber	NOUN
ajis02-1667	1	79	-	-	PUNCT
ajis02-1667	1	80	attacks	attack	NOUN
ajis02-1667	1	81	has	have	AUX
ajis02-1667	1	82	been	be	AUX
ajis02-1667	1	83	of	of	ADP
ajis02-1667	1	84	serious	serious	ADJ
ajis02-1667	1	85	concern	concern	NOUN
ajis02-1667	1	86	for	for	ADP
ajis02-1667	1	87	researchers	researcher	NOUN
ajis02-1667	1	88	,	,	PUNCT
ajis02-1667	1	89	statutory	statutory	ADJ
ajis02-1667	1	90	bodies	body	NOUN
ajis02-1667	1	91	such	such	ADJ
ajis02-1667	1	92	as	as	ADP
ajis02-1667	1	93	governments	government	NOUN
ajis02-1667	1	94	,	,	PUNCT
ajis02-1667	1	95	business	business	NOUN
ajis02-1667	1	96	organizations	organization	NOUN
ajis02-1667	1	97	and	and	CCONJ
ajis02-1667	1	98	users	user	NOUN
ajis02-1667	1	99	in	in	ADP
ajis02-1667	1	100	both	both	DET
ajis02-1667	1	101	wired	wire	VERB
ajis02-1667	1	102	and	and	CCONJ
ajis02-1667	1	103	wireless	wireless	ADJ
ajis02-1667	1	104	media	medium	NOUN
ajis02-1667	1	105	.	.	PUNCT
ajis02-1667	2	1	however	however	ADV
ajis02-1667	2	2	,	,	PUNCT
ajis02-1667	2	3	during	during	ADP
ajis02-1667	2	4	the	the	DET
ajis02-1667	2	5	last	last	ADJ
ajis02-1667	2	6	decade	decade	NOUN
ajis02-1667	2	7	,	,	PUNCT
ajis02-1667	2	8	the	the	DET
ajis02-1667	2	9	amount	amount	NOUN
ajis02-1667	2	10	of	of	ADP
ajis02-1667	2	11	data	datum	NOUN
ajis02-1667	2	12	handling	handling	NOUN
ajis02-1667	2	13	by	by	ADP
ajis02-1667	2	14	any	any	DET
ajis02-1667	2	15	device	device	NOUN
ajis02-1667	2	16	,	,	PUNCT
ajis02-1667	2	17	particularly	particularly	ADV
ajis02-1667	2	18	servers	server	NOUN
ajis02-1667	2	19	,	,	PUNCT
ajis02-1667	2	20	has	have	AUX
ajis02-1667	2	21	increased	increase	VERB
ajis02-1667	2	22	exponentially	exponentially	ADV
ajis02-1667	2	23	and	and	CCONJ
ajis02-1667	2	24	hence	hence	ADV
ajis02-1667	2	25	the	the	DET
ajis02-1667	2	26	security	security	NOUN
ajis02-1667	2	27	of	of	ADP
ajis02-1667	2	28	these	these	DET
ajis02-1667	2	29	devices	device	NOUN
ajis02-1667	2	30	has	have	AUX
ajis02-1667	2	31	become	become	VERB
ajis02-1667	2	32	a	a	DET
ajis02-1667	2	33	matter	matter	NOUN
ajis02-1667	2	34	of	of	ADP
ajis02-1667	2	35	utmost	utmost	ADJ
ajis02-1667	2	36	concern	concern	NOUN
ajis02-1667	2	37	.	.	PUNCT
ajis02-1667	3	1	this	this	DET
ajis02-1667	3	2	paper	paper	NOUN
ajis02-1667	3	3	attempts	attempt	VERB
ajis02-1667	3	4	to	to	PART
ajis02-1667	3	5	examine	examine	VERB
ajis02-1667	3	6	the	the	DET
ajis02-1667	3	7	challenges	challenge	NOUN
ajis02-1667	3	8	in	in	ADP
ajis02-1667	3	9	the	the	DET
ajis02-1667	3	10	application	application	NOUN
ajis02-1667	3	11	of	of	ADP
ajis02-1667	3	12	machine	machine	NOUN
ajis02-1667	3	13	learning	learn	VERB
ajis02-1667	3	14	techniques	technique	NOUN
ajis02-1667	3	15	to	to	PART
ajis02-1667	3	16	intrusion	intrusion	NOUN
ajis02-1667	3	17	detection	detection	NOUN
ajis02-1667	3	18	.	.	PUNCT
ajis02-1667	4	1	we	we	PRON
ajis02-1667	4	2	review	review	VERB
ajis02-1667	4	3	different	different	ADJ
ajis02-1667	4	4	inherent	inherent	ADJ
ajis02-1667	4	5	issues	issue	NOUN
ajis02-1667	4	6	in	in	ADP
ajis02-1667	4	7	defining	define	VERB
ajis02-1667	4	8	and	and	CCONJ
ajis02-1667	4	9	applying	apply	VERB
ajis02-1667	4	10	the	the	DET
ajis02-1667	4	11	machine	machine	NOUN
ajis02-1667	4	12	learning	learn	VERB
ajis02-1667	4	13	techniques	technique	NOUN
ajis02-1667	4	14	to	to	PART
ajis02-1667	4	15	intrusion	intrusion	NOUN
ajis02-1667	4	16	detection	detection	NOUN
ajis02-1667	4	17	.	.	PUNCT
ajis02-1667	5	1	we	we	PRON
ajis02-1667	5	2	also	also	ADV
ajis02-1667	5	3	attempt	attempt	VERB
ajis02-1667	5	4	to	to	PART
ajis02-1667	5	5	identify	identify	VERB
ajis02-1667	5	6	the	the	DET
ajis02-1667	5	7	best	good	ADJ
ajis02-1667	5	8	technological	technological	ADJ
ajis02-1667	5	9	solution	solution	NOUN
ajis02-1667	5	10	for	for	ADP
ajis02-1667	5	11	the	the	DET
ajis02-1667	5	12	changing	change	VERB
ajis02-1667	5	13	usage	usage	NOUN
ajis02-1667	5	14	pattern	pattern	NOUN
ajis02-1667	5	15	by	by	ADP
ajis02-1667	5	16	comparing	compare	VERB
ajis02-1667	5	17	the	the	DET
ajis02-1667	5	18	different	different	ADJ
ajis02-1667	5	19	machine	machine	NOUN
ajis02-1667	5	20	learning	learn	VERB
ajis02-1667	5	21	techniques	technique	NOUN
ajis02-1667	5	22	on	on	ADP
ajis02-1667	5	23	different	different	ADJ
ajis02-1667	5	24	datasets	dataset	NOUN
ajis02-1667	5	25	and	and	CCONJ
ajis02-1667	5	26	summarizing	summarize	VERB
ajis02-1667	5	27	their	their	PRON
ajis02-1667	5	28	performance	performance	NOUN
ajis02-1667	5	29	using	use	VERB
ajis02-1667	5	30	various	various	ADJ
ajis02-1667	5	31	performance	performance	NOUN
ajis02-1667	5	32	metrics	metric	NOUN
ajis02-1667	5	33	.	.	PUNCT
ajis02-1667	6	1	this	this	DET
ajis02-1667	6	2	paper	paper	NOUN
ajis02-1667	6	3	highlights	highlight	VERB
ajis02-1667	6	4	the	the	DET
ajis02-1667	6	5	research	research	NOUN
ajis02-1667	6	6	challenges	challenge	NOUN
ajis02-1667	6	7	and	and	CCONJ
ajis02-1667	6	8	future	future	ADJ
ajis02-1667	6	9	trends	trend	NOUN
ajis02-1667	6	10	of	of	ADP
ajis02-1667	6	11	intrusion	intrusion	NOUN
ajis02-1667	6	12	detection	detection	NOUN
ajis02-1667	6	13	in	in	ADP
ajis02-1667	6	14	dynamic	dynamic	ADJ
ajis02-1667	6	15	scenarios	scenario	NOUN
ajis02-1667	6	16	of	of	ADP
ajis02-1667	6	17	intrusion	intrusion	NOUN
ajis02-1667	6	18	detection	detection	NOUN
ajis02-1667	6	19	problems	problem	NOUN
ajis02-1667	6	20	in	in	ADP
ajis02-1667	6	21	diverse	diverse	ADJ
ajis02-1667	6	22	network	network	NOUN
ajis02-1667	6	23	technologies	technology	NOUN
ajis02-1667	6	24	.	.	PUNCT
ajis02-1667	7	1	keywords	keyword	NOUN
ajis02-1667	7	2	:	:	PUNCT
ajis02-1667	7	3	intrusion	intrusion	NOUN
ajis02-1667	7	4	detection	detection	NOUN
ajis02-1667	7	5	,	,	PUNCT
ajis02-1667	7	6	machine	machine	NOUN
ajis02-1667	7	7	learning	learning	NOUN
ajis02-1667	7	8	,	,	PUNCT
ajis02-1667	7	9	soft	soft	ADJ
ajis02-1667	7	10	computing	computing	NOUN
ajis02-1667	7	11	,	,	PUNCT
ajis02-1667	7	12	dataset	dataset	NOUN
ajis02-1667	7	13	,	,	PUNCT
ajis02-1667	7	14	performance	performance	NOUN
ajis02-1667	7	15	metrics	metric	NOUN
ajis02-1667	7	16	,	,	PUNCT
ajis02-1667	7	17	cyber	cyber	NOUN
ajis02-1667	7	18	-	-	PUNCT
ajis02-1667	7	19	infrastructure	infrastructure	NOUN
ajis02-1667	7	20	,	,	PUNCT
ajis02-1667	7	21	mobile	mobile	ADJ
ajis02-1667	7	22	communications	communication	NOUN
ajis02-1667	7	23	,	,	PUNCT
ajis02-1667	7	24	mobile	mobile	NOUN
ajis02-1667	7	25	systems	system	NOUN
ajis02-1667	7	26	,	,	PUNCT
ajis02-1667	7	27	security	security	NOUN
ajis02-1667	7	28	,	,	PUNCT
ajis02-1667	7	29	wireless	wireless	ADJ
ajis02-1667	7	30	technology	technology	NOUN
ajis02-1667	7	31	1	1	NUM
ajis02-1667	7	32	introduction	introduction	NOUN
ajis02-1667	7	33	intrusion	intrusion	NOUN
ajis02-1667	7	34	detection	detection	NOUN
ajis02-1667	7	35	deals	deal	VERB
ajis02-1667	7	36	with	with	ADP
ajis02-1667	7	37	detecting	detect	VERB
ajis02-1667	7	38	any	any	DET
ajis02-1667	7	39	malicious	malicious	ADJ
ajis02-1667	7	40	activities	activity	NOUN
ajis02-1667	7	41	that	that	PRON
ajis02-1667	7	42	may	may	AUX
ajis02-1667	7	43	jeopardise	jeopardise	VERB
ajis02-1667	7	44	the	the	DET
ajis02-1667	7	45	system	system	NOUN
ajis02-1667	7	46	.	.	PUNCT
ajis02-1667	8	1	the	the	DET
ajis02-1667	8	2	attack	attack	NOUN
ajis02-1667	8	3	can	can	AUX
ajis02-1667	8	4	be	be	AUX
ajis02-1667	8	5	an	an	DET
ajis02-1667	8	6	internal	internal	ADJ
ajis02-1667	8	7	attack	attack	NOUN
ajis02-1667	8	8	,	,	PUNCT
ajis02-1667	8	9	modification	modification	NOUN
ajis02-1667	8	10	of	of	ADP
ajis02-1667	8	11	the	the	DET
ajis02-1667	8	12	important	important	ADJ
ajis02-1667	8	13	system	system	NOUN
ajis02-1667	8	14	files	file	NOUN
ajis02-1667	8	15	categorized	categorize	VERB
ajis02-1667	8	16	as	as	ADP
ajis02-1667	8	17	host	host	NOUN
ajis02-1667	8	18	-	-	PUNCT
ajis02-1667	8	19	based	base	VERB
ajis02-1667	8	20	intrusion	intrusion	NOUN
ajis02-1667	8	21	detection	detection	NOUN
ajis02-1667	8	22	or	or	CCONJ
ajis02-1667	8	23	attack	attack	NOUN
ajis02-1667	8	24	coming	come	VERB
ajis02-1667	8	25	from	from	ADP
ajis02-1667	8	26	the	the	DET
ajis02-1667	8	27	network	network	NOUN
ajis02-1667	8	28	system	system	NOUN
ajis02-1667	8	29	commonly	commonly	ADV
ajis02-1667	8	30	known	know	VERB
ajis02-1667	8	31	as	as	ADP
ajis02-1667	8	32	the	the	DET
ajis02-1667	8	33	network	network	NOUN
ajis02-1667	8	34	intrusion	intrusion	NOUN
ajis02-1667	8	35	-	-	PUNCT
ajis02-1667	8	36	based	base	VERB
ajis02-1667	8	37	detection	detection	NOUN
ajis02-1667	8	38	system	system	NOUN
ajis02-1667	8	39	.	.	PUNCT
ajis02-1667	9	1	apart	apart	ADV
ajis02-1667	9	2	from	from	ADP
ajis02-1667	9	3	these	these	DET
ajis02-1667	9	4	types	type	NOUN
ajis02-1667	9	5	,	,	PUNCT
ajis02-1667	9	6	any	any	DET
ajis02-1667	9	7	deviation	deviation	NOUN
ajis02-1667	9	8	of	of	ADP
ajis02-1667	9	9	software	software	NOUN
ajis02-1667	9	10	performance	performance	NOUN
ajis02-1667	9	11	from	from	ADP
ajis02-1667	9	12	normal	normal	ADJ
ajis02-1667	9	13	functioning	functioning	NOUN
ajis02-1667	9	14	is	be	AUX
ajis02-1667	9	15	also	also	ADV
ajis02-1667	9	16	termed	term	VERB
ajis02-1667	9	17	as	as	ADP
ajis02-1667	9	18	anomalybased	anomalybase	VERB
ajis02-1667	9	19	intrusion	intrusion	NOUN
ajis02-1667	9	20	detection	detection	NOUN
ajis02-1667	9	21	.	.	PUNCT
ajis02-1667	10	1	the	the	DET
ajis02-1667	10	2	intrusion	intrusion	NOUN
ajis02-1667	10	3	detection	detection	NOUN
ajis02-1667	10	4	has	have	AUX
ajis02-1667	10	5	been	be	AUX
ajis02-1667	10	6	a	a	DET
ajis02-1667	10	7	field	field	NOUN
ajis02-1667	10	8	of	of	ADP
ajis02-1667	10	9	study	study	NOUN
ajis02-1667	10	10	for	for	ADP
ajis02-1667	10	11	around	around	ADV
ajis02-1667	10	12	four	four	NUM
ajis02-1667	10	13	decades	decade	NOUN
ajis02-1667	10	14	.	.	PUNCT
ajis02-1667	11	1	since	since	SCONJ
ajis02-1667	11	2	1972	1972	NUM
ajis02-1667	11	3	,	,	PUNCT
ajis02-1667	11	4	securing	secure	VERB
ajis02-1667	11	5	data	datum	NOUN
ajis02-1667	11	6	has	have	AUX
ajis02-1667	11	7	been	be	AUX
ajis02-1667	11	8	a	a	DET
ajis02-1667	11	9	matter	matter	NOUN
ajis02-1667	11	10	of	of	ADP
ajis02-1667	11	11	concern	concern	NOUN
ajis02-1667	11	12	for	for	ADP
ajis02-1667	11	13	researchers	researcher	NOUN
ajis02-1667	11	14	.	.	PUNCT
ajis02-1667	12	1	for	for	ADP
ajis02-1667	12	2	example	example	NOUN
ajis02-1667	12	3	,	,	PUNCT
ajis02-1667	12	4	anderson	anderson	PROPN
ajis02-1667	12	5	et	et	PROPN
ajis02-1667	12	6	al	al	PROPN
ajis02-1667	12	7	.	.	PROPN
ajis02-1667	12	8	,	,	PUNCT
ajis02-1667	12	9	(	(	PUNCT
ajis02-1667	12	10	1995	1995	NUM
ajis02-1667	12	11	)	)	PUNCT
ajis02-1667	12	12	discussed	discuss	VERB
ajis02-1667	12	13	about	about	ADP
ajis02-1667	12	14	the	the	DET
ajis02-1667	12	15	security	security	NOUN
ajis02-1667	12	16	problems	problem	NOUN
ajis02-1667	12	17	faced	face	VERB
ajis02-1667	12	18	by	by	ADP
ajis02-1667	12	19	united	united	PROPN
ajis02-1667	12	20	states	states	PROPN
ajis02-1667	12	21	air	air	PROPN
ajis02-1667	12	22	force	force	PROPN
ajis02-1667	12	23	(	(	PUNCT
ajis02-1667	12	24	usaf	usaf	ADJ
ajis02-1667	12	25	)	)	PUNCT
ajis02-1667	12	26	operations	operation	NOUN
ajis02-1667	12	27	and	and	CCONJ
ajis02-1667	12	28	administration	administration	NOUN
ajis02-1667	12	29	.	.	PUNCT
ajis02-1667	13	1	in	in	ADP
ajis02-1667	13	2	1980	1980	NUM
ajis02-1667	13	3	,	,	PUNCT
ajis02-1667	13	4	he	he	PRON
ajis02-1667	13	5	prepared	prepare	VERB
ajis02-1667	13	6	a	a	DET
ajis02-1667	13	7	detection	detection	NOUN
ajis02-1667	13	8	system	system	NOUN
ajis02-1667	13	9	from	from	ADP
ajis02-1667	13	10	an	an	DET
ajis02-1667	13	11	audit	audit	NOUN
ajis02-1667	13	12	log	log	NOUN
ajis02-1667	13	13	file	file	NOUN
ajis02-1667	13	14	.	.	PUNCT
ajis02-1667	14	1	between	between	ADP
ajis02-1667	14	2	1984	1984	NUM
ajis02-1667	14	3	and	and	CCONJ
ajis02-1667	14	4	1986	1986	NUM
ajis02-1667	14	5	,	,	PUNCT
ajis02-1667	14	6	denning	den	VERB
ajis02-1667	14	7	and	and	CCONJ
ajis02-1667	14	8	neumann	neumann	PROPN
ajis02-1667	14	9	(	(	PUNCT
ajis02-1667	14	10	1985	1985	NUM
ajis02-1667	14	11	)	)	PUNCT
ajis02-1667	14	12	developed	develop	VERB
ajis02-1667	14	13	the	the	DET
ajis02-1667	14	14	first	first	ADJ
ajis02-1667	14	15	real	real	ADJ
ajis02-1667	14	16	time	time	NOUN
ajis02-1667	14	17	australasian	australasian	ADJ
ajis02-1667	14	18	journal	journal	NOUN
ajis02-1667	14	19	of	of	ADP
ajis02-1667	14	20	information	information	NOUN
ajis02-1667	14	21	systems	system	NOUN
ajis02-1667	14	22	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	14	23	,	,	PUNCT
ajis02-1667	14	24	sen	sen	PROPN
ajis02-1667	14	25	&	&	CCONJ
ajis02-1667	14	26	gupta	gupta	PROPN
ajis02-1667	14	27	2018	2018	NUM
ajis02-1667	14	28	,	,	PUNCT
ajis02-1667	14	29	vol	vol	NOUN
ajis02-1667	14	30	22	22	NUM
ajis02-1667	14	31	,	,	PUNCT
ajis02-1667	14	32	research	research	NOUN
ajis02-1667	14	33	article	article	NOUN
ajis02-1667	14	34	meta	meta	NOUN
ajis02-1667	14	35	-	-	PUNCT
ajis02-1667	14	36	analysis	analysis	NOUN
ajis02-1667	14	37	of	of	ADP
ajis02-1667	14	38	machine	machine	NOUN
ajis02-1667	14	39	learning	learn	VERB
ajis02-1667	14	40	techniques	technique	NOUN
ajis02-1667	14	41	2	2	NUM
ajis02-1667	14	42	intrusion	intrusion	NOUN
ajis02-1667	14	43	detection	detection	NOUN
ajis02-1667	14	44	.	.	PUNCT
ajis02-1667	15	1	since	since	SCONJ
ajis02-1667	15	2	then	then	ADV
ajis02-1667	15	3	various	various	ADJ
ajis02-1667	15	4	researchers	researcher	NOUN
ajis02-1667	15	5	applied	apply	VERB
ajis02-1667	15	6	different	different	ADJ
ajis02-1667	15	7	techniques	technique	NOUN
ajis02-1667	15	8	to	to	PART
ajis02-1667	15	9	mitigate	mitigate	VERB
ajis02-1667	15	10	the	the	DET
ajis02-1667	15	11	more	more	ADV
ajis02-1667	15	12	sophisticated	sophisticated	ADJ
ajis02-1667	15	13	form	form	NOUN
ajis02-1667	15	14	of	of	ADP
ajis02-1667	15	15	attacks	attack	NOUN
ajis02-1667	15	16	increasing	increase	VERB
ajis02-1667	15	17	day	day	NOUN
ajis02-1667	15	18	by	by	ADP
ajis02-1667	15	19	day	day	NOUN
ajis02-1667	15	20	.	.	PUNCT
ajis02-1667	16	1	the	the	DET
ajis02-1667	16	2	information	information	NOUN
ajis02-1667	16	3	security	security	NOUN
ajis02-1667	16	4	company	company	NOUN
ajis02-1667	16	5	–	–	PUNCT
ajis02-1667	16	6	hold	hold	VERB
ajis02-1667	16	7	security	security	NOUN
ajis02-1667	16	8	–	–	PUNCT
ajis02-1667	16	9	reported	report	VERB
ajis02-1667	16	10	recovery	recovery	NOUN
ajis02-1667	16	11	of	of	ADP
ajis02-1667	16	12	360	360	NUM
ajis02-1667	16	13	million	million	NUM
ajis02-1667	16	14	account	account	NOUN
ajis02-1667	16	15	credentials	credential	NOUN
ajis02-1667	16	16	for	for	ADP
ajis02-1667	16	17	web	web	NOUN
ajis02-1667	16	18	services	service	NOUN
ajis02-1667	16	19	from	from	ADP
ajis02-1667	16	20	the	the	DET
ajis02-1667	16	21	black	black	ADJ
ajis02-1667	16	22	market	market	NOUN
ajis02-1667	16	23	(	(	PUNCT
ajis02-1667	16	24	meyer	meyer	PROPN
ajis02-1667	16	25	,	,	PUNCT
ajis02-1667	16	26	2017	2017	NUM
ajis02-1667	16	27	)	)	PUNCT
ajis02-1667	16	28	.	.	PUNCT
ajis02-1667	17	1	seals	seal	NOUN
ajis02-1667	17	2	(	(	PUNCT
ajis02-1667	17	3	2015	2015	NUM
ajis02-1667	17	4	)	)	PUNCT
ajis02-1667	17	5	reported	report	VERB
ajis02-1667	17	6	that	that	SCONJ
ajis02-1667	17	7	the	the	DET
ajis02-1667	17	8	world	world	NOUN
ajis02-1667	17	9	wide	wide	ADJ
ajis02-1667	17	10	distributed	distribute	VERB
ajis02-1667	17	11	denial	denial	NOUN
ajis02-1667	17	12	of	of	ADP
ajis02-1667	17	13	service	service	NOUN
ajis02-1667	17	14	attack	attack	NOUN
ajis02-1667	17	15	doubled	double	VERB
ajis02-1667	17	16	from	from	ADP
ajis02-1667	17	17	the	the	DET
ajis02-1667	17	18	1st	1st	ADJ
ajis02-1667	17	19	quarter	quarter	NOUN
ajis02-1667	17	20	of	of	ADP
ajis02-1667	17	21	year	year	NOUN
ajis02-1667	17	22	2014	2014	NUM
ajis02-1667	17	23	to	to	ADP
ajis02-1667	17	24	starting	start	VERB
ajis02-1667	17	25	of	of	ADP
ajis02-1667	17	26	year	year	NOUN
ajis02-1667	17	27	2015	2015	NUM
ajis02-1667	17	28	.	.	PUNCT
ajis02-1667	18	1	companies	company	NOUN
ajis02-1667	18	2	such	such	ADJ
ajis02-1667	18	3	as	as	ADP
ajis02-1667	18	4	ebay	ebay	PROPN
ajis02-1667	18	5	suffered	suffer	VERB
ajis02-1667	18	6	a	a	DET
ajis02-1667	18	7	massive	massive	ADJ
ajis02-1667	18	8	attack	attack	NOUN
ajis02-1667	18	9	where	where	SCONJ
ajis02-1667	18	10	233	233	NUM
ajis02-1667	18	11	million	million	NUM
ajis02-1667	18	12	users	user	NOUN
ajis02-1667	18	13	’	'	PUNCT
ajis02-1667	18	14	personal	personal	ADJ
ajis02-1667	18	15	databases	database	NOUN
ajis02-1667	18	16	were	be	AUX
ajis02-1667	18	17	hacked	hack	VERB
ajis02-1667	18	18	.	.	PUNCT
ajis02-1667	19	1	the	the	DET
ajis02-1667	19	2	heartbleed	heartbleed	ADJ
ajis02-1667	19	3	encryption	encryption	NOUN
ajis02-1667	19	4	bug	bug	NOUN
ajis02-1667	19	5	affected	affect	VERB
ajis02-1667	19	6	about	about	ADV
ajis02-1667	19	7	17	17	NUM
ajis02-1667	19	8	%	%	NOUN
ajis02-1667	19	9	of	of	ADP
ajis02-1667	19	10	the	the	DET
ajis02-1667	19	11	internet	internet	NOUN
ajis02-1667	19	12	's	's	PART
ajis02-1667	19	13	secure	secure	ADJ
ajis02-1667	19	14	web	web	NOUN
ajis02-1667	19	15	servers	server	NOUN
ajis02-1667	19	16	by	by	ADP
ajis02-1667	19	17	making	make	VERB
ajis02-1667	19	18	passwords	password	NOUN
ajis02-1667	19	19	vulnerable	vulnerable	ADJ
ajis02-1667	19	20	which	which	PRON
ajis02-1667	19	21	was	be	AUX
ajis02-1667	19	22	protected	protect	VERB
ajis02-1667	19	23	by	by	ADP
ajis02-1667	19	24	ssl	ssl	PROPN
ajis02-1667	19	25	/	/	SYM
ajis02-1667	19	26	tls	tls	PROPN
ajis02-1667	19	27	encryption	encryption	NOUN
ajis02-1667	19	28	(	(	PUNCT
ajis02-1667	19	29	mccartney	mccartney	PROPN
ajis02-1667	19	30	,	,	PUNCT
ajis02-1667	19	31	2014	2014	NUM
ajis02-1667	19	32	;	;	PUNCT
ajis02-1667	19	33	mcgregor	mcgregor	NOUN
ajis02-1667	19	34	,	,	PUNCT
ajis02-1667	19	35	2014	2014	NUM
ajis02-1667	19	36	)	)	PUNCT
ajis02-1667	19	37	.	.	PUNCT
ajis02-1667	20	1	the	the	DET
ajis02-1667	20	2	intrusion	intrusion	NOUN
ajis02-1667	20	3	detection	detection	NOUN
ajis02-1667	20	4	process	process	NOUN
ajis02-1667	20	5	encompasses	encompass	VERB
ajis02-1667	20	6	various	various	ADJ
ajis02-1667	20	7	set	set	NOUN
ajis02-1667	20	8	of	of	ADP
ajis02-1667	20	9	activities	activity	NOUN
ajis02-1667	20	10	.	.	PUNCT
ajis02-1667	21	1	the	the	DET
ajis02-1667	21	2	most	most	ADV
ajis02-1667	21	3	difficult	difficult	ADJ
ajis02-1667	21	4	task	task	NOUN
ajis02-1667	21	5	is	be	AUX
ajis02-1667	21	6	to	to	PART
ajis02-1667	21	7	demarcate	demarcate	VERB
ajis02-1667	21	8	a	a	DET
ajis02-1667	21	9	clear	clear	ADJ
ajis02-1667	21	10	boundary	boundary	NOUN
ajis02-1667	21	11	between	between	ADP
ajis02-1667	21	12	normal	normal	ADJ
ajis02-1667	21	13	and	and	CCONJ
ajis02-1667	21	14	malicious	malicious	ADJ
ajis02-1667	21	15	activities	activity	NOUN
ajis02-1667	21	16	in	in	ADP
ajis02-1667	21	17	a	a	DET
ajis02-1667	21	18	system	system	NOUN
ajis02-1667	21	19	.	.	PUNCT
ajis02-1667	22	1	in	in	ADP
ajis02-1667	22	2	the	the	DET
ajis02-1667	22	3	late	late	ADJ
ajis02-1667	22	4	80s	80	NOUN
ajis02-1667	22	5	and	and	CCONJ
ajis02-1667	22	6	early	early	ADJ
ajis02-1667	22	7	90s	90	NOUN
ajis02-1667	22	8	,	,	PUNCT
ajis02-1667	22	9	statistical	statistical	ADJ
ajis02-1667	22	10	approach	approach	NOUN
ajis02-1667	22	11	,	,	PUNCT
ajis02-1667	22	12	expert	expert	NOUN
ajis02-1667	22	13	system	system	NOUN
ajis02-1667	22	14	,	,	PUNCT
ajis02-1667	22	15	and	and	CCONJ
ajis02-1667	22	16	time	time	NOUN
ajis02-1667	22	17	series	series	NOUN
ajis02-1667	22	18	models	model	NOUN
ajis02-1667	22	19	were	be	AUX
ajis02-1667	22	20	capable	capable	ADJ
ajis02-1667	22	21	enough	enough	ADV
ajis02-1667	22	22	of	of	ADP
ajis02-1667	22	23	building	build	VERB
ajis02-1667	22	24	a	a	DET
ajis02-1667	22	25	detection	detection	NOUN
ajis02-1667	22	26	model	model	NOUN
ajis02-1667	22	27	.	.	PUNCT
ajis02-1667	23	1	however	however	ADV
ajis02-1667	23	2	,	,	PUNCT
ajis02-1667	23	3	they	they	PRON
ajis02-1667	23	4	failed	fail	VERB
ajis02-1667	23	5	to	to	PART
ajis02-1667	23	6	perform	perform	VERB
ajis02-1667	23	7	well	well	ADV
ajis02-1667	23	8	in	in	ADP
ajis02-1667	23	9	a	a	DET
ajis02-1667	23	10	complex	complex	ADJ
ajis02-1667	23	11	highly	highly	ADV
ajis02-1667	23	12	correlated	correlate	VERB
ajis02-1667	23	13	dataset	dataset	NOUN
ajis02-1667	23	14	and	and	CCONJ
ajis02-1667	23	15	their	their	PRON
ajis02-1667	23	16	performance	performance	NOUN
ajis02-1667	23	17	degraded	degrade	VERB
ajis02-1667	23	18	with	with	ADP
ajis02-1667	23	19	noisy	noisy	ADJ
ajis02-1667	23	20	data	datum	NOUN
ajis02-1667	23	21	.	.	PUNCT
ajis02-1667	24	1	machine	machine	NOUN
ajis02-1667	24	2	learning	learn	VERB
ajis02-1667	24	3	techniques	technique	NOUN
ajis02-1667	24	4	with	with	ADP
ajis02-1667	24	5	self	self	NOUN
ajis02-1667	24	6	-	-	PUNCT
ajis02-1667	24	7	learning	learn	VERB
ajis02-1667	24	8	ability	ability	NOUN
ajis02-1667	24	9	can	can	AUX
ajis02-1667	24	10	effectively	effectively	ADV
ajis02-1667	24	11	overcome	overcome	VERB
ajis02-1667	24	12	the	the	DET
ajis02-1667	24	13	above	above	ADJ
ajis02-1667	24	14	limitation	limitation	NOUN
ajis02-1667	24	15	.	.	PUNCT
ajis02-1667	25	1	research	research	NOUN
ajis02-1667	25	2	has	have	AUX
ajis02-1667	25	3	been	be	AUX
ajis02-1667	25	4	conducted	conduct	VERB
ajis02-1667	25	5	on	on	ADP
ajis02-1667	25	6	how	how	SCONJ
ajis02-1667	25	7	data	datum	NOUN
ajis02-1667	25	8	mining	mining	NOUN
ajis02-1667	25	9	,	,	PUNCT
ajis02-1667	25	10	soft	soft	ADJ
ajis02-1667	25	11	computing	computing	NOUN
ajis02-1667	25	12	(	(	PUNCT
ajis02-1667	25	13	fuzzy	fuzzy	ADJ
ajis02-1667	25	14	logic	logic	NOUN
ajis02-1667	25	15	)	)	PUNCT
ajis02-1667	25	16	,	,	PUNCT
ajis02-1667	25	17	and	and	CCONJ
ajis02-1667	25	18	statistical	statistical	ADJ
ajis02-1667	25	19	(	(	PUNCT
ajis02-1667	25	20	bayesian	bayesian	NOUN
ajis02-1667	25	21	network	network	NOUN
ajis02-1667	25	22	)	)	PUNCT
ajis02-1667	25	23	approaches	approach	NOUN
ajis02-1667	25	24	have	have	AUX
ajis02-1667	25	25	been	be	AUX
ajis02-1667	25	26	applied	apply	VERB
ajis02-1667	25	27	to	to	PART
ajis02-1667	25	28	solve	solve	VERB
ajis02-1667	25	29	the	the	DET
ajis02-1667	25	30	intrusion	intrusion	NOUN
ajis02-1667	25	31	detection	detection	NOUN
ajis02-1667	25	32	problem	problem	NOUN
ajis02-1667	25	33	with	with	ADP
ajis02-1667	25	34	discussion	discussion	NOUN
ajis02-1667	25	35	on	on	ADP
ajis02-1667	25	36	the	the	DET
ajis02-1667	25	37	concept	concept	NOUN
ajis02-1667	25	38	of	of	ADP
ajis02-1667	25	39	honeypots	honeypot	NOUN
ajis02-1667	25	40	to	to	PART
ajis02-1667	25	41	detect	detect	VERB
ajis02-1667	25	42	intrusion	intrusion	NOUN
ajis02-1667	25	43	(	(	PUNCT
ajis02-1667	25	44	lee	lee	PROPN
ajis02-1667	25	45	et	et	PROPN
ajis02-1667	25	46	al	al	PROPN
ajis02-1667	25	47	.	.	PROPN
ajis02-1667	25	48	,	,	PUNCT
ajis02-1667	25	49	200	200	NUM
ajis02-1667	25	50	;	;	PUNCT
ajis02-1667	25	51	kabiri	kabiri	NOUN
ajis02-1667	25	52	et	et	PROPN
ajis02-1667	25	53	al	al	PROPN
ajis02-1667	25	54	.	.	PROPN
ajis02-1667	25	55	,	,	PUNCT
ajis02-1667	25	56	2005	2005	NUM
ajis02-1667	25	57	)	)	PUNCT
ajis02-1667	25	58	.	.	PUNCT
ajis02-1667	26	1	applications	application	NOUN
ajis02-1667	26	2	of	of	ADP
ajis02-1667	26	3	computational	computational	ADJ
ajis02-1667	26	4	intelligence	intelligence	NOUN
ajis02-1667	26	5	techniques	technique	NOUN
ajis02-1667	26	6	,	,	PUNCT
ajis02-1667	26	7	datasets	dataset	NOUN
ajis02-1667	26	8	and	and	CCONJ
ajis02-1667	26	9	performance	performance	NOUN
ajis02-1667	26	10	evaluation	evaluation	NOUN
ajis02-1667	26	11	has	have	AUX
ajis02-1667	26	12	also	also	ADV
ajis02-1667	26	13	been	be	AUX
ajis02-1667	26	14	surveyed	survey	VERB
ajis02-1667	26	15	in	in	ADP
ajis02-1667	26	16	literature	literature	NOUN
ajis02-1667	26	17	(	(	PUNCT
ajis02-1667	26	18	wu	wu	PROPN
ajis02-1667	26	19	and	and	CCONJ
ajis02-1667	26	20	banzhaf	banzhaf	PROPN
ajis02-1667	26	21	.	.	PROPN
ajis02-1667	26	22	,	,	PUNCT
ajis02-1667	26	23	2010	2010	NUM
ajis02-1667	26	24	)	)	PUNCT
ajis02-1667	26	25	.	.	PUNCT
ajis02-1667	27	1	however	however	ADV
ajis02-1667	27	2	,	,	PUNCT
ajis02-1667	27	3	there	there	PRON
ajis02-1667	27	4	is	be	VERB
ajis02-1667	27	5	a	a	DET
ajis02-1667	27	6	dearth	dearth	NOUN
ajis02-1667	27	7	of	of	ADP
ajis02-1667	27	8	literature	literature	NOUN
ajis02-1667	27	9	on	on	ADP
ajis02-1667	27	10	the	the	DET
ajis02-1667	27	11	detailed	detailed	ADJ
ajis02-1667	27	12	quantitative	quantitative	ADJ
ajis02-1667	27	13	analysis	analysis	NOUN
ajis02-1667	27	14	of	of	ADP
ajis02-1667	27	15	the	the	DET
ajis02-1667	27	16	vast	vast	ADJ
ajis02-1667	27	17	number	number	NOUN
ajis02-1667	27	18	of	of	ADP
ajis02-1667	27	19	machine	machine	NOUN
ajis02-1667	27	20	learning	learn	VERB
ajis02-1667	27	21	algorithms	algorithm	NOUN
ajis02-1667	27	22	successfully	successfully	ADV
ajis02-1667	27	23	applied	apply	VERB
ajis02-1667	27	24	for	for	ADP
ajis02-1667	27	25	intrusion	intrusion	NOUN
ajis02-1667	27	26	detection	detection	NOUN
ajis02-1667	27	27	.	.	PUNCT
ajis02-1667	28	1	the	the	DET
ajis02-1667	28	2	aim	aim	NOUN
ajis02-1667	28	3	of	of	ADP
ajis02-1667	28	4	this	this	DET
ajis02-1667	28	5	review	review	NOUN
ajis02-1667	28	6	is	be	AUX
ajis02-1667	28	7	therefore	therefore	ADV
ajis02-1667	28	8	to	to	PART
ajis02-1667	28	9	perform	perform	VERB
ajis02-1667	28	10	a	a	DET
ajis02-1667	28	11	comprehensive	comprehensive	ADJ
ajis02-1667	28	12	analysis	analysis	NOUN
ajis02-1667	28	13	of	of	ADP
ajis02-1667	28	14	machine	machine	NOUN
ajis02-1667	28	15	learning	learn	VERB
ajis02-1667	28	16	techniques	technique	NOUN
ajis02-1667	28	17	,	,	PUNCT
ajis02-1667	28	18	and	and	CCONJ
ajis02-1667	28	19	in	in	ADP
ajis02-1667	28	20	the	the	DET
ajis02-1667	28	21	process	process	NOUN
ajis02-1667	28	22	try	try	VERB
ajis02-1667	28	23	to	to	PART
ajis02-1667	28	24	find	find	VERB
ajis02-1667	28	25	out	out	ADP
ajis02-1667	28	26	the	the	DET
ajis02-1667	28	27	applications	application	NOUN
ajis02-1667	28	28	of	of	ADP
ajis02-1667	28	29	the	the	DET
ajis02-1667	28	30	most	most	ADV
ajis02-1667	28	31	popular	popular	ADJ
ajis02-1667	28	32	machine	machine	NOUN
ajis02-1667	28	33	learning	learn	VERB
ajis02-1667	28	34	techniques	technique	NOUN
ajis02-1667	28	35	on	on	ADP
ajis02-1667	28	36	the	the	DET
ajis02-1667	28	37	most	most	ADV
ajis02-1667	28	38	popular	popular	ADJ
ajis02-1667	28	39	dataset	dataset	NOUN
ajis02-1667	28	40	.	.	PUNCT
ajis02-1667	29	1	the	the	DET
ajis02-1667	29	2	effectiveness	effectiveness	NOUN
ajis02-1667	29	3	of	of	ADP
ajis02-1667	29	4	these	these	DET
ajis02-1667	29	5	techniques	technique	NOUN
ajis02-1667	29	6	on	on	ADP
ajis02-1667	29	7	datasets	dataset	NOUN
ajis02-1667	29	8	in	in	ADP
ajis02-1667	29	9	terms	term	NOUN
ajis02-1667	29	10	of	of	ADP
ajis02-1667	29	11	performance	performance	NOUN
ajis02-1667	29	12	metrics	metric	NOUN
ajis02-1667	29	13	has	have	AUX
ajis02-1667	29	14	been	be	AUX
ajis02-1667	29	15	also	also	ADV
ajis02-1667	29	16	evaluated	evaluate	VERB
ajis02-1667	29	17	.	.	PUNCT
ajis02-1667	30	1	lastly	lastly	ADV
ajis02-1667	30	2	,	,	PUNCT
ajis02-1667	30	3	we	we	PRON
ajis02-1667	30	4	assess	assess	VERB
ajis02-1667	30	5	different	different	ADJ
ajis02-1667	30	6	challenges	challenge	NOUN
ajis02-1667	30	7	prevailing	prevail	VERB
ajis02-1667	30	8	in	in	ADP
ajis02-1667	30	9	this	this	DET
ajis02-1667	30	10	field	field	NOUN
ajis02-1667	30	11	and	and	CCONJ
ajis02-1667	30	12	identify	identify	VERB
ajis02-1667	30	13	possible	possible	ADJ
ajis02-1667	30	14	research	research	NOUN
ajis02-1667	30	15	direction	direction	NOUN
ajis02-1667	30	16	.	.	PUNCT
ajis02-1667	31	1	the	the	DET
ajis02-1667	31	2	novelty	novelty	NOUN
ajis02-1667	31	3	of	of	ADP
ajis02-1667	31	4	the	the	DET
ajis02-1667	31	5	present	present	ADJ
ajis02-1667	31	6	study	study	NOUN
ajis02-1667	31	7	is	be	AUX
ajis02-1667	31	8	in	in	ADP
ajis02-1667	31	9	performing	perform	VERB
ajis02-1667	31	10	the	the	DET
ajis02-1667	31	11	numerical	numerical	ADJ
ajis02-1667	31	12	analysis	analysis	NOUN
ajis02-1667	31	13	on	on	ADP
ajis02-1667	31	14	the	the	DET
ajis02-1667	31	15	applied	apply	VERB
ajis02-1667	31	16	machine	machine	NOUN
ajis02-1667	31	17	learning	learn	VERB
ajis02-1667	31	18	techniques	technique	NOUN
ajis02-1667	31	19	to	to	PART
ajis02-1667	31	20	elucidate	elucidate	VERB
ajis02-1667	31	21	the	the	DET
ajis02-1667	31	22	success	success	NOUN
ajis02-1667	31	23	of	of	ADP
ajis02-1667	31	24	intrusion	intrusion	NOUN
ajis02-1667	31	25	detection	detection	NOUN
ajis02-1667	31	26	from	from	ADP
ajis02-1667	31	27	widely	widely	ADV
ajis02-1667	31	28	published	publish	VERB
ajis02-1667	31	29	literature	literature	NOUN
ajis02-1667	31	30	and	and	CCONJ
ajis02-1667	31	31	provide	provide	VERB
ajis02-1667	31	32	a	a	DET
ajis02-1667	31	33	trend	trend	NOUN
ajis02-1667	31	34	for	for	ADP
ajis02-1667	31	35	machine	machine	NOUN
ajis02-1667	31	36	learning	learn	VERB
ajis02-1667	31	37	approaches	approach	NOUN
ajis02-1667	31	38	to	to	PART
ajis02-1667	31	39	detect	detect	VERB
ajis02-1667	31	40	attack	attack	NOUN
ajis02-1667	31	41	.	.	PUNCT
ajis02-1667	32	1	we	we	PRON
ajis02-1667	32	2	divide	divide	VERB
ajis02-1667	32	3	our	our	PRON
ajis02-1667	32	4	study	study	NOUN
ajis02-1667	32	5	into	into	ADP
ajis02-1667	32	6	the	the	DET
ajis02-1667	32	7	following	follow	VERB
ajis02-1667	32	8	sections	section	NOUN
ajis02-1667	32	9	.	.	PUNCT
ajis02-1667	33	1	in	in	ADP
ajis02-1667	33	2	section	section	NOUN
ajis02-1667	33	3	2	2	NUM
ajis02-1667	33	4	,	,	PUNCT
ajis02-1667	33	5	an	an	DET
ajis02-1667	33	6	overview	overview	NOUN
ajis02-1667	33	7	of	of	ADP
ajis02-1667	33	8	intrusion	intrusion	NOUN
ajis02-1667	33	9	detection	detection	NOUN
ajis02-1667	33	10	technology	technology	NOUN
ajis02-1667	33	11	is	be	AUX
ajis02-1667	33	12	discussed	discuss	VERB
ajis02-1667	33	13	.	.	PUNCT
ajis02-1667	34	1	section	section	NOUN
ajis02-1667	34	2	3	3	NUM
ajis02-1667	34	3	introduces	introduce	VERB
ajis02-1667	34	4	current	current	ADJ
ajis02-1667	34	5	state	state	NOUN
ajis02-1667	34	6	-	-	PUNCT
ajis02-1667	34	7	of	of	ADP
ajis02-1667	34	8	-	-	PUNCT
ajis02-1667	34	9	the	the	DET
ajis02-1667	34	10	-	-	PUNCT
ajis02-1667	34	11	art	art	NOUN
ajis02-1667	34	12	techniques	technique	NOUN
ajis02-1667	34	13	in	in	ADP
ajis02-1667	34	14	intrusion	intrusion	NOUN
ajis02-1667	34	15	detection	detection	NOUN
ajis02-1667	34	16	.	.	PUNCT
ajis02-1667	35	1	the	the	DET
ajis02-1667	35	2	results	result	NOUN
ajis02-1667	35	3	of	of	ADP
ajis02-1667	35	4	the	the	DET
ajis02-1667	35	5	critical	critical	ADJ
ajis02-1667	35	6	review	review	NOUN
ajis02-1667	35	7	are	be	AUX
ajis02-1667	35	8	provided	provide	VERB
ajis02-1667	35	9	in	in	ADP
ajis02-1667	35	10	section	section	NOUN
ajis02-1667	35	11	4	4	NUM
ajis02-1667	35	12	and	and	CCONJ
ajis02-1667	35	13	subsequently	subsequently	ADV
ajis02-1667	35	14	discussed	discuss	VERB
ajis02-1667	35	15	in	in	ADP
ajis02-1667	35	16	section	section	NOUN
ajis02-1667	35	17	5	5	NUM
ajis02-1667	35	18	.	.	PUNCT
ajis02-1667	36	1	finally	finally	ADV
ajis02-1667	36	2	,	,	PUNCT
ajis02-1667	36	3	the	the	DET
ajis02-1667	36	4	in	in	ADP
ajis02-1667	36	5	-	-	PUNCT
ajis02-1667	36	6	depth	depth	NOUN
ajis02-1667	36	7	observation	observation	NOUN
ajis02-1667	36	8	on	on	ADP
ajis02-1667	36	9	surveyed	survey	VERB
ajis02-1667	36	10	outcomes	outcome	NOUN
ajis02-1667	36	11	concludes	conclude	VERB
ajis02-1667	36	12	in	in	ADP
ajis02-1667	36	13	section	section	NOUN
ajis02-1667	36	14	6	6	NUM
ajis02-1667	36	15	.	.	SYM
ajis02-1667	36	16	2	2	NUM
ajis02-1667	36	17	literature	literature	NOUN
ajis02-1667	36	18	review	review	VERB
ajis02-1667	36	19	2.1	2.1	NUM
ajis02-1667	36	20	intrusion	intrusion	NOUN
ajis02-1667	36	21	detection	detection	NOUN
ajis02-1667	36	22	the	the	DET
ajis02-1667	36	23	basic	basic	ADJ
ajis02-1667	36	24	function	function	NOUN
ajis02-1667	36	25	of	of	ADP
ajis02-1667	36	26	an	an	DET
ajis02-1667	36	27	intrusion	intrusion	NOUN
ajis02-1667	36	28	detection	detection	NOUN
ajis02-1667	36	29	system	system	NOUN
ajis02-1667	36	30	is	be	AUX
ajis02-1667	36	31	to	to	PART
ajis02-1667	36	32	monitor	monitor	VERB
ajis02-1667	36	33	an	an	DET
ajis02-1667	36	34	activity	activity	NOUN
ajis02-1667	36	35	taking	take	VERB
ajis02-1667	36	36	place	place	NOUN
ajis02-1667	36	37	in	in	ADP
ajis02-1667	36	38	a	a	DET
ajis02-1667	36	39	system	system	NOUN
ajis02-1667	36	40	and	and	CCONJ
ajis02-1667	36	41	to	to	PART
ajis02-1667	36	42	generate	generate	VERB
ajis02-1667	36	43	an	an	DET
ajis02-1667	36	44	alarm	alarm	NOUN
ajis02-1667	36	45	report	report	NOUN
ajis02-1667	36	46	stating	state	VERB
ajis02-1667	36	47	whether	whether	SCONJ
ajis02-1667	36	48	an	an	DET
ajis02-1667	36	49	attack	attack	NOUN
ajis02-1667	36	50	is	be	AUX
ajis02-1667	36	51	happening	happen	VERB
ajis02-1667	36	52	or	or	CCONJ
ajis02-1667	36	53	whether	whether	SCONJ
ajis02-1667	36	54	everything	everything	PRON
ajis02-1667	36	55	is	be	AUX
ajis02-1667	36	56	normal	normal	ADJ
ajis02-1667	36	57	.	.	PUNCT
ajis02-1667	37	1	figure	figure	NOUN
ajis02-1667	37	2	1	1	NUM
ajis02-1667	37	3	depicts	depict	VERB
ajis02-1667	37	4	this	this	DET
ajis02-1667	37	5	aspect	aspect	NOUN
ajis02-1667	37	6	of	of	ADP
ajis02-1667	37	7	intrusion	intrusion	NOUN
ajis02-1667	37	8	detection	detection	NOUN
ajis02-1667	37	9	.	.	PUNCT
ajis02-1667	38	1	australasian	australasian	ADJ
ajis02-1667	38	2	journal	journal	NOUN
ajis02-1667	38	3	of	of	ADP
ajis02-1667	38	4	information	information	NOUN
ajis02-1667	38	5	systems	system	NOUN
ajis02-1667	38	6	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	38	7	,	,	PUNCT
ajis02-1667	38	8	sen	sen	PROPN
ajis02-1667	38	9	&	&	CCONJ
ajis02-1667	38	10	gupta	gupta	PROPN
ajis02-1667	38	11	2018	2018	NUM
ajis02-1667	38	12	,	,	PUNCT
ajis02-1667	38	13	vol	vol	NOUN
ajis02-1667	38	14	22	22	NUM
ajis02-1667	38	15	,	,	PUNCT
ajis02-1667	38	16	research	research	NOUN
ajis02-1667	38	17	article	article	NOUN
ajis02-1667	38	18	meta	meta	NOUN
ajis02-1667	38	19	-	-	PUNCT
ajis02-1667	38	20	analysis	analysis	NOUN
ajis02-1667	38	21	of	of	ADP
ajis02-1667	38	22	machine	machine	NOUN
ajis02-1667	38	23	learning	learn	VERB
ajis02-1667	38	24	techniques	technique	NOUN
ajis02-1667	38	25	3	3	NUM
ajis02-1667	38	26	figure	figure	NOUN
ajis02-1667	38	27	1	1	NUM
ajis02-1667	38	28	.	.	PUNCT
ajis02-1667	38	29	steps	step	NOUN
ajis02-1667	38	30	in	in	ADP
ajis02-1667	38	31	intrusion	intrusion	NOUN
ajis02-1667	38	32	detection	detection	NOUN
ajis02-1667	38	33	intrusion	intrusion	NOUN
ajis02-1667	38	34	detection	detection	NOUN
ajis02-1667	38	35	can	can	AUX
ajis02-1667	38	36	be	be	AUX
ajis02-1667	38	37	classified	classify	VERB
ajis02-1667	38	38	into	into	ADP
ajis02-1667	38	39	two	two	NUM
ajis02-1667	38	40	types	type	NOUN
ajis02-1667	38	41	,	,	PUNCT
ajis02-1667	38	42	namely	namely	ADV
ajis02-1667	38	43	misuse	misuse	NOUN
ajis02-1667	38	44	and	and	CCONJ
ajis02-1667	38	45	anomaly	anomaly	NOUN
ajis02-1667	38	46	.	.	PUNCT
ajis02-1667	39	1	misuse	misuse	NOUN
ajis02-1667	39	2	detection	detection	NOUN
ajis02-1667	39	3	identifies	identify	VERB
ajis02-1667	39	4	intruders	intruder	NOUN
ajis02-1667	39	5	by	by	ADP
ajis02-1667	39	6	comparing	compare	VERB
ajis02-1667	39	7	them	they	PRON
ajis02-1667	39	8	with	with	ADP
ajis02-1667	39	9	predefined	predefine	VERB
ajis02-1667	39	10	description	description	NOUN
ajis02-1667	39	11	of	of	ADP
ajis02-1667	39	12	events	event	NOUN
ajis02-1667	39	13	that	that	PRON
ajis02-1667	39	14	denote	denote	VERB
ajis02-1667	39	15	attack	attack	NOUN
ajis02-1667	39	16	.	.	PUNCT
ajis02-1667	40	1	it	it	PRON
ajis02-1667	40	2	matches	match	VERB
ajis02-1667	40	3	an	an	DET
ajis02-1667	40	4	event	event	NOUN
ajis02-1667	40	5	which	which	PRON
ajis02-1667	40	6	has	have	AUX
ajis02-1667	40	7	already	already	ADV
ajis02-1667	40	8	occurred	occur	VERB
ajis02-1667	40	9	with	with	ADP
ajis02-1667	40	10	these	these	DET
ajis02-1667	40	11	predefined	predefine	VERB
ajis02-1667	40	12	events	event	NOUN
ajis02-1667	40	13	,	,	PUNCT
ajis02-1667	40	14	and	and	CCONJ
ajis02-1667	40	15	any	any	DET
ajis02-1667	40	16	case	case	NOUN
ajis02-1667	40	17	of	of	ADP
ajis02-1667	40	18	deviation	deviation	NOUN
ajis02-1667	40	19	is	be	AUX
ajis02-1667	40	20	categorized	categorize	VERB
ajis02-1667	40	21	as	as	ADP
ajis02-1667	40	22	intrusion	intrusion	NOUN
ajis02-1667	40	23	.	.	PUNCT
ajis02-1667	41	1	however	however	ADV
ajis02-1667	41	2	,	,	PUNCT
ajis02-1667	41	3	this	this	DET
ajis02-1667	41	4	method	method	NOUN
ajis02-1667	41	5	can	can	AUX
ajis02-1667	41	6	not	not	PART
ajis02-1667	41	7	determine	determine	VERB
ajis02-1667	41	8	new	new	ADJ
ajis02-1667	41	9	or	or	CCONJ
ajis02-1667	41	10	unknown	unknown	ADJ
ajis02-1667	41	11	attacks	attack	NOUN
ajis02-1667	41	12	.	.	PUNCT
ajis02-1667	42	1	on	on	ADP
ajis02-1667	42	2	the	the	DET
ajis02-1667	42	3	other	other	ADJ
ajis02-1667	42	4	hand	hand	NOUN
ajis02-1667	42	5	,	,	PUNCT
ajis02-1667	42	6	anomaly	anomaly	NOUN
ajis02-1667	42	7	detection	detection	NOUN
ajis02-1667	42	8	builds	build	VERB
ajis02-1667	42	9	models	model	NOUN
ajis02-1667	42	10	of	of	ADP
ajis02-1667	42	11	normal	normal	ADJ
ajis02-1667	42	12	events	event	NOUN
ajis02-1667	42	13	,	,	PUNCT
ajis02-1667	42	14	and	and	CCONJ
ajis02-1667	42	15	any	any	DET
ajis02-1667	42	16	deviations	deviation	NOUN
ajis02-1667	42	17	from	from	ADP
ajis02-1667	42	18	these	these	DET
ajis02-1667	42	19	normal	normal	ADJ
ajis02-1667	42	20	events	event	NOUN
ajis02-1667	42	21	are	be	AUX
ajis02-1667	42	22	categorized	categorize	VERB
ajis02-1667	42	23	as	as	ADP
ajis02-1667	42	24	attacks	attack	NOUN
ajis02-1667	42	25	.	.	PUNCT
ajis02-1667	43	1	2.2	2.2	NUM
ajis02-1667	43	2	technology	technology	NOUN
ajis02-1667	43	3	types	type	NOUN
ajis02-1667	43	4	different	different	ADJ
ajis02-1667	43	5	technologies	technology	NOUN
ajis02-1667	43	6	are	be	AUX
ajis02-1667	43	7	applied	apply	VERB
ajis02-1667	43	8	to	to	PART
ajis02-1667	43	9	detect	detect	VERB
ajis02-1667	43	10	intruders	intruder	NOUN
ajis02-1667	43	11	,	,	PUNCT
ajis02-1667	43	12	but	but	CCONJ
ajis02-1667	43	13	each	each	PRON
ajis02-1667	43	14	has	have	VERB
ajis02-1667	43	15	its	its	PRON
ajis02-1667	43	16	own	own	ADJ
ajis02-1667	43	17	limitations	limitation	NOUN
ajis02-1667	43	18	as	as	SCONJ
ajis02-1667	43	19	summarized	summarize	VERB
ajis02-1667	43	20	in	in	ADP
ajis02-1667	43	21	table	table	NOUN
ajis02-1667	43	22	1	1	NUM
ajis02-1667	43	23	.	.	PUNCT
ajis02-1667	44	1	the	the	DET
ajis02-1667	44	2	description	description	NOUN
ajis02-1667	44	3	in	in	ADP
ajis02-1667	44	4	the	the	DET
ajis02-1667	44	5	table	table	NOUN
ajis02-1667	44	6	1	1	NUM
ajis02-1667	44	7	reveals	reveal	VERB
ajis02-1667	44	8	that	that	SCONJ
ajis02-1667	44	9	a	a	DET
ajis02-1667	44	10	deeper	deep	ADJ
ajis02-1667	44	11	analysis	analysis	NOUN
ajis02-1667	44	12	of	of	ADP
ajis02-1667	44	13	the	the	DET
ajis02-1667	44	14	intrusion	intrusion	NOUN
ajis02-1667	44	15	detection	detection	NOUN
ajis02-1667	44	16	system	system	NOUN
ajis02-1667	44	17	is	be	AUX
ajis02-1667	44	18	necessary	necessary	ADJ
ajis02-1667	44	19	.	.	PUNCT
ajis02-1667	45	1	existing	exist	VERB
ajis02-1667	45	2	threats	threat	NOUN
ajis02-1667	45	3	and	and	CCONJ
ajis02-1667	45	4	their	their	PRON
ajis02-1667	45	5	solutions	solution	NOUN
ajis02-1667	45	6	still	still	ADV
ajis02-1667	45	7	need	need	VERB
ajis02-1667	45	8	in	in	ADP
ajis02-1667	45	9	-	-	PUNCT
ajis02-1667	45	10	depth	depth	NOUN
ajis02-1667	45	11	analysis	analysis	NOUN
ajis02-1667	45	12	from	from	ADP
ajis02-1667	45	13	the	the	DET
ajis02-1667	45	14	point	point	NOUN
ajis02-1667	45	15	of	of	ADP
ajis02-1667	45	16	view	view	NOUN
ajis02-1667	45	17	of	of	ADP
ajis02-1667	45	18	researchers	researcher	NOUN
ajis02-1667	45	19	.	.	PUNCT
ajis02-1667	46	1	a	a	DET
ajis02-1667	46	2	computing	computing	NOUN
ajis02-1667	46	3	system	system	NOUN
ajis02-1667	46	4	with	with	ADP
ajis02-1667	46	5	high	high	ADJ
ajis02-1667	46	6	computational	computational	ADJ
ajis02-1667	46	7	speed	speed	NOUN
ajis02-1667	46	8	,	,	PUNCT
ajis02-1667	46	9	fault	fault	VERB
ajis02-1667	46	10	tolerance	tolerance	NOUN
ajis02-1667	46	11	,	,	PUNCT
ajis02-1667	46	12	and	and	CCONJ
ajis02-1667	46	13	ability	ability	NOUN
ajis02-1667	46	14	to	to	PART
ajis02-1667	46	15	deal	deal	VERB
ajis02-1667	46	16	with	with	ADP
ajis02-1667	46	17	dynamic	dynamic	ADJ
ajis02-1667	46	18	real	real	ADJ
ajis02-1667	46	19	time	time	NOUN
ajis02-1667	46	20	data	datum	NOUN
ajis02-1667	46	21	is	be	AUX
ajis02-1667	46	22	necessary	necessary	ADJ
ajis02-1667	46	23	.	.	PUNCT
ajis02-1667	47	1	several	several	ADJ
ajis02-1667	47	2	works	work	NOUN
ajis02-1667	47	3	reported	report	VERB
ajis02-1667	47	4	successful	successful	ADJ
ajis02-1667	47	5	intrusion	intrusion	NOUN
ajis02-1667	47	6	detection	detection	NOUN
ajis02-1667	47	7	system	system	NOUN
ajis02-1667	47	8	based	base	VERB
ajis02-1667	47	9	on	on	ADP
ajis02-1667	47	10	machine	machine	NOUN
ajis02-1667	47	11	learning	learn	VERB
ajis02-1667	47	12	techniques	technique	NOUN
ajis02-1667	47	13	which	which	PRON
ajis02-1667	47	14	fit	fit	VERB
ajis02-1667	47	15	perfectly	perfectly	ADV
ajis02-1667	47	16	for	for	ADP
ajis02-1667	47	17	the	the	DET
ajis02-1667	47	18	aspects	aspect	NOUN
ajis02-1667	47	19	like	like	ADP
ajis02-1667	47	20	higher	high	ADJ
ajis02-1667	47	21	computation	computation	NOUN
ajis02-1667	47	22	speed	speed	NOUN
ajis02-1667	47	23	(	(	PUNCT
ajis02-1667	47	24	rathore	rathore	PROPN
ajis02-1667	47	25	et	et	PROPN
ajis02-1667	47	26	al	al	PROPN
ajis02-1667	47	27	.	.	PROPN
ajis02-1667	47	28	,	,	PUNCT
ajis02-1667	47	29	2016	2016	NUM
ajis02-1667	47	30	)	)	PUNCT
ajis02-1667	47	31	,	,	PUNCT
ajis02-1667	47	32	fault	fault	VERB
ajis02-1667	47	33	tolerance	tolerance	NOUN
ajis02-1667	47	34	(	(	PUNCT
ajis02-1667	47	35	gao	gao	PROPN
ajis02-1667	47	36	et	et	PROPN
ajis02-1667	47	37	al	al	PROPN
ajis02-1667	47	38	.	.	PROPN
ajis02-1667	47	39	,	,	PUNCT
ajis02-1667	47	40	2015	2015	NUM
ajis02-1667	47	41	)	)	PUNCT
ajis02-1667	47	42	,	,	PUNCT
ajis02-1667	47	43	and	and	CCONJ
ajis02-1667	47	44	dealing	deal	VERB
ajis02-1667	47	45	real	real	ADJ
ajis02-1667	47	46	time	time	NOUN
ajis02-1667	47	47	big	big	ADJ
ajis02-1667	47	48	data	datum	NOUN
ajis02-1667	47	49	(	(	PUNCT
ajis02-1667	47	50	singh	singh	PROPN
ajis02-1667	47	51	et	et	PROPN
ajis02-1667	47	52	al	al	PROPN
ajis02-1667	47	53	.	.	PROPN
ajis02-1667	47	54	,	,	PUNCT
ajis02-1667	47	55	2014	2014	NUM
ajis02-1667	47	56	)	)	PUNCT
ajis02-1667	47	57	.	.	PUNCT
ajis02-1667	48	1	different	different	ADJ
ajis02-1667	48	2	machine	machine	NOUN
ajis02-1667	48	3	learning	learn	VERB
ajis02-1667	48	4	techniques	technique	NOUN
ajis02-1667	48	5	bear	bear	VERB
ajis02-1667	48	6	close	close	ADJ
ajis02-1667	48	7	resemblance	resemblance	NOUN
ajis02-1667	48	8	to	to	ADP
ajis02-1667	48	9	computational	computational	ADJ
ajis02-1667	48	10	statistics	statistic	NOUN
ajis02-1667	48	11	methods	method	NOUN
ajis02-1667	48	12	such	such	ADJ
ajis02-1667	48	13	as	as	ADP
ajis02-1667	48	14	markov	markov	NOUN
ajis02-1667	48	15	chain	chain	NOUN
ajis02-1667	48	16	’s	’s	PART
ajis02-1667	48	17	monte	monte	PROPN
ajis02-1667	48	18	carlo	carlo	PROPN
ajis02-1667	48	19	method	method	PROPN
ajis02-1667	48	20	and	and	CCONJ
ajis02-1667	48	21	kernel	kernel	PROPN
ajis02-1667	48	22	density	density	PROPN
ajis02-1667	48	23	function	function	NOUN
ajis02-1667	48	24	(	(	PUNCT
ajis02-1667	48	25	julisch	julisch	NOUN
ajis02-1667	48	26	&	&	CCONJ
ajis02-1667	48	27	dacier	dacier	NOUN
ajis02-1667	48	28	,	,	PUNCT
ajis02-1667	48	29	2002	2002	NUM
ajis02-1667	48	30	)	)	PUNCT
ajis02-1667	48	31	.	.	PUNCT
ajis02-1667	49	1	due	due	ADP
ajis02-1667	49	2	to	to	ADP
ajis02-1667	49	3	these	these	DET
ajis02-1667	49	4	similarities	similarity	NOUN
ajis02-1667	49	5	of	of	ADP
ajis02-1667	49	6	computational	computational	ADJ
ajis02-1667	49	7	statistics	statistic	NOUN
ajis02-1667	49	8	,	,	PUNCT
ajis02-1667	49	9	machine	machine	NOUN
ajis02-1667	49	10	learning	learning	NOUN
ajis02-1667	49	11	has	have	AUX
ajis02-1667	49	12	attracted	attract	VERB
ajis02-1667	49	13	researchers	researcher	NOUN
ajis02-1667	49	14	’	’	PART
ajis02-1667	49	15	attention	attention	NOUN
ajis02-1667	49	16	to	to	PART
ajis02-1667	49	17	use	use	VERB
ajis02-1667	49	18	them	they	PRON
ajis02-1667	49	19	in	in	ADP
ajis02-1667	49	20	the	the	DET
ajis02-1667	49	21	field	field	NOUN
ajis02-1667	49	22	of	of	ADP
ajis02-1667	49	23	intrusion	intrusion	NOUN
ajis02-1667	49	24	detection	detection	NOUN
ajis02-1667	49	25	.	.	PUNCT
ajis02-1667	50	1	on	on	ADP
ajis02-1667	50	2	the	the	DET
ajis02-1667	50	3	other	other	ADJ
ajis02-1667	50	4	hand	hand	NOUN
ajis02-1667	50	5	,	,	PUNCT
ajis02-1667	50	6	neural	neural	ADJ
ajis02-1667	50	7	networks	network	NOUN
ajis02-1667	50	8	become	become	VERB
ajis02-1667	50	9	attractive	attractive	ADJ
ajis02-1667	50	10	for	for	ADP
ajis02-1667	50	11	easy	easy	ADJ
ajis02-1667	50	12	implementation	implementation	NOUN
ajis02-1667	50	13	,	,	PUNCT
ajis02-1667	50	14	faster	fast	ADJ
ajis02-1667	50	15	speed	speed	NOUN
ajis02-1667	50	16	of	of	ADP
ajis02-1667	50	17	learning	learning	NOUN
ajis02-1667	50	18	,	,	PUNCT
ajis02-1667	50	19	more	more	ADJ
ajis02-1667	50	20	generalizability	generalizability	NOUN
ajis02-1667	50	21	and	and	CCONJ
ajis02-1667	50	22	better	well	ADV
ajis02-1667	50	23	dealing	deal	VERB
ajis02-1667	50	24	with	with	ADP
ajis02-1667	50	25	nonlinear	nonlinear	ADJ
ajis02-1667	50	26	activation	activation	NOUN
ajis02-1667	50	27	functions	function	NOUN
ajis02-1667	50	28	and	and	CCONJ
ajis02-1667	50	29	kernels	kernel	NOUN
ajis02-1667	50	30	.	.	PUNCT
ajis02-1667	51	1	due	due	ADP
ajis02-1667	51	2	to	to	ADP
ajis02-1667	51	3	increasing	increase	VERB
ajis02-1667	51	4	demand	demand	NOUN
ajis02-1667	51	5	for	for	ADP
ajis02-1667	51	6	symbolic	symbolic	ADJ
ajis02-1667	51	7	representation	representation	NOUN
ajis02-1667	51	8	of	of	ADP
ajis02-1667	51	9	problems	problem	NOUN
ajis02-1667	51	10	,	,	PUNCT
ajis02-1667	51	11	symbolic	symbolic	ADJ
ajis02-1667	51	12	artificial	artificial	ADJ
ajis02-1667	51	13	intelligence	intelligence	NOUN
ajis02-1667	51	14	gains	gain	VERB
ajis02-1667	51	15	attention	attention	NOUN
ajis02-1667	51	16	of	of	ADP
ajis02-1667	51	17	the	the	DET
ajis02-1667	51	18	researchers	researcher	NOUN
ajis02-1667	51	19	.	.	PUNCT
ajis02-1667	52	1	australasian	australasian	ADJ
ajis02-1667	52	2	journal	journal	NOUN
ajis02-1667	52	3	of	of	ADP
ajis02-1667	52	4	information	information	NOUN
ajis02-1667	52	5	systems	system	NOUN
ajis02-1667	52	6	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	52	7	,	,	PUNCT
ajis02-1667	52	8	sen	sen	PROPN
ajis02-1667	52	9	&	&	CCONJ
ajis02-1667	52	10	gupta	gupta	PROPN
ajis02-1667	52	11	2018	2018	NUM
ajis02-1667	52	12	,	,	PUNCT
ajis02-1667	52	13	vol	vol	NOUN
ajis02-1667	52	14	22	22	NUM
ajis02-1667	52	15	,	,	PUNCT
ajis02-1667	52	16	research	research	NOUN
ajis02-1667	52	17	article	article	NOUN
ajis02-1667	52	18	meta	meta	NOUN
ajis02-1667	52	19	-	-	PUNCT
ajis02-1667	52	20	analysis	analysis	NOUN
ajis02-1667	52	21	of	of	ADP
ajis02-1667	52	22	machine	machine	NOUN
ajis02-1667	52	23	learning	learn	VERB
ajis02-1667	52	24	techniques	technique	NOUN
ajis02-1667	52	25	4	4	NUM
ajis02-1667	52	26	techniques	technique	NOUN
ajis02-1667	52	27	used	use	VERB
ajis02-1667	52	28	to	to	PART
ajis02-1667	52	29	solve	solve	VERB
ajis02-1667	52	30	intrusion	intrusion	NOUN
ajis02-1667	52	31	detection	detection	NOUN
ajis02-1667	52	32	subsystem	subsystem	NOUN
ajis02-1667	52	33	advantage	advantage	NOUN
ajis02-1667	52	34	disadvantage	disadvantage	NOUN
ajis02-1667	52	35	statistical	statistical	ADJ
ajis02-1667	52	36	based	base	VERB
ajis02-1667	52	37	system	system	NOUN
ajis02-1667	52	38	(	(	PUNCT
ajis02-1667	52	39	julisch	julisch	NOUN
ajis02-1667	52	40	&	&	CCONJ
ajis02-1667	52	41	dacier	dacier	NOUN
ajis02-1667	52	42	,	,	PUNCT
ajis02-1667	52	43	2002	2002	NUM
ajis02-1667	52	44	)	)	PUNCT
ajis02-1667	52	45	univariate	univariate	VERB
ajis02-1667	52	46	quick	quick	ADJ
ajis02-1667	52	47	and	and	CCONJ
ajis02-1667	52	48	inexpensive	inexpensive	ADJ
ajis02-1667	52	49	to	to	PART
ajis02-1667	52	50	operate	operate	VERB
ajis02-1667	52	51	.	.	PUNCT
ajis02-1667	53	1	extra	extra	ADJ
ajis02-1667	53	2	attribute	attribute	NOUN
ajis02-1667	53	3	handling	handling	NOUN
ajis02-1667	53	4	is	be	AUX
ajis02-1667	53	5	difficult	difficult	ADJ
ajis02-1667	53	6	.	.	PUNCT
ajis02-1667	54	1	multivariate	multivariate	NOUN
ajis02-1667	54	2	robust	robust	ADJ
ajis02-1667	54	3	relationship	relationship	NOUN
ajis02-1667	54	4	between	between	ADP
ajis02-1667	54	5	variables	variable	NOUN
ajis02-1667	54	6	are	be	AUX
ajis02-1667	54	7	complex	complex	ADJ
ajis02-1667	54	8	,	,	PUNCT
ajis02-1667	54	9	hence	hence	ADV
ajis02-1667	54	10	very	very	ADV
ajis02-1667	54	11	difficult	difficult	ADJ
ajis02-1667	54	12	in	in	ADP
ajis02-1667	54	13	handling	handling	NOUN
ajis02-1667	54	14	.	.	PUNCT
ajis02-1667	55	1	helps	help	VERB
ajis02-1667	55	2	establish	establish	VERB
ajis02-1667	55	3	the	the	DET
ajis02-1667	55	4	relationship	relationship	NOUN
ajis02-1667	55	5	between	between	ADP
ajis02-1667	55	6	numbers	number	NOUN
ajis02-1667	55	7	of	of	ADP
ajis02-1667	55	8	variables	variable	NOUN
ajis02-1667	55	9	and	and	CCONJ
ajis02-1667	55	10	find	find	VERB
ajis02-1667	55	11	out	out	ADP
ajis02-1667	55	12	the	the	DET
ajis02-1667	55	13	relationship	relationship	NOUN
ajis02-1667	55	14	between	between	ADP
ajis02-1667	55	15	them	they	PRON
ajis02-1667	55	16	.	.	PUNCT
ajis02-1667	56	1	for	for	ADP
ajis02-1667	56	2	giving	give	VERB
ajis02-1667	56	3	the	the	DET
ajis02-1667	56	4	effective	effective	ADJ
ajis02-1667	56	5	result	result	NOUN
ajis02-1667	56	6	large	large	ADJ
ajis02-1667	56	7	amount	amount	NOUN
ajis02-1667	56	8	of	of	ADP
ajis02-1667	56	9	data	datum	NOUN
ajis02-1667	56	10	is	be	AUX
ajis02-1667	56	11	required	require	VERB
ajis02-1667	56	12	knowledge	knowledge	NOUN
ajis02-1667	56	13	based	base	VERB
ajis02-1667	56	14	or	or	CCONJ
ajis02-1667	57	1	expert	expert	NOUN
ajis02-1667	57	2	based	base	VERB
ajis02-1667	57	3	system	system	NOUN
ajis02-1667	57	4	(	(	PUNCT
ajis02-1667	57	5	mann	mann	PROPN
ajis02-1667	57	6	&	&	CCONJ
ajis02-1667	57	7	kaur	kaur	PROPN
ajis02-1667	57	8	,	,	PUNCT
ajis02-1667	57	9	2013	2013	NUM
ajis02-1667	57	10	;	;	PUNCT
ajis02-1667	57	11	julisch	julisch	NOUN
ajis02-1667	57	12	&	&	CCONJ
ajis02-1667	57	13	dacier	dacier	NOUN
ajis02-1667	57	14	,	,	PUNCT
ajis02-1667	57	15	2002	2002	NUM
ajis02-1667	57	16	)	)	PUNCT
ajis02-1667	57	17	finite	finite	VERB
ajis02-1667	57	18	state	state	NOUN
ajis02-1667	57	19	machine	machine	NOUN
ajis02-1667	57	20	it	it	PRON
ajis02-1667	57	21	helps	help	VERB
ajis02-1667	57	22	in	in	ADP
ajis02-1667	57	23	solving	solve	VERB
ajis02-1667	57	24	the	the	DET
ajis02-1667	57	25	complex	complex	ADJ
ajis02-1667	57	26	system	system	NOUN
ajis02-1667	57	27	using	use	VERB
ajis02-1667	57	28	simple	simple	ADJ
ajis02-1667	57	29	states	state	NOUN
ajis02-1667	57	30	.	.	PUNCT
ajis02-1667	58	1	a	a	DET
ajis02-1667	58	2	number	number	NOUN
ajis02-1667	58	3	of	of	ADP
ajis02-1667	58	4	states	state	NOUN
ajis02-1667	58	5	if	if	SCONJ
ajis02-1667	58	6	large	large	ADJ
ajis02-1667	58	7	,	,	PUNCT
ajis02-1667	58	8	can	can	AUX
ajis02-1667	58	9	be	be	AUX
ajis02-1667	58	10	unmanageable	unmanageable	ADJ
ajis02-1667	58	11	.	.	PUNCT
ajis02-1667	59	1	time	time	NOUN
ajis02-1667	59	2	series	series	PROPN
ajis02-1667	59	3	model	model	VERB
ajis02-1667	59	4	it	it	PRON
ajis02-1667	59	5	forecasts	forecast	VERB
ajis02-1667	59	6	by	by	ADP
ajis02-1667	59	7	converting	convert	VERB
ajis02-1667	59	8	the	the	DET
ajis02-1667	59	9	nonlinear	nonlinear	ADJ
ajis02-1667	59	10	model	model	NOUN
ajis02-1667	59	11	to	to	ADP
ajis02-1667	59	12	linear	linear	PROPN
ajis02-1667	59	13	model	model	NOUN
ajis02-1667	59	14	.	.	PUNCT
ajis02-1667	60	1	not	not	PART
ajis02-1667	60	2	all	all	DET
ajis02-1667	60	3	packet	packet	NOUN
ajis02-1667	60	4	type	type	NOUN
ajis02-1667	60	5	especially	especially	ADV
ajis02-1667	60	6	real	real	ADJ
ajis02-1667	60	7	-	-	PUNCT
ajis02-1667	60	8	time	time	NOUN
ajis02-1667	60	9	system	system	NOUN
ajis02-1667	60	10	packets	packet	NOUN
ajis02-1667	60	11	can	can	AUX
ajis02-1667	60	12	be	be	AUX
ajis02-1667	60	13	converted	convert	VERB
ajis02-1667	60	14	to	to	ADP
ajis02-1667	60	15	linear	linear	PROPN
ajis02-1667	60	16	model	model	NOUN
ajis02-1667	60	17	,	,	PUNCT
ajis02-1667	60	18	making	make	VERB
ajis02-1667	60	19	the	the	DET
ajis02-1667	60	20	task	task	NOUN
ajis02-1667	60	21	difficult	difficult	ADJ
ajis02-1667	60	22	.	.	PUNCT
ajis02-1667	61	1	expert	expert	NOUN
ajis02-1667	61	2	system	system	NOUN
ajis02-1667	61	3	as	as	ADP
ajis02-1667	61	4	databases	database	NOUN
ajis02-1667	61	5	prepared	prepare	VERB
ajis02-1667	61	6	by	by	ADP
ajis02-1667	61	7	experts	expert	NOUN
ajis02-1667	61	8	,	,	PUNCT
ajis02-1667	61	9	therefore	therefore	ADV
ajis02-1667	61	10	,	,	PUNCT
ajis02-1667	61	11	all	all	DET
ajis02-1667	61	12	point	point	NOUN
ajis02-1667	61	13	of	of	ADP
ajis02-1667	61	14	view	view	NOUN
ajis02-1667	61	15	of	of	ADP
ajis02-1667	61	16	attributes	attribute	NOUN
ajis02-1667	61	17	of	of	ADP
ajis02-1667	61	18	dataset	dataset	NOUN
ajis02-1667	61	19	are	be	AUX
ajis02-1667	61	20	considered	consider	VERB
ajis02-1667	61	21	.	.	PUNCT
ajis02-1667	62	1	human	human	ADJ
ajis02-1667	62	2	interaction	interaction	NOUN
ajis02-1667	62	3	is	be	AUX
ajis02-1667	62	4	needed	need	VERB
ajis02-1667	62	5	to	to	PART
ajis02-1667	62	6	create	create	VERB
ajis02-1667	62	7	the	the	DET
ajis02-1667	62	8	rule	rule	NOUN
ajis02-1667	62	9	.	.	PUNCT
ajis02-1667	63	1	data	datum	NOUN
ajis02-1667	63	2	mining	mining	NOUN
ajis02-1667	63	3	technique	technique	NOUN
ajis02-1667	63	4	(	(	PUNCT
ajis02-1667	63	5	sisodia	sisodia	NOUN
ajis02-1667	63	6	et	et	NOUN
ajis02-1667	63	7	al	al	PROPN
ajis02-1667	63	8	.	.	PROPN
ajis02-1667	63	9	,	,	PUNCT
ajis02-1667	63	10	2012	2012	NUM
ajis02-1667	63	11	)	)	PUNCT
ajis02-1667	63	12	hierarchical	hierarchical	ADJ
ajis02-1667	63	13	less	less	ADJ
ajis02-1667	63	14	cost	cost	NOUN
ajis02-1667	63	15	to	to	PART
ajis02-1667	63	16	join	join	VERB
ajis02-1667	63	17	the	the	DET
ajis02-1667	63	18	clusters	cluster	NOUN
ajis02-1667	63	19	once	once	SCONJ
ajis02-1667	63	20	the	the	DET
ajis02-1667	63	21	cluster	cluster	NOUN
ajis02-1667	63	22	is	be	AUX
ajis02-1667	63	23	formed	form	VERB
ajis02-1667	63	24	joining	join	VERB
ajis02-1667	63	25	two	two	NUM
ajis02-1667	63	26	or	or	CCONJ
ajis02-1667	63	27	more	more	ADJ
ajis02-1667	63	28	clusters	cluster	NOUN
ajis02-1667	63	29	,	,	PUNCT
ajis02-1667	63	30	decomposing	decompose	VERB
ajis02-1667	63	31	the	the	DET
ajis02-1667	63	32	cluster	cluster	NOUN
ajis02-1667	63	33	is	be	AUX
ajis02-1667	63	34	difficult	difficult	ADJ
ajis02-1667	63	35	.	.	PUNCT
ajis02-1667	64	1	performance	performance	NOUN
ajis02-1667	64	2	degrades	degrade	VERB
ajis02-1667	64	3	with	with	ADP
ajis02-1667	64	4	noise	noise	NOUN
ajis02-1667	64	5	partitioning	partitioning	NOUN
ajis02-1667	64	6	suitable	suitable	ADJ
ajis02-1667	64	7	for	for	ADP
ajis02-1667	64	8	dataset	dataset	NOUN
ajis02-1667	64	9	where	where	SCONJ
ajis02-1667	64	10	the	the	DET
ajis02-1667	64	11	relationship	relationship	NOUN
ajis02-1667	64	12	between	between	ADP
ajis02-1667	64	13	attributes	attribute	NOUN
ajis02-1667	64	14	are	be	AUX
ajis02-1667	64	15	less	less	ADJ
ajis02-1667	64	16	.	.	PUNCT
ajis02-1667	65	1	performance	performance	NOUN
ajis02-1667	65	2	degrades	degrade	VERB
ajis02-1667	65	3	with	with	ADP
ajis02-1667	65	4	noise	noise	NOUN
ajis02-1667	65	5	.	.	PUNCT
ajis02-1667	66	1	simple	simple	ADJ
ajis02-1667	66	2	reliability	reliability	NOUN
ajis02-1667	66	3	on	on	ADP
ajis02-1667	66	4	the	the	DET
ajis02-1667	66	5	user	user	NOUN
ajis02-1667	66	6	to	to	PART
ajis02-1667	66	7	create	create	VERB
ajis02-1667	66	8	clusters	cluster	NOUN
ajis02-1667	66	9	grid	grid	VERB
ajis02-1667	66	10	based	base	VERB
ajis02-1667	66	11	method	method	NOUN
ajis02-1667	66	12	performance	performance	NOUN
ajis02-1667	66	13	does	do	AUX
ajis02-1667	66	14	not	not	PART
ajis02-1667	66	15	degrade	degrade	VERB
ajis02-1667	66	16	with	with	ADP
ajis02-1667	66	17	noise	noise	NOUN
ajis02-1667	66	18	.	.	PUNCT
ajis02-1667	67	1	clustering	clustering	NOUN
ajis02-1667	67	2	is	be	AUX
ajis02-1667	67	3	done	do	VERB
ajis02-1667	67	4	on	on	ADP
ajis02-1667	67	5	the	the	DET
ajis02-1667	67	6	summary	summary	NOUN
ajis02-1667	67	7	of	of	ADP
ajis02-1667	67	8	objects	object	NOUN
ajis02-1667	67	9	and	and	CCONJ
ajis02-1667	67	10	not	not	PART
ajis02-1667	67	11	on	on	ADP
ajis02-1667	67	12	an	an	DET
ajis02-1667	67	13	individual	individual	ADJ
ajis02-1667	67	14	object	object	NOUN
ajis02-1667	67	15	.	.	PUNCT
ajis02-1667	68	1	if	if	SCONJ
ajis02-1667	68	2	any	any	DET
ajis02-1667	68	3	error	error	NOUN
ajis02-1667	68	4	occurs	occur	VERB
ajis02-1667	68	5	in	in	ADP
ajis02-1667	68	6	an	an	DET
ajis02-1667	68	7	individual	individual	ADJ
ajis02-1667	68	8	object	object	NOUN
ajis02-1667	68	9	,	,	PUNCT
ajis02-1667	68	10	then	then	ADV
ajis02-1667	68	11	the	the	DET
ajis02-1667	68	12	overall	overall	ADJ
ajis02-1667	68	13	result	result	NOUN
ajis02-1667	68	14	becomes	become	VERB
ajis02-1667	68	15	inaccurate	inaccurate	ADJ
ajis02-1667	68	16	.	.	PUNCT
ajis02-1667	69	1	efficient	efficient	ADJ
ajis02-1667	69	2	handling	handling	NOUN
ajis02-1667	69	3	of	of	ADP
ajis02-1667	69	4	high	high	ADJ
ajis02-1667	69	5	dimensional	dimensional	ADJ
ajis02-1667	69	6	data	datum	NOUN
ajis02-1667	69	7	takes	take	VERB
ajis02-1667	69	8	less	less	ADJ
ajis02-1667	69	9	time	time	NOUN
ajis02-1667	69	10	table	table	NOUN
ajis02-1667	69	11	1	1	NUM
ajis02-1667	69	12	.	.	PUNCT
ajis02-1667	69	13	popular	popular	ADJ
ajis02-1667	69	14	intrusion	intrusion	NOUN
ajis02-1667	69	15	detection	detection	NOUN
ajis02-1667	69	16	techniques	technique	NOUN
ajis02-1667	69	17	and	and	CCONJ
ajis02-1667	69	18	their	their	PRON
ajis02-1667	69	19	advantages	advantage	NOUN
ajis02-1667	69	20	and	and	CCONJ
ajis02-1667	69	21	disadvantages	disadvantage	NOUN
ajis02-1667	69	22	however	however	ADV
ajis02-1667	69	23	,	,	PUNCT
ajis02-1667	69	24	the	the	DET
ajis02-1667	69	25	approach	approach	NOUN
ajis02-1667	69	26	of	of	ADP
ajis02-1667	69	27	combining	combine	VERB
ajis02-1667	69	28	various	various	ADJ
ajis02-1667	69	29	techniques	technique	NOUN
ajis02-1667	69	30	for	for	ADP
ajis02-1667	69	31	improving	improve	VERB
ajis02-1667	69	32	the	the	DET
ajis02-1667	69	33	robustness	robustness	NOUN
ajis02-1667	69	34	of	of	ADP
ajis02-1667	69	35	intrusion	intrusion	NOUN
ajis02-1667	69	36	detection	detection	NOUN
ajis02-1667	69	37	is	be	AUX
ajis02-1667	69	38	not	not	PART
ajis02-1667	69	39	new	new	ADJ
ajis02-1667	69	40	(	(	PUNCT
ajis02-1667	69	41	fossaceca	fossaceca	NOUN
ajis02-1667	69	42	et	et	PROPN
ajis02-1667	69	43	al	al	PROPN
ajis02-1667	69	44	.	.	PROPN
ajis02-1667	69	45	,	,	PUNCT
ajis02-1667	69	46	2015	2015	NUM
ajis02-1667	69	47	)	)	PUNCT
ajis02-1667	69	48	.	.	PUNCT
ajis02-1667	70	1	mukkamala	mukkamala	NOUN
ajis02-1667	70	2	et	et	PROPN
ajis02-1667	70	3	al	al	PROPN
ajis02-1667	70	4	.	.	PROPN
ajis02-1667	70	5	,	,	PUNCT
ajis02-1667	70	6	(	(	PUNCT
ajis02-1667	70	7	2005	2005	NUM
ajis02-1667	70	8	)	)	PUNCT
ajis02-1667	70	9	combined	combine	VERB
ajis02-1667	70	10	artificial	artificial	ADJ
ajis02-1667	70	11	intelligence	intelligence	NOUN
ajis02-1667	70	12	-	-	PUNCT
ajis02-1667	70	13	based	base	VERB
ajis02-1667	70	14	methods	method	NOUN
ajis02-1667	70	15	,	,	PUNCT
ajis02-1667	70	16	such	such	ADJ
ajis02-1667	70	17	as	as	ADP
ajis02-1667	70	18	ensemble	ensemble	ADJ
ajis02-1667	70	19	of	of	ADP
ajis02-1667	70	20	neural	neural	ADJ
ajis02-1667	70	21	networks	network	NOUN
ajis02-1667	70	22	,	,	PUNCT
ajis02-1667	70	23	support	support	NOUN
ajis02-1667	70	24	vector	vector	NOUN
ajis02-1667	70	25	machine	machine	NOUN
ajis02-1667	70	26	,	,	PUNCT
ajis02-1667	70	27	and	and	CCONJ
ajis02-1667	70	28	multiple	multiple	ADJ
ajis02-1667	70	29	adaptive	adaptive	ADJ
ajis02-1667	70	30	regressive	regressive	ADJ
ajis02-1667	70	31	splines	spline	NOUN
ajis02-1667	70	32	achieved	achieve	VERB
ajis02-1667	70	33	better	well	ADJ
ajis02-1667	70	34	results	result	NOUN
ajis02-1667	70	35	than	than	ADP
ajis02-1667	70	36	individual	individual	ADJ
ajis02-1667	70	37	method	method	NOUN
ajis02-1667	70	38	.	.	PUNCT
ajis02-1667	71	1	however	however	ADV
ajis02-1667	71	2	,	,	PUNCT
ajis02-1667	71	3	it	it	PRON
ajis02-1667	71	4	is	be	AUX
ajis02-1667	71	5	challenging	challenge	VERB
ajis02-1667	71	6	to	to	PART
ajis02-1667	71	7	apply	apply	VERB
ajis02-1667	71	8	the	the	DET
ajis02-1667	71	9	same	same	ADJ
ajis02-1667	71	10	on	on	ADP
ajis02-1667	71	11	a	a	DET
ajis02-1667	71	12	big	big	ADJ
ajis02-1667	71	13	intrusion	intrusion	NOUN
ajis02-1667	71	14	dataset	dataset	NOUN
ajis02-1667	71	15	.	.	PUNCT
ajis02-1667	72	1	research	research	NOUN
ajis02-1667	72	2	(	(	PUNCT
ajis02-1667	72	3	e.g.	e.g.	ADV
ajis02-1667	72	4	sabhnani	sabhnani	PROPN
ajis02-1667	72	5	&	&	CCONJ
ajis02-1667	72	6	serpen	serpen	PROPN
ajis02-1667	72	7	,	,	PUNCT
ajis02-1667	72	8	2003	2003	NUM
ajis02-1667	72	9	)	)	PUNCT
ajis02-1667	72	10	also	also	ADV
ajis02-1667	72	11	suggest	suggest	VERB
ajis02-1667	72	12	using	use	VERB
ajis02-1667	72	13	combination	combination	NOUN
ajis02-1667	72	14	of	of	ADP
ajis02-1667	72	15	multiple	multiple	ADJ
ajis02-1667	72	16	classification	classification	NOUN
ajis02-1667	72	17	algorithms	algorithm	NOUN
ajis02-1667	72	18	that	that	PRON
ajis02-1667	72	19	work	work	VERB
ajis02-1667	72	20	efficiently	efficiently	ADV
ajis02-1667	72	21	against	against	ADP
ajis02-1667	72	22	each	each	DET
ajis02-1667	72	23	intrusion	intrusion	NOUN
ajis02-1667	72	24	type	type	NOUN
ajis02-1667	72	25	in	in	ADP
ajis02-1667	72	26	future	future	ADJ
ajis02-1667	72	27	intrusion	intrusion	NOUN
ajis02-1667	72	28	detection	detection	NOUN
ajis02-1667	72	29	research	research	NOUN
ajis02-1667	72	30	australasian	australasian	ADJ
ajis02-1667	72	31	journal	journal	NOUN
ajis02-1667	72	32	of	of	ADP
ajis02-1667	72	33	information	information	NOUN
ajis02-1667	72	34	systems	system	NOUN
ajis02-1667	72	35	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	72	36	,	,	PUNCT
ajis02-1667	72	37	sen	sen	PROPN
ajis02-1667	72	38	&	&	CCONJ
ajis02-1667	72	39	gupta	gupta	PROPN
ajis02-1667	72	40	2018	2018	NUM
ajis02-1667	72	41	,	,	PUNCT
ajis02-1667	72	42	vol	vol	NOUN
ajis02-1667	72	43	22	22	NUM
ajis02-1667	72	44	,	,	PUNCT
ajis02-1667	72	45	research	research	NOUN
ajis02-1667	72	46	article	article	NOUN
ajis02-1667	72	47	meta	meta	NOUN
ajis02-1667	72	48	-	-	PUNCT
ajis02-1667	72	49	analysis	analysis	NOUN
ajis02-1667	72	50	of	of	ADP
ajis02-1667	72	51	machine	machine	NOUN
ajis02-1667	72	52	learning	learn	VERB
ajis02-1667	72	53	techniques	technique	NOUN
ajis02-1667	72	54	5	5	NUM
ajis02-1667	72	55	2.3	2.3	NUM
ajis02-1667	72	56	detection	detection	NOUN
ajis02-1667	72	57	methodologies	methodology	NOUN
ajis02-1667	72	58	to	to	PART
ajis02-1667	72	59	overcome	overcome	VERB
ajis02-1667	72	60	problems	problem	NOUN
ajis02-1667	72	61	the	the	DET
ajis02-1667	72	62	limitations	limitation	NOUN
ajis02-1667	72	63	of	of	ADP
ajis02-1667	72	64	various	various	ADJ
ajis02-1667	72	65	techniques	technique	NOUN
ajis02-1667	72	66	as	as	SCONJ
ajis02-1667	72	67	mentioned	mention	VERB
ajis02-1667	72	68	in	in	ADP
ajis02-1667	72	69	table	table	NOUN
ajis02-1667	72	70	1	1	NUM
ajis02-1667	72	71	in	in	ADP
ajis02-1667	72	72	intrusion	intrusion	NOUN
ajis02-1667	72	73	detection	detection	NOUN
ajis02-1667	72	74	,	,	PUNCT
ajis02-1667	72	75	it	it	PRON
ajis02-1667	72	76	is	be	AUX
ajis02-1667	72	77	important	important	ADJ
ajis02-1667	72	78	to	to	PART
ajis02-1667	72	79	identify	identify	VERB
ajis02-1667	72	80	the	the	DET
ajis02-1667	72	81	exact	exact	ADJ
ajis02-1667	72	82	requirement	requirement	NOUN
ajis02-1667	72	83	of	of	ADP
ajis02-1667	72	84	intrusion	intrusion	NOUN
ajis02-1667	72	85	detection	detection	NOUN
ajis02-1667	72	86	in	in	ADP
ajis02-1667	72	87	the	the	DET
ajis02-1667	72	88	current	current	ADJ
ajis02-1667	72	89	environment	environment	NOUN
ajis02-1667	72	90	characterized	characterize	VERB
ajis02-1667	72	91	by	by	ADP
ajis02-1667	72	92	rapidly	rapidly	ADV
ajis02-1667	72	93	changing	change	VERB
ajis02-1667	72	94	data	datum	NOUN
ajis02-1667	72	95	,	,	PUNCT
ajis02-1667	72	96	large	large	ADJ
ajis02-1667	72	97	volume	volume	NOUN
ajis02-1667	72	98	and	and	CCONJ
ajis02-1667	72	99	variety	variety	NOUN
ajis02-1667	72	100	.	.	PUNCT
ajis02-1667	73	1	from	from	ADP
ajis02-1667	73	2	the	the	DET
ajis02-1667	73	3	extensive	extensive	ADJ
ajis02-1667	73	4	study	study	NOUN
ajis02-1667	73	5	of	of	ADP
ajis02-1667	73	6	articles	article	NOUN
ajis02-1667	73	7	mentioned	mention	VERB
ajis02-1667	73	8	in	in	ADP
ajis02-1667	73	9	table	table	NOUN
ajis02-1667	73	10	2	2	NUM
ajis02-1667	73	11	,	,	PUNCT
ajis02-1667	73	12	we	we	PRON
ajis02-1667	73	13	found	find	VERB
ajis02-1667	73	14	out	out	ADP
ajis02-1667	73	15	that	that	SCONJ
ajis02-1667	73	16	the	the	DET
ajis02-1667	73	17	researcher	researcher	NOUN
ajis02-1667	73	18	has	have	AUX
ajis02-1667	73	19	effectively	effectively	ADV
ajis02-1667	73	20	solved	solve	VERB
ajis02-1667	73	21	one	one	NUM
ajis02-1667	73	22	or	or	CCONJ
ajis02-1667	73	23	two	two	NUM
ajis02-1667	73	24	perspectives	perspective	NOUN
ajis02-1667	73	25	of	of	ADP
ajis02-1667	73	26	the	the	DET
ajis02-1667	73	27	problem	problem	NOUN
ajis02-1667	73	28	.	.	PUNCT
ajis02-1667	74	1	we	we	PRON
ajis02-1667	74	2	feel	feel	VERB
ajis02-1667	74	3	that	that	SCONJ
ajis02-1667	74	4	to	to	PART
ajis02-1667	74	5	keep	keep	VERB
ajis02-1667	74	6	pace	pace	NOUN
ajis02-1667	74	7	with	with	ADP
ajis02-1667	74	8	the	the	DET
ajis02-1667	74	9	changing	change	VERB
ajis02-1667	74	10	pattern	pattern	NOUN
ajis02-1667	74	11	of	of	ADP
ajis02-1667	74	12	attack	attack	NOUN
ajis02-1667	74	13	,	,	PUNCT
ajis02-1667	74	14	solving	solve	VERB
ajis02-1667	74	15	one	one	NUM
ajis02-1667	74	16	or	or	CCONJ
ajis02-1667	74	17	two	two	NUM
ajis02-1667	74	18	approaches	approach	NOUN
ajis02-1667	74	19	may	may	AUX
ajis02-1667	74	20	not	not	PART
ajis02-1667	74	21	be	be	AUX
ajis02-1667	74	22	sufficient	sufficient	ADJ
ajis02-1667	74	23	.	.	PUNCT
ajis02-1667	75	1	along	along	ADP
ajis02-1667	75	2	with	with	ADP
ajis02-1667	75	3	a	a	DET
ajis02-1667	75	4	good	good	ADJ
ajis02-1667	75	5	detection	detection	NOUN
ajis02-1667	75	6	rate	rate	NOUN
ajis02-1667	75	7	and	and	CCONJ
ajis02-1667	75	8	accuracy	accuracy	NOUN
ajis02-1667	75	9	,	,	PUNCT
ajis02-1667	75	10	the	the	DET
ajis02-1667	75	11	following	follow	VERB
ajis02-1667	75	12	requirements	requirement	NOUN
ajis02-1667	75	13	(	(	PUNCT
ajis02-1667	75	14	presented	present	VERB
ajis02-1667	75	15	in	in	ADP
ajis02-1667	75	16	the	the	DET
ajis02-1667	75	17	form	form	NOUN
ajis02-1667	75	18	of	of	ADP
ajis02-1667	75	19	objectives	objective	NOUN
ajis02-1667	75	20	–	–	PUNCT
ajis02-1667	75	21	obj1	obj1	ADJ
ajis02-1667	75	22	,	,	PUNCT
ajis02-1667	75	23	obj2	obj2	ADJ
ajis02-1667	75	24	…	…	PUNCT
ajis02-1667	75	25	)	)	PUNCT
ajis02-1667	75	26	have	have	VERB
ajis02-1667	75	27	to	to	PART
ajis02-1667	75	28	be	be	AUX
ajis02-1667	75	29	addressed	address	VERB
ajis02-1667	75	30	for	for	ADP
ajis02-1667	75	31	a	a	DET
ajis02-1667	75	32	reliable	reliable	ADJ
ajis02-1667	75	33	intrusion	intrusion	NOUN
ajis02-1667	75	34	detection	detection	NOUN
ajis02-1667	75	35	.	.	PUNCT
ajis02-1667	76	1	obj1	obj1	ADJ
ajis02-1667	76	2	:	:	PUNCT
ajis02-1667	76	3	efficient	efficient	ADJ
ajis02-1667	76	4	clustering	clustering	NOUN
ajis02-1667	76	5	and	and	CCONJ
ajis02-1667	76	6	classification	classification	NOUN
ajis02-1667	76	7	,	,	PUNCT
ajis02-1667	76	8	that	that	ADV
ajis02-1667	76	9	is	is	ADV
ajis02-1667	76	10	,	,	PUNCT
ajis02-1667	76	11	the	the	DET
ajis02-1667	76	12	machine	machine	NOUN
ajis02-1667	76	13	should	should	AUX
ajis02-1667	76	14	not	not	PART
ajis02-1667	76	15	be	be	AUX
ajis02-1667	76	16	over	over	ADV
ajis02-1667	76	17	-	-	PUNCT
ajis02-1667	76	18	trained	train	VERB
ajis02-1667	76	19	and	and	CCONJ
ajis02-1667	76	20	should	should	AUX
ajis02-1667	76	21	give	give	VERB
ajis02-1667	76	22	unbiased	unbiased	ADJ
ajis02-1667	76	23	result	result	NOUN
ajis02-1667	76	24	the	the	DET
ajis02-1667	76	25	articles	article	NOUN
ajis02-1667	76	26	mentioned	mention	VERB
ajis02-1667	76	27	in	in	ADP
ajis02-1667	76	28	table	table	NOUN
ajis02-1667	76	29	2	2	NUM
ajis02-1667	76	30	basically	basically	ADV
ajis02-1667	76	31	classify	classify	VERB
ajis02-1667	76	32	and	and	CCONJ
ajis02-1667	76	33	cluster	cluster	VERB
ajis02-1667	76	34	the	the	DET
ajis02-1667	76	35	attacks	attack	NOUN
ajis02-1667	76	36	on	on	ADP
ajis02-1667	76	37	a	a	DET
ajis02-1667	76	38	particular	particular	ADJ
ajis02-1667	76	39	system	system	NOUN
ajis02-1667	76	40	.	.	PUNCT
ajis02-1667	77	1	henceforth	henceforth	ADV
ajis02-1667	77	2	,	,	PUNCT
ajis02-1667	77	3	the	the	DET
ajis02-1667	77	4	techniques	technique	NOUN
ajis02-1667	77	5	used	use	VERB
ajis02-1667	77	6	by	by	ADP
ajis02-1667	77	7	different	different	ADJ
ajis02-1667	77	8	authors	author	NOUN
ajis02-1667	77	9	is	be	AUX
ajis02-1667	77	10	based	base	VERB
ajis02-1667	77	11	on	on	ADP
ajis02-1667	77	12	doing	do	VERB
ajis02-1667	77	13	feature	feature	NOUN
ajis02-1667	77	14	selection	selection	NOUN
ajis02-1667	77	15	(	(	PUNCT
ajis02-1667	77	16	which	which	PRON
ajis02-1667	77	17	select	select	VERB
ajis02-1667	77	18	the	the	DET
ajis02-1667	77	19	most	most	ADV
ajis02-1667	77	20	relevant	relevant	ADJ
ajis02-1667	77	21	attributes	attribute	NOUN
ajis02-1667	77	22	contributing	contribute	VERB
ajis02-1667	77	23	to	to	ADP
ajis02-1667	77	24	the	the	DET
ajis02-1667	77	25	attack	attack	NOUN
ajis02-1667	77	26	)	)	PUNCT
ajis02-1667	77	27	and	and	CCONJ
ajis02-1667	77	28	then	then	ADV
ajis02-1667	77	29	training	train	VERB
ajis02-1667	77	30	the	the	DET
ajis02-1667	77	31	system	system	NOUN
ajis02-1667	77	32	of	of	ADP
ajis02-1667	77	33	the	the	DET
ajis02-1667	77	34	possible	possible	ADJ
ajis02-1667	77	35	vulnerabilities	vulnerability	NOUN
ajis02-1667	77	36	.	.	PUNCT
ajis02-1667	78	1	when	when	SCONJ
ajis02-1667	78	2	a	a	DET
ajis02-1667	78	3	new	new	ADJ
ajis02-1667	78	4	set	set	NOUN
ajis02-1667	78	5	of	of	ADP
ajis02-1667	78	6	attack	attack	NOUN
ajis02-1667	78	7	is	be	AUX
ajis02-1667	78	8	fed	feed	VERB
ajis02-1667	78	9	to	to	ADP
ajis02-1667	78	10	the	the	DET
ajis02-1667	78	11	system	system	NOUN
ajis02-1667	78	12	,	,	PUNCT
ajis02-1667	78	13	they	they	PRON
ajis02-1667	78	14	can	can	AUX
ajis02-1667	78	15	identify	identify	VERB
ajis02-1667	78	16	and	and	CCONJ
ajis02-1667	78	17	classify	classify	VERB
ajis02-1667	78	18	new	new	ADJ
ajis02-1667	78	19	attack	attack	NOUN
ajis02-1667	78	20	by	by	ADP
ajis02-1667	78	21	comparing	compare	VERB
ajis02-1667	78	22	with	with	ADP
ajis02-1667	78	23	the	the	DET
ajis02-1667	78	24	normal	normal	ADJ
ajis02-1667	78	25	data	datum	NOUN
ajis02-1667	78	26	.	.	PUNCT
ajis02-1667	79	1	any	any	DET
ajis02-1667	79	2	machine	machine	NOUN
ajis02-1667	79	3	learning	learning	NOUN
ajis02-1667	79	4	technique	technique	NOUN
ajis02-1667	79	5	has	have	VERB
ajis02-1667	79	6	a	a	DET
ajis02-1667	79	7	tendency	tendency	NOUN
ajis02-1667	79	8	of	of	ADP
ajis02-1667	79	9	overfitting	overfitting	NOUN
ajis02-1667	79	10	,	,	PUNCT
ajis02-1667	79	11	which	which	PRON
ajis02-1667	79	12	leads	lead	VERB
ajis02-1667	79	13	to	to	ADP
ajis02-1667	79	14	erroneous	erroneous	ADJ
ajis02-1667	79	15	results	result	NOUN
ajis02-1667	79	16	on	on	ADP
ajis02-1667	79	17	a	a	DET
ajis02-1667	79	18	new	new	ADJ
ajis02-1667	79	19	data	datum	NOUN
ajis02-1667	79	20	set	set	VERB
ajis02-1667	79	21	.	.	PUNCT
ajis02-1667	80	1	due	due	ADP
ajis02-1667	80	2	to	to	ADP
ajis02-1667	80	3	overfitting	overfitte	VERB
ajis02-1667	80	4	,	,	PUNCT
ajis02-1667	80	5	the	the	DET
ajis02-1667	80	6	technique	technique	NOUN
ajis02-1667	80	7	fails	fail	VERB
ajis02-1667	80	8	to	to	PART
ajis02-1667	80	9	segregate	segregate	VERB
ajis02-1667	80	10	a	a	DET
ajis02-1667	80	11	normal	normal	ADJ
ajis02-1667	80	12	data	datum	NOUN
ajis02-1667	80	13	from	from	ADP
ajis02-1667	80	14	malicious	malicious	ADJ
ajis02-1667	80	15	attack	attack	NOUN
ajis02-1667	80	16	and	and	CCONJ
ajis02-1667	80	17	misleads	mislead	VERB
ajis02-1667	80	18	the	the	DET
ajis02-1667	80	19	user	user	NOUN
ajis02-1667	80	20	by	by	ADP
ajis02-1667	80	21	making	make	VERB
ajis02-1667	80	22	proper	proper	ADJ
ajis02-1667	80	23	prediction	prediction	NOUN
ajis02-1667	80	24	.	.	PUNCT
ajis02-1667	81	1	obj2	obj2	PROPN
ajis02-1667	81	2	:	:	PUNCT
ajis02-1667	81	3	less	less	PROPN
ajis02-1667	81	4	human	human	ADJ
ajis02-1667	81	5	interaction	interaction	NOUN
ajis02-1667	81	6	human	human	ADJ
ajis02-1667	81	7	beings	being	NOUN
ajis02-1667	81	8	,	,	PUNCT
ajis02-1667	81	9	in	in	ADP
ajis02-1667	81	10	the	the	DET
ajis02-1667	81	11	form	form	NOUN
ajis02-1667	81	12	of	of	ADP
ajis02-1667	81	13	system	system	NOUN
ajis02-1667	81	14	administrator	administrator	NOUN
ajis02-1667	81	15	or	or	CCONJ
ajis02-1667	81	16	programmers	programmer	NOUN
ajis02-1667	81	17	,	,	PUNCT
ajis02-1667	81	18	are	be	AUX
ajis02-1667	81	19	usually	usually	ADV
ajis02-1667	81	20	involved	involve	VERB
ajis02-1667	81	21	in	in	ADP
ajis02-1667	81	22	intrusion	intrusion	NOUN
ajis02-1667	81	23	detection	detection	NOUN
ajis02-1667	81	24	for	for	ADP
ajis02-1667	81	25	configuring	configure	VERB
ajis02-1667	81	26	the	the	DET
ajis02-1667	81	27	environmental	environmental	ADJ
ajis02-1667	81	28	settings	setting	NOUN
ajis02-1667	81	29	,	,	PUNCT
ajis02-1667	81	30	writing	write	VERB
ajis02-1667	81	31	requisite	requisite	ADJ
ajis02-1667	81	32	code	code	NOUN
ajis02-1667	81	33	and	and	CCONJ
ajis02-1667	81	34	analysing	analyse	VERB
ajis02-1667	81	35	the	the	DET
ajis02-1667	81	36	results	result	NOUN
ajis02-1667	81	37	.	.	PUNCT
ajis02-1667	82	1	however	however	ADV
ajis02-1667	82	2	,	,	PUNCT
ajis02-1667	82	3	attacks	attack	NOUN
ajis02-1667	82	4	evolve	evolve	VERB
ajis02-1667	82	5	every	every	DET
ajis02-1667	82	6	fortnight	fortnight	ADJ
ajis02-1667	82	7	and	and	CCONJ
ajis02-1667	82	8	demand	demand	NOUN
ajis02-1667	82	9	improvement	improvement	NOUN
ajis02-1667	82	10	of	of	ADP
ajis02-1667	82	11	the	the	DET
ajis02-1667	82	12	human	human	ADJ
ajis02-1667	82	13	personal	personal	NOUN
ajis02-1667	82	14	in	in	ADP
ajis02-1667	82	15	detecting	detect	VERB
ajis02-1667	82	16	attacks	attack	NOUN
ajis02-1667	82	17	or	or	CCONJ
ajis02-1667	82	18	anomalies	anomaly	NOUN
ajis02-1667	82	19	.	.	PUNCT
ajis02-1667	83	1	machine	machine	NOUN
ajis02-1667	83	2	learning	learn	VERB
ajis02-1667	83	3	techniques	technique	NOUN
ajis02-1667	83	4	make	make	VERB
ajis02-1667	83	5	their	their	PRON
ajis02-1667	83	6	task	task	NOUN
ajis02-1667	83	7	easier	easy	ADJ
ajis02-1667	83	8	because	because	SCONJ
ajis02-1667	83	9	of	of	ADP
ajis02-1667	83	10	their	their	PRON
ajis02-1667	83	11	self	self	NOUN
ajis02-1667	83	12	-	-	PUNCT
ajis02-1667	83	13	learning	learn	VERB
ajis02-1667	83	14	capability	capability	NOUN
ajis02-1667	83	15	,	,	PUNCT
ajis02-1667	83	16	if	if	SCONJ
ajis02-1667	83	17	these	these	DET
ajis02-1667	83	18	techniques	technique	NOUN
ajis02-1667	83	19	are	be	AUX
ajis02-1667	83	20	trained	train	VERB
ajis02-1667	83	21	with	with	ADP
ajis02-1667	83	22	certain	certain	ADJ
ajis02-1667	83	23	set	set	NOUN
ajis02-1667	83	24	of	of	ADP
ajis02-1667	83	25	patterns	pattern	NOUN
ajis02-1667	83	26	.	.	PUNCT
ajis02-1667	84	1	the	the	DET
ajis02-1667	84	2	similar	similar	ADJ
ajis02-1667	84	3	kind	kind	NOUN
ajis02-1667	84	4	of	of	ADP
ajis02-1667	84	5	patterns	pattern	NOUN
ajis02-1667	84	6	can	can	AUX
ajis02-1667	84	7	be	be	AUX
ajis02-1667	84	8	identified	identify	VERB
ajis02-1667	84	9	by	by	ADP
ajis02-1667	84	10	them	they	PRON
ajis02-1667	84	11	automatically	automatically	ADV
ajis02-1667	84	12	without	without	ADP
ajis02-1667	84	13	requiring	require	VERB
ajis02-1667	84	14	human	human	ADJ
ajis02-1667	84	15	intervention	intervention	NOUN
ajis02-1667	84	16	.	.	PUNCT
ajis02-1667	85	1	obj3	obj3	PROPN
ajis02-1667	85	2	:	:	PUNCT
ajis02-1667	85	3	low	low	ADJ
ajis02-1667	85	4	computational	computational	ADJ
ajis02-1667	85	5	overhead	overhead	NOUN
ajis02-1667	85	6	and	and	CCONJ
ajis02-1667	85	7	cost	cost	VERB
ajis02-1667	85	8	the	the	DET
ajis02-1667	85	9	data	datum	NOUN
ajis02-1667	85	10	required	require	VERB
ajis02-1667	85	11	to	to	PART
ajis02-1667	85	12	be	be	AUX
ajis02-1667	85	13	handled	handle	VERB
ajis02-1667	85	14	for	for	ADP
ajis02-1667	85	15	intrusion	intrusion	NOUN
ajis02-1667	85	16	detection	detection	NOUN
ajis02-1667	85	17	is	be	AUX
ajis02-1667	85	18	huge	huge	ADJ
ajis02-1667	85	19	.	.	PUNCT
ajis02-1667	86	1	handling	handle	VERB
ajis02-1667	86	2	this	this	DET
ajis02-1667	86	3	huge	huge	ADJ
ajis02-1667	86	4	amount	amount	NOUN
ajis02-1667	86	5	of	of	ADP
ajis02-1667	86	6	data	data	NOUN
ajis02-1667	86	7	is	be	AUX
ajis02-1667	86	8	a	a	DET
ajis02-1667	86	9	herculean	herculean	ADJ
ajis02-1667	86	10	task	task	NOUN
ajis02-1667	86	11	for	for	ADP
ajis02-1667	86	12	any	any	DET
ajis02-1667	86	13	researcher	researcher	NOUN
ajis02-1667	86	14	.	.	PUNCT
ajis02-1667	87	1	optimal	optimal	ADJ
ajis02-1667	87	2	selection	selection	NOUN
ajis02-1667	87	3	of	of	ADP
ajis02-1667	87	4	criteria	criterion	NOUN
ajis02-1667	87	5	which	which	PRON
ajis02-1667	87	6	can	can	AUX
ajis02-1667	87	7	identify	identify	VERB
ajis02-1667	87	8	the	the	DET
ajis02-1667	87	9	majority	majority	NOUN
ajis02-1667	87	10	type	type	NOUN
ajis02-1667	87	11	of	of	ADP
ajis02-1667	87	12	attacks	attack	NOUN
ajis02-1667	87	13	is	be	AUX
ajis02-1667	87	14	a	a	DET
ajis02-1667	87	15	challenging	challenging	ADJ
ajis02-1667	87	16	task	task	NOUN
ajis02-1667	87	17	for	for	ADP
ajis02-1667	87	18	a	a	DET
ajis02-1667	87	19	researcher	researcher	NOUN
ajis02-1667	87	20	.	.	PUNCT
ajis02-1667	88	1	tsang	tsang	PROPN
ajis02-1667	88	2	(	(	PUNCT
ajis02-1667	88	3	2005	2005	NUM
ajis02-1667	88	4	)	)	PUNCT
ajis02-1667	88	5	tried	try	VERB
ajis02-1667	88	6	to	to	PART
ajis02-1667	88	7	select	select	VERB
ajis02-1667	88	8	an	an	DET
ajis02-1667	88	9	optimal	optimal	ADJ
ajis02-1667	88	10	feature	feature	NOUN
ajis02-1667	88	11	subset	subset	VERB
ajis02-1667	88	12	for	for	ADP
ajis02-1667	88	13	dimensionality	dimensionality	NOUN
ajis02-1667	88	14	reduction	reduction	NOUN
ajis02-1667	88	15	.	.	PUNCT
ajis02-1667	89	1	aslahi	aslahi	PROPN
ajis02-1667	89	2	-	-	NOUN
ajis02-1667	89	3	shahri	shahri	PROPN
ajis02-1667	89	4	et	et	PROPN
ajis02-1667	89	5	al	al	PROPN
ajis02-1667	89	6	(	(	PUNCT
ajis02-1667	89	7	2016	2016	NUM
ajis02-1667	89	8	)	)	PUNCT
ajis02-1667	89	9	and	and	CCONJ
ajis02-1667	89	10	chung	chung	PROPN
ajis02-1667	89	11	and	and	CCONJ
ajis02-1667	89	12	wahid	wahid	PROPN
ajis02-1667	89	13	(	(	PUNCT
ajis02-1667	89	14	2012	2012	NUM
ajis02-1667	89	15	)	)	PUNCT
ajis02-1667	89	16	also	also	ADV
ajis02-1667	89	17	tried	try	VERB
ajis02-1667	89	18	to	to	PART
ajis02-1667	89	19	reduce	reduce	VERB
ajis02-1667	89	20	the	the	DET
ajis02-1667	89	21	data	datum	NOUN
ajis02-1667	89	22	,	,	PUNCT
ajis02-1667	89	23	so	so	SCONJ
ajis02-1667	89	24	that	that	SCONJ
ajis02-1667	89	25	the	the	DET
ajis02-1667	89	26	execution	execution	NOUN
ajis02-1667	89	27	time	time	NOUN
ajis02-1667	89	28	is	be	AUX
ajis02-1667	89	29	reduced	reduce	VERB
ajis02-1667	89	30	,	,	PUNCT
ajis02-1667	89	31	and	and	CCONJ
ajis02-1667	89	32	space	space	NOUN
ajis02-1667	89	33	management	management	NOUN
ajis02-1667	89	34	becomes	become	VERB
ajis02-1667	89	35	effective	effective	ADJ
ajis02-1667	89	36	.	.	PUNCT
ajis02-1667	90	1	hu	hu	PROPN
ajis02-1667	90	2	et	et	PROPN
ajis02-1667	90	3	al	al	PROPN
ajis02-1667	90	4	(	(	PUNCT
ajis02-1667	90	5	2014	2014	NUM
ajis02-1667	90	6	)	)	PUNCT
ajis02-1667	90	7	also	also	ADV
ajis02-1667	90	8	tried	try	VERB
ajis02-1667	90	9	to	to	PART
ajis02-1667	90	10	reduce	reduce	VERB
ajis02-1667	90	11	the	the	DET
ajis02-1667	90	12	communication	communication	NOUN
ajis02-1667	90	13	cost	cost	NOUN
ajis02-1667	90	14	of	of	ADP
ajis02-1667	90	15	handling	handle	VERB
ajis02-1667	90	16	a	a	DET
ajis02-1667	90	17	distributed	distribute	VERB
ajis02-1667	90	18	database	database	NOUN
ajis02-1667	90	19	.	.	PUNCT
ajis02-1667	91	1	most	most	ADJ
ajis02-1667	91	2	of	of	ADP
ajis02-1667	91	3	the	the	DET
ajis02-1667	91	4	studies	study	NOUN
ajis02-1667	91	5	have	have	AUX
ajis02-1667	91	6	strived	strive	VERB
ajis02-1667	91	7	to	to	PART
ajis02-1667	91	8	achieve	achieve	VERB
ajis02-1667	91	9	this	this	PRON
ajis02-1667	91	10	through	through	ADP
ajis02-1667	91	11	the	the	DET
ajis02-1667	91	12	feature	feature	NOUN
ajis02-1667	91	13	selection	selection	NOUN
ajis02-1667	91	14	mechanism	mechanism	NOUN
ajis02-1667	91	15	,	,	PUNCT
ajis02-1667	91	16	otherwise	otherwise	ADV
ajis02-1667	91	17	results	result	NOUN
ajis02-1667	91	18	obtained	obtain	VERB
ajis02-1667	91	19	by	by	ADP
ajis02-1667	91	20	analysing	analyse	VERB
ajis02-1667	91	21	un	un	ADJ
ajis02-1667	91	22	-	-	ADJ
ajis02-1667	91	23	filtered	filter	VERB
ajis02-1667	91	24	data	datum	NOUN
ajis02-1667	91	25	by	by	ADP
ajis02-1667	91	26	compromising	compromise	VERB
ajis02-1667	91	27	space	space	NOUN
ajis02-1667	91	28	,	,	PUNCT
ajis02-1667	91	29	time	time	NOUN
ajis02-1667	91	30	and	and	CCONJ
ajis02-1667	91	31	system	system	NOUN
ajis02-1667	91	32	performance	performance	NOUN
ajis02-1667	91	33	will	will	AUX
ajis02-1667	91	34	have	have	VERB
ajis02-1667	91	35	no	no	DET
ajis02-1667	91	36	significance	significance	NOUN
ajis02-1667	91	37	later	later	ADV
ajis02-1667	91	38	,	,	PUNCT
ajis02-1667	91	39	especially	especially	ADV
ajis02-1667	91	40	in	in	ADP
ajis02-1667	91	41	case	case	NOUN
ajis02-1667	91	42	of	of	ADP
ajis02-1667	91	43	a	a	DET
ajis02-1667	91	44	real	real	ADJ
ajis02-1667	91	45	time	time	NOUN
ajis02-1667	91	46	attack	attack	NOUN
ajis02-1667	91	47	.	.	PUNCT
ajis02-1667	92	1	obj4	obj4	NOUN
ajis02-1667	92	2	:	:	PUNCT
ajis02-1667	92	3	identification	identification	NOUN
ajis02-1667	92	4	of	of	ADP
ajis02-1667	92	5	the	the	DET
ajis02-1667	92	6	new	new	ADJ
ajis02-1667	92	7	type	type	NOUN
ajis02-1667	92	8	of	of	ADP
ajis02-1667	92	9	attacks	attack	NOUN
ajis02-1667	92	10	the	the	DET
ajis02-1667	92	11	mode	mode	NOUN
ajis02-1667	92	12	of	of	ADP
ajis02-1667	92	13	attack	attack	NOUN
ajis02-1667	92	14	is	be	AUX
ajis02-1667	92	15	constantly	constantly	ADV
ajis02-1667	92	16	changing	change	VERB
ajis02-1667	92	17	as	as	ADP
ajis02-1667	92	18	new	new	ADJ
ajis02-1667	92	19	types	type	NOUN
ajis02-1667	92	20	of	of	ADP
ajis02-1667	92	21	virus	virus	NOUN
ajis02-1667	92	22	and	and	CCONJ
ajis02-1667	92	23	worms	worm	NOUN
ajis02-1667	92	24	are	be	AUX
ajis02-1667	92	25	invented	invent	VERB
ajis02-1667	92	26	every	every	DET
ajis02-1667	92	27	day	day	NOUN
ajis02-1667	92	28	.	.	PUNCT
ajis02-1667	93	1	the	the	DET
ajis02-1667	93	2	software	software	NOUN
ajis02-1667	93	3	developed	develop	VERB
ajis02-1667	93	4	today	today	NOUN
ajis02-1667	93	5	for	for	ADP
ajis02-1667	93	6	handling	handle	VERB
ajis02-1667	93	7	the	the	DET
ajis02-1667	93	8	attack	attack	NOUN
ajis02-1667	93	9	may	may	AUX
ajis02-1667	93	10	not	not	PART
ajis02-1667	93	11	be	be	AUX
ajis02-1667	93	12	equipped	equip	VERB
ajis02-1667	93	13	to	to	PART
ajis02-1667	93	14	handle	handle	VERB
ajis02-1667	93	15	these	these	DET
ajis02-1667	93	16	new	new	ADJ
ajis02-1667	93	17	types	type	NOUN
ajis02-1667	93	18	of	of	ADP
ajis02-1667	93	19	attack	attack	NOUN
ajis02-1667	93	20	thus	thus	ADV
ajis02-1667	93	21	resulting	result	VERB
ajis02-1667	93	22	in	in	ADP
ajis02-1667	93	23	loss	loss	NOUN
ajis02-1667	93	24	of	of	ADP
ajis02-1667	93	25	vital	vital	ADJ
ajis02-1667	93	26	data	datum	NOUN
ajis02-1667	93	27	and	and	CCONJ
ajis02-1667	93	28	consequent	consequent	ADJ
ajis02-1667	93	29	huge	huge	ADJ
ajis02-1667	93	30	economic	economic	ADJ
ajis02-1667	93	31	loss	loss	NOUN
ajis02-1667	93	32	.	.	PUNCT
ajis02-1667	94	1	to	to	PART
ajis02-1667	94	2	combat	combat	VERB
ajis02-1667	94	3	this	this	DET
ajis02-1667	94	4	problem	problem	NOUN
ajis02-1667	94	5	the	the	DET
ajis02-1667	94	6	researcher	researcher	NOUN
ajis02-1667	94	7	strives	strive	VERB
ajis02-1667	94	8	to	to	PART
ajis02-1667	94	9	design	design	VERB
ajis02-1667	94	10	a	a	DET
ajis02-1667	94	11	system	system	NOUN
ajis02-1667	94	12	capable	capable	ADJ
ajis02-1667	94	13	of	of	ADP
ajis02-1667	94	14	identifying	identify	VERB
ajis02-1667	94	15	australasian	australasian	ADJ
ajis02-1667	94	16	journal	journal	NOUN
ajis02-1667	94	17	of	of	ADP
ajis02-1667	94	18	information	information	NOUN
ajis02-1667	94	19	systems	system	NOUN
ajis02-1667	94	20	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	94	21	,	,	PUNCT
ajis02-1667	94	22	sen	sen	PROPN
ajis02-1667	94	23	&	&	CCONJ
ajis02-1667	94	24	gupta	gupta	PROPN
ajis02-1667	94	25	2018	2018	NUM
ajis02-1667	94	26	,	,	PUNCT
ajis02-1667	94	27	vol	vol	NOUN
ajis02-1667	94	28	22	22	NUM
ajis02-1667	94	29	,	,	PUNCT
ajis02-1667	94	30	research	research	NOUN
ajis02-1667	94	31	article	article	NOUN
ajis02-1667	94	32	meta	meta	NOUN
ajis02-1667	94	33	-	-	PUNCT
ajis02-1667	94	34	analysis	analysis	NOUN
ajis02-1667	94	35	of	of	ADP
ajis02-1667	94	36	machine	machine	NOUN
ajis02-1667	94	37	learning	learn	VERB
ajis02-1667	94	38	techniques	technique	NOUN
ajis02-1667	94	39	6	6	NUM
ajis02-1667	94	40	new	new	ADJ
ajis02-1667	94	41	types	type	NOUN
ajis02-1667	94	42	of	of	ADP
ajis02-1667	94	43	attack	attack	NOUN
ajis02-1667	94	44	by	by	ADP
ajis02-1667	94	45	training	train	VERB
ajis02-1667	94	46	the	the	DET
ajis02-1667	94	47	system	system	NOUN
ajis02-1667	94	48	with	with	ADP
ajis02-1667	94	49	some	some	DET
ajis02-1667	94	50	predefined	predefine	VERB
ajis02-1667	94	51	pattern	pattern	NOUN
ajis02-1667	94	52	.	.	PUNCT
ajis02-1667	95	1	hu	hu	PROPN
ajis02-1667	95	2	et	et	PROPN
ajis02-1667	95	3	al	al	PROPN
ajis02-1667	95	4	.	.	PROPN
ajis02-1667	96	1	(	(	PUNCT
ajis02-1667	96	2	2014	2014	NUM
ajis02-1667	96	3	)	)	PUNCT
ajis02-1667	96	4	tried	try	VERB
ajis02-1667	96	5	to	to	PART
ajis02-1667	96	6	identify	identify	VERB
ajis02-1667	96	7	new	new	ADJ
ajis02-1667	96	8	types	type	NOUN
ajis02-1667	96	9	of	of	ADP
ajis02-1667	96	10	attack	attack	NOUN
ajis02-1667	96	11	by	by	ADP
ajis02-1667	96	12	reducing	reduce	VERB
ajis02-1667	96	13	the	the	DET
ajis02-1667	96	14	communication	communication	NOUN
ajis02-1667	96	15	cost	cost	NOUN
ajis02-1667	96	16	.	.	PUNCT
ajis02-1667	97	1	stopel	stopel	NOUN
ajis02-1667	97	2	et	et	PROPN
ajis02-1667	97	3	al	al	PROPN
ajis02-1667	97	4	.	.	PROPN
ajis02-1667	98	1	(	(	PUNCT
ajis02-1667	98	2	2009	2009	NUM
ajis02-1667	98	3	)	)	PUNCT
ajis02-1667	98	4	proposed	propose	VERB
ajis02-1667	98	5	a	a	DET
ajis02-1667	98	6	system	system	NOUN
ajis02-1667	98	7	to	to	PART
ajis02-1667	98	8	detect	detect	VERB
ajis02-1667	98	9	new	new	ADJ
ajis02-1667	98	10	types	type	NOUN
ajis02-1667	98	11	of	of	ADP
ajis02-1667	98	12	computer	computer	NOUN
ajis02-1667	98	13	worms	worm	NOUN
ajis02-1667	98	14	which	which	PRON
ajis02-1667	98	15	will	will	AUX
ajis02-1667	98	16	give	give	VERB
ajis02-1667	98	17	good	good	ADJ
ajis02-1667	98	18	detection	detection	NOUN
ajis02-1667	98	19	rate	rate	NOUN
ajis02-1667	98	20	and	and	CCONJ
ajis02-1667	98	21	accuracy	accuracy	NOUN
ajis02-1667	98	22	and	and	CCONJ
ajis02-1667	98	23	can	can	AUX
ajis02-1667	98	24	be	be	AUX
ajis02-1667	98	25	effectively	effectively	ADV
ajis02-1667	98	26	used	use	VERB
ajis02-1667	98	27	for	for	ADP
ajis02-1667	98	28	identifying	identify	VERB
ajis02-1667	98	29	newly	newly	ADV
ajis02-1667	98	30	discovered	discover	VERB
ajis02-1667	98	31	attacks	attack	NOUN
ajis02-1667	98	32	.	.	PUNCT
ajis02-1667	99	1	obj5	obj5	PROPN
ajis02-1667	99	2	:	:	PUNCT
ajis02-1667	99	3	robustnesscapability	robustnesscapability	NOUN
ajis02-1667	99	4	of	of	ADP
ajis02-1667	99	5	handling	handle	VERB
ajis02-1667	99	6	large	large	ADJ
ajis02-1667	99	7	interrelated	interrelated	ADJ
ajis02-1667	99	8	datasets	dataset	NOUN
ajis02-1667	99	9	and	and	CCONJ
ajis02-1667	99	10	real	real	ADJ
ajis02-1667	99	11	type	type	NOUN
ajis02-1667	99	12	packets	packet	NOUN
ajis02-1667	99	13	dataset	dataset	VERB
ajis02-1667	99	14	used	use	VERB
ajis02-1667	99	15	for	for	ADP
ajis02-1667	99	16	intrusion	intrusion	NOUN
ajis02-1667	99	17	detection	detection	NOUN
ajis02-1667	99	18	is	be	AUX
ajis02-1667	99	19	huge	huge	ADJ
ajis02-1667	99	20	with	with	ADP
ajis02-1667	99	21	interrelated	interrelated	ADJ
ajis02-1667	99	22	data	datum	NOUN
ajis02-1667	99	23	,	,	PUNCT
ajis02-1667	99	24	especially	especially	ADV
ajis02-1667	99	25	when	when	SCONJ
ajis02-1667	99	26	we	we	PRON
ajis02-1667	99	27	are	be	AUX
ajis02-1667	99	28	dealing	deal	VERB
ajis02-1667	99	29	with	with	ADP
ajis02-1667	99	30	real	real	ADJ
ajis02-1667	99	31	time	time	NOUN
ajis02-1667	99	32	data	datum	NOUN
ajis02-1667	99	33	.	.	PUNCT
ajis02-1667	100	1	different	different	ADJ
ajis02-1667	100	2	researcher	researcher	NOUN
ajis02-1667	100	3	like	like	ADP
ajis02-1667	100	4	bankovic	bankovic	PROPN
ajis02-1667	100	5	et	et	PROPN
ajis02-1667	100	6	al	al	PROPN
ajis02-1667	100	7	(	(	PUNCT
ajis02-1667	100	8	2007	2007	NUM
ajis02-1667	100	9	)	)	PUNCT
ajis02-1667	100	10	,	,	PUNCT
ajis02-1667	100	11	denning	den	VERB
ajis02-1667	100	12	and	and	CCONJ
ajis02-1667	100	13	neumann	neumann	PROPN
ajis02-1667	100	14	(	(	PUNCT
ajis02-1667	100	15	1985	1985	NUM
ajis02-1667	100	16	)	)	PUNCT
ajis02-1667	100	17	,	,	PUNCT
ajis02-1667	100	18	and	and	CCONJ
ajis02-1667	100	19	creech	creech	PROPN
ajis02-1667	100	20	and	and	CCONJ
ajis02-1667	100	21	(	(	PUNCT
ajis02-1667	100	22	2014	2014	NUM
ajis02-1667	100	23	)	)	PUNCT
ajis02-1667	100	24	has	have	AUX
ajis02-1667	100	25	proposed	propose	VERB
ajis02-1667	100	26	a	a	DET
ajis02-1667	100	27	system	system	NOUN
ajis02-1667	100	28	for	for	ADP
ajis02-1667	100	29	dealing	deal	VERB
ajis02-1667	100	30	with	with	ADP
ajis02-1667	100	31	real	real	ADJ
ajis02-1667	100	32	time	time	NOUN
ajis02-1667	100	33	attacks	attack	NOUN
ajis02-1667	100	34	.	.	PUNCT
ajis02-1667	101	1	to	to	PART
ajis02-1667	101	2	classify	classify	VERB
ajis02-1667	101	3	a	a	DET
ajis02-1667	101	4	real	real	ADJ
ajis02-1667	101	5	time	time	NOUN
ajis02-1667	101	6	attack	attack	NOUN
ajis02-1667	101	7	is	be	AUX
ajis02-1667	101	8	a	a	DET
ajis02-1667	101	9	challenging	challenging	ADJ
ajis02-1667	101	10	task	task	NOUN
ajis02-1667	101	11	as	as	SCONJ
ajis02-1667	101	12	they	they	PRON
ajis02-1667	101	13	are	be	AUX
ajis02-1667	101	14	interrelated	interrelate	VERB
ajis02-1667	101	15	with	with	ADP
ajis02-1667	101	16	respect	respect	NOUN
ajis02-1667	101	17	to	to	ADP
ajis02-1667	101	18	time	time	NOUN
ajis02-1667	101	19	.	.	PUNCT
ajis02-1667	102	1	for	for	ADP
ajis02-1667	102	2	example	example	NOUN
ajis02-1667	102	3	,	,	PUNCT
ajis02-1667	102	4	it	it	PRON
ajis02-1667	102	5	is	be	AUX
ajis02-1667	102	6	really	really	ADV
ajis02-1667	102	7	difficult	difficult	ADJ
ajis02-1667	102	8	to	to	PART
ajis02-1667	102	9	accurately	accurately	ADV
ajis02-1667	102	10	structure	structure	VERB
ajis02-1667	102	11	the	the	DET
ajis02-1667	102	12	behaviour	behaviour	NOUN
ajis02-1667	102	13	of	of	ADP
ajis02-1667	102	14	the	the	DET
ajis02-1667	102	15	system	system	NOUN
ajis02-1667	102	16	by	by	ADP
ajis02-1667	102	17	extracting	extract	VERB
ajis02-1667	102	18	on	on	ADP
ajis02-1667	102	19	an	an	DET
ajis02-1667	102	20	exact	exact	ADJ
ajis02-1667	102	21	point	point	NOUN
ajis02-1667	102	22	,	,	PUNCT
ajis02-1667	102	23	when	when	SCONJ
ajis02-1667	102	24	two	two	NUM
ajis02-1667	102	25	or	or	CCONJ
ajis02-1667	102	26	more	more	ADV
ajis02-1667	102	27	consecutive	consecutive	ADJ
ajis02-1667	102	28	attacks	attack	NOUN
ajis02-1667	102	29	are	be	AUX
ajis02-1667	102	30	executed	execute	VERB
ajis02-1667	102	31	(	(	PUNCT
ajis02-1667	102	32	chen	chen	PROPN
ajis02-1667	102	33	et	et	PROPN
ajis02-1667	102	34	al	al	PROPN
ajis02-1667	102	35	.	.	PROPN
ajis02-1667	102	36	,	,	PUNCT
ajis02-1667	102	37	2017	2017	NUM
ajis02-1667	102	38	)	)	PUNCT
ajis02-1667	102	39	.	.	PUNCT
ajis02-1667	103	1	moreover	moreover	ADV
ajis02-1667	103	2	,	,	PUNCT
ajis02-1667	103	3	the	the	DET
ajis02-1667	103	4	user	user	NOUN
ajis02-1667	103	5	-	-	PUNCT
ajis02-1667	103	6	content	content	NOUN
ajis02-1667	103	7	analysis	analysis	NOUN
ajis02-1667	103	8	demands	demand	VERB
ajis02-1667	103	9	accurate	accurate	ADJ
ajis02-1667	103	10	result	result	NOUN
ajis02-1667	103	11	within	within	ADP
ajis02-1667	103	12	a	a	DET
ajis02-1667	103	13	fraction	fraction	NOUN
ajis02-1667	103	14	of	of	ADP
ajis02-1667	103	15	second	second	ADJ
ajis02-1667	103	16	.	.	PUNCT
ajis02-1667	104	1	if	if	SCONJ
ajis02-1667	104	2	the	the	DET
ajis02-1667	104	3	system	system	NOUN
ajis02-1667	104	4	is	be	AUX
ajis02-1667	104	5	not	not	PART
ajis02-1667	104	6	robust	robust	ADJ
ajis02-1667	104	7	to	to	PART
ajis02-1667	104	8	handle	handle	VERB
ajis02-1667	104	9	this	this	DET
ajis02-1667	104	10	situation	situation	NOUN
ajis02-1667	104	11	,	,	PUNCT
ajis02-1667	104	12	it	it	PRON
ajis02-1667	104	13	can	can	AUX
ajis02-1667	104	14	be	be	AUX
ajis02-1667	104	15	catastrophic	catastrophic	ADJ
ajis02-1667	104	16	and	and	CCONJ
ajis02-1667	104	17	can	can	AUX
ajis02-1667	104	18	jeopardize	jeopardize	VERB
ajis02-1667	104	19	the	the	DET
ajis02-1667	104	20	system	system	NOUN
ajis02-1667	104	21	.	.	PUNCT
ajis02-1667	105	1	3	3	NUM
ajis02-1667	105	2	exploring	explore	VERB
ajis02-1667	105	3	current	current	ADJ
ajis02-1667	105	4	state	state	NOUN
ajis02-1667	105	5	–	–	PUNCT
ajis02-1667	105	6	of	of	ADP
ajis02-1667	105	7	-	-	PUNCT
ajis02-1667	105	8	the	the	DET
ajis02-1667	105	9	-	-	PUNCT
ajis02-1667	105	10	art	art	NOUN
ajis02-1667	105	11	techniques	technique	NOUN
ajis02-1667	105	12	in	in	ADP
ajis02-1667	105	13	intrusion	intrusion	NOUN
ajis02-1667	105	14	detection	detection	NOUN
ajis02-1667	105	15	3.1	3.1	NUM
ajis02-1667	105	16	research	research	NOUN
ajis02-1667	105	17	methodology	methodology	NOUN
ajis02-1667	105	18	research	research	NOUN
ajis02-1667	105	19	articles	article	NOUN
ajis02-1667	105	20	related	relate	VERB
ajis02-1667	105	21	to	to	ADP
ajis02-1667	105	22	several	several	ADJ
ajis02-1667	105	23	key	key	ADJ
ajis02-1667	105	24	words	word	NOUN
ajis02-1667	105	25	of	of	ADP
ajis02-1667	105	26	the	the	DET
ajis02-1667	105	27	machine	machine	NOUN
ajis02-1667	105	28	learning	learn	VERB
ajis02-1667	105	29	techniques	technique	NOUN
ajis02-1667	105	30	and	and	CCONJ
ajis02-1667	105	31	applications	application	NOUN
ajis02-1667	105	32	in	in	ADP
ajis02-1667	105	33	intrusion	intrusion	NOUN
ajis02-1667	105	34	detection	detection	NOUN
ajis02-1667	105	35	were	be	AUX
ajis02-1667	105	36	searched	search	VERB
ajis02-1667	105	37	for	for	ADP
ajis02-1667	105	38	and	and	CCONJ
ajis02-1667	105	39	selected	select	VERB
ajis02-1667	105	40	from	from	ADP
ajis02-1667	105	41	science	science	NOUN
ajis02-1667	105	42	direct	direct	PROPN
ajis02-1667	105	43	,	,	PUNCT
ajis02-1667	105	44	taylor	taylor	PROPN
ajis02-1667	105	45	&	&	CCONJ
ajis02-1667	105	46	francis	francis	PROPN
ajis02-1667	105	47	,	,	PUNCT
ajis02-1667	105	48	springer	springer	NOUN
ajis02-1667	105	49	,	,	PUNCT
ajis02-1667	105	50	scopus	scopus	PROPN
ajis02-1667	105	51	,	,	PUNCT
ajis02-1667	105	52	google	google	NOUN
ajis02-1667	105	53	scholar	scholar	NOUN
ajis02-1667	105	54	,	,	PUNCT
ajis02-1667	105	55	and	and	CCONJ
ajis02-1667	105	56	the	the	DET
ajis02-1667	105	57	emerald	emerald	PROPN
ajis02-1667	105	58	online	online	ADJ
ajis02-1667	105	59	portals	portal	NOUN
ajis02-1667	105	60	.	.	PUNCT
ajis02-1667	106	1	we	we	PRON
ajis02-1667	106	2	obtained	obtain	VERB
ajis02-1667	106	3	more	more	ADJ
ajis02-1667	106	4	than	than	ADP
ajis02-1667	106	5	400	400	NUM
ajis02-1667	106	6	articles	article	NOUN
ajis02-1667	106	7	from	from	ADP
ajis02-1667	106	8	these	these	DET
ajis02-1667	106	9	sources	source	NOUN
ajis02-1667	106	10	.	.	PUNCT
ajis02-1667	107	1	the	the	DET
ajis02-1667	107	2	sample	sample	NOUN
ajis02-1667	107	3	size	size	NOUN
ajis02-1667	107	4	considered	consider	VERB
ajis02-1667	107	5	was	be	AUX
ajis02-1667	107	6	larger	large	ADJ
ajis02-1667	107	7	than	than	ADP
ajis02-1667	107	8	that	that	PRON
ajis02-1667	107	9	obtained	obtain	VERB
ajis02-1667	107	10	in	in	ADP
ajis02-1667	107	11	earlier	early	ADJ
ajis02-1667	107	12	studies	study	NOUN
ajis02-1667	107	13	.	.	PUNCT
ajis02-1667	108	1	out	out	ADP
ajis02-1667	108	2	of	of	ADP
ajis02-1667	108	3	these	these	DET
ajis02-1667	108	4	400	400	NUM
ajis02-1667	108	5	,	,	PUNCT
ajis02-1667	108	6	we	we	PRON
ajis02-1667	108	7	considered	consider	VERB
ajis02-1667	108	8	the	the	DET
ajis02-1667	108	9	top	top	ADJ
ajis02-1667	108	10	60	60	NUM
ajis02-1667	108	11	articles	article	NOUN
ajis02-1667	108	12	from	from	ADP
ajis02-1667	108	13	reputed	reputed	ADJ
ajis02-1667	108	14	journals	journal	NOUN
ajis02-1667	108	15	and	and	CCONJ
ajis02-1667	108	16	analysed	analyse	VERB
ajis02-1667	108	17	them	they	PRON
ajis02-1667	108	18	.	.	PUNCT
ajis02-1667	109	1	in	in	ADP
ajis02-1667	109	2	all	all	DET
ajis02-1667	109	3	these	these	DET
ajis02-1667	109	4	60	60	NUM
ajis02-1667	109	5	articles	article	NOUN
ajis02-1667	109	6	,	,	PUNCT
ajis02-1667	109	7	author(s	author(s	PROPN
ajis02-1667	109	8	)	)	PUNCT
ajis02-1667	109	9	obtained	obtain	VERB
ajis02-1667	109	10	effective	effective	ADJ
ajis02-1667	109	11	results	result	NOUN
ajis02-1667	109	12	by	by	ADP
ajis02-1667	109	13	using	use	VERB
ajis02-1667	109	14	the	the	DET
ajis02-1667	109	15	techniques	technique	NOUN
ajis02-1667	109	16	such	such	ADJ
ajis02-1667	109	17	as	as	ADP
ajis02-1667	109	18	svm	svm	PROPN
ajis02-1667	109	19	,	,	PUNCT
ajis02-1667	109	20	ann	ann	PROPN
ajis02-1667	109	21	and	and	CCONJ
ajis02-1667	109	22	fuzzy	fuzzy	ADJ
ajis02-1667	109	23	by	by	ADP
ajis02-1667	109	24	one	one	NUM
ajis02-1667	109	25	way	way	NOUN
ajis02-1667	109	26	or	or	CCONJ
ajis02-1667	109	27	another	another	PRON
ajis02-1667	109	28	.	.	PUNCT
ajis02-1667	110	1	so	so	ADV
ajis02-1667	110	2	we	we	PRON
ajis02-1667	110	3	have	have	AUX
ajis02-1667	110	4	included	include	VERB
ajis02-1667	110	5	only	only	ADV
ajis02-1667	110	6	these	these	DET
ajis02-1667	110	7	60	60	NUM
ajis02-1667	110	8	articles	article	NOUN
ajis02-1667	110	9	in	in	ADP
ajis02-1667	110	10	our	our	PRON
ajis02-1667	110	11	paper	paper	NOUN
ajis02-1667	110	12	and	and	CCONJ
ajis02-1667	110	13	try	try	VERB
ajis02-1667	110	14	to	to	PART
ajis02-1667	110	15	summarize	summarize	VERB
ajis02-1667	110	16	the	the	DET
ajis02-1667	110	17	result	result	NOUN
ajis02-1667	110	18	based	base	VERB
ajis02-1667	110	19	on	on	ADP
ajis02-1667	110	20	them	they	PRON
ajis02-1667	110	21	,	,	PUNCT
ajis02-1667	110	22	so	so	SCONJ
ajis02-1667	110	23	that	that	SCONJ
ajis02-1667	110	24	from	from	ADP
ajis02-1667	110	25	it	it	PRON
ajis02-1667	110	26	we	we	PRON
ajis02-1667	110	27	can	can	AUX
ajis02-1667	110	28	give	give	VERB
ajis02-1667	110	29	a	a	DET
ajis02-1667	110	30	new	new	ADJ
ajis02-1667	110	31	direction	direction	NOUN
ajis02-1667	110	32	to	to	ADP
ajis02-1667	110	33	the	the	DET
ajis02-1667	110	34	researcher	researcher	NOUN
ajis02-1667	110	35	.	.	PUNCT
ajis02-1667	111	1	surveyed	survey	VERB
ajis02-1667	111	2	articles	article	NOUN
ajis02-1667	111	3	on	on	ADP
ajis02-1667	111	4	intrusion	intrusion	NOUN
ajis02-1667	111	5	detection	detection	NOUN
ajis02-1667	111	6	are	be	AUX
ajis02-1667	111	7	mentioned	mention	VERB
ajis02-1667	111	8	in	in	ADP
ajis02-1667	111	9	table	table	NOUN
ajis02-1667	111	10	6	6	NUM
ajis02-1667	111	11	in	in	ADP
ajis02-1667	111	12	the	the	DET
ajis02-1667	111	13	appendix	appendix	NOUN
ajis02-1667	111	14	.	.	PUNCT
ajis02-1667	112	1	sl	sl	INTJ
ajis02-1667	112	2	.	.	PUNCT
ajis02-1667	113	1	no	no	INTJ
ajis02-1667	113	2	.	.	PUNCT
ajis02-1667	114	1	article	article	NOUN
ajis02-1667	114	2	ref	ref	VERB
ajis02-1667	114	3	.	.	PUNCT
ajis02-1667	115	1	no	no	INTJ
ajis02-1667	115	2	.	.	PUNCT
ajis02-1667	116	1	sl	sl	INTJ
ajis02-1667	116	2	.	.	PUNCT
ajis02-1667	117	1	no	no	INTJ
ajis02-1667	117	2	.	.	PUNCT
ajis02-1667	118	1	article	article	NOUN
ajis02-1667	118	2	ref	ref	VERB
ajis02-1667	118	3	no	no	INTJ
ajis02-1667	118	4	.	.	NOUN
ajis02-1667	118	5	1	1	NUM
ajis02-1667	118	6	abraham	abraham	PROPN
ajis02-1667	118	7	(	(	PUNCT
ajis02-1667	118	8	2005	2005	NUM
ajis02-1667	118	9	)	)	PUNCT
ajis02-1667	118	10	1	1	NUM
ajis02-1667	118	11	35	35	NUM
ajis02-1667	118	12	mitrokotsa	mitrokotsa	NOUN
ajis02-1667	118	13	(	(	PUNCT
ajis02-1667	118	14	2005	2005	NUM
ajis02-1667	118	15	)	)	PUNCT
ajis02-1667	118	16	49	49	NUM
ajis02-1667	118	17	2	2	NUM
ajis02-1667	118	18	aburomman	aburomman	NOUN
ajis02-1667	118	19	(	(	PUNCT
ajis02-1667	118	20	2016	2016	NUM
ajis02-1667	118	21	)	)	PUNCT
ajis02-1667	118	22	2	2	NUM
ajis02-1667	118	23	36	36	NUM
ajis02-1667	118	24	njogu	njogu	ADJ
ajis02-1667	118	25	(	(	PUNCT
ajis02-1667	118	26	2013	2013	NUM
ajis02-1667	118	27	)	)	PUNCT
ajis02-1667	118	28	52	52	NUM
ajis02-1667	118	29	3	3	NUM
ajis02-1667	118	30	aslahi	aslahi	NOUN
ajis02-1667	118	31	(	(	PUNCT
ajis02-1667	118	32	2015	2015	NUM
ajis02-1667	118	33	)	)	PUNCT
ajis02-1667	118	34	5	5	NUM
ajis02-1667	118	35	37	37	NUM
ajis02-1667	118	36	orfila	orfila	NOUN
ajis02-1667	118	37	(	(	PUNCT
ajis02-1667	118	38	2009	2009	NUM
ajis02-1667	118	39	)	)	PUNCT
ajis02-1667	118	40	54	54	NUM
ajis02-1667	118	41	4	4	NUM
ajis02-1667	118	42	ashfaq	ashfaq	NOUN
ajis02-1667	118	43	(	(	PUNCT
ajis02-1667	118	44	2016	2016	NUM
ajis02-1667	118	45	)	)	PUNCT
ajis02-1667	118	46	4	4	NUM
ajis02-1667	118	47	38	38	NUM
ajis02-1667	118	48	ozyer	ozyer	NOUN
ajis02-1667	118	49	(	(	PUNCT
ajis02-1667	118	50	2007	2007	NUM
ajis02-1667	118	51	)	)	PUNCT
ajis02-1667	118	52	55	55	NUM
ajis02-1667	118	53	5	5	NUM
ajis02-1667	118	54	bankovic	bankovic	NOUN
ajis02-1667	118	55	(	(	PUNCT
ajis02-1667	118	56	2007	2007	NUM
ajis02-1667	118	57	)	)	PUNCT
ajis02-1667	118	58	6	6	NUM
ajis02-1667	118	59	39	39	NUM
ajis02-1667	118	60	pinzón	pinzón	NOUN
ajis02-1667	118	61	(	(	PUNCT
ajis02-1667	118	62	2013	2013	NUM
ajis02-1667	118	63	)	)	PUNCT
ajis02-1667	118	64	57	57	NUM
ajis02-1667	118	65	6	6	NUM
ajis02-1667	118	66	chen	chen	PROPN
ajis02-1667	118	67	(	(	PUNCT
ajis02-1667	118	68	2005	2005	NUM
ajis02-1667	118	69	)	)	PUNCT
ajis02-1667	118	70	8	8	NUM
ajis02-1667	118	71	40	40	NUM
ajis02-1667	118	72	powers	power	NOUN
ajis02-1667	118	73	(	(	PUNCT
ajis02-1667	118	74	2007	2007	NUM
ajis02-1667	118	75	)	)	PUNCT
ajis02-1667	118	76	,	,	PUNCT
ajis02-1667	118	77	58	58	NUM
ajis02-1667	118	78	7	7	NUM
ajis02-1667	118	79	chung(2012	chung(2012	NOUN
ajis02-1667	118	80	)	)	PUNCT
ajis02-1667	118	81	10	10	NUM
ajis02-1667	118	82	41	41	NUM
ajis02-1667	118	83	peddabachigari	peddabachigari	NOUN
ajis02-1667	118	84	(	(	PUNCT
ajis02-1667	118	85	2007	2007	NUM
ajis02-1667	118	86	)	)	PUNCT
ajis02-1667	118	87	56	56	NUM
ajis02-1667	118	88	8	8	NUM
ajis02-1667	118	89	creech	creech	NOUN
ajis02-1667	118	90	(	(	PUNCT
ajis02-1667	118	91	2014	2014	NUM
ajis02-1667	118	92	)	)	PUNCT
ajis02-1667	118	93	11	11	NUM
ajis02-1667	118	94	42	42	NUM
ajis02-1667	118	95	ramasubramanian	ramasubramanian	NOUN
ajis02-1667	118	96	(	(	PUNCT
ajis02-1667	118	97	2006	2006	NUM
ajis02-1667	118	98	)	)	PUNCT
ajis02-1667	118	99	59	59	NUM
ajis02-1667	118	100	9	9	NUM
ajis02-1667	118	101	damopoulos	damopoulo	NOUN
ajis02-1667	118	102	(	(	PUNCT
ajis02-1667	118	103	2012	2012	NUM
ajis02-1667	118	104	)	)	PUNCT
ajis02-1667	118	105	12	12	NUM
ajis02-1667	118	106	43	43	NUM
ajis02-1667	118	107	revathi	revathi	PROPN
ajis02-1667	118	108	(	(	PUNCT
ajis02-1667	118	109	2014	2014	NUM
ajis02-1667	118	110	)	)	PUNCT
ajis02-1667	118	111	61	61	NUM
ajis02-1667	118	112	10	10	NUM
ajis02-1667	118	113	de	de	X
ajis02-1667	118	114	(	(	PUNCT
ajis02-1667	118	115	2015	2015	NUM
ajis02-1667	118	116	)	)	PUNCT
ajis02-1667	118	117	13	13	NUM
ajis02-1667	118	118	44	44	NUM
ajis02-1667	118	119	sangkatsanee	sangkatsanee	NOUN
ajis02-1667	118	120	(	(	PUNCT
ajis02-1667	118	121	2011	2011	NUM
ajis02-1667	118	122	)	)	PUNCT
ajis02-1667	118	123	63	63	NUM
ajis02-1667	118	124	11	11	NUM
ajis02-1667	118	125	elbasiony	elbasiony	NOUN
ajis02-1667	118	126	(	(	PUNCT
ajis02-1667	118	127	2013	2013	NUM
ajis02-1667	118	128	)	)	PUNCT
ajis02-1667	118	129	15	15	NUM
ajis02-1667	118	130	45	45	NUM
ajis02-1667	118	131	sani	sani	X
ajis02-1667	118	132	(	(	PUNCT
ajis02-1667	118	133	2015	2015	NUM
ajis02-1667	118	134	)	)	PUNCT
ajis02-1667	118	135	64	64	NUM
ajis02-1667	118	136	12	12	NUM
ajis02-1667	118	137	elhag	elhag	NOUN
ajis02-1667	118	138	(	(	PUNCT
ajis02-1667	118	139	2014	2014	NUM
ajis02-1667	118	140	)	)	PUNCT
ajis02-1667	118	141	16	16	NUM
ajis02-1667	118	142	46	46	NUM
ajis02-1667	118	143	shamshirband	shamshirband	NOUN
ajis02-1667	118	144	(	(	PUNCT
ajis02-1667	118	145	2014	2014	NUM
ajis02-1667	118	146	)	)	PUNCT
ajis02-1667	118	147	66	66	NUM
ajis02-1667	118	148	13	13	NUM
ajis02-1667	118	149	feng	feng	X
ajis02-1667	118	150	(	(	PUNCT
ajis02-1667	118	151	2014	2014	NUM
ajis02-1667	118	152	)	)	PUNCT
ajis02-1667	118	153	17	17	NUM
ajis02-1667	118	154	47	47	NUM
ajis02-1667	118	155	sheikhan	sheikhan	PROPN
ajis02-1667	118	156	(	(	PUNCT
ajis02-1667	118	157	2014	2014	NUM
ajis02-1667	118	158	)	)	PUNCT
ajis02-1667	118	159	67	67	NUM
ajis02-1667	118	160	australasian	australasian	ADJ
ajis02-1667	118	161	journal	journal	NOUN
ajis02-1667	118	162	of	of	ADP
ajis02-1667	118	163	information	information	NOUN
ajis02-1667	118	164	systems	system	NOUN
ajis02-1667	118	165	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	118	166	,	,	PUNCT
ajis02-1667	118	167	sen	sen	PROPN
ajis02-1667	118	168	&	&	CCONJ
ajis02-1667	118	169	gupta	gupta	PROPN
ajis02-1667	118	170	2018	2018	NUM
ajis02-1667	118	171	,	,	PUNCT
ajis02-1667	118	172	vol	vol	NOUN
ajis02-1667	118	173	22	22	NUM
ajis02-1667	118	174	,	,	PUNCT
ajis02-1667	118	175	research	research	NOUN
ajis02-1667	118	176	article	article	NOUN
ajis02-1667	118	177	meta	meta	NOUN
ajis02-1667	118	178	-	-	PUNCT
ajis02-1667	118	179	analysis	analysis	NOUN
ajis02-1667	118	180	of	of	ADP
ajis02-1667	118	181	machine	machine	NOUN
ajis02-1667	118	182	learning	learn	VERB
ajis02-1667	118	183	techniques	technique	NOUN
ajis02-1667	118	184	7	7	NUM
ajis02-1667	118	185	table	table	NOUN
ajis02-1667	118	186	2	2	NUM
ajis02-1667	118	187	:	:	PUNCT
ajis02-1667	118	188	top	top	ADJ
ajis02-1667	118	189	works	work	NOUN
ajis02-1667	118	190	in	in	ADP
ajis02-1667	118	191	the	the	DET
ajis02-1667	118	192	field	field	NOUN
ajis02-1667	118	193	of	of	ADP
ajis02-1667	118	194	intrusion	intrusion	NOUN
ajis02-1667	118	195	detection	detection	NOUN
ajis02-1667	118	196	4	4	NUM
ajis02-1667	118	197	data	datum	NOUN
ajis02-1667	118	198	analysis	analysis	NOUN
ajis02-1667	118	199	and	and	CCONJ
ajis02-1667	118	200	results	result	VERB
ajis02-1667	118	201	the	the	DET
ajis02-1667	118	202	distribution	distribution	NOUN
ajis02-1667	118	203	of	of	ADP
ajis02-1667	118	204	our	our	PRON
ajis02-1667	118	205	studies	study	NOUN
ajis02-1667	118	206	on	on	ADP
ajis02-1667	118	207	intrusion	intrusion	NOUN
ajis02-1667	118	208	detection	detection	NOUN
ajis02-1667	118	209	in	in	ADP
ajis02-1667	118	210	the	the	DET
ajis02-1667	118	211	area	area	NOUN
ajis02-1667	118	212	of	of	ADP
ajis02-1667	118	213	machine	machine	NOUN
ajis02-1667	118	214	learning	learn	VERB
ajis02-1667	118	215	field	field	NOUN
ajis02-1667	118	216	from	from	ADP
ajis02-1667	118	217	2002	2002	NUM
ajis02-1667	118	218	to	to	ADP
ajis02-1667	118	219	2015	2015	NUM
ajis02-1667	118	220	is	be	AUX
ajis02-1667	118	221	presented	present	VERB
ajis02-1667	118	222	in	in	ADP
ajis02-1667	118	223	figure	figure	NOUN
ajis02-1667	118	224	2	2	NUM
ajis02-1667	118	225	.	.	PUNCT
ajis02-1667	118	226	figure	figure	NOUN
ajis02-1667	118	227	2	2	NUM
ajis02-1667	118	228	reveals	reveal	VERB
ajis02-1667	118	229	that	that	SCONJ
ajis02-1667	118	230	the	the	DET
ajis02-1667	118	231	use	use	NOUN
ajis02-1667	118	232	of	of	ADP
ajis02-1667	118	233	machine	machine	NOUN
ajis02-1667	118	234	learning	learning	NOUN
ajis02-1667	118	235	was	be	AUX
ajis02-1667	118	236	at	at	ADP
ajis02-1667	118	237	its	its	PRON
ajis02-1667	118	238	peak	peak	NOUN
ajis02-1667	118	239	in	in	ADP
ajis02-1667	118	240	2007	2007	NUM
ajis02-1667	118	241	,	,	PUNCT
ajis02-1667	118	242	reduced	reduce	VERB
ajis02-1667	118	243	in	in	ADP
ajis02-1667	118	244	2011	2011	NUM
ajis02-1667	118	245	,	,	PUNCT
ajis02-1667	118	246	but	but	CCONJ
ajis02-1667	118	247	again	again	ADV
ajis02-1667	118	248	gained	gain	VERB
ajis02-1667	118	249	momentum	momentum	NOUN
ajis02-1667	118	250	during	during	ADP
ajis02-1667	118	251	2013	2013	NUM
ajis02-1667	118	252	-	-	SYM
ajis02-1667	118	253	2016	2016	NUM
ajis02-1667	118	254	.	.	PUNCT
ajis02-1667	119	1	figure	figure	NOUN
ajis02-1667	119	2	2	2	NUM
ajis02-1667	119	3	.	.	PUNCT
ajis02-1667	119	4	showing	show	VERB
ajis02-1667	119	5	the	the	DET
ajis02-1667	119	6	distribution	distribution	NOUN
ajis02-1667	119	7	of	of	ADP
ajis02-1667	119	8	research	research	NOUN
ajis02-1667	119	9	in	in	ADP
ajis02-1667	119	10	the	the	DET
ajis02-1667	119	11	field	field	NOUN
ajis02-1667	119	12	of	of	ADP
ajis02-1667	119	13	intrusion	intrusion	NOUN
ajis02-1667	119	14	detection	detection	NOUN
ajis02-1667	119	15	14	14	NUM
ajis02-1667	119	16	fisch	fisch	NOUN
ajis02-1667	119	17	(	(	PUNCT
ajis02-1667	119	18	2010	2010	NUM
ajis02-1667	119	19	)	)	PUNCT
ajis02-1667	119	20	18	18	NUM
ajis02-1667	119	21	48	48	NUM
ajis02-1667	119	22	shon	shon	PROPN
ajis02-1667	119	23	(	(	PUNCT
ajis02-1667	119	24	2007	2007	NUM
ajis02-1667	119	25	)	)	PUNCT
ajis02-1667	119	26	68	68	NUM
ajis02-1667	119	27	15	15	NUM
ajis02-1667	119	28	ganapathy	ganapathy	NOUN
ajis02-1667	119	29	(	(	PUNCT
ajis02-1667	119	30	2012	2012	NUM
ajis02-1667	119	31	)	)	PUNCT
ajis02-1667	119	32	20	20	NUM
ajis02-1667	119	33	49	49	NUM
ajis02-1667	119	34	sindhu	sindhu	NOUN
ajis02-1667	119	35	(	(	PUNCT
ajis02-1667	119	36	2012	2012	NUM
ajis02-1667	119	37	)	)	PUNCT
ajis02-1667	119	38	,	,	PUNCT
ajis02-1667	119	39	69	69	NUM
ajis02-1667	119	40	16	16	NUM
ajis02-1667	119	41	grediaga	grediaga	NOUN
ajis02-1667	119	42	(	(	PUNCT
ajis02-1667	119	43	2006	2006	NUM
ajis02-1667	119	44	)	)	PUNCT
ajis02-1667	119	45	22	22	NUM
ajis02-1667	119	46	50	50	NUM
ajis02-1667	119	47	stopel	stopel	NOUN
ajis02-1667	119	48	(	(	PUNCT
ajis02-1667	119	49	2009	2009	NUM
ajis02-1667	119	50	)	)	PUNCT
ajis02-1667	119	51	72	72	NUM
ajis02-1667	119	52	17	17	NUM
ajis02-1667	119	53	han	han	NOUN
ajis02-1667	119	54	(	(	PUNCT
ajis02-1667	119	55	2006	2006	NUM
ajis02-1667	119	56	)	)	PUNCT
ajis02-1667	119	57	23	23	NUM
ajis02-1667	119	58	51	51	NUM
ajis02-1667	119	59	subbulakshmi	subbulakshmi	NOUN
ajis02-1667	119	60	(	(	PUNCT
ajis02-1667	119	61	2010	2010	NUM
ajis02-1667	119	62	)	)	PUNCT
ajis02-1667	119	63	73	73	NUM
ajis02-1667	119	64	18	18	NUM
ajis02-1667	119	65	hoang	hoang	PROPN
ajis02-1667	119	66	(	(	PUNCT
ajis02-1667	119	67	2009	2009	NUM
ajis02-1667	119	68	)	)	PUNCT
ajis02-1667	119	69	24	24	NUM
ajis02-1667	119	70	52	52	NUM
ajis02-1667	119	71	tajbakhsh	tajbakhsh	NOUN
ajis02-1667	119	72	(	(	PUNCT
ajis02-1667	119	73	2009	2009	NUM
ajis02-1667	119	74	)	)	PUNCT
ajis02-1667	119	75	74	74	NUM
ajis02-1667	119	76	19	19	NUM
ajis02-1667	119	77	horng	horng	ADJ
ajis02-1667	119	78	(	(	PUNCT
ajis02-1667	119	79	2011	2011	NUM
ajis02-1667	119	80	)	)	PUNCT
ajis02-1667	120	1	25	25	NUM
ajis02-1667	120	2	53	53	NUM
ajis02-1667	120	3	tong	tong	NOUN
ajis02-1667	120	4	(	(	PUNCT
ajis02-1667	120	5	2009	2009	NUM
ajis02-1667	120	6	)	)	PUNCT
ajis02-1667	120	7	75	75	NUM
ajis02-1667	120	8	20	20	NUM
ajis02-1667	120	9	hu	hu	PROPN
ajis02-1667	120	10	(	(	PUNCT
ajis02-1667	120	11	2014	2014	NUM
ajis02-1667	120	12	b	b	NOUN
ajis02-1667	120	13	)	)	PUNCT
ajis02-1667	120	14	26	26	NUM
ajis02-1667	120	15	54	54	NUM
ajis02-1667	120	16	toosi	toosi	NOUN
ajis02-1667	120	17	(	(	PUNCT
ajis02-1667	120	18	2007	2007	NUM
ajis02-1667	120	19	)	)	PUNCT
ajis02-1667	120	20	76	76	NUM
ajis02-1667	120	21	21	21	NUM
ajis02-1667	120	22	hu	hu	PROPN
ajis02-1667	120	23	(	(	PUNCT
ajis02-1667	120	24	2008	2008	NUM
ajis02-1667	120	25	)	)	PUNCT
ajis02-1667	120	26	27	27	NUM
ajis02-1667	120	27	55	55	NUM
ajis02-1667	120	28	tsang	tsang	PROPN
ajis02-1667	120	29	(	(	PUNCT
ajis02-1667	120	30	2007	2007	NUM
ajis02-1667	120	31	)	)	PUNCT
ajis02-1667	120	32	77	77	NUM
ajis02-1667	120	33	22	22	NUM
ajis02-1667	120	34	jazzar	jazzar	NOUN
ajis02-1667	120	35	(	(	PUNCT
ajis02-1667	120	36	2008	2008	NUM
ajis02-1667	120	37	)	)	PUNCT
ajis02-1667	120	38	28	28	NUM
ajis02-1667	120	39	56	56	NUM
ajis02-1667	120	40	wang	wang	PROPN
ajis02-1667	120	41	(	(	PUNCT
ajis02-1667	120	42	2010	2010	NUM
ajis02-1667	120	43	)	)	PUNCT
ajis02-1667	120	44	78	78	NUM
ajis02-1667	120	45	23	23	NUM
ajis02-1667	120	46	jiang	jiang	PROPN
ajis02-1667	120	47	(	(	PUNCT
ajis02-1667	120	48	2009	2009	NUM
ajis02-1667	120	49	)	)	PUNCT
ajis02-1667	120	50	29	29	NUM
ajis02-1667	120	51	57	57	NUM
ajis02-1667	120	52	yin	yin	NOUN
ajis02-1667	120	53	(	(	PUNCT
ajis02-1667	120	54	2005	2005	NUM
ajis02-1667	120	55	)	)	PUNCT
ajis02-1667	120	56	80	80	NUM
ajis02-1667	120	57	24	24	NUM
ajis02-1667	120	58	jiang	jiang	PROPN
ajis02-1667	120	59	(	(	PUNCT
ajis02-1667	120	60	2006	2006	NUM
ajis02-1667	120	61	)	)	PUNCT
ajis02-1667	120	62	30	30	NUM
ajis02-1667	120	63	58	58	NUM
ajis02-1667	120	64	zanero	zanero	NOUN
ajis02-1667	120	65	(	(	PUNCT
ajis02-1667	120	66	2005	2005	NUM
ajis02-1667	120	67	)	)	PUNCT
ajis02-1667	120	68	81	81	NUM
ajis02-1667	120	69	25	25	NUM
ajis02-1667	120	70	khan	khan	PROPN
ajis02-1667	120	71	(	(	PUNCT
ajis02-1667	120	72	2006	2006	NUM
ajis02-1667	120	73	)	)	PUNCT
ajis02-1667	120	74	33	33	NUM
ajis02-1667	120	75	59	59	NUM
ajis02-1667	120	76	zhang	zhang	X
ajis02-1667	120	77	(	(	PUNCT
ajis02-1667	120	78	2007	2007	NUM
ajis02-1667	120	79	)	)	PUNCT
ajis02-1667	120	80	82	82	NUM
ajis02-1667	120	81	26	26	NUM
ajis02-1667	120	82	kim	kim	PROPN
ajis02-1667	120	83	(	(	PUNCT
ajis02-1667	120	84	2014	2014	NUM
ajis02-1667	120	85	)	)	PUNCT
ajis02-1667	120	86	34	34	NUM
ajis02-1667	120	87	60	60	NUM
ajis02-1667	120	88	zhang	zhang	PROPN
ajis02-1667	120	89	(	(	PUNCT
ajis02-1667	120	90	2005	2005	NUM
ajis02-1667	120	91	)	)	PUNCT
ajis02-1667	120	92	83	83	NUM
ajis02-1667	120	93	27	27	NUM
ajis02-1667	120	94	kuang	kuang	PROPN
ajis02-1667	120	95	(	(	PUNCT
ajis02-1667	120	96	2014	2014	NUM
ajis02-1667	120	97	)	)	PUNCT
ajis02-1667	120	98	35	35	NUM
ajis02-1667	120	99	28	28	NUM
ajis02-1667	120	100	kumar	kumar	PROPN
ajis02-1667	120	101	(	(	PUNCT
ajis02-1667	120	102	2015	2015	NUM
ajis02-1667	120	103	)	)	PUNCT
ajis02-1667	120	104	36	36	NUM
ajis02-1667	120	105	29	29	NUM
ajis02-1667	120	106	kumar	kumar	PROPN
ajis02-1667	120	107	(	(	PUNCT
ajis02-1667	120	108	2013	2013	NUM
ajis02-1667	120	109	)	)	PUNCT
ajis02-1667	120	110	38	38	NUM
ajis02-1667	120	111	30	30	NUM
ajis02-1667	120	112	lei	lei	X
ajis02-1667	120	113	(	(	PUNCT
ajis02-1667	120	114	2012	2012	NUM
ajis02-1667	120	115	)	)	PUNCT
ajis02-1667	120	116	40	40	NUM
ajis02-1667	120	117	31	31	NUM
ajis02-1667	120	118	li	li	X
ajis02-1667	120	119	(	(	PUNCT
ajis02-1667	120	120	2009	2009	NUM
ajis02-1667	120	121	)	)	PUNCT
ajis02-1667	120	122	41	41	NUM
ajis02-1667	120	123	32	32	NUM
ajis02-1667	120	124	liao	liao	NOUN
ajis02-1667	120	125	(	(	PUNCT
ajis02-1667	120	126	2009	2009	NUM
ajis02-1667	120	127	)	)	PUNCT
ajis02-1667	120	128	42	42	NUM
ajis02-1667	120	129	33	33	NUM
ajis02-1667	120	130	luo	luo	X
ajis02-1667	120	131	(	(	PUNCT
ajis02-1667	120	132	2014	2014	NUM
ajis02-1667	120	133	)	)	PUNCT
ajis02-1667	120	134	43	43	NUM
ajis02-1667	120	135	34	34	NUM
ajis02-1667	120	136	mabu	mabu	NOUN
ajis02-1667	120	137	(	(	PUNCT
ajis02-1667	120	138	2011	2011	NUM
ajis02-1667	120	139	)	)	PUNCT
ajis02-1667	120	140	44	44	NUM
ajis02-1667	120	141	australasian	australasian	ADJ
ajis02-1667	120	142	journal	journal	NOUN
ajis02-1667	120	143	of	of	ADP
ajis02-1667	120	144	information	information	NOUN
ajis02-1667	120	145	systems	system	NOUN
ajis02-1667	120	146	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	120	147	,	,	PUNCT
ajis02-1667	120	148	sen	sen	PROPN
ajis02-1667	120	149	&	&	CCONJ
ajis02-1667	120	150	gupta	gupta	PROPN
ajis02-1667	120	151	2018	2018	NUM
ajis02-1667	120	152	,	,	PUNCT
ajis02-1667	120	153	vol	vol	NOUN
ajis02-1667	120	154	22	22	NUM
ajis02-1667	120	155	,	,	PUNCT
ajis02-1667	120	156	research	research	NOUN
ajis02-1667	120	157	article	article	NOUN
ajis02-1667	120	158	meta	meta	NOUN
ajis02-1667	120	159	-	-	PUNCT
ajis02-1667	120	160	analysis	analysis	NOUN
ajis02-1667	120	161	of	of	ADP
ajis02-1667	120	162	machine	machine	NOUN
ajis02-1667	120	163	learning	learn	VERB
ajis02-1667	120	164	techniques	technique	NOUN
ajis02-1667	120	165	8	8	NUM
ajis02-1667	120	166	we	we	PRON
ajis02-1667	120	167	attempted	attempt	VERB
ajis02-1667	120	168	to	to	PART
ajis02-1667	120	169	identify	identify	VERB
ajis02-1667	120	170	the	the	DET
ajis02-1667	120	171	most	most	ADV
ajis02-1667	120	172	popular	popular	ADJ
ajis02-1667	120	173	techniques	technique	NOUN
ajis02-1667	120	174	through	through	ADP
ajis02-1667	120	175	our	our	PRON
ajis02-1667	120	176	survey	survey	NOUN
ajis02-1667	120	177	and	and	CCONJ
ajis02-1667	120	178	summarize	summarize	VERB
ajis02-1667	120	179	the	the	DET
ajis02-1667	120	180	result	result	NOUN
ajis02-1667	120	181	in	in	ADP
ajis02-1667	120	182	the	the	DET
ajis02-1667	120	183	form	form	NOUN
ajis02-1667	120	184	of	of	ADP
ajis02-1667	120	185	a	a	DET
ajis02-1667	120	186	pie	pie	NOUN
ajis02-1667	120	187	chart	chart	NOUN
ajis02-1667	120	188	in	in	ADP
ajis02-1667	120	189	figure	figure	NOUN
ajis02-1667	120	190	3	3	NUM
ajis02-1667	120	191	.	.	PUNCT
ajis02-1667	120	192	figure	figure	VERB
ajis02-1667	120	193	3	3	NUM
ajis02-1667	120	194	.	.	PUNCT
ajis02-1667	120	195	popular	popular	ADJ
ajis02-1667	120	196	machine	machine	NOUN
ajis02-1667	120	197	learning	learn	VERB
ajis02-1667	120	198	techniques	technique	NOUN
ajis02-1667	120	199	in	in	ADP
ajis02-1667	120	200	intrusion	intrusion	NOUN
ajis02-1667	120	201	detection	detection	NOUN
ajis02-1667	120	202	figure	figure	NOUN
ajis02-1667	120	203	3	3	NUM
ajis02-1667	120	204	reveals	reveal	VERB
ajis02-1667	120	205	that	that	SCONJ
ajis02-1667	120	206	perceptron	perceptron	PROPN
ajis02-1667	120	207	(	(	PUNCT
ajis02-1667	120	208	single	single	ADJ
ajis02-1667	120	209	layer	layer	NOUN
ajis02-1667	120	210	and	and	CCONJ
ajis02-1667	120	211	multi	multi	NOUN
ajis02-1667	120	212	-	-	NOUN
ajis02-1667	120	213	layer	layer	NOUN
ajis02-1667	120	214	)	)	PUNCT
ajis02-1667	120	215	18	18	NUM
ajis02-1667	120	216	%	%	NOUN
ajis02-1667	120	217	,	,	PUNCT
ajis02-1667	120	218	fuzzy	fuzzy	ADJ
ajis02-1667	120	219	logic	logic	NOUN
ajis02-1667	120	220	14	14	NUM
ajis02-1667	120	221	%	%	NOUN
ajis02-1667	120	222	,	,	PUNCT
ajis02-1667	120	223	genetic	genetic	ADJ
ajis02-1667	120	224	algorithm	algorithm	NOUN
ajis02-1667	120	225	19	19	NUM
ajis02-1667	120	226	%	%	NOUN
ajis02-1667	120	227	and	and	CCONJ
ajis02-1667	120	228	support	support	VERB
ajis02-1667	120	229	vector	vector	NOUN
ajis02-1667	120	230	machine	machine	NOUN
ajis02-1667	120	231	18	18	NUM
ajis02-1667	120	232	%	%	NOUN
ajis02-1667	120	233	are	be	AUX
ajis02-1667	120	234	the	the	DET
ajis02-1667	120	235	most	most	ADV
ajis02-1667	120	236	popular	popular	ADJ
ajis02-1667	120	237	techniques	technique	NOUN
ajis02-1667	120	238	for	for	ADP
ajis02-1667	120	239	intrusion	intrusion	NOUN
ajis02-1667	120	240	detection	detection	NOUN
ajis02-1667	120	241	.	.	PUNCT
ajis02-1667	121	1	we	we	PRON
ajis02-1667	121	2	now	now	ADV
ajis02-1667	121	3	attempt	attempt	VERB
ajis02-1667	121	4	to	to	PART
ajis02-1667	121	5	sub	sub	VERB
ajis02-1667	121	6	-	-	VERB
ajis02-1667	121	7	categorize	categorize	VERB
ajis02-1667	121	8	these	these	DET
ajis02-1667	121	9	techniques	technique	NOUN
ajis02-1667	121	10	with	with	ADP
ajis02-1667	121	11	respect	respect	NOUN
ajis02-1667	121	12	to	to	ADP
ajis02-1667	121	13	the	the	DET
ajis02-1667	121	14	dataset	dataset	NOUN
ajis02-1667	121	15	it	it	PRON
ajis02-1667	121	16	was	be	AUX
ajis02-1667	121	17	capable	capable	ADJ
ajis02-1667	121	18	of	of	ADP
ajis02-1667	121	19	handling	handle	VERB
ajis02-1667	121	20	effectively	effectively	ADV
ajis02-1667	121	21	.	.	PUNCT
ajis02-1667	122	1	we	we	PRON
ajis02-1667	122	2	obtained	obtain	VERB
ajis02-1667	122	3	these	these	DET
ajis02-1667	122	4	data	datum	NOUN
ajis02-1667	122	5	sets	set	NOUN
ajis02-1667	122	6	from	from	ADP
ajis02-1667	122	7	the	the	DET
ajis02-1667	122	8	following	follow	VERB
ajis02-1667	122	9	sources	source	NOUN
ajis02-1667	122	10	:	:	PUNCT
ajis02-1667	122	11	i.	i.	PROPN
ajis02-1667	122	12	data	data	PROPN
ajis02-1667	122	13	packets	packet	NOUN
ajis02-1667	122	14	from	from	ADP
ajis02-1667	122	15	networks	networks	PROPN
ajis02-1667	122	16	ii	ii	PROPN
ajis02-1667	122	17	.	.	PUNCT
ajis02-1667	123	1	data	datum	NOUN
ajis02-1667	123	2	collected	collect	VERB
ajis02-1667	123	3	from	from	ADP
ajis02-1667	123	4	snort	snort	NOUN
ajis02-1667	123	5	or	or	CCONJ
ajis02-1667	123	6	tcpdump	tcpdump	NOUN
ajis02-1667	123	7	,	,	PUNCT
ajis02-1667	123	8	and	and	CCONJ
ajis02-1667	123	9	iii	iii	X
ajis02-1667	123	10	.	.	PROPN
ajis02-1667	123	11	system	system	NOUN
ajis02-1667	123	12	call	call	NOUN
ajis02-1667	123	13	or	or	CCONJ
ajis02-1667	123	14	cpu	cpu	VERB
ajis02-1667	123	15	usage	usage	NOUN
ajis02-1667	123	16	or	or	CCONJ
ajis02-1667	123	17	memory	memory	NOUN
ajis02-1667	123	18	usage	usage	NOUN
ajis02-1667	123	19	.	.	PUNCT
ajis02-1667	124	1	these	these	DET
ajis02-1667	124	2	datasets	dataset	NOUN
ajis02-1667	124	3	can	can	AUX
ajis02-1667	124	4	be	be	AUX
ajis02-1667	124	5	summarized	summarize	VERB
ajis02-1667	124	6	as	as	SCONJ
ajis02-1667	124	7	follows	follow	VERB
ajis02-1667	124	8	:	:	PUNCT
ajis02-1667	124	9	•	•	NUM
ajis02-1667	124	10	ids_bag1	ids_bag1	NOUN
ajis02-1667	124	11	:	:	PUNCT
ajis02-1667	124	12	this	this	DET
ajis02-1667	124	13	dataset	dataset	NOUN
ajis02-1667	124	14	comprises	comprise	VERB
ajis02-1667	124	15	a	a	DET
ajis02-1667	124	16	collection	collection	NOUN
ajis02-1667	124	17	of	of	ADP
ajis02-1667	124	18	system	system	NOUN
ajis02-1667	124	19	call	call	VERB
ajis02-1667	124	20	sequences	sequence	NOUN
ajis02-1667	124	21	collected	collect	VERB
ajis02-1667	124	22	at	at	ADP
ajis02-1667	124	23	massachusetts	massachusetts	PROPN
ajis02-1667	124	24	institute	institute	PROPN
ajis02-1667	124	25	of	of	ADP
ajis02-1667	124	26	technology	technology	PROPN
ajis02-1667	124	27	lincoln	lincoln	PROPN
ajis02-1667	124	28	lab	lab	NOUN
ajis02-1667	124	29	for	for	ADP
ajis02-1667	124	30	one	one	NUM
ajis02-1667	124	31	week	week	NOUN
ajis02-1667	124	32	.	.	PUNCT
ajis02-1667	125	1	•	•	NUM
ajis02-1667	125	2	bsm	bsm	PROPN
ajis02-1667	125	3	dataset	dataset	PROPN
ajis02-1667	125	4	:	:	PUNCT
ajis02-1667	125	5	this	this	DET
ajis02-1667	125	6	dataset	dataset	NOUN
ajis02-1667	125	7	is	be	AUX
ajis02-1667	125	8	collected	collect	VERB
ajis02-1667	125	9	from	from	ADP
ajis02-1667	125	10	the	the	DET
ajis02-1667	125	11	victim	victim	NOUN
ajis02-1667	125	12	’s	’s	PART
ajis02-1667	125	13	solaris	solaris	PROPN
ajis02-1667	125	14	machine	machine	NOUN
ajis02-1667	125	15	.	.	PUNCT
ajis02-1667	126	1	bsm	bsm	PROPN
ajis02-1667	126	2	audit	audit	PROPN
ajis02-1667	126	3	logs	log	NOUN
ajis02-1667	126	4	contain	contain	VERB
ajis02-1667	126	5	system	system	NOUN
ajis02-1667	126	6	calls	call	NOUN
ajis02-1667	126	7	produced	produce	VERB
ajis02-1667	126	8	by	by	ADP
ajis02-1667	126	9	the	the	DET
ajis02-1667	126	10	program	program	NOUN
ajis02-1667	126	11	running	run	VERB
ajis02-1667	126	12	on	on	ADP
ajis02-1667	126	13	solaris	solaris	ADJ
ajis02-1667	126	14	machine	machine	NOUN
ajis02-1667	126	15	.	.	PUNCT
ajis02-1667	127	1	for	for	ADP
ajis02-1667	127	2	each	each	DET
ajis02-1667	127	3	day	day	NOUN
ajis02-1667	127	4	,	,	PUNCT
ajis02-1667	127	5	a	a	DET
ajis02-1667	127	6	‘	'	PUNCT
ajis02-1667	127	7	bsm	bsm	NOUN
ajis02-1667	127	8	list	list	NOUN
ajis02-1667	127	9	file	file	NOUN
ajis02-1667	127	10	’	'	PUNCT
ajis02-1667	127	11	is	be	AUX
ajis02-1667	127	12	prepared	prepare	VERB
ajis02-1667	127	13	and	and	CCONJ
ajis02-1667	127	14	each	each	DET
ajis02-1667	127	15	line	line	NOUN
ajis02-1667	127	16	of	of	ADP
ajis02-1667	127	17	the	the	DET
ajis02-1667	127	18	file	file	NOUN
ajis02-1667	127	19	indicates	indicate	VERB
ajis02-1667	127	20	a	a	DET
ajis02-1667	127	21	session	session	NOUN
ajis02-1667	127	22	.	.	PUNCT
ajis02-1667	128	1	the	the	DET
ajis02-1667	128	2	line	line	NOUN
ajis02-1667	128	3	contains	contain	VERB
ajis02-1667	128	4	information	information	NOUN
ajis02-1667	128	5	such	such	ADJ
ajis02-1667	128	6	as	as	ADP
ajis02-1667	128	7	time	time	NOUN
ajis02-1667	128	8	,	,	PUNCT
ajis02-1667	128	9	service	service	NOUN
ajis02-1667	128	10	,	,	PUNCT
ajis02-1667	128	11	source	source	NOUN
ajis02-1667	128	12	ip	ip	NOUN
ajis02-1667	128	13	,	,	PUNCT
ajis02-1667	128	14	and	and	CCONJ
ajis02-1667	128	15	destination	destination	NOUN
ajis02-1667	128	16	ip	ip	NOUN
ajis02-1667	128	17	.	.	PUNCT
ajis02-1667	129	1	a	a	DET
ajis02-1667	129	2	‘	'	PUNCT
ajis02-1667	129	3	0	0	NUM
ajis02-1667	129	4	’	'	PUNCT
ajis02-1667	129	5	at	at	ADP
ajis02-1667	129	6	the	the	DET
ajis02-1667	129	7	end	end	NOUN
ajis02-1667	129	8	of	of	ADP
ajis02-1667	129	9	the	the	DET
ajis02-1667	129	10	line	line	NOUN
ajis02-1667	129	11	indicates	indicate	VERB
ajis02-1667	129	12	the	the	DET
ajis02-1667	129	13	session	session	NOUN
ajis02-1667	129	14	is	be	AUX
ajis02-1667	129	15	normal	normal	ADJ
ajis02-1667	129	16	and	and	CCONJ
ajis02-1667	129	17	a	a	DET
ajis02-1667	129	18	‘	'	PUNCT
ajis02-1667	129	19	1	1	NUM
ajis02-1667	129	20	’	'	PUNCT
ajis02-1667	129	21	indicates	indicate	VERB
ajis02-1667	129	22	the	the	DET
ajis02-1667	129	23	session	session	NOUN
ajis02-1667	129	24	is	be	AUX
ajis02-1667	129	25	intrusive	intrusive	ADJ
ajis02-1667	129	26	.	.	PUNCT
ajis02-1667	130	1	•	•	NUM
ajis02-1667	130	2	kdd	kdd	PROPN
ajis02-1667	130	3	dataset	dataset	PROPN
ajis02-1667	130	4	:	:	PUNCT
ajis02-1667	130	5	kdd	kdd	NOUN
ajis02-1667	130	6	training	training	NOUN
ajis02-1667	130	7	dataset	dataset	NOUN
ajis02-1667	130	8	comprises	comprise	NOUN
ajis02-1667	130	9	of	of	ADP
ajis02-1667	130	10	single	single	ADJ
ajis02-1667	130	11	connection	connection	NOUN
ajis02-1667	130	12	vectors	vector	NOUN
ajis02-1667	130	13	(	(	PUNCT
ajis02-1667	130	14	4,900,000	4,900,000	NUM
ajis02-1667	130	15	)	)	PUNCT
ajis02-1667	130	16	.	.	PUNCT
ajis02-1667	131	1	each	each	PRON
ajis02-1667	131	2	of	of	ADP
ajis02-1667	131	3	connection	connection	NOUN
ajis02-1667	131	4	vector	vector	NOUN
ajis02-1667	131	5	has	have	VERB
ajis02-1667	131	6	41	41	NUM
ajis02-1667	131	7	features	feature	NOUN
ajis02-1667	131	8	and	and	CCONJ
ajis02-1667	131	9	is	be	AUX
ajis02-1667	131	10	categorized	categorize	VERB
ajis02-1667	131	11	as	as	ADP
ajis02-1667	131	12	either	either	CCONJ
ajis02-1667	131	13	normal	normal	ADJ
ajis02-1667	131	14	or	or	CCONJ
ajis02-1667	131	15	an	an	DET
ajis02-1667	131	16	attack	attack	NOUN
ajis02-1667	131	17	,	,	PUNCT
ajis02-1667	131	18	with	with	ADP
ajis02-1667	131	19	just	just	ADV
ajis02-1667	131	20	one	one	NUM
ajis02-1667	131	21	specific	specific	ADJ
ajis02-1667	131	22	type	type	NOUN
ajis02-1667	131	23	of	of	ADP
ajis02-1667	131	24	the	the	DET
ajis02-1667	131	25	attack	attack	NOUN
ajis02-1667	131	26	.	.	PUNCT
ajis02-1667	132	1	following	follow	VERB
ajis02-1667	132	2	are	be	AUX
ajis02-1667	132	3	the	the	DET
ajis02-1667	132	4	four	four	NUM
ajis02-1667	132	5	types	type	NOUN
ajis02-1667	132	6	of	of	ADP
ajis02-1667	132	7	simulated	simulated	ADJ
ajis02-1667	132	8	attacks	attack	NOUN
ajis02-1667	132	9	:	:	PUNCT
ajis02-1667	132	10	viz	viz	NUM
ajis02-1667	132	11	.	.	PUNCT
ajis02-1667	132	12	denial	denial	NOUN
ajis02-1667	132	13	of	of	ADP
ajis02-1667	132	14	service	service	NOUN
ajis02-1667	132	15	attack	attack	NOUN
ajis02-1667	132	16	(	(	PUNCT
ajis02-1667	132	17	dos	dos	PROPN
ajis02-1667	132	18	)	)	PUNCT
ajis02-1667	132	19	,	,	PUNCT
ajis02-1667	132	20	user	user	NOUN
ajis02-1667	132	21	to	to	PART
ajis02-1667	132	22	root	root	VERB
ajis02-1667	132	23	attack	attack	NOUN
ajis02-1667	132	24	(	(	PUNCT
ajis02-1667	132	25	u2r	u2r	PROPN
ajis02-1667	132	26	)	)	PUNCT
ajis02-1667	132	27	,	,	PUNCT
ajis02-1667	132	28	remote	remote	VERB
ajis02-1667	132	29	to	to	ADP
ajis02-1667	132	30	local	local	ADJ
ajis02-1667	132	31	attack	attack	NOUN
ajis02-1667	132	32	(	(	PUNCT
ajis02-1667	132	33	r2l	r2l	NOUN
ajis02-1667	132	34	)	)	PUNCT
ajis02-1667	132	35	,	,	PUNCT
ajis02-1667	132	36	and	and	CCONJ
ajis02-1667	132	37	probing	probe	VERB
ajis02-1667	132	38	attack	attack	NOUN
ajis02-1667	132	39	.	.	PUNCT
ajis02-1667	133	1	australasian	australasian	ADJ
ajis02-1667	133	2	journal	journal	NOUN
ajis02-1667	133	3	of	of	ADP
ajis02-1667	133	4	information	information	NOUN
ajis02-1667	133	5	systems	system	NOUN
ajis02-1667	133	6	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	133	7	,	,	PUNCT
ajis02-1667	133	8	sen	sen	PROPN
ajis02-1667	133	9	&	&	CCONJ
ajis02-1667	133	10	gupta	gupta	PROPN
ajis02-1667	133	11	2018	2018	NUM
ajis02-1667	133	12	,	,	PUNCT
ajis02-1667	133	13	vol	vol	NOUN
ajis02-1667	133	14	22	22	NUM
ajis02-1667	133	15	,	,	PUNCT
ajis02-1667	133	16	research	research	NOUN
ajis02-1667	133	17	article	article	NOUN
ajis02-1667	133	18	meta	meta	NOUN
ajis02-1667	133	19	-	-	PUNCT
ajis02-1667	133	20	analysis	analysis	NOUN
ajis02-1667	133	21	of	of	ADP
ajis02-1667	133	22	machine	machine	NOUN
ajis02-1667	133	23	learning	learn	VERB
ajis02-1667	133	24	techniques	technique	NOUN
ajis02-1667	133	25	9	9	NUM
ajis02-1667	133	26	•	•	NUM
ajis02-1667	133	27	darpa	darpa	PROPN
ajis02-1667	133	28	intrusion	intrusion	NOUN
ajis02-1667	133	29	detection	detection	NOUN
ajis02-1667	133	30	evaluation	evaluation	NOUN
ajis02-1667	133	31	:	:	PUNCT
ajis02-1667	133	32	darpa	darpa	PROPN
ajis02-1667	133	33	intrusion	intrusion	NOUN
ajis02-1667	133	34	detection	detection	NOUN
ajis02-1667	133	35	evaluation	evaluation	NOUN
ajis02-1667	133	36	has	have	VERB
ajis02-1667	133	37	two	two	NUM
ajis02-1667	133	38	parts	part	NOUN
ajis02-1667	133	39	,	,	PUNCT
ajis02-1667	133	40	one	one	NUM
ajis02-1667	133	41	operates	operate	VERB
ajis02-1667	133	42	in	in	ADP
ajis02-1667	133	43	offline	offline	ADJ
ajis02-1667	133	44	evaluation	evaluation	NOUN
ajis02-1667	133	45	mode	mode	NOUN
ajis02-1667	133	46	,	,	PUNCT
ajis02-1667	133	47	and	and	CCONJ
ajis02-1667	133	48	another	another	DET
ajis02-1667	133	49	operates	operate	VERB
ajis02-1667	133	50	in	in	ADP
ajis02-1667	133	51	real	real	ADJ
ajis02-1667	133	52	-	-	PUNCT
ajis02-1667	133	53	time	time	NOUN
ajis02-1667	133	54	evaluation	evaluation	NOUN
ajis02-1667	133	55	mode	mode	NOUN
ajis02-1667	133	56	.	.	PUNCT
ajis02-1667	134	1	the	the	DET
ajis02-1667	134	2	offline	offline	ADJ
ajis02-1667	134	3	mode	mode	NOUN
ajis02-1667	134	4	normally	normally	ADV
ajis02-1667	134	5	operates	operate	VERB
ajis02-1667	134	6	in	in	ADP
ajis02-1667	134	7	the	the	DET
ajis02-1667	134	8	batch	batch	NOUN
ajis02-1667	134	9	mode	mode	NOUN
ajis02-1667	134	10	and	and	CCONJ
ajis02-1667	134	11	uses	use	VERB
ajis02-1667	134	12	network	network	NOUN
ajis02-1667	134	13	traffic	traffic	NOUN
ajis02-1667	134	14	and	and	CCONJ
ajis02-1667	134	15	audit	audit	NOUN
ajis02-1667	134	16	logs	log	NOUN
ajis02-1667	134	17	collected	collect	VERB
ajis02-1667	134	18	on	on	ADP
ajis02-1667	134	19	the	the	DET
ajis02-1667	134	20	simulated	simulated	ADJ
ajis02-1667	134	21	network	network	NOUN
ajis02-1667	134	22	.	.	PUNCT
ajis02-1667	135	1	the	the	DET
ajis02-1667	135	2	system	system	NOUN
ajis02-1667	135	3	tries	try	VERB
ajis02-1667	135	4	to	to	PART
ajis02-1667	135	5	identify	identify	VERB
ajis02-1667	135	6	attacks	attack	NOUN
ajis02-1667	135	7	in	in	ADP
ajis02-1667	135	8	the	the	DET
ajis02-1667	135	9	middle	middle	NOUN
ajis02-1667	135	10	of	of	ADP
ajis02-1667	135	11	normal	normal	ADJ
ajis02-1667	135	12	activities	activity	NOUN
ajis02-1667	135	13	.	.	PUNCT
ajis02-1667	136	1	in	in	ADP
ajis02-1667	136	2	the	the	DET
ajis02-1667	136	3	online	online	ADJ
ajis02-1667	136	4	mode	mode	NOUN
ajis02-1667	136	5	,	,	PUNCT
ajis02-1667	136	6	which	which	PRON
ajis02-1667	136	7	is	be	AUX
ajis02-1667	136	8	the	the	DET
ajis02-1667	136	9	real	real	ADJ
ajis02-1667	136	10	time	time	NOUN
ajis02-1667	136	11	mode	mode	NOUN
ajis02-1667	136	12	,	,	PUNCT
ajis02-1667	136	13	these	these	DET
ajis02-1667	136	14	systems	system	NOUN
ajis02-1667	136	15	are	be	AUX
ajis02-1667	136	16	inserted	insert	VERB
ajis02-1667	136	17	into	into	ADP
ajis02-1667	136	18	the	the	DET
ajis02-1667	136	19	afrl	afrl	PROPN
ajis02-1667	136	20	network	network	PROPN
ajis02-1667	136	21	test	test	NOUN
ajis02-1667	136	22	bed	bed	NOUN
ajis02-1667	136	23	and	and	CCONJ
ajis02-1667	136	24	are	be	AUX
ajis02-1667	136	25	used	use	VERB
ajis02-1667	136	26	to	to	PART
ajis02-1667	136	27	identify	identify	VERB
ajis02-1667	136	28	attack	attack	NOUN
ajis02-1667	136	29	sessions	session	NOUN
ajis02-1667	136	30	in	in	ADP
ajis02-1667	136	31	the	the	DET
ajis02-1667	136	32	middle	middle	NOUN
ajis02-1667	136	33	of	of	ADP
ajis02-1667	136	34	normal	normal	ADJ
ajis02-1667	136	35	activities	activity	NOUN
ajis02-1667	136	36	,	,	PUNCT
ajis02-1667	136	37	in	in	ADP
ajis02-1667	136	38	real	real	ADJ
ajis02-1667	136	39	time	time	NOUN
ajis02-1667	136	40	.	.	PUNCT
ajis02-1667	137	1	•	•	NUM
ajis02-1667	137	2	nsl	nsl	PROPN
ajis02-1667	137	3	-	-	PUNCT
ajis02-1667	137	4	kdd	kdd	NOUN
ajis02-1667	137	5	:	:	PUNCT
ajis02-1667	137	6	is	be	AUX
ajis02-1667	137	7	a	a	DET
ajis02-1667	137	8	dataset	dataset	NOUN
ajis02-1667	137	9	which	which	PRON
ajis02-1667	137	10	has	have	AUX
ajis02-1667	137	11	solved	solve	VERB
ajis02-1667	137	12	many	many	ADJ
ajis02-1667	137	13	problems	problem	NOUN
ajis02-1667	137	14	found	find	VERB
ajis02-1667	137	15	in	in	ADP
ajis02-1667	137	16	kdd	kdd	PROPN
ajis02-1667	137	17	dataset	dataset	PROPN
ajis02-1667	137	18	,	,	PUNCT
ajis02-1667	137	19	though	though	SCONJ
ajis02-1667	137	20	it	it	PRON
ajis02-1667	137	21	is	be	AUX
ajis02-1667	137	22	not	not	PART
ajis02-1667	137	23	suitable	suitable	ADJ
ajis02-1667	137	24	for	for	ADP
ajis02-1667	137	25	real	real	ADJ
ajis02-1667	137	26	time	time	NOUN
ajis02-1667	137	27	networks	network	NOUN
ajis02-1667	137	28	because	because	SCONJ
ajis02-1667	137	29	of	of	ADP
ajis02-1667	137	30	lack	lack	NOUN
ajis02-1667	137	31	of	of	ADP
ajis02-1667	137	32	public	public	ADJ
ajis02-1667	137	33	data	datum	NOUN
ajis02-1667	137	34	sets	set	NOUN
ajis02-1667	137	35	for	for	ADP
ajis02-1667	137	36	network	network	NOUN
ajis02-1667	137	37	-	-	PUNCT
ajis02-1667	137	38	based	base	VERB
ajis02-1667	137	39	idss	idss	NOUN
ajis02-1667	137	40	.	.	PUNCT
ajis02-1667	138	1	it	it	PRON
ajis02-1667	138	2	does	do	AUX
ajis02-1667	138	3	not	not	PART
ajis02-1667	138	4	have	have	AUX
ajis02-1667	138	5	redundant	redundant	ADJ
ajis02-1667	138	6	or	or	CCONJ
ajis02-1667	138	7	duplicate	duplicate	VERB
ajis02-1667	138	8	records	record	NOUN
ajis02-1667	138	9	.	.	PUNCT
ajis02-1667	139	1	the	the	DET
ajis02-1667	139	2	number	number	NOUN
ajis02-1667	139	3	of	of	ADP
ajis02-1667	139	4	training	training	NOUN
ajis02-1667	139	5	and	and	CCONJ
ajis02-1667	139	6	testing	testing	NOUN
ajis02-1667	139	7	data	datum	NOUN
ajis02-1667	139	8	is	be	AUX
ajis02-1667	139	9	reasonable	reasonable	ADJ
ajis02-1667	139	10	.	.	PUNCT
ajis02-1667	140	1	effectiveness	effectiveness	NOUN
ajis02-1667	140	2	of	of	ADP
ajis02-1667	140	3	a	a	DET
ajis02-1667	140	4	technique	technique	NOUN
ajis02-1667	140	5	on	on	ADP
ajis02-1667	140	6	a	a	DET
ajis02-1667	140	7	particular	particular	ADJ
ajis02-1667	140	8	dataset	dataset	NOUN
ajis02-1667	140	9	can	can	AUX
ajis02-1667	140	10	only	only	ADV
ajis02-1667	140	11	be	be	AUX
ajis02-1667	140	12	judged	judge	VERB
ajis02-1667	140	13	by	by	ADP
ajis02-1667	140	14	analysing	analyse	VERB
ajis02-1667	140	15	the	the	DET
ajis02-1667	140	16	correctness	correctness	NOUN
ajis02-1667	140	17	or	or	CCONJ
ajis02-1667	140	18	accuracy	accuracy	NOUN
ajis02-1667	140	19	of	of	ADP
ajis02-1667	140	20	the	the	DET
ajis02-1667	140	21	result	result	NOUN
ajis02-1667	140	22	obtained	obtain	VERB
ajis02-1667	140	23	.	.	PUNCT
ajis02-1667	141	1	several	several	ADJ
ajis02-1667	141	2	performance	performance	NOUN
ajis02-1667	141	3	metrics	metric	NOUN
ajis02-1667	141	4	or	or	CCONJ
ajis02-1667	141	5	measures	measure	NOUN
ajis02-1667	141	6	are	be	AUX
ajis02-1667	141	7	taken	take	VERB
ajis02-1667	141	8	into	into	ADP
ajis02-1667	141	9	consideration	consideration	NOUN
ajis02-1667	141	10	for	for	ADP
ajis02-1667	141	11	this	this	DET
ajis02-1667	141	12	purpose	purpose	NOUN
ajis02-1667	141	13	,	,	PUNCT
ajis02-1667	141	14	namely	namely	ADV
ajis02-1667	141	15	,	,	PUNCT
ajis02-1667	141	16	sensitivity	sensitivity	NOUN
ajis02-1667	141	17	or	or	CCONJ
ajis02-1667	141	18	true	true	ADJ
ajis02-1667	141	19	positive	positive	ADJ
ajis02-1667	141	20	rate	rate	NOUN
ajis02-1667	141	21	(	(	PUNCT
ajis02-1667	141	22	proportion	proportion	NOUN
ajis02-1667	141	23	of	of	ADP
ajis02-1667	141	24	correctly	correctly	ADV
ajis02-1667	141	25	classified	classified	ADJ
ajis02-1667	141	26	positive	positive	ADJ
ajis02-1667	141	27	cases	case	NOUN
ajis02-1667	141	28	)	)	PUNCT
ajis02-1667	141	29	,	,	PUNCT
ajis02-1667	141	30	detection	detection	NOUN
ajis02-1667	141	31	rate	rate	NOUN
ajis02-1667	141	32	(	(	PUNCT
ajis02-1667	141	33	ratio	ratio	NOUN
ajis02-1667	141	34	of	of	ADP
ajis02-1667	141	35	true	true	ADJ
ajis02-1667	141	36	positive	positive	ADJ
ajis02-1667	141	37	data	datum	NOUN
ajis02-1667	141	38	to	to	ADP
ajis02-1667	141	39	the	the	DET
ajis02-1667	141	40	total	total	ADJ
ajis02-1667	141	41	number	number	NOUN
ajis02-1667	141	42	of	of	ADP
ajis02-1667	141	43	intrusion	intrusion	NOUN
ajis02-1667	141	44	data	datum	NOUN
ajis02-1667	141	45	present	present	ADJ
ajis02-1667	141	46	in	in	ADP
ajis02-1667	141	47	the	the	DET
ajis02-1667	141	48	system	system	NOUN
ajis02-1667	141	49	)	)	PUNCT
ajis02-1667	141	50	,	,	PUNCT
ajis02-1667	141	51	accuracy	accuracy	NOUN
ajis02-1667	141	52	(	(	PUNCT
ajis02-1667	141	53	total	total	ADJ
ajis02-1667	141	54	number	number	NOUN
ajis02-1667	141	55	of	of	ADP
ajis02-1667	141	56	correct	correct	ADJ
ajis02-1667	141	57	predictions	prediction	NOUN
ajis02-1667	141	58	)	)	PUNCT
ajis02-1667	141	59	and	and	CCONJ
ajis02-1667	141	60	roc	roc	PROPN
ajis02-1667	141	61	curve	curve	NOUN
ajis02-1667	141	62	(	(	PUNCT
ajis02-1667	141	63	graph	graph	NOUN
ajis02-1667	141	64	used	use	VERB
ajis02-1667	141	65	to	to	PART
ajis02-1667	141	66	measure	measure	VERB
ajis02-1667	141	67	the	the	DET
ajis02-1667	141	68	performance	performance	NOUN
ajis02-1667	141	69	of	of	ADP
ajis02-1667	141	70	binary	binary	ADJ
ajis02-1667	141	71	classifier	classifier	NOUN
ajis02-1667	141	72	)	)	PUNCT
ajis02-1667	141	73	.	.	PUNCT
ajis02-1667	142	1	from	from	ADP
ajis02-1667	142	2	the	the	DET
ajis02-1667	142	3	60	60	NUM
ajis02-1667	142	4	articles	article	NOUN
ajis02-1667	142	5	surveyed	survey	VERB
ajis02-1667	142	6	,	,	PUNCT
ajis02-1667	142	7	we	we	PRON
ajis02-1667	142	8	have	have	AUX
ajis02-1667	142	9	found	find	VERB
ajis02-1667	142	10	that	that	SCONJ
ajis02-1667	142	11	ga	ga	PROPN
ajis02-1667	142	12	covers	cover	VERB
ajis02-1667	142	13	19	19	NUM
ajis02-1667	142	14	%	%	NOUN
ajis02-1667	142	15	,	,	PUNCT
ajis02-1667	142	16	svm	svm	PROPN
ajis02-1667	142	17	covers	cover	VERB
ajis02-1667	142	18	18	18	NUM
ajis02-1667	142	19	%	%	NOUN
ajis02-1667	142	20	,	,	PUNCT
ajis02-1667	142	21	fuzzy	fuzzy	ADJ
ajis02-1667	142	22	+	+	CCONJ
ajis02-1667	142	23	neuro	neuro	PROPN
ajis02-1667	142	24	fuzzy	fuzzy	NOUN
ajis02-1667	142	25	covers	cover	VERB
ajis02-1667	142	26	18	18	NUM
ajis02-1667	142	27	%	%	NOUN
ajis02-1667	142	28	,	,	PUNCT
ajis02-1667	142	29	som	som	NOUN
ajis02-1667	142	30	covers	cover	VERB
ajis02-1667	142	31	18	18	NUM
ajis02-1667	142	32	%	%	NOUN
ajis02-1667	142	33	and	and	CCONJ
ajis02-1667	142	34	perceptron	perceptron	PROPN
ajis02-1667	142	35	covers	cover	VERB
ajis02-1667	142	36	18	18	NUM
ajis02-1667	142	37	%	%	NOUN
ajis02-1667	142	38	of	of	ADP
ajis02-1667	142	39	the	the	DET
ajis02-1667	142	40	total	total	ADJ
ajis02-1667	142	41	articles	article	NOUN
ajis02-1667	142	42	(	(	PUNCT
ajis02-1667	142	43	figure	figure	NOUN
ajis02-1667	142	44	3	3	NUM
ajis02-1667	142	45	)	)	PUNCT
ajis02-1667	142	46	.	.	PUNCT
ajis02-1667	143	1	we	we	PRON
ajis02-1667	143	2	did	do	AUX
ajis02-1667	143	3	not	not	PART
ajis02-1667	143	4	include	include	VERB
ajis02-1667	143	5	perceptron	perceptron	NOUN
ajis02-1667	143	6	because	because	SCONJ
ajis02-1667	143	7	its	its	PRON
ajis02-1667	143	8	effectiveness	effectiveness	NOUN
ajis02-1667	143	9	in	in	ADP
ajis02-1667	143	10	handling	handle	VERB
ajis02-1667	143	11	real	real	ADJ
ajis02-1667	143	12	time	time	NOUN
ajis02-1667	143	13	data	datum	NOUN
ajis02-1667	143	14	,	,	PUNCT
ajis02-1667	143	15	as	as	ADV
ajis02-1667	143	16	well	well	ADV
ajis02-1667	143	17	as	as	ADP
ajis02-1667	143	18	in	in	ADP
ajis02-1667	143	19	other	other	ADJ
ajis02-1667	143	20	types	type	NOUN
ajis02-1667	143	21	of	of	ADP
ajis02-1667	143	22	readily	readily	ADV
ajis02-1667	143	23	available	available	ADJ
ajis02-1667	143	24	data	datum	NOUN
ajis02-1667	143	25	,	,	PUNCT
ajis02-1667	143	26	is	be	AUX
ajis02-1667	143	27	not	not	PART
ajis02-1667	143	28	promising	promise	VERB
ajis02-1667	143	29	as	as	ADP
ajis02-1667	143	30	in	in	ADP
ajis02-1667	143	31	case	case	NOUN
ajis02-1667	143	32	of	of	ADP
ajis02-1667	143	33	other	other	ADJ
ajis02-1667	143	34	techniques	technique	NOUN
ajis02-1667	143	35	.	.	PUNCT
ajis02-1667	144	1	the	the	DET
ajis02-1667	144	2	performance	performance	NOUN
ajis02-1667	144	3	of	of	ADP
ajis02-1667	144	4	numerous	numerous	ADJ
ajis02-1667	144	5	techniques	technique	NOUN
ajis02-1667	144	6	using	use	VERB
ajis02-1667	144	7	these	these	DET
ajis02-1667	144	8	parameters	parameter	NOUN
ajis02-1667	144	9	on	on	ADP
ajis02-1667	144	10	the	the	DET
ajis02-1667	144	11	abovementioned	abovementioned	ADJ
ajis02-1667	144	12	dataset	dataset	NOUN
ajis02-1667	144	13	is	be	AUX
ajis02-1667	144	14	summarized	summarize	VERB
ajis02-1667	144	15	in	in	ADP
ajis02-1667	144	16	figures	figure	NOUN
ajis02-1667	144	17	4a-4d	4a-4d	X
ajis02-1667	144	18	.	.	PUNCT
ajis02-1667	145	1	support	support	NOUN
ajis02-1667	145	2	vector	vector	NOUN
ajis02-1667	145	3	machines	machine	NOUN
ajis02-1667	145	4	(	(	PUNCT
ajis02-1667	145	5	svm	svm	ADJ
ajis02-1667	145	6	)	)	PUNCT
ajis02-1667	145	7	self	self	NOUN
ajis02-1667	145	8	organizing	organize	VERB
ajis02-1667	145	9	maps	map	NOUN
ajis02-1667	145	10	(	(	PUNCT
ajis02-1667	145	11	som	som	NOUN
ajis02-1667	145	12	)	)	PUNCT
ajis02-1667	145	13	figure	figure	NOUN
ajis02-1667	145	14	4a	4a	NUM
ajis02-1667	145	15	.	.	PUNCT
ajis02-1667	146	1	percentage	percentage	NOUN
ajis02-1667	146	2	of	of	ADP
ajis02-1667	146	3	different	different	ADJ
ajis02-1667	146	4	data	datum	NOUN
ajis02-1667	146	5	set	set	VERB
ajis02-1667	146	6	used	use	VERB
ajis02-1667	146	7	by	by	ADP
ajis02-1667	146	8	support	support	NOUN
ajis02-1667	146	9	vector	vector	NOUN
ajis02-1667	146	10	machines	machine	NOUN
ajis02-1667	146	11	(	(	PUNCT
ajis02-1667	146	12	svm	svm	ADJ
ajis02-1667	146	13	)	)	PUNCT
ajis02-1667	146	14	figure	figure	NOUN
ajis02-1667	146	15	4b	4b	X
ajis02-1667	146	16	.	.	PUNCT
ajis02-1667	147	1	percentage	percentage	NOUN
ajis02-1667	147	2	of	of	ADP
ajis02-1667	147	3	different	different	ADJ
ajis02-1667	147	4	data	datum	NOUN
ajis02-1667	147	5	set	set	VERB
ajis02-1667	147	6	used	use	VERB
ajis02-1667	147	7	by	by	ADP
ajis02-1667	147	8	self	self	NOUN
ajis02-1667	147	9	-	-	PUNCT
ajis02-1667	147	10	organizing	organize	VERB
ajis02-1667	147	11	maps	map	NOUN
ajis02-1667	147	12	(	(	PUNCT
ajis02-1667	147	13	som	som	NOUN
ajis02-1667	147	14	)	)	PUNCT
ajis02-1667	147	15	australasian	australasian	ADJ
ajis02-1667	147	16	journal	journal	NOUN
ajis02-1667	147	17	of	of	ADP
ajis02-1667	147	18	information	information	NOUN
ajis02-1667	147	19	systems	system	NOUN
ajis02-1667	147	20	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	147	21	,	,	PUNCT
ajis02-1667	147	22	sen	sen	PROPN
ajis02-1667	147	23	&	&	CCONJ
ajis02-1667	147	24	gupta	gupta	PROPN
ajis02-1667	147	25	2018	2018	NUM
ajis02-1667	147	26	,	,	PUNCT
ajis02-1667	147	27	vol	vol	NOUN
ajis02-1667	147	28	22	22	NUM
ajis02-1667	147	29	,	,	PUNCT
ajis02-1667	147	30	research	research	NOUN
ajis02-1667	147	31	article	article	NOUN
ajis02-1667	147	32	meta	meta	NOUN
ajis02-1667	147	33	-	-	PUNCT
ajis02-1667	147	34	analysis	analysis	NOUN
ajis02-1667	147	35	of	of	ADP
ajis02-1667	147	36	machine	machine	NOUN
ajis02-1667	147	37	learning	learn	VERB
ajis02-1667	147	38	techniques	technique	NOUN
ajis02-1667	147	39	10	10	NUM
ajis02-1667	147	40	genetic	genetic	ADJ
ajis02-1667	147	41	algorithms	algorithm	NOUN
ajis02-1667	147	42	(	(	PUNCT
ajis02-1667	147	43	ga	ga	NOUN
ajis02-1667	147	44	)	)	PUNCT
ajis02-1667	147	45	fuzzy	fuzzy	ADJ
ajis02-1667	147	46	logic	logic	NOUN
ajis02-1667	147	47	figure	figure	NOUN
ajis02-1667	147	48	4c	4c	NOUN
ajis02-1667	147	49	.	.	PUNCT
ajis02-1667	148	1	percentage	percentage	NOUN
ajis02-1667	148	2	of	of	ADP
ajis02-1667	148	3	different	different	ADJ
ajis02-1667	148	4	data	datum	NOUN
ajis02-1667	148	5	set	set	VERB
ajis02-1667	148	6	used	use	VERB
ajis02-1667	148	7	by	by	ADP
ajis02-1667	148	8	genetic	genetic	ADJ
ajis02-1667	148	9	algorithms	algorithm	NOUN
ajis02-1667	148	10	(	(	PUNCT
ajis02-1667	148	11	ga	ga	NOUN
ajis02-1667	148	12	)	)	PUNCT
ajis02-1667	148	13	figure	figure	NOUN
ajis02-1667	148	14	4d	4d	NUM
ajis02-1667	148	15	.	.	PUNCT
ajis02-1667	149	1	percentage	percentage	NOUN
ajis02-1667	149	2	of	of	ADP
ajis02-1667	149	3	different	different	ADJ
ajis02-1667	149	4	data	datum	NOUN
ajis02-1667	149	5	set	set	VERB
ajis02-1667	149	6	used	use	VERB
ajis02-1667	149	7	by	by	ADP
ajis02-1667	149	8	fuzzy	fuzzy	ADJ
ajis02-1667	149	9	logic	logic	NOUN
ajis02-1667	149	10	we	we	PRON
ajis02-1667	149	11	can	can	AUX
ajis02-1667	149	12	see	see	VERB
ajis02-1667	149	13	from	from	ADP
ajis02-1667	149	14	figure	figure	NOUN
ajis02-1667	149	15	4	4	NUM
ajis02-1667	149	16	that	that	ADV
ajis02-1667	149	17	fuzzy	fuzzy	ADJ
ajis02-1667	149	18	,	,	PUNCT
ajis02-1667	149	19	self	self	NOUN
ajis02-1667	149	20	-	-	PUNCT
ajis02-1667	149	21	organizing	organize	VERB
ajis02-1667	149	22	maps	map	NOUN
ajis02-1667	149	23	,	,	PUNCT
ajis02-1667	149	24	and	and	CCONJ
ajis02-1667	149	25	genetic	genetic	ADJ
ajis02-1667	149	26	algorithm	algorithm	NOUN
ajis02-1667	149	27	are	be	AUX
ajis02-1667	149	28	used	use	VERB
ajis02-1667	149	29	extensively	extensively	ADV
ajis02-1667	149	30	in	in	ADP
ajis02-1667	149	31	detecting	detect	VERB
ajis02-1667	149	32	real	real	ADJ
ajis02-1667	149	33	time	time	NOUN
ajis02-1667	149	34	attacks	attack	NOUN
ajis02-1667	149	35	,	,	PUNCT
ajis02-1667	149	36	whereas	whereas	SCONJ
ajis02-1667	149	37	svm	svm	PROPN
ajis02-1667	149	38	is	be	AUX
ajis02-1667	149	39	used	use	VERB
ajis02-1667	149	40	extensively	extensively	ADV
ajis02-1667	149	41	with	with	ADP
ajis02-1667	149	42	publicly	publicly	ADV
ajis02-1667	149	43	available	available	ADJ
ajis02-1667	149	44	dataset	dataset	NOUN
ajis02-1667	149	45	(	(	PUNCT
ajis02-1667	149	46	snort	snort	NOUN
ajis02-1667	149	47	,	,	PUNCT
ajis02-1667	149	48	caida	caida	PROPN
ajis02-1667	149	49	,	,	PUNCT
ajis02-1667	149	50	etc	etc	X
ajis02-1667	149	51	.	.	X
ajis02-1667	149	52	)	)	PUNCT
ajis02-1667	149	53	.	.	PUNCT
ajis02-1667	150	1	however	however	ADV
ajis02-1667	150	2	,	,	PUNCT
ajis02-1667	150	3	among	among	ADP
ajis02-1667	150	4	all	all	DET
ajis02-1667	150	5	datasets	dataset	NOUN
ajis02-1667	150	6	,	,	PUNCT
ajis02-1667	150	7	most	most	ADJ
ajis02-1667	150	8	of	of	ADP
ajis02-1667	150	9	the	the	DET
ajis02-1667	150	10	experiments	experiment	NOUN
ajis02-1667	150	11	were	be	AUX
ajis02-1667	150	12	carried	carry	VERB
ajis02-1667	150	13	out	out	ADP
ajis02-1667	150	14	on	on	ADP
ajis02-1667	150	15	kdd	kdd	PROPN
ajis02-1667	150	16	dataset	dataset	PROPN
ajis02-1667	150	17	.	.	PUNCT
ajis02-1667	151	1	to	to	PART
ajis02-1667	151	2	further	far	ADV
ajis02-1667	151	3	justify	justify	VERB
ajis02-1667	151	4	our	our	PRON
ajis02-1667	151	5	claim	claim	NOUN
ajis02-1667	151	6	,	,	PUNCT
ajis02-1667	151	7	we	we	PRON
ajis02-1667	151	8	take	take	VERB
ajis02-1667	151	9	the	the	DET
ajis02-1667	151	10	help	help	NOUN
ajis02-1667	151	11	of	of	ADP
ajis02-1667	151	12	the	the	DET
ajis02-1667	151	13	graphs	graph	NOUN
ajis02-1667	151	14	in	in	ADP
ajis02-1667	151	15	figure	figure	NOUN
ajis02-1667	151	16	5	5	NUM
ajis02-1667	151	17	.	.	PUNCT
ajis02-1667	151	18	figure	figure	NOUN
ajis02-1667	151	19	5	5	NUM
ajis02-1667	151	20	.	.	PUNCT
ajis02-1667	151	21	showing	show	VERB
ajis02-1667	151	22	the	the	DET
ajis02-1667	151	23	popular	popular	ADJ
ajis02-1667	151	24	datasets	dataset	NOUN
ajis02-1667	151	25	used	use	VERB
ajis02-1667	151	26	with	with	ADP
ajis02-1667	151	27	various	various	ADJ
ajis02-1667	151	28	techniques	technique	NOUN
ajis02-1667	151	29	figure	figure	NOUN
ajis02-1667	151	30	5	5	NUM
ajis02-1667	151	31	reveals	reveal	VERB
ajis02-1667	151	32	that	that	SCONJ
ajis02-1667	151	33	these	these	DET
ajis02-1667	151	34	techniques	technique	NOUN
ajis02-1667	151	35	have	have	AUX
ajis02-1667	151	36	used	use	VERB
ajis02-1667	151	37	kdd	kdd	PROPN
ajis02-1667	151	38	dataset	dataset	VERB
ajis02-1667	151	39	in	in	ADP
ajis02-1667	151	40	nearly	nearly	ADV
ajis02-1667	151	41	40	40	NUM
ajis02-1667	151	42	%	%	NOUN
ajis02-1667	151	43	of	of	ADP
ajis02-1667	151	44	their	their	PRON
ajis02-1667	151	45	intrusion	intrusion	NOUN
ajis02-1667	151	46	detection	detection	NOUN
ajis02-1667	151	47	analysis	analysis	NOUN
ajis02-1667	151	48	,	,	PUNCT
ajis02-1667	151	49	while	while	SCONJ
ajis02-1667	151	50	they	they	PRON
ajis02-1667	151	51	have	have	AUX
ajis02-1667	151	52	worked	work	VERB
ajis02-1667	151	53	with	with	ADP
ajis02-1667	151	54	real	real	ADJ
ajis02-1667	151	55	time	time	NOUN
ajis02-1667	151	56	data	datum	NOUN
ajis02-1667	151	57	set	set	VERB
ajis02-1667	151	58	for	for	ADP
ajis02-1667	151	59	only	only	ADV
ajis02-1667	151	60	25	25	NUM
ajis02-1667	151	61	%	%	NOUN
ajis02-1667	151	62	of	of	ADP
ajis02-1667	151	63	their	their	PRON
ajis02-1667	151	64	analysis	analysis	NOUN
ajis02-1667	151	65	.	.	PUNCT
ajis02-1667	152	1	australasian	australasian	ADJ
ajis02-1667	152	2	journal	journal	NOUN
ajis02-1667	152	3	of	of	ADP
ajis02-1667	152	4	information	information	NOUN
ajis02-1667	152	5	systems	system	NOUN
ajis02-1667	152	6	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	152	7	,	,	PUNCT
ajis02-1667	152	8	sen	sen	PROPN
ajis02-1667	152	9	&	&	CCONJ
ajis02-1667	152	10	gupta	gupta	PROPN
ajis02-1667	152	11	2018	2018	NUM
ajis02-1667	152	12	,	,	PUNCT
ajis02-1667	152	13	vol	vol	NOUN
ajis02-1667	152	14	22	22	NUM
ajis02-1667	152	15	,	,	PUNCT
ajis02-1667	152	16	research	research	NOUN
ajis02-1667	152	17	article	article	NOUN
ajis02-1667	152	18	meta	meta	NOUN
ajis02-1667	152	19	-	-	PUNCT
ajis02-1667	152	20	analysis	analysis	NOUN
ajis02-1667	152	21	of	of	ADP
ajis02-1667	152	22	machine	machine	NOUN
ajis02-1667	152	23	learning	learn	VERB
ajis02-1667	152	24	techniques	technique	NOUN
ajis02-1667	152	25	11	11	NUM
ajis02-1667	152	26	after	after	ADP
ajis02-1667	152	27	understanding	understand	VERB
ajis02-1667	152	28	the	the	DET
ajis02-1667	152	29	popular	popular	ADJ
ajis02-1667	152	30	datasets	dataset	NOUN
ajis02-1667	152	31	,	,	PUNCT
ajis02-1667	152	32	we	we	PRON
ajis02-1667	152	33	now	now	ADV
ajis02-1667	152	34	try	try	VERB
ajis02-1667	152	35	to	to	PART
ajis02-1667	152	36	understand	understand	VERB
ajis02-1667	152	37	the	the	DET
ajis02-1667	152	38	most	most	ADV
ajis02-1667	152	39	popular	popular	ADJ
ajis02-1667	152	40	performance	performance	NOUN
ajis02-1667	152	41	metrics	metric	NOUN
ajis02-1667	152	42	used	use	VERB
ajis02-1667	152	43	by	by	ADP
ajis02-1667	152	44	the	the	DET
ajis02-1667	152	45	above	above	ADV
ajis02-1667	152	46	-	-	PUNCT
ajis02-1667	152	47	mentioned	mention	VERB
ajis02-1667	152	48	techniques	technique	NOUN
ajis02-1667	152	49	,	,	PUNCT
ajis02-1667	152	50	and	and	CCONJ
ajis02-1667	152	51	we	we	PRON
ajis02-1667	152	52	obtain	obtain	VERB
ajis02-1667	152	53	figure	figure	NOUN
ajis02-1667	152	54	6	6	NUM
ajis02-1667	152	55	which	which	PRON
ajis02-1667	152	56	provides	provide	VERB
ajis02-1667	152	57	the	the	DET
ajis02-1667	152	58	evaluation	evaluation	NOUN
ajis02-1667	152	59	of	of	ADP
ajis02-1667	152	60	the	the	DET
ajis02-1667	152	61	different	different	ADJ
ajis02-1667	152	62	performance	performance	NOUN
ajis02-1667	152	63	measures	measure	NOUN
ajis02-1667	152	64	of	of	ADP
ajis02-1667	152	65	intrusion	intrusion	NOUN
ajis02-1667	152	66	detection	detection	NOUN
ajis02-1667	152	67	.	.	PUNCT
ajis02-1667	153	1	figure	figure	NOUN
ajis02-1667	153	2	6	6	NUM
ajis02-1667	153	3	.	.	PUNCT
ajis02-1667	154	1	showing	show	VERB
ajis02-1667	154	2	the	the	DET
ajis02-1667	154	3	different	different	ADJ
ajis02-1667	154	4	performance	performance	NOUN
ajis02-1667	154	5	metrics	metric	NOUN
ajis02-1667	154	6	used	use	VERB
ajis02-1667	154	7	by	by	ADP
ajis02-1667	154	8	our	our	PRON
ajis02-1667	154	9	popular	popular	ADJ
ajis02-1667	154	10	techniques	technique	NOUN
ajis02-1667	154	11	from	from	ADP
ajis02-1667	154	12	figure	figure	NOUN
ajis02-1667	154	13	6	6	NUM
ajis02-1667	154	14	,	,	PUNCT
ajis02-1667	154	15	we	we	PRON
ajis02-1667	154	16	can	can	AUX
ajis02-1667	154	17	see	see	VERB
ajis02-1667	154	18	that	that	DET
ajis02-1667	154	19	accuracy	accuracy	NOUN
ajis02-1667	154	20	and	and	CCONJ
ajis02-1667	154	21	detection	detection	NOUN
ajis02-1667	154	22	rate	rate	NOUN
ajis02-1667	154	23	and	and	CCONJ
ajis02-1667	154	24	false	false	ADJ
ajis02-1667	154	25	positive	positive	ADJ
ajis02-1667	154	26	rate	rate	NOUN
ajis02-1667	154	27	are	be	AUX
ajis02-1667	154	28	the	the	DET
ajis02-1667	154	29	most	most	ADV
ajis02-1667	154	30	popular	popular	ADJ
ajis02-1667	154	31	performance	performance	NOUN
ajis02-1667	154	32	metrics	metric	NOUN
ajis02-1667	154	33	used	use	VERB
ajis02-1667	154	34	with	with	ADP
ajis02-1667	154	35	machine	machine	NOUN
ajis02-1667	154	36	learning	learn	VERB
ajis02-1667	154	37	techniques	technique	NOUN
ajis02-1667	154	38	.	.	PUNCT
ajis02-1667	155	1	5	5	NUM
ajis02-1667	155	2	discussion	discussion	NOUN
ajis02-1667	155	3	the	the	DET
ajis02-1667	155	4	machine	machine	NOUN
ajis02-1667	155	5	learning	learn	VERB
ajis02-1667	155	6	techniques	technique	NOUN
ajis02-1667	155	7	and	and	CCONJ
ajis02-1667	155	8	soft	soft	ADJ
ajis02-1667	155	9	computing	computing	NOUN
ajis02-1667	155	10	techniques	technique	NOUN
ajis02-1667	155	11	are	be	AUX
ajis02-1667	155	12	special	special	ADJ
ajis02-1667	155	13	techniques	technique	NOUN
ajis02-1667	155	14	for	for	ADP
ajis02-1667	155	15	handling	handle	VERB
ajis02-1667	155	16	huge	huge	ADJ
ajis02-1667	155	17	data	datum	NOUN
ajis02-1667	155	18	sets	set	NOUN
ajis02-1667	155	19	.	.	PUNCT
ajis02-1667	156	1	fuzzy	fuzzy	ADJ
ajis02-1667	156	2	logic	logic	NOUN
ajis02-1667	156	3	techniques	technique	NOUN
ajis02-1667	156	4	effectively	effectively	ADV
ajis02-1667	156	5	cluster	cluster	VERB
ajis02-1667	156	6	overlapping	overlap	VERB
ajis02-1667	156	7	datasets	dataset	NOUN
ajis02-1667	156	8	.	.	PUNCT
ajis02-1667	157	1	they	they	PRON
ajis02-1667	157	2	are	be	AUX
ajis02-1667	157	3	also	also	ADV
ajis02-1667	157	4	used	use	VERB
ajis02-1667	157	5	extensively	extensively	ADV
ajis02-1667	157	6	in	in	ADP
ajis02-1667	157	7	removing	remove	VERB
ajis02-1667	157	8	attributes	attribute	NOUN
ajis02-1667	157	9	which	which	PRON
ajis02-1667	157	10	are	be	AUX
ajis02-1667	157	11	a	a	DET
ajis02-1667	157	12	misfit	misfit	NOUN
ajis02-1667	157	13	for	for	ADP
ajis02-1667	157	14	a	a	DET
ajis02-1667	157	15	particular	particular	ADJ
ajis02-1667	157	16	cluster	cluster	NOUN
ajis02-1667	157	17	.	.	PUNCT
ajis02-1667	158	1	the	the	DET
ajis02-1667	158	2	fuzzy	fuzzy	ADJ
ajis02-1667	158	3	rule	rule	NOUN
ajis02-1667	158	4	-	-	PUNCT
ajis02-1667	158	5	based	base	VERB
ajis02-1667	158	6	system	system	NOUN
ajis02-1667	158	7	tries	try	VERB
ajis02-1667	158	8	to	to	PART
ajis02-1667	158	9	match	match	VERB
ajis02-1667	158	10	a	a	DET
ajis02-1667	158	11	pattern	pattern	NOUN
ajis02-1667	158	12	with	with	ADP
ajis02-1667	158	13	a	a	DET
ajis02-1667	158	14	set	set	NOUN
ajis02-1667	158	15	of	of	ADP
ajis02-1667	158	16	predefined	predefine	VERB
ajis02-1667	158	17	patterns	pattern	NOUN
ajis02-1667	158	18	and	and	CCONJ
ajis02-1667	158	19	thereby	thereby	ADV
ajis02-1667	158	20	helps	help	VERB
ajis02-1667	158	21	in	in	ADP
ajis02-1667	158	22	removing	remove	VERB
ajis02-1667	158	23	misfit	misfit	ADJ
ajis02-1667	158	24	data	datum	NOUN
ajis02-1667	158	25	of	of	ADP
ajis02-1667	158	26	the	the	DET
ajis02-1667	158	27	cluster	cluster	NOUN
ajis02-1667	158	28	.	.	PUNCT
ajis02-1667	159	1	genetic	genetic	ADJ
ajis02-1667	159	2	algorithm	algorithm	NOUN
ajis02-1667	159	3	(	(	PUNCT
ajis02-1667	159	4	ga	ga	NOUN
ajis02-1667	159	5	)	)	PUNCT
ajis02-1667	159	6	is	be	AUX
ajis02-1667	159	7	also	also	ADV
ajis02-1667	159	8	capable	capable	ADJ
ajis02-1667	159	9	of	of	ADP
ajis02-1667	159	10	handling	handle	VERB
ajis02-1667	159	11	unrelated	unrelated	ADJ
ajis02-1667	159	12	data	datum	NOUN
ajis02-1667	159	13	in	in	ADP
ajis02-1667	159	14	clusters	cluster	NOUN
ajis02-1667	159	15	for	for	ADP
ajis02-1667	159	16	using	use	VERB
ajis02-1667	159	17	the	the	DET
ajis02-1667	159	18	process	process	NOUN
ajis02-1667	159	19	of	of	ADP
ajis02-1667	159	20	selection	selection	NOUN
ajis02-1667	159	21	,	,	PUNCT
ajis02-1667	159	22	crossover	crossover	NOUN
ajis02-1667	159	23	and	and	CCONJ
ajis02-1667	159	24	mutation	mutation	NOUN
ajis02-1667	159	25	.	.	PUNCT
ajis02-1667	160	1	som	som	NOUN
ajis02-1667	160	2	(	(	PUNCT
ajis02-1667	160	3	self	self	NOUN
ajis02-1667	160	4	organizing	organizing	NOUN
ajis02-1667	160	5	map	map	NOUN
ajis02-1667	160	6	)	)	PUNCT
ajis02-1667	160	7	reveals	reveal	VERB
ajis02-1667	160	8	the	the	DET
ajis02-1667	160	9	most	most	ADV
ajis02-1667	160	10	important	important	ADJ
ajis02-1667	160	11	relationships	relationship	NOUN
ajis02-1667	160	12	between	between	ADP
ajis02-1667	160	13	the	the	DET
ajis02-1667	160	14	features	feature	NOUN
ajis02-1667	160	15	and	and	CCONJ
ajis02-1667	160	16	hides	hide	VERB
ajis02-1667	160	17	unwanted	unwanted	ADJ
ajis02-1667	160	18	details	detail	NOUN
ajis02-1667	160	19	.	.	PUNCT
ajis02-1667	161	1	because	because	SCONJ
ajis02-1667	161	2	of	of	ADP
ajis02-1667	161	3	abstraction	abstraction	NOUN
ajis02-1667	161	4	,	,	PUNCT
ajis02-1667	161	5	these	these	DET
ajis02-1667	161	6	techniques	technique	NOUN
ajis02-1667	161	7	are	be	AUX
ajis02-1667	161	8	expert	expert	ADJ
ajis02-1667	161	9	in	in	ADP
ajis02-1667	161	10	handling	handle	VERB
ajis02-1667	161	11	complex	complex	ADJ
ajis02-1667	161	12	interrelated	interrelated	ADJ
ajis02-1667	161	13	data	datum	NOUN
ajis02-1667	161	14	and	and	CCONJ
ajis02-1667	161	15	the	the	DET
ajis02-1667	161	16	suppression	suppression	NOUN
ajis02-1667	161	17	of	of	ADP
ajis02-1667	161	18	unnecessary	unnecessary	ADJ
ajis02-1667	161	19	details	detail	NOUN
ajis02-1667	161	20	helps	help	VERB
ajis02-1667	161	21	in	in	ADP
ajis02-1667	161	22	saving	save	VERB
ajis02-1667	161	23	time	time	NOUN
ajis02-1667	161	24	and	and	CCONJ
ajis02-1667	161	25	unwanted	unwanted	ADJ
ajis02-1667	161	26	processing	processing	NOUN
ajis02-1667	161	27	.	.	PUNCT
ajis02-1667	162	1	svm	svm	PROPN
ajis02-1667	162	2	(	(	PUNCT
ajis02-1667	162	3	support	support	NOUN
ajis02-1667	162	4	vector	vector	NOUN
ajis02-1667	162	5	machine	machine	NOUN
ajis02-1667	162	6	)	)	PUNCT
ajis02-1667	162	7	converts	convert	VERB
ajis02-1667	162	8	the	the	DET
ajis02-1667	162	9	highly	highly	ADV
ajis02-1667	162	10	complex	complex	ADJ
ajis02-1667	162	11	data	datum	NOUN
ajis02-1667	162	12	,	,	PUNCT
ajis02-1667	162	13	especially	especially	ADV
ajis02-1667	162	14	the	the	DET
ajis02-1667	162	15	text	text	NOUN
ajis02-1667	162	16	,	,	PUNCT
ajis02-1667	162	17	into	into	ADP
ajis02-1667	162	18	a	a	DET
ajis02-1667	162	19	form	form	NOUN
ajis02-1667	162	20	suitable	suitable	ADJ
ajis02-1667	162	21	for	for	ADP
ajis02-1667	162	22	classification	classification	NOUN
ajis02-1667	162	23	.	.	PUNCT
ajis02-1667	163	1	neural	neural	ADJ
ajis02-1667	163	2	network	network	NOUN
ajis02-1667	163	3	is	be	AUX
ajis02-1667	163	4	effective	effective	ADJ
ajis02-1667	163	5	by	by	ADP
ajis02-1667	163	6	being	be	AUX
ajis02-1667	163	7	trained	train	VERB
ajis02-1667	163	8	on	on	ADP
ajis02-1667	163	9	a	a	DET
ajis02-1667	163	10	certain	certain	ADJ
ajis02-1667	163	11	pattern	pattern	NOUN
ajis02-1667	163	12	of	of	ADP
ajis02-1667	163	13	data	datum	NOUN
ajis02-1667	163	14	.	.	PUNCT
ajis02-1667	164	1	it	it	PRON
ajis02-1667	164	2	reports	report	VERB
ajis02-1667	164	3	deviation	deviation	NOUN
ajis02-1667	164	4	from	from	ADP
ajis02-1667	164	5	this	this	DET
ajis02-1667	164	6	pattern	pattern	NOUN
ajis02-1667	164	7	,	,	PUNCT
ajis02-1667	164	8	if	if	SCONJ
ajis02-1667	164	9	any	any	PRON
ajis02-1667	164	10	,	,	PUNCT
ajis02-1667	164	11	in	in	ADP
ajis02-1667	164	12	a	a	DET
ajis02-1667	164	13	new	new	ADJ
ajis02-1667	164	14	dataset	dataset	NOUN
ajis02-1667	164	15	and	and	CCONJ
ajis02-1667	164	16	thus	thus	ADV
ajis02-1667	164	17	helps	help	VERB
ajis02-1667	164	18	in	in	ADP
ajis02-1667	164	19	identification	identification	NOUN
ajis02-1667	164	20	of	of	ADP
ajis02-1667	164	21	dissimilarity	dissimilarity	NOUN
ajis02-1667	164	22	formed	form	VERB
ajis02-1667	164	23	by	by	ADP
ajis02-1667	164	24	each	each	DET
ajis02-1667	164	25	cluster	cluster	NOUN
ajis02-1667	164	26	.	.	PUNCT
ajis02-1667	165	1	therefore	therefore	ADV
ajis02-1667	165	2	,	,	PUNCT
ajis02-1667	165	3	this	this	DET
ajis02-1667	165	4	technique	technique	NOUN
ajis02-1667	165	5	in	in	ADP
ajis02-1667	165	6	stand	stand	VERB
ajis02-1667	165	7	-	-	PUNCT
ajis02-1667	165	8	alone	alone	ADV
ajis02-1667	165	9	mode	mode	NOUN
ajis02-1667	165	10	or	or	CCONJ
ajis02-1667	165	11	with	with	ADP
ajis02-1667	165	12	other	other	ADJ
ajis02-1667	165	13	techniques	technique	NOUN
ajis02-1667	165	14	can	can	AUX
ajis02-1667	165	15	solve	solve	VERB
ajis02-1667	165	16	the	the	DET
ajis02-1667	165	17	security	security	NOUN
ajis02-1667	165	18	threats	threat	NOUN
ajis02-1667	165	19	followed	follow	VERB
ajis02-1667	165	20	worldwide	worldwide	ADV
ajis02-1667	165	21	.	.	PUNCT
ajis02-1667	166	1	we	we	PRON
ajis02-1667	166	2	summarize	summarize	VERB
ajis02-1667	166	3	our	our	PRON
ajis02-1667	166	4	findings	finding	NOUN
ajis02-1667	166	5	in	in	ADP
ajis02-1667	166	6	table	table	NOUN
ajis02-1667	166	7	3	3	NUM
ajis02-1667	166	8	.	.	PUNCT
ajis02-1667	166	9	australasian	australasian	ADJ
ajis02-1667	166	10	journal	journal	NOUN
ajis02-1667	166	11	of	of	ADP
ajis02-1667	166	12	information	information	NOUN
ajis02-1667	166	13	systems	system	NOUN
ajis02-1667	166	14	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	166	15	,	,	PUNCT
ajis02-1667	166	16	sen	sen	PROPN
ajis02-1667	166	17	&	&	CCONJ
ajis02-1667	166	18	gupta	gupta	PROPN
ajis02-1667	166	19	2018	2018	NUM
ajis02-1667	166	20	,	,	PUNCT
ajis02-1667	166	21	vol	vol	NOUN
ajis02-1667	166	22	22	22	NUM
ajis02-1667	166	23	,	,	PUNCT
ajis02-1667	166	24	research	research	NOUN
ajis02-1667	166	25	article	article	NOUN
ajis02-1667	166	26	meta	meta	NOUN
ajis02-1667	166	27	-	-	PUNCT
ajis02-1667	166	28	analysis	analysis	NOUN
ajis02-1667	166	29	of	of	ADP
ajis02-1667	166	30	machine	machine	NOUN
ajis02-1667	166	31	learning	learn	VERB
ajis02-1667	166	32	techniques	technique	NOUN
ajis02-1667	166	33	12	12	NUM
ajis02-1667	166	34	problems	problem	NOUN
ajis02-1667	166	35	in	in	ADP
ajis02-1667	166	36	existing	exist	VERB
ajis02-1667	166	37	technologies	technology	NOUN
ajis02-1667	166	38	solved	solve	VERB
ajis02-1667	166	39	effectively	effectively	ADV
ajis02-1667	166	40	with	with	ADP
ajis02-1667	166	41	dissimilarity	dissimilarity	NOUN
ajis02-1667	166	42	of	of	ADP
ajis02-1667	166	43	the	the	DET
ajis02-1667	166	44	discovered	discover	VERB
ajis02-1667	166	45	pattern	pattern	NOUN
ajis02-1667	166	46	with	with	ADP
ajis02-1667	166	47	existing	exist	VERB
ajis02-1667	166	48	pattern	pattern	NOUN
ajis02-1667	166	49	fuzzy	fuzzy	ADJ
ajis02-1667	166	50	clustering	clustering	NOUN
ajis02-1667	166	51	,	,	PUNCT
ajis02-1667	166	52	bpnn	bpnn	PROPN
ajis02-1667	166	53	dependencies	dependency	NOUN
ajis02-1667	166	54	among	among	ADP
ajis02-1667	166	55	data	datum	NOUN
ajis02-1667	166	56	and	and	CCONJ
ajis02-1667	166	57	understanding	understand	VERB
ajis02-1667	166	58	dependency	dependency	NOUN
ajis02-1667	166	59	clustering	cluster	VERB
ajis02-1667	166	60	fuzzy	fuzzy	ADJ
ajis02-1667	166	61	logic	logic	NOUN
ajis02-1667	166	62	by	by	ADP
ajis02-1667	166	63	the	the	DET
ajis02-1667	166	64	progressive	progressive	ADJ
ajis02-1667	166	65	reduction	reduction	NOUN
ajis02-1667	166	66	of	of	ADP
ajis02-1667	166	67	cognitive	cognitive	ADJ
ajis02-1667	166	68	dessonance	dessonance	NOUN
ajis02-1667	166	69	,	,	PUNCT
ajis02-1667	166	70	som	som	NOUN
ajis02-1667	166	71	,	,	PUNCT
ajis02-1667	166	72	ga	ga	PROPN
ajis02-1667	166	73	web	web	PROPN
ajis02-1667	166	74	personalization	personalization	PROPN
ajis02-1667	166	75	ga	ga	PROPN
ajis02-1667	166	76	,	,	PUNCT
ajis02-1667	166	77	fuzzy	fuzzy	ADJ
ajis02-1667	166	78	rule	rule	NOUN
ajis02-1667	166	79	based	base	VERB
ajis02-1667	166	80	system	system	NOUN
ajis02-1667	166	81	data	datum	NOUN
ajis02-1667	166	82	summarization	summarization	NOUN
ajis02-1667	166	83	fuzzy	fuzzy	ADJ
ajis02-1667	166	84	set	set	NOUN
ajis02-1667	166	85	theory	theory	NOUN
ajis02-1667	166	86	,	,	PUNCT
ajis02-1667	166	87	som	som	NOUN
ajis02-1667	166	88	,	,	PUNCT
ajis02-1667	166	89	bpnn	bpnn	NOUN
ajis02-1667	166	90	,	,	PUNCT
ajis02-1667	166	91	creation	creation	NOUN
ajis02-1667	166	92	of	of	ADP
ajis02-1667	166	93	association	association	NOUN
ajis02-1667	166	94	rules	rule	NOUN
ajis02-1667	166	95	fuzzy	fuzzy	ADJ
ajis02-1667	166	96	acyclic	acyclic	ADJ
ajis02-1667	166	97	directed	direct	VERB
ajis02-1667	166	98	graph	graph	NOUN
ajis02-1667	166	99	,	,	PUNCT
ajis02-1667	166	100	fuzzy	fuzzy	ADJ
ajis02-1667	166	101	rule	rule	NOUN
ajis02-1667	166	102	based	base	VERB
ajis02-1667	166	103	system	system	NOUN
ajis02-1667	166	104	difficulty	difficulty	NOUN
ajis02-1667	166	105	in	in	ADP
ajis02-1667	166	106	processing	process	VERB
ajis02-1667	166	107	documents	document	NOUN
ajis02-1667	166	108	containing	contain	VERB
ajis02-1667	166	109	images	image	NOUN
ajis02-1667	166	110	fuzzy	fuzzy	ADJ
ajis02-1667	166	111	logic	logic	NOUN
ajis02-1667	166	112	,	,	PUNCT
ajis02-1667	166	113	som	som	NOUN
ajis02-1667	166	114	regression	regression	VERB
ajis02-1667	166	115	neural	neural	ADJ
ajis02-1667	166	116	network	network	NOUN
ajis02-1667	166	117	,	,	PUNCT
ajis02-1667	166	118	neuro	neuro	NOUN
ajis02-1667	166	119	fuzzy	fuzzy	ADJ
ajis02-1667	166	120	computation	computation	NOUN
ajis02-1667	166	121	extra	extra	ADJ
ajis02-1667	166	122	attribute	attribute	NOUN
ajis02-1667	166	123	handling	handle	VERB
ajis02-1667	166	124	k	k	ADJ
ajis02-1667	166	125	-	-	PUNCT
ajis02-1667	166	126	nearest	near	ADJ
ajis02-1667	166	127	neighbour	neighbour	NOUN
ajis02-1667	166	128	,	,	PUNCT
ajis02-1667	166	129	ga	ga	PROPN
ajis02-1667	166	130	complexity	complexity	NOUN
ajis02-1667	166	131	of	of	ADP
ajis02-1667	166	132	relationship	relationship	NOUN
ajis02-1667	166	133	owing	owe	VERB
ajis02-1667	166	134	to	to	ADP
ajis02-1667	166	135	a	a	DET
ajis02-1667	166	136	large	large	ADJ
ajis02-1667	166	137	number	number	NOUN
ajis02-1667	166	138	of	of	ADP
ajis02-1667	166	139	variables	variable	NOUN
ajis02-1667	166	140	svm	svm	ADJ
ajis02-1667	166	141	,	,	PUNCT
ajis02-1667	166	142	decision	decision	NOUN
ajis02-1667	166	143	tree	tree	NOUN
ajis02-1667	166	144	time	time	NOUN
ajis02-1667	166	145	consuming	consume	VERB
ajis02-1667	166	146	som	som	NOUN
ajis02-1667	166	147	difficulty	difficulty	NOUN
ajis02-1667	166	148	in	in	ADP
ajis02-1667	166	149	managing	manage	VERB
ajis02-1667	166	150	huge	huge	ADJ
ajis02-1667	166	151	dataset	dataset	VERB
ajis02-1667	166	152	genetic	genetic	ADJ
ajis02-1667	166	153	algorithm	algorithm	NOUN
ajis02-1667	166	154	,	,	PUNCT
ajis02-1667	166	155	som	som	NOUN
ajis02-1667	166	156	,	,	PUNCT
ajis02-1667	166	157	svm	svm	ADJ
ajis02-1667	166	158	reliability	reliability	NOUN
ajis02-1667	166	159	on	on	ADP
ajis02-1667	166	160	the	the	DET
ajis02-1667	166	161	user	user	NOUN
ajis02-1667	166	162	to	to	PART
ajis02-1667	166	163	change	change	VERB
ajis02-1667	166	164	cluster	cluster	NOUN
ajis02-1667	166	165	genetic	genetic	ADJ
ajis02-1667	166	166	algorithm	algorithm	NOUN
ajis02-1667	166	167	table	table	NOUN
ajis02-1667	166	168	3	3	NUM
ajis02-1667	166	169	:	:	PUNCT
ajis02-1667	166	170	machine	machine	NOUN
ajis02-1667	166	171	learning	learn	VERB
ajis02-1667	166	172	techniques	technique	NOUN
ajis02-1667	166	173	and	and	CCONJ
ajis02-1667	166	174	their	their	PRON
ajis02-1667	166	175	solution	solution	NOUN
ajis02-1667	166	176	as	as	SCONJ
ajis02-1667	166	177	identified	identify	VERB
ajis02-1667	166	178	in	in	ADP
ajis02-1667	166	179	table	table	NOUN
ajis02-1667	166	180	1	1	NUM
ajis02-1667	166	181	obj1	obj1	PROPN
ajis02-1667	166	182	obj2	obj2	PROPN
ajis02-1667	166	183	obj3	obj3	PROPN
ajis02-1667	166	184	obj4	obj4	PROPN
ajis02-1667	166	185	obj5	obj5	PROPN
ajis02-1667	166	186	abrahim	abrahim	PROPN
ajis02-1667	166	187	(	(	PUNCT
ajis02-1667	166	188	2007	2007	NUM
ajis02-1667	166	189	)	)	PUNCT
ajis02-1667	166	190	√	√	NOUN
ajis02-1667	166	191	√	√	NUM
ajis02-1667	166	192	√	√	NUM
ajis02-1667	166	193	√	√	NUM
ajis02-1667	166	194	aburomman	aburomman	NOUN
ajis02-1667	166	195	(	(	PUNCT
ajis02-1667	166	196	2016	2016	NUM
ajis02-1667	166	197	)	)	PUNCT
ajis02-1667	166	198	√	√	NUM
ajis02-1667	166	199	√	√	NUM
ajis02-1667	166	200	√	√	NUM
ajis02-1667	166	201	ashfaq	ashfaq	NOUN
ajis02-1667	166	202	(	(	PUNCT
ajis02-1667	166	203	2016	2016	NUM
ajis02-1667	166	204	)	)	PUNCT
ajis02-1667	166	205	√	√	NOUN
ajis02-1667	166	206	√	√	NUM
ajis02-1667	166	207	√	√	NUM
ajis02-1667	166	208	√	√	NUM
ajis02-1667	166	209	aslahi	aslahi	NOUN
ajis02-1667	166	210	(	(	PUNCT
ajis02-1667	166	211	2015	2015	NUM
ajis02-1667	166	212	)	)	PUNCT
ajis02-1667	166	213	√	√	NOUN
ajis02-1667	166	214	√	√	NUM
ajis02-1667	166	215	√	√	NUM
ajis02-1667	166	216	√	√	NUM
ajis02-1667	166	217	bankovic	bankovic	NOUN
ajis02-1667	166	218	(	(	PUNCT
ajis02-1667	166	219	2007	2007	NUM
ajis02-1667	166	220	)	)	PUNCT
ajis02-1667	166	221	√	√	NOUN
ajis02-1667	166	222	√	√	NUM
ajis02-1667	166	223	√	√	PROPN
ajis02-1667	166	224	√	√	NUM
ajis02-1667	166	225	chen	chen	PROPN
ajis02-1667	166	226	(	(	PUNCT
ajis02-1667	166	227	2005	2005	NUM
ajis02-1667	166	228	)	)	PUNCT
ajis02-1667	166	229	√	√	ADP
ajis02-1667	166	230	√	√	PROPN
ajis02-1667	166	231	√	√	NUM
ajis02-1667	166	232	chung	chung	PROPN
ajis02-1667	166	233	(	(	PUNCT
ajis02-1667	166	234	2012	2012	NUM
ajis02-1667	166	235	)	)	PUNCT
ajis02-1667	166	236	√	√	NOUN
ajis02-1667	166	237	√	√	NUM
ajis02-1667	166	238	√	√	NUM
ajis02-1667	166	239	√	√	NUM
ajis02-1667	166	240	creech	creech	PROPN
ajis02-1667	166	241	(	(	PUNCT
ajis02-1667	166	242	2014	2014	NUM
ajis02-1667	166	243	)	)	PUNCT
ajis02-1667	166	244	√	√	NOUN
ajis02-1667	166	245	√	√	NUM
ajis02-1667	166	246	√	√	NUM
ajis02-1667	166	247	√	√	PROPN
ajis02-1667	166	248	damopoulos	damopoulo	NOUN
ajis02-1667	166	249	(	(	PUNCT
ajis02-1667	166	250	2012	2012	NUM
ajis02-1667	166	251	)	)	PUNCT
ajis02-1667	166	252	√	√	NOUN
ajis02-1667	166	253	√	√	NUM
ajis02-1667	166	254	√	√	NUM
ajis02-1667	166	255	√	√	NUM
ajis02-1667	166	256	de	de	PROPN
ajis02-1667	166	257	(	(	PUNCT
ajis02-1667	166	258	2015	2015	NUM
ajis02-1667	166	259	)	)	PUNCT
ajis02-1667	166	260	√	√	NOUN
ajis02-1667	166	261	√	√	NUM
ajis02-1667	166	262	√	√	NUM
ajis02-1667	166	263	√	√	PROPN
ajis02-1667	166	264	elbasiony	elbasiony	NOUN
ajis02-1667	166	265	(	(	PUNCT
ajis02-1667	166	266	2013	2013	NUM
ajis02-1667	166	267	)	)	PUNCT
ajis02-1667	166	268	√	√	NOUN
ajis02-1667	166	269	√	√	NUM
ajis02-1667	166	270	√	√	NUM
ajis02-1667	166	271	√	√	NUM
ajis02-1667	166	272	elhag	elhag	NOUN
ajis02-1667	166	273	(	(	PUNCT
ajis02-1667	166	274	2014	2014	NUM
ajis02-1667	166	275	)	)	PUNCT
ajis02-1667	166	276	√	√	NOUN
ajis02-1667	166	277	√	√	NUM
ajis02-1667	166	278	√	√	PROPN
ajis02-1667	166	279	√	√	NUM
ajis02-1667	166	280	feng	feng	PROPN
ajis02-1667	166	281	(	(	PUNCT
ajis02-1667	166	282	2014	2014	NUM
ajis02-1667	166	283	)	)	PUNCT
ajis02-1667	166	284	√	√	NOUN
ajis02-1667	166	285	√	√	INTJ
ajis02-1667	166	286	√	√	NUM
ajis02-1667	166	287	√	√	PROPN
ajis02-1667	166	288	√	√	NUM
ajis02-1667	166	289	fisch	fisch	PROPN
ajis02-1667	166	290	(	(	PUNCT
ajis02-1667	166	291	2010	2010	NUM
ajis02-1667	166	292	)	)	PUNCT
ajis02-1667	166	293	√	√	NOUN
ajis02-1667	166	294	√	√	NUM
ajis02-1667	166	295	√	√	NUM
ajis02-1667	166	296	√	√	PROPN
ajis02-1667	166	297	ganapathy	ganapathy	PROPN
ajis02-1667	166	298	(	(	PUNCT
ajis02-1667	166	299	2012	2012	NUM
ajis02-1667	166	300	)	)	PUNCT
ajis02-1667	166	301	√	√	NOUN
ajis02-1667	166	302	√	√	NUM
ajis02-1667	166	303	√	√	NUM
ajis02-1667	166	304	√	√	NUM
ajis02-1667	166	305	√	√	NUM
ajis02-1667	166	306	grediaga	grediaga	NOUN
ajis02-1667	166	307	(	(	PUNCT
ajis02-1667	166	308	2006	2006	NUM
ajis02-1667	166	309	)	)	PUNCT
ajis02-1667	166	310	√	√	NOUN
ajis02-1667	166	311	√	√	NUM
ajis02-1667	166	312	√	√	PROPN
ajis02-1667	166	313	√	√	NUM
ajis02-1667	166	314	han	han	PROPN
ajis02-1667	166	315	(	(	PUNCT
ajis02-1667	166	316	2005	2005	NUM
ajis02-1667	166	317	)	)	PUNCT
ajis02-1667	166	318	√	√	NOUN
ajis02-1667	166	319	√	√	NUM
ajis02-1667	166	320	√	√	PROPN
ajis02-1667	166	321	√	√	NUM
ajis02-1667	166	322	hoang	hoang	PROPN
ajis02-1667	166	323	(	(	PUNCT
ajis02-1667	166	324	2009	2009	NUM
ajis02-1667	166	325	)	)	PUNCT
ajis02-1667	166	326	√	√	NOUN
ajis02-1667	166	327	√	√	NUM
ajis02-1667	166	328	√	√	PROPN
ajis02-1667	166	329	√	√	PROPN
ajis02-1667	166	330	horng	horng	PROPN
ajis02-1667	166	331	(	(	PUNCT
ajis02-1667	166	332	2011	2011	NUM
ajis02-1667	166	333	)	)	PUNCT
ajis02-1667	166	334	√	√	NOUN
ajis02-1667	166	335	√	√	NUM
ajis02-1667	166	336	√	√	PROPN
ajis02-1667	166	337	√	√	NUM
ajis02-1667	166	338	hu	hu	PROPN
ajis02-1667	166	339	(	(	PUNCT
ajis02-1667	166	340	2008	2008	NUM
ajis02-1667	166	341	)	)	PUNCT
ajis02-1667	166	342	√	√	NOUN
ajis02-1667	166	343	√	√	NUM
ajis02-1667	166	344	√	√	NUM
ajis02-1667	166	345	√	√	PROPN
ajis02-1667	166	346	australasian	australasian	ADJ
ajis02-1667	166	347	journal	journal	NOUN
ajis02-1667	166	348	of	of	ADP
ajis02-1667	166	349	information	information	NOUN
ajis02-1667	166	350	systems	system	NOUN
ajis02-1667	166	351	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	166	352	,	,	PUNCT
ajis02-1667	166	353	sen	sen	PROPN
ajis02-1667	166	354	&	&	CCONJ
ajis02-1667	166	355	gupta	gupta	PROPN
ajis02-1667	166	356	2018	2018	NUM
ajis02-1667	166	357	,	,	PUNCT
ajis02-1667	166	358	vol	vol	NOUN
ajis02-1667	166	359	22	22	NUM
ajis02-1667	166	360	,	,	PUNCT
ajis02-1667	166	361	research	research	NOUN
ajis02-1667	166	362	article	article	NOUN
ajis02-1667	166	363	meta	meta	NOUN
ajis02-1667	166	364	-	-	PUNCT
ajis02-1667	166	365	analysis	analysis	NOUN
ajis02-1667	166	366	of	of	ADP
ajis02-1667	166	367	machine	machine	NOUN
ajis02-1667	166	368	learning	learn	VERB
ajis02-1667	166	369	techniques	technique	NOUN
ajis02-1667	166	370	13	13	NUM
ajis02-1667	166	371	obj1	obj1	PROPN
ajis02-1667	166	372	obj2	obj2	PROPN
ajis02-1667	166	373	obj3	obj3	PROPN
ajis02-1667	166	374	obj4	obj4	PROPN
ajis02-1667	166	375	obj5	obj5	PROPN
ajis02-1667	166	376	hu	hu	PROPN
ajis02-1667	167	1	(	(	PUNCT
ajis02-1667	167	2	2014	2014	NUM
ajis02-1667	167	3	)	)	PUNCT
ajis02-1667	168	1	√	√	ADP
ajis02-1667	168	2	√	√	NUM
ajis02-1667	168	3	√	√	NUM
ajis02-1667	168	4	√	√	PROPN
ajis02-1667	169	1	jazzar	jazzar	PROPN
ajis02-1667	169	2	(	(	PUNCT
ajis02-1667	169	3	2008	2008	NUM
ajis02-1667	169	4	)	)	PUNCT
ajis02-1667	169	5	√	√	NOUN
ajis02-1667	169	6	√	√	NUM
ajis02-1667	169	7	√	√	PROPN
ajis02-1667	169	8	√	√	NUM
ajis02-1667	169	9	jiang	jiang	PROPN
ajis02-1667	169	10	(	(	PUNCT
ajis02-1667	169	11	2009	2009	NUM
ajis02-1667	169	12	)	)	PUNCT
ajis02-1667	169	13	√	√	NOUN
ajis02-1667	169	14	√	√	NUM
ajis02-1667	169	15	√	√	NUM
ajis02-1667	169	16	jiang	jiang	PROPN
ajis02-1667	169	17	(	(	PUNCT
ajis02-1667	169	18	2006	2006	NUM
ajis02-1667	169	19	)	)	PUNCT
ajis02-1667	169	20	√	√	NOUN
ajis02-1667	169	21	√	√	NUM
ajis02-1667	169	22	√	√	PROPN
ajis02-1667	169	23	√	√	NUM
ajis02-1667	169	24	khan	khan	PROPN
ajis02-1667	169	25	(	(	PUNCT
ajis02-1667	169	26	2007	2007	NUM
ajis02-1667	169	27	)	)	PUNCT
ajis02-1667	169	28	√	√	NOUN
ajis02-1667	169	29	√	√	NUM
ajis02-1667	169	30	√	√	PROPN
ajis02-1667	169	31	kim	kim	PROPN
ajis02-1667	169	32	(	(	PUNCT
ajis02-1667	169	33	2014	2014	NUM
ajis02-1667	169	34	)	)	PUNCT
ajis02-1667	169	35	√	√	NOUN
ajis02-1667	169	36	√	√	NUM
ajis02-1667	169	37	√	√	PROPN
ajis02-1667	169	38	√	√	PROPN
ajis02-1667	169	39	kuang	kuang	PROPN
ajis02-1667	169	40	(	(	PUNCT
ajis02-1667	169	41	2014	2014	NUM
ajis02-1667	169	42	)	)	PUNCT
ajis02-1667	169	43	√	√	NOUN
ajis02-1667	169	44	√	√	NUM
ajis02-1667	169	45	√	√	PROPN
ajis02-1667	169	46	√	√	PROPN
ajis02-1667	169	47	kumar	kumar	PROPN
ajis02-1667	169	48	(	(	PUNCT
ajis02-1667	169	49	2015	2015	NUM
ajis02-1667	169	50	)	)	PUNCT
ajis02-1667	169	51	√	√	NOUN
ajis02-1667	169	52	√	√	NUM
ajis02-1667	169	53	√	√	PROPN
ajis02-1667	169	54	√	√	PROPN
ajis02-1667	169	55	kumar	kumar	PROPN
ajis02-1667	169	56	(	(	PUNCT
ajis02-1667	169	57	2013	2013	NUM
ajis02-1667	169	58	)	)	PUNCT
ajis02-1667	169	59	√	√	NOUN
ajis02-1667	169	60	√	√	NUM
ajis02-1667	169	61	√	√	PROPN
ajis02-1667	169	62	√	√	NUM
ajis02-1667	169	63	lei	lei	PROPN
ajis02-1667	169	64	(	(	PUNCT
ajis02-1667	169	65	2012	2012	NUM
ajis02-1667	169	66	)	)	PUNCT
ajis02-1667	169	67	√	√	NOUN
ajis02-1667	169	68	√	√	NUM
ajis02-1667	169	69	√	√	NUM
ajis02-1667	169	70	√	√	NUM
ajis02-1667	169	71	li	li	PROPN
ajis02-1667	169	72	(	(	PUNCT
ajis02-1667	169	73	2009	2009	NUM
ajis02-1667	169	74	)	)	PUNCT
ajis02-1667	169	75	√	√	NOUN
ajis02-1667	169	76	√	√	NUM
ajis02-1667	169	77	√	√	PROPN
ajis02-1667	169	78	√	√	PROPN
ajis02-1667	169	79	liao	liao	PROPN
ajis02-1667	169	80	(	(	PUNCT
ajis02-1667	169	81	2009	2009	NUM
ajis02-1667	169	82	)	)	PUNCT
ajis02-1667	169	83	√	√	NOUN
ajis02-1667	169	84	√	√	NUM
ajis02-1667	169	85	√	√	PROPN
ajis02-1667	169	86	√	√	NUM
ajis02-1667	169	87	luo	luo	PROPN
ajis02-1667	169	88	(	(	PUNCT
ajis02-1667	169	89	2014	2014	NUM
ajis02-1667	169	90	)	)	PUNCT
ajis02-1667	169	91	√	√	NOUN
ajis02-1667	169	92	√	√	INTJ
ajis02-1667	169	93	√	√	NUM
ajis02-1667	170	1	mabu	mabu	NOUN
ajis02-1667	170	2	(	(	PUNCT
ajis02-1667	170	3	2011	2011	NUM
ajis02-1667	170	4	)	)	PUNCT
ajis02-1667	170	5	√	√	NOUN
ajis02-1667	170	6	√	√	NUM
ajis02-1667	170	7	√	√	NUM
ajis02-1667	170	8	mitrokotsa	mitrokotsa	NOUN
ajis02-1667	170	9	(	(	PUNCT
ajis02-1667	170	10	2005	2005	NUM
ajis02-1667	170	11	)	)	PUNCT
ajis02-1667	170	12	√	√	NOUN
ajis02-1667	170	13	√	√	NUM
ajis02-1667	170	14	√	√	NUM
ajis02-1667	171	1	njogu	njogu	INTJ
ajis02-1667	171	2	(	(	PUNCT
ajis02-1667	171	3	2013	2013	NUM
ajis02-1667	171	4	)	)	PUNCT
ajis02-1667	171	5	√	√	NOUN
ajis02-1667	172	1	√	√	NUM
ajis02-1667	172	2	√	√	NUM
ajis02-1667	173	1	√	√	NUM
ajis02-1667	173	2	orfila	orfila	INTJ
ajis02-1667	173	3	(	(	PUNCT
ajis02-1667	173	4	2009	2009	NUM
ajis02-1667	173	5	)	)	PUNCT
ajis02-1667	173	6	√	√	NOUN
ajis02-1667	174	1	√	√	NUM
ajis02-1667	174	2	√	√	NUM
ajis02-1667	174	3	özyer	özyer	NOUN
ajis02-1667	174	4	(	(	PUNCT
ajis02-1667	174	5	2007	2007	NUM
ajis02-1667	174	6	)	)	PUNCT
ajis02-1667	174	7	√	√	NOUN
ajis02-1667	174	8	√	√	NUM
ajis02-1667	174	9	√	√	NUM
ajis02-1667	174	10	pinzón	pinzón	NOUN
ajis02-1667	174	11	(	(	PUNCT
ajis02-1667	174	12	2013	2013	NUM
ajis02-1667	174	13	)	)	PUNCT
ajis02-1667	174	14	√	√	NOUN
ajis02-1667	174	15	√	√	NUM
ajis02-1667	174	16	√	√	NUM
ajis02-1667	174	17	√	√	NUM
ajis02-1667	174	18	powers	power	NOUN
ajis02-1667	174	19	(	(	PUNCT
ajis02-1667	174	20	2008	2008	NUM
ajis02-1667	174	21	)	)	PUNCT
ajis02-1667	174	22	√	√	NOUN
ajis02-1667	174	23	√	√	NUM
ajis02-1667	174	24	√	√	PROPN
ajis02-1667	174	25	ramasubramanian	ramasubramanian	PROPN
ajis02-1667	174	26	(	(	PUNCT
ajis02-1667	174	27	2006	2006	NUM
ajis02-1667	174	28	)	)	PUNCT
ajis02-1667	174	29	√	√	NOUN
ajis02-1667	174	30	√	√	INTJ
ajis02-1667	174	31	√	√	NUM
ajis02-1667	174	32	√	√	NUM
ajis02-1667	174	33	√	√	PROPN
ajis02-1667	174	34	revathi	revathi	PROPN
ajis02-1667	174	35	(	(	PUNCT
ajis02-1667	174	36	2014	2014	NUM
ajis02-1667	174	37	)	)	PUNCT
ajis02-1667	174	38	√	√	NOUN
ajis02-1667	174	39	√	√	NUM
ajis02-1667	174	40	√	√	NUM
ajis02-1667	174	41	sangkatsanee	sangkatsanee	NOUN
ajis02-1667	174	42	(	(	PUNCT
ajis02-1667	174	43	2011	2011	NUM
ajis02-1667	174	44	)	)	PUNCT
ajis02-1667	174	45	√	√	NOUN
ajis02-1667	174	46	√	√	NUM
ajis02-1667	174	47	√	√	NUM
ajis02-1667	174	48	√	√	NUM
ajis02-1667	174	49	sani	sani	PROPN
ajis02-1667	174	50	(	(	PUNCT
ajis02-1667	174	51	2015	2015	NUM
ajis02-1667	174	52	)	)	PUNCT
ajis02-1667	174	53	√	√	NOUN
ajis02-1667	175	1	√	√	NUM
ajis02-1667	175	2	√	√	PROPN
ajis02-1667	175	3	shamshirband	shamshirband	PROPN
ajis02-1667	175	4	(	(	PUNCT
ajis02-1667	175	5	2014	2014	NUM
ajis02-1667	175	6	)	)	PUNCT
ajis02-1667	175	7	√	√	NOUN
ajis02-1667	176	1	√	√	NUM
ajis02-1667	177	1	√	√	NUM
ajis02-1667	178	1	√	√	PROPN
ajis02-1667	178	2	sheikhan	sheikhan	PROPN
ajis02-1667	178	3	(	(	PUNCT
ajis02-1667	178	4	2014	2014	NUM
ajis02-1667	178	5	)	)	PUNCT
ajis02-1667	178	6	√	√	NOUN
ajis02-1667	178	7	√	√	NUM
ajis02-1667	178	8	√	√	PROPN
ajis02-1667	178	9	√	√	NUM
ajis02-1667	178	10	shon	shon	PROPN
ajis02-1667	178	11	(	(	PUNCT
ajis02-1667	178	12	2007	2007	NUM
ajis02-1667	178	13	)	)	PUNCT
ajis02-1667	178	14	√	√	NOUN
ajis02-1667	178	15	√	√	NUM
ajis02-1667	178	16	√	√	NUM
ajis02-1667	178	17	√	√	NUM
ajis02-1667	178	18	sindhu	sindhu	PROPN
ajis02-1667	178	19	(	(	PUNCT
ajis02-1667	178	20	2012	2012	NUM
ajis02-1667	178	21	)	)	PUNCT
ajis02-1667	178	22	√	√	ADP
ajis02-1667	178	23	√	√	NUM
ajis02-1667	178	24	√	√	NUM
ajis02-1667	178	25	stopel	stopel	NOUN
ajis02-1667	178	26	(	(	PUNCT
ajis02-1667	178	27	2009	2009	NUM
ajis02-1667	178	28	)	)	PUNCT
ajis02-1667	178	29	√	√	NUM
ajis02-1667	178	30	√	√	NUM
ajis02-1667	178	31	√	√	NUM
ajis02-1667	178	32	subbulakshmi	subbulakshmi	NOUN
ajis02-1667	178	33	(	(	PUNCT
ajis02-1667	178	34	2010	2010	NUM
ajis02-1667	178	35	)	)	PUNCT
ajis02-1667	178	36	√	√	NOUN
ajis02-1667	178	37	√	√	NUM
ajis02-1667	178	38	√	√	NUM
ajis02-1667	178	39	√	√	PROPN
ajis02-1667	178	40	tajbakhsh	tajbakhsh	PROPN
ajis02-1667	178	41	(	(	PUNCT
ajis02-1667	178	42	2009	2009	NUM
ajis02-1667	178	43	)	)	PUNCT
ajis02-1667	178	44	√	√	NOUN
ajis02-1667	178	45	√	√	INTJ
ajis02-1667	178	46	√	√	PROPN
ajis02-1667	178	47	√	√	PROPN
ajis02-1667	178	48	tong	tong	PROPN
ajis02-1667	178	49	(	(	PUNCT
ajis02-1667	178	50	2009	2009	NUM
ajis02-1667	178	51	)	)	PUNCT
ajis02-1667	178	52	√	√	NOUN
ajis02-1667	178	53	√	√	NUM
ajis02-1667	178	54	√	√	VERB
ajis02-1667	178	55	toosi	toosi	NOUN
ajis02-1667	178	56	(	(	PUNCT
ajis02-1667	178	57	2007	2007	NUM
ajis02-1667	178	58	)	)	PUNCT
ajis02-1667	178	59	√	√	NOUN
ajis02-1667	178	60	√	√	PROPN
ajis02-1667	178	61	√	√	NUM
ajis02-1667	178	62	tsang	tsang	PROPN
ajis02-1667	178	63	(	(	PUNCT
ajis02-1667	178	64	2007	2007	NUM
ajis02-1667	178	65	)	)	PUNCT
ajis02-1667	178	66	√	√	NOUN
ajis02-1667	179	1	√	√	NUM
ajis02-1667	179	2	√	√	NUM
ajis02-1667	179	3	wang	wang	PROPN
ajis02-1667	179	4	(	(	PUNCT
ajis02-1667	179	5	2010	2010	NUM
ajis02-1667	179	6	)	)	PUNCT
ajis02-1667	179	7	√	√	NOUN
ajis02-1667	179	8	√	√	NUM
ajis02-1667	179	9	√	√	NUM
ajis02-1667	179	10	peddabachigari	peddabachigari	NOUN
ajis02-1667	179	11	(	(	PUNCT
ajis02-1667	179	12	2007	2007	NUM
ajis02-1667	179	13	)	)	PUNCT
ajis02-1667	179	14	√	√	NOUN
ajis02-1667	179	15	√	√	NUM
ajis02-1667	179	16	√	√	NUM
ajis02-1667	179	17	yin	yin	PROPN
ajis02-1667	179	18	(	(	PUNCT
ajis02-1667	179	19	2005	2005	NUM
ajis02-1667	179	20	)	)	PUNCT
ajis02-1667	180	1	√	√	NUM
ajis02-1667	180	2	√	√	NUM
ajis02-1667	180	3	zanero	zanero	NOUN
ajis02-1667	180	4	(	(	PUNCT
ajis02-1667	180	5	2005	2005	NUM
ajis02-1667	180	6	)	)	PUNCT
ajis02-1667	180	7	√	√	PROPN
ajis02-1667	181	1	√	√	NUM
ajis02-1667	181	2	zhang	zhang	PROPN
ajis02-1667	181	3	(	(	PUNCT
ajis02-1667	181	4	2005	2005	NUM
ajis02-1667	181	5	)	)	PUNCT
ajis02-1667	181	6	√	√	PROPN
ajis02-1667	182	1	√	√	NUM
ajis02-1667	182	2	zhang	zhang	PROPN
ajis02-1667	182	3	(	(	PUNCT
ajis02-1667	182	4	2007	2007	NUM
ajis02-1667	182	5	)	)	PUNCT
ajis02-1667	182	6	√	√	NOUN
ajis02-1667	183	1	√	√	NUM
ajis02-1667	183	2	√	√	NUM
ajis02-1667	183	3	√	√	NUM
ajis02-1667	183	4	table	table	NOUN
ajis02-1667	183	5	4	4	NUM
ajis02-1667	183	6	:	:	PUNCT
ajis02-1667	183	7	comparison	comparison	NOUN
ajis02-1667	183	8	of	of	ADP
ajis02-1667	183	9	different	different	ADJ
ajis02-1667	183	10	work	work	NOUN
ajis02-1667	183	11	according	accord	VERB
ajis02-1667	183	12	to	to	ADP
ajis02-1667	183	13	our	our	PRON
ajis02-1667	183	14	taxonomy	taxonomy	NOUN
ajis02-1667	183	15	australasian	australasian	ADJ
ajis02-1667	183	16	journal	journal	NOUN
ajis02-1667	183	17	of	of	ADP
ajis02-1667	183	18	information	information	NOUN
ajis02-1667	183	19	systems	system	NOUN
ajis02-1667	183	20	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	183	21	,	,	PUNCT
ajis02-1667	183	22	sen	sen	PROPN
ajis02-1667	183	23	&	&	CCONJ
ajis02-1667	183	24	gupta	gupta	PROPN
ajis02-1667	183	25	2018	2018	NUM
ajis02-1667	183	26	,	,	PUNCT
ajis02-1667	183	27	vol	vol	NOUN
ajis02-1667	183	28	22	22	NUM
ajis02-1667	183	29	,	,	PUNCT
ajis02-1667	183	30	research	research	NOUN
ajis02-1667	183	31	article	article	NOUN
ajis02-1667	183	32	meta	meta	NOUN
ajis02-1667	183	33	-	-	PUNCT
ajis02-1667	183	34	analysis	analysis	NOUN
ajis02-1667	183	35	of	of	ADP
ajis02-1667	183	36	machine	machine	NOUN
ajis02-1667	183	37	learning	learn	VERB
ajis02-1667	183	38	techniques	technique	NOUN
ajis02-1667	183	39	14	14	NUM
ajis02-1667	183	40	•	•	NOUN
ajis02-1667	183	41	obj1	obj1	ADJ
ajis02-1667	183	42	:	:	PUNCT
ajis02-1667	183	43	efficient	efficient	ADJ
ajis02-1667	183	44	clustering	clustering	NOUN
ajis02-1667	183	45	and	and	CCONJ
ajis02-1667	183	46	classification	classification	NOUN
ajis02-1667	183	47	that	that	PRON
ajis02-1667	183	48	is	be	AUX
ajis02-1667	183	49	the	the	DET
ajis02-1667	183	50	machine	machine	NOUN
ajis02-1667	183	51	should	should	AUX
ajis02-1667	183	52	not	not	PART
ajis02-1667	183	53	be	be	AUX
ajis02-1667	183	54	over	over	ADP
ajis02-1667	183	55	trained	train	VERB
ajis02-1667	183	56	and	and	CCONJ
ajis02-1667	183	57	give	give	VERB
ajis02-1667	183	58	bias	bias	NOUN
ajis02-1667	183	59	result	result	NOUN
ajis02-1667	183	60	.	.	PUNCT
ajis02-1667	184	1	•	•	NUM
ajis02-1667	184	2	obj2	obj2	ADJ
ajis02-1667	184	3	:	:	PUNCT
ajis02-1667	184	4	less	less	ADV
ajis02-1667	184	5	human	human	ADJ
ajis02-1667	184	6	interaction	interaction	NOUN
ajis02-1667	184	7	•	•	NOUN
ajis02-1667	184	8	obj3	obj3	NOUN
ajis02-1667	184	9	:	:	PUNCT
ajis02-1667	184	10	low	low	ADJ
ajis02-1667	184	11	computational	computational	ADJ
ajis02-1667	184	12	and	and	CCONJ
ajis02-1667	184	13	cost	cost	VERB
ajis02-1667	184	14	overhead	overhead	ADJ
ajis02-1667	184	15	•	•	PRON
ajis02-1667	184	16	obj4	obj4	NOUN
ajis02-1667	184	17	:	:	PUNCT
ajis02-1667	184	18	identification	identification	NOUN
ajis02-1667	184	19	of	of	ADP
ajis02-1667	184	20	new	new	ADJ
ajis02-1667	184	21	type	type	NOUN
ajis02-1667	184	22	of	of	ADP
ajis02-1667	184	23	attack	attack	NOUN
ajis02-1667	184	24	•	•	ADP
ajis02-1667	184	25	obj5	obj5	PROPN
ajis02-1667	184	26	:	:	PUNCT
ajis02-1667	184	27	robustnesscapability	robustnesscapability	NOUN
ajis02-1667	184	28	of	of	ADP
ajis02-1667	184	29	handling	handle	VERB
ajis02-1667	184	30	large	large	ADJ
ajis02-1667	184	31	interrelated	interrelated	ADJ
ajis02-1667	184	32	datasets	dataset	NOUN
ajis02-1667	184	33	and	and	CCONJ
ajis02-1667	184	34	real	real	ADJ
ajis02-1667	184	35	type	type	NOUN
ajis02-1667	184	36	packets	packet	NOUN
ajis02-1667	184	37	in	in	ADP
ajis02-1667	184	38	table	table	NOUN
ajis02-1667	184	39	4	4	NUM
ajis02-1667	184	40	we	we	PRON
ajis02-1667	184	41	map	map	VERB
ajis02-1667	184	42	our	our	PRON
ajis02-1667	184	43	objectives	objective	NOUN
ajis02-1667	184	44	(	(	PUNCT
ajis02-1667	184	45	obj1	obj1	ADJ
ajis02-1667	184	46	to	to	ADP
ajis02-1667	184	47	obj5	obj5	PROPN
ajis02-1667	184	48	)	)	PUNCT
ajis02-1667	184	49	with	with	ADP
ajis02-1667	184	50	the	the	DET
ajis02-1667	184	51	existing	exist	VERB
ajis02-1667	184	52	articles	article	NOUN
ajis02-1667	184	53	and	and	CCONJ
ajis02-1667	184	54	we	we	PRON
ajis02-1667	184	55	conclude	conclude	VERB
ajis02-1667	184	56	that	that	SCONJ
ajis02-1667	184	57	though	though	SCONJ
ajis02-1667	184	58	most	most	ADJ
ajis02-1667	184	59	of	of	ADP
ajis02-1667	184	60	the	the	DET
ajis02-1667	184	61	articles	article	NOUN
ajis02-1667	184	62	fulfil	fulfil	NOUN
ajis02-1667	184	63	requirements	requirement	NOUN
ajis02-1667	184	64	of	of	ADP
ajis02-1667	184	65	obj1	obj1	PROPN
ajis02-1667	184	66	,	,	PUNCT
ajis02-1667	184	67	obj2	obj2	PROPN
ajis02-1667	184	68	and	and	CCONJ
ajis02-1667	184	69	obj4	obj4	PROPN
ajis02-1667	184	70	,	,	PUNCT
ajis02-1667	184	71	they	they	PRON
ajis02-1667	184	72	are	be	AUX
ajis02-1667	184	73	unable	unable	ADJ
ajis02-1667	184	74	to	to	PART
ajis02-1667	184	75	meet	meet	VERB
ajis02-1667	184	76	the	the	DET
ajis02-1667	184	77	requirements	requirement	NOUN
ajis02-1667	184	78	of	of	ADP
ajis02-1667	184	79	obj3	obj3	NOUN
ajis02-1667	184	80	and	and	CCONJ
ajis02-1667	184	81	obj5	obj5	PROPN
ajis02-1667	184	82	.	.	PUNCT
ajis02-1667	185	1	as	as	SCONJ
ajis02-1667	185	2	already	already	ADV
ajis02-1667	185	3	pointed	point	VERB
ajis02-1667	185	4	out	out	ADP
ajis02-1667	185	5	that	that	SCONJ
ajis02-1667	185	6	real	real	ADJ
ajis02-1667	185	7	time	time	NOUN
ajis02-1667	185	8	data	datum	NOUN
ajis02-1667	185	9	are	be	AUX
ajis02-1667	185	10	interrelated	interrelate	VERB
ajis02-1667	185	11	and	and	CCONJ
ajis02-1667	185	12	demands	demand	VERB
ajis02-1667	185	13	special	special	ADJ
ajis02-1667	185	14	mechanism	mechanism	NOUN
ajis02-1667	185	15	for	for	ADP
ajis02-1667	185	16	segregation	segregation	NOUN
ajis02-1667	185	17	and	and	CCONJ
ajis02-1667	185	18	this	this	PRON
ajis02-1667	185	19	calls	call	VERB
ajis02-1667	185	20	for	for	ADP
ajis02-1667	185	21	special	special	ADJ
ajis02-1667	185	22	attention	attention	NOUN
ajis02-1667	185	23	.	.	PUNCT
ajis02-1667	186	1	we	we	PRON
ajis02-1667	186	2	can	can	AUX
ajis02-1667	186	3	observe	observe	VERB
ajis02-1667	186	4	that	that	DET
ajis02-1667	186	5	machine	machine	NOUN
ajis02-1667	186	6	learning	learn	VERB
ajis02-1667	186	7	techniques	technique	NOUN
ajis02-1667	186	8	with	with	ADP
ajis02-1667	186	9	their	their	PRON
ajis02-1667	186	10	self	self	NOUN
ajis02-1667	186	11	-	-	PUNCT
ajis02-1667	186	12	learning	learning	NOUN
ajis02-1667	186	13	or	or	CCONJ
ajis02-1667	186	14	supervisory	supervisory	ADJ
ajis02-1667	186	15	mode	mode	NOUN
ajis02-1667	186	16	are	be	AUX
ajis02-1667	186	17	able	able	ADJ
ajis02-1667	186	18	to	to	PART
ajis02-1667	186	19	detect	detect	VERB
ajis02-1667	186	20	most	most	ADJ
ajis02-1667	186	21	of	of	ADP
ajis02-1667	186	22	the	the	DET
ajis02-1667	186	23	attacks	attack	NOUN
ajis02-1667	186	24	and	and	CCONJ
ajis02-1667	186	25	have	have	AUX
ajis02-1667	186	26	provided	provide	VERB
ajis02-1667	186	27	very	very	ADV
ajis02-1667	186	28	good	good	ADJ
ajis02-1667	186	29	detection	detection	NOUN
ajis02-1667	186	30	and	and	CCONJ
ajis02-1667	186	31	accuracy	accuracy	NOUN
ajis02-1667	186	32	rate	rate	NOUN
ajis02-1667	186	33	.	.	PUNCT
ajis02-1667	187	1	however	however	ADV
ajis02-1667	187	2	,	,	PUNCT
ajis02-1667	187	3	these	these	DET
ajis02-1667	187	4	metrics	metric	NOUN
ajis02-1667	187	5	alone	alone	ADV
ajis02-1667	187	6	do	do	AUX
ajis02-1667	187	7	not	not	PART
ajis02-1667	187	8	consider	consider	VERB
ajis02-1667	187	9	the	the	DET
ajis02-1667	187	10	hostility	hostility	NOUN
ajis02-1667	187	11	of	of	ADP
ajis02-1667	187	12	the	the	DET
ajis02-1667	187	13	environmental	environmental	ADJ
ajis02-1667	187	14	condition	condition	NOUN
ajis02-1667	187	15	.	.	PUNCT
ajis02-1667	188	1	for	for	ADP
ajis02-1667	188	2	this	this	DET
ajis02-1667	188	3	reason	reason	NOUN
ajis02-1667	188	4	,	,	PUNCT
ajis02-1667	188	5	certain	certain	ADJ
ajis02-1667	188	6	other	other	ADJ
ajis02-1667	188	7	metrics	metric	NOUN
ajis02-1667	188	8	such	such	ADJ
ajis02-1667	188	9	as	as	ADP
ajis02-1667	188	10	cost	cost	NOUN
ajis02-1667	188	11	and	and	CCONJ
ajis02-1667	188	12	sensitivity	sensitivity	NOUN
ajis02-1667	188	13	need	need	VERB
ajis02-1667	188	14	to	to	PART
ajis02-1667	188	15	be	be	AUX
ajis02-1667	188	16	taken	take	VERB
ajis02-1667	188	17	into	into	ADP
ajis02-1667	188	18	consideration	consideration	NOUN
ajis02-1667	188	19	.	.	PUNCT
ajis02-1667	189	1	if	if	SCONJ
ajis02-1667	189	2	the	the	DET
ajis02-1667	189	3	environmental	environmental	ADJ
ajis02-1667	189	4	condition	condition	NOUN
ajis02-1667	189	5	is	be	AUX
ajis02-1667	189	6	not	not	PART
ajis02-1667	189	7	taken	take	VERB
ajis02-1667	189	8	into	into	ADP
ajis02-1667	189	9	consideration	consideration	NOUN
ajis02-1667	189	10	,	,	PUNCT
ajis02-1667	189	11	detection	detection	NOUN
ajis02-1667	189	12	of	of	ADP
ajis02-1667	189	13	new	new	ADJ
ajis02-1667	189	14	types	type	NOUN
ajis02-1667	189	15	of	of	ADP
ajis02-1667	189	16	attack	attack	NOUN
ajis02-1667	189	17	will	will	AUX
ajis02-1667	189	18	be	be	AUX
ajis02-1667	189	19	a	a	DET
ajis02-1667	189	20	difficult	difficult	ADJ
ajis02-1667	189	21	task	task	NOUN
ajis02-1667	189	22	.	.	PUNCT
ajis02-1667	190	1	moreover	moreover	ADV
ajis02-1667	190	2	,	,	PUNCT
ajis02-1667	190	3	reliability	reliability	NOUN
ajis02-1667	190	4	on	on	ADP
ajis02-1667	190	5	kdd	kdd	PROPN
ajis02-1667	190	6	dataset	dataset	PROPN
ajis02-1667	190	7	is	be	AUX
ajis02-1667	190	8	also	also	ADV
ajis02-1667	190	9	not	not	PART
ajis02-1667	190	10	a	a	DET
ajis02-1667	190	11	good	good	ADJ
ajis02-1667	190	12	solution	solution	NOUN
ajis02-1667	190	13	to	to	PART
ajis02-1667	190	14	judge	judge	VERB
ajis02-1667	190	15	the	the	DET
ajis02-1667	190	16	efficacy	efficacy	NOUN
ajis02-1667	190	17	of	of	ADP
ajis02-1667	190	18	the	the	DET
ajis02-1667	190	19	system	system	NOUN
ajis02-1667	190	20	regarding	regard	VERB
ajis02-1667	190	21	detection	detection	NOUN
ajis02-1667	190	22	of	of	ADP
ajis02-1667	190	23	attacks	attack	NOUN
ajis02-1667	190	24	.	.	PUNCT
ajis02-1667	191	1	the	the	DET
ajis02-1667	191	2	kdd	kdd	PROPN
ajis02-1667	191	3	dataset	dataset	PROPN
ajis02-1667	191	4	contains	contain	VERB
ajis02-1667	191	5	redundant	redundant	ADJ
ajis02-1667	191	6	records	record	NOUN
ajis02-1667	191	7	and	and	CCONJ
ajis02-1667	191	8	has	have	AUX
ajis02-1667	191	9	laid	lay	VERB
ajis02-1667	191	10	less	less	ADJ
ajis02-1667	191	11	stress	stress	NOUN
ajis02-1667	191	12	on	on	ADP
ajis02-1667	191	13	u2r	u2r	NOUN
ajis02-1667	191	14	and	and	CCONJ
ajis02-1667	191	15	r2l	r2l	NOUN
ajis02-1667	191	16	attacks	attack	NOUN
ajis02-1667	191	17	.	.	PUNCT
ajis02-1667	192	1	in	in	ADP
ajis02-1667	192	2	most	most	ADJ
ajis02-1667	192	3	of	of	ADP
ajis02-1667	192	4	the	the	DET
ajis02-1667	192	5	training	training	NOUN
ajis02-1667	192	6	experiments	experiment	NOUN
ajis02-1667	192	7	,	,	PUNCT
ajis02-1667	192	8	these	these	DET
ajis02-1667	192	9	attacks	attack	NOUN
ajis02-1667	192	10	are	be	AUX
ajis02-1667	192	11	likely	likely	ADJ
ajis02-1667	192	12	to	to	PART
ajis02-1667	192	13	be	be	AUX
ajis02-1667	192	14	missed	miss	VERB
ajis02-1667	192	15	,	,	PUNCT
ajis02-1667	192	16	as	as	SCONJ
ajis02-1667	192	17	the	the	DET
ajis02-1667	192	18	number	number	NOUN
ajis02-1667	192	19	of	of	ADP
ajis02-1667	192	20	rows	row	NOUN
ajis02-1667	192	21	is	be	AUX
ajis02-1667	192	22	less	less	ADJ
ajis02-1667	192	23	as	as	ADP
ajis02-1667	192	24	compared	compare	VERB
ajis02-1667	192	25	to	to	ADP
ajis02-1667	192	26	other	other	ADJ
ajis02-1667	192	27	types	type	NOUN
ajis02-1667	192	28	of	of	ADP
ajis02-1667	192	29	attacks	attack	NOUN
ajis02-1667	192	30	.	.	PUNCT
ajis02-1667	193	1	moreover	moreover	ADV
ajis02-1667	193	2	,	,	PUNCT
ajis02-1667	193	3	75	75	NUM
ajis02-1667	193	4	%	%	NOUN
ajis02-1667	193	5	to	to	PART
ajis02-1667	193	6	78	78	NUM
ajis02-1667	193	7	%	%	NOUN
ajis02-1667	193	8	of	of	ADP
ajis02-1667	193	9	the	the	DET
ajis02-1667	193	10	records	record	NOUN
ajis02-1667	193	11	are	be	AUX
ajis02-1667	193	12	duplicate	duplicate	ADJ
ajis02-1667	193	13	.	.	PUNCT
ajis02-1667	194	1	based	base	VERB
ajis02-1667	194	2	on	on	ADP
ajis02-1667	194	3	the	the	DET
ajis02-1667	194	4	training	training	NOUN
ajis02-1667	194	5	of	of	ADP
ajis02-1667	194	6	kdd	kdd	PROPN
ajis02-1667	194	7	dataset	dataset	PROPN
ajis02-1667	194	8	,	,	PUNCT
ajis02-1667	194	9	the	the	DET
ajis02-1667	194	10	new	new	ADJ
ajis02-1667	194	11	dynamic	dynamic	ADJ
ajis02-1667	194	12	real	real	ADJ
ajis02-1667	194	13	time	time	NOUN
ajis02-1667	194	14	attack	attack	NOUN
ajis02-1667	194	15	may	may	AUX
ajis02-1667	194	16	not	not	PART
ajis02-1667	194	17	be	be	AUX
ajis02-1667	194	18	handled	handle	VERB
ajis02-1667	194	19	by	by	ADP
ajis02-1667	194	20	the	the	DET
ajis02-1667	194	21	system	system	NOUN
ajis02-1667	194	22	.	.	PUNCT
ajis02-1667	195	1	there	there	PRON
ajis02-1667	195	2	is	be	VERB
ajis02-1667	195	3	still	still	ADV
ajis02-1667	195	4	requirement	requirement	NOUN
ajis02-1667	195	5	for	for	ADP
ajis02-1667	195	6	a	a	DET
ajis02-1667	195	7	unified	unified	ADJ
ajis02-1667	195	8	architecture	architecture	NOUN
ajis02-1667	195	9	or	or	CCONJ
ajis02-1667	195	10	technique	technique	NOUN
ajis02-1667	195	11	,	,	PUNCT
ajis02-1667	195	12	which	which	PRON
ajis02-1667	195	13	will	will	AUX
ajis02-1667	195	14	provide	provide	VERB
ajis02-1667	195	15	a	a	DET
ajis02-1667	195	16	platform	platform	NOUN
ajis02-1667	195	17	to	to	PART
ajis02-1667	195	18	identify	identify	VERB
ajis02-1667	195	19	real	real	ADJ
ajis02-1667	195	20	time	time	NOUN
ajis02-1667	195	21	attack	attack	NOUN
ajis02-1667	195	22	,	,	PUNCT
ajis02-1667	195	23	and	and	CCONJ
ajis02-1667	195	24	also	also	ADV
ajis02-1667	195	25	a	a	DET
ajis02-1667	195	26	standardized	standardized	ADJ
ajis02-1667	195	27	solution	solution	NOUN
ajis02-1667	195	28	in	in	ADP
ajis02-1667	195	29	handling	handle	VERB
ajis02-1667	195	30	wired	wire	VERB
ajis02-1667	195	31	and	and	CCONJ
ajis02-1667	195	32	wireless	wireless	ADJ
ajis02-1667	195	33	attack	attack	NOUN
ajis02-1667	195	34	,	,	PUNCT
ajis02-1667	195	35	as	as	SCONJ
ajis02-1667	195	36	shown	show	VERB
ajis02-1667	195	37	in	in	ADP
ajis02-1667	195	38	table	table	NOUN
ajis02-1667	195	39	5	5	NUM
ajis02-1667	195	40	.	.	PUNCT
ajis02-1667	196	1	it	it	PRON
ajis02-1667	196	2	is	be	AUX
ajis02-1667	196	3	evident	evident	ADJ
ajis02-1667	196	4	from	from	ADP
ajis02-1667	196	5	table	table	NOUN
ajis02-1667	196	6	5	5	NUM
ajis02-1667	196	7	that	that	SCONJ
ajis02-1667	196	8	different	different	ADJ
ajis02-1667	196	9	environmental	environmental	ADJ
ajis02-1667	196	10	conditions	condition	NOUN
ajis02-1667	196	11	favour	favour	VERB
ajis02-1667	196	12	different	different	ADJ
ajis02-1667	196	13	techniques	technique	NOUN
ajis02-1667	196	14	.	.	PUNCT
ajis02-1667	197	1	area	area	NOUN
ajis02-1667	197	2	of	of	ADP
ajis02-1667	197	3	observation	observation	NOUN
ajis02-1667	197	4	detail	detail	NOUN
ajis02-1667	197	5	observation	observation	NOUN
ajis02-1667	197	6	concluding	conclude	VERB
ajis02-1667	197	7	remark	remark	NOUN
ajis02-1667	197	8	percentage	percentage	NOUN
ajis02-1667	197	9	of	of	ADP
ajis02-1667	197	10	total	total	ADJ
ajis02-1667	197	11	analyzed	analyze	VERB
ajis02-1667	197	12	literature	literature	NOUN
ajis02-1667	197	13	som	som	NOUN
ajis02-1667	197	14	and	and	CCONJ
ajis02-1667	197	15	svm	svm	PROPN
ajis02-1667	197	16	covers	cover	VERB
ajis02-1667	197	17	13	13	NUM
ajis02-1667	197	18	%	%	NOUN
ajis02-1667	197	19	and	and	CCONJ
ajis02-1667	197	20	18	18	NUM
ajis02-1667	197	21	%	%	NOUN
ajis02-1667	197	22	respectively	respectively	ADV
ajis02-1667	197	23	.	.	PUNCT
ajis02-1667	198	1	fuzzy	fuzzy	ADJ
ajis02-1667	198	2	and	and	CCONJ
ajis02-1667	198	3	ga	ga	PROPN
ajis02-1667	198	4	covers	cover	VERB
ajis02-1667	198	5	14	14	NUM
ajis02-1667	198	6	%	%	NOUN
ajis02-1667	198	7	and	and	CCONJ
ajis02-1667	198	8	19	19	NUM
ajis02-1667	198	9	%	%	NOUN
ajis02-1667	198	10	respectively	respectively	ADV
ajis02-1667	198	11	while	while	SCONJ
ajis02-1667	198	12	perceptron	perceptron	PROPN
ajis02-1667	198	13	covers	cover	VERB
ajis02-1667	198	14	17	17	NUM
ajis02-1667	198	15	%	%	NOUN
ajis02-1667	198	16	according	accord	VERB
ajis02-1667	198	17	to	to	ADP
ajis02-1667	198	18	our	our	PRON
ajis02-1667	198	19	survey	survey	PROPN
ajis02-1667	198	20	ga	ga	PROPN
ajis02-1667	198	21	,	,	PUNCT
ajis02-1667	198	22	perceptron	perceptron	PROPN
ajis02-1667	198	23	and	and	CCONJ
ajis02-1667	198	24	svm	svm	PROPN
ajis02-1667	198	25	are	be	AUX
ajis02-1667	198	26	most	most	ADV
ajis02-1667	198	27	popular	popular	ADJ
ajis02-1667	198	28	tool	tool	NOUN
ajis02-1667	198	29	.	.	PUNCT
ajis02-1667	199	1	most	most	ADJ
ajis02-1667	199	2	common	common	ADJ
ajis02-1667	199	3	approach	approach	NOUN
ajis02-1667	199	4	fuzzy	fuzzy	ADJ
ajis02-1667	199	5	rule	rule	NOUN
ajis02-1667	199	6	based	base	VERB
ajis02-1667	199	7	system	system	NOUN
ajis02-1667	199	8	with	with	ADP
ajis02-1667	199	9	ga	ga	PROPN
ajis02-1667	199	10	covers	cover	VERB
ajis02-1667	199	11	nearly	nearly	ADV
ajis02-1667	199	12	11	11	NUM
ajis02-1667	199	13	%	%	NOUN
ajis02-1667	199	14	of	of	ADP
ajis02-1667	199	15	analyzed	analyze	VERB
ajis02-1667	199	16	literature	literature	NOUN
ajis02-1667	199	17	genetic	genetic	ADJ
ajis02-1667	199	18	algorithm	algorithm	NOUN
ajis02-1667	199	19	used	use	VERB
ajis02-1667	199	20	on	on	ADP
ajis02-1667	199	21	knowledge	knowledge	NOUN
ajis02-1667	199	22	base	base	NOUN
ajis02-1667	199	23	dataset	dataset	NOUN
ajis02-1667	199	24	containing	contain	VERB
ajis02-1667	199	25	fuzzy	fuzzy	ADJ
ajis02-1667	199	26	rule	rule	NOUN
ajis02-1667	199	27	are	be	AUX
ajis02-1667	199	28	popular	popular	ADJ
ajis02-1667	199	29	techniques	technique	NOUN
ajis02-1667	199	30	used	use	VERB
ajis02-1667	199	31	for	for	ADP
ajis02-1667	199	32	feature	feature	NOUN
ajis02-1667	199	33	selection	selection	NOUN
ajis02-1667	199	34	.	.	PUNCT
ajis02-1667	200	1	most	most	ADJ
ajis02-1667	200	2	common	common	ADJ
ajis02-1667	200	3	performance	performance	NOUN
ajis02-1667	200	4	metrics	metric	NOUN
ajis02-1667	200	5	accuracy	accuracy	NOUN
ajis02-1667	200	6	and	and	CCONJ
ajis02-1667	200	7	detection	detection	NOUN
ajis02-1667	200	8	rate	rate	NOUN
ajis02-1667	200	9	.	.	PUNCT
ajis02-1667	201	1	detection	detection	NOUN
ajis02-1667	201	2	rate	rate	NOUN
ajis02-1667	201	3	covers	cover	VERB
ajis02-1667	201	4	49	49	NUM
ajis02-1667	201	5	%	%	NOUN
ajis02-1667	201	6	of	of	ADP
ajis02-1667	201	7	analyzed	analyze	VERB
ajis02-1667	201	8	data	datum	NOUN
ajis02-1667	201	9	,	,	PUNCT
ajis02-1667	201	10	accuracy	accuracy	NOUN
ajis02-1667	201	11	covers	cover	VERB
ajis02-1667	201	12	28	28	NUM
ajis02-1667	201	13	%	%	NOUN
ajis02-1667	201	14	of	of	ADP
ajis02-1667	201	15	analyzed	analyze	VERB
ajis02-1667	201	16	data	data	NOUN
ajis02-1667	201	17	detection	detection	NOUN
ajis02-1667	201	18	is	be	AUX
ajis02-1667	201	19	given	give	VERB
ajis02-1667	201	20	more	more	ADJ
ajis02-1667	201	21	importance	importance	NOUN
ajis02-1667	201	22	than	than	ADP
ajis02-1667	201	23	analysis	analysis	NOUN
ajis02-1667	201	24	during	during	ADP
ajis02-1667	201	25	performance	performance	NOUN
ajis02-1667	201	26	evaluation	evaluation	NOUN
ajis02-1667	201	27	table	table	NOUN
ajis02-1667	201	28	5	5	NUM
ajis02-1667	201	29	:	:	PUNCT
ajis02-1667	201	30	observation	observation	NOUN
ajis02-1667	201	31	based	base	VERB
ajis02-1667	201	32	on	on	ADP
ajis02-1667	201	33	machine	machine	NOUN
ajis02-1667	201	34	learning	learn	VERB
ajis02-1667	201	35	techniques	technique	NOUN
ajis02-1667	201	36	approach	approach	NOUN
ajis02-1667	201	37	in	in	ADP
ajis02-1667	201	38	intrusion	intrusion	NOUN
ajis02-1667	201	39	detection	detection	NOUN
ajis02-1667	201	40	current	current	ADJ
ajis02-1667	201	41	trends	trend	NOUN
ajis02-1667	201	42	in	in	ADP
ajis02-1667	201	43	network	network	NOUN
ajis02-1667	201	44	involves	involve	VERB
ajis02-1667	201	45	distributed	distribute	VERB
ajis02-1667	201	46	computing	computing	NOUN
ajis02-1667	201	47	with	with	ADP
ajis02-1667	201	48	increasing	increase	VERB
ajis02-1667	201	49	demand	demand	NOUN
ajis02-1667	201	50	for	for	ADP
ajis02-1667	201	51	cloud	cloud	NOUN
ajis02-1667	201	52	computing	computing	NOUN
ajis02-1667	201	53	(	(	PUNCT
ajis02-1667	201	54	i.e.	i.e.	X
ajis02-1667	201	55	more	more	ADJ
ajis02-1667	201	56	involvement	involvement	NOUN
ajis02-1667	201	57	of	of	ADP
ajis02-1667	201	58	internet	internet	NOUN
ajis02-1667	201	59	)	)	PUNCT
ajis02-1667	201	60	(	(	PUNCT
ajis02-1667	201	61	kumar	kumar	PROPN
ajis02-1667	201	62	et	et	PROPN
ajis02-1667	201	63	al	al	PROPN
ajis02-1667	201	64	.	.	PROPN
ajis02-1667	201	65	,	,	PUNCT
ajis02-1667	201	66	2010	2010	NUM
ajis02-1667	201	67	)	)	PUNCT
ajis02-1667	201	68	.	.	PUNCT
ajis02-1667	202	1	in	in	ADP
ajis02-1667	202	2	addition	addition	NOUN
ajis02-1667	202	3	,	,	PUNCT
ajis02-1667	202	4	ad	ad	NOUN
ajis02-1667	202	5	-	-	PUNCT
ajis02-1667	202	6	hoc	hoc	ADJ
ajis02-1667	202	7	and	and	CCONJ
ajis02-1667	202	8	sensor	sensor	NOUN
ajis02-1667	202	9	networks	network	NOUN
ajis02-1667	202	10	have	have	AUX
ajis02-1667	202	11	indicated	indicate	VERB
ajis02-1667	202	12	possibility	possibility	NOUN
ajis02-1667	202	13	of	of	ADP
ajis02-1667	202	14	new	new	ADJ
ajis02-1667	202	15	type	type	NOUN
ajis02-1667	202	16	of	of	ADP
ajis02-1667	202	17	attacks	attack	NOUN
ajis02-1667	202	18	.	.	PUNCT
ajis02-1667	203	1	the	the	DET
ajis02-1667	203	2	performance	performance	NOUN
ajis02-1667	203	3	of	of	ADP
ajis02-1667	203	4	most	most	ADJ
ajis02-1667	203	5	of	of	ADP
ajis02-1667	203	6	the	the	DET
ajis02-1667	203	7	above	above	ADJ
ajis02-1667	203	8	mentioned	mention	VERB
ajis02-1667	203	9	techniques	technique	NOUN
ajis02-1667	203	10	in	in	ADP
ajis02-1667	203	11	dealing	deal	VERB
ajis02-1667	203	12	with	with	ADP
ajis02-1667	203	13	intrusion	intrusion	NOUN
ajis02-1667	203	14	in	in	ADP
ajis02-1667	203	15	cloud	cloud	NOUN
ajis02-1667	203	16	platform	platform	NOUN
ajis02-1667	203	17	or	or	CCONJ
ajis02-1667	203	18	determining	determine	VERB
ajis02-1667	203	19	black	black	ADJ
ajis02-1667	203	20	hole	hole	NOUN
ajis02-1667	203	21	attack	attack	NOUN
ajis02-1667	203	22	in	in	ADP
ajis02-1667	203	23	sensor	sensor	NOUN
ajis02-1667	203	24	networks	network	NOUN
ajis02-1667	203	25	is	be	AUX
ajis02-1667	203	26	questionable	questionable	ADJ
ajis02-1667	203	27	.	.	PUNCT
ajis02-1667	204	1	intrusion	intrusion	NOUN
ajis02-1667	204	2	detection	detection	NOUN
ajis02-1667	204	3	fails	fail	VERB
ajis02-1667	204	4	to	to	PART
ajis02-1667	204	5	determine	determine	VERB
ajis02-1667	204	6	the	the	DET
ajis02-1667	204	7	australasian	australasian	ADJ
ajis02-1667	204	8	journal	journal	NOUN
ajis02-1667	204	9	of	of	ADP
ajis02-1667	204	10	information	information	NOUN
ajis02-1667	204	11	systems	system	NOUN
ajis02-1667	204	12	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	204	13	,	,	PUNCT
ajis02-1667	204	14	sen	sen	PROPN
ajis02-1667	204	15	&	&	CCONJ
ajis02-1667	204	16	gupta	gupta	PROPN
ajis02-1667	204	17	2018	2018	NUM
ajis02-1667	204	18	,	,	PUNCT
ajis02-1667	204	19	vol	vol	NOUN
ajis02-1667	204	20	22	22	NUM
ajis02-1667	204	21	,	,	PUNCT
ajis02-1667	204	22	research	research	NOUN
ajis02-1667	204	23	article	article	NOUN
ajis02-1667	204	24	meta	meta	NOUN
ajis02-1667	204	25	-	-	PUNCT
ajis02-1667	204	26	analysis	analysis	NOUN
ajis02-1667	204	27	of	of	ADP
ajis02-1667	204	28	machine	machine	NOUN
ajis02-1667	204	29	learning	learn	VERB
ajis02-1667	204	30	techniques	technique	NOUN
ajis02-1667	204	31	15	15	NUM
ajis02-1667	204	32	attacks	attack	NOUN
ajis02-1667	204	33	at	at	ADP
ajis02-1667	204	34	different	different	ADJ
ajis02-1667	204	35	levels	level	NOUN
ajis02-1667	204	36	of	of	ADP
ajis02-1667	204	37	architecture	architecture	NOUN
ajis02-1667	204	38	of	of	ADP
ajis02-1667	204	39	a	a	DET
ajis02-1667	204	40	cloud	cloud	NOUN
ajis02-1667	204	41	.	.	PUNCT
ajis02-1667	205	1	meanwhile	meanwhile	ADV
ajis02-1667	205	2	as	as	SCONJ
ajis02-1667	205	3	stated	state	VERB
ajis02-1667	205	4	by	by	ADP
ajis02-1667	205	5	modi	modi	PROPN
ajis02-1667	205	6	et	et	PROPN
ajis02-1667	205	7	al	al	PROPN
ajis02-1667	205	8	(	(	PUNCT
ajis02-1667	205	9	2013	2013	NUM
ajis02-1667	205	10	)	)	PUNCT
ajis02-1667	205	11	,	,	PUNCT
ajis02-1667	205	12	internal	internal	ADJ
ajis02-1667	205	13	attacks	attack	NOUN
ajis02-1667	205	14	are	be	AUX
ajis02-1667	205	15	also	also	ADV
ajis02-1667	205	16	increasing	increase	VERB
ajis02-1667	205	17	.	.	PUNCT
ajis02-1667	206	1	there	there	PRON
ajis02-1667	206	2	is	be	VERB
ajis02-1667	206	3	a	a	DET
ajis02-1667	206	4	lack	lack	NOUN
ajis02-1667	206	5	of	of	ADP
ajis02-1667	206	6	suitable	suitable	ADJ
ajis02-1667	206	7	mechanism	mechanism	NOUN
ajis02-1667	206	8	to	to	PART
ajis02-1667	206	9	handle	handle	VERB
ajis02-1667	206	10	them	they	PRON
ajis02-1667	206	11	.	.	PUNCT
ajis02-1667	207	1	sensor	sensor	NOUN
ajis02-1667	207	2	networks	network	NOUN
ajis02-1667	207	3	on	on	ADP
ajis02-1667	207	4	the	the	DET
ajis02-1667	207	5	other	other	ADJ
ajis02-1667	207	6	hand	hand	NOUN
ajis02-1667	207	7	are	be	AUX
ajis02-1667	207	8	more	more	ADV
ajis02-1667	207	9	sensitive	sensitive	ADJ
ajis02-1667	207	10	to	to	PART
ajis02-1667	207	11	attack	attack	VERB
ajis02-1667	207	12	.	.	PUNCT
ajis02-1667	208	1	mobile	mobile	ADJ
ajis02-1667	208	2	nodes	node	NOUN
ajis02-1667	208	3	with	with	ADP
ajis02-1667	208	4	poor	poor	ADJ
ajis02-1667	208	5	inbuilt	inbuilt	ADJ
ajis02-1667	208	6	security	security	NOUN
ajis02-1667	208	7	mechanism	mechanism	NOUN
ajis02-1667	208	8	are	be	AUX
ajis02-1667	208	9	easy	easy	ADJ
ajis02-1667	208	10	to	to	PART
ajis02-1667	208	11	capture	capture	VERB
ajis02-1667	208	12	via	via	ADP
ajis02-1667	208	13	wired	wire	VERB
ajis02-1667	208	14	networks	network	NOUN
ajis02-1667	208	15	.	.	PUNCT
ajis02-1667	209	1	an	an	DET
ajis02-1667	209	2	attacker	attacker	NOUN
ajis02-1667	209	3	can	can	AUX
ajis02-1667	209	4	listen	listen	VERB
ajis02-1667	209	5	to	to	ADP
ajis02-1667	209	6	traffic	traffic	NOUN
ajis02-1667	209	7	,	,	PUNCT
ajis02-1667	209	8	modify	modify	VERB
ajis02-1667	209	9	the	the	DET
ajis02-1667	209	10	traffic	traffic	NOUN
ajis02-1667	209	11	or	or	CCONJ
ajis02-1667	209	12	can	can	AUX
ajis02-1667	209	13	act	act	VERB
ajis02-1667	209	14	as	as	ADP
ajis02-1667	209	15	one	one	NUM
ajis02-1667	209	16	of	of	ADP
ajis02-1667	209	17	the	the	DET
ajis02-1667	209	18	legitimate	legitimate	ADJ
ajis02-1667	209	19	users	user	NOUN
ajis02-1667	209	20	.	.	PUNCT
ajis02-1667	210	1	as	as	SCONJ
ajis02-1667	210	2	there	there	PRON
ajis02-1667	210	3	is	be	VERB
ajis02-1667	210	4	no	no	DET
ajis02-1667	210	5	such	such	ADJ
ajis02-1667	210	6	central	central	ADJ
ajis02-1667	210	7	architecture	architecture	NOUN
ajis02-1667	210	8	which	which	PRON
ajis02-1667	210	9	can	can	AUX
ajis02-1667	210	10	help	help	VERB
ajis02-1667	210	11	in	in	ADP
ajis02-1667	210	12	intrusion	intrusion	NOUN
ajis02-1667	210	13	detection	detection	NOUN
ajis02-1667	210	14	,	,	PUNCT
ajis02-1667	210	15	proper	proper	ADJ
ajis02-1667	210	16	cryptography	cryptography	NOUN
ajis02-1667	210	17	via	via	ADP
ajis02-1667	210	18	public	public	ADJ
ajis02-1667	210	19	or	or	CCONJ
ajis02-1667	210	20	private	private	ADJ
ajis02-1667	210	21	key	key	NOUN
ajis02-1667	210	22	is	be	AUX
ajis02-1667	210	23	difficult	difficult	ADJ
ajis02-1667	210	24	to	to	PART
ajis02-1667	210	25	implement	implement	VERB
ajis02-1667	210	26	in	in	ADP
ajis02-1667	210	27	mobile	mobile	ADJ
ajis02-1667	210	28	adhoc	adhoc	NOUN
ajis02-1667	210	29	or	or	CCONJ
ajis02-1667	210	30	sensor	sensor	NOUN
ajis02-1667	210	31	network	network	NOUN
ajis02-1667	210	32	.	.	PUNCT
ajis02-1667	211	1	our	our	PRON
ajis02-1667	211	2	article	article	NOUN
ajis02-1667	211	3	has	have	AUX
ajis02-1667	211	4	identified	identify	VERB
ajis02-1667	211	5	the	the	DET
ajis02-1667	211	6	impact	impact	NOUN
ajis02-1667	211	7	of	of	ADP
ajis02-1667	211	8	machine	machine	NOUN
ajis02-1667	211	9	learning	learn	VERB
ajis02-1667	211	10	on	on	ADP
ajis02-1667	211	11	intruded	intrude	VERB
ajis02-1667	211	12	packets	packet	NOUN
ajis02-1667	211	13	and	and	CCONJ
ajis02-1667	211	14	at	at	ADP
ajis02-1667	211	15	the	the	DET
ajis02-1667	211	16	same	same	ADJ
ajis02-1667	211	17	time	time	NOUN
ajis02-1667	211	18	has	have	AUX
ajis02-1667	211	19	identified	identify	VERB
ajis02-1667	211	20	the	the	DET
ajis02-1667	211	21	issue	issue	NOUN
ajis02-1667	211	22	of	of	ADP
ajis02-1667	211	23	security	security	NOUN
ajis02-1667	211	24	concern	concern	NOUN
ajis02-1667	211	25	that	that	PRON
ajis02-1667	211	26	are	be	AUX
ajis02-1667	211	27	left	leave	VERB
ajis02-1667	211	28	to	to	PART
ajis02-1667	211	29	be	be	AUX
ajis02-1667	211	30	handled	handle	VERB
ajis02-1667	211	31	when	when	SCONJ
ajis02-1667	211	32	dealing	deal	VERB
ajis02-1667	211	33	with	with	ADP
ajis02-1667	211	34	real	real	ADJ
ajis02-1667	211	35	time	time	NOUN
ajis02-1667	211	36	data	datum	NOUN
ajis02-1667	211	37	,	,	PUNCT
ajis02-1667	211	38	sensitive	sensitive	ADJ
ajis02-1667	211	39	data	datum	NOUN
ajis02-1667	211	40	in	in	ADP
ajis02-1667	211	41	mobile	mobile	ADJ
ajis02-1667	211	42	phones	phone	NOUN
ajis02-1667	211	43	and	and	CCONJ
ajis02-1667	211	44	sensor	sensor	NOUN
ajis02-1667	211	45	networks	network	NOUN
ajis02-1667	211	46	.	.	PUNCT
ajis02-1667	212	1	6	6	NUM
ajis02-1667	212	2	conclusion	conclusion	NOUN
ajis02-1667	212	3	this	this	DET
ajis02-1667	212	4	study	study	NOUN
ajis02-1667	212	5	provides	provide	VERB
ajis02-1667	212	6	an	an	DET
ajis02-1667	212	7	insight	insight	NOUN
ajis02-1667	212	8	into	into	ADP
ajis02-1667	212	9	the	the	DET
ajis02-1667	212	10	progress	progress	NOUN
ajis02-1667	212	11	of	of	ADP
ajis02-1667	212	12	research	research	NOUN
ajis02-1667	212	13	on	on	ADP
ajis02-1667	212	14	intrusion	intrusion	NOUN
ajis02-1667	212	15	detection	detection	NOUN
ajis02-1667	212	16	based	base	VERB
ajis02-1667	212	17	on	on	ADP
ajis02-1667	212	18	machine	machine	NOUN
ajis02-1667	212	19	learning	learn	VERB
ajis02-1667	212	20	techniques	technique	NOUN
ajis02-1667	212	21	.	.	PUNCT
ajis02-1667	213	1	it	it	PRON
ajis02-1667	213	2	has	have	AUX
ajis02-1667	213	3	discussed	discuss	VERB
ajis02-1667	213	4	the	the	DET
ajis02-1667	213	5	most	most	ADV
ajis02-1667	213	6	popular	popular	ADJ
ajis02-1667	213	7	machine	machine	NOUN
ajis02-1667	213	8	learning	learn	VERB
ajis02-1667	213	9	techniques	technique	NOUN
ajis02-1667	213	10	,	,	PUNCT
ajis02-1667	213	11	and	and	CCONJ
ajis02-1667	213	12	their	their	PRON
ajis02-1667	213	13	advantages	advantage	NOUN
ajis02-1667	213	14	and	and	CCONJ
ajis02-1667	213	15	disadvantages	disadvantage	NOUN
ajis02-1667	213	16	.	.	PUNCT
ajis02-1667	214	1	as	as	SCONJ
ajis02-1667	214	2	machine	machine	NOUN
ajis02-1667	214	3	learning	learning	NOUN
ajis02-1667	214	4	techniques	technique	NOUN
ajis02-1667	214	5	are	be	AUX
ajis02-1667	214	6	extensively	extensively	ADV
ajis02-1667	214	7	used	use	VERB
ajis02-1667	214	8	with	with	ADP
ajis02-1667	214	9	soft	soft	ADJ
ajis02-1667	214	10	computing	computing	NOUN
ajis02-1667	214	11	techniques	technique	NOUN
ajis02-1667	214	12	we	we	PRON
ajis02-1667	214	13	have	have	AUX
ajis02-1667	214	14	been	be	AUX
ajis02-1667	214	15	analysed	analyse	VERB
ajis02-1667	214	16	them	they	PRON
ajis02-1667	214	17	separately	separately	ADV
ajis02-1667	214	18	.	.	PUNCT
ajis02-1667	215	1	this	this	DET
ajis02-1667	215	2	review	review	NOUN
ajis02-1667	215	3	graphically	graphically	ADV
ajis02-1667	215	4	provides	provide	VERB
ajis02-1667	215	5	a	a	DET
ajis02-1667	215	6	clear	clear	ADJ
ajis02-1667	215	7	indication	indication	NOUN
ajis02-1667	215	8	of	of	ADP
ajis02-1667	215	9	the	the	DET
ajis02-1667	215	10	overall	overall	ADJ
ajis02-1667	215	11	picture	picture	NOUN
ajis02-1667	215	12	of	of	ADP
ajis02-1667	215	13	research	research	NOUN
ajis02-1667	215	14	in	in	ADP
ajis02-1667	215	15	the	the	DET
ajis02-1667	215	16	field	field	NOUN
ajis02-1667	215	17	of	of	ADP
ajis02-1667	215	18	intrusion	intrusion	NOUN
ajis02-1667	215	19	detection	detection	NOUN
ajis02-1667	215	20	with	with	ADP
ajis02-1667	215	21	changing	change	VERB
ajis02-1667	215	22	usage	usage	NOUN
ajis02-1667	215	23	pattern	pattern	NOUN
ajis02-1667	215	24	,	,	PUNCT
ajis02-1667	215	25	in	in	ADP
ajis02-1667	215	26	terms	term	NOUN
ajis02-1667	215	27	of	of	ADP
ajis02-1667	215	28	popular	popular	ADJ
ajis02-1667	215	29	performance	performance	NOUN
ajis02-1667	215	30	metrics	metric	NOUN
ajis02-1667	215	31	and	and	CCONJ
ajis02-1667	215	32	most	most	ADV
ajis02-1667	215	33	widely	widely	ADV
ajis02-1667	215	34	used	use	VERB
ajis02-1667	215	35	techniques	technique	NOUN
ajis02-1667	215	36	and	and	CCONJ
ajis02-1667	215	37	datasets	dataset	NOUN
ajis02-1667	215	38	.	.	PUNCT
ajis02-1667	216	1	most	most	ADJ
ajis02-1667	216	2	of	of	ADP
ajis02-1667	216	3	the	the	DET
ajis02-1667	216	4	techniques	technique	NOUN
ajis02-1667	216	5	perform	perform	VERB
ajis02-1667	216	6	well	well	ADV
ajis02-1667	216	7	with	with	ADP
ajis02-1667	216	8	kdd	kdd	PROPN
ajis02-1667	216	9	.	.	PROPN
ajis02-1667	216	10	fuzzy	fuzzy	ADJ
ajis02-1667	216	11	logic	logic	NOUN
ajis02-1667	216	12	techniques	technique	NOUN
ajis02-1667	216	13	perform	perform	VERB
ajis02-1667	216	14	well	well	ADV
ajis02-1667	216	15	with	with	ADP
ajis02-1667	216	16	real	real	ADJ
ajis02-1667	216	17	time	time	NOUN
ajis02-1667	216	18	datasets	dataset	NOUN
ajis02-1667	216	19	.	.	PUNCT
ajis02-1667	217	1	the	the	DET
ajis02-1667	217	2	study	study	NOUN
ajis02-1667	217	3	also	also	ADV
ajis02-1667	217	4	revealed	reveal	VERB
ajis02-1667	217	5	that	that	SCONJ
ajis02-1667	217	6	machine	machine	NOUN
ajis02-1667	217	7	learnings	learning	NOUN
ajis02-1667	217	8	approaches	approach	NOUN
ajis02-1667	217	9	applied	apply	VERB
ajis02-1667	217	10	to	to	ADP
ajis02-1667	217	11	intrusion	intrusion	NOUN
ajis02-1667	217	12	detection	detection	NOUN
ajis02-1667	217	13	are	be	AUX
ajis02-1667	217	14	quite	quite	ADV
ajis02-1667	217	15	successful	successful	ADJ
ajis02-1667	217	16	except	except	SCONJ
ajis02-1667	217	17	in	in	ADP
ajis02-1667	217	18	the	the	DET
ajis02-1667	217	19	matter	matter	NOUN
ajis02-1667	217	20	of	of	ADP
ajis02-1667	217	21	fulfilling	fulfil	VERB
ajis02-1667	217	22	the	the	DET
ajis02-1667	217	23	objectives	objective	NOUN
ajis02-1667	217	24	of	of	ADP
ajis02-1667	217	25	low	low	ADJ
ajis02-1667	217	26	computational	computational	ADJ
ajis02-1667	217	27	and	and	CCONJ
ajis02-1667	217	28	cost	cost	NOUN
ajis02-1667	217	29	overheads	overhead	NOUN
ajis02-1667	217	30	and	and	CCONJ
ajis02-1667	217	31	robustness	robustness	NOUN
ajis02-1667	217	32	(	(	PUNCT
ajis02-1667	217	33	capability	capability	NOUN
ajis02-1667	217	34	of	of	ADP
ajis02-1667	217	35	handling	handle	VERB
ajis02-1667	217	36	large	large	ADJ
ajis02-1667	217	37	interrelated	interrelated	ADJ
ajis02-1667	217	38	datasets	dataset	NOUN
ajis02-1667	217	39	and	and	CCONJ
ajis02-1667	217	40	real	real	ADJ
ajis02-1667	217	41	type	type	NOUN
ajis02-1667	217	42	packets	packet	NOUN
ajis02-1667	217	43	)	)	PUNCT
ajis02-1667	217	44	.	.	PUNCT
ajis02-1667	218	1	therefore	therefore	ADV
ajis02-1667	218	2	,	,	PUNCT
ajis02-1667	218	3	the	the	DET
ajis02-1667	218	4	future	future	ADJ
ajis02-1667	218	5	research	research	NOUN
ajis02-1667	218	6	may	may	AUX
ajis02-1667	218	7	be	be	AUX
ajis02-1667	218	8	directed	direct	VERB
ajis02-1667	218	9	towards	towards	ADP
ajis02-1667	218	10	those	those	DET
ajis02-1667	218	11	machine	machine	NOUN
ajis02-1667	218	12	learning	learning	NOUN
ajis02-1667	218	13	tools	tool	NOUN
ajis02-1667	218	14	that	that	PRON
ajis02-1667	218	15	will	will	AUX
ajis02-1667	218	16	achieve	achieve	VERB
ajis02-1667	218	17	both	both	PRON
ajis02-1667	218	18	of	of	ADP
ajis02-1667	218	19	these	these	DET
ajis02-1667	218	20	objectives	objective	NOUN
ajis02-1667	218	21	(	(	PUNCT
ajis02-1667	218	22	i.e.	i.e.	X
ajis02-1667	218	23	low	low	ADJ
ajis02-1667	218	24	computational	computational	ADJ
ajis02-1667	218	25	cost	cost	NOUN
ajis02-1667	218	26	and	and	CCONJ
ajis02-1667	218	27	robustness	robustness	NOUN
ajis02-1667	218	28	)	)	PUNCT
ajis02-1667	218	29	.	.	PUNCT
ajis02-1667	219	1	more	more	ADV
ajis02-1667	219	2	obvious	obvious	ADJ
ajis02-1667	219	3	gap	gap	NOUN
ajis02-1667	219	4	is	be	AUX
ajis02-1667	219	5	the	the	DET
ajis02-1667	219	6	labelled	label	VERB
ajis02-1667	219	7	data	data	NOUN
ajis02-1667	219	8	application	application	NOUN
ajis02-1667	219	9	like	like	ADP
ajis02-1667	219	10	kdd	kdd	PROPN
ajis02-1667	219	11	dataset	dataset	NOUN
ajis02-1667	219	12	on	on	ADP
ajis02-1667	219	13	which	which	PRON
ajis02-1667	219	14	majority	majority	NOUN
ajis02-1667	219	15	of	of	ADP
ajis02-1667	219	16	the	the	DET
ajis02-1667	219	17	techniques	technique	NOUN
ajis02-1667	219	18	are	be	AUX
ajis02-1667	219	19	applied	apply	VERB
ajis02-1667	219	20	and	and	CCONJ
ajis02-1667	219	21	it	it	PRON
ajis02-1667	219	22	would	would	AUX
ajis02-1667	219	23	be	be	AUX
ajis02-1667	219	24	more	more	ADV
ajis02-1667	219	25	worthy	worthy	ADJ
ajis02-1667	219	26	if	if	SCONJ
ajis02-1667	219	27	intrusion	intrusion	NOUN
ajis02-1667	219	28	data	datum	NOUN
ajis02-1667	219	29	is	be	AUX
ajis02-1667	219	30	collected	collect	VERB
ajis02-1667	219	31	and	and	CCONJ
ajis02-1667	219	32	labelled	label	VERB
ajis02-1667	219	33	partially	partially	ADV
ajis02-1667	219	34	.	.	PUNCT
ajis02-1667	220	1	as	as	SCONJ
ajis02-1667	220	2	the	the	DET
ajis02-1667	220	3	machine	machine	NOUN
ajis02-1667	220	4	learning	learn	VERB
ajis02-1667	220	5	techniques	technique	NOUN
ajis02-1667	220	6	require	require	VERB
ajis02-1667	220	7	training	training	NOUN
ajis02-1667	220	8	and	and	CCONJ
ajis02-1667	220	9	testing	testing	NOUN
ajis02-1667	220	10	data	datum	NOUN
ajis02-1667	220	11	so	so	SCONJ
ajis02-1667	220	12	they	they	PRON
ajis02-1667	220	13	can	can	AUX
ajis02-1667	220	14	be	be	AUX
ajis02-1667	220	15	trained	train	VERB
ajis02-1667	220	16	using	use	VERB
ajis02-1667	220	17	partial	partial	ADJ
ajis02-1667	220	18	labelled	label	VERB
ajis02-1667	220	19	dataset	dataset	NOUN
ajis02-1667	220	20	for	for	ADP
ajis02-1667	220	21	the	the	DET
ajis02-1667	220	22	known	know	VERB
ajis02-1667	220	23	attack	attack	NOUN
ajis02-1667	220	24	and	and	CCONJ
ajis02-1667	220	25	tested	test	VERB
ajis02-1667	220	26	on	on	ADP
ajis02-1667	220	27	unknown	unknown	ADJ
ajis02-1667	220	28	data	datum	NOUN
ajis02-1667	220	29	for	for	ADP
ajis02-1667	220	30	measuring	measure	VERB
ajis02-1667	220	31	performance	performance	NOUN
ajis02-1667	220	32	.	.	PUNCT
ajis02-1667	221	1	therefore	therefore	ADV
ajis02-1667	221	2	,	,	PUNCT
ajis02-1667	221	3	the	the	DET
ajis02-1667	221	4	promising	promising	ADJ
ajis02-1667	221	5	techniques	technique	NOUN
ajis02-1667	221	6	may	may	AUX
ajis02-1667	221	7	be	be	AUX
ajis02-1667	221	8	further	far	ADV
ajis02-1667	221	9	tested	test	VERB
ajis02-1667	221	10	on	on	ADP
ajis02-1667	221	11	these	these	DET
ajis02-1667	221	12	new	new	ADJ
ajis02-1667	221	13	data	datum	NOUN
ajis02-1667	221	14	set	set	VERB
ajis02-1667	221	15	for	for	ADP
ajis02-1667	221	16	developing	develop	VERB
ajis02-1667	221	17	effective	effective	ADJ
ajis02-1667	221	18	and	and	CCONJ
ajis02-1667	221	19	efficient	efficient	ADJ
ajis02-1667	221	20	intrusion	intrusion	NOUN
ajis02-1667	221	21	detection	detection	NOUN
ajis02-1667	221	22	system	system	NOUN
ajis02-1667	221	23	for	for	ADP
ajis02-1667	221	24	breakthrough	breakthrough	NOUN
ajis02-1667	221	25	performance	performance	NOUN
ajis02-1667	221	26	.	.	PUNCT
ajis02-1667	222	1	moreover	moreover	ADV
ajis02-1667	222	2	since	since	SCONJ
ajis02-1667	222	3	majority	majority	NOUN
ajis02-1667	222	4	of	of	ADP
ajis02-1667	222	5	the	the	DET
ajis02-1667	222	6	results	result	NOUN
ajis02-1667	222	7	are	be	AUX
ajis02-1667	222	8	based	base	VERB
ajis02-1667	222	9	on	on	ADP
ajis02-1667	222	10	kdd	kdd	PROPN
ajis02-1667	222	11	dataset	dataset	PROPN
ajis02-1667	222	12	,	,	PUNCT
ajis02-1667	222	13	approximation	approximation	NOUN
ajis02-1667	222	14	of	of	ADP
ajis02-1667	222	15	the	the	DET
ajis02-1667	222	16	actual	actual	ADJ
ajis02-1667	222	17	performance	performance	NOUN
ajis02-1667	222	18	of	of	ADP
ajis02-1667	222	19	the	the	DET
ajis02-1667	222	20	intrusion	intrusion	NOUN
ajis02-1667	222	21	detection	detection	NOUN
ajis02-1667	222	22	system	system	NOUN
ajis02-1667	222	23	on	on	ADP
ajis02-1667	222	24	real	real	ADJ
ajis02-1667	222	25	time	time	NOUN
ajis02-1667	222	26	data	datum	NOUN
ajis02-1667	222	27	is	be	AUX
ajis02-1667	222	28	difficult	difficult	ADJ
ajis02-1667	222	29	to	to	PART
ajis02-1667	222	30	evaluate	evaluate	VERB
ajis02-1667	222	31	.	.	PUNCT
ajis02-1667	223	1	the	the	DET
ajis02-1667	223	2	effectiveness	effectiveness	NOUN
ajis02-1667	223	3	of	of	ADP
ajis02-1667	223	4	these	these	DET
ajis02-1667	223	5	techniques	technique	NOUN
ajis02-1667	223	6	on	on	ADP
ajis02-1667	223	7	real	real	ADJ
ajis02-1667	223	8	time	time	NOUN
ajis02-1667	223	9	data	datum	NOUN
ajis02-1667	223	10	and	and	CCONJ
ajis02-1667	223	11	effective	effective	ADJ
ajis02-1667	223	12	performance	performance	NOUN
ajis02-1667	223	13	metrics	metric	NOUN
ajis02-1667	223	14	used	use	VERB
ajis02-1667	223	15	for	for	ADP
ajis02-1667	223	16	their	their	PRON
ajis02-1667	223	17	evaluation	evaluation	NOUN
ajis02-1667	223	18	is	be	AUX
ajis02-1667	223	19	an	an	DET
ajis02-1667	223	20	open	open	ADJ
ajis02-1667	223	21	area	area	NOUN
ajis02-1667	223	22	for	for	ADP
ajis02-1667	223	23	the	the	DET
ajis02-1667	223	24	future	future	ADJ
ajis02-1667	223	25	researchers	researcher	NOUN
ajis02-1667	223	26	.	.	PUNCT
ajis02-1667	224	1	references	reference	NOUN
ajis02-1667	224	2	aburomman	aburomman	PROPN
ajis02-1667	224	3	,	,	PUNCT
ajis02-1667	224	4	a.	a.	NOUN
ajis02-1667	224	5	a.	a.	PROPN
ajis02-1667	224	6	,	,	PUNCT
ajis02-1667	224	7	&	&	CCONJ
ajis02-1667	224	8	ibne	ibne	NOUN
ajis02-1667	224	9	reaz	reaz	NOUN
ajis02-1667	224	10	,	,	PUNCT
ajis02-1667	224	11	m.	m.	NOUN
ajis02-1667	224	12	bin	bin	PROPN
ajis02-1667	224	13	.	.	PUNCT
ajis02-1667	225	1	(	(	PUNCT
ajis02-1667	225	2	2016	2016	NUM
ajis02-1667	225	3	)	)	PUNCT
ajis02-1667	225	4	.	.	PUNCT
ajis02-1667	226	1	a	a	DET
ajis02-1667	226	2	novel	novel	ADJ
ajis02-1667	226	3	svm	svm	ADJ
ajis02-1667	226	4	-	-	PUNCT
ajis02-1667	226	5	knn	knn	ADJ
ajis02-1667	226	6	-	-	ADJ
ajis02-1667	226	7	pso	pso	ADJ
ajis02-1667	226	8	ensemble	ensemble	ADJ
ajis02-1667	226	9	method	method	NOUN
ajis02-1667	226	10	for	for	ADP
ajis02-1667	226	11	intrusion	intrusion	NOUN
ajis02-1667	226	12	detection	detection	NOUN
ajis02-1667	226	13	system	system	NOUN
ajis02-1667	226	14	.	.	PUNCT
ajis02-1667	227	1	applied	apply	VERB
ajis02-1667	227	2	soft	soft	ADJ
ajis02-1667	227	3	computing	computing	NOUN
ajis02-1667	227	4	journal	journal	NOUN
ajis02-1667	227	5	,	,	PUNCT
ajis02-1667	227	6	38	38	NUM
ajis02-1667	227	7	,	,	PUNCT
ajis02-1667	227	8	360–372	360–372	NUM
ajis02-1667	227	9	.	.	PUNCT
ajis02-1667	228	1	https://doi.org/10.1016/j.asoc.2015.10.011	https://doi.org/10.1016/j.asoc.2015.10.011	PROPN
ajis02-1667	228	2	anderson	anderson	PROPN
ajis02-1667	228	3	,	,	PUNCT
ajis02-1667	228	4	d.	d.	PROPN
ajis02-1667	228	5	,	,	PUNCT
ajis02-1667	228	6	frivold	frivold	VERB
ajis02-1667	228	7	,	,	PUNCT
ajis02-1667	228	8	t.	t.	PROPN
ajis02-1667	228	9	,	,	PUNCT
ajis02-1667	228	10	&	&	CCONJ
ajis02-1667	228	11	valdes	valde	NOUN
ajis02-1667	228	12	,	,	PUNCT
ajis02-1667	228	13	a.	a.	NOUN
ajis02-1667	228	14	(	(	PUNCT
ajis02-1667	228	15	1995	1995	NUM
ajis02-1667	228	16	)	)	PUNCT
ajis02-1667	228	17	.	.	PUNCT
ajis02-1667	229	1	next	next	ADJ
ajis02-1667	229	2	-	-	PUNCT
ajis02-1667	229	3	generation	generation	NOUN
ajis02-1667	229	4	intrusion	intrusion	NOUN
ajis02-1667	229	5	detection	detection	NOUN
ajis02-1667	229	6	expert	expert	NOUN
ajis02-1667	229	7	system	system	NOUN
ajis02-1667	229	8	(	(	PUNCT
ajis02-1667	229	9	nides	nide	NOUN
ajis02-1667	229	10	):	):	PUNCT
ajis02-1667	229	11	a	a	DET
ajis02-1667	229	12	summary	summary	NOUN
ajis02-1667	229	13	.	.	PUNCT
ajis02-1667	230	1	sri	sri	PROPN
ajis02-1667	230	2	international	international	PROPN
ajis02-1667	230	3	,	,	PUNCT
ajis02-1667	230	4	(	(	PUNCT
ajis02-1667	230	5	may	may	PROPN
ajis02-1667	230	6	1995	1995	NUM
ajis02-1667	230	7	)	)	PUNCT
ajis02-1667	230	8	,	,	PUNCT
ajis02-1667	230	9	47	47	NUM
ajis02-1667	230	10	.	.	PUNCT
ajis02-1667	231	1	https://doi.org/citeulikearticle-id:7898221	https://doi.org/citeulikearticle-id:7898221	PROPN
ajis02-1667	231	2	australasian	australasian	ADJ
ajis02-1667	231	3	journal	journal	NOUN
ajis02-1667	231	4	of	of	ADP
ajis02-1667	231	5	information	information	NOUN
ajis02-1667	231	6	systems	system	NOUN
ajis02-1667	231	7	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	231	8	,	,	PUNCT
ajis02-1667	231	9	sen	sen	PROPN
ajis02-1667	231	10	&	&	CCONJ
ajis02-1667	231	11	gupta	gupta	PROPN
ajis02-1667	231	12	2018	2018	NUM
ajis02-1667	231	13	,	,	PUNCT
ajis02-1667	231	14	vol	vol	NOUN
ajis02-1667	231	15	22	22	NUM
ajis02-1667	231	16	,	,	PUNCT
ajis02-1667	231	17	research	research	NOUN
ajis02-1667	231	18	article	article	NOUN
ajis02-1667	231	19	meta	meta	NOUN
ajis02-1667	231	20	-	-	PUNCT
ajis02-1667	231	21	analysis	analysis	NOUN
ajis02-1667	231	22	of	of	ADP
ajis02-1667	231	23	machine	machine	NOUN
ajis02-1667	231	24	learning	learn	VERB
ajis02-1667	231	25	techniques	technique	NOUN
ajis02-1667	231	26	16	16	NUM
ajis02-1667	231	27	arun	arun	PROPN
ajis02-1667	231	28	raj	raj	PROPN
ajis02-1667	231	29	kumar	kumar	PROPN
ajis02-1667	231	30	,	,	PUNCT
ajis02-1667	231	31	p.	p.	PROPN
ajis02-1667	231	32	,	,	PUNCT
ajis02-1667	231	33	&	&	CCONJ
ajis02-1667	231	34	selvakumar	selvakumar	PROPN
ajis02-1667	231	35	,	,	PUNCT
ajis02-1667	231	36	s.	s.	PROPN
ajis02-1667	231	37	(	(	PUNCT
ajis02-1667	231	38	2013	2013	NUM
ajis02-1667	231	39	)	)	PUNCT
ajis02-1667	231	40	.	.	PUNCT
ajis02-1667	232	1	detection	detection	NOUN
ajis02-1667	232	2	of	of	ADP
ajis02-1667	232	3	distributed	distribute	VERB
ajis02-1667	232	4	denial	denial	NOUN
ajis02-1667	232	5	of	of	ADP
ajis02-1667	232	6	service	service	NOUN
ajis02-1667	232	7	attacks	attack	NOUN
ajis02-1667	232	8	using	use	VERB
ajis02-1667	232	9	an	an	DET
ajis02-1667	232	10	ensemble	ensemble	NOUN
ajis02-1667	232	11	of	of	ADP
ajis02-1667	232	12	adaptive	adaptive	ADJ
ajis02-1667	232	13	and	and	CCONJ
ajis02-1667	232	14	hybrid	hybrid	ADJ
ajis02-1667	232	15	neuro	neuro	NOUN
ajis02-1667	232	16	-	-	PUNCT
ajis02-1667	232	17	fuzzy	fuzzy	ADJ
ajis02-1667	232	18	systems	system	NOUN
ajis02-1667	232	19	.	.	PUNCT
ajis02-1667	233	1	computer	computer	NOUN
ajis02-1667	233	2	communications	communication	NOUN
ajis02-1667	233	3	,	,	PUNCT
ajis02-1667	233	4	36(3	36(3	NUM
ajis02-1667	233	5	)	)	PUNCT
ajis02-1667	233	6	,	,	PUNCT
ajis02-1667	233	7	303–319	303–319	NUM
ajis02-1667	233	8	.	.	PUNCT
ajis02-1667	234	1	https://doi.org/10.1016/j.comcom.2012.09.010	https://doi.org/10.1016/j.comcom.2012.09.010	PROPN
ajis02-1667	234	2	ashfaq	ashfaq	NOUN
ajis02-1667	234	3	,	,	PUNCT
ajis02-1667	234	4	r.	r.	PROPN
ajis02-1667	234	5	a.	a.	PROPN
ajis02-1667	234	6	r.	r.	PROPN
ajis02-1667	234	7	,	,	PUNCT
ajis02-1667	234	8	wang	wang	PROPN
ajis02-1667	234	9	,	,	PUNCT
ajis02-1667	234	10	x.	x.	PROPN
ajis02-1667	234	11	z.	z.	PROPN
ajis02-1667	234	12	,	,	PUNCT
ajis02-1667	234	13	huang	huang	PROPN
ajis02-1667	234	14	,	,	PUNCT
ajis02-1667	234	15	j.	j.	PROPN
ajis02-1667	234	16	z.	z.	PROPN
ajis02-1667	234	17	,	,	PUNCT
ajis02-1667	234	18	abbas	abbas	PROPN
ajis02-1667	234	19	,	,	PUNCT
ajis02-1667	234	20	h.	h.	PROPN
ajis02-1667	234	21	,	,	PUNCT
ajis02-1667	234	22	&	&	CCONJ
ajis02-1667	234	23	he	he	PRON
ajis02-1667	234	24	,	,	PUNCT
ajis02-1667	234	25	y.	y.	PROPN
ajis02-1667	234	26	l.	l.	PROPN
ajis02-1667	234	27	(	(	PUNCT
ajis02-1667	234	28	2017	2017	NUM
ajis02-1667	234	29	)	)	PUNCT
ajis02-1667	234	30	.	.	PUNCT
ajis02-1667	235	1	fuzziness	fuzziness	NOUN
ajis02-1667	235	2	based	base	VERB
ajis02-1667	235	3	semisupervised	semisupervised	ADJ
ajis02-1667	235	4	learning	learning	NOUN
ajis02-1667	235	5	approach	approach	NOUN
ajis02-1667	235	6	for	for	ADP
ajis02-1667	235	7	intrusion	intrusion	NOUN
ajis02-1667	235	8	detection	detection	NOUN
ajis02-1667	235	9	system	system	NOUN
ajis02-1667	235	10	.	.	PUNCT
ajis02-1667	236	1	information	information	NOUN
ajis02-1667	236	2	sciences	sciences	PROPN
ajis02-1667	236	3	,	,	PUNCT
ajis02-1667	236	4	378	378	NUM
ajis02-1667	236	5	,	,	PUNCT
ajis02-1667	236	6	484–497	484–497	NUM
ajis02-1667	236	7	.	.	PUNCT
ajis02-1667	237	1	https://doi.org/10.1016/j.ins.2016.04.019	https://doi.org/10.1016/j.ins.2016.04.019	PUNCT
ajis02-1667	237	2	aslahi	aslahi	PROPN
ajis02-1667	237	3	-	-	PUNCT
ajis02-1667	237	4	shahri	shahri	PROPN
ajis02-1667	237	5	,	,	PUNCT
ajis02-1667	237	6	b.	b.	PROPN
ajis02-1667	237	7	m.	m.	PROPN
ajis02-1667	237	8	,	,	PUNCT
ajis02-1667	237	9	rahmani	rahmani	PROPN
ajis02-1667	237	10	,	,	PUNCT
ajis02-1667	237	11	r.	r.	PROPN
ajis02-1667	237	12	,	,	PUNCT
ajis02-1667	237	13	chizari	chizari	PROPN
ajis02-1667	237	14	,	,	PUNCT
ajis02-1667	237	15	m.	m.	NOUN
ajis02-1667	237	16	,	,	PUNCT
ajis02-1667	237	17	maralani	maralani	PROPN
ajis02-1667	237	18	,	,	PUNCT
ajis02-1667	237	19	a.	a.	NOUN
ajis02-1667	237	20	,	,	PUNCT
ajis02-1667	237	21	eslami	eslami	NOUN
ajis02-1667	237	22	,	,	PUNCT
ajis02-1667	237	23	m.	m.	NOUN
ajis02-1667	237	24	,	,	PUNCT
ajis02-1667	237	25	golkar	golkar	PROPN
ajis02-1667	237	26	,	,	PUNCT
ajis02-1667	237	27	m.	m.	PROPN
ajis02-1667	237	28	j.	j.	PROPN
ajis02-1667	237	29	,	,	PUNCT
ajis02-1667	237	30	&	&	CCONJ
ajis02-1667	237	31	ebrahimi	ebrahimi	PROPN
ajis02-1667	237	32	,	,	PUNCT
ajis02-1667	237	33	a.	a.	PROPN
ajis02-1667	237	34	(	(	PUNCT
ajis02-1667	237	35	2016	2016	NUM
ajis02-1667	237	36	)	)	PUNCT
ajis02-1667	237	37	.	.	PUNCT
ajis02-1667	238	1	a	a	DET
ajis02-1667	238	2	hybrid	hybrid	ADJ
ajis02-1667	238	3	method	method	NOUN
ajis02-1667	238	4	consisting	consist	VERB
ajis02-1667	238	5	of	of	ADP
ajis02-1667	238	6	ga	ga	NOUN
ajis02-1667	238	7	and	and	CCONJ
ajis02-1667	238	8	svm	svm	PROPN
ajis02-1667	238	9	for	for	ADP
ajis02-1667	238	10	intrusion	intrusion	NOUN
ajis02-1667	238	11	detection	detection	NOUN
ajis02-1667	238	12	system	system	NOUN
ajis02-1667	238	13	.	.	PUNCT
ajis02-1667	239	1	neural	neural	ADJ
ajis02-1667	239	2	computing	computing	NOUN
ajis02-1667	239	3	and	and	CCONJ
ajis02-1667	239	4	applications	application	NOUN
ajis02-1667	239	5	,	,	PUNCT
ajis02-1667	239	6	27(6	27(6	NUM
ajis02-1667	239	7	)	)	PUNCT
ajis02-1667	239	8	,	,	PUNCT
ajis02-1667	239	9	1669–1676	1669–1676	NUM
ajis02-1667	239	10	.	.	PUNCT
ajis02-1667	240	1	https://doi	https://doi	PROPN
ajis02-1667	240	2	.org/10.1007	.org/10.1007	PROPN
ajis02-1667	240	3	/	/	SYM
ajis02-1667	240	4	s00521	s00521	NOUN
ajis02-1667	240	5	-	-	PUNCT
ajis02-1667	240	6	015	015	NUM
ajis02-1667	240	7	-	-	PUNCT
ajis02-1667	240	8	1964	1964	NUM
ajis02-1667	240	9	-	-	SYM
ajis02-1667	240	10	2	2	NUM
ajis02-1667	240	11	banković	banković	NOUN
ajis02-1667	240	12	,	,	PUNCT
ajis02-1667	240	13	z.	z.	PROPN
ajis02-1667	240	14	,	,	PUNCT
ajis02-1667	240	15	stepanović	stepanović	PROPN
ajis02-1667	240	16	,	,	PUNCT
ajis02-1667	240	17	d.	d.	PROPN
ajis02-1667	240	18	,	,	PUNCT
ajis02-1667	240	19	bojanić	bojanić	PROPN
ajis02-1667	240	20	,	,	PUNCT
ajis02-1667	240	21	s.	s.	PROPN
ajis02-1667	240	22	,	,	PUNCT
ajis02-1667	240	23	&	&	CCONJ
ajis02-1667	240	24	nieto	nieto	PROPN
ajis02-1667	240	25	-	-	PUNCT
ajis02-1667	240	26	taladriz	taladriz	PROPN
ajis02-1667	240	27	,	,	PUNCT
ajis02-1667	240	28	o.	o.	PROPN
ajis02-1667	240	29	(	(	PUNCT
ajis02-1667	240	30	2007	2007	NUM
ajis02-1667	240	31	)	)	PUNCT
ajis02-1667	240	32	.	.	PUNCT
ajis02-1667	241	1	improving	improve	VERB
ajis02-1667	241	2	network	network	NOUN
ajis02-1667	241	3	security	security	NOUN
ajis02-1667	241	4	using	use	VERB
ajis02-1667	241	5	genetic	genetic	ADJ
ajis02-1667	241	6	algorithm	algorithm	NOUN
ajis02-1667	241	7	approach	approach	NOUN
ajis02-1667	241	8	.	.	PUNCT
ajis02-1667	242	1	computers	computer	NOUN
ajis02-1667	242	2	and	and	CCONJ
ajis02-1667	242	3	electrical	electrical	ADJ
ajis02-1667	242	4	engineering	engineering	NOUN
ajis02-1667	242	5	,	,	PUNCT
ajis02-1667	242	6	33(5–6	33(5–6	PROPN
ajis02-1667	242	7	)	)	PUNCT
ajis02-1667	242	8	,	,	PUNCT
ajis02-1667	242	9	438–451	438–451	NUM
ajis02-1667	242	10	.	.	PUNCT
ajis02-1667	243	1	https://doi.org/10.1016/j.compeleceng.2007.05.010	https://doi.org/10.1016/j.compeleceng.2007.05.010	PROPN
ajis02-1667	243	2	chen	chen	PROPN
ajis02-1667	243	3	,	,	PUNCT
ajis02-1667	243	4	c.	c.	PROPN
ajis02-1667	243	5	,	,	PUNCT
ajis02-1667	243	6	ghassami	ghassami	PROPN
ajis02-1667	243	7	,	,	PUNCT
ajis02-1667	243	8	a.	a.	PROPN
ajis02-1667	243	9	,	,	PUNCT
ajis02-1667	243	10	mohan	mohan	PROPN
ajis02-1667	243	11	,	,	PUNCT
ajis02-1667	243	12	s.	s.	PROPN
ajis02-1667	243	13	,	,	PUNCT
ajis02-1667	243	14	n.	n.	PROPN
ajis02-1667	243	15	k.	k.	PROPN
ajis02-1667	243	16	(	(	PUNCT
ajis02-1667	243	17	2017	2017	NUM
ajis02-1667	243	18	)	)	PUNCT
ajis02-1667	243	19	,	,	PUNCT
ajis02-1667	243	20	a	a	DET
ajis02-1667	243	21	reconnaissance	reconnaissance	NOUN
ajis02-1667	243	22	attack	attack	NOUN
ajis02-1667	243	23	mechanism	mechanism	NOUN
ajis02-1667	243	24	for	for	ADP
ajis02-1667	243	25	fixedpriority	fixedpriority	NOUN
ajis02-1667	243	26	real	real	ADJ
ajis02-1667	243	27	-	-	PUNCT
ajis02-1667	243	28	time	time	NOUN
ajis02-1667	243	29	systems	system	NOUN
ajis02-1667	243	30	.	.	PUNCT
ajis02-1667	244	1	arxiv.org	arxiv.org	PROPN
ajis02-1667	244	2	.	.	PUNCT
ajis02-1667	244	3	chung	chung	PROPN
ajis02-1667	244	4	,	,	PUNCT
ajis02-1667	244	5	y.	y.	PROPN
ajis02-1667	244	6	y.	y.	PROPN
ajis02-1667	244	7	,	,	PUNCT
ajis02-1667	244	8	&	&	CCONJ
ajis02-1667	244	9	wahid	wahid	PROPN
ajis02-1667	244	10	,	,	PUNCT
ajis02-1667	244	11	n.	n.	NOUN
ajis02-1667	244	12	(	(	PUNCT
ajis02-1667	244	13	2012	2012	NUM
ajis02-1667	244	14	)	)	PUNCT
ajis02-1667	244	15	.	.	PUNCT
ajis02-1667	245	1	a	a	DET
ajis02-1667	245	2	hybrid	hybrid	ADJ
ajis02-1667	245	3	network	network	NOUN
ajis02-1667	245	4	intrusion	intrusion	NOUN
ajis02-1667	245	5	detection	detection	NOUN
ajis02-1667	245	6	system	system	NOUN
ajis02-1667	245	7	using	use	VERB
ajis02-1667	245	8	simplified	simplified	ADJ
ajis02-1667	245	9	swarm	swarm	NOUN
ajis02-1667	245	10	optimization	optimization	NOUN
ajis02-1667	245	11	(	(	PUNCT
ajis02-1667	245	12	sso	sso	NOUN
ajis02-1667	245	13	)	)	PUNCT
ajis02-1667	245	14	.	.	PUNCT
ajis02-1667	245	15	applied	apply	VERB
ajis02-1667	245	16	soft	soft	ADJ
ajis02-1667	245	17	computing	computing	NOUN
ajis02-1667	245	18	,	,	PUNCT
ajis02-1667	245	19	12(9	12(9	NUM
ajis02-1667	245	20	)	)	PUNCT
ajis02-1667	245	21	,	,	PUNCT
ajis02-1667	245	22	3014–3022	3014–3022	NUM
ajis02-1667	245	23	.	.	PUNCT
ajis02-1667	246	1	https://doi.org/10.1016/j.asoc.2012.04.020	https://doi.org/10.1016/j.asoc.2012.04.020	PROPN
ajis02-1667	246	2	creech	creech	PROPN
ajis02-1667	246	3	,	,	PUNCT
ajis02-1667	246	4	g.	g.	PROPN
ajis02-1667	246	5	,	,	PUNCT
ajis02-1667	246	6	&	&	CCONJ
ajis02-1667	246	7	hu	hu	PROPN
ajis02-1667	246	8	,	,	PUNCT
ajis02-1667	246	9	j.	j.	PROPN
ajis02-1667	246	10	(	(	PUNCT
ajis02-1667	246	11	2014	2014	NUM
ajis02-1667	246	12	)	)	PUNCT
ajis02-1667	246	13	.	.	PUNCT
ajis02-1667	247	1	a	a	DET
ajis02-1667	247	2	semantic	semantic	ADJ
ajis02-1667	247	3	approach	approach	NOUN
ajis02-1667	247	4	to	to	ADP
ajis02-1667	247	5	host	host	NOUN
ajis02-1667	247	6	-	-	PUNCT
ajis02-1667	247	7	based	base	VERB
ajis02-1667	247	8	intrusion	intrusion	NOUN
ajis02-1667	247	9	detection	detection	NOUN
ajis02-1667	247	10	systems	system	NOUN
ajis02-1667	247	11	using	use	VERB
ajis02-1667	247	12	contiguous	contiguous	ADJ
ajis02-1667	247	13	and	and	CCONJ
ajis02-1667	247	14	discontiguous	discontiguous	ADJ
ajis02-1667	247	15	system	system	NOUN
ajis02-1667	247	16	call	call	NOUN
ajis02-1667	247	17	patterns	pattern	NOUN
ajis02-1667	247	18	.	.	PUNCT
ajis02-1667	248	1	ieee	ieee	NOUN
ajis02-1667	248	2	transactions	transaction	NOUN
ajis02-1667	248	3	on	on	ADP
ajis02-1667	248	4	computers	computer	NOUN
ajis02-1667	248	5	,	,	PUNCT
ajis02-1667	248	6	63(4	63(4	NOUN
ajis02-1667	248	7	)	)	PUNCT
ajis02-1667	248	8	,	,	PUNCT
ajis02-1667	248	9	807–819	807–819	NUM
ajis02-1667	248	10	.	.	PUNCT
ajis02-1667	248	11	https://doi.org/10.1109/tc.2013.13	https://doi.org/10.1109/tc.2013.13	X
ajis02-1667	248	12	damopoulos	damopoulos	PROPN
ajis02-1667	248	13	,	,	PUNCT
ajis02-1667	248	14	d.	d.	PROPN
ajis02-1667	248	15	,	,	PUNCT
ajis02-1667	248	16	menesidou	menesidou	NOUN
ajis02-1667	248	17	,	,	PUNCT
ajis02-1667	248	18	s.	s.	PROPN
ajis02-1667	248	19	a.	a.	PROPN
ajis02-1667	248	20	,	,	PUNCT
ajis02-1667	248	21	kambourakis	kambourakis	PROPN
ajis02-1667	248	22	,	,	PUNCT
ajis02-1667	248	23	g.	g.	PROPN
ajis02-1667	248	24	,	,	PUNCT
ajis02-1667	248	25	papadaki	papadaki	PROPN
ajis02-1667	248	26	,	,	PUNCT
ajis02-1667	248	27	m.	m.	NOUN
ajis02-1667	248	28	,	,	PUNCT
ajis02-1667	248	29	clarke	clarke	PROPN
ajis02-1667	248	30	,	,	PUNCT
ajis02-1667	248	31	n.	n.	PROPN
ajis02-1667	248	32	,	,	PUNCT
ajis02-1667	248	33	&	&	CCONJ
ajis02-1667	248	34	gritzalis	gritzalis	PROPN
ajis02-1667	248	35	,	,	PUNCT
ajis02-1667	248	36	s.	s.	PROPN
ajis02-1667	248	37	(	(	PUNCT
ajis02-1667	248	38	2012	2012	NUM
ajis02-1667	248	39	)	)	PUNCT
ajis02-1667	248	40	.	.	PUNCT
ajis02-1667	249	1	evaluation	evaluation	NOUN
ajis02-1667	249	2	of	of	ADP
ajis02-1667	249	3	anomaly	anomaly	NOUN
ajis02-1667	249	4	-	-	PUNCT
ajis02-1667	249	5	based	base	VERB
ajis02-1667	249	6	ids	id	NOUN
ajis02-1667	249	7	for	for	ADP
ajis02-1667	249	8	mobile	mobile	ADJ
ajis02-1667	249	9	devices	device	NOUN
ajis02-1667	249	10	using	use	VERB
ajis02-1667	249	11	machine	machine	NOUN
ajis02-1667	249	12	learning	learn	VERB
ajis02-1667	249	13	classifiers	classifier	NOUN
ajis02-1667	249	14	.	.	PUNCT
ajis02-1667	250	1	security	security	NOUN
ajis02-1667	250	2	and	and	CCONJ
ajis02-1667	250	3	communication	communication	NOUN
ajis02-1667	250	4	networks	network	NOUN
ajis02-1667	250	5	,	,	PUNCT
ajis02-1667	250	6	5(1	5(1	NUM
ajis02-1667	250	7	)	)	PUNCT
ajis02-1667	250	8	,	,	PUNCT
ajis02-1667	250	9	3–14	3–14	PROPN
ajis02-1667	250	10	.	.	PUNCT
ajis02-1667	251	1	https://doi.org/10.1002/sec.341	https://doi.org/10.1002/sec.341	PROPN
ajis02-1667	251	2	de	de	PROPN
ajis02-1667	251	3	la	la	PROPN
ajis02-1667	251	4	hoz	hoz	PROPN
ajis02-1667	251	5	,	,	PUNCT
ajis02-1667	251	6	e.	e.	PROPN
ajis02-1667	251	7	,	,	PUNCT
ajis02-1667	251	8	de	de	PROPN
ajis02-1667	251	9	la	la	X
ajis02-1667	251	10	hoz	hoz	PROPN
ajis02-1667	251	11	,	,	PUNCT
ajis02-1667	251	12	e.	e.	PROPN
ajis02-1667	251	13	,	,	PUNCT
ajis02-1667	251	14	ortiz	ortiz	PROPN
ajis02-1667	251	15	,	,	PUNCT
ajis02-1667	251	16	a.	a.	PROPN
ajis02-1667	251	17	,	,	PUNCT
ajis02-1667	251	18	ortega	ortega	PROPN
ajis02-1667	251	19	,	,	PUNCT
ajis02-1667	251	20	j.	j.	PROPN
ajis02-1667	251	21	,	,	PUNCT
ajis02-1667	251	22	&	&	CCONJ
ajis02-1667	251	23	prieto	prieto	PROPN
ajis02-1667	251	24	,	,	PUNCT
ajis02-1667	251	25	b.	b.	PROPN
ajis02-1667	251	26	(	(	PUNCT
ajis02-1667	251	27	2015	2015	NUM
ajis02-1667	251	28	)	)	PUNCT
ajis02-1667	251	29	.	.	PUNCT
ajis02-1667	252	1	pca	pca	PROPN
ajis02-1667	252	2	filtering	filtering	NOUN
ajis02-1667	252	3	and	and	CCONJ
ajis02-1667	252	4	probabilistic	probabilistic	ADJ
ajis02-1667	252	5	som	som	NOUN
ajis02-1667	252	6	for	for	ADP
ajis02-1667	252	7	network	network	NOUN
ajis02-1667	252	8	intrusion	intrusion	NOUN
ajis02-1667	252	9	detection	detection	NOUN
ajis02-1667	252	10	.	.	PUNCT
ajis02-1667	253	1	neurocomputing	neurocomputing	NOUN
ajis02-1667	253	2	,	,	PUNCT
ajis02-1667	253	3	164	164	NUM
ajis02-1667	253	4	,	,	PUNCT
ajis02-1667	253	5	71–81	71–81	NUM
ajis02-1667	253	6	.	.	PUNCT
ajis02-1667	254	1	https://doi.org/10.1016/j.neucom.2014.09.083	https://doi.org/10.1016/j.neucom.2014.09.083	PROPN
ajis02-1667	254	2	denning	denning	NOUN
ajis02-1667	254	3	,	,	PUNCT
ajis02-1667	254	4	d.	d.	PROPN
ajis02-1667	254	5	&	&	CCONJ
ajis02-1667	254	6	neumann	neumann	PROPN
ajis02-1667	254	7	,	,	PUNCT
ajis02-1667	254	8	p.	p.	PROPN
ajis02-1667	254	9	(	(	PUNCT
ajis02-1667	254	10	1985	1985	NUM
ajis02-1667	254	11	)	)	PUNCT
ajis02-1667	254	12	.	.	PUNCT
ajis02-1667	255	1	requirements	requirement	NOUN
ajis02-1667	255	2	and	and	CCONJ
ajis02-1667	255	3	model	model	NOUN
ajis02-1667	255	4	for	for	ADP
ajis02-1667	255	5	ides	ide	NOUN
ajis02-1667	255	6	—	—	PUNCT
ajis02-1667	255	7	a	a	DET
ajis02-1667	255	8	real	real	ADJ
ajis02-1667	255	9	-	-	PUNCT
ajis02-1667	255	10	time	time	NOUN
ajis02-1667	255	11	intrusion	intrusion	NOUN
ajis02-1667	255	12	detection	detection	NOUN
ajis02-1667	255	13	expert	expert	NOUN
ajis02-1667	255	14	system	system	NOUN
ajis02-1667	255	15	.	.	PUNCT
ajis02-1667	256	1	document	document	NOUN
ajis02-1667	256	2	a005	a005	PROPN
ajis02-1667	256	3	,	,	PUNCT
ajis02-1667	256	4	sri	sri	PROPN
ajis02-1667	256	5	international	international	PROPN
ajis02-1667	256	6	,	,	PUNCT
ajis02-1667	256	7	california	california	PROPN
ajis02-1667	256	8	.	.	PUNCT
ajis02-1667	257	1	1	1	NUM
ajis02-1667	257	2	-	-	SYM
ajis02-1667	257	3	74	74	NUM
ajis02-1667	257	4	.	.	PUNCT
ajis02-1667	258	1	retrieved	retrieve	VERB
ajis02-1667	258	2	from	from	ADP
ajis02-1667	258	3	faculty.nps.edu/dedennin/publications/idesreportsri1985.pdf	faculty.nps.edu/dedennin/publications/idesreportsri1985.pdf	NOUN
ajis02-1667	258	4	(	(	PUNCT
ajis02-1667	258	5	accessed	access	VERB
ajis02-1667	258	6	on	on	ADP
ajis02-1667	258	7	3105	3105	NUM
ajis02-1667	258	8	-	-	SYM
ajis02-1667	258	9	2018	2018	NUM
ajis02-1667	258	10	)	)	PUNCT
ajis02-1667	258	11	elbasiony	elbasiony	PROPN
ajis02-1667	258	12	,	,	PUNCT
ajis02-1667	258	13	r.	r.	PROPN
ajis02-1667	258	14	m.	m.	PROPN
ajis02-1667	258	15	,	,	PUNCT
ajis02-1667	258	16	sallam	sallam	PROPN
ajis02-1667	258	17	,	,	PUNCT
ajis02-1667	258	18	e.	e.	PROPN
ajis02-1667	258	19	a.	a.	PROPN
ajis02-1667	258	20	,	,	PUNCT
ajis02-1667	258	21	eltobely	eltobely	ADV
ajis02-1667	258	22	,	,	PUNCT
ajis02-1667	258	23	t.	t.	PROPN
ajis02-1667	258	24	e.	e.	PROPN
ajis02-1667	258	25	,	,	PUNCT
ajis02-1667	258	26	&	&	CCONJ
ajis02-1667	258	27	fahmy	fahmy	PROPN
ajis02-1667	258	28	,	,	PUNCT
ajis02-1667	258	29	m.	m.	NOUN
ajis02-1667	258	30	m.	m.	NOUN
ajis02-1667	258	31	(	(	PUNCT
ajis02-1667	258	32	2013	2013	NUM
ajis02-1667	258	33	)	)	PUNCT
ajis02-1667	258	34	.	.	PUNCT
ajis02-1667	259	1	a	a	DET
ajis02-1667	259	2	hybrid	hybrid	ADJ
ajis02-1667	259	3	network	network	NOUN
ajis02-1667	259	4	intrusion	intrusion	NOUN
ajis02-1667	259	5	detection	detection	NOUN
ajis02-1667	259	6	framework	framework	NOUN
ajis02-1667	259	7	based	base	VERB
ajis02-1667	259	8	on	on	ADP
ajis02-1667	259	9	random	random	ADJ
ajis02-1667	259	10	forests	forest	NOUN
ajis02-1667	259	11	and	and	CCONJ
ajis02-1667	259	12	weighted	weight	VERB
ajis02-1667	259	13	k	k	PROPN
ajis02-1667	259	14	-	-	PUNCT
ajis02-1667	259	15	means	means	NOUN
ajis02-1667	259	16	.	.	PUNCT
ajis02-1667	260	1	ain	ain	PROPN
ajis02-1667	260	2	shams	sham	NOUN
ajis02-1667	260	3	engineering	engineering	NOUN
ajis02-1667	260	4	journal	journal	NOUN
ajis02-1667	260	5	,	,	PUNCT
ajis02-1667	260	6	4(4	4(4	NUM
ajis02-1667	260	7	)	)	PUNCT
ajis02-1667	260	8	,	,	PUNCT
ajis02-1667	260	9	753–762	753–762	NUM
ajis02-1667	260	10	.	.	PUNCT
ajis02-1667	261	1	https://doi.org/10.1016/j.asej.2013.01.003	https://doi.org/10.1016/j.asej.2013.01.003	NOUN
ajis02-1667	261	2	elhag	elhag	NOUN
ajis02-1667	261	3	,	,	PUNCT
ajis02-1667	261	4	s.	s.	PROPN
ajis02-1667	261	5	,	,	PUNCT
ajis02-1667	261	6	fernández	fernández	PROPN
ajis02-1667	261	7	,	,	PUNCT
ajis02-1667	261	8	a.	a.	NOUN
ajis02-1667	261	9	,	,	PUNCT
ajis02-1667	261	10	bawakid	bawakid	PROPN
ajis02-1667	261	11	,	,	PUNCT
ajis02-1667	261	12	a.	a.	NOUN
ajis02-1667	261	13	,	,	PUNCT
ajis02-1667	261	14	alshomrani	alshomrani	PROPN
ajis02-1667	261	15	,	,	PUNCT
ajis02-1667	261	16	s.	s.	PROPN
ajis02-1667	261	17	,	,	PUNCT
ajis02-1667	261	18	&	&	CCONJ
ajis02-1667	261	19	herrera	herrera	PROPN
ajis02-1667	261	20	,	,	PUNCT
ajis02-1667	261	21	f.	f.	PROPN
ajis02-1667	261	22	(	(	PUNCT
ajis02-1667	261	23	2015	2015	NUM
ajis02-1667	261	24	)	)	PUNCT
ajis02-1667	261	25	.	.	PUNCT
ajis02-1667	262	1	on	on	ADP
ajis02-1667	262	2	the	the	DET
ajis02-1667	262	3	combination	combination	NOUN
ajis02-1667	262	4	of	of	ADP
ajis02-1667	262	5	genetic	genetic	ADJ
ajis02-1667	262	6	fuzzy	fuzzy	ADJ
ajis02-1667	262	7	systems	system	NOUN
ajis02-1667	262	8	and	and	CCONJ
ajis02-1667	262	9	pairwise	pairwise	NOUN
ajis02-1667	262	10	learning	learn	VERB
ajis02-1667	262	11	for	for	ADP
ajis02-1667	262	12	improving	improve	VERB
ajis02-1667	262	13	detection	detection	NOUN
ajis02-1667	262	14	rates	rate	NOUN
ajis02-1667	262	15	on	on	ADP
ajis02-1667	262	16	intrusion	intrusion	NOUN
ajis02-1667	262	17	detection	detection	NOUN
ajis02-1667	262	18	systems	system	NOUN
ajis02-1667	262	19	.	.	PUNCT
ajis02-1667	263	1	expert	expert	NOUN
ajis02-1667	263	2	systems	system	NOUN
ajis02-1667	263	3	with	with	ADP
ajis02-1667	263	4	applications	application	NOUN
ajis02-1667	263	5	,	,	PUNCT
ajis02-1667	263	6	42(1	42(1	NOUN
ajis02-1667	263	7	)	)	PUNCT
ajis02-1667	263	8	,	,	PUNCT
ajis02-1667	263	9	193–202	193–202	NUM
ajis02-1667	263	10	.	.	PUNCT
ajis02-1667	264	1	https://doi.org/10.1016/j.eswa.2014.08.002	https://doi.org/10.1016/j.eswa.2014.08.002	PROPN
ajis02-1667	264	2	feng	feng	PROPN
ajis02-1667	264	3	,	,	PUNCT
ajis02-1667	264	4	w.	w.	PROPN
ajis02-1667	264	5	,	,	PUNCT
ajis02-1667	264	6	zhang	zhang	PROPN
ajis02-1667	264	7	,	,	PUNCT
ajis02-1667	264	8	q.	q.	PROPN
ajis02-1667	264	9	,	,	PUNCT
ajis02-1667	264	10	hu	hu	PROPN
ajis02-1667	264	11	,	,	PUNCT
ajis02-1667	264	12	g.	g.	PROPN
ajis02-1667	264	13	,	,	PUNCT
ajis02-1667	264	14	&	&	CCONJ
ajis02-1667	264	15	huang	huang	PROPN
ajis02-1667	264	16	,	,	PUNCT
ajis02-1667	264	17	j.	j.	PROPN
ajis02-1667	264	18	x.	x.	PROPN
ajis02-1667	264	19	(	(	PUNCT
ajis02-1667	264	20	2014	2014	NUM
ajis02-1667	264	21	)	)	PUNCT
ajis02-1667	264	22	.	.	PUNCT
ajis02-1667	265	1	mining	mining	NOUN
ajis02-1667	265	2	network	network	NOUN
ajis02-1667	265	3	data	datum	NOUN
ajis02-1667	265	4	for	for	ADP
ajis02-1667	265	5	intrusion	intrusion	NOUN
ajis02-1667	265	6	detection	detection	NOUN
ajis02-1667	265	7	through	through	ADP
ajis02-1667	265	8	combining	combine	VERB
ajis02-1667	265	9	svms	svms	NOUN
ajis02-1667	265	10	with	with	ADP
ajis02-1667	265	11	ant	ant	ADJ
ajis02-1667	265	12	colony	colony	NOUN
ajis02-1667	265	13	networks	network	NOUN
ajis02-1667	265	14	.	.	PUNCT
ajis02-1667	266	1	future	future	ADJ
ajis02-1667	266	2	generation	generation	NOUN
ajis02-1667	266	3	computer	computer	NOUN
ajis02-1667	266	4	systems	system	NOUN
ajis02-1667	266	5	,	,	PUNCT
ajis02-1667	266	6	37	37	NUM
ajis02-1667	266	7	,	,	PUNCT
ajis02-1667	266	8	127–140	127–140	NUM
ajis02-1667	266	9	.	.	PUNCT
ajis02-1667	267	1	https://doi.org/10.1016/j.future.2013.06.027	https://doi.org/10.1016/j.future.2013.06.027	VERB
ajis02-1667	267	2	australasian	australasian	ADJ
ajis02-1667	267	3	journal	journal	NOUN
ajis02-1667	267	4	of	of	ADP
ajis02-1667	267	5	information	information	NOUN
ajis02-1667	267	6	systems	system	NOUN
ajis02-1667	267	7	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	267	8	,	,	PUNCT
ajis02-1667	267	9	sen	sen	PROPN
ajis02-1667	267	10	&	&	CCONJ
ajis02-1667	267	11	gupta	gupta	PROPN
ajis02-1667	267	12	2018	2018	NUM
ajis02-1667	267	13	,	,	PUNCT
ajis02-1667	267	14	vol	vol	NOUN
ajis02-1667	267	15	22	22	NUM
ajis02-1667	267	16	,	,	PUNCT
ajis02-1667	267	17	research	research	NOUN
ajis02-1667	267	18	article	article	NOUN
ajis02-1667	267	19	meta	meta	NOUN
ajis02-1667	267	20	-	-	PUNCT
ajis02-1667	267	21	analysis	analysis	NOUN
ajis02-1667	267	22	of	of	ADP
ajis02-1667	267	23	machine	machine	NOUN
ajis02-1667	267	24	learning	learn	VERB
ajis02-1667	267	25	techniques	technique	NOUN
ajis02-1667	267	26	17	17	NUM
ajis02-1667	267	27	fisch	fisch	PROPN
ajis02-1667	267	28	,	,	PUNCT
ajis02-1667	267	29	d.	d.	PROPN
ajis02-1667	267	30	,	,	PUNCT
ajis02-1667	267	31	hofmann	hofmann	PROPN
ajis02-1667	267	32	,	,	PUNCT
ajis02-1667	267	33	a.	a.	PROPN
ajis02-1667	267	34	,	,	PUNCT
ajis02-1667	267	35	&	&	CCONJ
ajis02-1667	267	36	sick	sick	ADJ
ajis02-1667	267	37	,	,	PUNCT
ajis02-1667	267	38	b.	b.	PROPN
ajis02-1667	267	39	(	(	PUNCT
ajis02-1667	267	40	2010	2010	NUM
ajis02-1667	267	41	)	)	PUNCT
ajis02-1667	267	42	.	.	PUNCT
ajis02-1667	268	1	on	on	ADP
ajis02-1667	268	2	the	the	DET
ajis02-1667	268	3	versatility	versatility	NOUN
ajis02-1667	268	4	of	of	ADP
ajis02-1667	268	5	radial	radial	ADJ
ajis02-1667	268	6	basis	basis	NOUN
ajis02-1667	268	7	function	function	NOUN
ajis02-1667	268	8	neural	neural	ADJ
ajis02-1667	268	9	networks	network	NOUN
ajis02-1667	268	10	:	:	PUNCT
ajis02-1667	268	11	a	a	DET
ajis02-1667	268	12	case	case	NOUN
ajis02-1667	268	13	study	study	NOUN
ajis02-1667	268	14	in	in	ADP
ajis02-1667	268	15	the	the	DET
ajis02-1667	268	16	field	field	NOUN
ajis02-1667	268	17	of	of	ADP
ajis02-1667	268	18	intrusion	intrusion	NOUN
ajis02-1667	268	19	detection	detection	NOUN
ajis02-1667	268	20	.	.	PUNCT
ajis02-1667	269	1	information	information	NOUN
ajis02-1667	269	2	sciences	sciences	PROPN
ajis02-1667	269	3	,	,	PUNCT
ajis02-1667	269	4	180(12	180(12	NUM
ajis02-1667	269	5	)	)	PUNCT
ajis02-1667	269	6	,	,	PUNCT
ajis02-1667	269	7	2421–2439	2421–2439	NUM
ajis02-1667	269	8	.	.	PUNCT
ajis02-1667	270	1	https://doi.org/10.1016/j.ins.2010.02.023	https://doi.org/10.1016/j.ins.2010.02.023	PROPN
ajis02-1667	270	2	fossaceca	fossaceca	NOUN
ajis02-1667	270	3	,	,	PUNCT
ajis02-1667	270	4	j.	j.	PROPN
ajis02-1667	270	5	m.	m.	PROPN
ajis02-1667	270	6	,	,	PUNCT
ajis02-1667	270	7	mazzuchi	mazzuchi	INTJ
ajis02-1667	270	8	,	,	PUNCT
ajis02-1667	270	9	t.	t.	PROPN
ajis02-1667	270	10	a.	a.	PROPN
ajis02-1667	270	11	,	,	PUNCT
ajis02-1667	270	12	&	&	CCONJ
ajis02-1667	270	13	sarkani	sarkani	PROPN
ajis02-1667	270	14	,	,	PUNCT
ajis02-1667	270	15	s.	s.	PROPN
ajis02-1667	270	16	(	(	PUNCT
ajis02-1667	270	17	2015	2015	NUM
ajis02-1667	270	18	)	)	PUNCT
ajis02-1667	270	19	.	.	PUNCT
ajis02-1667	271	1	mark	mark	PROPN
ajis02-1667	271	2	-	-	PUNCT
ajis02-1667	271	3	elm	elm	NOUN
ajis02-1667	271	4	:	:	PUNCT
ajis02-1667	271	5	application	application	NOUN
ajis02-1667	271	6	of	of	ADP
ajis02-1667	271	7	a	a	DET
ajis02-1667	271	8	novel	novel	ADJ
ajis02-1667	271	9	multiple	multiple	ADJ
ajis02-1667	271	10	kernel	kernel	NOUN
ajis02-1667	271	11	learning	learn	VERB
ajis02-1667	271	12	framework	framework	NOUN
ajis02-1667	271	13	for	for	ADP
ajis02-1667	271	14	improving	improve	VERB
ajis02-1667	271	15	the	the	DET
ajis02-1667	271	16	robustness	robustness	NOUN
ajis02-1667	271	17	of	of	ADP
ajis02-1667	271	18	network	network	NOUN
ajis02-1667	271	19	intrusion	intrusion	NOUN
ajis02-1667	271	20	detection	detection	NOUN
ajis02-1667	271	21	.	.	PUNCT
ajis02-1667	272	1	expert	expert	NOUN
ajis02-1667	272	2	systems	system	NOUN
ajis02-1667	272	3	with	with	ADP
ajis02-1667	272	4	applications	application	NOUN
ajis02-1667	272	5	,	,	PUNCT
ajis02-1667	272	6	42(8	42(8	NUM
ajis02-1667	272	7	)	)	PUNCT
ajis02-1667	272	8	,	,	PUNCT
ajis02-1667	272	9	4062	4062	NUM
ajis02-1667	272	10	-	-	SYM
ajis02-1667	272	11	4080	4080	NUM
ajis02-1667	272	12	.	.	PUNCT
ajis02-1667	273	1	ganapathy	ganapathy	PROPN
ajis02-1667	273	2	,	,	PUNCT
ajis02-1667	273	3	s.	s.	PROPN
ajis02-1667	273	4	,	,	PUNCT
ajis02-1667	273	5	kulothungan	kulothungan	PROPN
ajis02-1667	273	6	,	,	PUNCT
ajis02-1667	273	7	k.	k.	PROPN
ajis02-1667	273	8	,	,	PUNCT
ajis02-1667	273	9	yogesh	yogesh	PROPN
ajis02-1667	273	10	,	,	PUNCT
ajis02-1667	273	11	p.	p.	PROPN
ajis02-1667	273	12	,	,	PUNCT
ajis02-1667	273	13	&	&	CCONJ
ajis02-1667	273	14	kannan	kannan	PROPN
ajis02-1667	273	15	,	,	PUNCT
ajis02-1667	273	16	a.	a.	NOUN
ajis02-1667	273	17	(	(	PUNCT
ajis02-1667	273	18	2012	2012	NUM
ajis02-1667	273	19	)	)	PUNCT
ajis02-1667	273	20	.	.	PUNCT
ajis02-1667	274	1	a	a	DET
ajis02-1667	274	2	novel	novel	NOUN
ajis02-1667	274	3	weighted	weight	VERB
ajis02-1667	274	4	fuzzy	fuzzy	ADJ
ajis02-1667	274	5	c	c	PROPN
ajis02-1667	274	6	means	mean	VERB
ajis02-1667	274	7	clustering	cluster	VERB
ajis02-1667	274	8	based	base	VERB
ajis02-1667	274	9	on	on	ADP
ajis02-1667	274	10	immune	immune	ADJ
ajis02-1667	274	11	genetic	genetic	ADJ
ajis02-1667	274	12	algorithm	algorithm	NOUN
ajis02-1667	274	13	for	for	ADP
ajis02-1667	274	14	intrusion	intrusion	NOUN
ajis02-1667	274	15	detection	detection	NOUN
ajis02-1667	274	16	.	.	PUNCT
ajis02-1667	275	1	in	in	ADP
ajis02-1667	275	2	procedia	procedia	PROPN
ajis02-1667	275	3	engineering	engineering	NOUN
ajis02-1667	275	4	(	(	PUNCT
ajis02-1667	275	5	vol	vol	NOUN
ajis02-1667	275	6	.	.	PROPN
ajis02-1667	275	7	38	38	NUM
ajis02-1667	275	8	,	,	PUNCT
ajis02-1667	275	9	pp	pp	ADJ
ajis02-1667	275	10	.	.	PUNCT
ajis02-1667	275	11	1750–1757	1750–1757	NUM
ajis02-1667	275	12	)	)	PUNCT
ajis02-1667	275	13	.	.	PUNCT
ajis02-1667	276	1	https://doi.org/10.1016/j.proeng.2012.06.213	https://doi.org/10.1016/j.proeng.2012.06.213	NOUN
ajis02-1667	276	2	gao	gao	PROPN
ajis02-1667	276	3	,	,	PUNCT
ajis02-1667	276	4	z.	z.	PROPN
ajis02-1667	276	5	,	,	PUNCT
ajis02-1667	276	6	member	member	PROPN
ajis02-1667	276	7	,	,	PUNCT
ajis02-1667	276	8	s.	s.	PROPN
ajis02-1667	276	9	,	,	PUNCT
ajis02-1667	276	10	cecati	cecati	PROPN
ajis02-1667	276	11	,	,	PUNCT
ajis02-1667	276	12	c.	c.	PROPN
ajis02-1667	276	13	,	,	PUNCT
ajis02-1667	276	14	ieee	ieee	PROPN
ajis02-1667	276	15	,	,	PUNCT
ajis02-1667	276	16	f.	f.	PROPN
ajis02-1667	276	17	,	,	PUNCT
ajis02-1667	276	18	&	&	CCONJ
ajis02-1667	276	19	ding	ding	PROPN
ajis02-1667	276	20	,	,	PUNCT
ajis02-1667	276	21	s.	s.	PROPN
ajis02-1667	276	22	x.	x.	PROPN
ajis02-1667	276	23	(	(	PUNCT
ajis02-1667	276	24	2015	2015	NUM
ajis02-1667	276	25	)	)	PUNCT
ajis02-1667	276	26	.	.	PUNCT
ajis02-1667	277	1	a	a	DET
ajis02-1667	277	2	survey	survey	NOUN
ajis02-1667	277	3	of	of	ADP
ajis02-1667	277	4	fault	fault	NOUN
ajis02-1667	277	5	diagnosis	diagnosis	NOUN
ajis02-1667	277	6	and	and	CCONJ
ajis02-1667	277	7	fault	fault	VERB
ajis02-1667	277	8	tolerant	tolerant	ADJ
ajis02-1667	277	9	techniques	technique	NOUN
ajis02-1667	277	10	part	part	NOUN
ajis02-1667	277	11	ii	ii	NOUN
ajis02-1667	277	12	 	 	SPACE
ajis02-1667	277	13	:	:	PUNCT
ajis02-1667	277	14	fault	fault	VERB
ajis02-1667	277	15	diagnosis	diagnosis	NOUN
ajis02-1667	277	16	with	with	ADP
ajis02-1667	277	17	knowledge	knowledge	NOUN
ajis02-1667	277	18	based	base	VERB
ajis02-1667	277	19	and	and	CCONJ
ajis02-1667	277	20	hybrid	hybrid	ADJ
ajis02-1667	277	21	/	/	SYM
ajis02-1667	277	22	active	active	ADJ
ajis02-1667	277	23	approaches	approach	NOUN
ajis02-1667	277	24	.	.	PUNCT
ajis02-1667	278	1	ieee	ieee	NOUN
ajis02-1667	278	2	transactions	transaction	NOUN
ajis02-1667	278	3	on	on	ADP
ajis02-1667	278	4	industrial	industrial	ADJ
ajis02-1667	278	5	electronics	electronic	NOUN
ajis02-1667	278	6	,	,	PUNCT
ajis02-1667	278	7	62(6	62(6	NOUN
ajis02-1667	278	8	)	)	PUNCT
ajis02-1667	278	9	,	,	PUNCT
ajis02-1667	278	10	3768–3774	3768–3774	NUM
ajis02-1667	278	11	.	.	PUNCT
ajis02-1667	279	1	https://doi.org/10.1109/tie.2015.2419013	https://doi.org/10.1109/tie.2015.2419013	ADJ
ajis02-1667	279	2	grediaga	grediaga	NOUN
ajis02-1667	279	3	,	,	PUNCT
ajis02-1667	279	4	á	á	PROPN
ajis02-1667	279	5	.	.	PROPN
ajis02-1667	279	6	,	,	PUNCT
ajis02-1667	279	7	ibarra	ibarra	PROPN
ajis02-1667	279	8	,	,	PUNCT
ajis02-1667	279	9	f.	f.	PROPN
ajis02-1667	279	10	,	,	PUNCT
ajis02-1667	279	11	garcía	garcía	PROPN
ajis02-1667	279	12	,	,	PUNCT
ajis02-1667	279	13	f.	f.	PROPN
ajis02-1667	279	14	,	,	PUNCT
ajis02-1667	279	15	ledesma	ledesma	PROPN
ajis02-1667	279	16	,	,	PUNCT
ajis02-1667	279	17	b.	b.	PROPN
ajis02-1667	279	18	,	,	PUNCT
ajis02-1667	279	19	&	&	CCONJ
ajis02-1667	279	20	brotóns	brotóns	PROPN
ajis02-1667	279	21	,	,	PUNCT
ajis02-1667	279	22	f.	f.	PROPN
ajis02-1667	279	23	(	(	PUNCT
ajis02-1667	279	24	2006	2006	NUM
ajis02-1667	279	25	)	)	PUNCT
ajis02-1667	279	26	.	.	PUNCT
ajis02-1667	280	1	application	application	NOUN
ajis02-1667	280	2	of	of	ADP
ajis02-1667	280	3	neural	neural	ADJ
ajis02-1667	280	4	networks	network	NOUN
ajis02-1667	280	5	in	in	ADP
ajis02-1667	280	6	network	network	NOUN
ajis02-1667	280	7	control	control	NOUN
ajis02-1667	280	8	and	and	CCONJ
ajis02-1667	280	9	information	information	NOUN
ajis02-1667	280	10	security	security	NOUN
ajis02-1667	280	11	.	.	PUNCT
ajis02-1667	281	1	in	in	ADP
ajis02-1667	281	2	advances	advance	NOUN
ajis02-1667	281	3	in	in	ADP
ajis02-1667	281	4	neural	neural	ADJ
ajis02-1667	281	5	networks	network	NOUN
ajis02-1667	281	6	isnn	isnn	VERB
ajis02-1667	281	7	2006	2006	NUM
ajis02-1667	281	8	(	(	PUNCT
ajis02-1667	281	9	pp	pp	ADV
ajis02-1667	281	10	.	.	PUNCT
ajis02-1667	282	1	208–213	208–213	NUM
ajis02-1667	282	2	)	)	PUNCT
ajis02-1667	282	3	.	.	PUNCT
ajis02-1667	283	1	https://doi.org/10.1007/11760191_31	https://doi.org/10.1007/11760191_31	PROPN
ajis02-1667	283	2	han	han	PROPN
ajis02-1667	283	3	,	,	PUNCT
ajis02-1667	283	4	s.-j	s.-j	PROPN
ajis02-1667	283	5	.	.	PROPN
ajis02-1667	283	6	,	,	PUNCT
ajis02-1667	283	7	&	&	CCONJ
ajis02-1667	283	8	cho	cho	PROPN
ajis02-1667	283	9	,	,	PUNCT
ajis02-1667	283	10	s.-b	s.-b	PROPN
ajis02-1667	283	11	.	.	PUNCT
ajis02-1667	283	12	(	(	PUNCT
ajis02-1667	283	13	2006	2006	NUM
ajis02-1667	283	14	)	)	PUNCT
ajis02-1667	283	15	.	.	PUNCT
ajis02-1667	284	1	evolutionary	evolutionary	ADJ
ajis02-1667	284	2	neural	neural	ADJ
ajis02-1667	284	3	networks	network	NOUN
ajis02-1667	284	4	for	for	ADP
ajis02-1667	284	5	anomaly	anomaly	NOUN
ajis02-1667	284	6	detection	detection	NOUN
ajis02-1667	284	7	based	base	VERB
ajis02-1667	284	8	on	on	ADP
ajis02-1667	284	9	the	the	DET
ajis02-1667	284	10	behavior	behavior	NOUN
ajis02-1667	284	11	of	of	ADP
ajis02-1667	284	12	a	a	DET
ajis02-1667	284	13	program	program	NOUN
ajis02-1667	284	14	.	.	PUNCT
ajis02-1667	285	1	ieee	ieee	NOUN
ajis02-1667	285	2	transactions	transaction	NOUN
ajis02-1667	285	3	on	on	ADP
ajis02-1667	285	4	systems	system	NOUN
ajis02-1667	285	5	,	,	PUNCT
ajis02-1667	285	6	man	man	NOUN
ajis02-1667	285	7	,	,	PUNCT
ajis02-1667	285	8	and	and	CCONJ
ajis02-1667	285	9	cybernetics	cybernetic	NOUN
ajis02-1667	285	10	.	.	PUNCT
ajis02-1667	286	1	part	part	NOUN
ajis02-1667	286	2	b	b	PROPN
ajis02-1667	286	3	,	,	PUNCT
ajis02-1667	286	4	cybernetics	cybernetic	NOUN
ajis02-1667	286	5	 	 	SPACE
ajis02-1667	286	6	:	:	PUNCT
ajis02-1667	286	7	a	a	DET
ajis02-1667	286	8	publication	publication	NOUN
ajis02-1667	286	9	of	of	ADP
ajis02-1667	286	10	the	the	DET
ajis02-1667	286	11	ieee	ieee	NOUN
ajis02-1667	286	12	systems	system	NOUN
ajis02-1667	286	13	,	,	PUNCT
ajis02-1667	286	14	man	man	NOUN
ajis02-1667	286	15	,	,	PUNCT
ajis02-1667	286	16	and	and	CCONJ
ajis02-1667	286	17	cybernetics	cybernetics	NOUN
ajis02-1667	286	18	society	society	NOUN
ajis02-1667	286	19	,	,	PUNCT
ajis02-1667	286	20	36(3	36(3	NUM
ajis02-1667	286	21	)	)	PUNCT
ajis02-1667	286	22	,	,	PUNCT
ajis02-1667	286	23	559–570	559–570	NUM
ajis02-1667	286	24	.	.	PUNCT
ajis02-1667	287	1	https://doi.org/10.1109/tsmcb.2005.860136	https://doi.org/10.1109/tsmcb.2005.860136	PROPN
ajis02-1667	287	2	hoang	hoang	PROPN
ajis02-1667	287	3	,	,	PUNCT
ajis02-1667	287	4	x.	x.	PROPN
ajis02-1667	287	5	d.	d.	PROPN
ajis02-1667	287	6	,	,	PUNCT
ajis02-1667	287	7	hu	hu	PROPN
ajis02-1667	287	8	,	,	PUNCT
ajis02-1667	287	9	j.	j.	PROPN
ajis02-1667	287	10	,	,	PUNCT
ajis02-1667	287	11	&	&	CCONJ
ajis02-1667	287	12	bertok	bertok	PROPN
ajis02-1667	287	13	,	,	PUNCT
ajis02-1667	287	14	p.	p.	NOUN
ajis02-1667	287	15	(	(	PUNCT
ajis02-1667	287	16	2009	2009	NUM
ajis02-1667	287	17	)	)	PUNCT
ajis02-1667	287	18	.	.	PUNCT
ajis02-1667	288	1	a	a	DET
ajis02-1667	288	2	program	program	NOUN
ajis02-1667	288	3	-	-	PUNCT
ajis02-1667	288	4	based	base	VERB
ajis02-1667	288	5	anomaly	anomaly	NOUN
ajis02-1667	288	6	intrusion	intrusion	NOUN
ajis02-1667	288	7	detection	detection	NOUN
ajis02-1667	288	8	scheme	scheme	NOUN
ajis02-1667	288	9	using	use	VERB
ajis02-1667	288	10	multiple	multiple	ADJ
ajis02-1667	288	11	detection	detection	NOUN
ajis02-1667	288	12	engines	engine	NOUN
ajis02-1667	288	13	and	and	CCONJ
ajis02-1667	288	14	fuzzy	fuzzy	ADJ
ajis02-1667	288	15	inference	inference	NOUN
ajis02-1667	288	16	.	.	PUNCT
ajis02-1667	289	1	journal	journal	PROPN
ajis02-1667	289	2	of	of	ADP
ajis02-1667	289	3	network	network	NOUN
ajis02-1667	289	4	and	and	CCONJ
ajis02-1667	289	5	computer	computer	NOUN
ajis02-1667	289	6	applications	application	NOUN
ajis02-1667	289	7	,	,	PUNCT
ajis02-1667	289	8	32(6	32(6	NUM
ajis02-1667	289	9	)	)	PUNCT
ajis02-1667	289	10	,	,	PUNCT
ajis02-1667	289	11	1219–1228	1219–1228	NUM
ajis02-1667	289	12	.	.	PUNCT
ajis02-1667	290	1	https://doi.org/10.1016/j.jnca.2009.05.004	https://doi.org/10.1016/j.jnca.2009.05.004	NOUN
ajis02-1667	290	2	horng	horng	ADJ
ajis02-1667	290	3	,	,	PUNCT
ajis02-1667	290	4	s.	s.	PROPN
ajis02-1667	290	5	j	j	PROPN
ajis02-1667	290	6	.	.	PUNCT
ajis02-1667	290	7	,	,	PUNCT
ajis02-1667	290	8	su	su	PROPN
ajis02-1667	290	9	,	,	PUNCT
ajis02-1667	290	10	m.	m.	NOUN
ajis02-1667	290	11	y.	y.	PROPN
ajis02-1667	290	12	,	,	PUNCT
ajis02-1667	290	13	chen	chen	PROPN
ajis02-1667	290	14	,	,	PUNCT
ajis02-1667	290	15	y.	y.	PROPN
ajis02-1667	290	16	h.	h.	PROPN
ajis02-1667	290	17	,	,	PUNCT
ajis02-1667	290	18	kao	kao	PROPN
ajis02-1667	290	19	,	,	PUNCT
ajis02-1667	290	20	t.	t.	PROPN
ajis02-1667	290	21	w.	w.	PROPN
ajis02-1667	290	22	,	,	PUNCT
ajis02-1667	290	23	chen	chen	PROPN
ajis02-1667	290	24	,	,	PUNCT
ajis02-1667	290	25	r.	r.	PROPN
ajis02-1667	290	26	j	j	PROPN
ajis02-1667	290	27	.	.	PUNCT
ajis02-1667	291	1	,	,	PUNCT
ajis02-1667	291	2	lai	lai	PROPN
ajis02-1667	291	3	,	,	PUNCT
ajis02-1667	291	4	j	j	PROPN
ajis02-1667	291	5	.	.	PUNCT
ajis02-1667	292	1	l.	l.	PROPN
ajis02-1667	292	2	,	,	PUNCT
ajis02-1667	292	3	&	&	CCONJ
ajis02-1667	292	4	perkasa	perkasa	PROPN
ajis02-1667	292	5	,	,	PUNCT
ajis02-1667	292	6	c.	c.	PROPN
ajis02-1667	292	7	d.	d.	PROPN
ajis02-1667	292	8	(	(	PUNCT
ajis02-1667	292	9	2011	2011	NUM
ajis02-1667	292	10	)	)	PUNCT
ajis02-1667	292	11	.	.	PUNCT
ajis02-1667	293	1	a	a	DET
ajis02-1667	293	2	novel	novel	ADJ
ajis02-1667	293	3	intrusion	intrusion	NOUN
ajis02-1667	293	4	detection	detection	NOUN
ajis02-1667	293	5	system	system	NOUN
ajis02-1667	293	6	based	base	VERB
ajis02-1667	293	7	on	on	ADP
ajis02-1667	293	8	hierarchical	hierarchical	ADJ
ajis02-1667	293	9	clustering	clustering	NOUN
ajis02-1667	293	10	and	and	CCONJ
ajis02-1667	293	11	support	support	VERB
ajis02-1667	293	12	vector	vector	NOUN
ajis02-1667	293	13	machines	machine	NOUN
ajis02-1667	293	14	.	.	PUNCT
ajis02-1667	294	1	expert	expert	NOUN
ajis02-1667	294	2	systems	system	NOUN
ajis02-1667	294	3	with	with	ADP
ajis02-1667	294	4	applications	application	NOUN
ajis02-1667	294	5	,	,	PUNCT
ajis02-1667	294	6	38(1	38(1	NUM
ajis02-1667	294	7	)	)	PUNCT
ajis02-1667	294	8	,	,	PUNCT
ajis02-1667	294	9	306–313	306–313	NUM
ajis02-1667	294	10	.	.	PUNCT
ajis02-1667	295	1	https://doi	https://doi	PROPN
ajis02-1667	295	2	.org/10.1016	.org/10.1016	PROPN
ajis02-1667	295	3	/	/	SYM
ajis02-1667	295	4	j	j	PROPN
ajis02-1667	295	5	.eswa.2010.06.066	.eswa.2010.06.066	SYM
ajis02-1667	295	6	hu	hu	PROPN
ajis02-1667	295	7	,	,	PUNCT
ajis02-1667	295	8	w.	w.	PROPN
ajis02-1667	295	9	,	,	PUNCT
ajis02-1667	295	10	gao	gao	PROPN
ajis02-1667	295	11	,	,	PUNCT
ajis02-1667	295	12	j.	j.	PROPN
ajis02-1667	295	13	,	,	PUNCT
ajis02-1667	295	14	wang	wang	PROPN
ajis02-1667	295	15	,	,	PUNCT
ajis02-1667	295	16	y.	y.	PROPN
ajis02-1667	295	17	,	,	PUNCT
ajis02-1667	295	18	wu	wu	PROPN
ajis02-1667	295	19	,	,	PUNCT
ajis02-1667	295	20	o.	o.	PROPN
ajis02-1667	295	21	,	,	PUNCT
ajis02-1667	295	22	&	&	CCONJ
ajis02-1667	295	23	maybank	maybank	PROPN
ajis02-1667	295	24	,	,	PUNCT
ajis02-1667	295	25	s.	s.	PROPN
ajis02-1667	295	26	(	(	PUNCT
ajis02-1667	295	27	2014	2014	NUM
ajis02-1667	295	28	)	)	PUNCT
ajis02-1667	295	29	.	.	PUNCT
ajis02-1667	296	1	online	online	PROPN
ajis02-1667	296	2	ada	ada	PROPN
ajis02-1667	296	3	boost	boost	PROPN
ajis02-1667	296	4	-	-	PUNCT
ajis02-1667	296	5	based	base	VERB
ajis02-1667	296	6	parameterized	parameterized	ADJ
ajis02-1667	296	7	methods	method	NOUN
ajis02-1667	296	8	for	for	ADP
ajis02-1667	296	9	dynamic	dynamic	ADJ
ajis02-1667	296	10	distributed	distribute	VERB
ajis02-1667	296	11	network	network	NOUN
ajis02-1667	296	12	intrusion	intrusion	NOUN
ajis02-1667	296	13	detection	detection	NOUN
ajis02-1667	296	14	.	.	PUNCT
ajis02-1667	297	1	ieee	ieee	NOUN
ajis02-1667	297	2	transactions	transaction	NOUN
ajis02-1667	297	3	on	on	ADP
ajis02-1667	297	4	cybernetics	cybernetic	NOUN
ajis02-1667	297	5	,	,	PUNCT
ajis02-1667	297	6	44(1	44(1	PROPN
ajis02-1667	297	7	)	)	PUNCT
ajis02-1667	297	8	,	,	PUNCT
ajis02-1667	297	9	66–82	66–82	NUM
ajis02-1667	297	10	.	.	PUNCT
ajis02-1667	298	1	https://doi.org/10.1109/tcyb.2013.2247592	https://doi.org/10.1109/tcyb.2013.2247592	PROPN
ajis02-1667	298	2	hu	hu	PROPN
ajis02-1667	298	3	,	,	PUNCT
ajis02-1667	298	4	w.	w.	PROPN
ajis02-1667	298	5	,	,	PUNCT
ajis02-1667	298	6	hu	hu	PROPN
ajis02-1667	298	7	,	,	PUNCT
ajis02-1667	298	8	w.	w.	PROPN
ajis02-1667	298	9	,	,	PUNCT
ajis02-1667	298	10	&	&	CCONJ
ajis02-1667	298	11	maybank	maybank	PROPN
ajis02-1667	298	12	,	,	PUNCT
ajis02-1667	298	13	s.	s.	PROPN
ajis02-1667	298	14	(	(	PUNCT
ajis02-1667	298	15	2008	2008	NUM
ajis02-1667	298	16	)	)	PUNCT
ajis02-1667	298	17	.	.	PUNCT
ajis02-1667	299	1	adaboost	adaboost	ADV
ajis02-1667	299	2	-	-	PUNCT
ajis02-1667	299	3	based	base	VERB
ajis02-1667	299	4	algorithm	algorithm	NOUN
ajis02-1667	299	5	for	for	ADP
ajis02-1667	299	6	network	network	NOUN
ajis02-1667	299	7	intrusion	intrusion	NOUN
ajis02-1667	299	8	detection	detection	NOUN
ajis02-1667	299	9	.	.	PUNCT
ajis02-1667	300	1	ieee	ieee	NOUN
ajis02-1667	300	2	transactions	transaction	NOUN
ajis02-1667	300	3	on	on	ADP
ajis02-1667	300	4	systems	system	NOUN
ajis02-1667	300	5	,	,	PUNCT
ajis02-1667	300	6	man	man	NOUN
ajis02-1667	300	7	,	,	PUNCT
ajis02-1667	300	8	and	and	CCONJ
ajis02-1667	300	9	cybernetics	cybernetic	NOUN
ajis02-1667	300	10	,	,	PUNCT
ajis02-1667	300	11	38(2	38(2	NOUN
ajis02-1667	300	12	)	)	PUNCT
ajis02-1667	300	13	,	,	PUNCT
ajis02-1667	300	14	577–583	577–583	NUM
ajis02-1667	300	15	.	.	PUNCT
ajis02-1667	301	1	https://doi.org/10.1109/tsmcb.2007.914695	https://doi.org/10.1109/tsmcb.2007.914695	PROPN
ajis02-1667	301	2	jazzar	jazzar	PROPN
ajis02-1667	301	3	,	,	PUNCT
ajis02-1667	301	4	m.	m.	NOUN
ajis02-1667	301	5	,	,	PUNCT
ajis02-1667	301	6	&	&	CCONJ
ajis02-1667	301	7	jantan	jantan	PROPN
ajis02-1667	301	8	,	,	PUNCT
ajis02-1667	301	9	a.	a.	NOUN
ajis02-1667	301	10	(	(	PUNCT
ajis02-1667	301	11	2008	2008	NUM
ajis02-1667	301	12	)	)	PUNCT
ajis02-1667	301	13	.	.	PUNCT
ajis02-1667	302	1	an	an	DET
ajis02-1667	302	2	approach	approach	NOUN
ajis02-1667	302	3	for	for	ADP
ajis02-1667	302	4	anomaly	anomaly	NOUN
ajis02-1667	302	5	intrusion	intrusion	NOUN
ajis02-1667	302	6	detection	detection	NOUN
ajis02-1667	302	7	based	base	VERB
ajis02-1667	302	8	on	on	ADP
ajis02-1667	302	9	causal	causal	ADJ
ajis02-1667	302	10	knowledge	knowledge	NOUN
ajis02-1667	302	11	-	-	PUNCT
ajis02-1667	302	12	driven	drive	VERB
ajis02-1667	302	13	diagnosis	diagnosis	NOUN
ajis02-1667	302	14	and	and	CCONJ
ajis02-1667	302	15	direction	direction	NOUN
ajis02-1667	302	16	.	.	PUNCT
ajis02-1667	303	1	studies	study	NOUN
ajis02-1667	303	2	in	in	ADP
ajis02-1667	303	3	computational	computational	ADJ
ajis02-1667	303	4	intelligence	intelligence	NOUN
ajis02-1667	303	5	,	,	PUNCT
ajis02-1667	303	6	149	149	NUM
ajis02-1667	303	7	,	,	PUNCT
ajis02-1667	303	8	39	39	NUM
ajis02-1667	303	9	–	–	PUNCT
ajis02-1667	303	10	48	48	NUM
ajis02-1667	303	11	.	.	PUNCT
ajis02-1667	303	12	https://doi.org/10.1007/978-3-540-70560-4_4	https://doi.org/10.1007/978-3-540-70560-4_4	PUNCT
ajis02-1667	304	1	jiang	jiang	PROPN
ajis02-1667	304	2	,	,	PUNCT
ajis02-1667	304	3	h.	h.	PROPN
ajis02-1667	304	4	,	,	PUNCT
ajis02-1667	304	5	&	&	CCONJ
ajis02-1667	304	6	ruan	ruan	PROPN
ajis02-1667	304	7	,	,	PUNCT
ajis02-1667	304	8	j.	j.	PROPN
ajis02-1667	304	9	(	(	PUNCT
ajis02-1667	304	10	2009	2009	NUM
ajis02-1667	304	11	)	)	PUNCT
ajis02-1667	304	12	.	.	PUNCT
ajis02-1667	305	1	the	the	DET
ajis02-1667	305	2	application	application	NOUN
ajis02-1667	305	3	of	of	ADP
ajis02-1667	305	4	genetic	genetic	ADJ
ajis02-1667	305	5	neural	neural	ADJ
ajis02-1667	305	6	network	network	NOUN
ajis02-1667	305	7	in	in	ADP
ajis02-1667	305	8	network	network	NOUN
ajis02-1667	305	9	intrusion	intrusion	NOUN
ajis02-1667	305	10	detection	detection	NOUN
ajis02-1667	305	11	.	.	PUNCT
ajis02-1667	306	1	journal	journal	NOUN
ajis02-1667	306	2	of	of	ADP
ajis02-1667	306	3	computers	computer	NOUN
ajis02-1667	306	4	,	,	PUNCT
ajis02-1667	306	5	4(12	4(12	NUM
ajis02-1667	306	6	)	)	PUNCT
ajis02-1667	306	7	,	,	PUNCT
ajis02-1667	306	8	1223–1230	1223–1230	NUM
ajis02-1667	306	9	.	.	PUNCT
ajis02-1667	307	1	https://doi.org/10.4304/jcp.4.12.12231230	https://doi.org/10.4304/jcp.4.12.12231230	NOUN
ajis02-1667	307	2	jiang	jiang	PROPN
ajis02-1667	307	3	,	,	PUNCT
ajis02-1667	307	4	s.	s.	PROPN
ajis02-1667	307	5	,	,	PUNCT
ajis02-1667	307	6	song	song	NOUN
ajis02-1667	307	7	,	,	PUNCT
ajis02-1667	307	8	x.	x.	PROPN
ajis02-1667	307	9	,	,	PUNCT
ajis02-1667	307	10	wang	wang	PROPN
ajis02-1667	307	11	,	,	PUNCT
ajis02-1667	307	12	h.	h.	PROPN
ajis02-1667	307	13	,	,	PUNCT
ajis02-1667	307	14	han	han	PROPN
ajis02-1667	307	15	,	,	PUNCT
ajis02-1667	307	16	j.	j.	PROPN
ajis02-1667	307	17	j.	j.	PROPN
ajis02-1667	307	18	,	,	PUNCT
ajis02-1667	307	19	&	&	CCONJ
ajis02-1667	307	20	li	li	PROPN
ajis02-1667	307	21	,	,	PUNCT
ajis02-1667	307	22	q.	q.	PROPN
ajis02-1667	307	23	h.	h.	PROPN
ajis02-1667	307	24	(	(	PUNCT
ajis02-1667	307	25	2006	2006	NUM
ajis02-1667	307	26	)	)	PUNCT
ajis02-1667	307	27	.	.	PUNCT
ajis02-1667	308	1	a	a	DET
ajis02-1667	308	2	clustering	clustering	NOUN
ajis02-1667	308	3	-	-	PUNCT
ajis02-1667	308	4	based	base	VERB
ajis02-1667	308	5	method	method	NOUN
ajis02-1667	308	6	for	for	ADP
ajis02-1667	308	7	unsupervised	unsupervised	ADJ
ajis02-1667	308	8	intrusion	intrusion	NOUN
ajis02-1667	308	9	detections	detection	NOUN
ajis02-1667	308	10	.	.	PUNCT
ajis02-1667	309	1	pattern	pattern	NOUN
ajis02-1667	309	2	recognition	recognition	NOUN
ajis02-1667	309	3	letters	letter	NOUN
ajis02-1667	309	4	,	,	PUNCT
ajis02-1667	309	5	27(7	27(7	NUM
ajis02-1667	309	6	)	)	PUNCT
ajis02-1667	309	7	,	,	PUNCT
ajis02-1667	309	8	802–810	802–810	NUM
ajis02-1667	309	9	.	.	PUNCT
ajis02-1667	310	1	https://doi.org/10.1016/j.patrec.2005.11.007	https://doi.org/10.1016/j.patrec.2005.11.007	ADJ
ajis02-1667	310	2	australasian	australasian	ADJ
ajis02-1667	310	3	journal	journal	NOUN
ajis02-1667	310	4	of	of	ADP
ajis02-1667	310	5	information	information	NOUN
ajis02-1667	310	6	systems	system	NOUN
ajis02-1667	310	7	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	310	8	,	,	PUNCT
ajis02-1667	310	9	sen	sen	PROPN
ajis02-1667	310	10	&	&	CCONJ
ajis02-1667	310	11	gupta	gupta	PROPN
ajis02-1667	310	12	2018	2018	NUM
ajis02-1667	310	13	,	,	PUNCT
ajis02-1667	310	14	vol	vol	NOUN
ajis02-1667	310	15	22	22	NUM
ajis02-1667	310	16	,	,	PUNCT
ajis02-1667	310	17	research	research	NOUN
ajis02-1667	310	18	article	article	NOUN
ajis02-1667	310	19	meta	meta	NOUN
ajis02-1667	310	20	-	-	PUNCT
ajis02-1667	310	21	analysis	analysis	NOUN
ajis02-1667	310	22	of	of	ADP
ajis02-1667	310	23	machine	machine	NOUN
ajis02-1667	310	24	learning	learn	VERB
ajis02-1667	310	25	techniques	technique	NOUN
ajis02-1667	310	26	18	18	NUM
ajis02-1667	310	27	julisch	julisch	NOUN
ajis02-1667	310	28	,	,	PUNCT
ajis02-1667	310	29	k.	k.	PROPN
ajis02-1667	310	30	,	,	PUNCT
ajis02-1667	310	31	&	&	CCONJ
ajis02-1667	310	32	dacier	dacier	NOUN
ajis02-1667	310	33	,	,	PUNCT
ajis02-1667	310	34	m.	m.	NOUN
ajis02-1667	310	35	(	(	PUNCT
ajis02-1667	310	36	2002	2002	NUM
ajis02-1667	310	37	)	)	PUNCT
ajis02-1667	310	38	.	.	PUNCT
ajis02-1667	311	1	mining	mining	NOUN
ajis02-1667	311	2	intrusion	intrusion	NOUN
ajis02-1667	311	3	detection	detection	NOUN
ajis02-1667	311	4	alarms	alarm	NOUN
ajis02-1667	311	5	for	for	ADP
ajis02-1667	311	6	actionable	actionable	ADJ
ajis02-1667	311	7	knowledge	knowledge	NOUN
ajis02-1667	311	8	.	.	PUNCT
ajis02-1667	312	1	in	in	ADP
ajis02-1667	312	2	proceedings	proceeding	NOUN
ajis02-1667	312	3	of	of	ADP
ajis02-1667	312	4	the	the	DET
ajis02-1667	312	5	eighth	eighth	ADJ
ajis02-1667	312	6	acm	acm	PROPN
ajis02-1667	312	7	sigkdd	sigkdd	NOUN
ajis02-1667	312	8	international	international	ADJ
ajis02-1667	312	9	conference	conference	NOUN
ajis02-1667	312	10	on	on	ADP
ajis02-1667	312	11	knowledge	knowledge	NOUN
ajis02-1667	312	12	discovery	discovery	PROPN
ajis02-1667	312	13	and	and	CCONJ
ajis02-1667	312	14	data	data	PROPN
ajis02-1667	312	15	mining	mining	PROPN
ajis02-1667	312	16	kdd	kdd	PROPN
ajis02-1667	312	17	’	'	PUNCT
ajis02-1667	312	18	02	02	NUM
ajis02-1667	312	19	(	(	PUNCT
ajis02-1667	312	20	p.	p.	NOUN
ajis02-1667	312	21	366	366	NUM
ajis02-1667	312	22	)	)	PUNCT
ajis02-1667	312	23	.	.	PUNCT
ajis02-1667	313	1	https://doi.org/10.1145/775047.775101	https://doi.org/10.1145/775047.775101	PROPN
ajis02-1667	313	2	kabiri	kabiri	PROPN
ajis02-1667	313	3	,	,	PUNCT
ajis02-1667	313	4	p.	p.	NOUN
ajis02-1667	313	5	,	,	PUNCT
ajis02-1667	313	6	&	&	CCONJ
ajis02-1667	313	7	ghorbani	ghorbani	PROPN
ajis02-1667	313	8	,	,	PUNCT
ajis02-1667	313	9	a.	a.	NOUN
ajis02-1667	313	10	a.	a.	NOUN
ajis02-1667	313	11	(	(	PUNCT
ajis02-1667	313	12	2005	2005	NUM
ajis02-1667	313	13	)	)	PUNCT
ajis02-1667	313	14	.	.	PUNCT
ajis02-1667	314	1	research	research	NOUN
ajis02-1667	314	2	on	on	ADP
ajis02-1667	314	3	intrusion	intrusion	NOUN
ajis02-1667	314	4	detection	detection	NOUN
ajis02-1667	314	5	and	and	CCONJ
ajis02-1667	314	6	response	response	NOUN
ajis02-1667	314	7	:	:	PUNCT
ajis02-1667	314	8	a	a	DET
ajis02-1667	314	9	survey	survey	NOUN
ajis02-1667	314	10	.	.	PUNCT
ajis02-1667	315	1	international	international	ADJ
ajis02-1667	315	2	journal	journal	PROPN
ajis02-1667	315	3	of	of	ADP
ajis02-1667	315	4	network	network	NOUN
ajis02-1667	315	5	security	security	NOUN
ajis02-1667	315	6	,	,	PUNCT
ajis02-1667	315	7	1(2	1(2	NUM
ajis02-1667	315	8	)	)	PUNCT
ajis02-1667	315	9	,	,	PUNCT
ajis02-1667	315	10	84–102	84–102	NUM
ajis02-1667	315	11	.	.	PUNCT
ajis02-1667	315	12	https://doi.org/10.1.1.129.698	https://doi.org/10.1.1.129.698	PROPN
ajis02-1667	315	13	khan	khan	PROPN
ajis02-1667	315	14	,	,	PUNCT
ajis02-1667	315	15	l.	l.	PROPN
ajis02-1667	315	16	,	,	PUNCT
ajis02-1667	315	17	awad	awad	PROPN
ajis02-1667	315	18	,	,	PUNCT
ajis02-1667	315	19	m.	m.	NOUN
ajis02-1667	315	20	,	,	PUNCT
ajis02-1667	315	21	&	&	CCONJ
ajis02-1667	315	22	thuraisingham	thuraisingham	PROPN
ajis02-1667	315	23	,	,	PUNCT
ajis02-1667	315	24	b.	b.	PROPN
ajis02-1667	315	25	(	(	PUNCT
ajis02-1667	315	26	2007	2007	NUM
ajis02-1667	315	27	)	)	PUNCT
ajis02-1667	315	28	.	.	PUNCT
ajis02-1667	316	1	a	a	DET
ajis02-1667	316	2	new	new	ADJ
ajis02-1667	316	3	intrusion	intrusion	NOUN
ajis02-1667	316	4	detection	detection	NOUN
ajis02-1667	316	5	system	system	NOUN
ajis02-1667	316	6	using	use	VERB
ajis02-1667	316	7	support	support	NOUN
ajis02-1667	316	8	vector	vector	NOUN
ajis02-1667	316	9	machines	machine	NOUN
ajis02-1667	316	10	and	and	CCONJ
ajis02-1667	316	11	hierarchical	hierarchical	ADJ
ajis02-1667	316	12	clustering	clustering	NOUN
ajis02-1667	316	13	.	.	PUNCT
ajis02-1667	317	1	the	the	DET
ajis02-1667	317	2	vldb	vldb	PROPN
ajis02-1667	317	3	journal	journal	PROPN
ajis02-1667	317	4	,	,	PUNCT
ajis02-1667	317	5	16(4	16(4	PROPN
ajis02-1667	317	6	)	)	PUNCT
ajis02-1667	317	7	,	,	PUNCT
ajis02-1667	317	8	507–521	507–521	NUM
ajis02-1667	317	9	.	.	PUNCT
ajis02-1667	317	10	https://doi.org/10.1007/s00778-006-0002-5	https://doi.org/10.1007/s00778-006-0002-5	PROPN
ajis02-1667	317	11	kim	kim	PROPN
ajis02-1667	317	12	,	,	PUNCT
ajis02-1667	317	13	g.	g.	PROPN
ajis02-1667	317	14	,	,	PUNCT
ajis02-1667	317	15	lee	lee	PROPN
ajis02-1667	317	16	,	,	PUNCT
ajis02-1667	317	17	s.	s.	PROPN
ajis02-1667	317	18	,	,	PUNCT
ajis02-1667	317	19	&	&	CCONJ
ajis02-1667	317	20	kim	kim	PROPN
ajis02-1667	317	21	,	,	PUNCT
ajis02-1667	317	22	s.	s.	PROPN
ajis02-1667	317	23	(	(	PUNCT
ajis02-1667	317	24	2014	2014	NUM
ajis02-1667	317	25	)	)	PUNCT
ajis02-1667	317	26	.	.	PUNCT
ajis02-1667	318	1	a	a	DET
ajis02-1667	318	2	novel	novel	ADJ
ajis02-1667	318	3	hybrid	hybrid	NOUN
ajis02-1667	318	4	intrusion	intrusion	NOUN
ajis02-1667	318	5	detection	detection	NOUN
ajis02-1667	318	6	method	method	NOUN
ajis02-1667	318	7	integrating	integrate	VERB
ajis02-1667	318	8	anomaly	anomaly	NOUN
ajis02-1667	318	9	detection	detection	NOUN
ajis02-1667	318	10	with	with	ADP
ajis02-1667	318	11	misuse	misuse	NOUN
ajis02-1667	318	12	detection	detection	NOUN
ajis02-1667	318	13	.	.	PUNCT
ajis02-1667	319	1	expert	expert	NOUN
ajis02-1667	319	2	systems	system	NOUN
ajis02-1667	319	3	with	with	ADP
ajis02-1667	319	4	applications	application	NOUN
ajis02-1667	319	5	,	,	PUNCT
ajis02-1667	319	6	41(4	41(4	NUM
ajis02-1667	319	7	part	part	NOUN
ajis02-1667	319	8	2	2	NUM
ajis02-1667	319	9	)	)	PUNCT
ajis02-1667	319	10	,	,	PUNCT
ajis02-1667	319	11	1690–1700	1690–1700	NUM
ajis02-1667	319	12	.	.	PUNCT
ajis02-1667	320	1	https://doi.org/10.1016/j.eswa.2013.08.066	https://doi.org/10.1016/j.eswa.2013.08.066	PROPN
ajis02-1667	320	2	kuang	kuang	PROPN
ajis02-1667	320	3	,	,	PUNCT
ajis02-1667	320	4	f.	f.	PROPN
ajis02-1667	320	5	,	,	PUNCT
ajis02-1667	320	6	xu	xu	PROPN
ajis02-1667	320	7	,	,	PUNCT
ajis02-1667	320	8	w.	w.	PROPN
ajis02-1667	320	9	,	,	PUNCT
ajis02-1667	320	10	&	&	CCONJ
ajis02-1667	320	11	zhang	zhang	PROPN
ajis02-1667	320	12	,	,	PUNCT
ajis02-1667	320	13	s.	s.	PROPN
ajis02-1667	320	14	(	(	PUNCT
ajis02-1667	320	15	2014	2014	NUM
ajis02-1667	320	16	)	)	PUNCT
ajis02-1667	320	17	.	.	PUNCT
ajis02-1667	321	1	a	a	DET
ajis02-1667	321	2	novel	novel	ADJ
ajis02-1667	321	3	hybrid	hybrid	ADJ
ajis02-1667	321	4	kpca	kpca	NOUN
ajis02-1667	321	5	and	and	CCONJ
ajis02-1667	321	6	svm	svm	VERB
ajis02-1667	321	7	with	with	ADP
ajis02-1667	321	8	ga	ga	PROPN
ajis02-1667	321	9	model	model	NOUN
ajis02-1667	321	10	for	for	ADP
ajis02-1667	321	11	intrusion	intrusion	NOUN
ajis02-1667	321	12	detection	detection	NOUN
ajis02-1667	321	13	.	.	PUNCT
ajis02-1667	322	1	applied	apply	VERB
ajis02-1667	322	2	soft	soft	ADJ
ajis02-1667	322	3	computing	computing	NOUN
ajis02-1667	322	4	journal	journal	NOUN
ajis02-1667	322	5	,	,	PUNCT
ajis02-1667	322	6	18	18	NUM
ajis02-1667	322	7	,	,	PUNCT
ajis02-1667	322	8	178–184	178–184	NUM
ajis02-1667	322	9	.	.	PUNCT
ajis02-1667	323	1	https://doi	https://doi	PROPN
ajis02-1667	323	2	.org/10.1016	.org/10.1016	PROPN
ajis02-1667	323	3	/	/	SYM
ajis02-1667	323	4	j	j	PROPN
ajis02-1667	323	5	.asoc.2014.01.028	.asoc.2014.01.028	PUNCT
ajis02-1667	323	6	kumar	kumar	PROPN
ajis02-1667	323	7	,	,	PUNCT
ajis02-1667	323	8	g.	g.	PROPN
ajis02-1667	323	9	,	,	PUNCT
ajis02-1667	323	10	&	&	CCONJ
ajis02-1667	323	11	kumar	kumar	PROPN
ajis02-1667	323	12	,	,	PUNCT
ajis02-1667	323	13	k.	k.	PROPN
ajis02-1667	323	14	(	(	PUNCT
ajis02-1667	323	15	2015	2015	NUM
ajis02-1667	323	16	)	)	PUNCT
ajis02-1667	323	17	.	.	PUNCT
ajis02-1667	324	1	a	a	DET
ajis02-1667	324	2	multi	multi	ADJ
ajis02-1667	324	3	-	-	ADJ
ajis02-1667	324	4	objective	objective	ADJ
ajis02-1667	324	5	genetic	genetic	ADJ
ajis02-1667	324	6	algorithm	algorithm	NOUN
ajis02-1667	324	7	based	base	VERB
ajis02-1667	324	8	approach	approach	NOUN
ajis02-1667	324	9	for	for	ADP
ajis02-1667	324	10	effective	effective	ADJ
ajis02-1667	324	11	intrusion	intrusion	NOUN
ajis02-1667	324	12	detection	detection	NOUN
ajis02-1667	324	13	using	use	VERB
ajis02-1667	324	14	neural	neural	ADJ
ajis02-1667	324	15	networks	network	NOUN
ajis02-1667	324	16	.	.	PUNCT
ajis02-1667	325	1	in	in	ADP
ajis02-1667	325	2	intelligent	intelligent	ADJ
ajis02-1667	325	3	methods	method	NOUN
ajis02-1667	325	4	for	for	ADP
ajis02-1667	325	5	cyber	cyber	ADJ
ajis02-1667	325	6	warfare	warfare	NOUN
ajis02-1667	325	7	(	(	PUNCT
ajis02-1667	325	8	pp	pp	ADJ
ajis02-1667	325	9	.	.	PUNCT
ajis02-1667	326	1	173–200	173–200	NUM
ajis02-1667	326	2	)	)	PUNCT
ajis02-1667	326	3	.	.	PUNCT
ajis02-1667	327	1	https://doi.org/10.1007/978-3-319-08624-8_8	https://doi.org/10.1007/978-3-319-08624-8_8	PRON
ajis02-1667	327	2	kumar	kumar	PROPN
ajis02-1667	327	3	,	,	PUNCT
ajis02-1667	327	4	g.	g.	PROPN
ajis02-1667	327	5	,	,	PUNCT
ajis02-1667	327	6	kumar	kumar	PROPN
ajis02-1667	327	7	,	,	PUNCT
ajis02-1667	327	8	k.	k.	PROPN
ajis02-1667	327	9	,	,	PUNCT
ajis02-1667	327	10	&	&	CCONJ
ajis02-1667	327	11	sachdeva	sachdeva	PROPN
ajis02-1667	327	12	,	,	PUNCT
ajis02-1667	327	13	m.	m.	NOUN
ajis02-1667	327	14	(	(	PUNCT
ajis02-1667	327	15	2010	2010	NUM
ajis02-1667	327	16	)	)	PUNCT
ajis02-1667	327	17	.	.	PUNCT
ajis02-1667	328	1	the	the	DET
ajis02-1667	328	2	use	use	NOUN
ajis02-1667	328	3	of	of	ADP
ajis02-1667	328	4	artificial	artificial	ADJ
ajis02-1667	328	5	intelligence	intelligence	NOUN
ajis02-1667	328	6	based	base	VERB
ajis02-1667	328	7	techniques	technique	NOUN
ajis02-1667	328	8	for	for	ADP
ajis02-1667	328	9	intrusion	intrusion	NOUN
ajis02-1667	328	10	detection	detection	NOUN
ajis02-1667	328	11	:	:	PUNCT
ajis02-1667	328	12	a	a	DET
ajis02-1667	328	13	review	review	NOUN
ajis02-1667	328	14	.	.	PUNCT
ajis02-1667	329	1	artificial	artificial	ADJ
ajis02-1667	329	2	intelligence	intelligence	NOUN
ajis02-1667	329	3	review	review	NOUN
ajis02-1667	329	4	,	,	PUNCT
ajis02-1667	329	5	34(4	34(4	NUM
ajis02-1667	329	6	)	)	PUNCT
ajis02-1667	329	7	,	,	PUNCT
ajis02-1667	329	8	369–387	369–387	NUM
ajis02-1667	329	9	.	.	PUNCT
ajis02-1667	330	1	https://doi.org/10.1007/s10462-010-9179-5	https://doi.org/10.1007/s10462-010-9179-5	PROPN
ajis02-1667	330	2	lee	lee	PROPN
ajis02-1667	330	3	,	,	PUNCT
ajis02-1667	330	4	w.	w.	PROPN
ajis02-1667	330	5	,	,	PUNCT
ajis02-1667	330	6	stolfo	stolfo	PROPN
ajis02-1667	330	7	,	,	PUNCT
ajis02-1667	330	8	s.	s.	PROPN
ajis02-1667	330	9	,	,	PUNCT
ajis02-1667	330	10	&	&	CCONJ
ajis02-1667	330	11	mok	mok	PROPN
ajis02-1667	330	12	,	,	PUNCT
ajis02-1667	330	13	k.	k.	PROPN
ajis02-1667	330	14	(	(	PUNCT
ajis02-1667	330	15	2000	2000	NUM
ajis02-1667	330	16	)	)	PUNCT
ajis02-1667	330	17	.	.	PUNCT
ajis02-1667	331	1	adaptive	adaptive	PROPN
ajis02-1667	331	2	intrusion	intrusion	NOUN
ajis02-1667	331	3	detection	detection	NOUN
ajis02-1667	331	4	:	:	PUNCT
ajis02-1667	331	5	a	a	DET
ajis02-1667	331	6	data	data	NOUN
ajis02-1667	331	7	mining	mining	NOUN
ajis02-1667	331	8	approach	approach	NOUN
ajis02-1667	331	9	.	.	PUNCT
ajis02-1667	332	1	artificial	artificial	ADJ
ajis02-1667	332	2	intelligence	intelligence	NOUN
ajis02-1667	332	3	review	review	NOUN
ajis02-1667	332	4	(	(	PUNCT
ajis02-1667	332	5	vol	vol	NOUN
ajis02-1667	332	6	.	.	PROPN
ajis02-1667	332	7	14	14	NUM
ajis02-1667	332	8	)	)	PUNCT
ajis02-1667	332	9	.	.	PUNCT
ajis02-1667	333	1	https://doi.org/10.1023/a:1006624031083	https://doi.org/10.1023/a:1006624031083	PROPN
ajis02-1667	333	2	lei	lei	PROPN
ajis02-1667	333	3	,	,	PUNCT
ajis02-1667	333	4	j.	j.	PROPN
ajis02-1667	333	5	z.	z.	PROPN
ajis02-1667	333	6	,	,	PUNCT
ajis02-1667	333	7	&	&	CCONJ
ajis02-1667	333	8	ghorbani	ghorbani	PROPN
ajis02-1667	333	9	,	,	PUNCT
ajis02-1667	333	10	a.	a.	NOUN
ajis02-1667	333	11	a.	a.	NOUN
ajis02-1667	333	12	(	(	PUNCT
ajis02-1667	333	13	2012	2012	NUM
ajis02-1667	333	14	)	)	PUNCT
ajis02-1667	333	15	.	.	PUNCT
ajis02-1667	334	1	improved	improve	VERB
ajis02-1667	334	2	competitive	competitive	ADJ
ajis02-1667	334	3	learning	learn	VERB
ajis02-1667	334	4	neural	neural	ADJ
ajis02-1667	334	5	networks	network	NOUN
ajis02-1667	334	6	for	for	ADP
ajis02-1667	334	7	network	network	NOUN
ajis02-1667	334	8	intrusion	intrusion	PROPN
ajis02-1667	334	9	and	and	CCONJ
ajis02-1667	334	10	fraud	fraud	NOUN
ajis02-1667	334	11	detection	detection	NOUN
ajis02-1667	334	12	.	.	PUNCT
ajis02-1667	335	1	neurocomputing	neurocomputing	NOUN
ajis02-1667	335	2	,	,	PUNCT
ajis02-1667	335	3	75	75	NUM
ajis02-1667	335	4	,	,	PUNCT
ajis02-1667	335	5	135–145	135–145	NUM
ajis02-1667	335	6	.	.	PUNCT
ajis02-1667	336	1	https://doi.org/10.1016/j.neucom.2011.02.021	https://doi.org/10.1016/j.neucom.2011.02.021	PROPN
ajis02-1667	336	2	li	li	PROPN
ajis02-1667	336	3	,	,	PUNCT
ajis02-1667	336	4	y.	y.	PROPN
ajis02-1667	336	5	,	,	PUNCT
ajis02-1667	336	6	wang	wang	PROPN
ajis02-1667	336	7	,	,	PUNCT
ajis02-1667	336	8	j.	j.	PROPN
ajis02-1667	336	9	l.	l.	PROPN
ajis02-1667	336	10	,	,	PUNCT
ajis02-1667	336	11	tian	tian	PROPN
ajis02-1667	336	12	,	,	PUNCT
ajis02-1667	336	13	z.	z.	PROPN
ajis02-1667	336	14	h.	h.	PROPN
ajis02-1667	336	15	,	,	PUNCT
ajis02-1667	336	16	lu	lu	PROPN
ajis02-1667	336	17	,	,	PUNCT
ajis02-1667	336	18	t.	t.	PROPN
ajis02-1667	336	19	b.	b.	PROPN
ajis02-1667	336	20	,	,	PUNCT
ajis02-1667	336	21	&	&	CCONJ
ajis02-1667	336	22	young	young	ADJ
ajis02-1667	336	23	,	,	PUNCT
ajis02-1667	336	24	c.	c.	PROPN
ajis02-1667	336	25	(	(	PUNCT
ajis02-1667	336	26	2009	2009	NUM
ajis02-1667	336	27	)	)	PUNCT
ajis02-1667	336	28	.	.	PUNCT
ajis02-1667	337	1	building	build	VERB
ajis02-1667	337	2	lightweight	lightweight	ADJ
ajis02-1667	337	3	intrusion	intrusion	NOUN
ajis02-1667	337	4	detection	detection	NOUN
ajis02-1667	337	5	system	system	NOUN
ajis02-1667	337	6	using	use	VERB
ajis02-1667	337	7	wrapper	wrapper	NOUN
ajis02-1667	337	8	-	-	PUNCT
ajis02-1667	337	9	based	base	VERB
ajis02-1667	337	10	feature	feature	NOUN
ajis02-1667	337	11	selection	selection	NOUN
ajis02-1667	337	12	mechanisms	mechanism	NOUN
ajis02-1667	337	13	.	.	PUNCT
ajis02-1667	338	1	computers	computer	NOUN
ajis02-1667	338	2	and	and	CCONJ
ajis02-1667	338	3	security	security	NOUN
ajis02-1667	338	4	,	,	PUNCT
ajis02-1667	338	5	28(6	28(6	NUM
ajis02-1667	338	6	)	)	PUNCT
ajis02-1667	338	7	,	,	PUNCT
ajis02-1667	338	8	466–475	466–475	NUM
ajis02-1667	338	9	.	.	PUNCT
ajis02-1667	339	1	https://doi.org/10.1016/j.cose.2009.01.001	https://doi.org/10.1016/j.cose.2009.01.001	PROPN
ajis02-1667	339	2	liao	liao	PROPN
ajis02-1667	339	3	,	,	PUNCT
ajis02-1667	339	4	n.	n.	NOUN
ajis02-1667	339	5	,	,	PUNCT
ajis02-1667	339	6	tian	tian	PROPN
ajis02-1667	339	7	,	,	PUNCT
ajis02-1667	339	8	s.	s.	PROPN
ajis02-1667	339	9	,	,	PUNCT
ajis02-1667	339	10	&	&	CCONJ
ajis02-1667	339	11	wang	wang	PROPN
ajis02-1667	339	12	,	,	PUNCT
ajis02-1667	339	13	t.	t.	PROPN
ajis02-1667	339	14	(	(	PUNCT
ajis02-1667	339	15	2009	2009	NUM
ajis02-1667	339	16	)	)	PUNCT
ajis02-1667	339	17	.	.	PUNCT
ajis02-1667	340	1	network	network	NOUN
ajis02-1667	340	2	forensics	forensic	NOUN
ajis02-1667	340	3	based	base	VERB
ajis02-1667	340	4	on	on	ADP
ajis02-1667	340	5	fuzzy	fuzzy	ADJ
ajis02-1667	340	6	logic	logic	NOUN
ajis02-1667	340	7	and	and	CCONJ
ajis02-1667	340	8	expert	expert	NOUN
ajis02-1667	340	9	system	system	NOUN
ajis02-1667	340	10	.	.	PUNCT
ajis02-1667	341	1	computer	computer	NOUN
ajis02-1667	341	2	communications	communication	NOUN
ajis02-1667	341	3	,	,	PUNCT
ajis02-1667	341	4	32(17	32(17	NUM
ajis02-1667	341	5	)	)	PUNCT
ajis02-1667	341	6	,	,	PUNCT
ajis02-1667	341	7	1881–1892	1881–1892	NUM
ajis02-1667	341	8	.	.	PUNCT
ajis02-1667	342	1	https://doi	https://doi	PROPN
ajis02-1667	342	2	.org/10.1016	.org/10.1016	PROPN
ajis02-1667	342	3	/	/	SYM
ajis02-1667	342	4	j	j	PROPN
ajis02-1667	342	5	.comcom.2009.07.013	.comcom.2009.07.013	PUNCT
ajis02-1667	342	6	luo	luo	PROPN
ajis02-1667	342	7	,	,	PUNCT
ajis02-1667	342	8	b.	b.	PROPN
ajis02-1667	342	9	,	,	PUNCT
ajis02-1667	342	10	&	&	CCONJ
ajis02-1667	342	11	xia	xia	PROPN
ajis02-1667	342	12	,	,	PUNCT
ajis02-1667	342	13	j.	j.	PROPN
ajis02-1667	342	14	(	(	PUNCT
ajis02-1667	342	15	2014	2014	NUM
ajis02-1667	342	16	)	)	PUNCT
ajis02-1667	342	17	.	.	PUNCT
ajis02-1667	343	1	a	a	DET
ajis02-1667	343	2	novel	novel	ADJ
ajis02-1667	343	3	intrusion	intrusion	NOUN
ajis02-1667	343	4	detection	detection	NOUN
ajis02-1667	343	5	system	system	NOUN
ajis02-1667	343	6	based	base	VERB
ajis02-1667	343	7	on	on	ADP
ajis02-1667	343	8	feature	feature	NOUN
ajis02-1667	343	9	generation	generation	NOUN
ajis02-1667	343	10	with	with	ADP
ajis02-1667	343	11	visualization	visualization	NOUN
ajis02-1667	343	12	strategy	strategy	NOUN
ajis02-1667	343	13	.	.	PUNCT
ajis02-1667	344	1	expert	expert	NOUN
ajis02-1667	344	2	systems	system	NOUN
ajis02-1667	344	3	with	with	ADP
ajis02-1667	344	4	applications	application	NOUN
ajis02-1667	344	5	,	,	PUNCT
ajis02-1667	344	6	41(9	41(9	NOUN
ajis02-1667	344	7	)	)	PUNCT
ajis02-1667	344	8	,	,	PUNCT
ajis02-1667	344	9	4139–4147	4139–4147	PROPN
ajis02-1667	344	10	.	.	PUNCT
ajis02-1667	345	1	https://doi.org/10.1016/j.eswa.2013.12.048	https://doi.org/10.1016/j.eswa.2013.12.048	PROPN
ajis02-1667	345	2	mabu	mabu	NOUN
ajis02-1667	345	3	,	,	PUNCT
ajis02-1667	345	4	s.	s.	PROPN
ajis02-1667	345	5	,	,	PUNCT
ajis02-1667	345	6	chen	chen	PROPN
ajis02-1667	345	7	,	,	PUNCT
ajis02-1667	345	8	c.	c.	PROPN
ajis02-1667	345	9	,	,	PUNCT
ajis02-1667	345	10	lu	lu	PROPN
ajis02-1667	345	11	,	,	PUNCT
ajis02-1667	345	12	n.	n.	PROPN
ajis02-1667	345	13	,	,	PUNCT
ajis02-1667	345	14	shimada	shimada	PROPN
ajis02-1667	345	15	,	,	PUNCT
ajis02-1667	345	16	k.	k.	PROPN
ajis02-1667	345	17	,	,	PUNCT
ajis02-1667	345	18	&	&	CCONJ
ajis02-1667	345	19	hirasawa	hirasawa	PROPN
ajis02-1667	345	20	,	,	PUNCT
ajis02-1667	345	21	k.	k.	PROPN
ajis02-1667	345	22	(	(	PUNCT
ajis02-1667	345	23	2011	2011	NUM
ajis02-1667	345	24	)	)	PUNCT
ajis02-1667	345	25	.	.	PUNCT
ajis02-1667	346	1	an	an	DET
ajis02-1667	346	2	intrusion	intrusion	NOUN
ajis02-1667	346	3	-	-	PUNCT
ajis02-1667	346	4	detection	detection	NOUN
ajis02-1667	346	5	model	model	NOUN
ajis02-1667	346	6	based	base	VERB
ajis02-1667	346	7	on	on	ADP
ajis02-1667	346	8	fuzzy	fuzzy	ADJ
ajis02-1667	346	9	class	class	NOUN
ajis02-1667	346	10	-	-	PUNCT
ajis02-1667	346	11	association	association	NOUN
ajis02-1667	346	12	-	-	PUNCT
ajis02-1667	346	13	rule	rule	NOUN
ajis02-1667	346	14	mining	mining	NOUN
ajis02-1667	346	15	using	use	VERB
ajis02-1667	346	16	genetic	genetic	ADJ
ajis02-1667	346	17	network	network	NOUN
ajis02-1667	346	18	programming	programming	NOUN
ajis02-1667	346	19	.	.	PUNCT
ajis02-1667	347	1	ieee	ieee	NOUN
ajis02-1667	347	2	transactions	transaction	NOUN
ajis02-1667	347	3	on	on	ADP
ajis02-1667	347	4	systems	system	NOUN
ajis02-1667	347	5	,	,	PUNCT
ajis02-1667	347	6	man	man	NOUN
ajis02-1667	347	7	,	,	PUNCT
ajis02-1667	347	8	and	and	CCONJ
ajis02-1667	347	9	cybernetics	cybernetic	NOUN
ajis02-1667	347	10	,	,	PUNCT
ajis02-1667	347	11	part	part	NOUN
ajis02-1667	347	12	c	c	NOUN
ajis02-1667	347	13	:	:	PUNCT
ajis02-1667	347	14	applications	application	NOUN
ajis02-1667	347	15	and	and	CCONJ
ajis02-1667	347	16	reviews	review	NOUN
ajis02-1667	347	17	,	,	PUNCT
ajis02-1667	347	18	41(1	41(1	NUM
ajis02-1667	347	19	)	)	PUNCT
ajis02-1667	347	20	,	,	PUNCT
ajis02-1667	347	21	130–139	130–139	NUM
ajis02-1667	347	22	.	.	PUNCT
ajis02-1667	348	1	https://doi.org/10.1109/tsmcc.2010.2050685	https://doi.org/10.1109/tsmcc.2010.2050685	PROPN
ajis02-1667	348	2	mccartney	mccartney	PROPN
ajis02-1667	348	3	,	,	PUNCT
ajis02-1667	348	4	j	j	PROPN
ajis02-1667	348	5	.	.	PUNCT
ajis02-1667	349	1	(	(	PUNCT
ajis02-1667	349	2	2014	2014	NUM
ajis02-1667	349	3	)	)	PUNCT
ajis02-1667	349	4	.	.	PUNCT
ajis02-1667	350	1	the	the	DET
ajis02-1667	350	2	top	top	ADJ
ajis02-1667	350	3	10	10	NUM
ajis02-1667	350	4	data	datum	NOUN
ajis02-1667	350	5	breaches	breach	NOUN
ajis02-1667	350	6	of	of	ADP
ajis02-1667	350	7	the	the	DET
ajis02-1667	350	8	past	past	ADJ
ajis02-1667	350	9	12	12	NUM
ajis02-1667	350	10	months	month	NOUN
ajis02-1667	350	11	,	,	PUNCT
ajis02-1667	350	12	http://www.in.techradar.com/news/software/security-software/the-topaustralasian	http://www.in.techradar.com/news/software/security-software/the-topaustralasian	ADJ
ajis02-1667	350	13	journal	journal	NOUN
ajis02-1667	350	14	of	of	ADP
ajis02-1667	350	15	information	information	NOUN
ajis02-1667	350	16	systems	system	NOUN
ajis02-1667	350	17	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	350	18	,	,	PUNCT
ajis02-1667	350	19	sen	sen	PROPN
ajis02-1667	350	20	&	&	CCONJ
ajis02-1667	350	21	gupta	gupta	PROPN
ajis02-1667	350	22	2018	2018	NUM
ajis02-1667	350	23	,	,	PUNCT
ajis02-1667	350	24	vol	vol	NOUN
ajis02-1667	350	25	22	22	NUM
ajis02-1667	350	26	,	,	PUNCT
ajis02-1667	350	27	research	research	NOUN
ajis02-1667	350	28	article	article	NOUN
ajis02-1667	350	29	meta	meta	NOUN
ajis02-1667	350	30	-	-	PUNCT
ajis02-1667	350	31	analysis	analysis	NOUN
ajis02-1667	350	32	of	of	ADP
ajis02-1667	350	33	machine	machine	NOUN
ajis02-1667	350	34	learning	learn	VERB
ajis02-1667	350	35	techniques	technique	NOUN
ajis02-1667	350	36	19	19	NUM
ajis02-1667	350	37	10	10	NUM
ajis02-1667	350	38	-	-	PUNCT
ajis02-1667	350	39	data	data	NOUN
ajis02-1667	350	40	-	-	PUNCT
ajis02-1667	350	41	breaches	breach	NOUN
ajis02-1667	350	42	-	-	PUNCT
ajis02-1667	350	43	of	of	ADP
ajis02-1667	350	44	-	-	PUNCT
ajis02-1667	350	45	the	the	DET
ajis02-1667	350	46	-	-	PUNCT
ajis02-1667	350	47	past-12	past-12	NOUN
ajis02-1667	350	48	-	-	PUNCT
ajis02-1667	350	49	months	month	NOUN
ajis02-1667	350	50	/	/	SYM
ajis02-1667	350	51	articleshow/38472866.(accessed	articleshow/38472866.(accesse	VERB
ajis02-1667	350	52	on	on	ADP
ajis02-1667	350	53	12	12	NUM
ajis02-1667	350	54	-	-	PUNCT
ajis02-1667	350	55	05	05	NUM
ajis02-1667	350	56	-	-	PUNCT
ajis02-1667	350	57	2016	2016	NUM
ajis02-1667	350	58	)	)	PUNCT
ajis02-1667	350	59	.	.	PUNCT
ajis02-1667	351	1	mcgregor	mcgregor	PROPN
ajis02-1667	351	2	,	,	PUNCT
ajis02-1667	351	3	j	j	PROPN
ajis02-1667	351	4	.	.	PUNCT
ajis02-1667	352	1	(	(	PUNCT
ajis02-1667	352	2	2014	2014	NUM
ajis02-1667	352	3	)	)	PUNCT
ajis02-1667	352	4	.	.	PUNCT
ajis02-1667	353	1	the	the	DET
ajis02-1667	353	2	top	top	ADJ
ajis02-1667	353	3	5	5	NUM
ajis02-1667	353	4	most	most	ADV
ajis02-1667	353	5	brutal	brutal	ADJ
ajis02-1667	353	6	cyber	cyber	NOUN
ajis02-1667	353	7	attacks	attack	NOUN
ajis02-1667	353	8	of	of	ADP
ajis02-1667	353	9	2014	2014	NUM
ajis02-1667	353	10	so	so	ADV
ajis02-1667	353	11	far	far	ADV
ajis02-1667	353	12	,	,	PUNCT
ajis02-1667	353	13	http://www.forbes.com/sites/jaymcgregor/2014/07/28/the-top-5-mostbrutal-cyber-attacks-of-2014-so-far/#5722d80721a6.(accessed	http://www.forbes.com/sites/jaymcgregor/2014/07/28/the-top-5-mostbrutal-cyber-attacks-of-2014-so-far/#5722d80721a6.(accesse	VERB
ajis02-1667	353	14	on	on	ADP
ajis02-1667	353	15	12	12	NUM
ajis02-1667	353	16	-	-	SYM
ajis02-1667	353	17	052016	052016	NUM
ajis02-1667	353	18	)	)	PUNCT
ajis02-1667	353	19	.	.	PUNCT
ajis02-1667	354	1	meyer	meyer	PROPN
ajis02-1667	354	2	,	,	PUNCT
ajis02-1667	354	3	c.	c.	PROPN
ajis02-1667	354	4	,	,	PUNCT
ajis02-1667	354	5	(	(	PUNCT
ajis02-1667	354	6	2017	2017	NUM
ajis02-1667	354	7	)	)	PUNCT
ajis02-1667	354	8	.	.	PUNCT
ajis02-1667	355	1	data	datum	NOUN
ajis02-1667	355	2	theft	theft	NOUN
ajis02-1667	355	3	,	,	PUNCT
ajis02-1667	355	4	http://www.infosecwriters.com/papers/cmeyer_datatheft.pdf	http://www.infosecwriters.com/papers/cmeyer_datatheft.pdf	NOUN
ajis02-1667	355	5	(	(	PUNCT
ajis02-1667	355	6	accessed	access	VERB
ajis02-1667	355	7	on	on	ADP
ajis02-1667	355	8	27	27	NUM
ajis02-1667	355	9	-	-	SYM
ajis02-1667	355	10	03	03	NUM
ajis02-1667	355	11	-	-	PUNCT
ajis02-1667	355	12	2018	2018	NUM
ajis02-1667	355	13	)	)	PUNCT
ajis02-1667	355	14	mitrokotsa	mitrokotsa	NOUN
ajis02-1667	355	15	,	,	PUNCT
ajis02-1667	355	16	a.	a.	NOUN
ajis02-1667	355	17	,	,	PUNCT
ajis02-1667	355	18	&	&	CCONJ
ajis02-1667	355	19	douligeris	douligeris	PROPN
ajis02-1667	355	20	,	,	PUNCT
ajis02-1667	355	21	c.	c.	PROPN
ajis02-1667	355	22	(	(	PUNCT
ajis02-1667	355	23	2005	2005	NUM
ajis02-1667	355	24	)	)	PUNCT
ajis02-1667	355	25	.	.	PUNCT
ajis02-1667	356	1	detecting	detect	VERB
ajis02-1667	356	2	denial	denial	NOUN
ajis02-1667	356	3	of	of	ADP
ajis02-1667	356	4	service	service	NOUN
ajis02-1667	356	5	attacks	attack	NOUN
ajis02-1667	356	6	using	use	VERB
ajis02-1667	356	7	emergent	emergent	ADJ
ajis02-1667	356	8	selforganizing	selforganize	VERB
ajis02-1667	356	9	maps	map	NOUN
ajis02-1667	356	10	.	.	PUNCT
ajis02-1667	357	1	proceedings	proceeding	NOUN
ajis02-1667	357	2	of	of	ADP
ajis02-1667	357	3	the	the	DET
ajis02-1667	357	4	fifth	fifth	ADJ
ajis02-1667	357	5	ieee	ieee	NOUN
ajis02-1667	357	6	international	international	ADJ
ajis02-1667	357	7	symposium	symposium	NOUN
ajis02-1667	357	8	on	on	ADP
ajis02-1667	357	9	signal	signal	NOUN
ajis02-1667	357	10	processing	processing	NOUN
ajis02-1667	357	11	and	and	CCONJ
ajis02-1667	357	12	information	information	NOUN
ajis02-1667	357	13	technology	technology	NOUN
ajis02-1667	357	14	,	,	PUNCT
ajis02-1667	357	15	2005	2005	NUM
ajis02-1667	357	16	.	.	PUNCT
ajis02-1667	357	17	,	,	PUNCT
ajis02-1667	357	18	375–380	375–380	NUM
ajis02-1667	357	19	.	.	PUNCT
ajis02-1667	358	1	https://doi.org/10.1109/isspit.2005.1577126	https://doi.org/10.1109/isspit.2005.1577126	PROPN
ajis02-1667	358	2	modi	modi	PROPN
ajis02-1667	358	3	,	,	PUNCT
ajis02-1667	358	4	c.	c.	PROPN
ajis02-1667	358	5	,	,	PUNCT
ajis02-1667	358	6	patel	patel	PROPN
ajis02-1667	358	7	,	,	PUNCT
ajis02-1667	358	8	d.	d.	PROPN
ajis02-1667	358	9	,	,	PUNCT
ajis02-1667	358	10	borisaniya	borisaniya	PROPN
ajis02-1667	358	11	,	,	PUNCT
ajis02-1667	358	12	b.	b.	PROPN
ajis02-1667	358	13	,	,	PUNCT
ajis02-1667	358	14	patel	patel	PROPN
ajis02-1667	358	15	,	,	PUNCT
ajis02-1667	358	16	h.	h.	PROPN
ajis02-1667	358	17	,	,	PUNCT
ajis02-1667	358	18	patel	patel	PROPN
ajis02-1667	358	19	,	,	PUNCT
ajis02-1667	358	20	a.	a.	PROPN
ajis02-1667	358	21	,	,	PUNCT
ajis02-1667	358	22	&	&	CCONJ
ajis02-1667	358	23	rajarajan	rajarajan	PROPN
ajis02-1667	358	24	,	,	PUNCT
ajis02-1667	358	25	m.	m.	NOUN
ajis02-1667	358	26	(	(	PUNCT
ajis02-1667	358	27	2013	2013	NUM
ajis02-1667	358	28	)	)	PUNCT
ajis02-1667	358	29	.	.	PUNCT
ajis02-1667	359	1	a	a	DET
ajis02-1667	359	2	survey	survey	NOUN
ajis02-1667	359	3	of	of	ADP
ajis02-1667	359	4	intrusion	intrusion	NOUN
ajis02-1667	359	5	detection	detection	NOUN
ajis02-1667	359	6	techniques	technique	NOUN
ajis02-1667	359	7	in	in	ADP
ajis02-1667	359	8	cloud	cloud	NOUN
ajis02-1667	359	9	.	.	PUNCT
ajis02-1667	360	1	journal	journal	PROPN
ajis02-1667	360	2	of	of	ADP
ajis02-1667	360	3	network	network	NOUN
ajis02-1667	360	4	and	and	CCONJ
ajis02-1667	360	5	computer	computer	NOUN
ajis02-1667	360	6	applications	application	NOUN
ajis02-1667	360	7	.	.	PUNCT
ajis02-1667	361	1	https://doi.org/10.1016/j.jnca.2012.05.003	https://doi.org/10.1016/j.jnca.2012.05.003	ADJ
ajis02-1667	361	2	mukkamala	mukkamala	NOUN
ajis02-1667	361	3	,	,	PUNCT
ajis02-1667	361	4	s.	s.	PROPN
ajis02-1667	361	5	,	,	PUNCT
ajis02-1667	361	6	sung	sung	PROPN
ajis02-1667	361	7	,	,	PUNCT
ajis02-1667	361	8	a.	a.	PROPN
ajis02-1667	361	9	h.	h.	PROPN
ajis02-1667	361	10	,	,	PUNCT
ajis02-1667	361	11	&	&	CCONJ
ajis02-1667	361	12	abraham	abraham	PROPN
ajis02-1667	361	13	,	,	PUNCT
ajis02-1667	361	14	a.	a.	PROPN
ajis02-1667	361	15	(	(	PUNCT
ajis02-1667	361	16	2005	2005	NUM
ajis02-1667	361	17	)	)	PUNCT
ajis02-1667	361	18	.	.	PUNCT
ajis02-1667	362	1	intrusion	intrusion	NOUN
ajis02-1667	362	2	detection	detection	NOUN
ajis02-1667	362	3	using	use	VERB
ajis02-1667	362	4	an	an	DET
ajis02-1667	362	5	ensemble	ensemble	NOUN
ajis02-1667	362	6	of	of	ADP
ajis02-1667	362	7	intelligent	intelligent	ADJ
ajis02-1667	362	8	paradigms	paradigm	NOUN
ajis02-1667	362	9	.	.	PUNCT
ajis02-1667	363	1	journal	journal	NOUN
ajis02-1667	363	2	of	of	ADP
ajis02-1667	363	3	network	network	NOUN
ajis02-1667	363	4	and	and	CCONJ
ajis02-1667	363	5	computer	computer	NOUN
ajis02-1667	363	6	applications	application	NOUN
ajis02-1667	363	7	,	,	PUNCT
ajis02-1667	363	8	28(2	28(2	NUM
ajis02-1667	363	9	)	)	PUNCT
ajis02-1667	363	10	,	,	PUNCT
ajis02-1667	363	11	167–182	167–182	NUM
ajis02-1667	363	12	.	.	PUNCT
ajis02-1667	364	1	https://doi.org/10.1016/j.jnca.2004.01.003	https://doi.org/10.1016/j.jnca.2004.01.003	PROPN
ajis02-1667	364	2	njogu	njogu	PROPN
ajis02-1667	364	3	,	,	PUNCT
ajis02-1667	364	4	h.	h.	PROPN
ajis02-1667	364	5	w.	w.	PROPN
ajis02-1667	364	6	,	,	PUNCT
ajis02-1667	364	7	jiawei	jiawei	PROPN
ajis02-1667	364	8	,	,	PUNCT
ajis02-1667	364	9	l.	l.	PROPN
ajis02-1667	364	10	,	,	PUNCT
ajis02-1667	364	11	&	&	CCONJ
ajis02-1667	364	12	kiere	kiere	PROPN
ajis02-1667	364	13	,	,	PUNCT
ajis02-1667	364	14	j.	j.	PROPN
ajis02-1667	364	15	n.	n.	PROPN
ajis02-1667	364	16	(	(	PUNCT
ajis02-1667	364	17	2013	2013	NUM
ajis02-1667	364	18	)	)	PUNCT
ajis02-1667	364	19	.	.	PUNCT
ajis02-1667	365	1	network	network	NOUN
ajis02-1667	365	2	specific	specific	ADJ
ajis02-1667	365	3	vulnerability	vulnerability	NOUN
ajis02-1667	365	4	based	base	VERB
ajis02-1667	365	5	alert	alert	NOUN
ajis02-1667	365	6	reduction	reduction	NOUN
ajis02-1667	365	7	approach	approach	NOUN
ajis02-1667	365	8	.	.	PUNCT
ajis02-1667	366	1	security	security	NOUN
ajis02-1667	366	2	and	and	CCONJ
ajis02-1667	366	3	communication	communication	NOUN
ajis02-1667	366	4	networks	network	NOUN
ajis02-1667	366	5	,	,	PUNCT
ajis02-1667	366	6	6(1	6(1	NUM
ajis02-1667	366	7	)	)	PUNCT
ajis02-1667	366	8	,	,	PUNCT
ajis02-1667	366	9	15–27	15–27	NUM
ajis02-1667	366	10	.	.	PUNCT
ajis02-1667	367	1	https://doi.org/10.1002/sec.520	https://doi.org/10.1002/sec.520	PROPN
ajis02-1667	367	2	orfila	orfila	VERB
ajis02-1667	367	3	,	,	PUNCT
ajis02-1667	367	4	a.	a.	PROPN
ajis02-1667	367	5	,	,	PUNCT
ajis02-1667	367	6	estevez	estevez	PROPN
ajis02-1667	367	7	-	-	PUNCT
ajis02-1667	367	8	tapiador	tapiador	PROPN
ajis02-1667	367	9	,	,	PUNCT
ajis02-1667	367	10	j.	j.	PROPN
ajis02-1667	367	11	m.	m.	PROPN
ajis02-1667	367	12	,	,	PUNCT
ajis02-1667	367	13	&	&	CCONJ
ajis02-1667	367	14	ribagorda	ribagorda	PROPN
ajis02-1667	367	15	,	,	PUNCT
ajis02-1667	367	16	a.	a.	NOUN
ajis02-1667	367	17	(	(	PUNCT
ajis02-1667	367	18	2009	2009	NUM
ajis02-1667	367	19	)	)	PUNCT
ajis02-1667	367	20	.	.	PUNCT
ajis02-1667	368	1	evolving	evolve	VERB
ajis02-1667	368	2	high	high	ADJ
ajis02-1667	368	3	-	-	PUNCT
ajis02-1667	368	4	speed	speed	NOUN
ajis02-1667	368	5	,	,	PUNCT
ajis02-1667	368	6	easy	easy	ADJ
ajis02-1667	368	7	-	-	PUNCT
ajis02-1667	368	8	tounderstand	tounderstand	NOUN
ajis02-1667	368	9	network	network	NOUN
ajis02-1667	368	10	intrusion	intrusion	NOUN
ajis02-1667	368	11	detection	detection	NOUN
ajis02-1667	368	12	rules	rule	VERB
ajis02-1667	368	13	with	with	ADP
ajis02-1667	368	14	genetic	genetic	ADJ
ajis02-1667	368	15	programming	programming	NOUN
ajis02-1667	368	16	.	.	PUNCT
ajis02-1667	369	1	in	in	ADP
ajis02-1667	369	2	lecture	lecture	NOUN
ajis02-1667	369	3	notes	note	NOUN
ajis02-1667	369	4	in	in	ADP
ajis02-1667	369	5	computer	computer	NOUN
ajis02-1667	369	6	science	science	NOUN
ajis02-1667	369	7	(	(	PUNCT
ajis02-1667	369	8	including	include	VERB
ajis02-1667	369	9	subseries	subserie	NOUN
ajis02-1667	369	10	lecture	lecture	VERB
ajis02-1667	369	11	notes	note	NOUN
ajis02-1667	369	12	in	in	ADP
ajis02-1667	369	13	artificial	artificial	ADJ
ajis02-1667	369	14	intelligence	intelligence	NOUN
ajis02-1667	369	15	and	and	CCONJ
ajis02-1667	369	16	lecture	lecture	NOUN
ajis02-1667	369	17	notes	note	NOUN
ajis02-1667	369	18	in	in	ADP
ajis02-1667	369	19	bioinformatics	bioinformatics	NOUN
ajis02-1667	369	20	)	)	PUNCT
ajis02-1667	369	21	(	(	PUNCT
ajis02-1667	369	22	vol	vol	NOUN
ajis02-1667	369	23	.	.	PUNCT
ajis02-1667	369	24	5484	5484	NUM
ajis02-1667	369	25	lncs	lnc	NOUN
ajis02-1667	369	26	,	,	PUNCT
ajis02-1667	369	27	pp	pp	X
ajis02-1667	369	28	.	.	PUNCT
ajis02-1667	369	29	93–98	93–98	NUM
ajis02-1667	369	30	)	)	PUNCT
ajis02-1667	369	31	.	.	PUNCT
ajis02-1667	370	1	https://doi.org/10.1007/9783-642-01129-0_11	https://doi.org/10.1007/9783-642-01129-0_11	PROPN
ajis02-1667	370	2	özyer	özyer	NOUN
ajis02-1667	370	3	,	,	PUNCT
ajis02-1667	370	4	t.	t.	PROPN
ajis02-1667	370	5	,	,	PUNCT
ajis02-1667	370	6	alhajj	alhajj	NOUN
ajis02-1667	370	7	,	,	PUNCT
ajis02-1667	370	8	r.	r.	PROPN
ajis02-1667	370	9	,	,	PUNCT
ajis02-1667	370	10	&	&	CCONJ
ajis02-1667	370	11	barker	barker	PROPN
ajis02-1667	370	12	,	,	PUNCT
ajis02-1667	370	13	k.	k.	PROPN
ajis02-1667	370	14	(	(	PUNCT
ajis02-1667	370	15	2007	2007	NUM
ajis02-1667	370	16	)	)	PUNCT
ajis02-1667	370	17	.	.	PUNCT
ajis02-1667	371	1	intrusion	intrusion	NOUN
ajis02-1667	371	2	detection	detection	NOUN
ajis02-1667	371	3	by	by	ADP
ajis02-1667	371	4	integrating	integrate	VERB
ajis02-1667	371	5	boosting	boost	VERB
ajis02-1667	371	6	genetic	genetic	ADJ
ajis02-1667	371	7	fuzzy	fuzzy	ADJ
ajis02-1667	371	8	classifier	classifier	NOUN
ajis02-1667	371	9	and	and	CCONJ
ajis02-1667	371	10	data	datum	NOUN
ajis02-1667	371	11	mining	mining	NOUN
ajis02-1667	371	12	criteria	criterion	NOUN
ajis02-1667	371	13	for	for	ADP
ajis02-1667	371	14	rule	rule	NOUN
ajis02-1667	371	15	pre	pre	ADJ
ajis02-1667	371	16	-	-	ADJ
ajis02-1667	371	17	screening	screening	ADJ
ajis02-1667	371	18	.	.	PUNCT
ajis02-1667	372	1	journal	journal	PROPN
ajis02-1667	372	2	of	of	ADP
ajis02-1667	372	3	network	network	NOUN
ajis02-1667	372	4	and	and	CCONJ
ajis02-1667	372	5	computer	computer	NOUN
ajis02-1667	372	6	applications	application	NOUN
ajis02-1667	372	7	,	,	PUNCT
ajis02-1667	372	8	30(1	30(1	NUM
ajis02-1667	372	9	)	)	PUNCT
ajis02-1667	372	10	,	,	PUNCT
ajis02-1667	372	11	99–113	99–113	PROPN
ajis02-1667	372	12	.	.	PUNCT
ajis02-1667	373	1	https://doi.org/10.1016/j.jnca.2005.06.002	https://doi.org/10.1016/j.jnca.2005.06.002	PROPN
ajis02-1667	373	2	peddabachigari	peddabachigari	PROPN
ajis02-1667	373	3	,	,	PUNCT
ajis02-1667	373	4	s.	s.	PROPN
ajis02-1667	373	5	,	,	PUNCT
ajis02-1667	373	6	abraham	abraham	PROPN
ajis02-1667	373	7	,	,	PUNCT
ajis02-1667	373	8	a.	a.	PROPN
ajis02-1667	373	9	,	,	PUNCT
ajis02-1667	373	10	grosan	grosan	ADJ
ajis02-1667	373	11	,	,	PUNCT
ajis02-1667	373	12	c.	c.	PROPN
ajis02-1667	373	13	,	,	PUNCT
ajis02-1667	373	14	&	&	CCONJ
ajis02-1667	373	15	thomas	thomas	PROPN
ajis02-1667	373	16	,	,	PUNCT
ajis02-1667	373	17	j.	j.	PROPN
ajis02-1667	373	18	(	(	PUNCT
ajis02-1667	373	19	2007	2007	NUM
ajis02-1667	373	20	)	)	PUNCT
ajis02-1667	373	21	.	.	PUNCT
ajis02-1667	374	1	modeling	model	VERB
ajis02-1667	374	2	intrusion	intrusion	NOUN
ajis02-1667	374	3	detection	detection	NOUN
ajis02-1667	374	4	system	system	NOUN
ajis02-1667	374	5	using	use	VERB
ajis02-1667	374	6	hybrid	hybrid	ADJ
ajis02-1667	374	7	intelligent	intelligent	ADJ
ajis02-1667	374	8	systems	system	NOUN
ajis02-1667	374	9	.	.	PUNCT
ajis02-1667	375	1	journal	journal	PROPN
ajis02-1667	375	2	of	of	ADP
ajis02-1667	375	3	network	network	NOUN
ajis02-1667	375	4	and	and	CCONJ
ajis02-1667	375	5	computer	computer	NOUN
ajis02-1667	375	6	applications	application	NOUN
ajis02-1667	375	7	,	,	PUNCT
ajis02-1667	375	8	30(1	30(1	NUM
ajis02-1667	375	9	)	)	PUNCT
ajis02-1667	375	10	,	,	PUNCT
ajis02-1667	375	11	114–132	114–132	NUM
ajis02-1667	375	12	.	.	PUNCT
ajis02-1667	376	1	https://doi.org/10.1016/j.jnca.2005.06.003	https://doi.org/10.1016/j.jnca.2005.06.003	ADJ
ajis02-1667	376	2	pinzón	pinzón	NOUN
ajis02-1667	376	3	,	,	PUNCT
ajis02-1667	376	4	c.	c.	PROPN
ajis02-1667	376	5	i.	i.	PROPN
ajis02-1667	376	6	,	,	PUNCT
ajis02-1667	376	7	de	de	PROPN
ajis02-1667	376	8	paz	paz	PROPN
ajis02-1667	376	9	,	,	PUNCT
ajis02-1667	376	10	j.	j.	PROPN
ajis02-1667	376	11	f.	f.	PROPN
ajis02-1667	376	12	,	,	PUNCT
ajis02-1667	376	13	herrero	herrero	PROPN
ajis02-1667	376	14	,	,	PUNCT
ajis02-1667	376	15	á	á	PROPN
ajis02-1667	376	16	.	.	PROPN
ajis02-1667	376	17	,	,	PUNCT
ajis02-1667	376	18	corchado	corchado	PROPN
ajis02-1667	376	19	,	,	PUNCT
ajis02-1667	376	20	e.	e.	PROPN
ajis02-1667	376	21	,	,	PUNCT
ajis02-1667	376	22	bajo	bajo	PROPN
ajis02-1667	376	23	,	,	PUNCT
ajis02-1667	376	24	j.	j.	PROPN
ajis02-1667	376	25	,	,	PUNCT
ajis02-1667	376	26	&	&	CCONJ
ajis02-1667	376	27	corchado	corchado	PROPN
ajis02-1667	376	28	,	,	PUNCT
ajis02-1667	376	29	j.	j.	PROPN
ajis02-1667	376	30	m.	m.	PROPN
ajis02-1667	376	31	(	(	PUNCT
ajis02-1667	376	32	2013	2013	NUM
ajis02-1667	376	33	)	)	PUNCT
ajis02-1667	376	34	.	.	PUNCT
ajis02-1667	377	1	idmassql	idmassql	PROPN
ajis02-1667	377	2	:	:	PUNCT
ajis02-1667	377	3	intrusion	intrusion	NOUN
ajis02-1667	377	4	detection	detection	NOUN
ajis02-1667	377	5	based	base	VERB
ajis02-1667	377	6	on	on	ADP
ajis02-1667	377	7	mas	mas	PROPN
ajis02-1667	377	8	to	to	PART
ajis02-1667	377	9	detect	detect	VERB
ajis02-1667	377	10	and	and	CCONJ
ajis02-1667	377	11	block	block	VERB
ajis02-1667	377	12	sql	sql	NOUN
ajis02-1667	377	13	injection	injection	NOUN
ajis02-1667	377	14	through	through	ADP
ajis02-1667	377	15	data	datum	NOUN
ajis02-1667	377	16	mining	mining	NOUN
ajis02-1667	377	17	.	.	PUNCT
ajis02-1667	378	1	information	information	NOUN
ajis02-1667	378	2	sciences	sciences	PROPN
ajis02-1667	378	3	,	,	PUNCT
ajis02-1667	378	4	231	231	NUM
ajis02-1667	378	5	,	,	PUNCT
ajis02-1667	378	6	15–31	15–31	NUM
ajis02-1667	378	7	.	.	PUNCT
ajis02-1667	379	1	https://doi.org/10.1016/j.ins.2011.06.020	https://doi.org/10.1016/j.ins.2011.06.020	PROPN
ajis02-1667	379	2	powers	power	NOUN
ajis02-1667	379	3	,	,	PUNCT
ajis02-1667	379	4	s.	s.	PROPN
ajis02-1667	379	5	t.	t.	PROPN
ajis02-1667	379	6	,	,	PUNCT
ajis02-1667	379	7	&	&	CCONJ
ajis02-1667	379	8	he	he	PRON
ajis02-1667	379	9	,	,	PUNCT
ajis02-1667	379	10	j.	j.	PROPN
ajis02-1667	379	11	(	(	PUNCT
ajis02-1667	379	12	2008	2008	NUM
ajis02-1667	379	13	)	)	PUNCT
ajis02-1667	379	14	.	.	PUNCT
ajis02-1667	380	1	a	a	DET
ajis02-1667	380	2	hybrid	hybrid	ADJ
ajis02-1667	380	3	artificial	artificial	ADJ
ajis02-1667	380	4	immune	immune	ADJ
ajis02-1667	380	5	system	system	NOUN
ajis02-1667	380	6	and	and	CCONJ
ajis02-1667	380	7	self	self	NOUN
ajis02-1667	380	8	organising	organise	VERB
ajis02-1667	380	9	map	map	NOUN
ajis02-1667	380	10	for	for	ADP
ajis02-1667	380	11	network	network	NOUN
ajis02-1667	380	12	intrusion	intrusion	NOUN
ajis02-1667	380	13	detection	detection	NOUN
ajis02-1667	380	14	.	.	PUNCT
ajis02-1667	381	1	information	information	NOUN
ajis02-1667	381	2	sciences	sciences	PROPN
ajis02-1667	381	3	,	,	PUNCT
ajis02-1667	381	4	178(15	178(15	NUM
ajis02-1667	381	5	)	)	PUNCT
ajis02-1667	381	6	,	,	PUNCT
ajis02-1667	381	7	3024–3042	3024–3042	NUM
ajis02-1667	381	8	.	.	PUNCT
ajis02-1667	382	1	https://doi.org/10.1016/j.ins.2007.11.028	https://doi.org/10.1016/j.ins.2007.11.028	PROPN
ajis02-1667	382	2	ramasubramanian	ramasubramanian	PROPN
ajis02-1667	382	3	,	,	PUNCT
ajis02-1667	382	4	p.	p.	PROPN
ajis02-1667	382	5	,	,	PUNCT
ajis02-1667	382	6	&	&	CCONJ
ajis02-1667	382	7	kannan	kannan	PROPN
ajis02-1667	382	8	,	,	PUNCT
ajis02-1667	382	9	a.	a.	NOUN
ajis02-1667	382	10	(	(	PUNCT
ajis02-1667	382	11	2006	2006	NUM
ajis02-1667	382	12	)	)	PUNCT
ajis02-1667	382	13	.	.	PUNCT
ajis02-1667	383	1	a	a	DET
ajis02-1667	383	2	genetic	genetic	ADJ
ajis02-1667	383	3	-	-	PUNCT
ajis02-1667	383	4	algorithm	algorithm	NOUN
ajis02-1667	383	5	based	base	VERB
ajis02-1667	383	6	neural	neural	ADJ
ajis02-1667	383	7	network	network	NOUN
ajis02-1667	383	8	shortterm	shortterm	PROPN
ajis02-1667	383	9	forecasting	forecasting	NOUN
ajis02-1667	383	10	framework	framework	NOUN
ajis02-1667	383	11	for	for	ADP
ajis02-1667	383	12	database	database	NOUN
ajis02-1667	383	13	intrusion	intrusion	NOUN
ajis02-1667	383	14	prediction	prediction	NOUN
ajis02-1667	383	15	system	system	NOUN
ajis02-1667	383	16	.	.	PUNCT
ajis02-1667	384	1	soft	soft	ADJ
ajis02-1667	384	2	computing	computing	NOUN
ajis02-1667	384	3	,	,	PUNCT
ajis02-1667	384	4	10(8	10(8	NOUN
ajis02-1667	384	5	)	)	PUNCT
ajis02-1667	384	6	,	,	PUNCT
ajis02-1667	384	7	699–714	699–714	NUM
ajis02-1667	384	8	.	.	PUNCT
ajis02-1667	385	1	https://doi.org/10.1007/s00500-005-0513-9	https://doi.org/10.1007/s00500-005-0513-9	NUM
ajis02-1667	385	2	australasian	australasian	ADJ
ajis02-1667	385	3	journal	journal	NOUN
ajis02-1667	385	4	of	of	ADP
ajis02-1667	385	5	information	information	NOUN
ajis02-1667	385	6	systems	system	NOUN
ajis02-1667	385	7	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	385	8	,	,	PUNCT
ajis02-1667	385	9	sen	sen	PROPN
ajis02-1667	385	10	&	&	CCONJ
ajis02-1667	385	11	gupta	gupta	PROPN
ajis02-1667	385	12	2018	2018	NUM
ajis02-1667	385	13	,	,	PUNCT
ajis02-1667	385	14	vol	vol	NOUN
ajis02-1667	385	15	22	22	NUM
ajis02-1667	385	16	,	,	PUNCT
ajis02-1667	385	17	research	research	NOUN
ajis02-1667	385	18	article	article	NOUN
ajis02-1667	385	19	meta	meta	NOUN
ajis02-1667	385	20	-	-	PUNCT
ajis02-1667	385	21	analysis	analysis	NOUN
ajis02-1667	385	22	of	of	ADP
ajis02-1667	385	23	machine	machine	NOUN
ajis02-1667	385	24	learning	learn	VERB
ajis02-1667	385	25	techniques	technique	NOUN
ajis02-1667	385	26	20	20	NUM
ajis02-1667	385	27	rathore	rathore	NOUN
ajis02-1667	385	28	,	,	PUNCT
ajis02-1667	385	29	m.	m.	NOUN
ajis02-1667	385	30	m.	m.	NOUN
ajis02-1667	385	31	,	,	PUNCT
ajis02-1667	385	32	ahmad	ahmad	PROPN
ajis02-1667	385	33	,	,	PUNCT
ajis02-1667	385	34	a.	a.	PROPN
ajis02-1667	385	35	,	,	PUNCT
ajis02-1667	385	36	&	&	CCONJ
ajis02-1667	385	37	paul	paul	PROPN
ajis02-1667	385	38	,	,	PUNCT
ajis02-1667	385	39	a.	a.	NOUN
ajis02-1667	385	40	(	(	PUNCT
ajis02-1667	385	41	2016	2016	NUM
ajis02-1667	385	42	)	)	PUNCT
ajis02-1667	385	43	.	.	PUNCT
ajis02-1667	386	1	real	real	ADJ
ajis02-1667	386	2	time	time	NOUN
ajis02-1667	386	3	intrusion	intrusion	NOUN
ajis02-1667	386	4	detection	detection	NOUN
ajis02-1667	386	5	system	system	NOUN
ajis02-1667	386	6	for	for	ADP
ajis02-1667	386	7	ultrahigh	ultrahigh	NOUN
ajis02-1667	386	8	-	-	PUNCT
ajis02-1667	386	9	speed	speed	NOUN
ajis02-1667	386	10	big	big	ADJ
ajis02-1667	386	11	data	datum	NOUN
ajis02-1667	386	12	environments	environment	NOUN
ajis02-1667	386	13	.	.	PUNCT
ajis02-1667	387	1	journal	journal	NOUN
ajis02-1667	387	2	of	of	ADP
ajis02-1667	387	3	supercomputing	supercomputing	NOUN
ajis02-1667	387	4	,	,	PUNCT
ajis02-1667	387	5	72(9	72(9	NUM
ajis02-1667	387	6	)	)	PUNCT
ajis02-1667	387	7	,	,	PUNCT
ajis02-1667	387	8	3489–3510	3489–3510	NUM
ajis02-1667	387	9	.	.	PUNCT
ajis02-1667	388	1	https://doi.org/10.1007/s11227-015-1615-5	https://doi.org/10.1007/s11227-015-1615-5	NUM
ajis02-1667	389	1	revathi	revathi	PROPN
ajis02-1667	389	2	,	,	PUNCT
ajis02-1667	389	3	s.	s.	PROPN
ajis02-1667	389	4	,	,	PUNCT
ajis02-1667	389	5	&	&	CCONJ
ajis02-1667	389	6	malathi	malathi	PROPN
ajis02-1667	389	7	,	,	PUNCT
ajis02-1667	389	8	a.	a.	PROPN
ajis02-1667	389	9	(	(	PUNCT
ajis02-1667	389	10	2014	2014	NUM
ajis02-1667	389	11	)	)	PUNCT
ajis02-1667	389	12	.	.	PUNCT
ajis02-1667	390	1	multi	multi	ADJ
ajis02-1667	390	2	-	-	ADJ
ajis02-1667	390	3	tier	tier	ADJ
ajis02-1667	390	4	framework	framework	NOUN
ajis02-1667	390	5	using	use	VERB
ajis02-1667	390	6	sugeno	sugeno	NOUN
ajis02-1667	390	7	fuzzy	fuzzy	ADJ
ajis02-1667	390	8	inference	inference	NOUN
ajis02-1667	390	9	system	system	NOUN
ajis02-1667	390	10	with	with	ADP
ajis02-1667	390	11	swarm	swarm	NOUN
ajis02-1667	390	12	intelligence	intelligence	NOUN
ajis02-1667	390	13	techniques	technique	NOUN
ajis02-1667	390	14	for	for	ADP
ajis02-1667	390	15	intrusion	intrusion	NOUN
ajis02-1667	390	16	detection	detection	NOUN
ajis02-1667	390	17	.	.	PUNCT
ajis02-1667	391	1	indian	indian	ADJ
ajis02-1667	391	2	journal	journal	PROPN
ajis02-1667	391	3	of	of	ADP
ajis02-1667	391	4	science	science	NOUN
ajis02-1667	391	5	and	and	CCONJ
ajis02-1667	391	6	technology	technology	NOUN
ajis02-1667	391	7	,	,	PUNCT
ajis02-1667	391	8	7(9	7(9	NUM
ajis02-1667	391	9	)	)	PUNCT
ajis02-1667	391	10	,	,	PUNCT
ajis02-1667	391	11	1437–1443	1437–1443	NUM
ajis02-1667	391	12	.	.	PUNCT
ajis02-1667	392	1	sabhnani	sabhnani	PROPN
ajis02-1667	392	2	,	,	PUNCT
ajis02-1667	392	3	m.	m.	NOUN
ajis02-1667	392	4	,	,	PUNCT
ajis02-1667	392	5	serpen	serpen	NOUN
ajis02-1667	392	6	,	,	PUNCT
ajis02-1667	392	7	g.	g.	PROPN
ajis02-1667	392	8	,	,	PUNCT
ajis02-1667	392	9	&	&	CCONJ
ajis02-1667	392	10	more	more	ADJ
ajis02-1667	392	11	,	,	PUNCT
ajis02-1667	392	12	k.	k.	PROPN
ajis02-1667	392	13	k.	k.	PROPN
ajis02-1667	392	14	(	(	PUNCT
ajis02-1667	392	15	2003	2003	NUM
ajis02-1667	392	16	)	)	PUNCT
ajis02-1667	392	17	.	.	PUNCT
ajis02-1667	393	1	application	application	NOUN
ajis02-1667	393	2	of	of	ADP
ajis02-1667	393	3	machine	machine	NOUN
ajis02-1667	393	4	learning	learn	VERB
ajis02-1667	393	5	algorithms	algorithm	NOUN
ajis02-1667	393	6	to	to	ADP
ajis02-1667	393	7	kdd	kdd	PROPN
ajis02-1667	393	8	intrusion	intrusion	NOUN
ajis02-1667	393	9	detection	detection	NOUN
ajis02-1667	393	10	dataset	dataset	VERB
ajis02-1667	393	11	within	within	ADP
ajis02-1667	393	12	misuse	misuse	NOUN
ajis02-1667	393	13	detection	detection	NOUN
ajis02-1667	393	14	context	context	NOUN
ajis02-1667	393	15	.	.	PUNCT
ajis02-1667	394	1	proceedings	proceeding	NOUN
ajis02-1667	394	2	of	of	ADP
ajis02-1667	394	3	international	international	ADJ
ajis02-1667	394	4	conference	conference	NOUN
ajis02-1667	394	5	on	on	ADP
ajis02-1667	394	6	machine	machine	NOUN
ajis02-1667	394	7	learning	learning	NOUN
ajis02-1667	394	8	:	:	PUNCT
ajis02-1667	394	9	models	model	NOUN
ajis02-1667	394	10	,	,	PUNCT
ajis02-1667	394	11	technologies	technology	NOUN
ajis02-1667	394	12	,	,	PUNCT
ajis02-1667	394	13	and	and	CCONJ
ajis02-1667	394	14	applications	application	NOUN
ajis02-1667	394	15	(	(	PUNCT
ajis02-1667	394	16	mlmta	mlmta	NOUN
ajis02-1667	394	17	)	)	PUNCT
ajis02-1667	394	18	,	,	PUNCT
ajis02-1667	394	19	209–215	209–215	NUM
ajis02-1667	394	20	.	.	PUNCT
ajis02-1667	395	1	https://doi.org/citeulike-article-id:9827151	https://doi.org/citeulike-article-id:9827151	NOUN
ajis02-1667	395	2	sangkatsanee	sangkatsanee	NOUN
ajis02-1667	395	3	,	,	PUNCT
ajis02-1667	395	4	p.	p.	NOUN
ajis02-1667	395	5	,	,	PUNCT
ajis02-1667	395	6	wattanapongsakorn	wattanapongsakorn	ADJ
ajis02-1667	395	7	,	,	PUNCT
ajis02-1667	395	8	n.	n.	NOUN
ajis02-1667	395	9	,	,	PUNCT
ajis02-1667	395	10	&	&	CCONJ
ajis02-1667	395	11	charnsripinyo	charnsripinyo	PROPN
ajis02-1667	395	12	,	,	PUNCT
ajis02-1667	395	13	c.	c.	NOUN
ajis02-1667	395	14	(	(	PUNCT
ajis02-1667	395	15	2011	2011	NUM
ajis02-1667	395	16	)	)	PUNCT
ajis02-1667	395	17	.	.	PUNCT
ajis02-1667	396	1	practical	practical	ADJ
ajis02-1667	396	2	real	real	ADJ
ajis02-1667	396	3	-	-	PUNCT
ajis02-1667	396	4	time	time	NOUN
ajis02-1667	396	5	intrusion	intrusion	NOUN
ajis02-1667	396	6	detection	detection	NOUN
ajis02-1667	396	7	using	use	VERB
ajis02-1667	396	8	machine	machine	NOUN
ajis02-1667	396	9	learning	learning	NOUN
ajis02-1667	396	10	approaches	approach	NOUN
ajis02-1667	396	11	.	.	PUNCT
ajis02-1667	397	1	computer	computer	NOUN
ajis02-1667	397	2	communications	communication	NOUN
ajis02-1667	397	3	,	,	PUNCT
ajis02-1667	397	4	34(18	34(18	NOUN
ajis02-1667	397	5	)	)	PUNCT
ajis02-1667	397	6	,	,	PUNCT
ajis02-1667	397	7	2227–2235	2227–2235	NUM
ajis02-1667	397	8	.	.	PUNCT
ajis02-1667	398	1	https://doi.org/10.1016/j.comcom.2011.07.001	https://doi.org/10.1016/j.comcom.2011.07.001	NUM
ajis02-1667	398	2	sani	sani	PROPN
ajis02-1667	398	3	,	,	PUNCT
ajis02-1667	398	4	r.	r.	PROPN
ajis02-1667	398	5	a.	a.	PROPN
ajis02-1667	398	6	,	,	PUNCT
ajis02-1667	398	7	&	&	CCONJ
ajis02-1667	398	8	ghasemi	ghasemi	PROPN
ajis02-1667	398	9	,	,	PUNCT
ajis02-1667	398	10	a.	a.	NOUN
ajis02-1667	398	11	(	(	PUNCT
ajis02-1667	398	12	2015	2015	NUM
ajis02-1667	398	13	)	)	PUNCT
ajis02-1667	398	14	.	.	PUNCT
ajis02-1667	399	1	learning	learn	VERB
ajis02-1667	399	2	a	a	DET
ajis02-1667	399	3	new	new	ADJ
ajis02-1667	399	4	distance	distance	NOUN
ajis02-1667	399	5	metric	metric	ADJ
ajis02-1667	399	6	to	to	PART
ajis02-1667	399	7	improve	improve	VERB
ajis02-1667	399	8	an	an	DET
ajis02-1667	399	9	svmclustering	svmclustering	NOUN
ajis02-1667	399	10	based	base	VERB
ajis02-1667	399	11	intrusion	intrusion	NOUN
ajis02-1667	399	12	detection	detection	NOUN
ajis02-1667	399	13	system	system	NOUN
ajis02-1667	399	14	.	.	PUNCT
ajis02-1667	400	1	in	in	ADP
ajis02-1667	400	2	proceedings	proceeding	NOUN
ajis02-1667	400	3	of	of	ADP
ajis02-1667	400	4	the	the	DET
ajis02-1667	400	5	international	international	ADJ
ajis02-1667	400	6	symposium	symposium	NOUN
ajis02-1667	400	7	on	on	ADP
ajis02-1667	400	8	artificial	artificial	ADJ
ajis02-1667	400	9	intelligence	intelligence	NOUN
ajis02-1667	400	10	and	and	CCONJ
ajis02-1667	400	11	signal	signal	PROPN
ajis02-1667	400	12	processing	processing	NOUN
ajis02-1667	400	13	,	,	PUNCT
ajis02-1667	400	14	aisp	aisp	NOUN
ajis02-1667	400	15	2015	2015	NUM
ajis02-1667	400	16	(	(	PUNCT
ajis02-1667	400	17	pp	pp	ADJ
ajis02-1667	400	18	.	.	PUNCT
ajis02-1667	400	19	284–289	284–289	NUM
ajis02-1667	400	20	)	)	PUNCT
ajis02-1667	400	21	.	.	PUNCT
ajis02-1667	401	1	https://doi.org/10.1109/aisp.2015.7123497	https://doi.org/10.1109/aisp.2015.7123497	PROPN
ajis02-1667	401	2	seals	seal	NOUN
ajis02-1667	401	3	,	,	PUNCT
ajis02-1667	401	4	t.	t.	PROPN
ajis02-1667	401	5	(	(	PUNCT
ajis02-1667	401	6	2015	2015	NUM
ajis02-1667	401	7	)	)	PUNCT
ajis02-1667	401	8	.	.	PUNCT
ajis02-1667	402	1	ddos	ddos	NOUN
ajis02-1667	402	2	attacks	attack	NOUN
ajis02-1667	402	3	more	more	ADV
ajis02-1667	402	4	than	than	ADP
ajis02-1667	402	5	double	double	ADJ
ajis02-1667	402	6	in	in	ADP
ajis02-1667	402	7	12	12	NUM
ajis02-1667	402	8	months	month	NOUN
ajis02-1667	402	9	.	.	PUNCT
ajis02-1667	403	1	infosecurity	infosecurity	NOUN
ajis02-1667	403	2	.	.	PUNCT
ajis02-1667	404	1	retrieved	retrieve	VERB
ajis02-1667	404	2	from	from	ADP
ajis02-1667	404	3	http://www.infosecurity-magazine.com/news/ddos-attacks-more-than-double-in/	http://www.infosecurity-magazine.com/news/ddos-attacks-more-than-double-in/	PROPN
ajis02-1667	404	4	(	(	PUNCT
ajis02-1667	404	5	accessed	access	VERB
ajis02-1667	404	6	on	on	ADP
ajis02-1667	404	7	28	28	NUM
ajis02-1667	404	8	-	-	SYM
ajis02-1667	404	9	03	03	NUM
ajis02-1667	404	10	-	-	PUNCT
ajis02-1667	404	11	2018	2018	NUM
ajis02-1667	404	12	)	)	PUNCT
ajis02-1667	405	1	shamshirband	shamshirband	PROPN
ajis02-1667	405	2	,	,	PUNCT
ajis02-1667	405	3	s.	s.	PROPN
ajis02-1667	405	4	,	,	PUNCT
ajis02-1667	405	5	patel	patel	PROPN
ajis02-1667	405	6	,	,	PUNCT
ajis02-1667	405	7	a.	a.	PROPN
ajis02-1667	405	8	,	,	PUNCT
ajis02-1667	405	9	anuar	anuar	PROPN
ajis02-1667	405	10	,	,	PUNCT
ajis02-1667	405	11	n.	n.	PROPN
ajis02-1667	405	12	b.	b.	PROPN
ajis02-1667	405	13	,	,	PUNCT
ajis02-1667	405	14	kiah	kiah	PROPN
ajis02-1667	405	15	,	,	PUNCT
ajis02-1667	405	16	m.	m.	NOUN
ajis02-1667	405	17	l.	l.	PROPN
ajis02-1667	405	18	m.	m.	PROPN
ajis02-1667	405	19	,	,	PUNCT
ajis02-1667	405	20	&	&	CCONJ
ajis02-1667	405	21	abraham	abraham	PROPN
ajis02-1667	405	22	,	,	PUNCT
ajis02-1667	405	23	a.	a.	PROPN
ajis02-1667	405	24	(	(	PUNCT
ajis02-1667	405	25	2014	2014	NUM
ajis02-1667	405	26	)	)	PUNCT
ajis02-1667	405	27	.	.	PUNCT
ajis02-1667	406	1	cooperative	cooperative	ADJ
ajis02-1667	406	2	game	game	NOUN
ajis02-1667	406	3	theoretic	theoretic	NOUN
ajis02-1667	406	4	approach	approach	NOUN
ajis02-1667	406	5	using	use	VERB
ajis02-1667	406	6	fuzzy	fuzzy	ADJ
ajis02-1667	406	7	q	q	NOUN
ajis02-1667	406	8	-	-	PUNCT
ajis02-1667	406	9	learning	learning	NOUN
ajis02-1667	406	10	for	for	ADP
ajis02-1667	406	11	detecting	detect	VERB
ajis02-1667	406	12	and	and	CCONJ
ajis02-1667	406	13	preventing	prevent	VERB
ajis02-1667	406	14	intrusions	intrusion	NOUN
ajis02-1667	406	15	in	in	ADP
ajis02-1667	406	16	wireless	wireless	ADJ
ajis02-1667	406	17	sensor	sensor	NOUN
ajis02-1667	406	18	networks	network	NOUN
ajis02-1667	406	19	.	.	PUNCT
ajis02-1667	407	1	engineering	engineering	NOUN
ajis02-1667	407	2	applications	application	NOUN
ajis02-1667	407	3	of	of	ADP
ajis02-1667	407	4	artificial	artificial	ADJ
ajis02-1667	407	5	intelligence	intelligence	NOUN
ajis02-1667	407	6	,	,	PUNCT
ajis02-1667	407	7	32	32	NUM
ajis02-1667	407	8	,	,	PUNCT
ajis02-1667	407	9	228–241	228–241	NUM
ajis02-1667	407	10	.	.	PUNCT
ajis02-1667	408	1	https://doi.org/10.1016/j.engappai.2014.02.001	https://doi.org/10.1016/j.engappai.2014.02.001	ADJ
ajis02-1667	408	2	sheikhan	sheikhan	NOUN
ajis02-1667	408	3	,	,	PUNCT
ajis02-1667	408	4	m.	m.	NOUN
ajis02-1667	408	5	,	,	PUNCT
ajis02-1667	408	6	&	&	CCONJ
ajis02-1667	408	7	jadidi	jadidi	PROPN
ajis02-1667	408	8	,	,	PUNCT
ajis02-1667	408	9	z.	z.	PROPN
ajis02-1667	408	10	(	(	PUNCT
ajis02-1667	408	11	2014	2014	NUM
ajis02-1667	408	12	)	)	PUNCT
ajis02-1667	408	13	.	.	PUNCT
ajis02-1667	409	1	flow	flow	NOUN
ajis02-1667	409	2	-	-	PUNCT
ajis02-1667	409	3	based	base	VERB
ajis02-1667	409	4	anomaly	anomaly	NOUN
ajis02-1667	409	5	detection	detection	NOUN
ajis02-1667	409	6	in	in	ADP
ajis02-1667	409	7	high	high	ADJ
ajis02-1667	409	8	-	-	PUNCT
ajis02-1667	409	9	speed	speed	NOUN
ajis02-1667	409	10	links	link	NOUN
ajis02-1667	409	11	using	use	VERB
ajis02-1667	409	12	modified	modified	ADJ
ajis02-1667	409	13	gsa	gsa	PROPN
ajis02-1667	409	14	-	-	PUNCT
ajis02-1667	409	15	optimized	optimize	VERB
ajis02-1667	409	16	neural	neural	ADJ
ajis02-1667	409	17	network	network	NOUN
ajis02-1667	409	18	.	.	PUNCT
ajis02-1667	410	1	neural	neural	ADJ
ajis02-1667	410	2	computing	computing	NOUN
ajis02-1667	410	3	and	and	CCONJ
ajis02-1667	410	4	applications	application	NOUN
ajis02-1667	410	5	,	,	PUNCT
ajis02-1667	410	6	24(3–4	24(3–4	PROPN
ajis02-1667	410	7	)	)	PUNCT
ajis02-1667	410	8	,	,	PUNCT
ajis02-1667	410	9	599–611	599–611	NUM
ajis02-1667	410	10	.	.	PUNCT
ajis02-1667	411	1	https://doi.org/10.1007/s00521-012-1263-0	https://doi.org/10.1007/s00521-012-1263-0	ADJ
ajis02-1667	411	2	shon	shon	PROPN
ajis02-1667	411	3	,	,	PUNCT
ajis02-1667	411	4	t.	t.	PROPN
ajis02-1667	411	5	,	,	PUNCT
ajis02-1667	411	6	&	&	CCONJ
ajis02-1667	411	7	moon	moon	PROPN
ajis02-1667	411	8	,	,	PUNCT
ajis02-1667	411	9	j.	j.	PROPN
ajis02-1667	411	10	(	(	PUNCT
ajis02-1667	411	11	2007	2007	NUM
ajis02-1667	411	12	)	)	PUNCT
ajis02-1667	411	13	.	.	PUNCT
ajis02-1667	412	1	a	a	DET
ajis02-1667	412	2	hybrid	hybrid	ADJ
ajis02-1667	412	3	machine	machine	NOUN
ajis02-1667	412	4	learning	learn	VERB
ajis02-1667	412	5	approach	approach	NOUN
ajis02-1667	412	6	to	to	ADP
ajis02-1667	412	7	network	network	NOUN
ajis02-1667	412	8	anomaly	anomaly	NOUN
ajis02-1667	412	9	detection	detection	NOUN
ajis02-1667	412	10	.	.	PUNCT
ajis02-1667	413	1	information	information	NOUN
ajis02-1667	413	2	sciences	sciences	PROPN
ajis02-1667	413	3	,	,	PUNCT
ajis02-1667	413	4	177(18	177(18	NUM
ajis02-1667	413	5	)	)	PUNCT
ajis02-1667	413	6	,	,	PUNCT
ajis02-1667	413	7	3799–3821	3799–3821	NUM
ajis02-1667	413	8	.	.	PUNCT
ajis02-1667	414	1	https://doi	https://doi	PROPN
ajis02-1667	414	2	.org/10.1016	.org/10.1016	PROPN
ajis02-1667	414	3	/	/	SYM
ajis02-1667	414	4	j	j	PROPN
ajis02-1667	414	5	.	.	PUNCT
ajis02-1667	414	6	ins.2007.03.025	ins.2007.03.025	PROPN
ajis02-1667	414	7	singh	singh	PROPN
ajis02-1667	414	8	,	,	PUNCT
ajis02-1667	414	9	k.	k.	PROPN
ajis02-1667	414	10	,	,	PUNCT
ajis02-1667	414	11	guntuku	guntuku	PROPN
ajis02-1667	414	12	,	,	PUNCT
ajis02-1667	414	13	s.	s.	PROPN
ajis02-1667	414	14	c.	c.	PROPN
ajis02-1667	414	15	,	,	PUNCT
ajis02-1667	414	16	thakur	thakur	PROPN
ajis02-1667	414	17	,	,	PUNCT
ajis02-1667	414	18	a.	a.	NOUN
ajis02-1667	414	19	,	,	PUNCT
ajis02-1667	414	20	&	&	CCONJ
ajis02-1667	414	21	hota	hota	PROPN
ajis02-1667	414	22	,	,	PUNCT
ajis02-1667	414	23	c.	c.	PROPN
ajis02-1667	414	24	(	(	PUNCT
ajis02-1667	414	25	2014	2014	NUM
ajis02-1667	414	26	)	)	PUNCT
ajis02-1667	414	27	.	.	PUNCT
ajis02-1667	415	1	big	big	ADJ
ajis02-1667	415	2	data	data	PROPN
ajis02-1667	415	3	analytics	analytic	NOUN
ajis02-1667	415	4	framework	framework	NOUN
ajis02-1667	415	5	for	for	ADP
ajis02-1667	415	6	peer	peer	NOUN
ajis02-1667	415	7	-	-	PUNCT
ajis02-1667	415	8	to	to	ADP
ajis02-1667	415	9	-	-	PUNCT
ajis02-1667	415	10	peer	peer	NOUN
ajis02-1667	415	11	botnet	botnet	NOUN
ajis02-1667	415	12	detection	detection	NOUN
ajis02-1667	415	13	using	use	VERB
ajis02-1667	415	14	random	random	ADJ
ajis02-1667	415	15	forests	forest	NOUN
ajis02-1667	415	16	.	.	PUNCT
ajis02-1667	416	1	information	information	NOUN
ajis02-1667	416	2	sciences	sciences	PROPN
ajis02-1667	416	3	,	,	PUNCT
ajis02-1667	416	4	278	278	NUM
ajis02-1667	416	5	,	,	PUNCT
ajis02-1667	416	6	488–497	488–497	NUM
ajis02-1667	416	7	.	.	PUNCT
ajis02-1667	417	1	https://doi.org/10.1016/j.ins.2014.03.066	https://doi.org/10.1016/j.ins.2014.03.066	PROPN
ajis02-1667	417	2	sisodia	sisodia	PROPN
ajis02-1667	417	3	,	,	PUNCT
ajis02-1667	417	4	d.	d.	PROPN
ajis02-1667	417	5	,	,	PUNCT
ajis02-1667	417	6	singh	singh	PROPN
ajis02-1667	417	7	,	,	PUNCT
ajis02-1667	417	8	l.	l.	PROPN
ajis02-1667	417	9	,	,	PUNCT
ajis02-1667	417	10	sisodia	sisodia	PROPN
ajis02-1667	417	11	,	,	PUNCT
ajis02-1667	417	12	s.	s.	PROPN
ajis02-1667	417	13	,	,	PUNCT
ajis02-1667	417	14	&	&	CCONJ
ajis02-1667	417	15	saxena	saxena	PROPN
ajis02-1667	417	16	,	,	PUNCT
ajis02-1667	417	17	k.	k.	PROPN
ajis02-1667	417	18	(	(	PUNCT
ajis02-1667	417	19	2012	2012	NUM
ajis02-1667	417	20	)	)	PUNCT
ajis02-1667	417	21	.	.	PUNCT
ajis02-1667	418	1	clustering	cluster	VERB
ajis02-1667	418	2	techniques	technique	NOUN
ajis02-1667	418	3	:	:	PUNCT
ajis02-1667	418	4	a	a	DET
ajis02-1667	418	5	brief	brief	ADJ
ajis02-1667	418	6	survey	survey	NOUN
ajis02-1667	418	7	of	of	ADP
ajis02-1667	418	8	different	different	ADJ
ajis02-1667	418	9	clustering	clustering	ADJ
ajis02-1667	418	10	algorithms	algorithm	NOUN
ajis02-1667	418	11	.	.	PUNCT
ajis02-1667	419	1	international	international	ADJ
ajis02-1667	419	2	journal	journal	NOUN
ajis02-1667	419	3	of	of	ADP
ajis02-1667	419	4	latest	late	ADJ
ajis02-1667	419	5	trends	trend	NOUN
ajis02-1667	419	6	in	in	ADP
ajis02-1667	419	7	engineering	engineering	NOUN
ajis02-1667	419	8	and	and	CCONJ
ajis02-1667	419	9	technology	technology	NOUN
ajis02-1667	419	10	(	(	PUNCT
ajis02-1667	419	11	ijltet	ijltet	NOUN
ajis02-1667	419	12	)	)	PUNCT
ajis02-1667	419	13	,	,	PUNCT
ajis02-1667	419	14	1(3	1(3	NUM
ajis02-1667	419	15	)	)	PUNCT
ajis02-1667	419	16	,	,	PUNCT
ajis02-1667	419	17	82–87	82–87	NUM
ajis02-1667	419	18	.	.	PUNCT
ajis02-1667	420	1	sivatha	sivatha	PROPN
ajis02-1667	420	2	sindhu	sindhu	PROPN
ajis02-1667	420	3	,	,	PUNCT
ajis02-1667	420	4	s.	s.	PROPN
ajis02-1667	420	5	s.	s.	PROPN
ajis02-1667	420	6	,	,	PUNCT
ajis02-1667	420	7	geetha	geetha	PROPN
ajis02-1667	420	8	,	,	PUNCT
ajis02-1667	420	9	s.	s.	PROPN
ajis02-1667	420	10	,	,	PUNCT
ajis02-1667	420	11	&	&	CCONJ
ajis02-1667	420	12	kannan	kannan	PROPN
ajis02-1667	420	13	,	,	PUNCT
ajis02-1667	420	14	a.	a.	NOUN
ajis02-1667	420	15	(	(	PUNCT
ajis02-1667	420	16	2012	2012	NUM
ajis02-1667	420	17	)	)	PUNCT
ajis02-1667	420	18	.	.	PUNCT
ajis02-1667	421	1	decision	decision	NOUN
ajis02-1667	421	2	tree	tree	NOUN
ajis02-1667	421	3	based	base	VERB
ajis02-1667	421	4	light	light	ADJ
ajis02-1667	421	5	weight	weight	NOUN
ajis02-1667	421	6	intrusion	intrusion	NOUN
ajis02-1667	421	7	detection	detection	NOUN
ajis02-1667	421	8	using	use	VERB
ajis02-1667	421	9	a	a	DET
ajis02-1667	421	10	wrapper	wrapper	NOUN
ajis02-1667	421	11	approach	approach	NOUN
ajis02-1667	421	12	.	.	PUNCT
ajis02-1667	422	1	expert	expert	NOUN
ajis02-1667	422	2	systems	system	NOUN
ajis02-1667	422	3	with	with	ADP
ajis02-1667	422	4	applications	application	NOUN
ajis02-1667	422	5	,	,	PUNCT
ajis02-1667	422	6	39(1	39(1	NUM
ajis02-1667	422	7	)	)	PUNCT
ajis02-1667	422	8	,	,	PUNCT
ajis02-1667	422	9	129–141	129–141	NUM
ajis02-1667	422	10	.	.	PUNCT
ajis02-1667	423	1	https://doi.org/10.1016/j.eswa.2011.06.013	https://doi.org/10.1016/j.eswa.2011.06.013	PROPN
ajis02-1667	423	2	stopel	stopel	NOUN
ajis02-1667	423	3	,	,	PUNCT
ajis02-1667	423	4	d.	d.	PROPN
ajis02-1667	423	5	,	,	PUNCT
ajis02-1667	423	6	moskovitch	moskovitch	PROPN
ajis02-1667	423	7	,	,	PUNCT
ajis02-1667	423	8	r.	r.	PROPN
ajis02-1667	423	9	,	,	PUNCT
ajis02-1667	423	10	boger	boger	PROPN
ajis02-1667	423	11	,	,	PUNCT
ajis02-1667	423	12	z.	z.	PROPN
ajis02-1667	423	13	,	,	PUNCT
ajis02-1667	423	14	shahar	shahar	PROPN
ajis02-1667	423	15	,	,	PUNCT
ajis02-1667	423	16	y.	y.	PROPN
ajis02-1667	423	17	,	,	PUNCT
ajis02-1667	423	18	&	&	CCONJ
ajis02-1667	423	19	elovici	elovici	PROPN
ajis02-1667	423	20	,	,	PUNCT
ajis02-1667	423	21	y.	y.	PROPN
ajis02-1667	423	22	(	(	PUNCT
ajis02-1667	423	23	2009	2009	NUM
ajis02-1667	423	24	)	)	PUNCT
ajis02-1667	423	25	.	.	PUNCT
ajis02-1667	424	1	using	use	VERB
ajis02-1667	424	2	artificial	artificial	ADJ
ajis02-1667	424	3	neural	neural	ADJ
ajis02-1667	424	4	networks	network	NOUN
ajis02-1667	424	5	to	to	PART
ajis02-1667	424	6	detect	detect	VERB
ajis02-1667	424	7	unknown	unknown	ADJ
ajis02-1667	424	8	computer	computer	NOUN
ajis02-1667	424	9	worms	worm	NOUN
ajis02-1667	424	10	.	.	PUNCT
ajis02-1667	425	1	neural	neural	ADJ
ajis02-1667	425	2	computing	computing	NOUN
ajis02-1667	425	3	and	and	CCONJ
ajis02-1667	425	4	applications	application	NOUN
ajis02-1667	425	5	,	,	PUNCT
ajis02-1667	425	6	18(7	18(7	NUM
ajis02-1667	425	7	)	)	PUNCT
ajis02-1667	425	8	,	,	PUNCT
ajis02-1667	425	9	663–674	663–674	NUM
ajis02-1667	425	10	.	.	PUNCT
ajis02-1667	426	1	https://doi.org/10.1007/s00521-009-0238-2	https://doi.org/10.1007/s00521-009-0238-2	NOUN
ajis02-1667	426	2	australasian	australasian	ADJ
ajis02-1667	426	3	journal	journal	NOUN
ajis02-1667	426	4	of	of	ADP
ajis02-1667	426	5	information	information	NOUN
ajis02-1667	426	6	systems	system	NOUN
ajis02-1667	426	7	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	426	8	,	,	PUNCT
ajis02-1667	426	9	sen	sen	PROPN
ajis02-1667	426	10	&	&	CCONJ
ajis02-1667	426	11	gupta	gupta	PROPN
ajis02-1667	426	12	2018	2018	NUM
ajis02-1667	426	13	,	,	PUNCT
ajis02-1667	426	14	vol	vol	NOUN
ajis02-1667	426	15	22	22	NUM
ajis02-1667	426	16	,	,	PUNCT
ajis02-1667	426	17	research	research	NOUN
ajis02-1667	426	18	article	article	NOUN
ajis02-1667	426	19	meta	meta	NOUN
ajis02-1667	426	20	-	-	PUNCT
ajis02-1667	426	21	analysis	analysis	NOUN
ajis02-1667	426	22	of	of	ADP
ajis02-1667	426	23	machine	machine	NOUN
ajis02-1667	426	24	learning	learn	VERB
ajis02-1667	426	25	techniques	technique	NOUN
ajis02-1667	426	26	21	21	NUM
ajis02-1667	426	27	subbulakshmi	subbulakshmi	NOUN
ajis02-1667	426	28	,	,	PUNCT
ajis02-1667	426	29	t.	t.	NOUN
ajis02-1667	426	30	,	,	PUNCT
ajis02-1667	426	31	mercy	mercy	NOUN
ajis02-1667	426	32	shalinie	shalinie	NOUN
ajis02-1667	426	33	,	,	PUNCT
ajis02-1667	426	34	s.	s.	PROPN
ajis02-1667	426	35	,	,	PUNCT
ajis02-1667	426	36	suneel	suneel	PROPN
ajis02-1667	426	37	reddy	reddy	PROPN
ajis02-1667	426	38	,	,	PUNCT
ajis02-1667	426	39	c.	c.	PROPN
ajis02-1667	426	40	,	,	PUNCT
ajis02-1667	426	41	&	&	CCONJ
ajis02-1667	426	42	ramamoorthi	ramamoorthi	PROPN
ajis02-1667	426	43	,	,	PUNCT
ajis02-1667	426	44	a.	a.	NOUN
ajis02-1667	426	45	(	(	PUNCT
ajis02-1667	426	46	2010	2010	NUM
ajis02-1667	426	47	)	)	PUNCT
ajis02-1667	426	48	.	.	PUNCT
ajis02-1667	427	1	detection	detection	NOUN
ajis02-1667	427	2	and	and	CCONJ
ajis02-1667	427	3	classification	classification	NOUN
ajis02-1667	427	4	of	of	ADP
ajis02-1667	427	5	ddos	ddos	NOUN
ajis02-1667	427	6	attacks	attack	NOUN
ajis02-1667	427	7	using	use	VERB
ajis02-1667	427	8	fuzzy	fuzzy	ADJ
ajis02-1667	427	9	inference	inference	NOUN
ajis02-1667	427	10	system	system	NOUN
ajis02-1667	427	11	.	.	PUNCT
ajis02-1667	428	1	in	in	ADP
ajis02-1667	428	2	communications	communication	NOUN
ajis02-1667	428	3	in	in	ADP
ajis02-1667	428	4	computer	computer	NOUN
ajis02-1667	428	5	and	and	CCONJ
ajis02-1667	428	6	information	information	NOUN
ajis02-1667	428	7	science	science	NOUN
ajis02-1667	428	8	(	(	PUNCT
ajis02-1667	428	9	vol	vol	NOUN
ajis02-1667	428	10	.	.	PROPN
ajis02-1667	428	11	89	89	NUM
ajis02-1667	428	12	ccis	ccis	NOUN
ajis02-1667	428	13	,	,	PUNCT
ajis02-1667	428	14	pp	pp	ADP
ajis02-1667	428	15	.	.	PUNCT
ajis02-1667	429	1	242–252	242–252	NUM
ajis02-1667	429	2	)	)	PUNCT
ajis02-1667	429	3	.	.	PUNCT
ajis02-1667	430	1	https://doi.org/10.1007/9783-642-14478-3_25	https://doi.org/10.1007/9783-642-14478-3_25	PROPN
ajis02-1667	431	1	tajbakhsh	tajbakhsh	PROPN
ajis02-1667	431	2	,	,	PUNCT
ajis02-1667	431	3	a.	a.	NOUN
ajis02-1667	431	4	,	,	PUNCT
ajis02-1667	431	5	rahmati	rahmati	NOUN
ajis02-1667	431	6	,	,	PUNCT
ajis02-1667	431	7	m.	m.	NOUN
ajis02-1667	431	8	,	,	PUNCT
ajis02-1667	431	9	&	&	CCONJ
ajis02-1667	431	10	mirzaei	mirzaei	PROPN
ajis02-1667	431	11	,	,	PUNCT
ajis02-1667	431	12	a.	a.	NOUN
ajis02-1667	431	13	(	(	PUNCT
ajis02-1667	431	14	2009	2009	NUM
ajis02-1667	431	15	)	)	PUNCT
ajis02-1667	431	16	.	.	PUNCT
ajis02-1667	432	1	intrusion	intrusion	NOUN
ajis02-1667	432	2	detection	detection	NOUN
ajis02-1667	432	3	using	use	VERB
ajis02-1667	432	4	fuzzy	fuzzy	ADJ
ajis02-1667	432	5	association	association	NOUN
ajis02-1667	432	6	rules	rule	NOUN
ajis02-1667	432	7	.	.	PUNCT
ajis02-1667	433	1	applied	apply	VERB
ajis02-1667	433	2	soft	soft	ADJ
ajis02-1667	433	3	computing	computing	NOUN
ajis02-1667	433	4	,	,	PUNCT
ajis02-1667	433	5	9(2	9(2	NUM
ajis02-1667	433	6	)	)	PUNCT
ajis02-1667	433	7	,	,	PUNCT
ajis02-1667	433	8	462–469	462–469	NUM
ajis02-1667	433	9	.	.	PUNCT
ajis02-1667	434	1	https://doi.org/10.1016/j.asoc.2008.06.001	https://doi.org/10.1016/j.asoc.2008.06.001	PROPN
ajis02-1667	434	2	toosi	toosi	PROPN
ajis02-1667	434	3	,	,	PUNCT
ajis02-1667	434	4	a.	a.	NOUN
ajis02-1667	434	5	n.	n.	PROPN
ajis02-1667	434	6	,	,	PUNCT
ajis02-1667	434	7	&	&	CCONJ
ajis02-1667	434	8	kahani	kahani	PROPN
ajis02-1667	434	9	,	,	PUNCT
ajis02-1667	434	10	m.	m.	NOUN
ajis02-1667	434	11	(	(	PUNCT
ajis02-1667	434	12	2007	2007	NUM
ajis02-1667	434	13	)	)	PUNCT
ajis02-1667	434	14	.	.	PUNCT
ajis02-1667	435	1	a	a	DET
ajis02-1667	435	2	new	new	ADJ
ajis02-1667	435	3	approach	approach	NOUN
ajis02-1667	435	4	to	to	ADP
ajis02-1667	435	5	intrusion	intrusion	NOUN
ajis02-1667	435	6	detection	detection	NOUN
ajis02-1667	435	7	based	base	VERB
ajis02-1667	435	8	on	on	ADP
ajis02-1667	435	9	an	an	DET
ajis02-1667	435	10	evolutionary	evolutionary	ADJ
ajis02-1667	435	11	soft	soft	ADJ
ajis02-1667	435	12	computing	computing	NOUN
ajis02-1667	435	13	model	model	NOUN
ajis02-1667	435	14	using	use	VERB
ajis02-1667	435	15	neuro	neuro	NOUN
ajis02-1667	435	16	-	-	PUNCT
ajis02-1667	435	17	fuzzy	fuzzy	ADJ
ajis02-1667	435	18	classifiers	classifier	NOUN
ajis02-1667	435	19	.	.	PUNCT
ajis02-1667	436	1	computer	computer	NOUN
ajis02-1667	436	2	communications	communication	NOUN
ajis02-1667	436	3	,	,	PUNCT
ajis02-1667	436	4	30(10	30(10	NUM
ajis02-1667	436	5	)	)	PUNCT
ajis02-1667	436	6	,	,	PUNCT
ajis02-1667	436	7	2201–2212	2201–2212	NUM
ajis02-1667	436	8	.	.	PUNCT
ajis02-1667	437	1	https://doi.org/10.1016/j.comcom.2007.05.002	https://doi.org/10.1016/j.comcom.2007.05.002	PROPN
ajis02-1667	437	2	tsang	tsang	PROPN
ajis02-1667	437	3	,	,	PUNCT
ajis02-1667	437	4	c.	c.	PROPN
ajis02-1667	437	5	h.	h.	PROPN
ajis02-1667	437	6	,	,	PUNCT
ajis02-1667	437	7	kwong	kwong	PROPN
ajis02-1667	437	8	,	,	PUNCT
ajis02-1667	437	9	s.	s.	PROPN
ajis02-1667	437	10	,	,	PUNCT
ajis02-1667	437	11	&	&	CCONJ
ajis02-1667	437	12	wang	wang	PROPN
ajis02-1667	437	13	,	,	PUNCT
ajis02-1667	437	14	h.	h.	PROPN
ajis02-1667	437	15	(	(	PUNCT
ajis02-1667	437	16	2007	2007	NUM
ajis02-1667	437	17	)	)	PUNCT
ajis02-1667	437	18	.	.	PUNCT
ajis02-1667	438	1	genetic	genetic	ADJ
ajis02-1667	438	2	-	-	PUNCT
ajis02-1667	438	3	fuzzy	fuzzy	ADJ
ajis02-1667	438	4	rule	rule	NOUN
ajis02-1667	438	5	mining	mining	NOUN
ajis02-1667	438	6	approach	approach	NOUN
ajis02-1667	438	7	and	and	CCONJ
ajis02-1667	438	8	evaluation	evaluation	NOUN
ajis02-1667	438	9	of	of	ADP
ajis02-1667	438	10	feature	feature	NOUN
ajis02-1667	438	11	selection	selection	NOUN
ajis02-1667	438	12	techniques	technique	NOUN
ajis02-1667	438	13	for	for	ADP
ajis02-1667	438	14	anomaly	anomaly	NOUN
ajis02-1667	438	15	intrusion	intrusion	NOUN
ajis02-1667	438	16	detection	detection	NOUN
ajis02-1667	438	17	.	.	PUNCT
ajis02-1667	439	1	pattern	pattern	NOUN
ajis02-1667	439	2	recognition	recognition	NOUN
ajis02-1667	439	3	,	,	PUNCT
ajis02-1667	439	4	40(9	40(9	NUM
ajis02-1667	439	5	)	)	PUNCT
ajis02-1667	439	6	,	,	PUNCT
ajis02-1667	439	7	2373–2391	2373–2391	NUM
ajis02-1667	439	8	.	.	PUNCT
ajis02-1667	440	1	https://doi.org/10.1016/j.patcog.2006.12.009	https://doi.org/10.1016/j.patcog.2006.12.009	PROPN
ajis02-1667	440	2	wang	wang	PROPN
ajis02-1667	440	3	,	,	PUNCT
ajis02-1667	440	4	g.	g.	PROPN
ajis02-1667	440	5	,	,	PUNCT
ajis02-1667	440	6	hao	hao	PROPN
ajis02-1667	440	7	,	,	PUNCT
ajis02-1667	440	8	j.	j.	PROPN
ajis02-1667	440	9	,	,	PUNCT
ajis02-1667	440	10	ma	ma	PROPN
ajis02-1667	440	11	,	,	PUNCT
ajis02-1667	440	12	j.	j.	PROPN
ajis02-1667	440	13	,	,	PUNCT
ajis02-1667	440	14	&	&	CCONJ
ajis02-1667	440	15	huang	huang	PROPN
ajis02-1667	440	16	,	,	PUNCT
ajis02-1667	440	17	l.	l.	PROPN
ajis02-1667	440	18	(	(	PUNCT
ajis02-1667	440	19	2010	2010	NUM
ajis02-1667	440	20	)	)	PUNCT
ajis02-1667	440	21	.	.	PUNCT
ajis02-1667	441	1	a	a	DET
ajis02-1667	441	2	new	new	ADJ
ajis02-1667	441	3	approach	approach	NOUN
ajis02-1667	441	4	to	to	ADP
ajis02-1667	441	5	intrusion	intrusion	NOUN
ajis02-1667	441	6	detection	detection	NOUN
ajis02-1667	441	7	using	use	VERB
ajis02-1667	441	8	artificial	artificial	ADJ
ajis02-1667	441	9	neural	neural	ADJ
ajis02-1667	441	10	networks	network	NOUN
ajis02-1667	441	11	and	and	CCONJ
ajis02-1667	441	12	fuzzy	fuzzy	ADJ
ajis02-1667	441	13	clustering	clustering	NOUN
ajis02-1667	441	14	.	.	PUNCT
ajis02-1667	442	1	expert	expert	NOUN
ajis02-1667	442	2	systems	system	NOUN
ajis02-1667	442	3	with	with	ADP
ajis02-1667	442	4	applications	application	NOUN
ajis02-1667	442	5	,	,	PUNCT
ajis02-1667	442	6	37(9	37(9	NUM
ajis02-1667	442	7	)	)	PUNCT
ajis02-1667	442	8	,	,	PUNCT
ajis02-1667	442	9	6225–6232	6225–6232	X
ajis02-1667	442	10	.	.	PUNCT
ajis02-1667	443	1	https://doi.org/10.1016/j.eswa.2010.02.102	https://doi.org/10.1016/j.eswa.2010.02.102	PROPN
ajis02-1667	443	2	wu	wu	PROPN
ajis02-1667	443	3	,	,	PUNCT
ajis02-1667	443	4	s.	s.	PROPN
ajis02-1667	443	5	x.	x.	PROPN
ajis02-1667	443	6	,	,	PUNCT
ajis02-1667	443	7	&	&	CCONJ
ajis02-1667	443	8	banzhaf	banzhaf	PROPN
ajis02-1667	443	9	,	,	PUNCT
ajis02-1667	443	10	w.	w.	PROPN
ajis02-1667	443	11	(	(	PUNCT
ajis02-1667	443	12	2010	2010	NUM
ajis02-1667	443	13	)	)	PUNCT
ajis02-1667	443	14	.	.	PUNCT
ajis02-1667	444	1	the	the	DET
ajis02-1667	444	2	use	use	NOUN
ajis02-1667	444	3	of	of	ADP
ajis02-1667	444	4	computational	computational	ADJ
ajis02-1667	444	5	intelligence	intelligence	NOUN
ajis02-1667	444	6	in	in	ADP
ajis02-1667	444	7	intrusion	intrusion	NOUN
ajis02-1667	444	8	detection	detection	NOUN
ajis02-1667	444	9	systems	system	NOUN
ajis02-1667	444	10	:	:	PUNCT
ajis02-1667	444	11	a	a	DET
ajis02-1667	444	12	review	review	NOUN
ajis02-1667	444	13	.	.	PUNCT
ajis02-1667	444	14	applied	apply	VERB
ajis02-1667	444	15	soft	soft	ADJ
ajis02-1667	444	16	computing	computing	NOUN
ajis02-1667	444	17	journal	journal	NOUN
ajis02-1667	444	18	,	,	PUNCT
ajis02-1667	444	19	10	10	NUM
ajis02-1667	444	20	,	,	PUNCT
ajis02-1667	444	21	1–35	1–35	NUM
ajis02-1667	444	22	.	.	PUNCT
ajis02-1667	445	1	https://doi	https://doi	PROPN
ajis02-1667	445	2	.org/10.1016	.org/10.1016	PROPN
ajis02-1667	445	3	/	/	SYM
ajis02-1667	445	4	j	j	PROPN
ajis02-1667	445	5	.asoc	.asoc	PUNCT
ajis02-1667	445	6	.2009.06.019	.2009.06.019	PUNCT
ajis02-1667	446	1	yin	yin	PROPN
ajis02-1667	446	2	,	,	PUNCT
ajis02-1667	446	3	c.	c.	PROPN
ajis02-1667	446	4	,	,	PUNCT
ajis02-1667	446	5	tian	tian	PROPN
ajis02-1667	446	6	,	,	PUNCT
ajis02-1667	446	7	s.	s.	PROPN
ajis02-1667	446	8	,	,	PUNCT
ajis02-1667	446	9	huang	huang	PROPN
ajis02-1667	446	10	,	,	PUNCT
ajis02-1667	446	11	h.	h.	PROPN
ajis02-1667	446	12	,	,	PUNCT
ajis02-1667	446	13	&	&	CCONJ
ajis02-1667	446	14	he	he	PRON
ajis02-1667	446	15	,	,	PUNCT
ajis02-1667	446	16	j.	j.	PROPN
ajis02-1667	446	17	(	(	PUNCT
ajis02-1667	446	18	2005	2005	NUM
ajis02-1667	446	19	)	)	PUNCT
ajis02-1667	446	20	.	.	PUNCT
ajis02-1667	447	1	applying	apply	VERB
ajis02-1667	447	2	genetic	genetic	ADJ
ajis02-1667	447	3	programming	programming	NOUN
ajis02-1667	447	4	to	to	PART
ajis02-1667	447	5	evolve	evolve	VERB
ajis02-1667	447	6	learned	learn	VERB
ajis02-1667	447	7	rules	rule	NOUN
ajis02-1667	447	8	for	for	ADP
ajis02-1667	447	9	network	network	NOUN
ajis02-1667	447	10	anomaly	anomaly	NOUN
ajis02-1667	447	11	detection	detection	NOUN
ajis02-1667	447	12	.	.	PUNCT
ajis02-1667	448	1	advances	advance	NOUN
ajis02-1667	448	2	in	in	ADP
ajis02-1667	448	3	natural	natural	ADJ
ajis02-1667	448	4	computation	computation	NOUN
ajis02-1667	448	5	,	,	PUNCT
ajis02-1667	448	6	first	first	ADJ
ajis02-1667	448	7	international	international	ADJ
ajis02-1667	448	8	conference	conference	NOUN
ajis02-1667	448	9	,	,	PUNCT
ajis02-1667	448	10	icnc	icnc	ADJ
ajis02-1667	448	11	2005	2005	NUM
ajis02-1667	448	12	,	,	PUNCT
ajis02-1667	448	13	proceedings	proceeding	NOUN
ajis02-1667	448	14	,	,	PUNCT
ajis02-1667	448	15	part	part	NOUN
ajis02-1667	448	16	iii	iii	NOUN
ajis02-1667	448	17	,	,	PUNCT
ajis02-1667	448	18	3612	3612	NUM
ajis02-1667	448	19	,	,	PUNCT
ajis02-1667	448	20	323–331	323–331	NUM
ajis02-1667	448	21	.	.	PUNCT
ajis02-1667	449	1	https://doi.org/doi:10.1007/11539902_38	https://doi.org/doi:10.1007/11539902_38	PROPN
ajis02-1667	449	2	zanero	zanero	NOUN
ajis02-1667	449	3	,	,	PUNCT
ajis02-1667	449	4	s.	s.	PROPN
ajis02-1667	449	5	(	(	PUNCT
ajis02-1667	449	6	2005	2005	NUM
ajis02-1667	449	7	)	)	PUNCT
ajis02-1667	449	8	.	.	PUNCT
ajis02-1667	450	1	analyzing	analyze	VERB
ajis02-1667	450	2	tcp	tcp	VERB
ajis02-1667	450	3	traffic	traffic	NOUN
ajis02-1667	450	4	patterns	pattern	NOUN
ajis02-1667	450	5	using	use	VERB
ajis02-1667	450	6	self	self	NOUN
ajis02-1667	450	7	organizing	organize	VERB
ajis02-1667	450	8	maps	map	NOUN
ajis02-1667	450	9	.	.	PUNCT
ajis02-1667	451	1	image	image	NOUN
ajis02-1667	451	2	analysis	analysis	NOUN
ajis02-1667	451	3	and	and	CCONJ
ajis02-1667	451	4	processing	processing	NOUN
ajis02-1667	451	5	iciap	iciap	PROPN
ajis02-1667	451	6	2005	2005	NUM
ajis02-1667	451	7	,	,	PUNCT
ajis02-1667	451	8	proceedings	proceeding	NOUN
ajis02-1667	451	9	,	,	PUNCT
ajis02-1667	451	10	3617	3617	NUM
ajis02-1667	451	11	,	,	PUNCT
ajis02-1667	451	12	83–90	83–90	NUM
ajis02-1667	451	13	.	.	PUNCT
ajis02-1667	452	1	https://doi.org/10.1007/11553595_10	https://doi.org/10.1007/11553595_10	PROPN
ajis02-1667	452	2	zhang	zhang	PROPN
ajis02-1667	452	3	,	,	PUNCT
ajis02-1667	452	4	c.	c.	PROPN
ajis02-1667	452	5	,	,	PUNCT
ajis02-1667	452	6	jiang	jiang	PROPN
ajis02-1667	452	7	,	,	PUNCT
ajis02-1667	452	8	j.	j.	PROPN
ajis02-1667	452	9	,	,	PUNCT
ajis02-1667	452	10	&	&	CCONJ
ajis02-1667	452	11	kamel	kamel	PROPN
ajis02-1667	452	12	,	,	PUNCT
ajis02-1667	452	13	m.	m.	NOUN
ajis02-1667	452	14	(	(	PUNCT
ajis02-1667	452	15	2005	2005	NUM
ajis02-1667	452	16	)	)	PUNCT
ajis02-1667	452	17	.	.	PUNCT
ajis02-1667	453	1	intrusion	intrusion	NOUN
ajis02-1667	453	2	detection	detection	NOUN
ajis02-1667	453	3	using	use	VERB
ajis02-1667	453	4	hierarchical	hierarchical	ADJ
ajis02-1667	453	5	neural	neural	ADJ
ajis02-1667	453	6	networks	network	NOUN
ajis02-1667	453	7	.	.	PUNCT
ajis02-1667	454	1	pattern	pattern	NOUN
ajis02-1667	454	2	recognition	recognition	NOUN
ajis02-1667	454	3	letters	letter	NOUN
ajis02-1667	454	4	,	,	PUNCT
ajis02-1667	454	5	26(6	26(6	NUM
ajis02-1667	454	6	)	)	PUNCT
ajis02-1667	454	7	,	,	PUNCT
ajis02-1667	454	8	779–791	779–791	NUM
ajis02-1667	454	9	.	.	PUNCT
ajis02-1667	455	1	https://doi.org/10.1016/j.patrec.2004.09.045	https://doi.org/10.1016/j.patrec.2004.09.045	PROPN
ajis02-1667	455	2	zhang	zhang	PROPN
ajis02-1667	455	3	,	,	PUNCT
ajis02-1667	455	4	j	j	PROPN
ajis02-1667	455	5	.-r	.-r	PROPN
ajis02-1667	455	6	.	.	PROPN
ajis02-1667	455	7	,	,	PUNCT
ajis02-1667	455	8	zhang	zhang	PROPN
ajis02-1667	455	9	,	,	PUNCT
ajis02-1667	455	10	j	j	PROPN
ajis02-1667	455	11	.	.	PUNCT
ajis02-1667	455	12	,	,	PUNCT
ajis02-1667	455	13	lok	lok	PROPN
ajis02-1667	455	14	,	,	PUNCT
ajis02-1667	455	15	t.-m	t.-m	NOUN
ajis02-1667	455	16	.	.	PUNCT
ajis02-1667	455	17	,	,	PUNCT
ajis02-1667	455	18	&	&	CCONJ
ajis02-1667	455	19	lyu	lyu	PROPN
ajis02-1667	455	20	,	,	PUNCT
ajis02-1667	455	21	m.	m.	PROPN
ajis02-1667	455	22	r.	r.	PROPN
ajis02-1667	455	23	(	(	PUNCT
ajis02-1667	455	24	2007	2007	NUM
ajis02-1667	455	25	)	)	PUNCT
ajis02-1667	455	26	.	.	PUNCT
ajis02-1667	456	1	a	a	DET
ajis02-1667	456	2	hybrid	hybrid	ADJ
ajis02-1667	456	3	particle	particle	NOUN
ajis02-1667	456	4	swarm	swarm	NOUN
ajis02-1667	456	5	optimization	optimization	NOUN
ajis02-1667	456	6	–	–	PUNCT
ajis02-1667	456	7	back	back	ADJ
ajis02-1667	456	8	-	-	PUNCT
ajis02-1667	456	9	propagation	propagation	NOUN
ajis02-1667	456	10	algorithm	algorithm	NOUN
ajis02-1667	456	11	for	for	ADP
ajis02-1667	456	12	feedforward	feedforward	ADJ
ajis02-1667	456	13	neural	neural	ADJ
ajis02-1667	456	14	network	network	NOUN
ajis02-1667	456	15	training	training	NOUN
ajis02-1667	456	16	.	.	PUNCT
ajis02-1667	457	1	applied	apply	VERB
ajis02-1667	457	2	mathematics	mathematic	NOUN
ajis02-1667	457	3	and	and	CCONJ
ajis02-1667	457	4	computation	computation	NOUN
ajis02-1667	457	5	,	,	PUNCT
ajis02-1667	457	6	185(2	185(2	NUM
ajis02-1667	457	7	)	)	PUNCT
ajis02-1667	457	8	,	,	PUNCT
ajis02-1667	457	9	1026–1037	1026–1037	NUM
ajis02-1667	457	10	.	.	PUNCT
ajis02-1667	458	1	https://doi	https://doi	PROPN
ajis02-1667	458	2	.org/10.1016	.org/10.1016	PROPN
ajis02-1667	458	3	/	/	SYM
ajis02-1667	458	4	j	j	PROPN
ajis02-1667	458	5	.amc.2006.07.025	.amc.2006.07.025	PUNCT
ajis02-1667	458	6	australasian	australasian	ADJ
ajis02-1667	458	7	journal	journal	NOUN
ajis02-1667	458	8	of	of	ADP
ajis02-1667	458	9	information	information	NOUN
ajis02-1667	458	10	systems	system	NOUN
ajis02-1667	458	11	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	458	12	,	,	PUNCT
ajis02-1667	458	13	sen	sen	PROPN
ajis02-1667	458	14	&	&	CCONJ
ajis02-1667	458	15	gupta	gupta	PROPN
ajis02-1667	458	16	2018	2018	NUM
ajis02-1667	458	17	,	,	PUNCT
ajis02-1667	458	18	vol	vol	NOUN
ajis02-1667	458	19	22	22	NUM
ajis02-1667	458	20	,	,	PUNCT
ajis02-1667	458	21	research	research	NOUN
ajis02-1667	458	22	article	article	NOUN
ajis02-1667	458	23	meta	meta	NOUN
ajis02-1667	458	24	-	-	PUNCT
ajis02-1667	458	25	analysis	analysis	NOUN
ajis02-1667	458	26	of	of	ADP
ajis02-1667	458	27	machine	machine	NOUN
ajis02-1667	458	28	learning	learn	VERB
ajis02-1667	458	29	techniques	technique	NOUN
ajis02-1667	458	30	22	22	NUM
ajis02-1667	458	31	appendix	appendix	NOUN
ajis02-1667	458	32	refer	refer	VERB
ajis02-1667	458	33	ence	ence	NOUN
ajis02-1667	458	34	.	.	PUNCT
ajis02-1667	459	1	no	no	INTJ
ajis02-1667	459	2	.	.	PUNCT
ajis02-1667	460	1	reference	reference	NOUN
ajis02-1667	460	2	details	detail	NOUN
ajis02-1667	460	3	(	(	PUNCT
ajis02-1667	460	4	selected	select	VERB
ajis02-1667	460	5	sixty	sixty	NUM
ajis02-1667	460	6	articles	article	NOUN
ajis02-1667	460	7	studied	study	VERB
ajis02-1667	460	8	for	for	ADP
ajis02-1667	460	9	meta	meta	NOUN
ajis02-1667	460	10	-	-	PUNCT
ajis02-1667	460	11	analysis	analysis	NOUN
ajis02-1667	460	12	in	in	ADP
ajis02-1667	460	13	the	the	DET
ajis02-1667	460	14	research	research	NOUN
ajis02-1667	460	15	work	work	NOUN
ajis02-1667	460	16	)	)	PUNCT
ajis02-1667	460	17	1	1	NUM
ajis02-1667	460	18	abraham	abraham	PROPN
ajis02-1667	460	19	a.	a.	NOUN
ajis02-1667	460	20	(	(	PUNCT
ajis02-1667	460	21	2005	2005	NUM
ajis02-1667	460	22	)	)	PUNCT
ajis02-1667	460	23	.	.	PUNCT
ajis02-1667	461	1	evolutionary	evolutionary	ADJ
ajis02-1667	461	2	computation	computation	NOUN
ajis02-1667	461	3	in	in	ADP
ajis02-1667	461	4	intelligent	intelligent	ADJ
ajis02-1667	461	5	network	network	NOUN
ajis02-1667	461	6	management	management	NOUN
ajis02-1667	461	7	.	.	PUNCT
ajis02-1667	462	1	in	in	ADP
ajis02-1667	462	2	:	:	PUNCT
ajis02-1667	462	3	ghosh	ghosh	PROPN
ajis02-1667	462	4	a.	a.	PROPN
ajis02-1667	462	5	,	,	PUNCT
ajis02-1667	462	6	jain	jain	PROPN
ajis02-1667	462	7	l.c	l.c	PROPN
ajis02-1667	462	8	.	.	PROPN
ajis02-1667	462	9	(	(	PUNCT
ajis02-1667	462	10	eds	ed	NOUN
ajis02-1667	462	11	)	)	PUNCT
ajis02-1667	462	12	evolutionary	evolutionary	ADJ
ajis02-1667	462	13	computation	computation	NOUN
ajis02-1667	462	14	in	in	ADP
ajis02-1667	462	15	data	datum	NOUN
ajis02-1667	462	16	mining	mining	NOUN
ajis02-1667	462	17	.	.	PUNCT
ajis02-1667	463	1	studies	study	NOUN
ajis02-1667	463	2	in	in	ADP
ajis02-1667	463	3	fuzziness	fuzziness	NOUN
ajis02-1667	463	4	and	and	CCONJ
ajis02-1667	463	5	soft	soft	ADJ
ajis02-1667	463	6	computing	computing	NOUN
ajis02-1667	463	7	,	,	PUNCT
ajis02-1667	463	8	vol	vol	NOUN
ajis02-1667	463	9	163	163	NUM
ajis02-1667	463	10	.	.	PUNCT
ajis02-1667	463	11	springer	springer	NOUN
ajis02-1667	463	12	,	,	PUNCT
ajis02-1667	463	13	berlin	berlin	PROPN
ajis02-1667	463	14	,	,	PUNCT
ajis02-1667	463	15	heidelberg	heidelberg	PROPN
ajis02-1667	463	16	,	,	PUNCT
ajis02-1667	463	17	https://doi.org/10.1007/3-540-32358-9_9	https://doi.org/10.1007/3-540-32358-9_9	PROPN
ajis02-1667	463	18	2	2	NUM
ajis02-1667	463	19	aburomman	aburomman	NOUN
ajis02-1667	463	20	,	,	PUNCT
ajis02-1667	463	21	a.	a.	NOUN
ajis02-1667	463	22	a.	a.	PROPN
ajis02-1667	463	23	,	,	PUNCT
ajis02-1667	463	24	&	&	CCONJ
ajis02-1667	463	25	ibne	ibne	NOUN
ajis02-1667	463	26	reaz	reaz	NOUN
ajis02-1667	463	27	,	,	PUNCT
ajis02-1667	463	28	m.	m.	NOUN
ajis02-1667	463	29	bin	bin	PROPN
ajis02-1667	463	30	.	.	PUNCT
ajis02-1667	464	1	(	(	PUNCT
ajis02-1667	464	2	2016	2016	NUM
ajis02-1667	464	3	)	)	PUNCT
ajis02-1667	464	4	.	.	PUNCT
ajis02-1667	465	1	a	a	DET
ajis02-1667	465	2	novel	novel	ADJ
ajis02-1667	465	3	svm	svm	ADJ
ajis02-1667	465	4	-	-	PUNCT
ajis02-1667	465	5	knn	knn	ADJ
ajis02-1667	465	6	-	-	ADJ
ajis02-1667	465	7	pso	pso	ADJ
ajis02-1667	465	8	ensemble	ensemble	ADJ
ajis02-1667	465	9	method	method	NOUN
ajis02-1667	465	10	for	for	ADP
ajis02-1667	465	11	intrusion	intrusion	NOUN
ajis02-1667	465	12	detection	detection	NOUN
ajis02-1667	465	13	system	system	NOUN
ajis02-1667	465	14	.	.	PUNCT
ajis02-1667	466	1	applied	apply	VERB
ajis02-1667	466	2	soft	soft	ADJ
ajis02-1667	466	3	computing	computing	NOUN
ajis02-1667	466	4	journal	journal	NOUN
ajis02-1667	466	5	,	,	PUNCT
ajis02-1667	466	6	38	38	NUM
ajis02-1667	466	7	,	,	PUNCT
ajis02-1667	466	8	360–372	360–372	NUM
ajis02-1667	466	9	.	.	NOUN
ajis02-1667	467	1	https://doi.org/10.1016/j.asoc.2015.10.011	https://doi.org/10.1016/j.asoc.2015.10.011	NUM
ajis02-1667	467	2	3	3	NUM
ajis02-1667	467	3	ashfaq	ashfaq	NOUN
ajis02-1667	467	4	,	,	PUNCT
ajis02-1667	467	5	r.	r.	PROPN
ajis02-1667	467	6	a.	a.	PROPN
ajis02-1667	467	7	r.	r.	PROPN
ajis02-1667	467	8	,	,	PUNCT
ajis02-1667	467	9	wang	wang	PROPN
ajis02-1667	467	10	,	,	PUNCT
ajis02-1667	467	11	x.	x.	PROPN
ajis02-1667	467	12	z.	z.	PROPN
ajis02-1667	467	13	,	,	PUNCT
ajis02-1667	467	14	huang	huang	PROPN
ajis02-1667	467	15	,	,	PUNCT
ajis02-1667	467	16	j.	j.	PROPN
ajis02-1667	467	17	z.	z.	PROPN
ajis02-1667	467	18	,	,	PUNCT
ajis02-1667	467	19	abbas	abbas	PROPN
ajis02-1667	467	20	,	,	PUNCT
ajis02-1667	467	21	h.	h.	PROPN
ajis02-1667	467	22	,	,	PUNCT
ajis02-1667	467	23	&	&	CCONJ
ajis02-1667	467	24	he	he	PRON
ajis02-1667	467	25	,	,	PUNCT
ajis02-1667	467	26	y.	y.	PROPN
ajis02-1667	467	27	l.	l.	PROPN
ajis02-1667	467	28	(	(	PUNCT
ajis02-1667	467	29	2017	2017	NUM
ajis02-1667	467	30	)	)	PUNCT
ajis02-1667	467	31	.	.	PUNCT
ajis02-1667	468	1	fuzziness	fuzziness	NOUN
ajis02-1667	468	2	based	base	VERB
ajis02-1667	468	3	semi	semi	ADJ
ajis02-1667	468	4	-	-	ADJ
ajis02-1667	468	5	supervised	supervised	ADJ
ajis02-1667	468	6	learning	learning	NOUN
ajis02-1667	468	7	approach	approach	NOUN
ajis02-1667	468	8	for	for	ADP
ajis02-1667	468	9	intrusion	intrusion	NOUN
ajis02-1667	468	10	detection	detection	NOUN
ajis02-1667	468	11	system	system	NOUN
ajis02-1667	468	12	.	.	PUNCT
ajis02-1667	469	1	information	information	NOUN
ajis02-1667	469	2	sciences	sciences	PROPN
ajis02-1667	469	3	,	,	PUNCT
ajis02-1667	469	4	4	4	NUM
ajis02-1667	469	5	aslahi	aslahi	NOUN
ajis02-1667	469	6	-	-	PUNCT
ajis02-1667	469	7	shahri	shahri	PROPN
ajis02-1667	469	8	,	,	PUNCT
ajis02-1667	469	9	b.	b.	PROPN
ajis02-1667	469	10	m.	m.	PROPN
ajis02-1667	469	11	,	,	PUNCT
ajis02-1667	469	12	rahmani	rahmani	PROPN
ajis02-1667	469	13	,	,	PUNCT
ajis02-1667	469	14	r.	r.	PROPN
ajis02-1667	469	15	,	,	PUNCT
ajis02-1667	469	16	chizari	chizari	PROPN
ajis02-1667	469	17	,	,	PUNCT
ajis02-1667	469	18	m.	m.	NOUN
ajis02-1667	469	19	,	,	PUNCT
ajis02-1667	469	20	maralani	maralani	PROPN
ajis02-1667	469	21	,	,	PUNCT
ajis02-1667	469	22	a.	a.	NOUN
ajis02-1667	469	23	,	,	PUNCT
ajis02-1667	469	24	eslami	eslami	NOUN
ajis02-1667	469	25	,	,	PUNCT
ajis02-1667	469	26	m.	m.	NOUN
ajis02-1667	469	27	,	,	PUNCT
ajis02-1667	469	28	golkar	golkar	PROPN
ajis02-1667	469	29	,	,	PUNCT
ajis02-1667	469	30	m.	m.	PROPN
ajis02-1667	469	31	j.	j.	PROPN
ajis02-1667	469	32	,	,	PUNCT
ajis02-1667	469	33	&	&	CCONJ
ajis02-1667	469	34	ebrahimi	ebrahimi	PROPN
ajis02-1667	469	35	,	,	PUNCT
ajis02-1667	469	36	a.	a.	PROPN
ajis02-1667	469	37	(	(	PUNCT
ajis02-1667	469	38	2016	2016	NUM
ajis02-1667	469	39	)	)	PUNCT
ajis02-1667	469	40	.	.	PUNCT
ajis02-1667	470	1	a	a	DET
ajis02-1667	470	2	hybrid	hybrid	ADJ
ajis02-1667	470	3	method	method	NOUN
ajis02-1667	470	4	consisting	consist	VERB
ajis02-1667	470	5	of	of	ADP
ajis02-1667	470	6	ga	ga	NOUN
ajis02-1667	470	7	and	and	CCONJ
ajis02-1667	470	8	svm	svm	PROPN
ajis02-1667	470	9	for	for	ADP
ajis02-1667	470	10	intrusion	intrusion	NOUN
ajis02-1667	470	11	detection	detection	NOUN
ajis02-1667	470	12	system	system	NOUN
ajis02-1667	470	13	.	.	PUNCT
ajis02-1667	471	1	neural	neural	ADJ
ajis02-1667	471	2	computing	computing	NOUN
ajis02-1667	471	3	and	and	CCONJ
ajis02-1667	471	4	applications	application	NOUN
ajis02-1667	471	5	,	,	PUNCT
ajis02-1667	471	6	27(6	27(6	NUM
ajis02-1667	471	7	)	)	PUNCT
ajis02-1667	471	8	,	,	PUNCT
ajis02-1667	471	9	1669–1676	1669–1676	NUM
ajis02-1667	471	10	.	.	PUNCT
ajis02-1667	472	1	https://doi.org/10.1007/s00521-015-1964-2	https://doi.org/10.1007/s00521-015-1964-2	NOUN
ajis02-1667	472	2	5	5	NUM
ajis02-1667	472	3	banković	banković	NOUN
ajis02-1667	472	4	,	,	PUNCT
ajis02-1667	472	5	z.	z.	PROPN
ajis02-1667	472	6	,	,	PUNCT
ajis02-1667	472	7	stepanović	stepanović	PROPN
ajis02-1667	472	8	,	,	PUNCT
ajis02-1667	472	9	d.	d.	PROPN
ajis02-1667	472	10	,	,	PUNCT
ajis02-1667	472	11	bojanić	bojanić	PROPN
ajis02-1667	472	12	,	,	PUNCT
ajis02-1667	472	13	s.	s.	PROPN
ajis02-1667	472	14	,	,	PUNCT
ajis02-1667	472	15	&	&	CCONJ
ajis02-1667	472	16	nieto	nieto	PROPN
ajis02-1667	472	17	-	-	PUNCT
ajis02-1667	472	18	taladriz	taladriz	PROPN
ajis02-1667	472	19	,	,	PUNCT
ajis02-1667	472	20	o.	o.	PROPN
ajis02-1667	472	21	(	(	PUNCT
ajis02-1667	472	22	2007	2007	NUM
ajis02-1667	472	23	)	)	PUNCT
ajis02-1667	472	24	.	.	PUNCT
ajis02-1667	473	1	improving	improve	VERB
ajis02-1667	473	2	network	network	NOUN
ajis02-1667	473	3	security	security	NOUN
ajis02-1667	473	4	using	use	VERB
ajis02-1667	473	5	genetic	genetic	ADJ
ajis02-1667	473	6	algorithm	algorithm	NOUN
ajis02-1667	473	7	approach	approach	NOUN
ajis02-1667	473	8	.	.	PUNCT
ajis02-1667	474	1	computers	computer	NOUN
ajis02-1667	474	2	and	and	CCONJ
ajis02-1667	474	3	electrical	electrical	ADJ
ajis02-1667	474	4	engineering	engineering	NOUN
ajis02-1667	474	5	,	,	PUNCT
ajis02-1667	474	6	33(5–6	33(5–6	PROPN
ajis02-1667	474	7	)	)	PUNCT
ajis02-1667	474	8	,	,	PUNCT
ajis02-1667	474	9	438–451	438–451	NUM
ajis02-1667	474	10	.	.	PUNCT
ajis02-1667	475	1	https://doi.org/10.1016/j.compeleceng.2007.05.010	https://doi.org/10.1016/j.compeleceng.2007.05.010	PROPN
ajis02-1667	475	2	6	6	NUM
ajis02-1667	475	3	chen	chen	PROPN
ajis02-1667	475	4	,	,	PUNCT
ajis02-1667	475	5	w.	w.	PROPN
ajis02-1667	475	6	h.	h.	PROPN
ajis02-1667	475	7	,	,	PUNCT
ajis02-1667	475	8	hsu	hsu	PROPN
ajis02-1667	475	9	,	,	PUNCT
ajis02-1667	475	10	s.	s.	PROPN
ajis02-1667	475	11	h.	h.	PROPN
ajis02-1667	475	12	,	,	PUNCT
ajis02-1667	475	13	&	&	CCONJ
ajis02-1667	475	14	shen	shen	PROPN
ajis02-1667	475	15	,	,	PUNCT
ajis02-1667	475	16	h.	h.	PROPN
ajis02-1667	475	17	p.	p.	PROPN
ajis02-1667	475	18	(	(	PUNCT
ajis02-1667	475	19	2005	2005	NUM
ajis02-1667	475	20	)	)	PUNCT
ajis02-1667	475	21	.	.	PUNCT
ajis02-1667	476	1	application	application	NOUN
ajis02-1667	476	2	of	of	ADP
ajis02-1667	476	3	svm	svm	PROPN
ajis02-1667	476	4	and	and	CCONJ
ajis02-1667	476	5	ann	ann	PROPN
ajis02-1667	476	6	for	for	ADP
ajis02-1667	476	7	intrusion	intrusion	NOUN
ajis02-1667	476	8	detection	detection	NOUN
ajis02-1667	476	9	.	.	PUNCT
ajis02-1667	477	1	computers	computer	NOUN
ajis02-1667	477	2	&	&	CCONJ
ajis02-1667	477	3	operations	operation	NOUN
ajis02-1667	477	4	research	research	NOUN
ajis02-1667	477	5	,	,	PUNCT
ajis02-1667	477	6	32(10	32(10	NUM
ajis02-1667	477	7	)	)	PUNCT
ajis02-1667	477	8	,	,	PUNCT
ajis02-1667	477	9	2617	2617	NUM
ajis02-1667	477	10	-	-	SYM
ajis02-1667	477	11	2634	2634	NUM
ajis02-1667	477	12	.	.	PUNCT
ajis02-1667	478	1	doi:10.1016	doi:10.1016	PROPN
ajis02-1667	478	2	/	/	SYM
ajis02-1667	478	3	j.cor.2004.03.019	j.cor.2004.03.019	PROPN
ajis02-1667	478	4	.	.	PROPN
ajis02-1667	478	5	7	7	NUM
ajis02-1667	478	6	chung	chung	PROPN
ajis02-1667	478	7	,	,	PUNCT
ajis02-1667	478	8	y.	y.	PROPN
ajis02-1667	478	9	y.	y.	PROPN
ajis02-1667	478	10	,	,	PUNCT
ajis02-1667	478	11	&	&	CCONJ
ajis02-1667	478	12	wahid	wahid	PROPN
ajis02-1667	478	13	,	,	PUNCT
ajis02-1667	478	14	n.	n.	NOUN
ajis02-1667	478	15	(	(	PUNCT
ajis02-1667	478	16	2012	2012	NUM
ajis02-1667	478	17	)	)	PUNCT
ajis02-1667	478	18	.	.	PUNCT
ajis02-1667	479	1	a	a	DET
ajis02-1667	479	2	hybrid	hybrid	ADJ
ajis02-1667	479	3	network	network	NOUN
ajis02-1667	479	4	intrusion	intrusion	NOUN
ajis02-1667	479	5	detection	detection	NOUN
ajis02-1667	479	6	system	system	NOUN
ajis02-1667	479	7	using	use	VERB
ajis02-1667	479	8	simplified	simplified	ADJ
ajis02-1667	479	9	swarm	swarm	NOUN
ajis02-1667	479	10	optimization	optimization	NOUN
ajis02-1667	479	11	(	(	PUNCT
ajis02-1667	479	12	sso	sso	NOUN
ajis02-1667	479	13	)	)	PUNCT
ajis02-1667	479	14	.	.	PUNCT
ajis02-1667	479	15	applied	apply	VERB
ajis02-1667	479	16	soft	soft	ADJ
ajis02-1667	479	17	computing	computing	NOUN
ajis02-1667	479	18	,	,	PUNCT
ajis02-1667	479	19	12(9	12(9	NUM
ajis02-1667	479	20	)	)	PUNCT
ajis02-1667	479	21	,	,	PUNCT
ajis02-1667	479	22	3014	3014	NUM
ajis02-1667	479	23	–	–	PUNCT
ajis02-1667	479	24	3022	3022	NUM
ajis02-1667	479	25	.	.	PUNCT
ajis02-1667	480	1	https://doi.org/10.1016/j.asoc.2012.04.020	https://doi.org/10.1016/j.asoc.2012.04.020	PROPN
ajis02-1667	480	2	8	8	NUM
ajis02-1667	480	3	creech	creech	PROPN
ajis02-1667	480	4	,	,	PUNCT
ajis02-1667	480	5	g.	g.	PROPN
ajis02-1667	480	6	,	,	PUNCT
ajis02-1667	480	7	&	&	CCONJ
ajis02-1667	480	8	hu	hu	PROPN
ajis02-1667	480	9	,	,	PUNCT
ajis02-1667	480	10	j.	j.	PROPN
ajis02-1667	480	11	(	(	PUNCT
ajis02-1667	480	12	2014	2014	NUM
ajis02-1667	480	13	)	)	PUNCT
ajis02-1667	480	14	.	.	PUNCT
ajis02-1667	481	1	a	a	DET
ajis02-1667	481	2	semantic	semantic	ADJ
ajis02-1667	481	3	approach	approach	NOUN
ajis02-1667	481	4	to	to	ADP
ajis02-1667	481	5	host	host	NOUN
ajis02-1667	481	6	-	-	PUNCT
ajis02-1667	481	7	based	base	VERB
ajis02-1667	481	8	intrusion	intrusion	NOUN
ajis02-1667	481	9	detection	detection	NOUN
ajis02-1667	481	10	systems	system	NOUN
ajis02-1667	481	11	using	use	VERB
ajis02-1667	481	12	contiguousand	contiguousand	NOUN
ajis02-1667	481	13	discontiguous	discontiguous	ADJ
ajis02-1667	481	14	system	system	NOUN
ajis02-1667	481	15	call	call	NOUN
ajis02-1667	481	16	patterns	pattern	NOUN
ajis02-1667	481	17	.	.	PUNCT
ajis02-1667	482	1	ieee	ieee	NOUN
ajis02-1667	482	2	transactions	transaction	NOUN
ajis02-1667	482	3	on	on	ADP
ajis02-1667	482	4	computers	computer	NOUN
ajis02-1667	482	5	,	,	PUNCT
ajis02-1667	482	6	63(4	63(4	NOUN
ajis02-1667	482	7	)	)	PUNCT
ajis02-1667	482	8	,	,	PUNCT
ajis02-1667	482	9	807–819	807–819	NUM
ajis02-1667	482	10	.	.	PUNCT
ajis02-1667	483	1	https://doi.org/10.1109/tc.2013.13	https://doi.org/10.1109/tc.2013.13	PROPN
ajis02-1667	483	2	9	9	NUM
ajis02-1667	483	3	damopoulos	damopoulo	NOUN
ajis02-1667	483	4	,	,	PUNCT
ajis02-1667	483	5	d.	d.	PROPN
ajis02-1667	483	6	,	,	PUNCT
ajis02-1667	483	7	menesidou	menesidou	NOUN
ajis02-1667	483	8	,	,	PUNCT
ajis02-1667	483	9	s.	s.	PROPN
ajis02-1667	483	10	a.	a.	PROPN
ajis02-1667	483	11	,	,	PUNCT
ajis02-1667	483	12	kambourakis	kambourakis	PROPN
ajis02-1667	483	13	,	,	PUNCT
ajis02-1667	483	14	g.	g.	PROPN
ajis02-1667	483	15	,	,	PUNCT
ajis02-1667	483	16	papadaki	papadaki	PROPN
ajis02-1667	483	17	,	,	PUNCT
ajis02-1667	483	18	m.	m.	NOUN
ajis02-1667	483	19	,	,	PUNCT
ajis02-1667	483	20	clarke	clarke	PROPN
ajis02-1667	483	21	,	,	PUNCT
ajis02-1667	483	22	n.	n.	PROPN
ajis02-1667	483	23	,	,	PUNCT
ajis02-1667	483	24	&	&	CCONJ
ajis02-1667	483	25	gritzalis	gritzalis	PROPN
ajis02-1667	483	26	,	,	PUNCT
ajis02-1667	483	27	s.	s.	PROPN
ajis02-1667	483	28	(	(	PUNCT
ajis02-1667	483	29	2012	2012	NUM
ajis02-1667	483	30	)	)	PUNCT
ajis02-1667	483	31	.	.	PUNCT
ajis02-1667	484	1	evaluation	evaluation	NOUN
ajis02-1667	484	2	of	of	ADP
ajis02-1667	484	3	anomaly	anomaly	NOUN
ajis02-1667	484	4	-	-	PUNCT
ajis02-1667	484	5	based	base	VERB
ajis02-1667	484	6	ids	id	NOUN
ajis02-1667	484	7	for	for	ADP
ajis02-1667	484	8	mobile	mobile	ADJ
ajis02-1667	484	9	devices	device	NOUN
ajis02-1667	484	10	using	use	VERB
ajis02-1667	484	11	machine	machine	NOUN
ajis02-1667	484	12	learning	learn	VERB
ajis02-1667	484	13	classifiers	classifier	NOUN
ajis02-1667	484	14	.	.	PUNCT
ajis02-1667	485	1	security	security	NOUN
ajis02-1667	485	2	and	and	CCONJ
ajis02-1667	485	3	communication	communication	NOUN
ajis02-1667	485	4	networks	network	NOUN
ajis02-1667	485	5	,	,	PUNCT
ajis02-1667	485	6	5(1	5(1	NUM
ajis02-1667	485	7	)	)	PUNCT
ajis02-1667	485	8	,	,	PUNCT
ajis02-1667	485	9	3–14	3–14	PROPN
ajis02-1667	485	10	.	.	PUNCT
ajis02-1667	486	1	https://doi.org/10.1002/sec.341	https://doi.org/10.1002/sec.341	PROPN
ajis02-1667	486	2	10	10	NUM
ajis02-1667	486	3	de	de	X
ajis02-1667	486	4	la	la	X
ajis02-1667	486	5	hoz	hoz	PROPN
ajis02-1667	486	6	,	,	PUNCT
ajis02-1667	486	7	e.	e.	PROPN
ajis02-1667	486	8	,	,	PUNCT
ajis02-1667	486	9	de	de	PROPN
ajis02-1667	486	10	la	la	X
ajis02-1667	486	11	hoz	hoz	PROPN
ajis02-1667	486	12	,	,	PUNCT
ajis02-1667	486	13	e.	e.	PROPN
ajis02-1667	486	14	,	,	PUNCT
ajis02-1667	486	15	ortiz	ortiz	PROPN
ajis02-1667	486	16	,	,	PUNCT
ajis02-1667	486	17	a.	a.	PROPN
ajis02-1667	486	18	,	,	PUNCT
ajis02-1667	486	19	ortega	ortega	PROPN
ajis02-1667	486	20	,	,	PUNCT
ajis02-1667	486	21	j.	j.	PROPN
ajis02-1667	486	22	,	,	PUNCT
ajis02-1667	486	23	&	&	CCONJ
ajis02-1667	486	24	prieto	prieto	PROPN
ajis02-1667	486	25	,	,	PUNCT
ajis02-1667	486	26	b.	b.	PROPN
ajis02-1667	486	27	(	(	PUNCT
ajis02-1667	486	28	2015	2015	NUM
ajis02-1667	486	29	)	)	PUNCT
ajis02-1667	486	30	.	.	PUNCT
ajis02-1667	487	1	pca	pca	PROPN
ajis02-1667	487	2	filtering	filtering	NOUN
ajis02-1667	487	3	and	and	CCONJ
ajis02-1667	487	4	probabilistic	probabilistic	ADJ
ajis02-1667	487	5	som	som	NOUN
ajis02-1667	487	6	for	for	ADP
ajis02-1667	487	7	network	network	NOUN
ajis02-1667	487	8	intrusion	intrusion	NOUN
ajis02-1667	487	9	detection	detection	NOUN
ajis02-1667	487	10	.	.	PUNCT
ajis02-1667	488	1	neurocomputing	neurocomputing	NOUN
ajis02-1667	488	2	,	,	PUNCT
ajis02-1667	488	3	164	164	NUM
ajis02-1667	488	4	,	,	PUNCT
ajis02-1667	488	5	71–81	71–81	PROPN
ajis02-1667	488	6	.	.	PUNCT
ajis02-1667	489	1	https://doi.org/10.1016/j.neucom.2014.09.083	https://doi.org/10.1016/j.neucom.2014.09.083	PROPN
ajis02-1667	489	2	11	11	NUM
ajis02-1667	489	3	elbasiony	elbasiony	PROPN
ajis02-1667	489	4	,	,	PUNCT
ajis02-1667	489	5	r.	r.	PROPN
ajis02-1667	489	6	m.	m.	PROPN
ajis02-1667	489	7	,	,	PUNCT
ajis02-1667	489	8	sallam	sallam	PROPN
ajis02-1667	489	9	,	,	PUNCT
ajis02-1667	489	10	e.	e.	PROPN
ajis02-1667	489	11	a.	a.	PROPN
ajis02-1667	489	12	,	,	PUNCT
ajis02-1667	489	13	eltobely	eltobely	ADV
ajis02-1667	489	14	,	,	PUNCT
ajis02-1667	489	15	t.	t.	PROPN
ajis02-1667	489	16	e.	e.	PROPN
ajis02-1667	489	17	,	,	PUNCT
ajis02-1667	489	18	&	&	CCONJ
ajis02-1667	489	19	fahmy	fahmy	PROPN
ajis02-1667	489	20	,	,	PUNCT
ajis02-1667	489	21	m.	m.	NOUN
ajis02-1667	489	22	m.	m.	NOUN
ajis02-1667	489	23	(	(	PUNCT
ajis02-1667	489	24	2013	2013	NUM
ajis02-1667	489	25	)	)	PUNCT
ajis02-1667	489	26	.	.	PUNCT
ajis02-1667	490	1	a	a	DET
ajis02-1667	490	2	hybrid	hybrid	ADJ
ajis02-1667	490	3	network	network	NOUN
ajis02-1667	490	4	intrusion	intrusion	NOUN
ajis02-1667	490	5	detection	detection	NOUN
ajis02-1667	490	6	framework	framework	NOUN
ajis02-1667	490	7	based	base	VERB
ajis02-1667	490	8	on	on	ADP
ajis02-1667	490	9	random	random	ADJ
ajis02-1667	490	10	forests	forest	NOUN
ajis02-1667	490	11	and	and	CCONJ
ajis02-1667	490	12	weighted	weight	VERB
ajis02-1667	490	13	kmeans	kmean	NOUN
ajis02-1667	490	14	.	.	PUNCT
ajis02-1667	491	1	ain	ain	PROPN
ajis02-1667	491	2	shams	sham	VERB
ajis02-1667	491	3	engineering	engineering	NOUN
ajis02-1667	491	4	journal	journal	NOUN
ajis02-1667	491	5	,	,	PUNCT
ajis02-1667	491	6	4(4	4(4	NUM
ajis02-1667	491	7	)	)	PUNCT
ajis02-1667	491	8	,	,	PUNCT
ajis02-1667	491	9	753–762	753–762	NUM
ajis02-1667	491	10	.	.	PUNCT
ajis02-1667	492	1	https://doi.org/10.1016/j.asej.2013.01.003	https://doi.org/10.1016/j.asej.2013.01.003	NOUN
ajis02-1667	492	2	12	12	NUM
ajis02-1667	492	3	elhag	elhag	NOUN
ajis02-1667	492	4	,	,	PUNCT
ajis02-1667	492	5	s.	s.	PROPN
ajis02-1667	492	6	,	,	PUNCT
ajis02-1667	492	7	fernández	fernández	PROPN
ajis02-1667	492	8	,	,	PUNCT
ajis02-1667	492	9	a.	a.	NOUN
ajis02-1667	492	10	,	,	PUNCT
ajis02-1667	492	11	bawakid	bawakid	PROPN
ajis02-1667	492	12	,	,	PUNCT
ajis02-1667	492	13	a.	a.	NOUN
ajis02-1667	492	14	,	,	PUNCT
ajis02-1667	492	15	alshomrani	alshomrani	PROPN
ajis02-1667	492	16	,	,	PUNCT
ajis02-1667	492	17	s.	s.	PROPN
ajis02-1667	492	18	,	,	PUNCT
ajis02-1667	492	19	&	&	CCONJ
ajis02-1667	492	20	herrera	herrera	PROPN
ajis02-1667	492	21	,	,	PUNCT
ajis02-1667	492	22	f.	f.	PROPN
ajis02-1667	492	23	(	(	PUNCT
ajis02-1667	492	24	2015	2015	NUM
ajis02-1667	492	25	)	)	PUNCT
ajis02-1667	492	26	.	.	PUNCT
ajis02-1667	493	1	on	on	ADP
ajis02-1667	493	2	the	the	DET
ajis02-1667	493	3	combination	combination	NOUN
ajis02-1667	493	4	of	of	ADP
ajis02-1667	493	5	genetic	genetic	ADJ
ajis02-1667	493	6	fuzzy	fuzzy	ADJ
ajis02-1667	493	7	systems	system	NOUN
ajis02-1667	493	8	and	and	CCONJ
ajis02-1667	493	9	pairwise	pairwise	NOUN
ajis02-1667	493	10	learning	learn	VERB
ajis02-1667	493	11	for	for	ADP
ajis02-1667	493	12	improving	improve	VERB
ajis02-1667	493	13	detection	detection	NOUN
ajis02-1667	493	14	rates	rate	NOUN
ajis02-1667	493	15	on	on	ADP
ajis02-1667	493	16	intrusion	intrusion	NOUN
ajis02-1667	493	17	detection	detection	NOUN
ajis02-1667	493	18	systems	system	NOUN
ajis02-1667	493	19	.	.	PUNCT
ajis02-1667	494	1	expert	expert	NOUN
ajis02-1667	494	2	systems	system	NOUN
ajis02-1667	494	3	with	with	ADP
ajis02-1667	494	4	applications	application	NOUN
ajis02-1667	494	5	,	,	PUNCT
ajis02-1667	494	6	42(1	42(1	NOUN
ajis02-1667	494	7	)	)	PUNCT
ajis02-1667	494	8	,	,	PUNCT
ajis02-1667	494	9	193–202	193–202	NUM
ajis02-1667	494	10	.	.	PUNCT
ajis02-1667	495	1	https://doi.org/10.1016/j.eswa.2014.08.002	https://doi.org/10.1016/j.eswa.2014.08.002	PROPN
ajis02-1667	495	2	australasian	australasian	ADJ
ajis02-1667	495	3	journal	journal	NOUN
ajis02-1667	495	4	of	of	ADP
ajis02-1667	495	5	information	information	NOUN
ajis02-1667	495	6	systems	system	NOUN
ajis02-1667	495	7	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	495	8	,	,	PUNCT
ajis02-1667	495	9	sen	sen	PROPN
ajis02-1667	495	10	&	&	CCONJ
ajis02-1667	495	11	gupta	gupta	PROPN
ajis02-1667	495	12	2018	2018	NUM
ajis02-1667	495	13	,	,	PUNCT
ajis02-1667	495	14	vol	vol	NOUN
ajis02-1667	495	15	22	22	NUM
ajis02-1667	495	16	,	,	PUNCT
ajis02-1667	495	17	research	research	NOUN
ajis02-1667	495	18	article	article	NOUN
ajis02-1667	495	19	meta	meta	NOUN
ajis02-1667	495	20	-	-	PUNCT
ajis02-1667	495	21	analysis	analysis	NOUN
ajis02-1667	495	22	of	of	ADP
ajis02-1667	495	23	machine	machine	NOUN
ajis02-1667	495	24	learning	learn	VERB
ajis02-1667	495	25	techniques	technique	NOUN
ajis02-1667	495	26	23	23	NUM
ajis02-1667	495	27	refer	refer	VERB
ajis02-1667	495	28	ence	ence	NOUN
ajis02-1667	495	29	.	.	PUNCT
ajis02-1667	496	1	no	no	INTJ
ajis02-1667	496	2	.	.	PUNCT
ajis02-1667	497	1	reference	reference	NOUN
ajis02-1667	497	2	details	detail	NOUN
ajis02-1667	497	3	(	(	PUNCT
ajis02-1667	497	4	selected	select	VERB
ajis02-1667	497	5	sixty	sixty	NUM
ajis02-1667	497	6	articles	article	NOUN
ajis02-1667	497	7	studied	study	VERB
ajis02-1667	497	8	for	for	ADP
ajis02-1667	497	9	meta	meta	NOUN
ajis02-1667	497	10	-	-	PUNCT
ajis02-1667	497	11	analysis	analysis	NOUN
ajis02-1667	497	12	in	in	ADP
ajis02-1667	497	13	the	the	DET
ajis02-1667	497	14	research	research	NOUN
ajis02-1667	497	15	work	work	NOUN
ajis02-1667	497	16	)	)	PUNCT
ajis02-1667	497	17	13	13	NUM
ajis02-1667	497	18	feng	feng	PROPN
ajis02-1667	497	19	,	,	PUNCT
ajis02-1667	497	20	w.	w.	PROPN
ajis02-1667	497	21	,	,	PUNCT
ajis02-1667	497	22	zhang	zhang	PROPN
ajis02-1667	497	23	,	,	PUNCT
ajis02-1667	497	24	q.	q.	PROPN
ajis02-1667	497	25	,	,	PUNCT
ajis02-1667	497	26	hu	hu	PROPN
ajis02-1667	497	27	,	,	PUNCT
ajis02-1667	497	28	g.	g.	PROPN
ajis02-1667	497	29	,	,	PUNCT
ajis02-1667	497	30	&	&	CCONJ
ajis02-1667	497	31	huang	huang	PROPN
ajis02-1667	497	32	,	,	PUNCT
ajis02-1667	497	33	j	j	PROPN
ajis02-1667	497	34	.	.	PUNCT
ajis02-1667	498	1	x.	x.	PROPN
ajis02-1667	498	2	(	(	PUNCT
ajis02-1667	498	3	2014	2014	NUM
ajis02-1667	498	4	)	)	PUNCT
ajis02-1667	498	5	.	.	PUNCT
ajis02-1667	499	1	mining	mining	NOUN
ajis02-1667	499	2	network	network	NOUN
ajis02-1667	499	3	data	datum	NOUN
ajis02-1667	499	4	for	for	ADP
ajis02-1667	499	5	intrusion	intrusion	NOUN
ajis02-1667	499	6	detection	detection	NOUN
ajis02-1667	499	7	through	through	ADP
ajis02-1667	499	8	combining	combine	VERB
ajis02-1667	499	9	svms	svms	NOUN
ajis02-1667	499	10	with	with	ADP
ajis02-1667	499	11	ant	ant	ADJ
ajis02-1667	499	12	colony	colony	NOUN
ajis02-1667	499	13	networks	network	NOUN
ajis02-1667	499	14	.	.	PUNCT
ajis02-1667	500	1	future	future	ADJ
ajis02-1667	500	2	generation	generation	NOUN
ajis02-1667	500	3	computer	computer	NOUN
ajis02-1667	500	4	systems	system	NOUN
ajis02-1667	500	5	,	,	PUNCT
ajis02-1667	500	6	37	37	NUM
ajis02-1667	500	7	,	,	PUNCT
ajis02-1667	500	8	127–140	127–140	NUM
ajis02-1667	500	9	.	.	PUNCT
ajis02-1667	501	1	https://doi	https://doi	PROPN
ajis02-1667	501	2	.org/10.1016	.org/10.1016	PROPN
ajis02-1667	501	3	/	/	SYM
ajis02-1667	501	4	j	j	PROPN
ajis02-1667	501	5	.future.2013.06.027	.future.2013.06.027	SYM
ajis02-1667	501	6	14	14	NUM
ajis02-1667	501	7	fisch	fisch	PROPN
ajis02-1667	501	8	,	,	PUNCT
ajis02-1667	501	9	d.	d.	PROPN
ajis02-1667	501	10	,	,	PUNCT
ajis02-1667	501	11	hofmann	hofmann	PROPN
ajis02-1667	501	12	,	,	PUNCT
ajis02-1667	501	13	a.	a.	PROPN
ajis02-1667	501	14	,	,	PUNCT
ajis02-1667	501	15	&	&	CCONJ
ajis02-1667	501	16	sick	sick	ADJ
ajis02-1667	501	17	,	,	PUNCT
ajis02-1667	501	18	b.	b.	PROPN
ajis02-1667	501	19	(	(	PUNCT
ajis02-1667	501	20	2010	2010	NUM
ajis02-1667	501	21	)	)	PUNCT
ajis02-1667	501	22	.	.	PUNCT
ajis02-1667	502	1	on	on	ADP
ajis02-1667	502	2	the	the	DET
ajis02-1667	502	3	versatility	versatility	NOUN
ajis02-1667	502	4	of	of	ADP
ajis02-1667	502	5	radial	radial	ADJ
ajis02-1667	502	6	basis	basis	NOUN
ajis02-1667	502	7	function	function	NOUN
ajis02-1667	502	8	neural	neural	ADJ
ajis02-1667	502	9	networks	network	NOUN
ajis02-1667	502	10	:	:	PUNCT
ajis02-1667	502	11	a	a	DET
ajis02-1667	502	12	case	case	NOUN
ajis02-1667	502	13	study	study	NOUN
ajis02-1667	502	14	in	in	ADP
ajis02-1667	502	15	the	the	DET
ajis02-1667	502	16	field	field	NOUN
ajis02-1667	502	17	of	of	ADP
ajis02-1667	502	18	intrusion	intrusion	NOUN
ajis02-1667	502	19	detection	detection	NOUN
ajis02-1667	502	20	.	.	PUNCT
ajis02-1667	503	1	information	information	NOUN
ajis02-1667	503	2	sciences	sciences	PROPN
ajis02-1667	503	3	,	,	PUNCT
ajis02-1667	503	4	180(12	180(12	NUM
ajis02-1667	503	5	)	)	PUNCT
ajis02-1667	503	6	,	,	PUNCT
ajis02-1667	503	7	2421–2439	2421–2439	NUM
ajis02-1667	503	8	.	.	PUNCT
ajis02-1667	504	1	https://doi.org/10.1016/j.ins.2010.02.023	https://doi.org/10.1016/j.ins.2010.02.023	PROPN
ajis02-1667	504	2	15	15	NUM
ajis02-1667	504	3	ganapathy	ganapathy	PROPN
ajis02-1667	504	4	,	,	PUNCT
ajis02-1667	504	5	s.	s.	PROPN
ajis02-1667	504	6	,	,	PUNCT
ajis02-1667	504	7	kulothungan	kulothungan	PROPN
ajis02-1667	504	8	,	,	PUNCT
ajis02-1667	504	9	k.	k.	PROPN
ajis02-1667	504	10	,	,	PUNCT
ajis02-1667	504	11	yogesh	yogesh	PROPN
ajis02-1667	504	12	,	,	PUNCT
ajis02-1667	504	13	p.	p.	PROPN
ajis02-1667	504	14	,	,	PUNCT
ajis02-1667	504	15	&	&	CCONJ
ajis02-1667	504	16	kannan	kannan	PROPN
ajis02-1667	504	17	,	,	PUNCT
ajis02-1667	504	18	a.	a.	NOUN
ajis02-1667	504	19	(	(	PUNCT
ajis02-1667	504	20	2012	2012	NUM
ajis02-1667	504	21	)	)	PUNCT
ajis02-1667	504	22	.	.	PUNCT
ajis02-1667	505	1	a	a	DET
ajis02-1667	505	2	novel	novel	NOUN
ajis02-1667	505	3	weighted	weight	VERB
ajis02-1667	505	4	fuzzy	fuzzy	ADJ
ajis02-1667	505	5	c	c	PROPN
ajis02-1667	505	6	-means	-mean	NOUN
ajis02-1667	505	7	clustering	cluster	VERB
ajis02-1667	505	8	based	base	VERB
ajis02-1667	505	9	on	on	ADP
ajis02-1667	505	10	immune	immune	ADJ
ajis02-1667	505	11	genetic	genetic	ADJ
ajis02-1667	505	12	algorithm	algorithm	NOUN
ajis02-1667	505	13	for	for	ADP
ajis02-1667	505	14	intrusion	intrusion	NOUN
ajis02-1667	505	15	detection	detection	NOUN
ajis02-1667	505	16	.	.	PUNCT
ajis02-1667	506	1	in	in	ADP
ajis02-1667	506	2	procedia	procedia	PROPN
ajis02-1667	506	3	engineering	engineering	NOUN
ajis02-1667	506	4	(	(	PUNCT
ajis02-1667	506	5	vol	vol	NOUN
ajis02-1667	506	6	.	.	PROPN
ajis02-1667	506	7	38	38	NUM
ajis02-1667	506	8	,	,	PUNCT
ajis02-1667	506	9	pp	pp	ADJ
ajis02-1667	506	10	.	.	PUNCT
ajis02-1667	506	11	1750–1757	1750–1757	NUM
ajis02-1667	506	12	)	)	PUNCT
ajis02-1667	506	13	.	.	PUNCT
ajis02-1667	507	1	https://doi.org/10.1016/j.proeng.2012.06.213	https://doi.org/10.1016/j.proeng.2012.06.213	NOUN
ajis02-1667	507	2	16	16	NUM
ajis02-1667	507	3	grediaga	grediaga	NOUN
ajis02-1667	507	4	,	,	PUNCT
ajis02-1667	507	5	á	á	PROPN
ajis02-1667	507	6	.	.	PROPN
ajis02-1667	507	7	,	,	PUNCT
ajis02-1667	507	8	ibarra	ibarra	PROPN
ajis02-1667	507	9	,	,	PUNCT
ajis02-1667	507	10	f.	f.	PROPN
ajis02-1667	507	11	,	,	PUNCT
ajis02-1667	507	12	garcía	garcía	PROPN
ajis02-1667	507	13	,	,	PUNCT
ajis02-1667	507	14	f.	f.	PROPN
ajis02-1667	507	15	,	,	PUNCT
ajis02-1667	507	16	ledesma	ledesma	PROPN
ajis02-1667	507	17	,	,	PUNCT
ajis02-1667	507	18	b.	b.	PROPN
ajis02-1667	507	19	,	,	PUNCT
ajis02-1667	507	20	&	&	CCONJ
ajis02-1667	507	21	brotóns	brotóns	PROPN
ajis02-1667	507	22	,	,	PUNCT
ajis02-1667	507	23	f.	f.	PROPN
ajis02-1667	507	24	(	(	PUNCT
ajis02-1667	507	25	2006	2006	NUM
ajis02-1667	507	26	)	)	PUNCT
ajis02-1667	507	27	.	.	PUNCT
ajis02-1667	508	1	application	application	NOUN
ajis02-1667	508	2	of	of	ADP
ajis02-1667	508	3	neural	neural	ADJ
ajis02-1667	508	4	networks	network	NOUN
ajis02-1667	508	5	in	in	ADP
ajis02-1667	508	6	network	network	NOUN
ajis02-1667	508	7	control	control	NOUN
ajis02-1667	508	8	and	and	CCONJ
ajis02-1667	508	9	information	information	NOUN
ajis02-1667	508	10	security	security	NOUN
ajis02-1667	508	11	.	.	PUNCT
ajis02-1667	509	1	in	in	ADP
ajis02-1667	509	2	advances	advance	NOUN
ajis02-1667	509	3	in	in	ADP
ajis02-1667	509	4	neural	neural	ADJ
ajis02-1667	509	5	networks	network	NOUN
ajis02-1667	509	6	isnn	isnn	VERB
ajis02-1667	509	7	2006	2006	NUM
ajis02-1667	509	8	(	(	PUNCT
ajis02-1667	509	9	pp	pp	ADV
ajis02-1667	509	10	.	.	PUNCT
ajis02-1667	510	1	208–213	208–213	NUM
ajis02-1667	510	2	)	)	PUNCT
ajis02-1667	510	3	.	.	PUNCT
ajis02-1667	511	1	https://doi.org/10.1007/11760191_31	https://doi.org/10.1007/11760191_31	PROPN
ajis02-1667	511	2	17	17	NUM
ajis02-1667	511	3	han	han	PROPN
ajis02-1667	511	4	,	,	PUNCT
ajis02-1667	511	5	s.-j	s.-j	PROPN
ajis02-1667	511	6	.	.	PROPN
ajis02-1667	511	7	,	,	PUNCT
ajis02-1667	511	8	&	&	CCONJ
ajis02-1667	511	9	cho	cho	PROPN
ajis02-1667	511	10	,	,	PUNCT
ajis02-1667	511	11	s.-b	s.-b	PROPN
ajis02-1667	511	12	.	.	PUNCT
ajis02-1667	511	13	(	(	PUNCT
ajis02-1667	511	14	2006	2006	NUM
ajis02-1667	511	15	)	)	PUNCT
ajis02-1667	511	16	.	.	PUNCT
ajis02-1667	512	1	evolutionary	evolutionary	ADJ
ajis02-1667	512	2	neural	neural	ADJ
ajis02-1667	512	3	networks	network	NOUN
ajis02-1667	512	4	for	for	ADP
ajis02-1667	512	5	anomaly	anomaly	NOUN
ajis02-1667	512	6	detection	detection	NOUN
ajis02-1667	512	7	based	base	VERB
ajis02-1667	512	8	on	on	ADP
ajis02-1667	512	9	the	the	DET
ajis02-1667	512	10	behavior	behavior	NOUN
ajis02-1667	512	11	of	of	ADP
ajis02-1667	512	12	a	a	DET
ajis02-1667	512	13	program	program	NOUN
ajis02-1667	512	14	.	.	PUNCT
ajis02-1667	513	1	ieee	ieee	NOUN
ajis02-1667	513	2	transactions	transaction	NOUN
ajis02-1667	513	3	on	on	ADP
ajis02-1667	513	4	systems	system	NOUN
ajis02-1667	513	5	,	,	PUNCT
ajis02-1667	513	6	man	man	NOUN
ajis02-1667	513	7	,	,	PUNCT
ajis02-1667	513	8	and	and	CCONJ
ajis02-1667	513	9	cybernetics	cybernetic	NOUN
ajis02-1667	513	10	.	.	PUNCT
ajis02-1667	514	1	part	part	NOUN
ajis02-1667	514	2	b	b	PROPN
ajis02-1667	514	3	,	,	PUNCT
ajis02-1667	514	4	cybernetics	cybernetic	NOUN
ajis02-1667	514	5	 	 	SPACE
ajis02-1667	514	6	:	:	PUNCT
ajis02-1667	514	7	a	a	DET
ajis02-1667	514	8	publication	publication	NOUN
ajis02-1667	514	9	of	of	ADP
ajis02-1667	514	10	the	the	DET
ajis02-1667	514	11	ieee	ieee	NOUN
ajis02-1667	514	12	systems	system	NOUN
ajis02-1667	514	13	,	,	PUNCT
ajis02-1667	514	14	man	man	NOUN
ajis02-1667	514	15	,	,	PUNCT
ajis02-1667	514	16	and	and	CCONJ
ajis02-1667	514	17	cybernetics	cybernetics	NOUN
ajis02-1667	514	18	society	society	NOUN
ajis02-1667	514	19	,	,	PUNCT
ajis02-1667	514	20	36(3	36(3	NUM
ajis02-1667	514	21	)	)	PUNCT
ajis02-1667	514	22	,	,	PUNCT
ajis02-1667	514	23	559–570	559–570	NUM
ajis02-1667	514	24	.	.	PUNCT
ajis02-1667	515	1	https://doi.org/10.1109/tsmcb.2005.860136	https://doi.org/10.1109/tsmcb.2005.860136	PROPN
ajis02-1667	515	2	18	18	NUM
ajis02-1667	515	3	hoang	hoang	PROPN
ajis02-1667	515	4	,	,	PUNCT
ajis02-1667	515	5	x.	x.	PROPN
ajis02-1667	515	6	d.	d.	PROPN
ajis02-1667	515	7	,	,	PUNCT
ajis02-1667	515	8	hu	hu	PROPN
ajis02-1667	515	9	,	,	PUNCT
ajis02-1667	515	10	j.	j.	PROPN
ajis02-1667	515	11	,	,	PUNCT
ajis02-1667	515	12	&	&	CCONJ
ajis02-1667	515	13	bertok	bertok	PROPN
ajis02-1667	515	14	,	,	PUNCT
ajis02-1667	515	15	p.	p.	NOUN
ajis02-1667	515	16	(	(	PUNCT
ajis02-1667	515	17	2009	2009	NUM
ajis02-1667	515	18	)	)	PUNCT
ajis02-1667	515	19	.	.	PUNCT
ajis02-1667	516	1	a	a	DET
ajis02-1667	516	2	program	program	NOUN
ajis02-1667	516	3	-	-	PUNCT
ajis02-1667	516	4	based	base	VERB
ajis02-1667	516	5	anomaly	anomaly	NOUN
ajis02-1667	516	6	intrusion	intrusion	NOUN
ajis02-1667	516	7	detection	detection	NOUN
ajis02-1667	516	8	scheme	scheme	NOUN
ajis02-1667	516	9	using	use	VERB
ajis02-1667	516	10	multiple	multiple	ADJ
ajis02-1667	516	11	detection	detection	NOUN
ajis02-1667	516	12	engines	engine	NOUN
ajis02-1667	516	13	and	and	CCONJ
ajis02-1667	516	14	fuzzy	fuzzy	ADJ
ajis02-1667	516	15	inference	inference	NOUN
ajis02-1667	516	16	.	.	PUNCT
ajis02-1667	517	1	journal	journal	PROPN
ajis02-1667	517	2	of	of	ADP
ajis02-1667	517	3	network	network	NOUN
ajis02-1667	517	4	and	and	CCONJ
ajis02-1667	517	5	computer	computer	NOUN
ajis02-1667	517	6	applications	application	NOUN
ajis02-1667	517	7	,	,	PUNCT
ajis02-1667	517	8	32(6	32(6	NUM
ajis02-1667	517	9	)	)	PUNCT
ajis02-1667	517	10	,	,	PUNCT
ajis02-1667	517	11	1219–1228	1219–1228	NUM
ajis02-1667	517	12	.	.	PUNCT
ajis02-1667	518	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajis02-1667	518	2	.	.	PUNCT
ajis02-1667	519	1	jnca.2009.05.004	jnca.2009.05.004	VERB
ajis02-1667	520	1	19	19	NUM
ajis02-1667	520	2	horng	horng	ADJ
ajis02-1667	520	3	,	,	PUNCT
ajis02-1667	520	4	s.	s.	PROPN
ajis02-1667	520	5	j.	j.	PROPN
ajis02-1667	520	6	,	,	PUNCT
ajis02-1667	520	7	su	su	PROPN
ajis02-1667	520	8	,	,	PUNCT
ajis02-1667	520	9	m.	m.	NOUN
ajis02-1667	520	10	y.	y.	PROPN
ajis02-1667	520	11	,	,	PUNCT
ajis02-1667	520	12	chen	chen	PROPN
ajis02-1667	520	13	,	,	PUNCT
ajis02-1667	520	14	y.	y.	PROPN
ajis02-1667	520	15	h.	h.	PROPN
ajis02-1667	520	16	,	,	PUNCT
ajis02-1667	520	17	kao	kao	PROPN
ajis02-1667	520	18	,	,	PUNCT
ajis02-1667	520	19	t.	t.	PROPN
ajis02-1667	520	20	w.	w.	PROPN
ajis02-1667	520	21	,	,	PUNCT
ajis02-1667	520	22	chen	chen	PROPN
ajis02-1667	520	23	,	,	PUNCT
ajis02-1667	520	24	r.	r.	PROPN
ajis02-1667	520	25	j.	j.	PROPN
ajis02-1667	520	26	,	,	PUNCT
ajis02-1667	520	27	lai	lai	PROPN
ajis02-1667	520	28	,	,	PUNCT
ajis02-1667	520	29	j.	j.	PROPN
ajis02-1667	520	30	l.	l.	PROPN
ajis02-1667	520	31	,	,	PUNCT
ajis02-1667	520	32	&	&	CCONJ
ajis02-1667	520	33	perkasa	perkasa	PROPN
ajis02-1667	520	34	,	,	PUNCT
ajis02-1667	520	35	c.	c.	PROPN
ajis02-1667	520	36	d.	d.	PROPN
ajis02-1667	520	37	(	(	PUNCT
ajis02-1667	520	38	2011	2011	NUM
ajis02-1667	520	39	)	)	PUNCT
ajis02-1667	520	40	.	.	PUNCT
ajis02-1667	521	1	a	a	DET
ajis02-1667	521	2	novel	novel	ADJ
ajis02-1667	521	3	intrusion	intrusion	NOUN
ajis02-1667	521	4	detection	detection	NOUN
ajis02-1667	521	5	system	system	NOUN
ajis02-1667	521	6	based	base	VERB
ajis02-1667	521	7	on	on	ADP
ajis02-1667	521	8	hierarchical	hierarchical	ADJ
ajis02-1667	521	9	clustering	clustering	NOUN
ajis02-1667	521	10	and	and	CCONJ
ajis02-1667	521	11	support	support	VERB
ajis02-1667	521	12	vector	vector	NOUN
ajis02-1667	521	13	machines	machine	NOUN
ajis02-1667	521	14	.	.	PUNCT
ajis02-1667	522	1	expert	expert	NOUN
ajis02-1667	522	2	systems	system	NOUN
ajis02-1667	522	3	with	with	ADP
ajis02-1667	522	4	applications	application	NOUN
ajis02-1667	522	5	,	,	PUNCT
ajis02-1667	522	6	38(1	38(1	NUM
ajis02-1667	522	7	)	)	PUNCT
ajis02-1667	522	8	,	,	PUNCT
ajis02-1667	522	9	306–313	306–313	NUM
ajis02-1667	522	10	.	.	PUNCT
ajis02-1667	523	1	https://doi.org/10.1016/j.eswa.2010.06.066	https://doi.org/10.1016/j.eswa.2010.06.066	PROPN
ajis02-1667	523	2	20	20	NUM
ajis02-1667	523	3	hu	hu	PROPN
ajis02-1667	523	4	,	,	PUNCT
ajis02-1667	523	5	w.	w.	PROPN
ajis02-1667	523	6	,	,	PUNCT
ajis02-1667	523	7	hu	hu	PROPN
ajis02-1667	523	8	,	,	PUNCT
ajis02-1667	523	9	w.	w.	PROPN
ajis02-1667	523	10	,	,	PUNCT
ajis02-1667	523	11	&	&	CCONJ
ajis02-1667	523	12	maybank	maybank	PROPN
ajis02-1667	523	13	,	,	PUNCT
ajis02-1667	523	14	s.	s.	PROPN
ajis02-1667	523	15	(	(	PUNCT
ajis02-1667	523	16	2008	2008	NUM
ajis02-1667	523	17	)	)	PUNCT
ajis02-1667	523	18	.	.	PUNCT
ajis02-1667	524	1	adaboost	adaboost	ADV
ajis02-1667	524	2	-	-	PUNCT
ajis02-1667	524	3	based	base	VERB
ajis02-1667	524	4	algorithm	algorithm	NOUN
ajis02-1667	524	5	for	for	ADP
ajis02-1667	524	6	network	network	NOUN
ajis02-1667	524	7	intrusion	intrusion	NOUN
ajis02-1667	524	8	detection	detection	NOUN
ajis02-1667	524	9	.	.	PUNCT
ajis02-1667	525	1	ieee	ieee	NOUN
ajis02-1667	525	2	transactions	transaction	NOUN
ajis02-1667	525	3	on	on	ADP
ajis02-1667	525	4	systems	system	NOUN
ajis02-1667	525	5	,	,	PUNCT
ajis02-1667	525	6	man	man	NOUN
ajis02-1667	525	7	,	,	PUNCT
ajis02-1667	525	8	and	and	CCONJ
ajis02-1667	525	9	cybernetics	cybernetic	NOUN
ajis02-1667	525	10	,	,	PUNCT
ajis02-1667	525	11	38(2	38(2	NOUN
ajis02-1667	525	12	)	)	PUNCT
ajis02-1667	525	13	,	,	PUNCT
ajis02-1667	525	14	577	577	NUM
ajis02-1667	525	15	–	–	PUNCT
ajis02-1667	525	16	583	583	NUM
ajis02-1667	525	17	.	.	PUNCT
ajis02-1667	526	1	https://doi.org/10.1109/tsmcb.2007.914695	https://doi.org/10.1109/tsmcb.2007.914695	PROPN
ajis02-1667	526	2	21	21	NUM
ajis02-1667	526	3	hu	hu	PROPN
ajis02-1667	526	4	,	,	PUNCT
ajis02-1667	526	5	w.	w.	PROPN
ajis02-1667	526	6	,	,	PUNCT
ajis02-1667	526	7	hu	hu	PROPN
ajis02-1667	526	8	,	,	PUNCT
ajis02-1667	526	9	w.	w.	PROPN
ajis02-1667	526	10	,	,	PUNCT
ajis02-1667	526	11	&	&	CCONJ
ajis02-1667	526	12	maybank	maybank	PROPN
ajis02-1667	526	13	,	,	PUNCT
ajis02-1667	526	14	s.	s.	PROPN
ajis02-1667	526	15	(	(	PUNCT
ajis02-1667	526	16	2008	2008	NUM
ajis02-1667	526	17	)	)	PUNCT
ajis02-1667	526	18	.	.	PUNCT
ajis02-1667	527	1	adaboost	adaboost	ADV
ajis02-1667	527	2	-	-	PUNCT
ajis02-1667	527	3	based	base	VERB
ajis02-1667	527	4	algorithm	algorithm	NOUN
ajis02-1667	527	5	for	for	ADP
ajis02-1667	527	6	network	network	NOUN
ajis02-1667	527	7	intrusion	intrusion	NOUN
ajis02-1667	527	8	detection	detection	NOUN
ajis02-1667	527	9	.	.	PUNCT
ajis02-1667	528	1	ieee	ieee	NOUN
ajis02-1667	528	2	transactions	transaction	NOUN
ajis02-1667	528	3	on	on	ADP
ajis02-1667	528	4	systems	system	NOUN
ajis02-1667	528	5	,	,	PUNCT
ajis02-1667	528	6	man	man	NOUN
ajis02-1667	528	7	,	,	PUNCT
ajis02-1667	528	8	and	and	CCONJ
ajis02-1667	528	9	cybernetics	cybernetic	NOUN
ajis02-1667	528	10	,	,	PUNCT
ajis02-1667	528	11	38(2	38(2	NOUN
ajis02-1667	528	12	)	)	PUNCT
ajis02-1667	528	13	,	,	PUNCT
ajis02-1667	528	14	577	577	NUM
ajis02-1667	528	15	–	–	PUNCT
ajis02-1667	528	16	583	583	NUM
ajis02-1667	528	17	.	.	PUNCT
ajis02-1667	529	1	https://doi.org/10.1109/tsmcb.2007.914695	https://doi.org/10.1109/tsmcb.2007.914695	PROPN
ajis02-1667	529	2	22	22	NUM
ajis02-1667	529	3	jazzar	jazzar	PROPN
ajis02-1667	529	4	,	,	PUNCT
ajis02-1667	529	5	m.	m.	NOUN
ajis02-1667	529	6	,	,	PUNCT
ajis02-1667	529	7	&	&	CCONJ
ajis02-1667	529	8	jantan	jantan	PROPN
ajis02-1667	529	9	,	,	PUNCT
ajis02-1667	529	10	a.	a.	NOUN
ajis02-1667	529	11	(	(	PUNCT
ajis02-1667	529	12	2008	2008	NUM
ajis02-1667	529	13	)	)	PUNCT
ajis02-1667	529	14	.	.	PUNCT
ajis02-1667	530	1	an	an	DET
ajis02-1667	530	2	approach	approach	NOUN
ajis02-1667	530	3	for	for	ADP
ajis02-1667	530	4	anomaly	anomaly	NOUN
ajis02-1667	530	5	intrusion	intrusion	NOUN
ajis02-1667	530	6	detection	detection	NOUN
ajis02-1667	530	7	based	base	VERB
ajis02-1667	530	8	on	on	ADP
ajis02-1667	530	9	causal	causal	ADJ
ajis02-1667	530	10	knowledge	knowledge	NOUN
ajis02-1667	530	11	-	-	PUNCT
ajis02-1667	530	12	driven	drive	VERB
ajis02-1667	530	13	diagnosis	diagnosis	NOUN
ajis02-1667	530	14	and	and	CCONJ
ajis02-1667	530	15	direction	direction	NOUN
ajis02-1667	530	16	.	.	PUNCT
ajis02-1667	531	1	studies	study	NOUN
ajis02-1667	531	2	in	in	ADP
ajis02-1667	531	3	computational	computational	ADJ
ajis02-1667	531	4	intelligence	intelligence	NOUN
ajis02-1667	531	5	,	,	PUNCT
ajis02-1667	531	6	149	149	NUM
ajis02-1667	531	7	,	,	PUNCT
ajis02-1667	531	8	39–48	39–48	NUM
ajis02-1667	531	9	.	.	PUNCT
ajis02-1667	531	10	https://doi.org/10.1007/978-3-540-70560-4_4	https://doi.org/10.1007/978-3-540-70560-4_4	X
ajis02-1667	531	11	23	23	NUM
ajis02-1667	531	12	jiang	jiang	PROPN
ajis02-1667	531	13	,	,	PUNCT
ajis02-1667	531	14	h.	h.	PROPN
ajis02-1667	531	15	,	,	PUNCT
ajis02-1667	531	16	&	&	CCONJ
ajis02-1667	531	17	ruan	ruan	PROPN
ajis02-1667	531	18	,	,	PUNCT
ajis02-1667	531	19	j.	j.	PROPN
ajis02-1667	531	20	(	(	PUNCT
ajis02-1667	531	21	2009	2009	NUM
ajis02-1667	531	22	)	)	PUNCT
ajis02-1667	531	23	.	.	PUNCT
ajis02-1667	532	1	the	the	DET
ajis02-1667	532	2	application	application	NOUN
ajis02-1667	532	3	of	of	ADP
ajis02-1667	532	4	genetic	genetic	ADJ
ajis02-1667	532	5	neural	neural	ADJ
ajis02-1667	532	6	network	network	NOUN
ajis02-1667	532	7	in	in	ADP
ajis02-1667	532	8	network	network	NOUN
ajis02-1667	532	9	intrusion	intrusion	NOUN
ajis02-1667	532	10	detection	detection	NOUN
ajis02-1667	532	11	.	.	PUNCT
ajis02-1667	533	1	journal	journal	NOUN
ajis02-1667	533	2	of	of	ADP
ajis02-1667	533	3	computers	computer	NOUN
ajis02-1667	533	4	,	,	PUNCT
ajis02-1667	533	5	4(12	4(12	NUM
ajis02-1667	533	6	)	)	PUNCT
ajis02-1667	533	7	,	,	PUNCT
ajis02-1667	533	8	1223–1230	1223–1230	NUM
ajis02-1667	533	9	.	.	PUNCT
ajis02-1667	534	1	https://doi.org/10.4304/jcp.4.12.1223-1230	https://doi.org/10.4304/jcp.4.12.1223-1230	VERB
ajis02-1667	534	2	24	24	NUM
ajis02-1667	534	3	jiang	jiang	PROPN
ajis02-1667	534	4	,	,	PUNCT
ajis02-1667	534	5	s.	s.	PROPN
ajis02-1667	534	6	,	,	PUNCT
ajis02-1667	534	7	song	song	NOUN
ajis02-1667	534	8	,	,	PUNCT
ajis02-1667	534	9	x.	x.	PROPN
ajis02-1667	534	10	,	,	PUNCT
ajis02-1667	534	11	wang	wang	PROPN
ajis02-1667	534	12	,	,	PUNCT
ajis02-1667	534	13	h.	h.	PROPN
ajis02-1667	534	14	,	,	PUNCT
ajis02-1667	534	15	han	han	PROPN
ajis02-1667	534	16	,	,	PUNCT
ajis02-1667	534	17	j.	j.	PROPN
ajis02-1667	534	18	j.	j.	PROPN
ajis02-1667	534	19	,	,	PUNCT
ajis02-1667	534	20	&	&	CCONJ
ajis02-1667	534	21	li	li	PROPN
ajis02-1667	534	22	,	,	PUNCT
ajis02-1667	534	23	q.	q.	PROPN
ajis02-1667	534	24	h.	h.	PROPN
ajis02-1667	534	25	(	(	PUNCT
ajis02-1667	534	26	2006	2006	NUM
ajis02-1667	534	27	)	)	PUNCT
ajis02-1667	534	28	.	.	PUNCT
ajis02-1667	535	1	a	a	DET
ajis02-1667	535	2	clustering	clustering	NOUN
ajis02-1667	535	3	-	-	PUNCT
ajis02-1667	535	4	based	base	VERB
ajis02-1667	535	5	method	method	NOUN
ajis02-1667	535	6	for	for	ADP
ajis02-1667	535	7	unsupervised	unsupervised	ADJ
ajis02-1667	535	8	intrusion	intrusion	NOUN
ajis02-1667	535	9	detections	detection	NOUN
ajis02-1667	535	10	.	.	PUNCT
ajis02-1667	536	1	pattern	pattern	NOUN
ajis02-1667	536	2	recognition	recognition	NOUN
ajis02-1667	536	3	letters	letter	NOUN
ajis02-1667	536	4	,	,	PUNCT
ajis02-1667	536	5	27(7	27(7	NUM
ajis02-1667	536	6	)	)	PUNCT
ajis02-1667	536	7	,	,	PUNCT
ajis02-1667	536	8	802–810	802–810	NUM
ajis02-1667	536	9	.	.	PUNCT
ajis02-1667	537	1	https://doi.org/10.1016/j.patrec.2005.11.007	https://doi.org/10.1016/j.patrec.2005.11.007	ADJ
ajis02-1667	537	2	australasian	australasian	ADJ
ajis02-1667	537	3	journal	journal	NOUN
ajis02-1667	537	4	of	of	ADP
ajis02-1667	537	5	information	information	NOUN
ajis02-1667	537	6	systems	system	NOUN
ajis02-1667	537	7	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	537	8	,	,	PUNCT
ajis02-1667	537	9	sen	sen	PROPN
ajis02-1667	537	10	&	&	CCONJ
ajis02-1667	537	11	gupta	gupta	PROPN
ajis02-1667	537	12	2018	2018	NUM
ajis02-1667	537	13	,	,	PUNCT
ajis02-1667	537	14	vol	vol	NOUN
ajis02-1667	537	15	22	22	NUM
ajis02-1667	537	16	,	,	PUNCT
ajis02-1667	537	17	research	research	NOUN
ajis02-1667	537	18	article	article	NOUN
ajis02-1667	537	19	meta	meta	NOUN
ajis02-1667	537	20	-	-	PUNCT
ajis02-1667	537	21	analysis	analysis	NOUN
ajis02-1667	537	22	of	of	ADP
ajis02-1667	537	23	machine	machine	NOUN
ajis02-1667	537	24	learning	learn	VERB
ajis02-1667	537	25	techniques	technique	NOUN
ajis02-1667	537	26	24	24	NUM
ajis02-1667	537	27	refer	refer	NOUN
ajis02-1667	537	28	ence	ence	NOUN
ajis02-1667	537	29	.	.	PUNCT
ajis02-1667	538	1	no	no	INTJ
ajis02-1667	538	2	.	.	PUNCT
ajis02-1667	539	1	reference	reference	NOUN
ajis02-1667	539	2	details	detail	NOUN
ajis02-1667	539	3	(	(	PUNCT
ajis02-1667	539	4	selected	select	VERB
ajis02-1667	539	5	sixty	sixty	NUM
ajis02-1667	539	6	articles	article	NOUN
ajis02-1667	539	7	studied	study	VERB
ajis02-1667	539	8	for	for	ADP
ajis02-1667	539	9	meta	meta	NOUN
ajis02-1667	539	10	-	-	PUNCT
ajis02-1667	539	11	analysis	analysis	NOUN
ajis02-1667	539	12	in	in	ADP
ajis02-1667	539	13	the	the	DET
ajis02-1667	539	14	research	research	NOUN
ajis02-1667	539	15	work	work	NOUN
ajis02-1667	539	16	)	)	PUNCT
ajis02-1667	539	17	25	25	NUM
ajis02-1667	539	18	khan	khan	PROPN
ajis02-1667	539	19	,	,	PUNCT
ajis02-1667	539	20	l.	l.	PROPN
ajis02-1667	539	21	,	,	PUNCT
ajis02-1667	539	22	awad	awad	PROPN
ajis02-1667	539	23	,	,	PUNCT
ajis02-1667	539	24	m.	m.	NOUN
ajis02-1667	539	25	,	,	PUNCT
ajis02-1667	539	26	&	&	CCONJ
ajis02-1667	539	27	thuraisingham	thuraisingham	PROPN
ajis02-1667	539	28	,	,	PUNCT
ajis02-1667	539	29	b.	b.	PROPN
ajis02-1667	539	30	(	(	PUNCT
ajis02-1667	539	31	2007	2007	NUM
ajis02-1667	539	32	)	)	PUNCT
ajis02-1667	539	33	.	.	PUNCT
ajis02-1667	540	1	a	a	DET
ajis02-1667	540	2	new	new	ADJ
ajis02-1667	540	3	intrusion	intrusion	NOUN
ajis02-1667	540	4	detection	detection	NOUN
ajis02-1667	540	5	system	system	NOUN
ajis02-1667	540	6	using	use	VERB
ajis02-1667	540	7	support	support	NOUN
ajis02-1667	540	8	vector	vector	NOUN
ajis02-1667	540	9	machines	machine	NOUN
ajis02-1667	540	10	and	and	CCONJ
ajis02-1667	540	11	hierarchical	hierarchical	ADJ
ajis02-1667	540	12	clustering	clustering	NOUN
ajis02-1667	540	13	.	.	PUNCT
ajis02-1667	541	1	the	the	DET
ajis02-1667	541	2	vldb	vldb	PROPN
ajis02-1667	541	3	journal	journal	PROPN
ajis02-1667	541	4	,	,	PUNCT
ajis02-1667	541	5	16(4	16(4	PROPN
ajis02-1667	541	6	)	)	PUNCT
ajis02-1667	541	7	,	,	PUNCT
ajis02-1667	541	8	507–521	507–521	NUM
ajis02-1667	541	9	.	.	PUNCT
ajis02-1667	541	10	https://doi.org/10.1007/s00778-006-0002-5	https://doi.org/10.1007/s00778-006-0002-5	PROPN
ajis02-1667	541	11	26	26	NUM
ajis02-1667	541	12	kim	kim	PROPN
ajis02-1667	541	13	,	,	PUNCT
ajis02-1667	541	14	g.	g.	PROPN
ajis02-1667	541	15	,	,	PUNCT
ajis02-1667	541	16	lee	lee	PROPN
ajis02-1667	541	17	,	,	PUNCT
ajis02-1667	541	18	s.	s.	PROPN
ajis02-1667	541	19	,	,	PUNCT
ajis02-1667	541	20	&	&	CCONJ
ajis02-1667	541	21	kim	kim	PROPN
ajis02-1667	541	22	,	,	PUNCT
ajis02-1667	541	23	s.	s.	PROPN
ajis02-1667	541	24	(	(	PUNCT
ajis02-1667	541	25	2014	2014	NUM
ajis02-1667	541	26	)	)	PUNCT
ajis02-1667	541	27	.	.	PUNCT
ajis02-1667	542	1	a	a	DET
ajis02-1667	542	2	novel	novel	ADJ
ajis02-1667	542	3	hybrid	hybrid	NOUN
ajis02-1667	542	4	intrusion	intrusion	NOUN
ajis02-1667	542	5	detection	detection	NOUN
ajis02-1667	542	6	method	method	NOUN
ajis02-1667	542	7	integrating	integrate	VERB
ajis02-1667	542	8	anomaly	anomaly	NOUN
ajis02-1667	542	9	detection	detection	NOUN
ajis02-1667	542	10	with	with	ADP
ajis02-1667	542	11	misuse	misuse	NOUN
ajis02-1667	542	12	detection	detection	NOUN
ajis02-1667	542	13	.	.	PUNCT
ajis02-1667	543	1	expert	expert	NOUN
ajis02-1667	543	2	systems	system	NOUN
ajis02-1667	543	3	with	with	ADP
ajis02-1667	543	4	applications	application	NOUN
ajis02-1667	543	5	,	,	PUNCT
ajis02-1667	543	6	41(4	41(4	NUM
ajis02-1667	543	7	part	part	NOUN
ajis02-1667	543	8	2	2	NUM
ajis02-1667	543	9	)	)	PUNCT
ajis02-1667	543	10	,	,	PUNCT
ajis02-1667	543	11	1690–1700	1690–1700	NUM
ajis02-1667	543	12	.	.	PUNCT
ajis02-1667	544	1	https://doi.org/10.1016/j.eswa.2013.08.066	https://doi.org/10.1016/j.eswa.2013.08.066	PROPN
ajis02-1667	544	2	27	27	NUM
ajis02-1667	544	3	kuang	kuang	PROPN
ajis02-1667	544	4	,	,	PUNCT
ajis02-1667	544	5	f.	f.	PROPN
ajis02-1667	544	6	,	,	PUNCT
ajis02-1667	544	7	xu	xu	PROPN
ajis02-1667	544	8	,	,	PUNCT
ajis02-1667	544	9	w.	w.	PROPN
ajis02-1667	544	10	,	,	PUNCT
ajis02-1667	544	11	&	&	CCONJ
ajis02-1667	544	12	zhang	zhang	PROPN
ajis02-1667	544	13	,	,	PUNCT
ajis02-1667	544	14	s.	s.	PROPN
ajis02-1667	544	15	(	(	PUNCT
ajis02-1667	544	16	2014	2014	NUM
ajis02-1667	544	17	)	)	PUNCT
ajis02-1667	544	18	.	.	PUNCT
ajis02-1667	545	1	a	a	DET
ajis02-1667	545	2	novel	novel	ADJ
ajis02-1667	545	3	hybrid	hybrid	ADJ
ajis02-1667	545	4	kpca	kpca	NOUN
ajis02-1667	545	5	and	and	CCONJ
ajis02-1667	545	6	svm	svm	VERB
ajis02-1667	545	7	with	with	ADP
ajis02-1667	545	8	ga	ga	PROPN
ajis02-1667	545	9	model	model	NOUN
ajis02-1667	545	10	for	for	ADP
ajis02-1667	545	11	intrusion	intrusion	NOUN
ajis02-1667	545	12	detection	detection	NOUN
ajis02-1667	545	13	.	.	PUNCT
ajis02-1667	546	1	applied	apply	VERB
ajis02-1667	546	2	soft	soft	ADJ
ajis02-1667	546	3	computing	computing	NOUN
ajis02-1667	546	4	journal	journal	NOUN
ajis02-1667	546	5	,	,	PUNCT
ajis02-1667	546	6	18	18	NUM
ajis02-1667	546	7	,	,	PUNCT
ajis02-1667	546	8	178–184	178–184	NUM
ajis02-1667	546	9	.	.	PUNCT
ajis02-1667	547	1	https://doi.org/10.1016/j.asoc.2014.01.028	https://doi.org/10.1016/j.asoc.2014.01.028	NUM
ajis02-1667	547	2	28	28	NUM
ajis02-1667	547	3	kumar	kumar	PROPN
ajis02-1667	547	4	,	,	PUNCT
ajis02-1667	547	5	g.	g.	PROPN
ajis02-1667	547	6	,	,	PUNCT
ajis02-1667	547	7	&	&	CCONJ
ajis02-1667	547	8	kumar	kumar	PROPN
ajis02-1667	547	9	,	,	PUNCT
ajis02-1667	547	10	k.	k.	PROPN
ajis02-1667	547	11	(	(	PUNCT
ajis02-1667	547	12	2015	2015	NUM
ajis02-1667	547	13	)	)	PUNCT
ajis02-1667	547	14	.	.	PUNCT
ajis02-1667	548	1	a	a	DET
ajis02-1667	548	2	multi	multi	ADJ
ajis02-1667	548	3	-	-	ADJ
ajis02-1667	548	4	objective	objective	ADJ
ajis02-1667	548	5	genetic	genetic	ADJ
ajis02-1667	548	6	algorithm	algorithm	NOUN
ajis02-1667	548	7	based	base	VERB
ajis02-1667	548	8	approach	approach	NOUN
ajis02-1667	548	9	for	for	ADP
ajis02-1667	548	10	effective	effective	ADJ
ajis02-1667	548	11	intrusion	intrusion	NOUN
ajis02-1667	548	12	detection	detection	NOUN
ajis02-1667	548	13	using	use	VERB
ajis02-1667	548	14	neural	neural	ADJ
ajis02-1667	548	15	networks	network	NOUN
ajis02-1667	548	16	.	.	PUNCT
ajis02-1667	549	1	in	in	ADP
ajis02-1667	549	2	intelligent	intelligent	ADJ
ajis02-1667	549	3	methods	method	NOUN
ajis02-1667	549	4	for	for	ADP
ajis02-1667	549	5	cyber	cyber	ADJ
ajis02-1667	549	6	warfare	warfare	NOUN
ajis02-1667	549	7	(	(	PUNCT
ajis02-1667	549	8	pp	pp	ADJ
ajis02-1667	549	9	.	.	PUNCT
ajis02-1667	550	1	173–200	173–200	NUM
ajis02-1667	550	2	)	)	PUNCT
ajis02-1667	550	3	.	.	PUNCT
ajis02-1667	551	1	https://doi.org/10.1007/978-3-319-08624-8_8	https://doi.org/10.1007/978-3-319-08624-8_8	ADV
ajis02-1667	551	2	29	29	NUM
ajis02-1667	551	3	arun	arun	PROPN
ajis02-1667	551	4	raj	raj	PROPN
ajis02-1667	551	5	kumar	kumar	PROPN
ajis02-1667	551	6	,	,	PUNCT
ajis02-1667	551	7	p.	p.	PROPN
ajis02-1667	551	8	,	,	PUNCT
ajis02-1667	551	9	&	&	CCONJ
ajis02-1667	551	10	selvakumar	selvakumar	PROPN
ajis02-1667	551	11	,	,	PUNCT
ajis02-1667	551	12	s.	s.	PROPN
ajis02-1667	551	13	(	(	PUNCT
ajis02-1667	551	14	2013	2013	NUM
ajis02-1667	551	15	)	)	PUNCT
ajis02-1667	551	16	.	.	PUNCT
ajis02-1667	552	1	detection	detection	NOUN
ajis02-1667	552	2	of	of	ADP
ajis02-1667	552	3	distributed	distribute	VERB
ajis02-1667	552	4	denial	denial	NOUN
ajis02-1667	552	5	of	of	ADP
ajis02-1667	552	6	service	service	NOUN
ajis02-1667	552	7	attacks	attack	NOUN
ajis02-1667	552	8	using	use	VERB
ajis02-1667	552	9	an	an	DET
ajis02-1667	552	10	ensemble	ensemble	NOUN
ajis02-1667	552	11	of	of	ADP
ajis02-1667	552	12	adaptive	adaptive	ADJ
ajis02-1667	552	13	and	and	CCONJ
ajis02-1667	552	14	hybrid	hybrid	ADJ
ajis02-1667	552	15	neuro	neuro	NOUN
ajis02-1667	552	16	-	-	PUNCT
ajis02-1667	552	17	fuzzy	fuzzy	ADJ
ajis02-1667	552	18	systems	system	NOUN
ajis02-1667	552	19	.	.	PUNCT
ajis02-1667	553	1	computer	computer	NOUN
ajis02-1667	553	2	communications	communication	NOUN
ajis02-1667	553	3	,	,	PUNCT
ajis02-1667	553	4	36(3	36(3	NUM
ajis02-1667	553	5	)	)	PUNCT
ajis02-1667	553	6	,	,	PUNCT
ajis02-1667	553	7	303–319	303–319	NUM
ajis02-1667	553	8	.	.	PUNCT
ajis02-1667	554	1	https://doi	https://doi	PROPN
ajis02-1667	554	2	.org/10.1016	.org/10.1016	PROPN
ajis02-1667	554	3	/	/	SYM
ajis02-1667	554	4	j	j	PROPN
ajis02-1667	554	5	.comcom.2012.09.010	.comcom.2012.09.010	PROPN
ajis02-1667	554	6	30	30	NUM
ajis02-1667	554	7	lei	lei	PROPN
ajis02-1667	554	8	,	,	PUNCT
ajis02-1667	554	9	j.	j.	PROPN
ajis02-1667	554	10	z.	z.	PROPN
ajis02-1667	554	11	,	,	PUNCT
ajis02-1667	554	12	&	&	CCONJ
ajis02-1667	554	13	ghorbani	ghorbani	PROPN
ajis02-1667	554	14	,	,	PUNCT
ajis02-1667	554	15	a.	a.	NOUN
ajis02-1667	554	16	a.	a.	NOUN
ajis02-1667	554	17	(	(	PUNCT
ajis02-1667	554	18	2012	2012	NUM
ajis02-1667	554	19	)	)	PUNCT
ajis02-1667	554	20	.	.	PUNCT
ajis02-1667	555	1	improved	improve	VERB
ajis02-1667	555	2	competitive	competitive	ADJ
ajis02-1667	555	3	learning	learn	VERB
ajis02-1667	555	4	neural	neural	ADJ
ajis02-1667	555	5	networks	network	NOUN
ajis02-1667	555	6	for	for	ADP
ajis02-1667	555	7	network	network	NOUN
ajis02-1667	555	8	intrusion	intrusion	PROPN
ajis02-1667	555	9	and	and	CCONJ
ajis02-1667	555	10	fraud	fraud	NOUN
ajis02-1667	555	11	detection	detection	NOUN
ajis02-1667	555	12	.	.	PUNCT
ajis02-1667	556	1	neurocomputing	neurocomputing	NOUN
ajis02-1667	556	2	,	,	PUNCT
ajis02-1667	556	3	75	75	NUM
ajis02-1667	556	4	,	,	PUNCT
ajis02-1667	556	5	135–145	135–145	NUM
ajis02-1667	556	6	.	.	PUNCT
ajis02-1667	557	1	https://doi.org/10.1016/j.neucom.2011.02.021	https://doi.org/10.1016/j.neucom.2011.02.021	PROPN
ajis02-1667	557	2	31	31	NUM
ajis02-1667	557	3	li	li	PROPN
ajis02-1667	557	4	,	,	PUNCT
ajis02-1667	557	5	y.	y.	PROPN
ajis02-1667	557	6	,	,	PUNCT
ajis02-1667	557	7	wang	wang	PROPN
ajis02-1667	557	8	,	,	PUNCT
ajis02-1667	557	9	j.	j.	PROPN
ajis02-1667	557	10	l.	l.	PROPN
ajis02-1667	557	11	,	,	PUNCT
ajis02-1667	557	12	tian	tian	PROPN
ajis02-1667	557	13	,	,	PUNCT
ajis02-1667	557	14	z.	z.	PROPN
ajis02-1667	557	15	h.	h.	PROPN
ajis02-1667	557	16	,	,	PUNCT
ajis02-1667	557	17	lu	lu	PROPN
ajis02-1667	557	18	,	,	PUNCT
ajis02-1667	557	19	t.	t.	PROPN
ajis02-1667	557	20	b.	b.	PROPN
ajis02-1667	557	21	,	,	PUNCT
ajis02-1667	557	22	&	&	CCONJ
ajis02-1667	557	23	young	young	ADJ
ajis02-1667	557	24	,	,	PUNCT
ajis02-1667	557	25	c.	c.	PROPN
ajis02-1667	557	26	(	(	PUNCT
ajis02-1667	557	27	2009	2009	NUM
ajis02-1667	557	28	)	)	PUNCT
ajis02-1667	557	29	.	.	PUNCT
ajis02-1667	558	1	building	build	VERB
ajis02-1667	558	2	lightweight	lightweight	ADJ
ajis02-1667	558	3	intrusion	intrusion	NOUN
ajis02-1667	558	4	detection	detection	NOUN
ajis02-1667	558	5	system	system	NOUN
ajis02-1667	558	6	using	use	VERB
ajis02-1667	558	7	wrapper	wrapper	NOUN
ajis02-1667	558	8	-	-	PUNCT
ajis02-1667	558	9	based	base	VERB
ajis02-1667	558	10	feature	feature	NOUN
ajis02-1667	558	11	selection	selection	NOUN
ajis02-1667	558	12	mechanisms	mechanism	NOUN
ajis02-1667	558	13	.	.	PUNCT
ajis02-1667	559	1	computers	computer	NOUN
ajis02-1667	559	2	and	and	CCONJ
ajis02-1667	559	3	security	security	NOUN
ajis02-1667	559	4	,	,	PUNCT
ajis02-1667	559	5	28(6	28(6	NUM
ajis02-1667	559	6	)	)	PUNCT
ajis02-1667	559	7	,	,	PUNCT
ajis02-1667	559	8	466–475	466–475	NUM
ajis02-1667	559	9	.	.	PUNCT
ajis02-1667	560	1	https://doi.org/10.1016/j.cose.2009.01.001	https://doi.org/10.1016/j.cose.2009.01.001	PROPN
ajis02-1667	560	2	32	32	NUM
ajis02-1667	560	3	liao	liao	PROPN
ajis02-1667	560	4	,	,	PUNCT
ajis02-1667	560	5	n.	n.	NOUN
ajis02-1667	560	6	,	,	PUNCT
ajis02-1667	560	7	tian	tian	PROPN
ajis02-1667	560	8	,	,	PUNCT
ajis02-1667	560	9	s.	s.	PROPN
ajis02-1667	560	10	,	,	PUNCT
ajis02-1667	560	11	&	&	CCONJ
ajis02-1667	560	12	wang	wang	PROPN
ajis02-1667	560	13	,	,	PUNCT
ajis02-1667	560	14	t.	t.	PROPN
ajis02-1667	560	15	(	(	PUNCT
ajis02-1667	560	16	2009	2009	NUM
ajis02-1667	560	17	)	)	PUNCT
ajis02-1667	560	18	.	.	PUNCT
ajis02-1667	561	1	network	network	NOUN
ajis02-1667	561	2	forensics	forensic	NOUN
ajis02-1667	561	3	based	base	VERB
ajis02-1667	561	4	on	on	ADP
ajis02-1667	561	5	fuzzy	fuzzy	ADJ
ajis02-1667	561	6	logic	logic	NOUN
ajis02-1667	561	7	and	and	CCONJ
ajis02-1667	561	8	expert	expert	NOUN
ajis02-1667	561	9	system	system	NOUN
ajis02-1667	561	10	.	.	PUNCT
ajis02-1667	562	1	computer	computer	NOUN
ajis02-1667	562	2	communications	communication	NOUN
ajis02-1667	562	3	,	,	PUNCT
ajis02-1667	562	4	32(17	32(17	NUM
ajis02-1667	562	5	)	)	PUNCT
ajis02-1667	562	6	,	,	PUNCT
ajis02-1667	562	7	1881–1892	1881–1892	NUM
ajis02-1667	562	8	.	.	PUNCT
ajis02-1667	563	1	https://doi.org/10.1016/j.comcom.2009.07.013	https://doi.org/10.1016/j.comcom.2009.07.013	PROPN
ajis02-1667	563	2	33	33	NUM
ajis02-1667	563	3	luo	luo	PROPN
ajis02-1667	563	4	,	,	PUNCT
ajis02-1667	563	5	b.	b.	PROPN
ajis02-1667	563	6	,	,	PUNCT
ajis02-1667	563	7	&	&	CCONJ
ajis02-1667	563	8	xia	xia	PROPN
ajis02-1667	563	9	,	,	PUNCT
ajis02-1667	563	10	j.	j.	PROPN
ajis02-1667	563	11	(	(	PUNCT
ajis02-1667	563	12	2014	2014	NUM
ajis02-1667	563	13	)	)	PUNCT
ajis02-1667	563	14	.	.	PUNCT
ajis02-1667	564	1	a	a	DET
ajis02-1667	564	2	novel	novel	ADJ
ajis02-1667	564	3	intrusion	intrusion	NOUN
ajis02-1667	564	4	detection	detection	NOUN
ajis02-1667	564	5	system	system	NOUN
ajis02-1667	564	6	based	base	VERB
ajis02-1667	564	7	on	on	ADP
ajis02-1667	564	8	feature	feature	NOUN
ajis02-1667	564	9	generation	generation	NOUN
ajis02-1667	564	10	with	with	ADP
ajis02-1667	564	11	visualization	visualization	NOUN
ajis02-1667	564	12	strategy	strategy	NOUN
ajis02-1667	564	13	.	.	PUNCT
ajis02-1667	565	1	expert	expert	NOUN
ajis02-1667	565	2	systems	system	NOUN
ajis02-1667	565	3	with	with	ADP
ajis02-1667	565	4	applications	application	NOUN
ajis02-1667	565	5	,	,	PUNCT
ajis02-1667	565	6	41(9	41(9	NOUN
ajis02-1667	565	7	)	)	PUNCT
ajis02-1667	565	8	,	,	PUNCT
ajis02-1667	565	9	4139	4139	NUM
ajis02-1667	565	10	–	–	PUNCT
ajis02-1667	565	11	4147	4147	NUM
ajis02-1667	565	12	.	.	PUNCT
ajis02-1667	566	1	https://doi.org/10.1016/j.eswa.2013.12.048	https://doi.org/10.1016/j.eswa.2013.12.048	PROPN
ajis02-1667	566	2	34	34	NUM
ajis02-1667	566	3	mabu	mabu	NOUN
ajis02-1667	566	4	,	,	PUNCT
ajis02-1667	566	5	s.	s.	PROPN
ajis02-1667	566	6	,	,	PUNCT
ajis02-1667	566	7	chen	chen	PROPN
ajis02-1667	566	8	,	,	PUNCT
ajis02-1667	566	9	c.	c.	PROPN
ajis02-1667	566	10	,	,	PUNCT
ajis02-1667	566	11	lu	lu	PROPN
ajis02-1667	566	12	,	,	PUNCT
ajis02-1667	566	13	n.	n.	PROPN
ajis02-1667	566	14	,	,	PUNCT
ajis02-1667	566	15	shimada	shimada	PROPN
ajis02-1667	566	16	,	,	PUNCT
ajis02-1667	566	17	k.	k.	PROPN
ajis02-1667	566	18	,	,	PUNCT
ajis02-1667	566	19	&	&	CCONJ
ajis02-1667	566	20	hirasawa	hirasawa	PROPN
ajis02-1667	566	21	,	,	PUNCT
ajis02-1667	566	22	k.	k.	PROPN
ajis02-1667	566	23	(	(	PUNCT
ajis02-1667	566	24	2011	2011	NUM
ajis02-1667	566	25	)	)	PUNCT
ajis02-1667	566	26	.	.	PUNCT
ajis02-1667	567	1	an	an	DET
ajis02-1667	567	2	intrusion	intrusion	NOUN
ajis02-1667	567	3	-	-	PUNCT
ajis02-1667	567	4	detection	detection	NOUN
ajis02-1667	567	5	model	model	NOUN
ajis02-1667	567	6	based	base	VERB
ajis02-1667	567	7	on	on	ADP
ajis02-1667	567	8	fuzzy	fuzzy	ADJ
ajis02-1667	567	9	class	class	NOUN
ajis02-1667	567	10	-	-	PUNCT
ajis02-1667	567	11	association	association	NOUN
ajis02-1667	567	12	-	-	PUNCT
ajis02-1667	567	13	rule	rule	NOUN
ajis02-1667	567	14	mining	mining	NOUN
ajis02-1667	567	15	using	use	VERB
ajis02-1667	567	16	genetic	genetic	ADJ
ajis02-1667	567	17	network	network	NOUN
ajis02-1667	567	18	programming	programming	NOUN
ajis02-1667	567	19	.	.	PUNCT
ajis02-1667	568	1	ieee	ieee	NOUN
ajis02-1667	568	2	transactions	transaction	NOUN
ajis02-1667	568	3	on	on	ADP
ajis02-1667	568	4	systems	system	NOUN
ajis02-1667	568	5	,	,	PUNCT
ajis02-1667	568	6	man	man	NOUN
ajis02-1667	568	7	,	,	PUNCT
ajis02-1667	568	8	and	and	CCONJ
ajis02-1667	568	9	cybernetics	cybernetic	NOUN
ajis02-1667	568	10	,	,	PUNCT
ajis02-1667	568	11	part	part	NOUN
ajis02-1667	568	12	c	c	NOUN
ajis02-1667	568	13	:	:	PUNCT
ajis02-1667	568	14	applications	application	NOUN
ajis02-1667	568	15	and	and	CCONJ
ajis02-1667	568	16	reviews	review	NOUN
ajis02-1667	568	17	,	,	PUNCT
ajis02-1667	568	18	41(1	41(1	NUM
ajis02-1667	568	19	)	)	PUNCT
ajis02-1667	568	20	,	,	PUNCT
ajis02-1667	568	21	130–139	130–139	NUM
ajis02-1667	568	22	.	.	PUNCT
ajis02-1667	569	1	https://doi.org/10.1109/tsmcc.2010.2050685	https://doi.org/10.1109/tsmcc.2010.2050685	PROPN
ajis02-1667	569	2	35	35	NUM
ajis02-1667	569	3	mitrokotsa	mitrokotsa	NOUN
ajis02-1667	569	4	,	,	PUNCT
ajis02-1667	569	5	a.	a.	NOUN
ajis02-1667	569	6	,	,	PUNCT
ajis02-1667	569	7	&	&	CCONJ
ajis02-1667	569	8	douligeris	douligeris	PROPN
ajis02-1667	569	9	,	,	PUNCT
ajis02-1667	569	10	c.	c.	PROPN
ajis02-1667	569	11	(	(	PUNCT
ajis02-1667	569	12	2005	2005	NUM
ajis02-1667	569	13	)	)	PUNCT
ajis02-1667	569	14	.	.	PUNCT
ajis02-1667	570	1	detecting	detect	VERB
ajis02-1667	570	2	denial	denial	NOUN
ajis02-1667	570	3	of	of	ADP
ajis02-1667	570	4	service	service	NOUN
ajis02-1667	570	5	attacks	attack	NOUN
ajis02-1667	570	6	using	use	VERB
ajis02-1667	570	7	emergent	emergent	ADJ
ajis02-1667	570	8	self	self	NOUN
ajis02-1667	570	9	-	-	PUNCT
ajis02-1667	570	10	organizing	organize	VERB
ajis02-1667	570	11	maps	map	NOUN
ajis02-1667	570	12	.	.	PUNCT
ajis02-1667	571	1	proceedings	proceeding	NOUN
ajis02-1667	571	2	of	of	ADP
ajis02-1667	571	3	the	the	DET
ajis02-1667	571	4	fifth	fifth	ADJ
ajis02-1667	571	5	ieee	ieee	NOUN
ajis02-1667	571	6	international	international	ADJ
ajis02-1667	571	7	symposium	symposium	NOUN
ajis02-1667	571	8	on	on	ADP
ajis02-1667	571	9	signal	signal	NOUN
ajis02-1667	571	10	processing	processing	NOUN
ajis02-1667	571	11	and	and	CCONJ
ajis02-1667	571	12	information	information	NOUN
ajis02-1667	571	13	technology	technology	NOUN
ajis02-1667	571	14	,	,	PUNCT
ajis02-1667	571	15	2005	2005	NUM
ajis02-1667	571	16	.	.	PUNCT
ajis02-1667	571	17	,	,	PUNCT
ajis02-1667	571	18	375–380	375–380	NUM
ajis02-1667	571	19	.	.	PUNCT
ajis02-1667	572	1	https://doi.org/10.1109/isspit.2005.1577126	https://doi.org/10.1109/isspit.2005.1577126	PROPN
ajis02-1667	572	2	36	36	NUM
ajis02-1667	572	3	njogu	njogu	ADJ
ajis02-1667	572	4	,	,	PUNCT
ajis02-1667	572	5	h.	h.	PROPN
ajis02-1667	572	6	w.	w.	PROPN
ajis02-1667	572	7	,	,	PUNCT
ajis02-1667	572	8	jiawei	jiawei	PROPN
ajis02-1667	572	9	,	,	PUNCT
ajis02-1667	572	10	l.	l.	PROPN
ajis02-1667	572	11	,	,	PUNCT
ajis02-1667	572	12	&	&	CCONJ
ajis02-1667	572	13	kiere	kiere	PROPN
ajis02-1667	572	14	,	,	PUNCT
ajis02-1667	572	15	j.	j.	PROPN
ajis02-1667	572	16	n.	n.	PROPN
ajis02-1667	572	17	(	(	PUNCT
ajis02-1667	572	18	2013	2013	NUM
ajis02-1667	572	19	)	)	PUNCT
ajis02-1667	572	20	.	.	PUNCT
ajis02-1667	573	1	network	network	NOUN
ajis02-1667	573	2	specific	specific	ADJ
ajis02-1667	573	3	vulnerability	vulnerability	NOUN
ajis02-1667	573	4	based	base	VERB
ajis02-1667	573	5	alert	alert	NOUN
ajis02-1667	573	6	reduction	reduction	NOUN
ajis02-1667	573	7	approach	approach	NOUN
ajis02-1667	573	8	.	.	PUNCT
ajis02-1667	574	1	security	security	NOUN
ajis02-1667	574	2	and	and	CCONJ
ajis02-1667	574	3	communication	communication	NOUN
ajis02-1667	574	4	networks	network	NOUN
ajis02-1667	574	5	,	,	PUNCT
ajis02-1667	574	6	6(1	6(1	NUM
ajis02-1667	574	7	)	)	PUNCT
ajis02-1667	574	8	,	,	PUNCT
ajis02-1667	574	9	15–27	15–27	NUM
ajis02-1667	574	10	.	.	PUNCT
ajis02-1667	575	1	https://doi.org/10.1002/sec.520	https://doi.org/10.1002/sec.520	PROPN
ajis02-1667	575	2	australasian	australasian	ADJ
ajis02-1667	575	3	journal	journal	NOUN
ajis02-1667	575	4	of	of	ADP
ajis02-1667	575	5	information	information	NOUN
ajis02-1667	575	6	systems	system	NOUN
ajis02-1667	575	7	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	575	8	,	,	PUNCT
ajis02-1667	575	9	sen	sen	PROPN
ajis02-1667	575	10	&	&	CCONJ
ajis02-1667	575	11	gupta	gupta	PROPN
ajis02-1667	575	12	2018	2018	NUM
ajis02-1667	575	13	,	,	PUNCT
ajis02-1667	575	14	vol	vol	NOUN
ajis02-1667	575	15	22	22	NUM
ajis02-1667	575	16	,	,	PUNCT
ajis02-1667	575	17	research	research	NOUN
ajis02-1667	575	18	article	article	NOUN
ajis02-1667	575	19	meta	meta	NOUN
ajis02-1667	575	20	-	-	PUNCT
ajis02-1667	575	21	analysis	analysis	NOUN
ajis02-1667	575	22	of	of	ADP
ajis02-1667	575	23	machine	machine	NOUN
ajis02-1667	575	24	learning	learn	VERB
ajis02-1667	575	25	techniques	technique	NOUN
ajis02-1667	575	26	25	25	NUM
ajis02-1667	575	27	refer	refer	NOUN
ajis02-1667	575	28	ence	ence	NOUN
ajis02-1667	575	29	.	.	PUNCT
ajis02-1667	576	1	no	no	INTJ
ajis02-1667	576	2	.	.	PUNCT
ajis02-1667	577	1	reference	reference	NOUN
ajis02-1667	577	2	details	detail	NOUN
ajis02-1667	577	3	(	(	PUNCT
ajis02-1667	577	4	selected	select	VERB
ajis02-1667	577	5	sixty	sixty	NUM
ajis02-1667	577	6	articles	article	NOUN
ajis02-1667	577	7	studied	study	VERB
ajis02-1667	577	8	for	for	ADP
ajis02-1667	577	9	meta	meta	NOUN
ajis02-1667	577	10	-	-	PUNCT
ajis02-1667	577	11	analysis	analysis	NOUN
ajis02-1667	577	12	in	in	ADP
ajis02-1667	577	13	the	the	DET
ajis02-1667	577	14	research	research	NOUN
ajis02-1667	577	15	work	work	NOUN
ajis02-1667	577	16	)	)	PUNCT
ajis02-1667	577	17	37	37	NUM
ajis02-1667	577	18	orfila	orfila	ADJ
ajis02-1667	577	19	,	,	PUNCT
ajis02-1667	577	20	a.	a.	NOUN
ajis02-1667	577	21	,	,	PUNCT
ajis02-1667	577	22	estevez	estevez	PROPN
ajis02-1667	577	23	-	-	PUNCT
ajis02-1667	577	24	tapiador	tapiador	PROPN
ajis02-1667	577	25	,	,	PUNCT
ajis02-1667	577	26	j.	j.	PROPN
ajis02-1667	577	27	m.	m.	PROPN
ajis02-1667	577	28	,	,	PUNCT
ajis02-1667	577	29	&	&	CCONJ
ajis02-1667	577	30	ribagorda	ribagorda	PROPN
ajis02-1667	577	31	,	,	PUNCT
ajis02-1667	577	32	a.	a.	NOUN
ajis02-1667	577	33	(	(	PUNCT
ajis02-1667	577	34	2009	2009	NUM
ajis02-1667	577	35	)	)	PUNCT
ajis02-1667	577	36	.	.	PUNCT
ajis02-1667	578	1	evolving	evolve	VERB
ajis02-1667	578	2	high	high	ADJ
ajis02-1667	578	3	-	-	PUNCT
ajis02-1667	578	4	speed	speed	NOUN
ajis02-1667	578	5	,	,	PUNCT
ajis02-1667	578	6	easy	easy	ADJ
ajis02-1667	578	7	-	-	PUNCT
ajis02-1667	578	8	to	to	PART
ajis02-1667	578	9	-	-	PUNCT
ajis02-1667	578	10	understand	understand	VERB
ajis02-1667	578	11	network	network	NOUN
ajis02-1667	578	12	intrusion	intrusion	NOUN
ajis02-1667	578	13	detection	detection	NOUN
ajis02-1667	578	14	rules	rule	VERB
ajis02-1667	578	15	with	with	ADP
ajis02-1667	578	16	genetic	genetic	ADJ
ajis02-1667	578	17	programming	programming	NOUN
ajis02-1667	578	18	.	.	PUNCT
ajis02-1667	579	1	in	in	ADP
ajis02-1667	579	2	lecture	lecture	NOUN
ajis02-1667	579	3	notes	note	NOUN
ajis02-1667	579	4	in	in	ADP
ajis02-1667	579	5	computer	computer	NOUN
ajis02-1667	579	6	science	science	NOUN
ajis02-1667	579	7	(	(	PUNCT
ajis02-1667	579	8	including	include	VERB
ajis02-1667	579	9	subseries	subserie	NOUN
ajis02-1667	579	10	lecture	lecture	VERB
ajis02-1667	579	11	notes	note	NOUN
ajis02-1667	579	12	in	in	ADP
ajis02-1667	579	13	artificial	artificial	ADJ
ajis02-1667	579	14	intelligence	intelligence	NOUN
ajis02-1667	579	15	and	and	CCONJ
ajis02-1667	579	16	lecture	lecture	NOUN
ajis02-1667	579	17	notes	note	NOUN
ajis02-1667	579	18	in	in	ADP
ajis02-1667	579	19	bioinformatics	bioinformatics	NOUN
ajis02-1667	579	20	)	)	PUNCT
ajis02-1667	579	21	(	(	PUNCT
ajis02-1667	579	22	vol	vol	NOUN
ajis02-1667	579	23	.	.	PUNCT
ajis02-1667	579	24	5484	5484	NUM
ajis02-1667	579	25	lncs	lnc	NOUN
ajis02-1667	579	26	,	,	PUNCT
ajis02-1667	579	27	pp	pp	X
ajis02-1667	579	28	.	.	PUNCT
ajis02-1667	579	29	93–98	93–98	NUM
ajis02-1667	579	30	)	)	PUNCT
ajis02-1667	579	31	.	.	PUNCT
ajis02-1667	580	1	https://doi.org/10.1007/978-3-642-01129-0_11	https://doi.org/10.1007/978-3-642-01129-0_11	VERB
ajis02-1667	580	2	38	38	NUM
ajis02-1667	580	3	özyer	özyer	NOUN
ajis02-1667	580	4	,	,	PUNCT
ajis02-1667	580	5	t.	t.	PROPN
ajis02-1667	580	6	,	,	PUNCT
ajis02-1667	580	7	alhaj	alhaj	PROPN
ajis02-1667	580	8	j	j	PROPN
ajis02-1667	580	9	,	,	PUNCT
ajis02-1667	580	10	r.	r.	PROPN
ajis02-1667	580	11	,	,	PUNCT
ajis02-1667	580	12	&	&	CCONJ
ajis02-1667	580	13	barker	barker	PROPN
ajis02-1667	580	14	,	,	PUNCT
ajis02-1667	580	15	k.	k.	PROPN
ajis02-1667	580	16	(	(	PUNCT
ajis02-1667	580	17	2007	2007	NUM
ajis02-1667	580	18	)	)	PUNCT
ajis02-1667	580	19	.	.	PUNCT
ajis02-1667	581	1	intrusion	intrusion	NOUN
ajis02-1667	581	2	detection	detection	NOUN
ajis02-1667	581	3	by	by	ADP
ajis02-1667	581	4	integrating	integrate	VERB
ajis02-1667	581	5	boosting	boost	VERB
ajis02-1667	581	6	genetic	genetic	ADJ
ajis02-1667	581	7	fuzzy	fuzzy	ADJ
ajis02-1667	581	8	classifier	classifier	NOUN
ajis02-1667	581	9	and	and	CCONJ
ajis02-1667	581	10	data	datum	NOUN
ajis02-1667	581	11	mining	mining	NOUN
ajis02-1667	581	12	criteria	criterion	NOUN
ajis02-1667	581	13	for	for	ADP
ajis02-1667	581	14	rule	rule	NOUN
ajis02-1667	581	15	pre	pre	ADJ
ajis02-1667	581	16	-	-	ADJ
ajis02-1667	581	17	screening	screening	ADJ
ajis02-1667	581	18	.	.	PUNCT
ajis02-1667	582	1	journal	journal	PROPN
ajis02-1667	582	2	of	of	ADP
ajis02-1667	582	3	network	network	NOUN
ajis02-1667	582	4	and	and	CCONJ
ajis02-1667	582	5	computer	computer	NOUN
ajis02-1667	582	6	applications	application	NOUN
ajis02-1667	582	7	,	,	PUNCT
ajis02-1667	582	8	30(1	30(1	NUM
ajis02-1667	582	9	)	)	PUNCT
ajis02-1667	582	10	,	,	PUNCT
ajis02-1667	582	11	99–113	99–113	PROPN
ajis02-1667	582	12	.	.	PUNCT
ajis02-1667	583	1	https:/	https:/	PROPN
ajis02-1667	583	2	/doi	/doi	PUNCT
ajis02-1667	584	1	.org/10.1016	.org/10.1016	PROPN
ajis02-1667	584	2	/	/	SYM
ajis02-1667	584	3	j	j	PROPN
ajis02-1667	584	4	.	.	PUNCT
ajis02-1667	584	5	jnca.2005.06.002	jnca.2005.06.002	PROPN
ajis02-1667	585	1	39	39	NUM
ajis02-1667	585	2	pinzón	pinzón	NOUN
ajis02-1667	585	3	,	,	PUNCT
ajis02-1667	585	4	c.	c.	PROPN
ajis02-1667	585	5	i.	i.	PROPN
ajis02-1667	585	6	,	,	PUNCT
ajis02-1667	585	7	de	de	PROPN
ajis02-1667	585	8	paz	paz	PROPN
ajis02-1667	585	9	,	,	PUNCT
ajis02-1667	585	10	j.	j.	PROPN
ajis02-1667	585	11	f.	f.	PROPN
ajis02-1667	585	12	,	,	PUNCT
ajis02-1667	585	13	herrero	herrero	PROPN
ajis02-1667	585	14	,	,	PUNCT
ajis02-1667	585	15	á	á	PROPN
ajis02-1667	585	16	.	.	PROPN
ajis02-1667	585	17	,	,	PUNCT
ajis02-1667	585	18	corchado	corchado	PROPN
ajis02-1667	585	19	,	,	PUNCT
ajis02-1667	585	20	e.	e.	PROPN
ajis02-1667	585	21	,	,	PUNCT
ajis02-1667	585	22	bajo	bajo	PROPN
ajis02-1667	585	23	,	,	PUNCT
ajis02-1667	585	24	j.	j.	PROPN
ajis02-1667	585	25	,	,	PUNCT
ajis02-1667	585	26	&	&	CCONJ
ajis02-1667	585	27	corchado	corchado	PROPN
ajis02-1667	585	28	,	,	PUNCT
ajis02-1667	585	29	j.	j.	PROPN
ajis02-1667	585	30	m.	m.	PROPN
ajis02-1667	585	31	(	(	PUNCT
ajis02-1667	585	32	2013	2013	NUM
ajis02-1667	585	33	)	)	PUNCT
ajis02-1667	585	34	.	.	PUNCT
ajis02-1667	586	1	idmas	idmas	NOUN
ajis02-1667	586	2	-	-	PUNCT
ajis02-1667	586	3	sql	sql	NOUN
ajis02-1667	586	4	:	:	PUNCT
ajis02-1667	586	5	intrusion	intrusion	NOUN
ajis02-1667	586	6	detection	detection	NOUN
ajis02-1667	586	7	based	base	VERB
ajis02-1667	586	8	on	on	ADP
ajis02-1667	586	9	mas	mas	PROPN
ajis02-1667	586	10	to	to	PART
ajis02-1667	586	11	detect	detect	VERB
ajis02-1667	586	12	and	and	CCONJ
ajis02-1667	586	13	block	block	VERB
ajis02-1667	586	14	sql	sql	NOUN
ajis02-1667	586	15	injection	injection	NOUN
ajis02-1667	586	16	through	through	ADP
ajis02-1667	586	17	data	datum	NOUN
ajis02-1667	586	18	mining	mining	NOUN
ajis02-1667	586	19	.	.	PUNCT
ajis02-1667	587	1	information	information	NOUN
ajis02-1667	587	2	sciences	sciences	PROPN
ajis02-1667	587	3	,	,	PUNCT
ajis02-1667	587	4	231	231	NUM
ajis02-1667	587	5	,	,	PUNCT
ajis02-1667	587	6	15–31	15–31	NUM
ajis02-1667	587	7	.	.	PUNCT
ajis02-1667	588	1	https://doi.org/10.1016/j.ins.2011.06.020	https://doi.org/10.1016/j.ins.2011.06.020	VERB
ajis02-1667	588	2	40	40	NUM
ajis02-1667	588	3	powers	power	NOUN
ajis02-1667	588	4	,	,	PUNCT
ajis02-1667	588	5	s.	s.	PROPN
ajis02-1667	588	6	t.	t.	PROPN
ajis02-1667	588	7	,	,	PUNCT
ajis02-1667	588	8	&	&	CCONJ
ajis02-1667	588	9	he	he	PRON
ajis02-1667	588	10	,	,	PUNCT
ajis02-1667	588	11	j.	j.	PROPN
ajis02-1667	588	12	(	(	PUNCT
ajis02-1667	588	13	2008	2008	NUM
ajis02-1667	588	14	)	)	PUNCT
ajis02-1667	588	15	.	.	PUNCT
ajis02-1667	589	1	a	a	DET
ajis02-1667	589	2	hybrid	hybrid	ADJ
ajis02-1667	589	3	artificial	artificial	ADJ
ajis02-1667	589	4	immune	immune	ADJ
ajis02-1667	589	5	system	system	NOUN
ajis02-1667	589	6	and	and	CCONJ
ajis02-1667	589	7	self	self	NOUN
ajis02-1667	589	8	organising	organise	VERB
ajis02-1667	589	9	map	map	NOUN
ajis02-1667	589	10	for	for	ADP
ajis02-1667	589	11	network	network	NOUN
ajis02-1667	589	12	intrusion	intrusion	NOUN
ajis02-1667	589	13	detection	detection	NOUN
ajis02-1667	589	14	.	.	PUNCT
ajis02-1667	590	1	information	information	NOUN
ajis02-1667	590	2	sciences	sciences	PROPN
ajis02-1667	590	3	,	,	PUNCT
ajis02-1667	590	4	178(15	178(15	NUM
ajis02-1667	590	5	)	)	PUNCT
ajis02-1667	590	6	,	,	PUNCT
ajis02-1667	590	7	3024–3042	3024–3042	NUM
ajis02-1667	590	8	.	.	PUNCT
ajis02-1667	591	1	https://doi.org/10.1016/j.ins.2007.11.028	https://doi.org/10.1016/j.ins.2007.11.028	NOUN
ajis02-1667	591	2	41	41	NUM
ajis02-1667	591	3	peddabachigari	peddabachigari	NOUN
ajis02-1667	591	4	,	,	PUNCT
ajis02-1667	591	5	s.	s.	PROPN
ajis02-1667	591	6	,	,	PUNCT
ajis02-1667	591	7	abraham	abraham	PROPN
ajis02-1667	591	8	,	,	PUNCT
ajis02-1667	591	9	a.	a.	PROPN
ajis02-1667	591	10	,	,	PUNCT
ajis02-1667	591	11	grosan	grosan	ADJ
ajis02-1667	591	12	,	,	PUNCT
ajis02-1667	591	13	c.	c.	PROPN
ajis02-1667	591	14	,	,	PUNCT
ajis02-1667	591	15	&	&	CCONJ
ajis02-1667	591	16	thomas	thomas	PROPN
ajis02-1667	591	17	,	,	PUNCT
ajis02-1667	591	18	j.	j.	PROPN
ajis02-1667	591	19	(	(	PUNCT
ajis02-1667	591	20	2007	2007	NUM
ajis02-1667	591	21	)	)	PUNCT
ajis02-1667	591	22	.	.	PUNCT
ajis02-1667	592	1	modeling	model	VERB
ajis02-1667	592	2	intrusion	intrusion	NOUN
ajis02-1667	592	3	detection	detection	NOUN
ajis02-1667	592	4	system	system	NOUN
ajis02-1667	592	5	using	use	VERB
ajis02-1667	592	6	hybrid	hybrid	ADJ
ajis02-1667	592	7	intelligent	intelligent	ADJ
ajis02-1667	592	8	systems	system	NOUN
ajis02-1667	592	9	.	.	PUNCT
ajis02-1667	593	1	journal	journal	PROPN
ajis02-1667	593	2	of	of	ADP
ajis02-1667	593	3	network	network	NOUN
ajis02-1667	593	4	and	and	CCONJ
ajis02-1667	593	5	computer	computer	NOUN
ajis02-1667	593	6	applications	application	NOUN
ajis02-1667	593	7	,	,	PUNCT
ajis02-1667	593	8	30(1	30(1	NUM
ajis02-1667	593	9	)	)	PUNCT
ajis02-1667	593	10	,	,	PUNCT
ajis02-1667	593	11	114–132	114–132	NUM
ajis02-1667	593	12	.	.	PUNCT
ajis02-1667	594	1	https://doi.org/10.1016/j.jnca.2005.06.003	https://doi.org/10.1016/j.jnca.2005.06.003	ADJ
ajis02-1667	594	2	42	42	NUM
ajis02-1667	594	3	ramasubramanian	ramasubramanian	ADJ
ajis02-1667	594	4	,	,	PUNCT
ajis02-1667	594	5	p.	p.	PROPN
ajis02-1667	594	6	,	,	PUNCT
ajis02-1667	594	7	&	&	CCONJ
ajis02-1667	594	8	kannan	kannan	PROPN
ajis02-1667	594	9	,	,	PUNCT
ajis02-1667	594	10	a.	a.	NOUN
ajis02-1667	594	11	(	(	PUNCT
ajis02-1667	594	12	2006	2006	NUM
ajis02-1667	594	13	)	)	PUNCT
ajis02-1667	594	14	.	.	PUNCT
ajis02-1667	595	1	a	a	DET
ajis02-1667	595	2	genetic	genetic	ADJ
ajis02-1667	595	3	-	-	PUNCT
ajis02-1667	595	4	algorithm	algorithm	NOUN
ajis02-1667	595	5	based	base	VERB
ajis02-1667	595	6	neural	neural	ADJ
ajis02-1667	595	7	network	network	NOUN
ajis02-1667	595	8	short	short	ADJ
ajis02-1667	595	9	-	-	PUNCT
ajis02-1667	595	10	term	term	NOUN
ajis02-1667	595	11	forecasting	forecasting	NOUN
ajis02-1667	595	12	framework	framework	NOUN
ajis02-1667	595	13	for	for	ADP
ajis02-1667	595	14	database	database	NOUN
ajis02-1667	595	15	intrusion	intrusion	NOUN
ajis02-1667	595	16	prediction	prediction	NOUN
ajis02-1667	595	17	system	system	NOUN
ajis02-1667	595	18	.	.	PUNCT
ajis02-1667	596	1	soft	soft	ADJ
ajis02-1667	596	2	computing	computing	NOUN
ajis02-1667	596	3	,	,	PUNCT
ajis02-1667	596	4	10(8	10(8	NOUN
ajis02-1667	596	5	)	)	PUNCT
ajis02-1667	596	6	,	,	PUNCT
ajis02-1667	596	7	699–714	699–714	NUM
ajis02-1667	596	8	.	.	PUNCT
ajis02-1667	597	1	https://doi.org/10.1007/s00500-005-0513-9	https://doi.org/10.1007/s00500-005-0513-9	NUM
ajis02-1667	597	2	43	43	NUM
ajis02-1667	597	3	revathi	revathi	NOUN
ajis02-1667	597	4	,	,	PUNCT
ajis02-1667	597	5	s.	s.	PROPN
ajis02-1667	597	6	,	,	PUNCT
ajis02-1667	597	7	&	&	CCONJ
ajis02-1667	597	8	malathi	malathi	PROPN
ajis02-1667	597	9	,	,	PUNCT
ajis02-1667	597	10	a.	a.	PROPN
ajis02-1667	597	11	(	(	PUNCT
ajis02-1667	597	12	2014	2014	NUM
ajis02-1667	597	13	)	)	PUNCT
ajis02-1667	597	14	.	.	PUNCT
ajis02-1667	598	1	multi	multi	ADJ
ajis02-1667	598	2	-	-	ADJ
ajis02-1667	598	3	tier	tier	ADJ
ajis02-1667	598	4	framework	framework	NOUN
ajis02-1667	598	5	using	use	VERB
ajis02-1667	598	6	sugeno	sugeno	NOUN
ajis02-1667	598	7	fuzzy	fuzzy	ADJ
ajis02-1667	598	8	inference	inference	NOUN
ajis02-1667	598	9	system	system	NOUN
ajis02-1667	598	10	with	with	ADP
ajis02-1667	598	11	swarm	swarm	NOUN
ajis02-1667	598	12	intelligence	intelligence	NOUN
ajis02-1667	598	13	techniques	technique	NOUN
ajis02-1667	598	14	for	for	ADP
ajis02-1667	598	15	intrusion	intrusion	NOUN
ajis02-1667	598	16	detection	detection	NOUN
ajis02-1667	598	17	.	.	PUNCT
ajis02-1667	599	1	indian	indian	ADJ
ajis02-1667	599	2	journal	journal	PROPN
ajis02-1667	599	3	of	of	ADP
ajis02-1667	599	4	science	science	NOUN
ajis02-1667	599	5	and	and	CCONJ
ajis02-1667	599	6	technology	technology	NOUN
ajis02-1667	599	7	,	,	PUNCT
ajis02-1667	599	8	7(9	7(9	NUM
ajis02-1667	599	9	)	)	PUNCT
ajis02-1667	599	10	,	,	PUNCT
ajis02-1667	599	11	1437–1443	1437–1443	NUM
ajis02-1667	599	12	.	.	PUNCT
ajis02-1667	600	1	44	44	NUM
ajis02-1667	600	2	sangkatsanee	sangkatsanee	NOUN
ajis02-1667	600	3	,	,	PUNCT
ajis02-1667	600	4	p.	p.	NOUN
ajis02-1667	600	5	,	,	PUNCT
ajis02-1667	600	6	wattanapongsakorn	wattanapongsakorn	ADJ
ajis02-1667	600	7	,	,	PUNCT
ajis02-1667	600	8	n.	n.	NOUN
ajis02-1667	600	9	,	,	PUNCT
ajis02-1667	600	10	&	&	CCONJ
ajis02-1667	600	11	charnsripinyo	charnsripinyo	PROPN
ajis02-1667	600	12	,	,	PUNCT
ajis02-1667	600	13	c.	c.	NOUN
ajis02-1667	600	14	(	(	PUNCT
ajis02-1667	600	15	2011	2011	NUM
ajis02-1667	600	16	)	)	PUNCT
ajis02-1667	600	17	.	.	PUNCT
ajis02-1667	601	1	practical	practical	ADJ
ajis02-1667	601	2	real	real	ADJ
ajis02-1667	601	3	-	-	PUNCT
ajis02-1667	601	4	time	time	NOUN
ajis02-1667	601	5	intrusion	intrusion	NOUN
ajis02-1667	601	6	detection	detection	NOUN
ajis02-1667	601	7	using	use	VERB
ajis02-1667	601	8	machine	machine	NOUN
ajis02-1667	601	9	learning	learning	NOUN
ajis02-1667	601	10	approaches	approach	NOUN
ajis02-1667	601	11	.	.	PUNCT
ajis02-1667	602	1	computer	computer	NOUN
ajis02-1667	602	2	communications	communication	NOUN
ajis02-1667	602	3	,	,	PUNCT
ajis02-1667	602	4	34(18	34(18	NOUN
ajis02-1667	602	5	)	)	PUNCT
ajis02-1667	602	6	,	,	PUNCT
ajis02-1667	602	7	2227–2235	2227–2235	NUM
ajis02-1667	602	8	.	.	PUNCT
ajis02-1667	603	1	https://doi.org/10.1016/j.comcom.2011.07.001	https://doi.org/10.1016/j.comcom.2011.07.001	VERB
ajis02-1667	603	2	45	45	NUM
ajis02-1667	603	3	sani	sani	PROPN
ajis02-1667	603	4	,	,	PUNCT
ajis02-1667	603	5	r.	r.	PROPN
ajis02-1667	603	6	a.	a.	PROPN
ajis02-1667	603	7	,	,	PUNCT
ajis02-1667	603	8	&	&	CCONJ
ajis02-1667	603	9	ghasemi	ghasemi	PROPN
ajis02-1667	603	10	,	,	PUNCT
ajis02-1667	603	11	a.	a.	NOUN
ajis02-1667	603	12	(	(	PUNCT
ajis02-1667	603	13	2015	2015	NUM
ajis02-1667	603	14	)	)	PUNCT
ajis02-1667	603	15	.	.	PUNCT
ajis02-1667	604	1	learning	learn	VERB
ajis02-1667	604	2	a	a	DET
ajis02-1667	604	3	new	new	ADJ
ajis02-1667	604	4	distance	distance	NOUN
ajis02-1667	604	5	metric	metric	ADJ
ajis02-1667	604	6	to	to	PART
ajis02-1667	604	7	improve	improve	VERB
ajis02-1667	604	8	an	an	DET
ajis02-1667	604	9	svm	svm	ADJ
ajis02-1667	604	10	-	-	ADJ
ajis02-1667	604	11	clustering	clustering	ADJ
ajis02-1667	604	12	based	base	VERB
ajis02-1667	604	13	intrusion	intrusion	NOUN
ajis02-1667	604	14	detection	detection	NOUN
ajis02-1667	604	15	system	system	NOUN
ajis02-1667	604	16	.	.	PUNCT
ajis02-1667	605	1	in	in	ADP
ajis02-1667	605	2	proceedings	proceeding	NOUN
ajis02-1667	605	3	of	of	ADP
ajis02-1667	605	4	the	the	DET
ajis02-1667	605	5	international	international	ADJ
ajis02-1667	605	6	symposium	symposium	NOUN
ajis02-1667	605	7	on	on	ADP
ajis02-1667	605	8	artificial	artificial	ADJ
ajis02-1667	605	9	intelligence	intelligence	NOUN
ajis02-1667	605	10	and	and	CCONJ
ajis02-1667	605	11	signal	signal	PROPN
ajis02-1667	605	12	processing	processing	NOUN
ajis02-1667	605	13	,	,	PUNCT
ajis02-1667	605	14	aisp	aisp	NOUN
ajis02-1667	605	15	2015	2015	NUM
ajis02-1667	605	16	(	(	PUNCT
ajis02-1667	605	17	pp	pp	ADJ
ajis02-1667	605	18	.	.	PUNCT
ajis02-1667	605	19	284–289	284–289	NUM
ajis02-1667	605	20	)	)	PUNCT
ajis02-1667	605	21	.	.	PUNCT
ajis02-1667	606	1	https://doi.org/10.1109/aisp.2015.7123497	https://doi.org/10.1109/aisp.2015.7123497	PROPN
ajis02-1667	606	2	46	46	NUM
ajis02-1667	606	3	shamshirband	shamshirband	ADV
ajis02-1667	606	4	,	,	PUNCT
ajis02-1667	606	5	s.	s.	PROPN
ajis02-1667	606	6	,	,	PUNCT
ajis02-1667	606	7	patel	patel	PROPN
ajis02-1667	606	8	,	,	PUNCT
ajis02-1667	606	9	a.	a.	PROPN
ajis02-1667	606	10	,	,	PUNCT
ajis02-1667	606	11	anuar	anuar	PROPN
ajis02-1667	606	12	,	,	PUNCT
ajis02-1667	606	13	n.	n.	PROPN
ajis02-1667	606	14	b.	b.	PROPN
ajis02-1667	606	15	,	,	PUNCT
ajis02-1667	606	16	kiah	kiah	PROPN
ajis02-1667	606	17	,	,	PUNCT
ajis02-1667	606	18	m.	m.	NOUN
ajis02-1667	606	19	l.	l.	PROPN
ajis02-1667	606	20	m.	m.	PROPN
ajis02-1667	606	21	,	,	PUNCT
ajis02-1667	606	22	&	&	CCONJ
ajis02-1667	606	23	abraham	abraham	PROPN
ajis02-1667	606	24	,	,	PUNCT
ajis02-1667	606	25	a.	a.	PROPN
ajis02-1667	606	26	(	(	PUNCT
ajis02-1667	606	27	2014	2014	NUM
ajis02-1667	606	28	)	)	PUNCT
ajis02-1667	606	29	.	.	PUNCT
ajis02-1667	607	1	cooperative	cooperative	ADJ
ajis02-1667	607	2	game	game	NOUN
ajis02-1667	607	3	theoretic	theoretic	NOUN
ajis02-1667	607	4	approach	approach	NOUN
ajis02-1667	607	5	using	use	VERB
ajis02-1667	607	6	fuzzy	fuzzy	ADJ
ajis02-1667	607	7	q	q	NOUN
ajis02-1667	607	8	-	-	PUNCT
ajis02-1667	607	9	learning	learning	NOUN
ajis02-1667	607	10	for	for	ADP
ajis02-1667	607	11	detecting	detect	VERB
ajis02-1667	607	12	and	and	CCONJ
ajis02-1667	607	13	preventing	prevent	VERB
ajis02-1667	607	14	intrusions	intrusion	NOUN
ajis02-1667	607	15	in	in	ADP
ajis02-1667	607	16	wireless	wireless	ADJ
ajis02-1667	607	17	sensor	sensor	NOUN
ajis02-1667	607	18	networks	network	NOUN
ajis02-1667	607	19	.	.	PUNCT
ajis02-1667	608	1	engineering	engineering	NOUN
ajis02-1667	608	2	applications	application	NOUN
ajis02-1667	608	3	of	of	ADP
ajis02-1667	608	4	artificial	artificial	ADJ
ajis02-1667	608	5	intelligence	intelligence	NOUN
ajis02-1667	608	6	,	,	PUNCT
ajis02-1667	608	7	32	32	NUM
ajis02-1667	608	8	,	,	PUNCT
ajis02-1667	608	9	228–241	228–241	NUM
ajis02-1667	608	10	.	.	PUNCT
ajis02-1667	609	1	https://doi.org/10.1016/j.engappai.2014.02.001	https://doi.org/10.1016/j.engappai.2014.02.001	VERB
ajis02-1667	609	2	47	47	NUM
ajis02-1667	609	3	sheikhan	sheikhan	PROPN
ajis02-1667	609	4	,	,	PUNCT
ajis02-1667	609	5	m.	m.	NOUN
ajis02-1667	609	6	,	,	PUNCT
ajis02-1667	609	7	&	&	CCONJ
ajis02-1667	609	8	jadidi	jadidi	PROPN
ajis02-1667	609	9	,	,	PUNCT
ajis02-1667	609	10	z.	z.	PROPN
ajis02-1667	609	11	(	(	PUNCT
ajis02-1667	609	12	2014	2014	NUM
ajis02-1667	609	13	)	)	PUNCT
ajis02-1667	609	14	.	.	PUNCT
ajis02-1667	610	1	flow	flow	NOUN
ajis02-1667	610	2	-	-	PUNCT
ajis02-1667	610	3	based	base	VERB
ajis02-1667	610	4	anomaly	anomaly	NOUN
ajis02-1667	610	5	detection	detection	NOUN
ajis02-1667	610	6	in	in	ADP
ajis02-1667	610	7	high	high	ADJ
ajis02-1667	610	8	-	-	PUNCT
ajis02-1667	610	9	speed	speed	NOUN
ajis02-1667	610	10	links	link	NOUN
ajis02-1667	610	11	using	use	VERB
ajis02-1667	610	12	modified	modified	ADJ
ajis02-1667	610	13	gsa	gsa	PROPN
ajis02-1667	610	14	-	-	PUNCT
ajis02-1667	610	15	optimized	optimize	VERB
ajis02-1667	610	16	neural	neural	ADJ
ajis02-1667	610	17	network	network	NOUN
ajis02-1667	610	18	.	.	PUNCT
ajis02-1667	611	1	neural	neural	ADJ
ajis02-1667	611	2	computing	computing	NOUN
ajis02-1667	611	3	and	and	CCONJ
ajis02-1667	611	4	applications	application	NOUN
ajis02-1667	611	5	,	,	PUNCT
ajis02-1667	611	6	24(3–4	24(3–4	PROPN
ajis02-1667	611	7	)	)	PUNCT
ajis02-1667	611	8	,	,	PUNCT
ajis02-1667	611	9	599–611	599–611	NUM
ajis02-1667	611	10	.	.	PUNCT
ajis02-1667	612	1	https://doi.org/10.1007/s00521-012-1263-0	https://doi.org/10.1007/s00521-012-1263-0	VERB
ajis02-1667	612	2	48	48	NUM
ajis02-1667	612	3	shon	shon	PROPN
ajis02-1667	612	4	,	,	PUNCT
ajis02-1667	612	5	t.	t.	PROPN
ajis02-1667	612	6	,	,	PUNCT
ajis02-1667	612	7	&	&	CCONJ
ajis02-1667	612	8	moon	moon	PROPN
ajis02-1667	612	9	,	,	PUNCT
ajis02-1667	612	10	j.	j.	PROPN
ajis02-1667	612	11	(	(	PUNCT
ajis02-1667	612	12	2007	2007	NUM
ajis02-1667	612	13	)	)	PUNCT
ajis02-1667	612	14	.	.	PUNCT
ajis02-1667	613	1	a	a	DET
ajis02-1667	613	2	hybrid	hybrid	ADJ
ajis02-1667	613	3	machine	machine	NOUN
ajis02-1667	613	4	learning	learn	VERB
ajis02-1667	613	5	approach	approach	NOUN
ajis02-1667	613	6	to	to	ADP
ajis02-1667	613	7	network	network	NOUN
ajis02-1667	613	8	anomaly	anomaly	NOUN
ajis02-1667	613	9	detection	detection	NOUN
ajis02-1667	613	10	.	.	PUNCT
ajis02-1667	614	1	information	information	NOUN
ajis02-1667	614	2	sciences	sciences	PROPN
ajis02-1667	614	3	,	,	PUNCT
ajis02-1667	614	4	177(18	177(18	NUM
ajis02-1667	614	5	)	)	PUNCT
ajis02-1667	614	6	,	,	PUNCT
ajis02-1667	614	7	3799–3821	3799–3821	NUM
ajis02-1667	614	8	.	.	PUNCT
ajis02-1667	615	1	https://doi.org/10.1016/j.ins.2007.03.025	https://doi.org/10.1016/j.ins.2007.03.025	ADJ
ajis02-1667	615	2	australasian	australasian	ADJ
ajis02-1667	615	3	journal	journal	NOUN
ajis02-1667	615	4	of	of	ADP
ajis02-1667	615	5	information	information	NOUN
ajis02-1667	615	6	systems	system	NOUN
ajis02-1667	615	7	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	615	8	,	,	PUNCT
ajis02-1667	615	9	sen	sen	PROPN
ajis02-1667	615	10	&	&	CCONJ
ajis02-1667	615	11	gupta	gupta	PROPN
ajis02-1667	615	12	2018	2018	NUM
ajis02-1667	615	13	,	,	PUNCT
ajis02-1667	615	14	vol	vol	NOUN
ajis02-1667	615	15	22	22	NUM
ajis02-1667	615	16	,	,	PUNCT
ajis02-1667	615	17	research	research	NOUN
ajis02-1667	615	18	article	article	NOUN
ajis02-1667	615	19	meta	meta	NOUN
ajis02-1667	615	20	-	-	PUNCT
ajis02-1667	615	21	analysis	analysis	NOUN
ajis02-1667	615	22	of	of	ADP
ajis02-1667	615	23	machine	machine	NOUN
ajis02-1667	615	24	learning	learn	VERB
ajis02-1667	615	25	techniques	technique	NOUN
ajis02-1667	615	26	26	26	NUM
ajis02-1667	615	27	refer	refer	NOUN
ajis02-1667	615	28	ence	ence	NOUN
ajis02-1667	615	29	.	.	PUNCT
ajis02-1667	616	1	no	no	INTJ
ajis02-1667	616	2	.	.	PUNCT
ajis02-1667	617	1	reference	reference	NOUN
ajis02-1667	617	2	details	detail	NOUN
ajis02-1667	617	3	(	(	PUNCT
ajis02-1667	617	4	selected	select	VERB
ajis02-1667	617	5	sixty	sixty	NUM
ajis02-1667	617	6	articles	article	NOUN
ajis02-1667	617	7	studied	study	VERB
ajis02-1667	617	8	for	for	ADP
ajis02-1667	617	9	meta	meta	NOUN
ajis02-1667	617	10	-	-	PUNCT
ajis02-1667	617	11	analysis	analysis	NOUN
ajis02-1667	617	12	in	in	ADP
ajis02-1667	617	13	the	the	DET
ajis02-1667	617	14	research	research	NOUN
ajis02-1667	617	15	work	work	NOUN
ajis02-1667	617	16	)	)	PUNCT
ajis02-1667	617	17	49	49	NUM
ajis02-1667	617	18	sivatha	sivatha	PROPN
ajis02-1667	617	19	sindhu	sindhu	PROPN
ajis02-1667	617	20	,	,	PUNCT
ajis02-1667	617	21	s.	s.	PROPN
ajis02-1667	617	22	s.	s.	PROPN
ajis02-1667	617	23	,	,	PUNCT
ajis02-1667	617	24	geetha	geetha	PROPN
ajis02-1667	617	25	,	,	PUNCT
ajis02-1667	617	26	s.	s.	PROPN
ajis02-1667	617	27	,	,	PUNCT
ajis02-1667	617	28	&	&	CCONJ
ajis02-1667	617	29	kannan	kannan	PROPN
ajis02-1667	617	30	,	,	PUNCT
ajis02-1667	617	31	a.	a.	NOUN
ajis02-1667	617	32	(	(	PUNCT
ajis02-1667	617	33	2012	2012	NUM
ajis02-1667	617	34	)	)	PUNCT
ajis02-1667	617	35	.	.	PUNCT
ajis02-1667	618	1	decision	decision	NOUN
ajis02-1667	618	2	tree	tree	NOUN
ajis02-1667	618	3	based	base	VERB
ajis02-1667	618	4	light	light	ADJ
ajis02-1667	618	5	weight	weight	NOUN
ajis02-1667	618	6	intrusion	intrusion	NOUN
ajis02-1667	618	7	detection	detection	NOUN
ajis02-1667	618	8	using	use	VERB
ajis02-1667	618	9	a	a	DET
ajis02-1667	618	10	wrapper	wrapper	NOUN
ajis02-1667	618	11	approach	approach	NOUN
ajis02-1667	618	12	.	.	PUNCT
ajis02-1667	619	1	expert	expert	NOUN
ajis02-1667	619	2	systems	system	NOUN
ajis02-1667	619	3	with	with	ADP
ajis02-1667	619	4	applications	application	NOUN
ajis02-1667	619	5	,	,	PUNCT
ajis02-1667	619	6	39(1	39(1	NUM
ajis02-1667	619	7	)	)	PUNCT
ajis02-1667	619	8	,	,	PUNCT
ajis02-1667	619	9	129–141	129–141	NUM
ajis02-1667	619	10	.	.	PUNCT
ajis02-1667	620	1	https://doi.org/10.1016/j.eswa.2011.06.013	https://doi.org/10.1016/j.eswa.2011.06.013	NUM
ajis02-1667	620	2	50	50	NUM
ajis02-1667	620	3	stopel	stopel	NOUN
ajis02-1667	620	4	,	,	PUNCT
ajis02-1667	620	5	d.	d.	PROPN
ajis02-1667	620	6	,	,	PUNCT
ajis02-1667	620	7	moskovitch	moskovitch	PROPN
ajis02-1667	620	8	,	,	PUNCT
ajis02-1667	620	9	r.	r.	PROPN
ajis02-1667	620	10	,	,	PUNCT
ajis02-1667	620	11	boger	boger	PROPN
ajis02-1667	620	12	,	,	PUNCT
ajis02-1667	620	13	z.	z.	PROPN
ajis02-1667	620	14	,	,	PUNCT
ajis02-1667	620	15	shahar	shahar	PROPN
ajis02-1667	620	16	,	,	PUNCT
ajis02-1667	620	17	y.	y.	PROPN
ajis02-1667	620	18	,	,	PUNCT
ajis02-1667	620	19	&	&	CCONJ
ajis02-1667	620	20	elovici	elovici	PROPN
ajis02-1667	620	21	,	,	PUNCT
ajis02-1667	620	22	y.	y.	PROPN
ajis02-1667	620	23	(	(	PUNCT
ajis02-1667	620	24	2009	2009	NUM
ajis02-1667	620	25	)	)	PUNCT
ajis02-1667	620	26	.	.	PUNCT
ajis02-1667	621	1	using	use	VERB
ajis02-1667	621	2	artificial	artificial	ADJ
ajis02-1667	621	3	neural	neural	ADJ
ajis02-1667	621	4	networks	network	NOUN
ajis02-1667	621	5	to	to	PART
ajis02-1667	621	6	detect	detect	VERB
ajis02-1667	621	7	unknown	unknown	ADJ
ajis02-1667	621	8	computer	computer	NOUN
ajis02-1667	621	9	worms	worm	NOUN
ajis02-1667	621	10	.	.	PUNCT
ajis02-1667	622	1	neural	neural	ADJ
ajis02-1667	622	2	computing	computing	NOUN
ajis02-1667	622	3	and	and	CCONJ
ajis02-1667	622	4	applications	application	NOUN
ajis02-1667	622	5	,	,	PUNCT
ajis02-1667	622	6	18(7	18(7	NUM
ajis02-1667	622	7	)	)	PUNCT
ajis02-1667	622	8	,	,	PUNCT
ajis02-1667	622	9	663–674	663–674	NUM
ajis02-1667	622	10	.	.	PUNCT
ajis02-1667	623	1	https://doi.org/10.1007/s00521-009-0238-2	https://doi.org/10.1007/s00521-009-0238-2	NOUN
ajis02-1667	623	2	51	51	NUM
ajis02-1667	623	3	subbulakshmi	subbulakshmi	NOUN
ajis02-1667	623	4	,	,	PUNCT
ajis02-1667	623	5	t.	t.	NOUN
ajis02-1667	623	6	,	,	PUNCT
ajis02-1667	623	7	mercy	mercy	NOUN
ajis02-1667	623	8	shalinie	shalinie	NOUN
ajis02-1667	623	9	,	,	PUNCT
ajis02-1667	623	10	s.	s.	PROPN
ajis02-1667	623	11	,	,	PUNCT
ajis02-1667	623	12	suneel	suneel	PROPN
ajis02-1667	623	13	reddy	reddy	PROPN
ajis02-1667	623	14	,	,	PUNCT
ajis02-1667	623	15	c.	c.	PROPN
ajis02-1667	623	16	,	,	PUNCT
ajis02-1667	623	17	&	&	CCONJ
ajis02-1667	623	18	ramamoorthi	ramamoorthi	PROPN
ajis02-1667	623	19	,	,	PUNCT
ajis02-1667	623	20	a.	a.	NOUN
ajis02-1667	623	21	(	(	PUNCT
ajis02-1667	623	22	2010	2010	NUM
ajis02-1667	623	23	)	)	PUNCT
ajis02-1667	623	24	.	.	PUNCT
ajis02-1667	624	1	detection	detection	NOUN
ajis02-1667	624	2	and	and	CCONJ
ajis02-1667	624	3	classification	classification	NOUN
ajis02-1667	624	4	of	of	ADP
ajis02-1667	624	5	ddos	ddos	NOUN
ajis02-1667	624	6	attacks	attack	NOUN
ajis02-1667	624	7	using	use	VERB
ajis02-1667	624	8	fuzzy	fuzzy	ADJ
ajis02-1667	624	9	inference	inference	NOUN
ajis02-1667	624	10	system	system	NOUN
ajis02-1667	624	11	.	.	PUNCT
ajis02-1667	625	1	in	in	ADP
ajis02-1667	625	2	communications	communication	NOUN
ajis02-1667	625	3	in	in	ADP
ajis02-1667	625	4	computer	computer	NOUN
ajis02-1667	625	5	and	and	CCONJ
ajis02-1667	625	6	information	information	NOUN
ajis02-1667	625	7	science	science	NOUN
ajis02-1667	625	8	(	(	PUNCT
ajis02-1667	625	9	vol	vol	NOUN
ajis02-1667	625	10	.	.	PROPN
ajis02-1667	625	11	89	89	NUM
ajis02-1667	625	12	ccis	ccis	NOUN
ajis02-1667	625	13	,	,	PUNCT
ajis02-1667	625	14	pp	pp	ADP
ajis02-1667	625	15	.	.	PUNCT
ajis02-1667	626	1	242–252	242–252	NUM
ajis02-1667	626	2	)	)	PUNCT
ajis02-1667	626	3	.	.	PUNCT
ajis02-1667	627	1	https://doi.org/10.1007/978-3-642-14478-3_25	https://doi.org/10.1007/978-3-642-14478-3_25	PROPN
ajis02-1667	627	2	52	52	NUM
ajis02-1667	627	3	tajbakhsh	tajbakhsh	NOUN
ajis02-1667	627	4	,	,	PUNCT
ajis02-1667	627	5	a.	a.	NOUN
ajis02-1667	627	6	,	,	PUNCT
ajis02-1667	627	7	rahmati	rahmati	NOUN
ajis02-1667	627	8	,	,	PUNCT
ajis02-1667	627	9	m.	m.	NOUN
ajis02-1667	627	10	,	,	PUNCT
ajis02-1667	627	11	&	&	CCONJ
ajis02-1667	627	12	mirzaei	mirzaei	PROPN
ajis02-1667	627	13	,	,	PUNCT
ajis02-1667	627	14	a.	a.	NOUN
ajis02-1667	627	15	(	(	PUNCT
ajis02-1667	627	16	2009	2009	NUM
ajis02-1667	627	17	)	)	PUNCT
ajis02-1667	627	18	.	.	PUNCT
ajis02-1667	628	1	intrusion	intrusion	NOUN
ajis02-1667	628	2	detection	detection	NOUN
ajis02-1667	628	3	using	use	VERB
ajis02-1667	628	4	fuzzy	fuzzy	ADJ
ajis02-1667	628	5	association	association	NOUN
ajis02-1667	628	6	rules	rule	NOUN
ajis02-1667	628	7	.	.	PUNCT
ajis02-1667	629	1	applied	apply	VERB
ajis02-1667	629	2	soft	soft	ADJ
ajis02-1667	629	3	computing	computing	NOUN
ajis02-1667	629	4	,	,	PUNCT
ajis02-1667	629	5	9(2	9(2	NUM
ajis02-1667	629	6	)	)	PUNCT
ajis02-1667	629	7	,	,	PUNCT
ajis02-1667	629	8	462–469	462–469	NUM
ajis02-1667	629	9	.	.	PUNCT
ajis02-1667	630	1	https://doi.org/10.1016/j.asoc.2008.06.001	https://doi.org/10.1016/j.asoc.2008.06.001	PROPN
ajis02-1667	630	2	53	53	NUM
ajis02-1667	630	3	tong	tong	PROPN
ajis02-1667	630	4	,	,	PUNCT
ajis02-1667	630	5	x.	x.	PROPN
ajis02-1667	630	6	,	,	PUNCT
ajis02-1667	630	7	wang	wang	PROPN
ajis02-1667	630	8	,	,	PUNCT
ajis02-1667	630	9	z.	z.	PROPN
ajis02-1667	630	10	,	,	PUNCT
ajis02-1667	630	11	&	&	CCONJ
ajis02-1667	630	12	yu	yu	PROPN
ajis02-1667	630	13	,	,	PUNCT
ajis02-1667	630	14	h.	h.	PROPN
ajis02-1667	630	15	(	(	PUNCT
ajis02-1667	630	16	2009	2009	NUM
ajis02-1667	630	17	)	)	PUNCT
ajis02-1667	630	18	.	.	PUNCT
ajis02-1667	631	1	a	a	DET
ajis02-1667	631	2	research	research	NOUN
ajis02-1667	631	3	using	use	VERB
ajis02-1667	631	4	hybrid	hybrid	ADJ
ajis02-1667	631	5	rbf	rbf	PROPN
ajis02-1667	631	6	/	/	SYM
ajis02-1667	631	7	elman	elman	PROPN
ajis02-1667	631	8	neural	neural	ADJ
ajis02-1667	631	9	networks	network	NOUN
ajis02-1667	631	10	for	for	ADP
ajis02-1667	631	11	intrusion	intrusion	NOUN
ajis02-1667	631	12	detection	detection	NOUN
ajis02-1667	631	13	system	system	NOUN
ajis02-1667	631	14	secure	secure	ADJ
ajis02-1667	631	15	model	model	NOUN
ajis02-1667	631	16	.	.	PUNCT
ajis02-1667	632	1	computer	computer	NOUN
ajis02-1667	632	2	physics	physics	NOUN
ajis02-1667	632	3	communications	communication	NOUN
ajis02-1667	632	4	,	,	PUNCT
ajis02-1667	632	5	180(10	180(10	NUM
ajis02-1667	632	6	)	)	PUNCT
ajis02-1667	632	7	,	,	PUNCT
ajis02-1667	632	8	1795	1795	NUM
ajis02-1667	632	9	-	-	SYM
ajis02-1667	632	10	1801.doi:10.1016	1801.doi:10.1016	NUM
ajis02-1667	632	11	/	/	SYM
ajis02-1667	632	12	j.cpc.2009.05.004	j.cpc.2009.05.004	NOUN
ajis02-1667	632	13	.	.	PUNCT
ajis02-1667	633	1	54	54	NUM
ajis02-1667	633	2	toosi	toosi	NOUN
ajis02-1667	633	3	,	,	PUNCT
ajis02-1667	633	4	a.	a.	NOUN
ajis02-1667	633	5	n.	n.	PROPN
ajis02-1667	633	6	,	,	PUNCT
ajis02-1667	633	7	&	&	CCONJ
ajis02-1667	633	8	kahani	kahani	PROPN
ajis02-1667	633	9	,	,	PUNCT
ajis02-1667	633	10	m.	m.	NOUN
ajis02-1667	633	11	(	(	PUNCT
ajis02-1667	633	12	2007	2007	NUM
ajis02-1667	633	13	)	)	PUNCT
ajis02-1667	633	14	.	.	PUNCT
ajis02-1667	634	1	a	a	DET
ajis02-1667	634	2	new	new	ADJ
ajis02-1667	634	3	approach	approach	NOUN
ajis02-1667	634	4	to	to	ADP
ajis02-1667	634	5	intrusion	intrusion	NOUN
ajis02-1667	634	6	detection	detection	NOUN
ajis02-1667	634	7	based	base	VERB
ajis02-1667	634	8	on	on	ADP
ajis02-1667	634	9	an	an	DET
ajis02-1667	634	10	evolutionary	evolutionary	ADJ
ajis02-1667	634	11	soft	soft	ADJ
ajis02-1667	634	12	computing	computing	NOUN
ajis02-1667	634	13	model	model	NOUN
ajis02-1667	634	14	using	use	VERB
ajis02-1667	634	15	neuro	neuro	NOUN
ajis02-1667	634	16	-	-	PUNCT
ajis02-1667	634	17	fuzzy	fuzzy	ADJ
ajis02-1667	634	18	classifiers	classifier	NOUN
ajis02-1667	634	19	.	.	PUNCT
ajis02-1667	635	1	computer	computer	NOUN
ajis02-1667	635	2	communications	communication	NOUN
ajis02-1667	635	3	,	,	PUNCT
ajis02-1667	635	4	30(10	30(10	NUM
ajis02-1667	635	5	)	)	PUNCT
ajis02-1667	635	6	,	,	PUNCT
ajis02-1667	635	7	2201–2212	2201–2212	NUM
ajis02-1667	635	8	.	.	PUNCT
ajis02-1667	636	1	https://doi.org/10.1016/j.comcom.2007.05.002	https://doi.org/10.1016/j.comcom.2007.05.002	NOUN
ajis02-1667	636	2	55	55	NUM
ajis02-1667	636	3	tsang	tsang	PROPN
ajis02-1667	636	4	,	,	PUNCT
ajis02-1667	636	5	c.	c.	PROPN
ajis02-1667	636	6	h.	h.	PROPN
ajis02-1667	636	7	,	,	PUNCT
ajis02-1667	636	8	kwong	kwong	PROPN
ajis02-1667	636	9	,	,	PUNCT
ajis02-1667	636	10	s.	s.	PROPN
ajis02-1667	636	11	,	,	PUNCT
ajis02-1667	636	12	&	&	CCONJ
ajis02-1667	636	13	wang	wang	PROPN
ajis02-1667	636	14	,	,	PUNCT
ajis02-1667	636	15	h.	h.	PROPN
ajis02-1667	636	16	(	(	PUNCT
ajis02-1667	636	17	2007	2007	NUM
ajis02-1667	636	18	)	)	PUNCT
ajis02-1667	636	19	.	.	PUNCT
ajis02-1667	637	1	genetic	genetic	ADJ
ajis02-1667	637	2	-	-	PUNCT
ajis02-1667	637	3	fuzzy	fuzzy	ADJ
ajis02-1667	637	4	rule	rule	NOUN
ajis02-1667	637	5	mining	mining	NOUN
ajis02-1667	637	6	approach	approach	NOUN
ajis02-1667	637	7	and	and	CCONJ
ajis02-1667	637	8	evaluation	evaluation	NOUN
ajis02-1667	637	9	of	of	ADP
ajis02-1667	637	10	feature	feature	NOUN
ajis02-1667	637	11	selection	selection	NOUN
ajis02-1667	637	12	techniques	technique	NOUN
ajis02-1667	637	13	for	for	ADP
ajis02-1667	637	14	anomaly	anomaly	NOUN
ajis02-1667	637	15	intrusion	intrusion	NOUN
ajis02-1667	637	16	detection	detection	NOUN
ajis02-1667	637	17	.	.	PUNCT
ajis02-1667	638	1	pattern	pattern	NOUN
ajis02-1667	638	2	recognition	recognition	NOUN
ajis02-1667	638	3	,	,	PUNCT
ajis02-1667	638	4	40(9	40(9	NUM
ajis02-1667	638	5	)	)	PUNCT
ajis02-1667	638	6	,	,	PUNCT
ajis02-1667	638	7	2373–2391	2373–2391	NUM
ajis02-1667	638	8	.	.	PUNCT
ajis02-1667	639	1	https://doi.org/10.1016/j.patcog.2006.12.009	https://doi.org/10.1016/j.patcog.2006.12.009	X
ajis02-1667	639	2	56	56	NUM
ajis02-1667	639	3	wang	wang	PROPN
ajis02-1667	639	4	,	,	PUNCT
ajis02-1667	639	5	g.	g.	PROPN
ajis02-1667	639	6	,	,	PUNCT
ajis02-1667	639	7	hao	hao	PROPN
ajis02-1667	639	8	,	,	PUNCT
ajis02-1667	639	9	j.	j.	PROPN
ajis02-1667	639	10	,	,	PUNCT
ajis02-1667	639	11	ma	ma	PROPN
ajis02-1667	639	12	,	,	PUNCT
ajis02-1667	639	13	j.	j.	PROPN
ajis02-1667	639	14	,	,	PUNCT
ajis02-1667	639	15	&	&	CCONJ
ajis02-1667	639	16	huang	huang	PROPN
ajis02-1667	639	17	,	,	PUNCT
ajis02-1667	639	18	l.	l.	PROPN
ajis02-1667	639	19	(	(	PUNCT
ajis02-1667	639	20	2010	2010	NUM
ajis02-1667	639	21	)	)	PUNCT
ajis02-1667	639	22	.	.	PUNCT
ajis02-1667	640	1	a	a	DET
ajis02-1667	640	2	new	new	ADJ
ajis02-1667	640	3	approach	approach	NOUN
ajis02-1667	640	4	to	to	ADP
ajis02-1667	640	5	intrusion	intrusion	NOUN
ajis02-1667	640	6	detection	detection	NOUN
ajis02-1667	640	7	using	use	VERB
ajis02-1667	640	8	artificial	artificial	ADJ
ajis02-1667	640	9	neural	neural	ADJ
ajis02-1667	640	10	networks	network	NOUN
ajis02-1667	640	11	and	and	CCONJ
ajis02-1667	640	12	fuzzy	fuzzy	ADJ
ajis02-1667	640	13	clustering	clustering	NOUN
ajis02-1667	640	14	.	.	PUNCT
ajis02-1667	641	1	expert	expert	NOUN
ajis02-1667	641	2	systems	system	NOUN
ajis02-1667	641	3	with	with	ADP
ajis02-1667	641	4	applications	application	NOUN
ajis02-1667	641	5	,	,	PUNCT
ajis02-1667	641	6	37(9	37(9	NUM
ajis02-1667	641	7	)	)	PUNCT
ajis02-1667	641	8	,	,	PUNCT
ajis02-1667	641	9	6225–6232	6225–6232	X
ajis02-1667	641	10	.	.	PUNCT
ajis02-1667	642	1	https://doi.org/10.1016/j.eswa.2010.02.102	https://doi.org/10.1016/j.eswa.2010.02.102	NUM
ajis02-1667	642	2	57	57	NUM
ajis02-1667	642	3	yin	yin	NOUN
ajis02-1667	642	4	,	,	PUNCT
ajis02-1667	642	5	c.	c.	PROPN
ajis02-1667	642	6	,	,	PUNCT
ajis02-1667	642	7	tian	tian	PROPN
ajis02-1667	642	8	,	,	PUNCT
ajis02-1667	642	9	s.	s.	PROPN
ajis02-1667	642	10	,	,	PUNCT
ajis02-1667	642	11	huang	huang	PROPN
ajis02-1667	642	12	,	,	PUNCT
ajis02-1667	642	13	h.	h.	PROPN
ajis02-1667	642	14	,	,	PUNCT
ajis02-1667	642	15	&	&	CCONJ
ajis02-1667	642	16	he	he	PRON
ajis02-1667	642	17	,	,	PUNCT
ajis02-1667	642	18	j.	j.	PROPN
ajis02-1667	642	19	(	(	PUNCT
ajis02-1667	642	20	2005	2005	NUM
ajis02-1667	642	21	)	)	PUNCT
ajis02-1667	642	22	.	.	PUNCT
ajis02-1667	643	1	applying	apply	VERB
ajis02-1667	643	2	genetic	genetic	ADJ
ajis02-1667	643	3	programming	programming	NOUN
ajis02-1667	643	4	to	to	PART
ajis02-1667	643	5	evolve	evolve	VERB
ajis02-1667	643	6	learned	learn	VERB
ajis02-1667	643	7	rules	rule	NOUN
ajis02-1667	643	8	for	for	ADP
ajis02-1667	643	9	network	network	NOUN
ajis02-1667	643	10	anomaly	anomaly	NOUN
ajis02-1667	643	11	detection	detection	NOUN
ajis02-1667	643	12	.	.	PUNCT
ajis02-1667	644	1	advances	advance	NOUN
ajis02-1667	644	2	in	in	ADP
ajis02-1667	644	3	natural	natural	ADJ
ajis02-1667	644	4	computation	computation	NOUN
ajis02-1667	644	5	,	,	PUNCT
ajis02-1667	644	6	first	first	ADJ
ajis02-1667	644	7	international	international	ADJ
ajis02-1667	644	8	conference	conference	NOUN
ajis02-1667	644	9	,	,	PUNCT
ajis02-1667	644	10	icnc	icnc	ADJ
ajis02-1667	644	11	2005	2005	NUM
ajis02-1667	644	12	,	,	PUNCT
ajis02-1667	644	13	proceedings	proceeding	NOUN
ajis02-1667	644	14	,	,	PUNCT
ajis02-1667	644	15	part	part	NOUN
ajis02-1667	644	16	iii	iii	NOUN
ajis02-1667	644	17	,	,	PUNCT
ajis02-1667	644	18	3612	3612	NUM
ajis02-1667	644	19	,	,	PUNCT
ajis02-1667	644	20	323	323	NUM
ajis02-1667	644	21	–	–	PUNCT
ajis02-1667	644	22	331	331	NUM
ajis02-1667	644	23	.	.	PUNCT
ajis02-1667	645	1	https://doi.org/doi:10.1007/11539902_38	https://doi.org/doi:10.1007/11539902_38	PROPN
ajis02-1667	645	2	58	58	NUM
ajis02-1667	645	3	zanero	zanero	NOUN
ajis02-1667	645	4	,	,	PUNCT
ajis02-1667	645	5	s.	s.	PROPN
ajis02-1667	645	6	(	(	PUNCT
ajis02-1667	645	7	2005	2005	NUM
ajis02-1667	645	8	)	)	PUNCT
ajis02-1667	645	9	.	.	PUNCT
ajis02-1667	646	1	analyzing	analyze	VERB
ajis02-1667	646	2	tcp	tcp	VERB
ajis02-1667	646	3	traffic	traffic	NOUN
ajis02-1667	646	4	patterns	pattern	NOUN
ajis02-1667	646	5	using	use	VERB
ajis02-1667	646	6	self	self	NOUN
ajis02-1667	646	7	organizing	organize	VERB
ajis02-1667	646	8	maps	map	NOUN
ajis02-1667	646	9	.	.	PUNCT
ajis02-1667	647	1	image	image	NOUN
ajis02-1667	647	2	analysis	analysis	NOUN
ajis02-1667	647	3	and	and	CCONJ
ajis02-1667	647	4	processing	processing	NOUN
ajis02-1667	647	5	iciap	iciap	PROPN
ajis02-1667	647	6	2005	2005	NUM
ajis02-1667	647	7	,	,	PUNCT
ajis02-1667	647	8	proceedings	proceeding	NOUN
ajis02-1667	647	9	,	,	PUNCT
ajis02-1667	647	10	3617	3617	NUM
ajis02-1667	647	11	,	,	PUNCT
ajis02-1667	647	12	83–90	83–90	NUM
ajis02-1667	647	13	.	.	PUNCT
ajis02-1667	648	1	https://doi.org/10.1007/11553595_10	https://doi.org/10.1007/11553595_10	NOUN
ajis02-1667	648	2	59	59	NUM
ajis02-1667	648	3	zhang	zhang	PROPN
ajis02-1667	648	4	,	,	PUNCT
ajis02-1667	648	5	c.	c.	PROPN
ajis02-1667	648	6	,	,	PUNCT
ajis02-1667	648	7	jiang	jiang	PROPN
ajis02-1667	648	8	,	,	PUNCT
ajis02-1667	648	9	j	j	PROPN
ajis02-1667	648	10	.	.	PUNCT
ajis02-1667	648	11	,	,	PUNCT
ajis02-1667	648	12	&	&	CCONJ
ajis02-1667	648	13	kamel	kamel	PROPN
ajis02-1667	648	14	,	,	PUNCT
ajis02-1667	648	15	m.	m.	NOUN
ajis02-1667	648	16	(	(	PUNCT
ajis02-1667	648	17	2005	2005	NUM
ajis02-1667	648	18	)	)	PUNCT
ajis02-1667	648	19	.	.	PUNCT
ajis02-1667	649	1	intrusion	intrusion	NOUN
ajis02-1667	649	2	detection	detection	NOUN
ajis02-1667	649	3	using	use	VERB
ajis02-1667	649	4	hierarchical	hierarchical	ADJ
ajis02-1667	649	5	neural	neural	ADJ
ajis02-1667	649	6	networks	network	NOUN
ajis02-1667	649	7	.	.	PUNCT
ajis02-1667	650	1	pattern	pattern	NOUN
ajis02-1667	650	2	recognition	recognition	NOUN
ajis02-1667	650	3	letters	letter	NOUN
ajis02-1667	650	4	,	,	PUNCT
ajis02-1667	650	5	26(6	26(6	NUM
ajis02-1667	650	6	)	)	PUNCT
ajis02-1667	650	7	,	,	PUNCT
ajis02-1667	650	8	779	779	NUM
ajis02-1667	650	9	–	–	PUNCT
ajis02-1667	650	10	791	791	NUM
ajis02-1667	650	11	.	.	PUNCT
ajis02-1667	651	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajis02-1667	651	2	.patrec.2004.09.045	.patrec.2004.09.045	PUNCT
ajis02-1667	651	3	60	60	NUM
ajis02-1667	651	4	zhang	zhang	PROPN
ajis02-1667	651	5	,	,	PUNCT
ajis02-1667	651	6	j.-r	j.-r	PROPN
ajis02-1667	651	7	.	.	PROPN
ajis02-1667	651	8	,	,	PUNCT
ajis02-1667	651	9	zhang	zhang	PROPN
ajis02-1667	651	10	,	,	PUNCT
ajis02-1667	651	11	j.	j.	PROPN
ajis02-1667	651	12	,	,	PUNCT
ajis02-1667	651	13	lok	lok	PROPN
ajis02-1667	651	14	,	,	PUNCT
ajis02-1667	651	15	t.-m	t.-m	NOUN
ajis02-1667	651	16	.	.	PUNCT
ajis02-1667	651	17	,	,	PUNCT
ajis02-1667	651	18	&	&	CCONJ
ajis02-1667	651	19	lyu	lyu	PROPN
ajis02-1667	651	20	,	,	PUNCT
ajis02-1667	651	21	m.	m.	PROPN
ajis02-1667	651	22	r.	r.	PROPN
ajis02-1667	651	23	(	(	PUNCT
ajis02-1667	651	24	2007	2007	NUM
ajis02-1667	651	25	)	)	PUNCT
ajis02-1667	651	26	.	.	PUNCT
ajis02-1667	652	1	a	a	DET
ajis02-1667	652	2	hybrid	hybrid	ADJ
ajis02-1667	652	3	particle	particle	NOUN
ajis02-1667	652	4	swarm	swarm	NOUN
ajis02-1667	652	5	optimization	optimization	NOUN
ajis02-1667	652	6	–	–	PUNCT
ajis02-1667	652	7	back	back	ADJ
ajis02-1667	652	8	-	-	PUNCT
ajis02-1667	652	9	propagation	propagation	NOUN
ajis02-1667	652	10	algorithm	algorithm	NOUN
ajis02-1667	652	11	for	for	ADP
ajis02-1667	652	12	feedforward	feedforward	ADJ
ajis02-1667	652	13	neural	neural	ADJ
ajis02-1667	652	14	network	network	NOUN
ajis02-1667	652	15	training	training	NOUN
ajis02-1667	652	16	.	.	PUNCT
ajis02-1667	653	1	applied	apply	VERB
ajis02-1667	653	2	mathematics	mathematic	NOUN
ajis02-1667	653	3	and	and	CCONJ
ajis02-1667	653	4	computation	computation	NOUN
ajis02-1667	653	5	,	,	PUNCT
ajis02-1667	653	6	185(2	185(2	NUM
ajis02-1667	653	7	)	)	PUNCT
ajis02-1667	653	8	,	,	PUNCT
ajis02-1667	653	9	1026–1037	1026–1037	NUM
ajis02-1667	653	10	.	.	PUNCT
ajis02-1667	654	1	https://doi.org/10.1016/j.amc.2006.07.025	https://doi.org/10.1016/j.amc.2006.07.025	NOUN
ajis02-1667	654	2	table	table	NOUN
ajis02-1667	654	3	6	6	NUM
ajis02-1667	654	4	:	:	PUNCT
ajis02-1667	654	5	studied	study	VERB
ajis02-1667	654	6	top	top	ADJ
ajis02-1667	654	7	works	work	NOUN
ajis02-1667	654	8	in	in	ADP
ajis02-1667	654	9	the	the	DET
ajis02-1667	654	10	field	field	NOUN
ajis02-1667	654	11	of	of	ADP
ajis02-1667	654	12	intrusion	intrusion	NOUN
ajis02-1667	654	13	detection	detection	NOUN
ajis02-1667	654	14	australasian	australasian	ADJ
ajis02-1667	654	15	journal	journal	NOUN
ajis02-1667	654	16	of	of	ADP
ajis02-1667	654	17	information	information	NOUN
ajis02-1667	654	18	systems	system	NOUN
ajis02-1667	654	19	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	654	20	,	,	PUNCT
ajis02-1667	654	21	sen	sen	PROPN
ajis02-1667	654	22	&	&	CCONJ
ajis02-1667	654	23	gupta	gupta	PROPN
ajis02-1667	654	24	2018	2018	NUM
ajis02-1667	654	25	,	,	PUNCT
ajis02-1667	654	26	vol	vol	NOUN
ajis02-1667	654	27	22	22	NUM
ajis02-1667	654	28	,	,	PUNCT
ajis02-1667	654	29	research	research	NOUN
ajis02-1667	654	30	article	article	NOUN
ajis02-1667	654	31	meta	meta	NOUN
ajis02-1667	654	32	-	-	PUNCT
ajis02-1667	654	33	analysis	analysis	NOUN
ajis02-1667	654	34	of	of	ADP
ajis02-1667	654	35	machine	machine	NOUN
ajis02-1667	654	36	learning	learn	VERB
ajis02-1667	654	37	techniques	technique	VERB
ajis02-1667	654	38	27	27	NUM
ajis02-1667	654	39	copyright	copyright	NOUN
ajis02-1667	654	40	:	:	PUNCT
ajis02-1667	654	41	©	©	PROPN
ajis02-1667	654	42	2018	2018	NUM
ajis02-1667	654	43	chattopadhyay	chattopadhyay	PROPN
ajis02-1667	654	44	,	,	PUNCT
ajis02-1667	654	45	sen	sen	PROPN
ajis02-1667	654	46	&	&	CCONJ
ajis02-1667	654	47	gupta	gupta	PROPN
ajis02-1667	654	48	.	.	PUNCT
ajis02-1667	655	1	this	this	PRON
ajis02-1667	655	2	is	be	AUX
ajis02-1667	655	3	an	an	DET
ajis02-1667	655	4	open	open	ADJ
ajis02-1667	655	5	-	-	PUNCT
ajis02-1667	655	6	access	access	NOUN
ajis02-1667	655	7	article	article	NOUN
ajis02-1667	655	8	distributed	distribute	VERB
ajis02-1667	655	9	under	under	ADP
ajis02-1667	655	10	the	the	DET
ajis02-1667	655	11	terms	term	NOUN
ajis02-1667	655	12	of	of	ADP
ajis02-1667	655	13	the	the	DET
ajis02-1667	655	14	creative	creative	ADJ
ajis02-1667	655	15	commons	common	NOUN
ajis02-1667	655	16	attribution	attribution	NOUN
ajis02-1667	655	17	-	-	PUNCT
ajis02-1667	655	18	noncommercial	noncommercial	ADJ
ajis02-1667	655	19	3.0	3.0	NUM
ajis02-1667	655	20	australia	australia	NOUN
ajis02-1667	655	21	license	license	NOUN
ajis02-1667	655	22	,	,	PUNCT
ajis02-1667	655	23	which	which	PRON
ajis02-1667	655	24	permits	permit	VERB
ajis02-1667	655	25	non	non	ADJ
ajis02-1667	655	26	-	-	ADJ
ajis02-1667	655	27	commercial	commercial	ADJ
ajis02-1667	655	28	use	use	NOUN
ajis02-1667	655	29	,	,	PUNCT
ajis02-1667	655	30	distribution	distribution	NOUN
ajis02-1667	655	31	,	,	PUNCT
ajis02-1667	655	32	and	and	CCONJ
ajis02-1667	655	33	reproduction	reproduction	NOUN
ajis02-1667	655	34	in	in	ADP
ajis02-1667	655	35	any	any	DET
ajis02-1667	655	36	medium	medium	NOUN
ajis02-1667	655	37	,	,	PUNCT
ajis02-1667	655	38	provided	provide	VERB
ajis02-1667	655	39	the	the	DET
ajis02-1667	655	40	original	original	ADJ
ajis02-1667	655	41	author	author	NOUN
ajis02-1667	655	42	and	and	CCONJ
ajis02-1667	655	43	ajis	ajis	ADV
ajis02-1667	655	44	are	be	AUX
ajis02-1667	655	45	credited	credit	VERB
ajis02-1667	655	46	.	.	PUNCT