id	sid	tid	token	lemma	pos
ajsts-4488	1	1	pa	pa	PROPN
ajsts-4488	1	2	ge	ge	PROPN
ajsts-4488	1	3	1	1	NUM
ajsts-4488	1	4	pa	pa	PROPN
ajsts-4488	1	5	ge	ge	PROPN
ajsts-4488	1	6	37	37	NUM
ajsts-4488	1	7	american	american	PROPN
ajsts-4488	1	8	journal	journal	NOUN
ajsts-4488	1	9	of	of	ADP
ajsts-4488	1	10	smart	smart	ADJ
ajsts-4488	1	11	technology	technology	NOUN
ajsts-4488	1	12	and	and	CCONJ
ajsts-4488	1	13	solutions	solution	NOUN
ajsts-4488	1	14	(	(	PUNCT
ajsts-4488	1	15	ajsts	ajst	NOUN
ajsts-4488	1	16	)	)	PUNCT
ajsts-4488	1	17	ai	ai	NOUN
ajsts-4488	1	18	-	-	PUNCT
ajsts-4488	1	19	powered	powered	ADJ
ajsts-4488	1	20	cybersecurity	cybersecurity	NOUN
ajsts-4488	1	21	:	:	PUNCT
ajsts-4488	1	22	revolutionizing	revolutionize	VERB
ajsts-4488	1	23	business	business	NOUN
ajsts-4488	1	24	threat	threat	NOUN
ajsts-4488	1	25	detection	detection	NOUN
ajsts-4488	1	26	and	and	CCONJ
ajsts-4488	1	27	response	response	NOUN
ajsts-4488	1	28	prottoy	prottoy	PROPN
ajsts-4488	1	29	khan1	khan1	PROPN
ajsts-4488	1	30	,	,	PUNCT
ajsts-4488	1	31	md	md	PROPN
ajsts-4488	1	32	zahirul	zahirul	PROPN
ajsts-4488	1	33	islam2	islam2	PROPN
ajsts-4488	1	34	,	,	PUNCT
ajsts-4488	1	35	sazib	sazib	PROPN
ajsts-4488	1	36	hossain3	hossain3	PROPN
ajsts-4488	1	37	*	*	PUNCT
ajsts-4488	1	38	volume	volume	NOUN
ajsts-4488	1	39	4	4	NUM
ajsts-4488	1	40	issue	issue	NOUN
ajsts-4488	1	41	1	1	NUM
ajsts-4488	1	42	,	,	PUNCT
ajsts-4488	1	43	year	year	NOUN
ajsts-4488	1	44	2025	2025	NUM
ajsts-4488	1	45	issn	issn	NOUN
ajsts-4488	1	46	:	:	PUNCT
ajsts-4488	1	47	2837	2837	NUM
ajsts-4488	1	48	-	-	SYM
ajsts-4488	1	49	0295	0295	NUM
ajsts-4488	1	50	(	(	PUNCT
ajsts-4488	1	51	online	online	ADJ
ajsts-4488	1	52	)	)	PUNCT
ajsts-4488	1	53	doi	doi	NOUN
ajsts-4488	1	54	:	:	PUNCT
ajsts-4488	1	55	https://doi.org/10.54536/ajsts.v4i1.4488	https://doi.org/10.54536/ajsts.v4i1.4488	PROPN
ajsts-4488	1	56	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	1	57	article	article	NOUN
ajsts-4488	1	58	information	information	NOUN
ajsts-4488	1	59	abstract	abstract	ADV
ajsts-4488	1	60	received	receive	VERB
ajsts-4488	1	61	:	:	PUNCT
ajsts-4488	1	62	february	february	NOUN
ajsts-4488	1	63	02	02	NUM
ajsts-4488	1	64	,	,	PUNCT
ajsts-4488	1	65	2025	2025	NUM
ajsts-4488	1	66	accepted	accept	VERB
ajsts-4488	1	67	:	:	PUNCT
ajsts-4488	1	68	march	march	PROPN
ajsts-4488	1	69	06	06	NUM
ajsts-4488	1	70	,	,	PUNCT
ajsts-4488	1	71	2025	2025	NUM
ajsts-4488	1	72	published	publish	VERB
ajsts-4488	1	73	:	:	PUNCT
ajsts-4488	1	74	april	april	PROPN
ajsts-4488	1	75	11	11	NUM
ajsts-4488	1	76	,	,	PUNCT
ajsts-4488	1	77	2025	2025	NUM
ajsts-4488	1	78	the	the	DET
ajsts-4488	1	79	modern	modern	ADJ
ajsts-4488	1	80	day	day	NOUN
ajsts-4488	1	81	enterprise	enterprise	NOUN
ajsts-4488	1	82	infrastructure	infrastructure	NOUN
ajsts-4488	1	83	needs	need	VERB
ajsts-4488	1	84	cybersecurity	cybersecurity	NOUN
ajsts-4488	1	85	as	as	ADP
ajsts-4488	1	86	a	a	DET
ajsts-4488	1	87	crucial	crucial	ADJ
ajsts-4488	1	88	element	element	NOUN
ajsts-4488	1	89	to	to	PART
ajsts-4488	1	90	protect	protect	VERB
ajsts-4488	1	91	against	against	ADP
ajsts-4488	1	92	increasing	increase	VERB
ajsts-4488	1	93	cyber	cyber	NOUN
ajsts-4488	1	94	threats	threat	NOUN
ajsts-4488	1	95	that	that	PRON
ajsts-4488	1	96	have	have	AUX
ajsts-4488	1	97	multiplied	multiply	VERB
ajsts-4488	1	98	because	because	SCONJ
ajsts-4488	1	99	of	of	ADP
ajsts-4488	1	100	digital	digital	ADJ
ajsts-4488	1	101	business	business	NOUN
ajsts-4488	1	102	expansion	expansion	NOUN
ajsts-4488	1	103	.	.	PUNCT
ajsts-4488	2	1	security	security	NOUN
ajsts-4488	2	2	technologies	technology	NOUN
ajsts-4488	2	3	that	that	PRON
ajsts-4488	2	4	exist	exist	VERB
ajsts-4488	2	5	conventionally	conventionally	ADV
ajsts-4488	2	6	manage	manage	VERB
ajsts-4488	2	7	certain	certain	ADJ
ajsts-4488	2	8	threats	threat	NOUN
ajsts-4488	2	9	decently	decently	ADV
ajsts-4488	2	10	but	but	CCONJ
ajsts-4488	2	11	lose	lose	VERB
ajsts-4488	2	12	their	their	PRON
ajsts-4488	2	13	effectiveness	effectiveness	NOUN
ajsts-4488	2	14	when	when	SCONJ
ajsts-4488	2	15	new	new	ADJ
ajsts-4488	2	16	forms	form	NOUN
ajsts-4488	2	17	of	of	ADP
ajsts-4488	2	18	sophisticated	sophisticated	ADJ
ajsts-4488	2	19	cyberattacks	cyberattack	NOUN
ajsts-4488	2	20	emerge	emerge	VERB
ajsts-4488	2	21	.	.	PUNCT
ajsts-4488	3	1	machine	machine	NOUN
ajsts-4488	3	2	learning	learn	VERB
ajsts-4488	3	3	together	together	ADV
ajsts-4488	3	4	with	with	ADP
ajsts-4488	3	5	deep	deep	ADJ
ajsts-4488	3	6	learning	learning	NOUN
ajsts-4488	3	7	using	use	VERB
ajsts-4488	3	8	anomaly	anomaly	NOUN
ajsts-4488	3	9	detection	detection	NOUN
ajsts-4488	3	10	methods	method	NOUN
ajsts-4488	3	11	enables	enable	VERB
ajsts-4488	3	12	artificial	artificial	ADJ
ajsts-4488	3	13	intelligence	intelligence	NOUN
ajsts-4488	3	14	to	to	PART
ajsts-4488	3	15	function	function	VERB
ajsts-4488	3	16	as	as	ADP
ajsts-4488	3	17	an	an	DET
ajsts-4488	3	18	advanced	advanced	ADJ
ajsts-4488	3	19	security	security	NOUN
ajsts-4488	3	20	technology	technology	NOUN
ajsts-4488	3	21	that	that	PRON
ajsts-4488	3	22	boosts	boost	VERB
ajsts-4488	3	23	detection	detection	NOUN
ajsts-4488	3	24	and	and	CCONJ
ajsts-4488	3	25	response	response	NOUN
ajsts-4488	3	26	functions	function	NOUN
ajsts-4488	3	27	.	.	PUNCT
ajsts-4488	4	1	the	the	DET
ajsts-4488	4	2	paper	paper	NOUN
ajsts-4488	4	3	investigates	investigate	VERB
ajsts-4488	4	4	how	how	SCONJ
ajsts-4488	4	5	artificial	artificial	ADJ
ajsts-4488	4	6	intelligence	intelligence	NOUN
ajsts-4488	4	7	cybersecurity	cybersecurity	NOUN
ajsts-4488	4	8	systems	system	NOUN
ajsts-4488	4	9	modernize	modernize	VERB
ajsts-4488	4	10	business	business	NOUN
ajsts-4488	4	11	defenses	defense	NOUN
ajsts-4488	4	12	against	against	ADP
ajsts-4488	4	13	threats	threat	NOUN
ajsts-4488	4	14	and	and	CCONJ
ajsts-4488	4	15	security	security	NOUN
ajsts-4488	4	16	incidents	incident	NOUN
ajsts-4488	4	17	.	.	PUNCT
ajsts-4488	5	1	an	an	DET
ajsts-4488	5	2	ai	ai	NOUN
ajsts-4488	5	3	-	-	PUNCT
ajsts-4488	5	4	based	base	VERB
ajsts-4488	5	5	algorithm	algorithm	NOUN
ajsts-4488	5	6	analyzes	analyze	VERB
ajsts-4488	5	7	a	a	DET
ajsts-4488	5	8	dataset	dataset	NOUN
ajsts-4488	5	9	containing	contain	VERB
ajsts-4488	5	10	network	network	NOUN
ajsts-4488	5	11	logs	log	NOUN
ajsts-4488	5	12	and	and	CCONJ
ajsts-4488	5	13	authentication	authentication	NOUN
ajsts-4488	5	14	trials	trial	NOUN
ajsts-4488	5	15	together	together	ADV
ajsts-4488	5	16	with	with	ADP
ajsts-4488	5	17	encryption	encryption	NOUN
ajsts-4488	5	18	protocols	protocol	NOUN
ajsts-4488	5	19	and	and	CCONJ
ajsts-4488	5	20	reputation	reputation	NOUN
ajsts-4488	5	21	scores	score	NOUN
ajsts-4488	5	22	of	of	ADP
ajsts-4488	5	23	ip	ip	DET
ajsts-4488	5	24	addresses	address	NOUN
ajsts-4488	5	25	to	to	PART
ajsts-4488	5	26	identify	identify	VERB
ajsts-4488	5	27	malicious	malicious	ADJ
ajsts-4488	5	28	occurrences	occurrence	NOUN
ajsts-4488	5	29	.	.	PUNCT
ajsts-4488	6	1	different	different	ADJ
ajsts-4488	6	2	machine	machine	NOUN
ajsts-4488	6	3	learning	learning	NOUN
ajsts-4488	6	4	models	model	NOUN
ajsts-4488	6	5	with	with	ADP
ajsts-4488	6	6	both	both	CCONJ
ajsts-4488	6	7	supervised	supervise	VERB
ajsts-4488	6	8	classification	classification	NOUN
ajsts-4488	6	9	approaches	approach	NOUN
ajsts-4488	6	10	together	together	ADV
ajsts-4488	6	11	with	with	ADP
ajsts-4488	6	12	unsupervised	unsupervised	ADJ
ajsts-4488	6	13	anomaly	anomaly	NOUN
ajsts-4488	6	14	detection	detection	NOUN
ajsts-4488	6	15	methods	method	NOUN
ajsts-4488	6	16	undergo	undergo	VERB
ajsts-4488	6	17	assessment	assessment	NOUN
ajsts-4488	6	18	for	for	ADP
ajsts-4488	6	19	determining	determine	VERB
ajsts-4488	6	20	their	their	PRON
ajsts-4488	6	21	threat	threat	NOUN
ajsts-4488	6	22	identification	identification	NOUN
ajsts-4488	6	23	capabilities	capability	NOUN
ajsts-4488	6	24	.	.	PUNCT
ajsts-4488	7	1	the	the	DET
ajsts-4488	7	2	analysis	analysis	NOUN
ajsts-4488	7	3	verifies	verifie	NOUN
ajsts-4488	7	4	how	how	SCONJ
ajsts-4488	7	5	ai	ai	AUX
ajsts-4488	7	6	solutions	solution	NOUN
ajsts-4488	7	7	perform	perform	VERB
ajsts-4488	7	8	better	well	ADV
ajsts-4488	7	9	than	than	ADP
ajsts-4488	7	10	conventional	conventional	ADJ
ajsts-4488	7	11	rulebased	rulebase	VERB
ajsts-4488	7	12	procedures	procedure	NOUN
ajsts-4488	7	13	in	in	ADP
ajsts-4488	7	14	identifying	identify	VERB
ajsts-4488	7	15	and	and	CCONJ
ajsts-4488	7	16	obstructing	obstruct	VERB
ajsts-4488	7	17	cyber	cyber	NOUN
ajsts-4488	7	18	threats	threat	NOUN
ajsts-4488	7	19	.	.	PUNCT
ajsts-4488	8	1	additional	additional	ADJ
ajsts-4488	8	2	hurdles	hurdle	NOUN
ajsts-4488	8	3	in	in	ADP
ajsts-4488	8	4	the	the	DET
ajsts-4488	8	5	way	way	NOUN
ajsts-4488	8	6	of	of	ADP
ajsts-4488	8	7	these	these	DET
ajsts-4488	8	8	methods	method	NOUN
ajsts-4488	8	9	include	include	VERB
ajsts-4488	8	10	both	both	DET
ajsts-4488	8	11	false	false	ADJ
ajsts-4488	8	12	detection	detection	NOUN
ajsts-4488	8	13	alerts	alert	NOUN
ajsts-4488	8	14	and	and	CCONJ
ajsts-4488	8	15	privacy	privacy	NOUN
ajsts-4488	8	16	security	security	NOUN
ajsts-4488	8	17	threats	threat	NOUN
ajsts-4488	8	18	and	and	CCONJ
ajsts-4488	8	19	adversarial	adversarial	ADJ
ajsts-4488	8	20	attack	attack	NOUN
ajsts-4488	8	21	vulnerabilities	vulnerability	NOUN
ajsts-4488	8	22	.	.	PUNCT
ajsts-4488	9	1	the	the	DET
ajsts-4488	9	2	paper	paper	NOUN
ajsts-4488	9	3	assesses	assesse	NOUN
ajsts-4488	9	4	ai	ai	VERB
ajsts-4488	9	5	security	security	NOUN
ajsts-4488	9	6	framework	framework	NOUN
ajsts-4488	9	7	effects	effect	NOUN
ajsts-4488	9	8	on	on	ADP
ajsts-4488	9	9	the	the	DET
ajsts-4488	9	10	business	business	NOUN
ajsts-4488	9	11	field	field	NOUN
ajsts-4488	9	12	through	through	ADP
ajsts-4488	9	13	suggested	suggest	VERB
ajsts-4488	9	14	future	future	ADJ
ajsts-4488	9	15	developments	development	NOUN
ajsts-4488	9	16	for	for	ADP
ajsts-4488	9	17	enriched	enrich	VERB
ajsts-4488	9	18	ai	ai	PROPN
ajsts-4488	9	19	threat	threat	NOUN
ajsts-4488	9	20	detection	detection	NOUN
ajsts-4488	9	21	and	and	CCONJ
ajsts-4488	9	22	response	response	NOUN
ajsts-4488	9	23	techniques	technique	NOUN
ajsts-4488	9	24	.	.	PUNCT
ajsts-4488	10	1	the	the	DET
ajsts-4488	10	2	research	research	NOUN
ajsts-4488	10	3	shows	show	VERB
ajsts-4488	10	4	that	that	SCONJ
ajsts-4488	10	5	cybersecurity	cybersecurity	NOUN
ajsts-4488	10	6	strategies	strategy	NOUN
ajsts-4488	10	7	must	must	AUX
ajsts-4488	10	8	continue	continue	VERB
ajsts-4488	10	9	model	model	NOUN
ajsts-4488	10	10	training	training	NOUN
ajsts-4488	10	11	along	along	ADP
ajsts-4488	10	12	with	with	ADP
ajsts-4488	10	13	developing	develop	VERB
ajsts-4488	10	14	ethical	ethical	ADJ
ajsts-4488	10	15	practices	practice	NOUN
ajsts-4488	10	16	for	for	ADP
ajsts-4488	10	17	ai	ai	PROPN
ajsts-4488	10	18	systems	system	NOUN
ajsts-4488	10	19	while	while	SCONJ
ajsts-4488	10	20	combining	combine	VERB
ajsts-4488	10	21	these	these	DET
ajsts-4488	10	22	techniques	technique	NOUN
ajsts-4488	10	23	with	with	ADP
ajsts-4488	10	24	traditional	traditional	ADJ
ajsts-4488	10	25	security	security	NOUN
ajsts-4488	10	26	defense	defense	NOUN
ajsts-4488	10	27	methods	method	NOUN
ajsts-4488	10	28	.	.	PUNCT
ajsts-4488	11	1	keywords	keyword	VERB
ajsts-4488	11	2	artificial	artificial	ADJ
ajsts-4488	11	3	intelligence	intelligence	NOUN
ajsts-4488	11	4	,	,	PUNCT
ajsts-4488	11	5	business	business	NOUN
ajsts-4488	11	6	security	security	NOUN
ajsts-4488	11	7	,	,	PUNCT
ajsts-4488	11	8	cyber	cyber	ADJ
ajsts-4488	11	9	threat	threat	NOUN
ajsts-4488	11	10	response	response	NOUN
ajsts-4488	11	11	,	,	PUNCT
ajsts-4488	11	12	cybersecurity	cybersecurity	NOUN
ajsts-4488	11	13	,	,	PUNCT
ajsts-4488	11	14	machine	machine	NOUN
ajsts-4488	11	15	learning	learning	NOUN
ajsts-4488	11	16	,	,	PUNCT
ajsts-4488	11	17	network	network	NOUN
ajsts-4488	11	18	anomaly	anomaly	NOUN
ajsts-4488	11	19	detection	detection	NOUN
ajsts-4488	11	20	,	,	PUNCT
ajsts-4488	11	21	threat	threat	NOUN
ajsts-4488	11	22	detection	detection	NOUN
ajsts-4488	11	23	1	1	NUM
ajsts-4488	11	24	school	school	NOUN
ajsts-4488	11	25	of	of	ADP
ajsts-4488	11	26	artificial	artificial	ADJ
ajsts-4488	11	27	intelligence	intelligence	NOUN
ajsts-4488	11	28	and	and	CCONJ
ajsts-4488	11	29	computer	computer	NOUN
ajsts-4488	11	30	science	science	NOUN
ajsts-4488	11	31	,	,	PUNCT
ajsts-4488	11	32	nantong	nantong	PROPN
ajsts-4488	11	33	university	university	PROPN
ajsts-4488	11	34	,	,	PUNCT
ajsts-4488	11	35	nantong	nantong	PROPN
ajsts-4488	11	36	,	,	PUNCT
ajsts-4488	11	37	jiangsu	jiangsu	PROPN
ajsts-4488	11	38	,	,	PUNCT
ajsts-4488	11	39	china	china	PROPN
ajsts-4488	11	40	2	2	NUM
ajsts-4488	11	41	school	school	NOUN
ajsts-4488	11	42	of	of	ADP
ajsts-4488	11	43	electrical	electrical	ADJ
ajsts-4488	11	44	engineering	engineering	NOUN
ajsts-4488	11	45	,	,	PUNCT
ajsts-4488	11	46	china	china	PROPN
ajsts-4488	11	47	university	university	PROPN
ajsts-4488	11	48	of	of	ADP
ajsts-4488	11	49	mining	mining	NOUN
ajsts-4488	11	50	and	and	CCONJ
ajsts-4488	11	51	technology	technology	NOUN
ajsts-4488	11	52	,	,	PUNCT
ajsts-4488	11	53	xuzhou	xuzhou	PROPN
ajsts-4488	11	54	,	,	PUNCT
ajsts-4488	11	55	jiangsu	jiangsu	PROPN
ajsts-4488	11	56	,	,	PUNCT
ajsts-4488	11	57	china	china	PROPN
ajsts-4488	11	58	3	3	NUM
ajsts-4488	11	59	school	school	NOUN
ajsts-4488	11	60	of	of	ADP
ajsts-4488	11	61	business	business	NOUN
ajsts-4488	11	62	,	,	PUNCT
ajsts-4488	11	63	nanjing	nanjing	PROPN
ajsts-4488	11	64	university	university	PROPN
ajsts-4488	11	65	of	of	ADP
ajsts-4488	11	66	information	information	NOUN
ajsts-4488	11	67	science	science	PROPN
ajsts-4488	11	68	&	&	CCONJ
ajsts-4488	11	69	technology	technology	PROPN
ajsts-4488	11	70	,	,	PUNCT
ajsts-4488	11	71	nanjing	nanjing	PROPN
ajsts-4488	11	72	,	,	PUNCT
ajsts-4488	11	73	china	china	PROPN
ajsts-4488	11	74	*	*	PUNCT
ajsts-4488	11	75	corresponding	correspond	VERB
ajsts-4488	11	76	author	author	NOUN
ajsts-4488	11	77	’s	’s	PART
ajsts-4488	11	78	e	e	NOUN
ajsts-4488	11	79	-	-	NOUN
ajsts-4488	11	80	mail	mail	NOUN
ajsts-4488	11	81	:	:	PUNCT
ajsts-4488	11	82	esazibhossain@gmail.com	esazibhossain@gmail.com	X
ajsts-4488	11	83	introduction	introduction	NOUN
ajsts-4488	11	84	businesses	business	NOUN
ajsts-4488	11	85	across	across	ADP
ajsts-4488	11	86	all	all	DET
ajsts-4488	11	87	sectors	sector	NOUN
ajsts-4488	11	88	intensively	intensively	ADV
ajsts-4488	11	89	depend	depend	VERB
ajsts-4488	11	90	on	on	ADP
ajsts-4488	11	91	cloud	cloud	NOUN
ajsts-4488	11	92	computing	computing	NOUN
ajsts-4488	11	93	and	and	CCONJ
ajsts-4488	11	94	artificial	artificial	ADJ
ajsts-4488	11	95	intelligence	intelligence	NOUN
ajsts-4488	11	96	and	and	CCONJ
ajsts-4488	11	97	internet	internet	NOUN
ajsts-4488	11	98	of	of	ADP
ajsts-4488	11	99	things	thing	NOUN
ajsts-4488	11	100	and	and	CCONJ
ajsts-4488	11	101	big	big	ADJ
ajsts-4488	11	102	data	datum	NOUN
ajsts-4488	11	103	analytics	analytic	NOUN
ajsts-4488	11	104	to	to	PART
ajsts-4488	11	105	achieve	achieve	VERB
ajsts-4488	11	106	operational	operational	ADJ
ajsts-4488	11	107	optimization	optimization	NOUN
ajsts-4488	11	108	as	as	ADV
ajsts-4488	11	109	well	well	ADV
ajsts-4488	11	110	as	as	ADP
ajsts-4488	11	111	productivity	productivity	NOUN
ajsts-4488	11	112	improvement	improvement	NOUN
ajsts-4488	11	113	in	in	ADP
ajsts-4488	11	114	the	the	DET
ajsts-4488	11	115	present	present	ADJ
ajsts-4488	11	116	digital	digital	ADJ
ajsts-4488	11	117	time	time	NOUN
ajsts-4488	11	118	.	.	PUNCT
ajsts-4488	12	1	the	the	DET
ajsts-4488	12	2	growing	grow	VERB
ajsts-4488	12	3	networked	network	VERB
ajsts-4488	12	4	systems	system	NOUN
ajsts-4488	12	5	create	create	VERB
ajsts-4488	12	6	enhanced	enhanced	ADJ
ajsts-4488	12	7	cybersecurity	cybersecurity	NOUN
ajsts-4488	12	8	weaknesses	weakness	NOUN
ajsts-4488	12	9	which	which	PRON
ajsts-4488	12	10	makes	make	VERB
ajsts-4488	12	11	organizations	organization	NOUN
ajsts-4488	12	12	vulnerable	vulnerable	ADJ
ajsts-4488	12	13	to	to	ADP
ajsts-4488	12	14	complex	complex	ADJ
ajsts-4488	12	15	cyber	cyber	NOUN
ajsts-4488	12	16	assaults	assault	NOUN
ajsts-4488	12	17	,	,	PUNCT
ajsts-4488	12	18	including	include	VERB
ajsts-4488	12	19	malware	malware	NOUN
ajsts-4488	12	20	assaults	assault	NOUN
ajsts-4488	12	21	and	and	CCONJ
ajsts-4488	12	22	data	datum	NOUN
ajsts-4488	12	23	breaches	breach	NOUN
ajsts-4488	12	24	,	,	PUNCT
ajsts-4488	12	25	together	together	ADV
ajsts-4488	12	26	with	with	ADP
ajsts-4488	12	27	ransomware	ransomware	NOUN
ajsts-4488	12	28	and	and	CCONJ
ajsts-4488	12	29	phishing	phishe	VERB
ajsts-4488	12	30	attacks	attack	NOUN
ajsts-4488	12	31	and	and	CCONJ
ajsts-4488	12	32	internal	internal	ADJ
ajsts-4488	12	33	security	security	NOUN
ajsts-4488	12	34	threats	threat	NOUN
ajsts-4488	12	35	.	.	PUNCT
ajsts-4488	13	1	the	the	DET
ajsts-4488	13	2	current	current	ADJ
ajsts-4488	13	3	security	security	NOUN
ajsts-4488	13	4	methods	method	NOUN
ajsts-4488	13	5	which	which	PRON
ajsts-4488	13	6	primarily	primarily	ADV
ajsts-4488	13	7	use	use	VERB
ajsts-4488	13	8	firewalls	firewall	NOUN
ajsts-4488	13	9	with	with	ADP
ajsts-4488	13	10	programmed	program	VERB
ajsts-4488	13	11	rules	rule	NOUN
ajsts-4488	13	12	along	along	ADP
ajsts-4488	13	13	with	with	ADP
ajsts-4488	13	14	antivirus	antivirus	NOUN
ajsts-4488	13	15	applications	application	NOUN
ajsts-4488	13	16	and	and	CCONJ
ajsts-4488	13	17	ids	id	NOUN
ajsts-4488	13	18	based	base	VERB
ajsts-4488	13	19	on	on	ADP
ajsts-4488	13	20	signatures	signature	NOUN
ajsts-4488	13	21	fail	fail	VERB
ajsts-4488	13	22	to	to	PART
ajsts-4488	13	23	stop	stop	VERB
ajsts-4488	13	24	state	state	NOUN
ajsts-4488	13	25	-	-	PUNCT
ajsts-4488	13	26	of	of	ADP
ajsts-4488	13	27	-	-	PUNCT
ajsts-4488	13	28	the	the	DET
ajsts-4488	13	29	-	-	PUNCT
ajsts-4488	13	30	art	art	NOUN
ajsts-4488	13	31	cyber	cyber	NOUN
ajsts-4488	13	32	threats	threat	NOUN
ajsts-4488	13	33	including	include	VERB
ajsts-4488	13	34	unanticipated	unanticipated	ADJ
ajsts-4488	13	35	vulnerabilities	vulnerability	NOUN
ajsts-4488	13	36	,	,	PUNCT
ajsts-4488	13	37	persistent	persistent	ADJ
ajsts-4488	13	38	threats	threat	NOUN
ajsts-4488	13	39	and	and	CCONJ
ajsts-4488	13	40	attacks	attack	NOUN
ajsts-4488	13	41	enabled	enable	VERB
ajsts-4488	13	42	by	by	ADP
ajsts-4488	13	43	artificial	artificial	ADJ
ajsts-4488	13	44	intelligence	intelligence	NOUN
ajsts-4488	13	45	(	(	PUNCT
ajsts-4488	13	46	sharma	sharma	PROPN
ajsts-4488	13	47	et	et	PROPN
ajsts-4488	13	48	al	al	PROPN
ajsts-4488	13	49	.	.	PROPN
ajsts-4488	13	50	,	,	PUNCT
ajsts-4488	13	51	2023	2023	NUM
ajsts-4488	13	52	)	)	PUNCT
ajsts-4488	13	53	.	.	PUNCT
ajsts-4488	14	1	the	the	DET
ajsts-4488	14	2	ibm	ibm	PROPN
ajsts-4488	14	3	cost	cost	NOUN
ajsts-4488	14	4	of	of	ADP
ajsts-4488	14	5	a	a	DET
ajsts-4488	14	6	data	data	NOUN
ajsts-4488	14	7	breach	breach	NOUN
ajsts-4488	14	8	report	report	NOUN
ajsts-4488	14	9	(	(	PUNCT
ajsts-4488	14	10	2023	2023	NUM
ajsts-4488	14	11	)	)	PUNCT
ajsts-4488	14	12	demonstrates	demonstrate	VERB
ajsts-4488	14	13	that	that	SCONJ
ajsts-4488	14	14	global	global	ADJ
ajsts-4488	14	15	cybercrime	cybercrime	NOUN
ajsts-4488	14	16	expenses	expense	NOUN
ajsts-4488	14	17	now	now	ADV
ajsts-4488	14	18	exceed	exceed	VERB
ajsts-4488	14	19	$	$	SYM
ajsts-4488	14	20	4.45	4.45	NUM
ajsts-4488	14	21	million	million	NUM
ajsts-4488	14	22	based	base	VERB
ajsts-4488	14	23	on	on	ADP
ajsts-4488	14	24	a	a	DET
ajsts-4488	14	25	15	15	NUM
ajsts-4488	14	26	%	%	NOUN
ajsts-4488	14	27	inflation	inflation	NOUN
ajsts-4488	14	28	rate	rate	NOUN
ajsts-4488	14	29	during	during	ADP
ajsts-4488	14	30	the	the	DET
ajsts-4488	14	31	previous	previous	ADJ
ajsts-4488	14	32	three	three	NUM
ajsts-4488	14	33	years	year	NOUN
ajsts-4488	14	34	.	.	PUNCT
ajsts-4488	15	1	cybersecurity	cybersecurity	NOUN
ajsts-4488	15	2	ventures	venture	NOUN
ajsts-4488	15	3	forecasts	forecast	VERB
ajsts-4488	15	4	that	that	SCONJ
ajsts-4488	15	5	cybercrime	cybercrime	NOUN
ajsts-4488	15	6	expenses	expense	NOUN
ajsts-4488	15	7	will	will	AUX
ajsts-4488	15	8	reach	reach	VERB
ajsts-4488	15	9	more	more	ADJ
ajsts-4488	15	10	than	than	ADP
ajsts-4488	15	11	$	$	SYM
ajsts-4488	15	12	10.5	10.5	NUM
ajsts-4488	15	13	trillion	trillion	NUM
ajsts-4488	15	14	yearly	yearly	ADV
ajsts-4488	15	15	by	by	ADP
ajsts-4488	15	16	2025	2025	NUM
ajsts-4488	15	17	thus	thus	ADV
ajsts-4488	15	18	making	make	VERB
ajsts-4488	15	19	cyberattacks	cyberattack	NOUN
ajsts-4488	15	20	an	an	DET
ajsts-4488	15	21	intensive	intensive	ADJ
ajsts-4488	15	22	risk	risk	NOUN
ajsts-4488	15	23	factor	factor	NOUN
ajsts-4488	15	24	for	for	ADP
ajsts-4488	15	25	contemporary	contemporary	ADJ
ajsts-4488	15	26	companies	company	NOUN
ajsts-4488	15	27	(	(	PUNCT
ajsts-4488	15	28	morgan	morgan	PROPN
ajsts-4488	15	29	,	,	PUNCT
ajsts-4488	15	30	2022	2022	NUM
ajsts-4488	15	31	)	)	PUNCT
ajsts-4488	15	32	.	.	PUNCT
ajsts-4488	16	1	malware	malware	NOUN
ajsts-4488	16	2	and	and	CCONJ
ajsts-4488	16	3	ransomware	ransomware	NOUN
ajsts-4488	16	4	attacks	attack	NOUN
ajsts-4488	16	5	lead	lead	VERB
ajsts-4488	16	6	the	the	DET
ajsts-4488	16	7	list	list	NOUN
ajsts-4488	16	8	of	of	ADP
ajsts-4488	16	9	prevalent	prevalent	ADJ
ajsts-4488	16	10	threats	threat	NOUN
ajsts-4488	16	11	that	that	PRON
ajsts-4488	16	12	cause	cause	VERB
ajsts-4488	16	13	substantial	substantial	ADJ
ajsts-4488	16	14	operational	operational	ADJ
ajsts-4488	16	15	and	and	CCONJ
ajsts-4488	16	16	financial	financial	ADJ
ajsts-4488	16	17	harm	harm	NOUN
ajsts-4488	16	18	to	to	ADP
ajsts-4488	16	19	businesses	business	NOUN
ajsts-4488	16	20	while	while	SCONJ
ajsts-4488	16	21	ransomware	ransomware	NOUN
ajsts-4488	16	22	particularly	particularly	ADV
ajsts-4488	16	23	affects	affect	VERB
ajsts-4488	16	24	66	66	NUM
ajsts-4488	16	25	%	%	NOUN
ajsts-4488	16	26	of	of	ADP
ajsts-4488	16	27	businesses	business	NOUN
ajsts-4488	16	28	resulting	result	VERB
ajsts-4488	16	29	in	in	ADP
ajsts-4488	16	30	$	$	SYM
ajsts-4488	16	31	1.54	1.54	NUM
ajsts-4488	16	32	million	million	NUM
ajsts-4488	16	33	per	per	ADP
ajsts-4488	16	34	incident	incident	NOUN
ajsts-4488	16	35	(	(	PUNCT
ajsts-4488	16	36	sophos	sophos	NOUN
ajsts-4488	16	37	,	,	PUNCT
ajsts-4488	16	38	2023	2023	NUM
ajsts-4488	16	39	)	)	PUNCT
ajsts-4488	16	40	.	.	PUNCT
ajsts-4488	17	1	phishing	phishe	VERB
ajsts-4488	17	2	attacks	attack	NOUN
ajsts-4488	17	3	alongside	alongside	ADP
ajsts-4488	17	4	social	social	ADJ
ajsts-4488	17	5	engineering	engineering	NOUN
ajsts-4488	17	6	ones	one	NOUN
ajsts-4488	17	7	continue	continue	VERB
ajsts-4488	17	8	as	as	ADP
ajsts-4488	17	9	primary	primary	ADJ
ajsts-4488	17	10	threat	threat	NOUN
ajsts-4488	17	11	vectors	vector	NOUN
ajsts-4488	17	12	which	which	PRON
ajsts-4488	17	13	affect	affect	VERB
ajsts-4488	17	14	more	more	ADJ
ajsts-4488	17	15	than	than	ADP
ajsts-4488	17	16	85	85	NUM
ajsts-4488	17	17	%	%	NOUN
ajsts-4488	17	18	of	of	ADP
ajsts-4488	17	19	businesses	business	NOUN
ajsts-4488	17	20	and	and	CCONJ
ajsts-4488	17	21	account	account	VERB
ajsts-4488	17	22	for	for	ADP
ajsts-4488	17	23	96	96	NUM
ajsts-4488	17	24	%	%	NOUN
ajsts-4488	17	25	of	of	ADP
ajsts-4488	17	26	cases	case	NOUN
ajsts-4488	17	27	that	that	PRON
ajsts-4488	17	28	start	start	VERB
ajsts-4488	17	29	as	as	ADP
ajsts-4488	17	30	email	email	NOUN
ajsts-4488	17	31	-	-	PUNCT
ajsts-4488	17	32	based	base	VERB
ajsts-4488	17	33	phishing	phishing	NOUN
ajsts-4488	17	34	(	(	PUNCT
ajsts-4488	17	35	proofpoint	proofpoint	NOUN
ajsts-4488	17	36	,	,	PUNCT
ajsts-4488	17	37	2023	2023	NUM
ajsts-4488	17	38	)	)	PUNCT
ajsts-4488	17	39	.	.	PUNCT
ajsts-4488	18	1	according	accord	VERB
ajsts-4488	18	2	to	to	ADP
ajsts-4488	18	3	verizon	verizon	PROPN
ajsts-4488	18	4	(	(	PUNCT
ajsts-4488	18	5	2023	2023	NUM
ajsts-4488	18	6	)	)	PUNCT
ajsts-4488	18	7	internal	internal	ADJ
ajsts-4488	18	8	threats	threat	NOUN
ajsts-4488	18	9	from	from	ADP
ajsts-4488	18	10	employees	employee	NOUN
ajsts-4488	18	11	deliver	deliver	VERB
ajsts-4488	18	12	data	datum	NOUN
ajsts-4488	18	13	breach	breach	NOUN
ajsts-4488	18	14	results	result	NOUN
ajsts-4488	18	15	through	through	ADP
ajsts-4488	18	16	deliberate	deliberate	ADJ
ajsts-4488	18	17	attacks	attack	NOUN
ajsts-4488	18	18	or	or	CCONJ
ajsts-4488	18	19	carelessness	carelessness	NOUN
ajsts-4488	18	20	in	in	ADP
ajsts-4488	18	21	34	34	NUM
ajsts-4488	18	22	percent	percent	NOUN
ajsts-4488	18	23	of	of	ADP
ajsts-4488	18	24	cases	case	NOUN
ajsts-4488	18	25	.	.	PUNCT
ajsts-4488	19	1	the	the	DET
ajsts-4488	19	2	security	security	NOUN
ajsts-4488	19	3	risks	risk	NOUN
ajsts-4488	19	4	destroy	destroy	VERB
ajsts-4488	19	5	business	business	NOUN
ajsts-4488	19	6	money	money	NOUN
ajsts-4488	19	7	and	and	CCONJ
ajsts-4488	19	8	trigger	trigger	VERB
ajsts-4488	19	9	regulatory	regulatory	ADJ
ajsts-4488	19	10	penalties	penalty	NOUN
ajsts-4488	19	11	and	and	CCONJ
ajsts-4488	19	12	negative	negative	ADJ
ajsts-4488	19	13	public	public	ADJ
ajsts-4488	19	14	perception	perception	NOUN
ajsts-4488	19	15	toward	toward	ADP
ajsts-4488	19	16	organizations	organization	NOUN
ajsts-4488	19	17	.	.	PUNCT
ajsts-4488	20	1	reliable	reliable	ADJ
ajsts-4488	20	2	data	data	PROPN
ajsts-4488	20	3	protection	protection	NOUN
ajsts-4488	20	4	systems	system	NOUN
ajsts-4488	20	5	required	require	VERB
ajsts-4488	20	6	by	by	ADP
ajsts-4488	20	7	gdpr	gdpr	NOUN
ajsts-4488	20	8	and	and	CCONJ
ajsts-4488	20	9	ccpa	ccpa	VERB
ajsts-4488	20	10	together	together	ADV
ajsts-4488	20	11	with	with	ADP
ajsts-4488	20	12	nist	nist	NOUN
ajsts-4488	20	13	cybersecurity	cybersecurity	NOUN
ajsts-4488	20	14	framework	framework	NOUN
ajsts-4488	20	15	standards	standard	NOUN
ajsts-4488	20	16	must	must	AUX
ajsts-4488	20	17	be	be	AUX
ajsts-4488	20	18	implemented	implement	VERB
ajsts-4488	20	19	to	to	PART
ajsts-4488	20	20	prevent	prevent	VERB
ajsts-4488	20	21	cyber	cyber	NOUN
ajsts-4488	20	22	threats	threat	NOUN
ajsts-4488	20	23	.	.	PUNCT
ajsts-4488	21	1	businesses	business	NOUN
ajsts-4488	21	2	failing	fail	VERB
ajsts-4488	21	3	to	to	PART
ajsts-4488	21	4	abide	abide	VERB
ajsts-4488	21	5	by	by	ADP
ajsts-4488	21	6	regulations	regulation	NOUN
ajsts-4488	21	7	face	face	VERB
ajsts-4488	21	8	high	high	ADJ
ajsts-4488	21	9	penalties	penalty	NOUN
ajsts-4488	21	10	together	together	ADV
ajsts-4488	21	11	with	with	ADP
ajsts-4488	21	12	legal	legal	ADJ
ajsts-4488	21	13	troubles	trouble	NOUN
ajsts-4488	21	14	and	and	CCONJ
ajsts-4488	21	15	erosion	erosion	NOUN
ajsts-4488	21	16	of	of	ADP
ajsts-4488	21	17	customer	customer	NOUN
ajsts-4488	21	18	trust	trust	NOUN
ajsts-4488	21	19	according	accord	VERB
ajsts-4488	21	20	to	to	ADP
ajsts-4488	21	21	cisco	cisco	PROPN
ajsts-4488	21	22	’s	’s	PART
ajsts-4488	21	23	2023	2023	NUM
ajsts-4488	21	24	data	datum	NOUN
ajsts-4488	21	25	privacy	privacy	NOUN
ajsts-4488	21	26	benchmark	benchmark	NOUN
ajsts-4488	21	27	report	report	NOUN
ajsts-4488	21	28	which	which	PRON
ajsts-4488	21	29	disproves	disprove	VERB
ajsts-4488	21	30	that	that	SCONJ
ajsts-4488	21	31	91	91	NUM
ajsts-4488	21	32	%	%	NOUN
ajsts-4488	21	33	of	of	ADP
ajsts-4488	21	34	attacked	attack	VERB
ajsts-4488	21	35	businesses	business	NOUN
ajsts-4488	21	36	sustained	sustain	VERB
ajsts-4488	21	37	reputation	reputation	NOUN
ajsts-4488	21	38	loss	loss	NOUN
ajsts-4488	21	39	through	through	ADP
ajsts-4488	21	40	security	security	NOUN
ajsts-4488	21	41	breaches	breach	NOUN
ajsts-4488	21	42	and	and	CCONJ
ajsts-4488	21	43	56	56	NUM
ajsts-4488	21	44	%	%	NOUN
ajsts-4488	21	45	faced	face	VERB
ajsts-4488	21	46	losing	lose	VERB
ajsts-4488	21	47	customers	customer	NOUN
ajsts-4488	21	48	because	because	SCONJ
ajsts-4488	21	49	of	of	ADP
ajsts-4488	21	50	weakened	weaken	VERB
ajsts-4488	21	51	security	security	NOUN
ajsts-4488	21	52	confidence	confidence	NOUN
ajsts-4488	21	53	(	(	PUNCT
ajsts-4488	21	54	cisco	cisco	NOUN
ajsts-4488	21	55	,	,	PUNCT
ajsts-4488	21	56	2023	2023	NUM
ajsts-4488	21	57	)	)	PUNCT
ajsts-4488	21	58	.	.	PUNCT
ajsts-4488	22	1	the	the	DET
ajsts-4488	22	2	instant	instant	ADJ
ajsts-4488	22	3	analysis	analysis	NOUN
ajsts-4488	22	4	of	of	ADP
ajsts-4488	22	5	massive	massive	ADJ
ajsts-4488	22	6	traffic	traffic	NOUN
ajsts-4488	22	7	data	datum	NOUN
ajsts-4488	22	8	by	by	ADP
ajsts-4488	22	9	ml	ml	NOUN
ajsts-4488	22	10	and	and	CCONJ
ajsts-4488	22	11	dl	dl	PROPN
ajsts-4488	22	12	algorithms	algorithm	NOUN
ajsts-4488	22	13	in	in	ADP
ajsts-4488	22	14	artificial	artificial	ADJ
ajsts-4488	22	15	intelligence	intelligence	NOUN
ajsts-4488	22	16	security	security	NOUN
ajsts-4488	22	17	solutions	solution	NOUN
ajsts-4488	22	18	has	have	AUX
ajsts-4488	22	19	become	become	VERB
ajsts-4488	22	20	crucial	crucial	ADJ
ajsts-4488	22	21	for	for	ADP
ajsts-4488	22	22	investment	investment	NOUN
ajsts-4488	22	23	against	against	ADP
ajsts-4488	22	24	current	current	ADJ
ajsts-4488	22	25	cybersecurity	cybersecurity	NOUN
ajsts-4488	22	26	threats	threat	NOUN
ajsts-4488	22	27	(	(	PUNCT
ajsts-4488	22	28	hossain	hossain	PROPN
ajsts-4488	22	29	&	&	CCONJ
ajsts-4488	22	30	nur	nur	PROPN
ajsts-4488	22	31	,	,	PUNCT
ajsts-4488	22	32	2024	2024	NUM
ajsts-4488	22	33	)	)	PUNCT
ajsts-4488	22	34	.	.	PUNCT
ajsts-4488	23	1	compatibility	compatibility	NOUN
ajsts-4488	23	2	between	between	ADP
ajsts-4488	23	3	security	security	NOUN
ajsts-4488	23	4	orchestration	orchestration	NOUN
ajsts-4488	23	5	,	,	PUNCT
ajsts-4488	23	6	automation	automation	NOUN
ajsts-4488	23	7	and	and	CCONJ
ajsts-4488	23	8	response	response	NOUN
ajsts-4488	23	9	(	(	PUNCT
ajsts-4488	23	10	soar	soar	PROPN
ajsts-4488	23	11	)	)	PUNCT
ajsts-4488	23	12	solutions	solution	NOUN
ajsts-4488	23	13	powered	power	VERB
ajsts-4488	23	14	with	with	ADP
ajsts-4488	23	15	ai	ai	INTJ
ajsts-4488	23	16	produces	produce	VERB
ajsts-4488	23	17	better	well	ADJ
ajsts-4488	23	18	security	security	NOUN
ajsts-4488	23	19	positions	position	NOUN
ajsts-4488	23	20	through	through	ADP
ajsts-4488	23	21	threat	threat	NOUN
ajsts-4488	23	22	pattern	pattern	NOUN
ajsts-4488	23	23	recognition	recognition	NOUN
ajsts-4488	23	24	while	while	SCONJ
ajsts-4488	23	25	human	human	ADJ
ajsts-4488	23	26	abilities	ability	NOUN
ajsts-4488	23	27	remain	remain	VERB
ajsts-4488	23	28	unable	unable	ADJ
ajsts-4488	23	29	to	to	PART
ajsts-4488	23	30	identify	identify	VERB
ajsts-4488	23	31	these	these	DET
ajsts-4488	23	32	patterns	pattern	NOUN
ajsts-4488	23	33	.	.	PUNCT
ajsts-4488	24	1	diagnoses	diagnosis	NOUN
ajsts-4488	24	2	performed	perform	VERB
ajsts-4488	24	3	by	by	ADP
ajsts-4488	24	4	mit	mit	PROPN
ajsts-4488	24	5	technology	technology	NOUN
ajsts-4488	24	6	review	review	NOUN
ajsts-4488	24	7	(	(	PUNCT
ajsts-4488	24	8	2023	2023	NUM
ajsts-4488	24	9	)	)	PUNCT
ajsts-4488	24	10	prove	prove	VERB
ajsts-4488	24	11	that	that	SCONJ
ajsts-4488	24	12	cybersecurity	cybersecurity	NOUN
ajsts-4488	24	13	systems	system	NOUN
ajsts-4488	24	14	using	use	VERB
ajsts-4488	24	15	pa	pa	PROPN
ajsts-4488	24	16	ge	ge	PROPN
ajsts-4488	24	17	38	38	NUM
ajsts-4488	24	18	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	24	19	am	be	AUX
ajsts-4488	24	20	.	.	PUNCT
ajsts-4488	25	1	j.	j.	PROPN
ajsts-4488	25	2	smart	smart	PROPN
ajsts-4488	25	3	.	.	PUNCT
ajsts-4488	26	1	technol	technol	PROPN
ajsts-4488	26	2	.	.	PUNCT
ajsts-4488	26	3	solutions	solution	NOUN
ajsts-4488	26	4	4(1	4(1	NOUN
ajsts-4488	26	5	)	)	PUNCT
ajsts-4488	26	6	37	37	NUM
ajsts-4488	26	7	-	-	SYM
ajsts-4488	26	8	48	48	NUM
ajsts-4488	26	9	,	,	PUNCT
ajsts-4488	26	10	2025	2025	NUM
ajsts-4488	26	11	ai	ai	VERB
ajsts-4488	26	12	technology	technology	NOUN
ajsts-4488	26	13	lower	low	ADJ
ajsts-4488	26	14	incident	incident	NOUN
ajsts-4488	26	15	response	response	NOUN
ajsts-4488	26	16	duration	duration	NOUN
ajsts-4488	26	17	by	by	ADP
ajsts-4488	26	18	90	90	NUM
ajsts-4488	26	19	%	%	NOUN
ajsts-4488	26	20	which	which	PRON
ajsts-4488	26	21	creates	create	VERB
ajsts-4488	26	22	stronger	strong	ADJ
ajsts-4488	26	23	business	business	NOUN
ajsts-4488	26	24	defenses	defense	NOUN
ajsts-4488	26	25	from	from	ADP
ajsts-4488	26	26	threats	threat	NOUN
ajsts-4488	26	27	(	(	PUNCT
ajsts-4488	26	28	mit	mit	NOUN
ajsts-4488	26	29	,	,	PUNCT
ajsts-4488	26	30	2023	2023	NUM
ajsts-4488	26	31	)	)	PUNCT
ajsts-4488	26	32	.	.	PUNCT
ajsts-4488	27	1	the	the	DET
ajsts-4488	27	2	ongoing	ongoing	ADJ
ajsts-4488	27	3	behavior	behavior	NOUN
ajsts-4488	27	4	changes	change	NOUN
ajsts-4488	27	5	in	in	ADP
ajsts-4488	27	6	cyber	cyber	PROPN
ajsts-4488	27	7	threats	threat	NOUN
ajsts-4488	27	8	force	force	VERB
ajsts-4488	27	9	organizations	organization	NOUN
ajsts-4488	27	10	to	to	PART
ajsts-4488	27	11	use	use	VERB
ajsts-4488	27	12	artificial	artificial	ADJ
ajsts-4488	27	13	intelligence	intelligence	NOUN
ajsts-4488	27	14	cybersecurity	cybersecurity	NOUN
ajsts-4488	27	15	methods	method	NOUN
ajsts-4488	27	16	for	for	ADP
ajsts-4488	27	17	digital	digital	ADJ
ajsts-4488	27	18	asset	asset	NOUN
ajsts-4488	27	19	protection	protection	NOUN
ajsts-4488	27	20	and	and	CCONJ
ajsts-4488	27	21	regulatory	regulatory	ADJ
ajsts-4488	27	22	compliance	compliance	NOUN
ajsts-4488	27	23	and	and	CCONJ
ajsts-4488	27	24	continual	continual	ADJ
ajsts-4488	27	25	operational	operational	ADJ
ajsts-4488	27	26	safety	safety	NOUN
ajsts-4488	27	27	.	.	PUNCT
ajsts-4488	28	1	computing	compute	VERB
ajsts-4488	28	2	today	today	NOUN
ajsts-4488	28	3	’s	’s	PART
ajsts-4488	28	4	cybersecurity	cybersecurity	NOUN
ajsts-4488	28	5	employs	employ	VERB
ajsts-4488	28	6	the	the	DET
ajsts-4488	28	7	applications	application	NOUN
ajsts-4488	28	8	of	of	ADP
ajsts-4488	28	9	ai	ai	VERB
ajsts-4488	28	10	to	to	PART
ajsts-4488	28	11	build	build	VERB
ajsts-4488	28	12	up	up	ADP
ajsts-4488	28	13	the	the	DET
ajsts-4488	28	14	disruptive	disruptive	ADJ
ajsts-4488	28	15	operations	operation	NOUN
ajsts-4488	28	16	of	of	ADP
ajsts-4488	28	17	result	result	NOUN
ajsts-4488	28	18	analysis	analysis	NOUN
ajsts-4488	28	19	and	and	CCONJ
ajsts-4488	28	20	automatic	automatic	ADJ
ajsts-4488	28	21	reaction	reaction	NOUN
ajsts-4488	28	22	to	to	ADP
ajsts-4488	28	23	threats	threat	NOUN
ajsts-4488	28	24	regarding	regard	VERB
ajsts-4488	28	25	cybercrimes	cybercrime	NOUN
ajsts-4488	28	26	.	.	PUNCT
ajsts-4488	29	1	the	the	DET
ajsts-4488	29	2	strategies	strategy	NOUN
ajsts-4488	29	3	that	that	PRON
ajsts-4488	29	4	have	have	AUX
ajsts-4488	29	5	been	be	AUX
ajsts-4488	29	6	developed	develop	VERB
ajsts-4488	29	7	to	to	PART
ajsts-4488	29	8	combat	combat	VERB
ajsts-4488	29	9	these	these	DET
ajsts-4488	29	10	forms	form	NOUN
ajsts-4488	29	11	of	of	ADP
ajsts-4488	29	12	cyber	cyber	NOUN
ajsts-4488	29	13	threats	threat	NOUN
ajsts-4488	29	14	prove	prove	VERB
ajsts-4488	29	15	useless	useless	ADJ
ajsts-4488	29	16	in	in	ADP
ajsts-4488	29	17	preventing	prevent	VERB
ajsts-4488	29	18	new	new	ADJ
ajsts-4488	29	19	and	and	CCONJ
ajsts-4488	29	20	constantly	constantly	ADV
ajsts-4488	29	21	developing	develop	VERB
ajsts-4488	29	22	zero	zero	NUM
ajsts-4488	29	23	day	day	NOUN
ajsts-4488	29	24	threats	threat	NOUN
ajsts-4488	29	25	.	.	PUNCT
ajsts-4488	30	1	ai	ai	VERB
ajsts-4488	30	2	cybersecurity	cybersecurity	NOUN
ajsts-4488	30	3	solution	solution	NOUN
ajsts-4488	30	4	integrates	integrate	VERB
ajsts-4488	30	5	machine	machine	NOUN
ajsts-4488	30	6	learning	learning	NOUN
ajsts-4488	30	7	and	and	CCONJ
ajsts-4488	30	8	deep	deep	ADJ
ajsts-4488	30	9	learning	learning	NOUN
ajsts-4488	30	10	together	together	ADV
ajsts-4488	30	11	with	with	ADP
ajsts-4488	30	12	behavior	behavior	NOUN
ajsts-4488	30	13	analytics	analytic	NOUN
ajsts-4488	30	14	for	for	ADP
ajsts-4488	30	15	the	the	DET
ajsts-4488	30	16	prevention	prevention	NOUN
ajsts-4488	30	17	of	of	ADP
ajsts-4488	30	18	unknown	unknown	ADJ
ajsts-4488	30	19	threats	threat	NOUN
ajsts-4488	30	20	and	and	CCONJ
ajsts-4488	30	21	providing	provide	VERB
ajsts-4488	30	22	autonomous	autonomous	ADJ
ajsts-4488	30	23	reaction	reaction	NOUN
ajsts-4488	30	24	during	during	ADP
ajsts-4488	30	25	an	an	DET
ajsts-4488	30	26	analysis	analysis	NOUN
ajsts-4488	30	27	of	of	ADP
ajsts-4488	30	28	extended	extended	ADJ
ajsts-4488	30	29	behavioral	behavioral	ADJ
ajsts-4488	30	30	activity	activity	NOUN
ajsts-4488	30	31	.	.	PUNCT
ajsts-4488	31	1	idps	idps	NOUN
ajsts-4488	31	2	powered	power	VERB
ajsts-4488	31	3	by	by	ADP
ajsts-4488	31	4	ai	ai	PROPN
ajsts-4488	31	5	functions	function	NOUN
ajsts-4488	31	6	as	as	ADP
ajsts-4488	31	7	a	a	DET
ajsts-4488	31	8	vital	vital	ADJ
ajsts-4488	31	9	network	network	NOUN
ajsts-4488	31	10	traffic	traffic	NOUN
ajsts-4488	31	11	monitoring	monitoring	NOUN
ajsts-4488	31	12	system	system	NOUN
ajsts-4488	31	13	that	that	PRON
ajsts-4488	31	14	detects	detect	VERB
ajsts-4488	31	15	irregular	irregular	ADJ
ajsts-4488	31	16	activities	activity	NOUN
ajsts-4488	31	17	before	before	SCONJ
ajsts-4488	31	18	security	security	NOUN
ajsts-4488	31	19	breaches	breach	NOUN
ajsts-4488	31	20	occur	occur	VERB
ajsts-4488	31	21	according	accord	VERB
ajsts-4488	31	22	to	to	ADP
ajsts-4488	31	23	abdullahi	abdullahi	PROPN
ajsts-4488	31	24	et	et	PROPN
ajsts-4488	31	25	al	al	PROPN
ajsts-4488	31	26	.	.	PROPN
ajsts-4488	31	27	(	(	PUNCT
ajsts-4488	31	28	2022	2022	NUM
ajsts-4488	31	29	)	)	PUNCT
ajsts-4488	31	30	.	.	PUNCT
ajsts-4488	32	1	ai	ai	VERB
ajsts-4488	32	2	reconstructs	reconstruct	VERB
ajsts-4488	32	3	malware	malware	NOUN
ajsts-4488	32	4	and	and	CCONJ
ajsts-4488	32	5	phishing	phishe	VERB
ajsts-4488	32	6	detection	detection	NOUN
ajsts-4488	32	7	processes	process	NOUN
ajsts-4488	32	8	through	through	ADP
ajsts-4488	32	9	improved	improve	VERB
ajsts-4488	32	10	identification	identification	NOUN
ajsts-4488	32	11	capabilities	capability	NOUN
ajsts-4488	32	12	regarding	regard	VERB
ajsts-4488	32	13	malicious	malicious	ADJ
ajsts-4488	32	14	emails	email	NOUN
ajsts-4488	32	15	and	and	CCONJ
ajsts-4488	32	16	malware	malware	NOUN
ajsts-4488	32	17	-	-	PUNCT
ajsts-4488	32	18	infected	infect	VERB
ajsts-4488	32	19	files	file	NOUN
ajsts-4488	32	20	and	and	CCONJ
ajsts-4488	32	21	fraudulent	fraudulent	ADJ
ajsts-4488	32	22	websites	website	NOUN
ajsts-4488	32	23	beyond	beyond	ADP
ajsts-4488	32	24	traditional	traditional	ADJ
ajsts-4488	32	25	antivirus	antivirus	NOUN
ajsts-4488	32	26	systems	system	NOUN
ajsts-4488	32	27	(	(	PUNCT
ajsts-4488	32	28	truong	truong	PROPN
ajsts-4488	32	29	et	et	PROPN
ajsts-4488	32	30	al	al	PROPN
ajsts-4488	32	31	.	.	PROPN
ajsts-4488	32	32	,	,	PUNCT
ajsts-4488	32	33	2020	2020	NUM
ajsts-4488	32	34	)	)	PUNCT
ajsts-4488	32	35	.	.	PUNCT
ajsts-4488	33	1	the	the	DET
ajsts-4488	33	2	implementation	implementation	NOUN
ajsts-4488	33	3	of	of	ADP
ajsts-4488	33	4	soar	soar	PROPN
ajsts-4488	33	5	technology	technology	NOUN
ajsts-4488	33	6	with	with	ADP
ajsts-4488	33	7	ai	ai	ADJ
ajsts-4488	33	8	capabilities	capability	NOUN
ajsts-4488	33	9	reaches	reach	VERB
ajsts-4488	33	10	new	new	ADJ
ajsts-4488	33	11	heights	height	NOUN
ajsts-4488	33	12	in	in	ADP
ajsts-4488	33	13	security	security	NOUN
ajsts-4488	33	14	management	management	NOUN
ajsts-4488	33	15	because	because	SCONJ
ajsts-4488	33	16	it	it	PRON
ajsts-4488	33	17	automates	automate	VERB
ajsts-4488	33	18	threat	threat	NOUN
ajsts-4488	33	19	handling	handling	NOUN
ajsts-4488	33	20	which	which	PRON
ajsts-4488	33	21	results	result	VERB
ajsts-4488	33	22	in	in	ADP
ajsts-4488	33	23	rapid	rapid	ADJ
ajsts-4488	33	24	responses	response	NOUN
ajsts-4488	33	25	and	and	CCONJ
ajsts-4488	33	26	reduced	reduced	ADJ
ajsts-4488	33	27	damage	damage	NOUN
ajsts-4488	33	28	potential	potential	NOUN
ajsts-4488	33	29	(	(	PUNCT
ajsts-4488	33	30	hernándezrivas	hernándezrivas	X
ajsts-4488	33	31	et	et	PROPN
ajsts-4488	33	32	al	al	PROPN
ajsts-4488	33	33	.	.	PROPN
ajsts-4488	33	34	,	,	PUNCT
ajsts-4488	33	35	2024	2024	NUM
ajsts-4488	33	36	)	)	PUNCT
ajsts-4488	33	37	.	.	PUNCT
ajsts-4488	34	1	artificial	artificial	ADJ
ajsts-4488	34	2	intelligence	intelligence	NOUN
ajsts-4488	34	3	uses	use	VERB
ajsts-4488	34	4	threat	threat	NOUN
ajsts-4488	34	5	intelligence	intelligence	NOUN
ajsts-4488	34	6	and	and	CCONJ
ajsts-4488	34	7	predictive	predictive	ADJ
ajsts-4488	34	8	analytics	analytic	NOUN
ajsts-4488	34	9	to	to	PART
ajsts-4488	34	10	collect	collect	VERB
ajsts-4488	34	11	data	datum	NOUN
ajsts-4488	34	12	from	from	ADP
ajsts-4488	34	13	many	many	ADJ
ajsts-4488	34	14	sources	source	NOUN
ajsts-4488	34	15	and	and	CCONJ
ajsts-4488	34	16	analyze	analyze	VERB
ajsts-4488	34	17	historical	historical	ADJ
ajsts-4488	34	18	security	security	NOUN
ajsts-4488	34	19	patterns	pattern	NOUN
ajsts-4488	34	20	for	for	ADP
ajsts-4488	34	21	predetermining	predetermine	VERB
ajsts-4488	34	22	upcoming	upcoming	ADJ
ajsts-4488	34	23	cyber	cyber	NOUN
ajsts-4488	34	24	threats	threat	NOUN
ajsts-4488	34	25	(	(	PUNCT
ajsts-4488	34	26	islam	islam	PROPN
ajsts-4488	34	27	et	et	PROPN
ajsts-4488	34	28	al	al	PROPN
ajsts-4488	34	29	.	.	PROPN
ajsts-4488	34	30	,	,	PUNCT
ajsts-4488	34	31	2024	2024	NUM
ajsts-4488	34	32	)	)	PUNCT
ajsts-4488	34	33	.	.	PUNCT
ajsts-4488	35	1	security	security	NOUN
ajsts-4488	35	2	monitoring	monitoring	NOUN
ajsts-4488	35	3	has	have	AUX
ajsts-4488	35	4	experienced	experience	VERB
ajsts-4488	35	5	transformation	transformation	NOUN
ajsts-4488	35	6	through	through	ADP
ajsts-4488	35	7	user	user	NOUN
ajsts-4488	35	8	and	and	CCONJ
ajsts-4488	35	9	entity	entity	NOUN
ajsts-4488	35	10	behavior	behavior	NOUN
ajsts-4488	35	11	analytics	analytic	NOUN
ajsts-4488	35	12	(	(	PUNCT
ajsts-4488	35	13	ueba	ueba	PROPN
ajsts-4488	35	14	)	)	PUNCT
ajsts-4488	35	15	behavioral	behavioral	ADJ
ajsts-4488	35	16	anomaly	anomaly	NOUN
ajsts-4488	35	17	detection	detection	NOUN
ajsts-4488	35	18	,	,	PUNCT
ajsts-4488	35	19	which	which	PRON
ajsts-4488	35	20	identifies	identify	VERB
ajsts-4488	35	21	deviations	deviation	NOUN
ajsts-4488	35	22	in	in	ADP
ajsts-4488	35	23	login	login	NOUN
ajsts-4488	35	24	behavior	behavior	NOUN
ajsts-4488	35	25	and	and	CCONJ
ajsts-4488	35	26	access	access	NOUN
ajsts-4488	35	27	requests	request	NOUN
ajsts-4488	35	28	as	as	ADV
ajsts-4488	35	29	well	well	ADV
ajsts-4488	35	30	as	as	ADP
ajsts-4488	35	31	network	network	NOUN
ajsts-4488	35	32	traffic	traffic	NOUN
ajsts-4488	35	33	anomalies	anomaly	NOUN
ajsts-4488	35	34	so	so	SCONJ
ajsts-4488	35	35	organizations	organization	NOUN
ajsts-4488	35	36	can	can	AUX
ajsts-4488	35	37	stop	stop	VERB
ajsts-4488	35	38	insider	insider	NOUN
ajsts-4488	35	39	threats	threat	NOUN
ajsts-4488	35	40	along	along	ADP
ajsts-4488	35	41	with	with	ADP
ajsts-4488	35	42	unauthorized	unauthorized	ADJ
ajsts-4488	35	43	access	access	NOUN
ajsts-4488	35	44	(	(	PUNCT
ajsts-4488	35	45	zhang	zhang	PROPN
ajsts-4488	35	46	et	et	PROPN
ajsts-4488	35	47	al	al	PROPN
ajsts-4488	35	48	.	.	PROPN
ajsts-4488	35	49	,	,	PUNCT
ajsts-4488	35	50	2022	2022	NUM
ajsts-4488	35	51	)	)	PUNCT
ajsts-4488	35	52	.	.	PUNCT
ajsts-4488	36	1	in	in	ADP
ajsts-4488	36	2	the	the	DET
ajsts-4488	36	3	study	study	NOUN
ajsts-4488	36	4	done	do	VERB
ajsts-4488	36	5	by	by	ADP
ajsts-4488	36	6	zhang	zhang	PROPN
ajsts-4488	36	7	et	et	PROPN
ajsts-4488	36	8	al	al	PROPN
ajsts-4488	36	9	.	.	PROPN
ajsts-4488	37	1	(	(	PUNCT
ajsts-4488	37	2	2022	2022	NUM
ajsts-4488	37	3	)	)	PUNCT
ajsts-4488	37	4	,	,	PUNCT
ajsts-4488	37	5	it	it	PRON
ajsts-4488	37	6	was	be	AUX
ajsts-4488	37	7	revealed	reveal	VERB
ajsts-4488	37	8	that	that	SCONJ
ajsts-4488	37	9	the	the	DET
ajsts-4488	37	10	threat	threat	NOUN
ajsts-4488	37	11	detection	detection	NOUN
ajsts-4488	37	12	index	index	NOUN
ajsts-4488	37	13	is	be	AUX
ajsts-4488	37	14	enhanced	enhance	VERB
ajsts-4488	37	15	to	to	ADP
ajsts-4488	37	16	98	98	NUM
ajsts-4488	37	17	%	%	NOUN
ajsts-4488	37	18	when	when	SCONJ
ajsts-4488	37	19	integrated	integrate	VERB
ajsts-4488	37	20	with	with	ADP
ajsts-4488	37	21	ai	ai	NOUN
ajsts-4488	37	22	,	,	PUNCT
ajsts-4488	37	23	while	while	SCONJ
ajsts-4488	37	24	the	the	DET
ajsts-4488	37	25	index	index	NOUN
ajsts-4488	37	26	for	for	ADP
ajsts-4488	37	27	false	false	ADJ
ajsts-4488	37	28	positives	positive	NOUN
ajsts-4488	37	29	is	be	AUX
ajsts-4488	37	30	reduced	reduce	VERB
ajsts-4488	37	31	by	by	ADP
ajsts-4488	37	32	40	40	NUM
ajsts-4488	37	33	%	%	NOUN
ajsts-4488	37	34	with	with	ADP
ajsts-4488	37	35	respect	respect	NOUN
ajsts-4488	37	36	to	to	ADP
ajsts-4488	37	37	security	security	NOUN
ajsts-4488	37	38	applications	application	NOUN
ajsts-4488	37	39	.	.	PUNCT
ajsts-4488	38	1	through	through	ADP
ajsts-4488	38	2	ai	ai	ADJ
ajsts-4488	38	3	-	-	PUNCT
ajsts-4488	38	4	powered	power	VERB
ajsts-4488	38	5	cybersecurity	cybersecurity	NOUN
ajsts-4488	38	6	frameworks	framework	NOUN
ajsts-4488	38	7	companies	company	NOUN
ajsts-4488	38	8	achieve	achieve	VERB
ajsts-4488	38	9	more	more	ADV
ajsts-4488	38	10	successful	successful	ADJ
ajsts-4488	38	11	threat	threat	NOUN
ajsts-4488	38	12	identification	identification	NOUN
ajsts-4488	38	13	and	and	CCONJ
ajsts-4488	38	14	their	their	PRON
ajsts-4488	38	15	operations	operation	NOUN
ajsts-4488	38	16	scale	scale	VERB
ajsts-4488	38	17	up	up	ADP
ajsts-4488	38	18	while	while	SCONJ
ajsts-4488	38	19	becoming	become	VERB
ajsts-4488	38	20	more	more	ADV
ajsts-4488	38	21	efficient	efficient	ADJ
ajsts-4488	38	22	which	which	PRON
ajsts-4488	38	23	lightens	lighten	VERB
ajsts-4488	38	24	the	the	DET
ajsts-4488	38	25	security	security	NOUN
ajsts-4488	38	26	personnel	personnel	NOUN
ajsts-4488	38	27	workload	workload	NOUN
ajsts-4488	38	28	and	and	CCONJ
ajsts-4488	38	29	protects	protect	VERB
ajsts-4488	38	30	them	they	PRON
ajsts-4488	38	31	from	from	ADP
ajsts-4488	38	32	advanced	advanced	ADJ
ajsts-4488	38	33	cyber	cyber	NOUN
ajsts-4488	38	34	attacks	attack	NOUN
ajsts-4488	38	35	.	.	PUNCT
ajsts-4488	39	1	software	software	NOUN
ajsts-4488	39	2	development	development	NOUN
ajsts-4488	39	3	has	have	AUX
ajsts-4488	39	4	progressed	progress	VERB
ajsts-4488	39	5	toward	toward	ADP
ajsts-4488	39	6	essential	essential	ADJ
ajsts-4488	39	7	adoption	adoption	NOUN
ajsts-4488	39	8	of	of	ADP
ajsts-4488	39	9	ai	ai	NOUN
ajsts-4488	39	10	because	because	SCONJ
ajsts-4488	39	11	of	of	ADP
ajsts-4488	39	12	its	its	PRON
ajsts-4488	39	13	automated	automate	VERB
ajsts-4488	39	14	threat	threat	NOUN
ajsts-4488	39	15	management	management	NOUN
ajsts-4488	39	16	systems	system	NOUN
ajsts-4488	39	17	which	which	PRON
ajsts-4488	39	18	boost	boost	VERB
ajsts-4488	39	19	decision	decision	NOUN
ajsts-4488	39	20	quality	quality	NOUN
ajsts-4488	39	21	(	(	PUNCT
ajsts-4488	39	22	hossain	hossain	PROPN
ajsts-4488	39	23	et	et	PROPN
ajsts-4488	39	24	al	al	PROPN
ajsts-4488	39	25	.	.	PROPN
ajsts-4488	39	26	,	,	PUNCT
ajsts-4488	39	27	2024	2024	NUM
ajsts-4488	39	28	)	)	PUNCT
ajsts-4488	39	29	and	and	CCONJ
ajsts-4488	39	30	penetrate	penetrate	VERB
ajsts-4488	39	31	vulnerabilities	vulnerability	NOUN
ajsts-4488	39	32	instantly	instantly	ADV
ajsts-4488	39	33	thus	thus	ADV
ajsts-4488	39	34	becoming	become	VERB
ajsts-4488	39	35	essential	essential	ADJ
ajsts-4488	39	36	for	for	ADP
ajsts-4488	39	37	present	present	ADJ
ajsts-4488	39	38	-	-	PUNCT
ajsts-4488	39	39	day	day	NOUN
ajsts-4488	39	40	cybersecurity	cybersecurity	NOUN
ajsts-4488	39	41	approaches	approach	NOUN
ajsts-4488	39	42	.	.	PUNCT
ajsts-4488	40	1	current	current	ADJ
ajsts-4488	40	2	ai	ai	PROPN
ajsts-4488	40	3	solution	solution	NOUN
ajsts-4488	40	4	evolution	evolution	NOUN
ajsts-4488	40	5	requires	require	VERB
ajsts-4488	40	6	companies	company	NOUN
ajsts-4488	40	7	to	to	PART
ajsts-4488	40	8	dedicate	dedicate	VERB
ajsts-4488	40	9	funds	fund	NOUN
ajsts-4488	40	10	toward	toward	ADP
ajsts-4488	40	11	building	build	VERB
ajsts-4488	40	12	ai	ai	NOUN
ajsts-4488	40	13	-	-	PUNCT
ajsts-4488	40	14	based	base	VERB
ajsts-4488	40	15	cybersecurity	cybersecurity	NOUN
ajsts-4488	40	16	systems	system	NOUN
ajsts-4488	40	17	to	to	PART
ajsts-4488	40	18	maintain	maintain	VERB
ajsts-4488	40	19	their	their	PRON
ajsts-4488	40	20	lead	lead	NOUN
ajsts-4488	40	21	against	against	ADP
ajsts-4488	40	22	cybercriminals	cybercriminal	NOUN
ajsts-4488	40	23	and	and	CCONJ
ajsts-4488	40	24	reduce	reduce	VERB
ajsts-4488	40	25	security	security	NOUN
ajsts-4488	40	26	breaches	breach	NOUN
ajsts-4488	40	27	and	and	CCONJ
ajsts-4488	40	28	enhance	enhance	VERB
ajsts-4488	40	29	their	their	PRON
ajsts-4488	40	30	cyber	cyber	ADJ
ajsts-4488	40	31	resilience	resilience	NOUN
ajsts-4488	40	32	.	.	PUNCT
ajsts-4488	41	1	the	the	DET
ajsts-4488	41	2	study	study	NOUN
ajsts-4488	41	3	aims	aim	VERB
ajsts-4488	41	4	to	to	PART
ajsts-4488	41	5	understand	understand	VERB
ajsts-4488	41	6	the	the	DET
ajsts-4488	41	7	changes	change	NOUN
ajsts-4488	41	8	in	in	ADP
ajsts-4488	41	9	the	the	DET
ajsts-4488	41	10	methods	method	NOUN
ajsts-4488	41	11	and	and	CCONJ
ajsts-4488	41	12	approaches	approach	NOUN
ajsts-4488	41	13	employed	employ	VERB
ajsts-4488	41	14	in	in	ADP
ajsts-4488	41	15	business	business	NOUN
ajsts-4488	41	16	on	on	ADP
ajsts-4488	41	17	threat	threat	NOUN
ajsts-4488	41	18	identification	identification	NOUN
ajsts-4488	41	19	and	and	CCONJ
ajsts-4488	41	20	handling	handling	NOUN
ajsts-4488	41	21	due	due	ADP
ajsts-4488	41	22	to	to	ADP
ajsts-4488	41	23	the	the	DET
ajsts-4488	41	24	integration	integration	NOUN
ajsts-4488	41	25	of	of	ADP
ajsts-4488	41	26	ai	ai	NOUN
ajsts-4488	41	27	in	in	ADP
ajsts-4488	41	28	cybersecurity	cybersecurity	NOUN
ajsts-4488	41	29	solutions	solution	NOUN
ajsts-4488	41	30	.	.	PUNCT
ajsts-4488	42	1	with	with	ADP
ajsts-4488	42	2	the	the	DET
ajsts-4488	42	3	definition	definition	NOUN
ajsts-4488	42	4	of	of	ADP
ajsts-4488	42	5	so	so	ADV
ajsts-4488	42	6	many	many	ADJ
ajsts-4488	42	7	threats	threat	NOUN
ajsts-4488	42	8	expanding	expand	VERB
ajsts-4488	42	9	in	in	ADP
ajsts-4488	42	10	the	the	DET
ajsts-4488	42	11	cyber	cyber	NOUN
ajsts-4488	42	12	space	space	NOUN
ajsts-4488	42	13	,	,	PUNCT
ajsts-4488	42	14	it	it	PRON
ajsts-4488	42	15	is	be	AUX
ajsts-4488	42	16	imperative	imperative	ADJ
ajsts-4488	42	17	that	that	SCONJ
ajsts-4488	42	18	organisations	organisation	NOUN
ajsts-4488	42	19	extend	extend	VERB
ajsts-4488	42	20	discreet	discreet	ADJ
ajsts-4488	42	21	measures	measure	NOUN
ajsts-4488	42	22	to	to	PART
ajsts-4488	42	23	counter	counter	VERB
ajsts-4488	42	24	the	the	DET
ajsts-4488	42	25	new	new	ADJ
ajsts-4488	42	26	age	age	NOUN
ajsts-4488	42	27	threats	threat	NOUN
ajsts-4488	42	28	better	well	ADV
ajsts-4488	42	29	.	.	PUNCT
ajsts-4488	43	1	the	the	DET
ajsts-4488	43	2	study	study	NOUN
ajsts-4488	43	3	’s	’s	PART
ajsts-4488	43	4	objective	objective	NOUN
ajsts-4488	43	5	focuses	focus	VERB
ajsts-4488	43	6	on	on	ADP
ajsts-4488	43	7	examining	examine	VERB
ajsts-4488	43	8	the	the	DET
ajsts-4488	43	9	capability	capability	NOUN
ajsts-4488	43	10	and	and	CCONJ
ajsts-4488	43	11	efficiency	efficiency	NOUN
ajsts-4488	43	12	of	of	ADP
ajsts-4488	43	13	ai	ai	VERB
ajsts-4488	43	14	security	security	NOUN
ajsts-4488	43	15	models	model	NOUN
ajsts-4488	43	16	to	to	PART
ajsts-4488	43	17	prevent	prevent	VERB
ajsts-4488	43	18	potential	potential	ADJ
ajsts-4488	43	19	cyberattacks	cyberattack	NOUN
ajsts-4488	43	20	and	and	CCONJ
ajsts-4488	43	21	discussing	discuss	VERB
ajsts-4488	43	22	its	its	PRON
ajsts-4488	43	23	strengths	strength	NOUN
ajsts-4488	43	24	and	and	CCONJ
ajsts-4488	43	25	weaknesses	weakness	NOUN
ajsts-4488	43	26	in	in	ADP
ajsts-4488	43	27	contrast	contrast	NOUN
ajsts-4488	43	28	to	to	ADP
ajsts-4488	43	29	conventional	conventional	ADJ
ajsts-4488	43	30	security	security	NOUN
ajsts-4488	43	31	systems	system	NOUN
ajsts-4488	43	32	.	.	PUNCT
ajsts-4488	44	1	furthermore	furthermore	ADV
ajsts-4488	44	2	,	,	PUNCT
ajsts-4488	44	3	the	the	DET
ajsts-4488	44	4	study	study	NOUN
ajsts-4488	44	5	examines	examine	VERB
ajsts-4488	44	6	the	the	DET
ajsts-4488	44	7	employment	employment	NOUN
ajsts-4488	44	8	of	of	ADP
ajsts-4488	44	9	ai	ai	ADJ
ajsts-4488	44	10	methods	method	NOUN
ajsts-4488	44	11	including	include	VERB
ajsts-4488	44	12	ml	ml	PROPN
ajsts-4488	44	13	,	,	PUNCT
ajsts-4488	44	14	dl	dl	NOUN
ajsts-4488	44	15	,	,	PUNCT
ajsts-4488	44	16	and	and	CCONJ
ajsts-4488	44	17	nlp	nlp	NOUN
ajsts-4488	44	18	in	in	ADP
ajsts-4488	44	19	the	the	DET
ajsts-4488	44	20	specified	specified	ADJ
ajsts-4488	44	21	field	field	NOUN
ajsts-4488	44	22	to	to	PART
ajsts-4488	44	23	determine	determine	VERB
ajsts-4488	44	24	their	their	PRON
ajsts-4488	44	25	benefits	benefit	NOUN
ajsts-4488	44	26	in	in	ADP
ajsts-4488	44	27	enhancing	enhance	VERB
ajsts-4488	44	28	the	the	DET
ajsts-4488	44	29	automated	automate	VERB
ajsts-4488	44	30	response	response	NOUN
ajsts-4488	44	31	to	to	ADP
ajsts-4488	44	32	the	the	DET
ajsts-4488	44	33	events	event	NOUN
ajsts-4488	44	34	,	,	PUNCT
ajsts-4488	44	35	identification	identification	NOUN
ajsts-4488	44	36	of	of	ADP
ajsts-4488	44	37	anomalies	anomaly	NOUN
ajsts-4488	44	38	,	,	PUNCT
ajsts-4488	44	39	and	and	CCONJ
ajsts-4488	44	40	use	use	NOUN
ajsts-4488	44	41	of	of	ADP
ajsts-4488	44	42	predictive	predictive	ADJ
ajsts-4488	44	43	analysis	analysis	NOUN
ajsts-4488	44	44	in	in	ADP
ajsts-4488	44	45	cybersecurity	cybersecurity	NOUN
ajsts-4488	44	46	.	.	PUNCT
ajsts-4488	45	1	one	one	NUM
ajsts-4488	45	2	of	of	ADP
ajsts-4488	45	3	the	the	DET
ajsts-4488	45	4	aims	aim	NOUN
ajsts-4488	45	5	is	be	AUX
ajsts-4488	45	6	to	to	PART
ajsts-4488	45	7	study	study	VERB
ajsts-4488	45	8	the	the	DET
ajsts-4488	45	9	trends	trend	NOUN
ajsts-4488	45	10	and	and	CCONJ
ajsts-4488	45	11	types	type	NOUN
ajsts-4488	45	12	of	of	ADP
ajsts-4488	45	13	real	real	ADJ
ajsts-4488	45	14	-	-	PUNCT
ajsts-4488	45	15	life	life	NOUN
ajsts-4488	45	16	threats	threat	NOUN
ajsts-4488	45	17	that	that	PRON
ajsts-4488	45	18	companies	company	NOUN
ajsts-4488	45	19	experience	experience	VERB
ajsts-4488	45	20	and	and	CCONJ
ajsts-4488	45	21	how	how	SCONJ
ajsts-4488	45	22	the	the	DET
ajsts-4488	45	23	application	application	NOUN
ajsts-4488	45	24	of	of	ADP
ajsts-4488	45	25	ai	ai	NOUN
ajsts-4488	45	26	can	can	AUX
ajsts-4488	45	27	help	help	VERB
ajsts-4488	45	28	towards	towards	ADP
ajsts-4488	45	29	managing	manage	VERB
ajsts-4488	45	30	the	the	DET
ajsts-4488	45	31	impact	impact	NOUN
ajsts-4488	45	32	of	of	ADP
ajsts-4488	45	33	such	such	ADJ
ajsts-4488	45	34	threats	threat	NOUN
ajsts-4488	45	35	for	for	ADP
ajsts-4488	45	36	building	build	VERB
ajsts-4488	45	37	up	up	ADP
ajsts-4488	45	38	the	the	DET
ajsts-4488	45	39	cyber	cyber	NOUN
ajsts-4488	45	40	-	-	PUNCT
ajsts-4488	45	41	security	security	NOUN
ajsts-4488	45	42	system	system	NOUN
ajsts-4488	45	43	.	.	PUNCT
ajsts-4488	46	1	this	this	DET
ajsts-4488	46	2	study	study	NOUN
ajsts-4488	46	3	contributes	contribute	VERB
ajsts-4488	46	4	to	to	ADP
ajsts-4488	46	5	the	the	DET
ajsts-4488	46	6	knowledge	knowledge	NOUN
ajsts-4488	46	7	of	of	ADP
ajsts-4488	46	8	businesses	business	NOUN
ajsts-4488	46	9	,	,	PUNCT
ajsts-4488	46	10	cybersecurity	cybersecurity	NOUN
ajsts-4488	46	11	experts	expert	NOUN
ajsts-4488	46	12	,	,	PUNCT
ajsts-4488	46	13	and	and	CCONJ
ajsts-4488	46	14	policymakers	policymaker	NOUN
ajsts-4488	46	15	as	as	SCONJ
ajsts-4488	46	16	it	it	PRON
ajsts-4488	46	17	provides	provide	VERB
ajsts-4488	46	18	an	an	DET
ajsts-4488	46	19	idea	idea	NOUN
ajsts-4488	46	20	of	of	ADP
ajsts-4488	46	21	the	the	DET
ajsts-4488	46	22	process	process	NOUN
ajsts-4488	46	23	of	of	ADP
ajsts-4488	46	24	including	include	VERB
ajsts-4488	46	25	ai	ai	VERB
ajsts-4488	46	26	into	into	ADP
ajsts-4488	46	27	cybersecurity	cybersecurity	NOUN
ajsts-4488	46	28	frameworks	framework	NOUN
ajsts-4488	46	29	.	.	PUNCT
ajsts-4488	47	1	artificial	artificial	ADJ
ajsts-4488	47	2	intelligence	intelligence	NOUN
ajsts-4488	47	3	helps	help	VERB
ajsts-4488	47	4	in	in	ADP
ajsts-4488	47	5	bolstering	bolster	VERB
ajsts-4488	47	6	cybersecurity	cybersecurity	NOUN
ajsts-4488	47	7	and	and	CCONJ
ajsts-4488	47	8	strengthening	strengthen	VERB
ajsts-4488	47	9	the	the	DET
ajsts-4488	47	10	protection	protection	NOUN
ajsts-4488	47	11	paradigm	paradigm	NOUN
ajsts-4488	47	12	of	of	ADP
ajsts-4488	47	13	organizations	organization	NOUN
ajsts-4488	47	14	to	to	PART
ajsts-4488	47	15	mitigate	mitigate	VERB
ajsts-4488	47	16	emerging	emerge	VERB
ajsts-4488	47	17	summons	summon	NOUN
ajsts-4488	47	18	,	,	PUNCT
ajsts-4488	47	19	threats	threat	NOUN
ajsts-4488	47	20	,	,	PUNCT
ajsts-4488	47	21	and	and	CCONJ
ajsts-4488	47	22	attacks	attack	NOUN
ajsts-4488	47	23	continuously	continuously	ADV
ajsts-4488	47	24	and	and	CCONJ
ajsts-4488	47	25	instantaneously	instantaneously	ADV
ajsts-4488	47	26	.	.	PUNCT
ajsts-4488	48	1	also	also	ADV
ajsts-4488	48	2	,	,	PUNCT
ajsts-4488	48	3	with	with	ADP
ajsts-4488	48	4	the	the	DET
ajsts-4488	48	5	aid	aid	NOUN
ajsts-4488	48	6	of	of	ADP
ajsts-4488	48	7	advanced	advanced	ADJ
ajsts-4488	48	8	it	it	PRON
ajsts-4488	48	9	security	security	NOUN
ajsts-4488	48	10	,	,	PUNCT
ajsts-4488	48	11	it	it	PRON
ajsts-4488	48	12	minimizes	minimize	VERB
ajsts-4488	48	13	risks	risk	NOUN
ajsts-4488	48	14	and	and	CCONJ
ajsts-4488	48	15	damages	damage	NOUN
ajsts-4488	48	16	that	that	PRON
ajsts-4488	48	17	might	might	AUX
ajsts-4488	48	18	cause	cause	VERB
ajsts-4488	48	19	company	company	NOUN
ajsts-4488	48	20	’s	’s	PART
ajsts-4488	48	21	loss	loss	NOUN
ajsts-4488	48	22	of	of	ADP
ajsts-4488	48	23	reputation	reputation	NOUN
ajsts-4488	48	24	and	and	CCONJ
ajsts-4488	48	25	ponderous	ponderous	ADJ
ajsts-4488	48	26	fines	fine	NOUN
ajsts-4488	48	27	on	on	ADP
ajsts-4488	48	28	non	non	ADJ
ajsts-4488	48	29	-	-	ADJ
ajsts-4488	48	30	performing	perform	VERB
ajsts-4488	48	31	it	it	PRON
ajsts-4488	48	32	security	security	NOUN
ajsts-4488	48	33	procedures	procedure	NOUN
ajsts-4488	48	34	.	.	PUNCT
ajsts-4488	49	1	from	from	ADP
ajsts-4488	49	2	the	the	DET
ajsts-4488	49	3	research	research	NOUN
ajsts-4488	49	4	and	and	CCONJ
ajsts-4488	49	5	development	development	NOUN
ajsts-4488	49	6	side	side	NOUN
ajsts-4488	49	7	,	,	PUNCT
ajsts-4488	49	8	this	this	DET
ajsts-4488	49	9	study	study	NOUN
ajsts-4488	49	10	can	can	AUX
ajsts-4488	49	11	be	be	AUX
ajsts-4488	49	12	beneficial	beneficial	ADJ
ajsts-4488	49	13	for	for	ADP
ajsts-4488	49	14	further	further	ADJ
ajsts-4488	49	15	improvement	improvement	NOUN
ajsts-4488	49	16	of	of	ADP
ajsts-4488	49	17	threat	threat	NOUN
ajsts-4488	49	18	intelligence	intelligence	NOUN
ajsts-4488	49	19	based	base	VERB
ajsts-4488	49	20	on	on	ADP
ajsts-4488	49	21	artificial	artificial	ADJ
ajsts-4488	49	22	intelligence	intelligence	NOUN
ajsts-4488	49	23	to	to	PART
ajsts-4488	49	24	improve	improve	VERB
ajsts-4488	49	25	the	the	DET
ajsts-4488	49	26	effectiveness	effectiveness	NOUN
ajsts-4488	49	27	of	of	ADP
ajsts-4488	49	28	the	the	DET
ajsts-4488	49	29	security	security	NOUN
ajsts-4488	49	30	models	model	NOUN
ajsts-4488	49	31	which	which	PRON
ajsts-4488	49	32	can	can	AUX
ajsts-4488	49	33	be	be	AUX
ajsts-4488	49	34	utilized	utilize	VERB
ajsts-4488	49	35	by	by	ADP
ajsts-4488	49	36	the	the	DET
ajsts-4488	49	37	organizations	organization	NOUN
ajsts-4488	49	38	in	in	ADP
ajsts-4488	49	39	order	order	NOUN
ajsts-4488	49	40	to	to	PART
ajsts-4488	49	41	mitigate	mitigate	VERB
ajsts-4488	49	42	the	the	DET
ajsts-4488	49	43	new	new	ADJ
ajsts-4488	49	44	cyber	cyber	NOUN
ajsts-4488	49	45	threats	threat	NOUN
ajsts-4488	49	46	.	.	PUNCT
ajsts-4488	50	1	which	which	PRON
ajsts-4488	50	2	is	be	AUX
ajsts-4488	50	3	highly	highly	ADV
ajsts-4488	50	4	essential	essential	ADJ
ajsts-4488	50	5	for	for	SCONJ
ajsts-4488	50	6	them	they	PRON
ajsts-4488	50	7	consider	consider	VERB
ajsts-4488	50	8	that	that	PRON
ajsts-4488	50	9	ai	ai	VERB
ajsts-4488	50	10	is	be	AUX
ajsts-4488	50	11	engaged	engage	VERB
ajsts-4488	50	12	in	in	ADP
ajsts-4488	50	13	developing	develop	VERB
ajsts-4488	50	14	regulatory	regulatory	ADJ
ajsts-4488	50	15	compliance	compliance	NOUN
ajsts-4488	50	16	solutions	solution	NOUN
ajsts-4488	50	17	that	that	PRON
ajsts-4488	50	18	help	help	VERB
ajsts-4488	50	19	businesses	business	NOUN
ajsts-4488	50	20	meet	meet	VERB
ajsts-4488	50	21	the	the	DET
ajsts-4488	50	22	requirements	requirement	NOUN
ajsts-4488	50	23	of	of	ADP
ajsts-4488	50	24	strict	strict	ADJ
ajsts-4488	50	25	data	datum	NOUN
ajsts-4488	50	26	protection	protection	NOUN
ajsts-4488	50	27	laws	law	NOUN
ajsts-4488	50	28	behavioral	behavioral	ADJ
ajsts-4488	50	29	and	and	CCONJ
ajsts-4488	50	30	standards	standard	NOUN
ajsts-4488	50	31	like	like	ADP
ajsts-4488	50	32	gdpr	gdpr	NOUN
ajsts-4488	50	33	,	,	PUNCT
ajsts-4488	50	34	ccpa	ccpa	NOUN
ajsts-4488	50	35	,	,	PUNCT
ajsts-4488	50	36	nist	nist	NOUN
ajsts-4488	50	37	.	.	PUNCT
ajsts-4488	51	1	this	this	DET
ajsts-4488	51	2	study	study	NOUN
ajsts-4488	51	3	thus	thus	ADV
ajsts-4488	51	4	calls	call	VERB
ajsts-4488	51	5	for	for	ADP
ajsts-4488	51	6	upgradation	upgradation	NOUN
ajsts-4488	51	7	of	of	ADP
ajsts-4488	51	8	new	new	ADJ
ajsts-4488	51	9	security	security	NOUN
ajsts-4488	51	10	systems	system	NOUN
ajsts-4488	51	11	with	with	ADP
ajsts-4488	51	12	more	more	ADJ
ajsts-4488	51	13	innovations	innovation	NOUN
ajsts-4488	51	14	,	,	PUNCT
ajsts-4488	51	15	taking	take	VERB
ajsts-4488	51	16	full	full	ADJ
ajsts-4488	51	17	responsibility	responsibility	NOUN
ajsts-4488	51	18	in	in	ADP
ajsts-4488	51	19	integration	integration	NOUN
ajsts-4488	51	20	of	of	ADP
ajsts-4488	51	21	ai	ai	ADV
ajsts-4488	51	22	and	and	CCONJ
ajsts-4488	51	23	ensuring	ensure	VERB
ajsts-4488	51	24	appropriate	appropriate	ADJ
ajsts-4488	51	25	implementation	implementation	NOUN
ajsts-4488	51	26	of	of	ADP
ajsts-4488	51	27	new	new	ADJ
ajsts-4488	51	28	security	security	NOUN
ajsts-4488	51	29	systems	system	NOUN
ajsts-4488	51	30	through	through	ADP
ajsts-4488	51	31	ai	ai	PRON
ajsts-4488	51	32	enhanced	enhance	VERB
ajsts-4488	51	33	tools	tool	NOUN
ajsts-4488	51	34	of	of	ADP
ajsts-4488	51	35	security	security	NOUN
ajsts-4488	51	36	in	in	ADP
ajsts-4488	51	37	conducting	conduct	VERB
ajsts-4488	51	38	business	business	NOUN
ajsts-4488	51	39	services	service	NOUN
ajsts-4488	51	40	,	,	PUNCT
ajsts-4488	51	41	customer	customer	NOUN
ajsts-4488	51	42	relations	relation	NOUN
ajsts-4488	51	43	,	,	PUNCT
ajsts-4488	51	44	and	and	CCONJ
ajsts-4488	51	45	protecting	protect	VERB
ajsts-4488	51	46	attractiveness	attractiveness	NOUN
ajsts-4488	51	47	of	of	ADP
ajsts-4488	51	48	strategic	strategic	ADJ
ajsts-4488	51	49	infrastructure	infrastructure	NOUN
ajsts-4488	51	50	given	give	VERB
ajsts-4488	51	51	the	the	DET
ajsts-4488	51	52	new	new	ADJ
ajsts-4488	51	53	world	world	NOUN
ajsts-4488	51	54	that	that	PRON
ajsts-4488	51	55	is	be	AUX
ajsts-4488	51	56	fast	fast	ADV
ajsts-4488	51	57	becoming	become	VERB
ajsts-4488	51	58	digital	digital	ADJ
ajsts-4488	51	59	.	.	PUNCT
ajsts-4488	52	1	literature	literature	NOUN
ajsts-4488	52	2	review	review	PROPN
ajsts-4488	52	3	cybersecurity	cybersecurity	NOUN
ajsts-4488	52	4	threats	threat	NOUN
ajsts-4488	52	5	are	be	AUX
ajsts-4488	52	6	now	now	ADV
ajsts-4488	52	7	more	more	ADV
ajsts-4488	52	8	complex	complex	ADJ
ajsts-4488	52	9	,	,	PUNCT
ajsts-4488	52	10	they	they	PRON
ajsts-4488	52	11	are	be	AUX
ajsts-4488	52	12	always	always	ADV
ajsts-4488	52	13	on	on	ADV
ajsts-4488	52	14	and	and	CCONJ
ajsts-4488	52	15	thus	thus	ADV
ajsts-4488	52	16	demand	demand	VERB
ajsts-4488	52	17	real	real	ADJ
ajsts-4488	52	18	-	-	PUNCT
ajsts-4488	52	19	time	time	NOUN
ajsts-4488	52	20	,	,	PUNCT
ajsts-4488	52	21	dynamic	dynamic	ADJ
ajsts-4488	52	22	,	,	PUNCT
ajsts-4488	52	23	and	and	CCONJ
ajsts-4488	52	24	scalable	scalable	ADJ
ajsts-4488	52	25	security	security	NOUN
ajsts-4488	52	26	to	to	PART
ajsts-4488	52	27	prevent	prevent	VERB
ajsts-4488	52	28	them	they	PRON
ajsts-4488	52	29	adequately	adequately	ADV
ajsts-4488	52	30	.	.	PUNCT
ajsts-4488	53	1	the	the	DET
ajsts-4488	53	2	measures	measure	NOUN
ajsts-4488	53	3	conventionally	conventionally	ADV
ajsts-4488	53	4	used	use	VERB
ajsts-4488	53	5	in	in	ADP
ajsts-4488	53	6	organizations	organization	NOUN
ajsts-4488	53	7	are	be	AUX
ajsts-4488	53	8	the	the	DET
ajsts-4488	53	9	rule	rule	NOUN
ajsts-4488	53	10	-	-	PUNCT
ajsts-4488	53	11	based	base	VERB
ajsts-4488	53	12	intrusion	intrusion	NOUN
ajsts-4488	53	13	detection	detection	NOUN
ajsts-4488	53	14	systems	system	NOUN
ajsts-4488	53	15	and	and	CCONJ
ajsts-4488	53	16	signaturebased	signaturebase	VERB
ajsts-4488	53	17	anti	anti	ADJ
ajsts-4488	53	18	-	-	ADJ
ajsts-4488	53	19	virus	virus	ADJ
ajsts-4488	53	20	tools	tool	NOUN
ajsts-4488	53	21	that	that	PRON
ajsts-4488	53	22	are	be	AUX
ajsts-4488	53	23	inadequate	inadequate	ADJ
ajsts-4488	53	24	to	to	PART
ajsts-4488	53	25	protect	protect	VERB
ajsts-4488	53	26	against	against	ADP
ajsts-4488	53	27	new	new	ADJ
ajsts-4488	53	28	threats	threat	NOUN
ajsts-4488	53	29	.	.	PUNCT
ajsts-4488	54	1	artificial	artificial	ADJ
ajsts-4488	54	2	intelligence	intelligence	NOUN
ajsts-4488	54	3	applies	apply	VERB
ajsts-4488	54	4	ml	ml	PROPN
ajsts-4488	54	5	,	,	PUNCT
ajsts-4488	54	6	dl	dl	NOUN
ajsts-4488	54	7	,	,	PUNCT
ajsts-4488	54	8	and	and	CCONJ
ajsts-4488	54	9	nlp	nlp	NOUN
ajsts-4488	54	10	in	in	ADP
ajsts-4488	54	11	augmenting	augment	VERB
ajsts-4488	54	12	the	the	DET
ajsts-4488	54	13	prevention	prevention	NOUN
ajsts-4488	54	14	and	and	CCONJ
ajsts-4488	54	15	identification	identification	NOUN
ajsts-4488	54	16	of	of	ADP
ajsts-4488	54	17	cyber	cyber	ADJ
ajsts-4488	54	18	threats	threat	NOUN
ajsts-4488	54	19	.	.	PUNCT
ajsts-4488	55	1	basing	base	VERB
ajsts-4488	55	2	on	on	ADP
ajsts-4488	55	3	the	the	DET
ajsts-4488	55	4	study	study	NOUN
ajsts-4488	55	5	done	do	VERB
ajsts-4488	55	6	by	by	ADP
ajsts-4488	55	7	himeur	himeur	PROPN
ajsts-4488	55	8	et	et	PROPN
ajsts-4488	55	9	al	al	PROPN
ajsts-4488	55	10	.	.	PROPN
ajsts-4488	56	1	(	(	PUNCT
ajsts-4488	56	2	2025	2025	NUM
ajsts-4488	56	3	)	)	PUNCT
ajsts-4488	56	4	,	,	PUNCT
ajsts-4488	56	5	ai	ai	AUX
ajsts-4488	56	6	based	base	VERB
ajsts-4488	56	7	architecture	architecture	NOUN
ajsts-4488	56	8	provides	provide	VERB
ajsts-4488	56	9	drastically	drastically	ADV
ajsts-4488	56	10	improved	improve	VERB
ajsts-4488	56	11	cybersecurity	cybersecurity	NOUN
ajsts-4488	56	12	as	as	SCONJ
ajsts-4488	56	13	compared	compare	VERB
ajsts-4488	56	14	to	to	ADP
ajsts-4488	56	15	an	an	DET
ajsts-4488	56	16	pa	pa	PROPN
ajsts-4488	56	17	ge	ge	PROPN
ajsts-4488	56	18	39	39	NUM
ajsts-4488	56	19	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	56	20	am	be	AUX
ajsts-4488	56	21	.	.	PUNCT
ajsts-4488	57	1	j.	j.	PROPN
ajsts-4488	57	2	smart	smart	PROPN
ajsts-4488	57	3	.	.	PUNCT
ajsts-4488	58	1	technol	technol	PROPN
ajsts-4488	58	2	.	.	PUNCT
ajsts-4488	58	3	solutions	solution	NOUN
ajsts-4488	58	4	4(1	4(1	NOUN
ajsts-4488	58	5	)	)	PUNCT
ajsts-4488	58	6	37	37	NUM
ajsts-4488	58	7	-	-	SYM
ajsts-4488	58	8	48	48	NUM
ajsts-4488	58	9	,	,	PUNCT
ajsts-4488	58	10	2025	2025	NUM
ajsts-4488	58	11	ordinary	ordinary	ADJ
ajsts-4488	58	12	approach	approach	NOUN
ajsts-4488	58	13	through	through	ADP
ajsts-4488	58	14	detection	detection	NOUN
ajsts-4488	58	15	of	of	ADP
ajsts-4488	58	16	intrusion	intrusion	NOUN
ajsts-4488	58	17	,	,	PUNCT
ajsts-4488	58	18	prediction	prediction	NOUN
ajsts-4488	58	19	of	of	ADP
ajsts-4488	58	20	threats	threat	NOUN
ajsts-4488	58	21	and	and	CCONJ
ajsts-4488	58	22	also	also	ADV
ajsts-4488	58	23	automation	automation	NOUN
ajsts-4488	58	24	of	of	ADP
ajsts-4488	58	25	security	security	NOUN
ajsts-4488	58	26	measures	measure	NOUN
ajsts-4488	58	27	.	.	PUNCT
ajsts-4488	59	1	the	the	DET
ajsts-4488	59	2	paper	paper	NOUN
ajsts-4488	59	3	focuses	focus	VERB
ajsts-4488	59	4	on	on	ADP
ajsts-4488	59	5	the	the	DET
ajsts-4488	59	6	application	application	NOUN
ajsts-4488	59	7	of	of	ADP
ajsts-4488	59	8	large	large	ADJ
ajsts-4488	59	9	language	language	NOUN
ajsts-4488	59	10	models	model	NOUN
ajsts-4488	59	11	(	(	PUNCT
ajsts-4488	59	12	llms	llm	NOUN
ajsts-4488	59	13	)	)	PUNCT
ajsts-4488	59	14	when	when	SCONJ
ajsts-4488	59	15	it	it	PRON
ajsts-4488	59	16	comes	come	VERB
ajsts-4488	59	17	to	to	ADP
ajsts-4488	59	18	the	the	DET
ajsts-4488	59	19	identification	identification	NOUN
ajsts-4488	59	20	of	of	ADP
ajsts-4488	59	21	networks	network	NOUN
ajsts-4488	59	22	’	'	PUNCT
ajsts-4488	59	23	weaknesses	weakness	NOUN
ajsts-4488	59	24	and	and	CCONJ
ajsts-4488	59	25	anomalies	anomaly	NOUN
ajsts-4488	59	26	.	.	PUNCT
ajsts-4488	60	1	new	new	ADJ
ajsts-4488	60	2	threats	threat	NOUN
ajsts-4488	60	3	such	such	ADJ
ajsts-4488	60	4	as	as	ADP
ajsts-4488	60	5	phishing	phishe	VERB
ajsts-4488	60	6	,	,	PUNCT
ajsts-4488	60	7	zero	zero	NUM
ajsts-4488	60	8	-	-	PUNCT
ajsts-4488	60	9	day	day	NOUN
ajsts-4488	60	10	threats	threat	NOUN
ajsts-4488	60	11	and	and	CCONJ
ajsts-4488	60	12	other	other	ADJ
ajsts-4488	60	13	emerging	emerge	VERB
ajsts-4488	60	14	threats	threat	NOUN
ajsts-4488	60	15	make	make	VERB
ajsts-4488	60	16	it	it	PRON
ajsts-4488	60	17	probable	probable	ADJ
ajsts-4488	60	18	to	to	PART
ajsts-4488	60	19	detect	detect	VERB
ajsts-4488	60	20	threats	threat	NOUN
ajsts-4488	60	21	and	and	CCONJ
ajsts-4488	60	22	respond	respond	VERB
ajsts-4488	60	23	to	to	ADP
ajsts-4488	60	24	them	they	PRON
ajsts-4488	60	25	immediately	immediately	ADV
ajsts-4488	60	26	.	.	PUNCT
ajsts-4488	61	1	as	as	SCONJ
ajsts-4488	61	2	the	the	DET
ajsts-4488	61	3	number	number	NOUN
ajsts-4488	61	4	and	and	CCONJ
ajsts-4488	61	5	scale	scale	NOUN
ajsts-4488	61	6	of	of	ADP
ajsts-4488	61	7	cyber	cyber	NOUN
ajsts-4488	61	8	threats	threat	NOUN
ajsts-4488	61	9	continue	continue	VERB
ajsts-4488	61	10	to	to	PART
ajsts-4488	61	11	rise	rise	VERB
ajsts-4488	61	12	,	,	PUNCT
ajsts-4488	61	13	usage	usage	NOUN
ajsts-4488	61	14	of	of	ADP
ajsts-4488	61	15	information	information	NOUN
ajsts-4488	61	16	technology	technology	NOUN
ajsts-4488	61	17	application	application	NOUN
ajsts-4488	61	18	for	for	ADP
ajsts-4488	61	19	cybersecurity	cybersecurity	NOUN
ajsts-4488	61	20	is	be	AUX
ajsts-4488	61	21	becoming	become	VERB
ajsts-4488	61	22	a	a	DET
ajsts-4488	61	23	crucial	crucial	ADJ
ajsts-4488	61	24	supplement	supplement	NOUN
ajsts-4488	61	25	to	to	ADP
ajsts-4488	61	26	other	other	ADJ
ajsts-4488	61	27	security	security	NOUN
ajsts-4488	61	28	measures	measure	NOUN
ajsts-4488	61	29	to	to	PART
ajsts-4488	61	30	do	do	VERB
ajsts-4488	61	31	the	the	DET
ajsts-4488	61	32	following	following	NOUN
ajsts-4488	61	33	.	.	PUNCT
ajsts-4488	62	1	traditional	traditional	ADJ
ajsts-4488	62	2	cybersecurity	cybersecurity	NOUN
ajsts-4488	62	3	measures	measure	NOUN
ajsts-4488	62	4	:	:	PUNCT
ajsts-4488	62	5	strengths	strength	NOUN
ajsts-4488	62	6	&	&	CCONJ
ajsts-4488	62	7	limitations	limitation	NOUN
ajsts-4488	62	8	in	in	ADP
ajsts-4488	62	9	the	the	DET
ajsts-4488	62	10	past	past	NOUN
ajsts-4488	62	11	,	,	PUNCT
ajsts-4488	62	12	the	the	DET
ajsts-4488	62	13	solutions	solution	NOUN
ajsts-4488	62	14	to	to	PART
ajsts-4488	62	15	secure	secure	VERB
ajsts-4488	62	16	business	business	NOUN
ajsts-4488	62	17	-	-	PUNCT
ajsts-4488	62	18	command	command	NOUN
ajsts-4488	62	19	values	value	NOUN
ajsts-4488	62	20	consist	consist	VERB
ajsts-4488	62	21	of	of	ADP
ajsts-4488	62	22	firewalls	firewall	NOUN
ajsts-4488	62	23	,	,	PUNCT
ajsts-4488	62	24	antivirus	antivirus	NOUN
ajsts-4488	62	25	trojan	trojan	NOUN
ajsts-4488	62	26	,	,	PUNCT
ajsts-4488	62	27	signature	signature	NOUN
ajsts-4488	62	28	based	base	VERB
ajsts-4488	62	29	-	-	PUNCT
ajsts-4488	62	30	ids	id	NOUN
ajsts-4488	62	31	,	,	PUNCT
ajsts-4488	62	32	and	and	CCONJ
ajsts-4488	62	33	rule	rule	NOUN
ajsts-4488	62	34	-	-	PUNCT
ajsts-4488	62	35	based	base	VERB
ajsts-4488	62	36	access	access	NOUN
ajsts-4488	62	37	controls	control	NOUN
ajsts-4488	62	38	.	.	PUNCT
ajsts-4488	63	1	these	these	DET
ajsts-4488	63	2	solutions	solution	NOUN
ajsts-4488	63	3	are	be	AUX
ajsts-4488	63	4	basic	basic	ADJ
ajsts-4488	63	5	in	in	ADP
ajsts-4488	63	6	a	a	DET
ajsts-4488	63	7	way	way	NOUN
ajsts-4488	63	8	that	that	PRON
ajsts-4488	63	9	they	they	PRON
ajsts-4488	63	10	provide	provide	VERB
ajsts-4488	63	11	filtering	filtering	NOUN
ajsts-4488	63	12	of	of	ADP
ajsts-4488	63	13	traffic	traffic	NOUN
ajsts-4488	63	14	from	from	ADP
ajsts-4488	63	15	unrecognized	unrecognized	ADJ
ajsts-4488	63	16	devices	device	NOUN
ajsts-4488	63	17	;	;	PUNCT
ajsts-4488	63	18	signature	signature	NOUN
ajsts-4488	63	19	scanning	scanning	NOUN
ajsts-4488	63	20	to	to	PART
ajsts-4488	63	21	help	help	VERB
ajsts-4488	63	22	identify	identify	VERB
ajsts-4488	63	23	known	know	VERB
ajsts-4488	63	24	malware	malware	NOUN
ajsts-4488	63	25	and	and	CCONJ
ajsts-4488	63	26	viruses	virus	NOUN
ajsts-4488	63	27	;	;	PUNCT
ajsts-4488	63	28	and	and	CCONJ
ajsts-4488	63	29	searching	search	VERB
ajsts-4488	63	30	for	for	ADP
ajsts-4488	63	31	multi	multi	ADJ
ajsts-4488	63	32	-	-	ADJ
ajsts-4488	63	33	factor	factor	NOUN
ajsts-4488	63	34	user	user	NOUN
ajsts-4488	63	35	verifications	verification	NOUN
ajsts-4488	63	36	.	.	PUNCT
ajsts-4488	64	1	furthermore	furthermore	ADV
ajsts-4488	64	2	,	,	PUNCT
ajsts-4488	64	3	there	there	PRON
ajsts-4488	64	4	are	be	VERB
ajsts-4488	64	5	patch	patch	ADJ
ajsts-4488	64	6	management	management	NOUN
ajsts-4488	64	7	and	and	CCONJ
ajsts-4488	64	8	software	software	NOUN
ajsts-4488	64	9	updates	update	VERB
ajsts-4488	64	10	to	to	PART
ajsts-4488	64	11	deal	deal	VERB
ajsts-4488	64	12	with	with	ADP
ajsts-4488	64	13	vulnerabilities	vulnerability	NOUN
ajsts-4488	64	14	which	which	PRON
ajsts-4488	64	15	means	mean	VERB
ajsts-4488	64	16	that	that	SCONJ
ajsts-4488	64	17	none	none	NOUN
ajsts-4488	64	18	of	of	ADP
ajsts-4488	64	19	these	these	DET
ajsts-4488	64	20	businesses	business	NOUN
ajsts-4488	64	21	fear	fear	VERB
ajsts-4488	64	22	threats	threat	NOUN
ajsts-4488	64	23	as	as	SCONJ
ajsts-4488	64	24	they	they	PRON
ajsts-4488	64	25	have	have	AUX
ajsts-4488	64	26	dealt	deal	VERB
ajsts-4488	64	27	with	with	ADP
ajsts-4488	64	28	them	they	PRON
ajsts-4488	64	29	before	before	ADV
ajsts-4488	64	30	(	(	PUNCT
ajsts-4488	64	31	verizon	verizon	PROPN
ajsts-4488	64	32	,	,	PUNCT
ajsts-4488	64	33	2023	2023	NUM
ajsts-4488	64	34	)	)	PUNCT
ajsts-4488	64	35	.	.	PUNCT
ajsts-4488	65	1	still	still	ADV
ajsts-4488	65	2	,	,	PUNCT
ajsts-4488	65	3	they	they	PRON
ajsts-4488	65	4	have	have	VERB
ajsts-4488	65	5	certain	certain	ADJ
ajsts-4488	65	6	disadvantages	disadvantage	NOUN
ajsts-4488	65	7	that	that	PRON
ajsts-4488	65	8	prevent	prevent	VERB
ajsts-4488	65	9	them	they	PRON
ajsts-4488	65	10	from	from	ADP
ajsts-4488	65	11	effectively	effectively	ADV
ajsts-4488	65	12	address	address	VERB
ajsts-4488	65	13	modern	modern	ADJ
ajsts-4488	65	14	artificially	artificially	ADV
ajsts-4488	65	15	intelligent	intelligent	ADJ
ajsts-4488	65	16	as	as	ADV
ajsts-4488	65	17	well	well	ADV
ajsts-4488	65	18	as	as	ADP
ajsts-4488	65	19	polymorphic	polymorphic	ADJ
ajsts-4488	65	20	cyber	cyber	NOUN
ajsts-4488	65	21	threats	threat	NOUN
ajsts-4488	65	22	.	.	PUNCT
ajsts-4488	66	1	the	the	DET
ajsts-4488	66	2	first	first	ADJ
ajsts-4488	66	3	drawback	drawback	NOUN
ajsts-4488	66	4	of	of	ADP
ajsts-4488	66	5	the	the	DET
ajsts-4488	66	6	signature	signature	NOUN
ajsts-4488	66	7	-	-	PUNCT
ajsts-4488	66	8	based	base	VERB
ajsts-4488	66	9	system	system	NOUN
ajsts-4488	66	10	is	be	AUX
ajsts-4488	66	11	that	that	SCONJ
ajsts-4488	66	12	it	it	PRON
ajsts-4488	66	13	can	can	AUX
ajsts-4488	66	14	not	not	PART
ajsts-4488	66	15	identify	identify	VERB
ajsts-4488	66	16	novel	novel	ADJ
ajsts-4488	66	17	attacks	attack	NOUN
ajsts-4488	66	18	since	since	SCONJ
ajsts-4488	66	19	signature	signature	NOUN
ajsts-4488	66	20	databases	database	NOUN
ajsts-4488	66	21	require	require	VERB
ajsts-4488	66	22	constant	constant	ADJ
ajsts-4488	66	23	updates	update	NOUN
ajsts-4488	66	24	and	and	CCONJ
ajsts-4488	66	25	are	be	AUX
ajsts-4488	66	26	sensitive	sensitive	ADJ
ajsts-4488	66	27	to	to	ADP
ajsts-4488	66	28	new	new	ADJ
ajsts-4488	66	29	threats	threat	NOUN
ajsts-4488	66	30	,	,	PUNCT
ajsts-4488	66	31	also	also	ADV
ajsts-4488	66	32	known	know	VERB
ajsts-4488	66	33	as	as	ADP
ajsts-4488	66	34	zero	zero	NUM
ajsts-4488	66	35	-	-	PUNCT
ajsts-4488	66	36	day	day	NOUN
ajsts-4488	66	37	attacks	attack	NOUN
ajsts-4488	66	38	(	(	PUNCT
ajsts-4488	66	39	ibm	ibm	PROPN
ajsts-4488	66	40	security	security	NOUN
ajsts-4488	66	41	,	,	PUNCT
ajsts-4488	66	42	2023	2023	NUM
ajsts-4488	66	43	)	)	PUNCT
ajsts-4488	66	44	.	.	PUNCT
ajsts-4488	67	1	additionally	additionally	ADV
ajsts-4488	67	2	,	,	PUNCT
ajsts-4488	67	3	such	such	ADJ
ajsts-4488	67	4	systems	system	NOUN
ajsts-4488	67	5	have	have	VERB
ajsts-4488	67	6	a	a	DET
ajsts-4488	67	7	tendency	tendency	NOUN
ajsts-4488	67	8	of	of	ADP
ajsts-4488	67	9	generating	generate	VERB
ajsts-4488	67	10	a	a	DET
ajsts-4488	67	11	large	large	ADJ
ajsts-4488	67	12	number	number	NOUN
ajsts-4488	67	13	of	of	ADP
ajsts-4488	67	14	false	false	ADJ
ajsts-4488	67	15	positives	positive	NOUN
ajsts-4488	67	16	–	–	PUNCT
ajsts-4488	67	17	an	an	DET
ajsts-4488	67	18	overwhelming	overwhelming	ADJ
ajsts-4488	67	19	buzz	buzz	NOUN
ajsts-4488	67	20	of	of	ADP
ajsts-4488	67	21	notifications	notification	NOUN
ajsts-4488	67	22	to	to	ADP
ajsts-4488	67	23	security	security	NOUN
ajsts-4488	67	24	teams	team	NOUN
ajsts-4488	67	25	that	that	PRON
ajsts-4488	67	26	results	result	VERB
ajsts-4488	67	27	in	in	ADP
ajsts-4488	67	28	the	the	DET
ajsts-4488	67	29	incorporation	incorporation	NOUN
ajsts-4488	67	30	of	of	ADP
ajsts-4488	67	31	alert	alert	ADJ
ajsts-4488	67	32	fatigue	fatigue	NOUN
ajsts-4488	67	33	with	with	ADP
ajsts-4488	67	34	critical	critical	ADJ
ajsts-4488	67	35	threats	threat	NOUN
ajsts-4488	67	36	by	by	ADP
ajsts-4488	67	37	cisco	cisco	PROPN
ajsts-4488	67	38	,	,	PUNCT
ajsts-4488	67	39	2023	2023	NUM
ajsts-4488	67	40	.	.	PUNCT
ajsts-4488	68	1	the	the	DET
ajsts-4488	68	2	other	other	ADJ
ajsts-4488	68	3	downside	downside	NOUN
ajsts-4488	68	4	is	be	AUX
ajsts-4488	68	5	that	that	SCONJ
ajsts-4488	68	6	they	they	PRON
ajsts-4488	68	7	are	be	AUX
ajsts-4488	68	8	slow	slow	ADJ
ajsts-4488	68	9	,	,	PUNCT
ajsts-4488	68	10	as	as	SCONJ
ajsts-4488	68	11	opposed	oppose	VERB
ajsts-4488	68	12	to	to	ADP
ajsts-4488	68	13	ai	ai	VERB
ajsts-4488	68	14	-	-	PUNCT
ajsts-4488	68	15	driven	drive	VERB
ajsts-4488	68	16	cyberattacks	cyberattack	NOUN
ajsts-4488	68	17	,	,	PUNCT
ajsts-4488	68	18	threat	threat	NOUN
ajsts-4488	68	19	detection	detection	NOUN
ajsts-4488	68	20	and	and	CCONJ
ajsts-4488	68	21	remediation	remediation	NOUN
ajsts-4488	68	22	are	be	AUX
ajsts-4488	68	23	not	not	PART
ajsts-4488	68	24	as	as	ADV
ajsts-4488	68	25	fast	fast	ADJ
ajsts-4488	68	26	(	(	PUNCT
ajsts-4488	68	27	mandiant	mandiant	ADJ
ajsts-4488	68	28	,	,	PUNCT
ajsts-4488	68	29	2023	2023	NUM
ajsts-4488	68	30	)	)	PUNCT
ajsts-4488	68	31	.	.	PUNCT
ajsts-4488	69	1	first	first	ADV
ajsts-4488	69	2	of	of	ADP
ajsts-4488	69	3	all	all	PRON
ajsts-4488	69	4	,	,	PUNCT
ajsts-4488	69	5	traditional	traditional	ADJ
ajsts-4488	69	6	security	security	NOUN
ajsts-4488	69	7	solutions	solution	NOUN
ajsts-4488	69	8	do	do	AUX
ajsts-4488	69	9	not	not	PART
ajsts-4488	69	10	possess	possess	VERB
ajsts-4488	69	11	the	the	DET
ajsts-4488	69	12	learning	learning	NOUN
ajsts-4488	69	13	capability	capability	NOUN
ajsts-4488	69	14	,	,	PUNCT
ajsts-4488	69	15	which	which	PRON
ajsts-4488	69	16	indicates	indicate	VERB
ajsts-4488	69	17	that	that	SCONJ
ajsts-4488	69	18	they	they	PRON
ajsts-4488	69	19	have	have	VERB
ajsts-4488	69	20	no	no	DET
ajsts-4488	69	21	ability	ability	NOUN
ajsts-4488	69	22	to	to	PART
ajsts-4488	69	23	develop	develop	VERB
ajsts-4488	69	24	or	or	CCONJ
ajsts-4488	69	25	gain	gain	VERB
ajsts-4488	69	26	experience	experience	NOUN
ajsts-4488	69	27	and	and	CCONJ
ajsts-4488	69	28	improve	improve	VERB
ajsts-4488	69	29	their	their	PRON
ajsts-4488	69	30	functioning	function	VERB
ajsts-4488	69	31	when	when	SCONJ
ajsts-4488	69	32	confronted	confront	VERB
ajsts-4488	69	33	with	with	ADP
ajsts-4488	69	34	novel	novel	ADJ
ajsts-4488	69	35	threats	threat	NOUN
ajsts-4488	69	36	(	(	PUNCT
ajsts-4488	69	37	abdullahi	abdullahi	NOUN
ajsts-4488	69	38	et	et	PROPN
ajsts-4488	69	39	al	al	PROPN
ajsts-4488	69	40	.	.	PROPN
ajsts-4488	69	41	,	,	PUNCT
ajsts-4488	69	42	2022	2022	NUM
ajsts-4488	69	43	)	)	PUNCT
ajsts-4488	69	44	.	.	PUNCT
ajsts-4488	70	1	considering	consider	VERB
ajsts-4488	70	2	these	these	DET
ajsts-4488	70	3	facts	fact	NOUN
ajsts-4488	70	4	,	,	PUNCT
ajsts-4488	70	5	ai	ai	AUX
ajsts-4488	70	6	cybersecurity	cybersecurity	NOUN
ajsts-4488	70	7	solution	solution	NOUN
ajsts-4488	70	8	is	be	AUX
ajsts-4488	70	9	the	the	DET
ajsts-4488	70	10	new	new	ADJ
ajsts-4488	70	11	generation	generation	NOUN
ajsts-4488	70	12	security	security	NOUN
ajsts-4488	70	13	solution	solution	NOUN
ajsts-4488	70	14	as	as	SCONJ
ajsts-4488	70	15	it	it	PRON
ajsts-4488	70	16	provides	provide	VERB
ajsts-4488	70	17	real	real	ADJ
ajsts-4488	70	18	-	-	PUNCT
ajsts-4488	70	19	time	time	NOUN
ajsts-4488	70	20	intelligent	intelligent	ADJ
ajsts-4488	70	21	,	,	PUNCT
ajsts-4488	70	22	smart	smart	ADJ
ajsts-4488	70	23	and	and	CCONJ
ajsts-4488	70	24	adaptive	adaptive	ADJ
ajsts-4488	70	25	solutions	solution	NOUN
ajsts-4488	70	26	which	which	PRON
ajsts-4488	70	27	could	could	AUX
ajsts-4488	70	28	actively	actively	ADV
ajsts-4488	70	29	differentiate	differentiate	VERB
ajsts-4488	70	30	and	and	CCONJ
ajsts-4488	70	31	contain	contain	VERB
ajsts-4488	70	32	the	the	DET
ajsts-4488	70	33	new	new	ADJ
ajsts-4488	70	34	generation	generation	NOUN
ajsts-4488	70	35	complex	complex	ADJ
ajsts-4488	70	36	threats	threat	NOUN
ajsts-4488	70	37	in	in	ADP
ajsts-4488	70	38	a	a	DET
ajsts-4488	70	39	faster	fast	ADJ
ajsts-4488	70	40	and	and	CCONJ
ajsts-4488	70	41	more	more	ADV
ajsts-4488	70	42	efficient	efficient	ADJ
ajsts-4488	70	43	manner	manner	NOUN
ajsts-4488	70	44	than	than	ADP
ajsts-4488	70	45	the	the	DET
ajsts-4488	70	46	conventional	conventional	ADJ
ajsts-4488	70	47	techniques	technique	NOUN
ajsts-4488	70	48	.	.	PUNCT
ajsts-4488	71	1	though	though	SCONJ
ajsts-4488	71	2	these	these	DET
ajsts-4488	71	3	measures	measure	NOUN
ajsts-4488	71	4	give	give	VERB
ajsts-4488	71	5	a	a	DET
ajsts-4488	71	6	basic	basic	ADJ
ajsts-4488	71	7	protection	protection	NOUN
ajsts-4488	71	8	to	to	ADP
ajsts-4488	71	9	the	the	DET
ajsts-4488	71	10	systems	system	NOUN
ajsts-4488	71	11	,	,	PUNCT
ajsts-4488	71	12	they	they	PRON
ajsts-4488	71	13	lack	lack	VERB
ajsts-4488	71	14	the	the	DET
ajsts-4488	71	15	ability	ability	NOUN
ajsts-4488	71	16	to	to	PART
ajsts-4488	71	17	adapt	adapt	VERB
ajsts-4488	71	18	to	to	ADP
ajsts-4488	71	19	these	these	DET
ajsts-4488	71	20	changes	change	NOUN
ajsts-4488	71	21	that	that	PRON
ajsts-4488	71	22	act	act	VERB
ajsts-4488	71	23	as	as	ADP
ajsts-4488	71	24	gaps	gap	NOUN
ajsts-4488	71	25	for	for	SCONJ
ajsts-4488	71	26	hackers	hacker	NOUN
ajsts-4488	71	27	to	to	PART
ajsts-4488	71	28	exploit	exploit	VERB
ajsts-4488	71	29	hence	hence	ADV
ajsts-4488	71	30	requiring	require	VERB
ajsts-4488	71	31	the	the	DET
ajsts-4488	71	32	implementation	implementation	NOUN
ajsts-4488	71	33	of	of	ADP
ajsts-4488	71	34	more	more	ADV
ajsts-4488	71	35	advanced	advanced	ADJ
ajsts-4488	71	36	measures	measure	NOUN
ajsts-4488	71	37	.	.	PUNCT
ajsts-4488	72	1	this	this	PRON
ajsts-4488	72	2	has	have	AUX
ajsts-4488	72	3	seen	see	VERB
ajsts-4488	72	4	next	next	ADJ
ajsts-4488	72	5	-	-	PUNCT
ajsts-4488	72	6	generation	generation	NOUN
ajsts-4488	72	7	artificial	artificial	ADJ
ajsts-4488	72	8	intelligence	intelligence	NOUN
ajsts-4488	72	9	security	security	NOUN
ajsts-4488	72	10	models	model	NOUN
ajsts-4488	72	11	being	be	AUX
ajsts-4488	72	12	developed	develop	VERB
ajsts-4488	72	13	and	and	CCONJ
ajsts-4488	72	14	implemented	implement	VERB
ajsts-4488	72	15	to	to	PART
ajsts-4488	72	16	help	help	VERB
ajsts-4488	72	17	in	in	ADP
ajsts-4488	72	18	early	early	ADJ
ajsts-4488	72	19	identification	identification	NOUN
ajsts-4488	72	20	of	of	ADP
ajsts-4488	72	21	threats	threat	NOUN
ajsts-4488	72	22	,	,	PUNCT
ajsts-4488	72	23	detection	detection	NOUN
ajsts-4488	72	24	and	and	CCONJ
ajsts-4488	72	25	prevention	prevention	NOUN
ajsts-4488	72	26	of	of	ADP
ajsts-4488	72	27	cyber	cyber	PROPN
ajsts-4488	72	28	threats	threat	NOUN
ajsts-4488	72	29	.	.	PUNCT
ajsts-4488	73	1	ai	ai	VERB
ajsts-4488	73	2	in	in	ADP
ajsts-4488	73	3	cybersecurity	cybersecurity	NOUN
ajsts-4488	73	4	:	:	PUNCT
ajsts-4488	73	5	recent	recent	ADJ
ajsts-4488	73	6	advancements	advancement	NOUN
ajsts-4488	73	7	and	and	CCONJ
ajsts-4488	73	8	technologies	technology	NOUN
ajsts-4488	74	1	ai	ai	AUX
ajsts-4488	74	2	had	have	VERB
ajsts-4488	74	3	also	also	ADV
ajsts-4488	74	4	a	a	DET
ajsts-4488	74	5	notable	notable	ADJ
ajsts-4488	74	6	impact	impact	NOUN
ajsts-4488	74	7	on	on	ADP
ajsts-4488	74	8	cybersecurity	cybersecurity	NOUN
ajsts-4488	74	9	by	by	ADP
ajsts-4488	74	10	implementing	implement	VERB
ajsts-4488	74	11	the	the	DET
ajsts-4488	74	12	real	real	ADJ
ajsts-4488	74	13	-	-	PUNCT
ajsts-4488	74	14	time	time	NOUN
ajsts-4488	74	15	,	,	PUNCT
ajsts-4488	74	16	precise	precise	ADJ
ajsts-4488	74	17	,	,	PUNCT
ajsts-4488	74	18	and	and	CCONJ
ajsts-4488	74	19	fully	fully	ADV
ajsts-4488	74	20	automated	automate	VERB
ajsts-4488	74	21	threat	threat	NOUN
ajsts-4488	74	22	identification	identification	NOUN
ajsts-4488	74	23	and	and	CCONJ
ajsts-4488	74	24	counteraction	counteraction	NOUN
ajsts-4488	74	25	subsystems	subsystem	NOUN
ajsts-4488	74	26	.	.	PUNCT
ajsts-4488	75	1	artificial	artificial	ADJ
ajsts-4488	75	2	intelligence	intelligence	NOUN
ajsts-4488	75	3	approach	approach	NOUN
ajsts-4488	75	4	in	in	ADP
ajsts-4488	75	5	cybersecurity	cybersecurity	NOUN
ajsts-4488	75	6	uses	use	VERB
ajsts-4488	75	7	the	the	DET
ajsts-4488	75	8	machine	machine	NOUN
ajsts-4488	75	9	learning	learning	NOUN
ajsts-4488	75	10	(	(	PUNCT
ajsts-4488	75	11	ml	ml	NOUN
ajsts-4488	75	12	)	)	PUNCT
ajsts-4488	75	13	,	,	PUNCT
ajsts-4488	75	14	deep	deep	ADJ
ajsts-4488	75	15	learning	learning	NOUN
ajsts-4488	75	16	(	(	PUNCT
ajsts-4488	75	17	dl	dl	NOUN
ajsts-4488	75	18	)	)	PUNCT
ajsts-4488	75	19	,	,	PUNCT
ajsts-4488	75	20	natural	natural	ADJ
ajsts-4488	75	21	language	language	NOUN
ajsts-4488	75	22	processing	processing	NOUN
ajsts-4488	75	23	(	(	PUNCT
ajsts-4488	75	24	nlp	nlp	NOUN
ajsts-4488	75	25	)	)	PUNCT
ajsts-4488	75	26	,	,	PUNCT
ajsts-4488	75	27	and	and	CCONJ
ajsts-4488	75	28	behavioral	behavioral	ADJ
ajsts-4488	75	29	analytics	analytic	NOUN
ajsts-4488	75	30	to	to	PART
ajsts-4488	75	31	prevent	prevent	VERB
ajsts-4488	75	32	,	,	PUNCT
ajsts-4488	75	33	identify	identify	VERB
ajsts-4488	75	34	,	,	PUNCT
ajsts-4488	75	35	and	and	CCONJ
ajsts-4488	75	36	predict	predict	VERB
ajsts-4488	75	37	the	the	DET
ajsts-4488	75	38	advancement	advancement	NOUN
ajsts-4488	75	39	cyber	cyber	NOUN
ajsts-4488	75	40	threats	threat	NOUN
ajsts-4488	75	41	,	,	PUNCT
ajsts-4488	75	42	not	not	PART
ajsts-4488	75	43	relying	rely	VERB
ajsts-4488	75	44	on	on	ADP
ajsts-4488	75	45	the	the	DET
ajsts-4488	75	46	conventional	conventional	ADJ
ajsts-4488	75	47	security	security	NOUN
ajsts-4488	75	48	measures	measure	NOUN
ajsts-4488	75	49	.	.	PUNCT
ajsts-4488	76	1	another	another	DET
ajsts-4488	76	2	area	area	NOUN
ajsts-4488	76	3	in	in	ADP
ajsts-4488	76	4	cybersecurity	cybersecurity	NOUN
ajsts-4488	76	5	that	that	PRON
ajsts-4488	76	6	has	have	AUX
ajsts-4488	76	7	been	be	AUX
ajsts-4488	76	8	merged	merge	VERB
ajsts-4488	76	9	with	with	ADP
ajsts-4488	76	10	ai	ai	PROPN
ajsts-4488	76	11	is	be	AUX
ajsts-4488	76	12	intrusion	intrusion	NOUN
ajsts-4488	76	13	detection	detection	NOUN
ajsts-4488	76	14	and	and	CCONJ
ajsts-4488	76	15	prevention	prevention	NOUN
ajsts-4488	76	16	systems	system	NOUN
ajsts-4488	76	17	(	(	PUNCT
ajsts-4488	76	18	idps	idps	NOUN
ajsts-4488	76	19	)	)	PUNCT
ajsts-4488	76	20	where	where	SCONJ
ajsts-4488	76	21	ai	ai	VERB
ajsts-4488	76	22	models	model	NOUN
ajsts-4488	76	23	engage	engage	VERB
ajsts-4488	76	24	in	in	ADP
ajsts-4488	76	25	filtering	filter	VERB
ajsts-4488	76	26	and	and	CCONJ
ajsts-4488	76	27	analyzing	analyze	VERB
ajsts-4488	76	28	the	the	DET
ajsts-4488	76	29	network	network	NOUN
ajsts-4488	76	30	traffic	traffic	NOUN
ajsts-4488	76	31	data	datum	NOUN
ajsts-4488	76	32	by	by	ADP
ajsts-4488	76	33	employing	employ	VERB
ajsts-4488	76	34	supervised	supervise	VERB
ajsts-4488	76	35	as	as	ADV
ajsts-4488	76	36	well	well	ADV
ajsts-4488	76	37	as	as	ADP
ajsts-4488	76	38	unsupervised	unsupervised	ADJ
ajsts-4488	76	39	learning	learning	NOUN
ajsts-4488	76	40	techniques	technique	NOUN
ajsts-4488	76	41	to	to	PART
ajsts-4488	76	42	facilitate	facilitate	VERB
ajsts-4488	76	43	the	the	DET
ajsts-4488	76	44	identification	identification	NOUN
ajsts-4488	76	45	of	of	ADP
ajsts-4488	76	46	intrusions	intrusion	NOUN
ajsts-4488	76	47	in	in	ADP
ajsts-4488	76	48	real	real	ADJ
ajsts-4488	76	49	time	time	NOUN
ajsts-4488	76	50	making	make	VERB
ajsts-4488	76	51	the	the	DET
ajsts-4488	76	52	intrusion	intrusion	NOUN
ajsts-4488	76	53	detection	detection	NOUN
ajsts-4488	76	54	systems	system	NOUN
ajsts-4488	76	55	productive	productive	ADJ
ajsts-4488	76	56	in	in	ADP
ajsts-4488	76	57	the	the	DET
ajsts-4488	76	58	last	last	ADJ
ajsts-4488	76	59	analysis	analysis	NOUN
ajsts-4488	76	60	of	of	ADP
ajsts-4488	76	61	new	new	ADJ
ajsts-4488	76	62	forms	form	NOUN
ajsts-4488	76	63	of	of	ADP
ajsts-4488	76	64	cyber	cyber	NOUN
ajsts-4488	76	65	threats	threat	NOUN
ajsts-4488	76	66	(	(	PUNCT
ajsts-4488	76	67	truong	truong	PROPN
ajsts-4488	76	68	et	et	PROPN
ajsts-4488	76	69	al	al	PROPN
ajsts-4488	76	70	.	.	PROPN
ajsts-4488	76	71	,	,	PUNCT
ajsts-4488	76	72	2020	2020	NUM
ajsts-4488	76	73	)	)	PUNCT
ajsts-4488	76	74	.	.	PUNCT
ajsts-4488	77	1	also	also	ADV
ajsts-4488	77	2	,	,	PUNCT
ajsts-4488	77	3	the	the	DET
ajsts-4488	77	4	technologies	technology	NOUN
ajsts-4488	77	5	of	of	ADP
ajsts-4488	77	6	machine	machine	NOUN
ajsts-4488	77	7	learning	learning	NOUN
ajsts-4488	77	8	and	and	CCONJ
ajsts-4488	77	9	deep	deep	ADJ
ajsts-4488	77	10	learning	learning	NOUN
ajsts-4488	77	11	are	be	AUX
ajsts-4488	77	12	employed	employ	VERB
ajsts-4488	77	13	by	by	ADP
ajsts-4488	77	14	training	training	NOUN
ajsts-4488	77	15	on	on	ADP
ajsts-4488	77	16	a	a	DET
ajsts-4488	77	17	large	large	ADJ
ajsts-4488	77	18	data	datum	NOUN
ajsts-4488	77	19	set	set	VERB
ajsts-4488	77	20	including	include	VERB
ajsts-4488	77	21	traffic	traffic	NOUN
ajsts-4488	77	22	logs	log	NOUN
ajsts-4488	77	23	,	,	PUNCT
ajsts-4488	77	24	phishing	phishe	VERB
ajsts-4488	77	25	attacks	attack	NOUN
ajsts-4488	77	26	,	,	PUNCT
ajsts-4488	77	27	and	and	CCONJ
ajsts-4488	77	28	malware	malware	NOUN
ajsts-4488	77	29	patterns	pattern	NOUN
ajsts-4488	77	30	to	to	PART
ajsts-4488	77	31	enhance	enhance	VERB
ajsts-4488	77	32	the	the	DET
ajsts-4488	77	33	rate	rate	NOUN
ajsts-4488	77	34	of	of	ADP
ajsts-4488	77	35	detection	detection	NOUN
ajsts-4488	77	36	and	and	CCONJ
ajsts-4488	77	37	decrease	decrease	VERB
ajsts-4488	77	38	false	false	ADJ
ajsts-4488	77	39	positives	positive	NOUN
ajsts-4488	77	40	(	(	PUNCT
ajsts-4488	77	41	zhang	zhang	X
ajsts-4488	77	42	et	et	PROPN
ajsts-4488	77	43	al	al	PROPN
ajsts-4488	77	44	.	.	PROPN
ajsts-4488	77	45	,	,	PUNCT
ajsts-4488	77	46	2022	2022	NUM
ajsts-4488	77	47	)	)	PUNCT
ajsts-4488	77	48	.	.	PUNCT
ajsts-4488	78	1	it	it	PRON
ajsts-4488	78	2	has	have	AUX
ajsts-4488	78	3	also	also	ADV
ajsts-4488	78	4	improved	improve	VERB
ajsts-4488	78	5	behavioral	behavioral	ADJ
ajsts-4488	78	6	anomaly	anomaly	NOUN
ajsts-4488	78	7	detection	detection	NOUN
ajsts-4488	78	8	in	in	ADP
ajsts-4488	78	9	ueba	ueba	ADJ
ajsts-4488	78	10	system	system	NOUN
ajsts-4488	78	11	where	where	SCONJ
ajsts-4488	78	12	ai	ai	NOUN
ajsts-4488	78	13	is	be	AUX
ajsts-4488	78	14	constantly	constantly	ADV
ajsts-4488	78	15	analyzing	analyze	VERB
ajsts-4488	78	16	user	user	NOUN
ajsts-4488	78	17	activities	activity	NOUN
ajsts-4488	78	18	,	,	PUNCT
ajsts-4488	78	19	login	login	NOUN
ajsts-4488	78	20	patterns	pattern	NOUN
ajsts-4488	78	21	,	,	PUNCT
ajsts-4488	78	22	and	and	CCONJ
ajsts-4488	78	23	system	system	NOUN
ajsts-4488	78	24	usage	usage	NOUN
ajsts-4488	78	25	to	to	PART
ajsts-4488	78	26	detect	detect	VERB
ajsts-4488	78	27	any	any	DET
ajsts-4488	78	28	anomaly	anomaly	NOUN
ajsts-4488	78	29	and	and	CCONJ
ajsts-4488	78	30	threats	threat	NOUN
ajsts-4488	78	31	hence	hence	ADV
ajsts-4488	78	32	promotes	promote	VERB
ajsts-4488	78	33	proactive	proactive	ADJ
ajsts-4488	78	34	security	security	NOUN
ajsts-4488	78	35	measure	measure	NOUN
ajsts-4488	78	36	(	(	PUNCT
ajsts-4488	78	37	hernández	hernández	PROPN
ajsts-4488	78	38	-	-	PUNCT
ajsts-4488	78	39	rivas	rivas	PROPN
ajsts-4488	78	40	et	et	PROPN
ajsts-4488	78	41	al	al	PROPN
ajsts-4488	78	42	.	.	PROPN
ajsts-4488	78	43	,	,	PUNCT
ajsts-4488	78	44	2024	2024	NUM
ajsts-4488	78	45	)	)	PUNCT
ajsts-4488	78	46	.	.	PUNCT
ajsts-4488	79	1	in	in	ADP
ajsts-4488	79	2	addition	addition	NOUN
ajsts-4488	79	3	,	,	PUNCT
ajsts-4488	79	4	mobile	mobile	ADJ
ajsts-4488	79	5	security	security	NOUN
ajsts-4488	79	6	systems	system	NOUN
ajsts-4488	79	7	as	as	ADV
ajsts-4488	79	8	well	well	ADV
ajsts-4488	79	9	as	as	ADP
ajsts-4488	79	10	cloud	cloud	ADJ
ajsts-4488	79	11	security	security	NOUN
ajsts-4488	79	12	systems	system	NOUN
ajsts-4488	79	13	also	also	ADV
ajsts-4488	79	14	improves	improve	VERB
ajsts-4488	79	15	by	by	ADP
ajsts-4488	79	16	extending	extend	VERB
ajsts-4488	79	17	endpoint	endpoint	NOUN
ajsts-4488	79	18	security	security	NOUN
ajsts-4488	79	19	solutions	solution	NOUN
ajsts-4488	79	20	by	by	ADP
ajsts-4488	79	21	automatically	automatically	ADV
ajsts-4488	79	22	monitoring	monitor	VERB
ajsts-4488	79	23	and	and	CCONJ
ajsts-4488	79	24	analyzing	analyze	VERB
ajsts-4488	79	25	possible	possible	ADJ
ajsts-4488	79	26	threats	threat	NOUN
ajsts-4488	79	27	and	and	CCONJ
ajsts-4488	79	28	risks	risk	NOUN
ajsts-4488	79	29	concerning	concern	VERB
ajsts-4488	79	30	cloud	cloud	NOUN
ajsts-4488	79	31	structure	structure	NOUN
ajsts-4488	79	32	(	(	PUNCT
ajsts-4488	79	33	islam	islam	PROPN
ajsts-4488	79	34	et	et	PROPN
ajsts-4488	79	35	al	al	PROPN
ajsts-4488	79	36	.	.	PROPN
ajsts-4488	79	37	,	,	PUNCT
ajsts-4488	79	38	2024	2024	NUM
ajsts-4488	79	39	)	)	PUNCT
ajsts-4488	79	40	.	.	PUNCT
ajsts-4488	80	1	another	another	DET
ajsts-4488	80	2	landmark	landmark	NOUN
ajsts-4488	80	3	development	development	NOUN
ajsts-4488	80	4	is	be	AUX
ajsts-4488	80	5	threat	threat	NOUN
ajsts-4488	80	6	intelligence	intelligence	NOUN
ajsts-4488	80	7	and	and	CCONJ
ajsts-4488	80	8	predictive	predictive	ADJ
ajsts-4488	80	9	analysis	analysis	NOUN
ajsts-4488	80	10	where	where	SCONJ
ajsts-4488	80	11	this	this	DET
ajsts-4488	80	12	technology	technology	NOUN
ajsts-4488	80	13	combines	combine	VERB
ajsts-4488	80	14	threat	threat	NOUN
ajsts-4488	80	15	intelligence	intelligence	NOUN
ajsts-4488	80	16	data	datum	NOUN
ajsts-4488	80	17	from	from	ADP
ajsts-4488	80	18	around	around	ADP
ajsts-4488	80	19	the	the	DET
ajsts-4488	80	20	globe	globe	NOUN
ajsts-4488	80	21	to	to	PART
ajsts-4488	80	22	identify	identify	VERB
ajsts-4488	80	23	any	any	DET
ajsts-4488	80	24	possible	possible	ADJ
ajsts-4488	80	25	threat	threat	NOUN
ajsts-4488	80	26	vectors	vector	NOUN
ajsts-4488	80	27	,	,	PUNCT
ajsts-4488	80	28	probable	probable	ADJ
ajsts-4488	80	29	attacks	attack	NOUN
ajsts-4488	80	30	and	and	CCONJ
ajsts-4488	80	31	deploy	deploy	VERB
ajsts-4488	80	32	measures	measure	NOUN
ajsts-4488	80	33	to	to	PART
ajsts-4488	80	34	prevent	prevent	VERB
ajsts-4488	80	35	them	they	PRON
ajsts-4488	80	36	in	in	ADP
ajsts-4488	80	37	future	future	NOUN
ajsts-4488	80	38	(	(	PUNCT
ajsts-4488	80	39	adil	adil	PROPN
ajsts-4488	80	40	et	et	PROPN
ajsts-4488	80	41	al	al	PROPN
ajsts-4488	80	42	.	.	PROPN
ajsts-4488	80	43	,	,	PUNCT
ajsts-4488	80	44	2023	2023	NUM
ajsts-4488	80	45	)	)	PUNCT
ajsts-4488	80	46	.	.	PUNCT
ajsts-4488	81	1	these	these	DET
ajsts-4488	81	2	enhancements	enhancement	NOUN
ajsts-4488	81	3	benefit	benefit	NOUN
ajsts-4488	81	4	of	of	ADP
ajsts-4488	81	5	artificial	artificial	ADJ
ajsts-4488	81	6	intelligence	intelligence	NOUN
ajsts-4488	81	7	in	in	ADP
ajsts-4488	81	8	improving	improve	VERB
ajsts-4488	81	9	precision	precision	NOUN
ajsts-4488	81	10	,	,	PUNCT
ajsts-4488	81	11	speed	speed	NOUN
ajsts-4488	81	12	,	,	PUNCT
ajsts-4488	81	13	and	and	CCONJ
ajsts-4488	81	14	scalability	scalability	NOUN
ajsts-4488	81	15	of	of	ADP
ajsts-4488	81	16	cybersecurity	cybersecurity	NOUN
ajsts-4488	81	17	thus	thus	ADV
ajsts-4488	81	18	making	make	VERB
ajsts-4488	81	19	ai	ai	AUX
ajsts-4488	81	20	ascertained	ascertain	VERB
ajsts-4488	81	21	security	security	NOUN
ajsts-4488	81	22	solutions	solution	NOUN
ajsts-4488	81	23	superior	superior	ADJ
ajsts-4488	81	24	to	to	ADP
ajsts-4488	81	25	traditional	traditional	ADJ
ajsts-4488	81	26	security	security	NOUN
ajsts-4488	81	27	in	in	ADP
ajsts-4488	81	28	early	early	ADJ
ajsts-4488	81	29	identification	identification	NOUN
ajsts-4488	81	30	of	of	ADP
ajsts-4488	81	31	advanced	advanced	ADJ
ajsts-4488	81	32	cyber	cyber	NOUN
ajsts-4488	81	33	threats	threat	NOUN
ajsts-4488	81	34	.	.	PUNCT
ajsts-4488	82	1	reach	reach	VERB
ajsts-4488	82	2	approaches	approach	NOUN
ajsts-4488	82	3	to	to	ADP
ajsts-4488	82	4	cybersecurity	cybersecurity	NOUN
ajsts-4488	82	5	are	be	AUX
ajsts-4488	82	6	being	be	AUX
ajsts-4488	82	7	discussed	discuss	VERB
ajsts-4488	82	8	,	,	PUNCT
ajsts-4488	82	9	which	which	PRON
ajsts-4488	82	10	are	be	AUX
ajsts-4488	82	11	based	base	VERB
ajsts-4488	82	12	on	on	ADP
ajsts-4488	82	13	a	a	DET
ajsts-4488	82	14	set	set	NOUN
ajsts-4488	82	15	of	of	ADP
ajsts-4488	82	16	rules	rule	NOUN
ajsts-4488	82	17	and	and	CCONJ
ajsts-4488	82	18	supported	support	VERB
ajsts-4488	82	19	by	by	ADP
ajsts-4488	82	20	machine	machine	NOUN
ajsts-4488	82	21	learning	learning	NOUN
ajsts-4488	82	22	algorithms	algorithm	NOUN
ajsts-4488	82	23	.	.	PUNCT
ajsts-4488	83	1	these	these	DET
ajsts-4488	83	2	models	model	NOUN
ajsts-4488	83	3	use	use	VERB
ajsts-4488	83	4	the	the	DET
ajsts-4488	83	5	advantages	advantage	NOUN
ajsts-4488	83	6	of	of	ADP
ajsts-4488	83	7	the	the	DET
ajsts-4488	83	8	first	first	ADJ
ajsts-4488	83	9	model	model	NOUN
ajsts-4488	83	10	of	of	ADP
ajsts-4488	83	11	using	use	VERB
ajsts-4488	83	12	ai	ai	VERB
ajsts-4488	83	13	for	for	ADP
ajsts-4488	83	14	the	the	DET
ajsts-4488	83	15	purpose	purpose	NOUN
ajsts-4488	83	16	of	of	ADP
ajsts-4488	83	17	detecting	detect	VERB
ajsts-4488	83	18	anomalies	anomaly	NOUN
ajsts-4488	83	19	in	in	ADP
ajsts-4488	83	20	real	real	ADJ
ajsts-4488	83	21	-	-	PUNCT
ajsts-4488	83	22	time	time	NOUN
ajsts-4488	83	23	while	while	SCONJ
ajsts-4488	83	24	at	at	ADP
ajsts-4488	83	25	the	the	DET
ajsts-4488	83	26	same	same	ADJ
ajsts-4488	83	27	time	time	NOUN
ajsts-4488	83	28	providing	provide	VERB
ajsts-4488	83	29	set	set	VERB
ajsts-4488	83	30	rules	rule	NOUN
ajsts-4488	83	31	for	for	SCONJ
ajsts-4488	83	32	security	security	NOUN
ajsts-4488	83	33	to	to	PART
ajsts-4488	83	34	act	act	VERB
ajsts-4488	83	35	upon	upon	SCONJ
ajsts-4488	83	36	.	.	PUNCT
ajsts-4488	84	1	ai	ai	VERB
ajsts-4488	84	2	-	-	PUNCT
ajsts-4488	84	3	based	base	VERB
ajsts-4488	84	4	intrusion	intrusion	NOUN
ajsts-4488	84	5	detection	detection	NOUN
ajsts-4488	84	6	and	and	CCONJ
ajsts-4488	84	7	prevention	prevention	NOUN
ajsts-4488	84	8	systems	system	NOUN
ajsts-4488	84	9	(	(	PUNCT
ajsts-4488	84	10	idps	idps	NOUN
ajsts-4488	84	11	)	)	PUNCT
ajsts-4488	84	12	intrusion	intrusion	NOUN
ajsts-4488	84	13	detection	detection	NOUN
ajsts-4488	84	14	systems	system	NOUN
ajsts-4488	84	15	(	(	PUNCT
ajsts-4488	84	16	ids	id	NOUN
ajsts-4488	84	17	)	)	PUNCT
ajsts-4488	84	18	and	and	CCONJ
ajsts-4488	84	19	intrusion	intrusion	NOUN
ajsts-4488	84	20	prevention	prevention	NOUN
ajsts-4488	84	21	systems	system	NOUN
ajsts-4488	84	22	(	(	PUNCT
ajsts-4488	84	23	ips	ip	NOUN
ajsts-4488	84	24	)	)	PUNCT
ajsts-4488	84	25	are	be	AUX
ajsts-4488	84	26	basic	basic	ADJ
ajsts-4488	84	27	set	set	NOUN
ajsts-4488	84	28	of	of	ADP
ajsts-4488	84	29	systems	system	NOUN
ajsts-4488	84	30	that	that	PRON
ajsts-4488	84	31	are	be	AUX
ajsts-4488	84	32	currently	currently	ADV
ajsts-4488	84	33	used	use	VERB
ajsts-4488	84	34	in	in	ADP
ajsts-4488	84	35	ensuring	ensure	VERB
ajsts-4488	84	36	the	the	DET
ajsts-4488	84	37	defense	defense	NOUN
ajsts-4488	84	38	of	of	ADP
ajsts-4488	84	39	computer	computer	NOUN
ajsts-4488	84	40	networks	network	NOUN
ajsts-4488	84	41	and	and	CCONJ
ajsts-4488	84	42	systems	system	NOUN
ajsts-4488	84	43	against	against	ADP
ajsts-4488	84	44	unauthorized	unauthorized	ADJ
ajsts-4488	84	45	access	access	NOUN
ajsts-4488	84	46	and	and	CCONJ
ajsts-4488	84	47	computer	computer	NOUN
ajsts-4488	84	48	crimes	crime	NOUN
ajsts-4488	84	49	.	.	PUNCT
ajsts-4488	85	1	conventional	conventional	ADJ
ajsts-4488	85	2	idps	idps	NOUN
ajsts-4488	85	3	employs	employ	VERB
ajsts-4488	85	4	the	the	DET
ajsts-4488	85	5	signature	signature	NOUN
ajsts-4488	85	6	-	-	PUNCT
ajsts-4488	85	7	based	base	VERB
ajsts-4488	85	8	detection	detection	NOUN
ajsts-4488	85	9	technique	technique	NOUN
ajsts-4488	85	10	,	,	PUNCT
ajsts-4488	85	11	whereby	whereby	SCONJ
ajsts-4488	85	12	it	it	PRON
ajsts-4488	85	13	is	be	AUX
ajsts-4488	85	14	capable	capable	ADJ
ajsts-4488	85	15	pa	pa	PROPN
ajsts-4488	85	16	ge	ge	PROPN
ajsts-4488	85	17	40	40	NUM
ajsts-4488	85	18	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	85	19	am	be	AUX
ajsts-4488	85	20	.	.	PUNCT
ajsts-4488	86	1	j.	j.	PROPN
ajsts-4488	86	2	smart	smart	PROPN
ajsts-4488	86	3	.	.	PUNCT
ajsts-4488	87	1	technol	technol	PROPN
ajsts-4488	87	2	.	.	PUNCT
ajsts-4488	87	3	solutions	solution	NOUN
ajsts-4488	87	4	4(1	4(1	NOUN
ajsts-4488	87	5	)	)	PUNCT
ajsts-4488	87	6	37	37	NUM
ajsts-4488	87	7	-	-	SYM
ajsts-4488	87	8	48	48	NUM
ajsts-4488	87	9	,	,	PUNCT
ajsts-4488	87	10	2025	2025	NUM
ajsts-4488	87	11	of	of	ADP
ajsts-4488	87	12	detecting	detect	VERB
ajsts-4488	87	13	only	only	ADV
ajsts-4488	87	14	those	those	DET
ajsts-4488	87	15	attacks	attack	NOUN
ajsts-4488	87	16	that	that	PRON
ajsts-4488	87	17	are	be	AUX
ajsts-4488	87	18	previously	previously	ADV
ajsts-4488	87	19	known	know	VERB
ajsts-4488	87	20	and	and	CCONJ
ajsts-4488	87	21	even	even	ADV
ajsts-4488	87	22	lacks	lack	VERB
ajsts-4488	87	23	the	the	DET
ajsts-4488	87	24	ability	ability	NOUN
ajsts-4488	87	25	to	to	PART
ajsts-4488	87	26	detect	detect	VERB
ajsts-4488	87	27	zero	zero	NUM
ajsts-4488	87	28	-	-	PUNCT
ajsts-4488	87	29	day	day	NOUN
ajsts-4488	87	30	threats	threat	NOUN
ajsts-4488	87	31	and	and	CCONJ
ajsts-4488	87	32	apts	apt	NOUN
ajsts-4488	87	33	.	.	PUNCT
ajsts-4488	88	1	ai	ai	VERB
ajsts-4488	88	2	-	-	PUNCT
ajsts-4488	88	3	based	base	VERB
ajsts-4488	88	4	idps	idps	NOUN
ajsts-4488	88	5	on	on	ADP
ajsts-4488	88	6	the	the	DET
ajsts-4488	88	7	other	other	ADJ
ajsts-4488	88	8	hand	hand	NOUN
ajsts-4488	88	9	,	,	PUNCT
ajsts-4488	88	10	use	use	VERB
ajsts-4488	88	11	supervised	supervised	ADJ
ajsts-4488	88	12	and	and	CCONJ
ajsts-4488	88	13	unsupervised	unsupervised	ADJ
ajsts-4488	88	14	learning	learning	NOUN
ajsts-4488	88	15	techniques	technique	NOUN
ajsts-4488	88	16	to	to	PART
ajsts-4488	88	17	analyze	analyze	VERB
ajsts-4488	88	18	normal	normal	ADJ
ajsts-4488	88	19	and	and	CCONJ
ajsts-4488	88	20	anomalous	anomalous	ADJ
ajsts-4488	88	21	traffic	traffic	NOUN
ajsts-4488	88	22	and	and	CCONJ
ajsts-4488	88	23	activities	activity	NOUN
ajsts-4488	88	24	,	,	PUNCT
ajsts-4488	88	25	and	and	CCONJ
ajsts-4488	88	26	new	new	ADJ
ajsts-4488	88	27	forms	form	NOUN
ajsts-4488	88	28	of	of	ADP
ajsts-4488	88	29	attacks	attack	NOUN
ajsts-4488	88	30	easily	easily	ADV
ajsts-4488	88	31	.	.	PUNCT
ajsts-4488	89	1	also	also	ADV
ajsts-4488	89	2	,	,	PUNCT
ajsts-4488	89	3	ai	ai	ADJ
ajsts-4488	89	4	-	-	PUNCT
ajsts-4488	89	5	powered	power	VERB
ajsts-4488	89	6	idps	idps	NOUN
ajsts-4488	89	7	uses	use	VERB
ajsts-4488	89	8	deep	deep	ADJ
ajsts-4488	89	9	learning	learning	NOUN
ajsts-4488	89	10	,	,	PUNCT
ajsts-4488	89	11	neural	neural	ADJ
ajsts-4488	89	12	networks	network	NOUN
ajsts-4488	89	13	,	,	PUNCT
ajsts-4488	89	14	and	and	CCONJ
ajsts-4488	89	15	reinforcement	reinforcement	NOUN
ajsts-4488	89	16	learning	learning	NOUN
ajsts-4488	89	17	to	to	PART
ajsts-4488	89	18	improve	improve	VERB
ajsts-4488	89	19	the	the	DET
ajsts-4488	89	20	identification	identification	NOUN
ajsts-4488	89	21	of	of	ADP
ajsts-4488	89	22	the	the	DET
ajsts-4488	89	23	novel	novel	ADJ
ajsts-4488	89	24	and	and	CCONJ
ajsts-4488	89	25	blended	blend	VERB
ajsts-4488	89	26	forms	form	NOUN
ajsts-4488	89	27	of	of	ADP
ajsts-4488	89	28	attacks	attack	NOUN
ajsts-4488	89	29	like	like	ADP
ajsts-4488	89	30	the	the	DET
ajsts-4488	89	31	polymorphic	polymorphic	ADJ
ajsts-4488	89	32	malware	malware	NOUN
ajsts-4488	89	33	and	and	CCONJ
ajsts-4488	89	34	the	the	DET
ajsts-4488	89	35	insider	insider	NOUN
ajsts-4488	89	36	threat	threat	NOUN
ajsts-4488	89	37	.	.	PUNCT
ajsts-4488	90	1	truong	truong	PROPN
ajsts-4488	90	2	et	et	PROPN
ajsts-4488	90	3	al	al	PROPN
ajsts-4488	90	4	.	.	PROPN
ajsts-4488	90	5	(	(	PUNCT
ajsts-4488	90	6	2020	2020	NUM
ajsts-4488	90	7	)	)	PUNCT
ajsts-4488	90	8	reported	report	VERB
ajsts-4488	90	9	that	that	SCONJ
ajsts-4488	90	10	ai	ai	VERB
ajsts-4488	90	11	has	have	AUX
ajsts-4488	90	12	enhanced	enhance	VERB
ajsts-4488	90	13	the	the	DET
ajsts-4488	90	14	malware	malware	NOUN
ajsts-4488	90	15	detection	detection	NOUN
ajsts-4488	90	16	,	,	PUNCT
ajsts-4488	90	17	network	network	NOUN
ajsts-4488	90	18	anomaly	anomaly	NOUN
ajsts-4488	90	19	detection	detection	NOUN
ajsts-4488	90	20	,	,	PUNCT
ajsts-4488	90	21	and	and	CCONJ
ajsts-4488	90	22	intrusion	intrusion	NOUN
ajsts-4488	90	23	prevention	prevention	NOUN
ajsts-4488	90	24	systems	system	NOUN
ajsts-4488	90	25	and	and	CCONJ
ajsts-4488	90	26	that	that	SCONJ
ajsts-4488	90	27	the	the	DET
ajsts-4488	90	28	neural	neural	ADJ
ajsts-4488	90	29	network	network	NOUN
ajsts-4488	90	30	as	as	ADV
ajsts-4488	90	31	well	well	ADV
ajsts-4488	90	32	as	as	ADP
ajsts-4488	90	33	the	the	DET
ajsts-4488	90	34	deep	deep	ADJ
ajsts-4488	90	35	reinforcement	reinforcement	NOUN
ajsts-4488	90	36	learning	learning	NOUN
ajsts-4488	90	37	(	(	PUNCT
ajsts-4488	90	38	drl	drl	PROPN
ajsts-4488	90	39	)	)	PUNCT
ajsts-4488	90	40	has	have	AUX
ajsts-4488	90	41	been	be	AUX
ajsts-4488	90	42	used	use	VERB
ajsts-4488	90	43	successfully	successfully	ADV
ajsts-4488	90	44	in	in	ADP
ajsts-4488	90	45	counteracting	counteract	VERB
ajsts-4488	90	46	the	the	DET
ajsts-4488	90	47	zero	zero	NUM
ajsts-4488	90	48	-	-	PUNCT
ajsts-4488	90	49	day	day	NOUN
ajsts-4488	90	50	attack	attack	NOUN
ajsts-4488	90	51	as	as	SCONJ
ajsts-4488	90	52	it	it	PRON
ajsts-4488	90	53	recognizes	recognize	VERB
ajsts-4488	90	54	and	and	CCONJ
ajsts-4488	90	55	learn	learn	VERB
ajsts-4488	90	56	the	the	DET
ajsts-4488	90	57	new	new	ADJ
ajsts-4488	90	58	patterns	pattern	NOUN
ajsts-4488	90	59	which	which	PRON
ajsts-4488	90	60	arrest	arrest	VERB
ajsts-4488	90	61	the	the	DET
ajsts-4488	90	62	new	new	ADJ
ajsts-4488	90	63	attacks	attack	NOUN
ajsts-4488	90	64	in	in	ADP
ajsts-4488	90	65	the	the	DET
ajsts-4488	90	66	real	real	ADJ
ajsts-4488	90	67	-	-	PUNCT
ajsts-4488	90	68	time	time	NOUN
ajsts-4488	90	69	.	.	PUNCT
ajsts-4488	91	1	in	in	ADP
ajsts-4488	91	2	addition	addition	NOUN
ajsts-4488	91	3	,	,	PUNCT
ajsts-4488	91	4	abdullahi	abdullahi	PROPN
ajsts-4488	91	5	et	et	PROPN
ajsts-4488	91	6	al	al	PROPN
ajsts-4488	91	7	.	.	PROPN
ajsts-4488	92	1	(	(	PUNCT
ajsts-4488	92	2	2022	2022	NUM
ajsts-4488	92	3	)	)	PUNCT
ajsts-4488	92	4	reveal	reveal	VERB
ajsts-4488	92	5	that	that	SCONJ
ajsts-4488	92	6	there	there	PRON
ajsts-4488	92	7	are	be	VERB
ajsts-4488	92	8	some	some	DET
ajsts-4488	92	9	advantages	advantage	NOUN
ajsts-4488	92	10	of	of	ADP
ajsts-4488	92	11	the	the	DET
ajsts-4488	92	12	hybrid	hybrid	ADJ
ajsts-4488	92	13	ai	ai	NOUN
ajsts-4488	92	14	-	-	PUNCT
ajsts-4488	92	15	based	base	VERB
ajsts-4488	92	16	cybersecurity	cybersecurity	NOUN
ajsts-4488	92	17	models	model	NOUN
ajsts-4488	92	18	which	which	PRON
ajsts-4488	92	19	are	be	AUX
ajsts-4488	92	20	applied	apply	VERB
ajsts-4488	92	21	deeply	deeply	ADV
ajsts-4488	92	22	and	and	CCONJ
ajsts-4488	92	23	beyond	beyond	ADP
ajsts-4488	92	24	throughout	throughout	ADP
ajsts-4488	92	25	the	the	DET
ajsts-4488	92	26	deep	deep	ADJ
ajsts-4488	92	27	learning	learning	NOUN
ajsts-4488	92	28	,	,	PUNCT
ajsts-4488	92	29	rule	rule	NOUN
ajsts-4488	92	30	-	-	PUNCT
ajsts-4488	92	31	based	base	VERB
ajsts-4488	92	32	system	system	NOUN
ajsts-4488	92	33	,	,	PUNCT
ajsts-4488	92	34	and	and	CCONJ
ajsts-4488	92	35	statistical	statistical	ADJ
ajsts-4488	92	36	model	model	NOUN
ajsts-4488	92	37	.	.	PUNCT
ajsts-4488	93	1	the	the	DET
ajsts-4488	93	2	hybrid	hybrid	NOUN
ajsts-4488	93	3	models	model	NOUN
ajsts-4488	93	4	help	help	VERB
ajsts-4488	93	5	in	in	ADP
ajsts-4488	93	6	enhancing	enhance	VERB
ajsts-4488	93	7	the	the	DET
ajsts-4488	93	8	ability	ability	NOUN
ajsts-4488	93	9	of	of	ADP
ajsts-4488	93	10	the	the	DET
ajsts-4488	93	11	intrusion	intrusion	NOUN
ajsts-4488	93	12	prevention	prevention	NOUN
ajsts-4488	93	13	because	because	SCONJ
ajsts-4488	93	14	they	they	PRON
ajsts-4488	93	15	cut	cut	VERB
ajsts-4488	93	16	down	down	ADP
ajsts-4488	93	17	on	on	ADP
ajsts-4488	93	18	false	false	ADJ
ajsts-4488	93	19	positives	positive	NOUN
ajsts-4488	93	20	and	and	CCONJ
ajsts-4488	93	21	the	the	DET
ajsts-4488	93	22	real	real	ADJ
ajsts-4488	93	23	-	-	PUNCT
ajsts-4488	93	24	time	time	NOUN
ajsts-4488	93	25	efficiency	efficiency	NOUN
ajsts-4488	93	26	in	in	ADP
ajsts-4488	93	27	threat	threat	NOUN
ajsts-4488	93	28	detection	detection	NOUN
ajsts-4488	93	29	so	so	SCONJ
ajsts-4488	93	30	that	that	SCONJ
ajsts-4488	93	31	idps	idps	PROPN
ajsts-4488	93	32	solutions	solution	NOUN
ajsts-4488	93	33	which	which	PRON
ajsts-4488	93	34	are	be	AUX
ajsts-4488	93	35	artificial	artificial	ADJ
ajsts-4488	93	36	intelligence	intelligence	NOUN
ajsts-4488	93	37	-	-	PUNCT
ajsts-4488	93	38	powered	power	VERB
ajsts-4488	93	39	will	will	AUX
ajsts-4488	93	40	progressively	progressively	ADV
ajsts-4488	93	41	continue	continue	VERB
ajsts-4488	93	42	to	to	PART
ajsts-4488	93	43	be	be	AUX
ajsts-4488	93	44	valuable	valuable	ADJ
ajsts-4488	93	45	in	in	ADP
ajsts-4488	93	46	business	business	NOUN
ajsts-4488	93	47	and	and	CCONJ
ajsts-4488	93	48	in	in	ADP
ajsts-4488	93	49	protecting	protect	VERB
ajsts-4488	93	50	critical	critical	ADJ
ajsts-4488	93	51	infrastructure	infrastructure	NOUN
ajsts-4488	93	52	(	(	PUNCT
ajsts-4488	93	53	abdullahi	abdullahi	NOUN
ajsts-4488	93	54	et	et	PROPN
ajsts-4488	93	55	al	al	PROPN
ajsts-4488	93	56	.	.	PROPN
ajsts-4488	93	57	,	,	PUNCT
ajsts-4488	93	58	2022	2022	NUM
ajsts-4488	93	59	)	)	PUNCT
ajsts-4488	93	60	.	.	PUNCT
ajsts-4488	94	1	today	today	NOUN
ajsts-4488	94	2	with	with	ADP
ajsts-4488	94	3	ever	ever	ADV
ajsts-4488	94	4	increasing	increase	VERB
ajsts-4488	94	5	sophisticated	sophisticated	ADJ
ajsts-4488	94	6	threats	threat	NOUN
ajsts-4488	94	7	arising	arise	VERB
ajsts-4488	94	8	in	in	ADP
ajsts-4488	94	9	cyber	cyber	ADJ
ajsts-4488	94	10	space	space	NOUN
ajsts-4488	94	11	,	,	PUNCT
ajsts-4488	94	12	idps	idps	NOUN
ajsts-4488	94	13	using	use	VERB
ajsts-4488	94	14	ai	ai	VERB
ajsts-4488	94	15	technology	technology	NOUN
ajsts-4488	94	16	is	be	AUX
ajsts-4488	94	17	a	a	DET
ajsts-4488	94	18	closely	closely	ADV
ajsts-4488	94	19	automated	automate	VERB
ajsts-4488	94	20	,	,	PUNCT
ajsts-4488	94	21	intelligent	intelligent	ADJ
ajsts-4488	94	22	and	and	CCONJ
ajsts-4488	94	23	self	self	NOUN
ajsts-4488	94	24	-	-	PUNCT
ajsts-4488	94	25	learning	learn	VERB
ajsts-4488	94	26	security	security	NOUN
ajsts-4488	94	27	platform	platform	NOUN
ajsts-4488	94	28	which	which	PRON
ajsts-4488	94	29	can	can	AUX
ajsts-4488	94	30	help	help	VERB
ajsts-4488	94	31	an	an	DET
ajsts-4488	94	32	organization	organization	NOUN
ajsts-4488	94	33	win	win	VERB
ajsts-4488	94	34	the	the	DET
ajsts-4488	94	35	battle	battle	NOUN
ajsts-4488	94	36	against	against	ADP
ajsts-4488	94	37	the	the	DET
ajsts-4488	94	38	cyber	cyber	NOUN
ajsts-4488	94	39	criminals	criminal	NOUN
ajsts-4488	94	40	and	and	CCONJ
ajsts-4488	94	41	constantly	constantly	ADV
ajsts-4488	94	42	monitor	monitor	VERB
ajsts-4488	94	43	the	the	DET
ajsts-4488	94	44	network	network	NOUN
ajsts-4488	94	45	for	for	ADP
ajsts-4488	94	46	intrusions	intrusion	NOUN
ajsts-4488	94	47	and	and	CCONJ
ajsts-4488	94	48	prevent	prevent	VERB
ajsts-4488	94	49	them	they	PRON
ajsts-4488	94	50	to	to	PART
ajsts-4488	94	51	go	go	VERB
ajsts-4488	94	52	deep	deep	ADV
ajsts-4488	94	53	inland	inland	ADV
ajsts-4488	94	54	.	.	PUNCT
ajsts-4488	95	1	machine	machine	NOUN
ajsts-4488	95	2	learning	learning	NOUN
ajsts-4488	95	3	and	and	CCONJ
ajsts-4488	95	4	deep	deep	ADJ
ajsts-4488	95	5	learning	learning	NOUN
ajsts-4488	95	6	for	for	ADP
ajsts-4488	95	7	threat	threat	NOUN
ajsts-4488	95	8	detection	detection	NOUN
ajsts-4488	95	9	artificial	artificial	ADJ
ajsts-4488	95	10	intelligence	intelligence	NOUN
ajsts-4488	95	11	and	and	CCONJ
ajsts-4488	95	12	machine	machine	NOUN
ajsts-4488	95	13	learning	learning	NOUN
ajsts-4488	95	14	(	(	PUNCT
ajsts-4488	95	15	ml	ml	NOUN
ajsts-4488	95	16	)	)	PUNCT
ajsts-4488	95	17	has	have	AUX
ajsts-4488	95	18	therefore	therefore	ADV
ajsts-4488	95	19	become	become	VERB
ajsts-4488	95	20	crucial	crucial	ADJ
ajsts-4488	95	21	to	to	ADP
ajsts-4488	95	22	cybersecurity	cybersecurity	NOUN
ajsts-4488	95	23	as	as	SCONJ
ajsts-4488	95	24	it	it	PRON
ajsts-4488	95	25	assures	assure	VERB
ajsts-4488	95	26	built	build	VERB
ajsts-4488	95	27	-	-	PUNCT
ajsts-4488	95	28	in	in	ADP
ajsts-4488	95	29	intelligent	intelligent	ADJ
ajsts-4488	95	30	and	and	CCONJ
ajsts-4488	95	31	adaptive	adaptive	ADJ
ajsts-4488	95	32	systems	system	NOUN
ajsts-4488	95	33	that	that	PRON
ajsts-4488	95	34	are	be	AUX
ajsts-4488	95	35	effective	effective	ADJ
ajsts-4488	95	36	in	in	ADP
ajsts-4488	95	37	detecting	detect	VERB
ajsts-4488	95	38	cyber	cyber	NOUN
ajsts-4488	95	39	threats	threat	NOUN
ajsts-4488	95	40	than	than	ADP
ajsts-4488	95	41	traditional	traditional	ADJ
ajsts-4488	95	42	conventional	conventional	ADJ
ajsts-4488	95	43	approaches	approach	NOUN
ajsts-4488	95	44	.	.	PUNCT
ajsts-4488	96	1	machine	machine	NOUN
ajsts-4488	96	2	learning	learning	NOUN
ajsts-4488	96	3	involves	involve	VERB
ajsts-4488	96	4	building	build	VERB
ajsts-4488	96	5	up	up	ADP
ajsts-4488	96	6	data	datum	NOUN
ajsts-4488	96	7	consisting	consist	VERB
ajsts-4488	96	8	of	of	ADP
ajsts-4488	96	9	traffic	traffic	NOUN
ajsts-4488	96	10	log	log	NOUN
ajsts-4488	96	11	,	,	PUNCT
ajsts-4488	96	12	phishing	phishe	VERB
ajsts-4488	96	13	emails	email	NOUN
ajsts-4488	96	14	,	,	PUNCT
ajsts-4488	96	15	and	and	CCONJ
ajsts-4488	96	16	even	even	ADV
ajsts-4488	96	17	mal	mal	ADJ
ajsts-4488	96	18	ware	ware	NOUN
ajsts-4488	96	19	signatures	signature	NOUN
ajsts-4488	96	20	from	from	ADP
ajsts-4488	96	21	where	where	SCONJ
ajsts-4488	96	22	algorithms	algorithm	NOUN
ajsts-4488	96	23	predict	predict	VERB
ajsts-4488	96	24	the	the	DET
ajsts-4488	96	25	threat	threat	NOUN
ajsts-4488	96	26	in	in	ADP
ajsts-4488	96	27	a	a	DET
ajsts-4488	96	28	real	real	ADJ
ajsts-4488	96	29	-	-	PUNCT
ajsts-4488	96	30	time	time	NOUN
ajsts-4488	96	31	basis	basis	NOUN
ajsts-4488	96	32	.	.	PUNCT
ajsts-4488	97	1	the	the	DET
ajsts-4488	97	2	former	former	ADJ
ajsts-4488	97	3	uses	use	VERB
ajsts-4488	97	4	label	label	NOUN
ajsts-4488	97	5	information	information	NOUN
ajsts-4488	97	6	for	for	ADP
ajsts-4488	97	7	learning	learn	VERB
ajsts-4488	97	8	known	know	VERB
ajsts-4488	97	9	forms	form	NOUN
ajsts-4488	97	10	of	of	ADP
ajsts-4488	97	11	attack	attack	NOUN
ajsts-4488	97	12	patterns	pattern	NOUN
ajsts-4488	97	13	while	while	SCONJ
ajsts-4488	97	14	the	the	DET
ajsts-4488	97	15	latter	latter	ADJ
ajsts-4488	97	16	employs	employ	VERB
ajsts-4488	97	17	no	no	DET
ajsts-4488	97	18	labels	label	NOUN
ajsts-4488	97	19	enabling	enable	VERB
ajsts-4488	97	20	the	the	DET
ajsts-4488	97	21	discovery	discovery	NOUN
ajsts-4488	97	22	of	of	ADP
ajsts-4488	97	23	new	new	ADJ
ajsts-4488	97	24	and	and	CCONJ
ajsts-4488	97	25	emerging	emerge	VERB
ajsts-4488	97	26	threats	threat	NOUN
ajsts-4488	97	27	through	through	ADP
ajsts-4488	97	28	anomaly	anomaly	NOUN
ajsts-4488	97	29	detection	detection	NOUN
ajsts-4488	97	30	.	.	PUNCT
ajsts-4488	98	1	this	this	DET
ajsts-4488	98	2	paper	paper	NOUN
ajsts-4488	98	3	by	by	ADP
ajsts-4488	98	4	zhang	zhang	PROPN
ajsts-4488	98	5	et	et	PROPN
ajsts-4488	98	6	al	al	PROPN
ajsts-4488	98	7	.	.	PROPN
ajsts-4488	98	8	also	also	ADV
ajsts-4488	98	9	demonsturates	demonsturate	VERB
ajsts-4488	98	10	how	how	SCONJ
ajsts-4488	98	11	aienabled	aienable	VERB
ajsts-4488	98	12	authentication	authentication	NOUN
ajsts-4488	98	13	,	,	PUNCT
ajsts-4488	98	14	network	network	NOUN
ajsts-4488	98	15	anomaly	anomaly	NOUN
ajsts-4488	98	16	detection	detection	NOUN
ajsts-4488	98	17	and	and	CCONJ
ajsts-4488	98	18	risk	risk	NOUN
ajsts-4488	98	19	-	-	PUNCT
ajsts-4488	98	20	based	base	VERB
ajsts-4488	98	21	cybersecurity	cybersecurity	NOUN
ajsts-4488	98	22	decision	decision	NOUN
ajsts-4488	98	23	making	make	VERB
ajsts-4488	98	24	paradigms	paradigm	NOUN
ajsts-4488	98	25	improves	improve	VERB
ajsts-4488	98	26	the	the	DET
ajsts-4488	98	27	security	security	NOUN
ajsts-4488	98	28	by	by	ADP
ajsts-4488	98	29	suppressing	suppress	VERB
ajsts-4488	98	30	false	false	ADJ
ajsts-4488	98	31	positives	positive	NOUN
ajsts-4488	98	32	while	while	SCONJ
ajsts-4488	98	33	improving	improve	VERB
ajsts-4488	98	34	the	the	DET
ajsts-4488	98	35	true	true	ADJ
ajsts-4488	98	36	positive	positive	ADJ
ajsts-4488	98	37	capture	capture	NOUN
ajsts-4488	98	38	vis	vis	X
ajsts-4488	98	39	-	-	PUNCT
ajsts-4488	98	40	a	a	PRON
ajsts-4488	98	41	-	-	PUNCT
ajsts-4488	98	42	vis	vis	X
ajsts-4488	98	43	conventional	conventional	ADJ
ajsts-4488	98	44	rule	rule	NOUN
ajsts-4488	98	45	-	-	PUNCT
ajsts-4488	98	46	based	base	VERB
ajsts-4488	98	47	approaches	approach	NOUN
ajsts-4488	98	48	(	(	PUNCT
ajsts-4488	98	49	zhang	zhang	X
ajsts-4488	98	50	et	et	PROPN
ajsts-4488	98	51	al	al	PROPN
ajsts-4488	98	52	.	.	PROPN
ajsts-4488	98	53	,	,	PUNCT
ajsts-4488	98	54	2022	2022	NUM
ajsts-4488	98	55	)	)	PUNCT
ajsts-4488	98	56	.	.	PUNCT
ajsts-4488	99	1	also	also	ADV
ajsts-4488	99	2	,	,	PUNCT
ajsts-4488	99	3	hernández	hernández	PROPN
ajsts-4488	99	4	-	-	PUNCT
ajsts-4488	99	5	rivas	rivas	PROPN
ajsts-4488	99	6	et	et	PROPN
ajsts-4488	99	7	al	al	PROPN
ajsts-4488	99	8	.	.	PROPN
ajsts-4488	100	1	(	(	PUNCT
ajsts-4488	100	2	2024	2024	NUM
ajsts-4488	100	3	)	)	PUNCT
ajsts-4488	100	4	earlier	early	ADV
ajsts-4488	100	5	described	describe	VERB
ajsts-4488	100	6	hybrid	hybrid	NOUN
ajsts-4488	100	7	models	model	NOUN
ajsts-4488	100	8	integrating	integrate	VERB
ajsts-4488	100	9	experiments	experiment	NOUN
ajsts-4488	100	10	with	with	ADP
ajsts-4488	100	11	supervised	supervised	ADJ
ajsts-4488	100	12	learning	learning	NOUN
ajsts-4488	100	13	techniques	technique	NOUN
ajsts-4488	100	14	(	(	PUNCT
ajsts-4488	100	15	decision	decision	NOUN
ajsts-4488	100	16	trees	tree	NOUN
ajsts-4488	100	17	and	and	CCONJ
ajsts-4488	100	18	support	support	VERB
ajsts-4488	100	19	vector	vector	NOUN
ajsts-4488	100	20	machine	machine	NOUN
ajsts-4488	100	21	)	)	PUNCT
ajsts-4488	100	22	and	and	CCONJ
ajsts-4488	100	23	unsupervised	unsupervised	ADJ
ajsts-4488	100	24	anomaly	anomaly	NOUN
ajsts-4488	100	25	detection	detection	NOUN
ajsts-4488	100	26	that	that	PRON
ajsts-4488	100	27	would	would	AUX
ajsts-4488	100	28	allow	allow	VERB
ajsts-4488	100	29	the	the	DET
ajsts-4488	100	30	identification	identification	NOUN
ajsts-4488	100	31	of	of	ADP
ajsts-4488	100	32	emergent	emergent	ADJ
ajsts-4488	100	33	patterns	pattern	NOUN
ajsts-4488	100	34	and	and	CCONJ
ajsts-4488	100	35	changes	change	NOUN
ajsts-4488	100	36	in	in	ADP
ajsts-4488	100	37	the	the	DET
ajsts-4488	100	38	network	network	NOUN
ajsts-4488	100	39	behavior	behavior	NOUN
ajsts-4488	100	40	,	,	PUNCT
ajsts-4488	100	41	attempts	attempt	VERB
ajsts-4488	100	42	for	for	ADP
ajsts-4488	100	43	unauthorized	unauthorized	ADJ
ajsts-4488	100	44	access	access	NOUN
ajsts-4488	100	45	and	and	CCONJ
ajsts-4488	100	46	login	login	NOUN
ajsts-4488	100	47	.	.	PUNCT
ajsts-4488	101	1	their	their	PRON
ajsts-4488	101	2	study	study	NOUN
ajsts-4488	101	3	shows	show	VERB
ajsts-4488	101	4	that	that	SCONJ
ajsts-4488	101	5	those	those	DET
ajsts-4488	101	6	hybrid	hybrid	ADJ
ajsts-4488	101	7	ai	ai	NOUN
ajsts-4488	101	8	approaches	approach	NOUN
ajsts-4488	101	9	range	range	VERB
ajsts-4488	101	10	in	in	ADP
ajsts-4488	101	11	accuracy	accuracy	NOUN
ajsts-4488	101	12	from	from	ADP
ajsts-4488	101	13	93	93	NUM
ajsts-4488	101	14	to	to	PART
ajsts-4488	101	15	98	98	NUM
ajsts-4488	101	16	percent	percent	NOUN
ajsts-4488	101	17	for	for	ADP
ajsts-4488	101	18	the	the	DET
ajsts-4488	101	19	cyber	cyber	NOUN
ajsts-4488	101	20	threat	threat	NOUN
ajsts-4488	101	21	identification	identification	NOUN
ajsts-4488	101	22	;	;	PUNCT
ajsts-4488	101	23	thus	thus	ADV
ajsts-4488	101	24	,	,	PUNCT
ajsts-4488	101	25	stressing	stress	VERB
ajsts-4488	101	26	on	on	ADP
ajsts-4488	101	27	the	the	DET
ajsts-4488	101	28	idea	idea	NOUN
ajsts-4488	101	29	of	of	ADP
ajsts-4488	101	30	utilization	utilization	NOUN
ajsts-4488	101	31	of	of	ADP
ajsts-4488	101	32	the	the	DET
ajsts-4488	101	33	ai	ai	ADJ
ajsts-4488	101	34	security	security	NOUN
ajsts-4488	101	35	frameworks	framework	NOUN
ajsts-4488	101	36	to	to	PART
ajsts-4488	101	37	manage	manage	VERB
ajsts-4488	101	38	contemporary	contemporary	ADJ
ajsts-4488	101	39	cyberrisks	cyberrisk	NOUN
ajsts-4488	101	40	(	(	PUNCT
ajsts-4488	101	41	hernández	hernández	PROPN
ajsts-4488	101	42	-	-	PUNCT
ajsts-4488	101	43	rivas	rivas	PROPN
ajsts-4488	101	44	et	et	PROPN
ajsts-4488	101	45	al	al	PROPN
ajsts-4488	101	46	.	.	PROPN
ajsts-4488	101	47	,	,	PUNCT
ajsts-4488	101	48	2024	2024	NUM
ajsts-4488	101	49	)	)	PUNCT
ajsts-4488	101	50	.	.	PUNCT
ajsts-4488	102	1	with	with	ADP
ajsts-4488	102	2	new	new	ADJ
ajsts-4488	102	3	and	and	CCONJ
ajsts-4488	102	4	complex	complex	ADJ
ajsts-4488	102	5	cyber	cyber	NOUN
ajsts-4488	102	6	threats	threat	NOUN
ajsts-4488	102	7	emerging	emerge	VERB
ajsts-4488	102	8	and	and	CCONJ
ajsts-4488	102	9	maturing	mature	VERB
ajsts-4488	102	10	,	,	PUNCT
ajsts-4488	102	11	ml	ml	ADV
ajsts-4488	102	12	and	and	CCONJ
ajsts-4488	102	13	dl	dl	PROPN
ajsts-4488	102	14	go	go	VERB
ajsts-4488	102	15	hand	hand	NOUN
ajsts-4488	102	16	in	in	ADP
ajsts-4488	102	17	hand	hand	NOUN
ajsts-4488	102	18	providing	provide	VERB
ajsts-4488	102	19	businesses	business	NOUN
ajsts-4488	102	20	and	and	CCONJ
ajsts-4488	102	21	cybersecurity	cybersecurity	NOUN
ajsts-4488	102	22	specialists	specialist	NOUN
ajsts-4488	102	23	with	with	ADP
ajsts-4488	102	24	automated	automate	VERB
ajsts-4488	102	25	and	and	CCONJ
ajsts-4488	102	26	real	real	ADJ
ajsts-4488	102	27	-	-	PUNCT
ajsts-4488	102	28	time	time	NOUN
ajsts-4488	102	29	threat	threat	NOUN
ajsts-4488	102	30	intelligence	intelligence	NOUN
ajsts-4488	102	31	and	and	CCONJ
ajsts-4488	102	32	predictive	predictive	ADJ
ajsts-4488	102	33	security	security	NOUN
ajsts-4488	102	34	options	option	NOUN
ajsts-4488	102	35	to	to	PART
ajsts-4488	102	36	improve	improve	VERB
ajsts-4488	102	37	companies	company	NOUN
ajsts-4488	102	38	’	'	PUNCT
ajsts-4488	102	39	incident	incident	NOUN
ajsts-4488	102	40	response	response	NOUN
ajsts-4488	102	41	and	and	CCONJ
ajsts-4488	102	42	management	management	NOUN
ajsts-4488	102	43	as	as	ADV
ajsts-4488	102	44	well	well	ADV
ajsts-4488	102	45	as	as	ADP
ajsts-4488	102	46	their	their	PRON
ajsts-4488	102	47	risk	risk	NOUN
ajsts-4488	102	48	mitigation	mitigation	NOUN
ajsts-4488	102	49	approaches	approach	NOUN
ajsts-4488	102	50	.	.	PUNCT
ajsts-4488	103	1	ai	ai	VERB
ajsts-4488	103	2	in	in	ADP
ajsts-4488	103	3	network	network	NOUN
ajsts-4488	103	4	security	security	NOUN
ajsts-4488	103	5	and	and	CCONJ
ajsts-4488	103	6	endpoint	endpoint	NOUN
ajsts-4488	103	7	protection	protection	NOUN
ajsts-4488	103	8	artificial	artificial	ADJ
ajsts-4488	103	9	intelligence	intelligence	NOUN
ajsts-4488	103	10	is	be	AUX
ajsts-4488	103	11	imparting	impart	VERB
ajsts-4488	103	12	a	a	DET
ajsts-4488	103	13	new	new	ADJ
ajsts-4488	103	14	dimension	dimension	NOUN
ajsts-4488	103	15	to	to	ADP
ajsts-4488	103	16	the	the	DET
ajsts-4488	103	17	overall	overall	ADJ
ajsts-4488	103	18	networking	network	VERB
ajsts-4488	103	19	security	security	NOUN
ajsts-4488	103	20	,	,	PUNCT
ajsts-4488	103	21	end	end	NOUN
ajsts-4488	103	22	point	point	NOUN
ajsts-4488	103	23	security	security	NOUN
ajsts-4488	103	24	and	and	CCONJ
ajsts-4488	103	25	cloud	cloud	NOUN
ajsts-4488	103	26	security	security	NOUN
ajsts-4488	103	27	(	(	PUNCT
ajsts-4488	103	28	nakib	nakib	NOUN
ajsts-4488	103	29	et	et	PROPN
ajsts-4488	103	30	al	al	PROPN
ajsts-4488	103	31	.	.	PROPN
ajsts-4488	103	32	,	,	PUNCT
ajsts-4488	103	33	2024	2024	NUM
ajsts-4488	103	34	)	)	PUNCT
ajsts-4488	103	35	,	,	PUNCT
ajsts-4488	103	36	helping	help	VERB
ajsts-4488	103	37	the	the	DET
ajsts-4488	103	38	businesses	business	NOUN
ajsts-4488	103	39	to	to	PART
ajsts-4488	103	40	protect	protect	VERB
ajsts-4488	103	41	themselves	themselves	PRON
ajsts-4488	103	42	with	with	ADP
ajsts-4488	103	43	new	new	ADJ
ajsts-4488	103	44	and	and	CCONJ
ajsts-4488	103	45	intelligent	intelligent	ADJ
ajsts-4488	103	46	approaches	approach	NOUN
ajsts-4488	103	47	against	against	ADP
ajsts-4488	103	48	the	the	DET
ajsts-4488	103	49	increasing	increase	VERB
ajsts-4488	103	50	threat	threat	NOUN
ajsts-4488	103	51	concerns	concern	NOUN
ajsts-4488	103	52	.	.	PUNCT
ajsts-4488	104	1	originally	originally	ADV
ajsts-4488	104	2	,	,	PUNCT
ajsts-4488	104	3	the	the	DET
ajsts-4488	104	4	endpoint	endpoint	NOUN
ajsts-4488	104	5	security	security	NOUN
ajsts-4488	104	6	systems	system	NOUN
ajsts-4488	104	7	were	be	AUX
ajsts-4488	104	8	signature	signature	NOUN
ajsts-4488	104	9	-	-	PUNCT
ajsts-4488	104	10	based	base	VERB
ajsts-4488	104	11	,	,	PUNCT
ajsts-4488	104	12	and	and	CCONJ
ajsts-4488	104	13	they	they	PRON
ajsts-4488	104	14	are	be	AUX
ajsts-4488	104	15	proven	prove	VERB
ajsts-4488	104	16	to	to	PART
ajsts-4488	104	17	be	be	AUX
ajsts-4488	104	18	weak	weak	ADJ
ajsts-4488	104	19	to	to	ADP
ajsts-4488	104	20	zero	zero	NUM
ajsts-4488	104	21	day	day	NOUN
ajsts-4488	104	22	threats	threat	NOUN
ajsts-4488	104	23	,	,	PUNCT
ajsts-4488	104	24	polymorphic	polymorphic	ADJ
ajsts-4488	104	25	and	and	CCONJ
ajsts-4488	104	26	apts	apt	NOUN
ajsts-4488	104	27	.	.	PUNCT
ajsts-4488	105	1	on	on	ADP
ajsts-4488	105	2	the	the	DET
ajsts-4488	105	3	other	other	ADJ
ajsts-4488	105	4	hand	hand	NOUN
ajsts-4488	105	5	,	,	PUNCT
ajsts-4488	105	6	ai	ai	VERB
ajsts-4488	105	7	based	base	VERB
ajsts-4488	105	8	threat	threat	NOUN
ajsts-4488	105	9	intelligence	intelligence	NOUN
ajsts-4488	105	10	platforms	platform	NOUN
ajsts-4488	105	11	uses/	uses/	NUM
ajsts-4488	105	12	utilises	utilise	VERB
ajsts-4488	105	13	big	big	ADJ
ajsts-4488	105	14	data	datum	NOUN
ajsts-4488	105	15	technologies	technology	NOUN
ajsts-4488	105	16	,	,	PUNCT
ajsts-4488	105	17	data	datum	NOUN
ajsts-4488	105	18	analytics	analytic	NOUN
ajsts-4488	105	19	,	,	PUNCT
ajsts-4488	105	20	data	datum	NOUN
ajsts-4488	105	21	mining	mining	NOUN
ajsts-4488	105	22	and	and	CCONJ
ajsts-4488	105	23	prediction	prediction	NOUN
ajsts-4488	105	24	methodologies	methodology	NOUN
ajsts-4488	105	25	to	to	PART
ajsts-4488	105	26	identify	identify	VERB
ajsts-4488	105	27	the	the	DET
ajsts-4488	105	28	risks	risk	NOUN
ajsts-4488	105	29	,	,	PUNCT
ajsts-4488	105	30	find	find	VERB
ajsts-4488	105	31	out	out	ADP
ajsts-4488	105	32	the	the	DET
ajsts-4488	105	33	oddities	oddity	NOUN
ajsts-4488	105	34	and	and	CCONJ
ajsts-4488	105	35	prevent	prevent	VERB
ajsts-4488	105	36	cyber	cyber	NOUN
ajsts-4488	105	37	threats	threat	NOUN
ajsts-4488	105	38	from	from	ADP
ajsts-4488	105	39	progressing	progress	VERB
ajsts-4488	105	40	to	to	ADP
ajsts-4488	105	41	the	the	DET
ajsts-4488	105	42	next	next	ADJ
ajsts-4488	105	43	level	level	NOUN
ajsts-4488	105	44	.	.	PUNCT
ajsts-4488	106	1	as	as	SCONJ
ajsts-4488	106	2	stated	state	VERB
ajsts-4488	106	3	by	by	ADP
ajsts-4488	106	4	islam	islam	PROPN
ajsts-4488	106	5	et	et	PROPN
ajsts-4488	106	6	al	al	PROPN
ajsts-4488	106	7	.	.	PROPN
ajsts-4488	107	1	(	(	PUNCT
ajsts-4488	107	2	2024	2024	NUM
ajsts-4488	107	3	)	)	PUNCT
ajsts-4488	107	4	,	,	PUNCT
ajsts-4488	107	5	ai	ai	NOUN
ajsts-4488	107	6	-	-	PUNCT
ajsts-4488	107	7	based	base	VERB
ajsts-4488	107	8	cybersecurity	cybersecurity	NOUN
ajsts-4488	107	9	solutions	solution	NOUN
ajsts-4488	107	10	with	with	ADP
ajsts-4488	107	11	the	the	DET
ajsts-4488	107	12	help	help	NOUN
ajsts-4488	107	13	of	of	ADP
ajsts-4488	107	14	nlp	nlp	NOUN
ajsts-4488	107	15	are	be	AUX
ajsts-4488	107	16	the	the	DET
ajsts-4488	107	17	main	main	ADJ
ajsts-4488	107	18	components	component	NOUN
ajsts-4488	107	19	of	of	ADP
ajsts-4488	107	20	the	the	DET
ajsts-4488	107	21	enhanced	enhanced	ADJ
ajsts-4488	107	22	threat	threat	NOUN
ajsts-4488	107	23	intelligence	intelligence	NOUN
ajsts-4488	107	24	,	,	PUNCT
ajsts-4488	107	25	focused	focus	VERB
ajsts-4488	107	26	on	on	ADP
ajsts-4488	107	27	the	the	DET
ajsts-4488	107	28	actual	actual	ADJ
ajsts-4488	107	29	threats	threat	NOUN
ajsts-4488	107	30	including	include	VERB
ajsts-4488	107	31	the	the	DET
ajsts-4488	107	32	phishing	phishing	NOUN
ajsts-4488	107	33	,	,	PUNCT
ajsts-4488	107	34	email	email	NOUN
ajsts-4488	107	35	security	security	NOUN
ajsts-4488	107	36	and	and	CCONJ
ajsts-4488	107	37	digital	digital	ADJ
ajsts-4488	107	38	forensics	forensic	NOUN
ajsts-4488	107	39	.	.	PUNCT
ajsts-4488	108	1	their	their	PRON
ajsts-4488	108	2	study	study	NOUN
ajsts-4488	108	3	also	also	ADV
ajsts-4488	108	4	points	point	VERB
ajsts-4488	108	5	out	out	ADP
ajsts-4488	108	6	that	that	SCONJ
ajsts-4488	108	7	ai	ai	VERB
ajsts-4488	108	8	in	in	ADP
ajsts-4488	108	9	the	the	DET
ajsts-4488	108	10	control	control	NOUN
ajsts-4488	108	11	of	of	ADP
ajsts-4488	108	12	incoming	incoming	ADJ
ajsts-4488	108	13	e	e	NOUN
ajsts-4488	108	14	-	-	NOUN
ajsts-4488	108	15	mails	mail	NOUN
ajsts-4488	108	16	,	,	PUNCT
ajsts-4488	108	17	identification	identification	NOUN
ajsts-4488	108	18	of	of	ADP
ajsts-4488	108	19	phishing	phishe	VERB
ajsts-4488	108	20	e	e	NOUN
ajsts-4488	108	21	-	-	NOUN
ajsts-4488	108	22	mails	mail	NOUN
ajsts-4488	108	23	,	,	PUNCT
ajsts-4488	108	24	and	and	CCONJ
ajsts-4488	108	25	machine	machine	NOUN
ajsts-4488	108	26	learning	learn	VERB
ajsts-4488	108	27	algorithms	algorithm	NOUN
ajsts-4488	108	28	for	for	ADP
ajsts-4488	108	29	malware	malware	NOUN
ajsts-4488	108	30	detection	detection	NOUN
ajsts-4488	108	31	significantly	significantly	ADV
ajsts-4488	108	32	decrease	decrease	VERB
ajsts-4488	108	33	the	the	DET
ajsts-4488	108	34	chances	chance	NOUN
ajsts-4488	108	35	of	of	ADP
ajsts-4488	108	36	e	e	NOUN
ajsts-4488	108	37	-	-	NOUN
ajsts-4488	108	38	mail	mail	NOUN
ajsts-4488	108	39	borne	bear	VERB
ajsts-4488	108	40	threats	threat	NOUN
ajsts-4488	108	41	which	which	PRON
ajsts-4488	108	42	are	be	AUX
ajsts-4488	108	43	a	a	DET
ajsts-4488	108	44	common	common	ADJ
ajsts-4488	108	45	menace	menace	NOUN
ajsts-4488	108	46	today	today	NOUN
ajsts-4488	108	47	(	(	PUNCT
ajsts-4488	108	48	islam	islam	PROPN
ajsts-4488	108	49	et	et	PROPN
ajsts-4488	108	50	al	al	PROPN
ajsts-4488	108	51	.	.	PROPN
ajsts-4488	108	52	,	,	PUNCT
ajsts-4488	108	53	2024	2024	NUM
ajsts-4488	108	54	)	)	PUNCT
ajsts-4488	108	55	.	.	PUNCT
ajsts-4488	109	1	furthermore	furthermore	ADV
ajsts-4488	109	2	,	,	PUNCT
ajsts-4488	109	3	adil	adil	PROPN
ajsts-4488	109	4	et	et	PROPN
ajsts-4488	109	5	al	al	PROPN
ajsts-4488	109	6	.	.	PROPN
ajsts-4488	109	7	(	(	PUNCT
ajsts-4488	109	8	2023	2023	NUM
ajsts-4488	109	9	)	)	PUNCT
ajsts-4488	109	10	also	also	ADV
ajsts-4488	109	11	discuss	discuss	VERB
ajsts-4488	109	12	the	the	DET
ajsts-4488	109	13	apparent	apparent	ADJ
ajsts-4488	109	14	ai	ai	NOUN
ajsts-4488	109	15	cybersecurity	cybersecurity	NOUN
ajsts-4488	109	16	on	on	ADP
ajsts-4488	109	17	iot	iot	PROPN
ajsts-4488	109	18	based	base	VERB
ajsts-4488	109	19	networks	network	NOUN
ajsts-4488	109	20	,	,	PUNCT
ajsts-4488	109	21	stress	stress	NOUN
ajsts-4488	109	22	about	about	ADP
ajsts-4488	109	23	how	how	SCONJ
ajsts-4488	109	24	ai	ai	VERB
ajsts-4488	109	25	-	-	PUNCT
ajsts-4488	109	26	based	base	VERB
ajsts-4488	109	27	solutions	solution	NOUN
ajsts-4488	109	28	identify	identify	VERB
ajsts-4488	109	29	the	the	DET
ajsts-4488	109	30	existing	exist	VERB
ajsts-4488	109	31	loophole	loophole	NOUN
ajsts-4488	109	32	that	that	PRON
ajsts-4488	109	33	hackers	hacker	NOUN
ajsts-4488	109	34	may	may	AUX
ajsts-4488	109	35	take	take	VERB
ajsts-4488	109	36	advantage	advantage	NOUN
ajsts-4488	109	37	of	of	ADP
ajsts-4488	109	38	in	in	ADP
ajsts-4488	109	39	iot	iot	ADJ
ajsts-4488	109	40	networks	network	NOUN
ajsts-4488	109	41	since	since	SCONJ
ajsts-4488	109	42	the	the	DET
ajsts-4488	109	43	iot	iot	NOUN
ajsts-4488	109	44	framework	framework	NOUN
ajsts-4488	109	45	is	be	AUX
ajsts-4488	109	46	regarded	regard	VERB
ajsts-4488	109	47	as	as	ADP
ajsts-4488	109	48	an	an	DET
ajsts-4488	109	49	interconnected	interconnected	ADJ
ajsts-4488	109	50	system	system	NOUN
ajsts-4488	109	51	with	with	ADP
ajsts-4488	109	52	several	several	ADJ
ajsts-4488	109	53	holes	hole	NOUN
ajsts-4488	109	54	that	that	PRON
ajsts-4488	109	55	are	be	AUX
ajsts-4488	109	56	easy	easy	ADJ
ajsts-4488	109	57	for	for	SCONJ
ajsts-4488	109	58	hackers	hacker	NOUN
ajsts-4488	109	59	to	to	PART
ajsts-4488	109	60	penetrate	penetrate	VERB
ajsts-4488	109	61	(	(	PUNCT
ajsts-4488	109	62	nakib	nakib	NOUN
ajsts-4488	109	63	et	et	PROPN
ajsts-4488	109	64	al	al	PROPN
ajsts-4488	109	65	.	.	PROPN
ajsts-4488	109	66	,	,	PUNCT
ajsts-4488	109	67	2024	2024	NUM
ajsts-4488	109	68	)	)	PUNCT
ajsts-4488	109	69	.	.	PUNCT
ajsts-4488	110	1	it	it	PRON
ajsts-4488	110	2	primarily	primarily	ADV
ajsts-4488	110	3	concerns	concern	VERB
ajsts-4488	110	4	itself	itself	PRON
ajsts-4488	110	5	with	with	ADP
ajsts-4488	110	6	selforganizing	selforganize	VERB
ajsts-4488	110	7	or	or	CCONJ
ajsts-4488	110	8	self	self	NOUN
ajsts-4488	110	9	-	-	PUNCT
ajsts-4488	110	10	healing	heal	VERB
ajsts-4488	110	11	abilities	ability	NOUN
ajsts-4488	110	12	,	,	PUNCT
ajsts-4488	110	13	such	such	ADJ
ajsts-4488	110	14	as	as	ADP
ajsts-4488	110	15	when	when	SCONJ
ajsts-4488	110	16	the	the	DET
ajsts-4488	110	17	ai	ai	PROPN
ajsts-4488	110	18	program	program	NOUN
ajsts-4488	110	19	learns	learn	VERB
ajsts-4488	110	20	about	about	ADP
ajsts-4488	110	21	new	new	ADJ
ajsts-4488	110	22	threats	threat	NOUN
ajsts-4488	110	23	and	and	CCONJ
ajsts-4488	110	24	learns	learn	VERB
ajsts-4488	110	25	how	how	SCONJ
ajsts-4488	110	26	to	to	PART
ajsts-4488	110	27	enhance	enhance	VERB
ajsts-4488	110	28	the	the	DET
ajsts-4488	110	29	security	security	NOUN
ajsts-4488	110	30	of	of	ADP
ajsts-4488	110	31	a	a	DET
ajsts-4488	110	32	network	network	NOUN
ajsts-4488	110	33	from	from	ADP
ajsts-4488	110	34	these	these	DET
ajsts-4488	110	35	threats	threat	NOUN
ajsts-4488	110	36	on	on	ADP
ajsts-4488	110	37	the	the	DET
ajsts-4488	110	38	fly	fly	NOUN
ajsts-4488	110	39	.	.	PUNCT
ajsts-4488	111	1	with	with	ADP
ajsts-4488	111	2	the	the	DET
ajsts-4488	111	3	increase	increase	NOUN
ajsts-4488	111	4	in	in	ADP
ajsts-4488	111	5	sheltering	shelter	VERB
ajsts-4488	111	6	business	business	NOUN
ajsts-4488	111	7	processes	process	NOUN
ajsts-4488	111	8	in	in	ADP
ajsts-4488	111	9	the	the	DET
ajsts-4488	111	10	cloud	cloud	NOUN
ajsts-4488	111	11	computing	computing	NOUN
ajsts-4488	111	12	environment	environment	NOUN
ajsts-4488	111	13	,	,	PUNCT
ajsts-4488	111	14	iot	iot	PROPN
ajsts-4488	111	15	technologies	technology	NOUN
ajsts-4488	111	16	,	,	PUNCT
ajsts-4488	111	17	and	and	CCONJ
ajsts-4488	111	18	distributed	distribute	VERB
ajsts-4488	111	19	working	working	NOUN
ajsts-4488	111	20	systems	system	NOUN
ajsts-4488	111	21	,	,	PUNCT
ajsts-4488	111	22	implementing	implement	VERB
ajsts-4488	111	23	artificial	artificial	ADJ
ajsts-4488	111	24	intelligence	intelligence	NOUN
ajsts-4488	111	25	-	-	PUNCT
ajsts-4488	111	26	inspired	inspire	VERB
ajsts-4488	111	27	network	network	NOUN
ajsts-4488	111	28	security	security	NOUN
ajsts-4488	111	29	and	and	CCONJ
ajsts-4488	111	30	end	end	NOUN
ajsts-4488	111	31	-	-	PUNCT
ajsts-4488	111	32	point	point	NOUN
ajsts-4488	111	33	safeguarding	safeguard	VERB
ajsts-4488	111	34	systems	system	NOUN
ajsts-4488	111	35	are	be	AUX
ajsts-4488	111	36	becoming	become	VERB
ajsts-4488	111	37	viable	viable	ADJ
ajsts-4488	111	38	optatives	optative	NOUN
ajsts-4488	111	39	against	against	ADP
ajsts-4488	111	40	complex	complex	ADJ
ajsts-4488	111	41	and	and	CCONJ
ajsts-4488	111	42	other	other	ADJ
ajsts-4488	111	43	savvy	savvy	ADJ
ajsts-4488	111	44	cyber	cyber	NOUN
ajsts-4488	111	45	threats	threat	NOUN
ajsts-4488	111	46	,	,	PUNCT
ajsts-4488	111	47	real	real	ADJ
ajsts-4488	111	48	-	-	PUNCT
ajsts-4488	111	49	time	time	NOUN
ajsts-4488	111	50	threat	threat	NOUN
ajsts-4488	111	51	detection	detection	NOUN
ajsts-4488	111	52	,	,	PUNCT
ajsts-4488	111	53	and	and	CCONJ
ajsts-4488	111	54	business	business	NOUN
ajsts-4488	111	55	resilience	resilience	NOUN
ajsts-4488	111	56	(	(	PUNCT
ajsts-4488	111	57	adil	adil	PROPN
ajsts-4488	111	58	et	et	PROPN
ajsts-4488	111	59	al	al	PROPN
ajsts-4488	111	60	.	.	PROPN
ajsts-4488	111	61	,	,	PUNCT
ajsts-4488	111	62	2023	2023	NUM
ajsts-4488	111	63	)	)	PUNCT
ajsts-4488	111	64	.	.	PUNCT
ajsts-4488	112	1	various	various	ADJ
ajsts-4488	112	2	case	case	NOUN
ajsts-4488	112	3	and	and	CCONJ
ajsts-4488	112	4	empirical	empirical	ADJ
ajsts-4488	112	5	studies	study	NOUN
ajsts-4488	112	6	and	and	CCONJ
ajsts-4488	112	7	case	case	NOUN
ajsts-4488	112	8	experiences	experience	NOUN
ajsts-4488	112	9	have	have	AUX
ajsts-4488	112	10	shown	show	VERB
ajsts-4488	112	11	that	that	SCONJ
ajsts-4488	112	12	applying	apply	VERB
ajsts-4488	112	13	ai	ai	VERB
ajsts-4488	112	14	to	to	ADP
ajsts-4488	112	15	the	the	DET
ajsts-4488	112	16	framework	framework	NOUN
ajsts-4488	112	17	of	of	ADP
ajsts-4488	112	18	cybersecurity	cybersecurity	NOUN
ajsts-4488	112	19	in	in	ADP
ajsts-4488	112	20	business	business	NOUN
ajsts-4488	112	21	improves	improve	VERB
ajsts-4488	112	22	-	-	PUNCT
ajsts-4488	112	23	threat	threat	NOUN
ajsts-4488	112	24	identification	identification	NOUN
ajsts-4488	112	25	and	and	CCONJ
ajsts-4488	112	26	determination	determination	NOUN
ajsts-4488	112	27	,	,	PUNCT
ajsts-4488	112	28	security	security	NOUN
ajsts-4488	112	29	invulnerability	invulnerability	NOUN
ajsts-4488	112	30	,	,	PUNCT
ajsts-4488	112	31	and	and	CCONJ
ajsts-4488	112	32	emergency	emergency	NOUN
ajsts-4488	112	33	reaction	reaction	NOUN
ajsts-4488	112	34	.	.	PUNCT
ajsts-4488	113	1	other	other	ADJ
ajsts-4488	113	2	disseminating	disseminate	VERB
ajsts-4488	113	3	work	work	NOUN
ajsts-4488	113	4	,	,	PUNCT
ajsts-4488	113	5	truong	truong	PROPN
ajsts-4488	113	6	et	et	PROPN
ajsts-4488	113	7	al	al	PROPN
ajsts-4488	113	8	.	.	PROPN
ajsts-4488	113	9	(	(	PUNCT
ajsts-4488	113	10	2020	2020	NUM
ajsts-4488	113	11	)	)	PUNCT
ajsts-4488	113	12	explored	explore	VERB
ajsts-4488	113	13	the	the	DET
ajsts-4488	113	14	application	application	NOUN
ajsts-4488	113	15	of	of	ADP
ajsts-4488	113	16	the	the	DET
ajsts-4488	113	17	neural	neural	ADJ
ajsts-4488	113	18	networks	network	NOUN
ajsts-4488	113	19	,	,	PUNCT
ajsts-4488	113	20	specifically	specifically	ADV
ajsts-4488	113	21	deep	deep	ADJ
ajsts-4488	113	22	reinforcement	reinforcement	NOUN
ajsts-4488	113	23	learning	learning	NOUN
ajsts-4488	113	24	technique	technique	NOUN
ajsts-4488	113	25	in	in	ADP
ajsts-4488	113	26	pa	pa	PROPN
ajsts-4488	113	27	ge	ge	PROPN
ajsts-4488	113	28	41	41	NUM
ajsts-4488	113	29	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	113	30	am	be	AUX
ajsts-4488	113	31	.	.	PUNCT
ajsts-4488	114	1	j.	j.	PROPN
ajsts-4488	114	2	smart	smart	PROPN
ajsts-4488	114	3	.	.	PUNCT
ajsts-4488	115	1	technol	technol	PROPN
ajsts-4488	115	2	.	.	PUNCT
ajsts-4488	115	3	solutions	solution	NOUN
ajsts-4488	115	4	4(1	4(1	NOUN
ajsts-4488	115	5	)	)	PUNCT
ajsts-4488	115	6	37	37	NUM
ajsts-4488	115	7	-	-	SYM
ajsts-4488	115	8	48	48	NUM
ajsts-4488	115	9	,	,	PUNCT
ajsts-4488	115	10	2025	2025	NUM
ajsts-4488	115	11	intrusion	intrusion	NOUN
ajsts-4488	115	12	identification	identification	NOUN
ajsts-4488	115	13	and	and	CCONJ
ajsts-4488	115	14	malware	malware	NOUN
ajsts-4488	115	15	prevention	prevention	NOUN
ajsts-4488	115	16	and	and	CCONJ
ajsts-4488	115	17	its	its	PRON
ajsts-4488	115	18	better	well	ADJ
ajsts-4488	115	19	capacity	capacity	NOUN
ajsts-4488	115	20	to	to	PART
ajsts-4488	115	21	prevent	prevent	VERB
ajsts-4488	115	22	zero	zero	NUM
ajsts-4488	115	23	-	-	PUNCT
ajsts-4488	115	24	day	day	NOUN
ajsts-4488	115	25	threat	threat	NOUN
ajsts-4488	115	26	.	.	PUNCT
ajsts-4488	116	1	also	also	ADV
ajsts-4488	116	2	,	,	PUNCT
ajsts-4488	116	3	abdullahi	abdullahi	PROPN
ajsts-4488	116	4	et	et	PROPN
ajsts-4488	116	5	al	al	PROPN
ajsts-4488	116	6	.	.	PROPN
ajsts-4488	117	1	(	(	PUNCT
ajsts-4488	117	2	2022	2022	NUM
ajsts-4488	117	3	)	)	PUNCT
ajsts-4488	117	4	examined	examine	VERB
ajsts-4488	117	5	the	the	DET
ajsts-4488	117	6	features	feature	NOUN
ajsts-4488	117	7	of	of	ADP
ajsts-4488	117	8	hybrid	hybrid	ADJ
ajsts-4488	117	9	ai	ai	NOUN
ajsts-4488	117	10	models	model	NOUN
ajsts-4488	117	11	that	that	PRON
ajsts-4488	117	12	incorporate	incorporate	VERB
ajsts-4488	117	13	the	the	DET
ajsts-4488	117	14	effectiveness	effectiveness	NOUN
ajsts-4488	117	15	of	of	ADP
ajsts-4488	117	16	deep	deep	ADJ
ajsts-4488	117	17	learning	learning	NOUN
ajsts-4488	117	18	together	together	ADV
ajsts-4488	117	19	with	with	ADP
ajsts-4488	117	20	rule	rule	NOUN
ajsts-4488	117	21	types	type	NOUN
ajsts-4488	117	22	of	of	ADP
ajsts-4488	117	23	models	model	NOUN
ajsts-4488	117	24	for	for	ADP
ajsts-4488	117	25	enhanced	enhanced	ADJ
ajsts-4488	117	26	threat	threat	NOUN
ajsts-4488	117	27	detection	detection	NOUN
ajsts-4488	117	28	.	.	PUNCT
ajsts-4488	118	1	zhang	zhang	PROPN
ajsts-4488	118	2	et	et	PROPN
ajsts-4488	118	3	al	al	PROPN
ajsts-4488	118	4	.	.	PROPN
ajsts-4488	118	5	(	(	PUNCT
ajsts-4488	118	6	2022	2022	NUM
ajsts-4488	118	7	)	)	PUNCT
ajsts-4488	118	8	researched	research	VERB
ajsts-4488	118	9	about	about	ADP
ajsts-4488	118	10	the	the	DET
ajsts-4488	118	11	utilization	utilization	NOUN
ajsts-4488	118	12	of	of	ADP
ajsts-4488	118	13	ai	ai	ADJ
ajsts-4488	118	14	technique	technique	NOUN
ajsts-4488	118	15	in	in	ADP
ajsts-4488	118	16	user	user	NOUN
ajsts-4488	118	17	authentication	authentication	NOUN
ajsts-4488	118	18	,	,	PUNCT
ajsts-4488	118	19	network	network	NOUN
ajsts-4488	118	20	anomaly	anomaly	NOUN
ajsts-4488	118	21	detection	detection	NOUN
ajsts-4488	118	22	and	and	CCONJ
ajsts-4488	118	23	making	make	VERB
ajsts-4488	118	24	automated	automate	VERB
ajsts-4488	118	25	risk	risk	NOUN
ajsts-4488	118	26	based	base	VERB
ajsts-4488	118	27	security	security	NOUN
ajsts-4488	118	28	decisions	decision	NOUN
ajsts-4488	118	29	and	and	CCONJ
ajsts-4488	118	30	found	find	VERB
ajsts-4488	118	31	that	that	SCONJ
ajsts-4488	118	32	the	the	DET
ajsts-4488	118	33	accuracy	accuracy	NOUN
ajsts-4488	118	34	of	of	ADP
ajsts-4488	118	35	detection	detection	NOUN
ajsts-4488	118	36	was	be	AUX
ajsts-4488	118	37	higher	high	ADJ
ajsts-4488	118	38	and	and	CCONJ
ajsts-4488	118	39	false	false	ADJ
ajsts-4488	118	40	positives	positive	NOUN
ajsts-4488	118	41	were	be	AUX
ajsts-4488	118	42	small	small	ADJ
ajsts-4488	118	43	as	as	SCONJ
ajsts-4488	118	44	compared	compare	VERB
ajsts-4488	118	45	to	to	ADP
ajsts-4488	118	46	conventional	conventional	ADJ
ajsts-4488	118	47	security	security	NOUN
ajsts-4488	118	48	models	model	NOUN
ajsts-4488	118	49	.	.	PUNCT
ajsts-4488	119	1	in	in	ADP
ajsts-4488	119	2	addition	addition	NOUN
ajsts-4488	119	3	,	,	PUNCT
ajsts-4488	119	4	hernández	hernández	PROPN
ajsts-4488	119	5	-	-	PUNCT
ajsts-4488	119	6	rivas	rivas	PROPN
ajsts-4488	119	7	et	et	PROPN
ajsts-4488	119	8	al	al	PROPN
ajsts-4488	119	9	.	.	PROPN
ajsts-4488	120	1	(	(	PUNCT
ajsts-4488	120	2	2024	2024	NUM
ajsts-4488	120	3	)	)	PUNCT
ajsts-4488	120	4	developed	develop	VERB
ajsts-4488	120	5	a	a	DET
ajsts-4488	120	6	novel	novel	ADJ
ajsts-4488	120	7	aibased	aibase	VERB
ajsts-4488	120	8	cybersecurity	cybersecurity	NOUN
ajsts-4488	120	9	model	model	NOUN
ajsts-4488	120	10	that	that	PRON
ajsts-4488	120	11	combines	combine	VERB
ajsts-4488	120	12	decision	decision	NOUN
ajsts-4488	120	13	tree	tree	NOUN
ajsts-4488	120	14	and	and	CCONJ
ajsts-4488	120	15	support	support	VERB
ajsts-4488	120	16	vector	vector	NOUN
ajsts-4488	120	17	machines	machine	NOUN
ajsts-4488	120	18	with	with	ADP
ajsts-4488	120	19	an	an	DET
ajsts-4488	120	20	anomaly	anomaly	NOUN
ajsts-4488	120	21	detection	detection	NOUN
ajsts-4488	120	22	technique	technique	NOUN
ajsts-4488	120	23	and	and	CCONJ
ajsts-4488	120	24	tested	test	VERB
ajsts-4488	120	25	this	this	DET
ajsts-4488	120	26	hybrid	hybrid	NOUN
ajsts-4488	120	27	model	model	NOUN
ajsts-4488	120	28	by	by	ADP
ajsts-4488	120	29	detecting	detect	VERB
ajsts-4488	120	30	a	a	DET
ajsts-4488	120	31	real	real	ADJ
ajsts-4488	120	32	cyber	cyber	NOUN
ajsts-4488	120	33	threat	threat	NOUN
ajsts-4488	120	34	that	that	PRON
ajsts-4488	120	35	gained	gain	VERB
ajsts-4488	120	36	globally	globally	ADV
ajsts-4488	120	37	98	98	NUM
ajsts-4488	120	38	%	%	NOUN
ajsts-4488	120	39	accuracy	accuracy	NOUN
ajsts-4488	120	40	,	,	PUNCT
ajsts-4488	120	41	and	and	CCONJ
ajsts-4488	120	42	thus	thus	ADV
ajsts-4488	120	43	,	,	PUNCT
ajsts-4488	120	44	it	it	PRON
ajsts-4488	120	45	has	have	AUX
ajsts-4488	120	46	been	be	AUX
ajsts-4488	120	47	proved	prove	VERB
ajsts-4488	120	48	that	that	SCONJ
ajsts-4488	120	49	the	the	DET
ajsts-4488	120	50	ai	ai	ADJ
ajsts-4488	120	51	hybrid	hybrid	ADJ
ajsts-4488	120	52	technique	technique	NOUN
ajsts-4488	120	53	can	can	AUX
ajsts-4488	120	54	be	be	AUX
ajsts-4488	120	55	implemented	implement	VERB
ajsts-4488	120	56	.	.	PUNCT
ajsts-4488	121	1	the	the	DET
ajsts-4488	121	2	application	application	NOUN
ajsts-4488	121	3	of	of	ADP
ajsts-4488	121	4	nlp	nlp	NOUN
ajsts-4488	121	5	in	in	ADP
ajsts-4488	121	6	cybersecurity	cybersecurity	NOUN
ajsts-4488	121	7	was	be	AUX
ajsts-4488	121	8	discussed	discuss	VERB
ajsts-4488	121	9	by	by	ADP
ajsts-4488	121	10	islam	islam	PROPN
ajsts-4488	121	11	et	et	PROPN
ajsts-4488	121	12	al	al	PROPN
ajsts-4488	121	13	.	.	PROPN
ajsts-4488	122	1	(	(	PUNCT
ajsts-4488	122	2	2024	2024	NUM
ajsts-4488	122	3	)	)	PUNCT
ajsts-4488	123	1	to	to	PART
ajsts-4488	123	2	describe	describe	VERB
ajsts-4488	123	3	the	the	DET
ajsts-4488	123	4	importance	importance	NOUN
ajsts-4488	123	5	of	of	ADP
ajsts-4488	123	6	using	use	VERB
ajsts-4488	123	7	nlp	nlp	NOUN
ajsts-4488	123	8	along	along	ADP
ajsts-4488	123	9	with	with	ADP
ajsts-4488	123	10	other	other	ADJ
ajsts-4488	123	11	technologies	technology	NOUN
ajsts-4488	123	12	such	such	ADJ
ajsts-4488	123	13	as	as	ADP
ajsts-4488	123	14	email	email	NOUN
ajsts-4488	123	15	filtering	filtering	NOUN
ajsts-4488	123	16	and	and	CCONJ
ajsts-4488	123	17	ai	ai	VERB
ajsts-4488	123	18	to	to	PART
ajsts-4488	123	19	enhance	enhance	VERB
ajsts-4488	123	20	cybersecurity	cybersecurity	NOUN
ajsts-4488	123	21	,	,	PUNCT
ajsts-4488	123	22	fight	fight	VERB
ajsts-4488	123	23	against	against	ADP
ajsts-4488	123	24	phishing	phishe	VERB
ajsts-4488	123	25	,	,	PUNCT
ajsts-4488	123	26	and	and	CCONJ
ajsts-4488	123	27	utilize	utilize	VERB
ajsts-4488	123	28	digital	digital	ADJ
ajsts-4488	123	29	forensics	forensic	NOUN
ajsts-4488	123	30	for	for	ADP
ajsts-4488	123	31	debugging	debug	VERB
ajsts-4488	123	32	malware	malware	NOUN
ajsts-4488	123	33	.	.	PUNCT
ajsts-4488	124	1	this	this	DET
ajsts-4488	124	2	research	research	NOUN
ajsts-4488	124	3	stream	stream	NOUN
ajsts-4488	124	4	was	be	AUX
ajsts-4488	124	5	also	also	ADV
ajsts-4488	124	6	taken	take	VERB
ajsts-4488	124	7	by	by	ADP
ajsts-4488	124	8	adil	adil	PROPN
ajsts-4488	124	9	et	et	PROPN
ajsts-4488	124	10	al	al	PROPN
ajsts-4488	124	11	.	.	PROPN
ajsts-4488	125	1	(	(	PUNCT
ajsts-4488	125	2	2023	2023	NUM
ajsts-4488	125	3	)	)	PUNCT
ajsts-4488	125	4	in	in	ADP
ajsts-4488	125	5	their	their	PRON
ajsts-4488	125	6	study	study	NOUN
ajsts-4488	125	7	on	on	ADP
ajsts-4488	125	8	ai	ai	ADJ
ajsts-4488	125	9	-	-	PUNCT
ajsts-4488	125	10	based	base	VERB
ajsts-4488	125	11	cybersecurity	cybersecurity	NOUN
ajsts-4488	125	12	for	for	ADP
ajsts-4488	125	13	iot	iot	NOUN
ajsts-4488	125	14	-	-	PUNCT
ajsts-4488	125	15	based	base	VERB
ajsts-4488	125	16	networks	network	NOUN
ajsts-4488	125	17	,	,	PUNCT
ajsts-4488	125	18	where	where	SCONJ
ajsts-4488	125	19	they	they	PRON
ajsts-4488	125	20	provided	provide	VERB
ajsts-4488	125	21	future	future	ADJ
ajsts-4488	125	22	research	research	NOUN
ajsts-4488	125	23	directions	direction	NOUN
ajsts-4488	125	24	of	of	ADP
ajsts-4488	125	25	self	self	NOUN
ajsts-4488	125	26	-	-	PUNCT
ajsts-4488	125	27	protective	protective	ADJ
ajsts-4488	125	28	feature	feature	NOUN
ajsts-4488	125	29	for	for	ADP
ajsts-4488	125	30	iot	iot	NOUN
ajsts-4488	125	31	,	,	PUNCT
ajsts-4488	125	32	and	and	CCONJ
ajsts-4488	125	33	ai	ai	VERB
ajsts-4488	125	34	empowered	empower	VERB
ajsts-4488	125	35	security	security	NOUN
ajsts-4488	125	36	software	software	NOUN
ajsts-4488	125	37	that	that	PRON
ajsts-4488	125	38	are	be	AUX
ajsts-4488	125	39	crucial	crucial	ADJ
ajsts-4488	125	40	for	for	ADP
ajsts-4488	125	41	iot	iot	ADJ
ajsts-4488	125	42	infrastructure	infrastructure	NOUN
ajsts-4488	125	43	security	security	NOUN
ajsts-4488	125	44	.	.	PUNCT
ajsts-4488	126	1	these	these	DET
ajsts-4488	126	2	studies	study	NOUN
ajsts-4488	126	3	,	,	PUNCT
ajsts-4488	126	4	therefore	therefore	ADV
ajsts-4488	126	5	,	,	PUNCT
ajsts-4488	126	6	show	show	VERB
ajsts-4488	126	7	that	that	SCONJ
ajsts-4488	126	8	ai	ai	VERB
ajsts-4488	126	9	cybersecurity	cybersecurity	NOUN
ajsts-4488	126	10	solutions	solution	NOUN
ajsts-4488	126	11	help	help	AUX
ajsts-4488	126	12	improve	improve	VERB
ajsts-4488	126	13	the	the	DET
ajsts-4488	126	14	levels	level	NOUN
ajsts-4488	126	15	of	of	ADP
ajsts-4488	126	16	security	security	NOUN
ajsts-4488	126	17	,	,	PUNCT
ajsts-4488	126	18	increase	increase	VERB
ajsts-4488	126	19	response	response	NOUN
ajsts-4488	126	20	time	time	NOUN
ajsts-4488	126	21	,	,	PUNCT
ajsts-4488	126	22	and	and	CCONJ
ajsts-4488	126	23	adopt	adopt	VERB
ajsts-4488	126	24	more	more	ADV
ajsts-4488	126	25	effective	effective	ADJ
ajsts-4488	126	26	approaches	approach	NOUN
ajsts-4488	126	27	to	to	PART
ajsts-4488	126	28	counter	counter	VERB
ajsts-4488	126	29	acts	act	NOUN
ajsts-4488	126	30	of	of	ADP
ajsts-4488	126	31	cybercrime	cybercrime	NOUN
ajsts-4488	126	32	.	.	PUNCT
ajsts-4488	127	1	however	however	ADV
ajsts-4488	127	2	,	,	PUNCT
ajsts-4488	127	3	there	there	PRON
ajsts-4488	127	4	are	be	VERB
ajsts-4488	127	5	still	still	ADV
ajsts-4488	127	6	some	some	DET
ajsts-4488	127	7	weaknesses	weakness	NOUN
ajsts-4488	127	8	when	when	SCONJ
ajsts-4488	127	9	it	it	PRON
ajsts-4488	127	10	comes	come	VERB
ajsts-4488	127	11	to	to	PART
ajsts-4488	127	12	ai	ai	VERB
ajsts-4488	127	13	against	against	ADP
ajsts-4488	127	14	cyber	cyber	NOUN
ajsts-4488	127	15	threats	threat	NOUN
ajsts-4488	127	16	in	in	ADP
ajsts-4488	127	17	the	the	DET
ajsts-4488	127	18	present	present	ADJ
ajsts-4488	127	19	day	day	NOUN
ajsts-4488	127	20	research	research	NOUN
ajsts-4488	127	21	and	and	CCONJ
ajsts-4488	127	22	use	use	NOUN
ajsts-4488	127	23	,	,	PUNCT
ajsts-4488	127	24	which	which	PRON
ajsts-4488	127	25	on	on	ADP
ajsts-4488	127	26	their	their	PRON
ajsts-4488	127	27	own	own	ADJ
ajsts-4488	127	28	,	,	PUNCT
ajsts-4488	127	29	need	need	VERB
ajsts-4488	127	30	to	to	PART
ajsts-4488	127	31	be	be	AUX
ajsts-4488	127	32	better	well	ADV
ajsts-4488	127	33	understood	understand	VERB
ajsts-4488	127	34	and	and	CCONJ
ajsts-4488	127	35	managed	manage	VERB
ajsts-4488	127	36	for	for	ADP
ajsts-4488	127	37	the	the	DET
ajsts-4488	127	38	purpose	purpose	NOUN
ajsts-4488	127	39	of	of	ADP
ajsts-4488	127	40	improving	improve	VERB
ajsts-4488	127	41	protection	protection	NOUN
ajsts-4488	127	42	,	,	PUNCT
ajsts-4488	127	43	publicity	publicity	NOUN
ajsts-4488	127	44	,	,	PUNCT
ajsts-4488	127	45	and	and	CCONJ
ajsts-4488	127	46	performance	performance	NOUN
ajsts-4488	127	47	.	.	PUNCT
ajsts-4488	128	1	another	another	DET
ajsts-4488	128	2	concern	concern	NOUN
ajsts-4488	128	3	is	be	AUX
ajsts-4488	128	4	adversarial	adversarial	ADJ
ajsts-4488	129	1	ai	ai	NOUN
ajsts-4488	129	2	attacks	attack	NOUN
ajsts-4488	129	3	in	in	ADP
ajsts-4488	129	4	which	which	PRON
ajsts-4488	129	5	the	the	DET
ajsts-4488	129	6	cyberspace	cyberspace	NOUN
ajsts-4488	129	7	criminals	criminal	NOUN
ajsts-4488	129	8	go	go	VERB
ajsts-4488	129	9	for	for	ADP
ajsts-4488	129	10	ai	ai	ADV
ajsts-4488	129	11	-	-	PUNCT
ajsts-4488	129	12	made	make	VERB
ajsts-4488	129	13	security	security	NOUN
ajsts-4488	129	14	models	model	NOUN
ajsts-4488	129	15	and	and	CCONJ
ajsts-4488	129	16	take	take	VERB
ajsts-4488	129	17	advantage	advantage	NOUN
ajsts-4488	129	18	of	of	ADP
ajsts-4488	129	19	such	such	ADJ
ajsts-4488	129	20	defects	defect	NOUN
ajsts-4488	129	21	by	by	ADP
ajsts-4488	129	22	hacking	hack	VERB
ajsts-4488	129	23	on	on	ADP
ajsts-4488	129	24	the	the	DET
ajsts-4488	129	25	available	available	ADJ
ajsts-4488	129	26	security	security	NOUN
ajsts-4488	129	27	models	model	NOUN
ajsts-4488	129	28	to	to	PART
ajsts-4488	129	29	identify	identify	VERB
ajsts-4488	129	30	their	their	PRON
ajsts-4488	129	31	flaws	flaw	NOUN
ajsts-4488	129	32	by	by	ADP
ajsts-4488	129	33	developing	develop	VERB
ajsts-4488	129	34	ai	ai	NOUN
ajsts-4488	129	35	model	model	NOUN
ajsts-4488	129	36	robustness	robustness	NOUN
ajsts-4488	129	37	research	research	NOUN
ajsts-4488	129	38	.	.	PUNCT
ajsts-4488	130	1	another	another	DET
ajsts-4488	130	2	very	very	ADV
ajsts-4488	130	3	relevant	relevant	ADJ
ajsts-4488	130	4	issue	issue	NOUN
ajsts-4488	130	5	is	be	AUX
ajsts-4488	130	6	data	datum	NOUN
ajsts-4488	130	7	security	security	NOUN
ajsts-4488	130	8	and	and	CCONJ
ajsts-4488	130	9	ethical	ethical	ADJ
ajsts-4488	130	10	concerns	concern	NOUN
ajsts-4488	130	11	which	which	PRON
ajsts-4488	130	12	is	be	AUX
ajsts-4488	130	13	quite	quite	ADV
ajsts-4488	130	14	normal	normal	ADJ
ajsts-4488	130	15	since	since	SCONJ
ajsts-4488	130	16	ai	ai	VERB
ajsts-4488	130	17	cybersecurity	cybersecurity	NOUN
ajsts-4488	130	18	solutions	solution	NOUN
ajsts-4488	130	19	necessarily	necessarily	ADV
ajsts-4488	130	20	employ	employ	VERB
ajsts-4488	130	21	big	big	ADJ
ajsts-4488	130	22	data	datum	NOUN
ajsts-4488	130	23	for	for	ADP
ajsts-4488	130	24	training	training	NOUN
ajsts-4488	130	25	and	and	CCONJ
ajsts-4488	130	26	thus	thus	ADV
ajsts-4488	130	27	,	,	PUNCT
ajsts-4488	130	28	raise	raise	VERB
ajsts-4488	130	29	the	the	DET
ajsts-4488	130	30	issues	issue	NOUN
ajsts-4488	130	31	of	of	ADP
ajsts-4488	130	32	data	datum	NOUN
ajsts-4488	130	33	privacy	privacy	NOUN
ajsts-4488	130	34	,	,	PUNCT
ajsts-4488	130	35	ethics	ethic	NOUN
ajsts-4488	130	36	,	,	PUNCT
ajsts-4488	130	37	and	and	CCONJ
ajsts-4488	130	38	the	the	DET
ajsts-4488	130	39	compliance	compliance	NOUN
ajsts-4488	130	40	to	to	ADP
ajsts-4488	130	41	the	the	DET
ajsts-4488	130	42	appropriate	appropriate	ADJ
ajsts-4488	130	43	rules	rule	NOUN
ajsts-4488	130	44	,	,	PUNCT
ajsts-4488	130	45	such	such	ADJ
ajsts-4488	130	46	as	as	ADP
ajsts-4488	130	47	gdpr	gdpr	NOUN
ajsts-4488	130	48	or	or	CCONJ
ajsts-4488	130	49	ccpa	ccpa	NOUN
ajsts-4488	130	50	.	.	PUNCT
ajsts-4488	131	1	further	far	ADV
ajsts-4488	131	2	,	,	PUNCT
ajsts-4488	131	3	explainable	explainable	ADJ
ajsts-4488	131	4	ai	ai	NOUN
ajsts-4488	131	5	or	or	CCONJ
ajsts-4488	131	6	xai	xai	PROPN
ajsts-4488	131	7	in	in	ADP
ajsts-4488	131	8	context	context	NOUN
ajsts-4488	131	9	to	to	ADP
ajsts-4488	131	10	cybersecurity	cybersecurity	NOUN
ajsts-4488	131	11	is	be	AUX
ajsts-4488	131	12	emerging	emerge	VERB
ajsts-4488	131	13	to	to	PART
ajsts-4488	131	14	be	be	AUX
ajsts-4488	131	15	an	an	DET
ajsts-4488	131	16	issue	issue	NOUN
ajsts-4488	131	17	as	as	SCONJ
ajsts-4488	131	18	numerous	numerous	ADJ
ajsts-4488	131	19	aisec	aisec	NOUN
ajsts-4488	131	20	decisions	decision	NOUN
ajsts-4488	131	21	work	work	VERB
ajsts-4488	131	22	in	in	ADP
ajsts-4488	131	23	a	a	DET
ajsts-4488	131	24	blackbox	blackbox	PROPN
ajsts-4488	131	25	environment	environment	NOUN
ajsts-4488	131	26	hence	hence	ADV
ajsts-4488	131	27	,	,	PUNCT
ajsts-4488	131	28	it	it	PRON
ajsts-4488	131	29	becomes	become	VERB
ajsts-4488	131	30	rather	rather	ADV
ajsts-4488	131	31	challenging	challenge	VERB
ajsts-4488	131	32	for	for	ADP
ajsts-4488	131	33	security	security	NOUN
ajsts-4488	131	34	isec	isec	NOUN
ajsts-4488	131	35	teams	team	NOUN
ajsts-4488	131	36	to	to	PART
ajsts-4488	131	37	comprehend	comprehend	VERB
ajsts-4488	131	38	ai	ai	VERB
ajsts-4488	131	39	-	-	PUNCT
ajsts-4488	131	40	driven	drive	VERB
ajsts-4488	131	41	alerts	alert	NOUN
ajsts-4488	131	42	and	and	CCONJ
ajsts-4488	131	43	undertake	undertake	VERB
ajsts-4488	131	44	suitable	suitable	ADJ
ajsts-4488	131	45	corrective	corrective	ADJ
ajsts-4488	131	46	measures	measure	NOUN
ajsts-4488	131	47	.	.	PUNCT
ajsts-4488	132	1	however	however	ADV
ajsts-4488	132	2	,	,	PUNCT
ajsts-4488	132	3	there	there	PRON
ajsts-4488	132	4	are	be	VERB
ajsts-4488	132	5	some	some	DET
ajsts-4488	132	6	special	special	ADJ
ajsts-4488	132	7	issues	issue	NOUN
ajsts-4488	132	8	,	,	PUNCT
ajsts-4488	132	9	which	which	PRON
ajsts-4488	132	10	have	have	AUX
ajsts-4488	132	11	not	not	PART
ajsts-4488	132	12	been	be	AUX
ajsts-4488	132	13	addressed	address	VERB
ajsts-4488	132	14	fully	fully	ADV
ajsts-4488	132	15	in	in	ADP
ajsts-4488	132	16	applying	apply	VERB
ajsts-4488	132	17	ai	ai	NOUN
ajsts-4488	132	18	models	model	NOUN
ajsts-4488	132	19	in	in	ADP
ajsts-4488	132	20	cybersecurity	cybersecurity	NOUN
ajsts-4488	132	21	sector	sector	NOUN
ajsts-4488	132	22	today	today	NOUN
ajsts-4488	132	23	,	,	PUNCT
ajsts-4488	132	24	such	such	ADJ
ajsts-4488	132	25	as	as	ADP
ajsts-4488	132	26	scalability	scalability	NOUN
ajsts-4488	132	27	and	and	CCONJ
ajsts-4488	132	28	adaptability	adaptability	NOUN
ajsts-4488	132	29	of	of	ADP
ajsts-4488	132	30	the	the	DET
ajsts-4488	132	31	solutions	solution	NOUN
ajsts-4488	132	32	proposed	propose	VERB
ajsts-4488	132	33	.	.	PUNCT
ajsts-4488	133	1	one	one	NUM
ajsts-4488	133	2	more	more	ADJ
ajsts-4488	133	3	the	the	DET
ajsts-4488	133	4	area	area	NOUN
ajsts-4488	133	5	to	to	PART
ajsts-4488	133	6	explore	explore	VERB
ajsts-4488	133	7	is	be	AUX
ajsts-4488	133	8	the	the	DET
ajsts-4488	133	9	use	use	NOUN
ajsts-4488	133	10	of	of	ADP
ajsts-4488	133	11	ai	ai	VERB
ajsts-4488	133	12	for	for	ADP
ajsts-4488	133	13	proactive	proactive	ADJ
ajsts-4488	133	14	risk	risk	NOUN
ajsts-4488	133	15	management	management	NOUN
ajsts-4488	133	16	,	,	PUNCT
ajsts-4488	133	17	as	as	ADP
ajsts-4488	133	18	majority	majority	NOUN
ajsts-4488	133	19	of	of	ADP
ajsts-4488	133	20	the	the	DET
ajsts-4488	133	21	existing	exist	VERB
ajsts-4488	133	22	approaches	approach	NOUN
ajsts-4488	133	23	based	base	VERB
ajsts-4488	133	24	on	on	ADP
ajsts-4488	133	25	ai	ai	PRON
ajsts-4488	133	26	encompass	encompass	NOUN
ajsts-4488	133	27	security	security	NOUN
ajsts-4488	133	28	threat	threat	NOUN
ajsts-4488	133	29	detection	detection	NOUN
ajsts-4488	133	30	and	and	CCONJ
ajsts-4488	133	31	response	response	NOUN
ajsts-4488	133	32	,	,	PUNCT
ajsts-4488	133	33	while	while	SCONJ
ajsts-4488	133	34	the	the	DET
ajsts-4488	133	35	possibility	possibility	NOUN
ajsts-4488	133	36	of	of	ADP
ajsts-4488	133	37	utilizing	utilize	VERB
ajsts-4488	133	38	ai	ai	VERB
ajsts-4488	133	39	for	for	ADP
ajsts-4488	133	40	risk	risk	NOUN
ajsts-4488	133	41	assessment	assessment	NOUN
ajsts-4488	133	42	and	and	CCONJ
ajsts-4488	133	43	prevention	prevention	NOUN
ajsts-4488	133	44	has	have	AUX
ajsts-4488	133	45	been	be	AUX
ajsts-4488	133	46	researched	research	VERB
ajsts-4488	133	47	and	and	CCONJ
ajsts-4488	133	48	developed	develop	VERB
ajsts-4488	133	49	much	much	ADV
ajsts-4488	133	50	less	less	ADJ
ajsts-4488	133	51	.	.	PUNCT
ajsts-4488	134	1	symptoms	symptom	NOUN
ajsts-4488	134	2	of	of	ADP
ajsts-4488	134	3	these	these	DET
ajsts-4488	134	4	issues	issue	NOUN
ajsts-4488	134	5	must	must	AUX
ajsts-4488	134	6	be	be	AUX
ajsts-4488	134	7	relieved	relieve	VERB
ajsts-4488	134	8	in	in	ADP
ajsts-4488	134	9	order	order	NOUN
ajsts-4488	134	10	to	to	PART
ajsts-4488	134	11	progress	progress	VERB
ajsts-4488	134	12	further	far	ADV
ajsts-4488	134	13	the	the	DET
ajsts-4488	134	14	case	case	NOUN
ajsts-4488	134	15	with	with	ADP
ajsts-4488	134	16	ai	ai	ADV
ajsts-4488	134	17	-	-	PUNCT
ajsts-4488	134	18	based	base	VERB
ajsts-4488	134	19	cybersecurity	cybersecurity	NOUN
ajsts-4488	134	20	approaches	approach	NOUN
ajsts-4488	134	21	,	,	PUNCT
ajsts-4488	134	22	enhance	enhance	VERB
ajsts-4488	134	23	their	their	PRON
ajsts-4488	134	24	security	security	NOUN
ajsts-4488	134	25	,	,	PUNCT
ajsts-4488	134	26	explicate	explicate	VERB
ajsts-4488	134	27	their	their	PRON
ajsts-4488	134	28	work	work	NOUN
ajsts-4488	134	29	,	,	PUNCT
ajsts-4488	134	30	and	and	CCONJ
ajsts-4488	134	31	apply	apply	VERB
ajsts-4488	134	32	advanced	advanced	ADJ
ajsts-4488	134	33	approaches	approach	NOUN
ajsts-4488	134	34	to	to	PART
ajsts-4488	134	35	scramble	scramble	VERB
ajsts-4488	134	36	today	today	NOUN
ajsts-4488	134	37	’s	’s	PART
ajsts-4488	134	38	threats	threat	NOUN
ajsts-4488	134	39	,	,	PUNCT
ajsts-4488	134	40	adhering	adhere	VERB
ajsts-4488	134	41	to	to	ADP
ajsts-4488	134	42	ethical	ethical	ADJ
ajsts-4488	134	43	requirements	requirement	NOUN
ajsts-4488	134	44	and	and	CCONJ
ajsts-4488	134	45	existing	exist	VERB
ajsts-4488	134	46	regulations	regulation	NOUN
ajsts-4488	134	47	.	.	PUNCT
ajsts-4488	135	1	to	to	ADP
ajsts-4488	135	2	this	this	DET
ajsts-4488	135	3	effect	effect	NOUN
ajsts-4488	135	4	,	,	PUNCT
ajsts-4488	135	5	the	the	DET
ajsts-4488	135	6	following	follow	VERB
ajsts-4488	135	7	research	research	NOUN
ajsts-4488	135	8	gaps	gap	NOUN
ajsts-4488	135	9	emerge	emerge	VERB
ajsts-4488	135	10	and	and	CCONJ
ajsts-4488	135	11	this	this	DET
ajsts-4488	135	12	study	study	NOUN
ajsts-4488	135	13	seeks	seek	VERB
ajsts-4488	135	14	to	to	PART
ajsts-4488	135	15	address	address	VERB
ajsts-4488	135	16	some	some	PRON
ajsts-4488	135	17	of	of	ADP
ajsts-4488	135	18	these	these	DET
ajsts-4488	135	19	gaps	gap	NOUN
ajsts-4488	135	20	through	through	ADP
ajsts-4488	135	21	advancing	advance	VERB
ajsts-4488	135	22	a	a	DET
ajsts-4488	135	23	hybrid	hybrid	ADJ
ajsts-4488	135	24	ai	ai	NOUN
ajsts-4488	135	25	-	-	PUNCT
ajsts-4488	135	26	powered	power	VERB
ajsts-4488	135	27	cybersecurity	cybersecurity	NOUN
ajsts-4488	135	28	model	model	NOUN
ajsts-4488	135	29	that	that	PRON
ajsts-4488	135	30	improves	improve	VERB
ajsts-4488	135	31	threat	threat	NOUN
ajsts-4488	135	32	detection	detection	NOUN
ajsts-4488	135	33	efficiency	efficiency	NOUN
ajsts-4488	135	34	without	without	ADP
ajsts-4488	135	35	compromising	compromise	VERB
ajsts-4488	135	36	on	on	ADP
ajsts-4488	135	37	false	false	ADJ
ajsts-4488	135	38	positive	positive	ADJ
ajsts-4488	135	39	levels	level	NOUN
ajsts-4488	135	40	.	.	PUNCT
ajsts-4488	136	1	also	also	ADV
ajsts-4488	136	2	,	,	PUNCT
ajsts-4488	136	3	the	the	DET
ajsts-4488	136	4	work	work	NOUN
ajsts-4488	136	5	area	area	NOUN
ajsts-4488	136	6	of	of	ADP
ajsts-4488	136	7	the	the	DET
ajsts-4488	136	8	study	study	NOUN
ajsts-4488	136	9	is	be	AUX
ajsts-4488	136	10	concerned	concern	VERB
ajsts-4488	136	11	with	with	ADP
ajsts-4488	136	12	explainability	explainability	NOUN
ajsts-4488	136	13	in	in	ADP
ajsts-4488	136	14	security	security	NOUN
ajsts-4488	136	15	alerts	alert	NOUN
ajsts-4488	136	16	generated	generate	VERB
ajsts-4488	136	17	by	by	ADP
ajsts-4488	136	18	ai	ai	PRON
ajsts-4488	136	19	system	system	NOUN
ajsts-4488	136	20	to	to	PART
ajsts-4488	136	21	enhance	enhance	VERB
ajsts-4488	136	22	the	the	DET
ajsts-4488	136	23	decision	decision	NOUN
ajsts-4488	136	24	-	-	PUNCT
ajsts-4488	136	25	making	making	NOUN
ajsts-4488	136	26	of	of	ADP
ajsts-4488	136	27	analysts	analyst	NOUN
ajsts-4488	136	28	.	.	PUNCT
ajsts-4488	137	1	materials	material	NOUN
ajsts-4488	137	2	and	and	CCONJ
ajsts-4488	137	3	methods	method	NOUN
ajsts-4488	137	4	research	research	NOUN
ajsts-4488	137	5	model	model	NOUN
ajsts-4488	137	6	in	in	ADP
ajsts-4488	137	7	this	this	DET
ajsts-4488	137	8	research	research	NOUN
ajsts-4488	137	9	,	,	PUNCT
ajsts-4488	137	10	we	we	PRON
ajsts-4488	137	11	propose	propose	VERB
ajsts-4488	137	12	a	a	DET
ajsts-4488	137	13	hybrid	hybrid	ADJ
ajsts-4488	137	14	model	model	NOUN
ajsts-4488	137	15	of	of	ADP
ajsts-4488	137	16	figure	figure	NOUN
ajsts-4488	137	17	1	1	NUM
ajsts-4488	137	18	:	:	PUNCT
ajsts-4488	137	19	ai	ai	VERB
ajsts-4488	137	20	-	-	PUNCT
ajsts-4488	137	21	powered	power	VERB
ajsts-4488	137	22	cybersecurity	cybersecurity	NOUN
ajsts-4488	137	23	framework	framework	NOUN
ajsts-4488	137	24	for	for	ADP
ajsts-4488	137	25	threat	threat	NOUN
ajsts-4488	137	26	detection	detection	NOUN
ajsts-4488	137	27	&	&	CCONJ
ajsts-4488	137	28	response	response	NOUN
ajsts-4488	137	29	pa	pa	PROPN
ajsts-4488	137	30	ge	ge	PROPN
ajsts-4488	137	31	42	42	NUM
ajsts-4488	137	32	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	137	33	am	be	AUX
ajsts-4488	137	34	.	.	PUNCT
ajsts-4488	138	1	j.	j.	PROPN
ajsts-4488	138	2	smart	smart	PROPN
ajsts-4488	138	3	.	.	PUNCT
ajsts-4488	139	1	technol	technol	PROPN
ajsts-4488	139	2	.	.	PUNCT
ajsts-4488	139	3	solutions	solution	NOUN
ajsts-4488	139	4	4(1	4(1	NOUN
ajsts-4488	139	5	)	)	PUNCT
ajsts-4488	139	6	37	37	NUM
ajsts-4488	139	7	-	-	SYM
ajsts-4488	139	8	48	48	NUM
ajsts-4488	139	9	,	,	PUNCT
ajsts-4488	139	10	2025	2025	NUM
ajsts-4488	139	11	cybersecurity	cybersecurity	NOUN
ajsts-4488	139	12	that	that	PRON
ajsts-4488	139	13	uses	use	VERB
ajsts-4488	139	14	ai	ai	VERB
ajsts-4488	139	15	,	,	PUNCT
ajsts-4488	139	16	ml	ml	PROPN
ajsts-4488	139	17	,	,	PUNCT
ajsts-4488	139	18	dl	dl	INTJ
ajsts-4488	139	19	,	,	PUNCT
ajsts-4488	139	20	and	and	CCONJ
ajsts-4488	139	21	anomaly	anomaly	NOUN
ajsts-4488	139	22	detection	detection	NOUN
ajsts-4488	139	23	approaches	approach	NOUN
ajsts-4488	139	24	to	to	PART
ajsts-4488	139	25	improve	improve	VERB
ajsts-4488	139	26	the	the	DET
ajsts-4488	139	27	cybersecurity	cybersecurity	NOUN
ajsts-4488	139	28	environment	environment	NOUN
ajsts-4488	139	29	and	and	CCONJ
ajsts-4488	139	30	its	its	PRON
ajsts-4488	139	31	capability	capability	NOUN
ajsts-4488	139	32	of	of	ADP
ajsts-4488	139	33	responding	respond	VERB
ajsts-4488	139	34	to	to	ADP
ajsts-4488	139	35	cyber	cyber	NOUN
ajsts-4488	139	36	threats	threat	NOUN
ajsts-4488	139	37	.	.	PUNCT
ajsts-4488	140	1	as	as	SCONJ
ajsts-4488	140	2	earlier	early	ADV
ajsts-4488	140	3	indicated	indicate	VERB
ajsts-4488	140	4	,	,	PUNCT
ajsts-4488	140	5	the	the	DET
ajsts-4488	140	6	proposed	propose	VERB
ajsts-4488	140	7	research	research	NOUN
ajsts-4488	140	8	model	model	NOUN
ajsts-4488	140	9	comprises	comprise	VERB
ajsts-4488	140	10	data	data	NOUN
ajsts-4488	140	11	collection	collection	NOUN
ajsts-4488	140	12	phase	phase	NOUN
ajsts-4488	140	13	,	,	PUNCT
ajsts-4488	140	14	feature	feature	NOUN
ajsts-4488	140	15	engineering	engineering	NOUN
ajsts-4488	140	16	,	,	PUNCT
ajsts-4488	140	17	ai	ai	NOUN
ajsts-4488	140	18	-	-	PUNCT
ajsts-4488	140	19	based	base	VERB
ajsts-4488	140	20	threat	threat	NOUN
ajsts-4488	140	21	detection	detection	NOUN
ajsts-4488	140	22	,	,	PUNCT
ajsts-4488	140	23	automated	automate	VERB
ajsts-4488	140	24	incident	incident	NOUN
ajsts-4488	140	25	response	response	NOUN
ajsts-4488	140	26	,	,	PUNCT
ajsts-4488	140	27	and	and	CCONJ
ajsts-4488	140	28	model	model	NOUN
ajsts-4488	140	29	evaluation	evaluation	NOUN
ajsts-4488	140	30	phase	phase	NOUN
ajsts-4488	140	31	.	.	PUNCT
ajsts-4488	141	1	as	as	SCONJ
ajsts-4488	141	2	shown	show	VERB
ajsts-4488	141	3	in	in	ADP
ajsts-4488	141	4	the	the	DET
ajsts-4488	141	5	following	follow	VERB
ajsts-4488	141	6	figure	figure	NOUN
ajsts-4488	141	7	01	01	NUM
ajsts-4488	141	8	,	,	PUNCT
ajsts-4488	141	9	the	the	DET
ajsts-4488	141	10	ai	ai	NOUN
ajsts-4488	141	11	powered	powered	ADJ
ajsts-4488	141	12	cybersecurity	cybersecurity	NOUN
ajsts-4488	141	13	framework	framework	NOUN
ajsts-4488	141	14	has	have	AUX
ajsts-4488	141	15	been	be	AUX
ajsts-4488	141	16	applied	apply	VERB
ajsts-4488	141	17	in	in	ADP
ajsts-4488	141	18	this	this	DET
ajsts-4488	141	19	particular	particular	ADJ
ajsts-4488	141	20	study	study	NOUN
ajsts-4488	141	21	.	.	PUNCT
ajsts-4488	142	1	dataset	dataset	ADJ
ajsts-4488	142	2	overview	overview	NOUN
ajsts-4488	142	3	and	and	CCONJ
ajsts-4488	142	4	preprocessing	preprocesse	VERB
ajsts-4488	142	5	the	the	DET
ajsts-4488	142	6	data	datum	NOUN
ajsts-4488	142	7	for	for	ADP
ajsts-4488	142	8	this	this	DET
ajsts-4488	142	9	study	study	NOUN
ajsts-4488	142	10	was	be	AUX
ajsts-4488	142	11	obtained	obtain	VERB
ajsts-4488	142	12	from	from	ADP
ajsts-4488	142	13	kaggle	kaggle	PROPN
ajsts-4488	142	14	and	and	CCONJ
ajsts-4488	142	15	the	the	DET
ajsts-4488	142	16	dataset	dataset	NOUN
ajsts-4488	142	17	composed	compose	VERB
ajsts-4488	142	18	of	of	ADP
ajsts-4488	142	19	the	the	DET
ajsts-4488	142	20	network	network	NOUN
ajsts-4488	142	21	logs	log	NOUN
ajsts-4488	142	22	,	,	PUNCT
ajsts-4488	142	23	labels	label	NOUN
ajsts-4488	142	24	of	of	ADP
ajsts-4488	142	25	the	the	DET
ajsts-4488	142	26	specified	specified	ADJ
ajsts-4488	142	27	attacks	attack	NOUN
ajsts-4488	142	28	,	,	PUNCT
ajsts-4488	142	29	as	as	ADV
ajsts-4488	142	30	well	well	ADV
ajsts-4488	142	31	as	as	ADP
ajsts-4488	142	32	the	the	DET
ajsts-4488	142	33	encryption	encryption	NOUN
ajsts-4488	142	34	patterns	pattern	NOUN
ajsts-4488	142	35	,	,	PUNCT
ajsts-4488	142	36	and	and	CCONJ
ajsts-4488	142	37	other	other	ADJ
ajsts-4488	142	38	security	security	NOUN
ajsts-4488	142	39	measures	measure	NOUN
ajsts-4488	142	40	essential	essential	ADJ
ajsts-4488	142	41	for	for	ADP
ajsts-4488	142	42	the	the	DET
ajsts-4488	142	43	training	training	NOUN
ajsts-4488	142	44	of	of	ADP
ajsts-4488	142	45	the	the	DET
ajsts-4488	142	46	ai	ai	PROPN
ajsts-4488	142	47	models	model	NOUN
ajsts-4488	142	48	.	.	PUNCT
ajsts-4488	143	1	it	it	PRON
ajsts-4488	143	2	is	be	AUX
ajsts-4488	143	3	a	a	DET
ajsts-4488	143	4	mixture	mixture	NOUN
ajsts-4488	143	5	of	of	ADP
ajsts-4488	143	6	both	both	CCONJ
ajsts-4488	143	7	the	the	DET
ajsts-4488	143	8	legitimate	legitimate	ADJ
ajsts-4488	143	9	and	and	CCONJ
ajsts-4488	143	10	illegitimate	illegitimate	ADJ
ajsts-4488	143	11	connection	connection	NOUN
ajsts-4488	143	12	logs	log	NOUN
ajsts-4488	143	13	,	,	PUNCT
ajsts-4488	143	14	which	which	PRON
ajsts-4488	143	15	range	range	VERB
ajsts-4488	143	16	from	from	ADP
ajsts-4488	143	17	malware	malware	NOUN
ajsts-4488	143	18	infections	infection	NOUN
ajsts-4488	143	19	to	to	ADP
ajsts-4488	143	20	dos	do	NOUN
ajsts-4488	143	21	assault	assault	NOUN
ajsts-4488	143	22	,	,	PUNCT
ajsts-4488	143	23	phishing	phishe	VERB
ajsts-4488	143	24	and	and	CCONJ
ajsts-4488	143	25	unauthorized	unauthorized	ADJ
ajsts-4488	143	26	attempted	attempt	VERB
ajsts-4488	143	27	access	access	NOUN
ajsts-4488	143	28	.	.	PUNCT
ajsts-4488	144	1	each	each	DET
ajsts-4488	144	2	record	record	NOUN
ajsts-4488	144	3	of	of	ADP
ajsts-4488	144	4	data	datum	NOUN
ajsts-4488	144	5	contains	contain	VERB
ajsts-4488	144	6	source	source	NOUN
ajsts-4488	144	7	and	and	CCONJ
ajsts-4488	144	8	destination	destination	NOUN
ajsts-4488	144	9	ip	ip	NOUN
ajsts-4488	144	10	addresses	address	NOUN
ajsts-4488	144	11	,	,	PUNCT
ajsts-4488	144	12	protocols	protocol	NOUN
ajsts-4488	144	13	used	use	VERB
ajsts-4488	144	14	,	,	PUNCT
ajsts-4488	144	15	packet	packet	NOUN
ajsts-4488	144	16	sizes	size	NOUN
ajsts-4488	144	17	,	,	PUNCT
ajsts-4488	144	18	port	port	NOUN
ajsts-4488	144	19	numbers	number	NOUN
ajsts-4488	144	20	,	,	PUNCT
ajsts-4488	144	21	time	time	NOUN
ajsts-4488	144	22	stamps	stamp	NOUN
ajsts-4488	144	23	data	data	PROPN
ajsts-4488	144	24	logs	log	NOUN
ajsts-4488	144	25	with	with	ADP
ajsts-4488	144	26	the	the	DET
ajsts-4488	144	27	classification	classification	NOUN
ajsts-4488	144	28	of	of	ADP
ajsts-4488	144	29	the	the	DET
ajsts-4488	144	30	particular	particular	ADJ
ajsts-4488	144	31	attack	attack	NOUN
ajsts-4488	144	32	.	.	PUNCT
ajsts-4488	145	1	to	to	PART
ajsts-4488	145	2	maintain	maintain	VERB
ajsts-4488	145	3	good	good	ADJ
ajsts-4488	145	4	quality	quality	NOUN
ajsts-4488	145	5	of	of	ADP
ajsts-4488	145	6	data	datum	NOUN
ajsts-4488	145	7	for	for	ADP
ajsts-4488	145	8	training	training	NOUN
ajsts-4488	145	9	purposes	purpose	NOUN
ajsts-4488	145	10	,	,	PUNCT
ajsts-4488	145	11	several	several	ADJ
ajsts-4488	145	12	data	datum	NOUN
ajsts-4488	145	13	preprocessing	preprocessing	NOUN
ajsts-4488	145	14	approaches	approach	NOUN
ajsts-4488	145	15	were	be	AUX
ajsts-4488	145	16	employed	employ	VERB
ajsts-4488	145	17	.	.	PUNCT
ajsts-4488	146	1	first	first	ADV
ajsts-4488	146	2	of	of	ADP
ajsts-4488	146	3	all	all	PRON
ajsts-4488	146	4	,	,	PUNCT
ajsts-4488	146	5	the	the	DET
ajsts-4488	146	6	records	record	NOUN
ajsts-4488	146	7	with	with	ADP
ajsts-4488	146	8	too	too	ADV
ajsts-4488	146	9	many	many	ADJ
ajsts-4488	146	10	missing	missing	ADJ
ajsts-4488	146	11	values	value	NOUN
ajsts-4488	146	12	were	be	AUX
ajsts-4488	146	13	excluded	exclude	VERB
ajsts-4488	146	14	,	,	PUNCT
ajsts-4488	146	15	the	the	DET
ajsts-4488	146	16	rest	rest	NOUN
ajsts-4488	146	17	of	of	ADP
ajsts-4488	146	18	the	the	DET
ajsts-4488	146	19	missing	miss	VERB
ajsts-4488	146	20	values	value	NOUN
ajsts-4488	146	21	in	in	ADP
ajsts-4488	146	22	numerical	numerical	ADJ
ajsts-4488	146	23	variables	variable	NOUN
ajsts-4488	146	24	were	be	AUX
ajsts-4488	146	25	imputed	impute	VERB
ajsts-4488	146	26	using	use	VERB
ajsts-4488	146	27	mean	mean	NOUN
ajsts-4488	146	28	or	or	CCONJ
ajsts-4488	146	29	median	median	ADJ
ajsts-4488	146	30	and	and	CCONJ
ajsts-4488	146	31	categorical	categorical	ADJ
ajsts-4488	146	32	values	value	NOUN
ajsts-4488	146	33	were	be	AUX
ajsts-4488	146	34	assigned	assign	VERB
ajsts-4488	146	35	to	to	ADP
ajsts-4488	146	36	a	a	DET
ajsts-4488	146	37	‘	'	PUNCT
ajsts-4488	146	38	missing	missing	ADJ
ajsts-4488	146	39	’	'	PUNCT
ajsts-4488	146	40	category	category	NOUN
ajsts-4488	146	41	.	.	PUNCT
ajsts-4488	147	1	protocol	protocol	NOUN
ajsts-4488	147	2	types	type	NOUN
ajsts-4488	147	3	,	,	PUNCT
ajsts-4488	147	4	attack	attack	NOUN
ajsts-4488	147	5	types	type	NOUN
ajsts-4488	147	6	and	and	CCONJ
ajsts-4488	147	7	connection	connection	NOUN
ajsts-4488	147	8	status	status	NOUN
ajsts-4488	147	9	were	be	AUX
ajsts-4488	147	10	further	far	ADV
ajsts-4488	147	11	encoded	encode	VERB
ajsts-4488	147	12	using	use	VERB
ajsts-4488	147	13	one	one	NUM
ajsts-4488	147	14	hot	hot	ADJ
ajsts-4488	147	15	encoding	encoding	NOUN
ajsts-4488	147	16	and	and	CCONJ
ajsts-4488	147	17	label	label	NOUN
ajsts-4488	147	18	encoding	encoding	NOUN
ajsts-4488	147	19	because	because	SCONJ
ajsts-4488	147	20	most	most	ADJ
ajsts-4488	147	21	of	of	ADP
ajsts-4488	147	22	models	model	NOUN
ajsts-4488	147	23	can	can	AUX
ajsts-4488	147	24	only	only	ADV
ajsts-4488	147	25	work	work	VERB
ajsts-4488	147	26	with	with	ADP
ajsts-4488	147	27	numerical	numerical	ADJ
ajsts-4488	147	28	data	datum	NOUN
ajsts-4488	147	29	values	value	NOUN
ajsts-4488	147	30	.	.	PUNCT
ajsts-4488	148	1	during	during	ADP
ajsts-4488	148	2	the	the	DET
ajsts-4488	148	3	feature	feature	NOUN
ajsts-4488	148	4	scaling	scaling	NOUN
ajsts-4488	148	5	,	,	PUNCT
ajsts-4488	148	6	min	min	PROPN
ajsts-4488	148	7	-	-	ADJ
ajsts-4488	148	8	max	max	PROPN
ajsts-4488	148	9	was	be	AUX
ajsts-4488	148	10	used	use	VERB
ajsts-4488	148	11	for	for	ADP
ajsts-4488	148	12	scaling	scale	VERB
ajsts-4488	148	13	the	the	DET
ajsts-4488	148	14	numeric	numeric	ADJ
ajsts-4488	148	15	and	and	CCONJ
ajsts-4488	148	16	continuous	continuous	ADJ
ajsts-4488	148	17	features	feature	NOUN
ajsts-4488	148	18	like	like	ADP
ajsts-4488	148	19	packet	packet	NOUN
ajsts-4488	148	20	size	size	NOUN
ajsts-4488	148	21	,	,	PUNCT
ajsts-4488	148	22	in	in	ADP
ajsts-4488	148	23	time	time	NOUN
ajsts-4488	148	24	intervals	interval	NOUN
ajsts-4488	148	25	request	request	VERB
ajsts-4488	148	26	frequencies	frequency	NOUN
ajsts-4488	148	27	,	,	PUNCT
ajsts-4488	148	28	among	among	ADP
ajsts-4488	148	29	others	other	NOUN
ajsts-4488	148	30	.	.	PUNCT
ajsts-4488	149	1	considering	consider	VERB
ajsts-4488	149	2	that	that	SCONJ
ajsts-4488	149	3	the	the	DET
ajsts-4488	149	4	cybersecurity	cybersecurity	NOUN
ajsts-4488	149	5	datasets	dataset	NOUN
ajsts-4488	149	6	tend	tend	VERB
ajsts-4488	149	7	to	to	PART
ajsts-4488	149	8	include	include	VERB
ajsts-4488	149	9	imbalanced	imbalanced	ADJ
ajsts-4488	149	10	attack	attack	NOUN
ajsts-4488	149	11	data	datum	NOUN
ajsts-4488	149	12	,	,	PUNCT
ajsts-4488	149	13	both	both	PRON
ajsts-4488	149	14	smote	smote	ADJ
ajsts-4488	149	15	(	(	PUNCT
ajsts-4488	149	16	synthetic	synthetic	ADJ
ajsts-4488	149	17	minority	minority	NOUN
ajsts-4488	149	18	over	over	ADP
ajsts-4488	149	19	-	-	PUNCT
ajsts-4488	149	20	sampling	sample	VERB
ajsts-4488	149	21	technique	technique	NOUN
ajsts-4488	149	22	)	)	PUNCT
ajsts-4488	149	23	and	and	CCONJ
ajsts-4488	149	24	undersampling	undersample	VERB
ajsts-4488	149	25	techniques	technique	NOUN
ajsts-4488	149	26	were	be	AUX
ajsts-4488	149	27	applied	apply	VERB
ajsts-4488	149	28	in	in	ADP
ajsts-4488	149	29	this	this	DET
ajsts-4488	149	30	paper	paper	NOUN
ajsts-4488	149	31	to	to	PART
ajsts-4488	149	32	balance	balance	NOUN
ajsts-4488	149	33	attack	attack	NOUN
ajsts-4488	149	34	type	type	NOUN
ajsts-4488	149	35	data	datum	NOUN
ajsts-4488	149	36	distribution	distribution	NOUN
ajsts-4488	149	37	in	in	ADP
ajsts-4488	149	38	order	order	NOUN
ajsts-4488	149	39	to	to	PART
ajsts-4488	149	40	avoid	avoid	VERB
ajsts-4488	149	41	the	the	DET
ajsts-4488	149	42	development	development	NOUN
ajsts-4488	149	43	of	of	ADP
ajsts-4488	149	44	model	model	NOUN
ajsts-4488	149	45	that	that	PRON
ajsts-4488	149	46	is	be	AUX
ajsts-4488	149	47	more	more	ADV
ajsts-4488	149	48	inclined	inclined	ADJ
ajsts-4488	149	49	to	to	PART
ajsts-4488	149	50	categorized	categorize	VERB
ajsts-4488	149	51	scrambled	scramble	VERB
ajsts-4488	149	52	traffic	traffic	NOUN
ajsts-4488	149	53	as	as	ADP
ajsts-4488	149	54	benign	benign	ADJ
ajsts-4488	149	55	.	.	PUNCT
ajsts-4488	150	1	last	last	ADJ
ajsts-4488	150	2	but	but	CCONJ
ajsts-4488	150	3	not	not	PART
ajsts-4488	150	4	the	the	DET
ajsts-4488	150	5	least	least	ADJ
ajsts-4488	150	6	,	,	PUNCT
ajsts-4488	150	7	the	the	DET
ajsts-4488	150	8	dataset	dataset	NOUN
ajsts-4488	150	9	was	be	AUX
ajsts-4488	150	10	further	far	ADV
ajsts-4488	150	11	categorized	categorize	VERB
ajsts-4488	150	12	into	into	ADP
ajsts-4488	150	13	training	training	NOUN
ajsts-4488	150	14	data	datum	NOUN
ajsts-4488	150	15	set	set	VERB
ajsts-4488	150	16	of	of	ADP
ajsts-4488	150	17	80	80	NUM
ajsts-4488	150	18	percent	percent	NOUN
ajsts-4488	150	19	and	and	CCONJ
ajsts-4488	150	20	testing	testing	NOUN
ajsts-4488	150	21	data	datum	NOUN
ajsts-4488	150	22	set	set	VERB
ajsts-4488	150	23	of	of	ADP
ajsts-4488	150	24	20	20	NUM
ajsts-4488	150	25	percent	percent	NOUN
ajsts-4488	150	26	,	,	PUNCT
ajsts-4488	150	27	check	check	VERB
ajsts-4488	150	28	efficiency	efficiency	NOUN
ajsts-4488	150	29	of	of	ADP
ajsts-4488	150	30	the	the	DET
ajsts-4488	150	31	ai	ai	PROPN
ajsts-4488	150	32	models	model	NOUN
ajsts-4488	150	33	.	.	PUNCT
ajsts-4488	151	1	thus	thus	ADV
ajsts-4488	151	2	,	,	PUNCT
ajsts-4488	151	3	preprocessing	preprocesse	VERB
ajsts-4488	151	4	changed	change	VERB
ajsts-4488	151	5	the	the	DET
ajsts-4488	151	6	form	form	NOUN
ajsts-4488	151	7	of	of	ADP
ajsts-4488	151	8	the	the	DET
ajsts-4488	151	9	data	datum	NOUN
ajsts-4488	151	10	into	into	ADP
ajsts-4488	151	11	a	a	DET
ajsts-4488	151	12	form	form	NOUN
ajsts-4488	151	13	more	more	ADV
ajsts-4488	151	14	suitable	suitable	ADJ
ajsts-4488	151	15	for	for	ADP
ajsts-4488	151	16	training	training	NOUN
ajsts-4488	151	17	and	and	CCONJ
ajsts-4488	151	18	creating	create	VERB
ajsts-4488	151	19	effective	effective	ADJ
ajsts-4488	151	20	ai	ai	NOUN
ajsts-4488	151	21	models	model	NOUN
ajsts-4488	151	22	of	of	ADP
ajsts-4488	151	23	the	the	DET
ajsts-4488	151	24	analysis	analysis	NOUN
ajsts-4488	151	25	of	of	ADP
ajsts-4488	151	26	new	new	ADJ
ajsts-4488	151	27	intrusion	intrusion	NOUN
ajsts-4488	151	28	patterns	pattern	NOUN
ajsts-4488	151	29	and	and	CCONJ
ajsts-4488	151	30	threats	threat	NOUN
ajsts-4488	151	31	,	,	PUNCT
ajsts-4488	151	32	based	base	VERB
ajsts-4488	151	33	on	on	ADP
ajsts-4488	151	34	the	the	DET
ajsts-4488	151	35	results	result	NOUN
ajsts-4488	151	36	of	of	ADP
ajsts-4488	151	37	past	past	ADJ
ajsts-4488	151	38	attacks	attack	NOUN
ajsts-4488	151	39	.	.	PUNCT
ajsts-4488	152	1	feature	feature	NOUN
ajsts-4488	152	2	engineering	engineering	NOUN
ajsts-4488	152	3	thus	thus	ADV
ajsts-4488	152	4	,	,	PUNCT
ajsts-4488	152	5	from	from	ADP
ajsts-4488	152	6	the	the	DET
ajsts-4488	152	7	raw	raw	ADJ
ajsts-4488	152	8	network	network	NOUN
ajsts-4488	152	9	data	datum	NOUN
ajsts-4488	152	10	,	,	PUNCT
ajsts-4488	152	11	the	the	DET
ajsts-4488	152	12	key	key	ADJ
ajsts-4488	152	13	features	feature	NOUN
ajsts-4488	152	14	were	be	AUX
ajsts-4488	152	15	engineered	engineer	VERB
ajsts-4488	152	16	to	to	PART
ajsts-4488	152	17	improve	improve	VERB
ajsts-4488	152	18	the	the	DET
ajsts-4488	152	19	threat	threat	NOUN
ajsts-4488	152	20	detection	detection	NOUN
ajsts-4488	152	21	accuracy	accuracy	NOUN
ajsts-4488	152	22	.	.	PUNCT
ajsts-4488	153	1	the	the	DET
ajsts-4488	153	2	reputation	reputation	NOUN
ajsts-4488	153	3	of	of	ADP
ajsts-4488	153	4	the	the	DET
ajsts-4488	153	5	ips	ip	NOUN
ajsts-4488	153	6	was	be	AUX
ajsts-4488	153	7	utilized	utilize	VERB
ajsts-4488	153	8	to	to	PART
ajsts-4488	153	9	filter	filter	VERB
ajsts-4488	153	10	the	the	DET
ajsts-4488	153	11	dangerous	dangerous	ADJ
ajsts-4488	153	12	ips	ip	NOUN
ajsts-4488	153	13	with	with	ADP
ajsts-4488	153	14	high	high	ADJ
ajsts-4488	153	15	likelihood	likelihood	NOUN
ajsts-4488	153	16	of	of	ADP
ajsts-4488	153	17	an	an	DET
ajsts-4488	153	18	attack	attack	NOUN
ajsts-4488	153	19	in	in	ADP
ajsts-4488	153	20	the	the	DET
ajsts-4488	153	21	past	past	NOUN
ajsts-4488	153	22	.	.	PUNCT
ajsts-4488	154	1	for	for	ADP
ajsts-4488	154	2	detecting	detect	VERB
ajsts-4488	154	3	the	the	DET
ajsts-4488	154	4	brute	brute	ADJ
ajsts-4488	154	5	force	force	NOUN
ajsts-4488	154	6	attack	attack	NOUN
ajsts-4488	154	7	and	and	CCONJ
ajsts-4488	154	8	similar	similar	ADJ
ajsts-4488	154	9	behavior	behavior	NOUN
ajsts-4488	154	10	,	,	PUNCT
ajsts-4488	154	11	session	session	NOUN
ajsts-4488	154	12	duration	duration	NOUN
ajsts-4488	154	13	,	,	PUNCT
ajsts-4488	154	14	request	request	NOUN
ajsts-4488	154	15	frequency	frequency	NOUN
ajsts-4488	154	16	and	and	CCONJ
ajsts-4488	154	17	login	login	NOUN
ajsts-4488	154	18	attempts	attempt	NOUN
ajsts-4488	154	19	have	have	AUX
ajsts-4488	154	20	been	be	AUX
ajsts-4488	154	21	considered	consider	VERB
ajsts-4488	154	22	.	.	PUNCT
ajsts-4488	155	1	further	far	ADV
ajsts-4488	155	2	,	,	PUNCT
ajsts-4488	155	3	periodic	periodic	ADJ
ajsts-4488	155	4	aggregations	aggregation	NOUN
ajsts-4488	155	5	of	of	ADP
ajsts-4488	155	6	the	the	DET
ajsts-4488	155	7	traffic	traffic	NOUN
ajsts-4488	155	8	flow	flow	NOUN
ajsts-4488	155	9	data	datum	NOUN
ajsts-4488	155	10	also	also	ADV
ajsts-4488	155	11	exposed	expose	VERB
ajsts-4488	155	12	the	the	DET
ajsts-4488	155	13	ddos	ddos	NOUN
ajsts-4488	155	14	activity	activity	NOUN
ajsts-4488	155	15	with	with	ADP
ajsts-4488	155	16	the	the	DET
ajsts-4488	155	17	help	help	NOUN
ajsts-4488	155	18	of	of	ADP
ajsts-4488	155	19	traffic	traffic	NOUN
ajsts-4488	155	20	bursts	burst	NOUN
ajsts-4488	155	21	within	within	ADP
ajsts-4488	155	22	small	small	ADJ
ajsts-4488	155	23	time	time	NOUN
ajsts-4488	155	24	frames	frame	NOUN
ajsts-4488	155	25	.	.	PUNCT
ajsts-4488	156	1	other	other	ADJ
ajsts-4488	156	2	methods	method	NOUN
ajsts-4488	156	3	such	such	ADJ
ajsts-4488	156	4	as	as	ADP
ajsts-4488	156	5	the	the	DET
ajsts-4488	156	6	recursive	recursive	ADJ
ajsts-4488	156	7	feature	feature	NOUN
ajsts-4488	156	8	elimination	elimination	NOUN
ajsts-4488	156	9	(	(	PUNCT
ajsts-4488	156	10	rfe	rfe	PROPN
ajsts-4488	156	11	)	)	PUNCT
ajsts-4488	156	12	were	be	AUX
ajsts-4488	156	13	used	use	VERB
ajsts-4488	156	14	to	to	PART
ajsts-4488	156	15	help	help	VERB
ajsts-4488	156	16	in	in	ADP
ajsts-4488	156	17	eliminating	eliminate	VERB
ajsts-4488	156	18	useless	useless	ADJ
ajsts-4488	156	19	features	feature	NOUN
ajsts-4488	156	20	or	or	CCONJ
ajsts-4488	156	21	features	feature	NOUN
ajsts-4488	156	22	that	that	PRON
ajsts-4488	156	23	were	be	AUX
ajsts-4488	156	24	not	not	PART
ajsts-4488	156	25	very	very	ADV
ajsts-4488	156	26	crucial	crucial	ADJ
ajsts-4488	156	27	in	in	ADP
ajsts-4488	156	28	the	the	DET
ajsts-4488	156	29	input	input	NOUN
ajsts-4488	156	30	of	of	ADP
ajsts-4488	156	31	the	the	DET
ajsts-4488	156	32	model	model	NOUN
ajsts-4488	156	33	.	.	PUNCT
ajsts-4488	157	1	ai	ai	VERB
ajsts-4488	157	2	-	-	PUNCT
ajsts-4488	157	3	based	base	VERB
ajsts-4488	157	4	threat	threat	NOUN
ajsts-4488	157	5	detection	detection	NOUN
ajsts-4488	157	6	model	model	NOUN
ajsts-4488	157	7	to	to	PART
ajsts-4488	157	8	detect	detect	VERB
ajsts-4488	157	9	and	and	CCONJ
ajsts-4488	157	10	classify	classify	VERB
ajsts-4488	157	11	cyber	cyber	NOUN
ajsts-4488	157	12	threats	threat	NOUN
ajsts-4488	157	13	efficiently	efficiently	ADV
ajsts-4488	157	14	,	,	PUNCT
ajsts-4488	157	15	a	a	DET
ajsts-4488	157	16	hybrid	hybrid	NOUN
ajsts-4488	157	17	ai	ai	NOUN
ajsts-4488	157	18	approach	approach	NOUN
ajsts-4488	157	19	combining	combine	VERB
ajsts-4488	157	20	supervised	supervised	ADJ
ajsts-4488	157	21	machine	machine	NOUN
ajsts-4488	157	22	learning	learning	NOUN
ajsts-4488	157	23	(	(	PUNCT
ajsts-4488	157	24	ml	ml	NOUN
ajsts-4488	157	25	)	)	PUNCT
ajsts-4488	157	26	,	,	PUNCT
ajsts-4488	157	27	deep	deep	ADJ
ajsts-4488	157	28	learning	learning	NOUN
ajsts-4488	157	29	(	(	PUNCT
ajsts-4488	157	30	dl	dl	NOUN
ajsts-4488	157	31	)	)	PUNCT
ajsts-4488	157	32	,	,	PUNCT
ajsts-4488	157	33	and	and	CCONJ
ajsts-4488	157	34	unsupervised	unsupervised	ADJ
ajsts-4488	157	35	anomaly	anomaly	NOUN
ajsts-4488	157	36	detection	detection	NOUN
ajsts-4488	157	37	models	model	NOUN
ajsts-4488	157	38	was	be	AUX
ajsts-4488	157	39	implemented	implement	VERB
ajsts-4488	157	40	.	.	PUNCT
ajsts-4488	158	1	i.	i.	PROPN
ajsts-4488	158	2	supervised	supervise	VERB
ajsts-4488	158	3	machine	machine	NOUN
ajsts-4488	158	4	learning	learning	NOUN
ajsts-4488	158	5	models	model	NOUN
ajsts-4488	158	6	were	be	AUX
ajsts-4488	158	7	trained	train	VERB
ajsts-4488	158	8	using	use	VERB
ajsts-4488	158	9	labeled	label	VERB
ajsts-4488	158	10	attack	attack	NOUN
ajsts-4488	158	11	data	datum	NOUN
ajsts-4488	158	12	to	to	PART
ajsts-4488	158	13	classify	classify	VERB
ajsts-4488	158	14	normal	normal	ADJ
ajsts-4488	158	15	vs.	vs.	ADP
ajsts-4488	158	16	malicious	malicious	ADJ
ajsts-4488	158	17	network	network	NOUN
ajsts-4488	158	18	activity	activity	NOUN
ajsts-4488	158	19	,	,	PUNCT
ajsts-4488	158	20	improving	improve	VERB
ajsts-4488	158	21	threat	threat	NOUN
ajsts-4488	158	22	detection	detection	NOUN
ajsts-4488	158	23	and	and	CCONJ
ajsts-4488	158	24	response	response	NOUN
ajsts-4488	158	25	efficiency	efficiency	NOUN
ajsts-4488	158	26	.	.	PUNCT
ajsts-4488	159	1	the	the	DET
ajsts-4488	159	2	random	random	ADJ
ajsts-4488	159	3	forest	forest	NOUN
ajsts-4488	159	4	algorithm	algorithm	NOUN
ajsts-4488	159	5	that	that	PRON
ajsts-4488	159	6	is	be	AUX
ajsts-4488	159	7	basically	basically	ADV
ajsts-4488	159	8	an	an	DET
ajsts-4488	159	9	ensemble	ensemble	ADJ
ajsts-4488	159	10	learning	learning	NOUN
ajsts-4488	159	11	approach	approach	NOUN
ajsts-4488	159	12	,	,	PUNCT
ajsts-4488	159	13	has	have	AUX
ajsts-4488	159	14	been	be	AUX
ajsts-4488	159	15	used	use	VERB
ajsts-4488	159	16	to	to	PART
ajsts-4488	159	17	unify	unify	VERB
ajsts-4488	159	18	several	several	ADJ
ajsts-4488	159	19	decision	decision	NOUN
ajsts-4488	159	20	trees	tree	NOUN
ajsts-4488	159	21	to	to	PART
ajsts-4488	159	22	classify	classify	VERB
ajsts-4488	159	23	threats	threat	NOUN
ajsts-4488	159	24	accurately	accurately	ADV
ajsts-4488	159	25	without	without	ADP
ajsts-4488	159	26	overfitting	overfitte	VERB
ajsts-4488	159	27	.	.	PUNCT
ajsts-4488	160	1	the	the	DET
ajsts-4488	160	2	result	result	NOUN
ajsts-4488	160	3	showed	show	VERB
ajsts-4488	160	4	that	that	SCONJ
ajsts-4488	160	5	support	support	NOUN
ajsts-4488	160	6	vector	vector	NOUN
ajsts-4488	160	7	machines	machine	NOUN
ajsts-4488	160	8	(	(	PUNCT
ajsts-4488	160	9	svm	svm	PROPN
ajsts-4488	160	10	)	)	PUNCT
ajsts-4488	160	11	is	be	AUX
ajsts-4488	160	12	suitable	suitable	ADJ
ajsts-4488	160	13	for	for	ADP
ajsts-4488	160	14	high	high	ADJ
ajsts-4488	160	15	dimensionality	dimensionality	NOUN
ajsts-4488	160	16	of	of	ADP
ajsts-4488	160	17	data	datum	NOUN
ajsts-4488	160	18	structures	structure	NOUN
ajsts-4488	160	19	in	in	ADP
ajsts-4488	160	20	security	security	NOUN
ajsts-4488	160	21	and	and	CCONJ
ajsts-4488	160	22	was	be	AUX
ajsts-4488	160	23	able	able	ADJ
ajsts-4488	160	24	to	to	PART
ajsts-4488	160	25	specify	specify	VERB
ajsts-4488	160	26	clear	clear	ADJ
ajsts-4488	160	27	boundaries	boundary	NOUN
ajsts-4488	160	28	in	in	ADP
ajsts-4488	160	29	the	the	DET
ajsts-4488	160	30	case	case	NOUN
ajsts-4488	160	31	of	of	ADP
ajsts-4488	160	32	various	various	ADJ
ajsts-4488	160	33	attacks	attack	NOUN
ajsts-4488	160	34	.	.	PUNCT
ajsts-4488	161	1	decision	decision	NOUN
ajsts-4488	161	2	trees	tree	NOUN
ajsts-4488	161	3	were	be	AUX
ajsts-4488	161	4	used	use	VERB
ajsts-4488	161	5	for	for	ADP
ajsts-4488	161	6	the	the	DET
ajsts-4488	161	7	creation	creation	NOUN
ajsts-4488	161	8	of	of	ADP
ajsts-4488	161	9	interpretable	interpretable	ADJ
ajsts-4488	161	10	,	,	PUNCT
ajsts-4488	161	11	if	if	SCONJ
ajsts-4488	161	12	-	-	PUNCT
ajsts-4488	161	13	then	then	ADV
ajsts-4488	161	14	rule	rule	NOUN
ajsts-4488	161	15	-	-	PUNCT
ajsts-4488	161	16	based	base	VERB
ajsts-4488	161	17	attack	attack	NOUN
ajsts-4488	161	18	detection	detection	NOUN
ajsts-4488	161	19	to	to	PART
ajsts-4488	161	20	mean	mean	VERB
ajsts-4488	161	21	that	that	SCONJ
ajsts-4488	161	22	the	the	DET
ajsts-4488	161	23	security	security	NOUN
ajsts-4488	161	24	analysts	analyst	NOUN
ajsts-4488	161	25	are	be	AUX
ajsts-4488	161	26	able	able	ADJ
ajsts-4488	161	27	to	to	PART
ajsts-4488	161	28	understand	understand	VERB
ajsts-4488	161	29	why	why	SCONJ
ajsts-4488	161	30	particular	particular	ADJ
ajsts-4488	161	31	traffic	traffic	NOUN
ajsts-4488	161	32	was	be	AUX
ajsts-4488	161	33	considered	consider	VERB
ajsts-4488	161	34	as	as	ADP
ajsts-4488	161	35	suspicious	suspicious	ADJ
ajsts-4488	161	36	.	.	PUNCT
ajsts-4488	162	1	to	to	PART
ajsts-4488	162	2	make	make	VERB
ajsts-4488	162	3	the	the	DET
ajsts-4488	162	4	model	model	NOUN
ajsts-4488	162	5	more	more	ADV
ajsts-4488	162	6	efficient	efficient	ADJ
ajsts-4488	162	7	,	,	PUNCT
ajsts-4488	162	8	hyperparameter	hyperparameter	NOUN
ajsts-4488	162	9	tuning	tuning	NOUN
ajsts-4488	162	10	was	be	AUX
ajsts-4488	162	11	performed	perform	VERB
ajsts-4488	162	12	on	on	ADP
ajsts-4488	162	13	each	each	PRON
ajsts-4488	162	14	of	of	ADP
ajsts-4488	162	15	these	these	DET
ajsts-4488	162	16	algorithms	algorithm	NOUN
ajsts-4488	162	17	as	as	ADV
ajsts-4488	162	18	well	well	ADV
ajsts-4488	162	19	,	,	PUNCT
ajsts-4488	162	20	so	so	SCONJ
ajsts-4488	162	21	as	as	SCONJ
ajsts-4488	162	22	to	to	PART
ajsts-4488	162	23	achieve	achieve	VERB
ajsts-4488	162	24	the	the	DET
ajsts-4488	162	25	highest	high	ADJ
ajsts-4488	162	26	possible	possible	ADJ
ajsts-4488	162	27	detection	detection	NOUN
ajsts-4488	162	28	rate	rate	NOUN
ajsts-4488	162	29	with	with	ADP
ajsts-4488	162	30	fewest	few	ADJ
ajsts-4488	162	31	false	false	ADJ
ajsts-4488	162	32	positives	positive	NOUN
ajsts-4488	162	33	and	and	CCONJ
ajsts-4488	162	34	the	the	DET
ajsts-4488	162	35	best	good	ADJ
ajsts-4488	162	36	generalization	generalization	NOUN
ajsts-4488	162	37	to	to	ADP
ajsts-4488	162	38	other	other	ADJ
ajsts-4488	162	39	cyber	cyber	NOUN
ajsts-4488	162	40	threats	threat	NOUN
ajsts-4488	162	41	.	.	PUNCT
ajsts-4488	163	1	ii	ii	PROPN
ajsts-4488	163	2	.	.	PUNCT
ajsts-4488	164	1	deep	deep	ADJ
ajsts-4488	164	2	learning	learning	NOUN
ajsts-4488	164	3	models	model	NOUN
ajsts-4488	164	4	were	be	AUX
ajsts-4488	164	5	applied	apply	VERB
ajsts-4488	164	6	to	to	PART
ajsts-4488	164	7	detect	detect	VERB
ajsts-4488	164	8	complex	complex	ADJ
ajsts-4488	164	9	attack	attack	NOUN
ajsts-4488	164	10	patterns	pattern	NOUN
ajsts-4488	164	11	by	by	ADP
ajsts-4488	164	12	analyzing	analyze	VERB
ajsts-4488	164	13	sequential	sequential	ADJ
ajsts-4488	164	14	network	network	NOUN
ajsts-4488	164	15	traffic	traffic	NOUN
ajsts-4488	164	16	behavior	behavior	NOUN
ajsts-4488	164	17	and	and	CCONJ
ajsts-4488	164	18	historical	historical	ADJ
ajsts-4488	164	19	attack	attack	NOUN
ajsts-4488	164	20	logs	log	NOUN
ajsts-4488	164	21	,	,	PUNCT
ajsts-4488	164	22	enabling	enable	VERB
ajsts-4488	164	23	more	more	ADV
ajsts-4488	164	24	adaptive	adaptive	ADJ
ajsts-4488	164	25	and	and	CCONJ
ajsts-4488	164	26	intelligent	intelligent	ADJ
ajsts-4488	164	27	intrusion	intrusion	NOUN
ajsts-4488	164	28	detection	detection	NOUN
ajsts-4488	164	29	.	.	PUNCT
ajsts-4488	165	1	lstm	lstm	PROPN
ajsts-4488	165	2	networks	network	NOUN
ajsts-4488	165	3	were	be	AUX
ajsts-4488	165	4	also	also	ADV
ajsts-4488	165	5	applied	apply	VERB
ajsts-4488	165	6	to	to	ADP
ajsts-4488	165	7	the	the	DET
ajsts-4488	165	8	analysis	analysis	NOUN
ajsts-4488	165	9	of	of	ADP
ajsts-4488	165	10	time	time	NOUN
ajsts-4488	165	11	-	-	PUNCT
ajsts-4488	165	12	series	series	NOUN
ajsts-4488	165	13	network	network	NOUN
ajsts-4488	165	14	traffic	traffic	NOUN
ajsts-4488	165	15	data	datum	NOUN
ajsts-4488	165	16	to	to	PART
ajsts-4488	165	17	determine	determine	VERB
ajsts-4488	165	18	such	such	ADJ
ajsts-4488	165	19	abnormally	abnormally	ADV
ajsts-4488	165	20	spike	spike	ADJ
ajsts-4488	165	21	areas	area	NOUN
ajsts-4488	165	22	that	that	PRON
ajsts-4488	165	23	may	may	AUX
ajsts-4488	165	24	contain	contain	VERB
ajsts-4488	165	25	indications	indication	NOUN
ajsts-4488	165	26	of	of	ADP
ajsts-4488	165	27	cyberattacks	cyberattack	NOUN
ajsts-4488	165	28	.	.	PUNCT
ajsts-4488	166	1	at	at	ADP
ajsts-4488	166	2	the	the	DET
ajsts-4488	166	3	same	same	ADJ
ajsts-4488	166	4	time	time	NOUN
ajsts-4488	166	5	,	,	PUNCT
ajsts-4488	166	6	convolutional	convolutional	ADJ
ajsts-4488	166	7	neural	neural	ADJ
ajsts-4488	166	8	networks	network	NOUN
ajsts-4488	166	9	(	(	PUNCT
ajsts-4488	166	10	cnns	cnns	PROPN
ajsts-4488	166	11	)	)	PUNCT
ajsts-4488	166	12	have	have	AUX
ajsts-4488	166	13	been	be	AUX
ajsts-4488	166	14	applied	apply	VERB
ajsts-4488	166	15	for	for	ADP
ajsts-4488	166	16	analysing	analyse	VERB
ajsts-4488	166	17	spatial	spatial	ADJ
ajsts-4488	166	18	dependencies	dependency	NOUN
ajsts-4488	166	19	within	within	ADP
ajsts-4488	166	20	the	the	DET
ajsts-4488	166	21	sequences	sequence	NOUN
ajsts-4488	166	22	of	of	ADP
ajsts-4488	166	23	developed	develop	VERB
ajsts-4488	166	24	packet	packet	NOUN
ajsts-4488	166	25	networks	network	NOUN
ajsts-4488	166	26	to	to	PART
ajsts-4488	166	27	identify	identify	VERB
ajsts-4488	166	28	anomalies	anomaly	NOUN
ajsts-4488	166	29	in	in	ADP
ajsts-4488	166	30	structured	structured	ADJ
ajsts-4488	166	31	logs	log	NOUN
ajsts-4488	166	32	derived	derive	VERB
ajsts-4488	166	33	from	from	ADP
ajsts-4488	166	34	the	the	DET
ajsts-4488	166	35	network	network	NOUN
ajsts-4488	166	36	.	.	PUNCT
ajsts-4488	167	1	through	through	ADP
ajsts-4488	167	2	the	the	DET
ajsts-4488	167	3	help	help	NOUN
ajsts-4488	167	4	of	of	ADP
ajsts-4488	167	5	deep	deep	ADJ
ajsts-4488	167	6	learning	learning	NOUN
ajsts-4488	167	7	,	,	PUNCT
ajsts-4488	167	8	it	it	PRON
ajsts-4488	167	9	advanced	advance	VERB
ajsts-4488	167	10	the	the	DET
ajsts-4488	167	11	ability	ability	NOUN
ajsts-4488	167	12	of	of	ADP
ajsts-4488	167	13	the	the	DET
ajsts-4488	167	14	system	system	NOUN
ajsts-4488	167	15	to	to	PART
ajsts-4488	167	16	detect	detect	VERB
ajsts-4488	167	17	the	the	DET
ajsts-4488	167	18	unknown	unknown	ADJ
ajsts-4488	167	19	attack	attack	NOUN
ajsts-4488	167	20	behaviors	behavior	NOUN
ajsts-4488	167	21	,	,	PUNCT
ajsts-4488	167	22	to	to	PART
ajsts-4488	167	23	learn	learn	VERB
ajsts-4488	167	24	and	and	CCONJ
ajsts-4488	167	25	to	to	PART
ajsts-4488	167	26	adapt	adapt	VERB
ajsts-4488	167	27	to	to	ADP
ajsts-4488	167	28	new	new	ADJ
ajsts-4488	167	29	eo	eo	NOUN
ajsts-4488	167	30	-	-	NOUN
ajsts-4488	167	31	attacks	attack	NOUN
ajsts-4488	167	32	in	in	ADP
ajsts-4488	167	33	real	real	ADJ
ajsts-4488	167	34	-	-	PUNCT
ajsts-4488	167	35	time	time	NOUN
ajsts-4488	167	36	.	.	PUNCT
ajsts-4488	168	1	iii	iii	X
ajsts-4488	168	2	.	.	PUNCT
ajsts-4488	168	3	unsupervised	unsupervised	ADJ
ajsts-4488	168	4	anomaly	anomaly	NOUN
ajsts-4488	168	5	detection	detection	NOUN
ajsts-4488	168	6	for	for	ADP
ajsts-4488	168	7	zeroday	zeroday	NOUN
ajsts-4488	168	8	attacks	attack	NOUN
ajsts-4488	168	9	techniques	technique	NOUN
ajsts-4488	168	10	were	be	AUX
ajsts-4488	168	11	implemented	implement	VERB
ajsts-4488	168	12	to	to	PART
ajsts-4488	168	13	enhance	enhance	VERB
ajsts-4488	168	14	the	the	DET
ajsts-4488	168	15	system	system	NOUN
ajsts-4488	168	16	’s	’s	PART
ajsts-4488	168	17	ability	ability	NOUN
ajsts-4488	168	18	to	to	PART
ajsts-4488	168	19	detect	detect	VERB
ajsts-4488	168	20	novel	novel	ADJ
ajsts-4488	168	21	attack	attack	NOUN
ajsts-4488	168	22	patterns	pattern	NOUN
ajsts-4488	168	23	.	.	PUNCT
ajsts-4488	169	1	autoencoders	autoencoder	NOUN
ajsts-4488	169	2	are	be	AUX
ajsts-4488	169	3	a	a	DET
ajsts-4488	169	4	type	type	NOUN
ajsts-4488	169	5	of	of	ADP
ajsts-4488	169	6	neural	neural	ADJ
ajsts-4488	169	7	network	network	NOUN
ajsts-4488	169	8	used	use	VERB
ajsts-4488	169	9	for	for	ADP
ajsts-4488	169	10	learning	learn	VERB
ajsts-4488	169	11	and	and	CCONJ
ajsts-4488	169	12	creating	create	VERB
ajsts-4488	169	13	representations	representation	NOUN
ajsts-4488	169	14	of	of	ADP
ajsts-4488	169	15	normal	normal	ADJ
ajsts-4488	169	16	network	network	NOUN
ajsts-4488	169	17	traffic	traffic	NOUN
ajsts-4488	169	18	;	;	PUNCT
ajsts-4488	169	19	thus	thus	ADV
ajsts-4488	169	20	,	,	PUNCT
ajsts-4488	169	21	it	it	PRON
ajsts-4488	169	22	can	can	AUX
ajsts-4488	169	23	mark	mark	VERB
ajsts-4488	169	24	anomalies	anomaly	NOUN
ajsts-4488	169	25	as	as	ADP
ajsts-4488	169	26	a	a	DET
ajsts-4488	169	27	possible	possible	ADJ
ajsts-4488	169	28	attack	attack	NOUN
ajsts-4488	169	29	if	if	SCONJ
ajsts-4488	169	30	the	the	DET
ajsts-4488	169	31	difference	difference	NOUN
ajsts-4488	169	32	between	between	ADP
ajsts-4488	169	33	the	the	DET
ajsts-4488	169	34	genuine	genuine	ADJ
ajsts-4488	169	35	signal	signal	NOUN
ajsts-4488	169	36	and	and	CCONJ
ajsts-4488	169	37	reconstructed	reconstructed	ADJ
ajsts-4488	169	38	signal	signal	NOUN
ajsts-4488	169	39	is	be	AUX
ajsts-4488	169	40	beyond	beyond	ADP
ajsts-4488	169	41	a	a	DET
ajsts-4488	169	42	given	give	VERB
ajsts-4488	169	43	tolerance	tolerance	NOUN
ajsts-4488	169	44	level	level	NOUN
ajsts-4488	169	45	.	.	PUNCT
ajsts-4488	170	1	furthermore	furthermore	ADV
ajsts-4488	170	2	,	,	PUNCT
ajsts-4488	170	3	isolation	isolation	NOUN
ajsts-4488	170	4	forest	forest	NOUN
ajsts-4488	170	5	algorithm	algorithm	NOUN
ajsts-4488	170	6	was	be	AUX
ajsts-4488	170	7	considered	consider	VERB
ajsts-4488	170	8	to	to	PART
ajsts-4488	170	9	detect	detect	VERB
ajsts-4488	170	10	the	the	DET
ajsts-4488	170	11	anomalies	anomaly	NOUN
ajsts-4488	170	12	as	as	SCONJ
ajsts-4488	170	13	it	it	PRON
ajsts-4488	170	14	isolates	isolate	VERB
ajsts-4488	170	15	several	several	ADJ
ajsts-4488	170	16	logs	log	NOUN
ajsts-4488	170	17	of	of	ADP
ajsts-4488	170	18	the	the	DET
ajsts-4488	170	19	networks	network	NOUN
ajsts-4488	170	20	,	,	PUNCT
ajsts-4488	170	21	easily	easily	ADV
ajsts-4488	170	22	in	in	ADP
ajsts-4488	170	23	comparison	comparison	NOUN
ajsts-4488	170	24	to	to	ADP
ajsts-4488	170	25	the	the	DET
ajsts-4488	170	26	normal	normal	ADJ
ajsts-4488	170	27	traffic	traffic	NOUN
ajsts-4488	170	28	and	and	CCONJ
ajsts-4488	170	29	it	it	PRON
ajsts-4488	170	30	is	be	AUX
ajsts-4488	170	31	very	very	ADV
ajsts-4488	170	32	useful	useful	ADJ
ajsts-4488	170	33	in	in	ADP
ajsts-4488	170	34	detecting	detect	VERB
ajsts-4488	170	35	rare	rare	ADJ
ajsts-4488	170	36	and	and	CCONJ
ajsts-4488	170	37	suspicious	suspicious	ADJ
ajsts-4488	170	38	logs	log	NOUN
ajsts-4488	170	39	of	of	ADP
ajsts-4488	170	40	network	network	NOUN
ajsts-4488	170	41	traffics	traffic	NOUN
ajsts-4488	170	42	.	.	PUNCT
ajsts-4488	171	1	due	due	ADP
ajsts-4488	171	2	to	to	ADP
ajsts-4488	171	3	the	the	DET
ajsts-4488	171	4	incorporation	incorporation	NOUN
ajsts-4488	171	5	of	of	ADP
ajsts-4488	171	6	supervised	supervised	ADJ
ajsts-4488	171	7	ml	ml	NOUN
ajsts-4488	171	8	,	,	PUNCT
ajsts-4488	171	9	dl	dl	NOUN
ajsts-4488	171	10	,	,	PUNCT
ajsts-4488	171	11	and	and	CCONJ
ajsts-4488	171	12	unsupervised	unsupervised	ADJ
ajsts-4488	171	13	ad	ad	NOUN
ajsts-4488	171	14	,	,	PUNCT
ajsts-4488	171	15	the	the	DET
ajsts-4488	171	16	overall	overall	ADJ
ajsts-4488	171	17	cybersecurity	cybersecurity	NOUN
ajsts-4488	171	18	model	model	NOUN
ajsts-4488	171	19	had	have	VERB
ajsts-4488	171	20	a	a	DET
ajsts-4488	171	21	strong	strong	ADJ
ajsts-4488	171	22	layered	layered	ADJ
ajsts-4488	171	23	protection	protection	NOUN
ajsts-4488	171	24	model	model	NOUN
ajsts-4488	171	25	that	that	PRON
ajsts-4488	171	26	could	could	AUX
ajsts-4488	171	27	protect	protect	VERB
ajsts-4488	171	28	system	system	NOUN
ajsts-4488	171	29	for	for	ADP
ajsts-4488	171	30	both	both	CCONJ
ajsts-4488	171	31	known	know	VERB
ajsts-4488	171	32	and	and	CCONJ
ajsts-4488	171	33	unknown	unknown	ADJ
ajsts-4488	171	34	threat	threat	NOUN
ajsts-4488	171	35	.	.	PUNCT
ajsts-4488	172	1	pa	pa	PROPN
ajsts-4488	172	2	ge	ge	PROPN
ajsts-4488	172	3	43	43	NUM
ajsts-4488	172	4	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	172	5	am	be	AUX
ajsts-4488	172	6	.	.	PUNCT
ajsts-4488	173	1	j.	j.	PROPN
ajsts-4488	173	2	smart	smart	PROPN
ajsts-4488	173	3	.	.	PUNCT
ajsts-4488	174	1	technol	technol	PROPN
ajsts-4488	174	2	.	.	PUNCT
ajsts-4488	174	3	solutions	solution	NOUN
ajsts-4488	174	4	4(1	4(1	NOUN
ajsts-4488	174	5	)	)	PUNCT
ajsts-4488	174	6	37	37	NUM
ajsts-4488	174	7	-	-	SYM
ajsts-4488	174	8	48	48	NUM
ajsts-4488	174	9	,	,	PUNCT
ajsts-4488	174	10	2025	2025	NUM
ajsts-4488	174	11	these	these	DET
ajsts-4488	174	12	models	model	NOUN
ajsts-4488	174	13	were	be	AUX
ajsts-4488	174	14	chosen	choose	VERB
ajsts-4488	174	15	as	as	ADP
ajsts-4488	174	16	a	a	DET
ajsts-4488	174	17	result	result	NOUN
ajsts-4488	174	18	of	of	ADP
ajsts-4488	174	19	their	their	PRON
ajsts-4488	174	20	capability	capability	NOUN
ajsts-4488	174	21	in	in	ADP
ajsts-4488	174	22	managing	manage	VERB
ajsts-4488	174	23	high	high	ADJ
ajsts-4488	174	24	dimension	dimension	NOUN
ajsts-4488	174	25	security	security	NOUN
ajsts-4488	174	26	data	datum	NOUN
ajsts-4488	174	27	,	,	PUNCT
ajsts-4488	174	28	identifying	identify	VERB
ajsts-4488	174	29	sophisticated	sophisticated	ADJ
ajsts-4488	174	30	attacks	attack	NOUN
ajsts-4488	174	31	and	and	CCONJ
ajsts-4488	174	32	learning	learn	VERB
ajsts-4488	174	33	new	new	ADJ
ajsts-4488	174	34	threats	threat	NOUN
ajsts-4488	174	35	that	that	PRON
ajsts-4488	174	36	were	be	AUX
ajsts-4488	174	37	not	not	PART
ajsts-4488	174	38	included	include	VERB
ajsts-4488	174	39	previous	previous	ADJ
ajsts-4488	174	40	models	model	NOUN
ajsts-4488	174	41	.	.	PUNCT
ajsts-4488	175	1	supervised	supervised	ADJ
ajsts-4488	175	2	ml	ml	X
ajsts-4488	175	3	is	be	AUX
ajsts-4488	175	4	suitable	suitable	ADJ
ajsts-4488	175	5	for	for	ADP
ajsts-4488	175	6	attack	attack	NOUN
ajsts-4488	175	7	classification	classification	NOUN
ajsts-4488	175	8	since	since	SCONJ
ajsts-4488	175	9	the	the	DET
ajsts-4488	175	10	results	result	NOUN
ajsts-4488	175	11	are	be	AUX
ajsts-4488	175	12	predefined	predefine	VERB
ajsts-4488	175	13	,	,	PUNCT
ajsts-4488	175	14	while	while	SCONJ
ajsts-4488	175	15	deep	deep	ADJ
ajsts-4488	175	16	learning	learning	NOUN
ajsts-4488	175	17	can	can	AUX
ajsts-4488	175	18	be	be	AUX
ajsts-4488	175	19	useful	useful	ADJ
ajsts-4488	175	20	for	for	ADP
ajsts-4488	175	21	identifying	identify	VERB
ajsts-4488	175	22	patterns	pattern	NOUN
ajsts-4488	175	23	of	of	ADP
ajsts-4488	175	24	attack	attack	NOUN
ajsts-4488	175	25	,	,	PUNCT
ajsts-4488	175	26	and	and	CCONJ
ajsts-4488	175	27	unsupervised	unsupervised	ADJ
ajsts-4488	175	28	ml	ml	NOUN
ajsts-4488	175	29	is	be	AUX
ajsts-4488	175	30	useful	useful	ADJ
ajsts-4488	175	31	for	for	ADP
ajsts-4488	175	32	identifying	identify	VERB
ajsts-4488	175	33	previously	previously	ADV
ajsts-4488	175	34	unknown	unknown	ADJ
ajsts-4488	175	35	types	type	NOUN
ajsts-4488	175	36	of	of	ADP
ajsts-4488	175	37	attack	attack	NOUN
ajsts-4488	175	38	.	.	PUNCT
ajsts-4488	176	1	automated	automate	VERB
ajsts-4488	176	2	incident	incident	NOUN
ajsts-4488	176	3	response	response	NOUN
ajsts-4488	176	4	ai	ai	VERB
ajsts-4488	176	5	not	not	PART
ajsts-4488	176	6	only	only	ADV
ajsts-4488	176	7	does	do	AUX
ajsts-4488	176	8	it	it	PRON
ajsts-4488	176	9	identify	identify	VERB
ajsts-4488	176	10	cyber	cyber	NOUN
ajsts-4488	176	11	threats	threat	NOUN
ajsts-4488	176	12	but	but	CCONJ
ajsts-4488	176	13	also	also	ADV
ajsts-4488	176	14	it	it	PRON
ajsts-4488	176	15	also	also	ADV
ajsts-4488	176	16	has	have	VERB
ajsts-4488	176	17	the	the	DET
ajsts-4488	176	18	feature	feature	NOUN
ajsts-4488	176	19	of	of	ADP
ajsts-4488	176	20	handling	handle	VERB
ajsts-4488	176	21	response	response	NOUN
ajsts-4488	176	22	actions	action	NOUN
ajsts-4488	176	23	to	to	PART
ajsts-4488	176	24	reduce	reduce	VERB
ajsts-4488	176	25	the	the	DET
ajsts-4488	176	26	impacts	impact	NOUN
ajsts-4488	176	27	or	or	CCONJ
ajsts-4488	176	28	risks	risk	NOUN
ajsts-4488	176	29	in	in	ADP
ajsts-4488	176	30	cyber	cyber	ADJ
ajsts-4488	176	31	threats	threat	NOUN
ajsts-4488	176	32	.	.	PUNCT
ajsts-4488	177	1	in	in	ADP
ajsts-4488	177	2	this	this	DET
ajsts-4488	177	3	research	research	NOUN
ajsts-4488	177	4	,	,	PUNCT
ajsts-4488	177	5	automatic	automatic	ADJ
ajsts-4488	177	6	means	mean	NOUN
ajsts-4488	177	7	for	for	ADP
ajsts-4488	177	8	dealing	deal	VERB
ajsts-4488	177	9	with	with	ADP
ajsts-4488	177	10	incidents	incident	NOUN
ajsts-4488	177	11	in	in	ADP
ajsts-4488	177	12	the	the	DET
ajsts-4488	177	13	system	system	NOUN
ajsts-4488	177	14	were	be	AUX
ajsts-4488	177	15	incorporated	incorporate	VERB
ajsts-4488	177	16	so	so	SCONJ
ajsts-4488	177	17	as	as	SCONJ
ajsts-4488	177	18	to	to	PART
ajsts-4488	177	19	improve	improve	VERB
ajsts-4488	177	20	the	the	DET
ajsts-4488	177	21	system	system	NOUN
ajsts-4488	177	22	’s	’s	PART
ajsts-4488	177	23	cybersecurity	cybersecurity	NOUN
ajsts-4488	177	24	.	.	PUNCT
ajsts-4488	178	1	continuous	continuous	ADJ
ajsts-4488	178	2	analysis	analysis	NOUN
ajsts-4488	178	3	of	of	ADP
ajsts-4488	178	4	the	the	DET
ajsts-4488	178	5	network	network	NOUN
ajsts-4488	178	6	traffic	traffic	NOUN
ajsts-4488	178	7	was	be	AUX
ajsts-4488	178	8	carried	carry	VERB
ajsts-4488	178	9	out	out	ADP
ajsts-4488	178	10	by	by	ADP
ajsts-4488	178	11	the	the	DET
ajsts-4488	178	12	ai	ai	NOUN
ajsts-4488	178	13	for	for	ADP
ajsts-4488	178	14	detecting	detect	VERB
ajsts-4488	178	15	an	an	DET
ajsts-4488	178	16	attack	attack	NOUN
ajsts-4488	178	17	and	and	CCONJ
ajsts-4488	178	18	immediate	immediate	ADJ
ajsts-4488	178	19	alert	alert	NOUN
ajsts-4488	178	20	generation	generation	NOUN
ajsts-4488	178	21	on	on	ADP
ajsts-4488	178	22	the	the	DET
ajsts-4488	178	23	same	same	ADJ
ajsts-4488	178	24	;	;	PUNCT
ajsts-4488	178	25	the	the	DET
ajsts-4488	178	26	threat	threat	NOUN
ajsts-4488	178	27	intelligence	intelligence	NOUN
ajsts-4488	178	28	dashboard	dashboard	NOUN
ajsts-4488	178	29	was	be	AUX
ajsts-4488	178	30	integrated	integrate	VERB
ajsts-4488	178	31	to	to	PART
ajsts-4488	178	32	enable	enable	VERB
ajsts-4488	178	33	security	security	NOUN
ajsts-4488	178	34	analysts	analyst	NOUN
ajsts-4488	178	35	review	review	VERB
ajsts-4488	178	36	,	,	PUNCT
ajsts-4488	178	37	the	the	DET
ajsts-4488	178	38	ai	ai	NOUN
ajsts-4488	178	39	generated	generate	VERB
ajsts-4488	178	40	alerts	alert	NOUN
ajsts-4488	178	41	.	.	PUNCT
ajsts-4488	179	1	to	to	PART
ajsts-4488	179	2	implement	implement	VERB
ajsts-4488	179	3	the	the	DET
ajsts-4488	179	4	threat	threat	NOUN
ajsts-4488	179	5	prioritization	prioritization	NOUN
ajsts-4488	179	6	,	,	PUNCT
ajsts-4488	179	7	the	the	DET
ajsts-4488	179	8	authors	author	NOUN
ajsts-4488	179	9	also	also	ADV
ajsts-4488	179	10	used	use	VERB
ajsts-4488	179	11	a	a	DET
ajsts-4488	179	12	risk	risk	NOUN
ajsts-4488	179	13	-	-	PUNCT
ajsts-4488	179	14	based	base	VERB
ajsts-4488	179	15	approach	approach	NOUN
ajsts-4488	179	16	and	and	CCONJ
ajsts-4488	179	17	created	create	VERB
ajsts-4488	179	18	a	a	DET
ajsts-4488	179	19	risk	risk	NOUN
ajsts-4488	179	20	score	score	NOUN
ajsts-4488	179	21	that	that	PRON
ajsts-4488	179	22	ranged	range	VERB
ajsts-4488	179	23	from	from	ADP
ajsts-4488	179	24	0	0	NUM
ajsts-4488	179	25	to	to	ADP
ajsts-4488	179	26	100	100	NUM
ajsts-4488	179	27	,	,	PUNCT
ajsts-4488	179	28	and	and	CCONJ
ajsts-4488	179	29	include	include	VERB
ajsts-4488	179	30	parameters	parameter	NOUN
ajsts-4488	179	31	such	such	ADJ
ajsts-4488	179	32	as	as	ADP
ajsts-4488	179	33	an	an	DET
ajsts-4488	179	34	attack	attack	NOUN
ajsts-4488	179	35	type	type	NOUN
ajsts-4488	179	36	(	(	PUNCT
ajsts-4488	179	37	e.g.	e.g.	ADV
ajsts-4488	179	38	,	,	PUNCT
ajsts-4488	179	39	malware	malware	NOUN
ajsts-4488	179	40	,	,	PUNCT
ajsts-4488	179	41	phishing	phishing	NOUN
ajsts-4488	179	42	,	,	PUNCT
ajsts-4488	179	43	dos	do	NOUN
ajsts-4488	179	44	)	)	PUNCT
ajsts-4488	179	45	,	,	PUNCT
ajsts-4488	179	46	ai	ai	VERB
ajsts-4488	179	47	model	model	NOUN
ajsts-4488	179	48	confidence	confidence	NOUN
ajsts-4488	179	49	scores	score	NOUN
ajsts-4488	179	50	,	,	PUNCT
ajsts-4488	179	51	and	and	CCONJ
ajsts-4488	179	52	historical	historical	ADJ
ajsts-4488	179	53	attack	attack	NOUN
ajsts-4488	179	54	frequency	frequency	NOUN
ajsts-4488	179	55	.	.	PUNCT
ajsts-4488	180	1	high	high	ADJ
ajsts-4488	180	2	-	-	PUNCT
ajsts-4488	180	3	risk	risk	NOUN
ajsts-4488	180	4	threats	threat	NOUN
ajsts-4488	180	5	engaged	engage	VERB
ajsts-4488	180	6	instant	instant	ADJ
ajsts-4488	180	7	actions	action	NOUN
ajsts-4488	180	8	,	,	PUNCT
ajsts-4488	180	9	while	while	SCONJ
ajsts-4488	180	10	low	low	ADJ
ajsts-4488	180	11	-	-	PUNCT
ajsts-4488	180	12	risk	risk	NOUN
ajsts-4488	180	13	threats	threat	NOUN
ajsts-4488	180	14	informed	inform	VERB
ajsts-4488	180	15	the	the	DET
ajsts-4488	180	16	sop	sop	PROPN
ajsts-4488	180	17	administrator	administrator	NOUN
ajsts-4488	180	18	that	that	SCONJ
ajsts-4488	180	19	they	they	PRON
ajsts-4488	180	20	would	would	AUX
ajsts-4488	180	21	be	be	AUX
ajsts-4488	180	22	investigated	investigate	VERB
ajsts-4488	180	23	manually	manually	ADV
ajsts-4488	180	24	in	in	ADP
ajsts-4488	180	25	the	the	DET
ajsts-4488	180	26	next	next	ADJ
ajsts-4488	180	27	step	step	NOUN
ajsts-4488	180	28	.	.	PUNCT
ajsts-4488	181	1	moreover	moreover	ADV
ajsts-4488	181	2	,	,	PUNCT
ajsts-4488	181	3	firewalls	firewall	NOUN
ajsts-4488	181	4	were	be	AUX
ajsts-4488	181	5	also	also	ADV
ajsts-4488	181	6	automated	automate	VERB
ajsts-4488	181	7	and	and	CCONJ
ajsts-4488	181	8	attack	attack	NOUN
ajsts-4488	181	9	protection	protection	NOUN
ajsts-4488	181	10	was	be	AUX
ajsts-4488	181	11	implemented	implement	VERB
ajsts-4488	181	12	whereby	whereby	SCONJ
ajsts-4488	181	13	the	the	DET
ajsts-4488	181	14	ai	ai	PROPN
ajsts-4488	181	15	model	model	NOUN
ajsts-4488	181	16	blocked	block	VERB
ajsts-4488	181	17	unauthorized	unauthorized	ADJ
ajsts-4488	181	18	network	network	NOUN
ajsts-4488	181	19	connections	connection	NOUN
ajsts-4488	181	20	,	,	PUNCT
ajsts-4488	181	21	restricted	restrict	VERB
ajsts-4488	181	22	access	access	NOUN
ajsts-4488	181	23	to	to	ADP
ajsts-4488	181	24	corporation	corporation	NOUN
ajsts-4488	181	25	critical	critical	ADJ
ajsts-4488	181	26	resources	resource	NOUN
ajsts-4488	181	27	,	,	PUNCT
ajsts-4488	181	28	and	and	CCONJ
ajsts-4488	181	29	prompted	prompt	VERB
ajsts-4488	181	30	mfa	mfa	NOUN
ajsts-4488	181	31	for	for	ADP
ajsts-4488	181	32	dubious	dubious	ADJ
ajsts-4488	181	33	logins	login	NOUN
ajsts-4488	181	34	.	.	PUNCT
ajsts-4488	182	1	when	when	SCONJ
ajsts-4488	182	2	such	such	ADJ
ajsts-4488	182	3	incident	incident	NOUN
ajsts-4488	182	4	response	response	NOUN
ajsts-4488	182	5	actions	action	NOUN
ajsts-4488	182	6	are	be	AUX
ajsts-4488	182	7	automated	automate	VERB
ajsts-4488	182	8	,	,	PUNCT
ajsts-4488	182	9	the	the	DET
ajsts-4488	182	10	ai	ai	ADJ
ajsts-4488	182	11	-	-	PUNCT
ajsts-4488	182	12	driven	drive	VERB
ajsts-4488	182	13	cybersecurity	cybersecurity	NOUN
ajsts-4488	182	14	model	model	NOUN
ajsts-4488	182	15	prevents	prevent	VERB
ajsts-4488	182	16	any	any	DET
ajsts-4488	182	17	wastage	wastage	NOUN
ajsts-4488	182	18	,	,	PUNCT
ajsts-4488	182	19	quickens	quicken	VERB
ajsts-4488	182	20	the	the	DET
ajsts-4488	182	21	response	response	NOUN
ajsts-4488	182	22	time	time	NOUN
ajsts-4488	182	23	and	and	CCONJ
ajsts-4488	182	24	maintains	maintain	VERB
ajsts-4488	182	25	business	business	NOUN
ajsts-4488	182	26	continuity	continuity	NOUN
ajsts-4488	182	27	through	through	ADP
ajsts-4488	182	28	pre	pre	ADJ
ajsts-4488	182	29	-	-	NOUN
ajsts-4488	182	30	emption	emption	NOUN
ajsts-4488	182	31	of	of	ADP
ajsts-4488	182	32	security	security	NOUN
ajsts-4488	182	33	breaches	breach	NOUN
ajsts-4488	182	34	.	.	PUNCT
ajsts-4488	183	1	implementation	implementation	NOUN
ajsts-4488	183	2	tools	tool	NOUN
ajsts-4488	183	3	to	to	PART
ajsts-4488	183	4	include	include	VERB
ajsts-4488	183	5	model	model	NOUN
ajsts-4488	183	6	deployment	deployment	NOUN
ajsts-4488	183	7	due	due	ADP
ajsts-4488	183	8	to	to	PART
ajsts-4488	183	9	ai	ai	VERB
ajsts-4488	183	10	application	application	NOUN
ajsts-4488	183	11	in	in	ADP
ajsts-4488	183	12	cybersecurity	cybersecurity	NOUN
ajsts-4488	183	13	models	model	NOUN
ajsts-4488	183	14	creation	creation	NOUN
ajsts-4488	183	15	and	and	CCONJ
ajsts-4488	183	16	assessment	assessment	NOUN
ajsts-4488	183	17	,	,	PUNCT
ajsts-4488	183	18	several	several	ADJ
ajsts-4488	183	19	tools	tool	NOUN
ajsts-4488	183	20	and	and	CCONJ
ajsts-4488	183	21	frameworks	framework	NOUN
ajsts-4488	183	22	were	be	AUX
ajsts-4488	183	23	employed	employ	VERB
ajsts-4488	183	24	for	for	ADP
ajsts-4488	183	25	data	data	NOUN
ajsts-4488	183	26	processing	processing	NOUN
ajsts-4488	183	27	,	,	PUNCT
ajsts-4488	183	28	model	model	NOUN
ajsts-4488	183	29	training	training	NOUN
ajsts-4488	183	30	and	and	CCONJ
ajsts-4488	183	31	realtime	realtime	NOUN
ajsts-4488	183	32	threat	threat	NOUN
ajsts-4488	183	33	detection	detection	NOUN
ajsts-4488	183	34	.	.	PUNCT
ajsts-4488	184	1	the	the	DET
ajsts-4488	184	2	execution	execution	NOUN
ajsts-4488	184	3	was	be	AUX
ajsts-4488	184	4	done	do	VERB
ajsts-4488	184	5	in	in	ADP
ajsts-4488	184	6	python	python	NOUN
ajsts-4488	184	7	as	as	ADP
ajsts-4488	184	8	the	the	DET
ajsts-4488	184	9	language	language	NOUN
ajsts-4488	184	10	of	of	ADP
ajsts-4488	184	11	preference	preference	NOUN
ajsts-4488	184	12	for	for	ADP
ajsts-4488	184	13	this	this	DET
ajsts-4488	184	14	task	task	NOUN
ajsts-4488	184	15	while	while	SCONJ
ajsts-4488	184	16	pandas	panda	NOUN
ajsts-4488	184	17	,	,	PUNCT
ajsts-4488	184	18	numpy	numpy	NOUN
ajsts-4488	184	19	and	and	CCONJ
ajsts-4488	184	20	scikit	scikit	NOUN
ajsts-4488	184	21	-	-	PUNCT
ajsts-4488	184	22	learn	learn	NOUN
ajsts-4488	184	23	were	be	AUX
ajsts-4488	184	24	used	use	VERB
ajsts-4488	184	25	in	in	ADP
ajsts-4488	184	26	handling	handle	VERB
ajsts-4488	184	27	and	and	CCONJ
ajsts-4488	184	28	preparing	prepare	VERB
ajsts-4488	184	29	the	the	DET
ajsts-4488	184	30	data	datum	NOUN
ajsts-4488	184	31	.	.	PUNCT
ajsts-4488	185	1	in	in	ADP
ajsts-4488	185	2	the	the	DET
ajsts-4488	185	3	machine	machine	NOUN
ajsts-4488	185	4	learning	learning	NOUN
ajsts-4488	185	5	domain	domain	NOUN
ajsts-4488	185	6	,	,	PUNCT
ajsts-4488	185	7	random	random	ADJ
ajsts-4488	185	8	forest	forest	NOUN
ajsts-4488	185	9	,	,	PUNCT
ajsts-4488	185	10	support	support	VERB
ajsts-4488	185	11	vector	vector	NOUN
ajsts-4488	185	12	machines	machine	NOUN
ajsts-4488	185	13	(	(	PUNCT
ajsts-4488	185	14	svm	svm	PROPN
ajsts-4488	185	15	)	)	PUNCT
ajsts-4488	185	16	,	,	PUNCT
ajsts-4488	185	17	decision	decision	NOUN
ajsts-4488	185	18	trees	tree	NOUN
ajsts-4488	185	19	,	,	PUNCT
ajsts-4488	185	20	were	be	AUX
ajsts-4488	185	21	depicted	depict	VERB
ajsts-4488	185	22	using	use	VERB
ajsts-4488	185	23	scikit	scikit	NOUN
ajsts-4488	185	24	-	-	PUNCT
ajsts-4488	185	25	learn	learn	VERB
ajsts-4488	185	26	,	,	PUNCT
ajsts-4488	185	27	while	while	SCONJ
ajsts-4488	185	28	the	the	DET
ajsts-4488	185	29	deep	deep	ADJ
ajsts-4488	185	30	learning	learning	NOUN
ajsts-4488	185	31	implemented	implement	VERB
ajsts-4488	185	32	was	be	AUX
ajsts-4488	185	33	lstm	lstm	NOUN
ajsts-4488	185	34	and	and	CCONJ
ajsts-4488	185	35	cnns	cnn	NOUN
ajsts-4488	185	36	using	use	VERB
ajsts-4488	185	37	tensorflow	tensorflow	NOUN
ajsts-4488	185	38	and	and	CCONJ
ajsts-4488	185	39	keras	keras	PROPN
ajsts-4488	185	40	.	.	PUNCT
ajsts-4488	186	1	for	for	ADP
ajsts-4488	186	2	the	the	DET
ajsts-4488	186	3	purpose	purpose	NOUN
ajsts-4488	186	4	of	of	ADP
ajsts-4488	186	5	continuity	continuity	NOUN
ajsts-4488	186	6	and	and	CCONJ
ajsts-4488	186	7	detection	detection	NOUN
ajsts-4488	186	8	of	of	ADP
ajsts-4488	186	9	zero	zero	NUM
ajsts-4488	186	10	-	-	PUNCT
ajsts-4488	186	11	day	day	NOUN
ajsts-4488	186	12	attacks	attack	NOUN
ajsts-4488	186	13	and	and	CCONJ
ajsts-4488	186	14	detection	detection	NOUN
ajsts-4488	186	15	of	of	ADP
ajsts-4488	186	16	abnormal	abnormal	ADJ
ajsts-4488	186	17	traffic	traffic	NOUN
ajsts-4488	186	18	flow	flow	NOUN
ajsts-4488	186	19	,	,	PUNCT
ajsts-4488	186	20	isolation	isolation	NOUN
ajsts-4488	186	21	forest	forest	NOUN
ajsts-4488	186	22	(	(	PUNCT
ajsts-4488	186	23	scikit	scikit	NOUN
ajsts-4488	186	24	-	-	PUNCT
ajsts-4488	186	25	learn	learn	VERB
ajsts-4488	186	26	)	)	PUNCT
ajsts-4488	186	27	and	and	CCONJ
ajsts-4488	186	28	autoencoders	autoencoder	NOUN
ajsts-4488	186	29	(	(	PUNCT
ajsts-4488	186	30	tensorflow	tensorflow	NOUN
ajsts-4488	186	31	)	)	PUNCT
ajsts-4488	186	32	were	be	AUX
ajsts-4488	186	33	used	use	VERB
ajsts-4488	186	34	.	.	PUNCT
ajsts-4488	187	1	matplotlib	matplotlib	PROPN
ajsts-4488	187	2	and	and	CCONJ
ajsts-4488	187	3	seaborn	seaborn	PROPN
ajsts-4488	187	4	helped	help	VERB
ajsts-4488	187	5	in	in	ADP
ajsts-4488	187	6	data	data	NOUN
ajsts-4488	187	7	analysis	analysis	NOUN
ajsts-4488	187	8	and	and	CCONJ
ajsts-4488	187	9	exploration	exploration	NOUN
ajsts-4488	187	10	with	with	ADP
ajsts-4488	187	11	aim	aim	NOUN
ajsts-4488	187	12	of	of	ADP
ajsts-4488	187	13	enhancing	enhance	VERB
ajsts-4488	187	14	the	the	DET
ajsts-4488	187	15	understanding	understanding	NOUN
ajsts-4488	187	16	of	of	ADP
ajsts-4488	187	17	the	the	DET
ajsts-4488	187	18	models	model	NOUN
ajsts-4488	187	19	.	.	PUNCT
ajsts-4488	188	1	however	however	ADV
ajsts-4488	188	2	,	,	PUNCT
ajsts-4488	188	3	some	some	DET
ajsts-4488	188	4	related	related	ADJ
ajsts-4488	188	5	tools	tool	NOUN
ajsts-4488	188	6	that	that	PRON
ajsts-4488	188	7	were	be	AUX
ajsts-4488	188	8	used	use	VERB
ajsts-4488	188	9	for	for	ADP
ajsts-4488	188	10	threat	threat	NOUN
ajsts-4488	188	11	intelligence	intelligence	NOUN
ajsts-4488	188	12	,	,	PUNCT
ajsts-4488	188	13	security	security	NOUN
ajsts-4488	188	14	logging	logging	NOUN
ajsts-4488	188	15	,	,	PUNCT
ajsts-4488	188	16	and	and	CCONJ
ajsts-4488	188	17	real	real	ADJ
ajsts-4488	188	18	-	-	PUNCT
ajsts-4488	188	19	time	time	NOUN
ajsts-4488	188	20	incident	incident	NOUN
ajsts-4488	188	21	monitoring	monitoring	NOUN
ajsts-4488	188	22	are	be	AUX
ajsts-4488	188	23	elastic	elastic	ADJ
ajsts-4488	188	24	stack	stack	NOUN
ajsts-4488	188	25	(	(	PUNCT
ajsts-4488	188	26	elk	elk	NOUN
ajsts-4488	188	27	)	)	PUNCT
ajsts-4488	188	28	and	and	CCONJ
ajsts-4488	188	29	splunk	splunk	NOUN
ajsts-4488	188	30	.	.	PUNCT
ajsts-4488	189	1	all	all	DET
ajsts-4488	189	2	these	these	DET
ajsts-4488	189	3	tools	tool	NOUN
ajsts-4488	189	4	put	put	VERB
ajsts-4488	189	5	together	together	ADV
ajsts-4488	189	6	offered	offer	VERB
ajsts-4488	189	7	an	an	DET
ajsts-4488	189	8	effective	effective	ADJ
ajsts-4488	189	9	,	,	PUNCT
ajsts-4488	189	10	versatile	versatile	ADJ
ajsts-4488	189	11	and	and	CCONJ
ajsts-4488	189	12	autonomous	autonomous	ADJ
ajsts-4488	189	13	ai	ai	NOUN
ajsts-4488	189	14	powered	powered	ADJ
ajsts-4488	189	15	cybersecurity	cybersecurity	NOUN
ajsts-4488	189	16	systems	system	NOUN
ajsts-4488	189	17	for	for	ADP
ajsts-4488	189	18	the	the	DET
ajsts-4488	189	19	detection	detection	NOUN
ajsts-4488	189	20	and	and	CCONJ
ajsts-4488	189	21	prevention	prevention	NOUN
ajsts-4488	189	22	of	of	ADP
ajsts-4488	189	23	cyber	cyber	PROPN
ajsts-4488	189	24	increscent	increscent	NOUN
ajsts-4488	189	25	with	with	ADP
ajsts-4488	189	26	great	great	ADJ
ajsts-4488	189	27	accuracy	accuracy	NOUN
ajsts-4488	189	28	.	.	PUNCT
ajsts-4488	190	1	all	all	PRON
ajsts-4488	190	2	of	of	ADP
ajsts-4488	190	3	these	these	DET
ajsts-4488	190	4	trained	train	VERB
ajsts-4488	190	5	ai	ai	NOUN
ajsts-4488	190	6	models	model	NOUN
ajsts-4488	190	7	are	be	AUX
ajsts-4488	190	8	ready	ready	ADJ
ajsts-4488	190	9	to	to	PART
ajsts-4488	190	10	be	be	AUX
ajsts-4488	190	11	deployed	deploy	VERB
ajsts-4488	190	12	with	with	ADP
ajsts-4488	190	13	production	production	NOUN
ajsts-4488	190	14	-	-	PUNCT
ajsts-4488	190	15	grade	grade	NOUN
ajsts-4488	190	16	flask	flask	NOUN
ajsts-4488	190	17	apis	apis	ADJ
ajsts-4488	190	18	to	to	PART
ajsts-4488	190	19	be	be	AUX
ajsts-4488	190	20	integrated	integrate	VERB
ajsts-4488	190	21	with	with	ADP
ajsts-4488	190	22	working	work	VERB
ajsts-4488	190	23	siem	siem	PROPN
ajsts-4488	190	24	solutions	solution	NOUN
ajsts-4488	190	25	.	.	PUNCT
ajsts-4488	191	1	the	the	DET
ajsts-4488	191	2	scalability	scalability	NOUN
ajsts-4488	191	3	assessment	assessment	NOUN
ajsts-4488	191	4	was	be	AUX
ajsts-4488	191	5	conducted	conduct	VERB
ajsts-4488	191	6	using	use	VERB
ajsts-4488	191	7	aws	aw	NOUN
ajsts-4488	191	8	sagemaker	sagemaker	NOUN
ajsts-4488	191	9	to	to	PART
ajsts-4488	191	10	deploy	deploy	VERB
ajsts-4488	191	11	on	on	ADP
ajsts-4488	191	12	the	the	DET
ajsts-4488	191	13	cloud	cloud	NOUN
ajsts-4488	191	14	.	.	PUNCT
ajsts-4488	192	1	furthermore	furthermore	ADV
ajsts-4488	192	2	,	,	PUNCT
ajsts-4488	192	3	the	the	DET
ajsts-4488	192	4	implementation	implementation	NOUN
ajsts-4488	192	5	of	of	ADP
ajsts-4488	192	6	the	the	DET
ajsts-4488	192	7	model	model	NOUN
ajsts-4488	192	8	was	be	AUX
ajsts-4488	192	9	complemented	complement	VERB
ajsts-4488	192	10	by	by	ADP
ajsts-4488	192	11	incorporation	incorporation	NOUN
ajsts-4488	192	12	of	of	ADP
ajsts-4488	192	13	elastic	elastic	ADJ
ajsts-4488	192	14	stack	stack	NOUN
ajsts-4488	192	15	(	(	PUNCT
ajsts-4488	192	16	elk	elk	NOUN
ajsts-4488	192	17	)	)	PUNCT
ajsts-4488	192	18	for	for	ADP
ajsts-4488	192	19	purposes	purpose	NOUN
ajsts-4488	192	20	of	of	ADP
ajsts-4488	192	21	logging	log	VERB
ajsts-4488	192	22	and	and	CCONJ
ajsts-4488	192	23	monitoring	monitoring	NOUN
ajsts-4488	192	24	of	of	ADP
ajsts-4488	192	25	ai	ai	NOUN
ajsts-4488	192	26	-	-	PUNCT
ajsts-4488	192	27	driven	drive	VERB
ajsts-4488	192	28	threat	threat	NOUN
ajsts-4488	192	29	intelligence	intelligence	NOUN
ajsts-4488	192	30	.	.	PUNCT
ajsts-4488	193	1	model	model	NOUN
ajsts-4488	193	2	evaluation	evaluation	NOUN
ajsts-4488	193	3	metrics	metric	NOUN
ajsts-4488	193	4	it	it	PRON
ajsts-4488	193	5	is	be	AUX
ajsts-4488	193	6	worthwhile	worthwhile	ADJ
ajsts-4488	193	7	to	to	PART
ajsts-4488	193	8	note	note	VERB
ajsts-4488	193	9	that	that	SCONJ
ajsts-4488	193	10	for	for	ADP
ajsts-4488	193	11	the	the	DET
ajsts-4488	193	12	purpose	purpose	NOUN
ajsts-4488	193	13	of	of	ADP
ajsts-4488	193	14	assessing	assess	VERB
ajsts-4488	193	15	effectiveness	effectiveness	NOUN
ajsts-4488	193	16	of	of	ADP
ajsts-4488	193	17	the	the	DET
ajsts-4488	193	18	proposed	propose	VERB
ajsts-4488	193	19	approaches	approach	NOUN
ajsts-4488	193	20	,	,	PUNCT
ajsts-4488	193	21	a	a	DET
ajsts-4488	193	22	set	set	NOUN
ajsts-4488	193	23	of	of	ADP
ajsts-4488	193	24	evaluation	evaluation	NOUN
ajsts-4488	193	25	criteria	criterion	NOUN
ajsts-4488	193	26	were	be	AUX
ajsts-4488	193	27	used	use	VERB
ajsts-4488	193	28	regarding	regard	VERB
ajsts-4488	193	29	detection	detection	NOUN
ajsts-4488	193	30	accuracy	accuracy	NOUN
ajsts-4488	193	31	,	,	PUNCT
ajsts-4488	193	32	false	false	ADJ
ajsts-4488	193	33	positives	positive	NOUN
ajsts-4488	193	34	and	and	CCONJ
ajsts-4488	193	35	system	system	NOUN
ajsts-4488	193	36	reliability	reliability	NOUN
ajsts-4488	193	37	.	.	PUNCT
ajsts-4488	194	1	for	for	ADP
ajsts-4488	194	2	the	the	DET
ajsts-4488	194	3	supervised	supervised	ADJ
ajsts-4488	194	4	models	model	NOUN
ajsts-4488	194	5	,	,	PUNCT
ajsts-4488	194	6	classification	classification	NOUN
ajsts-4488	194	7	metrics	metric	NOUN
ajsts-4488	194	8	used	use	VERB
ajsts-4488	194	9	include	include	VERB
ajsts-4488	194	10	;	;	PUNCT
ajsts-4488	194	11	accuracy	accuracy	NOUN
ajsts-4488	194	12	for	for	ADP
ajsts-4488	194	13	testing	test	VERB
ajsts-4488	194	14	the	the	DET
ajsts-4488	194	15	level	level	NOUN
ajsts-4488	194	16	of	of	ADP
ajsts-4488	194	17	accuracy	accuracy	NOUN
ajsts-4488	194	18	in	in	ADP
ajsts-4488	194	19	the	the	DET
ajsts-4488	194	20	detection	detection	NOUN
ajsts-4488	194	21	of	of	ADP
ajsts-4488	194	22	cyberattacks	cyberattack	NOUN
ajsts-4488	194	23	,	,	PUNCT
ajsts-4488	194	24	precision	precision	NOUN
ajsts-4488	194	25	for	for	ADP
ajsts-4488	194	26	testing	test	VERB
ajsts-4488	194	27	how	how	SCONJ
ajsts-4488	194	28	accurate	accurate	ADJ
ajsts-4488	194	29	a	a	DET
ajsts-4488	194	30	given	give	VERB
ajsts-4488	194	31	model	model	NOUN
ajsts-4488	194	32	is	be	AUX
ajsts-4488	194	33	in	in	ADP
ajsts-4488	194	34	identifying	identify	VERB
ajsts-4488	194	35	the	the	DET
ajsts-4488	194	36	threats	threat	NOUN
ajsts-4488	194	37	,	,	PUNCT
ajsts-4488	194	38	recall	recall	NOUN
ajsts-4488	194	39	or	or	CCONJ
ajsts-4488	194	40	sensitivity	sensitivity	NOUN
ajsts-4488	194	41	for	for	ADP
ajsts-4488	194	42	testing	test	VERB
ajsts-4488	194	43	the	the	DET
ajsts-4488	194	44	ability	ability	NOUN
ajsts-4488	194	45	of	of	ADP
ajsts-4488	194	46	a	a	DET
ajsts-4488	194	47	model	model	NOUN
ajsts-4488	194	48	in	in	ADP
ajsts-4488	194	49	identifying	identify	VERB
ajsts-4488	194	50	actual	actual	ADJ
ajsts-4488	194	51	cyber	cyber	NOUN
ajsts-4488	194	52	attacks	attack	NOUN
ajsts-4488	194	53	in	in	ADP
ajsts-4488	194	54	existence	existence	NOUN
ajsts-4488	194	55	and	and	CCONJ
ajsts-4488	194	56	the	the	DET
ajsts-4488	194	57	f1	f1	NOUN
ajsts-4488	194	58	-	-	PUNCT
ajsts-4488	194	59	measure	measure	NOUN
ajsts-4488	194	60	for	for	ADP
ajsts-4488	194	61	testing	test	VERB
ajsts-4488	194	62	the	the	DET
ajsts-4488	194	63	overall	overall	ADJ
ajsts-4488	194	64	performance	performance	NOUN
ajsts-4488	194	65	of	of	ADP
ajsts-4488	194	66	a	a	DET
ajsts-4488	194	67	model	model	NOUN
ajsts-4488	194	68	.	.	PUNCT
ajsts-4488	195	1	for	for	ADP
ajsts-4488	195	2	any	any	DET
ajsts-4488	195	3	un	un	ADJ
ajsts-4488	195	4	-	-	ADJ
ajsts-4488	195	5	supervised	supervised	ADJ
ajsts-4488	195	6	anomaly	anomaly	NOUN
ajsts-4488	195	7	detection	detection	NOUN
ajsts-4488	195	8	models	model	NOUN
ajsts-4488	195	9	,	,	PUNCT
ajsts-4488	195	10	evaluation	evaluation	NOUN
ajsts-4488	195	11	was	be	AUX
ajsts-4488	195	12	based	base	VERB
ajsts-4488	195	13	on	on	ADP
ajsts-4488	195	14	the	the	DET
ajsts-4488	195	15	roc	roc	NOUN
ajsts-4488	195	16	-	-	PUNCT
ajsts-4488	195	17	auc	auc	NOUN
ajsts-4488	195	18	score	score	NOUN
ajsts-4488	195	19	which	which	PRON
ajsts-4488	195	20	is	be	AUX
ajsts-4488	195	21	the	the	DET
ajsts-4488	195	22	capability	capability	NOUN
ajsts-4488	195	23	of	of	ADP
ajsts-4488	195	24	the	the	DET
ajsts-4488	195	25	model	model	NOUN
ajsts-4488	195	26	to	to	PART
ajsts-4488	195	27	distinguish	distinguish	VERB
ajsts-4488	195	28	between	between	ADP
ajsts-4488	195	29	normal	normal	ADJ
ajsts-4488	195	30	and	and	CCONJ
ajsts-4488	195	31	malicious	malicious	ADJ
ajsts-4488	195	32	traffic	traffic	NOUN
ajsts-4488	195	33	and	and	CCONJ
ajsts-4488	195	34	the	the	DET
ajsts-4488	195	35	fpr	fpr	NOUN
ajsts-4488	195	36	which	which	PRON
ajsts-4488	195	37	measures	measure	VERB
ajsts-4488	195	38	the	the	DET
ajsts-4488	195	39	number	number	NOUN
ajsts-4488	195	40	of	of	ADP
ajsts-4488	195	41	correct	correct	ADJ
ajsts-4488	195	42	benign	benign	ADJ
ajsts-4488	195	43	activities	activity	NOUN
ajsts-4488	195	44	that	that	PRON
ajsts-4488	195	45	was	be	AUX
ajsts-4488	195	46	labeled	label	VERB
ajsts-4488	195	47	as	as	ADP
ajsts-4488	195	48	an	an	DET
ajsts-4488	195	49	attack	attack	NOUN
ajsts-4488	195	50	.	.	PUNCT
ajsts-4488	196	1	to	to	PART
ajsts-4488	196	2	do	do	VERB
ajsts-4488	196	3	this	this	PRON
ajsts-4488	196	4	a	a	DET
ajsts-4488	196	5	measure	measure	NOUN
ajsts-4488	196	6	was	be	AUX
ajsts-4488	196	7	made	make	VERB
ajsts-4488	196	8	of	of	ADP
ajsts-4488	196	9	the	the	DET
ajsts-4488	196	10	detection	detection	NOUN
ajsts-4488	196	11	accuracy	accuracy	NOUN
ajsts-4488	196	12	of	of	ADP
ajsts-4488	196	13	the	the	DET
ajsts-4488	196	14	ai	ai	NOUN
ajsts-4488	196	15	-	-	PUNCT
ajsts-4488	196	16	based	base	VERB
ajsts-4488	196	17	models	model	NOUN
ajsts-4488	196	18	(	(	PUNCT
ajsts-4488	196	19	machine	machine	NOUN
ajsts-4488	196	20	,	,	PUNCT
ajsts-4488	196	21	deep	deep	ADJ
ajsts-4488	196	22	learning	learning	NOUN
ajsts-4488	196	23	,	,	PUNCT
ajsts-4488	196	24	anomaly	anomaly	NOUN
ajsts-4488	196	25	detection	detection	NOUN
ajsts-4488	196	26	)	)	PUNCT
ajsts-4488	196	27	against	against	ADP
ajsts-4488	196	28	the	the	DET
ajsts-4488	196	29	known	know	VERB
ajsts-4488	196	30	traditional	traditional	ADJ
ajsts-4488	196	31	security	security	NOUN
ajsts-4488	196	32	approach	approach	NOUN
ajsts-4488	196	33	such	such	ADJ
ajsts-4488	196	34	as	as	ADP
ajsts-4488	196	35	signature	signature	NOUN
ajsts-4488	196	36	ids	id	NOUN
ajsts-4488	196	37	and	and	CCONJ
ajsts-4488	196	38	rule	rule	NOUN
ajsts-4488	196	39	-	-	PUNCT
ajsts-4488	196	40	based	base	VERB
ajsts-4488	196	41	security	security	NOUN
ajsts-4488	196	42	system	system	NOUN
ajsts-4488	196	43	.	.	PUNCT
ajsts-4488	197	1	they	they	PRON
ajsts-4488	197	2	observed	observe	VERB
ajsts-4488	197	3	that	that	SCONJ
ajsts-4488	197	4	the	the	DET
ajsts-4488	197	5	utilisation	utilisation	NOUN
ajsts-4488	197	6	of	of	ADP
ajsts-4488	197	7	the	the	DET
ajsts-4488	197	8	ai	ai	PROPN
ajsts-4488	197	9	models	model	NOUN
ajsts-4488	197	10	to	to	PART
ajsts-4488	197	11	handle	handle	VERB
ajsts-4488	197	12	detection	detection	NOUN
ajsts-4488	197	13	raised	raise	VERB
ajsts-4488	197	14	the	the	DET
ajsts-4488	197	15	general	general	ADJ
ajsts-4488	197	16	accuracy	accuracy	NOUN
ajsts-4488	197	17	level	level	NOUN
ajsts-4488	197	18	of	of	ADP
ajsts-4488	197	19	detection	detection	NOUN
ajsts-4488	197	20	while	while	SCONJ
ajsts-4488	197	21	at	at	ADP
ajsts-4488	197	22	the	the	DET
ajsts-4488	197	23	same	same	ADJ
ajsts-4488	197	24	time	time	NOUN
ajsts-4488	197	25	have	have	VERB
ajsts-4488	197	26	a	a	DET
ajsts-4488	197	27	reduced	reduce	VERB
ajsts-4488	197	28	number	number	NOUN
ajsts-4488	197	29	of	of	ADP
ajsts-4488	197	30	false	false	ADJ
ajsts-4488	197	31	positives	positive	NOUN
ajsts-4488	197	32	than	than	ADP
ajsts-4488	197	33	normal	normal	ADJ
ajsts-4488	197	34	security	security	NOUN
ajsts-4488	197	35	solutions	solution	NOUN
ajsts-4488	197	36	and	and	CCONJ
ajsts-4488	197	37	reduce	reduce	VERB
ajsts-4488	197	38	the	the	DET
ajsts-4488	197	39	time	time	NOUN
ajsts-4488	197	40	taken	take	VERB
ajsts-4488	197	41	by	by	ADP
ajsts-4488	197	42	the	the	DET
ajsts-4488	197	43	security	security	NOUN
ajsts-4488	197	44	teams	team	NOUN
ajsts-4488	197	45	to	to	PART
ajsts-4488	197	46	come	come	VERB
ajsts-4488	197	47	up	up	ADP
ajsts-4488	197	48	with	with	ADP
ajsts-4488	197	49	the	the	DET
ajsts-4488	197	50	response	response	NOUN
ajsts-4488	197	51	.	.	PUNCT
ajsts-4488	198	1	by	by	ADP
ajsts-4488	198	2	using	use	VERB
ajsts-4488	198	3	these	these	DET
ajsts-4488	198	4	eight	eight	NUM
ajsts-4488	198	5	comprehensive	comprehensive	ADJ
ajsts-4488	198	6	evaluation	evaluation	NOUN
ajsts-4488	198	7	criteria	criterion	NOUN
ajsts-4488	198	8	,	,	PUNCT
ajsts-4488	198	9	the	the	DET
ajsts-4488	198	10	actual	actual	ADJ
ajsts-4488	198	11	performance	performance	NOUN
ajsts-4488	198	12	of	of	ADP
ajsts-4488	198	13	the	the	DET
ajsts-4488	198	14	presented	present	VERB
ajsts-4488	198	15	ai	ai	NOUN
ajsts-4488	198	16	-	-	PUNCT
ajsts-4488	198	17	based	base	VERB
ajsts-4488	198	18	cybersecurity	cybersecurity	NOUN
ajsts-4488	198	19	model	model	NOUN
ajsts-4488	198	20	was	be	AUX
ajsts-4488	198	21	confirmed	confirm	VERB
ajsts-4488	198	22	to	to	PART
ajsts-4488	198	23	provide	provide	VERB
ajsts-4488	198	24	a	a	DET
ajsts-4488	198	25	high	high	ADJ
ajsts-4488	198	26	level	level	NOUN
ajsts-4488	198	27	of	of	ADP
ajsts-4488	198	28	reliability	reliability	NOUN
ajsts-4488	198	29	,	,	PUNCT
ajsts-4488	198	30	flexibility	flexibility	NOUN
ajsts-4488	198	31	,	,	PUNCT
ajsts-4488	198	32	and	and	CCONJ
ajsts-4488	198	33	efficiency	efficiency	NOUN
ajsts-4488	198	34	in	in	ADP
ajsts-4488	198	35	combating	combat	VERB
ajsts-4488	198	36	the	the	DET
ajsts-4488	198	37	constantly	constantly	ADV
ajsts-4488	198	38	emerging	emerge	VERB
ajsts-4488	198	39	cyber	cyber	NOUN
ajsts-4488	198	40	threats	threat	NOUN
ajsts-4488	198	41	to	to	ADP
ajsts-4488	198	42	businesses	business	NOUN
ajsts-4488	198	43	.	.	PUNCT
ajsts-4488	199	1	the	the	DET
ajsts-4488	199	2	assessment	assessment	NOUN
ajsts-4488	199	3	of	of	ADP
ajsts-4488	199	4	the	the	DET
ajsts-4488	199	5	performance	performance	NOUN
ajsts-4488	199	6	shows	show	VERB
ajsts-4488	199	7	that	that	PRON
ajsts-4488	199	8	ai	ai	AUX
ajsts-4488	199	9	augmented	augment	VERB
ajsts-4488	199	10	cybersecurity	cybersecurity	NOUN
ajsts-4488	199	11	models	model	NOUN
ajsts-4488	199	12	increase	increase	VERB
ajsts-4488	199	13	the	the	DET
ajsts-4488	199	14	model	model	NOUN
ajsts-4488	199	15	’s	’s	PART
ajsts-4488	199	16	capacity	capacity	NOUN
ajsts-4488	199	17	for	for	ADP
ajsts-4488	199	18	detection	detection	NOUN
ajsts-4488	199	19	,	,	PUNCT
ajsts-4488	199	20	decrease	decrease	VERB
ajsts-4488	199	21	false	false	ADJ
ajsts-4488	199	22	positives	positive	NOUN
ajsts-4488	199	23	,	,	PUNCT
ajsts-4488	199	24	and	and	CCONJ
ajsts-4488	199	25	increase	increase	VERB
ajsts-4488	199	26	the	the	DET
ajsts-4488	199	27	times	time	NOUN
ajsts-4488	199	28	of	of	ADP
ajsts-4488	199	29	detecting	detect	VERB
ajsts-4488	199	30	threats	threat	NOUN
ajsts-4488	199	31	in	in	ADP
ajsts-4488	199	32	real	real	ADJ
ajsts-4488	199	33	-	-	PUNCT
ajsts-4488	199	34	time	time	NOUN
ajsts-4488	199	35	.	.	PUNCT
ajsts-4488	200	1	in	in	ADP
ajsts-4488	200	2	line	line	NOUN
ajsts-4488	200	3	with	with	ADP
ajsts-4488	200	4	such	such	ADJ
ajsts-4488	200	5	objectives	objective	NOUN
ajsts-4488	200	6	,	,	PUNCT
ajsts-4488	200	7	this	this	DET
ajsts-4488	200	8	research	research	NOUN
ajsts-4488	200	9	seeks	seek	VERB
ajsts-4488	200	10	to	to	PART
ajsts-4488	200	11	come	come	VERB
ajsts-4488	200	12	up	up	ADP
ajsts-4488	200	13	with	with	ADP
ajsts-4488	200	14	an	an	DET
ajsts-4488	200	15	ai	ai	PROPN
ajsts-4488	200	16	security	security	NOUN
ajsts-4488	200	17	model	model	NOUN
ajsts-4488	200	18	that	that	PRON
ajsts-4488	200	19	is	be	AUX
ajsts-4488	200	20	much	much	ADV
ajsts-4488	200	21	better	well	ADJ
ajsts-4488	200	22	not	not	PART
ajsts-4488	200	23	only	only	ADV
ajsts-4488	200	24	in	in	ADP
ajsts-4488	200	25	effectiveness	effectiveness	NOUN
ajsts-4488	200	26	and	and	CCONJ
ajsts-4488	200	27	flexibility	flexibility	NOUN
ajsts-4488	200	28	than	than	ADP
ajsts-4488	200	29	the	the	DET
ajsts-4488	200	30	conventional	conventional	ADJ
ajsts-4488	200	31	security	security	NOUN
ajsts-4488	200	32	approach	approach	NOUN
ajsts-4488	200	33	.	.	PUNCT
ajsts-4488	201	1	pa	pa	PROPN
ajsts-4488	201	2	ge	ge	PROPN
ajsts-4488	201	3	44	44	NUM
ajsts-4488	201	4	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	201	5	am	be	AUX
ajsts-4488	201	6	.	.	PUNCT
ajsts-4488	202	1	j.	j.	PROPN
ajsts-4488	202	2	smart	smart	PROPN
ajsts-4488	202	3	.	.	PUNCT
ajsts-4488	203	1	technol	technol	PROPN
ajsts-4488	203	2	.	.	PUNCT
ajsts-4488	203	3	solutions	solution	NOUN
ajsts-4488	203	4	4(1	4(1	NOUN
ajsts-4488	203	5	)	)	PUNCT
ajsts-4488	203	6	37	37	NUM
ajsts-4488	203	7	-	-	SYM
ajsts-4488	203	8	48	48	NUM
ajsts-4488	203	9	,	,	PUNCT
ajsts-4488	203	10	2025	2025	NUM
ajsts-4488	203	11	results	result	NOUN
ajsts-4488	203	12	and	and	CCONJ
ajsts-4488	203	13	discussions	discussion	NOUN
ajsts-4488	203	14	the	the	DET
ajsts-4488	203	15	data	datum	NOUN
ajsts-4488	203	16	set	set	VERB
ajsts-4488	203	17	used	use	VERB
ajsts-4488	203	18	in	in	ADP
ajsts-4488	203	19	this	this	DET
ajsts-4488	203	20	research	research	NOUN
ajsts-4488	203	21	is	be	AUX
ajsts-4488	203	22	table02	table02	ADJ
ajsts-4488	203	23	that	that	SCONJ
ajsts-4488	203	24	comprises	comprise	VERB
ajsts-4488	203	25	of	of	ADP
ajsts-4488	203	26	9,537	9,537	NUM
ajsts-4488	203	27	records	record	NOUN
ajsts-4488	203	28	and	and	CCONJ
ajsts-4488	203	29	11	11	NUM
ajsts-4488	203	30	attributes	attribute	NOUN
ajsts-4488	203	31	,	,	PUNCT
ajsts-4488	203	32	both	both	PRON
ajsts-4488	203	33	numerical	numerical	ADJ
ajsts-4488	203	34	and	and	CCONJ
ajsts-4488	203	35	nominal	nominal	ADJ
ajsts-4488	203	36	,	,	PUNCT
ajsts-4488	203	37	which	which	PRON
ajsts-4488	203	38	are	be	AUX
ajsts-4488	203	39	useful	useful	ADJ
ajsts-4488	203	40	for	for	ADP
ajsts-4488	203	41	cyber	cyber	ADJ
ajsts-4488	203	42	threat	threat	NOUN
ajsts-4488	203	43	identification	identification	NOUN
ajsts-4488	203	44	.	.	PUNCT
ajsts-4488	204	1	.feed	.feed	PRON
ajsts-4488	204	2	contemplates	contemplate	NOUN
ajsts-4488	204	3	reflect	reflect	VERB
ajsts-4488	204	4	different	different	ADJ
ajsts-4488	204	5	aspects	aspect	NOUN
ajsts-4488	204	6	of	of	ADP
ajsts-4488	204	7	the	the	DET
ajsts-4488	204	8	network	network	NOUN
ajsts-4488	204	9	activity	activity	NOUN
ajsts-4488	204	10	,	,	PUNCT
ajsts-4488	204	11	authentication	authentication	NOUN
ajsts-4488	204	12	attempts	attempt	VERB
ajsts-4488	204	13	,	,	PUNCT
ajsts-4488	204	14	and	and	CCONJ
ajsts-4488	204	15	security	security	NOUN
ajsts-4488	204	16	risk	risk	NOUN
ajsts-4488	204	17	factors	factor	NOUN
ajsts-4488	204	18	.	.	PUNCT
ajsts-4488	205	1	to	to	PART
ajsts-4488	205	2	increase	increase	VERB
ajsts-4488	205	3	generalization	generalization	NOUN
ajsts-4488	205	4	and	and	CCONJ
ajsts-4488	205	5	accurate	accurate	ADJ
ajsts-4488	205	6	model	model	NOUN
ajsts-4488	205	7	training	train	VERB
ajsts-4488	205	8	the	the	DET
ajsts-4488	205	9	gears	gear	NOUN
ajsts-4488	205	10	included	include	VERB
ajsts-4488	205	11	the	the	DET
ajsts-4488	205	12	following	follow	VERB
ajsts-4488	205	13	data	datum	NOUN
ajsts-4488	205	14	prepprocessing	prepprocesse	VERB
ajsts-4488	205	15	steps	step	NOUN
ajsts-4488	205	16	:	:	PUNCT
ajsts-4488	205	17	missing	miss	VERB
ajsts-4488	205	18	value	value	NOUN
ajsts-4488	205	19	treatment	treatment	NOUN
ajsts-4488	205	20	,	,	PUNCT
ajsts-4488	205	21	categorical	categorical	ADJ
ajsts-4488	205	22	data	datum	NOUN
ajsts-4488	205	23	feature	feature	NOUN
ajsts-4488	205	24	encoding	encoding	NOUN
ajsts-4488	205	25	,	,	PUNCT
ajsts-4488	205	26	and	and	CCONJ
ajsts-4488	205	27	numerical	numerical	ADJ
ajsts-4488	205	28	data	datum	NOUN
ajsts-4488	205	29	feature	feature	VERB
ajsts-4488	205	30	scaling	scaling	NOUN
ajsts-4488	205	31	.	.	PUNCT
ajsts-4488	206	1	the	the	DET
ajsts-4488	206	2	dependent	dependent	ADJ
ajsts-4488	206	3	variable	variable	NOUN
ajsts-4488	206	4	in	in	ADP
ajsts-4488	206	5	the	the	DET
ajsts-4488	206	6	data	datum	NOUN
ajsts-4488	206	7	set	set	VERB
ajsts-4488	206	8	is	be	AUX
ajsts-4488	206	9	attack_detected	attack_detecte	VERB
ajsts-4488	206	10	that	that	SCONJ
ajsts-4488	206	11	determines	determine	VERB
ajsts-4488	206	12	whether	whether	SCONJ
ajsts-4488	206	13	a	a	DET
ajsts-4488	206	14	cyberattack	cyberattack	NOUN
ajsts-4488	206	15	was	be	AUX
ajsts-4488	206	16	or	or	CCONJ
ajsts-4488	206	17	was	be	AUX
ajsts-4488	206	18	not	not	PART
ajsts-4488	206	19	present	present	ADJ
ajsts-4488	206	20	hai	hai	NOUN
ajsts-4488	206	21	(	(	PUNCT
ajsts-4488	206	22	0	0	NUM
ajsts-4488	206	23	=	=	SYM
ajsts-4488	206	24	no	no	DET
ajsts-4488	206	25	attack	attack	NOUN
ajsts-4488	206	26	,	,	PUNCT
ajsts-4488	206	27	1	1	NUM
ajsts-4488	206	28	=	=	SYM
ajsts-4488	206	29	attack	attack	NOUN
ajsts-4488	206	30	)	)	PUNCT
ajsts-4488	206	31	.	.	PUNCT
ajsts-4488	207	1	some	some	PRON
ajsts-4488	207	2	of	of	ADP
ajsts-4488	207	3	the	the	DET
ajsts-4488	207	4	significant	significant	ADJ
ajsts-4488	207	5	features	feature	NOUN
ajsts-4488	207	6	that	that	DET
ajsts-4488	207	7	aid	aid	NOUN
ajsts-4488	207	8	in	in	ADP
ajsts-4488	207	9	the	the	DET
ajsts-4488	207	10	model	model	NOUN
ajsts-4488	207	11	’s	’s	PART
ajsts-4488	207	12	efficiency	efficiency	NOUN
ajsts-4488	207	13	of	of	ADP
ajsts-4488	207	14	threat	threat	NOUN
ajsts-4488	207	15	identification	identification	NOUN
ajsts-4488	207	16	encompass	encompass	VERB
ajsts-4488	207	17	the	the	DET
ajsts-4488	207	18	following	follow	VERB
ajsts-4488	207	19	securityrelated	securityrelate	VERB
ajsts-4488	207	20	ones	one	NOUN
ajsts-4488	207	21	.	.	PUNCT
ajsts-4488	208	1	table	table	NOUN
ajsts-4488	208	2	1	1	NUM
ajsts-4488	208	3	:	:	PUNCT
ajsts-4488	208	4	benchmarking	benchmarke	VERB
ajsts-4488	208	5	ai	ai	NOUN
ajsts-4488	208	6	vs.	vs.	ADP
ajsts-4488	208	7	traditional	traditional	ADJ
ajsts-4488	208	8	security	security	NOUN
ajsts-4488	208	9	security	security	NOUN
ajsts-4488	208	10	approach	approach	NOUN
ajsts-4488	208	11	threat	threat	NOUN
ajsts-4488	208	12	detection	detection	NOUN
ajsts-4488	208	13	response	response	NOUN
ajsts-4488	208	14	time	time	NOUN
ajsts-4488	208	15	false	false	ADJ
ajsts-4488	208	16	positives	positive	NOUN
ajsts-4488	208	17	scalability	scalability	NOUN
ajsts-4488	208	18	zero	zero	NUM
ajsts-4488	208	19	-	-	PUNCT
ajsts-4488	208	20	day	day	NOUN
ajsts-4488	208	21	detection	detection	NOUN
ajsts-4488	208	22	signature	signature	NOUN
ajsts-4488	208	23	-	-	PUNCT
ajsts-4488	208	24	based	base	VERB
ajsts-4488	208	25	ids	id	NOUN
ajsts-4488	208	26	relies	rely	VERB
ajsts-4488	208	27	on	on	ADP
ajsts-4488	208	28	known	know	VERB
ajsts-4488	208	29	attack	attack	NOUN
ajsts-4488	208	30	patterns	pattern	NOUN
ajsts-4488	208	31	slower	slow	ADJ
ajsts-4488	208	32	(	(	PUNCT
ajsts-4488	208	33	manual	manual	ADJ
ajsts-4488	208	34	rule	rule	NOUN
ajsts-4488	208	35	updates	update	NOUN
ajsts-4488	208	36	)	)	PUNCT
ajsts-4488	208	37	high	high	ADJ
ajsts-4488	208	38	limited	limited	ADJ
ajsts-4488	208	39	weak	weak	ADJ
ajsts-4488	208	40	rule	rule	NOUN
ajsts-4488	208	41	-	-	PUNCT
ajsts-4488	208	42	based	base	VERB
ajsts-4488	208	43	firewalls	firewall	NOUN
ajsts-4488	208	44	blocks	block	VERB
ajsts-4488	208	45	pre	pre	ADJ
ajsts-4488	208	46	-	-	ADJ
ajsts-4488	208	47	defined	define	VERB
ajsts-4488	208	48	traffic	traffic	NOUN
ajsts-4488	208	49	patterns	pattern	NOUN
ajsts-4488	208	50	moderate	moderate	VERB
ajsts-4488	208	51	high	high	ADJ
ajsts-4488	208	52	low	low	ADJ
ajsts-4488	208	53	no	no	DET
ajsts-4488	208	54	detection	detection	NOUN
ajsts-4488	208	55	ai	ai	NOUN
ajsts-4488	208	56	-	-	PUNCT
ajsts-4488	208	57	powered	power	VERB
ajsts-4488	208	58	cybersecurity	cybersecurity	NOUN
ajsts-4488	208	59	learns	learn	VERB
ajsts-4488	208	60	attack	attack	NOUN
ajsts-4488	208	61	patterns	pattern	NOUN
ajsts-4488	208	62	in	in	ADP
ajsts-4488	208	63	real	real	ADJ
ajsts-4488	208	64	-	-	PUNCT
ajsts-4488	208	65	time	time	NOUN
ajsts-4488	208	66	fast	fast	ADJ
ajsts-4488	208	67	(	(	PUNCT
ajsts-4488	208	68	automated	automate	VERB
ajsts-4488	208	69	)	)	PUNCT
ajsts-4488	208	70	low	low	ADJ
ajsts-4488	208	71	high	high	ADJ
ajsts-4488	208	72	strong	strong	ADJ
ajsts-4488	208	73	table	table	NOUN
ajsts-4488	208	74	2	2	NUM
ajsts-4488	208	75	:	:	PUNCT
ajsts-4488	208	76	dataset	dataset	ADJ
ajsts-4488	208	77	overview	overview	NOUN
ajsts-4488	208	78	feature	feature	NOUN
ajsts-4488	208	79	name	name	NOUN
ajsts-4488	208	80	type	type	NOUN
ajsts-4488	208	81	description	description	NOUN
ajsts-4488	208	82	session_id	session_id	X
ajsts-4488	208	83	object	object	NOUN
ajsts-4488	208	84	(	(	PUNCT
ajsts-4488	208	85	i	i	NOUN
ajsts-4488	208	86	d	d	PROPN
ajsts-4488	208	87	)	)	PUNCT
ajsts-4488	208	88	unique	unique	ADJ
ajsts-4488	208	89	identifier	identifier	NOUN
ajsts-4488	208	90	(	(	PUNCT
ajsts-4488	208	91	dropped	drop	VERB
ajsts-4488	208	92	as	as	SCONJ
ajsts-4488	208	93	it	it	PRON
ajsts-4488	208	94	is	be	AUX
ajsts-4488	208	95	irrelevant	irrelevant	ADJ
ajsts-4488	208	96	for	for	ADP
ajsts-4488	208	97	analysis	analysis	NOUN
ajsts-4488	208	98	)	)	PUNCT
ajsts-4488	208	99	.	.	PUNCT
ajsts-4488	209	1	network_packet_size	network_packet_size	NOUN
ajsts-4488	209	2	integer	integer	NOUN
ajsts-4488	209	3	size	size	NOUN
ajsts-4488	209	4	of	of	ADP
ajsts-4488	209	5	network	network	NOUN
ajsts-4488	209	6	packets	packet	NOUN
ajsts-4488	209	7	,	,	PUNCT
ajsts-4488	209	8	useful	useful	ADJ
ajsts-4488	209	9	for	for	ADP
ajsts-4488	209	10	detecting	detect	VERB
ajsts-4488	209	11	data	datum	NOUN
ajsts-4488	209	12	anomalies	anomaly	NOUN
ajsts-4488	209	13	.	.	PUNCT
ajsts-4488	210	1	protocol_type	protocol_type	ADJ
ajsts-4488	210	2	categorical	categorical	ADJ
ajsts-4488	210	3	network	network	NOUN
ajsts-4488	210	4	protocol	protocol	NOUN
ajsts-4488	210	5	used	use	VERB
ajsts-4488	210	6	(	(	PUNCT
ajsts-4488	210	7	e.g.	e.g.	ADV
ajsts-4488	210	8	,	,	PUNCT
ajsts-4488	210	9	tcp	tcp	INTJ
ajsts-4488	210	10	,	,	PUNCT
ajsts-4488	210	11	udp	udp	NOUN
ajsts-4488	210	12	)	)	PUNCT
ajsts-4488	210	13	.	.	PUNCT
ajsts-4488	211	1	login_attempts	login_attempt	NOUN
ajsts-4488	211	2	integer	integer	VERB
ajsts-4488	211	3	number	number	NOUN
ajsts-4488	211	4	of	of	ADP
ajsts-4488	211	5	login	login	NOUN
ajsts-4488	211	6	attempts	attempt	NOUN
ajsts-4488	211	7	,	,	PUNCT
ajsts-4488	211	8	indicating	indicate	VERB
ajsts-4488	211	9	potential	potential	ADJ
ajsts-4488	211	10	brute	brute	ADJ
ajsts-4488	211	11	-	-	PUNCT
ajsts-4488	211	12	force	force	NOUN
ajsts-4488	211	13	attacks	attack	NOUN
ajsts-4488	211	14	.	.	PUNCT
ajsts-4488	212	1	session_duration	session_duration	PROPN
ajsts-4488	212	2	float	float	VERB
ajsts-4488	212	3	active	active	ADJ
ajsts-4488	212	4	session	session	NOUN
ajsts-4488	212	5	duration	duration	NOUN
ajsts-4488	212	6	,	,	PUNCT
ajsts-4488	212	7	helps	helps	AUX
ajsts-4488	212	8	identify	identify	VERB
ajsts-4488	212	9	unusual	unusual	ADJ
ajsts-4488	212	10	session	session	NOUN
ajsts-4488	212	11	patterns	pattern	NOUN
ajsts-4488	212	12	.	.	PUNCT
ajsts-4488	213	1	encryption_used	encryption_use	VERB
ajsts-4488	213	2	categorical	categorical	ADJ
ajsts-4488	213	3	encryption	encryption	NOUN
ajsts-4488	213	4	method	method	NOUN
ajsts-4488	213	5	used	use	VERB
ajsts-4488	213	6	(	(	PUNCT
ajsts-4488	213	7	e.g.	e.g.	ADV
ajsts-4488	213	8	,	,	PUNCT
ajsts-4488	213	9	des	des	PROPN
ajsts-4488	213	10	,	,	PUNCT
ajsts-4488	213	11	aes	aes	PROPN
ajsts-4488	213	12	)	)	PUNCT
ajsts-4488	213	13	,	,	PUNCT
ajsts-4488	213	14	linked	link	VERB
ajsts-4488	213	15	to	to	PART
ajsts-4488	213	16	secure	secure	VERB
ajsts-4488	213	17	communication	communication	NOUN
ajsts-4488	213	18	.	.	PUNCT
ajsts-4488	214	1	ip_reputation_score	ip_reputation_score	ADV
ajsts-4488	214	2	float	float	VERB
ajsts-4488	214	3	(	(	PUNCT
ajsts-4488	214	4	0	0	NUM
ajsts-4488	214	5	-	-	SYM
ajsts-4488	214	6	1	1	NUM
ajsts-4488	214	7	)	)	PUNCT
ajsts-4488	214	8	ip	ip	PRON
ajsts-4488	214	9	risk	risk	NOUN
ajsts-4488	214	10	score	score	NOUN
ajsts-4488	214	11	(	(	PUNCT
ajsts-4488	214	12	0	0	NUM
ajsts-4488	214	13	-	-	SYM
ajsts-4488	214	14	1	1	NUM
ajsts-4488	214	15	)	)	PUNCT
ajsts-4488	214	16	,	,	PUNCT
ajsts-4488	214	17	indicating	indicate	VERB
ajsts-4488	214	18	whether	whether	SCONJ
ajsts-4488	214	19	an	an	DET
ajsts-4488	214	20	ip	ip	NOUN
ajsts-4488	214	21	is	be	AUX
ajsts-4488	214	22	associated	associate	VERB
ajsts-4488	214	23	with	with	ADP
ajsts-4488	214	24	threats	threat	NOUN
ajsts-4488	214	25	.	.	PUNCT
ajsts-4488	215	1	failed_logins	failed_login	NOUN
ajsts-4488	215	2	integer	integer	NOUN
ajsts-4488	215	3	count	count	NOUN
ajsts-4488	215	4	of	of	ADP
ajsts-4488	215	5	unsuccessful	unsuccessful	ADJ
ajsts-4488	215	6	login	login	NOUN
ajsts-4488	215	7	attempts	attempt	NOUN
ajsts-4488	215	8	,	,	PUNCT
ajsts-4488	215	9	a	a	DET
ajsts-4488	215	10	key	key	ADJ
ajsts-4488	215	11	unauthorized	unauthorized	ADJ
ajsts-4488	215	12	access	access	NOUN
ajsts-4488	215	13	indicator	indicator	NOUN
ajsts-4488	215	14	.	.	PUNCT
ajsts-4488	216	1	browser_type	browser_type	PROPN
ajsts-4488	216	2	categorical	categorical	ADJ
ajsts-4488	216	3	browser	browser	NOUN
ajsts-4488	216	4	used	use	VERB
ajsts-4488	216	5	for	for	ADP
ajsts-4488	216	6	network	network	NOUN
ajsts-4488	216	7	access	access	NOUN
ajsts-4488	216	8	(	(	PUNCT
ajsts-4488	216	9	e.g.	e.g.	ADV
ajsts-4488	216	10	,	,	PUNCT
ajsts-4488	216	11	chrome	chrome	NOUN
ajsts-4488	216	12	,	,	PUNCT
ajsts-4488	216	13	firefox	firefox	NOUN
ajsts-4488	216	14	,	,	PUNCT
ajsts-4488	216	15	edge	edge	NOUN
ajsts-4488	216	16	)	)	PUNCT
ajsts-4488	216	17	.	.	PUNCT
ajsts-4488	217	1	unusual_time_access	unusual_time_access	PROPN
ajsts-4488	217	2	binary	binary	NOUN
ajsts-4488	217	3	(	(	PUNCT
ajsts-4488	217	4	0/1	0/1	NUM
ajsts-4488	217	5	)	)	PUNCT
ajsts-4488	217	6	indicates	indicate	VERB
ajsts-4488	217	7	if	if	SCONJ
ajsts-4488	217	8	access	access	NOUN
ajsts-4488	217	9	occurred	occur	VERB
ajsts-4488	217	10	at	at	ADP
ajsts-4488	217	11	an	an	DET
ajsts-4488	217	12	unusual	unusual	ADJ
ajsts-4488	217	13	time	time	NOUN
ajsts-4488	217	14	(	(	PUNCT
ajsts-4488	217	15	e.g.	e.g.	ADV
ajsts-4488	217	16	,	,	PUNCT
ajsts-4488	217	17	off	off	ADJ
ajsts-4488	217	18	-	-	PUNCT
ajsts-4488	217	19	hours	hour	NOUN
ajsts-4488	217	20	login	login	NOUN
ajsts-4488	217	21	)	)	PUNCT
ajsts-4488	217	22	.	.	PUNCT
ajsts-4488	218	1	attack_detected	attack_detecte	VERB
ajsts-4488	218	2	binary	binary	NOUN
ajsts-4488	218	3	(	(	PUNCT
ajsts-4488	218	4	0/1	0/1	NUM
ajsts-4488	218	5	)	)	PUNCT
ajsts-4488	218	6	target	target	NOUN
ajsts-4488	218	7	variable	variable	NOUN
ajsts-4488	218	8	(	(	PUNCT
ajsts-4488	218	9	0	0	NUM
ajsts-4488	218	10	=	=	SYM
ajsts-4488	218	11	no	no	DET
ajsts-4488	218	12	attack	attack	NOUN
ajsts-4488	218	13	,	,	PUNCT
ajsts-4488	218	14	1	1	NUM
ajsts-4488	218	15	=	=	SYM
ajsts-4488	218	16	attack	attack	NOUN
ajsts-4488	218	17	)	)	PUNCT
ajsts-4488	218	18	.	.	PUNCT
ajsts-4488	219	1	machine	machine	NOUN
ajsts-4488	219	2	learning	learning	NOUN
ajsts-4488	219	3	model	model	NOUN
ajsts-4488	219	4	evaluation	evaluation	NOUN
ajsts-4488	219	5	conducting	conduct	VERB
ajsts-4488	219	6	an	an	DET
ajsts-4488	219	7	analysis	analysis	NOUN
ajsts-4488	219	8	of	of	ADP
ajsts-4488	219	9	three	three	NUM
ajsts-4488	219	10	machine	machine	NOUN
ajsts-4488	219	11	learning	learning	NOUN
ajsts-4488	219	12	models	model	NOUN
ajsts-4488	219	13	,	,	PUNCT
ajsts-4488	219	14	namely	namely	ADV
ajsts-4488	219	15	random	random	ADJ
ajsts-4488	219	16	forest	forest	NOUN
ajsts-4488	219	17	,	,	PUNCT
ajsts-4488	219	18	decision	decision	NOUN
ajsts-4488	219	19	tree	tree	NOUN
ajsts-4488	219	20	and	and	CCONJ
ajsts-4488	219	21	svm	svm	VERB
ajsts-4488	219	22	with	with	ADP
ajsts-4488	219	23	the	the	DET
ajsts-4488	219	24	given	give	VERB
ajsts-4488	219	25	cybersecurity	cybersecurity	NOUN
ajsts-4488	219	26	dataset	dataset	NOUN
ajsts-4488	219	27	are	be	AUX
ajsts-4488	219	28	presented	present	VERB
ajsts-4488	219	29	in	in	ADP
ajsts-4488	219	30	table	table	NOUN
ajsts-4488	219	31	03	03	NUM
ajsts-4488	219	32	has	have	AUX
ajsts-4488	219	33	provided	provide	VERB
ajsts-4488	219	34	important	important	ADJ
ajsts-4488	219	35	findings	finding	NOUN
ajsts-4488	219	36	on	on	ADP
ajsts-4488	219	37	the	the	DET
ajsts-4488	219	38	performance	performance	NOUN
ajsts-4488	219	39	of	of	ADP
ajsts-4488	219	40	the	the	DET
ajsts-4488	219	41	models	model	NOUN
ajsts-4488	219	42	in	in	ADP
ajsts-4488	219	43	identifying	identify	VERB
ajsts-4488	219	44	cyber	cyber	NOUN
ajsts-4488	219	45	threats	threat	NOUN
ajsts-4488	219	46	.	.	PUNCT
ajsts-4488	220	1	among	among	ADP
ajsts-4488	220	2	the	the	DET
ajsts-4488	220	3	four	four	NUM
ajsts-4488	220	4	models	model	NOUN
ajsts-4488	220	5	,	,	PUNCT
ajsts-4488	220	6	random	random	ADJ
ajsts-4488	220	7	forest	forest	NOUN
ajsts-4488	220	8	could	could	AUX
ajsts-4488	220	9	ascertain	ascertain	VERB
ajsts-4488	220	10	the	the	DET
ajsts-4488	220	11	highest	high	ADJ
ajsts-4488	220	12	level	level	NOUN
ajsts-4488	220	13	of	of	ADP
ajsts-4488	220	14	performance	performance	NOUN
ajsts-4488	220	15	with	with	ADP
ajsts-4488	220	16	the	the	DET
ajsts-4488	220	17	accuracy	accuracy	NOUN
ajsts-4488	220	18	of	of	ADP
ajsts-4488	220	19	89.67	89.67	NUM
ajsts-4488	220	20	%	%	NOUN
ajsts-4488	220	21	along	along	ADP
ajsts-4488	220	22	with	with	ADP
ajsts-4488	220	23	precision	precision	NOUN
ajsts-4488	220	24	and	and	CCONJ
ajsts-4488	220	25	recall	recall	NOUN
ajsts-4488	220	26	indicating	indicate	VERB
ajsts-4488	220	27	higher	high	ADJ
ajsts-4488	220	28	reliability	reliability	NOUN
ajsts-4488	220	29	to	to	PART
ajsts-4488	220	30	nourage	nourage	VERB
ajsts-4488	220	31	threat	threat	NOUN
ajsts-4488	220	32	detection	detection	NOUN
ajsts-4488	220	33	.	.	PUNCT
ajsts-4488	221	1	the	the	DET
ajsts-4488	221	2	decision	decision	NOUN
ajsts-4488	221	3	tree	tree	NOUN
ajsts-4488	221	4	model	model	NOUN
ajsts-4488	221	5	also	also	ADV
ajsts-4488	221	6	had	have	VERB
ajsts-4488	221	7	a	a	DET
ajsts-4488	221	8	relatively	relatively	ADV
ajsts-4488	221	9	high	high	ADJ
ajsts-4488	221	10	accuracy	accuracy	NOUN
ajsts-4488	221	11	of	of	ADP
ajsts-4488	221	12	82.39	82.39	NUM
ajsts-4488	221	13	%	%	NOUN
ajsts-4488	221	14	(	(	PUNCT
ajsts-4488	221	15	figure	figure	NOUN
ajsts-4488	221	16	02	02	NUM
ajsts-4488	221	17	)	)	PUNCT
ajsts-4488	221	18	but	but	CCONJ
ajsts-4488	221	19	it	it	PRON
ajsts-4488	221	20	was	be	AUX
ajsts-4488	221	21	slightly	slightly	ADV
ajsts-4488	221	22	lower	low	ADJ
ajsts-4488	221	23	than	than	ADP
ajsts-4488	221	24	random	random	ADJ
ajsts-4488	221	25	forest	forest	NOUN
ajsts-4488	221	26	,	,	PUNCT
ajsts-4488	221	27	thus	thus	ADV
ajsts-4488	221	28	proving	prove	VERB
ajsts-4488	221	29	the	the	DET
ajsts-4488	221	30	model	model	NOUN
ajsts-4488	221	31	’s	’s	PART
ajsts-4488	221	32	efficiency	efficiency	NOUN
ajsts-4488	221	33	in	in	ADP
ajsts-4488	221	34	the	the	DET
ajsts-4488	221	35	classification	classification	NOUN
ajsts-4488	221	36	of	of	ADP
ajsts-4488	221	37	cyber	cyber	ADJ
ajsts-4488	221	38	threats	threat	NOUN
ajsts-4488	221	39	with	with	ADP
ajsts-4488	221	40	good	good	ADJ
ajsts-4488	221	41	explanation	explanation	NOUN
ajsts-4488	221	42	.	.	PUNCT
ajsts-4488	222	1	nonetheless	nonetheless	ADV
ajsts-4488	222	2	,	,	PUNCT
ajsts-4488	222	3	svm	svm	PROPN
ajsts-4488	222	4	received	receive	VERB
ajsts-4488	222	5	the	the	DET
ajsts-4488	222	6	poorest	poor	ADJ
ajsts-4488	222	7	performance	performance	NOUN
ajsts-4488	222	8	of	of	ADP
ajsts-4488	222	9	73.84	73.84	NUM
ajsts-4488	222	10	%	%	NOUN
ajsts-4488	222	11	showing	show	VERB
ajsts-4488	222	12	lower	low	ADJ
ajsts-4488	222	13	ability	ability	NOUN
ajsts-4488	222	14	in	in	ADP
ajsts-4488	222	15	categorizing	categorize	VERB
ajsts-4488	222	16	the	the	DET
ajsts-4488	222	17	intrusion	intrusion	NOUN
ajsts-4488	222	18	and	and	CCONJ
ajsts-4488	222	19	less	less	ADJ
ajsts-4488	222	20	flexibility	flexibility	NOUN
ajsts-4488	222	21	to	to	PART
ajsts-4488	222	22	learn	learn	VERB
ajsts-4488	222	23	the	the	DET
ajsts-4488	222	24	new	new	ADJ
ajsts-4488	222	25	patterns	pattern	NOUN
ajsts-4488	222	26	of	of	ADP
ajsts-4488	222	27	different	different	ADJ
ajsts-4488	222	28	attacks	attack	NOUN
ajsts-4488	222	29	in	in	ADP
ajsts-4488	222	30	the	the	DET
ajsts-4488	222	31	network	network	NOUN
ajsts-4488	222	32	.	.	PUNCT
ajsts-4488	223	1	with	with	ADP
ajsts-4488	223	2	these	these	DET
ajsts-4488	223	3	results	result	NOUN
ajsts-4488	223	4	,	,	PUNCT
ajsts-4488	223	5	i	i	PRON
ajsts-4488	223	6	found	find	VERB
ajsts-4488	223	7	out	out	ADP
ajsts-4488	223	8	that	that	SCONJ
ajsts-4488	223	9	random	random	ADJ
ajsts-4488	223	10	forest	forest	NOUN
ajsts-4488	223	11	is	be	AUX
ajsts-4488	223	12	the	the	DET
ajsts-4488	223	13	best	good	ADJ
ajsts-4488	223	14	algorithm	algorithm	NOUN
ajsts-4488	223	15	ai	ai	VERB
ajsts-4488	223	16	tool	tool	NOUN
ajsts-4488	223	17	in	in	ADP
ajsts-4488	223	18	a	a	DET
ajsts-4488	223	19	process	process	NOUN
ajsts-4488	223	20	of	of	ADP
ajsts-4488	223	21	cybersecurity	cybersecurity	NOUN
ajsts-4488	223	22	threat	threat	NOUN
ajsts-4488	223	23	detection	detection	NOUN
ajsts-4488	223	24	since	since	SCONJ
ajsts-4488	223	25	it	it	PRON
ajsts-4488	223	26	yields	yield	VERB
ajsts-4488	223	27	high	high	ADJ
ajsts-4488	223	28	accuracy	accuracy	NOUN
ajsts-4488	223	29	,	,	PUNCT
ajsts-4488	223	30	versatility	versatility	NOUN
ajsts-4488	223	31	,	,	PUNCT
ajsts-4488	223	32	and	and	CCONJ
ajsts-4488	223	33	minimal	minimal	ADJ
ajsts-4488	223	34	numbers	number	NOUN
ajsts-4488	223	35	of	of	ADP
ajsts-4488	223	36	false	false	ADJ
ajsts-4488	223	37	alarms	alarm	NOUN
ajsts-4488	223	38	to	to	PART
ajsts-4488	223	39	improve	improve	VERB
ajsts-4488	223	40	the	the	DET
ajsts-4488	223	41	strength	strength	NOUN
ajsts-4488	223	42	on	on	ADP
ajsts-4488	223	43	the	the	DET
ajsts-4488	223	44	existing	exist	VERB
ajsts-4488	223	45	security	security	NOUN
ajsts-4488	223	46	systems	system	NOUN
ajsts-4488	223	47	.	.	PUNCT
ajsts-4488	224	1	table	table	NOUN
ajsts-4488	224	2	3	3	NUM
ajsts-4488	224	3	:	:	PUNCT
ajsts-4488	224	4	machine	machine	NOUN
ajsts-4488	224	5	learning	learning	NOUN
ajsts-4488	224	6	model	model	NOUN
ajsts-4488	224	7	evaluation	evaluation	NOUN
ajsts-4488	224	8	model	model	NOUN
ajsts-4488	224	9	accuracy	accuracy	NOUN
ajsts-4488	224	10	precision	precision	NOUN
ajsts-4488	224	11	recall	recall	NOUN
ajsts-4488	224	12	f1	f1	PROPN
ajsts-4488	224	13	score	score	NOUN
ajsts-4488	224	14	1	1	NUM
ajsts-4488	224	15	random	random	ADJ
ajsts-4488	224	16	forest	forest	NOUN
ajsts-4488	224	17	0.896750524	0.896750524	NUM
ajsts-4488	224	18	0.912056089	0.912056089	NUM
ajsts-4488	224	19	0.896750524	0.896750524	NUM
ajsts-4488	224	20	0.894686079	0.894686079	NUM
ajsts-4488	224	21	2	2	NUM
ajsts-4488	224	22	support	support	NOUN
ajsts-4488	224	23	vector	vector	NOUN
ajsts-4488	224	24	machine	machine	NOUN
ajsts-4488	224	25	0.738469602	0.738469602	NUM
ajsts-4488	224	26	0.739909799	0.739909799	NUM
ajsts-4488	225	1	0.738469602	0.738469602	NUM
ajsts-4488	225	2	0.735371083	0.735371083	NUM
ajsts-4488	225	3	3	3	NUM
ajsts-4488	225	4	decision	decision	NOUN
ajsts-4488	225	5	tree	tree	NOUN
ajsts-4488	225	6	0.823899371	0.823899371	NUM
ajsts-4488	225	7	0.824209373	0.824209373	NUM
ajsts-4488	225	8	0.823899371	0.823899371	NUM
ajsts-4488	225	9	0.824009878	0.824009878	NUM
ajsts-4488	225	10	by	by	ADP
ajsts-4488	225	11	using	use	VERB
ajsts-4488	225	12	optimum	optimum	ADJ
ajsts-4488	225	13	random	random	ADJ
ajsts-4488	225	14	forest	forest	NOUN
ajsts-4488	226	1	,	,	PUNCT
ajsts-4488	226	2	the	the	DET
ajsts-4488	226	3	feature	feature	NOUN
ajsts-4488	226	4	ranking	ranking	NOUN
ajsts-4488	226	5	provides	provide	VERB
ajsts-4488	226	6	the	the	DET
ajsts-4488	226	7	desired	desire	VERB
ajsts-4488	226	8	profit	profit	NOUN
ajsts-4488	226	9	optimization	optimization	NOUN
ajsts-4488	226	10	in	in	ADP
ajsts-4488	226	11	the	the	DET
ajsts-4488	226	12	case	case	NOUN
ajsts-4488	226	13	of	of	ADP
ajsts-4488	226	14	the	the	DET
ajsts-4488	226	15	table	table	NOUN
ajsts-4488	226	16	04	04	NUM
ajsts-4488	226	17	cybersecurity	cybersecurity	NOUN
ajsts-4488	226	18	threat	threat	NOUN
ajsts-4488	226	19	identification	identification	NOUN
ajsts-4488	226	20	;	;	PUNCT
ajsts-4488	226	21	it	it	PRON
ajsts-4488	226	22	has	have	AUX
ajsts-4488	226	23	confirmed	confirm	VERB
ajsts-4488	226	24	the	the	DET
ajsts-4488	226	25	exemplary	exemplary	ADJ
ajsts-4488	226	26	accuracy	accuracy	NOUN
ajsts-4488	226	27	of	of	ADP
ajsts-4488	226	28	89.51	89.51	NUM
ajsts-4488	226	29	%	%	NOUN
ajsts-4488	226	30	that	that	PRON
ajsts-4488	226	31	shows	show	VERB
ajsts-4488	226	32	slight	slight	ADJ
ajsts-4488	226	33	improvement	improvement	NOUN
ajsts-4488	226	34	over	over	ADP
ajsts-4488	226	35	the	the	DET
ajsts-4488	226	36	base	base	NOUN
ajsts-4488	226	37	model	model	NOUN
ajsts-4488	226	38	.	.	PUNCT
ajsts-4488	227	1	this	this	PRON
ajsts-4488	227	2	minimizes	minimize	VERB
ajsts-4488	227	3	false	false	ADJ
ajsts-4488	227	4	positives	positive	NOUN
ajsts-4488	227	5	and	and	CCONJ
ajsts-4488	227	6	increases	increase	VERB
ajsts-4488	227	7	the	the	DET
ajsts-4488	227	8	accuracy	accuracy	NOUN
ajsts-4488	227	9	of	of	ADP
ajsts-4488	227	10	how	how	SCONJ
ajsts-4488	227	11	the	the	DET
ajsts-4488	227	12	actual	actual	ADJ
ajsts-4488	227	13	pa	pa	PROPN
ajsts-4488	227	14	ge	ge	PROPN
ajsts-4488	227	15	45	45	NUM
ajsts-4488	227	16	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	227	17	am	be	AUX
ajsts-4488	227	18	.	.	PUNCT
ajsts-4488	228	1	j.	j.	PROPN
ajsts-4488	228	2	smart	smart	PROPN
ajsts-4488	228	3	.	.	PUNCT
ajsts-4488	229	1	technol	technol	PROPN
ajsts-4488	229	2	.	.	PUNCT
ajsts-4488	229	3	solutions	solution	NOUN
ajsts-4488	229	4	4(1	4(1	NOUN
ajsts-4488	229	5	)	)	PUNCT
ajsts-4488	229	6	37	37	NUM
ajsts-4488	229	7	-	-	SYM
ajsts-4488	229	8	48	48	NUM
ajsts-4488	229	9	,	,	PUNCT
ajsts-4488	229	10	2025	2025	NUM
ajsts-4488	229	11	threats	threat	NOUN
ajsts-4488	229	12	are	be	AUX
ajsts-4488	229	13	classified	classify	VERB
ajsts-4488	229	14	by	by	ADP
ajsts-4488	229	15	the	the	DET
ajsts-4488	229	16	model	model	NOUN
ajsts-4488	229	17	,	,	PUNCT
ajsts-4488	229	18	with	with	ADP
ajsts-4488	229	19	a	a	DET
ajsts-4488	229	20	percentage	percentage	NOUN
ajsts-4488	229	21	of	of	ADP
ajsts-4488	229	22	91.2	91.2	NUM
ajsts-4488	229	23	%	%	NOUN
ajsts-4488	229	24	,	,	PUNCT
ajsts-4488	229	25	as	as	SCONJ
ajsts-4488	229	26	shown	show	VERB
ajsts-4488	229	27	in	in	ADP
ajsts-4488	229	28	figure	figure	NOUN
ajsts-4488	229	29	03	03	NUM
ajsts-4488	229	30	.	.	PUNCT
ajsts-4488	230	1	also	also	ADV
ajsts-4488	230	2	,	,	PUNCT
ajsts-4488	230	3	its	its	PRON
ajsts-4488	230	4	89.51	89.51	NUM
ajsts-4488	230	5	%	%	NOUN
ajsts-4488	230	6	reliability	reliability	NOUN
ajsts-4488	230	7	is	be	AUX
ajsts-4488	230	8	vital	vital	ADJ
ajsts-4488	230	9	in	in	ADP
ajsts-4488	230	10	determining	determine	VERB
ajsts-4488	230	11	the	the	DET
ajsts-4488	230	12	real	real	ADJ
ajsts-4488	230	13	cyberattacks	cyberattack	NOUN
ajsts-4488	230	14	,	,	PUNCT
ajsts-4488	230	15	signifying	signify	VERB
ajsts-4488	230	16	that	that	SCONJ
ajsts-4488	230	17	fewer	few	ADJ
ajsts-4488	230	18	threats	threat	NOUN
ajsts-4488	230	19	are	be	AUX
ajsts-4488	230	20	likely	likely	ADJ
ajsts-4488	230	21	to	to	PART
ajsts-4488	230	22	go	go	VERB
ajsts-4488	230	23	unnoticed	unnoticed	ADJ
ajsts-4488	230	24	.	.	PUNCT
ajsts-4488	231	1	the	the	DET
ajsts-4488	231	2	f1	f1	PROPN
ajsts-4488	231	3	score	score	NOUN
ajsts-4488	231	4	of	of	ADP
ajsts-4488	231	5	89.29	89.29	NUM
ajsts-4488	231	6	is	be	AUX
ajsts-4488	231	7	also	also	ADV
ajsts-4488	231	8	an	an	DET
ajsts-4488	231	9	ideal	ideal	ADJ
ajsts-4488	231	10	depiction	depiction	NOUN
ajsts-4488	231	11	of	of	ADP
ajsts-4488	231	12	the	the	DET
ajsts-4488	231	13	model	model	NOUN
ajsts-4488	231	14	with	with	ADP
ajsts-4488	231	15	balanced	balanced	ADJ
ajsts-4488	231	16	precision	precision	NOUN
ajsts-4488	231	17	as	as	ADV
ajsts-4488	231	18	well	well	ADV
ajsts-4488	231	19	as	as	ADP
ajsts-4488	231	20	the	the	DET
ajsts-4488	231	21	recall	recall	NOUN
ajsts-4488	231	22	.	.	PUNCT
ajsts-4488	232	1	despite	despite	SCONJ
ajsts-4488	232	2	these	these	DET
ajsts-4488	232	3	scores	score	NOUN
ajsts-4488	232	4	as	as	SCONJ
ajsts-4488	232	5	appearing	appear	VERB
ajsts-4488	232	6	quite	quite	ADV
ajsts-4488	232	7	marginal	marginal	ADJ
ajsts-4488	232	8	,	,	PUNCT
ajsts-4488	232	9	these	these	DET
ajsts-4488	232	10	findings	finding	NOUN
ajsts-4488	232	11	stand	stand	VERB
ajsts-4488	232	12	testament	testament	NOUN
ajsts-4488	232	13	that	that	SCONJ
ajsts-4488	232	14	random	random	ADJ
ajsts-4488	232	15	forest	forest	NOUN
ajsts-4488	232	16	remains	remain	VERB
ajsts-4488	232	17	the	the	DET
ajsts-4488	232	18	best	good	ADJ
ajsts-4488	232	19	ai	ai	NOUN
ajsts-4488	232	20	model	model	NOUN
ajsts-4488	232	21	for	for	ADP
ajsts-4488	232	22	cybersecurity	cybersecurity	NOUN
ajsts-4488	232	23	threat	threat	NOUN
ajsts-4488	232	24	detection	detection	NOUN
ajsts-4488	232	25	due	due	ADP
ajsts-4488	232	26	to	to	ADP
ajsts-4488	232	27	the	the	DET
ajsts-4488	232	28	flexibility	flexibility	NOUN
ajsts-4488	232	29	it	it	PRON
ajsts-4488	232	30	provides	provide	VERB
ajsts-4488	232	31	to	to	ADP
ajsts-4488	232	32	developers	developer	NOUN
ajsts-4488	232	33	;	;	PUNCT
ajsts-4488	232	34	the	the	DET
ajsts-4488	232	35	enhancement	enhancement	NOUN
ajsts-4488	232	36	it	it	PRON
ajsts-4488	232	37	brings	bring	VERB
ajsts-4488	232	38	in	in	ADP
ajsts-4488	232	39	threat	threat	NOUN
ajsts-4488	232	40	categorization	categorization	NOUN
ajsts-4488	232	41	;	;	PUNCT
ajsts-4488	232	42	and	and	CCONJ
ajsts-4488	232	43	the	the	DET
ajsts-4488	232	44	resilience	resilience	NOUN
ajsts-4488	232	45	it	it	PRON
ajsts-4488	232	46	offers	offer	VERB
ajsts-4488	232	47	in	in	ADP
ajsts-4488	232	48	threat	threat	NOUN
ajsts-4488	232	49	analysis	analysis	NOUN
ajsts-4488	232	50	.	.	PUNCT
ajsts-4488	233	1	figure	figure	NOUN
ajsts-4488	233	2	2	2	NUM
ajsts-4488	233	3	:	:	PUNCT
ajsts-4488	233	4	machine	machine	NOUN
ajsts-4488	233	5	learning	learning	NOUN
ajsts-4488	233	6	model	model	NOUN
ajsts-4488	233	7	evaluation	evaluation	NOUN
ajsts-4488	233	8	table	table	NOUN
ajsts-4488	233	9	4	4	NUM
ajsts-4488	233	10	:	:	PUNCT
ajsts-4488	233	11	machine	machine	NOUN
ajsts-4488	233	12	learning	learning	NOUN
ajsts-4488	233	13	model	model	NOUN
ajsts-4488	233	14	evaluation	evaluation	NOUN
ajsts-4488	233	15	(	(	PUNCT
ajsts-4488	233	16	optimized	optimize	VERB
ajsts-4488	233	17	)	)	PUNCT
ajsts-4488	233	18	model	model	NOUN
ajsts-4488	233	19	accuracy	accuracy	NOUN
ajsts-4488	233	20	precision	precision	NOUN
ajsts-4488	233	21	recall	recall	NOUN
ajsts-4488	233	22	f1	f1	PROPN
ajsts-4488	233	23	score	score	NOUN
ajsts-4488	233	24	1	1	NUM
ajsts-4488	233	25	random	random	ADJ
ajsts-4488	233	26	forest	forest	NOUN
ajsts-4488	233	27	0.896750524	0.896750524	NUM
ajsts-4488	233	28	0.912056089	0.912056089	NUM
ajsts-4488	233	29	0.896750524	0.896750524	NUM
ajsts-4488	233	30	0.89468608	0.89468608	NUM
ajsts-4488	233	31	2	2	NUM
ajsts-4488	233	32	support	support	NOUN
ajsts-4488	233	33	vector	vector	NOUN
ajsts-4488	233	34	machine	machine	NOUN
ajsts-4488	233	35	0.738469602	0.738469602	NUM
ajsts-4488	234	1	0.739909799	0.739909799	NUM
ajsts-4488	234	2	0.738469602	0.738469602	NUM
ajsts-4488	234	3	0.73537108	0.73537108	NUM
ajsts-4488	234	4	3	3	NUM
ajsts-4488	234	5	decision	decision	NOUN
ajsts-4488	234	6	tree	tree	NOUN
ajsts-4488	234	7	0.823899371	0.823899371	NUM
ajsts-4488	234	8	0.824209373	0.824209373	NUM
ajsts-4488	234	9	0.823899371	0.823899371	NUM
ajsts-4488	234	10	0.82400988	0.82400988	NUM
ajsts-4488	234	11	4	4	NUM
ajsts-4488	234	12	optimized	optimize	VERB
ajsts-4488	234	13	random	random	ADJ
ajsts-4488	234	14	forest	forest	NOUN
ajsts-4488	234	15	0.895178197	0.895178197	NUM
ajsts-4488	234	16	0.912057714	0.912057714	NUM
ajsts-4488	234	17	0.895178197	0.895178197	NUM
ajsts-4488	234	18	0.89292544	0.89292544	NUM
ajsts-4488	234	19	figure	figure	NOUN
ajsts-4488	234	20	3	3	NUM
ajsts-4488	234	21	:	:	PUNCT
ajsts-4488	234	22	machine	machine	NOUN
ajsts-4488	234	23	learning	learning	NOUN
ajsts-4488	234	24	model	model	NOUN
ajsts-4488	234	25	evaluation	evaluation	NOUN
ajsts-4488	234	26	(	(	PUNCT
ajsts-4488	234	27	optimized	optimize	VERB
ajsts-4488	234	28	)	)	PUNCT
ajsts-4488	234	29	the	the	DET
ajsts-4488	234	30	optimized	optimize	VERB
ajsts-4488	234	31	random	random	ADJ
ajsts-4488	234	32	forest	forest	NOUN
ajsts-4488	234	33	(	(	PUNCT
ajsts-4488	234	34	figure	figure	NOUN
ajsts-4488	234	35	04	04	NUM
ajsts-4488	234	36	)	)	PUNCT
ajsts-4488	234	37	has	have	AUX
ajsts-4488	234	38	discovered	discover	VERB
ajsts-4488	234	39	new	new	ADJ
ajsts-4488	234	40	features	feature	NOUN
ajsts-4488	234	41	that	that	PRON
ajsts-4488	234	42	affect	affect	VERB
ajsts-4488	234	43	cyber	cyber	NOUN
ajsts-4488	234	44	threats	threat	NOUN
ajsts-4488	234	45	detection	detection	NOUN
ajsts-4488	234	46	and	and	CCONJ
ajsts-4488	234	47	therefore	therefore	ADV
ajsts-4488	234	48	suggesting	suggest	VERB
ajsts-4488	234	49	better	well	ADJ
ajsts-4488	234	50	and	and	CCONJ
ajsts-4488	234	51	fast	fast	ADJ
ajsts-4488	234	52	means	mean	NOUN
ajsts-4488	234	53	of	of	ADP
ajsts-4488	234	54	improving	improve	VERB
ajsts-4488	234	55	security	security	NOUN
ajsts-4488	234	56	.	.	PUNCT
ajsts-4488	235	1	out	out	ADP
ajsts-4488	235	2	of	of	ADP
ajsts-4488	235	3	these	these	DET
ajsts-4488	235	4	factors	factor	NOUN
ajsts-4488	235	5	,	,	PUNCT
ajsts-4488	235	6	ip	ip	DET
ajsts-4488	235	7	reputation	reputation	NOUN
ajsts-4488	235	8	score	score	NOUN
ajsts-4488	235	9	was	be	AUX
ajsts-4488	235	10	decisive	decisive	ADJ
ajsts-4488	235	11	since	since	SCONJ
ajsts-4488	235	12	the	the	DET
ajsts-4488	235	13	bad	bad	ADJ
ajsts-4488	235	14	ips	ip	NOUN
ajsts-4488	235	15	are	be	AUX
ajsts-4488	235	16	an	an	DET
ajsts-4488	235	17	indication	indication	NOUN
ajsts-4488	235	18	of	of	ADP
ajsts-4488	235	19	their	their	PRON
ajsts-4488	235	20	possible	possible	ADJ
ajsts-4488	235	21	malicious	malicious	ADJ
ajsts-4488	235	22	activities	activity	NOUN
ajsts-4488	235	23	and	and	CCONJ
ajsts-4488	235	24	cyber	cyber	NOUN
ajsts-4488	235	25	threats	threat	NOUN
ajsts-4488	235	26	.	.	PUNCT
ajsts-4488	236	1	other	other	ADJ
ajsts-4488	236	2	session	session	NOUN
ajsts-4488	236	3	parameters	parameter	NOUN
ajsts-4488	236	4	include	include	VERB
ajsts-4488	236	5	:	:	PUNCT
ajsts-4488	236	6	session	session	NOUN
ajsts-4488	236	7	duration	duration	NOUN
ajsts-4488	236	8	is	be	AUX
ajsts-4488	236	9	also	also	ADV
ajsts-4488	236	10	very	very	ADV
ajsts-4488	236	11	important	important	ADJ
ajsts-4488	236	12	;	;	PUNCT
ajsts-4488	236	13	most	most	ADJ
ajsts-4488	236	14	sessions	session	NOUN
ajsts-4488	236	15	are	be	AUX
ajsts-4488	236	16	short	short	ADJ
ajsts-4488	236	17	sessions	session	NOUN
ajsts-4488	236	18	indicating	indicate	VERB
ajsts-4488	236	19	bots	bot	NOUN
ajsts-4488	236	20	or	or	CCONJ
ajsts-4488	236	21	attempts	attempt	NOUN
ajsts-4488	236	22	to	to	PART
ajsts-4488	236	23	hack	hack	VERB
ajsts-4488	236	24	the	the	DET
ajsts-4488	236	25	site	site	NOUN
ajsts-4488	236	26	’s	’s	PART
ajsts-4488	236	27	login	login	NOUN
ajsts-4488	236	28	section	section	NOUN
ajsts-4488	236	29	.	.	PUNCT
ajsts-4488	237	1	also	also	ADV
ajsts-4488	237	2	,	,	PUNCT
ajsts-4488	237	3	the	the	DET
ajsts-4488	237	4	failed	fail	VERB
ajsts-4488	237	5	login	login	NOUN
ajsts-4488	237	6	records	record	NOUN
ajsts-4488	237	7	are	be	AUX
ajsts-4488	237	8	useful	useful	ADJ
ajsts-4488	237	9	to	to	PART
ajsts-4488	237	10	identify	identify	VERB
ajsts-4488	237	11	the	the	DET
ajsts-4488	237	12	brute	brute	ADJ
ajsts-4488	237	13	force	force	NOUN
ajsts-4488	237	14	attacks	attack	NOUN
ajsts-4488	237	15	and	and	CCONJ
ajsts-4488	237	16	credential	credential	ADJ
ajsts-4488	237	17	stuffing	stuffing	NOUN
ajsts-4488	237	18	attempts	attempt	NOUN
ajsts-4488	237	19	to	to	PART
ajsts-4488	237	20	mean	mean	VERB
ajsts-4488	237	21	unauthorized	unauthorized	ADJ
ajsts-4488	237	22	access	access	NOUN
ajsts-4488	237	23	attempts	attempt	NOUN
ajsts-4488	237	24	.	.	PUNCT
ajsts-4488	238	1	the	the	DET
ajsts-4488	238	2	network	network	NOUN
ajsts-4488	238	3	packet	packet	NOUN
ajsts-4488	238	4	size	size	NOUN
ajsts-4488	238	5	is	be	AUX
ajsts-4488	238	6	another	another	DET
ajsts-4488	238	7	critical	critical	ADJ
ajsts-4488	238	8	factor	factor	NOUN
ajsts-4488	238	9	because	because	SCONJ
ajsts-4488	238	10	large	large	ADJ
ajsts-4488	238	11	packet	packet	NOUN
ajsts-4488	238	12	transfers	transfer	NOUN
ajsts-4488	238	13	are	be	AUX
ajsts-4488	238	14	mainly	mainly	ADV
ajsts-4488	238	15	linked	link	VERB
ajsts-4488	238	16	with	with	ADP
ajsts-4488	238	17	distributed	distributed	ADJ
ajsts-4488	238	18	denial	denial	NOUN
ajsts-4488	238	19	-	-	PUNCT
ajsts-4488	238	20	of	of	ADP
ajsts-4488	238	21	-	-	PUNCT
ajsts-4488	238	22	service	service	NOUN
ajsts-4488	238	23	(	(	PUNCT
ajsts-4488	238	24	ddos	ddo	NOUN
ajsts-4488	238	25	)	)	PUNCT
ajsts-4488	238	26	pa	pa	PROPN
ajsts-4488	238	27	ge	ge	PROPN
ajsts-4488	238	28	46	46	NUM
ajsts-4488	238	29	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	238	30	am	be	AUX
ajsts-4488	238	31	.	.	PUNCT
ajsts-4488	239	1	j.	j.	PROPN
ajsts-4488	239	2	smart	smart	PROPN
ajsts-4488	239	3	.	.	PUNCT
ajsts-4488	240	1	technol	technol	PROPN
ajsts-4488	240	2	.	.	PUNCT
ajsts-4488	240	3	solutions	solution	NOUN
ajsts-4488	240	4	4(1	4(1	NOUN
ajsts-4488	240	5	)	)	PUNCT
ajsts-4488	240	6	37	37	NUM
ajsts-4488	240	7	-	-	SYM
ajsts-4488	240	8	48	48	NUM
ajsts-4488	240	9	,	,	PUNCT
ajsts-4488	240	10	2025	2025	NUM
ajsts-4488	240	11	attacks	attack	NOUN
ajsts-4488	240	12	.	.	PUNCT
ajsts-4488	241	1	lastly	lastly	ADV
ajsts-4488	241	2	,	,	PUNCT
ajsts-4488	241	3	the	the	DET
ajsts-4488	241	4	encryption	encryption	NOUN
ajsts-4488	241	5	type	type	NOUN
ajsts-4488	241	6	used	use	VERB
ajsts-4488	241	7	in	in	ADP
ajsts-4488	241	8	network	network	NOUN
ajsts-4488	241	9	traffic	traffic	NOUN
ajsts-4488	241	10	can	can	AUX
ajsts-4488	241	11	also	also	ADV
ajsts-4488	241	12	be	be	AUX
ajsts-4488	241	13	of	of	ADP
ajsts-4488	241	14	paramount	paramount	ADJ
ajsts-4488	241	15	importance	importance	NOUN
ajsts-4488	241	16	because	because	SCONJ
ajsts-4488	241	17	some	some	DET
ajsts-4488	241	18	encryption	encryption	NOUN
ajsts-4488	241	19	types	type	NOUN
ajsts-4488	241	20	is	be	AUX
ajsts-4488	241	21	preferred	prefer	VERB
ajsts-4488	241	22	by	by	ADP
ajsts-4488	241	23	intruders	intruder	NOUN
ajsts-4488	241	24	due	due	ADP
ajsts-4488	241	25	to	to	ADP
ajsts-4488	241	26	the	the	DET
ajsts-4488	241	27	fact	fact	NOUN
ajsts-4488	241	28	that	that	SCONJ
ajsts-4488	241	29	it	it	PRON
ajsts-4488	241	30	will	will	AUX
ajsts-4488	241	31	be	be	AUX
ajsts-4488	241	32	very	very	ADV
ajsts-4488	241	33	hard	hard	ADJ
ajsts-4488	241	34	to	to	PART
ajsts-4488	241	35	detect	detect	VERB
ajsts-4488	241	36	them	they	PRON
ajsts-4488	241	37	.	.	PUNCT
ajsts-4488	242	1	such	such	ADJ
ajsts-4488	242	2	studies	study	NOUN
ajsts-4488	242	3	uphold	uphold	VERB
ajsts-4488	242	4	the	the	DET
ajsts-4488	242	5	role	role	NOUN
ajsts-4488	242	6	of	of	ADP
ajsts-4488	242	7	applying	apply	VERB
ajsts-4488	242	8	artificial	artificial	ADJ
ajsts-4488	242	9	intelligence	intelligence	NOUN
ajsts-4488	242	10	in	in	ADP
ajsts-4488	242	11	detecting	detect	VERB
ajsts-4488	242	12	,	,	PUNCT
ajsts-4488	242	13	evaluating	evaluate	VERB
ajsts-4488	242	14	and	and	CCONJ
ajsts-4488	242	15	handling	handle	VERB
ajsts-4488	242	16	risks	risk	NOUN
ajsts-4488	242	17	before	before	SCONJ
ajsts-4488	242	18	they	they	PRON
ajsts-4488	242	19	develop	develop	VERB
ajsts-4488	242	20	into	into	ADP
ajsts-4488	242	21	main	main	ADJ
ajsts-4488	242	22	threats	threat	NOUN
ajsts-4488	242	23	to	to	ADP
ajsts-4488	242	24	an	an	DET
ajsts-4488	242	25	organization	organization	NOUN
ajsts-4488	242	26	’s	’s	PART
ajsts-4488	242	27	or	or	CCONJ
ajsts-4488	242	28	country	country	NOUN
ajsts-4488	242	29	’s	’s	PART
ajsts-4488	242	30	security	security	NOUN
ajsts-4488	242	31	.	.	PUNCT
ajsts-4488	243	1	figure	figure	VERB
ajsts-4488	243	2	4	4	NUM
ajsts-4488	243	3	:	:	PUNCT
ajsts-4488	243	4	feature	feature	VERB
ajsts-4488	243	5	importance	importance	NOUN
ajsts-4488	243	6	analysis	analysis	NOUN
ajsts-4488	243	7	(	(	PUNCT
ajsts-4488	243	8	optimized	optimize	VERB
ajsts-4488	243	9	random	random	ADJ
ajsts-4488	243	10	forest	forest	NOUN
ajsts-4488	243	11	)	)	PUNCT
ajsts-4488	244	1	the	the	DET
ajsts-4488	244	2	results	result	NOUN
ajsts-4488	244	3	revealed	reveal	VERB
ajsts-4488	244	4	in	in	ADP
ajsts-4488	244	5	table	table	NOUN
ajsts-4488	244	6	05	05	PRON
ajsts-4488	244	7	explained	explain	VERB
ajsts-4488	244	8	that	that	SCONJ
ajsts-4488	244	9	ai	ai	NOUN
ajsts-4488	244	10	-	-	PUNCT
ajsts-4488	244	11	based	base	VERB
ajsts-4488	244	12	security	security	NOUN
ajsts-4488	244	13	can	can	AUX
ajsts-4488	244	14	effectively	effectively	ADV
ajsts-4488	244	15	identify	identify	VERB
ajsts-4488	244	16	threats	threat	NOUN
ajsts-4488	244	17	more	more	ADV
ajsts-4488	244	18	quickly	quickly	ADV
ajsts-4488	244	19	and	and	CCONJ
ajsts-4488	244	20	wisely	wisely	ADV
ajsts-4488	244	21	than	than	ADP
ajsts-4488	244	22	traditional	traditional	ADJ
ajsts-4488	244	23	approaches	approach	NOUN
ajsts-4488	244	24	to	to	ADP
ajsts-4488	244	25	security	security	NOUN
ajsts-4488	244	26	.	.	PUNCT
ajsts-4488	245	1	while	while	SCONJ
ajsts-4488	245	2	conventional	conventional	ADJ
ajsts-4488	245	3	security	security	NOUN
ajsts-4488	245	4	strategies	strategy	NOUN
ajsts-4488	245	5	are	be	AUX
ajsts-4488	245	6	static	static	ADJ
ajsts-4488	245	7	and	and	CCONJ
ajsts-4488	245	8	requires	require	VERB
ajsts-4488	245	9	frequent	frequent	ADJ
ajsts-4488	245	10	updating	updating	NOUN
ajsts-4488	245	11	by	by	ADP
ajsts-4488	245	12	the	the	DET
ajsts-4488	245	13	programmer	programmer	NOUN
ajsts-4488	245	14	,	,	PUNCT
ajsts-4488	245	15	ai	ai	AUX
ajsts-4488	245	16	based	base	VERB
ajsts-4488	245	17	systems	system	NOUN
ajsts-4488	245	18	can	can	AUX
ajsts-4488	245	19	learn	learn	VERB
ajsts-4488	245	20	and	and	CCONJ
ajsts-4488	245	21	hence	hence	ADV
ajsts-4488	245	22	are	be	AUX
ajsts-4488	245	23	more	more	ADV
ajsts-4488	245	24	effective	effective	ADJ
ajsts-4488	245	25	against	against	ADP
ajsts-4488	245	26	new	new	ADJ
ajsts-4488	245	27	and	and	CCONJ
ajsts-4488	245	28	unknown	unknown	ADJ
ajsts-4488	245	29	threats	threat	NOUN
ajsts-4488	245	30	,	,	PUNCT
ajsts-4488	245	31	zero	zero	NUM
ajsts-4488	245	32	-	-	PUNCT
ajsts-4488	245	33	day	day	NOUN
ajsts-4488	245	34	threats	threat	NOUN
ajsts-4488	245	35	included	include	VERB
ajsts-4488	245	36	.	.	PUNCT
ajsts-4488	246	1	the	the	DET
ajsts-4488	246	2	traditional	traditional	ADJ
ajsts-4488	246	3	approaches	approach	NOUN
ajsts-4488	246	4	to	to	ADP
ajsts-4488	246	5	the	the	DET
ajsts-4488	246	6	definition	definition	NOUN
ajsts-4488	246	7	of	of	ADP
ajsts-4488	246	8	security	security	NOUN
ajsts-4488	246	9	rely	rely	VERB
ajsts-4488	246	10	on	on	ADP
ajsts-4488	246	11	threat	threat	NOUN
ajsts-4488	246	12	-	-	PUNCT
ajsts-4488	246	13	identifying	identify	VERB
ajsts-4488	246	14	rules	rule	NOUN
ajsts-4488	246	15	that	that	PRON
ajsts-4488	246	16	are	be	AUX
ajsts-4488	246	17	not	not	PART
ajsts-4488	246	18	efficient	efficient	ADJ
ajsts-4488	246	19	at	at	ADP
ajsts-4488	246	20	identifying	identify	VERB
ajsts-4488	246	21	unknown	unknown	ADJ
ajsts-4488	246	22	threats	threat	NOUN
ajsts-4488	246	23	,	,	PUNCT
ajsts-4488	246	24	as	as	ADV
ajsts-4488	246	25	well	well	ADV
ajsts-4488	246	26	as	as	ADP
ajsts-4488	246	27	are	be	AUX
ajsts-4488	246	28	prone	prone	ADJ
ajsts-4488	246	29	to	to	ADP
ajsts-4488	246	30	regular	regular	ADJ
ajsts-4488	246	31	updates	update	NOUN
ajsts-4488	246	32	,	,	PUNCT
ajsts-4488	246	33	which	which	PRON
ajsts-4488	246	34	leads	lead	VERB
ajsts-4488	246	35	to	to	ADP
ajsts-4488	246	36	overtime	overtime	NOUN
ajsts-4488	246	37	delays	delay	NOUN
ajsts-4488	246	38	at	at	ADP
ajsts-4488	246	39	best	well	ADV
ajsts-4488	246	40	and	and	CCONJ
ajsts-4488	246	41	,	,	PUNCT
ajsts-4488	246	42	at	at	ADP
ajsts-4488	246	43	worst	bad	ADJ
ajsts-4488	246	44	,	,	PUNCT
ajsts-4488	246	45	exposes	expose	VERB
ajsts-4488	246	46	the	the	DET
ajsts-4488	246	47	organizations	organization	NOUN
ajsts-4488	246	48	to	to	ADP
ajsts-4488	246	49	attacks	attack	NOUN
ajsts-4488	246	50	.	.	PUNCT
ajsts-4488	247	1	thus	thus	ADV
ajsts-4488	247	2	,	,	PUNCT
ajsts-4488	247	3	while	while	SCONJ
ajsts-4488	247	4	the	the	DET
ajsts-4488	247	5	use	use	NOUN
ajsts-4488	247	6	of	of	ADP
ajsts-4488	247	7	ai	ai	ADJ
ajsts-4488	247	8	-	-	PUNCT
ajsts-4488	247	9	driven	drive	VERB
ajsts-4488	247	10	models	model	NOUN
ajsts-4488	247	11	has	have	AUX
ajsts-4488	247	12	been	be	AUX
ajsts-4488	247	13	significantly	significantly	ADV
ajsts-4488	247	14	beneficial	beneficial	ADJ
ajsts-4488	247	15	in	in	ADP
ajsts-4488	247	16	the	the	DET
ajsts-4488	247	17	subdomain	subdomain	NOUN
ajsts-4488	247	18	,	,	PUNCT
ajsts-4488	247	19	the	the	DET
ajsts-4488	247	20	false	false	ADJ
ajsts-4488	247	21	positive	positive	ADJ
ajsts-4488	247	22	level	level	NOUN
ajsts-4488	247	23	is	be	AUX
ajsts-4488	247	24	considerably	considerably	ADV
ajsts-4488	247	25	smaller	small	ADJ
ajsts-4488	247	26	,	,	PUNCT
ajsts-4488	247	27	which	which	PRON
ajsts-4488	247	28	positively	positively	ADV
ajsts-4488	247	29	influences	influence	VERB
ajsts-4488	247	30	threat	threat	NOUN
ajsts-4488	247	31	categorization	categorization	NOUN
ajsts-4488	247	32	and	and	CCONJ
ajsts-4488	247	33	incident	incident	NOUN
ajsts-4488	247	34	handling	handling	NOUN
ajsts-4488	247	35	for	for	ADP
ajsts-4488	247	36	threat	threat	NOUN
ajsts-4488	247	37	neutralization	neutralization	NOUN
ajsts-4488	247	38	in	in	ADP
ajsts-4488	247	39	realtime	realtime	NOUN
ajsts-4488	247	40	.	.	PUNCT
ajsts-4488	248	1	these	these	DET
ajsts-4488	248	2	advancements	advancement	NOUN
ajsts-4488	248	3	make	make	VERB
ajsts-4488	248	4	the	the	DET
ajsts-4488	248	5	future	future	NOUN
ajsts-4488	248	6	of	of	ADP
ajsts-4488	248	7	artificial	artificial	ADJ
ajsts-4488	248	8	intelligence	intelligence	NOUN
ajsts-4488	248	9	in	in	ADP
ajsts-4488	248	10	cybersecurity	cybersecurity	NOUN
ajsts-4488	248	11	as	as	ADP
ajsts-4488	248	12	a	a	DET
ajsts-4488	248	13	games	game	NOUN
ajsts-4488	248	14	changer	changer	NOUN
ajsts-4488	248	15	for	for	ADP
ajsts-4488	248	16	the	the	DET
ajsts-4488	248	17	modern	modern	ADJ
ajsts-4488	248	18	firms	firm	NOUN
ajsts-4488	248	19	by	by	ADP
ajsts-4488	248	20	offering	offer	VERB
ajsts-4488	248	21	improved	improved	ADJ
ajsts-4488	248	22	solution	solution	NOUN
ajsts-4488	248	23	for	for	ADP
ajsts-4488	248	24	security	security	NOUN
ajsts-4488	248	25	threats	threat	NOUN
ajsts-4488	248	26	,	,	PUNCT
ajsts-4488	248	27	quick	quick	ADJ
ajsts-4488	248	28	response	response	NOUN
ajsts-4488	248	29	to	to	ADP
ajsts-4488	248	30	threats	threat	NOUN
ajsts-4488	248	31	and	and	CCONJ
ajsts-4488	248	32	proactively	proactively	ADV
ajsts-4488	248	33	protecting	protect	VERB
ajsts-4488	248	34	firms	firm	NOUN
ajsts-4488	248	35	from	from	ADP
ajsts-4488	248	36	sophisticated	sophisticated	ADJ
ajsts-4488	248	37	cyber	cyber	NOUN
ajsts-4488	248	38	threats	threat	NOUN
ajsts-4488	248	39	.	.	PUNCT
ajsts-4488	249	1	this	this	DET
ajsts-4488	249	2	research	research	NOUN
ajsts-4488	249	3	involved	involve	VERB
ajsts-4488	249	4	analyzing	analyze	VERB
ajsts-4488	249	5	the	the	DET
ajsts-4488	249	6	effectiveness	effectiveness	NOUN
ajsts-4488	249	7	of	of	ADP
ajsts-4488	249	8	table	table	NOUN
ajsts-4488	249	9	5	5	NUM
ajsts-4488	249	10	:	:	PUNCT
ajsts-4488	249	11	machine	machine	NOUN
ajsts-4488	249	12	learning	learning	NOUN
ajsts-4488	249	13	model	model	NOUN
ajsts-4488	249	14	evaluation	evaluation	NOUN
ajsts-4488	249	15	(	(	PUNCT
ajsts-4488	249	16	optimized	optimize	VERB
ajsts-4488	249	17	)	)	PUNCT
ajsts-4488	249	18	security	security	NOUN
ajsts-4488	249	19	approach	approach	NOUN
ajsts-4488	249	20	threat	threat	NOUN
ajsts-4488	249	21	detection	detection	NOUN
ajsts-4488	249	22	response	response	NOUN
ajsts-4488	249	23	time	time	NOUN
ajsts-4488	249	24	false	false	ADJ
ajsts-4488	249	25	positives	positive	NOUN
ajsts-4488	249	26	scalability	scalability	NOUN
ajsts-4488	249	27	zero	zero	NUM
ajsts-4488	249	28	-	-	PUNCT
ajsts-4488	249	29	day	day	NOUN
ajsts-4488	249	30	detection	detection	NOUN
ajsts-4488	249	31	signature	signature	NOUN
ajsts-4488	249	32	-	-	PUNCT
ajsts-4488	249	33	based	base	VERB
ajsts-4488	249	34	ids	id	NOUN
ajsts-4488	249	35	relies	rely	VERB
ajsts-4488	249	36	on	on	ADP
ajsts-4488	249	37	known	know	VERB
ajsts-4488	249	38	attack	attack	NOUN
ajsts-4488	249	39	patterns	pattern	NOUN
ajsts-4488	249	40	slower	slow	ADJ
ajsts-4488	249	41	(	(	PUNCT
ajsts-4488	249	42	manual	manual	ADJ
ajsts-4488	249	43	rule	rule	NOUN
ajsts-4488	249	44	updates	update	NOUN
ajsts-4488	249	45	)	)	PUNCT
ajsts-4488	249	46	high	high	ADJ
ajsts-4488	249	47	limited	limited	ADJ
ajsts-4488	249	48	weak	weak	ADJ
ajsts-4488	249	49	rule	rule	NOUN
ajsts-4488	249	50	-	-	PUNCT
ajsts-4488	249	51	based	base	VERB
ajsts-4488	249	52	firewalls	firewall	NOUN
ajsts-4488	249	53	blocks	block	VERB
ajsts-4488	249	54	pre	pre	ADJ
ajsts-4488	249	55	-	-	ADJ
ajsts-4488	249	56	defined	define	VERB
ajsts-4488	249	57	traffic	traffic	NOUN
ajsts-4488	249	58	patterns	pattern	NOUN
ajsts-4488	249	59	moderate	moderate	VERB
ajsts-4488	249	60	high	high	ADJ
ajsts-4488	249	61	low	low	ADJ
ajsts-4488	249	62	no	no	DET
ajsts-4488	249	63	detection	detection	NOUN
ajsts-4488	249	64	ai	ai	NOUN
ajsts-4488	249	65	-	-	PUNCT
ajsts-4488	249	66	powered	power	VERB
ajsts-4488	249	67	cybersecurity	cybersecurity	NOUN
ajsts-4488	249	68	learns	learn	VERB
ajsts-4488	249	69	attack	attack	NOUN
ajsts-4488	249	70	patterns	pattern	NOUN
ajsts-4488	249	71	in	in	ADP
ajsts-4488	249	72	real	real	ADJ
ajsts-4488	249	73	-	-	PUNCT
ajsts-4488	249	74	time	time	NOUN
ajsts-4488	249	75	fast	fast	ADJ
ajsts-4488	249	76	(	(	PUNCT
ajsts-4488	249	77	automated	automate	VERB
ajsts-4488	249	78	)	)	PUNCT
ajsts-4488	249	79	low	low	ADJ
ajsts-4488	249	80	high	high	ADJ
ajsts-4488	249	81	strong	strong	ADJ
ajsts-4488	249	82	ai	ai	VERB
ajsts-4488	249	83	cybersecurity	cybersecurity	NOUN
ajsts-4488	249	84	solutions	solution	NOUN
ajsts-4488	249	85	by	by	ADP
ajsts-4488	249	86	using	use	VERB
ajsts-4488	249	87	machine	machine	NOUN
ajsts-4488	249	88	learning	learn	VERB
ajsts-4488	249	89	algorithms	algorithm	NOUN
ajsts-4488	249	90	on	on	ADP
ajsts-4488	249	91	a	a	DET
ajsts-4488	249	92	real	real	ADJ
ajsts-4488	249	93	-	-	PUNCT
ajsts-4488	249	94	life	life	NOUN
ajsts-4488	249	95	set	set	NOUN
ajsts-4488	249	96	of	of	ADP
ajsts-4488	249	97	cybersecurity	cybersecurity	NOUN
ajsts-4488	249	98	data	datum	NOUN
ajsts-4488	249	99	with	with	ADP
ajsts-4488	249	100	an	an	DET
ajsts-4488	249	101	aim	aim	NOUN
ajsts-4488	249	102	of	of	ADP
ajsts-4488	249	103	identifying	identify	VERB
ajsts-4488	249	104	threats	threat	NOUN
ajsts-4488	249	105	and	and	CCONJ
ajsts-4488	249	106	analyzing	analyze	VERB
ajsts-4488	249	107	the	the	DET
ajsts-4488	249	108	performance	performance	NOUN
ajsts-4488	249	109	of	of	ADP
ajsts-4488	249	110	ai	ai	ADJ
ajsts-4488	249	111	security	security	NOUN
ajsts-4488	249	112	as	as	SCONJ
ajsts-4488	249	113	opposed	oppose	VERB
ajsts-4488	249	114	to	to	ADP
ajsts-4488	249	115	conventional	conventional	ADJ
ajsts-4488	249	116	security	security	NOUN
ajsts-4488	249	117	.	.	PUNCT
ajsts-4488	250	1	by	by	ADP
ajsts-4488	250	2	analyzing	analyze	VERB
ajsts-4488	250	3	the	the	DET
ajsts-4488	250	4	various	various	ADJ
ajsts-4488	250	5	models	model	NOUN
ajsts-4488	250	6	used	use	VERB
ajsts-4488	250	7	the	the	DET
ajsts-4488	250	8	research	research	NOUN
ajsts-4488	250	9	study	study	NOUN
ajsts-4488	250	10	was	be	AUX
ajsts-4488	250	11	able	able	ADJ
ajsts-4488	250	12	to	to	PART
ajsts-4488	250	13	establish	establish	VERB
ajsts-4488	250	14	that	that	DET
ajsts-4488	250	15	random	random	ADJ
ajsts-4488	250	16	forest	forest	NOUN
ajsts-4488	250	17	was	be	AUX
ajsts-4488	250	18	the	the	DET
ajsts-4488	250	19	best	good	ADJ
ajsts-4488	250	20	in	in	ADP
ajsts-4488	250	21	detecting	detect	VERB
ajsts-4488	250	22	cyber	cyber	NOUN
ajsts-4488	250	23	threats	threat	NOUN
ajsts-4488	250	24	with	with	ADP
ajsts-4488	250	25	an	an	DET
ajsts-4488	250	26	accuracy	accuracy	NOUN
ajsts-4488	250	27	level	level	NOUN
ajsts-4488	250	28	of	of	ADP
ajsts-4488	250	29	89.51	89.51	NUM
ajsts-4488	250	30	%	%	NOUN
ajsts-4488	250	31	as	as	SCONJ
ajsts-4488	250	32	indicated	indicate	VERB
ajsts-4488	250	33	in	in	ADP
ajsts-4488	250	34	the	the	DET
ajsts-4488	250	35	figure	figure	NOUN
ajsts-4488	250	36	05	05	NUM
ajsts-4488	250	37	.	.	PUNCT
ajsts-4488	251	1	the	the	DET
ajsts-4488	251	2	research	research	NOUN
ajsts-4488	251	3	proves	prove	VERB
ajsts-4488	251	4	that	that	SCONJ
ajsts-4488	251	5	the	the	DET
ajsts-4488	251	6	proposed	propose	VERB
ajsts-4488	251	7	ai	ai	NOUN
ajsts-4488	251	8	-	-	PUNCT
ajsts-4488	251	9	based	base	VERB
ajsts-4488	251	10	solution	solution	NOUN
ajsts-4488	251	11	is	be	AUX
ajsts-4488	251	12	more	more	ADV
ajsts-4488	251	13	effective	effective	ADJ
ajsts-4488	251	14	than	than	ADP
ajsts-4488	251	15	the	the	DET
ajsts-4488	251	16	existing	exist	VERB
ajsts-4488	251	17	analyses	analysis	NOUN
ajsts-4488	251	18	,	,	PUNCT
ajsts-4488	251	19	in	in	ADP
ajsts-4488	251	20	terms	term	NOUN
ajsts-4488	251	21	of	of	ADP
ajsts-4488	251	22	time	time	NOUN
ajsts-4488	251	23	,	,	PUNCT
ajsts-4488	251	24	efficiency	efficiency	NOUN
ajsts-4488	251	25	,	,	PUNCT
ajsts-4488	251	26	and	and	CCONJ
ajsts-4488	251	27	flexibility	flexibility	NOUN
ajsts-4488	251	28	against	against	ADP
ajsts-4488	251	29	new	new	ADJ
ajsts-4488	251	30	threats	threat	NOUN
ajsts-4488	251	31	.	.	PUNCT
ajsts-4488	252	1	it	it	PRON
ajsts-4488	252	2	also	also	ADV
ajsts-4488	252	3	pointed	point	VERB
ajsts-4488	252	4	out	out	ADP
ajsts-4488	252	5	factors	factor	NOUN
ajsts-4488	252	6	that	that	PRON
ajsts-4488	252	7	point	point	VERB
ajsts-4488	252	8	towards	towards	ADP
ajsts-4488	252	9	risk	risk	NOUN
ajsts-4488	252	10	that	that	PRON
ajsts-4488	252	11	are	be	AUX
ajsts-4488	252	12	significant	significant	ADJ
ajsts-4488	252	13	aid	aid	NOUN
ajsts-4488	252	14	in	in	ADP
ajsts-4488	252	15	identifying	identify	VERB
ajsts-4488	252	16	malicious	malicious	ADJ
ajsts-4488	252	17	activities	activity	NOUN
ajsts-4488	252	18	.	.	PUNCT
ajsts-4488	253	1	of	of	ADP
ajsts-4488	253	2	all	all	DET
ajsts-4488	253	3	the	the	DET
ajsts-4488	253	4	features	feature	NOUN
ajsts-4488	253	5	,	,	PUNCT
ajsts-4488	253	6	the	the	DET
ajsts-4488	253	7	ip	ip	NOUN
ajsts-4488	253	8	reputation	reputation	NOUN
ajsts-4488	253	9	score	score	NOUN
ajsts-4488	253	10	was	be	AUX
ajsts-4488	253	11	most	most	ADV
ajsts-4488	253	12	important	important	ADJ
ajsts-4488	253	13	since	since	SCONJ
ajsts-4488	253	14	the	the	DET
ajsts-4488	253	15	ip	ip	DET
ajsts-4488	253	16	addresses	address	NOUN
ajsts-4488	253	17	receive	receive	VERB
ajsts-4488	253	18	a	a	DET
ajsts-4488	253	19	high	high	ADJ
ajsts-4488	253	20	risk	risk	NOUN
ajsts-4488	253	21	measurement	measurement	NOUN
ajsts-4488	253	22	are	be	AUX
ajsts-4488	253	23	associated	associate	VERB
ajsts-4488	253	24	with	with	ADP
ajsts-4488	253	25	cyber	cyber	NOUN
ajsts-4488	253	26	attacks	attack	NOUN
ajsts-4488	253	27	.	.	PUNCT
ajsts-4488	254	1	the	the	DET
ajsts-4488	254	2	time	time	NOUN
ajsts-4488	254	3	spent	spend	VERB
ajsts-4488	254	4	on	on	ADP
ajsts-4488	254	5	the	the	DET
ajsts-4488	254	6	sessions	session	NOUN
ajsts-4488	254	7	also	also	ADV
ajsts-4488	254	8	,	,	PUNCT
ajsts-4488	254	9	was	be	AUX
ajsts-4488	254	10	an	an	DET
ajsts-4488	254	11	influential	influential	ADJ
ajsts-4488	254	12	factor	factor	NOUN
ajsts-4488	254	13	;	;	PUNCT
ajsts-4488	254	14	short	short	ADJ
ajsts-4488	254	15	sessions	session	NOUN
ajsts-4488	254	16	,	,	PUNCT
ajsts-4488	254	17	which	which	PRON
ajsts-4488	254	18	had	have	VERB
ajsts-4488	254	19	a	a	DET
ajsts-4488	254	20	high	high	ADJ
ajsts-4488	254	21	heap	heap	NOUN
ajsts-4488	254	22	traffic	traffic	NOUN
ajsts-4488	254	23	,	,	PUNCT
ajsts-4488	254	24	were	be	AUX
ajsts-4488	254	25	most	most	ADV
ajsts-4488	254	26	probably	probably	ADV
ajsts-4488	254	27	from	from	ADP
ajsts-4488	254	28	botnets	botnet	NOUN
ajsts-4488	254	29	.	.	PUNCT
ajsts-4488	255	1	moreover	moreover	ADV
ajsts-4488	255	2	,	,	PUNCT
ajsts-4488	255	3	variations	variation	NOUN
ajsts-4488	255	4	such	such	ADJ
ajsts-4488	255	5	as	as	ADP
ajsts-4488	255	6	failed	fail	VERB
ajsts-4488	255	7	logins	login	NOUN
ajsts-4488	255	8	pointed	point	VERB
ajsts-4488	255	9	at	at	ADP
ajsts-4488	255	10	brute	brute	ADJ
ajsts-4488	255	11	force	force	NOUN
ajsts-4488	255	12	attacks	attack	NOUN
ajsts-4488	255	13	or	or	CCONJ
ajsts-4488	255	14	attempts	attempt	NOUN
ajsts-4488	255	15	of	of	ADP
ajsts-4488	255	16	credential	credential	ADJ
ajsts-4488	255	17	stuffing	stuffing	NOUN
ajsts-4488	255	18	,	,	PUNCT
ajsts-4488	255	19	and	and	CCONJ
ajsts-4488	255	20	large	large	ADJ
ajsts-4488	255	21	values	value	NOUN
ajsts-4488	255	22	of	of	ADP
ajsts-4488	255	23	network	network	NOUN
ajsts-4488	255	24	packet	packet	NOUN
ajsts-4488	255	25	size	size	NOUN
ajsts-4488	255	26	were	be	AUX
ajsts-4488	255	27	typically	typically	ADV
ajsts-4488	255	28	an	an	DET
ajsts-4488	255	29	evidence	evidence	NOUN
ajsts-4488	255	30	of	of	ADP
ajsts-4488	255	31	ddos	ddos	NOUN
ajsts-4488	255	32	attacks	attack	NOUN
ajsts-4488	255	33	.	.	PUNCT
ajsts-4488	256	1	finally	finally	ADV
ajsts-4488	256	2	,	,	PUNCT
ajsts-4488	256	3	encryption	encryption	NOUN
ajsts-4488	256	4	type	type	NOUN
ajsts-4488	256	5	appeared	appear	VERB
ajsts-4488	256	6	as	as	ADP
ajsts-4488	256	7	one	one	NUM
ajsts-4488	256	8	other	other	ADJ
ajsts-4488	256	9	risk	risk	NOUN
ajsts-4488	256	10	factor	factor	NOUN
ajsts-4488	256	11	where	where	SCONJ
ajsts-4488	256	12	some	some	DET
ajsts-4488	256	13	encryption	encryption	NOUN
ajsts-4488	256	14	types	type	NOUN
ajsts-4488	256	15	are	be	AUX
ajsts-4488	256	16	often	often	ADV
ajsts-4488	256	17	employed	employ	VERB
ajsts-4488	256	18	by	by	ADP
ajsts-4488	256	19	hackers	hacker	NOUN
ajsts-4488	256	20	to	to	PART
ajsts-4488	256	21	avoid	avoid	VERB
ajsts-4488	256	22	being	be	AUX
ajsts-4488	256	23	detected	detect	VERB
ajsts-4488	256	24	.	.	PUNCT
ajsts-4488	257	1	these	these	DET
ajsts-4488	257	2	aspects	aspect	NOUN
ajsts-4488	257	3	support	support	VERB
ajsts-4488	257	4	the	the	DET
ajsts-4488	257	5	effectiveness	effectiveness	NOUN
ajsts-4488	257	6	of	of	ADP
ajsts-4488	257	7	integrated	integrate	VERB
ajsts-4488	257	8	ai	ai	NOUN
ajsts-4488	257	9	-	-	PUNCT
ajsts-4488	257	10	based	base	VERB
ajsts-4488	257	11	cybersecurity	cybersecurity	NOUN
ajsts-4488	257	12	arrangements	arrangement	NOUN
ajsts-4488	257	13	for	for	ADP
ajsts-4488	257	14	offering	offer	VERB
ajsts-4488	257	15	timely	timely	ADV
ajsts-4488	257	16	,	,	PUNCT
ajsts-4488	257	17	automated	automated	ADJ
ajsts-4488	257	18	and	and	CCONJ
ajsts-4488	257	19	accurate	accurate	ADJ
ajsts-4488	257	20	pa	pa	PROPN
ajsts-4488	257	21	ge	ge	PROPN
ajsts-4488	257	22	47	47	NUM
ajsts-4488	257	23	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	257	24	am	be	AUX
ajsts-4488	257	25	.	.	PUNCT
ajsts-4488	258	1	j.	j.	PROPN
ajsts-4488	258	2	smart	smart	PROPN
ajsts-4488	258	3	.	.	PUNCT
ajsts-4488	259	1	technol	technol	PROPN
ajsts-4488	259	2	.	.	PUNCT
ajsts-4488	259	3	solutions	solution	NOUN
ajsts-4488	259	4	4(1	4(1	NOUN
ajsts-4488	259	5	)	)	PUNCT
ajsts-4488	259	6	37	37	NUM
ajsts-4488	259	7	-	-	SYM
ajsts-4488	259	8	48	48	NUM
ajsts-4488	259	9	,	,	PUNCT
ajsts-4488	259	10	2025	2025	NUM
ajsts-4488	259	11	threat	threat	NOUN
ajsts-4488	259	12	detection	detection	NOUN
ajsts-4488	259	13	and	and	CCONJ
ajsts-4488	259	14	response	response	NOUN
ajsts-4488	259	15	strategies	strategy	NOUN
ajsts-4488	259	16	that	that	PRON
ajsts-4488	259	17	will	will	AUX
ajsts-4488	259	18	enable	enable	VERB
ajsts-4488	259	19	organizations	organization	NOUN
ajsts-4488	259	20	to	to	PART
ajsts-4488	259	21	overcome	overcome	VERB
ajsts-4488	259	22	existing	exist	VERB
ajsts-4488	259	23	and	and	CCONJ
ajsts-4488	259	24	emerging	emerge	VERB
ajsts-4488	259	25	cyber	cyber	NOUN
ajsts-4488	259	26	threats	threat	NOUN
ajsts-4488	259	27	.	.	PUNCT
ajsts-4488	260	1	business	business	NOUN
ajsts-4488	260	2	security	security	NOUN
ajsts-4488	260	3	recommendations	recommendation	NOUN
ajsts-4488	260	4	to	to	PART
ajsts-4488	260	5	enhance	enhance	VERB
ajsts-4488	260	6	cybersecurity	cybersecurity	NOUN
ajsts-4488	260	7	in	in	ADP
ajsts-4488	260	8	an	an	DET
ajsts-4488	260	9	organization	organization	NOUN
ajsts-4488	260	10	,	,	PUNCT
ajsts-4488	260	11	there	there	PRON
ajsts-4488	260	12	is	be	VERB
ajsts-4488	260	13	a	a	DET
ajsts-4488	260	14	need	need	NOUN
ajsts-4488	260	15	to	to	PART
ajsts-4488	260	16	integrate	integrate	VERB
ajsts-4488	260	17	artificial	artificial	ADJ
ajsts-4488	260	18	intelligence	intelligence	NOUN
ajsts-4488	260	19	solutions	solution	NOUN
ajsts-4488	260	20	as	as	ADP
ajsts-4488	260	21	a	a	DET
ajsts-4488	260	22	first	first	ADJ
ajsts-4488	260	23	line	line	NOUN
ajsts-4488	260	24	of	of	ADP
ajsts-4488	260	25	defense	defense	NOUN
ajsts-4488	260	26	to	to	PART
ajsts-4488	260	27	identify	identify	VERB
ajsts-4488	260	28	threats	threat	NOUN
ajsts-4488	260	29	such	such	ADJ
ajsts-4488	260	30	as	as	ADP
ajsts-4488	260	31	cyber	cyber	NOUN
ajsts-4488	260	32	threats	threat	NOUN
ajsts-4488	260	33	and	and	CCONJ
ajsts-4488	260	34	to	to	PART
ajsts-4488	260	35	implement	implement	VERB
ajsts-4488	260	36	measures	measure	NOUN
ajsts-4488	260	37	for	for	ADP
ajsts-4488	260	38	responding	respond	VERB
ajsts-4488	260	39	to	to	ADP
ajsts-4488	260	40	them	they	PRON
ajsts-4488	260	41	efficiently	efficiently	ADV
ajsts-4488	260	42	.	.	PUNCT
ajsts-4488	261	1	the	the	DET
ajsts-4488	261	2	former	former	ADJ
ajsts-4488	261	3	of	of	ADP
ajsts-4488	261	4	these	these	PRON
ajsts-4488	261	5	is	be	AUX
ajsts-4488	261	6	that	that	SCONJ
ajsts-4488	261	7	ai	ai	VERB
ajsts-4488	261	8	should	should	AUX
ajsts-4488	261	9	be	be	AUX
ajsts-4488	261	10	used	use	VERB
ajsts-4488	261	11	for	for	ADP
ajsts-4488	261	12	threat	threat	NOUN
ajsts-4488	261	13	detection	detection	NOUN
ajsts-4488	261	14	by	by	ADP
ajsts-4488	261	15	utilizing	utilize	VERB
ajsts-4488	261	16	random	random	ADJ
ajsts-4488	261	17	forest	forest	NOUN
ajsts-4488	261	18	anomaly	anomaly	NOUN
ajsts-4488	261	19	detection	detection	NOUN
ajsts-4488	261	20	to	to	PART
ajsts-4488	261	21	keep	keep	VERB
ajsts-4488	261	22	a	a	DET
ajsts-4488	261	23	constant	constant	ADJ
ajsts-4488	261	24	check	check	NOUN
ajsts-4488	261	25	on	on	ADP
ajsts-4488	261	26	the	the	DET
ajsts-4488	261	27	network	network	NOUN
ajsts-4488	261	28	and	and	CCONJ
ajsts-4488	261	29	prevent	prevent	VERB
ajsts-4488	261	30	threats	threat	NOUN
ajsts-4488	261	31	from	from	ADP
ajsts-4488	261	32	aggravating	aggravate	VERB
ajsts-4488	261	33	.	.	PUNCT
ajsts-4488	262	1	furthermore	furthermore	ADV
ajsts-4488	262	2	,	,	PUNCT
ajsts-4488	262	3	leaders	leader	NOUN
ajsts-4488	262	4	should	should	AUX
ajsts-4488	262	5	regularly	regularly	ADV
ajsts-4488	262	6	screen	screen	VERB
ajsts-4488	262	7	the	the	DET
ajsts-4488	262	8	ip	ip	NOUN
ajsts-4488	262	9	scores	score	NOUN
ajsts-4488	262	10	to	to	PART
ajsts-4488	262	11	find	find	VERB
ajsts-4488	262	12	out	out	ADP
ajsts-4488	262	13	the	the	DET
ajsts-4488	262	14	ip	ip	NOUN
ajsts-4488	262	15	that	that	PRON
ajsts-4488	262	16	is	be	AUX
ajsts-4488	262	17	a	a	DET
ajsts-4488	262	18	potential	potential	ADJ
ajsts-4488	262	19	security	security	NOUN
ajsts-4488	262	20	threat	threat	NOUN
ajsts-4488	262	21	and	and	CCONJ
ajsts-4488	262	22	then	then	ADV
ajsts-4488	262	23	deny	deny	VERB
ajsts-4488	262	24	its	its	PRON
ajsts-4488	262	25	access	access	NOUN
ajsts-4488	262	26	or	or	CCONJ
ajsts-4488	262	27	mark	mark	VERB
ajsts-4488	262	28	it	it	PRON
ajsts-4488	262	29	as	as	ADP
ajsts-4488	262	30	a	a	DET
ajsts-4488	262	31	potential	potential	ADJ
ajsts-4488	262	32	threat	threat	NOUN
ajsts-4488	262	33	.	.	PUNCT
ajsts-4488	263	1	there	there	PRON
ajsts-4488	263	2	should	should	AUX
ajsts-4488	263	3	also	also	ADV
ajsts-4488	263	4	be	be	AUX
ajsts-4488	263	5	automated	automate	VERB
ajsts-4488	263	6	response	response	NOUN
ajsts-4488	263	7	tactics	tactic	NOUN
ajsts-4488	263	8	that	that	PRON
ajsts-4488	263	9	enable	enable	VERB
ajsts-4488	263	10	ai	ai	VERB
ajsts-4488	263	11	to	to	PART
ajsts-4488	263	12	enable	enable	VERB
ajsts-4488	263	13	immediate	immediate	ADJ
ajsts-4488	263	14	counteraction	counteraction	NOUN
ajsts-4488	263	15	against	against	ADP
ajsts-4488	263	16	such	such	ADJ
ajsts-4488	263	17	traffic	traffic	NOUN
ajsts-4488	263	18	,	,	PUNCT
ajsts-4488	263	19	isolate	isolate	VERB
ajsts-4488	263	20	infected	infected	ADJ
ajsts-4488	263	21	devices	device	NOUN
ajsts-4488	263	22	,	,	PUNCT
ajsts-4488	263	23	and	and	CCONJ
ajsts-4488	263	24	inform	inform	VERB
ajsts-4488	263	25	the	the	DET
ajsts-4488	263	26	security	security	NOUN
ajsts-4488	263	27	teams	team	NOUN
ajsts-4488	263	28	automatically	automatically	ADV
ajsts-4488	263	29	.	.	PUNCT
ajsts-4488	264	1	in	in	ADP
ajsts-4488	264	2	addition	addition	NOUN
ajsts-4488	264	3	,	,	PUNCT
ajsts-4488	264	4	firewalls	firewall	NOUN
ajsts-4488	264	5	should	should	AUX
ajsts-4488	264	6	be	be	AUX
ajsts-4488	264	7	adaptive	adaptive	ADJ
ajsts-4488	264	8	with	with	ADP
ajsts-4488	264	9	artificial	artificial	ADJ
ajsts-4488	264	10	intelligence	intelligence	NOUN
ajsts-4488	264	11	that	that	PRON
ajsts-4488	264	12	allow	allow	VERB
ajsts-4488	264	13	the	the	DET
ajsts-4488	264	14	firewall	firewall	NOUN
ajsts-4488	264	15	to	to	PART
ajsts-4488	264	16	change	change	VERB
ajsts-4488	264	17	security	security	NOUN
ajsts-4488	264	18	measures	measure	NOUN
ajsts-4488	264	19	as	as	ADV
ajsts-4488	264	20	soon	soon	ADV
ajsts-4488	264	21	as	as	SCONJ
ajsts-4488	264	22	new	new	ADJ
ajsts-4488	264	23	threats	threat	NOUN
ajsts-4488	264	24	are	be	AUX
ajsts-4488	264	25	discovered	discover	VERB
ajsts-4488	264	26	to	to	PART
ajsts-4488	264	27	counter	counter	VERB
ajsts-4488	264	28	the	the	DET
ajsts-4488	264	29	new	new	ADJ
ajsts-4488	264	30	threats	threat	NOUN
ajsts-4488	264	31	since	since	SCONJ
ajsts-4488	264	32	lay	lie	VERB
ajsts-4488	264	33	down	down	ADP
ajsts-4488	264	34	defenses	defense	NOUN
ajsts-4488	264	35	might	might	AUX
ajsts-4488	264	36	not	not	PART
ajsts-4488	264	37	be	be	AUX
ajsts-4488	264	38	effective	effective	ADJ
ajsts-4488	264	39	.	.	PUNCT
ajsts-4488	265	1	lastly	lastly	ADV
ajsts-4488	265	2	,	,	PUNCT
ajsts-4488	265	3	the	the	DET
ajsts-4488	265	4	growing	grow	VERB
ajsts-4488	265	5	issue	issue	NOUN
ajsts-4488	265	6	of	of	ADP
ajsts-4488	265	7	false	false	ADJ
ajsts-4488	265	8	positives	positive	NOUN
ajsts-4488	265	9	should	should	AUX
ajsts-4488	265	10	be	be	AUX
ajsts-4488	265	11	resolved	resolve	VERB
ajsts-4488	265	12	by	by	ADP
ajsts-4488	265	13	running	run	VERB
ajsts-4488	265	14	the	the	DET
ajsts-4488	265	15	ai	ai	NOUN
ajsts-4488	265	16	-	-	PUNCT
ajsts-4488	265	17	based	base	VERB
ajsts-4488	265	18	security	security	NOUN
ajsts-4488	265	19	models	model	NOUN
ajsts-4488	265	20	on	on	ADP
ajsts-4488	265	21	regularly	regularly	ADV
ajsts-4488	265	22	updating	update	VERB
ajsts-4488	265	23	possible	possible	ADJ
ajsts-4488	265	24	external	external	ADJ
ajsts-4488	265	25	security	security	NOUN
ajsts-4488	265	26	threats	threat	NOUN
ajsts-4488	265	27	so	so	SCONJ
ajsts-4488	265	28	as	as	SCONJ
ajsts-4488	265	29	to	to	PART
ajsts-4488	265	30	give	give	VERB
ajsts-4488	265	31	more	more	ADV
ajsts-4488	265	32	accurate	accurate	ADJ
ajsts-4488	265	33	results	result	NOUN
ajsts-4488	265	34	while	while	SCONJ
ajsts-4488	265	35	reducing	reduce	VERB
ajsts-4488	265	36	on	on	ADP
ajsts-4488	265	37	false	false	ADJ
ajsts-4488	265	38	alarms	alarm	NOUN
ajsts-4488	265	39	.	.	PUNCT
ajsts-4488	266	1	thus	thus	ADV
ajsts-4488	266	2	,	,	PUNCT
ajsts-4488	266	3	incorporating	incorporate	VERB
ajsts-4488	266	4	those	those	DET
ajsts-4488	266	5	aidriven	aidriven	ADJ
ajsts-4488	266	6	approaches	approach	NOUN
ajsts-4488	266	7	to	to	ADP
ajsts-4488	266	8	cybersecurity	cybersecurity	NOUN
ajsts-4488	266	9	can	can	AUX
ajsts-4488	266	10	greatly	greatly	ADV
ajsts-4488	266	11	improve	improve	VERB
ajsts-4488	266	12	the	the	DET
ajsts-4488	266	13	business	business	NOUN
ajsts-4488	266	14	’s	’s	PART
ajsts-4488	266	15	ability	ability	NOUN
ajsts-4488	266	16	to	to	PART
ajsts-4488	266	17	detect	detect	VERB
ajsts-4488	266	18	threats	threat	NOUN
ajsts-4488	266	19	,	,	PUNCT
ajsts-4488	266	20	respond	respond	VERB
ajsts-4488	266	21	quickly	quickly	ADV
ajsts-4488	266	22	to	to	ADP
ajsts-4488	266	23	the	the	DET
ajsts-4488	266	24	disturbing	disturbing	ADJ
ajsts-4488	266	25	information	information	NOUN
ajsts-4488	266	26	,	,	PUNCT
ajsts-4488	266	27	and	and	CCONJ
ajsts-4488	266	28	increase	increase	VERB
ajsts-4488	266	29	general	general	ADJ
ajsts-4488	266	30	organizational	organizational	ADJ
ajsts-4488	266	31	defense	defense	NOUN
ajsts-4488	266	32	against	against	ADP
ajsts-4488	266	33	today	today	NOUN
ajsts-4488	266	34	’s	’s	PART
ajsts-4488	266	35	cyber	cyber	NOUN
ajsts-4488	266	36	threats	threat	NOUN
ajsts-4488	266	37	.	.	PUNCT
ajsts-4488	267	1	conclusion	conclusion	NOUN
ajsts-4488	267	2	in	in	ADP
ajsts-4488	267	3	response	response	NOUN
ajsts-4488	267	4	to	to	ADP
ajsts-4488	267	5	this	this	DET
ajsts-4488	267	6	study	study	NOUN
ajsts-4488	267	7	,	,	PUNCT
ajsts-4488	267	8	it	it	PRON
ajsts-4488	267	9	has	have	AUX
ajsts-4488	267	10	been	be	AUX
ajsts-4488	267	11	proved	prove	VERB
ajsts-4488	267	12	that	that	SCONJ
ajsts-4488	267	13	cybersecurity	cybersecurity	NOUN
ajsts-4488	267	14	using	use	VERB
ajsts-4488	267	15	ai	ai	NOUN
ajsts-4488	267	16	is	be	AUX
ajsts-4488	267	17	highly	highly	ADV
ajsts-4488	267	18	efficient	efficient	ADJ
ajsts-4488	267	19	in	in	ADP
ajsts-4488	267	20	addressing	address	VERB
ajsts-4488	267	21	cyber	cyber	NOUN
ajsts-4488	267	22	threats	threat	NOUN
ajsts-4488	267	23	than	than	ADP
ajsts-4488	267	24	ordinary	ordinary	ADJ
ajsts-4488	267	25	practices	practice	NOUN
ajsts-4488	267	26	of	of	ADP
ajsts-4488	267	27	security	security	NOUN
ajsts-4488	267	28	.	.	PUNCT
ajsts-4488	268	1	a	a	DET
ajsts-4488	268	2	couple	couple	NOUN
ajsts-4488	268	3	of	of	ADP
ajsts-4488	268	4	those	those	DET
ajsts-4488	268	5	approaches	approach	NOUN
ajsts-4488	268	6	is	be	AUX
ajsts-4488	268	7	the	the	DET
ajsts-4488	268	8	use	use	NOUN
ajsts-4488	268	9	of	of	ADP
ajsts-4488	268	10	random	random	ADJ
ajsts-4488	268	11	forest	forest	NOUN
ajsts-4488	268	12	which	which	PRON
ajsts-4488	268	13	enables	enable	VERB
ajsts-4488	268	14	ai	ai	VERB
ajsts-4488	268	15	security	security	NOUN
ajsts-4488	268	16	systems	system	NOUN
ajsts-4488	268	17	to	to	PART
ajsts-4488	268	18	analyze	analyze	VERB
ajsts-4488	268	19	the	the	DET
ajsts-4488	268	20	network	network	NOUN
ajsts-4488	268	21	traffic	traffic	NOUN
ajsts-4488	268	22	,	,	PUNCT
ajsts-4488	268	23	identify	identify	VERB
ajsts-4488	268	24	the	the	DET
ajsts-4488	268	25	anomalies	anomaly	NOUN
ajsts-4488	268	26	and	and	CCONJ
ajsts-4488	268	27	respond	respond	VERB
ajsts-4488	268	28	to	to	ADP
ajsts-4488	268	29	the	the	DET
ajsts-4488	268	30	threats	threat	NOUN
ajsts-4488	268	31	in	in	ADP
ajsts-4488	268	32	a	a	DET
ajsts-4488	268	33	more	more	ADV
ajsts-4488	268	34	accurate	accurate	ADJ
ajsts-4488	268	35	and	and	CCONJ
ajsts-4488	268	36	faster	fast	ADJ
ajsts-4488	268	37	way	way	NOUN
ajsts-4488	268	38	.	.	PUNCT
ajsts-4488	269	1	thus	thus	ADV
ajsts-4488	269	2	,	,	PUNCT
ajsts-4488	269	3	the	the	DET
ajsts-4488	269	4	optimized	optimize	VERB
ajsts-4488	269	5	random	random	ADJ
ajsts-4488	269	6	forest	forest	NOUN
ajsts-4488	269	7	model	model	NOUN
ajsts-4488	269	8	,	,	PUNCT
ajsts-4488	269	9	with	with	ADP
ajsts-4488	269	10	an	an	DET
ajsts-4488	269	11	accuracy	accuracy	NOUN
ajsts-4488	269	12	of	of	ADP
ajsts-4488	269	13	89.51	89.51	NUM
ajsts-4488	269	14	%	%	NOUN
ajsts-4488	269	15	,	,	PUNCT
ajsts-4488	269	16	is	be	AUX
ajsts-4488	269	17	the	the	DET
ajsts-4488	269	18	most	most	ADV
ajsts-4488	269	19	accurate	accurate	ADJ
ajsts-4488	269	20	and	and	CCONJ
ajsts-4488	269	21	reliable	reliable	ADJ
ajsts-4488	269	22	in	in	ADP
ajsts-4488	269	23	terms	term	NOUN
ajsts-4488	269	24	of	of	ADP
ajsts-4488	269	25	auc	auc	NOUN
ajsts-4488	269	26	,	,	PUNCT
ajsts-4488	269	27	f	f	X
ajsts-4488	269	28	-	-	PUNCT
ajsts-4488	269	29	score	score	NOUN
ajsts-4488	269	30	,	,	PUNCT
ajsts-4488	269	31	recall	recall	NOUN
ajsts-4488	269	32	,	,	PUNCT
ajsts-4488	269	33	and	and	CCONJ
ajsts-4488	269	34	false	false	ADJ
ajsts-4488	269	35	positive	positive	ADJ
ajsts-4488	269	36	rate	rate	NOUN
ajsts-4488	269	37	for	for	ADP
ajsts-4488	269	38	cybersecurity	cybersecurity	NOUN
ajsts-4488	269	39	threats	threat	NOUN
ajsts-4488	269	40	detection	detection	NOUN
ajsts-4488	269	41	and	and	CCONJ
ajsts-4488	269	42	prevention	prevention	NOUN
ajsts-4488	269	43	balance	balance	NOUN
ajsts-4488	269	44	of	of	ADP
ajsts-4488	269	45	precision	precision	NOUN
ajsts-4488	269	46	/	/	SYM
ajsts-4488	269	47	recall	recall	NOUN
ajsts-4488	269	48	and	and	CCONJ
ajsts-4488	269	49	with	with	ADP
ajsts-4488	269	50	minimum	minimum	ADJ
ajsts-4488	269	51	false	false	ADJ
ajsts-4488	269	52	positive	positive	ADJ
ajsts-4488	269	53	rate	rate	NOUN
ajsts-4488	269	54	.	.	PUNCT
ajsts-4488	270	1	the	the	DET
ajsts-4488	270	2	study	study	NOUN
ajsts-4488	270	3	also	also	ADV
ajsts-4488	270	4	unveiled	unveil	VERB
ajsts-4488	270	5	the	the	DET
ajsts-4488	270	6	risk	risk	NOUN
ajsts-4488	270	7	factors	factor	NOUN
ajsts-4488	270	8	such	such	ADJ
ajsts-4488	270	9	as	as	ADP
ajsts-4488	270	10	reputation	reputation	NOUN
ajsts-4488	270	11	score	score	NOUN
ajsts-4488	270	12	of	of	ADP
ajsts-4488	270	13	ips	ip	NOUN
ajsts-4488	270	14	,	,	PUNCT
ajsts-4488	270	15	duration	duration	NOUN
ajsts-4488	270	16	of	of	ADP
ajsts-4488	270	17	sessions	session	NOUN
ajsts-4488	270	18	,	,	PUNCT
ajsts-4488	270	19	cases	case	NOUN
ajsts-4488	270	20	of	of	ADP
ajsts-4488	270	21	failed	fail	VERB
ajsts-4488	270	22	login	login	NOUN
ajsts-4488	270	23	,	,	PUNCT
ajsts-4488	270	24	size	size	NOUN
ajsts-4488	270	25	of	of	ADP
ajsts-4488	270	26	packets	packet	NOUN
ajsts-4488	270	27	,	,	PUNCT
ajsts-4488	270	28	as	as	ADV
ajsts-4488	270	29	well	well	ADV
ajsts-4488	270	30	as	as	ADP
ajsts-4488	270	31	the	the	DET
ajsts-4488	270	32	encryption	encryption	NOUN
ajsts-4488	270	33	types	type	NOUN
ajsts-4488	270	34	that	that	PRON
ajsts-4488	270	35	are	be	AUX
ajsts-4488	270	36	useful	useful	ADJ
ajsts-4488	270	37	in	in	ADP
ajsts-4488	270	38	detecting	detect	VERB
ajsts-4488	270	39	suspicious	suspicious	ADJ
ajsts-4488	270	40	activities	activity	NOUN
ajsts-4488	270	41	.	.	PUNCT
ajsts-4488	271	1	artificial	artificial	ADJ
ajsts-4488	271	2	intelligence	intelligence	NOUN
ajsts-4488	271	3	has	have	VERB
ajsts-4488	271	4	an	an	DET
ajsts-4488	271	5	additional	additional	ADJ
ajsts-4488	271	6	advantage	advantage	NOUN
ajsts-4488	271	7	where	where	SCONJ
ajsts-4488	271	8	rule	rule	NOUN
ajsts-4488	271	9	-	-	PUNCT
ajsts-4488	271	10	based	base	VERB
ajsts-4488	271	11	solutions	solution	NOUN
ajsts-4488	271	12	lack	lack	VERB
ajsts-4488	271	13	such	such	ADJ
ajsts-4488	271	14	as	as	ADP
ajsts-4488	271	15	the	the	DET
ajsts-4488	271	16	constant	constant	ADJ
ajsts-4488	271	17	response	response	NOUN
ajsts-4488	271	18	,	,	PUNCT
ajsts-4488	271	19	adjustability	adjustability	NOUN
ajsts-4488	271	20	,	,	PUNCT
ajsts-4488	271	21	and	and	CCONJ
ajsts-4488	271	22	capability	capability	NOUN
ajsts-4488	271	23	to	to	PART
ajsts-4488	271	24	track	track	VERB
ajsts-4488	271	25	new	new	ADJ
ajsts-4488	271	26	and	and	CCONJ
ajsts-4488	271	27	unique	unique	ADJ
ajsts-4488	271	28	attacks	attack	NOUN
ajsts-4488	271	29	.	.	PUNCT
ajsts-4488	272	1	unlike	unlike	ADP
ajsts-4488	272	2	regular	regular	ADJ
ajsts-4488	272	3	antisecurity	antisecurity	NOUN
ajsts-4488	272	4	approaches	approach	NOUN
ajsts-4488	272	5	that	that	PRON
ajsts-4488	272	6	needs	need	VERB
ajsts-4488	272	7	to	to	PART
ajsts-4488	272	8	be	be	AUX
ajsts-4488	272	9	updated	update	VERB
ajsts-4488	272	10	periodically	periodically	ADV
ajsts-4488	272	11	and	and	CCONJ
ajsts-4488	272	12	only	only	ADV
ajsts-4488	272	13	use	use	VERB
ajsts-4488	272	14	specific	specific	ADJ
ajsts-4488	272	15	attack	attack	NOUN
ajsts-4488	272	16	patterns	pattern	NOUN
ajsts-4488	272	17	as	as	SCONJ
ajsts-4488	272	18	references	reference	NOUN
ajsts-4488	272	19	,	,	PUNCT
ajsts-4488	272	20	ai	ai	NOUN
ajsts-4488	272	21	-	-	PUNCT
ajsts-4488	272	22	based	base	VERB
ajsts-4488	272	23	models	model	NOUN
ajsts-4488	272	24	are	be	AUX
ajsts-4488	272	25	constantly	constantly	ADV
ajsts-4488	272	26	learning	learn	VERB
ajsts-4488	272	27	new	new	ADJ
ajsts-4488	272	28	threats	threat	NOUN
ajsts-4488	272	29	and	and	CCONJ
ajsts-4488	272	30	therefore	therefore	ADV
ajsts-4488	272	31	are	be	AUX
ajsts-4488	272	32	more	more	ADV
ajsts-4488	272	33	suitable	suitable	ADJ
ajsts-4488	272	34	for	for	ADP
ajsts-4488	272	35	early	early	ADJ
ajsts-4488	272	36	protection	protection	NOUN
ajsts-4488	272	37	from	from	ADP
ajsts-4488	272	38	cyber	cyber	PROPN
ajsts-4488	272	39	threats	threat	NOUN
ajsts-4488	272	40	.	.	PUNCT
ajsts-4488	273	1	references	reference	NOUN
ajsts-4488	273	2	abdullahi	abdullahi	PROPN
ajsts-4488	273	3	,	,	PUNCT
ajsts-4488	273	4	m.	m.	NOUN
ajsts-4488	273	5	,	,	PUNCT
ajsts-4488	273	6	baashar	baashar	NOUN
ajsts-4488	273	7	,	,	PUNCT
ajsts-4488	273	8	y.	y.	PROPN
ajsts-4488	273	9	,	,	PUNCT
ajsts-4488	273	10	alhussian	alhussian	PROPN
ajsts-4488	273	11	,	,	PUNCT
ajsts-4488	273	12	h.	h.	PROPN
ajsts-4488	273	13	,	,	PUNCT
ajsts-4488	273	14	alwadain	alwadain	PROPN
ajsts-4488	273	15	,	,	PUNCT
ajsts-4488	273	16	a.	a.	PROPN
ajsts-4488	273	17	,	,	PUNCT
ajsts-4488	273	18	aziz	aziz	PROPN
ajsts-4488	273	19	,	,	PUNCT
ajsts-4488	273	20	n.	n.	NOUN
ajsts-4488	273	21	,	,	PUNCT
ajsts-4488	273	22	capretz	capretz	VERB
ajsts-4488	273	23	,	,	PUNCT
ajsts-4488	273	24	l.	l.	PROPN
ajsts-4488	273	25	f.	f.	PROPN
ajsts-4488	273	26	,	,	PUNCT
ajsts-4488	273	27	&	&	CCONJ
ajsts-4488	273	28	abdulkadir	abdulkadir	PROPN
ajsts-4488	273	29	,	,	PUNCT
ajsts-4488	273	30	s.	s.	PROPN
ajsts-4488	273	31	j.	j.	PROPN
ajsts-4488	273	32	(	(	PUNCT
ajsts-4488	273	33	2022	2022	NUM
ajsts-4488	273	34	)	)	PUNCT
ajsts-4488	273	35	.	.	PUNCT
ajsts-4488	274	1	detecting	detect	VERB
ajsts-4488	274	2	cybersecurity	cybersecurity	NOUN
ajsts-4488	274	3	attacks	attack	NOUN
ajsts-4488	274	4	in	in	ADP
ajsts-4488	274	5	internet	internet	NOUN
ajsts-4488	274	6	of	of	ADP
ajsts-4488	274	7	things	thing	NOUN
ajsts-4488	274	8	using	use	VERB
ajsts-4488	274	9	artificial	artificial	ADJ
ajsts-4488	274	10	intelligence	intelligence	NOUN
ajsts-4488	274	11	methods	method	NOUN
ajsts-4488	274	12	:	:	PUNCT
ajsts-4488	274	13	a	a	DET
ajsts-4488	274	14	systematic	systematic	ADJ
ajsts-4488	274	15	literature	literature	NOUN
ajsts-4488	274	16	review	review	NOUN
ajsts-4488	274	17	.	.	PUNCT
ajsts-4488	275	1	electronics	electronic	NOUN
ajsts-4488	275	2	,	,	PUNCT
ajsts-4488	275	3	11(2	11(2	NOUN
ajsts-4488	275	4	)	)	PUNCT
ajsts-4488	275	5	,	,	PUNCT
ajsts-4488	275	6	198	198	NUM
ajsts-4488	275	7	.	.	PUNCT
ajsts-4488	275	8	abdullahi	abdullahi	PROPN
ajsts-4488	275	9	,	,	PUNCT
ajsts-4488	275	10	m.	m.	NOUN
ajsts-4488	275	11	,	,	PUNCT
ajsts-4488	275	12	baashar	baashar	NOUN
ajsts-4488	275	13	,	,	PUNCT
ajsts-4488	275	14	y.	y.	PROPN
ajsts-4488	275	15	,	,	PUNCT
ajsts-4488	275	16	alhussian	alhussian	PROPN
ajsts-4488	275	17	,	,	PUNCT
ajsts-4488	275	18	h.	h.	PROPN
ajsts-4488	275	19	,	,	PUNCT
ajsts-4488	275	20	alwadain	alwadain	PROPN
ajsts-4488	275	21	,	,	PUNCT
ajsts-4488	275	22	a.	a.	PROPN
ajsts-4488	275	23	,	,	PUNCT
ajsts-4488	275	24	aziz	aziz	PROPN
ajsts-4488	275	25	,	,	PUNCT
ajsts-4488	275	26	n.	n.	NOUN
ajsts-4488	275	27	,	,	PUNCT
ajsts-4488	275	28	capretz	capretz	VERB
ajsts-4488	275	29	,	,	PUNCT
ajsts-4488	275	30	l.	l.	PROPN
ajsts-4488	275	31	f.	f.	PROPN
ajsts-4488	275	32	,	,	PUNCT
ajsts-4488	275	33	&	&	CCONJ
ajsts-4488	275	34	abdulkadir	abdulkadir	PROPN
ajsts-4488	275	35	,	,	PUNCT
ajsts-4488	275	36	s.	s.	PROPN
ajsts-4488	275	37	j.	j.	PROPN
ajsts-4488	275	38	(	(	PUNCT
ajsts-4488	275	39	2022	2022	NUM
ajsts-4488	275	40	)	)	PUNCT
ajsts-4488	275	41	.	.	PUNCT
ajsts-4488	276	1	detecting	detect	VERB
ajsts-4488	276	2	cybersecurity	cybersecurity	NOUN
ajsts-4488	276	3	attacks	attack	NOUN
ajsts-4488	276	4	in	in	ADP
ajsts-4488	276	5	internet	internet	NOUN
ajsts-4488	276	6	of	of	ADP
ajsts-4488	276	7	things	thing	NOUN
ajsts-4488	276	8	using	use	VERB
ajsts-4488	276	9	artificial	artificial	ADJ
ajsts-4488	276	10	intelligence	intelligence	NOUN
ajsts-4488	276	11	methods	method	NOUN
ajsts-4488	276	12	:	:	PUNCT
ajsts-4488	276	13	a	a	DET
ajsts-4488	276	14	systematic	systematic	ADJ
ajsts-4488	276	15	literature	literature	NOUN
ajsts-4488	276	16	review	review	NOUN
ajsts-4488	276	17	.	.	PUNCT
ajsts-4488	277	1	electronics	electronic	NOUN
ajsts-4488	277	2	,	,	PUNCT
ajsts-4488	277	3	11(2	11(2	NOUN
ajsts-4488	277	4	)	)	PUNCT
ajsts-4488	277	5	,	,	PUNCT
ajsts-4488	277	6	198	198	NUM
ajsts-4488	277	7	.	.	PUNCT
ajsts-4488	278	1	adil	adil	PROPN
ajsts-4488	278	2	,	,	PUNCT
ajsts-4488	278	3	m.	m.	NOUN
ajsts-4488	278	4	,	,	PUNCT
ajsts-4488	278	5	song	song	NOUN
ajsts-4488	278	6	,	,	PUNCT
ajsts-4488	278	7	h.	h.	PROPN
ajsts-4488	278	8	,	,	PUNCT
ajsts-4488	278	9	mastorakis	mastorakis	PROPN
ajsts-4488	278	10	,	,	PUNCT
ajsts-4488	278	11	s.	s.	PROPN
ajsts-4488	278	12	,	,	PUNCT
ajsts-4488	278	13	abulkasim	abulkasim	PROPN
ajsts-4488	278	14	,	,	PUNCT
ajsts-4488	278	15	h.	h.	PROPN
ajsts-4488	278	16	,	,	PUNCT
ajsts-4488	278	17	farouk	farouk	PROPN
ajsts-4488	278	18	,	,	PUNCT
ajsts-4488	278	19	a.	a.	PROPN
ajsts-4488	278	20	,	,	PUNCT
ajsts-4488	278	21	&	&	CCONJ
ajsts-4488	278	22	jin	jin	PROPN
ajsts-4488	278	23	,	,	PUNCT
ajsts-4488	278	24	z.	z.	PROPN
ajsts-4488	278	25	(	(	PUNCT
ajsts-4488	278	26	2023	2023	NUM
ajsts-4488	278	27	)	)	PUNCT
ajsts-4488	278	28	.	.	PUNCT
ajsts-4488	279	1	uav	uav	PROPN
ajsts-4488	279	2	-	-	PUNCT
ajsts-4488	279	3	assisted	assist	VERB
ajsts-4488	279	4	iot	iot	NOUN
ajsts-4488	279	5	applications	application	NOUN
ajsts-4488	279	6	,	,	PUNCT
ajsts-4488	279	7	cybersecurity	cybersecurity	NOUN
ajsts-4488	279	8	threats	threat	NOUN
ajsts-4488	279	9	,	,	PUNCT
ajsts-4488	279	10	ai	ai	VERB
ajsts-4488	279	11	-	-	PUNCT
ajsts-4488	279	12	enabled	enable	VERB
ajsts-4488	279	13	solutions	solution	NOUN
ajsts-4488	279	14	,	,	PUNCT
ajsts-4488	279	15	open	open	ADJ
ajsts-4488	279	16	challenges	challenge	NOUN
ajsts-4488	279	17	with	with	ADP
ajsts-4488	279	18	future	future	ADJ
ajsts-4488	279	19	research	research	NOUN
ajsts-4488	279	20	directions	direction	NOUN
ajsts-4488	279	21	.	.	PUNCT
ajsts-4488	280	1	ieee	ieee	NOUN
ajsts-4488	280	2	transactions	transaction	NOUN
ajsts-4488	280	3	on	on	ADP
ajsts-4488	280	4	intelligent	intelligent	ADJ
ajsts-4488	280	5	vehicles	vehicle	NOUN
ajsts-4488	280	6	,	,	PUNCT
ajsts-4488	280	7	9(4	9(4	NUM
ajsts-4488	280	8	)	)	PUNCT
ajsts-4488	280	9	,	,	PUNCT
ajsts-4488	280	10	4583	4583	NUM
ajsts-4488	280	11	-	-	SYM
ajsts-4488	280	12	4605	4605	NUM
ajsts-4488	280	13	.	.	PUNCT
ajsts-4488	281	1	cisco	cisco	PROPN
ajsts-4488	281	2	(	(	PUNCT
ajsts-4488	281	3	2023	2023	NUM
ajsts-4488	281	4	)	)	PUNCT
ajsts-4488	281	5	.	.	PUNCT
ajsts-4488	282	1	2023	2023	NUM
ajsts-4488	282	2	data	datum	NOUN
ajsts-4488	282	3	privacy	privacy	NOUN
ajsts-4488	282	4	benchmark	benchmark	NOUN
ajsts-4488	282	5	report	report	NOUN
ajsts-4488	282	6	.	.	PUNCT
ajsts-4488	283	1	cybersecurity	cybersecurity	NOUN
ajsts-4488	283	2	ventures	venture	NOUN
ajsts-4488	283	3	(	(	PUNCT
ajsts-4488	283	4	2022	2022	NUM
ajsts-4488	283	5	)	)	PUNCT
ajsts-4488	283	6	.	.	PUNCT
ajsts-4488	284	1	cybercrime	cybercrime	NOUN
ajsts-4488	284	2	costs	cost	NOUN
ajsts-4488	284	3	projected	project	VERB
ajsts-4488	284	4	to	to	PART
ajsts-4488	284	5	reach	reach	VERB
ajsts-4488	284	6	$	$	SYM
ajsts-4488	284	7	10.5	10.5	NUM
ajsts-4488	284	8	trillion	trillion	NUM
ajsts-4488	284	9	annually	annually	ADV
ajsts-4488	284	10	by	by	ADP
ajsts-4488	284	11	2025	2025	NUM
ajsts-4488	284	12	.	.	PUNCT
ajsts-4488	285	1	hernández	hernández	PROPN
ajsts-4488	285	2	-	-	PUNCT
ajsts-4488	285	3	rivas	rivas	PROPN
ajsts-4488	285	4	,	,	PUNCT
ajsts-4488	285	5	a.	a.	PROPN
ajsts-4488	285	6	,	,	PUNCT
ajsts-4488	285	7	morales	morales	PROPN
ajsts-4488	285	8	-	-	PUNCT
ajsts-4488	285	9	rocha	rocha	PROPN
ajsts-4488	285	10	,	,	PUNCT
ajsts-4488	285	11	v.	v.	PROPN
ajsts-4488	285	12	,	,	PUNCT
ajsts-4488	285	13	&	&	CCONJ
ajsts-4488	285	14	sánchezsolís	sánchezsolís	PROPN
ajsts-4488	285	15	,	,	PUNCT
ajsts-4488	285	16	j.	j.	PROPN
ajsts-4488	285	17	p.	p.	PROPN
ajsts-4488	285	18	(	(	PUNCT
ajsts-4488	285	19	2024	2024	NUM
ajsts-4488	285	20	)	)	PUNCT
ajsts-4488	285	21	.	.	PUNCT
ajsts-4488	286	1	towards	towards	ADP
ajsts-4488	286	2	autonomous	autonomous	ADJ
ajsts-4488	286	3	cybersecurity	cybersecurity	NOUN
ajsts-4488	286	4	:	:	PUNCT
ajsts-4488	286	5	a	a	DET
ajsts-4488	286	6	comparative	comparative	ADJ
ajsts-4488	286	7	analysis	analysis	NOUN
ajsts-4488	286	8	of	of	ADP
ajsts-4488	286	9	agnostic	agnostic	ADJ
ajsts-4488	286	10	and	and	CCONJ
ajsts-4488	286	11	hybrid	hybrid	ADJ
ajsts-4488	286	12	ai	ai	NOUN
ajsts-4488	286	13	figure	figure	NOUN
ajsts-4488	286	14	5	5	NUM
ajsts-4488	286	15	:	:	PUNCT
ajsts-4488	286	16	ai	ai	ADJ
ajsts-4488	286	17	-	-	PUNCT
ajsts-4488	286	18	based	base	VERB
ajsts-4488	286	19	cybersecurity	cybersecurity	NOUN
ajsts-4488	286	20	model	model	NOUN
ajsts-4488	286	21	performance	performance	NOUN
ajsts-4488	286	22	comparison	comparison	NOUN
ajsts-4488	286	23	pa	pa	PROPN
ajsts-4488	286	24	ge	ge	PROPN
ajsts-4488	286	25	48	48	NUM
ajsts-4488	286	26	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4488	286	27	am	be	AUX
ajsts-4488	286	28	.	.	PUNCT
ajsts-4488	287	1	j.	j.	PROPN
ajsts-4488	287	2	smart	smart	PROPN
ajsts-4488	287	3	.	.	PUNCT
ajsts-4488	288	1	technol	technol	PROPN
ajsts-4488	288	2	.	.	PUNCT
ajsts-4488	288	3	solutions	solution	NOUN
ajsts-4488	288	4	4(1	4(1	NOUN
ajsts-4488	288	5	)	)	PUNCT
ajsts-4488	288	6	37	37	NUM
ajsts-4488	288	7	-	-	SYM
ajsts-4488	288	8	48	48	NUM
ajsts-4488	288	9	,	,	PUNCT
ajsts-4488	288	10	2025	2025	NUM
ajsts-4488	288	11	approaches	approach	NOUN
ajsts-4488	288	12	for	for	ADP
ajsts-4488	288	13	advanced	advanced	ADJ
ajsts-4488	288	14	persistent	persistent	ADJ
ajsts-4488	288	15	threat	threat	NOUN
ajsts-4488	288	16	detection	detection	NOUN
ajsts-4488	288	17	.	.	PUNCT
ajsts-4488	289	1	in	in	ADP
ajsts-4488	289	2	innovative	innovative	ADJ
ajsts-4488	289	3	applications	application	NOUN
ajsts-4488	289	4	of	of	ADP
ajsts-4488	289	5	artificial	artificial	ADJ
ajsts-4488	289	6	neural	neural	ADJ
ajsts-4488	289	7	networks	network	NOUN
ajsts-4488	289	8	to	to	ADP
ajsts-4488	289	9	data	data	NOUN
ajsts-4488	289	10	analytics	analytic	NOUN
ajsts-4488	289	11	and	and	CCONJ
ajsts-4488	289	12	signal	signal	NOUN
ajsts-4488	289	13	processing	processing	NOUN
ajsts-4488	289	14	(	(	PUNCT
ajsts-4488	289	15	pp	pp	ADJ
ajsts-4488	289	16	.	.	PUNCT
ajsts-4488	290	1	181	181	NUM
ajsts-4488	290	2	-	-	SYM
ajsts-4488	290	3	219	219	NUM
ajsts-4488	290	4	)	)	PUNCT
ajsts-4488	290	5	.	.	PUNCT
ajsts-4488	291	1	springer	springer	NOUN
ajsts-4488	291	2	,	,	PUNCT
ajsts-4488	291	3	cham	cham	PROPN
ajsts-4488	291	4	.	.	PUNCT
ajsts-4488	292	1	hossain	hossain	PROPN
ajsts-4488	292	2	,	,	PUNCT
ajsts-4488	292	3	s.	s.	PROPN
ajsts-4488	292	4	,	,	PUNCT
ajsts-4488	292	5	&	&	CCONJ
ajsts-4488	292	6	nur	nur	VERB
ajsts-4488	292	7	,	,	PUNCT
ajsts-4488	292	8	t.	t.	PROPN
ajsts-4488	292	9	i.	i.	PROPN
ajsts-4488	292	10	(	(	PUNCT
ajsts-4488	292	11	2024	2024	NUM
ajsts-4488	292	12	)	)	PUNCT
ajsts-4488	292	13	.	.	PUNCT
ajsts-4488	292	14	gear	gear	VERB
ajsts-4488	292	15	up	up	ADP
ajsts-4488	292	16	for	for	ADP
ajsts-4488	292	17	safety	safety	NOUN
ajsts-4488	292	18	:	:	PUNCT
ajsts-4488	292	19	investing	invest	VERB
ajsts-4488	292	20	in	in	ADP
ajsts-4488	292	21	a	a	DET
ajsts-4488	292	22	new	new	ADJ
ajsts-4488	292	23	automotive	automotive	ADJ
ajsts-4488	292	24	future	future	NOUN
ajsts-4488	292	25	in	in	ADP
ajsts-4488	292	26	china	china	PROPN
ajsts-4488	292	27	.	.	PUNCT
ajsts-4488	293	1	finance	finance	PROPN
ajsts-4488	293	2	&	&	CCONJ
ajsts-4488	293	3	accounting	accounting	PROPN
ajsts-4488	293	4	research	research	PROPN
ajsts-4488	293	5	journal	journal	PROPN
ajsts-4488	293	6	,	,	PUNCT
ajsts-4488	293	7	6(5	6(5	NUM
ajsts-4488	293	8	)	)	PUNCT
ajsts-4488	293	9	,	,	PUNCT
ajsts-4488	293	10	731	731	NUM
ajsts-4488	293	11	-	-	SYM
ajsts-4488	293	12	746	746	NUM
ajsts-4488	293	13	.	.	PUNCT
ajsts-4488	294	1	hossain	hossain	PROPN
ajsts-4488	294	2	,	,	PUNCT
ajsts-4488	294	3	s.	s.	PROPN
ajsts-4488	294	4	,	,	PUNCT
ajsts-4488	294	5	akon	akon	PROPN
ajsts-4488	294	6	,	,	PUNCT
ajsts-4488	294	7	t.	t.	PROPN
ajsts-4488	294	8	,	,	PUNCT
ajsts-4488	294	9	&	&	CCONJ
ajsts-4488	294	10	hena	hena	PROPN
ajsts-4488	294	11	,	,	PUNCT
ajsts-4488	294	12	h.	h.	PROPN
ajsts-4488	294	13	(	(	PUNCT
ajsts-4488	294	14	2024	2024	NUM
ajsts-4488	294	15	)	)	PUNCT
ajsts-4488	294	16	.	.	PUNCT
ajsts-4488	295	1	do	do	AUX
ajsts-4488	295	2	creative	creative	ADJ
ajsts-4488	295	3	companies	company	NOUN
ajsts-4488	295	4	pay	pay	VERB
ajsts-4488	295	5	higher	high	ADJ
ajsts-4488	295	6	wages	wage	NOUN
ajsts-4488	295	7	?	?	PUNCT
ajsts-4488	296	1	micro	micro	ADJ
ajsts-4488	296	2	-	-	NOUN
ajsts-4488	296	3	level	level	ADJ
ajsts-4488	296	4	evidence	evidence	NOUN
ajsts-4488	296	5	from	from	ADP
ajsts-4488	296	6	bangladesh	bangladesh	PROPN
ajsts-4488	296	7	.	.	PUNCT
ajsts-4488	297	1	finance	finance	PROPN
ajsts-4488	297	2	&	&	CCONJ
ajsts-4488	297	3	accounting	accounting	PROPN
ajsts-4488	297	4	research	research	PROPN
ajsts-4488	297	5	journal	journal	PROPN
ajsts-4488	297	6	,	,	PUNCT
ajsts-4488	297	7	6(10	6(10	NUM
ajsts-4488	297	8	)	)	PUNCT
ajsts-4488	297	9	,	,	PUNCT
ajsts-4488	297	10	1724	1724	NUM
ajsts-4488	297	11	-	-	SYM
ajsts-4488	297	12	1745	1745	NUM
ajsts-4488	297	13	.	.	PUNCT
ajsts-4488	298	1	ibm	ibm	PROPN
ajsts-4488	298	2	security	security	NOUN
ajsts-4488	298	3	(	(	PUNCT
ajsts-4488	298	4	2023	2023	NUM
ajsts-4488	298	5	)	)	PUNCT
ajsts-4488	298	6	.	.	PUNCT
ajsts-4488	299	1	cost	cost	NOUN
ajsts-4488	299	2	of	of	ADP
ajsts-4488	299	3	a	a	DET
ajsts-4488	299	4	data	data	NOUN
ajsts-4488	299	5	breach	breach	NOUN
ajsts-4488	299	6	report	report	NOUN
ajsts-4488	299	7	2023	2023	NUM
ajsts-4488	299	8	.	.	PUNCT
ajsts-4488	300	1	islam	islam	PROPN
ajsts-4488	300	2	,	,	PUNCT
ajsts-4488	300	3	m.	m.	NOUN
ajsts-4488	300	4	a.	a.	PROPN
ajsts-4488	300	5	,	,	PUNCT
ajsts-4488	300	6	islam	islam	PROPN
ajsts-4488	300	7	,	,	PUNCT
ajsts-4488	300	8	r.	r.	PROPN
ajsts-4488	300	9	,	,	PUNCT
ajsts-4488	300	10	chowdhury	chowdhury	PROPN
ajsts-4488	300	11	,	,	PUNCT
ajsts-4488	300	12	s.	s.	PROPN
ajsts-4488	300	13	a.	a.	PROPN
ajsts-4488	300	14	,	,	PUNCT
ajsts-4488	300	15	nur	nur	PROPN
ajsts-4488	300	16	,	,	PUNCT
ajsts-4488	300	17	a.	a.	PROPN
ajsts-4488	300	18	h.	h.	PROPN
ajsts-4488	300	19	,	,	PUNCT
ajsts-4488	300	20	sufian	sufian	PROPN
ajsts-4488	300	21	,	,	PUNCT
ajsts-4488	300	22	m.	m.	NOUN
ajsts-4488	300	23	a.	a.	PROPN
ajsts-4488	300	24	,	,	PUNCT
ajsts-4488	300	25	&	&	CCONJ
ajsts-4488	300	26	hasan	hasan	PROPN
ajsts-4488	300	27	,	,	PUNCT
ajsts-4488	300	28	m.	m.	NOUN
ajsts-4488	300	29	(	(	PUNCT
ajsts-4488	300	30	2024	2024	NUM
ajsts-4488	300	31	,	,	PUNCT
ajsts-4488	300	32	may	may	PROPN
ajsts-4488	300	33	)	)	PUNCT
ajsts-4488	300	34	.	.	PUNCT
ajsts-4488	301	1	assessing	assess	VERB
ajsts-4488	301	2	cybersecurity	cybersecurity	NOUN
ajsts-4488	301	3	threats	threat	NOUN
ajsts-4488	301	4	:	:	PUNCT
ajsts-4488	301	5	the	the	DET
ajsts-4488	301	6	application	application	NOUN
ajsts-4488	301	7	of	of	ADP
ajsts-4488	301	8	nlp	nlp	NOUN
ajsts-4488	301	9	in	in	ADP
ajsts-4488	301	10	advanced	advanced	ADJ
ajsts-4488	301	11	threat	threat	NOUN
ajsts-4488	301	12	intelligence	intelligence	NOUN
ajsts-4488	301	13	systems	system	NOUN
ajsts-4488	301	14	.	.	PUNCT
ajsts-4488	302	1	in	in	ADP
ajsts-4488	302	2	international	international	ADJ
ajsts-4488	302	3	conference	conference	NOUN
ajsts-4488	302	4	on	on	ADP
ajsts-4488	302	5	advanced	advanced	ADJ
ajsts-4488	302	6	engineering	engineering	NOUN
ajsts-4488	302	7	,	,	PUNCT
ajsts-4488	302	8	technology	technology	NOUN
ajsts-4488	302	9	and	and	CCONJ
ajsts-4488	302	10	applications	application	NOUN
ajsts-4488	302	11	(	(	PUNCT
ajsts-4488	302	12	pp	pp	ADJ
ajsts-4488	302	13	.	.	PUNCT
ajsts-4488	303	1	1	1	NUM
ajsts-4488	303	2	-	-	SYM
ajsts-4488	303	3	14	14	NUM
ajsts-4488	303	4	)	)	PUNCT
ajsts-4488	303	5	.	.	PUNCT
ajsts-4488	304	1	cham	cham	PROPN
ajsts-4488	304	2	:	:	PUNCT
ajsts-4488	304	3	springer	springer	NOUN
ajsts-4488	304	4	nature	nature	PROPN
ajsts-4488	304	5	switzerland	switzerland	PROPN
ajsts-4488	304	6	.	.	PUNCT
ajsts-4488	305	1	islam	islam	PROPN
ajsts-4488	305	2	,	,	PUNCT
ajsts-4488	305	3	m.	m.	NOUN
ajsts-4488	305	4	a.	a.	PROPN
ajsts-4488	305	5	,	,	PUNCT
ajsts-4488	305	6	islam	islam	PROPN
ajsts-4488	305	7	,	,	PUNCT
ajsts-4488	305	8	r.	r.	PROPN
ajsts-4488	305	9	,	,	PUNCT
ajsts-4488	305	10	chowdhury	chowdhury	PROPN
ajsts-4488	305	11	,	,	PUNCT
ajsts-4488	305	12	s.	s.	PROPN
ajsts-4488	305	13	a.	a.	PROPN
ajsts-4488	305	14	,	,	PUNCT
ajsts-4488	305	15	nur	nur	PROPN
ajsts-4488	305	16	,	,	PUNCT
ajsts-4488	305	17	a.	a.	PROPN
ajsts-4488	305	18	h.	h.	PROPN
ajsts-4488	305	19	,	,	PUNCT
ajsts-4488	305	20	sufian	sufian	PROPN
ajsts-4488	305	21	,	,	PUNCT
ajsts-4488	305	22	m.	m.	NOUN
ajsts-4488	305	23	a.	a.	PROPN
ajsts-4488	305	24	,	,	PUNCT
ajsts-4488	305	25	&	&	CCONJ
ajsts-4488	305	26	hasan	hasan	PROPN
ajsts-4488	305	27	,	,	PUNCT
ajsts-4488	305	28	m.	m.	NOUN
ajsts-4488	305	29	(	(	PUNCT
ajsts-4488	305	30	2024	2024	NUM
ajsts-4488	305	31	,	,	PUNCT
ajsts-4488	305	32	may	may	PROPN
ajsts-4488	305	33	)	)	PUNCT
ajsts-4488	305	34	.	.	PUNCT
ajsts-4488	306	1	assessing	assess	VERB
ajsts-4488	306	2	cybersecurity	cybersecurity	NOUN
ajsts-4488	306	3	threats	threat	NOUN
ajsts-4488	306	4	:	:	PUNCT
ajsts-4488	306	5	the	the	DET
ajsts-4488	306	6	application	application	NOUN
ajsts-4488	306	7	of	of	ADP
ajsts-4488	306	8	nlp	nlp	NOUN
ajsts-4488	306	9	in	in	ADP
ajsts-4488	306	10	advanced	advanced	ADJ
ajsts-4488	306	11	threat	threat	NOUN
ajsts-4488	306	12	intelligence	intelligence	NOUN
ajsts-4488	306	13	systems	system	NOUN
ajsts-4488	306	14	.	.	PUNCT
ajsts-4488	307	1	in	in	ADP
ajsts-4488	307	2	international	international	ADJ
ajsts-4488	307	3	conference	conference	NOUN
ajsts-4488	307	4	on	on	ADP
ajsts-4488	307	5	advanced	advanced	ADJ
ajsts-4488	307	6	engineering	engineering	NOUN
ajsts-4488	307	7	,	,	PUNCT
ajsts-4488	307	8	technology	technology	NOUN
ajsts-4488	307	9	and	and	CCONJ
ajsts-4488	307	10	applications	application	NOUN
ajsts-4488	307	11	(	(	PUNCT
ajsts-4488	307	12	pp	pp	ADJ
ajsts-4488	307	13	.	.	PUNCT
ajsts-4488	308	1	1	1	NUM
ajsts-4488	308	2	-	-	SYM
ajsts-4488	308	3	14	14	NUM
ajsts-4488	308	4	)	)	PUNCT
ajsts-4488	308	5	.	.	PUNCT
ajsts-4488	309	1	cham	cham	PROPN
ajsts-4488	309	2	:	:	PUNCT
ajsts-4488	309	3	springer	springer	NOUN
ajsts-4488	309	4	nature	nature	PROPN
ajsts-4488	309	5	switzerland	switzerland	PROPN
ajsts-4488	309	6	.	.	PUNCT
ajsts-4488	310	1	kasri	kasri	PROPN
ajsts-4488	310	2	,	,	PUNCT
ajsts-4488	310	3	w.	w.	PROPN
ajsts-4488	310	4	,	,	PUNCT
ajsts-4488	310	5	himeur	himeur	PROPN
ajsts-4488	310	6	,	,	PUNCT
ajsts-4488	310	7	y.	y.	PROPN
ajsts-4488	310	8	,	,	PUNCT
ajsts-4488	310	9	alkhazaleh	alkhazaleh	PROPN
ajsts-4488	310	10	,	,	PUNCT
ajsts-4488	310	11	h.	h.	PROPN
ajsts-4488	310	12	a.	a.	PROPN
ajsts-4488	310	13	,	,	PUNCT
ajsts-4488	310	14	tarapiah	tarapiah	PROPN
ajsts-4488	310	15	,	,	PUNCT
ajsts-4488	310	16	s.	s.	PROPN
ajsts-4488	310	17	,	,	PUNCT
ajsts-4488	310	18	atalla	atalla	PROPN
ajsts-4488	310	19	,	,	PUNCT
ajsts-4488	310	20	s.	s.	PROPN
ajsts-4488	310	21	,	,	PUNCT
ajsts-4488	310	22	mansoor	mansoor	PROPN
ajsts-4488	310	23	,	,	PUNCT
ajsts-4488	310	24	w.	w.	PROPN
ajsts-4488	310	25	,	,	PUNCT
ajsts-4488	310	26	&	&	CCONJ
ajsts-4488	310	27	al	al	PROPN
ajsts-4488	310	28	-	-	PUNCT
ajsts-4488	310	29	ahmad	ahmad	PROPN
ajsts-4488	310	30	,	,	PUNCT
ajsts-4488	310	31	h.	h.	PROPN
ajsts-4488	310	32	(	(	PUNCT
ajsts-4488	310	33	2025	2025	NUM
ajsts-4488	310	34	)	)	PUNCT
ajsts-4488	310	35	.	.	PUNCT
ajsts-4488	311	1	from	from	ADP
ajsts-4488	311	2	vulnerability	vulnerability	NOUN
ajsts-4488	311	3	to	to	ADP
ajsts-4488	311	4	defense	defense	NOUN
ajsts-4488	311	5	:	:	PUNCT
ajsts-4488	311	6	the	the	DET
ajsts-4488	311	7	role	role	NOUN
ajsts-4488	311	8	of	of	ADP
ajsts-4488	311	9	large	large	ADJ
ajsts-4488	311	10	language	language	NOUN
ajsts-4488	311	11	models	model	NOUN
ajsts-4488	311	12	in	in	ADP
ajsts-4488	311	13	enhancing	enhance	VERB
ajsts-4488	311	14	cybersecurity	cybersecurity	NOUN
ajsts-4488	311	15	.	.	PUNCT
ajsts-4488	312	1	computation	computation	NOUN
ajsts-4488	312	2	,	,	PUNCT
ajsts-4488	312	3	13(2	13(2	PROPN
ajsts-4488	312	4	)	)	PUNCT
ajsts-4488	312	5	,	,	PUNCT
ajsts-4488	312	6	30	30	NUM
ajsts-4488	312	7	.	.	PUNCT
ajsts-4488	312	8	mit	mit	PROPN
ajsts-4488	312	9	technology	technology	PROPN
ajsts-4488	312	10	review	review	NOUN
ajsts-4488	312	11	(	(	PUNCT
ajsts-4488	312	12	2023	2023	NUM
ajsts-4488	312	13	)	)	PUNCT
ajsts-4488	312	14	.	.	PUNCT
ajsts-4488	313	1	ai	ai	VERB
ajsts-4488	313	2	in	in	ADP
ajsts-4488	313	3	cybersecurity	cybersecurity	NOUN
ajsts-4488	313	4	:	:	PUNCT
ajsts-4488	313	5	transforming	transform	VERB
ajsts-4488	313	6	business	business	NOUN
ajsts-4488	313	7	protection	protection	NOUN
ajsts-4488	313	8	.	.	PUNCT
ajsts-4488	314	1	morgan	morgan	PROPN
ajsts-4488	314	2	,	,	PUNCT
ajsts-4488	314	3	s.	s.	PROPN
ajsts-4488	314	4	(	(	PUNCT
ajsts-4488	314	5	2022	2022	NUM
ajsts-4488	314	6	)	)	PUNCT
ajsts-4488	314	7	.	.	PUNCT
ajsts-4488	315	1	cybercrime	cybercrime	NOUN
ajsts-4488	315	2	to	to	PART
ajsts-4488	315	3	cost	cost	VERB
ajsts-4488	315	4	the	the	DET
ajsts-4488	315	5	world	world	NOUN
ajsts-4488	315	6	$	$	SYM
ajsts-4488	315	7	10.5	10.5	NUM
ajsts-4488	315	8	trillion	trillion	NUM
ajsts-4488	315	9	annually	annually	ADV
ajsts-4488	315	10	by	by	ADP
ajsts-4488	315	11	2025	2025	NUM
ajsts-4488	315	12	.	.	PUNCT
ajsts-4488	316	1	nakib	nakib	PROPN
ajsts-4488	316	2	,	,	PUNCT
ajsts-4488	316	3	a.	a.	NOUN
ajsts-4488	316	4	m.	m.	NOUN
ajsts-4488	316	5	,	,	PUNCT
ajsts-4488	316	6	khan	khan	PROPN
ajsts-4488	316	7	,	,	PUNCT
ajsts-4488	316	8	p.	p.	PROPN
ajsts-4488	316	9	,	,	PUNCT
ajsts-4488	316	10	ullah	ullah	PROPN
ajsts-4488	316	11	,	,	PUNCT
ajsts-4488	316	12	m.	m.	NOUN
ajsts-4488	316	13	m.	m.	NOUN
ajsts-4488	316	14	,	,	PUNCT
ajsts-4488	316	15	kawser	kawser	PROPN
ajsts-4488	316	16	,	,	PUNCT
ajsts-4488	316	17	m.	m.	NOUN
ajsts-4488	316	18	l.	l.	PROPN
ajsts-4488	316	19	,	,	PUNCT
ajsts-4488	316	20	jayed	jaye	VERB
ajsts-4488	316	21	,	,	PUNCT
ajsts-4488	316	22	a.	a.	PROPN
ajsts-4488	316	23	k.	k.	PROPN
ajsts-4488	316	24	m.	m.	PROPN
ajsts-4488	316	25	,	,	PUNCT
ajsts-4488	316	26	&	&	CCONJ
ajsts-4488	316	27	zim	zim	PROPN
ajsts-4488	316	28	,	,	PUNCT
ajsts-4488	316	29	s.	s.	PROPN
ajsts-4488	316	30	k.	k.	PROPN
ajsts-4488	316	31	(	(	PUNCT
ajsts-4488	316	32	2024	2024	NUM
ajsts-4488	316	33	)	)	PUNCT
ajsts-4488	316	34	.	.	PUNCT
ajsts-4488	317	1	harnessing	harness	VERB
ajsts-4488	317	2	advanced	advanced	ADJ
ajsts-4488	317	3	nlp	nlp	NOUN
ajsts-4488	317	4	techniques	technique	NOUN
ajsts-4488	317	5	for	for	ADP
ajsts-4488	317	6	automated	automate	VERB
ajsts-4488	317	7	personality	personality	NOUN
ajsts-4488	317	8	analysis	analysis	NOUN
ajsts-4488	317	9	and	and	CCONJ
ajsts-4488	317	10	future	future	ADJ
ajsts-4488	317	11	behavior	behavior	NOUN
ajsts-4488	317	12	prediction	prediction	NOUN
ajsts-4488	317	13	from	from	ADP
ajsts-4488	317	14	social	social	ADJ
ajsts-4488	317	15	media	medium	NOUN
ajsts-4488	317	16	posts	post	NOUN
ajsts-4488	317	17	.	.	PUNCT
ajsts-4488	318	1	eng	eng	PROPN
ajsts-4488	318	2	.	.	PROPN
ajsts-4488	318	3	technol	technol	PROPN
ajsts-4488	318	4	,	,	PUNCT
ajsts-4488	318	5	4(4	4(4	NUM
ajsts-4488	318	6	)	)	PUNCT
ajsts-4488	318	7	,	,	PUNCT
ajsts-4488	318	8	98	98	NUM
ajsts-4488	318	9	-	-	SYM
ajsts-4488	318	10	106	106	NUM
ajsts-4488	318	11	.	.	PUNCT
ajsts-4488	319	1	nakib	nakib	PROPN
ajsts-4488	319	2	,	,	PUNCT
ajsts-4488	319	3	a.	a.	NOUN
ajsts-4488	319	4	m.	m.	NOUN
ajsts-4488	319	5	,	,	PUNCT
ajsts-4488	319	6	li	li	PROPN
ajsts-4488	319	7	,	,	PUNCT
ajsts-4488	319	8	y.	y.	PROPN
ajsts-4488	319	9	,	,	PUNCT
ajsts-4488	319	10	&	&	CCONJ
ajsts-4488	319	11	luo	luo	PROPN
ajsts-4488	319	12	,	,	PUNCT
ajsts-4488	319	13	y.	y.	PROPN
ajsts-4488	319	14	(	(	PUNCT
ajsts-4488	319	15	2024	2024	NUM
ajsts-4488	319	16	,	,	PUNCT
ajsts-4488	319	17	september	september	PROPN
ajsts-4488	319	18	)	)	PUNCT
ajsts-4488	319	19	.	.	PUNCT
ajsts-4488	320	1	retinopathy	retinopathy	ADJ
ajsts-4488	320	2	identification	identification	NOUN
ajsts-4488	320	3	in	in	ADP
ajsts-4488	320	4	oct	oct	NOUN
ajsts-4488	320	5	images	image	NOUN
ajsts-4488	320	6	with	with	ADP
ajsts-4488	320	7	a	a	DET
ajsts-4488	320	8	semi	semi	ADJ
ajsts-4488	320	9	-	-	ADJ
ajsts-4488	320	10	supervised	supervised	ADJ
ajsts-4488	320	11	learning	learning	NOUN
ajsts-4488	320	12	approach	approach	NOUN
ajsts-4488	320	13	via	via	ADP
ajsts-4488	320	14	complementary	complementary	ADJ
ajsts-4488	320	15	expert	expert	NOUN
ajsts-4488	320	16	pooling	pooling	NOUN
ajsts-4488	320	17	and	and	CCONJ
ajsts-4488	320	18	expert	expert	NOUN
ajsts-4488	320	19	-	-	ADJ
ajsts-4488	320	20	wise	wise	ADJ
ajsts-4488	320	21	batch	batch	NOUN
ajsts-4488	320	22	normalization	normalization	NOUN
ajsts-4488	320	23	.	.	PUNCT
ajsts-4488	321	1	in	in	ADP
ajsts-4488	321	2	2024	2024	NUM
ajsts-4488	321	3	9th	9th	ADJ
ajsts-4488	321	4	optoelectronics	optoelectronic	NOUN
ajsts-4488	321	5	global	global	ADJ
ajsts-4488	321	6	conference	conference	NOUN
ajsts-4488	321	7	(	(	PUNCT
ajsts-4488	321	8	ogc	ogc	PROPN
ajsts-4488	321	9	)	)	PUNCT
ajsts-4488	321	10	(	(	PUNCT
ajsts-4488	321	11	pp	pp	X
ajsts-4488	321	12	.	.	PUNCT
ajsts-4488	321	13	170	170	NUM
ajsts-4488	321	14	-	-	SYM
ajsts-4488	321	15	174	174	NUM
ajsts-4488	321	16	)	)	PUNCT
ajsts-4488	321	17	.	.	PUNCT
ajsts-4488	322	1	ieee	ieee	PROPN
ajsts-4488	322	2	.	.	PUNCT
ajsts-4488	323	1	proofpoint	proofpoint	PROPN
ajsts-4488	323	2	(	(	PUNCT
ajsts-4488	323	3	2023	2023	NUM
ajsts-4488	323	4	)	)	PUNCT
ajsts-4488	323	5	.	.	PUNCT
ajsts-4488	324	1	the	the	DET
ajsts-4488	324	2	state	state	NOUN
ajsts-4488	324	3	of	of	ADP
ajsts-4488	324	4	phishing	phishe	VERB
ajsts-4488	324	5	attacks	attack	NOUN
ajsts-4488	324	6	2023	2023	NUM
ajsts-4488	324	7	.	.	PUNCT
ajsts-4488	325	1	sharma	sharma	PROPN
ajsts-4488	325	2	,	,	PUNCT
ajsts-4488	325	3	r.	r.	PROPN
ajsts-4488	325	4	,	,	PUNCT
ajsts-4488	325	5	gupta	gupta	PROPN
ajsts-4488	325	6	,	,	PUNCT
ajsts-4488	325	7	a.	a.	PROPN
ajsts-4488	325	8	,	,	PUNCT
ajsts-4488	325	9	&	&	CCONJ
ajsts-4488	325	10	kumar	kumar	PROPN
ajsts-4488	325	11	,	,	PUNCT
ajsts-4488	325	12	s.	s.	PROPN
ajsts-4488	325	13	(	(	PUNCT
ajsts-4488	325	14	2023	2023	NUM
ajsts-4488	325	15	)	)	PUNCT
ajsts-4488	325	16	.	.	PUNCT
ajsts-4488	326	1	cybersecurity	cybersecurity	NOUN
ajsts-4488	326	2	trends	trend	NOUN
ajsts-4488	326	3	and	and	CCONJ
ajsts-4488	326	4	ai	ai	NOUN
ajsts-4488	326	5	-	-	PUNCT
ajsts-4488	326	6	based	base	VERB
ajsts-4488	326	7	risk	risk	NOUN
ajsts-4488	326	8	mitigation	mitigation	NOUN
ajsts-4488	326	9	strategies	strategy	NOUN
ajsts-4488	326	10	.	.	PUNCT
ajsts-4488	327	1	international	international	ADJ
ajsts-4488	327	2	journal	journal	PROPN
ajsts-4488	327	3	of	of	ADP
ajsts-4488	327	4	cyber	cyber	PROPN
ajsts-4488	327	5	studies	study	NOUN
ajsts-4488	327	6	,	,	PUNCT
ajsts-4488	327	7	12(3	12(3	NUM
ajsts-4488	327	8	)	)	PUNCT
ajsts-4488	327	9	,	,	PUNCT
ajsts-4488	327	10	45–67	45–67	NUM
ajsts-4488	327	11	.	.	PUNCT
ajsts-4488	327	12	sophos	sophos	NOUN
ajsts-4488	327	13	(	(	PUNCT
ajsts-4488	327	14	2023	2023	NUM
ajsts-4488	327	15	)	)	PUNCT
ajsts-4488	327	16	.	.	PUNCT
ajsts-4488	328	1	ransomware	ransomware	NOUN
ajsts-4488	328	2	report	report	NOUN
ajsts-4488	328	3	2023	2023	NUM
ajsts-4488	328	4	.	.	PUNCT
ajsts-4488	329	1	symantec	symantec	NOUN
ajsts-4488	329	2	(	(	PUNCT
ajsts-4488	329	3	2022	2022	NUM
ajsts-4488	329	4	)	)	PUNCT
ajsts-4488	329	5	.	.	PUNCT
ajsts-4488	330	1	annual	annual	ADJ
ajsts-4488	330	2	threat	threat	NOUN
ajsts-4488	330	3	report	report	NOUN
ajsts-4488	330	4	.	.	PUNCT
ajsts-4488	331	1	truong	truong	PROPN
ajsts-4488	331	2	,	,	PUNCT
ajsts-4488	331	3	t.	t.	PROPN
ajsts-4488	331	4	c.	c.	PROPN
ajsts-4488	331	5	,	,	PUNCT
ajsts-4488	331	6	diep	diep	PROPN
ajsts-4488	331	7	,	,	PUNCT
ajsts-4488	331	8	q.	q.	PROPN
ajsts-4488	331	9	b.	b.	PROPN
ajsts-4488	331	10	,	,	PUNCT
ajsts-4488	331	11	&	&	CCONJ
ajsts-4488	331	12	zelinka	zelinka	PROPN
ajsts-4488	331	13	,	,	PUNCT
ajsts-4488	331	14	i.	i.	PROPN
ajsts-4488	331	15	(	(	PUNCT
ajsts-4488	331	16	2020	2020	NUM
ajsts-4488	331	17	)	)	PUNCT
ajsts-4488	331	18	.	.	PUNCT
ajsts-4488	332	1	artificial	artificial	ADJ
ajsts-4488	332	2	intelligence	intelligence	NOUN
ajsts-4488	332	3	in	in	ADP
ajsts-4488	332	4	the	the	DET
ajsts-4488	332	5	cyber	cyber	NOUN
ajsts-4488	332	6	domain	domain	NOUN
ajsts-4488	332	7	:	:	PUNCT
ajsts-4488	332	8	offense	offense	NOUN
ajsts-4488	332	9	and	and	CCONJ
ajsts-4488	332	10	defense	defense	NOUN
ajsts-4488	332	11	.	.	PUNCT
ajsts-4488	333	1	symmetry	symmetry	PROPN
ajsts-4488	333	2	,	,	PUNCT
ajsts-4488	333	3	12(3	12(3	NUM
ajsts-4488	333	4	)	)	PUNCT
ajsts-4488	333	5	,	,	PUNCT
ajsts-4488	333	6	410	410	NUM
ajsts-4488	333	7	.	.	PUNCT
ajsts-4488	334	1	truong	truong	PROPN
ajsts-4488	334	2	,	,	PUNCT
ajsts-4488	334	3	t.	t.	PROPN
ajsts-4488	334	4	c.	c.	PROPN
ajsts-4488	334	5	,	,	PUNCT
ajsts-4488	334	6	diep	diep	PROPN
ajsts-4488	334	7	,	,	PUNCT
ajsts-4488	334	8	q.	q.	PROPN
ajsts-4488	334	9	b.	b.	PROPN
ajsts-4488	334	10	,	,	PUNCT
ajsts-4488	334	11	&	&	CCONJ
ajsts-4488	334	12	zelinka	zelinka	PROPN
ajsts-4488	334	13	,	,	PUNCT
ajsts-4488	334	14	i.	i.	PROPN
ajsts-4488	334	15	(	(	PUNCT
ajsts-4488	334	16	2020	2020	NUM
ajsts-4488	334	17	)	)	PUNCT
ajsts-4488	334	18	.	.	PUNCT
ajsts-4488	335	1	artificial	artificial	ADJ
ajsts-4488	335	2	intelligence	intelligence	NOUN
ajsts-4488	335	3	in	in	ADP
ajsts-4488	335	4	the	the	DET
ajsts-4488	335	5	cyber	cyber	NOUN
ajsts-4488	335	6	domain	domain	NOUN
ajsts-4488	335	7	:	:	PUNCT
ajsts-4488	335	8	offense	offense	NOUN
ajsts-4488	335	9	and	and	CCONJ
ajsts-4488	335	10	defense	defense	NOUN
ajsts-4488	335	11	.	.	PUNCT
ajsts-4488	336	1	symmetry	symmetry	PROPN
ajsts-4488	336	2	,	,	PUNCT
ajsts-4488	336	3	12(3	12(3	NUM
ajsts-4488	336	4	)	)	PUNCT
ajsts-4488	336	5	,	,	PUNCT
ajsts-4488	336	6	410	410	NUM
ajsts-4488	336	7	.	.	PROPN
ajsts-4488	336	8	verizon	verizon	PROPN
ajsts-4488	336	9	(	(	PUNCT
ajsts-4488	336	10	2023	2023	NUM
ajsts-4488	336	11	)	)	PUNCT
ajsts-4488	336	12	.	.	PUNCT
ajsts-4488	337	1	data	datum	NOUN
ajsts-4488	337	2	breach	breach	NOUN
ajsts-4488	337	3	investigations	investigation	NOUN
ajsts-4488	337	4	report	report	NOUN
ajsts-4488	337	5	.	.	PUNCT
ajsts-4488	338	1	zhang	zhang	PROPN
ajsts-4488	338	2	,	,	PUNCT
ajsts-4488	338	3	z.	z.	PROPN
ajsts-4488	338	4	,	,	PUNCT
ajsts-4488	338	5	ning	ning	PROPN
ajsts-4488	338	6	,	,	PUNCT
ajsts-4488	338	7	h.	h.	PROPN
ajsts-4488	338	8	,	,	PUNCT
ajsts-4488	338	9	shi	shi	PROPN
ajsts-4488	338	10	,	,	PUNCT
ajsts-4488	338	11	f.	f.	PROPN
ajsts-4488	338	12	,	,	PUNCT
ajsts-4488	338	13	farha	farha	PROPN
ajsts-4488	338	14	,	,	PUNCT
ajsts-4488	338	15	f.	f.	PROPN
ajsts-4488	338	16	,	,	PUNCT
ajsts-4488	338	17	xu	xu	PROPN
ajsts-4488	338	18	,	,	PUNCT
ajsts-4488	338	19	y.	y.	PROPN
ajsts-4488	338	20	,	,	PUNCT
ajsts-4488	338	21	xu	xu	PROPN
ajsts-4488	338	22	,	,	PUNCT
ajsts-4488	338	23	j.	j.	PROPN
ajsts-4488	338	24	,	,	PUNCT
ajsts-4488	338	25	...	...	PUNCT
ajsts-4488	338	26	&	&	CCONJ
ajsts-4488	338	27	choo	choo	PROPN
ajsts-4488	338	28	,	,	PUNCT
ajsts-4488	338	29	k.	k.	PROPN
ajsts-4488	338	30	k.	k.	PROPN
ajsts-4488	338	31	r.	r.	PROPN
ajsts-4488	338	32	(	(	PUNCT
ajsts-4488	338	33	2022	2022	NUM
ajsts-4488	338	34	)	)	PUNCT
ajsts-4488	338	35	.	.	PUNCT
ajsts-4488	339	1	artificial	artificial	ADJ
ajsts-4488	339	2	intelligence	intelligence	NOUN
ajsts-4488	339	3	in	in	ADP
ajsts-4488	339	4	cyber	cyber	ADJ
ajsts-4488	339	5	security	security	NOUN
ajsts-4488	339	6	:	:	PUNCT
ajsts-4488	339	7	research	research	NOUN
ajsts-4488	339	8	advances	advance	NOUN
ajsts-4488	339	9	,	,	PUNCT
ajsts-4488	339	10	challenges	challenge	NOUN
ajsts-4488	339	11	,	,	PUNCT
ajsts-4488	339	12	and	and	CCONJ
ajsts-4488	339	13	opportunities	opportunity	NOUN
ajsts-4488	339	14	.	.	PUNCT
ajsts-4488	340	1	artificial	artificial	ADJ
ajsts-4488	340	2	intelligence	intelligence	NOUN
ajsts-4488	340	3	review	review	NOUN
ajsts-4488	340	4	,	,	PUNCT
ajsts-4488	340	5	1	1	NUM
ajsts-4488	340	6	-	-	SYM
ajsts-4488	340	7	25	25	NUM
ajsts-4488	340	8	.	.	PUNCT
ajsts-4488	341	1	zhang	zhang	PROPN
ajsts-4488	341	2	,	,	PUNCT
ajsts-4488	341	3	z.	z.	PROPN
ajsts-4488	341	4	,	,	PUNCT
ajsts-4488	341	5	ning	ning	PROPN
ajsts-4488	341	6	,	,	PUNCT
ajsts-4488	341	7	h.	h.	PROPN
ajsts-4488	341	8	,	,	PUNCT
ajsts-4488	341	9	shi	shi	PROPN
ajsts-4488	341	10	,	,	PUNCT
ajsts-4488	341	11	f.	f.	PROPN
ajsts-4488	341	12	,	,	PUNCT
ajsts-4488	341	13	farha	farha	PROPN
ajsts-4488	341	14	,	,	PUNCT
ajsts-4488	341	15	f.	f.	PROPN
ajsts-4488	341	16	,	,	PUNCT
ajsts-4488	341	17	xu	xu	PROPN
ajsts-4488	341	18	,	,	PUNCT
ajsts-4488	341	19	y.	y.	PROPN
ajsts-4488	341	20	,	,	PUNCT
ajsts-4488	341	21	xu	xu	PROPN
ajsts-4488	341	22	,	,	PUNCT
ajsts-4488	341	23	j.	j.	PROPN
ajsts-4488	341	24	,	,	PUNCT
ajsts-4488	341	25	...	...	PUNCT
ajsts-4488	341	26	&	&	CCONJ
ajsts-4488	341	27	choo	choo	PROPN
ajsts-4488	341	28	,	,	PUNCT
ajsts-4488	341	29	k.	k.	PROPN
ajsts-4488	341	30	k.	k.	PROPN
ajsts-4488	341	31	r.	r.	PROPN
ajsts-4488	341	32	(	(	PUNCT
ajsts-4488	341	33	2022	2022	NUM
ajsts-4488	341	34	)	)	PUNCT
ajsts-4488	341	35	.	.	PUNCT
ajsts-4488	342	1	artificial	artificial	ADJ
ajsts-4488	342	2	intelligence	intelligence	NOUN
ajsts-4488	342	3	in	in	ADP
ajsts-4488	342	4	cyber	cyber	ADJ
ajsts-4488	342	5	security	security	NOUN
ajsts-4488	342	6	:	:	PUNCT
ajsts-4488	342	7	research	research	NOUN
ajsts-4488	342	8	advances	advance	NOUN
ajsts-4488	342	9	,	,	PUNCT
ajsts-4488	342	10	challenges	challenge	NOUN
ajsts-4488	342	11	,	,	PUNCT
ajsts-4488	342	12	and	and	CCONJ
ajsts-4488	342	13	opportunities	opportunity	NOUN
ajsts-4488	342	14	.	.	PUNCT
ajsts-4488	343	1	artificial	artificial	ADJ
ajsts-4488	343	2	intelligence	intelligence	NOUN
ajsts-4488	343	3	review	review	NOUN
ajsts-4488	343	4	,	,	PUNCT
ajsts-4488	343	5	1	1	NUM
ajsts-4488	343	6	-	-	SYM
ajsts-4488	343	7	25	25	NUM
ajsts-4488	343	8	.	.	PUNCT