id	sid	tid	token	lemma	pos
ajst-20784	1	1	academic	academic	ADJ
ajst-20784	1	2	journal	journal	NOUN
ajst-20784	1	3	of	of	ADP
ajst-20784	1	4	science	science	NOUN
ajst-20784	1	5	and	and	CCONJ
ajst-20784	1	6	technology	technology	NOUN
ajst-20784	1	7	issn	issn	NOUN
ajst-20784	1	8	:	:	PUNCT
ajst-20784	1	9	2771	2771	NUM
ajst-20784	1	10	-	-	SYM
ajst-20784	1	11	3032	3032	NUM
ajst-20784	1	12	|	|	NOUN
ajst-20784	1	13	vol	vol	NOUN
ajst-20784	1	14	.	.	PROPN
ajst-20784	2	1	10	10	NUM
ajst-20784	2	2	,	,	PUNCT
ajst-20784	2	3	no	no	INTJ
ajst-20784	2	4	.	.	NOUN
ajst-20784	2	5	3	3	NUM
ajst-20784	2	6	,	,	PUNCT
ajst-20784	2	7	2024	2024	NUM
ajst-20784	3	1	65	65	NUM
ajst-20784	3	2	network	network	NOUN
ajst-20784	3	3	anomaly	anomaly	NOUN
ajst-20784	3	4	traffic	traffic	NOUN
ajst-20784	3	5	analysis	analysis	NOUN
ajst-20784	3	6	kaibin	kaibin	PROPN
ajst-20784	3	7	lu1	lu1	PROPN
ajst-20784	3	8	,	,	PUNCT
ajst-20784	3	9	*	*	PROPN
ajst-20784	3	10	1faculty	1faculty	NUM
ajst-20784	3	11	of	of	ADP
ajst-20784	3	12	mathematics	mathematic	NOUN
ajst-20784	3	13	and	and	CCONJ
ajst-20784	3	14	computational	computational	ADJ
ajst-20784	3	15	sciences	science	NOUN
ajst-20784	3	16	,	,	PUNCT
ajst-20784	3	17	school	school	NOUN
ajst-20784	3	18	of	of	ADP
ajst-20784	3	19	guilin	guilin	PROPN
ajst-20784	3	20	university	university	PROPN
ajst-20784	3	21	of	of	ADP
ajst-20784	3	22	electronic	electronic	ADJ
ajst-20784	3	23	technology	technology	NOUN
ajst-20784	3	24	,	,	PUNCT
ajst-20784	3	25	guilin	guilin	PROPN
ajst-20784	3	26	,	,	PUNCT
ajst-20784	3	27	541004	541004	NUM
ajst-20784	3	28	,	,	PUNCT
ajst-20784	3	29	china	china	PROPN
ajst-20784	3	30	*	*	PUNCT
ajst-20784	3	31	corresponding	correspond	VERB
ajst-20784	3	32	author	author	NOUN
ajst-20784	3	33	’s	’s	PART
ajst-20784	3	34	email	email	NOUN
ajst-20784	3	35	:	:	PUNCT
ajst-20784	3	36	aaron011005@163.com	aaron011005@163.com	X
ajst-20784	3	37	abstract	abstract	NOUN
ajst-20784	3	38	:	:	PUNCT
ajst-20784	3	39	this	this	DET
ajst-20784	3	40	paper	paper	NOUN
ajst-20784	3	41	rigorously	rigorously	ADV
ajst-20784	3	42	analyzes	analyze	VERB
ajst-20784	3	43	two	two	NUM
ajst-20784	3	44	principal	principal	ADJ
ajst-20784	3	45	methodologies	methodology	NOUN
ajst-20784	3	46	in	in	ADP
ajst-20784	3	47	network	network	NOUN
ajst-20784	3	48	traffic	traffic	NOUN
ajst-20784	3	49	anomaly	anomaly	NOUN
ajst-20784	3	50	detection	detection	NOUN
ajst-20784	3	51	:	:	PUNCT
ajst-20784	3	52	feature	feature	NOUN
ajst-20784	3	53	detection	detection	NOUN
ajst-20784	3	54	and	and	CCONJ
ajst-20784	3	55	anomaly	anomaly	NOUN
ajst-20784	3	56	detection	detection	NOUN
ajst-20784	3	57	.	.	PUNCT
ajst-20784	4	1	each	each	DET
ajst-20784	4	2	methodology	methodology	NOUN
ajst-20784	4	3	exhibits	exhibit	VERB
ajst-20784	4	4	distinct	distinct	ADJ
ajst-20784	4	5	strengths	strength	NOUN
ajst-20784	4	6	and	and	CCONJ
ajst-20784	4	7	confronts	confront	VERB
ajst-20784	4	8	specific	specific	ADJ
ajst-20784	4	9	challenges	challenge	NOUN
ajst-20784	4	10	.	.	PUNCT
ajst-20784	5	1	the	the	DET
ajst-20784	5	2	study	study	NOUN
ajst-20784	5	3	elucidates	elucidate	VERB
ajst-20784	5	4	how	how	SCONJ
ajst-20784	5	5	the	the	DET
ajst-20784	5	6	integration	integration	NOUN
ajst-20784	5	7	of	of	ADP
ajst-20784	5	8	deep	deep	ADJ
ajst-20784	5	9	learning	learning	NOUN
ajst-20784	5	10	with	with	ADP
ajst-20784	5	11	artificial	artificial	ADJ
ajst-20784	5	12	immune	immune	ADJ
ajst-20784	5	13	systems	system	NOUN
ajst-20784	5	14	could	could	AUX
ajst-20784	5	15	potentially	potentially	ADV
ajst-20784	5	16	transform	transform	VERB
ajst-20784	5	17	feature	feature	NOUN
ajst-20784	5	18	detection	detection	NOUN
ajst-20784	5	19	.	.	PUNCT
ajst-20784	6	1	moreover	moreover	ADV
ajst-20784	6	2	,	,	PUNCT
ajst-20784	6	3	it	it	PRON
ajst-20784	6	4	illustrates	illustrate	VERB
ajst-20784	6	5	the	the	DET
ajst-20784	6	6	enhancement	enhancement	NOUN
ajst-20784	6	7	of	of	ADP
ajst-20784	6	8	anomaly	anomaly	NOUN
ajst-20784	6	9	detection	detection	NOUN
ajst-20784	6	10	through	through	ADP
ajst-20784	6	11	the	the	DET
ajst-20784	6	12	synthesis	synthesis	NOUN
ajst-20784	6	13	of	of	ADP
ajst-20784	6	14	machine	machine	NOUN
ajst-20784	6	15	learning	learn	VERB
ajst-20784	6	16	techniques	technique	NOUN
ajst-20784	6	17	with	with	ADP
ajst-20784	6	18	traditional	traditional	ADJ
ajst-20784	6	19	methods	method	NOUN
ajst-20784	6	20	.	.	PUNCT
ajst-20784	7	1	looking	look	VERB
ajst-20784	7	2	ahead	ahead	ADV
ajst-20784	7	3	,	,	PUNCT
ajst-20784	7	4	the	the	DET
ajst-20784	7	5	paper	paper	NOUN
ajst-20784	7	6	delineates	delineate	VERB
ajst-20784	7	7	research	research	NOUN
ajst-20784	7	8	trajectories	trajectory	NOUN
ajst-20784	7	9	that	that	PRON
ajst-20784	7	10	concentrate	concentrate	VERB
ajst-20784	7	11	on	on	ADP
ajst-20784	7	12	merging	merge	VERB
ajst-20784	7	13	deep	deep	ADJ
ajst-20784	7	14	learning	learning	NOUN
ajst-20784	7	15	,	,	PUNCT
ajst-20784	7	16	artificial	artificial	ADJ
ajst-20784	7	17	intelligence	intelligence	NOUN
ajst-20784	7	18	,	,	PUNCT
ajst-20784	7	19	and	and	CCONJ
ajst-20784	7	20	behavioral	behavioral	ADJ
ajst-20784	7	21	analysis	analysis	NOUN
ajst-20784	7	22	.	.	PUNCT
ajst-20784	8	1	this	this	DET
ajst-20784	8	2	integration	integration	NOUN
ajst-20784	8	3	aims	aim	VERB
ajst-20784	8	4	to	to	PART
ajst-20784	8	5	augment	augment	VERB
ajst-20784	8	6	the	the	DET
ajst-20784	8	7	precision	precision	NOUN
ajst-20784	8	8	,	,	PUNCT
ajst-20784	8	9	efficiency	efficiency	NOUN
ajst-20784	8	10	,	,	PUNCT
ajst-20784	8	11	and	and	CCONJ
ajst-20784	8	12	adaptability	adaptability	NOUN
ajst-20784	8	13	of	of	ADP
ajst-20784	8	14	network	network	NOUN
ajst-20784	8	15	anomaly	anomaly	NOUN
ajst-20784	8	16	traffic	traffic	NOUN
ajst-20784	8	17	monitoring	monitoring	NOUN
ajst-20784	8	18	systems	system	NOUN
ajst-20784	8	19	.	.	PUNCT
ajst-20784	9	1	proposed	propose	VERB
ajst-20784	9	2	future	future	ADJ
ajst-20784	9	3	strategies	strategy	NOUN
ajst-20784	9	4	include	include	VERB
ajst-20784	9	5	advanced	advanced	ADJ
ajst-20784	9	6	methods	method	NOUN
ajst-20784	9	7	in	in	ADP
ajst-20784	9	8	data	datum	NOUN
ajst-20784	9	9	preprocessing	preprocessing	NOUN
ajst-20784	9	10	,	,	PUNCT
ajst-20784	9	11	model	model	NOUN
ajst-20784	9	12	development	development	NOUN
ajst-20784	9	13	,	,	PUNCT
ajst-20784	9	14	pattern	pattern	NOUN
ajst-20784	9	15	recognition	recognition	NOUN
ajst-20784	9	16	,	,	PUNCT
ajst-20784	9	17	and	and	CCONJ
ajst-20784	9	18	adaptive	adaptive	ADJ
ajst-20784	9	19	adjustments	adjustment	NOUN
ajst-20784	9	20	.	.	PUNCT
ajst-20784	10	1	these	these	DET
ajst-20784	10	2	strategies	strategy	NOUN
ajst-20784	10	3	are	be	AUX
ajst-20784	10	4	directed	direct	VERB
ajst-20784	10	5	towards	towards	ADP
ajst-20784	10	6	fortifying	fortify	VERB
ajst-20784	10	7	network	network	NOUN
ajst-20784	10	8	defenses	defense	NOUN
ajst-20784	10	9	in	in	ADP
ajst-20784	10	10	response	response	NOUN
ajst-20784	10	11	to	to	ADP
ajst-20784	10	12	the	the	DET
ajst-20784	10	13	dynamically	dynamically	ADV
ajst-20784	10	14	changing	change	VERB
ajst-20784	10	15	spectrum	spectrum	NOUN
ajst-20784	10	16	of	of	ADP
ajst-20784	10	17	cyber	cyber	PROPN
ajst-20784	10	18	threats	threat	NOUN
ajst-20784	10	19	.	.	PUNCT
ajst-20784	11	1	keywords	keyword	NOUN
ajst-20784	11	2	:	:	PUNCT
ajst-20784	11	3	network	network	NOUN
ajst-20784	11	4	traffic	traffic	NOUN
ajst-20784	11	5	anomaly	anomaly	NOUN
ajst-20784	11	6	detection	detection	NOUN
ajst-20784	11	7	;	;	PUNCT
ajst-20784	11	8	feature	feature	NOUN
ajst-20784	11	9	detection	detection	NOUN
ajst-20784	11	10	;	;	PUNCT
ajst-20784	11	11	anomaly	anomaly	NOUN
ajst-20784	11	12	detection	detection	NOUN
ajst-20784	11	13	;	;	PUNCT
ajst-20784	11	14	deep	deep	ADJ
ajst-20784	11	15	learning	learning	NOUN
ajst-20784	11	16	;	;	PUNCT
ajst-20784	11	17	pattern	pattern	NOUN
ajst-20784	11	18	recognition	recognition	NOUN
ajst-20784	11	19	;	;	PUNCT
ajst-20784	11	20	behavioral	behavioral	ADJ
ajst-20784	11	21	analysis	analysis	NOUN
ajst-20784	11	22	.	.	PUNCT
ajst-20784	12	1	1	1	X
ajst-20784	12	2	.	.	X
ajst-20784	12	3	introduction	introduction	NOUN
ajst-20784	12	4	with	with	ADP
ajst-20784	12	5	the	the	DET
ajst-20784	12	6	rapid	rapid	ADJ
ajst-20784	12	7	development	development	NOUN
ajst-20784	12	8	of	of	ADP
ajst-20784	12	9	the	the	DET
ajst-20784	12	10	internet	internet	NOUN
ajst-20784	12	11	and	and	CCONJ
ajst-20784	12	12	escalating	escalate	VERB
ajst-20784	12	13	network	network	NOUN
ajst-20784	12	14	security	security	NOUN
ajst-20784	12	15	threats	threat	NOUN
ajst-20784	12	16	,	,	PUNCT
ajst-20784	12	17	network	network	NOUN
ajst-20784	12	18	anomaly	anomaly	NOUN
ajst-20784	12	19	traffic	traffic	NOUN
ajst-20784	12	20	analysis	analysis	NOUN
ajst-20784	12	21	has	have	AUX
ajst-20784	12	22	become	become	VERB
ajst-20784	12	23	a	a	DET
ajst-20784	12	24	crucial	crucial	ADJ
ajst-20784	12	25	area	area	NOUN
ajst-20784	12	26	in	in	ADP
ajst-20784	12	27	network	network	NOUN
ajst-20784	12	28	security	security	NOUN
ajst-20784	12	29	and	and	CCONJ
ajst-20784	12	30	management	management	NOUN
ajst-20784	12	31	.	.	PUNCT
ajst-20784	13	1	this	this	DET
ajst-20784	13	2	technique	technique	NOUN
ajst-20784	13	3	focuses	focus	VERB
ajst-20784	13	4	on	on	ADP
ajst-20784	13	5	detecting	detect	VERB
ajst-20784	13	6	and	and	CCONJ
ajst-20784	13	7	understanding	understand	VERB
ajst-20784	13	8	abnormal	abnormal	ADJ
ajst-20784	13	9	traffic	traffic	NOUN
ajst-20784	13	10	patterns	pattern	NOUN
ajst-20784	13	11	,	,	PUNCT
ajst-20784	13	12	which	which	PRON
ajst-20784	13	13	may	may	AUX
ajst-20784	13	14	arise	arise	VERB
ajst-20784	13	15	from	from	ADP
ajst-20784	13	16	various	various	ADJ
ajst-20784	13	17	sources	source	NOUN
ajst-20784	13	18	,	,	PUNCT
ajst-20784	13	19	such	such	ADJ
ajst-20784	13	20	as	as	ADP
ajst-20784	13	21	cyberattacks	cyberattack	NOUN
ajst-20784	13	22	,	,	PUNCT
ajst-20784	13	23	system	system	NOUN
ajst-20784	13	24	failures	failure	NOUN
ajst-20784	13	25	,	,	PUNCT
ajst-20784	13	26	or	or	CCONJ
ajst-20784	13	27	unusual	unusual	ADJ
ajst-20784	13	28	user	user	NOUN
ajst-20784	13	29	behavior	behavior	NOUN
ajst-20784	13	30	.	.	PUNCT
ajst-20784	14	1	this	this	DET
ajst-20784	14	2	paper	paper	NOUN
ajst-20784	14	3	explores	explore	VERB
ajst-20784	14	4	the	the	DET
ajst-20784	14	5	importance	importance	NOUN
ajst-20784	14	6	and	and	CCONJ
ajst-20784	14	7	application	application	NOUN
ajst-20784	14	8	contexts	context	NOUN
ajst-20784	14	9	of	of	ADP
ajst-20784	14	10	network	network	NOUN
ajst-20784	14	11	anomaly	anomaly	NOUN
ajst-20784	14	12	traffic	traffic	NOUN
ajst-20784	14	13	analysis	analysis	NOUN
ajst-20784	14	14	,	,	PUNCT
ajst-20784	14	15	which	which	PRON
ajst-20784	14	16	is	be	AUX
ajst-20784	14	17	essential	essential	ADJ
ajst-20784	14	18	in	in	ADP
ajst-20784	14	19	identifying	identify	VERB
ajst-20784	14	20	and	and	CCONJ
ajst-20784	14	21	defending	defend	VERB
ajst-20784	14	22	against	against	ADP
ajst-20784	14	23	cyber	cyber	NOUN
ajst-20784	14	24	threats	threat	NOUN
ajst-20784	14	25	.	.	PUNCT
ajst-20784	15	1	in	in	ADP
ajst-20784	15	2	today	today	NOUN
ajst-20784	15	3	’s	’s	PART
ajst-20784	15	4	network	network	NOUN
ajst-20784	15	5	environment	environment	NOUN
ajst-20784	15	6	,	,	PUNCT
ajst-20784	15	7	characterized	characterize	VERB
ajst-20784	15	8	by	by	ADP
ajst-20784	15	9	increasingly	increasingly	ADV
ajst-20784	15	10	sophisticated	sophisticated	ADJ
ajst-20784	15	11	attack	attack	NOUN
ajst-20784	15	12	methods	method	NOUN
ajst-20784	15	13	ranging	range	VERB
ajst-20784	15	14	from	from	ADP
ajst-20784	15	15	distributed	distribute	VERB
ajst-20784	15	16	denial	denial	NOUN
ajst-20784	15	17	of	of	ADP
ajst-20784	15	18	service	service	NOUN
ajst-20784	15	19	(	(	PUNCT
ajst-20784	15	20	ddos	ddo	NOUN
ajst-20784	15	21	)	)	PUNCT
ajst-20784	15	22	attacks	attack	NOUN
ajst-20784	15	23	to	to	ADP
ajst-20784	15	24	malware	malware	NOUN
ajst-20784	15	25	proliferation	proliferation	NOUN
ajst-20784	15	26	and	and	CCONJ
ajst-20784	15	27	various	various	ADJ
ajst-20784	15	28	intrusion	intrusion	NOUN
ajst-20784	15	29	attempts	attempt	NOUN
ajst-20784	15	30	,	,	PUNCT
ajst-20784	15	31	effective	effective	ADJ
ajst-20784	15	32	traffic	traffic	NOUN
ajst-20784	15	33	analysis	analysis	NOUN
ajst-20784	15	34	is	be	AUX
ajst-20784	15	35	key	key	ADJ
ajst-20784	15	36	to	to	ADP
ajst-20784	15	37	promptly	promptly	ADV
ajst-20784	15	38	detecting	detect	VERB
ajst-20784	15	39	these	these	DET
ajst-20784	15	40	threats	threat	NOUN
ajst-20784	15	41	,	,	PUNCT
ajst-20784	15	42	thereby	thereby	ADV
ajst-20784	15	43	significantly	significantly	ADV
ajst-20784	15	44	enhancing	enhance	VERB
ajst-20784	15	45	network	network	NOUN
ajst-20784	15	46	security	security	NOUN
ajst-20784	15	47	.	.	PUNCT
ajst-20784	16	1	moreover	moreover	ADV
ajst-20784	16	2	,	,	PUNCT
ajst-20784	16	3	monitoring	monitoring	NOUN
ajst-20784	16	4	and	and	CCONJ
ajst-20784	16	5	optimizing	optimize	VERB
ajst-20784	16	6	network	network	NOUN
ajst-20784	16	7	performance	performance	NOUN
ajst-20784	16	8	are	be	AUX
ajst-20784	16	9	vital	vital	ADJ
ajst-20784	16	10	applications	application	NOUN
ajst-20784	16	11	of	of	ADP
ajst-20784	16	12	network	network	NOUN
ajst-20784	16	13	anomaly	anomaly	NOUN
ajst-20784	16	14	traffic	traffic	NOUN
ajst-20784	16	15	analysis	analysis	NOUN
ajst-20784	16	16	.	.	PUNCT
ajst-20784	17	1	issues	issue	NOUN
ajst-20784	17	2	like	like	ADP
ajst-20784	17	3	traffic	traffic	NOUN
ajst-20784	17	4	congestion	congestion	NOUN
ajst-20784	17	5	and	and	CCONJ
ajst-20784	17	6	configuration	configuration	NOUN
ajst-20784	17	7	errors	error	NOUN
ajst-20784	17	8	can	can	AUX
ajst-20784	17	9	create	create	VERB
ajst-20784	17	10	anomalies	anomaly	NOUN
ajst-20784	17	11	in	in	ADP
ajst-20784	17	12	network	network	NOUN
ajst-20784	17	13	traffic	traffic	NOUN
ajst-20784	17	14	.	.	PUNCT
ajst-20784	18	1	analyzing	analyze	VERB
ajst-20784	18	2	these	these	DET
ajst-20784	18	3	anomalies	anomaly	NOUN
ajst-20784	18	4	allows	allow	VERB
ajst-20784	18	5	network	network	NOUN
ajst-20784	18	6	administrators	administrator	NOUN
ajst-20784	18	7	to	to	PART
ajst-20784	18	8	quickly	quickly	ADV
ajst-20784	18	9	identify	identify	VERB
ajst-20784	18	10	and	and	CCONJ
ajst-20784	18	11	resolve	resolve	VERB
ajst-20784	18	12	these	these	DET
ajst-20784	18	13	issues	issue	NOUN
ajst-20784	18	14	,	,	PUNCT
ajst-20784	18	15	improving	improve	VERB
ajst-20784	18	16	network	network	NOUN
ajst-20784	18	17	stability	stability	NOUN
ajst-20784	18	18	and	and	CCONJ
ajst-20784	18	19	efficiency	efficiency	NOUN
ajst-20784	18	20	.	.	PUNCT
ajst-20784	19	1	additionally	additionally	ADV
ajst-20784	19	2	,	,	PUNCT
ajst-20784	19	3	compliance	compliance	NOUN
ajst-20784	19	4	with	with	ADP
ajst-20784	19	5	regulatory	regulatory	ADJ
ajst-20784	19	6	requirements	requirement	NOUN
ajst-20784	19	7	drives	drive	VERB
ajst-20784	19	8	the	the	DET
ajst-20784	19	9	evolution	evolution	NOUN
ajst-20784	19	10	of	of	ADP
ajst-20784	19	11	network	network	NOUN
ajst-20784	19	12	anomaly	anomaly	NOUN
ajst-20784	19	13	traffic	traffic	NOUN
ajst-20784	19	14	analysis	analysis	NOUN
ajst-20784	19	15	,	,	PUNCT
ajst-20784	19	16	with	with	ADP
ajst-20784	19	17	various	various	ADJ
ajst-20784	19	18	industries	industry	NOUN
ajst-20784	19	19	and	and	CCONJ
ajst-20784	19	20	countries	country	NOUN
ajst-20784	19	21	imposing	impose	VERB
ajst-20784	19	22	stringent	stringent	ADJ
ajst-20784	19	23	regulations	regulation	NOUN
ajst-20784	19	24	and	and	CCONJ
ajst-20784	19	25	compliance	compliance	NOUN
ajst-20784	19	26	mandates	mandate	NOUN
ajst-20784	19	27	regarding	regard	VERB
ajst-20784	19	28	network	network	NOUN
ajst-20784	19	29	security	security	NOUN
ajst-20784	19	30	.	.	PUNCT
ajst-20784	20	1	continuous	continuous	ADJ
ajst-20784	20	2	monitoring	monitoring	NOUN
ajst-20784	20	3	and	and	CCONJ
ajst-20784	20	4	analysis	analysis	NOUN
ajst-20784	20	5	of	of	ADP
ajst-20784	20	6	network	network	NOUN
ajst-20784	20	7	traffic	traffic	NOUN
ajst-20784	20	8	help	help	NOUN
ajst-20784	20	9	organizations	organization	NOUN
ajst-20784	20	10	ensure	ensure	VERB
ajst-20784	20	11	their	their	PRON
ajst-20784	20	12	network	network	NOUN
ajst-20784	20	13	activities	activity	NOUN
ajst-20784	20	14	comply	comply	VERB
ajst-20784	20	15	with	with	ADP
ajst-20784	20	16	these	these	DET
ajst-20784	20	17	requirements	requirement	NOUN
ajst-20784	20	18	.	.	PUNCT
ajst-20784	21	1	2	2	X
ajst-20784	21	2	.	.	X
ajst-20784	21	3	challenges	challenge	NOUN
ajst-20784	21	4	network	network	NOUN
ajst-20784	21	5	anomaly	anomaly	NOUN
ajst-20784	21	6	detection	detection	NOUN
ajst-20784	21	7	remains	remain	VERB
ajst-20784	21	8	a	a	DET
ajst-20784	21	9	challenging	challenging	ADJ
ajst-20784	21	10	task	task	NOUN
ajst-20784	21	11	,	,	PUNCT
ajst-20784	21	12	aiming	aim	VERB
ajst-20784	21	13	to	to	PART
ajst-20784	21	14	detect	detect	VERB
ajst-20784	21	15	anomalous	anomalous	ADJ
ajst-20784	21	16	network	network	NOUN
ajst-20784	21	17	traffic	traffic	NOUN
ajst-20784	21	18	for	for	ADP
ajst-20784	21	19	security	security	NOUN
ajst-20784	21	20	purposes	purpose	NOUN
ajst-20784	21	21	.	.	PUNCT
ajst-20784	22	1	typically	typically	ADV
ajst-20784	22	2	,	,	PUNCT
ajst-20784	22	3	network	network	NOUN
ajst-20784	22	4	traffic	traffic	NOUN
ajst-20784	22	5	data	datum	NOUN
ajst-20784	22	6	are	be	AUX
ajst-20784	22	7	large	large	ADJ
ajst-20784	22	8	-	-	PUNCT
ajst-20784	22	9	scale	scale	NOUN
ajst-20784	22	10	and	and	CCONJ
ajst-20784	22	11	imbalanced	imbalanced	ADJ
ajst-20784	22	12	,	,	PUNCT
ajst-20784	22	13	often	often	ADV
ajst-20784	22	14	containing	contain	VERB
ajst-20784	22	15	noisy	noisy	ADJ
ajst-20784	22	16	labels	label	NOUN
ajst-20784	22	17	.	.	PUNCT
ajst-20784	23	1	this	this	DET
ajst-20784	23	2	paper	paper	NOUN
ajst-20784	23	3	addresses	address	VERB
ajst-20784	23	4	these	these	DET
ajst-20784	23	5	challenges	challenge	NOUN
ajst-20784	23	6	,	,	PUNCT
ajst-20784	23	7	utilizing	utilize	VERB
ajst-20784	23	8	the	the	DET
ajst-20784	23	9	million	million	NUM
ajst-20784	23	10	-	-	PUNCT
ajst-20784	23	11	scale	scale	NOUN
ajst-20784	23	12	and	and	CCONJ
ajst-20784	23	13	highly	highly	ADV
ajst-20784	23	14	imbalanced	imbalanced	ADJ
ajst-20784	23	15	zyell	zyell	NOUN
ajst-20784	23	16	dataset	dataset	NOUN
ajst-20784	23	17	.	.	PUNCT
ajst-20784	24	1	the	the	DET
ajst-20784	24	2	proposed	propose	VERB
ajst-20784	24	3	approach	approach	NOUN
ajst-20784	24	4	involves	involve	VERB
ajst-20784	24	5	training	train	VERB
ajst-20784	24	6	deep	deep	ADJ
ajst-20784	24	7	neural	neural	ADJ
ajst-20784	24	8	networks	network	NOUN
ajst-20784	24	9	with	with	ADP
ajst-20784	24	10	class	class	NOUN
ajst-20784	24	11	weight	weight	NOUN
ajst-20784	24	12	optimization	optimization	NOUN
ajst-20784	24	13	to	to	PART
ajst-20784	24	14	learn	learn	VERB
ajst-20784	24	15	complex	complex	ADJ
ajst-20784	24	16	patterns	pattern	NOUN
ajst-20784	24	17	from	from	ADP
ajst-20784	24	18	rare	rare	ADJ
ajst-20784	24	19	anomalies	anomaly	NOUN
ajst-20784	24	20	in	in	ADP
ajst-20784	24	21	the	the	DET
ajst-20784	24	22	traffic	traffic	NOUN
ajst-20784	24	23	data	datum	NOUN
ajst-20784	24	24	.	.	PUNCT
ajst-20784	25	1	a	a	DET
ajst-20784	25	2	novel	novel	ADJ
ajst-20784	25	3	model	model	NOUN
ajst-20784	25	4	fusion	fusion	NOUN
ajst-20784	25	5	combines	combine	VERB
ajst-20784	25	6	two	two	NUM
ajst-20784	25	7	deep	deep	ADJ
ajst-20784	25	8	neural	neural	ADJ
ajst-20784	25	9	networks	network	NOUN
ajst-20784	25	10	,	,	PUNCT
ajst-20784	25	11	including	include	VERB
ajst-20784	25	12	a	a	DET
ajst-20784	25	13	binary	binary	ADJ
ajst-20784	25	14	normal	normal	ADJ
ajst-20784	25	15	/	/	SYM
ajst-20784	25	16	attack	attack	NOUN
ajst-20784	25	17	classifier	classifier	NOUN
ajst-20784	25	18	and	and	CCONJ
ajst-20784	25	19	a	a	DET
ajst-20784	25	20	multi	multi	ADJ
ajst-20784	25	21	-	-	ADJ
ajst-20784	25	22	attacks	attack	NOUN
ajst-20784	25	23	classifier	classifier	NOUN
ajst-20784	25	24	.	.	PUNCT
ajst-20784	26	1	this	this	DET
ajst-20784	26	2	solution	solution	NOUN
ajst-20784	26	3	can	can	AUX
ajst-20784	26	4	detect	detect	VERB
ajst-20784	26	5	various	various	ADJ
ajst-20784	26	6	network	network	NOUN
ajst-20784	26	7	attacks	attack	NOUN
ajst-20784	26	8	,	,	PUNCT
ajst-20784	26	9	such	such	ADJ
ajst-20784	26	10	as	as	ADP
ajst-20784	26	11	distributed	distribute	VERB
ajst-20784	26	12	denial	denial	NOUN
ajst-20784	26	13	of	of	ADP
ajst-20784	26	14	service	service	NOUN
ajst-20784	26	15	(	(	PUNCT
ajst-20784	26	16	ddos	ddo	NOUN
ajst-20784	26	17	)	)	PUNCT
ajst-20784	26	18	,	,	PUNCT
ajst-20784	26	19	ip	ip	NOUN
ajst-20784	26	20	probing	probing	NOUN
ajst-20784	26	21	,	,	PUNCT
ajst-20784	26	22	port	port	NOUN
ajst-20784	26	23	probing	probing	NOUN
ajst-20784	26	24	,	,	PUNCT
ajst-20784	26	25	and	and	CCONJ
ajst-20784	26	26	network	network	PROPN
ajst-20784	26	27	mapper	mapper	PROPN
ajst-20784	26	28	(	(	PUNCT
ajst-20784	26	29	nmap	nmap	ADV
ajst-20784	26	30	)	)	PUNCT
ajst-20784	26	31	probing	probe	VERB
ajst-20784	26	32	.	.	PUNCT
ajst-20784	27	1	experiments	experiment	NOUN
ajst-20784	27	2	conducted	conduct	VERB
ajst-20784	27	3	on	on	ADP
ajst-20784	27	4	a	a	DET
ajst-20784	27	5	real	real	ADJ
ajst-20784	27	6	-	-	PUNCT
ajst-20784	27	7	world	world	NOUN
ajst-20784	27	8	zyell	zyell	PROPN
ajst-20784	27	9	dataset	dataset	NOUN
ajst-20784	27	10	demonstrate	demonstrate	NOUN
ajst-20784	27	11	promising	promising	ADJ
ajst-20784	27	12	performance	performance	NOUN
ajst-20784	27	13	,	,	PUNCT
ajst-20784	27	14	with	with	ADP
ajst-20784	27	15	the	the	DET
ajst-20784	27	16	proposed	propose	VERB
ajst-20784	27	17	approach	approach	NOUN
ajst-20784	27	18	outperforming	outperform	VERB
ajst-20784	27	19	the	the	DET
ajst-20784	27	20	baseline	baseline	NOUN
ajst-20784	27	21	model	model	NOUN
ajst-20784	27	22	in	in	ADP
ajst-20784	27	23	terms	term	NOUN
ajst-20784	27	24	of	of	ADP
ajst-20784	27	25	average	average	ADJ
ajst-20784	27	26	macro	macro	NOUN
ajst-20784	27	27	fβ	fβ	ADP
ajst-20784	27	28	score	score	NOUN
ajst-20784	27	29	and	and	CCONJ
ajst-20784	27	30	false	false	ADJ
ajst-20784	27	31	alarm	alarm	NOUN
ajst-20784	27	32	rate	rate	NOUN
ajst-20784	27	33	by	by	ADP
ajst-20784	27	34	17	17	NUM
ajst-20784	27	35	%	%	NOUN
ajst-20784	27	36	and	and	CCONJ
ajst-20784	27	37	5.3	5.3	NUM
ajst-20784	27	38	%	%	NOUN
ajst-20784	27	39	,	,	PUNCT
ajst-20784	27	40	respectively	respectively	ADV
ajst-20784	27	41	.	.	PUNCT
ajst-20784	28	1	3	3	X
ajst-20784	28	2	.	.	X
ajst-20784	28	3	detective	detective	ADJ
ajst-20784	28	4	ways	way	NOUN
ajst-20784	28	5	in	in	ADP
ajst-20784	28	6	network	network	NOUN
ajst-20784	28	7	traffic	traffic	NOUN
ajst-20784	28	8	anomaly	anomaly	NOUN
ajst-20784	28	9	detection	detection	NOUN
ajst-20784	28	10	,	,	PUNCT
ajst-20784	28	11	feature	feature	NOUN
ajst-20784	28	12	detection	detection	NOUN
ajst-20784	28	13	and	and	CCONJ
ajst-20784	28	14	anomaly	anomaly	NOUN
ajst-20784	28	15	detection	detection	NOUN
ajst-20784	28	16	are	be	AUX
ajst-20784	28	17	two	two	NUM
ajst-20784	28	18	primary	primary	ADJ
ajst-20784	28	19	methodologies	methodology	NOUN
ajst-20784	28	20	,	,	PUNCT
ajst-20784	28	21	each	each	PRON
ajst-20784	28	22	with	with	ADP
ajst-20784	28	23	distinct	distinct	ADJ
ajst-20784	28	24	strengths	strength	NOUN
ajst-20784	28	25	and	and	CCONJ
ajst-20784	28	26	limitations	limitation	NOUN
ajst-20784	28	27	.	.	PUNCT
ajst-20784	29	1	feature	feature	NOUN
ajst-20784	29	2	detection	detection	NOUN
ajst-20784	29	3	is	be	AUX
ajst-20784	29	4	known	know	VERB
ajst-20784	29	5	for	for	ADP
ajst-20784	29	6	its	its	PRON
ajst-20784	29	7	high	high	ADJ
ajst-20784	29	8	precision	precision	NOUN
ajst-20784	29	9	and	and	CCONJ
ajst-20784	29	10	rapid	rapid	ADJ
ajst-20784	29	11	response	response	NOUN
ajst-20784	29	12	in	in	ADP
ajst-20784	29	13	identifying	identify	VERB
ajst-20784	29	14	known	know	VERB
ajst-20784	29	15	attack	attack	NOUN
ajst-20784	29	16	patterns	pattern	NOUN
ajst-20784	29	17	,	,	PUNCT
ajst-20784	29	18	especially	especially	ADV
ajst-20784	29	19	effective	effective	ADJ
ajst-20784	29	20	in	in	ADP
ajst-20784	29	21	dealing	deal	VERB
ajst-20784	29	22	with	with	ADP
ajst-20784	29	23	predefined	predefine	VERB
ajst-20784	29	24	anomalies	anomaly	NOUN
ajst-20784	29	25	with	with	ADP
ajst-20784	29	26	a	a	DET
ajst-20784	29	27	low	low	ADJ
ajst-20784	29	28	false	false	ADJ
ajst-20784	29	29	positive	positive	ADJ
ajst-20784	29	30	rate	rate	NOUN
ajst-20784	29	31	.	.	PUNCT
ajst-20784	30	1	however	however	ADV
ajst-20784	30	2	,	,	PUNCT
ajst-20784	30	3	it	it	PRON
ajst-20784	30	4	struggles	struggle	VERB
ajst-20784	30	5	against	against	ADP
ajst-20784	30	6	novel	novel	NOUN
ajst-20784	30	7	or	or	CCONJ
ajst-20784	30	8	unidentified	unidentified	ADJ
ajst-20784	30	9	attacks	attack	NOUN
ajst-20784	30	10	and	and	CCONJ
ajst-20784	30	11	incurs	incur	VERB
ajst-20784	30	12	high	high	ADJ
ajst-20784	30	13	maintenance	maintenance	NOUN
ajst-20784	30	14	costs	cost	NOUN
ajst-20784	30	15	due	due	ADJ
ajst-20784	30	16	to	to	ADP
ajst-20784	30	17	the	the	DET
ajst-20784	30	18	need	need	NOUN
ajst-20784	30	19	for	for	ADP
ajst-20784	30	20	regular	regular	ADJ
ajst-20784	30	21	updates	update	NOUN
ajst-20784	30	22	to	to	ADP
ajst-20784	30	23	the	the	DET
ajst-20784	30	24	feature	feature	NOUN
ajst-20784	30	25	database	database	NOUN
ajst-20784	30	26	.	.	PUNCT
ajst-20784	31	1	conversely	conversely	ADV
ajst-20784	31	2	,	,	PUNCT
ajst-20784	31	3	anomaly	anomaly	NOUN
ajst-20784	31	4	detection	detection	NOUN
ajst-20784	31	5	is	be	AUX
ajst-20784	31	6	valued	value	VERB
ajst-20784	31	7	for	for	ADP
ajst-20784	31	8	its	its	PRON
ajst-20784	31	9	robust	robust	ADJ
ajst-20784	31	10	adaptability	adaptability	NOUN
ajst-20784	31	11	and	and	CCONJ
ajst-20784	31	12	ability	ability	NOUN
ajst-20784	31	13	to	to	PART
ajst-20784	31	14	detect	detect	VERB
ajst-20784	31	15	unknown	unknown	ADJ
ajst-20784	31	16	attacks	attack	NOUN
ajst-20784	31	17	,	,	PUNCT
ajst-20784	31	18	adjusting	adjust	VERB
ajst-20784	31	19	its	its	PRON
ajst-20784	31	20	detection	detection	NOUN
ajst-20784	31	21	strategies	strategy	NOUN
ajst-20784	31	22	in	in	ADP
ajst-20784	31	23	response	response	NOUN
ajst-20784	31	24	to	to	ADP
ajst-20784	31	25	real	real	ADJ
ajst-20784	31	26	-	-	PUNCT
ajst-20784	31	27	time	time	NOUN
ajst-20784	31	28	changes	change	NOUN
ajst-20784	31	29	in	in	ADP
ajst-20784	31	30	network	network	NOUN
ajst-20784	31	31	traffic	traffic	NOUN
ajst-20784	31	32	,	,	PUNCT
ajst-20784	31	33	thereby	thereby	ADV
ajst-20784	31	34	comprehensively	comprehensively	ADV
ajst-20784	31	35	monitoring	monitor	VERB
ajst-20784	31	36	various	various	ADJ
ajst-20784	31	37	potential	potential	ADJ
ajst-20784	31	38	threats	threat	NOUN
ajst-20784	31	39	.	.	PUNCT
ajst-20784	32	1	yet	yet	ADV
ajst-20784	32	2	,	,	PUNCT
ajst-20784	32	3	this	this	DET
ajst-20784	32	4	method	method	NOUN
ajst-20784	32	5	faces	face	VERB
ajst-20784	32	6	challenges	challenge	NOUN
ajst-20784	32	7	,	,	PUNCT
ajst-20784	32	8	including	include	VERB
ajst-20784	32	9	a	a	DET
ajst-20784	32	10	higher	high	ADJ
ajst-20784	32	11	false	false	ADJ
ajst-20784	32	12	positive	positive	ADJ
ajst-20784	32	13	rate	rate	NOUN
ajst-20784	32	14	and	and	CCONJ
ajst-20784	32	15	significant	significant	ADJ
ajst-20784	32	16	computational	computational	ADJ
ajst-20784	32	17	resource	resource	NOUN
ajst-20784	32	18	requirements	requirement	NOUN
ajst-20784	32	19	.	.	PUNCT
ajst-20784	33	1	setting	set	VERB
ajst-20784	33	2	appropriate	appropriate	ADJ
ajst-20784	33	3	thresholds	threshold	NOUN
ajst-20784	33	4	and	and	CCONJ
ajst-20784	33	5	parameters	parameter	NOUN
ajst-20784	33	6	for	for	ADP
ajst-20784	33	7	anomaly	anomaly	NOUN
ajst-20784	33	8	detection	detection	NOUN
ajst-20784	33	9	also	also	ADV
ajst-20784	33	10	requires	require	VERB
ajst-20784	33	11	specialized	specialized	ADJ
ajst-20784	33	12	knowledge	knowledge	NOUN
ajst-20784	33	13	.	.	PUNCT
ajst-20784	34	1	as	as	SCONJ
ajst-20784	34	2	machine	machine	NOUN
ajst-20784	34	3	learning	learning	NOUN
ajst-20784	34	4	and	and	CCONJ
ajst-20784	34	5	deep	deep	ADJ
ajst-20784	34	6	learning	learning	NOUN
ajst-20784	34	7	evolve	evolve	VERB
ajst-20784	34	8	,	,	PUNCT
ajst-20784	34	9	these	these	DET
ajst-20784	34	10	approaches	approach	NOUN
ajst-20784	34	11	are	be	AUX
ajst-20784	34	12	constantly	constantly	ADV
ajst-20784	34	13	being	be	AUX
ajst-20784	34	14	redefined	redefine	VERB
ajst-20784	34	15	and	and	CCONJ
ajst-20784	34	16	refined	refine	VERB
ajst-20784	34	17	,	,	PUNCT
ajst-20784	34	18	offering	offer	VERB
ajst-20784	34	19	both	both	CCONJ
ajst-20784	34	20	challenges	challenge	NOUN
ajst-20784	34	21	and	and	CCONJ
ajst-20784	34	22	opportunities	opportunity	NOUN
ajst-20784	34	23	in	in	ADP
ajst-20784	34	24	network	network	NOUN
ajst-20784	34	25	security.[1	security.[1	NOUN
ajst-20784	34	26	-	-	SYM
ajst-20784	34	27	3	3	NUM
ajst-20784	34	28	]	]	SYM
ajst-20784	34	29	3.1	3.1	NUM
ajst-20784	34	30	.	.	PUNCT
ajst-20784	34	31	feature	feature	NOUN
ajst-20784	34	32	detection	detection	NOUN
ajst-20784	34	33	chastikova	chastikova	NOUN
ajst-20784	34	34	and	and	CCONJ
ajst-20784	34	35	mitugov	mitugov	NOUN
ajst-20784	34	36	's	's	PART
ajst-20784	34	37	research	research	NOUN
ajst-20784	34	38	introduces	introduce	VERB
ajst-20784	34	39	a	a	DET
ajst-20784	34	40	novel	novel	ADJ
ajst-20784	34	41	method	method	NOUN
ajst-20784	34	42	for	for	ADP
ajst-20784	34	43	network	network	NOUN
ajst-20784	34	44	attack	attack	NOUN
ajst-20784	34	45	detection	detection	NOUN
ajst-20784	34	46	that	that	PRON
ajst-20784	34	47	combines	combine	VERB
ajst-20784	34	48	deep	deep	ADJ
ajst-20784	34	49	learning	learning	NOUN
ajst-20784	34	50	with	with	ADP
ajst-20784	34	51	artificial	artificial	ADJ
ajst-20784	34	52	immune	immune	ADJ
ajst-20784	34	53	systems	system	NOUN
ajst-20784	34	54	,	,	PUNCT
ajst-20784	34	55	offering	offer	VERB
ajst-20784	34	56	a	a	DET
ajst-20784	34	57	new	new	ADJ
ajst-20784	34	58	approach	approach	NOUN
ajst-20784	34	59	for	for	ADP
ajst-20784	34	60	efficiently	efficiently	ADV
ajst-20784	34	61	and	and	CCONJ
ajst-20784	34	62	accurately	accurately	ADV
ajst-20784	34	63	detecting	detect	VERB
ajst-20784	34	64	anomalies	anomaly	NOUN
ajst-20784	34	65	in	in	ADP
ajst-20784	34	66	66	66	NUM
ajst-20784	34	67	complex	complex	ADJ
ajst-20784	34	68	network	network	NOUN
ajst-20784	34	69	environments	environment	NOUN
ajst-20784	34	70	.	.	PUNCT
ajst-20784	35	1	this	this	DET
ajst-20784	35	2	method	method	NOUN
ajst-20784	35	3	integrates	integrate	VERB
ajst-20784	35	4	deep	deep	ADJ
ajst-20784	35	5	learning	learning	NOUN
ajst-20784	35	6	,	,	PUNCT
ajst-20784	35	7	particularly	particularly	ADV
ajst-20784	35	8	convolutional	convolutional	ADJ
ajst-20784	35	9	neural	neural	ADJ
ajst-20784	35	10	networks	network	NOUN
ajst-20784	35	11	(	(	PUNCT
ajst-20784	35	12	cnns	cnns	PROPN
ajst-20784	35	13	)	)	PUNCT
ajst-20784	35	14	,	,	PUNCT
ajst-20784	35	15	with	with	ADP
ajst-20784	35	16	artificial	artificial	ADJ
ajst-20784	35	17	immune	immune	ADJ
ajst-20784	35	18	systems	system	NOUN
ajst-20784	35	19	(	(	PUNCT
ajst-20784	35	20	ais	ais	PROPN
ajst-20784	35	21	)	)	PUNCT
ajst-20784	35	22	to	to	PART
ajst-20784	35	23	create	create	VERB
ajst-20784	35	24	a	a	DET
ajst-20784	35	25	unique	unique	ADJ
ajst-20784	35	26	neuroimmune	neuroimmune	NOUN
ajst-20784	35	27	model	model	NOUN
ajst-20784	35	28	that	that	PRON
ajst-20784	35	29	enhances	enhance	VERB
ajst-20784	35	30	the	the	DET
ajst-20784	35	31	adaptability	adaptability	NOUN
ajst-20784	35	32	and	and	CCONJ
ajst-20784	35	33	feature	feature	NOUN
ajst-20784	35	34	-	-	PUNCT
ajst-20784	35	35	learning	learn	VERB
ajst-20784	35	36	capabilities	capability	NOUN
ajst-20784	35	37	of	of	ADP
ajst-20784	35	38	network	network	NOUN
ajst-20784	35	39	security	security	NOUN
ajst-20784	35	40	systems	system	NOUN
ajst-20784	35	41	.	.	PUNCT
ajst-20784	36	1	the	the	DET
ajst-20784	36	2	study	study	NOUN
ajst-20784	36	3	employs	employ	VERB
ajst-20784	36	4	an	an	DET
ajst-20784	36	5	ais	ais	NOUN
ajst-20784	36	6	based	base	VERB
ajst-20784	36	7	on	on	ADP
ajst-20784	36	8	the	the	DET
ajst-20784	36	9	clonal	clonal	ADJ
ajst-20784	36	10	selection	selection	NOUN
ajst-20784	36	11	algorithm	algorithm	NOUN
ajst-20784	36	12	,	,	PUNCT
ajst-20784	36	13	combined	combine	VERB
ajst-20784	36	14	with	with	ADP
ajst-20784	36	15	an	an	DET
ajst-20784	36	16	improved	improved	ADJ
ajst-20784	36	17	genetic	genetic	ADJ
ajst-20784	36	18	dueling	duel	VERB
ajst-20784	36	19	algorithm	algorithm	NOUN
ajst-20784	36	20	,	,	PUNCT
ajst-20784	36	21	thereby	thereby	ADV
ajst-20784	36	22	increasing	increase	VERB
ajst-20784	36	23	overall	overall	ADJ
ajst-20784	36	24	system	system	NOUN
ajst-20784	36	25	efficiency	efficiency	NOUN
ajst-20784	36	26	.	.	PUNCT
ajst-20784	37	1	moreover	moreover	ADV
ajst-20784	37	2	,	,	PUNCT
ajst-20784	37	3	cnns	cnn	NOUN
ajst-20784	37	4	serve	serve	VERB
ajst-20784	37	5	as	as	ADP
ajst-20784	37	6	a	a	DET
ajst-20784	37	7	critical	critical	ADJ
ajst-20784	37	8	tool	tool	NOUN
ajst-20784	37	9	in	in	ADP
ajst-20784	37	10	this	this	DET
ajst-20784	37	11	model	model	NOUN
ajst-20784	37	12	for	for	ADP
ajst-20784	37	13	feature	feature	NOUN
ajst-20784	37	14	extraction	extraction	NOUN
ajst-20784	37	15	and	and	CCONJ
ajst-20784	37	16	pattern	pattern	NOUN
ajst-20784	37	17	recognition	recognition	NOUN
ajst-20784	37	18	,	,	PUNCT
ajst-20784	37	19	used	use	VERB
ajst-20784	37	20	in	in	ADP
ajst-20784	37	21	training	train	VERB
ajst-20784	37	22	antibodydetector	antibodydetector	NOUN
ajst-20784	37	23	images	image	NOUN
ajst-20784	37	24	based	base	VERB
ajst-20784	37	25	on	on	ADP
ajst-20784	37	26	ais	ais	PROPN
ajst-20784	37	27	.	.	PUNCT
ajst-20784	38	1	the	the	DET
ajst-20784	38	2	system	system	NOUN
ajst-20784	38	3	's	's	PART
ajst-20784	38	4	testing	testing	NOUN
ajst-20784	38	5	and	and	CCONJ
ajst-20784	38	6	training	training	NOUN
ajst-20784	38	7	on	on	ADP
ajst-20784	38	8	the	the	DET
ajst-20784	38	9	"	"	PUNCT
ajst-20784	38	10	intrusion	intrusion	NOUN
ajst-20784	38	11	detection	detection	NOUN
ajst-20784	38	12	evaluation	evaluation	NOUN
ajst-20784	38	13	dataset	dataset	NOUN
ajst-20784	38	14	"	"	PUNCT
ajst-20784	38	15	cicids2017	cicids2017	PROPN
ajst-20784	38	16	demonstrated	demonstrate	VERB
ajst-20784	38	17	that	that	SCONJ
ajst-20784	38	18	the	the	DET
ajst-20784	38	19	neuroimmune	neuroimmune	NOUN
ajst-20784	38	20	approach	approach	NOUN
ajst-20784	38	21	exhibits	exhibit	VERB
ajst-20784	38	22	greater	great	ADJ
ajst-20784	38	23	accuracy	accuracy	NOUN
ajst-20784	38	24	and	and	CCONJ
ajst-20784	38	25	efficiency	efficiency	NOUN
ajst-20784	38	26	in	in	ADP
ajst-20784	38	27	network	network	NOUN
ajst-20784	38	28	attack	attack	NOUN
ajst-20784	38	29	detection	detection	NOUN
ajst-20784	38	30	compared	compare	VERB
ajst-20784	38	31	to	to	ADP
ajst-20784	38	32	traditional	traditional	ADJ
ajst-20784	38	33	techniques	technique	NOUN
ajst-20784	38	34	like	like	ADP
ajst-20784	38	35	cnns	cnn	NOUN
ajst-20784	38	36	,	,	PUNCT
ajst-20784	38	37	perceptrons	perceptron	NOUN
ajst-20784	38	38	,	,	PUNCT
ajst-20784	38	39	and	and	CCONJ
ajst-20784	38	40	hais.[1	hais.[1	NOUN
ajst-20784	38	41	]	]	PUNCT
ajst-20784	38	42	chastikova	chastikova	PROPN
ajst-20784	38	43	and	and	CCONJ
ajst-20784	38	44	mitugov	mitugov	NOUN
ajst-20784	38	45	's	's	PART
ajst-20784	38	46	research	research	NOUN
ajst-20784	38	47	not	not	PART
ajst-20784	38	48	only	only	ADV
ajst-20784	38	49	provides	provide	VERB
ajst-20784	38	50	fresh	fresh	ADJ
ajst-20784	38	51	insights	insight	NOUN
ajst-20784	38	52	into	into	ADP
ajst-20784	38	53	network	network	NOUN
ajst-20784	38	54	traffic	traffic	NOUN
ajst-20784	38	55	anomalies	anomaly	NOUN
ajst-20784	38	56	but	but	CCONJ
ajst-20784	38	57	also	also	ADV
ajst-20784	38	58	contributes	contribute	VERB
ajst-20784	38	59	significantly	significantly	ADV
ajst-20784	38	60	to	to	ADP
ajst-20784	38	61	the	the	DET
ajst-20784	38	62	advancement	advancement	NOUN
ajst-20784	38	63	of	of	ADP
ajst-20784	38	64	future	future	ADJ
ajst-20784	38	65	network	network	NOUN
ajst-20784	38	66	security	security	NOUN
ajst-20784	38	67	technologies	technology	NOUN
ajst-20784	38	68	.	.	PUNCT
ajst-20784	39	1	the	the	DET
ajst-20784	39	2	potential	potential	ADJ
ajst-20784	39	3	advantages	advantage	NOUN
ajst-20784	39	4	of	of	ADP
ajst-20784	39	5	this	this	DET
ajst-20784	39	6	method	method	NOUN
ajst-20784	39	7	in	in	ADP
ajst-20784	39	8	handling	handle	VERB
ajst-20784	39	9	complex	complex	ADJ
ajst-20784	39	10	and	and	CCONJ
ajst-20784	39	11	dynamic	dynamic	ADJ
ajst-20784	39	12	network	network	NOUN
ajst-20784	39	13	environments	environment	NOUN
ajst-20784	39	14	,	,	PUNCT
ajst-20784	39	15	coupled	couple	VERB
ajst-20784	39	16	with	with	ADP
ajst-20784	39	17	its	its	PRON
ajst-20784	39	18	ability	ability	NOUN
ajst-20784	39	19	to	to	PART
ajst-20784	39	20	identify	identify	VERB
ajst-20784	39	21	attack	attack	NOUN
ajst-20784	39	22	patterns	pattern	NOUN
ajst-20784	39	23	and	and	CCONJ
ajst-20784	39	24	optimize	optimize	VERB
ajst-20784	39	25	the	the	DET
ajst-20784	39	26	detection	detection	NOUN
ajst-20784	39	27	process	process	NOUN
ajst-20784	39	28	,	,	PUNCT
ajst-20784	39	29	warrant	warrant	VERB
ajst-20784	39	30	further	further	ADJ
ajst-20784	39	31	exploration	exploration	NOUN
ajst-20784	39	32	and	and	CCONJ
ajst-20784	39	33	development	development	NOUN
ajst-20784	39	34	.	.	PUNCT
ajst-20784	40	1	their	their	PRON
ajst-20784	40	2	work	work	NOUN
ajst-20784	40	3	serves	serve	VERB
ajst-20784	40	4	as	as	ADP
ajst-20784	40	5	a	a	DET
ajst-20784	40	6	vital	vital	ADJ
ajst-20784	40	7	reference	reference	NOUN
ajst-20784	40	8	in	in	ADP
ajst-20784	40	9	comprehensive	comprehensive	ADJ
ajst-20784	40	10	articles	article	NOUN
ajst-20784	40	11	analyzing	analyze	VERB
ajst-20784	40	12	network	network	NOUN
ajst-20784	40	13	traffic	traffic	NOUN
ajst-20784	40	14	anomalies	anomaly	NOUN
ajst-20784	40	15	.	.	PUNCT
ajst-20784	41	1	3.1.1	3.1.1	X
ajst-20784	41	2	.	.	PUNCT
ajst-20784	42	1	challenges	challenge	NOUN
ajst-20784	42	2	faced	face	VERB
ajst-20784	42	3	by	by	ADP
ajst-20784	42	4	feature	feature	NOUN
ajst-20784	42	5	detection	detection	NOUN
ajst-20784	42	6	and	and	CCONJ
ajst-20784	42	7	optimization	optimization	NOUN
ajst-20784	42	8	directions	direction	NOUN
ajst-20784	42	9	feature	feature	NOUN
ajst-20784	42	10	detection	detection	NOUN
ajst-20784	42	11	is	be	AUX
ajst-20784	42	12	crucial	crucial	ADJ
ajst-20784	42	13	in	in	ADP
ajst-20784	42	14	network	network	NOUN
ajst-20784	42	15	anomaly	anomaly	NOUN
ajst-20784	42	16	traffic	traffic	NOUN
ajst-20784	42	17	monitoring	monitoring	NOUN
ajst-20784	42	18	,	,	PUNCT
ajst-20784	42	19	as	as	SCONJ
ajst-20784	42	20	it	it	PRON
ajst-20784	42	21	entails	entail	VERB
ajst-20784	42	22	accurately	accurately	ADV
ajst-20784	42	23	extracting	extract	VERB
ajst-20784	42	24	characteristics	characteristic	NOUN
ajst-20784	42	25	from	from	ADP
ajst-20784	42	26	extensive	extensive	ADJ
ajst-20784	42	27	network	network	NOUN
ajst-20784	42	28	data	datum	NOUN
ajst-20784	42	29	that	that	PRON
ajst-20784	42	30	reflect	reflect	VERB
ajst-20784	42	31	network	network	NOUN
ajst-20784	42	32	behavior	behavior	NOUN
ajst-20784	42	33	.	.	PUNCT
ajst-20784	43	1	contemporary	contemporary	ADJ
ajst-20784	43	2	research	research	NOUN
ajst-20784	43	3	leverages	leverage	VERB
ajst-20784	43	4	machine	machine	NOUN
ajst-20784	43	5	learning	learning	NOUN
ajst-20784	43	6	and	and	CCONJ
ajst-20784	43	7	deep	deep	ADJ
ajst-20784	43	8	learning	learning	NOUN
ajst-20784	43	9	techniques	technique	NOUN
ajst-20784	43	10	to	to	PART
ajst-20784	43	11	automate	automate	VERB
ajst-20784	43	12	the	the	DET
ajst-20784	43	13	identification	identification	NOUN
ajst-20784	43	14	and	and	CCONJ
ajst-20784	43	15	extraction	extraction	NOUN
ajst-20784	43	16	of	of	ADP
ajst-20784	43	17	key	key	ADJ
ajst-20784	43	18	features	feature	NOUN
ajst-20784	43	19	.	.	PUNCT
ajst-20784	44	1	these	these	DET
ajst-20784	44	2	technologies	technology	NOUN
ajst-20784	44	3	adeptly	adeptly	ADV
ajst-20784	44	4	learn	learn	VERB
ajst-20784	44	5	patterns	pattern	NOUN
ajst-20784	44	6	in	in	ADP
ajst-20784	44	7	multidimensional	multidimensional	ADJ
ajst-20784	44	8	data	datum	NOUN
ajst-20784	44	9	,	,	PUNCT
ajst-20784	44	10	thereby	thereby	ADV
ajst-20784	44	11	precisely	precisely	ADV
ajst-20784	44	12	identifying	identify	VERB
ajst-20784	44	13	features	feature	NOUN
ajst-20784	44	14	correlated	correlate	VERB
ajst-20784	44	15	with	with	ADP
ajst-20784	44	16	anomalous	anomalous	ADJ
ajst-20784	44	17	behavior	behavior	NOUN
ajst-20784	44	18	.	.	PUNCT
ajst-20784	45	1	3.1.2	3.1.2	X
ajst-20784	45	2	.	.	PUNCT
ajst-20784	45	3	optimization	optimization	NOUN
ajst-20784	45	4	directions	direction	VERB
ajst-20784	45	5	the	the	DET
ajst-20784	45	6	key	key	NOUN
ajst-20784	45	7	to	to	ADP
ajst-20784	45	8	optimizing	optimize	VERB
ajst-20784	45	9	feature	feature	NOUN
ajst-20784	45	10	detection	detection	NOUN
ajst-20784	45	11	lies	lie	VERB
ajst-20784	45	12	in	in	ADP
ajst-20784	45	13	developing	develop	VERB
ajst-20784	45	14	dynamic	dynamic	ADJ
ajst-20784	45	15	adaptive	adaptive	ADJ
ajst-20784	45	16	algorithms	algorithm	NOUN
ajst-20784	45	17	capable	capable	ADJ
ajst-20784	45	18	of	of	ADP
ajst-20784	45	19	automatically	automatically	ADV
ajst-20784	45	20	adjusting	adjust	VERB
ajst-20784	45	21	feature	feature	NOUN
ajst-20784	45	22	extraction	extraction	NOUN
ajst-20784	45	23	strategies	strategy	NOUN
ajst-20784	45	24	in	in	ADP
ajst-20784	45	25	response	response	NOUN
ajst-20784	45	26	to	to	ADP
ajst-20784	45	27	changes	change	NOUN
ajst-20784	45	28	in	in	ADP
ajst-20784	45	29	network	network	NOUN
ajst-20784	45	30	behavior	behavior	NOUN
ajst-20784	45	31	.	.	PUNCT
ajst-20784	46	1	given	give	VERB
ajst-20784	46	2	the	the	DET
ajst-20784	46	3	high	high	ADJ
ajst-20784	46	4	dimensionality	dimensionality	NOUN
ajst-20784	46	5	of	of	ADP
ajst-20784	46	6	network	network	NOUN
ajst-20784	46	7	data	datum	NOUN
ajst-20784	46	8	,	,	PUNCT
ajst-20784	46	9	dimensionality	dimensionality	NOUN
ajst-20784	46	10	reduction	reduction	NOUN
ajst-20784	46	11	techniques	technique	NOUN
ajst-20784	46	12	such	such	ADJ
ajst-20784	46	13	as	as	ADP
ajst-20784	46	14	principal	principal	ADJ
ajst-20784	46	15	component	component	NOUN
ajst-20784	46	16	analysis	analysis	NOUN
ajst-20784	46	17	(	(	PUNCT
ajst-20784	46	18	pca	pca	NOUN
ajst-20784	46	19	)	)	PUNCT
ajst-20784	46	20	or	or	CCONJ
ajst-20784	46	21	autoencoders	autoencoder	NOUN
ajst-20784	46	22	are	be	AUX
ajst-20784	46	23	employed	employ	VERB
ajst-20784	46	24	to	to	PART
ajst-20784	46	25	simplify	simplify	VERB
ajst-20784	46	26	the	the	DET
ajst-20784	46	27	feature	feature	NOUN
ajst-20784	46	28	space	space	NOUN
ajst-20784	46	29	while	while	SCONJ
ajst-20784	46	30	preserving	preserve	VERB
ajst-20784	46	31	essential	essential	ADJ
ajst-20784	46	32	information	information	NOUN
ajst-20784	46	33	.	.	PUNCT
ajst-20784	47	1	additionally	additionally	ADV
ajst-20784	47	2	,	,	PUNCT
ajst-20784	47	3	enhancing	enhance	VERB
ajst-20784	47	4	the	the	DET
ajst-20784	47	5	ability	ability	NOUN
ajst-20784	47	6	to	to	PART
ajst-20784	47	7	analyze	analyze	VERB
ajst-20784	47	8	large	large	ADJ
ajst-20784	47	9	-	-	PUNCT
ajst-20784	47	10	scale	scale	NOUN
ajst-20784	47	11	datasets	dataset	NOUN
ajst-20784	47	12	in	in	ADP
ajst-20784	47	13	real	real	ADJ
ajst-20784	47	14	-	-	PUNCT
ajst-20784	47	15	time	time	NOUN
ajst-20784	47	16	represents	represent	VERB
ajst-20784	47	17	a	a	DET
ajst-20784	47	18	significant	significant	ADJ
ajst-20784	47	19	research	research	NOUN
ajst-20784	47	20	direction	direction	NOUN
ajst-20784	47	21	in	in	ADP
ajst-20784	47	22	the	the	DET
ajst-20784	47	23	field	field	NOUN
ajst-20784	47	24	of	of	ADP
ajst-20784	47	25	feature	feature	NOUN
ajst-20784	47	26	detection.[4,5	detection.[4,5	VERB
ajst-20784	47	27	]	]	X
ajst-20784	47	28	3.2	3.2	NUM
ajst-20784	47	29	.	.	PUNCT
ajst-20784	48	1	anomaly	anomaly	NOUN
ajst-20784	48	2	detection	detection	NOUN
ajst-20784	48	3	in	in	ADP
ajst-20784	48	4	their	their	PRON
ajst-20784	48	5	study	study	NOUN
ajst-20784	48	6	,	,	PUNCT
ajst-20784	48	7	ma	ma	PROPN
ajst-20784	48	8	,	,	PUNCT
ajst-20784	48	9	sun	sun	NOUN
ajst-20784	48	10	,	,	PUNCT
ajst-20784	48	11	and	and	CCONJ
ajst-20784	48	12	cui	cui	NOUN
ajst-20784	48	13	introduce	introduce	VERB
ajst-20784	48	14	the	the	DET
ajst-20784	48	15	svm	svm	PROPN
ajst-20784	48	16	-	-	ADJ
ajst-20784	48	17	c	c	NOUN
ajst-20784	48	18	model	model	NOUN
ajst-20784	48	19	,	,	PUNCT
ajst-20784	48	20	which	which	PRON
ajst-20784	48	21	synergizes	synergize	VERB
ajst-20784	48	22	the	the	DET
ajst-20784	48	23	strengths	strength	NOUN
ajst-20784	48	24	of	of	ADP
ajst-20784	48	25	support	support	NOUN
ajst-20784	48	26	vector	vector	NOUN
ajst-20784	48	27	machines	machine	NOUN
ajst-20784	48	28	(	(	PUNCT
ajst-20784	48	29	svm	svm	PROPN
ajst-20784	48	30	)	)	PUNCT
ajst-20784	48	31	and	and	CCONJ
ajst-20784	48	32	clustering	cluster	VERB
ajst-20784	48	33	techniques	technique	NOUN
ajst-20784	48	34	for	for	ADP
ajst-20784	48	35	anomaly	anomaly	NOUN
ajst-20784	48	36	detection	detection	NOUN
ajst-20784	48	37	in	in	ADP
ajst-20784	48	38	network	network	NOUN
ajst-20784	48	39	traffic	traffic	NOUN
ajst-20784	48	40	.	.	PUNCT
ajst-20784	49	1	the	the	DET
ajst-20784	49	2	model	model	NOUN
ajst-20784	49	3	converts	convert	VERB
ajst-20784	49	4	urls	url	NOUN
ajst-20784	49	5	from	from	ADP
ajst-20784	49	6	network	network	NOUN
ajst-20784	49	7	traffic	traffic	NOUN
ajst-20784	49	8	logs	log	NOUN
ajst-20784	49	9	into	into	ADP
ajst-20784	49	10	feature	feature	NOUN
ajst-20784	49	11	vectors	vector	NOUN
ajst-20784	49	12	using	use	VERB
ajst-20784	49	13	statistical	statistical	ADJ
ajst-20784	49	14	rules	rule	NOUN
ajst-20784	49	15	and	and	CCONJ
ajst-20784	49	16	linear	linear	PROPN
ajst-20784	49	17	projection	projection	NOUN
ajst-20784	49	18	,	,	PUNCT
ajst-20784	49	19	classifying	classify	VERB
ajst-20784	49	20	them	they	PRON
ajst-20784	49	21	as	as	ADP
ajst-20784	49	22	normal	normal	ADJ
ajst-20784	49	23	or	or	CCONJ
ajst-20784	49	24	anomalous	anomalous	ADJ
ajst-20784	49	25	with	with	ADP
ajst-20784	49	26	an	an	DET
ajst-20784	49	27	svm	svm	ADJ
ajst-20784	49	28	classifier	classifier	NOUN
ajst-20784	49	29	.	.	PUNCT
ajst-20784	50	1	the	the	DET
ajst-20784	50	2	researchers	researcher	NOUN
ajst-20784	50	3	also	also	ADV
ajst-20784	50	4	developed	develop	VERB
ajst-20784	50	5	an	an	DET
ajst-20784	50	6	optimization	optimization	NOUN
ajst-20784	50	7	model	model	NOUN
ajst-20784	50	8	for	for	ADP
ajst-20784	50	9	training	train	VERB
ajst-20784	50	10	the	the	DET
ajst-20784	50	11	feature	feature	NOUN
ajst-20784	50	12	extraction	extraction	NOUN
ajst-20784	50	13	method	method	NOUN
ajst-20784	50	14	and	and	CCONJ
ajst-20784	50	15	the	the	DET
ajst-20784	50	16	traffic	traffic	NOUN
ajst-20784	50	17	classifier	classifier	NOUN
ajst-20784	50	18	parameters	parameter	NOUN
ajst-20784	50	19	.	.	PUNCT
ajst-20784	51	1	in	in	ADP
ajst-20784	51	2	numerical	numerical	ADJ
ajst-20784	51	3	tests	test	NOUN
ajst-20784	51	4	,	,	PUNCT
ajst-20784	51	5	svm	svm	PROPN
ajst-20784	51	6	-	-	ADJ
ajst-20784	51	7	c	c	NOUN
ajst-20784	51	8	consistently	consistently	ADV
ajst-20784	51	9	outperformed	outperform	VERB
ajst-20784	51	10	existing	exist	VERB
ajst-20784	51	11	methods	method	NOUN
ajst-20784	51	12	across	across	ADP
ajst-20784	51	13	tested	test	VERB
ajst-20784	51	14	datasets	dataset	NOUN
ajst-20784	51	15	,	,	PUNCT
ajst-20784	51	16	particularly	particularly	ADV
ajst-20784	51	17	in	in	ADP
ajst-20784	51	18	terms	term	NOUN
ajst-20784	51	19	of	of	ADP
ajst-20784	51	20	accuracy	accuracy	NOUN
ajst-20784	51	21	and	and	CCONJ
ajst-20784	51	22	efficiency	efficiency	NOUN
ajst-20784	51	23	in	in	ADP
ajst-20784	51	24	detecting	detect	VERB
ajst-20784	51	25	network	network	NOUN
ajst-20784	51	26	anomalies	anomaly	NOUN
ajst-20784	51	27	.	.	PUNCT
ajst-20784	52	1	upon	upon	SCONJ
ajst-20784	52	2	concluding	conclude	VERB
ajst-20784	52	3	the	the	DET
ajst-20784	52	4	study	study	NOUN
ajst-20784	52	5	,	,	PUNCT
ajst-20784	52	6	the	the	DET
ajst-20784	52	7	authors	author	NOUN
ajst-20784	52	8	suggest	suggest	VERB
ajst-20784	52	9	further	further	ADJ
ajst-20784	52	10	optimization	optimization	NOUN
ajst-20784	52	11	of	of	ADP
ajst-20784	52	12	the	the	DET
ajst-20784	52	13	feature	feature	NOUN
ajst-20784	52	14	extraction	extraction	NOUN
ajst-20784	52	15	and	and	CCONJ
ajst-20784	52	16	traffic	traffic	NOUN
ajst-20784	52	17	classification	classification	NOUN
ajst-20784	52	18	parameters	parameter	NOUN
ajst-20784	52	19	of	of	ADP
ajst-20784	52	20	the	the	DET
ajst-20784	52	21	model	model	NOUN
ajst-20784	52	22	.	.	PUNCT
ajst-20784	53	1	they	they	PRON
ajst-20784	53	2	also	also	ADV
ajst-20784	53	3	propose	propose	VERB
ajst-20784	53	4	integrating	integrate	VERB
ajst-20784	53	5	additional	additional	ADJ
ajst-20784	53	6	machine	machine	NOUN
ajst-20784	53	7	learning	learn	VERB
ajst-20784	53	8	techniques	technique	NOUN
ajst-20784	53	9	with	with	ADP
ajst-20784	53	10	svm	svm	PROPN
ajst-20784	53	11	-	-	NOUN
ajst-20784	53	12	c	c	NOUN
ajst-20784	53	13	to	to	PART
ajst-20784	53	14	enhance	enhance	VERB
ajst-20784	53	15	its	its	PRON
ajst-20784	53	16	adaptability	adaptability	NOUN
ajst-20784	53	17	and	and	CCONJ
ajst-20784	53	18	effectiveness	effectiveness	NOUN
ajst-20784	53	19	in	in	ADP
ajst-20784	53	20	various	various	ADJ
ajst-20784	53	21	network	network	NOUN
ajst-20784	53	22	environments.[6,7	environments.[6,7	X
ajst-20784	53	23	]	]	X
ajst-20784	53	24	du	du	NOUN
ajst-20784	53	25	and	and	CCONJ
ajst-20784	53	26	colleagues	colleague	NOUN
ajst-20784	53	27	developed	develop	VERB
ajst-20784	53	28	a	a	DET
ajst-20784	53	29	novel	novel	ADJ
ajst-20784	53	30	method	method	NOUN
ajst-20784	53	31	for	for	ADP
ajst-20784	53	32	detecting	detect	VERB
ajst-20784	53	33	network	network	NOUN
ajst-20784	53	34	traffic	traffic	NOUN
ajst-20784	53	35	anomalies	anomaly	NOUN
ajst-20784	53	36	based	base	VERB
ajst-20784	53	37	on	on	ADP
ajst-20784	53	38	wavelet	wavelet	NOUN
ajst-20784	53	39	analysis	analysis	NOUN
ajst-20784	53	40	.	.	PUNCT
ajst-20784	54	1	this	this	DET
ajst-20784	54	2	method	method	NOUN
ajst-20784	54	3	involves	involve	VERB
ajst-20784	54	4	wavelet	wavelet	NOUN
ajst-20784	54	5	analysis	analysis	NOUN
ajst-20784	54	6	of	of	ADP
ajst-20784	54	7	pcap	pcap	NOUN
ajst-20784	54	8	file	file	NOUN
ajst-20784	54	9	data	datum	NOUN
ajst-20784	54	10	to	to	PART
ajst-20784	54	11	extract	extract	VERB
ajst-20784	54	12	waveform	waveform	NOUN
ajst-20784	54	13	features	feature	NOUN
ajst-20784	54	14	for	for	ADP
ajst-20784	54	15	classification	classification	NOUN
ajst-20784	54	16	.	.	PUNCT
ajst-20784	55	1	specifically	specifically	ADV
ajst-20784	55	2	,	,	PUNCT
ajst-20784	55	3	the	the	DET
ajst-20784	55	4	team	team	NOUN
ajst-20784	55	5	parsed	parse	VERB
ajst-20784	55	6	packet	packet	NOUN
ajst-20784	55	7	lengths	length	NOUN
ajst-20784	55	8	from	from	ADP
ajst-20784	55	9	pcap	pcap	NOUN
ajst-20784	55	10	files	file	NOUN
ajst-20784	55	11	to	to	PART
ajst-20784	55	12	create	create	VERB
ajst-20784	55	13	a	a	DET
ajst-20784	55	14	sequence	sequence	NOUN
ajst-20784	55	15	,	,	PUNCT
ajst-20784	55	16	which	which	PRON
ajst-20784	55	17	underwent	undergo	VERB
ajst-20784	55	18	wavelet	wavelet	NOUN
ajst-20784	55	19	analysis	analysis	NOUN
ajst-20784	55	20	for	for	ADP
ajst-20784	55	21	feature	feature	NOUN
ajst-20784	55	22	extraction	extraction	NOUN
ajst-20784	55	23	.	.	PUNCT
ajst-20784	56	1	a	a	DET
ajst-20784	56	2	support	support	NOUN
ajst-20784	56	3	vector	vector	NOUN
ajst-20784	56	4	machine	machine	NOUN
ajst-20784	56	5	(	(	PUNCT
ajst-20784	56	6	svm	svm	ADJ
ajst-20784	56	7	)	)	PUNCT
ajst-20784	56	8	classifier	classifier	NOUN
ajst-20784	56	9	was	be	AUX
ajst-20784	56	10	then	then	ADV
ajst-20784	56	11	used	use	VERB
ajst-20784	56	12	to	to	PART
ajst-20784	56	13	differentiate	differentiate	VERB
ajst-20784	56	14	between	between	ADP
ajst-20784	56	15	normal	normal	ADJ
ajst-20784	56	16	and	and	CCONJ
ajst-20784	56	17	anomalous	anomalous	ADJ
ajst-20784	56	18	traffic	traffic	NOUN
ajst-20784	56	19	.	.	PUNCT
ajst-20784	57	1	the	the	DET
ajst-20784	57	2	model	model	NOUN
ajst-20784	57	3	effectively	effectively	ADV
ajst-20784	57	4	classified	classify	VERB
ajst-20784	57	5	traffic	traffic	NOUN
ajst-20784	57	6	anomalies	anomaly	NOUN
ajst-20784	57	7	in	in	ADP
ajst-20784	57	8	pcap	pcap	NOUN
ajst-20784	57	9	files	file	NOUN
ajst-20784	57	10	,	,	PUNCT
ajst-20784	57	11	excelling	excel	VERB
ajst-20784	57	12	in	in	ADP
ajst-20784	57	13	distinguishing	distinguish	VERB
ajst-20784	57	14	between	between	ADP
ajst-20784	57	15	two	two	NUM
ajst-20784	57	16	types	type	NOUN
ajst-20784	57	17	of	of	ADP
ajst-20784	57	18	delay	delay	NOUN
ajst-20784	57	19	injections	injection	NOUN
ajst-20784	57	20	.	.	PUNCT
ajst-20784	58	1	both	both	PRON
ajst-20784	58	2	qualitative	qualitative	ADJ
ajst-20784	58	3	and	and	CCONJ
ajst-20784	58	4	quantitative	quantitative	ADJ
ajst-20784	58	5	results	result	NOUN
ajst-20784	58	6	demonstrated	demonstrate	VERB
ajst-20784	58	7	the	the	DET
ajst-20784	58	8	model	model	NOUN
ajst-20784	58	9	's	's	PART
ajst-20784	58	10	superior	superior	ADJ
ajst-20784	58	11	accuracy	accuracy	NOUN
ajst-20784	58	12	in	in	ADP
ajst-20784	58	13	detecting	detect	VERB
ajst-20784	58	14	network	network	NOUN
ajst-20784	58	15	traffic	traffic	NOUN
ajst-20784	58	16	anomalies	anomaly	NOUN
ajst-20784	58	17	compared	compare	VERB
ajst-20784	58	18	to	to	ADP
ajst-20784	58	19	traditional	traditional	ADJ
ajst-20784	58	20	methods	method	NOUN
ajst-20784	58	21	.	.	PUNCT
ajst-20784	59	1	the	the	DET
ajst-20784	59	2	researchers	researcher	NOUN
ajst-20784	59	3	recommend	recommend	VERB
ajst-20784	59	4	further	far	ADV
ajst-20784	59	5	optimizing	optimize	VERB
ajst-20784	59	6	the	the	DET
ajst-20784	59	7	feature	feature	NOUN
ajst-20784	59	8	extraction	extraction	NOUN
ajst-20784	59	9	process	process	NOUN
ajst-20784	59	10	to	to	PART
ajst-20784	59	11	enhance	enhance	VERB
ajst-20784	59	12	the	the	DET
ajst-20784	59	13	model	model	NOUN
ajst-20784	59	14	's	's	PART
ajst-20784	59	15	ability	ability	NOUN
ajst-20784	59	16	to	to	PART
ajst-20784	59	17	discern	discern	VERB
ajst-20784	59	18	subtle	subtle	ADJ
ajst-20784	59	19	differences	difference	NOUN
ajst-20784	59	20	in	in	ADP
ajst-20784	59	21	traffic	traffic	NOUN
ajst-20784	59	22	patterns	pattern	NOUN
ajst-20784	59	23	.	.	PUNCT
ajst-20784	60	1	they	they	PRON
ajst-20784	60	2	also	also	ADV
ajst-20784	60	3	suggest	suggest	VERB
ajst-20784	60	4	integrating	integrate	VERB
ajst-20784	60	5	advanced	advanced	ADJ
ajst-20784	60	6	machine	machine	NOUN
ajst-20784	60	7	learning	learn	VERB
ajst-20784	60	8	techniques	technique	NOUN
ajst-20784	60	9	with	with	ADP
ajst-20784	60	10	wavelet	wavelet	NOUN
ajst-20784	60	11	analysis	analysis	NOUN
ajst-20784	60	12	to	to	PART
ajst-20784	60	13	improve	improve	VERB
ajst-20784	60	14	the	the	DET
ajst-20784	60	15	model	model	NOUN
ajst-20784	60	16	's	's	PART
ajst-20784	60	17	adaptability	adaptability	NOUN
ajst-20784	60	18	and	and	CCONJ
ajst-20784	60	19	efficacy	efficacy	NOUN
ajst-20784	60	20	in	in	ADP
ajst-20784	60	21	various	various	ADJ
ajst-20784	60	22	network	network	NOUN
ajst-20784	60	23	environments	environment	NOUN
ajst-20784	60	24	.	.	PUNCT
ajst-20784	61	1	this	this	DET
ajst-20784	61	2	study	study	NOUN
ajst-20784	61	3	presents	present	VERB
ajst-20784	61	4	an	an	DET
ajst-20784	61	5	innovative	innovative	ADJ
ajst-20784	61	6	and	and	CCONJ
ajst-20784	61	7	effective	effective	ADJ
ajst-20784	61	8	solution	solution	NOUN
ajst-20784	61	9	for	for	ADP
ajst-20784	61	10	detecting	detect	VERB
ajst-20784	61	11	network	network	NOUN
ajst-20784	61	12	traffic	traffic	NOUN
ajst-20784	61	13	anomalies	anomaly	NOUN
ajst-20784	61	14	,	,	PUNCT
ajst-20784	61	15	highlighting	highlight	VERB
ajst-20784	61	16	the	the	DET
ajst-20784	61	17	potential	potential	NOUN
ajst-20784	61	18	of	of	ADP
ajst-20784	61	19	wavelet	wavelet	NOUN
ajst-20784	61	20	analysis	analysis	NOUN
ajst-20784	61	21	in	in	ADP
ajst-20784	61	22	enhancing	enhance	VERB
ajst-20784	61	23	detection	detection	NOUN
ajst-20784	61	24	accuracy	accuracy	NOUN
ajst-20784	61	25	and	and	CCONJ
ajst-20784	61	26	efficiency.[8,9	efficiency.[8,9	NOUN
ajst-20784	61	27	]	]	X
ajst-20784	61	28	a	a	DET
ajst-20784	61	29	primary	primary	ADJ
ajst-20784	61	30	challenge	challenge	NOUN
ajst-20784	61	31	in	in	ADP
ajst-20784	61	32	anomaly	anomaly	NOUN
ajst-20784	61	33	detection	detection	NOUN
ajst-20784	61	34	is	be	AUX
ajst-20784	61	35	enhancing	enhance	VERB
ajst-20784	61	36	detection	detection	NOUN
ajst-20784	61	37	accuracy	accuracy	NOUN
ajst-20784	61	38	and	and	CCONJ
ajst-20784	61	39	reducing	reduce	VERB
ajst-20784	61	40	false	false	ADJ
ajst-20784	61	41	positive	positive	ADJ
ajst-20784	61	42	rates	rate	NOUN
ajst-20784	61	43	.	.	PUNCT
ajst-20784	62	1	traditional	traditional	ADJ
ajst-20784	62	2	rule	rule	NOUN
ajst-20784	62	3	-	-	PUNCT
ajst-20784	62	4	based	base	VERB
ajst-20784	62	5	and	and	CCONJ
ajst-20784	62	6	signature	signature	NOUN
ajst-20784	62	7	-	-	PUNCT
ajst-20784	62	8	based	base	VERB
ajst-20784	62	9	methods	method	NOUN
ajst-20784	62	10	often	often	ADV
ajst-20784	62	11	struggle	struggle	VERB
ajst-20784	62	12	to	to	PART
ajst-20784	62	13	address	address	VERB
ajst-20784	62	14	novel	novel	NOUN
ajst-20784	62	15	and	and	CCONJ
ajst-20784	62	16	unknown	unknown	ADJ
ajst-20784	62	17	attack	attack	NOUN
ajst-20784	62	18	patterns	pattern	NOUN
ajst-20784	62	19	.	.	PUNCT
ajst-20784	63	1	achieving	achieve	VERB
ajst-20784	63	2	efficient	efficient	ADJ
ajst-20784	63	3	real	real	ADJ
ajst-20784	63	4	-	-	PUNCT
ajst-20784	63	5	time	time	NOUN
ajst-20784	63	6	anomaly	anomaly	NOUN
ajst-20784	63	7	detection	detection	NOUN
ajst-20784	63	8	is	be	AUX
ajst-20784	63	9	challenging	challenge	VERB
ajst-20784	63	10	in	in	ADP
ajst-20784	63	11	the	the	DET
ajst-20784	63	12	context	context	NOUN
ajst-20784	63	13	of	of	ADP
ajst-20784	63	14	large	large	ADJ
ajst-20784	63	15	-	-	PUNCT
ajst-20784	63	16	scale	scale	NOUN
ajst-20784	63	17	network	network	NOUN
ajst-20784	63	18	traffic	traffic	NOUN
ajst-20784	63	19	.	.	PUNCT
ajst-20784	64	1	current	current	ADJ
ajst-20784	64	2	research	research	NOUN
ajst-20784	64	3	focuses	focus	VERB
ajst-20784	64	4	on	on	ADP
ajst-20784	64	5	employing	employ	VERB
ajst-20784	64	6	deep	deep	ADJ
ajst-20784	64	7	learning	learning	NOUN
ajst-20784	64	8	technologies	technology	NOUN
ajst-20784	64	9	to	to	PART
ajst-20784	64	10	improve	improve	VERB
ajst-20784	64	11	detection	detection	NOUN
ajst-20784	64	12	capabilities	capability	NOUN
ajst-20784	64	13	for	for	ADP
ajst-20784	64	14	complex	complex	ADJ
ajst-20784	64	15	attack	attack	NOUN
ajst-20784	64	16	patterns	pattern	NOUN
ajst-20784	64	17	,	,	PUNCT
ajst-20784	64	18	as	as	ADV
ajst-20784	64	19	well	well	ADV
ajst-20784	64	20	as	as	ADP
ajst-20784	64	21	augmenting	augment	VERB
ajst-20784	64	22	unknown	unknown	ADJ
ajst-20784	64	23	attack	attack	NOUN
ajst-20784	64	24	detection	detection	NOUN
ajst-20784	64	25	through	through	ADP
ajst-20784	64	26	behavior	behavior	NOUN
ajst-20784	64	27	analysis	analysis	NOUN
ajst-20784	64	28	techniques	technique	NOUN
ajst-20784	64	29	.	.	PUNCT
ajst-20784	65	1	adaptive	adaptive	ADJ
ajst-20784	65	2	learning	learning	NOUN
ajst-20784	65	3	models	model	NOUN
ajst-20784	65	4	,	,	PUNCT
ajst-20784	65	5	adjusting	adjust	VERB
ajst-20784	65	6	detection	detection	NOUN
ajst-20784	65	7	strategies	strategy	NOUN
ajst-20784	65	8	based	base	VERB
ajst-20784	65	9	on	on	ADP
ajst-20784	65	10	realtime	realtime	ADJ
ajst-20784	65	11	changes	change	NOUN
ajst-20784	65	12	in	in	ADP
ajst-20784	65	13	network	network	NOUN
ajst-20784	65	14	traffic	traffic	NOUN
ajst-20784	65	15	,	,	PUNCT
ajst-20784	65	16	represent	represent	VERB
ajst-20784	65	17	another	another	DET
ajst-20784	65	18	critical	critical	ADJ
ajst-20784	65	19	research	research	NOUN
ajst-20784	65	20	area	area	NOUN
ajst-20784	65	21	.	.	PUNCT
ajst-20784	66	1	additionally	additionally	ADV
ajst-20784	66	2	,	,	PUNCT
ajst-20784	66	3	integrating	integrate	VERB
ajst-20784	66	4	rule	rule	NOUN
ajst-20784	66	5	-	-	PUNCT
ajst-20784	66	6	based	base	VERB
ajst-20784	66	7	methods	method	NOUN
ajst-20784	66	8	with	with	ADP
ajst-20784	66	9	machine	machine	NOUN
ajst-20784	66	10	learning	learn	VERB
ajst-20784	66	11	approaches	approach	NOUN
ajst-20784	66	12	in	in	ADP
ajst-20784	66	13	ensemble	ensemble	ADJ
ajst-20784	66	14	techniques	technique	NOUN
ajst-20784	66	15	provides	provide	VERB
ajst-20784	66	16	more	more	ADJ
ajst-20784	66	17	comprehensive	comprehensive	ADJ
ajst-20784	66	18	protection	protection	NOUN
ajst-20784	66	19	for	for	ADP
ajst-20784	66	20	network	network	NOUN
ajst-20784	66	21	security	security	NOUN
ajst-20784	66	22	.	.	PUNCT
ajst-20784	67	1	4	4	X
ajst-20784	67	2	.	.	X
ajst-20784	67	3	consider	consider	VERB
ajst-20784	67	4	optimization	optimization	NOUN
ajst-20784	67	5	directions	direction	NOUN
ajst-20784	67	6	in	in	ADP
ajst-20784	67	7	the	the	DET
ajst-20784	67	8	domain	domain	NOUN
ajst-20784	67	9	of	of	ADP
ajst-20784	67	10	network	network	NOUN
ajst-20784	67	11	anomaly	anomaly	NOUN
ajst-20784	67	12	traffic	traffic	NOUN
ajst-20784	67	13	monitoring	monitoring	NOUN
ajst-20784	67	14	,	,	PUNCT
ajst-20784	67	15	cutting	cut	VERB
ajst-20784	67	16	-	-	PUNCT
ajst-20784	67	17	edge	edge	NOUN
ajst-20784	67	18	methodologies	methodology	NOUN
ajst-20784	67	19	predominantly	predominantly	ADV
ajst-20784	67	20	focus	focus	VERB
ajst-20784	67	21	on	on	ADP
ajst-20784	67	22	the	the	DET
ajst-20784	67	23	application	application	NOUN
ajst-20784	67	24	of	of	ADP
ajst-20784	67	25	deep	deep	ADJ
ajst-20784	67	26	learning	learning	NOUN
ajst-20784	67	27	and	and	CCONJ
ajst-20784	67	28	machine	machine	NOUN
ajst-20784	67	29	learning	learning	NOUN
ajst-20784	67	30	technologies	technology	NOUN
ajst-20784	67	31	.	.	PUNCT
ajst-20784	68	1	these	these	DET
ajst-20784	68	2	approaches	approach	NOUN
ajst-20784	68	3	enhance	enhance	VERB
ajst-20784	68	4	the	the	DET
ajst-20784	68	5	accuracy	accuracy	NOUN
ajst-20784	68	6	and	and	CCONJ
ajst-20784	68	7	efficiency	efficiency	NOUN
ajst-20784	68	8	of	of	ADP
ajst-20784	68	9	anomaly	anomaly	NOUN
ajst-20784	68	10	traffic	traffic	NOUN
ajst-20784	68	11	detection	detection	NOUN
ajst-20784	68	12	by	by	ADP
ajst-20784	68	13	automating	automate	VERB
ajst-20784	68	14	the	the	DET
ajst-20784	68	15	learning	learning	NOUN
ajst-20784	68	16	and	and	CCONJ
ajst-20784	68	17	analysis	analysis	NOUN
ajst-20784	68	18	of	of	ADP
ajst-20784	68	19	network	network	NOUN
ajst-20784	68	20	data	datum	NOUN
ajst-20784	68	21	.	.	PUNCT
ajst-20784	69	1	techniques	technique	NOUN
ajst-20784	69	2	such	such	ADJ
ajst-20784	69	3	as	as	ADP
ajst-20784	69	4	convolutional	convolutional	ADJ
ajst-20784	69	5	neural	neural	ADJ
ajst-20784	69	6	networks	network	NOUN
ajst-20784	69	7	(	(	PUNCT
ajst-20784	69	8	cnns	cnns	PROPN
ajst-20784	69	9	)	)	PUNCT
ajst-20784	69	10	and	and	CCONJ
ajst-20784	69	11	recurrent	recurrent	ADJ
ajst-20784	69	12	neural	neural	ADJ
ajst-20784	69	13	networks	network	NOUN
ajst-20784	69	14	(	(	PUNCT
ajst-20784	69	15	rnns	rnns	PROPN
ajst-20784	69	16	)	)	PUNCT
ajst-20784	69	17	have	have	AUX
ajst-20784	69	18	proven	prove	VERB
ajst-20784	69	19	particularly	particularly	ADV
ajst-20784	69	20	effective	effective	ADJ
ajst-20784	69	21	in	in	ADP
ajst-20784	69	22	handling	handle	VERB
ajst-20784	69	23	high	high	ADJ
ajst-20784	69	24	-	-	PUNCT
ajst-20784	69	25	dimensional	dimensional	ADJ
ajst-20784	69	26	and	and	CCONJ
ajst-20784	69	27	complex	complex	ADJ
ajst-20784	69	28	data	datum	NOUN
ajst-20784	69	29	structures	structure	NOUN
ajst-20784	69	30	.	.	PUNCT
ajst-20784	70	1	concurrently	concurrently	ADV
ajst-20784	70	2	,	,	PUNCT
ajst-20784	70	3	behavior	behavior	NOUN
ajst-20784	70	4	-	-	PUNCT
ajst-20784	70	5	based	base	VERB
ajst-20784	70	6	analysis	analysis	NOUN
ajst-20784	70	7	techniques	technique	NOUN
ajst-20784	70	8	are	be	AUX
ajst-20784	70	9	increasingly	increasingly	ADV
ajst-20784	70	10	being	be	AUX
ajst-20784	70	11	applied	apply	VERB
ajst-20784	70	12	to	to	ADP
ajst-20784	70	13	anomaly	anomaly	NOUN
ajst-20784	70	14	detection	detection	NOUN
ajst-20784	70	15	,	,	PUNCT
ajst-20784	70	16	identifying	identify	VERB
ajst-20784	70	17	irregularities	irregularity	NOUN
ajst-20784	70	18	through	through	ADP
ajst-20784	70	19	the	the	DET
ajst-20784	70	20	statistical	statistical	ADJ
ajst-20784	70	21	characteristics	characteristic	NOUN
ajst-20784	70	22	of	of	ADP
ajst-20784	70	23	network	network	NOUN
ajst-20784	70	24	behavior	behavior	NOUN
ajst-20784	70	25	.	.	PUNCT
ajst-20784	71	1	moreover	moreover	ADV
ajst-20784	71	2	,	,	PUNCT
ajst-20784	71	3	ensemble	ensemble	ADJ
ajst-20784	71	4	learning	learning	NOUN
ajst-20784	71	5	methods	method	NOUN
ajst-20784	71	6	,	,	PUNCT
ajst-20784	71	7	integrating	integrate	VERB
ajst-20784	71	8	various	various	ADJ
ajst-20784	71	9	algorithms	algorithm	NOUN
ajst-20784	71	10	and	and	CCONJ
ajst-20784	71	11	technologies	technology	NOUN
ajst-20784	71	12	,	,	PUNCT
ajst-20784	71	13	offer	offer	VERB
ajst-20784	71	14	comprehensive	comprehensive	ADJ
ajst-20784	71	15	protection	protection	NOUN
ajst-20784	71	16	for	for	ADP
ajst-20784	71	17	network	network	NOUN
ajst-20784	71	18	security.[7	security.[7	NOUN
ajst-20784	71	19	-	-	PUNCT
ajst-20784	71	20	9	9	NUM
ajst-20784	71	21	]	]	SYM
ajst-20784	71	22	4.1	4.1	NUM
ajst-20784	71	23	.	.	PUNCT
ajst-20784	72	1	research	research	NOUN
ajst-20784	72	2	directions	direction	NOUN
ajst-20784	72	3	and	and	CCONJ
ajst-20784	72	4	methods	method	NOUN
ajst-20784	72	5	4.1.1	4.1.1	NUM
ajst-20784	72	6	.	.	PUNCT
ajst-20784	73	1	integration	integration	NOUN
ajst-20784	73	2	of	of	ADP
ajst-20784	73	3	deep	deep	ADJ
ajst-20784	73	4	learning	learning	NOUN
ajst-20784	73	5	and	and	CCONJ
ajst-20784	73	6	artificial	artificial	ADJ
ajst-20784	73	7	intelligence	intelligence	NOUN
ajst-20784	73	8	contemporary	contemporary	ADJ
ajst-20784	73	9	research	research	NOUN
ajst-20784	73	10	is	be	AUX
ajst-20784	73	11	predominantly	predominantly	ADV
ajst-20784	73	12	focused	focus	VERB
ajst-20784	73	13	on	on	ADP
ajst-20784	73	14	integrating	integrate	VERB
ajst-20784	73	15	deep	deep	ADJ
ajst-20784	73	16	learning	learning	NOUN
ajst-20784	73	17	and	and	CCONJ
ajst-20784	73	18	artificial	artificial	ADJ
ajst-20784	73	19	intelligence	intelligence	NOUN
ajst-20784	73	20	technologies	technology	NOUN
ajst-20784	73	21	to	to	PART
ajst-20784	73	22	enhance	enhance	VERB
ajst-20784	73	23	the	the	DET
ajst-20784	73	24	accuracy	accuracy	NOUN
ajst-20784	73	25	and	and	CCONJ
ajst-20784	73	26	efficiency	efficiency	NOUN
ajst-20784	73	27	of	of	ADP
ajst-20784	73	28	67	67	NUM
ajst-20784	73	29	network	network	NOUN
ajst-20784	73	30	anomaly	anomaly	NOUN
ajst-20784	73	31	traffic	traffic	NOUN
ajst-20784	73	32	monitoring	monitoring	NOUN
ajst-20784	73	33	.	.	PUNCT
ajst-20784	74	1	this	this	DET
ajst-20784	74	2	integration	integration	NOUN
ajst-20784	74	3	involves	involve	VERB
ajst-20784	74	4	utilizing	utilize	VERB
ajst-20784	74	5	autoencoders	autoencoder	NOUN
ajst-20784	74	6	for	for	ADP
ajst-20784	74	7	data	data	NOUN
ajst-20784	74	8	preprocessing	preprocessing	NOUN
ajst-20784	74	9	and	and	CCONJ
ajst-20784	74	10	feature	feature	NOUN
ajst-20784	74	11	extraction	extraction	NOUN
ajst-20784	74	12	,	,	PUNCT
ajst-20784	74	13	employing	employ	VERB
ajst-20784	74	14	convolutional	convolutional	ADJ
ajst-20784	74	15	neural	neural	ADJ
ajst-20784	74	16	networks	network	NOUN
ajst-20784	74	17	(	(	PUNCT
ajst-20784	74	18	cnns	cnns	PROPN
ajst-20784	74	19	)	)	PUNCT
ajst-20784	74	20	and	and	CCONJ
ajst-20784	74	21	long	long	ADJ
ajst-20784	74	22	short	short	ADJ
ajst-20784	74	23	-	-	PUNCT
ajst-20784	74	24	term	term	NOUN
ajst-20784	74	25	memory	memory	NOUN
ajst-20784	74	26	networks	network	NOUN
ajst-20784	74	27	(	(	PUNCT
ajst-20784	74	28	lstms	lstms	NOUN
ajst-20784	74	29	)	)	PUNCT
ajst-20784	74	30	for	for	ADP
ajst-20784	74	31	complex	complex	ADJ
ajst-20784	74	32	pattern	pattern	NOUN
ajst-20784	74	33	recognition	recognition	NOUN
ajst-20784	74	34	,	,	PUNCT
ajst-20784	74	35	and	and	CCONJ
ajst-20784	74	36	applying	apply	VERB
ajst-20784	74	37	machine	machine	NOUN
ajst-20784	74	38	learning	learn	VERB
ajst-20784	74	39	algorithms	algorithm	NOUN
ajst-20784	74	40	like	like	ADP
ajst-20784	74	41	reinforcement	reinforcement	NOUN
ajst-20784	74	42	learning	learning	NOUN
ajst-20784	74	43	for	for	ADP
ajst-20784	74	44	adaptive	adaptive	ADJ
ajst-20784	74	45	adjustments.[10	adjustments.[10	NOUN
ajst-20784	74	46	-	-	PUNCT
ajst-20784	74	47	12	12	NUM
ajst-20784	74	48	]	]	PUNCT
ajst-20784	74	49	4.1.2	4.1.2	X
ajst-20784	74	50	.	.	PUNCT
ajst-20784	74	51	behavioral	behavioral	ADJ
ajst-20784	74	52	analysis	analysis	NOUN
ajst-20784	74	53	and	and	CCONJ
ajst-20784	74	54	pattern	pattern	NOUN
ajst-20784	74	55	recognition	recognition	NOUN
ajst-20784	74	56	behavioral	behavioral	ADJ
ajst-20784	74	57	analysis	analysis	NOUN
ajst-20784	74	58	and	and	CCONJ
ajst-20784	74	59	pattern	pattern	NOUN
ajst-20784	74	60	recognition	recognition	NOUN
ajst-20784	74	61	techniques	technique	NOUN
ajst-20784	74	62	,	,	PUNCT
ajst-20784	74	63	such	such	ADJ
ajst-20784	74	64	as	as	ADP
ajst-20784	74	65	clustering	clustering	ADJ
ajst-20784	74	66	algorithms	algorithm	NOUN
ajst-20784	74	67	,	,	PUNCT
ajst-20784	74	68	enable	enable	VERB
ajst-20784	74	69	researchers	researcher	NOUN
ajst-20784	74	70	to	to	PART
ajst-20784	74	71	identify	identify	VERB
ajst-20784	74	72	anomalous	anomalous	ADJ
ajst-20784	74	73	patterns	pattern	NOUN
ajst-20784	74	74	within	within	ADP
ajst-20784	74	75	vast	vast	ADJ
ajst-20784	74	76	datasets	dataset	NOUN
ajst-20784	74	77	,	,	PUNCT
ajst-20784	74	78	thereby	thereby	ADV
ajst-20784	74	79	improving	improve	VERB
ajst-20784	74	80	the	the	DET
ajst-20784	74	81	detection	detection	NOUN
ajst-20784	74	82	capabilities	capability	NOUN
ajst-20784	74	83	for	for	ADP
ajst-20784	74	84	unknown	unknown	ADJ
ajst-20784	74	85	attacks	attack	NOUN
ajst-20784	74	86	and	and	CCONJ
ajst-20784	74	87	advanced	advanced	ADJ
ajst-20784	74	88	persistent	persistent	ADJ
ajst-20784	74	89	threats	threat	NOUN
ajst-20784	74	90	(	(	PUNCT
ajst-20784	74	91	apts	apt	NOUN
ajst-20784	74	92	)	)	PUNCT
ajst-20784	74	93	.	.	PUNCT
ajst-20784	75	1	4.2	4.2	NUM
ajst-20784	75	2	.	.	PUNCT
ajst-20784	76	1	multi	multi	ADJ
ajst-20784	76	2	-	-	NOUN
ajst-20784	76	3	model	model	ADJ
ajst-20784	76	4	and	and	CCONJ
ajst-20784	76	5	ensemble	ensemble	ADJ
ajst-20784	76	6	learning	learning	NOUN
ajst-20784	76	7	furthermore	furthermore	ADV
ajst-20784	76	8	,	,	PUNCT
ajst-20784	76	9	research	research	NOUN
ajst-20784	76	10	emphasizes	emphasize	VERB
ajst-20784	76	11	the	the	DET
ajst-20784	76	12	combination	combination	NOUN
ajst-20784	76	13	of	of	ADP
ajst-20784	76	14	diverse	diverse	ADJ
ajst-20784	76	15	machine	machine	NOUN
ajst-20784	76	16	learning	learning	NOUN
ajst-20784	76	17	models	model	NOUN
ajst-20784	76	18	,	,	PUNCT
ajst-20784	76	19	including	include	VERB
ajst-20784	76	20	traditional	traditional	ADJ
ajst-20784	76	21	rulebased	rulebase	VERB
ajst-20784	76	22	methods	method	NOUN
ajst-20784	76	23	and	and	CCONJ
ajst-20784	76	24	contemporary	contemporary	ADJ
ajst-20784	76	25	deep	deep	ADJ
ajst-20784	76	26	learning	learning	NOUN
ajst-20784	76	27	models	model	NOUN
ajst-20784	76	28	,	,	PUNCT
ajst-20784	76	29	to	to	PART
ajst-20784	76	30	create	create	VERB
ajst-20784	76	31	a	a	DET
ajst-20784	76	32	comprehensive	comprehensive	ADJ
ajst-20784	76	33	and	and	CCONJ
ajst-20784	76	34	more	more	ADV
ajst-20784	76	35	robust	robust	ADJ
ajst-20784	76	36	detection	detection	NOUN
ajst-20784	76	37	system	system	NOUN
ajst-20784	76	38	.	.	PUNCT
ajst-20784	77	1	our	our	PRON
ajst-20784	77	2	future	future	ADJ
ajst-20784	77	3	proposed	propose	VERB
ajst-20784	77	4	research	research	NOUN
ajst-20784	77	5	trajectory	trajectory	NOUN
ajst-20784	77	6	aims	aim	VERB
ajst-20784	77	7	to	to	PART
ajst-20784	77	8	implement	implement	VERB
ajst-20784	77	9	a	a	DET
ajst-20784	77	10	systematic	systematic	ADJ
ajst-20784	77	11	methodology	methodology	NOUN
ajst-20784	77	12	that	that	PRON
ajst-20784	77	13	merges	merge	VERB
ajst-20784	77	14	the	the	DET
ajst-20784	77	15	intricacies	intricacy	NOUN
ajst-20784	77	16	of	of	ADP
ajst-20784	77	17	deep	deep	ADJ
ajst-20784	77	18	learning	learning	NOUN
ajst-20784	77	19	and	and	CCONJ
ajst-20784	77	20	artificial	artificial	ADJ
ajst-20784	77	21	intelligence	intelligence	NOUN
ajst-20784	77	22	,	,	PUNCT
ajst-20784	77	23	significantly	significantly	ADV
ajst-20784	77	24	enhancing	enhance	VERB
ajst-20784	77	25	the	the	DET
ajst-20784	77	26	efficiency	efficiency	NOUN
ajst-20784	77	27	of	of	ADP
ajst-20784	77	28	anomaly	anomaly	NOUN
ajst-20784	77	29	detection	detection	NOUN
ajst-20784	77	30	systems	system	NOUN
ajst-20784	77	31	in	in	ADP
ajst-20784	77	32	network	network	NOUN
ajst-20784	77	33	traffic	traffic	NOUN
ajst-20784	77	34	analysis	analysis	NOUN
ajst-20784	77	35	.	.	PUNCT
ajst-20784	78	1	4.2.1	4.2.1	NOUN
ajst-20784	78	2	.	.	PUNCT
ajst-20784	78	3	data	datum	NOUN
ajst-20784	78	4	preprocessing	preprocessing	NOUN
ajst-20784	78	5	and	and	CCONJ
ajst-20784	78	6	feature	feature	NOUN
ajst-20784	78	7	extraction	extraction	NOUN
ajst-20784	78	8	we	we	PRON
ajst-20784	78	9	start	start	VERB
ajst-20784	78	10	with	with	ADP
ajst-20784	78	11	comprehensive	comprehensive	ADJ
ajst-20784	78	12	data	datum	NOUN
ajst-20784	78	13	collection	collection	NOUN
ajst-20784	78	14	,	,	PUNCT
ajst-20784	78	15	capturing	capture	VERB
ajst-20784	78	16	a	a	DET
ajst-20784	78	17	wide	wide	ADJ
ajst-20784	78	18	range	range	NOUN
ajst-20784	78	19	of	of	ADP
ajst-20784	78	20	network	network	NOUN
ajst-20784	78	21	traffic	traffic	NOUN
ajst-20784	78	22	,	,	PUNCT
ajst-20784	78	23	both	both	PRON
ajst-20784	78	24	standard	standard	ADJ
ajst-20784	78	25	and	and	CCONJ
ajst-20784	78	26	non	non	ADJ
ajst-20784	78	27	-	-	ADJ
ajst-20784	78	28	standard	standard	ADJ
ajst-20784	78	29	.	.	PUNCT
ajst-20784	79	1	ur	ur	PROPN
ajst-20784	79	2	approach	approach	NOUN
ajst-20784	79	3	includes	include	VERB
ajst-20784	79	4	employing	employ	VERB
ajst-20784	79	5	data	datum	NOUN
ajst-20784	79	6	cleaning	clean	VERB
ajst-20784	79	7	techniques	technique	NOUN
ajst-20784	79	8	to	to	PART
ajst-20784	79	9	resolve	resolve	VERB
ajst-20784	79	10	issues	issue	NOUN
ajst-20784	79	11	with	with	ADP
ajst-20784	79	12	missing	miss	VERB
ajst-20784	79	13	values	value	NOUN
ajst-20784	79	14	and	and	CCONJ
ajst-20784	79	15	outliers	outlier	NOUN
ajst-20784	79	16	,	,	PUNCT
ajst-20784	79	17	followed	follow	VERB
ajst-20784	79	18	by	by	ADP
ajst-20784	79	19	normalization	normalization	NOUN
ajst-20784	79	20	to	to	PART
ajst-20784	79	21	ensure	ensure	VERB
ajst-20784	79	22	data	datum	NOUN
ajst-20784	79	23	consistency	consistency	NOUN
ajst-20784	79	24	.	.	PUNCT
ajst-20784	80	1	we	we	PRON
ajst-20784	80	2	propose	propose	VERB
ajst-20784	80	3	the	the	DET
ajst-20784	80	4	use	use	NOUN
ajst-20784	80	5	of	of	ADP
ajst-20784	80	6	autoencoders	autoencoder	NOUN
ajst-20784	80	7	for	for	ADP
ajst-20784	80	8	efficient	efficient	ADJ
ajst-20784	80	9	data	datum	NOUN
ajst-20784	80	10	dimensionality	dimensionality	NOUN
ajst-20784	80	11	reduction	reduction	NOUN
ajst-20784	80	12	,	,	PUNCT
ajst-20784	80	13	facilitating	facilitate	VERB
ajst-20784	80	14	the	the	DET
ajst-20784	80	15	extraction	extraction	NOUN
ajst-20784	80	16	of	of	ADP
ajst-20784	80	17	key	key	ADJ
ajst-20784	80	18	features	feature	NOUN
ajst-20784	80	19	indicative	indicative	ADJ
ajst-20784	80	20	of	of	ADP
ajst-20784	80	21	network	network	NOUN
ajst-20784	80	22	behavior	behavior	NOUN
ajst-20784	80	23	.	.	PUNCT
ajst-20784	81	1	4.2.2	4.2.2	X
ajst-20784	81	2	.	.	PUNCT
ajst-20784	81	3	model	model	NOUN
ajst-20784	81	4	building	build	VERB
ajst-20784	81	5	the	the	DET
ajst-20784	81	6	selection	selection	NOUN
ajst-20784	81	7	of	of	ADP
ajst-20784	81	8	deep	deep	ADJ
ajst-20784	81	9	learning	learning	NOUN
ajst-20784	81	10	models	model	NOUN
ajst-20784	81	11	is	be	AUX
ajst-20784	81	12	based	base	VERB
ajst-20784	81	13	on	on	ADP
ajst-20784	81	14	specific	specific	ADJ
ajst-20784	81	15	data	datum	NOUN
ajst-20784	81	16	characteristics	characteristic	NOUN
ajst-20784	81	17	.	.	PUNCT
ajst-20784	82	1	for	for	ADP
ajst-20784	82	2	instance	instance	NOUN
ajst-20784	82	3	,	,	PUNCT
ajst-20784	82	4	convolutional	convolutional	ADJ
ajst-20784	82	5	neural	neural	ADJ
ajst-20784	82	6	networks	network	NOUN
ajst-20784	82	7	(	(	PUNCT
ajst-20784	82	8	cnns	cnns	PROPN
ajst-20784	82	9	)	)	PUNCT
ajst-20784	82	10	are	be	AUX
ajst-20784	82	11	chosen	choose	VERB
ajst-20784	82	12	for	for	ADP
ajst-20784	82	13	processing	process	VERB
ajst-20784	82	14	spatial	spatial	ADJ
ajst-20784	82	15	features	feature	NOUN
ajst-20784	82	16	,	,	PUNCT
ajst-20784	82	17	while	while	SCONJ
ajst-20784	82	18	long	long	ADJ
ajst-20784	82	19	short	short	ADJ
ajst-20784	82	20	-	-	PUNCT
ajst-20784	82	21	term	term	NOUN
ajst-20784	82	22	memory	memory	NOUN
ajst-20784	82	23	networks	network	NOUN
ajst-20784	82	24	(	(	PUNCT
ajst-20784	82	25	lstms	lstms	ADJ
ajst-20784	82	26	)	)	PUNCT
ajst-20784	82	27	are	be	AUX
ajst-20784	82	28	used	use	VERB
ajst-20784	82	29	for	for	ADP
ajst-20784	82	30	analyzing	analyze	VERB
ajst-20784	82	31	sequential	sequential	ADJ
ajst-20784	82	32	data	datum	NOUN
ajst-20784	82	33	.	.	PUNCT
ajst-20784	83	1	these	these	DET
ajst-20784	83	2	models	model	NOUN
ajst-20784	83	3	are	be	AUX
ajst-20784	83	4	to	to	PART
ajst-20784	83	5	be	be	AUX
ajst-20784	83	6	rigorously	rigorously	ADV
ajst-20784	83	7	trained	train	VERB
ajst-20784	83	8	using	use	VERB
ajst-20784	83	9	a	a	DET
ajst-20784	83	10	substantial	substantial	ADJ
ajst-20784	83	11	corpus	corpus	NOUN
ajst-20784	83	12	of	of	ADP
ajst-20784	83	13	historical	historical	ADJ
ajst-20784	83	14	network	network	NOUN
ajst-20784	83	15	traffic	traffic	NOUN
ajst-20784	83	16	data	datum	NOUN
ajst-20784	83	17	,	,	PUNCT
ajst-20784	83	18	enabling	enable	VERB
ajst-20784	83	19	them	they	PRON
ajst-20784	83	20	to	to	PART
ajst-20784	83	21	differentiate	differentiate	VERB
ajst-20784	83	22	between	between	ADP
ajst-20784	83	23	normal	normal	ADJ
ajst-20784	83	24	and	and	CCONJ
ajst-20784	83	25	anomalous	anomalous	ADJ
ajst-20784	83	26	traffic	traffic	NOUN
ajst-20784	83	27	patterns	pattern	NOUN
ajst-20784	83	28	effectively	effectively	ADV
ajst-20784	83	29	.	.	PUNCT
ajst-20784	84	1	4.2.3	4.2.3	X
ajst-20784	84	2	.	.	PUNCT
ajst-20784	85	1	behavioral	behavioral	ADJ
ajst-20784	85	2	analysis	analysis	NOUN
ajst-20784	85	3	and	and	CCONJ
ajst-20784	85	4	pattern	pattern	NOUN
ajst-20784	85	5	recognition	recognition	NOUN
ajst-20784	85	6	advanced	advanced	ADJ
ajst-20784	85	7	machine	machine	NOUN
ajst-20784	85	8	learning	learn	VERB
ajst-20784	85	9	algorithms	algorithm	NOUN
ajst-20784	85	10	like	like	ADP
ajst-20784	85	11	clustering	clustering	NOUN
ajst-20784	85	12	will	will	AUX
ajst-20784	85	13	be	be	AUX
ajst-20784	85	14	implemented	implement	VERB
ajst-20784	85	15	to	to	PART
ajst-20784	85	16	perform	perform	VERB
ajst-20784	85	17	detailed	detailed	ADJ
ajst-20784	85	18	behavioral	behavioral	ADJ
ajst-20784	85	19	analysis	analysis	NOUN
ajst-20784	85	20	of	of	ADP
ajst-20784	85	21	network	network	NOUN
ajst-20784	85	22	traffic	traffic	NOUN
ajst-20784	85	23	,	,	PUNCT
ajst-20784	85	24	aiming	aim	VERB
ajst-20784	85	25	to	to	PART
ajst-20784	85	26	identify	identify	VERB
ajst-20784	85	27	patterns	pattern	NOUN
ajst-20784	85	28	that	that	PRON
ajst-20784	85	29	deviate	deviate	VERB
ajst-20784	85	30	from	from	ADP
ajst-20784	85	31	typical	typical	ADJ
ajst-20784	85	32	behavior	behavior	NOUN
ajst-20784	85	33	.	.	PUNCT
ajst-20784	86	1	the	the	DET
ajst-20784	86	2	trained	train	VERB
ajst-20784	86	3	deep	deep	ADJ
ajst-20784	86	4	learning	learning	NOUN
ajst-20784	86	5	models	model	NOUN
ajst-20784	86	6	will	will	AUX
ajst-20784	86	7	then	then	ADV
ajst-20784	86	8	be	be	AUX
ajst-20784	86	9	utilized	utilize	VERB
ajst-20784	86	10	to	to	PART
ajst-20784	86	11	undertake	undertake	VERB
ajst-20784	86	12	complex	complex	ADJ
ajst-20784	86	13	pattern	pattern	NOUN
ajst-20784	86	14	recognition	recognition	NOUN
ajst-20784	86	15	tasks	task	NOUN
ajst-20784	86	16	within	within	ADP
ajst-20784	86	17	the	the	DET
ajst-20784	86	18	network	network	NOUN
ajst-20784	86	19	traffic	traffic	NOUN
ajst-20784	86	20	.	.	PUNCT
ajst-20784	87	1	4.2.4	4.2.4	X
ajst-20784	87	2	.	.	PUNCT
ajst-20784	88	1	adaptive	adaptive	ADJ
ajst-20784	88	2	adjustment	adjustment	NOUN
ajst-20784	88	3	we	we	PRON
ajst-20784	88	4	plan	plan	VERB
ajst-20784	88	5	to	to	PART
ajst-20784	88	6	integrate	integrate	VERB
ajst-20784	88	7	feedback	feedback	NOUN
ajst-20784	88	8	mechanisms	mechanism	NOUN
ajst-20784	88	9	to	to	PART
ajst-20784	88	10	continuously	continuously	ADV
ajst-20784	88	11	refine	refine	VERB
ajst-20784	88	12	and	and	CCONJ
ajst-20784	88	13	optimize	optimize	VERB
ajst-20784	88	14	the	the	DET
ajst-20784	88	15	model	model	NOUN
ajst-20784	88	16	,	,	PUNCT
ajst-20784	88	17	based	base	VERB
ajst-20784	88	18	on	on	ADP
ajst-20784	88	19	its	its	PRON
ajst-20784	88	20	performance	performance	NOUN
ajst-20784	88	21	and	and	CCONJ
ajst-20784	88	22	the	the	DET
ajst-20784	88	23	outcomes	outcome	NOUN
ajst-20784	88	24	of	of	ADP
ajst-20784	88	25	detection	detection	NOUN
ajst-20784	88	26	.	.	PUNCT
ajst-20784	89	1	the	the	DET
ajst-20784	89	2	incorporation	incorporation	NOUN
ajst-20784	89	3	of	of	ADP
ajst-20784	89	4	reinforcement	reinforcement	NOUN
ajst-20784	89	5	learning	learning	NOUN
ajst-20784	89	6	algorithms	algorithm	NOUN
ajst-20784	89	7	will	will	AUX
ajst-20784	89	8	facilitate	facilitate	VERB
ajst-20784	89	9	dynamic	dynamic	ADJ
ajst-20784	89	10	adaptation	adaptation	NOUN
ajst-20784	89	11	,	,	PUNCT
ajst-20784	89	12	particularly	particularly	ADV
ajst-20784	89	13	in	in	ADP
ajst-20784	89	14	addressing	address	VERB
ajst-20784	89	15	new	new	ADJ
ajst-20784	89	16	and	and	CCONJ
ajst-20784	89	17	evolving	evolve	VERB
ajst-20784	89	18	network	network	NOUN
ajst-20784	89	19	threats	threat	NOUN
ajst-20784	89	20	.	.	PUNCT
ajst-20784	90	1	4.2.5	4.2.5	X
ajst-20784	90	2	.	.	X
ajst-20784	90	3	system	system	NOUN
ajst-20784	90	4	integration	integration	NOUN
ajst-20784	90	5	our	our	PRON
ajst-20784	90	6	methodology	methodology	NOUN
ajst-20784	90	7	includes	include	VERB
ajst-20784	90	8	combining	combine	VERB
ajst-20784	90	9	deep	deep	ADJ
ajst-20784	90	10	learning	learning	NOUN
ajst-20784	90	11	models	model	NOUN
ajst-20784	90	12	with	with	ADP
ajst-20784	90	13	other	other	ADJ
ajst-20784	90	14	machine	machine	NOUN
ajst-20784	90	15	learning	learning	NOUN
ajst-20784	90	16	approaches	approach	NOUN
ajst-20784	90	17	,	,	PUNCT
ajst-20784	90	18	aiming	aim	VERB
ajst-20784	90	19	to	to	PART
ajst-20784	90	20	create	create	VERB
ajst-20784	90	21	a	a	DET
ajst-20784	90	22	robust	robust	ADJ
ajst-20784	90	23	and	and	CCONJ
ajst-20784	90	24	multi	multi	ADJ
ajst-20784	90	25	-	-	ADJ
ajst-20784	90	26	dimensional	dimensional	ADJ
ajst-20784	90	27	anomaly	anomaly	NOUN
ajst-20784	90	28	detection	detection	NOUN
ajst-20784	90	29	system	system	NOUN
ajst-20784	90	30	.	.	PUNCT
ajst-20784	91	1	we	we	PRON
ajst-20784	91	2	emphasize	emphasize	VERB
ajst-20784	91	3	the	the	DET
ajst-20784	91	4	establishment	establishment	NOUN
ajst-20784	91	5	of	of	ADP
ajst-20784	91	6	real	real	ADJ
ajst-20784	91	7	-	-	PUNCT
ajst-20784	91	8	time	time	NOUN
ajst-20784	91	9	monitoring	monitoring	NOUN
ajst-20784	91	10	mechanisms	mechanism	NOUN
ajst-20784	91	11	to	to	PART
ajst-20784	91	12	ensure	ensure	VERB
ajst-20784	91	13	prompt	prompt	ADJ
ajst-20784	91	14	detection	detection	NOUN
ajst-20784	91	15	and	and	CCONJ
ajst-20784	91	16	response	response	NOUN
ajst-20784	91	17	to	to	ADP
ajst-20784	91	18	network	network	NOUN
ajst-20784	91	19	anomalies	anomaly	NOUN
ajst-20784	91	20	.	.	PUNCT
ajst-20784	92	1	4.2.6	4.2.6	X
ajst-20784	92	2	.	.	PUNCT
ajst-20784	92	3	expected	expect	VERB
ajst-20784	92	4	outcomes	outcome	NOUN
ajst-20784	92	5	we	we	PRON
ajst-20784	92	6	anticipate	anticipate	VERB
ajst-20784	92	7	significant	significant	ADJ
ajst-20784	92	8	improvements	improvement	NOUN
ajst-20784	92	9	in	in	ADP
ajst-20784	92	10	detection	detection	NOUN
ajst-20784	92	11	accuracy	accuracy	NOUN
ajst-20784	92	12	,	,	PUNCT
ajst-20784	92	13	leveraging	leverage	VERB
ajst-20784	92	14	the	the	DET
ajst-20784	92	15	advanced	advanced	ADJ
ajst-20784	92	16	feature	feature	NOUN
ajst-20784	92	17	learning	learn	VERB
ajst-20784	92	18	capabilities	capability	NOUN
ajst-20784	92	19	of	of	ADP
ajst-20784	92	20	deep	deep	ADJ
ajst-20784	92	21	learning	learning	NOUN
ajst-20784	92	22	models	model	NOUN
ajst-20784	92	23	,	,	PUNCT
ajst-20784	92	24	coupled	couple	VERB
ajst-20784	92	25	with	with	ADP
ajst-20784	92	26	precise	precise	ADJ
ajst-20784	92	27	behavioral	behavioral	ADJ
ajst-20784	92	28	analysis	analysis	NOUN
ajst-20784	92	29	.	.	PUNCT
ajst-20784	93	1	the	the	DET
ajst-20784	93	2	adaptability	adaptability	NOUN
ajst-20784	93	3	of	of	ADP
ajst-20784	93	4	the	the	DET
ajst-20784	93	5	system	system	NOUN
ajst-20784	93	6	is	be	AUX
ajst-20784	93	7	expected	expect	VERB
ajst-20784	93	8	to	to	PART
ajst-20784	93	9	be	be	AUX
ajst-20784	93	10	enhanced	enhance	VERB
ajst-20784	93	11	,	,	PUNCT
ajst-20784	93	12	enabling	enable	VERB
ajst-20784	93	13	it	it	PRON
ajst-20784	93	14	to	to	PART
ajst-20784	93	15	efficiently	efficiently	ADV
ajst-20784	93	16	address	address	VERB
ajst-20784	93	17	emerging	emerge	VERB
ajst-20784	93	18	and	and	CCONJ
ajst-20784	93	19	novel	novel	ADJ
ajst-20784	93	20	attack	attack	NOUN
ajst-20784	93	21	patterns	pattern	NOUN
ajst-20784	93	22	,	,	PUNCT
ajst-20784	93	23	and	and	CCONJ
ajst-20784	93	24	thereby	thereby	ADV
ajst-20784	93	25	reducing	reduce	VERB
ajst-20784	93	26	the	the	DET
ajst-20784	93	27	incidence	incidence	NOUN
ajst-20784	93	28	of	of	ADP
ajst-20784	93	29	false	false	ADJ
ajst-20784	93	30	positives	positive	NOUN
ajst-20784	93	31	and	and	CCONJ
ajst-20784	93	32	negatives	negative	NOUN
ajst-20784	93	33	.	.	PUNCT
ajst-20784	94	1	our	our	PRON
ajst-20784	94	2	approach	approach	NOUN
ajst-20784	94	3	aims	aim	VERB
ajst-20784	94	4	to	to	PART
ajst-20784	94	5	achieve	achieve	VERB
ajst-20784	94	6	real	real	ADJ
ajst-20784	94	7	-	-	PUNCT
ajst-20784	94	8	time	time	NOUN
ajst-20784	94	9	processing	processing	NOUN
ajst-20784	94	10	and	and	CCONJ
ajst-20784	94	11	responsiveness	responsiveness	NOUN
ajst-20784	94	12	in	in	ADP
ajst-20784	94	13	anomaly	anomaly	NOUN
ajst-20784	94	14	detection	detection	NOUN
ajst-20784	94	15	,	,	PUNCT
ajst-20784	94	16	which	which	PRON
ajst-20784	94	17	will	will	AUX
ajst-20784	94	18	substantially	substantially	ADV
ajst-20784	94	19	strengthen	strengthen	VERB
ajst-20784	94	20	the	the	DET
ajst-20784	94	21	network	network	NOUN
ajst-20784	94	22	's	's	PART
ajst-20784	94	23	defensive	defensive	ADJ
ajst-20784	94	24	mechanisms	mechanism	NOUN
ajst-20784	94	25	against	against	ADP
ajst-20784	94	26	potential	potential	ADJ
ajst-20784	94	27	threats	threat	NOUN
ajst-20784	94	28	.	.	PUNCT
ajst-20784	95	1	this	this	DET
ajst-20784	95	2	integrated	integrate	VERB
ajst-20784	95	3	approach	approach	NOUN
ajst-20784	95	4	,	,	PUNCT
ajst-20784	95	5	combining	combine	VERB
ajst-20784	95	6	deep	deep	ADJ
ajst-20784	95	7	learning	learning	NOUN
ajst-20784	95	8	and	and	CCONJ
ajst-20784	95	9	ai	ai	VERB
ajst-20784	95	10	,	,	PUNCT
ajst-20784	95	11	promises	promise	NOUN
ajst-20784	95	12	to	to	PART
ajst-20784	95	13	bring	bring	VERB
ajst-20784	95	14	about	about	ADP
ajst-20784	95	15	a	a	DET
ajst-20784	95	16	revolution	revolution	NOUN
ajst-20784	95	17	in	in	ADP
ajst-20784	95	18	network	network	NOUN
ajst-20784	95	19	traffic	traffic	NOUN
ajst-20784	95	20	anomaly	anomaly	NOUN
ajst-20784	95	21	analysis	analysis	NOUN
ajst-20784	95	22	,	,	PUNCT
ajst-20784	95	23	paving	pave	VERB
ajst-20784	95	24	the	the	DET
ajst-20784	95	25	way	way	NOUN
ajst-20784	95	26	for	for	ADP
ajst-20784	95	27	more	more	ADV
ajst-20784	95	28	resilient	resilient	ADJ
ajst-20784	95	29	and	and	CCONJ
ajst-20784	95	30	intelligent	intelligent	ADJ
ajst-20784	95	31	cybersecurity	cybersecurity	NOUN
ajst-20784	95	32	infrastructures	infrastructure	NOUN
ajst-20784	95	33	.	.	PUNCT
ajst-20784	96	1	5	5	X
ajst-20784	96	2	.	.	X
ajst-20784	96	3	conclusion	conclusion	NOUN
ajst-20784	96	4	in	in	ADP
ajst-20784	96	5	conclusion	conclusion	NOUN
ajst-20784	96	6	,	,	PUNCT
ajst-20784	96	7	this	this	DET
ajst-20784	96	8	comprehensive	comprehensive	ADJ
ajst-20784	96	9	review	review	NOUN
ajst-20784	96	10	underscores	underscore	VERB
ajst-20784	96	11	the	the	DET
ajst-20784	96	12	critical	critical	ADJ
ajst-20784	96	13	importance	importance	NOUN
ajst-20784	96	14	of	of	ADP
ajst-20784	96	15	network	network	NOUN
ajst-20784	96	16	anomaly	anomaly	NOUN
ajst-20784	96	17	traffic	traffic	NOUN
ajst-20784	96	18	analysis	analysis	NOUN
ajst-20784	96	19	in	in	ADP
ajst-20784	96	20	the	the	DET
ajst-20784	96	21	contemporary	contemporary	ADJ
ajst-20784	96	22	landscape	landscape	NOUN
ajst-20784	96	23	of	of	ADP
ajst-20784	96	24	network	network	NOUN
ajst-20784	96	25	security	security	NOUN
ajst-20784	96	26	.	.	PUNCT
ajst-20784	97	1	the	the	DET
ajst-20784	97	2	evolving	evolve	VERB
ajst-20784	97	3	complexity	complexity	NOUN
ajst-20784	97	4	of	of	ADP
ajst-20784	97	5	cyber	cyber	PROPN
ajst-20784	97	6	threats	threat	NOUN
ajst-20784	97	7	,	,	PUNCT
ajst-20784	97	8	ranging	range	VERB
ajst-20784	97	9	from	from	ADP
ajst-20784	97	10	ddos	ddos	NOUN
ajst-20784	97	11	attacks	attack	NOUN
ajst-20784	97	12	to	to	ADP
ajst-20784	97	13	advanced	advanced	ADJ
ajst-20784	97	14	persistent	persistent	ADJ
ajst-20784	97	15	threats	threat	NOUN
ajst-20784	97	16	,	,	PUNCT
ajst-20784	97	17	underscores	underscore	VERB
ajst-20784	97	18	the	the	DET
ajst-20784	97	19	need	need	NOUN
ajst-20784	97	20	for	for	ADP
ajst-20784	97	21	robust	robust	ADJ
ajst-20784	97	22	and	and	CCONJ
ajst-20784	97	23	sophisticated	sophisticated	ADJ
ajst-20784	97	24	detection	detection	NOUN
ajst-20784	97	25	methods	method	NOUN
ajst-20784	97	26	.	.	PUNCT
ajst-20784	98	1	the	the	DET
ajst-20784	98	2	exploration	exploration	NOUN
ajst-20784	98	3	of	of	ADP
ajst-20784	98	4	both	both	DET
ajst-20784	98	5	feature	feature	NOUN
ajst-20784	98	6	detection	detection	NOUN
ajst-20784	98	7	and	and	CCONJ
ajst-20784	98	8	anomaly	anomaly	NOUN
ajst-20784	98	9	detection	detection	NOUN
ajst-20784	98	10	methodologies	methodology	NOUN
ajst-20784	98	11	reveals	reveal	VERB
ajst-20784	98	12	a	a	DET
ajst-20784	98	13	dynamic	dynamic	ADJ
ajst-20784	98	14	field	field	NOUN
ajst-20784	98	15	that	that	PRON
ajst-20784	98	16	balances	balance	VERB
ajst-20784	98	17	the	the	DET
ajst-20784	98	18	strengths	strength	NOUN
ajst-20784	98	19	and	and	CCONJ
ajst-20784	98	20	weaknesses	weakness	NOUN
ajst-20784	98	21	of	of	ADP
ajst-20784	98	22	various	various	ADJ
ajst-20784	98	23	approaches	approach	NOUN
ajst-20784	98	24	.	.	PUNCT
ajst-20784	99	1	feature	feature	NOUN
ajst-20784	99	2	detection	detection	NOUN
ajst-20784	99	3	,	,	PUNCT
ajst-20784	99	4	with	with	ADP
ajst-20784	99	5	its	its	PRON
ajst-20784	99	6	emphasis	emphasis	NOUN
ajst-20784	99	7	on	on	ADP
ajst-20784	99	8	precision	precision	NOUN
ajst-20784	99	9	and	and	CCONJ
ajst-20784	99	10	efficiency	efficiency	NOUN
ajst-20784	99	11	in	in	ADP
ajst-20784	99	12	identifying	identify	VERB
ajst-20784	99	13	known	know	VERB
ajst-20784	99	14	attack	attack	NOUN
ajst-20784	99	15	patterns	pattern	NOUN
ajst-20784	99	16	,	,	PUNCT
ajst-20784	99	17	remains	remain	VERB
ajst-20784	99	18	integral	integral	ADJ
ajst-20784	99	19	in	in	ADP
ajst-20784	99	20	addressing	address	VERB
ajst-20784	99	21	predefined	predefine	VERB
ajst-20784	99	22	anomalies	anomaly	NOUN
ajst-20784	99	23	.	.	PUNCT
ajst-20784	100	1	however	however	ADV
ajst-20784	100	2	,	,	PUNCT
ajst-20784	100	3	its	its	PRON
ajst-20784	100	4	limitations	limitation	NOUN
ajst-20784	100	5	in	in	ADP
ajst-20784	100	6	confronting	confront	VERB
ajst-20784	100	7	novel	novel	NOUN
ajst-20784	100	8	or	or	CCONJ
ajst-20784	100	9	unidentified	unidentified	ADJ
ajst-20784	100	10	attacks	attack	NOUN
ajst-20784	100	11	highlight	highlight	VERB
ajst-20784	100	12	the	the	DET
ajst-20784	100	13	necessity	necessity	NOUN
ajst-20784	100	14	for	for	ADP
ajst-20784	100	15	continual	continual	ADJ
ajst-20784	100	16	evolution	evolution	NOUN
ajst-20784	100	17	and	and	CCONJ
ajst-20784	100	18	integration	integration	NOUN
ajst-20784	100	19	of	of	ADP
ajst-20784	100	20	more	more	ADJ
ajst-20784	100	21	adaptive	adaptive	ADJ
ajst-20784	100	22	technologies	technology	NOUN
ajst-20784	100	23	.	.	PUNCT
ajst-20784	101	1	on	on	ADP
ajst-20784	101	2	the	the	DET
ajst-20784	101	3	other	other	ADJ
ajst-20784	101	4	hand	hand	NOUN
ajst-20784	101	5	,	,	PUNCT
ajst-20784	101	6	anomaly	anomaly	NOUN
ajst-20784	101	7	detection	detection	NOUN
ajst-20784	101	8	,	,	PUNCT
ajst-20784	101	9	lauded	laud	VERB
ajst-20784	101	10	for	for	ADP
ajst-20784	101	11	its	its	PRON
ajst-20784	101	12	versatility	versatility	NOUN
ajst-20784	101	13	in	in	ADP
ajst-20784	101	14	identifying	identify	VERB
ajst-20784	101	15	unknown	unknown	ADJ
ajst-20784	101	16	threats	threat	NOUN
ajst-20784	101	17	,	,	PUNCT
ajst-20784	101	18	presents	present	VERB
ajst-20784	101	19	challenges	challenge	NOUN
ajst-20784	101	20	in	in	ADP
ajst-20784	101	21	terms	term	NOUN
ajst-20784	101	22	of	of	ADP
ajst-20784	101	23	higher	high	ADJ
ajst-20784	101	24	false	false	ADJ
ajst-20784	101	25	positive	positive	ADJ
ajst-20784	101	26	rates	rate	NOUN
ajst-20784	101	27	and	and	CCONJ
ajst-20784	101	28	computational	computational	ADJ
ajst-20784	101	29	demands	demand	NOUN
ajst-20784	101	30	.	.	PUNCT
ajst-20784	102	1	the	the	DET
ajst-20784	102	2	future	future	NOUN
ajst-20784	102	3	of	of	ADP
ajst-20784	102	4	network	network	NOUN
ajst-20784	102	5	anomaly	anomaly	NOUN
ajst-20784	102	6	traffic	traffic	NOUN
ajst-20784	102	7	analysis	analysis	NOUN
ajst-20784	102	8	lies	lie	VERB
ajst-20784	102	9	in	in	ADP
ajst-20784	102	10	the	the	DET
ajst-20784	102	11	amalgamation	amalgamation	NOUN
ajst-20784	102	12	of	of	ADP
ajst-20784	102	13	machine	machine	NOUN
ajst-20784	102	14	learning	learning	NOUN
ajst-20784	102	15	,	,	PUNCT
ajst-20784	102	16	deep	deep	ADJ
ajst-20784	102	17	learning	learning	NOUN
ajst-20784	102	18	,	,	PUNCT
ajst-20784	102	19	and	and	CCONJ
ajst-20784	102	20	artificial	artificial	ADJ
ajst-20784	102	21	intelligence	intelligence	NOUN
ajst-20784	102	22	,	,	PUNCT
ajst-20784	102	23	which	which	PRON
ajst-20784	102	24	promises	promise	VERB
ajst-20784	102	25	enhanced	enhanced	ADJ
ajst-20784	102	26	accuracy	accuracy	NOUN
ajst-20784	102	27	,	,	PUNCT
ajst-20784	102	28	efficiency	efficiency	NOUN
ajst-20784	102	29	,	,	PUNCT
ajst-20784	102	30	and	and	CCONJ
ajst-20784	102	31	adaptability	adaptability	NOUN
ajst-20784	102	32	in	in	ADP
ajst-20784	102	33	detection	detection	NOUN
ajst-20784	102	34	systems	system	NOUN
ajst-20784	102	35	.	.	PUNCT
ajst-20784	103	1	the	the	DET
ajst-20784	103	2	proposed	propose	VERB
ajst-20784	103	3	research	research	NOUN
ajst-20784	103	4	directions	direction	NOUN
ajst-20784	103	5	,	,	PUNCT
ajst-20784	103	6	focusing	focus	VERB
ajst-20784	103	7	on	on	ADP
ajst-20784	103	8	the	the	DET
ajst-20784	103	9	integration	integration	NOUN
ajst-20784	103	10	of	of	ADP
ajst-20784	103	11	deep	deep	ADJ
ajst-20784	103	12	learning	learning	NOUN
ajst-20784	103	13	with	with	ADP
ajst-20784	103	14	ai	ai	PROPN
ajst-20784	103	15	,	,	PUNCT
ajst-20784	103	16	behavioral	behavioral	ADJ
ajst-20784	103	17	analysis	analysis	NOUN
ajst-20784	103	18	,	,	PUNCT
ajst-20784	103	19	and	and	CCONJ
ajst-20784	103	20	multi	multi	ADJ
ajst-20784	103	21	-	-	ADJ
ajst-20784	103	22	model	model	ADJ
ajst-20784	103	23	ensemble	ensemble	ADJ
ajst-20784	103	24	learning	learning	NOUN
ajst-20784	103	25	,	,	PUNCT
ajst-20784	103	26	aim	aim	VERB
ajst-20784	103	27	to	to	PART
ajst-20784	103	28	address	address	VERB
ajst-20784	103	29	the	the	DET
ajst-20784	103	30	existing	exist	VERB
ajst-20784	103	31	challenges	challenge	NOUN
ajst-20784	103	32	and	and	CCONJ
ajst-20784	103	33	optimize	optimize	VERB
ajst-20784	103	34	detection	detection	NOUN
ajst-20784	103	35	capabilities	capability	NOUN
ajst-20784	103	36	.	.	PUNCT
ajst-20784	104	1	through	through	ADP
ajst-20784	104	2	the	the	DET
ajst-20784	104	3	systematic	systematic	ADJ
ajst-20784	104	4	methodology	methodology	NOUN
ajst-20784	104	5	of	of	ADP
ajst-20784	104	6	data	datum	NOUN
ajst-20784	104	7	preprocessing	preprocessing	NOUN
ajst-20784	104	8	,	,	PUNCT
ajst-20784	104	9	model	model	NOUN
ajst-20784	104	10	building	building	NOUN
ajst-20784	104	11	,	,	PUNCT
ajst-20784	104	12	behavioral	behavioral	ADJ
ajst-20784	104	13	analysis	analysis	NOUN
ajst-20784	104	14	,	,	PUNCT
ajst-20784	104	15	and	and	CCONJ
ajst-20784	104	16	adaptive	adaptive	ADJ
ajst-20784	104	17	adjustments	adjustment	NOUN
ajst-20784	104	18	,	,	PUNCT
ajst-20784	104	19	we	we	PRON
ajst-20784	104	20	anticipate	anticipate	VERB
ajst-20784	104	21	significant	significant	ADJ
ajst-20784	104	22	advancements	advancement	NOUN
ajst-20784	104	23	in	in	ADP
ajst-20784	104	24	the	the	DET
ajst-20784	104	25	field	field	NOUN
ajst-20784	104	26	.	.	PUNCT
ajst-20784	105	1	the	the	DET
ajst-20784	105	2	expected	expect	VERB
ajst-20784	105	3	outcomes	outcome	NOUN
ajst-20784	105	4	include	include	VERB
ajst-20784	105	5	improved	improve	VERB
ajst-20784	105	6	detection	detection	NOUN
ajst-20784	105	7	accuracy	accuracy	NOUN
ajst-20784	105	8	,	,	PUNCT
ajst-20784	105	9	adaptability	adaptability	NOUN
ajst-20784	105	10	to	to	ADP
ajst-20784	105	11	emerging	emerge	VERB
ajst-20784	105	12	threats	threat	NOUN
ajst-20784	105	13	,	,	PUNCT
ajst-20784	105	14	and	and	CCONJ
ajst-20784	105	15	real	real	ADJ
ajst-20784	105	16	-	-	PUNCT
ajst-20784	105	17	time	time	NOUN
ajst-20784	105	18	responsiveness	responsiveness	NOUN
ajst-20784	105	19	,	,	PUNCT
ajst-20784	105	20	contributing	contribute	VERB
ajst-20784	105	21	to	to	ADP
ajst-20784	105	22	the	the	DET
ajst-20784	105	23	fortification	fortification	NOUN
ajst-20784	105	24	of	of	ADP
ajst-20784	105	25	network	network	NOUN
ajst-20784	105	26	defenses	defense	NOUN
ajst-20784	105	27	against	against	ADP
ajst-20784	105	28	a	a	DET
ajst-20784	105	29	wide	wide	ADJ
ajst-20784	105	30	spectrum	spectrum	NOUN
ajst-20784	105	31	of	of	ADP
ajst-20784	105	32	cyber	cyber	PROPN
ajst-20784	105	33	threats	threat	NOUN
ajst-20784	105	34	.	.	PUNCT
ajst-20784	106	1	as	as	SCONJ
ajst-20784	106	2	we	we	PRON
ajst-20784	106	3	look	look	VERB
ajst-20784	106	4	to	to	ADP
ajst-20784	106	5	the	the	DET
ajst-20784	106	6	future	future	NOUN
ajst-20784	106	7	,	,	PUNCT
ajst-20784	106	8	it	it	PRON
ajst-20784	106	9	is	be	AUX
ajst-20784	106	10	evident	evident	ADJ
ajst-20784	106	11	that	that	SCONJ
ajst-20784	106	12	the	the	DET
ajst-20784	106	13	field	field	NOUN
ajst-20784	106	14	of	of	ADP
ajst-20784	106	15	network	network	NOUN
ajst-20784	106	16	traffic	traffic	NOUN
ajst-20784	106	17	anomaly	anomaly	NOUN
ajst-20784	106	18	analysis	analysis	NOUN
ajst-20784	106	19	will	will	AUX
ajst-20784	106	20	continue	continue	VERB
ajst-20784	106	21	to	to	PART
ajst-20784	106	22	evolve	evolve	VERB
ajst-20784	106	23	,	,	PUNCT
ajst-20784	106	24	driven	drive	VERB
ajst-20784	106	25	by	by	ADP
ajst-20784	106	26	the	the	DET
ajst-20784	106	27	relentless	relentless	ADJ
ajst-20784	106	28	pace	pace	NOUN
ajst-20784	106	29	of	of	ADP
ajst-20784	106	30	technological	technological	ADJ
ajst-20784	106	31	advancement	advancement	NOUN
ajst-20784	106	32	and	and	CCONJ
ajst-20784	106	33	the	the	DET
ajst-20784	106	34	changing	change	VERB
ajst-20784	106	35	face	face	NOUN
ajst-20784	106	36	of	of	ADP
ajst-20784	106	37	cyber	cyber	ADJ
ajst-20784	106	38	threats	threat	NOUN
ajst-20784	106	39	.	.	PUNCT
ajst-20784	107	1	the	the	DET
ajst-20784	107	2	approaches	approach	NOUN
ajst-20784	107	3	and	and	CCONJ
ajst-20784	107	4	methodologies	methodology	NOUN
ajst-20784	107	5	discussed	discuss	VERB
ajst-20784	107	6	in	in	ADP
ajst-20784	107	7	this	this	DET
ajst-20784	107	8	paper	paper	NOUN
ajst-20784	107	9	lay	lie	VERB
ajst-20784	107	10	a	a	DET
ajst-20784	107	11	foundation	foundation	NOUN
ajst-20784	107	12	for	for	ADP
ajst-20784	107	13	further	further	ADJ
ajst-20784	107	14	research	research	NOUN
ajst-20784	107	15	and	and	CCONJ
ajst-20784	107	16	development	development	NOUN
ajst-20784	107	17	,	,	PUNCT
ajst-20784	107	18	with	with	ADP
ajst-20784	107	19	the	the	DET
ajst-20784	107	20	potential	potential	NOUN
ajst-20784	107	21	to	to	PART
ajst-20784	107	22	create	create	VERB
ajst-20784	107	23	more	more	ADV
ajst-20784	107	24	robust	robust	ADJ
ajst-20784	107	25	,	,	PUNCT
ajst-20784	107	26	intelligent	intelligent	ADJ
ajst-20784	107	27	,	,	PUNCT
ajst-20784	107	28	and	and	CCONJ
ajst-20784	107	29	resilient	resilient	ADJ
ajst-20784	107	30	cybersecurity	cybersecurity	NOUN
ajst-20784	107	31	infrastructures	infrastructure	NOUN
ajst-20784	107	32	.	.	PUNCT
ajst-20784	108	1	68	68	NUM
ajst-20784	108	2	references	reference	NOUN
ajst-20784	108	3	[	[	X
ajst-20784	108	4	1	1	NUM
ajst-20784	108	5	]	]	PUNCT
ajst-20784	108	6	chastikova	chastikova	PROPN
ajst-20784	108	7	,	,	PUNCT
ajst-20784	108	8	v.a	v.a	PROPN
ajst-20784	108	9	.	.	PROPN
ajst-20784	108	10	,	,	PUNCT
ajst-20784	108	11	mitugov	mitugov	PROPN
ajst-20784	108	12	,	,	PUNCT
ajst-20784	108	13	a.	a.	NOUN
ajst-20784	108	14	(	(	PUNCT
ajst-20784	108	15	2021	2021	NUM
ajst-20784	108	16	)	)	PUNCT
ajst-20784	108	17	.	.	PUNCT
ajst-20784	109	1	the	the	DET
ajst-20784	109	2	method	method	NOUN
ajst-20784	109	3	for	for	ADP
ajst-20784	109	4	detecting	detect	VERB
ajst-20784	109	5	network	network	NOUN
ajst-20784	109	6	attacks	attack	NOUN
ajst-20784	109	7	based	base	VERB
ajst-20784	109	8	on	on	ADP
ajst-20784	109	9	the	the	DET
ajst-20784	109	10	neuroimmune	neuroimmune	NOUN
ajst-20784	109	11	approach	approach	NOUN
ajst-20784	109	12	.	.	PUNCT
ajst-20784	110	1	https://doi.org/10.1088/1742-6596/2094/3/032035	https://doi.org/10.1088/1742-6596/2094/3/032035	PROPN
ajst-20784	110	2	.	.	PUNCT
ajst-20784	111	1	[	[	X
ajst-20784	111	2	2	2	NUM
ajst-20784	111	3	]	]	SYM
ajst-20784	111	4	du	du	X
ajst-20784	111	5	,	,	PUNCT
ajst-20784	111	6	z.	z.	PROPN
ajst-20784	111	7	,	,	PUNCT
ajst-20784	111	8	ma	ma	PROPN
ajst-20784	111	9	,	,	PUNCT
ajst-20784	111	10	l.	l.	PROPN
ajst-20784	111	11	,	,	PUNCT
ajst-20784	111	12	li	li	PROPN
ajst-20784	111	13	,	,	PUNCT
ajst-20784	111	14	h.	h.	PROPN
ajst-20784	111	15	,	,	PUNCT
ajst-20784	111	16	et	et	PROPN
ajst-20784	111	17	al	al	PROPN
ajst-20784	111	18	.	.	PUNCT
ajst-20784	112	1	(	(	PUNCT
ajst-20784	112	2	2018	2018	NUM
ajst-20784	112	3	)	)	PUNCT
ajst-20784	112	4	network	network	NOUN
ajst-20784	112	5	traffic	traffic	NOUN
ajst-20784	112	6	anomaly	anomaly	NOUN
ajst-20784	112	7	detection	detection	NOUN
ajst-20784	112	8	based	base	VERB
ajst-20784	112	9	on	on	ADP
ajst-20784	112	10	wavelet	wavelet	NOUN
ajst-20784	112	11	analysis	analysis	NOUN
ajst-20784	112	12	.	.	PUNCT
ajst-20784	113	1	in	in	ADP
ajst-20784	113	2	:	:	PUNCT
ajst-20784	113	3	2018	2018	NUM
ajst-20784	113	4	ieee	ieee	NOUN
ajst-20784	113	5	16th	16th	ADJ
ajst-20784	113	6	international	international	ADJ
ajst-20784	113	7	conference	conference	NOUN
ajst-20784	113	8	on	on	ADP
ajst-20784	113	9	software	software	NOUN
ajst-20784	113	10	engineering	engineering	NOUN
ajst-20784	113	11	research	research	NOUN
ajst-20784	113	12	,	,	PUNCT
ajst-20784	113	13	management	management	NOUN
ajst-20784	113	14	and	and	CCONJ
ajst-20784	113	15	applications	application	NOUN
ajst-20784	113	16	(	(	PUNCT
ajst-20784	113	17	sera	sera	NOUN
ajst-20784	113	18	)	)	PUNCT
ajst-20784	113	19	.	.	PUNCT
ajst-20784	114	1	kunmming	kunmme	VERB
ajst-20784	114	2	.	.	PUNCT
ajst-20784	115	1	pp	pp	ADP
ajst-20784	115	2	.	.	PUNCT
ajst-20784	116	1	94101	94101	NUM
ajst-20784	116	2	.	.	PUNCT
ajst-20784	117	1	[	[	X
ajst-20784	117	2	3	3	X
ajst-20784	117	3	]	]	X
ajst-20784	117	4	ma	ma	PROPN
ajst-20784	117	5	,	,	PUNCT
ajst-20784	117	6	q.	q.	PROPN
ajst-20784	117	7	,	,	PUNCT
ajst-20784	117	8	sun	sun	PROPN
ajst-20784	117	9	,	,	PUNCT
ajst-20784	117	10	c.	c.	PROPN
ajst-20784	117	11	,	,	PUNCT
ajst-20784	117	12	cui	cui	PROPN
ajst-20784	117	13	,	,	PUNCT
ajst-20784	117	14	b.	b.	PROPN
ajst-20784	117	15	(	(	PUNCT
ajst-20784	117	16	2021	2021	NUM
ajst-20784	117	17	)	)	PUNCT
ajst-20784	117	18	.	.	PUNCT
ajst-20784	118	1	a	a	DET
ajst-20784	118	2	novel	novel	ADJ
ajst-20784	118	3	model	model	NOUN
ajst-20784	118	4	for	for	ADP
ajst-20784	118	5	anomaly	anomaly	NOUN
ajst-20784	118	6	detection	detection	NOUN
ajst-20784	118	7	in	in	ADP
ajst-20784	118	8	network	network	NOUN
ajst-20784	118	9	traffic	traffic	NOUN
ajst-20784	118	10	based	base	VERB
ajst-20784	118	11	on	on	ADP
ajst-20784	118	12	support	support	NOUN
ajst-20784	118	13	vector	vector	NOUN
ajst-20784	118	14	machine	machine	NOUN
ajst-20784	118	15	and	and	CCONJ
ajst-20784	118	16	clustering	clustering	NOUN
ajst-20784	118	17	.	.	PUNCT
ajst-20784	119	1	security	security	NOUN
ajst-20784	119	2	and	and	CCONJ
ajst-20784	119	3	communication	communication	NOUN
ajst-20784	119	4	networks	network	NOUN
ajst-20784	119	5	.	.	PUNCT
ajst-20784	120	1	https://doi.org/10.1155/2021/2170788	https://doi.org/10.1155/2021/2170788	NOUN
ajst-20784	120	2	.	.	PUNCT
ajst-20784	121	1	[	[	X
ajst-20784	121	2	4	4	NUM
ajst-20784	121	3	]	]	SYM
ajst-20784	121	4	li	li	PROPN
ajst-20784	121	5	,	,	PUNCT
ajst-20784	121	6	m.	m.	NOUN
ajst-20784	121	7	,	,	PUNCT
ajst-20784	121	8	han	han	PROPN
ajst-20784	121	9	,	,	PUNCT
ajst-20784	121	10	d.	d.	PROPN
ajst-20784	121	11	,	,	PUNCT
ajst-20784	121	12	yin	yin	PROPN
ajst-20784	121	13	,	,	PUNCT
ajst-20784	121	14	x.	x.	PROPN
ajst-20784	121	15	,	,	PUNCT
ajst-20784	121	16	et	et	PROPN
ajst-20784	121	17	al	al	PROPN
ajst-20784	121	18	.	.	PROPN
ajst-20784	121	19	(	(	PUNCT
ajst-20784	121	20	2021	2021	NUM
ajst-20784	121	21	)	)	PUNCT
ajst-20784	121	22	.	.	PUNCT
ajst-20784	122	1	design	design	NOUN
ajst-20784	122	2	and	and	CCONJ
ajst-20784	122	3	implementation	implementation	NOUN
ajst-20784	122	4	of	of	ADP
ajst-20784	122	5	an	an	DET
ajst-20784	122	6	anomaly	anomaly	NOUN
ajst-20784	122	7	network	network	NOUN
ajst-20784	122	8	traffic	traffic	NOUN
ajst-20784	122	9	detection	detection	NOUN
ajst-20784	122	10	model	model	NOUN
ajst-20784	122	11	integrating	integrate	VERB
ajst-20784	122	12	temporal	temporal	ADJ
ajst-20784	122	13	and	and	CCONJ
ajst-20784	122	14	spatial	spatial	ADJ
ajst-20784	122	15	features	feature	NOUN
ajst-20784	122	16	.	.	PUNCT
ajst-20784	123	1	secur.commun	secur.commun	ADJ
ajst-20784	123	2	networks	network	NOUN
ajst-20784	123	3	,	,	PUNCT
ajst-20784	123	4	7045823:1	7045823:1	NOUN
ajst-20784	123	5	-	-	PUNCT
ajst-20784	123	6	7045823:15	7045823:15	NOUN
ajst-20784	123	7	.	.	PUNCT
ajst-20784	124	1	[	[	X
ajst-20784	124	2	5	5	NUM
ajst-20784	124	3	]	]	X
ajst-20784	124	4	wang	wang	PROPN
ajst-20784	124	5	,	,	PUNCT
ajst-20784	124	6	w.	w.	PROPN
ajst-20784	124	7	,	,	PUNCT
ajst-20784	124	8	sheng	sheng	PROPN
ajst-20784	124	9	,	,	PUNCT
ajst-20784	124	10	y.	y.	PROPN
ajst-20784	124	11	,	,	PUNCT
ajst-20784	124	12	wang	wang	PROPN
ajst-20784	124	13	,	,	PUNCT
ajst-20784	124	14	j.	j.	PROPN
ajst-20784	124	15	,	,	PUNCT
ajst-20784	124	16	et	et	PROPN
ajst-20784	124	17	al	al	PROPN
ajst-20784	124	18	.	.	PUNCT
ajst-20784	124	19	(	(	PUNCT
ajst-20784	124	20	2018	2018	NUM
ajst-20784	124	21	)	)	PUNCT
ajst-20784	124	22	.	.	PUNCT
ajst-20784	125	1	hast	hast	NOUN
ajst-20784	125	2	-	-	PUNCT
ajst-20784	125	3	ids	id	NOUN
ajst-20784	125	4	:	:	PUNCT
ajst-20784	125	5	learning	learn	VERB
ajst-20784	125	6	hierarchical	hierarchical	ADJ
ajst-20784	125	7	spatial	spatial	ADJ
ajst-20784	125	8	-	-	PUNCT
ajst-20784	125	9	temporal	temporal	ADJ
ajst-20784	125	10	features	feature	NOUN
ajst-20784	125	11	using	use	VERB
ajst-20784	125	12	deep	deep	ADJ
ajst-20784	125	13	neural	neural	ADJ
ajst-20784	125	14	networks	network	NOUN
ajst-20784	125	15	to	to	PART
ajst-20784	125	16	improve	improve	VERB
ajst-20784	125	17	intrusion	intrusion	NOUN
ajst-20784	125	18	detection	detection	NOUN
ajst-20784	125	19	.	.	PUNCT
ajst-20784	126	1	ieee	ieee	NOUN
ajst-20784	126	2	access	access	NOUN
ajst-20784	126	3	,	,	PUNCT
ajst-20784	126	4	6:1792	6:1792	NUM
ajst-20784	126	5	-	-	SYM
ajst-20784	126	6	1806	1806	NUM
ajst-20784	126	7	.	.	PUNCT
ajst-20784	127	1	[	[	X
ajst-20784	127	2	6	6	NUM
ajst-20784	127	3	]	]	SYM
ajst-20784	127	4	xu	xu	PROPN
ajst-20784	127	5	,	,	PUNCT
ajst-20784	127	6	w.	w.	PROPN
ajst-20784	127	7	,	,	PUNCT
ajst-20784	127	8	jang	jang	PROPN
ajst-20784	127	9	-	-	PUNCT
ajst-20784	127	10	jaccard	jaccard	PROPN
ajst-20784	127	11	,	,	PUNCT
ajst-20784	127	12	j.	j.	PROPN
ajst-20784	127	13	,	,	PUNCT
ajst-20784	127	14	singh	singh	PROPN
ajst-20784	127	15	,	,	PUNCT
ajst-20784	127	16	a.	a.	PROPN
ajst-20784	127	17	,	,	PUNCT
ajst-20784	127	18	et	et	PROPN
ajst-20784	127	19	al	al	PROPN
ajst-20784	127	20	.	.	PROPN
ajst-20784	127	21	(	(	PUNCT
ajst-20784	127	22	2021	2021	NUM
ajst-20784	127	23	)	)	PUNCT
ajst-20784	127	24	.	.	PUNCT
ajst-20784	128	1	improving	improve	VERB
ajst-20784	128	2	performance	performance	NOUN
ajst-20784	128	3	of	of	ADP
ajst-20784	128	4	autoencoder	autoencoder	NOUN
ajst-20784	128	5	-	-	PUNCT
ajst-20784	128	6	based	base	VERB
ajst-20784	128	7	network	network	NOUN
ajst-20784	128	8	anomaly	anomaly	NOUN
ajst-20784	128	9	detection	detection	NOUN
ajst-20784	128	10	on	on	ADP
ajst-20784	128	11	nsl	nsl	PROPN
ajst-20784	128	12	-	-	PUNCT
ajst-20784	128	13	kdd	kdd	PROPN
ajst-20784	128	14	dataset	dataset	NOUN
ajst-20784	128	15	.	.	PUNCT
ajst-20784	129	1	ieee	ieee	NOUN
ajst-20784	129	2	access	access	NOUN
ajst-20784	129	3	,	,	PUNCT
ajst-20784	129	4	9	9	NUM
ajst-20784	129	5	:	:	SYM
ajst-20784	129	6	140136140146	140136140146	NUM
ajst-20784	129	7	.	.	PUNCT
ajst-20784	130	1	[	[	X
ajst-20784	130	2	7	7	NUM
ajst-20784	130	3	]	]	SYM
ajst-20784	130	4	su	su	PROPN
ajst-20784	130	5	,	,	PUNCT
ajst-20784	130	6	t.	t.	PROPN
ajst-20784	130	7	,	,	PUNCT
ajst-20784	130	8	sun	sun	PROPN
ajst-20784	130	9	,	,	PUNCT
ajst-20784	130	10	h.	h.	PROPN
ajst-20784	130	11	,	,	PUNCT
ajst-20784	130	12	zhu	zhu	PROPN
ajst-20784	130	13	,	,	PUNCT
ajst-20784	130	14	j.	j.	PROPN
ajst-20784	130	15	,	,	PUNCT
ajst-20784	130	16	et	et	PROPN
ajst-20784	130	17	al	al	PROPN
ajst-20784	130	18	.	.	PROPN
ajst-20784	130	19	(	(	PUNCT
ajst-20784	130	20	2020	2020	NUM
ajst-20784	130	21	)	)	PUNCT
ajst-20784	130	22	.	.	PUNCT
ajst-20784	131	1	bat	bat	NOUN
ajst-20784	131	2	:	:	PUNCT
ajst-20784	131	3	deep	deep	ADJ
ajst-20784	131	4	learning	learning	NOUN
ajst-20784	131	5	methods	method	NOUN
ajst-20784	131	6	on	on	ADP
ajst-20784	131	7	network	network	NOUN
ajst-20784	131	8	intrusion	intrusion	NOUN
ajst-20784	131	9	detection	detection	NOUN
ajst-20784	131	10	using	use	VERB
ajst-20784	131	11	nsl	nsl	PROPN
ajst-20784	131	12	-	-	PUNCT
ajst-20784	131	13	kdd	kdd	PROPN
ajst-20784	131	14	dataset	dataset	NOUN
ajst-20784	131	15	.	.	PUNCT
ajst-20784	132	1	ieee	ieee	NOUN
ajst-20784	132	2	access	access	NOUN
ajst-20784	132	3	,	,	PUNCT
ajst-20784	132	4	8:29575	8:29575	NUM
ajst-20784	132	5	-	-	SYM
ajst-20784	132	6	29585	29585	NUM
ajst-20784	132	7	.	.	PUNCT
ajst-20784	133	1	[	[	X
ajst-20784	133	2	8	8	NUM
ajst-20784	133	3	]	]	X
ajst-20784	133	4	ji	ji	PROPN
ajst-20784	133	5	,	,	PUNCT
ajst-20784	133	6	s.	s.	PROPN
ajst-20784	133	7	,	,	PUNCT
ajst-20784	133	8	sun	sun	NOUN
ajst-20784	133	9	,	,	PUNCT
ajst-20784	133	10	t.	t.	PROPN
ajst-20784	133	11	,	,	PUNCT
ajst-20784	133	12	ye	ye	PROPN
ajst-20784	133	13	,	,	PUNCT
ajst-20784	133	14	k.	k.	PROPN
ajst-20784	133	15	,	,	PUNCT
ajst-20784	133	16	et	et	PROPN
ajst-20784	133	17	al	al	PROPN
ajst-20784	133	18	.	.	PROPN
ajst-20784	133	19	(	(	PUNCT
ajst-20784	133	20	2019	2019	NUM
ajst-20784	133	21	)	)	PUNCT
ajst-20784	133	22	.	.	PUNCT
ajst-20784	134	1	dafl	dafl	NOUN
ajst-20784	134	2	:	:	PUNCT
ajst-20784	134	3	deep	deep	ADJ
ajst-20784	134	4	adaptive	adaptive	ADJ
ajst-20784	134	5	feature	feature	NOUN
ajst-20784	134	6	learning	learn	VERB
ajst-20784	134	7	for	for	ADP
ajst-20784	134	8	network	network	NOUN
ajst-20784	134	9	anomaly	anomaly	NOUN
ajst-20784	134	10	detection	detection	NOUN
ajst-20784	134	11	,	,	PUNCT
ajst-20784	134	12	network	network	NOUN
ajst-20784	134	13	and	and	CCONJ
ajst-20784	134	14	parallel	parallel	ADJ
ajst-20784	134	15	computing,11783	computing,11783	NOUN
ajst-20784	134	16	:	:	PUNCT
ajst-20784	134	17	350	350	NUM
ajst-20784	134	18	-	-	SYM
ajst-20784	134	19	354	354	NUM
ajst-20784	134	20	.	.	PUNCT
ajst-20784	135	1	[	[	X
ajst-20784	135	2	9	9	NUM
ajst-20784	135	3	]	]	X
ajst-20784	135	4	félix	félix	ADJ
ajst-20784	135	5	iglesias	iglesias	PROPN
ajst-20784	135	6	,	,	PUNCT
ajst-20784	135	7	zseby	zseby	PROPN
ajst-20784	135	8	,	,	PUNCT
ajst-20784	135	9	t.	t.	PROPN
ajst-20784	135	10	(	(	PUNCT
ajst-20784	135	11	2014	2014	NUM
ajst-20784	135	12	)	)	PUNCT
ajst-20784	135	13	.	.	PUNCT
ajst-20784	136	1	analysis	analysis	NOUN
ajst-20784	136	2	of	of	ADP
ajst-20784	136	3	network	network	NOUN
ajst-20784	136	4	traffic	traffic	NOUN
ajst-20784	136	5	features	feature	NOUN
ajst-20784	136	6	for	for	ADP
ajst-20784	136	7	anomaly	anomaly	NOUN
ajst-20784	136	8	detection	detection	NOUN
ajst-20784	136	9	.	.	PUNCT
ajst-20784	137	1	machine	machine	NOUN
ajst-20784	137	2	learning	learning	PROPN
ajst-20784	137	3	,	,	PUNCT
ajst-20784	137	4	101:59	101:59	PROPN
ajst-20784	137	5	-	-	SYM
ajst-20784	137	6	84	84	NUM
ajst-20784	137	7	.	.	PUNCT
ajst-20784	138	1	[	[	X
ajst-20784	138	2	10	10	NUM
ajst-20784	138	3	]	]	X
ajst-20784	138	4	zhong	zhong	PROPN
ajst-20784	138	5	,	,	PUNCT
ajst-20784	138	6	y.	y.	PROPN
ajst-20784	138	7	,	,	PUNCT
ajst-20784	138	8	chen	chen	PROPN
ajst-20784	138	9	,	,	PUNCT
ajst-20784	138	10	w.	w.	PROPN
ajst-20784	138	11	,	,	PUNCT
ajst-20784	138	12	wang	wang	PROPN
ajst-20784	138	13	,	,	PUNCT
ajst-20784	138	14	z.	z.	PROPN
ajst-20784	138	15	,	,	PUNCT
ajst-20784	138	16	et	et	PROPN
ajst-20784	138	17	al	al	PROPN
ajst-20784	138	18	.	.	PROPN
ajst-20784	138	19	(	(	PUNCT
ajst-20784	138	20	2020	2020	NUM
ajst-20784	138	21	)	)	PUNCT
ajst-20784	138	22	.	.	PUNCT
ajst-20784	139	1	helad	helad	PROPN
ajst-20784	139	2	:	:	PUNCT
ajst-20784	139	3	a	a	DET
ajst-20784	139	4	novel	novel	ADJ
ajst-20784	139	5	network	network	NOUN
ajst-20784	139	6	anomaly	anomaly	NOUN
ajst-20784	139	7	detection	detection	NOUN
ajst-20784	139	8	model	model	NOUN
ajst-20784	139	9	based	base	VERB
ajst-20784	139	10	on	on	ADP
ajst-20784	139	11	heterogeneous	heterogeneous	ADJ
ajst-20784	139	12	ensemble	ensemble	ADJ
ajst-20784	139	13	learning	learning	NOUN
ajst-20784	139	14	.	.	PUNCT
ajst-20784	140	1	computer	computer	NOUN
ajst-20784	140	2	networks	network	NOUN
ajst-20784	140	3	,	,	PUNCT
ajst-20784	140	4	107049:169	107049:169	NUM
ajst-20784	140	5	.	.	PUNCT
ajst-20784	141	1	[	[	X
ajst-20784	141	2	11	11	NUM
ajst-20784	141	3	]	]	X
ajst-20784	141	4	xiao	xiao	PROPN
ajst-20784	141	5	,	,	PUNCT
ajst-20784	141	6	q.	q.	PROPN
ajst-20784	141	7	,	,	PUNCT
ajst-20784	141	8	liu	liu	PROPN
ajst-20784	141	9	,	,	PUNCT
ajst-20784	141	10	j.	j.	PROPN
ajst-20784	141	11	,	,	PUNCT
ajst-20784	141	12	wang	wang	PROPN
ajst-20784	141	13	,	,	PUNCT
ajst-20784	141	14	q.	q.	PROPN
ajst-20784	141	15	,	,	PUNCT
ajst-20784	141	16	et	et	PROPN
ajst-20784	141	17	al	al	PROPN
ajst-20784	141	18	.	.	PROPN
ajst-20784	142	1	(	(	PUNCT
ajst-20784	142	2	2020	2020	NUM
ajst-20784	142	3	)	)	PUNCT
ajst-20784	142	4	.	.	PUNCT
ajst-20784	143	1	towards	towards	ADP
ajst-20784	143	2	network	network	NOUN
ajst-20784	143	3	anomaly	anomaly	NOUN
ajst-20784	143	4	detection	detection	NOUN
ajst-20784	143	5	using	use	VERB
ajst-20784	143	6	graph	graph	NOUN
ajst-20784	143	7	embedding	embed	VERB
ajst-20784	143	8	.	.	PUNCT
ajst-20784	144	1	computational	computational	ADJ
ajst-20784	144	2	science	science	NOUN
ajst-20784	144	3	–	–	PUNCT
ajst-20784	144	4	iccs	iccs	NOUN
ajst-20784	144	5	2020	2020	NUM
ajst-20784	144	6	,	,	PUNCT
ajst-20784	144	7	12140:156	12140:156	NUM
ajst-20784	144	8	169	169	NUM
ajst-20784	144	9	.	.	PUNCT
ajst-20784	145	1	[	[	X
ajst-20784	145	2	12	12	NUM
ajst-20784	145	3	]	]	PUNCT
ajst-20784	145	4	vartouni	vartouni	NOUN
ajst-20784	145	5	,	,	PUNCT
ajst-20784	145	6	a.	a.	PROPN
ajst-20784	145	7	,	,	PUNCT
ajst-20784	145	8	kashi	kashi	PROPN
ajst-20784	145	9	,	,	PUNCT
ajst-20784	145	10	s.	s.	PROPN
ajst-20784	145	11	,	,	PUNCT
ajst-20784	145	12	teshnehlab	teshnehlab	NOUN
ajst-20784	145	13	,	,	PUNCT
ajst-20784	145	14	m.	m.	NOUN
ajst-20784	145	15	(	(	PUNCT
ajst-20784	145	16	2018	2018	NUM
ajst-20784	145	17	)	)	PUNCT
ajst-20784	145	18	.	.	PUNCT
ajst-20784	146	1	an	an	DET
ajst-20784	146	2	anomaly	anomaly	NOUN
ajst-20784	146	3	detection	detection	NOUN
ajst-20784	146	4	method	method	NOUN
ajst-20784	146	5	to	to	PART
ajst-20784	146	6	detect	detect	VERB
ajst-20784	146	7	web	web	NOUN
ajst-20784	146	8	attacks	attack	NOUN
ajst-20784	146	9	using	use	VERB
ajst-20784	146	10	stacked	stack	VERB
ajst-20784	146	11	autoencoder	autoencoder	NOUN
ajst-20784	146	12	.	.	PUNCT
ajst-20784	147	1	2018	2018	NUM
ajst-20784	147	2	6th	6th	ADJ
ajst-20784	147	3	iranian	iranian	ADJ
ajst-20784	147	4	joint	joint	ADJ
ajst-20784	147	5	congress	congress	PROPN
ajst-20784	147	6	on	on	ADP
ajst-20784	147	7	fuzzy	fuzzy	ADJ
ajst-20784	147	8	and	and	CCONJ
ajst-20784	147	9	intelligent	intelligent	ADJ
ajst-20784	147	10	systems	system	NOUN
ajst-20784	147	11	(	(	PUNCT
ajst-20784	147	12	cfis	cfis	PROPN
ajst-20784	147	13	)	)	PUNCT
ajst-20784	147	14	,	,	PUNCT
ajst-20784	147	15	kerman	kerman	NOUN
ajst-20784	147	16	,	,	PUNCT
ajst-20784	147	17	pp.131	pp.131	PROPN
ajst-20784	147	18	-	-	SYM
ajst-20784	147	19	134	134	NUM
ajst-20784	147	20	.	.	PUNCT