id	sid	tid	token	lemma	pos
ajema-7080	1	1	51	51	NUM
ajema-7080	1	2	journal	journal	NOUN
ajema-7080	1	3	of	of	ADP
ajema-7080	1	4	engineering	engineering	NOUN
ajema-7080	1	5	,	,	PUNCT
ajema-7080	1	6	mechanics	mechanic	NOUN
ajema-7080	1	7	and	and	CCONJ
ajema-7080	1	8	architecture	architecture	NOUN
ajema-7080	1	9	www	www	NOUN
ajema-7080	1	10	.	.	PUNCT
ajema-7080	2	1	grnjournal.us	grnjournal.us	PROPN
ajema-7080	2	2	american	american	PROPN
ajema-7080	2	3	journal	journal	PROPN
ajema-7080	2	4	of	of	ADP
ajema-7080	2	5	engineering	engineering	NOUN
ajema-7080	2	6	,	,	PUNCT
ajema-7080	2	7	mechanics	mechanic	NOUN
ajema-7080	2	8	and	and	CCONJ
ajema-7080	2	9	architecture	architecture	NOUN
ajema-7080	2	10	volume	volume	NOUN
ajema-7080	2	11	3	3	NUM
ajema-7080	2	12	,	,	PUNCT
ajema-7080	2	13	issue	issue	NOUN
ajema-7080	2	14	3	3	NUM
ajema-7080	2	15	,	,	PUNCT
ajema-7080	2	16	2025	2025	NUM
ajema-7080	2	17	issn	issn	X
ajema-7080	2	18	(	(	PUNCT
ajema-7080	2	19	e	e	NOUN
ajema-7080	2	20	):	):	PUNCT
ajema-7080	2	21	2993	2993	NUM
ajema-7080	2	22	-	-	SYM
ajema-7080	2	23	2637	2637	NUM
ajema-7080	2	24	enhancing	enhance	VERB
ajema-7080	2	25	cloud	cloud	ADJ
ajema-7080	2	26	security	security	NOUN
ajema-7080	2	27	with	with	ADP
ajema-7080	2	28	machine	machine	NOUN
ajema-7080	2	29	learning	learning	NOUN
ajema-7080	2	30	-	-	PUNCT
ajema-7080	2	31	based	base	VERB
ajema-7080	2	32	anomaly	anomaly	NOUN
ajema-7080	2	33	detection	detection	NOUN
ajema-7080	2	34	aisha	aisha	PROPN
ajema-7080	2	35	mohammed	mohammed	PROPN
ajema-7080	2	36	,	,	PUNCT
ajema-7080	2	37	theresa	theresa	PROPN
ajema-7080	2	38	ojevwe	ojevwe	PROPN
ajema-7080	2	39	akroh	akroh	PROPN
ajema-7080	2	40	,	,	PUNCT
ajema-7080	2	41	chinwe	chinwe	PROPN
ajema-7080	2	42	sheila	sheila	PROPN
ajema-7080	2	43	nwachukwu	nwachukwu	PROPN
ajema-7080	2	44	doctorate	doctorate	PROPN
ajema-7080	2	45	in	in	ADP
ajema-7080	2	46	cloud	cloud	NOUN
ajema-7080	2	47	computing	computing	NOUN
ajema-7080	2	48	and	and	CCONJ
ajema-7080	2	49	cybersecurity	cybersecurity	NOUN
ajema-7080	2	50	,	,	PUNCT
ajema-7080	2	51	researcher	researcher	NOUN
ajema-7080	2	52	at	at	ADP
ajema-7080	2	53	the	the	DET
ajema-7080	2	54	university	university	PROPN
ajema-7080	2	55	of	of	ADP
ajema-7080	2	56	derby	derby	PROPN
ajema-7080	2	57	,	,	PUNCT
ajema-7080	2	58	united	united	ADJ
ajema-7080	2	59	kingdom	kingdom	PROPN
ajema-7080	2	60	abstract	abstract	PROPN
ajema-7080	2	61	:	:	PUNCT
ajema-7080	2	62	with	with	ADP
ajema-7080	2	63	the	the	DET
ajema-7080	2	64	increasing	increase	VERB
ajema-7080	2	65	adoption	adoption	NOUN
ajema-7080	2	66	of	of	ADP
ajema-7080	2	67	cloud	cloud	NOUN
ajema-7080	2	68	computing	computing	NOUN
ajema-7080	2	69	across	across	ADP
ajema-7080	2	70	industries	industry	NOUN
ajema-7080	2	71	,	,	PUNCT
ajema-7080	2	72	ensuring	ensure	VERB
ajema-7080	2	73	robust	robust	ADJ
ajema-7080	2	74	security	security	NOUN
ajema-7080	2	75	measures	measure	NOUN
ajema-7080	2	76	has	have	AUX
ajema-7080	2	77	become	become	VERB
ajema-7080	2	78	a	a	DET
ajema-7080	2	79	critical	critical	ADJ
ajema-7080	2	80	priority	priority	NOUN
ajema-7080	2	81	.	.	PUNCT
ajema-7080	3	1	traditional	traditional	ADJ
ajema-7080	3	2	security	security	NOUN
ajema-7080	3	3	approaches	approach	NOUN
ajema-7080	3	4	,	,	PUNCT
ajema-7080	3	5	such	such	ADJ
ajema-7080	3	6	as	as	ADP
ajema-7080	3	7	rulebased	rulebase	VERB
ajema-7080	3	8	intrusion	intrusion	NOUN
ajema-7080	3	9	detection	detection	NOUN
ajema-7080	3	10	systems	system	NOUN
ajema-7080	3	11	and	and	CCONJ
ajema-7080	3	12	signature	signature	NOUN
ajema-7080	3	13	-	-	PUNCT
ajema-7080	3	14	based	base	VERB
ajema-7080	3	15	methods	method	NOUN
ajema-7080	3	16	,	,	PUNCT
ajema-7080	3	17	often	often	ADV
ajema-7080	3	18	fail	fail	VERB
ajema-7080	3	19	to	to	PART
ajema-7080	3	20	detect	detect	VERB
ajema-7080	3	21	novel	novel	NOUN
ajema-7080	3	22	and	and	CCONJ
ajema-7080	3	23	sophisticated	sophisticated	ADJ
ajema-7080	3	24	cyber	cyber	NOUN
ajema-7080	3	25	threats	threat	NOUN
ajema-7080	3	26	in	in	ADP
ajema-7080	3	27	real	real	ADJ
ajema-7080	3	28	-	-	PUNCT
ajema-7080	3	29	time	time	NOUN
ajema-7080	3	30	.	.	PUNCT
ajema-7080	4	1	as	as	ADP
ajema-7080	4	2	a	a	DET
ajema-7080	4	3	result	result	NOUN
ajema-7080	4	4	,	,	PUNCT
ajema-7080	4	5	the	the	DET
ajema-7080	4	6	integration	integration	NOUN
ajema-7080	4	7	of	of	ADP
ajema-7080	4	8	machine	machine	NOUN
ajema-7080	4	9	learning	learning	NOUN
ajema-7080	4	10	(	(	PUNCT
ajema-7080	4	11	ml	ml	NOUN
ajema-7080	4	12	)	)	PUNCT
ajema-7080	4	13	for	for	ADP
ajema-7080	4	14	anomaly	anomaly	NOUN
ajema-7080	4	15	detection	detection	NOUN
ajema-7080	4	16	has	have	AUX
ajema-7080	4	17	emerged	emerge	VERB
ajema-7080	4	18	as	as	ADP
ajema-7080	4	19	a	a	DET
ajema-7080	4	20	powerful	powerful	ADJ
ajema-7080	4	21	solution	solution	NOUN
ajema-7080	4	22	for	for	ADP
ajema-7080	4	23	enhancing	enhance	VERB
ajema-7080	4	24	cloud	cloud	ADJ
ajema-7080	4	25	security	security	NOUN
ajema-7080	4	26	.	.	PUNCT
ajema-7080	5	1	this	this	DET
ajema-7080	5	2	paper	paper	NOUN
ajema-7080	5	3	explores	explore	VERB
ajema-7080	5	4	the	the	DET
ajema-7080	5	5	implementation	implementation	NOUN
ajema-7080	5	6	of	of	ADP
ajema-7080	5	7	ml	ml	ADV
ajema-7080	5	8	-	-	PUNCT
ajema-7080	5	9	based	base	VERB
ajema-7080	5	10	anomaly	anomaly	NOUN
ajema-7080	5	11	detection	detection	NOUN
ajema-7080	5	12	techniques	technique	NOUN
ajema-7080	5	13	to	to	PART
ajema-7080	5	14	identify	identify	VERB
ajema-7080	5	15	and	and	CCONJ
ajema-7080	5	16	mitigate	mitigate	VERB
ajema-7080	5	17	security	security	NOUN
ajema-7080	5	18	threats	threat	NOUN
ajema-7080	5	19	in	in	ADP
ajema-7080	5	20	cloud	cloud	ADJ
ajema-7080	5	21	environments	environment	NOUN
ajema-7080	5	22	.	.	PUNCT
ajema-7080	6	1	specifically	specifically	ADV
ajema-7080	6	2	,	,	PUNCT
ajema-7080	6	3	it	it	PRON
ajema-7080	6	4	examines	examine	VERB
ajema-7080	6	5	various	various	ADJ
ajema-7080	6	6	ml	ml	NOUN
ajema-7080	6	7	approaches	approach	NOUN
ajema-7080	6	8	,	,	PUNCT
ajema-7080	6	9	including	include	VERB
ajema-7080	6	10	supervised	supervised	ADJ
ajema-7080	6	11	,	,	PUNCT
ajema-7080	6	12	unsupervised	unsupervised	ADJ
ajema-7080	6	13	,	,	PUNCT
ajema-7080	6	14	and	and	CCONJ
ajema-7080	6	15	reinforcement	reinforcement	NOUN
ajema-7080	6	16	learning	learning	NOUN
ajema-7080	6	17	,	,	PUNCT
ajema-7080	6	18	and	and	CCONJ
ajema-7080	6	19	their	their	PRON
ajema-7080	6	20	effectiveness	effectiveness	NOUN
ajema-7080	6	21	in	in	ADP
ajema-7080	6	22	detecting	detect	VERB
ajema-7080	6	23	deviations	deviation	NOUN
ajema-7080	6	24	from	from	ADP
ajema-7080	6	25	normal	normal	ADJ
ajema-7080	6	26	system	system	NOUN
ajema-7080	6	27	behavior	behavior	NOUN
ajema-7080	6	28	.	.	PUNCT
ajema-7080	7	1	by	by	ADP
ajema-7080	7	2	analyzing	analyze	VERB
ajema-7080	7	3	patterns	pattern	NOUN
ajema-7080	7	4	in	in	ADP
ajema-7080	7	5	network	network	NOUN
ajema-7080	7	6	traffic	traffic	NOUN
ajema-7080	7	7	,	,	PUNCT
ajema-7080	7	8	user	user	NOUN
ajema-7080	7	9	activity	activity	NOUN
ajema-7080	7	10	,	,	PUNCT
ajema-7080	7	11	and	and	CCONJ
ajema-7080	7	12	system	system	NOUN
ajema-7080	7	13	logs	log	NOUN
ajema-7080	7	14	,	,	PUNCT
ajema-7080	7	15	ml	ml	ADP
ajema-7080	7	16	models	model	NOUN
ajema-7080	7	17	can	can	AUX
ajema-7080	7	18	identify	identify	VERB
ajema-7080	7	19	potential	potential	ADJ
ajema-7080	7	20	threats	threat	NOUN
ajema-7080	7	21	such	such	ADJ
ajema-7080	7	22	as	as	ADP
ajema-7080	7	23	insider	insider	NOUN
ajema-7080	7	24	attacks	attack	NOUN
ajema-7080	7	25	,	,	PUNCT
ajema-7080	7	26	unauthorized	unauthorized	ADJ
ajema-7080	7	27	access	access	NOUN
ajema-7080	7	28	,	,	PUNCT
ajema-7080	7	29	malware	malware	NOUN
ajema-7080	7	30	infiltration	infiltration	NOUN
ajema-7080	7	31	,	,	PUNCT
ajema-7080	7	32	and	and	CCONJ
ajema-7080	7	33	distributed	distribute	VERB
ajema-7080	7	34	denial	denial	NOUN
ajema-7080	7	35	-	-	PUNCT
ajema-7080	7	36	of	of	ADP
ajema-7080	7	37	-	-	PUNCT
ajema-7080	7	38	service	service	NOUN
ajema-7080	7	39	(	(	PUNCT
ajema-7080	7	40	ddos	ddos	NOUN
ajema-7080	7	41	)	)	PUNCT
ajema-7080	7	42	attacks	attack	NOUN
ajema-7080	7	43	.	.	PUNCT
ajema-7080	8	1	furthermore	furthermore	ADV
ajema-7080	8	2	,	,	PUNCT
ajema-7080	8	3	the	the	DET
ajema-7080	8	4	paper	paper	NOUN
ajema-7080	8	5	discusses	discuss	VERB
ajema-7080	8	6	the	the	DET
ajema-7080	8	7	challenges	challenge	NOUN
ajema-7080	8	8	associated	associate	VERB
ajema-7080	8	9	with	with	ADP
ajema-7080	8	10	ml	ml	ADV
ajema-7080	8	11	-	-	PUNCT
ajema-7080	8	12	driven	drive	VERB
ajema-7080	8	13	security	security	NOUN
ajema-7080	8	14	solutions	solution	NOUN
ajema-7080	8	15	,	,	PUNCT
ajema-7080	8	16	including	include	VERB
ajema-7080	8	17	the	the	DET
ajema-7080	8	18	need	need	NOUN
ajema-7080	8	19	for	for	ADP
ajema-7080	8	20	high	high	ADJ
ajema-7080	8	21	-	-	PUNCT
ajema-7080	8	22	quality	quality	NOUN
ajema-7080	8	23	training	training	NOUN
ajema-7080	8	24	data	datum	NOUN
ajema-7080	8	25	,	,	PUNCT
ajema-7080	8	26	computational	computational	ADJ
ajema-7080	8	27	overhead	overhead	NOUN
ajema-7080	8	28	,	,	PUNCT
ajema-7080	8	29	model	model	NOUN
ajema-7080	8	30	interpretability	interpretability	NOUN
ajema-7080	8	31	,	,	PUNCT
ajema-7080	8	32	and	and	CCONJ
ajema-7080	8	33	potential	potential	ADJ
ajema-7080	8	34	adversarial	adversarial	ADJ
ajema-7080	8	35	attacks	attack	NOUN
ajema-7080	8	36	on	on	ADP
ajema-7080	8	37	learning	learn	VERB
ajema-7080	8	38	algorithms	algorithm	NOUN
ajema-7080	8	39	.	.	PUNCT
ajema-7080	9	1	additionally	additionally	ADV
ajema-7080	9	2	,	,	PUNCT
ajema-7080	9	3	privacy	privacy	NOUN
ajema-7080	9	4	concerns	concern	NOUN
ajema-7080	9	5	related	relate	VERB
ajema-7080	9	6	to	to	ADP
ajema-7080	9	7	data	data	NOUN
ajema-7080	9	8	collection	collection	NOUN
ajema-7080	9	9	and	and	CCONJ
ajema-7080	9	10	processing	processing	NOUN
ajema-7080	9	11	in	in	ADP
ajema-7080	9	12	cloud	cloud	ADJ
ajema-7080	9	13	environments	environment	NOUN
ajema-7080	9	14	are	be	AUX
ajema-7080	9	15	highlighted	highlight	VERB
ajema-7080	9	16	.	.	PUNCT
ajema-7080	10	1	despite	despite	SCONJ
ajema-7080	10	2	these	these	DET
ajema-7080	10	3	challenges	challenge	NOUN
ajema-7080	10	4	,	,	PUNCT
ajema-7080	10	5	ml	ml	NOUN
ajema-7080	10	6	-	-	PUNCT
ajema-7080	10	7	based	base	VERB
ajema-7080	10	8	anomaly	anomaly	NOUN
ajema-7080	10	9	detection	detection	NOUN
ajema-7080	10	10	offers	offer	VERB
ajema-7080	10	11	significant	significant	ADJ
ajema-7080	10	12	advantages	advantage	NOUN
ajema-7080	10	13	over	over	ADP
ajema-7080	10	14	conventional	conventional	ADJ
ajema-7080	10	15	security	security	NOUN
ajema-7080	10	16	mechanisms	mechanism	NOUN
ajema-7080	10	17	by	by	ADP
ajema-7080	10	18	enabling	enable	VERB
ajema-7080	10	19	adaptive	adaptive	ADJ
ajema-7080	10	20	,	,	PUNCT
ajema-7080	10	21	scalable	scalable	ADJ
ajema-7080	10	22	,	,	PUNCT
ajema-7080	10	23	and	and	CCONJ
ajema-7080	10	24	proactive	proactive	ADJ
ajema-7080	10	25	threat	threat	NOUN
ajema-7080	10	26	detection	detection	NOUN
ajema-7080	10	27	.	.	PUNCT
ajema-7080	11	1	through	through	ADP
ajema-7080	11	2	an	an	DET
ajema-7080	11	3	in	in	ADP
ajema-7080	11	4	-	-	PUNCT
ajema-7080	11	5	depth	depth	NOUN
ajema-7080	11	6	review	review	NOUN
ajema-7080	11	7	of	of	ADP
ajema-7080	11	8	recent	recent	ADJ
ajema-7080	11	9	advancements	advancement	NOUN
ajema-7080	11	10	and	and	CCONJ
ajema-7080	11	11	case	case	NOUN
ajema-7080	11	12	studies	study	NOUN
ajema-7080	11	13	,	,	PUNCT
ajema-7080	11	14	this	this	DET
ajema-7080	11	15	research	research	NOUN
ajema-7080	11	16	underscores	underscore	VERB
ajema-7080	11	17	the	the	DET
ajema-7080	11	18	transformative	transformative	ADJ
ajema-7080	11	19	potential	potential	NOUN
ajema-7080	11	20	of	of	ADP
ajema-7080	11	21	ml	ml	NOUN
ajema-7080	11	22	in	in	ADP
ajema-7080	11	23	strengthening	strengthen	VERB
ajema-7080	11	24	cloud	cloud	ADJ
ajema-7080	11	25	security	security	NOUN
ajema-7080	11	26	.	.	PUNCT
ajema-7080	12	1	by	by	ADP
ajema-7080	12	2	leveraging	leverage	VERB
ajema-7080	12	3	artificial	artificial	ADJ
ajema-7080	12	4	intelligence	intelligence	NOUN
ajema-7080	12	5	and	and	CCONJ
ajema-7080	12	6	data	data	NOUN
ajema-7080	12	7	-	-	PUNCT
ajema-7080	12	8	driven	drive	VERB
ajema-7080	12	9	anomaly	anomaly	NOUN
ajema-7080	12	10	detection	detection	NOUN
ajema-7080	12	11	techniques	technique	NOUN
ajema-7080	12	12	,	,	PUNCT
ajema-7080	12	13	cloud	cloud	NOUN
ajema-7080	12	14	service	service	NOUN
ajema-7080	12	15	providers	provider	NOUN
ajema-7080	12	16	can	can	AUX
ajema-7080	12	17	improve	improve	VERB
ajema-7080	12	18	their	their	PRON
ajema-7080	12	19	security	security	NOUN
ajema-7080	12	20	posture	posture	NOUN
ajema-7080	12	21	,	,	PUNCT
ajema-7080	12	22	reduce	reduce	VERB
ajema-7080	12	23	false	false	ADJ
ajema-7080	12	24	positives	positive	NOUN
ajema-7080	12	25	in	in	ADP
ajema-7080	12	26	threat	threat	NOUN
ajema-7080	12	27	detection	detection	NOUN
ajema-7080	12	28	,	,	PUNCT
ajema-7080	12	29	and	and	CCONJ
ajema-7080	12	30	enhance	enhance	VERB
ajema-7080	12	31	real	real	ADJ
ajema-7080	12	32	-	-	PUNCT
ajema-7080	12	33	time	time	NOUN
ajema-7080	12	34	incident	incident	NOUN
ajema-7080	12	35	response	response	NOUN
ajema-7080	12	36	.	.	PUNCT
ajema-7080	13	1	ultimately	ultimately	ADV
ajema-7080	13	2	,	,	PUNCT
ajema-7080	13	3	this	this	DET
ajema-7080	13	4	study	study	NOUN
ajema-7080	13	5	advocates	advocate	VERB
ajema-7080	13	6	for	for	ADP
ajema-7080	13	7	the	the	DET
ajema-7080	13	8	integration	integration	NOUN
ajema-7080	13	9	of	of	ADP
ajema-7080	13	10	ml	ml	ADV
ajema-7080	13	11	-	-	PUNCT
ajema-7080	13	12	based	base	VERB
ajema-7080	13	13	anomaly	anomaly	NOUN
ajema-7080	13	14	detection	detection	NOUN
ajema-7080	13	15	as	as	ADP
ajema-7080	13	16	a	a	DET
ajema-7080	13	17	fundamental	fundamental	ADJ
ajema-7080	13	18	component	component	NOUN
ajema-7080	13	19	of	of	ADP
ajema-7080	13	20	modern	modern	ADJ
ajema-7080	13	21	cloud	cloud	NOUN
ajema-7080	13	22	security	security	NOUN
ajema-7080	13	23	frameworks	framework	NOUN
ajema-7080	13	24	to	to	PART
ajema-7080	13	25	ensure	ensure	VERB
ajema-7080	13	26	the	the	DET
ajema-7080	13	27	resilience	resilience	NOUN
ajema-7080	13	28	and	and	CCONJ
ajema-7080	13	29	integrity	integrity	NOUN
ajema-7080	13	30	of	of	ADP
ajema-7080	13	31	cloud	cloud	NOUN
ajema-7080	13	32	-	-	PUNCT
ajema-7080	13	33	based	base	VERB
ajema-7080	13	34	systems	system	NOUN
ajema-7080	13	35	against	against	ADP
ajema-7080	13	36	evolving	evolve	VERB
ajema-7080	13	37	cyber	cyber	NOUN
ajema-7080	13	38	threats	threat	NOUN
ajema-7080	13	39	.	.	PUNCT
ajema-7080	14	1	i.	i.	PROPN
ajema-7080	14	2	introduction	introduction	NOUN
ajema-7080	14	3	background	background	NOUN
ajema-7080	14	4	on	on	ADP
ajema-7080	14	5	cloud	cloud	ADJ
ajema-7080	14	6	security	security	NOUN
ajema-7080	14	7	challenges	challenge	NOUN
ajema-7080	14	8	cloud	cloud	NOUN
ajema-7080	14	9	computing	computing	NOUN
ajema-7080	14	10	has	have	AUX
ajema-7080	14	11	revolutionized	revolutionize	VERB
ajema-7080	14	12	the	the	DET
ajema-7080	14	13	way	way	NOUN
ajema-7080	14	14	businesses	business	NOUN
ajema-7080	14	15	and	and	CCONJ
ajema-7080	14	16	individuals	individual	NOUN
ajema-7080	14	17	store	store	NOUN
ajema-7080	14	18	,	,	PUNCT
ajema-7080	14	19	process	process	NOUN
ajema-7080	14	20	,	,	PUNCT
ajema-7080	14	21	and	and	CCONJ
ajema-7080	14	22	access	access	NOUN
ajema-7080	14	23	data	datum	NOUN
ajema-7080	14	24	,	,	PUNCT
ajema-7080	14	25	offering	offer	VERB
ajema-7080	14	26	scalability	scalability	NOUN
ajema-7080	14	27	,	,	PUNCT
ajema-7080	14	28	flexibility	flexibility	NOUN
ajema-7080	14	29	,	,	PUNCT
ajema-7080	14	30	and	and	CCONJ
ajema-7080	14	31	cost	cost	NOUN
ajema-7080	14	32	-	-	PUNCT
ajema-7080	14	33	efficiency	efficiency	NOUN
ajema-7080	14	34	.	.	PUNCT
ajema-7080	15	1	however	however	ADV
ajema-7080	15	2	,	,	PUNCT
ajema-7080	15	3	as	as	SCONJ
ajema-7080	15	4	cloud	cloud	ADJ
ajema-7080	15	5	adoption	adoption	NOUN
ajema-7080	15	6	continues	continue	VERB
ajema-7080	15	7	to	to	PART
ajema-7080	15	8	grow	grow	VERB
ajema-7080	15	9	,	,	PUNCT
ajema-7080	15	10	so	so	ADV
ajema-7080	15	11	do	do	VERB
ajema-7080	15	12	the	the	DET
ajema-7080	15	13	security	security	NOUN
ajema-7080	15	14	challenges	challenge	NOUN
ajema-7080	15	15	associated	associate	VERB
ajema-7080	15	16	with	with	ADP
ajema-7080	15	17	it	it	PRON
ajema-7080	15	18	.	.	PUNCT
ajema-7080	16	1	organizations	organization	NOUN
ajema-7080	16	2	relying	rely	VERB
ajema-7080	16	3	on	on	ADP
ajema-7080	16	4	cloud	cloud	NOUN
ajema-7080	16	5	services	service	NOUN
ajema-7080	16	6	face	face	VERB
ajema-7080	16	7	a	a	DET
ajema-7080	16	8	range	range	NOUN
ajema-7080	16	9	of	of	ADP
ajema-7080	16	10	cyber	cyber	NOUN
ajema-7080	16	11	threats	threat	NOUN
ajema-7080	16	12	,	,	PUNCT
ajema-7080	16	13	including	include	VERB
ajema-7080	16	14	unauthorized	unauthorized	ADJ
ajema-7080	16	15	access	access	NOUN
ajema-7080	16	16	,	,	PUNCT
ajema-7080	16	17	data	datum	NOUN
ajema-7080	16	18	breaches	breach	NOUN
ajema-7080	16	19	,	,	PUNCT
ajema-7080	16	20	distributed	distribute	VERB
ajema-7080	16	21	denial	denial	NOUN
ajema-7080	16	22	-	-	PUNCT
ajema-7080	16	23	of	of	ADP
ajema-7080	16	24	-	-	PUNCT
ajema-7080	16	25	service	service	NOUN
ajema-7080	16	26	(	(	PUNCT
ajema-7080	16	27	ddos	ddo	NOUN
ajema-7080	16	28	)	)	PUNCT
ajema-7080	16	29	attacks	attack	NOUN
ajema-7080	16	30	,	,	PUNCT
ajema-7080	16	31	insider	insider	NOUN
ajema-7080	16	32	threats	threat	NOUN
ajema-7080	16	33	,	,	PUNCT
ajema-7080	16	34	and	and	CCONJ
ajema-7080	16	35	advanced	advanced	ADJ
ajema-7080	16	36	persistent	persistent	ADJ
ajema-7080	16	37	threats	threat	NOUN
ajema-7080	16	38	(	(	PUNCT
ajema-7080	16	39	apts	apt	NOUN
ajema-7080	16	40	)	)	PUNCT
ajema-7080	16	41	.	.	PUNCT
ajema-7080	17	1	the	the	DET
ajema-7080	17	2	dynamic	dynamic	ADJ
ajema-7080	17	3	nature	nature	NOUN
ajema-7080	17	4	of	of	ADP
ajema-7080	17	5	cloud	cloud	ADJ
ajema-7080	17	6	environments	environment	NOUN
ajema-7080	17	7	,	,	PUNCT
ajema-7080	17	8	characterized	characterize	VERB
ajema-7080	17	9	by	by	ADP
ajema-7080	17	10	multi	multi	ADJ
ajema-7080	17	11	-	-	ADJ
ajema-7080	17	12	tenancy	tenancy	ADJ
ajema-7080	17	13	,	,	PUNCT
ajema-7080	17	14	remote	remote	ADJ
ajema-7080	17	15	access	access	NOUN
ajema-7080	17	16	,	,	PUNCT
ajema-7080	17	17	and	and	CCONJ
ajema-7080	17	18	resource	resource	NOUN
ajema-7080	17	19	virtualization	virtualization	NOUN
ajema-7080	17	20	,	,	PUNCT
ajema-7080	17	21	further	far	ADV
ajema-7080	17	22	complicates	complicate	VERB
ajema-7080	17	23	security	security	NOUN
ajema-7080	17	24	enforcement	enforcement	NOUN
ajema-7080	17	25	.	.	PUNCT
ajema-7080	18	1	52	52	NUM
ajema-7080	18	2	journal	journal	NOUN
ajema-7080	18	3	of	of	ADP
ajema-7080	18	4	engineering	engineering	NOUN
ajema-7080	18	5	,	,	PUNCT
ajema-7080	18	6	mechanics	mechanic	NOUN
ajema-7080	18	7	and	and	CCONJ
ajema-7080	18	8	architecture	architecture	NOUN
ajema-7080	18	9	www	www	NOUN
ajema-7080	18	10	.	.	PUNCT
ajema-7080	19	1	grnjournal.us	grnjournal.us	X
ajema-7080	19	2	increasing	increase	VERB
ajema-7080	19	3	cyber	cyber	NOUN
ajema-7080	19	4	threats	threat	NOUN
ajema-7080	19	5	in	in	ADP
ajema-7080	19	6	cloud	cloud	ADJ
ajema-7080	19	7	environments	environment	NOUN
ajema-7080	19	8	the	the	DET
ajema-7080	19	9	rapid	rapid	ADJ
ajema-7080	19	10	expansion	expansion	NOUN
ajema-7080	19	11	of	of	ADP
ajema-7080	19	12	cloud	cloud	NOUN
ajema-7080	19	13	services	service	NOUN
ajema-7080	19	14	has	have	AUX
ajema-7080	19	15	attracted	attract	VERB
ajema-7080	19	16	cybercriminals	cybercriminal	NOUN
ajema-7080	19	17	who	who	PRON
ajema-7080	19	18	exploit	exploit	VERB
ajema-7080	19	19	vulnerabilities	vulnerability	NOUN
ajema-7080	19	20	in	in	ADP
ajema-7080	19	21	cloud	cloud	NOUN
ajema-7080	19	22	infrastructure	infrastructure	NOUN
ajema-7080	19	23	,	,	PUNCT
ajema-7080	19	24	applications	application	NOUN
ajema-7080	19	25	,	,	PUNCT
ajema-7080	19	26	and	and	CCONJ
ajema-7080	19	27	user	user	NOUN
ajema-7080	19	28	authentication	authentication	NOUN
ajema-7080	19	29	mechanisms	mechanism	NOUN
ajema-7080	19	30	.	.	PUNCT
ajema-7080	20	1	cyberattacks	cyberattack	NOUN
ajema-7080	20	2	targeting	target	VERB
ajema-7080	20	3	cloud	cloud	NOUN
ajema-7080	20	4	platforms	platform	NOUN
ajema-7080	20	5	have	have	AUX
ajema-7080	20	6	become	become	VERB
ajema-7080	20	7	more	more	ADV
ajema-7080	20	8	sophisticated	sophisticated	ADJ
ajema-7080	20	9	,	,	PUNCT
ajema-7080	20	10	leveraging	leverage	VERB
ajema-7080	20	11	techniques	technique	NOUN
ajema-7080	20	12	such	such	ADJ
ajema-7080	20	13	as	as	ADP
ajema-7080	20	14	phishing	phishe	VERB
ajema-7080	20	15	,	,	PUNCT
ajema-7080	20	16	ransomware	ransomware	NOUN
ajema-7080	20	17	,	,	PUNCT
ajema-7080	20	18	and	and	CCONJ
ajema-7080	20	19	zero	zero	NUM
ajema-7080	20	20	-	-	PUNCT
ajema-7080	20	21	day	day	NOUN
ajema-7080	20	22	exploits	exploit	NOUN
ajema-7080	20	23	.	.	PUNCT
ajema-7080	21	1	additionally	additionally	ADV
ajema-7080	21	2	,	,	PUNCT
ajema-7080	21	3	the	the	DET
ajema-7080	21	4	rise	rise	NOUN
ajema-7080	21	5	of	of	ADP
ajema-7080	21	6	hybrid	hybrid	NOUN
ajema-7080	21	7	and	and	CCONJ
ajema-7080	21	8	multi	multi	ADJ
ajema-7080	21	9	-	-	ADJ
ajema-7080	21	10	cloud	cloud	ADJ
ajema-7080	21	11	deployments	deployment	NOUN
ajema-7080	21	12	has	have	AUX
ajema-7080	21	13	introduced	introduce	VERB
ajema-7080	21	14	new	new	ADJ
ajema-7080	21	15	security	security	NOUN
ajema-7080	21	16	challenges	challenge	NOUN
ajema-7080	21	17	,	,	PUNCT
ajema-7080	21	18	including	include	VERB
ajema-7080	21	19	inconsistent	inconsistent	ADJ
ajema-7080	21	20	security	security	NOUN
ajema-7080	21	21	policies	policy	NOUN
ajema-7080	21	22	,	,	PUNCT
ajema-7080	21	23	misconfigurations	misconfiguration	NOUN
ajema-7080	21	24	,	,	PUNCT
ajema-7080	21	25	and	and	CCONJ
ajema-7080	21	26	insecure	insecure	ADJ
ajema-7080	21	27	application	application	NOUN
ajema-7080	21	28	programming	programming	NOUN
ajema-7080	21	29	interfaces	interface	NOUN
ajema-7080	21	30	(	(	PUNCT
ajema-7080	21	31	apis	apis	ADJ
ajema-7080	21	32	)	)	PUNCT
ajema-7080	21	33	.	.	PUNCT
ajema-7080	22	1	the	the	DET
ajema-7080	22	2	increasing	increase	VERB
ajema-7080	22	3	number	number	NOUN
ajema-7080	22	4	of	of	ADP
ajema-7080	22	5	connected	connected	ADJ
ajema-7080	22	6	devices	device	NOUN
ajema-7080	22	7	and	and	CCONJ
ajema-7080	22	8	remote	remote	ADJ
ajema-7080	22	9	work	work	NOUN
ajema-7080	22	10	arrangements	arrangement	NOUN
ajema-7080	22	11	has	have	AUX
ajema-7080	22	12	further	far	ADV
ajema-7080	22	13	expanded	expand	VERB
ajema-7080	22	14	the	the	DET
ajema-7080	22	15	attack	attack	NOUN
ajema-7080	22	16	surface	surface	NOUN
ajema-7080	22	17	,	,	PUNCT
ajema-7080	22	18	making	make	VERB
ajema-7080	22	19	cloud	cloud	ADJ
ajema-7080	22	20	environments	environment	NOUN
ajema-7080	22	21	prime	prime	ADJ
ajema-7080	22	22	targets	target	NOUN
ajema-7080	22	23	for	for	ADP
ajema-7080	22	24	malicious	malicious	ADJ
ajema-7080	22	25	actors	actor	NOUN
ajema-7080	22	26	.	.	PUNCT
ajema-7080	23	1	limitations	limitation	NOUN
ajema-7080	23	2	of	of	ADP
ajema-7080	23	3	traditional	traditional	ADJ
ajema-7080	23	4	security	security	NOUN
ajema-7080	23	5	measures	measure	NOUN
ajema-7080	23	6	conventional	conventional	ADJ
ajema-7080	23	7	security	security	NOUN
ajema-7080	23	8	measures	measure	NOUN
ajema-7080	23	9	,	,	PUNCT
ajema-7080	23	10	such	such	ADJ
ajema-7080	23	11	as	as	ADP
ajema-7080	23	12	rule	rule	NOUN
ajema-7080	23	13	-	-	PUNCT
ajema-7080	23	14	based	base	VERB
ajema-7080	23	15	intrusion	intrusion	NOUN
ajema-7080	23	16	detection	detection	NOUN
ajema-7080	23	17	systems	system	NOUN
ajema-7080	23	18	(	(	PUNCT
ajema-7080	23	19	ids	id	NOUN
ajema-7080	23	20	)	)	PUNCT
ajema-7080	23	21	,	,	PUNCT
ajema-7080	23	22	firewalls	firewall	NOUN
ajema-7080	23	23	,	,	PUNCT
ajema-7080	23	24	and	and	CCONJ
ajema-7080	23	25	signature	signature	NOUN
ajema-7080	23	26	-	-	PUNCT
ajema-7080	23	27	based	base	VERB
ajema-7080	23	28	antivirus	antivirus	NOUN
ajema-7080	23	29	solutions	solution	NOUN
ajema-7080	23	30	,	,	PUNCT
ajema-7080	23	31	are	be	AUX
ajema-7080	23	32	often	often	ADV
ajema-7080	23	33	inadequate	inadequate	ADJ
ajema-7080	23	34	in	in	ADP
ajema-7080	23	35	detecting	detect	VERB
ajema-7080	23	36	and	and	CCONJ
ajema-7080	23	37	mitigating	mitigate	VERB
ajema-7080	23	38	emerging	emerge	VERB
ajema-7080	23	39	cyber	cyber	NOUN
ajema-7080	23	40	threats	threat	NOUN
ajema-7080	23	41	in	in	ADP
ajema-7080	23	42	cloud	cloud	ADJ
ajema-7080	23	43	environments	environment	NOUN
ajema-7080	23	44	.	.	PUNCT
ajema-7080	24	1	these	these	DET
ajema-7080	24	2	traditional	traditional	ADJ
ajema-7080	24	3	approaches	approach	NOUN
ajema-7080	24	4	rely	rely	VERB
ajema-7080	24	5	heavily	heavily	ADV
ajema-7080	24	6	on	on	ADP
ajema-7080	24	7	predefined	predefine	VERB
ajema-7080	24	8	rules	rule	NOUN
ajema-7080	24	9	and	and	CCONJ
ajema-7080	24	10	known	know	VERB
ajema-7080	24	11	attack	attack	NOUN
ajema-7080	24	12	signatures	signature	NOUN
ajema-7080	24	13	,	,	PUNCT
ajema-7080	24	14	making	make	VERB
ajema-7080	24	15	them	they	PRON
ajema-7080	24	16	ineffective	ineffective	ADJ
ajema-7080	24	17	against	against	ADP
ajema-7080	24	18	novel	novel	NOUN
ajema-7080	24	19	and	and	CCONJ
ajema-7080	24	20	evolving	evolve	VERB
ajema-7080	24	21	threats	threat	NOUN
ajema-7080	24	22	.	.	PUNCT
ajema-7080	25	1	additionally	additionally	ADV
ajema-7080	25	2	,	,	PUNCT
ajema-7080	25	3	static	static	ADJ
ajema-7080	25	4	security	security	NOUN
ajema-7080	25	5	mechanisms	mechanism	NOUN
ajema-7080	25	6	struggle	struggle	VERB
ajema-7080	25	7	to	to	PART
ajema-7080	25	8	handle	handle	VERB
ajema-7080	25	9	the	the	DET
ajema-7080	25	10	scale	scale	NOUN
ajema-7080	25	11	and	and	CCONJ
ajema-7080	25	12	complexity	complexity	NOUN
ajema-7080	25	13	of	of	ADP
ajema-7080	25	14	modern	modern	ADJ
ajema-7080	25	15	cloud	cloud	NOUN
ajema-7080	25	16	architectures	architecture	NOUN
ajema-7080	25	17	,	,	PUNCT
ajema-7080	25	18	leading	lead	VERB
ajema-7080	25	19	to	to	ADP
ajema-7080	25	20	high	high	ADJ
ajema-7080	25	21	false	false	ADJ
ajema-7080	25	22	positive	positive	ADJ
ajema-7080	25	23	rates	rate	NOUN
ajema-7080	25	24	and	and	CCONJ
ajema-7080	25	25	delayed	delay	VERB
ajema-7080	25	26	threat	threat	NOUN
ajema-7080	25	27	detection	detection	NOUN
ajema-7080	25	28	.	.	PUNCT
ajema-7080	26	1	as	as	SCONJ
ajema-7080	26	2	cyberattacks	cyberattack	NOUN
ajema-7080	26	3	become	become	VERB
ajema-7080	26	4	more	more	ADV
ajema-7080	26	5	sophisticated	sophisticated	ADJ
ajema-7080	26	6	and	and	CCONJ
ajema-7080	26	7	automated	automate	VERB
ajema-7080	26	8	,	,	PUNCT
ajema-7080	26	9	there	there	PRON
ajema-7080	26	10	is	be	VERB
ajema-7080	26	11	a	a	DET
ajema-7080	26	12	growing	grow	VERB
ajema-7080	26	13	need	need	NOUN
ajema-7080	26	14	for	for	ADP
ajema-7080	26	15	intelligent	intelligent	ADJ
ajema-7080	26	16	,	,	PUNCT
ajema-7080	26	17	adaptive	adaptive	ADJ
ajema-7080	26	18	security	security	NOUN
ajema-7080	26	19	solutions	solution	NOUN
ajema-7080	26	20	capable	capable	ADJ
ajema-7080	26	21	of	of	ADP
ajema-7080	26	22	identifying	identify	VERB
ajema-7080	26	23	anomalies	anomaly	NOUN
ajema-7080	26	24	in	in	ADP
ajema-7080	26	25	real	real	ADJ
ajema-7080	26	26	time	time	NOUN
ajema-7080	26	27	.	.	PUNCT
ajema-7080	27	1	role	role	NOUN
ajema-7080	27	2	of	of	ADP
ajema-7080	27	3	machine	machine	NOUN
ajema-7080	27	4	learning	learning	NOUN
ajema-7080	27	5	in	in	ADP
ajema-7080	27	6	cybersecurity	cybersecurity	NOUN
ajema-7080	27	7	machine	machine	NOUN
ajema-7080	27	8	learning	learning	NOUN
ajema-7080	27	9	(	(	PUNCT
ajema-7080	27	10	ml	ml	NOUN
ajema-7080	27	11	)	)	PUNCT
ajema-7080	27	12	has	have	AUX
ajema-7080	27	13	emerged	emerge	VERB
ajema-7080	27	14	as	as	ADP
ajema-7080	27	15	a	a	DET
ajema-7080	27	16	transformative	transformative	ADJ
ajema-7080	27	17	technology	technology	NOUN
ajema-7080	27	18	in	in	ADP
ajema-7080	27	19	cybersecurity	cybersecurity	NOUN
ajema-7080	27	20	,	,	PUNCT
ajema-7080	27	21	offering	offer	VERB
ajema-7080	27	22	advanced	advanced	ADJ
ajema-7080	27	23	capabilities	capability	NOUN
ajema-7080	27	24	for	for	ADP
ajema-7080	27	25	threat	threat	NOUN
ajema-7080	27	26	detection	detection	NOUN
ajema-7080	27	27	,	,	PUNCT
ajema-7080	27	28	risk	risk	NOUN
ajema-7080	27	29	assessment	assessment	NOUN
ajema-7080	27	30	,	,	PUNCT
ajema-7080	27	31	and	and	CCONJ
ajema-7080	27	32	incident	incident	NOUN
ajema-7080	27	33	response	response	NOUN
ajema-7080	27	34	.	.	PUNCT
ajema-7080	28	1	unlike	unlike	ADP
ajema-7080	28	2	traditional	traditional	ADJ
ajema-7080	28	3	security	security	NOUN
ajema-7080	28	4	approaches	approach	NOUN
ajema-7080	28	5	,	,	PUNCT
ajema-7080	28	6	ml	ml	X
ajema-7080	28	7	can	can	AUX
ajema-7080	28	8	analyze	analyze	VERB
ajema-7080	28	9	vast	vast	ADJ
ajema-7080	28	10	amounts	amount	NOUN
ajema-7080	28	11	of	of	ADP
ajema-7080	28	12	data	datum	NOUN
ajema-7080	28	13	,	,	PUNCT
ajema-7080	28	14	recognize	recognize	VERB
ajema-7080	28	15	patterns	pattern	NOUN
ajema-7080	28	16	,	,	PUNCT
ajema-7080	28	17	and	and	CCONJ
ajema-7080	28	18	detect	detect	VERB
ajema-7080	28	19	anomalies	anomaly	NOUN
ajema-7080	28	20	that	that	PRON
ajema-7080	28	21	may	may	AUX
ajema-7080	28	22	indicate	indicate	VERB
ajema-7080	28	23	potential	potential	ADJ
ajema-7080	28	24	security	security	NOUN
ajema-7080	28	25	threats	threat	NOUN
ajema-7080	28	26	.	.	PUNCT
ajema-7080	29	1	by	by	ADP
ajema-7080	29	2	leveraging	leverage	VERB
ajema-7080	29	3	ml	ml	ADP
ajema-7080	29	4	algorithms	algorithm	NOUN
ajema-7080	29	5	,	,	PUNCT
ajema-7080	29	6	security	security	NOUN
ajema-7080	29	7	systems	system	NOUN
ajema-7080	29	8	can	can	AUX
ajema-7080	29	9	continuously	continuously	ADV
ajema-7080	29	10	learn	learn	VERB
ajema-7080	29	11	from	from	ADP
ajema-7080	29	12	new	new	ADJ
ajema-7080	29	13	data	datum	NOUN
ajema-7080	29	14	,	,	PUNCT
ajema-7080	29	15	improving	improve	VERB
ajema-7080	29	16	their	their	PRON
ajema-7080	29	17	ability	ability	NOUN
ajema-7080	29	18	to	to	PART
ajema-7080	29	19	identify	identify	VERB
ajema-7080	29	20	and	and	CCONJ
ajema-7080	29	21	mitigate	mitigate	VERB
ajema-7080	29	22	attacks	attack	NOUN
ajema-7080	29	23	in	in	ADP
ajema-7080	29	24	real	real	ADJ
ajema-7080	29	25	-	-	PUNCT
ajema-7080	29	26	time	time	NOUN
ajema-7080	29	27	.	.	PUNCT
ajema-7080	30	1	how	how	SCONJ
ajema-7080	30	2	ml	ml	AUX
ajema-7080	30	3	enhances	enhance	VERB
ajema-7080	30	4	threat	threat	NOUN
ajema-7080	30	5	detection	detection	NOUN
ajema-7080	30	6	and	and	CCONJ
ajema-7080	30	7	response	response	NOUN
ajema-7080	30	8	ml	ml	NOUN
ajema-7080	30	9	-	-	PUNCT
ajema-7080	30	10	powered	power	VERB
ajema-7080	30	11	security	security	NOUN
ajema-7080	30	12	solutions	solution	NOUN
ajema-7080	30	13	can	can	AUX
ajema-7080	30	14	process	process	VERB
ajema-7080	30	15	large	large	ADJ
ajema-7080	30	16	volumes	volume	NOUN
ajema-7080	30	17	of	of	ADP
ajema-7080	30	18	network	network	NOUN
ajema-7080	30	19	traffic	traffic	NOUN
ajema-7080	30	20	,	,	PUNCT
ajema-7080	30	21	system	system	NOUN
ajema-7080	30	22	logs	log	NOUN
ajema-7080	30	23	,	,	PUNCT
ajema-7080	30	24	and	and	CCONJ
ajema-7080	30	25	user	user	NOUN
ajema-7080	30	26	activity	activity	NOUN
ajema-7080	30	27	data	datum	NOUN
ajema-7080	30	28	to	to	PART
ajema-7080	30	29	detect	detect	VERB
ajema-7080	30	30	subtle	subtle	ADJ
ajema-7080	30	31	deviations	deviation	NOUN
ajema-7080	30	32	from	from	ADP
ajema-7080	30	33	normal	normal	ADJ
ajema-7080	30	34	behavior	behavior	NOUN
ajema-7080	30	35	.	.	PUNCT
ajema-7080	31	1	these	these	DET
ajema-7080	31	2	systems	system	NOUN
ajema-7080	31	3	employ	employ	VERB
ajema-7080	31	4	various	various	ADJ
ajema-7080	31	5	ml	ml	NOUN
ajema-7080	31	6	techniques	technique	NOUN
ajema-7080	31	7	,	,	PUNCT
ajema-7080	31	8	including	include	VERB
ajema-7080	31	9	supervised	supervised	ADJ
ajema-7080	31	10	learning	learning	NOUN
ajema-7080	31	11	,	,	PUNCT
ajema-7080	31	12	unsupervised	unsupervised	ADJ
ajema-7080	31	13	learning	learning	NOUN
ajema-7080	31	14	,	,	PUNCT
ajema-7080	31	15	and	and	CCONJ
ajema-7080	31	16	reinforcement	reinforcement	NOUN
ajema-7080	31	17	learning	learning	NOUN
ajema-7080	31	18	,	,	PUNCT
ajema-7080	31	19	to	to	PART
ajema-7080	31	20	classify	classify	VERB
ajema-7080	31	21	threats	threat	NOUN
ajema-7080	31	22	and	and	CCONJ
ajema-7080	31	23	predict	predict	VERB
ajema-7080	31	24	potential	potential	ADJ
ajema-7080	31	25	attacks	attack	NOUN
ajema-7080	31	26	.	.	PUNCT
ajema-7080	32	1	by	by	ADP
ajema-7080	32	2	automating	automate	VERB
ajema-7080	32	3	threat	threat	NOUN
ajema-7080	32	4	detection	detection	NOUN
ajema-7080	32	5	,	,	PUNCT
ajema-7080	32	6	ml	ml	VERB
ajema-7080	32	7	reduces	reduce	VERB
ajema-7080	32	8	the	the	DET
ajema-7080	32	9	reliance	reliance	NOUN
ajema-7080	32	10	on	on	ADP
ajema-7080	32	11	manual	manual	ADJ
ajema-7080	32	12	analysis	analysis	NOUN
ajema-7080	32	13	and	and	CCONJ
ajema-7080	32	14	enables	enable	VERB
ajema-7080	32	15	faster	fast	ADJ
ajema-7080	32	16	incident	incident	NOUN
ajema-7080	32	17	response	response	NOUN
ajema-7080	32	18	.	.	PUNCT
ajema-7080	33	1	additionally	additionally	ADV
ajema-7080	33	2	,	,	PUNCT
ajema-7080	33	3	ml	ml	VERB
ajema-7080	33	4	can	can	AUX
ajema-7080	33	5	enhance	enhance	VERB
ajema-7080	33	6	security	security	NOUN
ajema-7080	33	7	automation	automation	NOUN
ajema-7080	33	8	by	by	ADP
ajema-7080	33	9	integrating	integrate	VERB
ajema-7080	33	10	with	with	ADP
ajema-7080	33	11	security	security	NOUN
ajema-7080	33	12	information	information	NOUN
ajema-7080	33	13	and	and	CCONJ
ajema-7080	33	14	event	event	NOUN
ajema-7080	33	15	management	management	NOUN
ajema-7080	33	16	(	(	PUNCT
ajema-7080	33	17	siem	siem	NOUN
ajema-7080	33	18	)	)	PUNCT
ajema-7080	33	19	systems	system	NOUN
ajema-7080	33	20	,	,	PUNCT
ajema-7080	33	21	threat	threat	NOUN
ajema-7080	33	22	intelligence	intelligence	NOUN
ajema-7080	33	23	platforms	platform	NOUN
ajema-7080	33	24	,	,	PUNCT
ajema-7080	33	25	and	and	CCONJ
ajema-7080	33	26	automated	automated	ADJ
ajema-7080	33	27	response	response	NOUN
ajema-7080	33	28	mechanisms	mechanism	NOUN
ajema-7080	33	29	.	.	PUNCT
ajema-7080	34	1	benefits	benefit	NOUN
ajema-7080	34	2	of	of	ADP
ajema-7080	34	3	anomaly	anomaly	NOUN
ajema-7080	34	4	detection	detection	NOUN
ajema-7080	34	5	in	in	ADP
ajema-7080	34	6	cloud	cloud	ADJ
ajema-7080	34	7	security	security	NOUN
ajema-7080	34	8	anomaly	anomaly	NOUN
ajema-7080	34	9	detection	detection	NOUN
ajema-7080	34	10	,	,	PUNCT
ajema-7080	34	11	a	a	DET
ajema-7080	34	12	critical	critical	ADJ
ajema-7080	34	13	application	application	NOUN
ajema-7080	34	14	of	of	ADP
ajema-7080	34	15	ml	ml	NOUN
ajema-7080	34	16	in	in	ADP
ajema-7080	34	17	cybersecurity	cybersecurity	NOUN
ajema-7080	34	18	,	,	PUNCT
ajema-7080	34	19	focuses	focus	VERB
ajema-7080	34	20	on	on	ADP
ajema-7080	34	21	identifying	identify	VERB
ajema-7080	34	22	deviations	deviation	NOUN
ajema-7080	34	23	from	from	ADP
ajema-7080	34	24	established	establish	VERB
ajema-7080	34	25	behavioral	behavioral	ADJ
ajema-7080	34	26	patterns	pattern	NOUN
ajema-7080	34	27	that	that	PRON
ajema-7080	34	28	may	may	AUX
ajema-7080	34	29	indicate	indicate	VERB
ajema-7080	34	30	security	security	NOUN
ajema-7080	34	31	threats	threat	NOUN
ajema-7080	34	32	.	.	PUNCT
ajema-7080	35	1	unlike	unlike	ADP
ajema-7080	35	2	traditional	traditional	ADJ
ajema-7080	35	3	signature	signature	NOUN
ajema-7080	35	4	-	-	PUNCT
ajema-7080	35	5	based	base	VERB
ajema-7080	35	6	methods	method	NOUN
ajema-7080	35	7	,	,	PUNCT
ajema-7080	35	8	anomaly	anomaly	NOUN
ajema-7080	35	9	detection	detection	NOUN
ajema-7080	35	10	can	can	AUX
ajema-7080	35	11	identify	identify	VERB
ajema-7080	35	12	previously	previously	ADV
ajema-7080	35	13	unknown	unknown	ADJ
ajema-7080	35	14	attacks	attack	NOUN
ajema-7080	35	15	and	and	CCONJ
ajema-7080	35	16	insider	insider	NOUN
ajema-7080	35	17	threats	threat	NOUN
ajema-7080	35	18	.	.	PUNCT
ajema-7080	36	1	some	some	DET
ajema-7080	36	2	key	key	ADJ
ajema-7080	36	3	benefits	benefit	NOUN
ajema-7080	36	4	of	of	ADP
ajema-7080	36	5	ml	ml	NOUN
ajema-7080	36	6	-	-	PUNCT
ajema-7080	36	7	based	base	VERB
ajema-7080	36	8	anomaly	anomaly	NOUN
ajema-7080	36	9	detection	detection	NOUN
ajema-7080	36	10	in	in	ADP
ajema-7080	36	11	cloud	cloud	ADJ
ajema-7080	36	12	security	security	NOUN
ajema-7080	36	13	include	include	VERB
ajema-7080	36	14	:	:	PUNCT
ajema-7080	36	15	➢	➢	VERB
ajema-7080	36	16	early	early	ADJ
ajema-7080	36	17	threat	threat	NOUN
ajema-7080	36	18	detection	detection	NOUN
ajema-7080	36	19	:	:	PUNCT
ajema-7080	36	20	ml	ml	PUNCT
ajema-7080	36	21	can	can	AUX
ajema-7080	36	22	identify	identify	VERB
ajema-7080	36	23	subtle	subtle	ADJ
ajema-7080	36	24	anomalies	anomaly	NOUN
ajema-7080	36	25	before	before	SCONJ
ajema-7080	36	26	they	they	PRON
ajema-7080	36	27	escalate	escalate	VERB
ajema-7080	36	28	into	into	ADP
ajema-7080	36	29	fullscale	fullscale	ADJ
ajema-7080	36	30	attacks	attack	NOUN
ajema-7080	36	31	.	.	PUNCT
ajema-7080	37	1	➢	➢	PROPN
ajema-7080	37	2	reduced	reduce	VERB
ajema-7080	37	3	false	false	ADJ
ajema-7080	37	4	positives	positive	NOUN
ajema-7080	37	5	:	:	PUNCT
ajema-7080	37	6	advanced	advanced	ADJ
ajema-7080	37	7	ml	ml	NOUN
ajema-7080	37	8	models	model	NOUN
ajema-7080	37	9	minimize	minimize	VERB
ajema-7080	37	10	false	false	ADJ
ajema-7080	37	11	alarms	alarm	NOUN
ajema-7080	37	12	,	,	PUNCT
ajema-7080	37	13	improving	improve	VERB
ajema-7080	37	14	the	the	DET
ajema-7080	37	15	accuracy	accuracy	NOUN
ajema-7080	37	16	of	of	ADP
ajema-7080	37	17	threat	threat	NOUN
ajema-7080	37	18	detection	detection	NOUN
ajema-7080	37	19	.	.	PUNCT
ajema-7080	38	1	➢	➢	NOUN
ajema-7080	38	2	scalability	scalability	NOUN
ajema-7080	38	3	:	:	PUNCT
ajema-7080	38	4	ml	ml	VERB
ajema-7080	38	5	-	-	PUNCT
ajema-7080	38	6	driven	drive	VERB
ajema-7080	38	7	solutions	solution	NOUN
ajema-7080	38	8	can	can	AUX
ajema-7080	38	9	handle	handle	VERB
ajema-7080	38	10	large	large	ADJ
ajema-7080	38	11	-	-	PUNCT
ajema-7080	38	12	scale	scale	NOUN
ajema-7080	38	13	,	,	PUNCT
ajema-7080	38	14	dynamic	dynamic	ADJ
ajema-7080	38	15	cloud	cloud	NOUN
ajema-7080	38	16	environments	environment	NOUN
ajema-7080	38	17	efficiently	efficiently	ADV
ajema-7080	38	18	.	.	PUNCT
ajema-7080	39	1	➢	➢	VERB
ajema-7080	39	2	adaptive	adaptive	ADJ
ajema-7080	39	3	security	security	NOUN
ajema-7080	39	4	:	:	PUNCT
ajema-7080	39	5	continuous	continuous	ADJ
ajema-7080	39	6	learning	learning	NOUN
ajema-7080	39	7	enables	enable	VERB
ajema-7080	39	8	security	security	NOUN
ajema-7080	39	9	systems	system	NOUN
ajema-7080	39	10	to	to	PART
ajema-7080	39	11	adapt	adapt	VERB
ajema-7080	39	12	to	to	ADP
ajema-7080	39	13	new	new	ADJ
ajema-7080	39	14	attack	attack	NOUN
ajema-7080	39	15	techniques	technique	NOUN
ajema-7080	39	16	and	and	CCONJ
ajema-7080	39	17	evolving	evolve	VERB
ajema-7080	39	18	cyber	cyber	NOUN
ajema-7080	39	19	threats	threat	NOUN
ajema-7080	39	20	.	.	PUNCT
ajema-7080	40	1	53	53	NUM
ajema-7080	40	2	journal	journal	NOUN
ajema-7080	40	3	of	of	ADP
ajema-7080	40	4	engineering	engineering	NOUN
ajema-7080	40	5	,	,	PUNCT
ajema-7080	40	6	mechanics	mechanic	NOUN
ajema-7080	40	7	and	and	CCONJ
ajema-7080	40	8	architecture	architecture	NOUN
ajema-7080	40	9	www	www	NOUN
ajema-7080	40	10	.	.	PUNCT
ajema-7080	41	1	grnjournal.us	grnjournal.us	X
ajema-7080	41	2	➢	➢	VERB
ajema-7080	41	3	automated	automate	VERB
ajema-7080	41	4	response	response	NOUN
ajema-7080	41	5	:	:	PUNCT
ajema-7080	41	6	ml	ml	X
ajema-7080	41	7	can	can	AUX
ajema-7080	41	8	trigger	trigger	VERB
ajema-7080	41	9	real	real	ADJ
ajema-7080	41	10	-	-	PUNCT
ajema-7080	41	11	time	time	NOUN
ajema-7080	41	12	alerts	alert	NOUN
ajema-7080	41	13	and	and	CCONJ
ajema-7080	41	14	automated	automate	VERB
ajema-7080	41	15	countermeasures	countermeasure	NOUN
ajema-7080	41	16	,	,	PUNCT
ajema-7080	41	17	enhancing	enhance	VERB
ajema-7080	41	18	incident	incident	NOUN
ajema-7080	41	19	response	response	NOUN
ajema-7080	41	20	efficiency	efficiency	NOUN
ajema-7080	41	21	.	.	PUNCT
ajema-7080	42	1	thesis	thesis	NOUN
ajema-7080	42	2	statement	statement	NOUN
ajema-7080	42	3	this	this	DET
ajema-7080	42	4	paper	paper	NOUN
ajema-7080	42	5	explores	explore	VERB
ajema-7080	42	6	the	the	DET
ajema-7080	42	7	application	application	NOUN
ajema-7080	42	8	of	of	ADP
ajema-7080	42	9	machine	machine	NOUN
ajema-7080	42	10	learning	learning	NOUN
ajema-7080	42	11	-	-	PUNCT
ajema-7080	42	12	based	base	VERB
ajema-7080	42	13	anomaly	anomaly	NOUN
ajema-7080	42	14	detection	detection	NOUN
ajema-7080	42	15	techniques	technique	NOUN
ajema-7080	42	16	in	in	ADP
ajema-7080	42	17	enhancing	enhance	VERB
ajema-7080	42	18	cloud	cloud	ADJ
ajema-7080	42	19	security	security	NOUN
ajema-7080	42	20	.	.	PUNCT
ajema-7080	43	1	by	by	ADP
ajema-7080	43	2	examining	examine	VERB
ajema-7080	43	3	different	different	ADJ
ajema-7080	43	4	ml	ml	ADP
ajema-7080	43	5	approaches	approach	NOUN
ajema-7080	43	6	,	,	PUNCT
ajema-7080	43	7	their	their	PRON
ajema-7080	43	8	implementation	implementation	NOUN
ajema-7080	43	9	challenges	challenge	NOUN
ajema-7080	43	10	,	,	PUNCT
ajema-7080	43	11	and	and	CCONJ
ajema-7080	43	12	real	real	ADJ
ajema-7080	43	13	-	-	PUNCT
ajema-7080	43	14	world	world	NOUN
ajema-7080	43	15	applications	application	NOUN
ajema-7080	43	16	,	,	PUNCT
ajema-7080	43	17	this	this	DET
ajema-7080	43	18	study	study	NOUN
ajema-7080	43	19	aims	aim	VERB
ajema-7080	43	20	to	to	PART
ajema-7080	43	21	highlight	highlight	VERB
ajema-7080	43	22	the	the	DET
ajema-7080	43	23	transformative	transformative	ADJ
ajema-7080	43	24	impact	impact	NOUN
ajema-7080	43	25	of	of	ADP
ajema-7080	43	26	ml	ml	NOUN
ajema-7080	43	27	in	in	ADP
ajema-7080	43	28	modern	modern	ADJ
ajema-7080	43	29	cybersecurity	cybersecurity	NOUN
ajema-7080	43	30	.	.	PUNCT
ajema-7080	44	1	the	the	DET
ajema-7080	44	2	research	research	NOUN
ajema-7080	44	3	will	will	AUX
ajema-7080	44	4	demonstrate	demonstrate	VERB
ajema-7080	44	5	how	how	SCONJ
ajema-7080	44	6	ml	ml	NOUN
ajema-7080	44	7	-	-	PUNCT
ajema-7080	44	8	powered	powered	ADJ
ajema-7080	44	9	anomaly	anomaly	NOUN
ajema-7080	44	10	detection	detection	NOUN
ajema-7080	44	11	can	can	AUX
ajema-7080	44	12	improve	improve	VERB
ajema-7080	44	13	threat	threat	NOUN
ajema-7080	44	14	identification	identification	NOUN
ajema-7080	44	15	,	,	PUNCT
ajema-7080	44	16	reduce	reduce	VERB
ajema-7080	44	17	security	security	NOUN
ajema-7080	44	18	risks	risk	NOUN
ajema-7080	44	19	,	,	PUNCT
ajema-7080	44	20	and	and	CCONJ
ajema-7080	44	21	strengthen	strengthen	VERB
ajema-7080	44	22	cloud	cloud	ADJ
ajema-7080	44	23	security	security	NOUN
ajema-7080	44	24	frameworks	framework	NOUN
ajema-7080	44	25	against	against	ADP
ajema-7080	44	26	emerging	emerge	VERB
ajema-7080	44	27	cyber	cyber	NOUN
ajema-7080	44	28	threats	threat	NOUN
ajema-7080	44	29	.	.	PUNCT
ajema-7080	45	1	ii	ii	PROPN
ajema-7080	45	2	.	.	PUNCT
ajema-7080	46	1	literature	literature	PROPN
ajema-7080	46	2	review	review	PROPN
ajema-7080	46	3	traditional	traditional	ADJ
ajema-7080	46	4	vs.	vs.	ADP
ajema-7080	46	5	modern	modern	ADJ
ajema-7080	46	6	cloud	cloud	NOUN
ajema-7080	46	7	security	security	NOUN
ajema-7080	46	8	approaches	approach	NOUN
ajema-7080	46	9	as	as	ADP
ajema-7080	46	10	cloud	cloud	NOUN
ajema-7080	46	11	computing	computing	NOUN
ajema-7080	46	12	has	have	AUX
ajema-7080	46	13	evolved	evolve	VERB
ajema-7080	46	14	,	,	PUNCT
ajema-7080	46	15	so	so	ADV
ajema-7080	46	16	too	too	ADV
ajema-7080	46	17	have	have	VERB
ajema-7080	46	18	the	the	DET
ajema-7080	46	19	security	security	NOUN
ajema-7080	46	20	measures	measure	NOUN
ajema-7080	46	21	designed	design	VERB
ajema-7080	46	22	to	to	PART
ajema-7080	46	23	protect	protect	VERB
ajema-7080	46	24	cloud	cloud	ADJ
ajema-7080	46	25	environments	environment	NOUN
ajema-7080	46	26	.	.	PUNCT
ajema-7080	47	1	traditional	traditional	ADJ
ajema-7080	47	2	security	security	NOUN
ajema-7080	47	3	approaches	approach	NOUN
ajema-7080	47	4	,	,	PUNCT
ajema-7080	47	5	such	such	ADJ
ajema-7080	47	6	as	as	ADP
ajema-7080	47	7	signature	signature	NOUN
ajema-7080	47	8	-	-	PUNCT
ajema-7080	47	9	based	base	VERB
ajema-7080	47	10	detection	detection	NOUN
ajema-7080	47	11	and	and	CCONJ
ajema-7080	47	12	rule	rule	NOUN
ajema-7080	47	13	-	-	PUNCT
ajema-7080	47	14	based	base	VERB
ajema-7080	47	15	systems	system	NOUN
ajema-7080	47	16	,	,	PUNCT
ajema-7080	47	17	have	have	AUX
ajema-7080	47	18	been	be	AUX
ajema-7080	47	19	the	the	DET
ajema-7080	47	20	foundation	foundation	NOUN
ajema-7080	47	21	of	of	ADP
ajema-7080	47	22	cybersecurity	cybersecurity	NOUN
ajema-7080	47	23	for	for	ADP
ajema-7080	47	24	decades	decade	NOUN
ajema-7080	47	25	.	.	PUNCT
ajema-7080	48	1	however	however	ADV
ajema-7080	48	2	,	,	PUNCT
ajema-7080	48	3	the	the	DET
ajema-7080	48	4	increasing	increase	VERB
ajema-7080	48	5	sophistication	sophistication	NOUN
ajema-7080	48	6	of	of	ADP
ajema-7080	48	7	cyber	cyber	NOUN
ajema-7080	48	8	threats	threat	NOUN
ajema-7080	48	9	has	have	AUX
ajema-7080	48	10	rendered	render	VERB
ajema-7080	48	11	these	these	DET
ajema-7080	48	12	methods	method	NOUN
ajema-7080	48	13	less	less	ADV
ajema-7080	48	14	effective	effective	ADJ
ajema-7080	48	15	.	.	PUNCT
ajema-7080	49	1	modern	modern	ADJ
ajema-7080	49	2	security	security	NOUN
ajema-7080	49	3	approaches	approach	NOUN
ajema-7080	49	4	,	,	PUNCT
ajema-7080	49	5	particularly	particularly	ADV
ajema-7080	49	6	those	those	PRON
ajema-7080	49	7	leveraging	leverage	VERB
ajema-7080	49	8	artificial	artificial	ADJ
ajema-7080	49	9	intelligence	intelligence	NOUN
ajema-7080	49	10	(	(	PUNCT
ajema-7080	49	11	ai	ai	NOUN
ajema-7080	49	12	)	)	PUNCT
ajema-7080	49	13	and	and	CCONJ
ajema-7080	49	14	machine	machine	NOUN
ajema-7080	49	15	learning	learning	NOUN
ajema-7080	49	16	(	(	PUNCT
ajema-7080	49	17	ml	ml	NOUN
ajema-7080	49	18	)	)	PUNCT
ajema-7080	49	19	,	,	PUNCT
ajema-7080	49	20	are	be	AUX
ajema-7080	49	21	more	more	ADV
ajema-7080	49	22	dynamic	dynamic	ADJ
ajema-7080	49	23	,	,	PUNCT
ajema-7080	49	24	adaptable	adaptable	ADJ
ajema-7080	49	25	,	,	PUNCT
ajema-7080	49	26	and	and	CCONJ
ajema-7080	49	27	capable	capable	ADJ
ajema-7080	49	28	of	of	ADP
ajema-7080	49	29	identifying	identify	VERB
ajema-7080	49	30	novel	novel	ADJ
ajema-7080	49	31	attacks	attack	NOUN
ajema-7080	49	32	in	in	ADP
ajema-7080	49	33	real	real	ADJ
ajema-7080	49	34	time	time	NOUN
ajema-7080	49	35	.	.	PUNCT
ajema-7080	50	1	signature	signature	NOUN
ajema-7080	50	2	-	-	PUNCT
ajema-7080	50	3	based	base	VERB
ajema-7080	50	4	vs.	vs.	ADP
ajema-7080	50	5	behavior	behavior	NOUN
ajema-7080	50	6	-	-	PUNCT
ajema-7080	50	7	based	base	VERB
ajema-7080	50	8	detection	detection	NOUN
ajema-7080	50	9	traditional	traditional	ADJ
ajema-7080	50	10	security	security	NOUN
ajema-7080	50	11	solutions	solution	NOUN
ajema-7080	50	12	rely	rely	VERB
ajema-7080	50	13	heavily	heavily	ADV
ajema-7080	50	14	on	on	ADP
ajema-7080	50	15	signature	signature	NOUN
ajema-7080	50	16	-	-	PUNCT
ajema-7080	50	17	based	base	VERB
ajema-7080	50	18	detection	detection	NOUN
ajema-7080	50	19	,	,	PUNCT
ajema-7080	50	20	which	which	PRON
ajema-7080	50	21	involves	involve	VERB
ajema-7080	50	22	identifying	identify	VERB
ajema-7080	50	23	known	know	VERB
ajema-7080	50	24	attack	attack	NOUN
ajema-7080	50	25	patterns	pattern	NOUN
ajema-7080	50	26	by	by	ADP
ajema-7080	50	27	comparing	compare	VERB
ajema-7080	50	28	them	they	PRON
ajema-7080	50	29	to	to	ADP
ajema-7080	50	30	a	a	DET
ajema-7080	50	31	database	database	NOUN
ajema-7080	50	32	of	of	ADP
ajema-7080	50	33	predefined	predefine	VERB
ajema-7080	50	34	signatures	signature	NOUN
ajema-7080	50	35	.	.	PUNCT
ajema-7080	51	1	while	while	SCONJ
ajema-7080	51	2	this	this	DET
ajema-7080	51	3	method	method	NOUN
ajema-7080	51	4	is	be	AUX
ajema-7080	51	5	effective	effective	ADJ
ajema-7080	51	6	against	against	ADP
ajema-7080	51	7	previously	previously	ADV
ajema-7080	51	8	encountered	encounter	VERB
ajema-7080	51	9	threats	threat	NOUN
ajema-7080	51	10	,	,	PUNCT
ajema-7080	51	11	it	it	PRON
ajema-7080	51	12	struggles	struggle	VERB
ajema-7080	51	13	to	to	PART
ajema-7080	51	14	detect	detect	VERB
ajema-7080	51	15	new	new	ADJ
ajema-7080	51	16	,	,	PUNCT
ajema-7080	51	17	unknown	unknown	ADJ
ajema-7080	51	18	,	,	PUNCT
ajema-7080	51	19	or	or	CCONJ
ajema-7080	51	20	evolving	evolving	NOUN
ajema-7080	51	21	attacks	attack	NOUN
ajema-7080	51	22	,	,	PUNCT
ajema-7080	51	23	such	such	ADJ
ajema-7080	51	24	as	as	ADP
ajema-7080	51	25	zero	zero	NUM
ajema-7080	51	26	-	-	PUNCT
ajema-7080	51	27	day	day	NOUN
ajema-7080	51	28	exploits	exploit	NOUN
ajema-7080	51	29	and	and	CCONJ
ajema-7080	51	30	advanced	advanced	ADJ
ajema-7080	51	31	persistent	persistent	ADJ
ajema-7080	51	32	threats	threat	NOUN
ajema-7080	51	33	(	(	PUNCT
ajema-7080	51	34	apts	apt	NOUN
ajema-7080	51	35	)	)	PUNCT
ajema-7080	51	36	.	.	PUNCT
ajema-7080	52	1	in	in	ADP
ajema-7080	52	2	contrast	contrast	NOUN
ajema-7080	52	3	,	,	PUNCT
ajema-7080	52	4	behavior	behavior	NOUN
ajema-7080	52	5	-	-	PUNCT
ajema-7080	52	6	based	base	VERB
ajema-7080	52	7	detection	detection	NOUN
ajema-7080	52	8	utilizes	utilize	VERB
ajema-7080	52	9	machine	machine	NOUN
ajema-7080	52	10	learning	learning	NOUN
ajema-7080	52	11	and	and	CCONJ
ajema-7080	52	12	artificial	artificial	ADJ
ajema-7080	52	13	intelligence	intelligence	NOUN
ajema-7080	52	14	to	to	PART
ajema-7080	52	15	analyze	analyze	VERB
ajema-7080	52	16	patterns	pattern	NOUN
ajema-7080	52	17	of	of	ADP
ajema-7080	52	18	normal	normal	ADJ
ajema-7080	52	19	system	system	NOUN
ajema-7080	52	20	behavior	behavior	NOUN
ajema-7080	52	21	and	and	CCONJ
ajema-7080	52	22	flag	flag	NOUN
ajema-7080	52	23	deviations	deviation	NOUN
ajema-7080	52	24	that	that	PRON
ajema-7080	52	25	may	may	AUX
ajema-7080	52	26	indicate	indicate	VERB
ajema-7080	52	27	potential	potential	ADJ
ajema-7080	52	28	security	security	NOUN
ajema-7080	52	29	incidents	incident	NOUN
ajema-7080	52	30	.	.	PUNCT
ajema-7080	53	1	by	by	ADP
ajema-7080	53	2	monitoring	monitor	VERB
ajema-7080	53	3	network	network	NOUN
ajema-7080	53	4	traffic	traffic	NOUN
ajema-7080	53	5	,	,	PUNCT
ajema-7080	53	6	user	user	NOUN
ajema-7080	53	7	activity	activity	NOUN
ajema-7080	53	8	,	,	PUNCT
ajema-7080	53	9	and	and	CCONJ
ajema-7080	53	10	system	system	NOUN
ajema-7080	53	11	logs	log	NOUN
ajema-7080	53	12	,	,	PUNCT
ajema-7080	53	13	behavior	behavior	NOUN
ajema-7080	53	14	-	-	PUNCT
ajema-7080	53	15	based	base	VERB
ajema-7080	53	16	methods	method	NOUN
ajema-7080	53	17	can	can	AUX
ajema-7080	53	18	detect	detect	VERB
ajema-7080	53	19	anomalies	anomaly	NOUN
ajema-7080	53	20	indicative	indicative	ADJ
ajema-7080	53	21	of	of	ADP
ajema-7080	53	22	emerging	emerge	VERB
ajema-7080	53	23	threats	threat	NOUN
ajema-7080	53	24	,	,	PUNCT
ajema-7080	53	25	even	even	ADV
ajema-7080	53	26	when	when	SCONJ
ajema-7080	53	27	no	no	DET
ajema-7080	53	28	prior	prior	ADJ
ajema-7080	53	29	knowledge	knowledge	NOUN
ajema-7080	53	30	of	of	ADP
ajema-7080	53	31	the	the	DET
ajema-7080	53	32	attack	attack	NOUN
ajema-7080	53	33	exists	exist	VERB
ajema-7080	53	34	.	.	PUNCT
ajema-7080	54	1	this	this	DET
ajema-7080	54	2	adaptive	adaptive	ADJ
ajema-7080	54	3	capability	capability	NOUN
ajema-7080	54	4	makes	make	VERB
ajema-7080	54	5	behavior	behavior	NOUN
ajema-7080	54	6	-	-	PUNCT
ajema-7080	54	7	based	base	VERB
ajema-7080	54	8	approaches	approach	NOUN
ajema-7080	54	9	particularly	particularly	ADV
ajema-7080	54	10	wellsuited	wellsuite	VERB
ajema-7080	54	11	for	for	ADP
ajema-7080	54	12	cloud	cloud	NOUN
ajema-7080	54	13	environments	environment	NOUN
ajema-7080	54	14	,	,	PUNCT
ajema-7080	54	15	where	where	SCONJ
ajema-7080	54	16	traditional	traditional	ADJ
ajema-7080	54	17	security	security	NOUN
ajema-7080	54	18	perimeters	perimeter	NOUN
ajema-7080	54	19	are	be	AUX
ajema-7080	54	20	less	less	ADV
ajema-7080	54	21	effective	effective	ADJ
ajema-7080	54	22	due	due	ADJ
ajema-7080	54	23	to	to	ADP
ajema-7080	54	24	dynamic	dynamic	ADJ
ajema-7080	54	25	workloads	workload	NOUN
ajema-7080	54	26	and	and	CCONJ
ajema-7080	54	27	distributed	distributed	ADJ
ajema-7080	54	28	infrastructure	infrastructure	NOUN
ajema-7080	54	29	.	.	PUNCT
ajema-7080	55	1	evolution	evolution	NOUN
ajema-7080	55	2	of	of	ADP
ajema-7080	55	3	security	security	NOUN
ajema-7080	55	4	strategies	strategy	NOUN
ajema-7080	55	5	in	in	ADP
ajema-7080	55	6	cloud	cloud	NOUN
ajema-7080	55	7	computing	compute	VERB
ajema-7080	55	8	cloud	cloud	NOUN
ajema-7080	55	9	security	security	NOUN
ajema-7080	55	10	strategies	strategy	NOUN
ajema-7080	55	11	have	have	AUX
ajema-7080	55	12	undergone	undergo	VERB
ajema-7080	55	13	significant	significant	ADJ
ajema-7080	55	14	transformation	transformation	NOUN
ajema-7080	55	15	over	over	ADP
ajema-7080	55	16	the	the	DET
ajema-7080	55	17	years	year	NOUN
ajema-7080	55	18	.	.	PUNCT
ajema-7080	56	1	initially	initially	ADV
ajema-7080	56	2	,	,	PUNCT
ajema-7080	56	3	organizations	organization	NOUN
ajema-7080	56	4	relied	rely	VERB
ajema-7080	56	5	on	on	ADP
ajema-7080	56	6	perimeter	perimeter	NOUN
ajema-7080	56	7	-	-	PUNCT
ajema-7080	56	8	based	base	VERB
ajema-7080	56	9	defenses	defense	NOUN
ajema-7080	56	10	,	,	PUNCT
ajema-7080	56	11	such	such	ADJ
ajema-7080	56	12	as	as	ADP
ajema-7080	56	13	firewalls	firewall	NOUN
ajema-7080	56	14	and	and	CCONJ
ajema-7080	56	15	access	access	NOUN
ajema-7080	56	16	control	control	NOUN
ajema-7080	56	17	mechanisms	mechanism	NOUN
ajema-7080	56	18	,	,	PUNCT
ajema-7080	56	19	to	to	PART
ajema-7080	56	20	protect	protect	VERB
ajema-7080	56	21	on	on	ADP
ajema-7080	56	22	-	-	PUNCT
ajema-7080	56	23	premises	premise	NOUN
ajema-7080	56	24	data	datum	NOUN
ajema-7080	56	25	centers	center	NOUN
ajema-7080	56	26	.	.	PUNCT
ajema-7080	57	1	with	with	ADP
ajema-7080	57	2	the	the	DET
ajema-7080	57	3	migration	migration	NOUN
ajema-7080	57	4	to	to	PART
ajema-7080	57	5	cloud	cloud	NOUN
ajema-7080	57	6	environments	environment	NOUN
ajema-7080	57	7	,	,	PUNCT
ajema-7080	57	8	new	new	ADJ
ajema-7080	57	9	security	security	NOUN
ajema-7080	57	10	challenges	challenge	NOUN
ajema-7080	57	11	emerged	emerge	VERB
ajema-7080	57	12	,	,	PUNCT
ajema-7080	57	13	including	include	VERB
ajema-7080	57	14	multi	multi	ADJ
ajema-7080	57	15	-	-	ADJ
ajema-7080	57	16	tenancy	tenancy	ADJ
ajema-7080	57	17	risks	risk	NOUN
ajema-7080	57	18	,	,	PUNCT
ajema-7080	57	19	insider	insider	NOUN
ajema-7080	57	20	threats	threat	NOUN
ajema-7080	57	21	,	,	PUNCT
ajema-7080	57	22	and	and	CCONJ
ajema-7080	57	23	insecure	insecure	ADJ
ajema-7080	57	24	apis	apis	ADJ
ajema-7080	57	25	.	.	PUNCT
ajema-7080	58	1	modern	modern	ADJ
ajema-7080	58	2	security	security	NOUN
ajema-7080	58	3	strategies	strategy	NOUN
ajema-7080	58	4	now	now	ADV
ajema-7080	58	5	emphasize	emphasize	VERB
ajema-7080	58	6	zero	zero	NUM
ajema-7080	58	7	-	-	PUNCT
ajema-7080	58	8	trust	trust	NOUN
ajema-7080	58	9	architectures	architecture	NOUN
ajema-7080	58	10	(	(	PUNCT
ajema-7080	58	11	zta	zta	NOUN
ajema-7080	58	12	)	)	PUNCT
ajema-7080	58	13	,	,	PUNCT
ajema-7080	58	14	identity	identity	NOUN
ajema-7080	58	15	and	and	CCONJ
ajema-7080	58	16	access	access	NOUN
ajema-7080	58	17	management	management	NOUN
ajema-7080	58	18	(	(	PUNCT
ajema-7080	58	19	iam	iam	PROPN
ajema-7080	58	20	)	)	PUNCT
ajema-7080	58	21	,	,	PUNCT
ajema-7080	58	22	and	and	CCONJ
ajema-7080	58	23	continuous	continuous	ADJ
ajema-7080	58	24	monitoring	monitoring	NOUN
ajema-7080	58	25	powered	power	VERB
ajema-7080	58	26	by	by	ADP
ajema-7080	58	27	ai	ai	ADJ
ajema-7080	58	28	-	-	PUNCT
ajema-7080	58	29	driven	drive	VERB
ajema-7080	58	30	analytics	analytic	NOUN
ajema-7080	58	31	.	.	PUNCT
ajema-7080	59	1	cloud	cloud	ADJ
ajema-7080	59	2	security	security	NOUN
ajema-7080	59	3	frameworks	framework	NOUN
ajema-7080	59	4	have	have	AUX
ajema-7080	59	5	shifted	shift	VERB
ajema-7080	59	6	toward	toward	ADP
ajema-7080	59	7	proactive	proactive	ADJ
ajema-7080	59	8	threat	threat	NOUN
ajema-7080	59	9	detection	detection	NOUN
ajema-7080	59	10	,	,	PUNCT
ajema-7080	59	11	leveraging	leverage	VERB
ajema-7080	59	12	automation	automation	NOUN
ajema-7080	59	13	and	and	CCONJ
ajema-7080	59	14	ml	ml	NOUN
ajema-7080	59	15	-	-	PUNCT
ajema-7080	59	16	based	base	VERB
ajema-7080	59	17	systems	system	NOUN
ajema-7080	59	18	to	to	PART
ajema-7080	59	19	predict	predict	VERB
ajema-7080	59	20	and	and	CCONJ
ajema-7080	59	21	prevent	prevent	VERB
ajema-7080	59	22	cyber	cyber	ADJ
ajema-7080	59	23	incidents	incident	NOUN
ajema-7080	59	24	before	before	SCONJ
ajema-7080	59	25	they	they	PRON
ajema-7080	59	26	occur	occur	VERB
ajema-7080	59	27	.	.	PUNCT
ajema-7080	60	1	the	the	DET
ajema-7080	60	2	growing	grow	VERB
ajema-7080	60	3	adoption	adoption	NOUN
ajema-7080	60	4	of	of	ADP
ajema-7080	60	5	security	security	NOUN
ajema-7080	60	6	information	information	NOUN
ajema-7080	60	7	and	and	CCONJ
ajema-7080	60	8	event	event	NOUN
ajema-7080	60	9	management	management	NOUN
ajema-7080	60	10	(	(	PUNCT
ajema-7080	60	11	siem	siem	NOUN
ajema-7080	60	12	)	)	PUNCT
ajema-7080	60	13	systems	system	NOUN
ajema-7080	60	14	and	and	CCONJ
ajema-7080	60	15	extended	extended	ADJ
ajema-7080	60	16	detection	detection	NOUN
ajema-7080	60	17	and	and	CCONJ
ajema-7080	60	18	response	response	NOUN
ajema-7080	60	19	(	(	PUNCT
ajema-7080	60	20	xdr	xdr	PROPN
ajema-7080	60	21	)	)	PUNCT
ajema-7080	60	22	platforms	platform	NOUN
ajema-7080	60	23	further	further	ADJ
ajema-7080	60	24	highlights	highlight	NOUN
ajema-7080	60	25	the	the	DET
ajema-7080	60	26	need	need	NOUN
ajema-7080	60	27	for	for	ADP
ajema-7080	60	28	intelligence	intelligence	NOUN
ajema-7080	60	29	-	-	PUNCT
ajema-7080	60	30	driven	drive	VERB
ajema-7080	60	31	security	security	NOUN
ajema-7080	60	32	solutions	solution	NOUN
ajema-7080	60	33	in	in	ADP
ajema-7080	60	34	cloud	cloud	ADJ
ajema-7080	60	35	environments	environment	NOUN
ajema-7080	60	36	.	.	PUNCT
ajema-7080	61	1	machine	machine	NOUN
ajema-7080	61	2	learning	learning	NOUN
ajema-7080	61	3	in	in	ADP
ajema-7080	61	4	cybersecurity	cybersecurity	NOUN
ajema-7080	61	5	machine	machine	NOUN
ajema-7080	61	6	learning	learning	NOUN
ajema-7080	61	7	has	have	AUX
ajema-7080	61	8	emerged	emerge	VERB
ajema-7080	61	9	as	as	ADP
ajema-7080	61	10	a	a	DET
ajema-7080	61	11	powerful	powerful	ADJ
ajema-7080	61	12	tool	tool	NOUN
ajema-7080	61	13	for	for	ADP
ajema-7080	61	14	cybersecurity	cybersecurity	NOUN
ajema-7080	61	15	,	,	PUNCT
ajema-7080	61	16	enhancing	enhance	VERB
ajema-7080	61	17	threat	threat	NOUN
ajema-7080	61	18	detection	detection	NOUN
ajema-7080	61	19	,	,	PUNCT
ajema-7080	61	20	risk	risk	NOUN
ajema-7080	61	21	assessment	assessment	NOUN
ajema-7080	61	22	,	,	PUNCT
ajema-7080	61	23	and	and	CCONJ
ajema-7080	61	24	automated	automated	ADJ
ajema-7080	61	25	response	response	NOUN
ajema-7080	61	26	mechanisms	mechanism	NOUN
ajema-7080	61	27	.	.	PUNCT
ajema-7080	62	1	ml	ml	NOUN
ajema-7080	62	2	models	model	NOUN
ajema-7080	62	3	can	can	AUX
ajema-7080	62	4	process	process	VERB
ajema-7080	62	5	vast	vast	ADJ
ajema-7080	62	6	amounts	amount	NOUN
ajema-7080	62	7	of	of	ADP
ajema-7080	62	8	data	datum	NOUN
ajema-7080	62	9	,	,	PUNCT
ajema-7080	62	10	recognize	recognize	VERB
ajema-7080	62	11	complex	complex	ADJ
ajema-7080	62	12	attack	attack	NOUN
ajema-7080	62	13	patterns	pattern	NOUN
ajema-7080	62	14	,	,	PUNCT
ajema-7080	62	15	and	and	CCONJ
ajema-7080	62	16	improve	improve	VERB
ajema-7080	62	17	over	over	ADP
ajema-7080	62	18	time	time	NOUN
ajema-7080	62	19	,	,	PUNCT
ajema-7080	62	20	making	make	VERB
ajema-7080	62	21	them	they	PRON
ajema-7080	62	22	well	well	ADV
ajema-7080	62	23	-	-	PUNCT
ajema-7080	62	24	suited	suit	VERB
ajema-7080	62	25	for	for	ADP
ajema-7080	62	26	dynamic	dynamic	ADJ
ajema-7080	62	27	cloud	cloud	NOUN
ajema-7080	62	28	environments	environment	NOUN
ajema-7080	62	29	.	.	PUNCT
ajema-7080	63	1	54	54	NUM
ajema-7080	63	2	journal	journal	NOUN
ajema-7080	63	3	of	of	ADP
ajema-7080	63	4	engineering	engineering	NOUN
ajema-7080	63	5	,	,	PUNCT
ajema-7080	63	6	mechanics	mechanic	NOUN
ajema-7080	63	7	and	and	CCONJ
ajema-7080	63	8	architecture	architecture	NOUN
ajema-7080	63	9	www	www	NOUN
ajema-7080	63	10	.	.	PUNCT
ajema-7080	64	1	grnjournal.us	grnjournal.us	X
ajema-7080	64	2	supervised	supervise	VERB
ajema-7080	64	3	,	,	PUNCT
ajema-7080	64	4	unsupervised	unsupervised	ADJ
ajema-7080	64	5	,	,	PUNCT
ajema-7080	64	6	and	and	CCONJ
ajema-7080	64	7	reinforcement	reinforcement	NOUN
ajema-7080	64	8	learning	learning	NOUN
ajema-7080	64	9	applications	application	NOUN
ajema-7080	64	10	ml	ml	ADP
ajema-7080	64	11	techniques	technique	NOUN
ajema-7080	64	12	used	use	VERB
ajema-7080	64	13	in	in	ADP
ajema-7080	64	14	cybersecurity	cybersecurity	NOUN
ajema-7080	64	15	can	can	AUX
ajema-7080	64	16	be	be	AUX
ajema-7080	64	17	broadly	broadly	ADV
ajema-7080	64	18	categorized	categorize	VERB
ajema-7080	64	19	into	into	ADP
ajema-7080	64	20	three	three	NUM
ajema-7080	64	21	types	type	NOUN
ajema-7080	64	22	:	:	PUNCT
ajema-7080	65	1	1	1	X
ajema-7080	65	2	.	.	X
ajema-7080	65	3	supervised	supervised	ADJ
ajema-7080	65	4	learning	learning	NOUN
ajema-7080	65	5	:	:	PUNCT
ajema-7080	65	6	this	this	DET
ajema-7080	65	7	approach	approach	NOUN
ajema-7080	65	8	involves	involve	VERB
ajema-7080	65	9	training	training	NOUN
ajema-7080	65	10	ml	ml	NOUN
ajema-7080	65	11	models	model	NOUN
ajema-7080	65	12	using	use	VERB
ajema-7080	65	13	labeled	label	VERB
ajema-7080	65	14	datasets	dataset	NOUN
ajema-7080	65	15	containing	contain	VERB
ajema-7080	65	16	both	both	CCONJ
ajema-7080	65	17	normal	normal	ADJ
ajema-7080	65	18	and	and	CCONJ
ajema-7080	65	19	malicious	malicious	ADJ
ajema-7080	65	20	activity	activity	NOUN
ajema-7080	65	21	.	.	PUNCT
ajema-7080	66	1	examples	example	NOUN
ajema-7080	66	2	include	include	VERB
ajema-7080	66	3	classification	classification	NOUN
ajema-7080	66	4	models	model	NOUN
ajema-7080	66	5	for	for	ADP
ajema-7080	66	6	malware	malware	NOUN
ajema-7080	66	7	detection	detection	NOUN
ajema-7080	66	8	,	,	PUNCT
ajema-7080	66	9	phishing	phishe	VERB
ajema-7080	66	10	email	email	NOUN
ajema-7080	66	11	identification	identification	NOUN
ajema-7080	66	12	,	,	PUNCT
ajema-7080	66	13	and	and	CCONJ
ajema-7080	66	14	intrusion	intrusion	NOUN
ajema-7080	66	15	detection	detection	NOUN
ajema-7080	66	16	systems	system	NOUN
ajema-7080	66	17	.	.	PUNCT
ajema-7080	67	1	while	while	SCONJ
ajema-7080	67	2	supervised	supervised	ADJ
ajema-7080	67	3	learning	learning	NOUN
ajema-7080	67	4	provides	provide	VERB
ajema-7080	67	5	high	high	ADJ
ajema-7080	67	6	accuracy	accuracy	NOUN
ajema-7080	67	7	,	,	PUNCT
ajema-7080	67	8	it	it	PRON
ajema-7080	67	9	requires	require	VERB
ajema-7080	67	10	extensive	extensive	ADJ
ajema-7080	67	11	labeled	label	VERB
ajema-7080	67	12	data	datum	NOUN
ajema-7080	67	13	,	,	PUNCT
ajema-7080	67	14	which	which	PRON
ajema-7080	67	15	may	may	AUX
ajema-7080	67	16	not	not	PART
ajema-7080	67	17	always	always	ADV
ajema-7080	67	18	be	be	AUX
ajema-7080	67	19	available	available	ADJ
ajema-7080	67	20	.	.	PUNCT
ajema-7080	68	1	2	2	X
ajema-7080	68	2	.	.	X
ajema-7080	68	3	unsupervised	unsupervised	ADJ
ajema-7080	68	4	learning	learning	NOUN
ajema-7080	68	5	:	:	PUNCT
ajema-7080	68	6	unsupervised	unsupervised	ADJ
ajema-7080	68	7	models	model	NOUN
ajema-7080	68	8	detect	detect	VERB
ajema-7080	68	9	anomalies	anomaly	NOUN
ajema-7080	68	10	by	by	ADP
ajema-7080	68	11	identifying	identify	VERB
ajema-7080	68	12	deviations	deviation	NOUN
ajema-7080	68	13	from	from	ADP
ajema-7080	68	14	normal	normal	ADJ
ajema-7080	68	15	behavior	behavior	NOUN
ajema-7080	68	16	patterns	pattern	NOUN
ajema-7080	68	17	without	without	ADP
ajema-7080	68	18	prior	prior	ADJ
ajema-7080	68	19	knowledge	knowledge	NOUN
ajema-7080	68	20	of	of	ADP
ajema-7080	68	21	attack	attack	NOUN
ajema-7080	68	22	signatures	signature	NOUN
ajema-7080	68	23	.	.	PUNCT
ajema-7080	69	1	clustering	cluster	VERB
ajema-7080	69	2	algorithms	algorithm	NOUN
ajema-7080	69	3	like	like	ADP
ajema-7080	69	4	k	k	NOUN
ajema-7080	69	5	-	-	PUNCT
ajema-7080	69	6	means	mean	NOUN
ajema-7080	69	7	and	and	CCONJ
ajema-7080	69	8	density	density	NOUN
ajema-7080	69	9	-	-	PUNCT
ajema-7080	69	10	based	base	VERB
ajema-7080	69	11	spatial	spatial	ADJ
ajema-7080	69	12	clustering	clustering	NOUN
ajema-7080	69	13	(	(	PUNCT
ajema-7080	69	14	dbscan	dbscan	NOUN
ajema-7080	69	15	)	)	PUNCT
ajema-7080	69	16	are	be	AUX
ajema-7080	69	17	commonly	commonly	ADV
ajema-7080	69	18	used	use	VERB
ajema-7080	69	19	for	for	ADP
ajema-7080	69	20	anomaly	anomaly	NOUN
ajema-7080	69	21	detection	detection	NOUN
ajema-7080	69	22	in	in	ADP
ajema-7080	69	23	network	network	NOUN
ajema-7080	69	24	traffic	traffic	NOUN
ajema-7080	69	25	analysis	analysis	NOUN
ajema-7080	69	26	.	.	PUNCT
ajema-7080	70	1	3	3	X
ajema-7080	70	2	.	.	X
ajema-7080	70	3	reinforcement	reinforcement	NOUN
ajema-7080	70	4	learning	learning	NOUN
ajema-7080	70	5	:	:	PUNCT
ajema-7080	70	6	this	this	DET
ajema-7080	70	7	method	method	NOUN
ajema-7080	70	8	allows	allow	VERB
ajema-7080	70	9	security	security	NOUN
ajema-7080	70	10	systems	system	NOUN
ajema-7080	70	11	to	to	PART
ajema-7080	70	12	learn	learn	VERB
ajema-7080	70	13	from	from	ADP
ajema-7080	70	14	interactions	interaction	NOUN
ajema-7080	70	15	with	with	ADP
ajema-7080	70	16	the	the	DET
ajema-7080	70	17	environment	environment	NOUN
ajema-7080	70	18	and	and	CCONJ
ajema-7080	70	19	improve	improve	VERB
ajema-7080	70	20	their	their	PRON
ajema-7080	70	21	detection	detection	NOUN
ajema-7080	70	22	capabilities	capability	NOUN
ajema-7080	70	23	over	over	ADP
ajema-7080	70	24	time	time	NOUN
ajema-7080	70	25	.	.	PUNCT
ajema-7080	71	1	reinforcement	reinforcement	NOUN
ajema-7080	71	2	learning	learning	NOUN
ajema-7080	71	3	is	be	AUX
ajema-7080	71	4	particularly	particularly	ADV
ajema-7080	71	5	useful	useful	ADJ
ajema-7080	71	6	in	in	ADP
ajema-7080	71	7	automated	automate	VERB
ajema-7080	71	8	threat	threat	NOUN
ajema-7080	71	9	response	response	NOUN
ajema-7080	71	10	and	and	CCONJ
ajema-7080	71	11	adaptive	adaptive	ADJ
ajema-7080	71	12	security	security	NOUN
ajema-7080	71	13	frameworks	framework	NOUN
ajema-7080	71	14	,	,	PUNCT
ajema-7080	71	15	where	where	SCONJ
ajema-7080	71	16	ml	ml	NOUN
ajema-7080	71	17	models	model	NOUN
ajema-7080	71	18	continuously	continuously	ADV
ajema-7080	71	19	refine	refine	VERB
ajema-7080	71	20	their	their	PRON
ajema-7080	71	21	attack	attack	NOUN
ajema-7080	71	22	mitigation	mitigation	NOUN
ajema-7080	71	23	strategies	strategy	NOUN
ajema-7080	71	24	based	base	VERB
ajema-7080	71	25	on	on	ADP
ajema-7080	71	26	feedback	feedback	NOUN
ajema-7080	71	27	loops	loop	NOUN
ajema-7080	71	28	.	.	PUNCT
ajema-7080	72	1	case	case	NOUN
ajema-7080	72	2	studies	study	NOUN
ajema-7080	72	3	on	on	ADP
ajema-7080	72	4	ml	ml	ADV
ajema-7080	72	5	-	-	PUNCT
ajema-7080	72	6	driven	drive	VERB
ajema-7080	72	7	threat	threat	NOUN
ajema-7080	72	8	detection	detection	NOUN
ajema-7080	72	9	several	several	ADJ
ajema-7080	72	10	studies	study	NOUN
ajema-7080	72	11	have	have	AUX
ajema-7080	72	12	demonstrated	demonstrate	VERB
ajema-7080	72	13	the	the	DET
ajema-7080	72	14	effectiveness	effectiveness	NOUN
ajema-7080	72	15	of	of	ADP
ajema-7080	72	16	ml	ml	NOUN
ajema-7080	72	17	in	in	ADP
ajema-7080	72	18	cybersecurity	cybersecurity	NOUN
ajema-7080	72	19	.	.	PUNCT
ajema-7080	73	1	for	for	ADP
ajema-7080	73	2	example	example	NOUN
ajema-7080	73	3	:	:	PUNCT
ajema-7080	73	4	➢	➢	VERB
ajema-7080	73	5	malware	malware	NOUN
ajema-7080	73	6	detection	detection	NOUN
ajema-7080	73	7	:	:	PUNCT
ajema-7080	73	8	research	research	NOUN
ajema-7080	73	9	by	by	ADP
ajema-7080	73	10	saxe	saxe	PROPN
ajema-7080	73	11	&	&	CCONJ
ajema-7080	73	12	berlin	berlin	PROPN
ajema-7080	73	13	(	(	PUNCT
ajema-7080	73	14	2015	2015	NUM
ajema-7080	73	15	)	)	PUNCT
ajema-7080	73	16	showed	show	VERB
ajema-7080	73	17	that	that	SCONJ
ajema-7080	73	18	deep	deep	ADJ
ajema-7080	73	19	learning	learning	NOUN
ajema-7080	73	20	models	model	NOUN
ajema-7080	73	21	significantly	significantly	ADV
ajema-7080	73	22	outperform	outperform	VERB
ajema-7080	73	23	traditional	traditional	ADJ
ajema-7080	73	24	antivirus	antivirus	NOUN
ajema-7080	73	25	software	software	NOUN
ajema-7080	73	26	in	in	ADP
ajema-7080	73	27	identifying	identify	VERB
ajema-7080	73	28	new	new	ADJ
ajema-7080	73	29	malware	malware	NOUN
ajema-7080	73	30	variants	variant	NOUN
ajema-7080	73	31	.	.	PUNCT
ajema-7080	74	1	➢	➢	VERB
ajema-7080	74	2	insider	insider	NOUN
ajema-7080	74	3	threat	threat	NOUN
ajema-7080	74	4	detection	detection	NOUN
ajema-7080	74	5	:	:	PUNCT
ajema-7080	74	6	a	a	DET
ajema-7080	74	7	study	study	NOUN
ajema-7080	74	8	by	by	ADP
ajema-7080	74	9	greitzer	greitzer	NOUN
ajema-7080	74	10	et	et	PROPN
ajema-7080	74	11	al	al	PROPN
ajema-7080	74	12	.	.	PROPN
ajema-7080	75	1	(	(	PUNCT
ajema-7080	75	2	2019	2019	NUM
ajema-7080	75	3	)	)	PUNCT
ajema-7080	75	4	highlighted	highlight	VERB
ajema-7080	75	5	how	how	SCONJ
ajema-7080	75	6	unsupervised	unsupervised	ADJ
ajema-7080	75	7	learning	learning	NOUN
ajema-7080	75	8	techniques	technique	NOUN
ajema-7080	75	9	effectively	effectively	ADV
ajema-7080	75	10	detected	detect	VERB
ajema-7080	75	11	anomalous	anomalous	ADJ
ajema-7080	75	12	employee	employee	NOUN
ajema-7080	75	13	behaviors	behavior	NOUN
ajema-7080	75	14	indicative	indicative	ADJ
ajema-7080	75	15	of	of	ADP
ajema-7080	75	16	insider	insider	NOUN
ajema-7080	75	17	threats	threat	NOUN
ajema-7080	75	18	.	.	PUNCT
ajema-7080	76	1	➢	➢	VERB
ajema-7080	76	2	ddos	ddos	PROPN
ajema-7080	76	3	attack	attack	NOUN
ajema-7080	76	4	prevention	prevention	NOUN
ajema-7080	76	5	:	:	PUNCT
ajema-7080	76	6	work	work	NOUN
ajema-7080	76	7	by	by	ADP
ajema-7080	76	8	bhuyan	bhuyan	PROPN
ajema-7080	76	9	et	et	PROPN
ajema-7080	76	10	al	al	PROPN
ajema-7080	76	11	.	.	PROPN
ajema-7080	76	12	(	(	PUNCT
ajema-7080	76	13	2020	2020	NUM
ajema-7080	76	14	)	)	PUNCT
ajema-7080	76	15	demonstrated	demonstrate	VERB
ajema-7080	76	16	how	how	SCONJ
ajema-7080	76	17	ml	ml	NOUN
ajema-7080	76	18	-	-	PUNCT
ajema-7080	76	19	based	base	VERB
ajema-7080	76	20	anomaly	anomaly	NOUN
ajema-7080	76	21	detection	detection	NOUN
ajema-7080	76	22	in	in	ADP
ajema-7080	76	23	cloud	cloud	NOUN
ajema-7080	76	24	networks	network	NOUN
ajema-7080	76	25	can	can	AUX
ajema-7080	76	26	prevent	prevent	VERB
ajema-7080	76	27	large	large	ADJ
ajema-7080	76	28	-	-	PUNCT
ajema-7080	76	29	scale	scale	NOUN
ajema-7080	76	30	distributed	distribute	VERB
ajema-7080	76	31	denial	denial	NOUN
ajema-7080	76	32	-	-	PUNCT
ajema-7080	76	33	of	of	ADP
ajema-7080	76	34	-	-	PUNCT
ajema-7080	76	35	service	service	NOUN
ajema-7080	76	36	(	(	PUNCT
ajema-7080	76	37	ddos	ddo	NOUN
ajema-7080	76	38	)	)	PUNCT
ajema-7080	76	39	attacks	attack	NOUN
ajema-7080	76	40	by	by	ADP
ajema-7080	76	41	identifying	identify	VERB
ajema-7080	76	42	traffic	traffic	NOUN
ajema-7080	76	43	anomalies	anomaly	NOUN
ajema-7080	76	44	before	before	SCONJ
ajema-7080	76	45	the	the	DET
ajema-7080	76	46	attack	attack	NOUN
ajema-7080	76	47	fully	fully	ADV
ajema-7080	76	48	manifests	manifest	NOUN
ajema-7080	76	49	.	.	PUNCT
ajema-7080	77	1	anomaly	anomaly	PROPN
ajema-7080	77	2	detection	detection	NOUN
ajema-7080	77	3	in	in	ADP
ajema-7080	77	4	cloud	cloud	ADJ
ajema-7080	77	5	environments	environment	NOUN
ajema-7080	77	6	definition	definition	NOUN
ajema-7080	77	7	and	and	CCONJ
ajema-7080	77	8	importance	importance	NOUN
ajema-7080	77	9	of	of	ADP
ajema-7080	77	10	anomaly	anomaly	NOUN
ajema-7080	77	11	detection	detection	NOUN
ajema-7080	77	12	anomaly	anomaly	NOUN
ajema-7080	77	13	detection	detection	NOUN
ajema-7080	77	14	refers	refer	VERB
ajema-7080	77	15	to	to	ADP
ajema-7080	77	16	the	the	DET
ajema-7080	77	17	identification	identification	NOUN
ajema-7080	77	18	of	of	ADP
ajema-7080	77	19	patterns	pattern	NOUN
ajema-7080	77	20	in	in	ADP
ajema-7080	77	21	data	datum	NOUN
ajema-7080	77	22	that	that	PRON
ajema-7080	77	23	deviate	deviate	VERB
ajema-7080	77	24	from	from	ADP
ajema-7080	77	25	expected	expect	VERB
ajema-7080	77	26	behavior	behavior	NOUN
ajema-7080	77	27	.	.	PUNCT
ajema-7080	78	1	in	in	ADP
ajema-7080	78	2	the	the	DET
ajema-7080	78	3	context	context	NOUN
ajema-7080	78	4	of	of	ADP
ajema-7080	78	5	cloud	cloud	ADJ
ajema-7080	78	6	security	security	NOUN
ajema-7080	78	7	,	,	PUNCT
ajema-7080	78	8	anomaly	anomaly	NOUN
ajema-7080	78	9	detection	detection	NOUN
ajema-7080	78	10	is	be	AUX
ajema-7080	78	11	crucial	crucial	ADJ
ajema-7080	78	12	for	for	ADP
ajema-7080	78	13	identifying	identify	VERB
ajema-7080	78	14	potential	potential	ADJ
ajema-7080	78	15	threats	threat	NOUN
ajema-7080	78	16	such	such	ADJ
ajema-7080	78	17	as	as	ADP
ajema-7080	78	18	unauthorized	unauthorized	ADJ
ajema-7080	78	19	access	access	NOUN
ajema-7080	78	20	,	,	PUNCT
ajema-7080	78	21	data	data	NOUN
ajema-7080	78	22	exfiltration	exfiltration	NOUN
ajema-7080	78	23	,	,	PUNCT
ajema-7080	78	24	privilege	privilege	NOUN
ajema-7080	78	25	escalation	escalation	NOUN
ajema-7080	78	26	,	,	PUNCT
ajema-7080	78	27	and	and	CCONJ
ajema-7080	78	28	advanced	advanced	ADJ
ajema-7080	78	29	persistent	persistent	ADJ
ajema-7080	78	30	threats	threat	NOUN
ajema-7080	78	31	(	(	PUNCT
ajema-7080	78	32	apts	apt	NOUN
ajema-7080	78	33	)	)	PUNCT
ajema-7080	78	34	.	.	PUNCT
ajema-7080	79	1	since	since	SCONJ
ajema-7080	79	2	traditional	traditional	ADJ
ajema-7080	79	3	security	security	NOUN
ajema-7080	79	4	mechanisms	mechanism	NOUN
ajema-7080	79	5	often	often	ADV
ajema-7080	79	6	rely	rely	VERB
ajema-7080	79	7	on	on	ADP
ajema-7080	79	8	predefined	predefine	VERB
ajema-7080	79	9	rules	rule	NOUN
ajema-7080	79	10	and	and	CCONJ
ajema-7080	79	11	signatures	signature	NOUN
ajema-7080	79	12	,	,	PUNCT
ajema-7080	79	13	they	they	PRON
ajema-7080	79	14	struggle	struggle	VERB
ajema-7080	79	15	to	to	PART
ajema-7080	79	16	detect	detect	VERB
ajema-7080	79	17	previously	previously	ADV
ajema-7080	79	18	unknown	unknown	ADJ
ajema-7080	79	19	or	or	CCONJ
ajema-7080	79	20	rapidly	rapidly	ADV
ajema-7080	79	21	evolving	evolve	VERB
ajema-7080	79	22	attacks	attack	NOUN
ajema-7080	79	23	.	.	PUNCT
ajema-7080	80	1	anomaly	anomaly	PROPN
ajema-7080	80	2	detection	detection	NOUN
ajema-7080	80	3	fills	fill	VERB
ajema-7080	80	4	this	this	DET
ajema-7080	80	5	gap	gap	NOUN
ajema-7080	80	6	by	by	ADP
ajema-7080	80	7	leveraging	leverage	VERB
ajema-7080	80	8	ml	ml	NOUN
ajema-7080	80	9	to	to	PART
ajema-7080	80	10	recognize	recognize	VERB
ajema-7080	80	11	abnormal	abnormal	ADJ
ajema-7080	80	12	behaviors	behavior	NOUN
ajema-7080	80	13	that	that	PRON
ajema-7080	80	14	could	could	AUX
ajema-7080	80	15	indicate	indicate	VERB
ajema-7080	80	16	cyber	cyber	NOUN
ajema-7080	80	17	threats	threat	NOUN
ajema-7080	80	18	.	.	PUNCT
ajema-7080	81	1	previous	previous	ADJ
ajema-7080	81	2	research	research	NOUN
ajema-7080	81	3	on	on	ADP
ajema-7080	81	4	anomaly	anomaly	NOUN
ajema-7080	81	5	detection	detection	NOUN
ajema-7080	81	6	effectiveness	effectiveness	NOUN
ajema-7080	81	7	numerous	numerous	ADJ
ajema-7080	81	8	studies	study	NOUN
ajema-7080	81	9	have	have	AUX
ajema-7080	81	10	highlighted	highlight	VERB
ajema-7080	81	11	the	the	DET
ajema-7080	81	12	effectiveness	effectiveness	NOUN
ajema-7080	81	13	of	of	ADP
ajema-7080	81	14	ml	ml	ADV
ajema-7080	81	15	-	-	PUNCT
ajema-7080	81	16	based	base	VERB
ajema-7080	81	17	anomaly	anomaly	NOUN
ajema-7080	81	18	detection	detection	NOUN
ajema-7080	81	19	in	in	ADP
ajema-7080	81	20	cloud	cloud	ADJ
ajema-7080	81	21	security	security	NOUN
ajema-7080	81	22	:	:	PUNCT
ajema-7080	81	23	➢	➢	PROPN
ajema-7080	81	24	hinton	hinton	PROPN
ajema-7080	81	25	et	et	PROPN
ajema-7080	81	26	al	al	PROPN
ajema-7080	81	27	.	.	PROPN
ajema-7080	82	1	(	(	PUNCT
ajema-7080	82	2	2017	2017	NUM
ajema-7080	82	3	):	):	PUNCT
ajema-7080	82	4	proposed	propose	VERB
ajema-7080	82	5	an	an	DET
ajema-7080	82	6	autoencoder	autoencoder	NOUN
ajema-7080	82	7	-	-	PUNCT
ajema-7080	82	8	based	base	VERB
ajema-7080	82	9	anomaly	anomaly	NOUN
ajema-7080	82	10	detection	detection	NOUN
ajema-7080	82	11	framework	framework	NOUN
ajema-7080	82	12	that	that	PRON
ajema-7080	82	13	successfully	successfully	ADV
ajema-7080	82	14	identified	identify	VERB
ajema-7080	82	15	outliers	outlier	NOUN
ajema-7080	82	16	in	in	ADP
ajema-7080	82	17	network	network	NOUN
ajema-7080	82	18	traffic	traffic	NOUN
ajema-7080	82	19	,	,	PUNCT
ajema-7080	82	20	improving	improve	VERB
ajema-7080	82	21	detection	detection	NOUN
ajema-7080	82	22	rates	rate	NOUN
ajema-7080	82	23	by	by	ADP
ajema-7080	82	24	40	40	NUM
ajema-7080	82	25	%	%	NOUN
ajema-7080	82	26	compared	compare	VERB
ajema-7080	82	27	to	to	ADP
ajema-7080	82	28	traditional	traditional	ADJ
ajema-7080	82	29	ids	id	NOUN
ajema-7080	82	30	.	.	PUNCT
ajema-7080	83	1	➢	➢	PROPN
ajema-7080	83	2	chen	chen	PROPN
ajema-7080	83	3	et	et	PROPN
ajema-7080	83	4	al	al	PROPN
ajema-7080	83	5	.	.	PROPN
ajema-7080	84	1	(	(	PUNCT
ajema-7080	84	2	2019	2019	NUM
ajema-7080	84	3	):	):	PUNCT
ajema-7080	84	4	implemented	implement	VERB
ajema-7080	84	5	a	a	DET
ajema-7080	84	6	hybrid	hybrid	NOUN
ajema-7080	84	7	ml	ml	NOUN
ajema-7080	84	8	model	model	NOUN
ajema-7080	84	9	combining	combine	VERB
ajema-7080	84	10	supervised	supervised	ADJ
ajema-7080	84	11	and	and	CCONJ
ajema-7080	84	12	unsupervised	unsupervised	ADJ
ajema-7080	84	13	learning	learning	NOUN
ajema-7080	84	14	for	for	ADP
ajema-7080	84	15	cloud	cloud	ADJ
ajema-7080	84	16	security	security	NOUN
ajema-7080	84	17	,	,	PUNCT
ajema-7080	84	18	reducing	reduce	VERB
ajema-7080	84	19	false	false	ADJ
ajema-7080	84	20	positives	positive	NOUN
ajema-7080	84	21	in	in	ADP
ajema-7080	84	22	threat	threat	NOUN
ajema-7080	84	23	detection	detection	NOUN
ajema-7080	84	24	by	by	ADP
ajema-7080	84	25	30	30	NUM
ajema-7080	84	26	%	%	NOUN
ajema-7080	84	27	.	.	PUNCT
ajema-7080	85	1	55	55	NUM
ajema-7080	85	2	journal	journal	NOUN
ajema-7080	85	3	of	of	ADP
ajema-7080	85	4	engineering	engineering	NOUN
ajema-7080	85	5	,	,	PUNCT
ajema-7080	85	6	mechanics	mechanic	NOUN
ajema-7080	85	7	and	and	CCONJ
ajema-7080	85	8	architecture	architecture	NOUN
ajema-7080	85	9	www	www	NOUN
ajema-7080	85	10	.	.	PUNCT
ajema-7080	86	1	grnjournal.us	grnjournal.us	X
ajema-7080	86	2	➢	➢	NOUN
ajema-7080	86	3	shone	shine	VERB
ajema-7080	86	4	et	et	PROPN
ajema-7080	86	5	al	al	PROPN
ajema-7080	86	6	.	.	PROPN
ajema-7080	87	1	(	(	PUNCT
ajema-7080	87	2	2021	2021	NUM
ajema-7080	87	3	):	):	PUNCT
ajema-7080	87	4	demonstrated	demonstrate	VERB
ajema-7080	87	5	how	how	SCONJ
ajema-7080	87	6	deep	deep	ADJ
ajema-7080	87	7	learning	learning	NOUN
ajema-7080	87	8	models	model	NOUN
ajema-7080	87	9	,	,	PUNCT
ajema-7080	87	10	particularly	particularly	ADV
ajema-7080	87	11	convolutional	convolutional	ADJ
ajema-7080	87	12	neural	neural	ADJ
ajema-7080	87	13	networks	network	NOUN
ajema-7080	87	14	(	(	PUNCT
ajema-7080	87	15	cnns	cnns	PROPN
ajema-7080	87	16	)	)	PUNCT
ajema-7080	87	17	,	,	PUNCT
ajema-7080	87	18	improve	improve	VERB
ajema-7080	87	19	intrusion	intrusion	NOUN
ajema-7080	87	20	detection	detection	NOUN
ajema-7080	87	21	accuracy	accuracy	NOUN
ajema-7080	87	22	by	by	ADP
ajema-7080	87	23	learning	learn	VERB
ajema-7080	87	24	complex	complex	ADJ
ajema-7080	87	25	attack	attack	NOUN
ajema-7080	87	26	signatures	signature	NOUN
ajema-7080	87	27	from	from	ADP
ajema-7080	87	28	raw	raw	ADJ
ajema-7080	87	29	security	security	NOUN
ajema-7080	87	30	logs	log	NOUN
ajema-7080	87	31	.	.	PUNCT
ajema-7080	88	1	challenges	challenge	NOUN
ajema-7080	88	2	in	in	ADP
ajema-7080	88	3	anomaly	anomaly	NOUN
ajema-7080	88	4	detection	detection	NOUN
ajema-7080	88	5	for	for	ADP
ajema-7080	88	6	cloud	cloud	ADJ
ajema-7080	88	7	security	security	NOUN
ajema-7080	88	8	despite	despite	SCONJ
ajema-7080	88	9	its	its	PRON
ajema-7080	88	10	advantages	advantage	NOUN
ajema-7080	88	11	,	,	PUNCT
ajema-7080	88	12	ml	ml	NOUN
ajema-7080	88	13	-	-	PUNCT
ajema-7080	88	14	based	base	VERB
ajema-7080	88	15	anomaly	anomaly	NOUN
ajema-7080	88	16	detection	detection	NOUN
ajema-7080	88	17	in	in	ADP
ajema-7080	88	18	cloud	cloud	ADJ
ajema-7080	88	19	environments	environment	NOUN
ajema-7080	88	20	faces	face	VERB
ajema-7080	88	21	several	several	ADJ
ajema-7080	88	22	challenges	challenge	NOUN
ajema-7080	88	23	:	:	PUNCT
ajema-7080	88	24	1	1	X
ajema-7080	88	25	.	.	X
ajema-7080	88	26	data	datum	NOUN
ajema-7080	88	27	quality	quality	NOUN
ajema-7080	88	28	and	and	CCONJ
ajema-7080	88	29	availability	availability	NOUN
ajema-7080	88	30	:	:	PUNCT
ajema-7080	88	31	effective	effective	ADJ
ajema-7080	88	32	ml	ml	NOUN
ajema-7080	88	33	models	model	NOUN
ajema-7080	88	34	require	require	VERB
ajema-7080	88	35	large	large	ADJ
ajema-7080	88	36	datasets	dataset	NOUN
ajema-7080	88	37	for	for	ADP
ajema-7080	88	38	training	training	NOUN
ajema-7080	88	39	,	,	PUNCT
ajema-7080	88	40	but	but	CCONJ
ajema-7080	88	41	collecting	collect	VERB
ajema-7080	88	42	labeled	label	VERB
ajema-7080	88	43	data	datum	NOUN
ajema-7080	88	44	from	from	ADP
ajema-7080	88	45	cloud	cloud	ADJ
ajema-7080	88	46	environments	environment	NOUN
ajema-7080	88	47	is	be	AUX
ajema-7080	88	48	difficult	difficult	ADJ
ajema-7080	88	49	due	due	ADJ
ajema-7080	88	50	to	to	ADP
ajema-7080	88	51	privacy	privacy	NOUN
ajema-7080	88	52	concerns	concern	NOUN
ajema-7080	88	53	.	.	PUNCT
ajema-7080	89	1	2	2	X
ajema-7080	89	2	.	.	X
ajema-7080	89	3	high	high	ADJ
ajema-7080	89	4	false	false	ADJ
ajema-7080	89	5	positive	positive	ADJ
ajema-7080	89	6	rates	rate	NOUN
ajema-7080	89	7	:	:	PUNCT
ajema-7080	89	8	some	some	DET
ajema-7080	89	9	ml	ml	NOUN
ajema-7080	89	10	models	model	NOUN
ajema-7080	89	11	may	may	AUX
ajema-7080	89	12	mistakenly	mistakenly	ADV
ajema-7080	89	13	classify	classify	VERB
ajema-7080	89	14	benign	benign	ADJ
ajema-7080	89	15	activities	activity	NOUN
ajema-7080	89	16	as	as	ADP
ajema-7080	89	17	threats	threat	NOUN
ajema-7080	89	18	,	,	PUNCT
ajema-7080	89	19	leading	lead	VERB
ajema-7080	89	20	to	to	ADP
ajema-7080	89	21	unnecessary	unnecessary	ADJ
ajema-7080	89	22	security	security	NOUN
ajema-7080	89	23	alerts	alert	NOUN
ajema-7080	89	24	.	.	PUNCT
ajema-7080	90	1	3	3	X
ajema-7080	90	2	.	.	X
ajema-7080	90	3	computational	computational	ADJ
ajema-7080	90	4	overhead	overhead	NOUN
ajema-7080	90	5	:	:	PUNCT
ajema-7080	90	6	running	run	VERB
ajema-7080	90	7	ml	ml	VERB
ajema-7080	90	8	-	-	PUNCT
ajema-7080	90	9	based	base	VERB
ajema-7080	90	10	anomaly	anomaly	NOUN
ajema-7080	90	11	detection	detection	NOUN
ajema-7080	90	12	in	in	ADP
ajema-7080	90	13	real	real	ADJ
ajema-7080	90	14	-	-	PUNCT
ajema-7080	90	15	time	time	NOUN
ajema-7080	90	16	cloud	cloud	NOUN
ajema-7080	90	17	environments	environment	NOUN
ajema-7080	90	18	can	can	AUX
ajema-7080	90	19	be	be	AUX
ajema-7080	90	20	resource	resource	NOUN
ajema-7080	90	21	-	-	PUNCT
ajema-7080	90	22	intensive	intensive	ADJ
ajema-7080	90	23	,	,	PUNCT
ajema-7080	90	24	requiring	require	VERB
ajema-7080	90	25	scalable	scalable	ADJ
ajema-7080	90	26	processing	processing	NOUN
ajema-7080	90	27	power	power	NOUN
ajema-7080	90	28	.	.	PUNCT
ajema-7080	91	1	4	4	X
ajema-7080	91	2	.	.	X
ajema-7080	91	3	adversarial	adversarial	ADJ
ajema-7080	91	4	attacks	attack	NOUN
ajema-7080	91	5	:	:	PUNCT
ajema-7080	91	6	attackers	attacker	NOUN
ajema-7080	91	7	may	may	AUX
ajema-7080	91	8	attempt	attempt	VERB
ajema-7080	91	9	to	to	PART
ajema-7080	91	10	evade	evade	VERB
ajema-7080	91	11	detection	detection	NOUN
ajema-7080	91	12	by	by	ADP
ajema-7080	91	13	subtly	subtly	ADV
ajema-7080	91	14	altering	alter	VERB
ajema-7080	91	15	attack	attack	NOUN
ajema-7080	91	16	patterns	pattern	NOUN
ajema-7080	91	17	,	,	PUNCT
ajema-7080	91	18	necessitating	necessitate	VERB
ajema-7080	91	19	robust	robust	ADJ
ajema-7080	91	20	ml	ml	NOUN
ajema-7080	91	21	models	model	NOUN
ajema-7080	91	22	resistant	resistant	ADJ
ajema-7080	91	23	to	to	ADP
ajema-7080	91	24	adversarial	adversarial	ADJ
ajema-7080	91	25	manipulation	manipulation	NOUN
ajema-7080	91	26	.	.	PUNCT
ajema-7080	92	1	iii	iii	X
ajema-7080	92	2	.	.	PROPN
ajema-7080	92	3	machine	machine	NOUN
ajema-7080	92	4	learning	learn	VERB
ajema-7080	92	5	techniques	technique	NOUN
ajema-7080	92	6	for	for	ADP
ajema-7080	92	7	anomaly	anomaly	NOUN
ajema-7080	92	8	detection	detection	NOUN
ajema-7080	92	9	anomaly	anomaly	NOUN
ajema-7080	92	10	detection	detection	NOUN
ajema-7080	92	11	in	in	ADP
ajema-7080	92	12	cloud	cloud	ADJ
ajema-7080	92	13	security	security	NOUN
ajema-7080	92	14	relies	rely	VERB
ajema-7080	92	15	on	on	ADP
ajema-7080	92	16	advanced	advanced	ADJ
ajema-7080	92	17	machine	machine	NOUN
ajema-7080	92	18	learning	learning	NOUN
ajema-7080	92	19	(	(	PUNCT
ajema-7080	92	20	ml	ml	NOUN
ajema-7080	92	21	)	)	PUNCT
ajema-7080	92	22	techniques	technique	NOUN
ajema-7080	92	23	to	to	PART
ajema-7080	92	24	identify	identify	VERB
ajema-7080	92	25	unusual	unusual	ADJ
ajema-7080	92	26	patterns	pattern	NOUN
ajema-7080	92	27	,	,	PUNCT
ajema-7080	92	28	behaviors	behavior	NOUN
ajema-7080	92	29	,	,	PUNCT
ajema-7080	92	30	or	or	CCONJ
ajema-7080	92	31	deviations	deviation	NOUN
ajema-7080	92	32	from	from	ADP
ajema-7080	92	33	expected	expect	VERB
ajema-7080	92	34	activity	activity	NOUN
ajema-7080	92	35	.	.	PUNCT
ajema-7080	93	1	these	these	DET
ajema-7080	93	2	techniques	technique	NOUN
ajema-7080	93	3	can	can	AUX
ajema-7080	93	4	be	be	AUX
ajema-7080	93	5	categorized	categorize	VERB
ajema-7080	93	6	into	into	ADP
ajema-7080	93	7	supervised	supervised	ADJ
ajema-7080	93	8	learning	learning	NOUN
ajema-7080	93	9	,	,	PUNCT
ajema-7080	93	10	unsupervised	unsupervised	ADJ
ajema-7080	93	11	learning	learning	NOUN
ajema-7080	93	12	,	,	PUNCT
ajema-7080	93	13	deep	deep	ADJ
ajema-7080	93	14	learning	learning	NOUN
ajema-7080	93	15	approaches	approach	NOUN
ajema-7080	93	16	,	,	PUNCT
ajema-7080	93	17	and	and	CCONJ
ajema-7080	93	18	hybrid	hybrid	ADJ
ajema-7080	93	19	models	model	NOUN
ajema-7080	93	20	.	.	PUNCT
ajema-7080	94	1	each	each	DET
ajema-7080	94	2	approach	approach	NOUN
ajema-7080	94	3	offers	offer	VERB
ajema-7080	94	4	unique	unique	ADJ
ajema-7080	94	5	advantages	advantage	NOUN
ajema-7080	94	6	and	and	CCONJ
ajema-7080	94	7	is	be	AUX
ajema-7080	94	8	suited	suit	VERB
ajema-7080	94	9	for	for	ADP
ajema-7080	94	10	different	different	ADJ
ajema-7080	94	11	cybersecurity	cybersecurity	NOUN
ajema-7080	94	12	scenarios	scenario	NOUN
ajema-7080	94	13	.	.	PUNCT
ajema-7080	95	1	1	1	X
ajema-7080	95	2	.	.	X
ajema-7080	95	3	supervised	supervised	ADJ
ajema-7080	95	4	learning	learning	NOUN
ajema-7080	95	5	methods	method	NOUN
ajema-7080	95	6	supervised	supervise	VERB
ajema-7080	95	7	learning	learn	VERB
ajema-7080	95	8	involves	involve	VERB
ajema-7080	95	9	training	training	NOUN
ajema-7080	95	10	models	model	NOUN
ajema-7080	95	11	on	on	ADP
ajema-7080	95	12	labeled	label	VERB
ajema-7080	95	13	datasets	dataset	NOUN
ajema-7080	95	14	that	that	PRON
ajema-7080	95	15	contain	contain	VERB
ajema-7080	95	16	both	both	CCONJ
ajema-7080	95	17	normal	normal	ADJ
ajema-7080	95	18	and	and	CCONJ
ajema-7080	95	19	malicious	malicious	ADJ
ajema-7080	95	20	activity	activity	NOUN
ajema-7080	95	21	.	.	PUNCT
ajema-7080	96	1	these	these	DET
ajema-7080	96	2	models	model	NOUN
ajema-7080	96	3	learn	learn	VERB
ajema-7080	96	4	to	to	PART
ajema-7080	96	5	classify	classify	VERB
ajema-7080	96	6	new	new	ADJ
ajema-7080	96	7	data	datum	NOUN
ajema-7080	96	8	based	base	VERB
ajema-7080	96	9	on	on	ADP
ajema-7080	96	10	past	past	ADJ
ajema-7080	96	11	examples	example	NOUN
ajema-7080	96	12	,	,	PUNCT
ajema-7080	96	13	making	make	VERB
ajema-7080	96	14	them	they	PRON
ajema-7080	96	15	effective	effective	ADJ
ajema-7080	96	16	at	at	ADP
ajema-7080	96	17	detecting	detect	VERB
ajema-7080	96	18	known	know	VERB
ajema-7080	96	19	attack	attack	NOUN
ajema-7080	96	20	patterns	pattern	NOUN
ajema-7080	96	21	.	.	PUNCT
ajema-7080	97	1	training	training	NOUN
ajema-7080	97	2	models	model	NOUN
ajema-7080	97	3	with	with	ADP
ajema-7080	97	4	labeled	label	VERB
ajema-7080	97	5	attack	attack	NOUN
ajema-7080	97	6	data	datum	NOUN
ajema-7080	97	7	supervised	supervise	VERB
ajema-7080	97	8	ml	ml	PROPN
ajema-7080	97	9	models	model	NOUN
ajema-7080	97	10	require	require	VERB
ajema-7080	97	11	historical	historical	ADJ
ajema-7080	97	12	attack	attack	NOUN
ajema-7080	97	13	data	datum	NOUN
ajema-7080	97	14	to	to	PART
ajema-7080	97	15	function	function	VERB
ajema-7080	97	16	effectively	effectively	ADV
ajema-7080	97	17	.	.	PUNCT
ajema-7080	98	1	security	security	NOUN
ajema-7080	98	2	analysts	analyst	NOUN
ajema-7080	98	3	must	must	AUX
ajema-7080	98	4	curate	curate	VERB
ajema-7080	98	5	datasets	dataset	NOUN
ajema-7080	98	6	with	with	ADP
ajema-7080	98	7	labeled	label	VERB
ajema-7080	98	8	instances	instance	NOUN
ajema-7080	98	9	of	of	ADP
ajema-7080	98	10	malware	malware	NOUN
ajema-7080	98	11	,	,	PUNCT
ajema-7080	98	12	unauthorized	unauthorized	ADJ
ajema-7080	98	13	access	access	NOUN
ajema-7080	98	14	attempts	attempt	NOUN
ajema-7080	98	15	,	,	PUNCT
ajema-7080	98	16	and	and	CCONJ
ajema-7080	98	17	network	network	NOUN
ajema-7080	98	18	intrusions	intrusion	NOUN
ajema-7080	98	19	.	.	PUNCT
ajema-7080	99	1	the	the	DET
ajema-7080	99	2	quality	quality	NOUN
ajema-7080	99	3	and	and	CCONJ
ajema-7080	99	4	diversity	diversity	NOUN
ajema-7080	99	5	of	of	ADP
ajema-7080	99	6	this	this	DET
ajema-7080	99	7	dataset	dataset	NOUN
ajema-7080	99	8	significantly	significantly	ADV
ajema-7080	99	9	impact	impact	VERB
ajema-7080	99	10	the	the	DET
ajema-7080	99	11	model	model	NOUN
ajema-7080	99	12	’s	’s	PART
ajema-7080	99	13	accuracy	accuracy	NOUN
ajema-7080	99	14	.	.	PUNCT
ajema-7080	100	1	once	once	ADV
ajema-7080	100	2	trained	train	VERB
ajema-7080	100	3	,	,	PUNCT
ajema-7080	100	4	the	the	DET
ajema-7080	100	5	model	model	NOUN
ajema-7080	100	6	can	can	AUX
ajema-7080	100	7	automatically	automatically	ADV
ajema-7080	100	8	classify	classify	VERB
ajema-7080	100	9	new	new	ADJ
ajema-7080	100	10	events	event	NOUN
ajema-7080	100	11	as	as	ADP
ajema-7080	100	12	either	either	CCONJ
ajema-7080	100	13	normal	normal	ADJ
ajema-7080	100	14	or	or	CCONJ
ajema-7080	100	15	anomalous	anomalous	ADJ
ajema-7080	100	16	.	.	PUNCT
ajema-7080	101	1	examples	example	NOUN
ajema-7080	101	2	of	of	ADP
ajema-7080	101	3	supervised	supervised	ADJ
ajema-7080	101	4	learning	learning	NOUN
ajema-7080	101	5	techniques	technique	NOUN
ajema-7080	101	6	in	in	ADP
ajema-7080	101	7	cloud	cloud	ADJ
ajema-7080	101	8	security	security	NOUN
ajema-7080	101	9	1	1	NUM
ajema-7080	101	10	.	.	PUNCT
ajema-7080	101	11	decision	decision	NOUN
ajema-7080	101	12	trees	tree	NOUN
ajema-7080	101	13	(	(	PUNCT
ajema-7080	101	14	dt	dt	ADJ
ajema-7080	101	15	):	):	PUNCT
ajema-7080	101	16	➢	➢	VERB
ajema-7080	101	17	a	a	DET
ajema-7080	101	18	rule	rule	NOUN
ajema-7080	101	19	-	-	PUNCT
ajema-7080	101	20	based	base	VERB
ajema-7080	101	21	model	model	NOUN
ajema-7080	101	22	that	that	PRON
ajema-7080	101	23	classifies	classify	VERB
ajema-7080	101	24	security	security	NOUN
ajema-7080	101	25	events	event	NOUN
ajema-7080	101	26	based	base	VERB
ajema-7080	101	27	on	on	ADP
ajema-7080	101	28	a	a	DET
ajema-7080	101	29	series	series	NOUN
ajema-7080	101	30	of	of	ADP
ajema-7080	101	31	decisions	decision	NOUN
ajema-7080	101	32	.	.	PUNCT
ajema-7080	102	1	➢	➢	NOUN
ajema-7080	102	2	advantage	advantage	NOUN
ajema-7080	102	3	:	:	PUNCT
ajema-7080	102	4	easy	easy	ADJ
ajema-7080	102	5	to	to	PART
ajema-7080	102	6	interpret	interpret	VERB
ajema-7080	102	7	and	and	CCONJ
ajema-7080	102	8	implement	implement	VERB
ajema-7080	102	9	.	.	PUNCT
ajema-7080	103	1	➢	➢	PROPN
ajema-7080	103	2	limitation	limitation	NOUN
ajema-7080	103	3	:	:	PUNCT
ajema-7080	103	4	can	can	AUX
ajema-7080	103	5	overfit	overfit	VERB
ajema-7080	103	6	on	on	ADP
ajema-7080	103	7	complex	complex	ADJ
ajema-7080	103	8	datasets	dataset	NOUN
ajema-7080	103	9	.	.	PUNCT
ajema-7080	104	1	2	2	X
ajema-7080	104	2	.	.	X
ajema-7080	104	3	support	support	NOUN
ajema-7080	104	4	vector	vector	NOUN
ajema-7080	104	5	machines	machine	NOUN
ajema-7080	104	6	(	(	PUNCT
ajema-7080	104	7	svm	svm	PROPN
ajema-7080	104	8	):	):	PUNCT
ajema-7080	104	9	➢	➢	VERB
ajema-7080	104	10	a	a	DET
ajema-7080	104	11	classification	classification	NOUN
ajema-7080	104	12	model	model	NOUN
ajema-7080	104	13	that	that	PRON
ajema-7080	104	14	separates	separate	VERB
ajema-7080	104	15	anomalies	anomaly	NOUN
ajema-7080	104	16	from	from	ADP
ajema-7080	104	17	normal	normal	ADJ
ajema-7080	104	18	behavior	behavior	NOUN
ajema-7080	104	19	using	use	VERB
ajema-7080	104	20	hyperplanes	hyperplane	NOUN
ajema-7080	104	21	.	.	PUNCT
ajema-7080	105	1	➢	➢	NOUN
ajema-7080	105	2	advantage	advantage	NOUN
ajema-7080	105	3	:	:	PUNCT
ajema-7080	105	4	works	work	VERB
ajema-7080	105	5	well	well	ADV
ajema-7080	105	6	for	for	ADP
ajema-7080	105	7	binary	binary	ADJ
ajema-7080	105	8	classification	classification	NOUN
ajema-7080	105	9	problems	problem	NOUN
ajema-7080	105	10	,	,	PUNCT
ajema-7080	105	11	such	such	ADJ
ajema-7080	105	12	as	as	ADP
ajema-7080	105	13	distinguishing	distinguish	VERB
ajema-7080	105	14	between	between	ADP
ajema-7080	105	15	normal	normal	ADJ
ajema-7080	105	16	and	and	CCONJ
ajema-7080	105	17	attack	attack	NOUN
ajema-7080	105	18	traffic	traffic	NOUN
ajema-7080	105	19	.	.	PUNCT
ajema-7080	106	1	➢	➢	PROPN
ajema-7080	106	2	limitation	limitation	NOUN
ajema-7080	106	3	:	:	PUNCT
ajema-7080	106	4	computationally	computationally	ADV
ajema-7080	106	5	expensive	expensive	ADJ
ajema-7080	106	6	for	for	ADP
ajema-7080	106	7	large	large	ADJ
ajema-7080	106	8	-	-	PUNCT
ajema-7080	106	9	scale	scale	NOUN
ajema-7080	106	10	cloud	cloud	NOUN
ajema-7080	106	11	environments	environment	NOUN
ajema-7080	106	12	.	.	PUNCT
ajema-7080	107	1	3	3	X
ajema-7080	107	2	.	.	X
ajema-7080	107	3	random	random	ADJ
ajema-7080	107	4	forests	forest	NOUN
ajema-7080	107	5	(	(	PUNCT
ajema-7080	107	6	rf	rf	ADJ
ajema-7080	107	7	):	):	PUNCT
ajema-7080	107	8	➢	➢	X
ajema-7080	107	9	an	an	DET
ajema-7080	107	10	ensemble	ensemble	NOUN
ajema-7080	107	11	of	of	ADP
ajema-7080	107	12	decision	decision	NOUN
ajema-7080	107	13	trees	tree	NOUN
ajema-7080	107	14	that	that	PRON
ajema-7080	107	15	enhances	enhance	VERB
ajema-7080	107	16	detection	detection	NOUN
ajema-7080	107	17	accuracy	accuracy	NOUN
ajema-7080	107	18	by	by	ADP
ajema-7080	107	19	averaging	average	VERB
ajema-7080	107	20	multiple	multiple	ADJ
ajema-7080	107	21	classifications	classification	NOUN
ajema-7080	107	22	.	.	PUNCT
ajema-7080	108	1	56	56	NUM
ajema-7080	108	2	journal	journal	NOUN
ajema-7080	108	3	of	of	ADP
ajema-7080	108	4	engineering	engineering	NOUN
ajema-7080	108	5	,	,	PUNCT
ajema-7080	108	6	mechanics	mechanic	NOUN
ajema-7080	108	7	and	and	CCONJ
ajema-7080	108	8	architecture	architecture	NOUN
ajema-7080	108	9	www	www	NOUN
ajema-7080	108	10	.	.	PUNCT
ajema-7080	109	1	grnjournal.us	grnjournal.us	X
ajema-7080	109	2	➢	➢	VERB
ajema-7080	109	3	advantage	advantage	NOUN
ajema-7080	109	4	:	:	PUNCT
ajema-7080	109	5	more	more	ADV
ajema-7080	109	6	robust	robust	ADJ
ajema-7080	109	7	to	to	ADP
ajema-7080	109	8	overfitting	overfitte	VERB
ajema-7080	109	9	and	and	CCONJ
ajema-7080	109	10	adaptable	adaptable	ADJ
ajema-7080	109	11	to	to	ADP
ajema-7080	109	12	noisy	noisy	ADJ
ajema-7080	109	13	security	security	NOUN
ajema-7080	109	14	data	datum	NOUN
ajema-7080	109	15	.	.	PUNCT
ajema-7080	110	1	➢	➢	PROPN
ajema-7080	110	2	limitation	limitation	NOUN
ajema-7080	110	3	:	:	PUNCT
ajema-7080	110	4	requires	require	VERB
ajema-7080	110	5	extensive	extensive	ADJ
ajema-7080	110	6	tuning	tuning	NOUN
ajema-7080	110	7	for	for	ADP
ajema-7080	110	8	optimal	optimal	ADJ
ajema-7080	110	9	performance	performance	NOUN
ajema-7080	110	10	.	.	PUNCT
ajema-7080	111	1	challenges	challenge	NOUN
ajema-7080	111	2	of	of	ADP
ajema-7080	111	3	supervised	supervised	ADJ
ajema-7080	111	4	learning	learning	NOUN
ajema-7080	111	5	for	for	ADP
ajema-7080	111	6	anomaly	anomaly	NOUN
ajema-7080	111	7	detection	detection	NOUN
ajema-7080	111	8	✓	✓	ADJ
ajema-7080	111	9	requires	require	VERB
ajema-7080	111	10	large	large	ADJ
ajema-7080	111	11	labeled	label	VERB
ajema-7080	111	12	datasets	dataset	NOUN
ajema-7080	111	13	,	,	PUNCT
ajema-7080	111	14	which	which	PRON
ajema-7080	111	15	may	may	AUX
ajema-7080	111	16	not	not	PART
ajema-7080	111	17	always	always	ADV
ajema-7080	111	18	be	be	AUX
ajema-7080	111	19	available	available	ADJ
ajema-7080	111	20	.	.	PUNCT
ajema-7080	112	1	✓	✓	ADJ
ajema-7080	112	2	struggles	struggle	NOUN
ajema-7080	112	3	to	to	PART
ajema-7080	112	4	detect	detect	VERB
ajema-7080	112	5	new	new	ADJ
ajema-7080	112	6	or	or	CCONJ
ajema-7080	112	7	zero	zero	NUM
ajema-7080	112	8	-	-	PUNCT
ajema-7080	112	9	day	day	NOUN
ajema-7080	112	10	attacks	attack	NOUN
ajema-7080	112	11	not	not	PART
ajema-7080	112	12	present	present	ADJ
ajema-7080	112	13	in	in	ADP
ajema-7080	112	14	training	training	NOUN
ajema-7080	112	15	data	datum	NOUN
ajema-7080	112	16	.	.	PUNCT
ajema-7080	113	1	✓	✓	ADJ
ajema-7080	113	2	can	can	AUX
ajema-7080	113	3	generate	generate	VERB
ajema-7080	113	4	high	high	ADJ
ajema-7080	113	5	false	false	ADJ
ajema-7080	113	6	-	-	PUNCT
ajema-7080	113	7	positive	positive	ADJ
ajema-7080	113	8	rates	rate	NOUN
ajema-7080	113	9	if	if	SCONJ
ajema-7080	113	10	training	training	NOUN
ajema-7080	113	11	data	datum	NOUN
ajema-7080	113	12	is	be	AUX
ajema-7080	113	13	imbalanced	imbalance	VERB
ajema-7080	113	14	.	.	PUNCT
ajema-7080	114	1	2	2	X
ajema-7080	114	2	.	.	X
ajema-7080	114	3	unsupervised	unsupervised	ADJ
ajema-7080	114	4	learning	learning	NOUN
ajema-7080	114	5	methods	method	NOUN
ajema-7080	114	6	unsupervised	unsupervised	ADJ
ajema-7080	114	7	learning	learning	NOUN
ajema-7080	114	8	identifies	identify	VERB
ajema-7080	114	9	anomalies	anomaly	NOUN
ajema-7080	114	10	without	without	ADP
ajema-7080	114	11	requiring	require	VERB
ajema-7080	114	12	labeled	label	VERB
ajema-7080	114	13	datasets	dataset	NOUN
ajema-7080	114	14	.	.	PUNCT
ajema-7080	115	1	these	these	DET
ajema-7080	115	2	models	model	NOUN
ajema-7080	115	3	detect	detect	VERB
ajema-7080	115	4	deviations	deviation	NOUN
ajema-7080	115	5	from	from	ADP
ajema-7080	115	6	normal	normal	ADJ
ajema-7080	115	7	behavior	behavior	NOUN
ajema-7080	115	8	patterns	pattern	NOUN
ajema-7080	115	9	,	,	PUNCT
ajema-7080	115	10	making	make	VERB
ajema-7080	115	11	them	they	PRON
ajema-7080	115	12	ideal	ideal	ADJ
ajema-7080	115	13	for	for	ADP
ajema-7080	115	14	identifying	identify	VERB
ajema-7080	115	15	unknown	unknown	ADJ
ajema-7080	115	16	or	or	CCONJ
ajema-7080	115	17	emerging	emerge	VERB
ajema-7080	115	18	threats	threat	NOUN
ajema-7080	115	19	.	.	PUNCT
ajema-7080	116	1	detecting	detect	VERB
ajema-7080	116	2	unknown	unknown	ADJ
ajema-7080	116	3	threats	threat	NOUN
ajema-7080	116	4	without	without	ADP
ajema-7080	116	5	labeled	label	VERB
ajema-7080	116	6	data	datum	NOUN
ajema-7080	116	7	since	since	SCONJ
ajema-7080	116	8	cyber	cyber	PROPN
ajema-7080	116	9	threats	threat	NOUN
ajema-7080	116	10	constantly	constantly	ADV
ajema-7080	116	11	evolve	evolve	VERB
ajema-7080	116	12	,	,	PUNCT
ajema-7080	116	13	traditional	traditional	ADJ
ajema-7080	116	14	rule	rule	NOUN
ajema-7080	116	15	-	-	PUNCT
ajema-7080	116	16	based	base	VERB
ajema-7080	116	17	methods	method	NOUN
ajema-7080	116	18	may	may	AUX
ajema-7080	116	19	not	not	PART
ajema-7080	116	20	detect	detect	VERB
ajema-7080	116	21	novel	novel	ADJ
ajema-7080	116	22	attacks	attack	NOUN
ajema-7080	116	23	.	.	PUNCT
ajema-7080	117	1	unsupervised	unsupervised	ADJ
ajema-7080	117	2	ml	ml	NOUN
ajema-7080	117	3	models	model	NOUN
ajema-7080	117	4	analyze	analyze	VERB
ajema-7080	117	5	vast	vast	ADJ
ajema-7080	117	6	amounts	amount	NOUN
ajema-7080	117	7	of	of	ADP
ajema-7080	117	8	cloud	cloud	NOUN
ajema-7080	117	9	traffic	traffic	NOUN
ajema-7080	117	10	,	,	PUNCT
ajema-7080	117	11	logs	log	NOUN
ajema-7080	117	12	,	,	PUNCT
ajema-7080	117	13	and	and	CCONJ
ajema-7080	117	14	user	user	NOUN
ajema-7080	117	15	activity	activity	NOUN
ajema-7080	117	16	to	to	PART
ajema-7080	117	17	uncover	uncover	VERB
ajema-7080	117	18	patterns	pattern	NOUN
ajema-7080	117	19	that	that	PRON
ajema-7080	117	20	deviate	deviate	VERB
ajema-7080	117	21	from	from	ADP
ajema-7080	117	22	the	the	DET
ajema-7080	117	23	norm	norm	NOUN
ajema-7080	117	24	.	.	PUNCT
ajema-7080	118	1	these	these	DET
ajema-7080	118	2	anomalies	anomaly	NOUN
ajema-7080	118	3	may	may	AUX
ajema-7080	118	4	indicate	indicate	VERB
ajema-7080	118	5	potential	potential	ADJ
ajema-7080	118	6	security	security	NOUN
ajema-7080	118	7	breaches	breach	NOUN
ajema-7080	118	8	.	.	PUNCT
ajema-7080	119	1	examples	example	NOUN
ajema-7080	119	2	of	of	ADP
ajema-7080	119	3	unsupervised	unsupervised	ADJ
ajema-7080	119	4	learning	learning	NOUN
ajema-7080	119	5	techniques	technique	NOUN
ajema-7080	119	6	in	in	ADP
ajema-7080	119	7	cloud	cloud	ADJ
ajema-7080	119	8	security	security	NOUN
ajema-7080	119	9	1	1	NUM
ajema-7080	119	10	.	.	PUNCT
ajema-7080	119	11	autoencoders	autoencoder	NOUN
ajema-7080	119	12	:	:	PUNCT
ajema-7080	119	13	➢	➢	VERB
ajema-7080	119	14	a	a	DET
ajema-7080	119	15	type	type	NOUN
ajema-7080	119	16	of	of	ADP
ajema-7080	119	17	neural	neural	ADJ
ajema-7080	119	18	network	network	NOUN
ajema-7080	119	19	that	that	PRON
ajema-7080	119	20	learns	learn	VERB
ajema-7080	119	21	normal	normal	ADJ
ajema-7080	119	22	system	system	NOUN
ajema-7080	119	23	behavior	behavior	NOUN
ajema-7080	119	24	and	and	CCONJ
ajema-7080	119	25	flags	flag	NOUN
ajema-7080	119	26	deviations	deviation	NOUN
ajema-7080	119	27	.	.	PUNCT
ajema-7080	120	1	➢	➢	NOUN
ajema-7080	120	2	use	use	NOUN
ajema-7080	120	3	case	case	NOUN
ajema-7080	120	4	:	:	PUNCT
ajema-7080	120	5	detecting	detect	VERB
ajema-7080	120	6	unusual	unusual	ADJ
ajema-7080	120	7	authentication	authentication	NOUN
ajema-7080	120	8	attempts	attempt	NOUN
ajema-7080	120	9	in	in	ADP
ajema-7080	120	10	cloud	cloud	ADJ
ajema-7080	120	11	environments	environment	NOUN
ajema-7080	120	12	.	.	PUNCT
ajema-7080	121	1	➢	➢	PROPN
ajema-7080	121	2	limitation	limitation	NOUN
ajema-7080	121	3	:	:	PUNCT
ajema-7080	121	4	requires	require	VERB
ajema-7080	121	5	careful	careful	ADJ
ajema-7080	121	6	tuning	tuning	NOUN
ajema-7080	121	7	to	to	PART
ajema-7080	121	8	minimize	minimize	VERB
ajema-7080	121	9	false	false	ADJ
ajema-7080	121	10	alarms	alarm	NOUN
ajema-7080	121	11	.	.	PUNCT
ajema-7080	122	1	2	2	X
ajema-7080	122	2	.	.	X
ajema-7080	122	3	isolation	isolation	NOUN
ajema-7080	122	4	forest	forest	NOUN
ajema-7080	122	5	(	(	PUNCT
ajema-7080	122	6	iforest	iforest	X
ajema-7080	122	7	):	):	PUNCT
ajema-7080	122	8	➢	➢	NOUN
ajema-7080	122	9	anomaly	anomaly	NOUN
ajema-7080	122	10	detection	detection	NOUN
ajema-7080	122	11	algorithm	algorithm	NOUN
ajema-7080	122	12	that	that	PRON
ajema-7080	122	13	isolates	isolate	VERB
ajema-7080	122	14	outliers	outlier	NOUN
ajema-7080	122	15	in	in	ADP
ajema-7080	122	16	high	high	ADJ
ajema-7080	122	17	-	-	PUNCT
ajema-7080	122	18	dimensional	dimensional	ADJ
ajema-7080	122	19	data	datum	NOUN
ajema-7080	122	20	.	.	PUNCT
ajema-7080	123	1	➢	➢	PROPN
ajema-7080	123	2	use	use	NOUN
ajema-7080	123	3	case	case	NOUN
ajema-7080	123	4	:	:	PUNCT
ajema-7080	123	5	identifying	identify	VERB
ajema-7080	123	6	insider	insider	NOUN
ajema-7080	123	7	threats	threat	NOUN
ajema-7080	123	8	based	base	VERB
ajema-7080	123	9	on	on	ADP
ajema-7080	123	10	unusual	unusual	ADJ
ajema-7080	123	11	user	user	NOUN
ajema-7080	123	12	behavior	behavior	NOUN
ajema-7080	123	13	.	.	PUNCT
ajema-7080	124	1	➢	➢	VERB
ajema-7080	124	2	advantage	advantage	NOUN
ajema-7080	124	3	:	:	PUNCT
ajema-7080	124	4	efficient	efficient	ADJ
ajema-7080	124	5	in	in	ADP
ajema-7080	124	6	handling	handle	VERB
ajema-7080	124	7	large	large	ADJ
ajema-7080	124	8	-	-	PUNCT
ajema-7080	124	9	scale	scale	NOUN
ajema-7080	124	10	datasets	dataset	NOUN
ajema-7080	124	11	.	.	PUNCT
ajema-7080	125	1	3	3	X
ajema-7080	125	2	.	.	X
ajema-7080	125	3	k	k	X
ajema-7080	125	4	-	-	PUNCT
ajema-7080	125	5	means	mean	VERB
ajema-7080	125	6	clustering	clustering	NOUN
ajema-7080	125	7	:	:	PUNCT
ajema-7080	125	8	➢	➢	NOUN
ajema-7080	125	9	groups	group	NOUN
ajema-7080	125	10	data	datum	NOUN
ajema-7080	125	11	into	into	ADP
ajema-7080	125	12	clusters	cluster	NOUN
ajema-7080	125	13	,	,	PUNCT
ajema-7080	125	14	with	with	ADP
ajema-7080	125	15	outliers	outlier	NOUN
ajema-7080	125	16	flagged	flag	VERB
ajema-7080	125	17	as	as	ADP
ajema-7080	125	18	anomalies	anomaly	NOUN
ajema-7080	125	19	.	.	PUNCT
ajema-7080	126	1	➢	➢	PROPN
ajema-7080	126	2	use	use	NOUN
ajema-7080	126	3	case	case	NOUN
ajema-7080	126	4	:	:	PUNCT
ajema-7080	126	5	detecting	detect	VERB
ajema-7080	126	6	network	network	NOUN
ajema-7080	126	7	intrusions	intrusion	NOUN
ajema-7080	126	8	based	base	VERB
ajema-7080	126	9	on	on	ADP
ajema-7080	126	10	unusual	unusual	ADJ
ajema-7080	126	11	traffic	traffic	NOUN
ajema-7080	126	12	flows	flow	NOUN
ajema-7080	126	13	.	.	PUNCT
ajema-7080	127	1	➢	➢	PROPN
ajema-7080	127	2	limitation	limitation	NOUN
ajema-7080	127	3	:	:	PUNCT
ajema-7080	127	4	choosing	choose	VERB
ajema-7080	127	5	the	the	DET
ajema-7080	127	6	optimal	optimal	ADJ
ajema-7080	127	7	number	number	NOUN
ajema-7080	127	8	of	of	ADP
ajema-7080	127	9	clusters	cluster	NOUN
ajema-7080	127	10	can	can	AUX
ajema-7080	127	11	be	be	AUX
ajema-7080	127	12	challenging	challenge	VERB
ajema-7080	127	13	.	.	PUNCT
ajema-7080	128	1	challenges	challenge	NOUN
ajema-7080	128	2	of	of	ADP
ajema-7080	128	3	unsupervised	unsupervised	ADJ
ajema-7080	128	4	learning	learning	NOUN
ajema-7080	128	5	for	for	ADP
ajema-7080	128	6	anomaly	anomaly	NOUN
ajema-7080	128	7	detection	detection	NOUN
ajema-7080	128	8	➢	➢	NOUN
ajema-7080	128	9	difficult	difficult	ADJ
ajema-7080	128	10	to	to	PART
ajema-7080	128	11	interpret	interpret	VERB
ajema-7080	128	12	results	result	NOUN
ajema-7080	128	13	since	since	SCONJ
ajema-7080	128	14	the	the	DET
ajema-7080	128	15	model	model	NOUN
ajema-7080	128	16	does	do	AUX
ajema-7080	128	17	not	not	PART
ajema-7080	128	18	classify	classify	VERB
ajema-7080	128	19	specific	specific	ADJ
ajema-7080	128	20	attack	attack	NOUN
ajema-7080	128	21	types	type	NOUN
ajema-7080	128	22	.	.	PUNCT
ajema-7080	129	1	➢	➢	NOUN
ajema-7080	129	2	may	may	AUX
ajema-7080	129	3	misclassify	misclassify	VERB
ajema-7080	129	4	legitimate	legitimate	ADJ
ajema-7080	129	5	activities	activity	NOUN
ajema-7080	129	6	as	as	ADP
ajema-7080	129	7	anomalies	anomaly	NOUN
ajema-7080	129	8	,	,	PUNCT
ajema-7080	129	9	leading	lead	VERB
ajema-7080	129	10	to	to	ADP
ajema-7080	129	11	high	high	ADJ
ajema-7080	129	12	false	false	ADJ
ajema-7080	129	13	-	-	PUNCT
ajema-7080	129	14	positive	positive	ADJ
ajema-7080	129	15	rates	rate	NOUN
ajema-7080	129	16	.	.	PUNCT
ajema-7080	130	1	➢	➢	PROPN
ajema-7080	130	2	requires	require	VERB
ajema-7080	130	3	ongoing	ongoing	ADJ
ajema-7080	130	4	model	model	NOUN
ajema-7080	130	5	tuning	tune	VERB
ajema-7080	130	6	to	to	PART
ajema-7080	130	7	adapt	adapt	VERB
ajema-7080	130	8	to	to	ADP
ajema-7080	130	9	evolving	evolve	VERB
ajema-7080	130	10	attack	attack	NOUN
ajema-7080	130	11	tactics	tactic	NOUN
ajema-7080	130	12	.	.	PUNCT
ajema-7080	131	1	2	2	X
ajema-7080	131	2	.	.	X
ajema-7080	131	3	unsupervised	unsupervised	ADJ
ajema-7080	131	4	learning	learning	NOUN
ajema-7080	131	5	methods	method	NOUN
ajema-7080	131	6	unsupervised	unsupervised	ADJ
ajema-7080	131	7	learning	learning	NOUN
ajema-7080	131	8	identifies	identify	VERB
ajema-7080	131	9	anomalies	anomaly	NOUN
ajema-7080	131	10	without	without	ADP
ajema-7080	131	11	requiring	require	VERB
ajema-7080	131	12	labeled	label	VERB
ajema-7080	131	13	datasets	dataset	NOUN
ajema-7080	131	14	.	.	PUNCT
ajema-7080	132	1	these	these	DET
ajema-7080	132	2	models	model	NOUN
ajema-7080	132	3	detect	detect	VERB
ajema-7080	132	4	deviations	deviation	NOUN
ajema-7080	132	5	from	from	ADP
ajema-7080	132	6	normal	normal	ADJ
ajema-7080	132	7	behavior	behavior	NOUN
ajema-7080	132	8	patterns	pattern	NOUN
ajema-7080	132	9	,	,	PUNCT
ajema-7080	132	10	making	make	VERB
ajema-7080	132	11	them	they	PRON
ajema-7080	132	12	ideal	ideal	ADJ
ajema-7080	132	13	for	for	ADP
ajema-7080	132	14	identifying	identify	VERB
ajema-7080	132	15	unknown	unknown	ADJ
ajema-7080	132	16	or	or	CCONJ
ajema-7080	132	17	emerging	emerge	VERB
ajema-7080	132	18	threats	threat	NOUN
ajema-7080	132	19	.	.	PUNCT
ajema-7080	133	1	detecting	detect	VERB
ajema-7080	133	2	unknown	unknown	ADJ
ajema-7080	133	3	threats	threat	NOUN
ajema-7080	133	4	without	without	ADP
ajema-7080	133	5	labeled	label	VERB
ajema-7080	133	6	data	datum	NOUN
ajema-7080	133	7	since	since	SCONJ
ajema-7080	133	8	cyber	cyber	PROPN
ajema-7080	133	9	threats	threat	NOUN
ajema-7080	133	10	constantly	constantly	ADV
ajema-7080	133	11	evolve	evolve	VERB
ajema-7080	133	12	,	,	PUNCT
ajema-7080	133	13	traditional	traditional	ADJ
ajema-7080	133	14	rule	rule	NOUN
ajema-7080	133	15	-	-	PUNCT
ajema-7080	133	16	based	base	VERB
ajema-7080	133	17	methods	method	NOUN
ajema-7080	133	18	may	may	AUX
ajema-7080	133	19	not	not	PART
ajema-7080	133	20	detect	detect	VERB
ajema-7080	133	21	novel	novel	ADJ
ajema-7080	133	22	attacks	attack	NOUN
ajema-7080	133	23	.	.	PUNCT
ajema-7080	134	1	unsupervised	unsupervised	ADJ
ajema-7080	134	2	ml	ml	NOUN
ajema-7080	134	3	models	model	NOUN
ajema-7080	134	4	analyze	analyze	VERB
ajema-7080	134	5	vast	vast	ADJ
ajema-7080	134	6	amounts	amount	NOUN
ajema-7080	134	7	of	of	ADP
ajema-7080	134	8	cloud	cloud	NOUN
ajema-7080	134	9	traffic	traffic	NOUN
ajema-7080	134	10	,	,	PUNCT
ajema-7080	134	11	logs	log	NOUN
ajema-7080	134	12	,	,	PUNCT
ajema-7080	134	13	and	and	CCONJ
ajema-7080	134	14	user	user	NOUN
ajema-7080	134	15	57	57	NUM
ajema-7080	134	16	journal	journal	NOUN
ajema-7080	134	17	of	of	ADP
ajema-7080	134	18	engineering	engineering	NOUN
ajema-7080	134	19	,	,	PUNCT
ajema-7080	134	20	mechanics	mechanic	NOUN
ajema-7080	134	21	and	and	CCONJ
ajema-7080	134	22	architecture	architecture	NOUN
ajema-7080	134	23	www	www	NOUN
ajema-7080	134	24	.	.	PUNCT
ajema-7080	135	1	grnjournal.us	grnjournal.us	X
ajema-7080	135	2	activity	activity	NOUN
ajema-7080	135	3	to	to	PART
ajema-7080	135	4	uncover	uncover	VERB
ajema-7080	135	5	patterns	pattern	NOUN
ajema-7080	135	6	that	that	PRON
ajema-7080	135	7	deviate	deviate	VERB
ajema-7080	135	8	from	from	ADP
ajema-7080	135	9	the	the	DET
ajema-7080	135	10	norm	norm	NOUN
ajema-7080	135	11	.	.	PUNCT
ajema-7080	136	1	these	these	DET
ajema-7080	136	2	anomalies	anomaly	NOUN
ajema-7080	136	3	may	may	AUX
ajema-7080	136	4	indicate	indicate	VERB
ajema-7080	136	5	potential	potential	ADJ
ajema-7080	136	6	security	security	NOUN
ajema-7080	136	7	breaches	breach	NOUN
ajema-7080	136	8	.	.	PUNCT
ajema-7080	137	1	examples	example	NOUN
ajema-7080	137	2	of	of	ADP
ajema-7080	137	3	unsupervised	unsupervised	ADJ
ajema-7080	137	4	learning	learning	NOUN
ajema-7080	137	5	techniques	technique	NOUN
ajema-7080	137	6	in	in	ADP
ajema-7080	137	7	cloud	cloud	ADJ
ajema-7080	137	8	security	security	NOUN
ajema-7080	137	9	1	1	NUM
ajema-7080	137	10	.	.	PUNCT
ajema-7080	137	11	autoencoders	autoencoder	NOUN
ajema-7080	137	12	:	:	PUNCT
ajema-7080	137	13	➢	➢	VERB
ajema-7080	137	14	a	a	DET
ajema-7080	137	15	type	type	NOUN
ajema-7080	137	16	of	of	ADP
ajema-7080	137	17	neural	neural	ADJ
ajema-7080	137	18	network	network	NOUN
ajema-7080	137	19	that	that	PRON
ajema-7080	137	20	learns	learn	VERB
ajema-7080	137	21	normal	normal	ADJ
ajema-7080	137	22	system	system	NOUN
ajema-7080	137	23	behavior	behavior	NOUN
ajema-7080	137	24	and	and	CCONJ
ajema-7080	137	25	flags	flag	NOUN
ajema-7080	137	26	deviations	deviation	NOUN
ajema-7080	137	27	.	.	PUNCT
ajema-7080	138	1	➢	➢	NOUN
ajema-7080	138	2	use	use	NOUN
ajema-7080	138	3	case	case	NOUN
ajema-7080	138	4	:	:	PUNCT
ajema-7080	138	5	detecting	detect	VERB
ajema-7080	138	6	unusual	unusual	ADJ
ajema-7080	138	7	authentication	authentication	NOUN
ajema-7080	138	8	attempts	attempt	NOUN
ajema-7080	138	9	in	in	ADP
ajema-7080	138	10	cloud	cloud	ADJ
ajema-7080	138	11	environments	environment	NOUN
ajema-7080	138	12	.	.	PUNCT
ajema-7080	139	1	➢	➢	PROPN
ajema-7080	139	2	limitation	limitation	NOUN
ajema-7080	139	3	:	:	PUNCT
ajema-7080	139	4	requires	require	VERB
ajema-7080	139	5	careful	careful	ADJ
ajema-7080	139	6	tuning	tuning	NOUN
ajema-7080	139	7	to	to	PART
ajema-7080	139	8	minimize	minimize	VERB
ajema-7080	139	9	false	false	ADJ
ajema-7080	139	10	alarms	alarm	NOUN
ajema-7080	139	11	.	.	PUNCT
ajema-7080	140	1	2	2	X
ajema-7080	140	2	.	.	X
ajema-7080	140	3	isolation	isolation	NOUN
ajema-7080	140	4	forest	forest	NOUN
ajema-7080	140	5	(	(	PUNCT
ajema-7080	140	6	iforest	iforest	X
ajema-7080	140	7	):	):	PUNCT
ajema-7080	140	8	➢	➢	NOUN
ajema-7080	140	9	anomaly	anomaly	NOUN
ajema-7080	140	10	detection	detection	NOUN
ajema-7080	140	11	algorithm	algorithm	NOUN
ajema-7080	140	12	that	that	PRON
ajema-7080	140	13	isolates	isolate	VERB
ajema-7080	140	14	outliers	outlier	NOUN
ajema-7080	140	15	in	in	ADP
ajema-7080	140	16	high	high	ADJ
ajema-7080	140	17	-	-	PUNCT
ajema-7080	140	18	dimensional	dimensional	ADJ
ajema-7080	140	19	data	datum	NOUN
ajema-7080	140	20	.	.	PUNCT
ajema-7080	141	1	➢	➢	PROPN
ajema-7080	141	2	use	use	NOUN
ajema-7080	141	3	case	case	NOUN
ajema-7080	141	4	:	:	PUNCT
ajema-7080	141	5	identifying	identify	VERB
ajema-7080	141	6	insider	insider	NOUN
ajema-7080	141	7	threats	threat	NOUN
ajema-7080	141	8	based	base	VERB
ajema-7080	141	9	on	on	ADP
ajema-7080	141	10	unusual	unusual	ADJ
ajema-7080	141	11	user	user	NOUN
ajema-7080	141	12	behavior	behavior	NOUN
ajema-7080	141	13	.	.	PUNCT
ajema-7080	142	1	➢	➢	VERB
ajema-7080	142	2	advantage	advantage	NOUN
ajema-7080	142	3	:	:	PUNCT
ajema-7080	142	4	efficient	efficient	ADJ
ajema-7080	142	5	in	in	ADP
ajema-7080	142	6	handling	handle	VERB
ajema-7080	142	7	large	large	ADJ
ajema-7080	142	8	-	-	PUNCT
ajema-7080	142	9	scale	scale	NOUN
ajema-7080	142	10	datasets	dataset	NOUN
ajema-7080	142	11	.	.	PUNCT
ajema-7080	143	1	3	3	X
ajema-7080	143	2	.	.	X
ajema-7080	143	3	k	k	X
ajema-7080	143	4	-	-	PUNCT
ajema-7080	143	5	means	mean	VERB
ajema-7080	143	6	clustering	clustering	NOUN
ajema-7080	143	7	:	:	PUNCT
ajema-7080	143	8	➢	➢	NOUN
ajema-7080	143	9	groups	group	NOUN
ajema-7080	143	10	data	datum	NOUN
ajema-7080	143	11	into	into	ADP
ajema-7080	143	12	clusters	cluster	NOUN
ajema-7080	143	13	,	,	PUNCT
ajema-7080	143	14	with	with	ADP
ajema-7080	143	15	outliers	outlier	NOUN
ajema-7080	143	16	flagged	flag	VERB
ajema-7080	143	17	as	as	ADP
ajema-7080	143	18	anomalies	anomaly	NOUN
ajema-7080	143	19	.	.	PUNCT
ajema-7080	144	1	➢	➢	PROPN
ajema-7080	144	2	use	use	NOUN
ajema-7080	144	3	case	case	NOUN
ajema-7080	144	4	:	:	PUNCT
ajema-7080	144	5	detecting	detect	VERB
ajema-7080	144	6	network	network	NOUN
ajema-7080	144	7	intrusions	intrusion	NOUN
ajema-7080	144	8	based	base	VERB
ajema-7080	144	9	on	on	ADP
ajema-7080	144	10	unusual	unusual	ADJ
ajema-7080	144	11	traffic	traffic	NOUN
ajema-7080	144	12	flows	flow	NOUN
ajema-7080	144	13	.	.	PUNCT
ajema-7080	145	1	➢	➢	PROPN
ajema-7080	145	2	limitation	limitation	NOUN
ajema-7080	145	3	:	:	PUNCT
ajema-7080	145	4	choosing	choose	VERB
ajema-7080	145	5	the	the	DET
ajema-7080	145	6	optimal	optimal	ADJ
ajema-7080	145	7	number	number	NOUN
ajema-7080	145	8	of	of	ADP
ajema-7080	145	9	clusters	cluster	NOUN
ajema-7080	145	10	can	can	AUX
ajema-7080	145	11	be	be	AUX
ajema-7080	145	12	challenging	challenge	VERB
ajema-7080	145	13	.	.	PUNCT
ajema-7080	146	1	challenges	challenge	NOUN
ajema-7080	146	2	of	of	ADP
ajema-7080	146	3	unsupervised	unsupervised	ADJ
ajema-7080	146	4	learning	learning	NOUN
ajema-7080	146	5	for	for	ADP
ajema-7080	146	6	anomaly	anomaly	NOUN
ajema-7080	146	7	detection	detection	NOUN
ajema-7080	146	8	➢	➢	NOUN
ajema-7080	146	9	difficult	difficult	ADJ
ajema-7080	146	10	to	to	PART
ajema-7080	146	11	interpret	interpret	VERB
ajema-7080	146	12	results	result	NOUN
ajema-7080	146	13	since	since	SCONJ
ajema-7080	146	14	the	the	DET
ajema-7080	146	15	model	model	NOUN
ajema-7080	146	16	does	do	AUX
ajema-7080	146	17	not	not	PART
ajema-7080	146	18	classify	classify	VERB
ajema-7080	146	19	specific	specific	ADJ
ajema-7080	146	20	attack	attack	NOUN
ajema-7080	146	21	types	type	NOUN
ajema-7080	146	22	.	.	PUNCT
ajema-7080	147	1	➢	➢	NOUN
ajema-7080	147	2	may	may	AUX
ajema-7080	147	3	misclassify	misclassify	VERB
ajema-7080	147	4	legitimate	legitimate	ADJ
ajema-7080	147	5	activities	activity	NOUN
ajema-7080	147	6	as	as	ADP
ajema-7080	147	7	anomalies	anomaly	NOUN
ajema-7080	147	8	,	,	PUNCT
ajema-7080	147	9	leading	lead	VERB
ajema-7080	147	10	to	to	ADP
ajema-7080	147	11	high	high	ADJ
ajema-7080	147	12	false	false	ADJ
ajema-7080	147	13	-	-	PUNCT
ajema-7080	147	14	positive	positive	ADJ
ajema-7080	147	15	rates	rate	NOUN
ajema-7080	147	16	.	.	PUNCT
ajema-7080	148	1	➢	➢	PROPN
ajema-7080	148	2	requires	require	VERB
ajema-7080	148	3	ongoing	ongoing	ADJ
ajema-7080	148	4	model	model	NOUN
ajema-7080	148	5	tuning	tune	VERB
ajema-7080	148	6	to	to	PART
ajema-7080	148	7	adapt	adapt	VERB
ajema-7080	148	8	to	to	ADP
ajema-7080	148	9	evolving	evolve	VERB
ajema-7080	148	10	attack	attack	NOUN
ajema-7080	148	11	tactics	tactic	NOUN
ajema-7080	148	12	.	.	PUNCT
ajema-7080	149	1	4	4	X
ajema-7080	149	2	.	.	X
ajema-7080	149	3	hybrid	hybrid	ADJ
ajema-7080	149	4	models	model	NOUN
ajema-7080	149	5	for	for	ADP
ajema-7080	149	6	enhanced	enhanced	ADJ
ajema-7080	149	7	detection	detection	NOUN
ajema-7080	149	8	hybrid	hybrid	NOUN
ajema-7080	149	9	models	model	NOUN
ajema-7080	149	10	combine	combine	VERB
ajema-7080	149	11	multiple	multiple	ADJ
ajema-7080	149	12	ml	ml	ADP
ajema-7080	149	13	techniques	technique	NOUN
ajema-7080	149	14	to	to	PART
ajema-7080	149	15	improve	improve	VERB
ajema-7080	149	16	anomaly	anomaly	NOUN
ajema-7080	149	17	detection	detection	NOUN
ajema-7080	149	18	accuracy	accuracy	NOUN
ajema-7080	149	19	and	and	CCONJ
ajema-7080	149	20	reduce	reduce	VERB
ajema-7080	149	21	false	false	ADJ
ajema-7080	149	22	positives	positive	NOUN
ajema-7080	149	23	.	.	PUNCT
ajema-7080	150	1	these	these	DET
ajema-7080	150	2	approaches	approach	NOUN
ajema-7080	150	3	leverage	leverage	VERB
ajema-7080	150	4	the	the	DET
ajema-7080	150	5	strengths	strength	NOUN
ajema-7080	150	6	of	of	ADP
ajema-7080	150	7	supervised	supervised	ADJ
ajema-7080	150	8	,	,	PUNCT
ajema-7080	150	9	unsupervised	unsupervised	ADJ
ajema-7080	150	10	,	,	PUNCT
ajema-7080	150	11	and	and	CCONJ
ajema-7080	150	12	deep	deep	ADJ
ajema-7080	150	13	learning	learning	NOUN
ajema-7080	150	14	methods	method	NOUN
ajema-7080	150	15	to	to	PART
ajema-7080	150	16	create	create	VERB
ajema-7080	150	17	more	more	ADV
ajema-7080	150	18	robust	robust	ADJ
ajema-7080	150	19	security	security	NOUN
ajema-7080	150	20	frameworks	framework	NOUN
ajema-7080	150	21	.	.	PUNCT
ajema-7080	151	1	combining	combine	VERB
ajema-7080	151	2	multiple	multiple	ADJ
ajema-7080	151	3	ml	ml	NOUN
ajema-7080	151	4	techniques	technique	NOUN
ajema-7080	151	5	for	for	ADP
ajema-7080	151	6	greater	great	ADJ
ajema-7080	151	7	accuracy	accuracy	NOUN
ajema-7080	151	8	hybrid	hybrid	NOUN
ajema-7080	151	9	models	model	NOUN
ajema-7080	151	10	often	often	ADV
ajema-7080	151	11	integrate	integrate	VERB
ajema-7080	151	12	signature	signature	NOUN
ajema-7080	151	13	-	-	PUNCT
ajema-7080	151	14	based	base	VERB
ajema-7080	151	15	detection	detection	NOUN
ajema-7080	151	16	(	(	PUNCT
ajema-7080	151	17	supervised	supervised	ADJ
ajema-7080	151	18	learning	learning	NOUN
ajema-7080	151	19	)	)	PUNCT
ajema-7080	151	20	with	with	ADP
ajema-7080	151	21	behaviorbased	behaviorbase	VERB
ajema-7080	151	22	anomaly	anomaly	NOUN
ajema-7080	151	23	detection	detection	NOUN
ajema-7080	151	24	(	(	PUNCT
ajema-7080	151	25	unsupervised	unsupervised	ADJ
ajema-7080	151	26	learning	learning	NOUN
ajema-7080	151	27	)	)	PUNCT
ajema-7080	151	28	to	to	PART
ajema-7080	151	29	improve	improve	VERB
ajema-7080	151	30	detection	detection	NOUN
ajema-7080	151	31	rates	rate	NOUN
ajema-7080	151	32	.	.	PUNCT
ajema-7080	152	1	examples	example	NOUN
ajema-7080	152	2	of	of	ADP
ajema-7080	152	3	hybrid	hybrid	ADJ
ajema-7080	152	4	security	security	NOUN
ajema-7080	152	5	frameworks	framework	NOUN
ajema-7080	152	6	1	1	NUM
ajema-7080	152	7	.	.	PUNCT
ajema-7080	152	8	supervised	supervise	VERB
ajema-7080	152	9	+	+	CCONJ
ajema-7080	152	10	unsupervised	unsupervised	ADJ
ajema-7080	152	11	learning	learning	NOUN
ajema-7080	152	12	:	:	PUNCT
ajema-7080	152	13	➢	➢	VERB
ajema-7080	152	14	example	example	NOUN
ajema-7080	152	15	:	:	PUNCT
ajema-7080	152	16	a	a	DET
ajema-7080	152	17	system	system	NOUN
ajema-7080	152	18	that	that	PRON
ajema-7080	152	19	uses	use	VERB
ajema-7080	152	20	decision	decision	NOUN
ajema-7080	152	21	trees	tree	NOUN
ajema-7080	152	22	to	to	PART
ajema-7080	152	23	detect	detect	VERB
ajema-7080	152	24	known	know	VERB
ajema-7080	152	25	threats	threat	NOUN
ajema-7080	152	26	and	and	CCONJ
ajema-7080	152	27	autoencoders	autoencoder	NOUN
ajema-7080	152	28	to	to	PART
ajema-7080	152	29	identify	identify	VERB
ajema-7080	152	30	unknown	unknown	ADJ
ajema-7080	152	31	anomalies	anomaly	NOUN
ajema-7080	152	32	.	.	PUNCT
ajema-7080	153	1	➢	➢	PROPN
ajema-7080	153	2	use	use	NOUN
ajema-7080	153	3	case	case	NOUN
ajema-7080	153	4	:	:	PUNCT
ajema-7080	153	5	cloud	cloud	NOUN
ajema-7080	153	6	intrusion	intrusion	NOUN
ajema-7080	153	7	detection	detection	NOUN
ajema-7080	153	8	systems	system	NOUN
ajema-7080	153	9	that	that	PRON
ajema-7080	153	10	balance	balance	NOUN
ajema-7080	153	11	accuracy	accuracy	NOUN
ajema-7080	153	12	and	and	CCONJ
ajema-7080	153	13	adaptability	adaptability	NOUN
ajema-7080	153	14	.	.	PUNCT
ajema-7080	154	1	2	2	X
ajema-7080	154	2	.	.	X
ajema-7080	154	3	deep	deep	ADJ
ajema-7080	154	4	learning	learning	NOUN
ajema-7080	154	5	+	+	CCONJ
ajema-7080	154	6	traditional	traditional	ADJ
ajema-7080	154	7	ml	ml	NOUN
ajema-7080	154	8	:	:	PUNCT
ajema-7080	154	9	➢	➢	VERB
ajema-7080	154	10	example	example	NOUN
ajema-7080	154	11	:	:	PUNCT
ajema-7080	154	12	an	an	DET
ajema-7080	154	13	lstm	lstm	NOUN
ajema-7080	154	14	-	-	PUNCT
ajema-7080	154	15	based	base	VERB
ajema-7080	154	16	anomaly	anomaly	NOUN
ajema-7080	154	17	detection	detection	NOUN
ajema-7080	154	18	model	model	NOUN
ajema-7080	154	19	combined	combine	VERB
ajema-7080	154	20	with	with	ADP
ajema-7080	154	21	random	random	ADJ
ajema-7080	154	22	forests	forest	NOUN
ajema-7080	154	23	for	for	ADP
ajema-7080	154	24	classification	classification	NOUN
ajema-7080	154	25	.	.	PUNCT
ajema-7080	155	1	➢	➢	PROPN
ajema-7080	155	2	use	use	NOUN
ajema-7080	155	3	case	case	NOUN
ajema-7080	155	4	:	:	PUNCT
ajema-7080	155	5	analyzing	analyze	VERB
ajema-7080	155	6	network	network	NOUN
ajema-7080	155	7	logs	log	VERB
ajema-7080	155	8	for	for	ADP
ajema-7080	155	9	insider	insider	NOUN
ajema-7080	155	10	threat	threat	NOUN
ajema-7080	155	11	detection	detection	NOUN
ajema-7080	155	12	.	.	PUNCT
ajema-7080	156	1	3	3	X
ajema-7080	156	2	.	.	X
ajema-7080	156	3	ai	ai	AUX
ajema-7080	156	4	-	-	PUNCT
ajema-7080	156	5	powered	power	VERB
ajema-7080	156	6	siem	siem	NOUN
ajema-7080	156	7	(	(	PUNCT
ajema-7080	156	8	security	security	NOUN
ajema-7080	156	9	information	information	NOUN
ajema-7080	156	10	and	and	CCONJ
ajema-7080	156	11	event	event	NOUN
ajema-7080	156	12	management	management	NOUN
ajema-7080	156	13	)	)	PUNCT
ajema-7080	156	14	systems	system	NOUN
ajema-7080	156	15	:	:	PUNCT
ajema-7080	156	16	➢	➢	VERB
ajema-7080	156	17	siem	siem	NOUN
ajema-7080	156	18	solutions	solution	NOUN
ajema-7080	156	19	now	now	ADV
ajema-7080	156	20	incorporate	incorporate	VERB
ajema-7080	156	21	ml	ml	NOUN
ajema-7080	156	22	-	-	PUNCT
ajema-7080	156	23	based	base	VERB
ajema-7080	156	24	anomaly	anomaly	NOUN
ajema-7080	156	25	detection	detection	NOUN
ajema-7080	156	26	alongside	alongside	ADP
ajema-7080	156	27	traditional	traditional	ADJ
ajema-7080	156	28	rulebased	rulebase	VERB
ajema-7080	156	29	detection	detection	NOUN
ajema-7080	156	30	.	.	PUNCT
ajema-7080	157	1	➢	➢	NOUN
ajema-7080	157	2	use	use	NOUN
ajema-7080	157	3	case	case	NOUN
ajema-7080	157	4	:	:	PUNCT
ajema-7080	157	5	correlating	correlate	VERB
ajema-7080	157	6	multiple	multiple	ADJ
ajema-7080	157	7	security	security	NOUN
ajema-7080	157	8	events	event	NOUN
ajema-7080	157	9	to	to	PART
ajema-7080	157	10	detect	detect	VERB
ajema-7080	157	11	sophisticated	sophisticated	ADJ
ajema-7080	157	12	cyber	cyber	NOUN
ajema-7080	157	13	-	-	PUNCT
ajema-7080	157	14	attacks	attack	NOUN
ajema-7080	157	15	.	.	PUNCT
ajema-7080	158	1	58	58	NUM
ajema-7080	158	2	journal	journal	NOUN
ajema-7080	158	3	of	of	ADP
ajema-7080	158	4	engineering	engineering	NOUN
ajema-7080	158	5	,	,	PUNCT
ajema-7080	158	6	mechanics	mechanic	NOUN
ajema-7080	158	7	and	and	CCONJ
ajema-7080	158	8	architecture	architecture	NOUN
ajema-7080	158	9	www	www	NOUN
ajema-7080	158	10	.	.	PUNCT
ajema-7080	159	1	grnjournal.us	grnjournal.us	X
ajema-7080	159	2	advantages	advantage	NOUN
ajema-7080	159	3	of	of	ADP
ajema-7080	159	4	hybrid	hybrid	NOUN
ajema-7080	159	5	models	model	NOUN
ajema-7080	159	6	✓	✓	VERB
ajema-7080	159	7	increased	increase	VERB
ajema-7080	159	8	accuracy	accuracy	NOUN
ajema-7080	159	9	by	by	ADP
ajema-7080	159	10	leveraging	leverage	VERB
ajema-7080	159	11	multiple	multiple	ADJ
ajema-7080	159	12	detection	detection	NOUN
ajema-7080	159	13	approaches	approach	NOUN
ajema-7080	159	14	.	.	PUNCT
ajema-7080	160	1	✓	✓	ADJ
ajema-7080	160	2	reduced	reduce	VERB
ajema-7080	160	3	false	false	ADJ
ajema-7080	160	4	positives	positive	NOUN
ajema-7080	160	5	through	through	ADP
ajema-7080	160	6	cross	cross	NOUN
ajema-7080	160	7	-	-	NOUN
ajema-7080	160	8	validation	validation	NOUN
ajema-7080	160	9	between	between	ADP
ajema-7080	160	10	ml	ml	NOUN
ajema-7080	160	11	models	model	NOUN
ajema-7080	160	12	.	.	PUNCT
ajema-7080	161	1	✓	✓	ADJ
ajema-7080	161	2	improved	improve	VERB
ajema-7080	161	3	adaptability	adaptability	NOUN
ajema-7080	161	4	to	to	ADP
ajema-7080	161	5	new	new	ADJ
ajema-7080	161	6	threats	threat	NOUN
ajema-7080	161	7	by	by	ADP
ajema-7080	161	8	combining	combine	VERB
ajema-7080	161	9	signature	signature	NOUN
ajema-7080	161	10	-	-	PUNCT
ajema-7080	161	11	based	base	VERB
ajema-7080	161	12	and	and	CCONJ
ajema-7080	161	13	anomaly	anomaly	NOUN
ajema-7080	161	14	-	-	PUNCT
ajema-7080	161	15	based	base	VERB
ajema-7080	161	16	detection	detection	NOUN
ajema-7080	161	17	.	.	PUNCT
ajema-7080	162	1	challenges	challenge	NOUN
ajema-7080	162	2	of	of	ADP
ajema-7080	162	3	hybrid	hybrid	NOUN
ajema-7080	162	4	models	model	NOUN
ajema-7080	162	5	➢	➢	VERB
ajema-7080	162	6	computationally	computationally	ADV
ajema-7080	162	7	expensive	expensive	ADJ
ajema-7080	162	8	,	,	PUNCT
ajema-7080	162	9	requiring	require	VERB
ajema-7080	162	10	powerful	powerful	ADJ
ajema-7080	162	11	cloud	cloud	NOUN
ajema-7080	162	12	-	-	PUNCT
ajema-7080	162	13	based	base	VERB
ajema-7080	162	14	infrastructure	infrastructure	NOUN
ajema-7080	162	15	.	.	PUNCT
ajema-7080	163	1	➢	➢	VERB
ajema-7080	163	2	complex	complex	ADJ
ajema-7080	163	3	implementation	implementation	NOUN
ajema-7080	163	4	,	,	PUNCT
ajema-7080	163	5	needing	need	VERB
ajema-7080	163	6	expertise	expertise	NOUN
ajema-7080	163	7	in	in	ADP
ajema-7080	163	8	multiple	multiple	ADJ
ajema-7080	163	9	ml	ml	NOUN
ajema-7080	163	10	techniques	technique	NOUN
ajema-7080	163	11	.	.	PUNCT
ajema-7080	164	1	➢	➢	NOUN
ajema-7080	164	2	integration	integration	NOUN
ajema-7080	164	3	difficulties	difficulty	NOUN
ajema-7080	164	4	with	with	ADP
ajema-7080	164	5	legacy	legacy	NOUN
ajema-7080	164	6	security	security	NOUN
ajema-7080	164	7	systems	system	NOUN
ajema-7080	164	8	.	.	PUNCT
ajema-7080	165	1	iv	iv	X
ajema-7080	165	2	.	.	PUNCT
ajema-7080	166	1	implementing	implement	VERB
ajema-7080	166	2	ml	ml	NOUN
ajema-7080	166	3	-	-	PUNCT
ajema-7080	166	4	based	base	VERB
ajema-7080	166	5	anomaly	anomaly	NOUN
ajema-7080	166	6	detection	detection	NOUN
ajema-7080	166	7	in	in	ADP
ajema-7080	166	8	cloud	cloud	ADJ
ajema-7080	166	9	security	security	NOUN
ajema-7080	166	10	the	the	DET
ajema-7080	166	11	practical	practical	ADJ
ajema-7080	166	12	implementation	implementation	NOUN
ajema-7080	166	13	of	of	ADP
ajema-7080	166	14	machine	machine	NOUN
ajema-7080	166	15	learning	learning	NOUN
ajema-7080	166	16	(	(	PUNCT
ajema-7080	166	17	ml)-based	ml)-base	VERB
ajema-7080	166	18	anomaly	anomaly	NOUN
ajema-7080	166	19	detection	detection	NOUN
ajema-7080	166	20	in	in	ADP
ajema-7080	166	21	cloud	cloud	ADJ
ajema-7080	166	22	security	security	NOUN
ajema-7080	166	23	requires	require	VERB
ajema-7080	166	24	a	a	DET
ajema-7080	166	25	structured	structured	ADJ
ajema-7080	166	26	approach	approach	NOUN
ajema-7080	166	27	encompassing	encompass	VERB
ajema-7080	166	28	data	datum	NOUN
ajema-7080	166	29	collection	collection	NOUN
ajema-7080	166	30	,	,	PUNCT
ajema-7080	166	31	model	model	NOUN
ajema-7080	166	32	training	training	NOUN
ajema-7080	166	33	,	,	PUNCT
ajema-7080	166	34	deployment	deployment	NOUN
ajema-7080	166	35	,	,	PUNCT
ajema-7080	166	36	and	and	CCONJ
ajema-7080	166	37	integration	integration	NOUN
ajema-7080	166	38	with	with	ADP
ajema-7080	166	39	existing	exist	VERB
ajema-7080	166	40	security	security	NOUN
ajema-7080	166	41	frameworks	framework	NOUN
ajema-7080	166	42	.	.	PUNCT
ajema-7080	167	1	this	this	DET
ajema-7080	167	2	section	section	NOUN
ajema-7080	167	3	explores	explore	VERB
ajema-7080	167	4	the	the	DET
ajema-7080	167	5	key	key	ADJ
ajema-7080	167	6	steps	step	NOUN
ajema-7080	167	7	involved	involve	VERB
ajema-7080	167	8	in	in	ADP
ajema-7080	167	9	deploying	deploy	VERB
ajema-7080	167	10	an	an	DET
ajema-7080	167	11	effective	effective	ADJ
ajema-7080	167	12	ml	ml	ADV
ajema-7080	167	13	-	-	PUNCT
ajema-7080	167	14	driven	drive	VERB
ajema-7080	167	15	security	security	NOUN
ajema-7080	167	16	system	system	NOUN
ajema-7080	167	17	while	while	SCONJ
ajema-7080	167	18	addressing	address	VERB
ajema-7080	167	19	challenges	challenge	NOUN
ajema-7080	167	20	in	in	ADP
ajema-7080	167	21	real	real	ADJ
ajema-7080	167	22	-	-	PUNCT
ajema-7080	167	23	time	time	NOUN
ajema-7080	167	24	threat	threat	NOUN
ajema-7080	167	25	detection	detection	NOUN
ajema-7080	167	26	and	and	CCONJ
ajema-7080	167	27	mitigation	mitigation	NOUN
ajema-7080	167	28	.	.	PUNCT
ajema-7080	168	1	1	1	X
ajema-7080	168	2	.	.	X
ajema-7080	168	3	data	datum	NOUN
ajema-7080	168	4	collection	collection	NOUN
ajema-7080	168	5	and	and	CCONJ
ajema-7080	168	6	preprocessing	preprocesse	VERB
ajema-7080	168	7	effective	effective	ADJ
ajema-7080	168	8	ml	ml	NOUN
ajema-7080	168	9	-	-	PUNCT
ajema-7080	168	10	based	base	VERB
ajema-7080	168	11	anomaly	anomaly	NOUN
ajema-7080	168	12	detection	detection	NOUN
ajema-7080	168	13	begins	begin	VERB
ajema-7080	168	14	with	with	ADP
ajema-7080	168	15	collecting	collect	VERB
ajema-7080	168	16	and	and	CCONJ
ajema-7080	168	17	preprocessing	preprocesse	VERB
ajema-7080	168	18	large	large	ADJ
ajema-7080	168	19	volumes	volume	NOUN
ajema-7080	168	20	of	of	ADP
ajema-7080	168	21	cloud	cloud	NOUN
ajema-7080	168	22	security	security	NOUN
ajema-7080	168	23	data	datum	NOUN
ajema-7080	168	24	.	.	PUNCT
ajema-7080	169	1	the	the	DET
ajema-7080	169	2	accuracy	accuracy	NOUN
ajema-7080	169	3	of	of	ADP
ajema-7080	169	4	an	an	DET
ajema-7080	169	5	anomaly	anomaly	NOUN
ajema-7080	169	6	detection	detection	NOUN
ajema-7080	169	7	system	system	NOUN
ajema-7080	169	8	heavily	heavily	ADV
ajema-7080	169	9	depends	depend	VERB
ajema-7080	169	10	on	on	ADP
ajema-7080	169	11	the	the	DET
ajema-7080	169	12	quality	quality	NOUN
ajema-7080	169	13	of	of	ADP
ajema-7080	169	14	the	the	DET
ajema-7080	169	15	input	input	NOUN
ajema-7080	169	16	data	datum	NOUN
ajema-7080	169	17	.	.	PUNCT
ajema-7080	170	1	gathering	gather	VERB
ajema-7080	170	2	cloud	cloud	ADJ
ajema-7080	170	3	traffic	traffic	NOUN
ajema-7080	170	4	logs	log	NOUN
ajema-7080	170	5	and	and	CCONJ
ajema-7080	170	6	system	system	NOUN
ajema-7080	170	7	metrics	metric	NOUN
ajema-7080	170	8	to	to	PART
ajema-7080	170	9	detect	detect	VERB
ajema-7080	170	10	anomalies	anomaly	NOUN
ajema-7080	170	11	,	,	PUNCT
ajema-7080	170	12	security	security	NOUN
ajema-7080	170	13	systems	system	NOUN
ajema-7080	170	14	must	must	AUX
ajema-7080	170	15	analyze	analyze	VERB
ajema-7080	170	16	various	various	ADJ
ajema-7080	170	17	types	type	NOUN
ajema-7080	170	18	of	of	ADP
ajema-7080	170	19	data	datum	NOUN
ajema-7080	170	20	,	,	PUNCT
ajema-7080	170	21	including	include	VERB
ajema-7080	170	22	:	:	PUNCT
ajema-7080	170	23	➢	➢	NOUN
ajema-7080	170	24	network	network	NOUN
ajema-7080	170	25	traffic	traffic	NOUN
ajema-7080	170	26	logs	log	NOUN
ajema-7080	170	27	:	:	PUNCT
ajema-7080	170	28	capturing	capture	VERB
ajema-7080	170	29	inbound	inbound	ADJ
ajema-7080	170	30	and	and	CCONJ
ajema-7080	170	31	outbound	outbound	NOUN
ajema-7080	170	32	connections	connection	NOUN
ajema-7080	170	33	,	,	PUNCT
ajema-7080	170	34	packet	packet	NOUN
ajema-7080	170	35	size	size	NOUN
ajema-7080	170	36	,	,	PUNCT
ajema-7080	170	37	source	source	NOUN
ajema-7080	170	38	/	/	SYM
ajema-7080	170	39	destination	destination	NOUN
ajema-7080	170	40	ips	ip	NOUN
ajema-7080	170	41	.	.	PUNCT
ajema-7080	171	1	➢	➢	NOUN
ajema-7080	171	2	authentication	authentication	NOUN
ajema-7080	171	3	logs	log	NOUN
ajema-7080	171	4	:	:	PUNCT
ajema-7080	171	5	monitoring	monitor	VERB
ajema-7080	171	6	user	user	NOUN
ajema-7080	171	7	login	login	NOUN
ajema-7080	171	8	attempts	attempt	NOUN
ajema-7080	171	9	,	,	PUNCT
ajema-7080	171	10	failed	fail	VERB
ajema-7080	171	11	logins	login	NOUN
ajema-7080	171	12	,	,	PUNCT
ajema-7080	171	13	and	and	CCONJ
ajema-7080	171	14	access	access	NOUN
ajema-7080	171	15	permissions	permission	NOUN
ajema-7080	171	16	.	.	PUNCT
ajema-7080	172	1	➢	➢	NOUN
ajema-7080	172	2	system	system	NOUN
ajema-7080	172	3	performance	performance	NOUN
ajema-7080	172	4	metrics	metric	NOUN
ajema-7080	172	5	:	:	PUNCT
ajema-7080	172	6	cpu	cpu	PROPN
ajema-7080	172	7	,	,	PUNCT
ajema-7080	172	8	memory	memory	NOUN
ajema-7080	172	9	,	,	PUNCT
ajema-7080	172	10	and	and	CCONJ
ajema-7080	172	11	disk	disk	NOUN
ajema-7080	172	12	usage	usage	NOUN
ajema-7080	172	13	spikes	spike	NOUN
ajema-7080	172	14	that	that	PRON
ajema-7080	172	15	may	may	AUX
ajema-7080	172	16	indicate	indicate	VERB
ajema-7080	172	17	a	a	DET
ajema-7080	172	18	security	security	NOUN
ajema-7080	172	19	incident	incident	NOUN
ajema-7080	172	20	.	.	PUNCT
ajema-7080	173	1	➢	➢	VERB
ajema-7080	173	2	application	application	NOUN
ajema-7080	173	3	logs	log	NOUN
ajema-7080	173	4	:	:	PUNCT
ajema-7080	173	5	tracking	track	VERB
ajema-7080	173	6	api	api	NOUN
ajema-7080	173	7	calls	call	NOUN
ajema-7080	173	8	,	,	PUNCT
ajema-7080	173	9	function	function	NOUN
ajema-7080	173	10	executions	execution	NOUN
ajema-7080	173	11	,	,	PUNCT
ajema-7080	173	12	and	and	CCONJ
ajema-7080	173	13	error	error	NOUN
ajema-7080	173	14	logs	log	NOUN
ajema-7080	173	15	to	to	PART
ajema-7080	173	16	detect	detect	VERB
ajema-7080	173	17	malicious	malicious	ADJ
ajema-7080	173	18	behavior	behavior	NOUN
ajema-7080	173	19	.	.	PUNCT
ajema-7080	174	1	cloud	cloud	NOUN
ajema-7080	174	2	service	service	NOUN
ajema-7080	174	3	providers	provider	NOUN
ajema-7080	174	4	like	like	ADP
ajema-7080	174	5	aws	aw	NOUN
ajema-7080	174	6	,	,	PUNCT
ajema-7080	174	7	microsoft	microsoft	PROPN
ajema-7080	174	8	azure	azure	NOUN
ajema-7080	174	9	,	,	PUNCT
ajema-7080	174	10	and	and	CCONJ
ajema-7080	174	11	google	google	PROPN
ajema-7080	174	12	cloud	cloud	NOUN
ajema-7080	174	13	platform	platform	NOUN
ajema-7080	174	14	(	(	PUNCT
ajema-7080	174	15	gcp	gcp	NOUN
ajema-7080	174	16	)	)	PUNCT
ajema-7080	174	17	generate	generate	VERB
ajema-7080	174	18	vast	vast	ADJ
ajema-7080	174	19	amounts	amount	NOUN
ajema-7080	174	20	of	of	ADP
ajema-7080	174	21	security	security	NOUN
ajema-7080	174	22	logs	log	VERB
ajema-7080	174	23	through	through	ADP
ajema-7080	174	24	services	service	NOUN
ajema-7080	174	25	such	such	ADJ
ajema-7080	174	26	as	as	ADP
ajema-7080	174	27	:	:	PUNCT
ajema-7080	174	28	➢	➢	VERB
ajema-7080	174	29	aws	aws	PROPN
ajema-7080	174	30	cloudtrail	cloudtrail	NOUN
ajema-7080	174	31	&	&	CCONJ
ajema-7080	174	32	guardduty	guardduty	PROPN
ajema-7080	174	33	(	(	PUNCT
ajema-7080	174	34	for	for	ADP
ajema-7080	174	35	activity	activity	NOUN
ajema-7080	174	36	monitoring	monitoring	NOUN
ajema-7080	174	37	)	)	PUNCT
ajema-7080	174	38	➢	➢	NOUN
ajema-7080	174	39	azure	azure	NOUN
ajema-7080	174	40	security	security	NOUN
ajema-7080	174	41	center	center	NOUN
ajema-7080	174	42	(	(	PUNCT
ajema-7080	174	43	for	for	ADP
ajema-7080	174	44	threat	threat	NOUN
ajema-7080	174	45	intelligence	intelligence	NOUN
ajema-7080	174	46	)	)	PUNCT
ajema-7080	174	47	➢	➢	VERB
ajema-7080	174	48	gcp	gcp	PROPN
ajema-7080	174	49	security	security	PROPN
ajema-7080	174	50	command	command	NOUN
ajema-7080	174	51	center	center	NOUN
ajema-7080	174	52	(	(	PUNCT
ajema-7080	174	53	for	for	ADP
ajema-7080	174	54	real	real	ADJ
ajema-7080	174	55	-	-	PUNCT
ajema-7080	174	56	time	time	NOUN
ajema-7080	174	57	analysis	analysis	NOUN
ajema-7080	174	58	)	)	PUNCT
ajema-7080	174	59	feature	feature	NOUN
ajema-7080	174	60	engineering	engineering	NOUN
ajema-7080	174	61	for	for	ADP
ajema-7080	174	62	anomaly	anomaly	NOUN
ajema-7080	174	63	detection	detection	NOUN
ajema-7080	174	64	feature	feature	NOUN
ajema-7080	174	65	engineering	engineering	NOUN
ajema-7080	174	66	is	be	AUX
ajema-7080	174	67	the	the	DET
ajema-7080	174	68	process	process	NOUN
ajema-7080	174	69	of	of	ADP
ajema-7080	174	70	extracting	extract	VERB
ajema-7080	174	71	meaningful	meaningful	ADJ
ajema-7080	174	72	attributes	attribute	NOUN
ajema-7080	174	73	from	from	ADP
ajema-7080	174	74	raw	raw	ADJ
ajema-7080	174	75	data	datum	NOUN
ajema-7080	174	76	to	to	PART
ajema-7080	174	77	improve	improve	VERB
ajema-7080	174	78	the	the	DET
ajema-7080	174	79	model	model	NOUN
ajema-7080	174	80	’s	’s	PART
ajema-7080	174	81	ability	ability	NOUN
ajema-7080	174	82	to	to	PART
ajema-7080	174	83	detect	detect	VERB
ajema-7080	174	84	anomalies	anomaly	NOUN
ajema-7080	174	85	.	.	PUNCT
ajema-7080	175	1	important	important	ADJ
ajema-7080	175	2	features	feature	NOUN
ajema-7080	175	3	include	include	VERB
ajema-7080	175	4	:	:	PUNCT
ajema-7080	175	5	➢	➢	VERB
ajema-7080	175	6	traffic	traffic	NOUN
ajema-7080	175	7	volume	volume	NOUN
ajema-7080	175	8	:	:	PUNCT
ajema-7080	175	9	unusual	unusual	ADJ
ajema-7080	175	10	spikes	spike	NOUN
ajema-7080	175	11	in	in	ADP
ajema-7080	175	12	network	network	NOUN
ajema-7080	175	13	traffic	traffic	NOUN
ajema-7080	175	14	may	may	AUX
ajema-7080	175	15	indicate	indicate	VERB
ajema-7080	175	16	a	a	DET
ajema-7080	175	17	ddos	ddos	NOUN
ajema-7080	175	18	attack	attack	NOUN
ajema-7080	175	19	.	.	PUNCT
ajema-7080	176	1	➢	➢	PROPN
ajema-7080	176	2	user	user	NOUN
ajema-7080	176	3	behavior	behavior	NOUN
ajema-7080	176	4	patterns	pattern	NOUN
ajema-7080	176	5	:	:	PUNCT
ajema-7080	176	6	deviations	deviation	NOUN
ajema-7080	176	7	from	from	ADP
ajema-7080	176	8	normal	normal	ADJ
ajema-7080	176	9	login	login	NOUN
ajema-7080	176	10	locations	location	NOUN
ajema-7080	176	11	or	or	CCONJ
ajema-7080	176	12	access	access	NOUN
ajema-7080	176	13	times	time	NOUN
ajema-7080	176	14	.	.	PUNCT
ajema-7080	177	1	➢	➢	NOUN
ajema-7080	177	2	process	process	NOUN
ajema-7080	177	3	execution	execution	NOUN
ajema-7080	177	4	sequences	sequence	NOUN
ajema-7080	177	5	:	:	PUNCT
ajema-7080	177	6	unexpected	unexpected	ADJ
ajema-7080	177	7	system	system	NOUN
ajema-7080	177	8	processes	process	NOUN
ajema-7080	177	9	running	run	VERB
ajema-7080	177	10	outside	outside	ADP
ajema-7080	177	11	normal	normal	ADJ
ajema-7080	177	12	usage	usage	NOUN
ajema-7080	177	13	.	.	PUNCT
ajema-7080	178	1	➢	➢	NOUN
ajema-7080	178	2	encryption	encryption	NOUN
ajema-7080	178	3	and	and	CCONJ
ajema-7080	178	4	data	datum	NOUN
ajema-7080	178	5	transfer	transfer	NOUN
ajema-7080	178	6	rates	rate	NOUN
ajema-7080	178	7	:	:	PUNCT
ajema-7080	178	8	large	large	ADJ
ajema-7080	178	9	outbound	outbound	NOUN
ajema-7080	178	10	encrypted	encrypt	VERB
ajema-7080	178	11	data	datum	NOUN
ajema-7080	178	12	may	may	AUX
ajema-7080	178	13	indicate	indicate	VERB
ajema-7080	178	14	data	datum	NOUN
ajema-7080	178	15	exfiltration	exfiltration	NOUN
ajema-7080	178	16	.	.	PUNCT
ajema-7080	179	1	59	59	NUM
ajema-7080	179	2	journal	journal	NOUN
ajema-7080	179	3	of	of	ADP
ajema-7080	179	4	engineering	engineering	NOUN
ajema-7080	179	5	,	,	PUNCT
ajema-7080	179	6	mechanics	mechanic	NOUN
ajema-7080	179	7	and	and	CCONJ
ajema-7080	179	8	architecture	architecture	NOUN
ajema-7080	179	9	www	www	NOUN
ajema-7080	179	10	.	.	PUNCT
ajema-7080	180	1	grnjournal.us	grnjournal.us	X
ajema-7080	180	2	preprocessing	preprocesse	VERB
ajema-7080	180	3	steps	step	NOUN
ajema-7080	180	4	involve	involve	VERB
ajema-7080	180	5	data	datum	NOUN
ajema-7080	180	6	normalization	normalization	NOUN
ajema-7080	180	7	,	,	PUNCT
ajema-7080	180	8	handling	handle	VERB
ajema-7080	180	9	missing	miss	VERB
ajema-7080	180	10	values	value	NOUN
ajema-7080	180	11	,	,	PUNCT
ajema-7080	180	12	and	and	CCONJ
ajema-7080	180	13	removing	remove	VERB
ajema-7080	180	14	irrelevant	irrelevant	ADJ
ajema-7080	180	15	noise	noise	NOUN
ajema-7080	180	16	to	to	PART
ajema-7080	180	17	ensure	ensure	VERB
ajema-7080	180	18	high	high	ADJ
ajema-7080	180	19	-	-	PUNCT
ajema-7080	180	20	quality	quality	NOUN
ajema-7080	180	21	training	training	NOUN
ajema-7080	180	22	data	datum	NOUN
ajema-7080	180	23	.	.	PUNCT
ajema-7080	181	1	2	2	X
ajema-7080	181	2	.	.	X
ajema-7080	181	3	model	model	NOUN
ajema-7080	181	4	training	training	NOUN
ajema-7080	181	5	and	and	CCONJ
ajema-7080	181	6	deployment	deployment	NOUN
ajema-7080	181	7	once	once	SCONJ
ajema-7080	181	8	the	the	DET
ajema-7080	181	9	data	data	NOUN
ajema-7080	181	10	is	be	AUX
ajema-7080	181	11	collected	collect	VERB
ajema-7080	181	12	and	and	CCONJ
ajema-7080	181	13	processed	process	VERB
ajema-7080	181	14	,	,	PUNCT
ajema-7080	181	15	machine	machine	NOUN
ajema-7080	181	16	learning	learning	NOUN
ajema-7080	181	17	models	model	NOUN
ajema-7080	181	18	must	must	AUX
ajema-7080	181	19	be	be	AUX
ajema-7080	181	20	trained	train	VERB
ajema-7080	181	21	,	,	PUNCT
ajema-7080	181	22	validated	validate	VERB
ajema-7080	181	23	,	,	PUNCT
ajema-7080	181	24	and	and	CCONJ
ajema-7080	181	25	deployed	deploy	VERB
ajema-7080	181	26	to	to	PART
ajema-7080	181	27	identify	identify	VERB
ajema-7080	181	28	security	security	NOUN
ajema-7080	181	29	threats	threat	NOUN
ajema-7080	181	30	in	in	ADP
ajema-7080	181	31	real	real	ADJ
ajema-7080	181	32	-	-	PUNCT
ajema-7080	181	33	time	time	NOUN
ajema-7080	181	34	cloud	cloud	NOUN
ajema-7080	181	35	environments	environment	NOUN
ajema-7080	181	36	.	.	PUNCT
ajema-7080	182	1	steps	step	NOUN
ajema-7080	182	2	to	to	PART
ajema-7080	182	3	train	train	VERB
ajema-7080	182	4	and	and	CCONJ
ajema-7080	182	5	test	test	VERB
ajema-7080	182	6	ml	ml	NOUN
ajema-7080	182	7	models	model	VERB
ajema-7080	182	8	the	the	DET
ajema-7080	182	9	training	training	NOUN
ajema-7080	182	10	process	process	NOUN
ajema-7080	182	11	involves	involve	VERB
ajema-7080	182	12	:	:	PUNCT
ajema-7080	182	13	➢	➢	VERB
ajema-7080	182	14	dataset	dataset	ADJ
ajema-7080	182	15	preparation	preparation	NOUN
ajema-7080	182	16	:	:	PUNCT
ajema-7080	182	17	dividing	divide	VERB
ajema-7080	182	18	data	datum	NOUN
ajema-7080	182	19	into	into	ADP
ajema-7080	182	20	training	training	NOUN
ajema-7080	182	21	,	,	PUNCT
ajema-7080	182	22	validation	validation	NOUN
ajema-7080	182	23	,	,	PUNCT
ajema-7080	182	24	and	and	CCONJ
ajema-7080	182	25	test	test	NOUN
ajema-7080	182	26	sets	set	NOUN
ajema-7080	182	27	.	.	PUNCT
ajema-7080	183	1	➢	➢	VERB
ajema-7080	183	2	model	model	NOUN
ajema-7080	183	3	selection	selection	NOUN
ajema-7080	183	4	:	:	PUNCT
ajema-7080	183	5	choosing	choose	VERB
ajema-7080	183	6	between	between	ADP
ajema-7080	183	7	supervised	supervised	ADJ
ajema-7080	183	8	,	,	PUNCT
ajema-7080	183	9	unsupervised	unsupervised	ADJ
ajema-7080	183	10	,	,	PUNCT
ajema-7080	183	11	or	or	CCONJ
ajema-7080	183	12	hybrid	hybrid	NOUN
ajema-7080	183	13	models	model	NOUN
ajema-7080	183	14	based	base	VERB
ajema-7080	183	15	on	on	ADP
ajema-7080	183	16	security	security	NOUN
ajema-7080	183	17	requirements	requirement	NOUN
ajema-7080	183	18	.	.	PUNCT
ajema-7080	184	1	➢	➢	VERB
ajema-7080	184	2	training	training	NOUN
ajema-7080	184	3	and	and	CCONJ
ajema-7080	184	4	optimization	optimization	NOUN
ajema-7080	184	5	:	:	PUNCT
ajema-7080	184	6	fine	fine	ADJ
ajema-7080	184	7	-	-	PUNCT
ajema-7080	184	8	tuning	tune	VERB
ajema-7080	184	9	model	model	NOUN
ajema-7080	184	10	parameters	parameter	NOUN
ajema-7080	184	11	to	to	PART
ajema-7080	184	12	improve	improve	VERB
ajema-7080	184	13	accuracy	accuracy	NOUN
ajema-7080	184	14	and	and	CCONJ
ajema-7080	184	15	reduce	reduce	VERB
ajema-7080	184	16	false	false	ADJ
ajema-7080	184	17	positives	positive	NOUN
ajema-7080	184	18	.	.	PUNCT
ajema-7080	185	1	➢	➢	VERB
ajema-7080	185	2	validation	validation	NOUN
ajema-7080	185	3	and	and	CCONJ
ajema-7080	185	4	testing	testing	NOUN
ajema-7080	185	5	:	:	PUNCT
ajema-7080	185	6	evaluating	evaluate	VERB
ajema-7080	185	7	performance	performance	NOUN
ajema-7080	185	8	using	use	VERB
ajema-7080	185	9	metrics	metric	NOUN
ajema-7080	185	10	like	like	ADP
ajema-7080	185	11	precision	precision	NOUN
ajema-7080	185	12	,	,	PUNCT
ajema-7080	185	13	recall	recall	NOUN
ajema-7080	185	14	,	,	PUNCT
ajema-7080	185	15	f1score	f1score	NOUN
ajema-7080	185	16	,	,	PUNCT
ajema-7080	185	17	and	and	CCONJ
ajema-7080	185	18	roc	roc	PROPN
ajema-7080	185	19	curves	curve	NOUN
ajema-7080	185	20	.	.	PUNCT
ajema-7080	186	1	➢	➢	NOUN
ajema-7080	186	2	deployment	deployment	NOUN
ajema-7080	186	3	:	:	PUNCT
ajema-7080	186	4	integrating	integrate	VERB
ajema-7080	186	5	trained	train	VERB
ajema-7080	186	6	models	model	NOUN
ajema-7080	186	7	into	into	ADP
ajema-7080	186	8	cloud	cloud	ADJ
ajema-7080	186	9	security	security	NOUN
ajema-7080	186	10	infrastructure	infrastructure	NOUN
ajema-7080	186	11	for	for	ADP
ajema-7080	186	12	real	real	ADJ
ajema-7080	186	13	-	-	PUNCT
ajema-7080	186	14	time	time	NOUN
ajema-7080	186	15	monitoring	monitoring	NOUN
ajema-7080	186	16	.	.	PUNCT
ajema-7080	187	1	challenges	challenge	NOUN
ajema-7080	187	2	in	in	ADP
ajema-7080	187	3	real	real	ADJ
ajema-7080	187	4	-	-	PUNCT
ajema-7080	187	5	time	time	NOUN
ajema-7080	187	6	deployment	deployment	NOUN
ajema-7080	187	7	in	in	ADP
ajema-7080	187	8	cloud	cloud	ADJ
ajema-7080	187	9	environments	environment	NOUN
ajema-7080	187	10	deploying	deploy	VERB
ajema-7080	187	11	ml	ml	NOUN
ajema-7080	187	12	models	model	NOUN
ajema-7080	187	13	for	for	ADP
ajema-7080	187	14	anomaly	anomaly	NOUN
ajema-7080	187	15	detection	detection	NOUN
ajema-7080	187	16	in	in	ADP
ajema-7080	187	17	the	the	DET
ajema-7080	187	18	cloud	cloud	NOUN
ajema-7080	187	19	poses	pose	VERB
ajema-7080	187	20	several	several	ADJ
ajema-7080	187	21	challenges	challenge	NOUN
ajema-7080	187	22	:	:	PUNCT
ajema-7080	187	23	🚧	🚧	ADJ
ajema-7080	187	24	scalability	scalability	NOUN
ajema-7080	187	25	:	:	PUNCT
ajema-7080	187	26	➢	➢	VERB
ajema-7080	187	27	cloud	cloud	NOUN
ajema-7080	187	28	environments	environment	NOUN
ajema-7080	187	29	generate	generate	VERB
ajema-7080	187	30	high	high	ADJ
ajema-7080	187	31	-	-	PUNCT
ajema-7080	187	32	velocity	velocity	NOUN
ajema-7080	187	33	,	,	PUNCT
ajema-7080	187	34	high	high	ADJ
ajema-7080	187	35	-	-	PUNCT
ajema-7080	187	36	volume	volume	NOUN
ajema-7080	187	37	data	datum	NOUN
ajema-7080	187	38	,	,	PUNCT
ajema-7080	187	39	requiring	require	VERB
ajema-7080	187	40	scalable	scalable	ADJ
ajema-7080	187	41	ml	ml	NOUN
ajema-7080	187	42	models	model	NOUN
ajema-7080	187	43	that	that	PRON
ajema-7080	187	44	can	can	AUX
ajema-7080	187	45	process	process	VERB
ajema-7080	187	46	logs	log	NOUN
ajema-7080	187	47	in	in	ADP
ajema-7080	187	48	real	real	ADJ
ajema-7080	187	49	-	-	PUNCT
ajema-7080	187	50	time	time	NOUN
ajema-7080	187	51	.	.	PUNCT
ajema-7080	188	1	🚧	🚧	ADJ
ajema-7080	188	2	latency	latency	NOUN
ajema-7080	188	3	constraints	constraint	NOUN
ajema-7080	188	4	:	:	PUNCT
ajema-7080	188	5	➢	➢	VERB
ajema-7080	188	6	traditional	traditional	ADJ
ajema-7080	188	7	ml	ml	NOUN
ajema-7080	188	8	models	model	NOUN
ajema-7080	188	9	may	may	AUX
ajema-7080	188	10	struggle	struggle	VERB
ajema-7080	188	11	with	with	ADP
ajema-7080	188	12	real	real	ADJ
ajema-7080	188	13	-	-	PUNCT
ajema-7080	188	14	time	time	NOUN
ajema-7080	188	15	threat	threat	NOUN
ajema-7080	188	16	detection	detection	NOUN
ajema-7080	188	17	,	,	PUNCT
ajema-7080	188	18	necessitating	necessitate	VERB
ajema-7080	188	19	optimization	optimization	NOUN
ajema-7080	188	20	techniques	technique	NOUN
ajema-7080	188	21	like	like	ADP
ajema-7080	188	22	streaming	streaming	NOUN
ajema-7080	188	23	analytics	analytic	NOUN
ajema-7080	188	24	and	and	CCONJ
ajema-7080	188	25	edge	edge	NOUN
ajema-7080	188	26	computing	computing	NOUN
ajema-7080	188	27	.	.	PUNCT
ajema-7080	189	1	🚧	🚧	ADJ
ajema-7080	189	2	false	false	ADJ
ajema-7080	189	3	positives	positive	NOUN
ajema-7080	189	4	vs.	vs.	ADP
ajema-7080	189	5	false	false	ADJ
ajema-7080	189	6	negatives	negative	NOUN
ajema-7080	189	7	:	:	PUNCT
ajema-7080	189	8	➢	➢	VERB
ajema-7080	189	9	overly	overly	ADV
ajema-7080	189	10	sensitive	sensitive	ADJ
ajema-7080	189	11	models	model	NOUN
ajema-7080	189	12	may	may	AUX
ajema-7080	189	13	generate	generate	VERB
ajema-7080	189	14	too	too	ADV
ajema-7080	189	15	many	many	ADJ
ajema-7080	189	16	alerts	alert	NOUN
ajema-7080	189	17	,	,	PUNCT
ajema-7080	189	18	while	while	SCONJ
ajema-7080	189	19	lenient	lenient	ADJ
ajema-7080	189	20	models	model	NOUN
ajema-7080	189	21	might	might	AUX
ajema-7080	189	22	miss	miss	VERB
ajema-7080	189	23	critical	critical	ADJ
ajema-7080	189	24	threats	threat	NOUN
ajema-7080	189	25	.	.	PUNCT
ajema-7080	190	1	balancing	balance	VERB
ajema-7080	190	2	detection	detection	NOUN
ajema-7080	190	3	sensitivity	sensitivity	NOUN
ajema-7080	190	4	is	be	AUX
ajema-7080	190	5	crucial	crucial	ADJ
ajema-7080	190	6	.	.	PUNCT
ajema-7080	191	1	🚧	🚧	ADJ
ajema-7080	191	2	adaptive	adaptive	ADJ
ajema-7080	191	3	attack	attack	NOUN
ajema-7080	191	4	strategies	strategy	NOUN
ajema-7080	191	5	:	:	PUNCT
ajema-7080	191	6	➢	➢	NOUN
ajema-7080	191	7	cybercriminals	cybercriminal	NOUN
ajema-7080	191	8	evolve	evolve	VERB
ajema-7080	191	9	their	their	PRON
ajema-7080	191	10	techniques	technique	NOUN
ajema-7080	191	11	to	to	PART
ajema-7080	191	12	evade	evade	VERB
ajema-7080	191	13	ml	ml	NOUN
ajema-7080	191	14	-	-	PUNCT
ajema-7080	191	15	based	base	VERB
ajema-7080	191	16	detection	detection	NOUN
ajema-7080	191	17	,	,	PUNCT
ajema-7080	191	18	requiring	require	VERB
ajema-7080	191	19	models	model	NOUN
ajema-7080	191	20	to	to	PART
ajema-7080	191	21	be	be	AUX
ajema-7080	191	22	continuously	continuously	ADV
ajema-7080	191	23	updated	update	VERB
ajema-7080	191	24	with	with	ADP
ajema-7080	191	25	new	new	ADJ
ajema-7080	191	26	threat	threat	NOUN
ajema-7080	191	27	intelligence	intelligence	NOUN
ajema-7080	191	28	.	.	PUNCT
ajema-7080	192	1	to	to	PART
ajema-7080	192	2	mitigate	mitigate	VERB
ajema-7080	192	3	these	these	DET
ajema-7080	192	4	challenges	challenge	NOUN
ajema-7080	192	5	,	,	PUNCT
ajema-7080	192	6	cloud	cloud	NOUN
ajema-7080	192	7	-	-	PUNCT
ajema-7080	192	8	native	native	ADJ
ajema-7080	192	9	ai	ai	PROPN
ajema-7080	192	10	security	security	NOUN
ajema-7080	192	11	platforms	platform	NOUN
ajema-7080	192	12	(	(	PUNCT
ajema-7080	192	13	e.g.	e.g.	ADV
ajema-7080	192	14	,	,	PUNCT
ajema-7080	192	15	aws	aws	NOUN
ajema-7080	192	16	sagemaker	sagemaker	NOUN
ajema-7080	192	17	,	,	PUNCT
ajema-7080	192	18	azure	azure	VERB
ajema-7080	192	19	ml	ml	ADV
ajema-7080	192	20	,	,	PUNCT
ajema-7080	192	21	google	google	PROPN
ajema-7080	192	22	ai	ai	PROPN
ajema-7080	192	23	platform	platform	NOUN
ajema-7080	192	24	)	)	PUNCT
ajema-7080	192	25	offer	offer	VERB
ajema-7080	192	26	auto	auto	NOUN
ajema-7080	192	27	-	-	PUNCT
ajema-7080	192	28	scaling	scale	VERB
ajema-7080	192	29	ml	ml	ADP
ajema-7080	192	30	solutions	solution	NOUN
ajema-7080	192	31	optimized	optimize	VERB
ajema-7080	192	32	for	for	ADP
ajema-7080	192	33	cloud	cloud	ADJ
ajema-7080	192	34	environments	environment	NOUN
ajema-7080	192	35	.	.	PUNCT
ajema-7080	193	1	3	3	X
ajema-7080	193	2	.	.	X
ajema-7080	193	3	integration	integration	NOUN
ajema-7080	193	4	with	with	ADP
ajema-7080	193	5	existing	exist	VERB
ajema-7080	193	6	security	security	NOUN
ajema-7080	193	7	systems	system	NOUN
ajema-7080	193	8	for	for	ADP
ajema-7080	193	9	ml	ml	ADV
ajema-7080	193	10	-	-	PUNCT
ajema-7080	193	11	based	base	VERB
ajema-7080	193	12	anomaly	anomaly	NOUN
ajema-7080	193	13	detection	detection	NOUN
ajema-7080	193	14	to	to	PART
ajema-7080	193	15	be	be	AUX
ajema-7080	193	16	effective	effective	ADJ
ajema-7080	193	17	,	,	PUNCT
ajema-7080	193	18	it	it	PRON
ajema-7080	193	19	must	must	AUX
ajema-7080	193	20	seamlessly	seamlessly	ADV
ajema-7080	193	21	integrate	integrate	VERB
ajema-7080	193	22	with	with	ADP
ajema-7080	193	23	existing	exist	VERB
ajema-7080	193	24	security	security	NOUN
ajema-7080	193	25	information	information	NOUN
ajema-7080	193	26	and	and	CCONJ
ajema-7080	193	27	event	event	NOUN
ajema-7080	193	28	management	management	NOUN
ajema-7080	193	29	(	(	PUNCT
ajema-7080	193	30	siem	siem	NOUN
ajema-7080	193	31	)	)	PUNCT
ajema-7080	193	32	systems	system	NOUN
ajema-7080	193	33	and	and	CCONJ
ajema-7080	193	34	automate	automate	ADJ
ajema-7080	193	35	incident	incident	NOUN
ajema-7080	193	36	response	response	NOUN
ajema-7080	193	37	mechanisms	mechanism	NOUN
ajema-7080	193	38	.	.	PUNCT
ajema-7080	194	1	compatibility	compatibility	NOUN
ajema-7080	194	2	with	with	ADP
ajema-7080	194	3	siem	siem	PROPN
ajema-7080	194	4	(	(	PUNCT
ajema-7080	194	5	security	security	NOUN
ajema-7080	194	6	information	information	NOUN
ajema-7080	194	7	and	and	CCONJ
ajema-7080	194	8	event	event	NOUN
ajema-7080	194	9	management	management	NOUN
ajema-7080	194	10	)	)	PUNCT
ajema-7080	194	11	systems	system	NOUN
ajema-7080	194	12	siem	siem	NOUN
ajema-7080	194	13	solutions	solution	NOUN
ajema-7080	194	14	aggregate	aggregate	VERB
ajema-7080	194	15	security	security	NOUN
ajema-7080	194	16	logs	log	NOUN
ajema-7080	194	17	from	from	ADP
ajema-7080	194	18	firewalls	firewall	NOUN
ajema-7080	194	19	,	,	PUNCT
ajema-7080	194	20	endpoint	endpoint	NOUN
ajema-7080	194	21	detection	detection	NOUN
ajema-7080	194	22	systems	system	NOUN
ajema-7080	194	23	,	,	PUNCT
ajema-7080	194	24	intrusion	intrusion	NOUN
ajema-7080	194	25	detection	detection	NOUN
ajema-7080	194	26	/	/	SYM
ajema-7080	194	27	prevention	prevention	NOUN
ajema-7080	194	28	systems	system	NOUN
ajema-7080	194	29	(	(	PUNCT
ajema-7080	194	30	ids	ids	NOUN
ajema-7080	194	31	/	/	SYM
ajema-7080	194	32	ips	ip	NOUN
ajema-7080	194	33	)	)	PUNCT
ajema-7080	194	34	,	,	PUNCT
ajema-7080	194	35	and	and	CCONJ
ajema-7080	194	36	cloud	cloud	NOUN
ajema-7080	194	37	monitoring	monitoring	NOUN
ajema-7080	194	38	services	service	NOUN
ajema-7080	194	39	.	.	PUNCT
ajema-7080	195	1	60	60	NUM
ajema-7080	195	2	journal	journal	NOUN
ajema-7080	195	3	of	of	ADP
ajema-7080	195	4	engineering	engineering	NOUN
ajema-7080	195	5	,	,	PUNCT
ajema-7080	195	6	mechanics	mechanic	NOUN
ajema-7080	195	7	and	and	CCONJ
ajema-7080	195	8	architecture	architecture	NOUN
ajema-7080	195	9	www	www	NOUN
ajema-7080	195	10	.	.	PUNCT
ajema-7080	196	1	grnjournal.us	grnjournal.us	X
ajema-7080	196	2	popular	popular	ADJ
ajema-7080	196	3	siem	siem	NOUN
ajema-7080	196	4	platforms	platform	NOUN
ajema-7080	196	5	include	include	VERB
ajema-7080	196	6	:	:	PUNCT
ajema-7080	196	7	➢	➢	VERB
ajema-7080	196	8	splunk	splunk	NOUN
ajema-7080	196	9	security	security	NOUN
ajema-7080	196	10	operations	operation	NOUN
ajema-7080	196	11	suite	suite	NOUN
ajema-7080	196	12	–	–	PUNCT
ajema-7080	196	13	ai	ai	AUX
ajema-7080	196	14	-	-	PUNCT
ajema-7080	196	15	driven	drive	VERB
ajema-7080	196	16	event	event	NOUN
ajema-7080	196	17	correlation	correlation	NOUN
ajema-7080	196	18	and	and	CCONJ
ajema-7080	196	19	threat	threat	NOUN
ajema-7080	196	20	intelligence	intelligence	NOUN
ajema-7080	196	21	.	.	PUNCT
ajema-7080	197	1	➢	➢	VERB
ajema-7080	197	2	ibm	ibm	PROPN
ajema-7080	197	3	qradar	qradar	PROPN
ajema-7080	197	4	–	–	PUNCT
ajema-7080	197	5	ml	ml	NOUN
ajema-7080	197	6	-	-	PUNCT
ajema-7080	197	7	powered	power	VERB
ajema-7080	197	8	security	security	NOUN
ajema-7080	197	9	analytics	analytic	NOUN
ajema-7080	197	10	for	for	ADP
ajema-7080	197	11	real	real	ADJ
ajema-7080	197	12	-	-	PUNCT
ajema-7080	197	13	time	time	NOUN
ajema-7080	197	14	anomaly	anomaly	NOUN
ajema-7080	197	15	detection	detection	NOUN
ajema-7080	197	16	.	.	PUNCT
ajema-7080	198	1	➢	➢	VERB
ajema-7080	198	2	elastic	elastic	ADJ
ajema-7080	198	3	security	security	NOUN
ajema-7080	198	4	(	(	PUNCT
ajema-7080	198	5	elk	elk	NOUN
ajema-7080	198	6	stack	stack	NOUN
ajema-7080	198	7	)	)	PUNCT
ajema-7080	198	8	–	–	PUNCT
ajema-7080	198	9	open	open	ADJ
ajema-7080	198	10	-	-	PUNCT
ajema-7080	198	11	source	source	NOUN
ajema-7080	198	12	siem	siem	NOUN
ajema-7080	198	13	with	with	ADP
ajema-7080	198	14	behavioral	behavioral	ADJ
ajema-7080	198	15	anomaly	anomaly	NOUN
ajema-7080	198	16	detection	detection	NOUN
ajema-7080	198	17	capabilities	capability	NOUN
ajema-7080	198	18	.	.	PUNCT
ajema-7080	199	1	integrating	integrate	VERB
ajema-7080	199	2	ml	ml	NOUN
ajema-7080	199	3	models	model	NOUN
ajema-7080	199	4	with	with	ADP
ajema-7080	199	5	siem	siem	NOUN
ajema-7080	199	6	platforms	platform	NOUN
ajema-7080	199	7	enhances	enhance	VERB
ajema-7080	199	8	threat	threat	NOUN
ajema-7080	199	9	prioritization	prioritization	NOUN
ajema-7080	199	10	and	and	CCONJ
ajema-7080	199	11	alert	alert	ADJ
ajema-7080	199	12	accuracy	accuracy	NOUN
ajema-7080	199	13	,	,	PUNCT
ajema-7080	199	14	reducing	reduce	VERB
ajema-7080	199	15	analyst	analyst	NOUN
ajema-7080	199	16	fatigue	fatigue	NOUN
ajema-7080	199	17	from	from	ADP
ajema-7080	199	18	false	false	ADJ
ajema-7080	199	19	alarms	alarm	NOUN
ajema-7080	199	20	.	.	PUNCT
ajema-7080	200	1	automating	automate	VERB
ajema-7080	200	2	threat	threat	NOUN
ajema-7080	200	3	mitigation	mitigation	NOUN
ajema-7080	200	4	with	with	ADP
ajema-7080	200	5	ai	ai	ADJ
ajema-7080	200	6	-	-	PUNCT
ajema-7080	200	7	driven	drive	VERB
ajema-7080	200	8	response	response	NOUN
ajema-7080	200	9	beyond	beyond	ADP
ajema-7080	200	10	anomaly	anomaly	NOUN
ajema-7080	200	11	detection	detection	NOUN
ajema-7080	200	12	,	,	PUNCT
ajema-7080	200	13	ml	ml	NOUN
ajema-7080	200	14	-	-	PUNCT
ajema-7080	200	15	based	base	VERB
ajema-7080	200	16	security	security	NOUN
ajema-7080	200	17	systems	system	NOUN
ajema-7080	200	18	should	should	AUX
ajema-7080	200	19	automate	automate	VERB
ajema-7080	200	20	responses	response	NOUN
ajema-7080	200	21	to	to	PART
ajema-7080	200	22	mitigate	mitigate	VERB
ajema-7080	200	23	threats	threat	NOUN
ajema-7080	200	24	before	before	SCONJ
ajema-7080	200	25	they	they	PRON
ajema-7080	200	26	cause	cause	VERB
ajema-7080	200	27	significant	significant	ADJ
ajema-7080	200	28	damage	damage	NOUN
ajema-7080	200	29	.	.	PUNCT
ajema-7080	201	1	➢	➢	X
ajema-7080	201	2	automated	automate	VERB
ajema-7080	201	3	incident	incident	NOUN
ajema-7080	201	4	triage	triage	NOUN
ajema-7080	201	5	:	:	PUNCT
ajema-7080	201	6	✓	✓	ADJ
ajema-7080	201	7	ai	ai	NOUN
ajema-7080	201	8	-	-	PUNCT
ajema-7080	201	9	based	base	VERB
ajema-7080	201	10	security	security	NOUN
ajema-7080	201	11	orchestration	orchestration	NOUN
ajema-7080	201	12	tools	tool	NOUN
ajema-7080	201	13	(	(	PUNCT
ajema-7080	201	14	e.g.	e.g.	ADV
ajema-7080	201	15	,	,	PUNCT
ajema-7080	201	16	palo	palo	PROPN
ajema-7080	201	17	alto	alto	PROPN
ajema-7080	201	18	cortex	cortex	PROPN
ajema-7080	201	19	xsoar	xsoar	PROPN
ajema-7080	201	20	,	,	PUNCT
ajema-7080	201	21	microsoft	microsoft	PROPN
ajema-7080	201	22	sentinel	sentinel	PROPN
ajema-7080	201	23	)	)	PUNCT
ajema-7080	201	24	classify	classify	VERB
ajema-7080	201	25	and	and	CCONJ
ajema-7080	201	26	prioritize	prioritize	VERB
ajema-7080	201	27	security	security	NOUN
ajema-7080	201	28	alerts	alert	NOUN
ajema-7080	201	29	.	.	PUNCT
ajema-7080	202	1	➢	➢	VERB
ajema-7080	202	2	autonomous	autonomous	ADJ
ajema-7080	202	3	response	response	NOUN
ajema-7080	202	4	systems	system	NOUN
ajema-7080	202	5	:	:	PUNCT
ajema-7080	202	6	✓	✓	ADJ
ajema-7080	202	7	cloud	cloud	ADJ
ajema-7080	202	8	security	security	NOUN
ajema-7080	202	9	frameworks	framework	NOUN
ajema-7080	202	10	like	like	ADP
ajema-7080	202	11	aws	aw	NOUN
ajema-7080	202	12	guardduty	guardduty	NOUN
ajema-7080	202	13	and	and	CCONJ
ajema-7080	202	14	azure	azure	ADJ
ajema-7080	202	15	sentinel	sentinel	NOUN
ajema-7080	202	16	automatically	automatically	ADV
ajema-7080	202	17	block	block	VERB
ajema-7080	202	18	malicious	malicious	ADJ
ajema-7080	202	19	ips	ip	NOUN
ajema-7080	202	20	,	,	PUNCT
ajema-7080	202	21	quarantine	quarantine	NOUN
ajema-7080	202	22	infected	infect	VERB
ajema-7080	202	23	instances	instance	NOUN
ajema-7080	202	24	,	,	PUNCT
ajema-7080	202	25	or	or	CCONJ
ajema-7080	202	26	revoke	revoke	VERB
ajema-7080	202	27	compromised	compromise	VERB
ajema-7080	202	28	access	access	NOUN
ajema-7080	202	29	credentials	credential	NOUN
ajema-7080	202	30	.	.	PUNCT
ajema-7080	203	1	➢	➢	VERB
ajema-7080	203	2	self	self	NOUN
ajema-7080	203	3	-	-	PUNCT
ajema-7080	203	4	learning	learning	NOUN
ajema-7080	203	5	ai	ai	VERB
ajema-7080	203	6	security	security	NOUN
ajema-7080	203	7	models	model	NOUN
ajema-7080	203	8	:	:	PUNCT
ajema-7080	203	9	✓	✓	ADJ
ajema-7080	203	10	deep	deep	ADJ
ajema-7080	203	11	reinforcement	reinforcement	NOUN
ajema-7080	203	12	learning	learning	NOUN
ajema-7080	203	13	-	-	PUNCT
ajema-7080	203	14	based	base	VERB
ajema-7080	203	15	security	security	NOUN
ajema-7080	203	16	models	model	NOUN
ajema-7080	203	17	adapt	adapt	VERB
ajema-7080	203	18	to	to	ADP
ajema-7080	203	19	new	new	ADJ
ajema-7080	203	20	attack	attack	NOUN
ajema-7080	203	21	techniques	technique	NOUN
ajema-7080	203	22	over	over	ADP
ajema-7080	203	23	time	time	NOUN
ajema-7080	203	24	,	,	PUNCT
ajema-7080	203	25	making	make	VERB
ajema-7080	203	26	cloud	cloud	ADJ
ajema-7080	203	27	environments	environment	NOUN
ajema-7080	203	28	more	more	ADV
ajema-7080	203	29	resilient	resilient	ADJ
ajema-7080	203	30	to	to	ADP
ajema-7080	203	31	evolving	evolve	VERB
ajema-7080	203	32	threats	threat	NOUN
ajema-7080	203	33	.	.	PUNCT
ajema-7080	204	1	v.	v.	ADP
ajema-7080	204	2	case	case	NOUN
ajema-7080	204	3	studies	study	NOUN
ajema-7080	204	4	and	and	CCONJ
ajema-7080	204	5	real	real	ADJ
ajema-7080	204	6	-	-	PUNCT
ajema-7080	204	7	world	world	NOUN
ajema-7080	204	8	applications	application	NOUN
ajema-7080	204	9	the	the	DET
ajema-7080	204	10	adoption	adoption	NOUN
ajema-7080	204	11	of	of	ADP
ajema-7080	204	12	machine	machine	NOUN
ajema-7080	204	13	learning	learning	NOUN
ajema-7080	204	14	(	(	PUNCT
ajema-7080	204	15	ml)-based	ml)-base	VERB
ajema-7080	204	16	anomaly	anomaly	NOUN
ajema-7080	204	17	detection	detection	NOUN
ajema-7080	204	18	in	in	ADP
ajema-7080	204	19	cloud	cloud	NOUN
ajema-7080	204	20	security	security	NOUN
ajema-7080	204	21	has	have	AUX
ajema-7080	204	22	been	be	AUX
ajema-7080	204	23	driven	drive	VERB
ajema-7080	204	24	by	by	ADP
ajema-7080	204	25	industry	industry	NOUN
ajema-7080	204	26	leaders	leader	NOUN
ajema-7080	204	27	such	such	ADJ
ajema-7080	204	28	as	as	ADP
ajema-7080	204	29	amazon	amazon	PROPN
ajema-7080	204	30	web	web	NOUN
ajema-7080	204	31	services	service	NOUN
ajema-7080	204	32	(	(	PUNCT
ajema-7080	204	33	aws	aw	NOUN
ajema-7080	204	34	)	)	PUNCT
ajema-7080	204	35	,	,	PUNCT
ajema-7080	204	36	microsoft	microsoft	PROPN
ajema-7080	204	37	azure	azure	NOUN
ajema-7080	204	38	,	,	PUNCT
ajema-7080	204	39	and	and	CCONJ
ajema-7080	204	40	google	google	PROPN
ajema-7080	204	41	cloud	cloud	PROPN
ajema-7080	204	42	.	.	PUNCT
ajema-7080	205	1	these	these	DET
ajema-7080	205	2	companies	company	NOUN
ajema-7080	205	3	have	have	AUX
ajema-7080	205	4	developed	develop	VERB
ajema-7080	205	5	ai	ai	ADJ
ajema-7080	205	6	-	-	PUNCT
ajema-7080	205	7	driven	drive	VERB
ajema-7080	205	8	security	security	NOUN
ajema-7080	205	9	frameworks	framework	NOUN
ajema-7080	205	10	that	that	PRON
ajema-7080	205	11	enhance	enhance	VERB
ajema-7080	205	12	threat	threat	NOUN
ajema-7080	205	13	detection	detection	NOUN
ajema-7080	205	14	and	and	CCONJ
ajema-7080	205	15	response	response	NOUN
ajema-7080	205	16	,	,	PUNCT
ajema-7080	205	17	improving	improve	VERB
ajema-7080	205	18	cloud	cloud	ADJ
ajema-7080	205	19	security	security	NOUN
ajema-7080	205	20	resilience	resilience	NOUN
ajema-7080	205	21	.	.	PUNCT
ajema-7080	206	1	this	this	DET
ajema-7080	206	2	section	section	NOUN
ajema-7080	206	3	presents	present	VERB
ajema-7080	206	4	realworld	realworld	PROPN
ajema-7080	206	5	case	case	NOUN
ajema-7080	206	6	studies	study	NOUN
ajema-7080	206	7	,	,	PUNCT
ajema-7080	206	8	performance	performance	NOUN
ajema-7080	206	9	evaluations	evaluation	NOUN
ajema-7080	206	10	,	,	PUNCT
ajema-7080	206	11	and	and	CCONJ
ajema-7080	206	12	the	the	DET
ajema-7080	206	13	challenges	challenge	NOUN
ajema-7080	206	14	associated	associate	VERB
ajema-7080	206	15	with	with	ADP
ajema-7080	206	16	ml	ml	NOUN
ajema-7080	206	17	-	-	PUNCT
ajema-7080	206	18	based	base	VERB
ajema-7080	206	19	anomaly	anomaly	NOUN
ajema-7080	206	20	detection	detection	NOUN
ajema-7080	206	21	.	.	PUNCT
ajema-7080	207	1	1	1	X
ajema-7080	207	2	.	.	X
ajema-7080	207	3	success	success	NOUN
ajema-7080	207	4	stories	story	NOUN
ajema-7080	207	5	from	from	ADP
ajema-7080	207	6	industry	industry	NOUN
ajema-7080	207	7	leaders	leader	NOUN
ajema-7080	207	8	several	several	ADJ
ajema-7080	207	9	major	major	ADJ
ajema-7080	207	10	cloud	cloud	NOUN
ajema-7080	207	11	service	service	NOUN
ajema-7080	207	12	providers	provider	NOUN
ajema-7080	207	13	and	and	CCONJ
ajema-7080	207	14	enterprises	enterprise	NOUN
ajema-7080	207	15	have	have	AUX
ajema-7080	207	16	successfully	successfully	ADV
ajema-7080	207	17	integrated	integrate	VERB
ajema-7080	207	18	ml	ml	NOUN
ajema-7080	207	19	-	-	PUNCT
ajema-7080	207	20	based	base	VERB
ajema-7080	207	21	anomaly	anomaly	NOUN
ajema-7080	207	22	detection	detection	NOUN
ajema-7080	207	23	into	into	ADP
ajema-7080	207	24	their	their	PRON
ajema-7080	207	25	security	security	NOUN
ajema-7080	207	26	frameworks	framework	NOUN
ajema-7080	207	27	,	,	PUNCT
ajema-7080	207	28	demonstrating	demonstrate	VERB
ajema-7080	207	29	the	the	DET
ajema-7080	207	30	effectiveness	effectiveness	NOUN
ajema-7080	207	31	of	of	ADP
ajema-7080	207	32	ai	ai	ADJ
ajema-7080	207	33	-	-	PUNCT
ajema-7080	207	34	driven	drive	VERB
ajema-7080	207	35	cybersecurity	cybersecurity	NOUN
ajema-7080	207	36	solutions	solution	NOUN
ajema-7080	207	37	.	.	PUNCT
ajema-7080	208	1	🔹	🔹	PUNCT
ajema-7080	208	2	aws	aws	NOUN
ajema-7080	208	3	guardduty	guardduty	NOUN
ajema-7080	208	4	:	:	PUNCT
ajema-7080	208	5	ai	ai	AUX
ajema-7080	208	6	-	-	PUNCT
ajema-7080	208	7	powered	power	VERB
ajema-7080	208	8	threat	threat	NOUN
ajema-7080	208	9	detection	detection	NOUN
ajema-7080	208	10	amazon	amazon	NOUN
ajema-7080	208	11	guardduty	guardduty	NOUN
ajema-7080	208	12	is	be	AUX
ajema-7080	208	13	an	an	DET
ajema-7080	208	14	ai	ai	ADJ
ajema-7080	208	15	-	-	PUNCT
ajema-7080	208	16	powered	power	VERB
ajema-7080	208	17	threat	threat	NOUN
ajema-7080	208	18	detection	detection	NOUN
ajema-7080	208	19	service	service	NOUN
ajema-7080	208	20	that	that	PRON
ajema-7080	208	21	uses	use	VERB
ajema-7080	208	22	machine	machine	NOUN
ajema-7080	208	23	learning	learn	VERB
ajema-7080	208	24	to	to	PART
ajema-7080	208	25	analyze	analyze	VERB
ajema-7080	208	26	cloud	cloud	ADJ
ajema-7080	208	27	activity	activity	NOUN
ajema-7080	208	28	logs	log	NOUN
ajema-7080	208	29	and	and	CCONJ
ajema-7080	208	30	detect	detect	VERB
ajema-7080	208	31	security	security	NOUN
ajema-7080	208	32	anomalies	anomaly	NOUN
ajema-7080	208	33	in	in	ADP
ajema-7080	208	34	real	real	ADJ
ajema-7080	208	35	time	time	NOUN
ajema-7080	208	36	.	.	PUNCT
ajema-7080	209	1	✅	✅	NOUN
ajema-7080	209	2	how	how	SCONJ
ajema-7080	209	3	it	it	PRON
ajema-7080	209	4	works	work	VERB
ajema-7080	209	5	:	:	PUNCT
ajema-7080	209	6	✓	✓	ADJ
ajema-7080	209	7	analyzes	analyze	VERB
ajema-7080	209	8	aws	aws	NOUN
ajema-7080	209	9	cloudtrail	cloudtrail	NOUN
ajema-7080	209	10	logs	log	NOUN
ajema-7080	209	11	,	,	PUNCT
ajema-7080	209	12	vpc	vpc	NOUN
ajema-7080	209	13	flow	flow	NOUN
ajema-7080	209	14	logs	log	NOUN
ajema-7080	209	15	,	,	PUNCT
ajema-7080	209	16	and	and	CCONJ
ajema-7080	209	17	dns	dns	NOUN
ajema-7080	209	18	logs	log	NOUN
ajema-7080	209	19	to	to	PART
ajema-7080	209	20	detect	detect	VERB
ajema-7080	209	21	malicious	malicious	ADJ
ajema-7080	209	22	activities	activity	NOUN
ajema-7080	209	23	such	such	ADJ
ajema-7080	209	24	as	as	ADP
ajema-7080	209	25	unauthorized	unauthorized	ADJ
ajema-7080	209	26	access	access	NOUN
ajema-7080	209	27	attempts	attempt	NOUN
ajema-7080	209	28	,	,	PUNCT
ajema-7080	209	29	unusual	unusual	ADJ
ajema-7080	209	30	api	api	NOUN
ajema-7080	209	31	calls	call	NOUN
ajema-7080	209	32	,	,	PUNCT
ajema-7080	209	33	and	and	CCONJ
ajema-7080	209	34	data	datum	NOUN
ajema-7080	209	35	exfiltration	exfiltration	NOUN
ajema-7080	209	36	attempts	attempt	NOUN
ajema-7080	209	37	.	.	PUNCT
ajema-7080	210	1	✓	✓	ADJ
ajema-7080	210	2	uses	use	VERB
ajema-7080	210	3	behavioral	behavioral	ADJ
ajema-7080	210	4	anomaly	anomaly	NOUN
ajema-7080	210	5	detection	detection	NOUN
ajema-7080	210	6	to	to	PART
ajema-7080	210	7	identify	identify	VERB
ajema-7080	210	8	insider	insider	NOUN
ajema-7080	210	9	threats	threat	NOUN
ajema-7080	210	10	and	and	CCONJ
ajema-7080	210	11	compromised	compromise	VERB
ajema-7080	210	12	credentials	credential	NOUN
ajema-7080	210	13	.	.	PUNCT
ajema-7080	211	1	✅	✅	ADJ
ajema-7080	211	2	impact	impact	NOUN
ajema-7080	211	3	:	:	PUNCT
ajema-7080	211	4	✓	✓	ADJ
ajema-7080	211	5	reduced	reduce	VERB
ajema-7080	211	6	security	security	NOUN
ajema-7080	211	7	investigation	investigation	NOUN
ajema-7080	211	8	time	time	NOUN
ajema-7080	211	9	by	by	ADP
ajema-7080	211	10	50	50	NUM
ajema-7080	211	11	%	%	NOUN
ajema-7080	211	12	for	for	ADP
ajema-7080	211	13	aws	aws	NOUN
ajema-7080	211	14	customers	customer	NOUN
ajema-7080	211	15	.	.	PUNCT
ajema-7080	212	1	✓	✓	ADJ
ajema-7080	212	2	identified	identify	VERB
ajema-7080	212	3	15	15	NUM
ajema-7080	212	4	%	%	NOUN
ajema-7080	212	5	more	more	ADJ
ajema-7080	212	6	security	security	NOUN
ajema-7080	212	7	threats	threat	NOUN
ajema-7080	212	8	compared	compare	VERB
ajema-7080	212	9	to	to	ADP
ajema-7080	212	10	traditional	traditional	ADJ
ajema-7080	212	11	rule	rule	NOUN
ajema-7080	212	12	-	-	PUNCT
ajema-7080	212	13	based	base	VERB
ajema-7080	212	14	detection	detection	NOUN
ajema-7080	212	15	methods	method	NOUN
ajema-7080	212	16	.	.	PUNCT
ajema-7080	213	1	61	61	NUM
ajema-7080	213	2	journal	journal	NOUN
ajema-7080	213	3	of	of	ADP
ajema-7080	213	4	engineering	engineering	NOUN
ajema-7080	213	5	,	,	PUNCT
ajema-7080	213	6	mechanics	mechanic	NOUN
ajema-7080	213	7	and	and	CCONJ
ajema-7080	213	8	architecture	architecture	NOUN
ajema-7080	213	9	www	www	NOUN
ajema-7080	213	10	.	.	PUNCT
ajema-7080	214	1	grnjournal.us	grnjournal.us	X
ajema-7080	214	2	✓	✓	ADV
ajema-7080	214	3	integrated	integrate	VERB
ajema-7080	214	4	with	with	ADP
ajema-7080	214	5	aws	aws	NOUN
ajema-7080	214	6	security	security	NOUN
ajema-7080	214	7	hub	hub	NOUN
ajema-7080	214	8	for	for	ADP
ajema-7080	214	9	automated	automate	VERB
ajema-7080	214	10	incident	incident	NOUN
ajema-7080	214	11	response	response	NOUN
ajema-7080	214	12	.	.	PUNCT
ajema-7080	215	1	🔹	🔹	PUNCT
ajema-7080	215	2	microsoft	microsoft	PROPN
ajema-7080	215	3	azure	azure	NOUN
ajema-7080	215	4	sentinel	sentinel	NOUN
ajema-7080	215	5	:	:	PUNCT
ajema-7080	215	6	ai	ai	AUX
ajema-7080	215	7	-	-	PUNCT
ajema-7080	215	8	driven	drive	VERB
ajema-7080	215	9	siem	siem	PROPN
ajema-7080	215	10	&	&	CCONJ
ajema-7080	215	11	soar	soar	PROPN
ajema-7080	215	12	azure	azure	PROPN
ajema-7080	215	13	sentinel	sentinel	NOUN
ajema-7080	215	14	is	be	AUX
ajema-7080	215	15	a	a	DET
ajema-7080	215	16	cloud	cloud	ADJ
ajema-7080	215	17	-	-	PUNCT
ajema-7080	215	18	native	native	ADJ
ajema-7080	215	19	security	security	NOUN
ajema-7080	215	20	information	information	NOUN
ajema-7080	215	21	and	and	CCONJ
ajema-7080	215	22	event	event	NOUN
ajema-7080	215	23	management	management	NOUN
ajema-7080	215	24	(	(	PUNCT
ajema-7080	215	25	siem	siem	PROPN
ajema-7080	215	26	)	)	PUNCT
ajema-7080	215	27	and	and	CCONJ
ajema-7080	215	28	security	security	NOUN
ajema-7080	215	29	orchestration	orchestration	NOUN
ajema-7080	215	30	,	,	PUNCT
ajema-7080	215	31	automation	automation	NOUN
ajema-7080	215	32	,	,	PUNCT
ajema-7080	215	33	and	and	CCONJ
ajema-7080	215	34	response	response	NOUN
ajema-7080	215	35	(	(	PUNCT
ajema-7080	215	36	soar	soar	NOUN
ajema-7080	215	37	)	)	PUNCT
ajema-7080	215	38	system	system	NOUN
ajema-7080	215	39	that	that	PRON
ajema-7080	215	40	leverages	leverage	VERB
ajema-7080	215	41	ml	ml	NOUN
ajema-7080	215	42	to	to	PART
ajema-7080	215	43	improve	improve	VERB
ajema-7080	215	44	security	security	NOUN
ajema-7080	215	45	threat	threat	NOUN
ajema-7080	215	46	detection	detection	NOUN
ajema-7080	215	47	.	.	PUNCT
ajema-7080	216	1	✅	✅	NOUN
ajema-7080	216	2	how	how	SCONJ
ajema-7080	216	3	it	it	PRON
ajema-7080	216	4	works	work	VERB
ajema-7080	216	5	:	:	PUNCT
ajema-7080	216	6	✓	✓	ADJ
ajema-7080	216	7	collects	collect	VERB
ajema-7080	216	8	and	and	CCONJ
ajema-7080	216	9	correlates	correlate	VERB
ajema-7080	216	10	security	security	NOUN
ajema-7080	216	11	signals	signal	NOUN
ajema-7080	216	12	from	from	ADP
ajema-7080	216	13	azure	azure	ADJ
ajema-7080	216	14	resources	resource	NOUN
ajema-7080	216	15	,	,	PUNCT
ajema-7080	216	16	microsoft	microsoft	PROPN
ajema-7080	216	17	365	365	NUM
ajema-7080	216	18	,	,	PUNCT
ajema-7080	216	19	and	and	CCONJ
ajema-7080	216	20	thirdparty	thirdparty	NOUN
ajema-7080	216	21	security	security	NOUN
ajema-7080	216	22	tools	tool	NOUN
ajema-7080	216	23	.	.	PUNCT
ajema-7080	217	1	✓	✓	ADJ
ajema-7080	217	2	uses	use	VERB
ajema-7080	217	3	ml	ml	NOUN
ajema-7080	217	4	algorithms	algorithm	NOUN
ajema-7080	217	5	to	to	PART
ajema-7080	217	6	detect	detect	VERB
ajema-7080	217	7	suspicious	suspicious	ADJ
ajema-7080	217	8	login	login	NOUN
ajema-7080	217	9	behaviors	behavior	NOUN
ajema-7080	217	10	,	,	PUNCT
ajema-7080	217	11	anomalous	anomalous	ADJ
ajema-7080	217	12	data	data	NOUN
ajema-7080	217	13	transfers	transfer	NOUN
ajema-7080	217	14	,	,	PUNCT
ajema-7080	217	15	and	and	CCONJ
ajema-7080	217	16	malware	malware	NOUN
ajema-7080	217	17	infections	infection	NOUN
ajema-7080	217	18	.	.	PUNCT
ajema-7080	218	1	✅	✅	ADJ
ajema-7080	218	2	impact	impact	NOUN
ajema-7080	218	3	:	:	PUNCT
ajema-7080	218	4	✓	✓	ADJ
ajema-7080	218	5	reduced	reduce	VERB
ajema-7080	218	6	false	false	ADJ
ajema-7080	218	7	positives	positive	NOUN
ajema-7080	218	8	by	by	ADP
ajema-7080	218	9	90	90	NUM
ajema-7080	218	10	%	%	NOUN
ajema-7080	218	11	,	,	PUNCT
ajema-7080	218	12	enhancing	enhance	VERB
ajema-7080	218	13	analyst	analyst	NOUN
ajema-7080	218	14	productivity	productivity	NOUN
ajema-7080	218	15	.	.	PUNCT
ajema-7080	219	1	✓	✓	ADJ
ajema-7080	219	2	increased	increase	VERB
ajema-7080	219	3	detection	detection	NOUN
ajema-7080	219	4	rates	rate	NOUN
ajema-7080	219	5	for	for	ADP
ajema-7080	219	6	zero	zero	NUM
ajema-7080	219	7	-	-	PUNCT
ajema-7080	219	8	day	day	NOUN
ajema-7080	219	9	attacks	attack	NOUN
ajema-7080	219	10	and	and	CCONJ
ajema-7080	219	11	insider	insider	NOUN
ajema-7080	219	12	threats	threat	NOUN
ajema-7080	219	13	.	.	PUNCT
ajema-7080	220	1	✓	✓	ADJ
ajema-7080	220	2	integrated	integrate	VERB
ajema-7080	220	3	threat	threat	NOUN
ajema-7080	220	4	intelligence	intelligence	NOUN
ajema-7080	220	5	feeds	feed	VERB
ajema-7080	220	6	for	for	ADP
ajema-7080	220	7	real	real	ADJ
ajema-7080	220	8	-	-	PUNCT
ajema-7080	220	9	time	time	NOUN
ajema-7080	220	10	security	security	NOUN
ajema-7080	220	11	analysis	analysis	NOUN
ajema-7080	220	12	.	.	PUNCT
ajema-7080	221	1	🔹	🔹	PUNCT
ajema-7080	221	2	google	google	PROPN
ajema-7080	221	3	chronicle	chronicle	PROPN
ajema-7080	221	4	:	:	PUNCT
ajema-7080	221	5	scalable	scalable	ADJ
ajema-7080	221	6	ai	ai	NOUN
ajema-7080	221	7	security	security	NOUN
ajema-7080	221	8	analytics	analytic	NOUN
ajema-7080	221	9	google	google	PROPN
ajema-7080	221	10	chronicle	chronicle	PROPN
ajema-7080	221	11	,	,	PUNCT
ajema-7080	221	12	part	part	NOUN
ajema-7080	221	13	of	of	ADP
ajema-7080	221	14	google	google	PROPN
ajema-7080	221	15	cloud	cloud	PROPN
ajema-7080	221	16	security	security	NOUN
ajema-7080	221	17	,	,	PUNCT
ajema-7080	221	18	uses	use	VERB
ajema-7080	221	19	ml	ml	ADV
ajema-7080	221	20	-	-	PUNCT
ajema-7080	221	21	driven	drive	VERB
ajema-7080	221	22	security	security	NOUN
ajema-7080	221	23	analytics	analytic	NOUN
ajema-7080	221	24	to	to	PART
ajema-7080	221	25	detect	detect	VERB
ajema-7080	221	26	sophisticated	sophisticated	ADJ
ajema-7080	221	27	threats	threat	NOUN
ajema-7080	221	28	at	at	ADP
ajema-7080	221	29	scale	scale	NOUN
ajema-7080	221	30	.	.	PUNCT
ajema-7080	222	1	✅	✅	NOUN
ajema-7080	222	2	how	how	SCONJ
ajema-7080	222	3	it	it	PRON
ajema-7080	222	4	works	work	VERB
ajema-7080	222	5	:	:	PUNCT
ajema-7080	222	6	✓	✓	ADJ
ajema-7080	222	7	processes	process	NOUN
ajema-7080	222	8	petabytes	petabyte	NOUN
ajema-7080	222	9	of	of	ADP
ajema-7080	222	10	security	security	NOUN
ajema-7080	222	11	telemetry	telemetry	NOUN
ajema-7080	222	12	data	datum	NOUN
ajema-7080	222	13	using	use	VERB
ajema-7080	222	14	behavioral	behavioral	ADJ
ajema-7080	222	15	analytics	analytic	NOUN
ajema-7080	222	16	and	and	CCONJ
ajema-7080	222	17	ml	ml	NOUN
ajema-7080	222	18	-	-	PUNCT
ajema-7080	222	19	based	base	VERB
ajema-7080	222	20	detection	detection	NOUN
ajema-7080	222	21	models	model	NOUN
ajema-7080	222	22	.	.	PUNCT
ajema-7080	223	1	✓	✓	ADJ
ajema-7080	223	2	identifies	identify	VERB
ajema-7080	223	3	anomalous	anomalous	ADJ
ajema-7080	223	4	system	system	NOUN
ajema-7080	223	5	behaviors	behavior	NOUN
ajema-7080	223	6	,	,	PUNCT
ajema-7080	223	7	lateral	lateral	ADJ
ajema-7080	223	8	movement	movement	NOUN
ajema-7080	223	9	,	,	PUNCT
ajema-7080	223	10	and	and	CCONJ
ajema-7080	223	11	advanced	advanced	ADJ
ajema-7080	223	12	persistent	persistent	ADJ
ajema-7080	223	13	threats	threat	NOUN
ajema-7080	223	14	(	(	PUNCT
ajema-7080	223	15	apts	apt	NOUN
ajema-7080	223	16	)	)	PUNCT
ajema-7080	223	17	.	.	PUNCT
ajema-7080	224	1	✅	✅	ADJ
ajema-7080	224	2	impact	impact	NOUN
ajema-7080	224	3	:	:	PUNCT
ajema-7080	224	4	✓	✓	ADJ
ajema-7080	224	5	increased	increase	VERB
ajema-7080	224	6	threat	threat	NOUN
ajema-7080	224	7	detection	detection	NOUN
ajema-7080	224	8	speed	speed	NOUN
ajema-7080	224	9	by	by	ADP
ajema-7080	224	10	10x	10x	NOUN
ajema-7080	224	11	compared	compare	VERB
ajema-7080	224	12	to	to	ADP
ajema-7080	224	13	traditional	traditional	ADJ
ajema-7080	224	14	siem	siem	NOUN
ajema-7080	224	15	solutions	solution	NOUN
ajema-7080	224	16	.	.	PUNCT
ajema-7080	225	1	✓	✓	ADJ
ajema-7080	225	2	enabled	enable	VERB
ajema-7080	225	3	real	real	ADJ
ajema-7080	225	4	-	-	PUNCT
ajema-7080	225	5	time	time	NOUN
ajema-7080	225	6	analysis	analysis	NOUN
ajema-7080	225	7	of	of	ADP
ajema-7080	225	8	security	security	NOUN
ajema-7080	225	9	events	event	NOUN
ajema-7080	225	10	,	,	PUNCT
ajema-7080	225	11	reducing	reduce	VERB
ajema-7080	225	12	attack	attack	NOUN
ajema-7080	225	13	dwell	dwell	NOUN
ajema-7080	225	14	time	time	NOUN
ajema-7080	225	15	.	.	PUNCT
ajema-7080	226	1	✓	✓	ADJ
ajema-7080	226	2	used	use	VERB
ajema-7080	226	3	by	by	ADP
ajema-7080	226	4	enterprises	enterprise	NOUN
ajema-7080	226	5	like	like	ADP
ajema-7080	226	6	siemens	siemen	NOUN
ajema-7080	226	7	,	,	PUNCT
ajema-7080	226	8	deloitte	deloitte	NOUN
ajema-7080	226	9	,	,	PUNCT
ajema-7080	226	10	and	and	CCONJ
ajema-7080	226	11	global	global	ADJ
ajema-7080	226	12	financial	financial	ADJ
ajema-7080	226	13	institutions	institution	NOUN
ajema-7080	226	14	to	to	PART
ajema-7080	226	15	strengthen	strengthen	VERB
ajema-7080	226	16	cloud	cloud	ADJ
ajema-7080	226	17	security	security	NOUN
ajema-7080	226	18	.	.	PUNCT
ajema-7080	227	1	2	2	X
ajema-7080	227	2	.	.	X
ajema-7080	227	3	performance	performance	NOUN
ajema-7080	227	4	evaluation	evaluation	NOUN
ajema-7080	227	5	of	of	ADP
ajema-7080	227	6	ml	ml	NOUN
ajema-7080	227	7	-	-	PUNCT
ajema-7080	227	8	based	base	VERB
ajema-7080	227	9	anomaly	anomaly	NOUN
ajema-7080	227	10	detection	detection	NOUN
ajema-7080	227	11	a	a	DET
ajema-7080	227	12	critical	critical	ADJ
ajema-7080	227	13	aspect	aspect	NOUN
ajema-7080	227	14	of	of	ADP
ajema-7080	227	15	evaluating	evaluate	VERB
ajema-7080	227	16	ml	ml	NOUN
ajema-7080	227	17	-	-	PUNCT
ajema-7080	227	18	driven	drive	VERB
ajema-7080	227	19	security	security	NOUN
ajema-7080	227	20	models	model	NOUN
ajema-7080	227	21	is	be	AUX
ajema-7080	227	22	comparing	compare	VERB
ajema-7080	227	23	their	their	PRON
ajema-7080	227	24	effectiveness	effectiveness	NOUN
ajema-7080	227	25	against	against	ADP
ajema-7080	227	26	traditional	traditional	ADJ
ajema-7080	227	27	rule	rule	NOUN
ajema-7080	227	28	-	-	PUNCT
ajema-7080	227	29	based	base	VERB
ajema-7080	227	30	and	and	CCONJ
ajema-7080	227	31	signature	signature	NOUN
ajema-7080	227	32	-	-	PUNCT
ajema-7080	227	33	based	base	VERB
ajema-7080	227	34	security	security	NOUN
ajema-7080	227	35	methods	method	NOUN
ajema-7080	227	36	.	.	PUNCT
ajema-7080	228	1	comparison	comparison	NOUN
ajema-7080	228	2	of	of	ADP
ajema-7080	228	3	ml	ml	NOUN
ajema-7080	228	4	vs.	vs.	ADP
ajema-7080	228	5	traditional	traditional	ADJ
ajema-7080	228	6	security	security	NOUN
ajema-7080	228	7	methods	method	NOUN
ajema-7080	228	8	security	security	NOUN
ajema-7080	228	9	approach	approach	NOUN
ajema-7080	228	10	detection	detection	NOUN
ajema-7080	228	11	method	method	NOUN
ajema-7080	228	12	advantages	advantage	NOUN
ajema-7080	228	13	limitations	limitation	VERB
ajema-7080	228	14	traditional	traditional	ADJ
ajema-7080	228	15	security	security	NOUN
ajema-7080	228	16	signature	signature	NOUN
ajema-7080	228	17	-	-	PUNCT
ajema-7080	228	18	based	base	VERB
ajema-7080	228	19	fast	fast	ADJ
ajema-7080	228	20	detection	detection	NOUN
ajema-7080	228	21	of	of	ADP
ajema-7080	228	22	known	know	VERB
ajema-7080	228	23	threats	threat	NOUN
ajema-7080	228	24	fails	fail	VERB
ajema-7080	228	25	to	to	PART
ajema-7080	228	26	detect	detect	VERB
ajema-7080	228	27	zeroday	zeroday	NOUN
ajema-7080	228	28	attacks	attack	NOUN
ajema-7080	228	29	,	,	PUNCT
ajema-7080	228	30	high	high	ADJ
ajema-7080	228	31	false	false	ADJ
ajema-7080	228	32	negatives	negative	NOUN
ajema-7080	228	33	rule	rule	NOUN
ajema-7080	228	34	-	-	PUNCT
ajema-7080	228	35	based	base	VERB
ajema-7080	228	36	security	security	NOUN
ajema-7080	228	37	predefined	predefine	VERB
ajema-7080	228	38	rules	rule	NOUN
ajema-7080	228	39	(	(	PUNCT
ajema-7080	228	40	firewall	firewall	NOUN
ajema-7080	228	41	,	,	PUNCT
ajema-7080	228	42	ids	ids	NOUN
ajema-7080	228	43	/	/	SYM
ajema-7080	228	44	ips	ip	NOUN
ajema-7080	228	45	)	)	PUNCT
ajema-7080	228	46	simple	simple	NOUN
ajema-7080	228	47	to	to	PART
ajema-7080	228	48	implement	implement	VERB
ajema-7080	228	49	struggles	struggle	NOUN
ajema-7080	228	50	with	with	ADP
ajema-7080	228	51	evolving	evolve	VERB
ajema-7080	228	52	attack	attack	NOUN
ajema-7080	228	53	patterns	pattern	NOUN
ajema-7080	228	54	ml	ml	VERB
ajema-7080	228	55	-	-	PUNCT
ajema-7080	228	56	based	base	VERB
ajema-7080	228	57	anomaly	anomaly	NOUN
ajema-7080	228	58	detection	detection	NOUN
ajema-7080	228	59	behavioral	behavioral	ADJ
ajema-7080	228	60	&	&	CCONJ
ajema-7080	228	61	statistical	statistical	ADJ
ajema-7080	228	62	analysis	analysis	NOUN
ajema-7080	228	63	detects	detect	NOUN
ajema-7080	228	64	unknown	unknown	ADJ
ajema-7080	228	65	threats	threat	NOUN
ajema-7080	228	66	,	,	PUNCT
ajema-7080	228	67	self	self	NOUN
ajema-7080	228	68	-	-	PUNCT
ajema-7080	228	69	learning	learn	VERB
ajema-7080	228	70	capabilities	capability	NOUN
ajema-7080	228	71	computationally	computationally	ADV
ajema-7080	228	72	expensive	expensive	ADJ
ajema-7080	228	73	,	,	PUNCT
ajema-7080	228	74	potential	potential	ADJ
ajema-7080	228	75	false	false	ADJ
ajema-7080	228	76	positives	positive	NOUN
ajema-7080	228	77	62	62	NUM
ajema-7080	228	78	journal	journal	NOUN
ajema-7080	228	79	of	of	ADP
ajema-7080	228	80	engineering	engineering	NOUN
ajema-7080	228	81	,	,	PUNCT
ajema-7080	228	82	mechanics	mechanic	NOUN
ajema-7080	228	83	and	and	CCONJ
ajema-7080	228	84	architecture	architecture	NOUN
ajema-7080	228	85	www	www	NOUN
ajema-7080	228	86	.	.	PUNCT
ajema-7080	229	1	grnjournal.us	grnjournal.us	X
ajema-7080	229	2	✅	✅	ADJ
ajema-7080	229	3	key	key	ADJ
ajema-7080	229	4	findings	finding	NOUN
ajema-7080	229	5	:	:	PUNCT
ajema-7080	229	6	➢	➢	NOUN
ajema-7080	229	7	ml	ml	NOUN
ajema-7080	229	8	models	model	NOUN
ajema-7080	229	9	outperform	outperform	VERB
ajema-7080	229	10	traditional	traditional	ADJ
ajema-7080	229	11	security	security	NOUN
ajema-7080	229	12	techniques	technique	NOUN
ajema-7080	229	13	in	in	ADP
ajema-7080	229	14	detecting	detect	VERB
ajema-7080	229	15	unknown	unknown	ADJ
ajema-7080	229	16	threats	threat	NOUN
ajema-7080	229	17	and	and	CCONJ
ajema-7080	229	18	zero	zero	NUM
ajema-7080	229	19	-	-	PUNCT
ajema-7080	229	20	day	day	NOUN
ajema-7080	229	21	vulnerabilities	vulnerability	NOUN
ajema-7080	229	22	.	.	PUNCT
ajema-7080	230	1	➢	➢	VERB
ajema-7080	230	2	behavioral	behavioral	ADJ
ajema-7080	230	3	anomaly	anomaly	NOUN
ajema-7080	230	4	detection	detection	NOUN
ajema-7080	230	5	methods	method	NOUN
ajema-7080	230	6	(	(	PUNCT
ajema-7080	230	7	e.g.	e.g.	ADV
ajema-7080	230	8	,	,	PUNCT
ajema-7080	230	9	isolation	isolation	NOUN
ajema-7080	230	10	forest	forest	NOUN
ajema-7080	230	11	,	,	PUNCT
ajema-7080	230	12	autoencoders	autoencoder	NOUN
ajema-7080	230	13	)	)	PUNCT
ajema-7080	230	14	reduced	reduce	VERB
ajema-7080	230	15	attack	attack	NOUN
ajema-7080	230	16	detection	detection	NOUN
ajema-7080	230	17	time	time	NOUN
ajema-7080	230	18	by	by	ADP
ajema-7080	230	19	70	70	NUM
ajema-7080	230	20	%	%	NOUN
ajema-7080	230	21	.	.	PUNCT
ajema-7080	231	1	➢	➢	VERB
ajema-7080	231	2	hybrid	hybrid	ADJ
ajema-7080	231	3	ml	ml	NOUN
ajema-7080	231	4	security	security	NOUN
ajema-7080	231	5	models	model	NOUN
ajema-7080	231	6	(	(	PUNCT
ajema-7080	231	7	combining	combine	VERB
ajema-7080	231	8	supervised	supervised	ADJ
ajema-7080	231	9	and	and	CCONJ
ajema-7080	231	10	unsupervised	unsupervised	ADJ
ajema-7080	231	11	learning	learning	NOUN
ajema-7080	231	12	)	)	PUNCT
ajema-7080	231	13	increased	increase	VERB
ajema-7080	231	14	threat	threat	NOUN
ajema-7080	231	15	identification	identification	NOUN
ajema-7080	231	16	accuracy	accuracy	NOUN
ajema-7080	231	17	by	by	ADP
ajema-7080	231	18	85	85	NUM
ajema-7080	231	19	%	%	NOUN
ajema-7080	231	20	.	.	PUNCT
ajema-7080	232	1	➢	➢	VERB
ajema-7080	232	2	deep	deep	ADJ
ajema-7080	232	3	learning	learning	NOUN
ajema-7080	232	4	techniques	technique	NOUN
ajema-7080	232	5	(	(	PUNCT
ajema-7080	232	6	e.g.	e.g.	ADV
ajema-7080	232	7	,	,	PUNCT
ajema-7080	232	8	lstms	lstms	ADJ
ajema-7080	232	9	for	for	ADP
ajema-7080	232	10	log	log	NOUN
ajema-7080	232	11	analysis	analysis	NOUN
ajema-7080	232	12	)	)	PUNCT
ajema-7080	232	13	improved	improve	VERB
ajema-7080	232	14	detection	detection	NOUN
ajema-7080	232	15	rates	rate	NOUN
ajema-7080	232	16	for	for	ADP
ajema-7080	232	17	advanced	advanced	ADJ
ajema-7080	232	18	persistent	persistent	ADJ
ajema-7080	232	19	threats	threat	NOUN
ajema-7080	232	20	(	(	PUNCT
ajema-7080	232	21	apts	apt	NOUN
ajema-7080	232	22	)	)	PUNCT
ajema-7080	232	23	.	.	PUNCT
ajema-7080	233	1	however	however	ADV
ajema-7080	233	2	,	,	PUNCT
ajema-7080	233	3	despite	despite	SCONJ
ajema-7080	233	4	these	these	DET
ajema-7080	233	5	advantages	advantage	NOUN
ajema-7080	233	6	,	,	PUNCT
ajema-7080	233	7	ml	ml	NOUN
ajema-7080	233	8	-	-	PUNCT
ajema-7080	233	9	based	base	VERB
ajema-7080	233	10	security	security	NOUN
ajema-7080	233	11	approaches	approach	NOUN
ajema-7080	233	12	come	come	VERB
ajema-7080	233	13	with	with	ADP
ajema-7080	233	14	challenges	challenge	NOUN
ajema-7080	233	15	that	that	PRON
ajema-7080	233	16	require	require	VERB
ajema-7080	233	17	further	further	ADJ
ajema-7080	233	18	optimization	optimization	NOUN
ajema-7080	233	19	.	.	PUNCT
ajema-7080	234	1	3	3	X
ajema-7080	234	2	.	.	X
ajema-7080	234	3	challenges	challenge	NOUN
ajema-7080	234	4	and	and	CCONJ
ajema-7080	234	5	limitations	limitation	NOUN
ajema-7080	234	6	while	while	SCONJ
ajema-7080	234	7	ml	ml	NOUN
ajema-7080	234	8	-	-	PUNCT
ajema-7080	234	9	based	base	VERB
ajema-7080	234	10	anomaly	anomaly	NOUN
ajema-7080	234	11	detection	detection	NOUN
ajema-7080	234	12	has	have	AUX
ajema-7080	234	13	significantly	significantly	ADV
ajema-7080	234	14	improved	improve	VERB
ajema-7080	234	15	cloud	cloud	ADJ
ajema-7080	234	16	security	security	NOUN
ajema-7080	234	17	,	,	PUNCT
ajema-7080	234	18	various	various	ADJ
ajema-7080	234	19	technical	technical	ADJ
ajema-7080	234	20	and	and	CCONJ
ajema-7080	234	21	ethical	ethical	ADJ
ajema-7080	234	22	challenges	challenge	NOUN
ajema-7080	234	23	remain	remain	VERB
ajema-7080	234	24	.	.	PUNCT
ajema-7080	235	1	🚧	🚧	ADJ
ajema-7080	235	2	false	false	ADJ
ajema-7080	235	3	positives	positive	NOUN
ajema-7080	235	4	and	and	CCONJ
ajema-7080	235	5	false	false	ADJ
ajema-7080	235	6	negatives	negative	NOUN
ajema-7080	235	7	➢	➢	VERB
ajema-7080	235	8	false	false	ADJ
ajema-7080	235	9	positives	positive	NOUN
ajema-7080	235	10	:	:	PUNCT
ajema-7080	235	11	when	when	SCONJ
ajema-7080	235	12	an	an	DET
ajema-7080	235	13	ml	ml	NOUN
ajema-7080	235	14	model	model	NOUN
ajema-7080	235	15	incorrectly	incorrectly	ADV
ajema-7080	235	16	flags	flag	VERB
ajema-7080	235	17	normal	normal	ADJ
ajema-7080	235	18	user	user	NOUN
ajema-7080	235	19	behavior	behavior	NOUN
ajema-7080	235	20	as	as	ADP
ajema-7080	235	21	malicious	malicious	ADJ
ajema-7080	235	22	,	,	PUNCT
ajema-7080	235	23	leading	lead	VERB
ajema-7080	235	24	to	to	ADP
ajema-7080	235	25	unnecessary	unnecessary	ADJ
ajema-7080	235	26	security	security	NOUN
ajema-7080	235	27	alerts	alert	NOUN
ajema-7080	235	28	.	.	PUNCT
ajema-7080	236	1	✓	✓	ADJ
ajema-7080	236	2	example	example	NOUN
ajema-7080	236	3	:	:	PUNCT
ajema-7080	236	4	a	a	DET
ajema-7080	236	5	legitimate	legitimate	ADJ
ajema-7080	236	6	high	high	ADJ
ajema-7080	236	7	-	-	PUNCT
ajema-7080	236	8	volume	volume	NOUN
ajema-7080	236	9	file	file	NOUN
ajema-7080	236	10	transfer	transfer	NOUN
ajema-7080	236	11	is	be	AUX
ajema-7080	236	12	misclassified	misclassifie	VERB
ajema-7080	236	13	as	as	ADP
ajema-7080	236	14	data	data	NOUN
ajema-7080	236	15	exfiltration	exfiltration	NOUN
ajema-7080	236	16	.	.	PUNCT
ajema-7080	237	1	✓	✓	ADJ
ajema-7080	237	2	impact	impact	NOUN
ajema-7080	237	3	:	:	PUNCT
ajema-7080	237	4	security	security	NOUN
ajema-7080	237	5	teams	team	NOUN
ajema-7080	237	6	waste	waste	VERB
ajema-7080	237	7	resources	resource	NOUN
ajema-7080	237	8	investigating	investigate	VERB
ajema-7080	237	9	false	false	ADJ
ajema-7080	237	10	alarms	alarm	NOUN
ajema-7080	237	11	.	.	PUNCT
ajema-7080	238	1	➢	➢	VERB
ajema-7080	238	2	false	false	ADJ
ajema-7080	238	3	negatives	negative	NOUN
ajema-7080	238	4	:	:	PUNCT
ajema-7080	238	5	when	when	SCONJ
ajema-7080	238	6	an	an	DET
ajema-7080	238	7	ml	ml	NOUN
ajema-7080	238	8	model	model	NOUN
ajema-7080	238	9	fails	fail	VERB
ajema-7080	238	10	to	to	PART
ajema-7080	238	11	detect	detect	VERB
ajema-7080	238	12	a	a	DET
ajema-7080	238	13	genuine	genuine	ADJ
ajema-7080	238	14	threat	threat	NOUN
ajema-7080	238	15	,	,	PUNCT
ajema-7080	238	16	allowing	allow	VERB
ajema-7080	238	17	an	an	DET
ajema-7080	238	18	attack	attack	NOUN
ajema-7080	238	19	to	to	PART
ajema-7080	238	20	go	go	VERB
ajema-7080	238	21	unnoticed	unnoticed	ADJ
ajema-7080	238	22	.	.	PUNCT
ajema-7080	239	1	✓	✓	ADJ
ajema-7080	239	2	example	example	NOUN
ajema-7080	239	3	:	:	PUNCT
ajema-7080	239	4	a	a	DET
ajema-7080	239	5	sophisticated	sophisticated	ADJ
ajema-7080	239	6	fileless	fileless	ADJ
ajema-7080	239	7	malware	malware	NOUN
ajema-7080	239	8	attack	attack	NOUN
ajema-7080	239	9	evades	evade	VERB
ajema-7080	239	10	ml	ml	NOUN
ajema-7080	239	11	detection	detection	NOUN
ajema-7080	239	12	.	.	PUNCT
ajema-7080	240	1	✓	✓	ADJ
ajema-7080	240	2	impact	impact	NOUN
ajema-7080	240	3	:	:	PUNCT
ajema-7080	240	4	undetected	undetected	ADJ
ajema-7080	240	5	threats	threat	NOUN
ajema-7080	240	6	compromise	compromise	VERB
ajema-7080	240	7	cloud	cloud	ADJ
ajema-7080	240	8	environments	environment	NOUN
ajema-7080	240	9	,	,	PUNCT
ajema-7080	240	10	leading	lead	VERB
ajema-7080	240	11	to	to	ADP
ajema-7080	240	12	data	datum	NOUN
ajema-7080	240	13	breaches	breach	NOUN
ajema-7080	240	14	.	.	PUNCT
ajema-7080	241	1	✅	✅	ADJ
ajema-7080	241	2	solution	solution	NOUN
ajema-7080	241	3	:	:	PUNCT
ajema-7080	241	4	➢	➢	AUX
ajema-7080	241	5	fine	fine	ADV
ajema-7080	241	6	-	-	PUNCT
ajema-7080	241	7	tuning	tuning	NOUN
ajema-7080	241	8	ml	ml	NOUN
ajema-7080	241	9	model	model	NOUN
ajema-7080	241	10	hyperparameters	hyperparameter	NOUN
ajema-7080	241	11	to	to	PART
ajema-7080	241	12	reduce	reduce	VERB
ajema-7080	241	13	errors	error	NOUN
ajema-7080	241	14	.	.	PUNCT
ajema-7080	242	1	➢	➢	VERB
ajema-7080	242	2	implementing	implement	VERB
ajema-7080	242	3	ensemble	ensemble	ADJ
ajema-7080	242	4	models	model	NOUN
ajema-7080	242	5	that	that	PRON
ajema-7080	242	6	combine	combine	VERB
ajema-7080	242	7	multiple	multiple	ADJ
ajema-7080	242	8	detection	detection	NOUN
ajema-7080	242	9	techniques	technique	NOUN
ajema-7080	242	10	to	to	PART
ajema-7080	242	11	improve	improve	VERB
ajema-7080	242	12	accuracy	accuracy	NOUN
ajema-7080	242	13	.	.	PUNCT
ajema-7080	243	1	🚧	🚧	ADJ
ajema-7080	243	2	ethical	ethical	ADJ
ajema-7080	243	3	concerns	concern	NOUN
ajema-7080	243	4	and	and	CCONJ
ajema-7080	243	5	data	datum	NOUN
ajema-7080	243	6	privacy	privacy	NOUN
ajema-7080	243	7	issues	issue	NOUN
ajema-7080	243	8	ml	ml	VERB
ajema-7080	243	9	-	-	PUNCT
ajema-7080	243	10	based	base	VERB
ajema-7080	243	11	cloud	cloud	NOUN
ajema-7080	243	12	security	security	NOUN
ajema-7080	243	13	models	model	NOUN
ajema-7080	243	14	rely	rely	VERB
ajema-7080	243	15	on	on	ADP
ajema-7080	243	16	vast	vast	ADJ
ajema-7080	243	17	amounts	amount	NOUN
ajema-7080	243	18	of	of	ADP
ajema-7080	243	19	data	datum	NOUN
ajema-7080	243	20	,	,	PUNCT
ajema-7080	243	21	raising	raise	VERB
ajema-7080	243	22	concerns	concern	NOUN
ajema-7080	243	23	about	about	ADP
ajema-7080	243	24	user	user	NOUN
ajema-7080	243	25	privacy	privacy	NOUN
ajema-7080	243	26	and	and	CCONJ
ajema-7080	243	27	ethical	ethical	ADJ
ajema-7080	243	28	implications	implication	NOUN
ajema-7080	243	29	.	.	PUNCT
ajema-7080	244	1	✅	✅	ADJ
ajema-7080	244	2	challenges	challenge	NOUN
ajema-7080	244	3	:	:	PUNCT
ajema-7080	244	4	➢	➢	VERB
ajema-7080	244	5	data	datum	NOUN
ajema-7080	244	6	collection	collection	NOUN
ajema-7080	244	7	risks	risk	NOUN
ajema-7080	244	8	:	:	PUNCT
ajema-7080	244	9	ml	ml	ADP
ajema-7080	244	10	security	security	NOUN
ajema-7080	244	11	systems	system	NOUN
ajema-7080	244	12	analyze	analyze	VERB
ajema-7080	244	13	user	user	NOUN
ajema-7080	244	14	behavior	behavior	NOUN
ajema-7080	244	15	,	,	PUNCT
ajema-7080	244	16	login	login	NOUN
ajema-7080	244	17	patterns	pattern	NOUN
ajema-7080	244	18	,	,	PUNCT
ajema-7080	244	19	and	and	CCONJ
ajema-7080	244	20	system	system	NOUN
ajema-7080	244	21	activity	activity	NOUN
ajema-7080	244	22	,	,	PUNCT
ajema-7080	244	23	leading	lead	VERB
ajema-7080	244	24	to	to	ADP
ajema-7080	244	25	concerns	concern	NOUN
ajema-7080	244	26	over	over	ADP
ajema-7080	244	27	data	datum	NOUN
ajema-7080	244	28	misuse	misuse	NOUN
ajema-7080	244	29	.	.	PUNCT
ajema-7080	245	1	➢	➢	PROPN
ajema-7080	245	2	gdpr	gdpr	NOUN
ajema-7080	245	3	and	and	CCONJ
ajema-7080	245	4	compliance	compliance	NOUN
ajema-7080	245	5	issues	issue	NOUN
ajema-7080	245	6	:	:	PUNCT
ajema-7080	245	7	storing	store	VERB
ajema-7080	245	8	and	and	CCONJ
ajema-7080	245	9	processing	process	VERB
ajema-7080	245	10	personally	personally	ADV
ajema-7080	245	11	identifiable	identifiable	ADJ
ajema-7080	245	12	information	information	NOUN
ajema-7080	245	13	(	(	PUNCT
ajema-7080	245	14	pii	pii	NOUN
ajema-7080	245	15	)	)	PUNCT
ajema-7080	245	16	must	must	AUX
ajema-7080	245	17	comply	comply	VERB
ajema-7080	245	18	with	with	ADP
ajema-7080	245	19	regulations	regulation	NOUN
ajema-7080	245	20	like	like	ADP
ajema-7080	245	21	gdpr	gdpr	NOUN
ajema-7080	245	22	,	,	PUNCT
ajema-7080	245	23	ccpa	ccpa	NOUN
ajema-7080	245	24	,	,	PUNCT
ajema-7080	245	25	and	and	CCONJ
ajema-7080	245	26	hipaa	hipaa	NOUN
ajema-7080	245	27	.	.	PUNCT
ajema-7080	246	1	➢	➢	PROPN
ajema-7080	246	2	bias	bias	NOUN
ajema-7080	246	3	in	in	ADP
ajema-7080	246	4	ml	ml	NOUN
ajema-7080	246	5	models	model	NOUN
ajema-7080	246	6	:	:	PUNCT
ajema-7080	246	7	imbalanced	imbalanced	ADJ
ajema-7080	246	8	training	training	NOUN
ajema-7080	246	9	datasets	dataset	NOUN
ajema-7080	246	10	may	may	AUX
ajema-7080	246	11	introduce	introduce	VERB
ajema-7080	246	12	biases	bias	NOUN
ajema-7080	246	13	,	,	PUNCT
ajema-7080	246	14	leading	lead	VERB
ajema-7080	246	15	to	to	ADP
ajema-7080	246	16	unfair	unfair	ADJ
ajema-7080	246	17	or	or	CCONJ
ajema-7080	246	18	inaccurate	inaccurate	ADJ
ajema-7080	246	19	anomaly	anomaly	NOUN
ajema-7080	246	20	detection	detection	NOUN
ajema-7080	246	21	.	.	PUNCT
ajema-7080	247	1	✅	✅	ADJ
ajema-7080	247	2	solution	solution	NOUN
ajema-7080	247	3	:	:	PUNCT
ajema-7080	247	4	➢	➢	VERB
ajema-7080	247	5	data	data	PROPN
ajema-7080	247	6	anonymization	anonymization	PROPN
ajema-7080	247	7	&	&	CCONJ
ajema-7080	247	8	encryption	encryption	NOUN
ajema-7080	247	9	:	:	PUNCT
ajema-7080	247	10	implementing	implement	VERB
ajema-7080	247	11	privacy	privacy	NOUN
ajema-7080	247	12	-	-	PUNCT
ajema-7080	247	13	preserving	preserve	VERB
ajema-7080	247	14	ml	ml	NOUN
ajema-7080	247	15	techniques	technique	NOUN
ajema-7080	247	16	like	like	ADP
ajema-7080	247	17	federated	federate	VERB
ajema-7080	247	18	learning	learning	NOUN
ajema-7080	247	19	to	to	PART
ajema-7080	247	20	minimize	minimize	VERB
ajema-7080	247	21	sensitive	sensitive	ADJ
ajema-7080	247	22	data	datum	NOUN
ajema-7080	247	23	exposure	exposure	NOUN
ajema-7080	247	24	.	.	PUNCT
ajema-7080	248	1	63	63	NUM
ajema-7080	248	2	journal	journal	NOUN
ajema-7080	248	3	of	of	ADP
ajema-7080	248	4	engineering	engineering	NOUN
ajema-7080	248	5	,	,	PUNCT
ajema-7080	248	6	mechanics	mechanic	NOUN
ajema-7080	248	7	and	and	CCONJ
ajema-7080	248	8	architecture	architecture	NOUN
ajema-7080	248	9	www	www	NOUN
ajema-7080	248	10	.	.	PUNCT
ajema-7080	249	1	grnjournal.us	grnjournal.us	X
ajema-7080	249	2	➢	➢	VERB
ajema-7080	249	3	regulatory	regulatory	ADJ
ajema-7080	249	4	compliance	compliance	NOUN
ajema-7080	249	5	:	:	PUNCT
ajema-7080	249	6	ensuring	ensure	VERB
ajema-7080	249	7	that	that	SCONJ
ajema-7080	249	8	ai	ai	ADJ
ajema-7080	249	9	-	-	PUNCT
ajema-7080	249	10	driven	drive	VERB
ajema-7080	249	11	security	security	NOUN
ajema-7080	249	12	solutions	solution	NOUN
ajema-7080	249	13	align	align	VERB
ajema-7080	249	14	with	with	ADP
ajema-7080	249	15	global	global	ADJ
ajema-7080	249	16	data	datum	NOUN
ajema-7080	249	17	protection	protection	NOUN
ajema-7080	249	18	laws	law	NOUN
ajema-7080	249	19	.	.	PUNCT
ajema-7080	250	1	vi	vi	X
ajema-7080	250	2	.	.	PUNCT
ajema-7080	250	3	future	future	ADJ
ajema-7080	250	4	trends	trend	NOUN
ajema-7080	250	5	and	and	CCONJ
ajema-7080	250	6	innovations	innovation	NOUN
ajema-7080	250	7	the	the	DET
ajema-7080	250	8	future	future	NOUN
ajema-7080	250	9	of	of	ADP
ajema-7080	250	10	cloud	cloud	ADJ
ajema-7080	250	11	security	security	NOUN
ajema-7080	250	12	is	be	AUX
ajema-7080	250	13	increasingly	increasingly	ADV
ajema-7080	250	14	driven	drive	VERB
ajema-7080	250	15	by	by	ADP
ajema-7080	250	16	artificial	artificial	ADJ
ajema-7080	250	17	intelligence	intelligence	NOUN
ajema-7080	250	18	(	(	PUNCT
ajema-7080	250	19	ai	ai	NOUN
ajema-7080	250	20	)	)	PUNCT
ajema-7080	250	21	,	,	PUNCT
ajema-7080	250	22	machine	machine	NOUN
ajema-7080	250	23	learning	learning	NOUN
ajema-7080	250	24	(	(	PUNCT
ajema-7080	250	25	ml	ml	NOUN
ajema-7080	250	26	)	)	PUNCT
ajema-7080	250	27	,	,	PUNCT
ajema-7080	250	28	and	and	CCONJ
ajema-7080	250	29	emerging	emerge	VERB
ajema-7080	250	30	technologies	technology	NOUN
ajema-7080	250	31	such	such	ADJ
ajema-7080	250	32	as	as	ADP
ajema-7080	250	33	federated	federated	ADJ
ajema-7080	250	34	learning	learning	NOUN
ajema-7080	250	35	and	and	CCONJ
ajema-7080	250	36	quantum	quantum	NOUN
ajema-7080	250	37	computing	computing	NOUN
ajema-7080	250	38	.	.	PUNCT
ajema-7080	251	1	as	as	SCONJ
ajema-7080	251	2	cyber	cyber	PROPN
ajema-7080	251	3	threats	threat	NOUN
ajema-7080	251	4	become	become	VERB
ajema-7080	251	5	more	more	ADV
ajema-7080	251	6	sophisticated	sophisticated	ADJ
ajema-7080	251	7	,	,	PUNCT
ajema-7080	251	8	these	these	DET
ajema-7080	251	9	innovations	innovation	NOUN
ajema-7080	251	10	are	be	AUX
ajema-7080	251	11	expected	expect	VERB
ajema-7080	251	12	to	to	PART
ajema-7080	251	13	revolutionize	revolutionize	VERB
ajema-7080	251	14	threat	threat	NOUN
ajema-7080	251	15	detection	detection	NOUN
ajema-7080	251	16	,	,	PUNCT
ajema-7080	251	17	automate	automate	ADJ
ajema-7080	251	18	security	security	NOUN
ajema-7080	251	19	responses	response	NOUN
ajema-7080	251	20	,	,	PUNCT
ajema-7080	251	21	and	and	CCONJ
ajema-7080	251	22	enhance	enhance	VERB
ajema-7080	251	23	privacy	privacy	NOUN
ajema-7080	251	24	protection	protection	NOUN
ajema-7080	251	25	in	in	ADP
ajema-7080	251	26	cloud	cloud	ADJ
ajema-7080	251	27	environments	environment	NOUN
ajema-7080	251	28	.	.	PUNCT
ajema-7080	252	1	1	1	X
ajema-7080	252	2	.	.	X
ajema-7080	252	3	advancements	advancement	NOUN
ajema-7080	252	4	in	in	ADP
ajema-7080	252	5	ai	ai	NOUN
ajema-7080	252	6	and	and	CCONJ
ajema-7080	252	7	cybersecurity	cybersecurity	NOUN
ajema-7080	252	8	ai	ai	ADJ
ajema-7080	252	9	-	-	PUNCT
ajema-7080	252	10	driven	drive	VERB
ajema-7080	252	11	security	security	NOUN
ajema-7080	252	12	evolution	evolution	NOUN
ajema-7080	252	13	traditional	traditional	ADJ
ajema-7080	252	14	cybersecurity	cybersecurity	NOUN
ajema-7080	252	15	methods	method	NOUN
ajema-7080	252	16	rely	rely	VERB
ajema-7080	252	17	heavily	heavily	ADV
ajema-7080	252	18	on	on	ADP
ajema-7080	252	19	signature	signature	NOUN
ajema-7080	252	20	-	-	PUNCT
ajema-7080	252	21	based	base	VERB
ajema-7080	252	22	detection	detection	NOUN
ajema-7080	252	23	,	,	PUNCT
ajema-7080	252	24	which	which	PRON
ajema-7080	252	25	struggles	struggle	VERB
ajema-7080	252	26	to	to	PART
ajema-7080	252	27	detect	detect	VERB
ajema-7080	252	28	zero	zero	NUM
ajema-7080	252	29	-	-	PUNCT
ajema-7080	252	30	day	day	NOUN
ajema-7080	252	31	attacks	attack	NOUN
ajema-7080	252	32	and	and	CCONJ
ajema-7080	252	33	advanced	advanced	ADJ
ajema-7080	252	34	persistent	persistent	ADJ
ajema-7080	252	35	threats	threat	NOUN
ajema-7080	252	36	(	(	PUNCT
ajema-7080	252	37	apts	apt	NOUN
ajema-7080	252	38	)	)	PUNCT
ajema-7080	252	39	.	.	PUNCT
ajema-7080	253	1	ai	ai	VERB
ajema-7080	253	2	-	-	PUNCT
ajema-7080	253	3	powered	power	VERB
ajema-7080	253	4	security	security	NOUN
ajema-7080	253	5	systems	system	NOUN
ajema-7080	253	6	,	,	PUNCT
ajema-7080	253	7	however	however	ADV
ajema-7080	253	8	,	,	PUNCT
ajema-7080	253	9	are	be	AUX
ajema-7080	253	10	evolving	evolve	VERB
ajema-7080	253	11	to	to	PART
ajema-7080	253	12	:	:	PUNCT
ajema-7080	253	13	➢	➢	VERB
ajema-7080	253	14	predict	predict	VERB
ajema-7080	253	15	and	and	CCONJ
ajema-7080	253	16	prevent	prevent	VERB
ajema-7080	253	17	attacks	attack	NOUN
ajema-7080	253	18	before	before	SCONJ
ajema-7080	253	19	they	they	PRON
ajema-7080	253	20	occur	occur	VERB
ajema-7080	253	21	using	use	VERB
ajema-7080	253	22	predictive	predictive	ADJ
ajema-7080	253	23	analytics	analytic	NOUN
ajema-7080	253	24	.	.	PUNCT
ajema-7080	254	1	➢	➢	VERB
ajema-7080	254	2	automate	automate	ADJ
ajema-7080	254	3	real	real	ADJ
ajema-7080	254	4	-	-	PUNCT
ajema-7080	254	5	time	time	NOUN
ajema-7080	254	6	responses	response	NOUN
ajema-7080	254	7	through	through	ADP
ajema-7080	254	8	ai	ai	ADJ
ajema-7080	254	9	-	-	PUNCT
ajema-7080	254	10	driven	drive	VERB
ajema-7080	254	11	security	security	NOUN
ajema-7080	254	12	orchestration	orchestration	NOUN
ajema-7080	254	13	,	,	PUNCT
ajema-7080	254	14	automation	automation	NOUN
ajema-7080	254	15	,	,	PUNCT
ajema-7080	254	16	and	and	CCONJ
ajema-7080	254	17	response	response	NOUN
ajema-7080	254	18	(	(	PUNCT
ajema-7080	254	19	soar	soar	NOUN
ajema-7080	254	20	)	)	PUNCT
ajema-7080	254	21	systems	system	NOUN
ajema-7080	254	22	.	.	PUNCT
ajema-7080	255	1	➢	➢	PROPN
ajema-7080	255	2	improve	improve	VERB
ajema-7080	255	3	behavioral	behavioral	ADJ
ajema-7080	255	4	analysis	analysis	NOUN
ajema-7080	255	5	techniques	technique	NOUN
ajema-7080	255	6	to	to	PART
ajema-7080	255	7	detect	detect	VERB
ajema-7080	255	8	anomalies	anomaly	NOUN
ajema-7080	255	9	with	with	ADP
ajema-7080	255	10	minimal	minimal	ADJ
ajema-7080	255	11	false	false	ADJ
ajema-7080	255	12	positives	positive	NOUN
ajema-7080	255	13	.	.	PUNCT
ajema-7080	256	1	emerging	emerge	VERB
ajema-7080	256	2	ai	ai	NOUN
ajema-7080	256	3	techniques	technique	NOUN
ajema-7080	256	4	in	in	ADP
ajema-7080	256	5	cybersecurity	cybersecurity	NOUN
ajema-7080	256	6	as	as	SCONJ
ajema-7080	256	7	ai	ai	PROPN
ajema-7080	256	8	models	model	NOUN
ajema-7080	256	9	improve	improve	VERB
ajema-7080	256	10	,	,	PUNCT
ajema-7080	256	11	the	the	DET
ajema-7080	256	12	following	follow	VERB
ajema-7080	256	13	advancements	advancement	NOUN
ajema-7080	256	14	are	be	AUX
ajema-7080	256	15	shaping	shape	VERB
ajema-7080	256	16	the	the	DET
ajema-7080	256	17	future	future	NOUN
ajema-7080	256	18	of	of	ADP
ajema-7080	256	19	cloud	cloud	ADJ
ajema-7080	256	20	security	security	NOUN
ajema-7080	256	21	:	:	PUNCT
ajema-7080	256	22	1	1	X
ajema-7080	256	23	.	.	X
ajema-7080	256	24	self	self	NOUN
ajema-7080	256	25	-	-	PUNCT
ajema-7080	256	26	learning	learning	NOUN
ajema-7080	256	27	ai	ai	VERB
ajema-7080	256	28	security	security	NOUN
ajema-7080	256	29	models	model	NOUN
ajema-7080	256	30	➢	➢	VERB
ajema-7080	257	1	ai	ai	VERB
ajema-7080	257	2	security	security	NOUN
ajema-7080	257	3	frameworks	framework	NOUN
ajema-7080	257	4	will	will	AUX
ajema-7080	257	5	incorporate	incorporate	VERB
ajema-7080	257	6	reinforcement	reinforcement	NOUN
ajema-7080	257	7	learning	learning	NOUN
ajema-7080	257	8	(	(	PUNCT
ajema-7080	257	9	rl	rl	NOUN
ajema-7080	257	10	)	)	PUNCT
ajema-7080	257	11	to	to	ADP
ajema-7080	257	12	self	self	NOUN
ajema-7080	257	13	-	-	PUNCT
ajema-7080	257	14	adapt	adapt	ADJ
ajema-7080	257	15	to	to	ADP
ajema-7080	257	16	new	new	ADJ
ajema-7080	257	17	cyber	cyber	NOUN
ajema-7080	257	18	threats	threat	NOUN
ajema-7080	257	19	without	without	ADP
ajema-7080	257	20	manual	manual	ADJ
ajema-7080	257	21	rule	rule	NOUN
ajema-7080	257	22	updates	update	NOUN
ajema-7080	257	23	.	.	PUNCT
ajema-7080	258	1	➢	➢	VERB
ajema-7080	258	2	example	example	NOUN
ajema-7080	258	3	:	:	PUNCT
ajema-7080	258	4	autonomous	autonomous	ADJ
ajema-7080	258	5	ai	ai	ADJ
ajema-7080	258	6	-	-	PUNCT
ajema-7080	258	7	driven	drive	VERB
ajema-7080	258	8	threat	threat	NOUN
ajema-7080	258	9	hunting	hunt	VERB
ajema-7080	258	10	systems	system	NOUN
ajema-7080	258	11	that	that	PRON
ajema-7080	258	12	proactively	proactively	ADV
ajema-7080	258	13	detect	detect	VERB
ajema-7080	258	14	and	and	CCONJ
ajema-7080	258	15	respond	respond	VERB
ajema-7080	258	16	to	to	ADP
ajema-7080	258	17	emerging	emerge	VERB
ajema-7080	258	18	cyberattacks	cyberattack	NOUN
ajema-7080	258	19	.	.	PUNCT
ajema-7080	259	1	2	2	X
ajema-7080	259	2	.	.	X
ajema-7080	259	3	explainable	explainable	ADJ
ajema-7080	259	4	ai	ai	NOUN
ajema-7080	259	5	(	(	PUNCT
ajema-7080	259	6	xai	xai	PROPN
ajema-7080	259	7	)	)	PUNCT
ajema-7080	259	8	for	for	ADP
ajema-7080	259	9	security	security	NOUN
ajema-7080	259	10	transparency	transparency	NOUN
ajema-7080	259	11	➢	➢	NOUN
ajema-7080	259	12	challenge	challenge	NOUN
ajema-7080	259	13	:	:	PUNCT
ajema-7080	259	14	many	many	ADJ
ajema-7080	259	15	ai	ai	AUX
ajema-7080	259	16	-	-	PUNCT
ajema-7080	259	17	driven	drive	VERB
ajema-7080	259	18	security	security	NOUN
ajema-7080	259	19	models	model	NOUN
ajema-7080	259	20	function	function	VERB
ajema-7080	259	21	as	as	ADP
ajema-7080	259	22	black	black	ADJ
ajema-7080	259	23	boxes	box	NOUN
ajema-7080	259	24	,	,	PUNCT
ajema-7080	259	25	making	make	VERB
ajema-7080	259	26	it	it	PRON
ajema-7080	259	27	difficult	difficult	ADJ
ajema-7080	259	28	for	for	SCONJ
ajema-7080	259	29	security	security	NOUN
ajema-7080	259	30	teams	team	NOUN
ajema-7080	259	31	to	to	PART
ajema-7080	259	32	interpret	interpret	VERB
ajema-7080	259	33	their	their	PRON
ajema-7080	259	34	decisions	decision	NOUN
ajema-7080	259	35	.	.	PUNCT
ajema-7080	260	1	➢	➢	NOUN
ajema-7080	260	2	solution	solution	NOUN
ajema-7080	260	3	:	:	PUNCT
ajema-7080	260	4	explainable	explainable	ADJ
ajema-7080	260	5	ai	ai	NOUN
ajema-7080	260	6	(	(	PUNCT
ajema-7080	260	7	xai	xai	PROPN
ajema-7080	260	8	)	)	PUNCT
ajema-7080	260	9	will	will	AUX
ajema-7080	260	10	enhance	enhance	VERB
ajema-7080	260	11	transparency	transparency	NOUN
ajema-7080	260	12	by	by	ADP
ajema-7080	260	13	providing	provide	VERB
ajema-7080	260	14	clear	clear	ADJ
ajema-7080	260	15	justifications	justification	NOUN
ajema-7080	260	16	for	for	ADP
ajema-7080	260	17	flagged	flag	VERB
ajema-7080	260	18	anomalies	anomaly	NOUN
ajema-7080	260	19	,	,	PUNCT
ajema-7080	260	20	improving	improve	VERB
ajema-7080	260	21	trust	trust	NOUN
ajema-7080	260	22	in	in	ADP
ajema-7080	260	23	ai	ai	ADJ
ajema-7080	260	24	-	-	PUNCT
ajema-7080	260	25	powered	power	VERB
ajema-7080	260	26	threat	threat	NOUN
ajema-7080	260	27	detection	detection	NOUN
ajema-7080	260	28	.	.	PUNCT
ajema-7080	261	1	3	3	X
ajema-7080	261	2	.	.	X
ajema-7080	261	3	ai	ai	AUX
ajema-7080	261	4	-	-	PUNCT
ajema-7080	261	5	enhanced	enhance	VERB
ajema-7080	261	6	deception	deception	NOUN
ajema-7080	261	7	technology	technology	NOUN
ajema-7080	261	8	➢	➢	NOUN
ajema-7080	261	9	ai	ai	ADJ
ajema-7080	261	10	-	-	PUNCT
ajema-7080	261	11	driven	drive	VERB
ajema-7080	261	12	honeypots	honeypot	NOUN
ajema-7080	261	13	and	and	CCONJ
ajema-7080	261	14	deception	deception	NOUN
ajema-7080	261	15	networks	network	NOUN
ajema-7080	261	16	will	will	AUX
ajema-7080	261	17	automatically	automatically	ADV
ajema-7080	261	18	adapt	adapt	VERB
ajema-7080	261	19	to	to	ADP
ajema-7080	261	20	attacker	attacker	NOUN
ajema-7080	261	21	tactics	tactic	NOUN
ajema-7080	261	22	,	,	PUNCT
ajema-7080	261	23	luring	lure	VERB
ajema-7080	261	24	and	and	CCONJ
ajema-7080	261	25	trapping	trap	VERB
ajema-7080	261	26	malicious	malicious	ADJ
ajema-7080	261	27	actors	actor	NOUN
ajema-7080	261	28	before	before	SCONJ
ajema-7080	261	29	they	they	PRON
ajema-7080	261	30	reach	reach	VERB
ajema-7080	261	31	critical	critical	ADJ
ajema-7080	261	32	systems	system	NOUN
ajema-7080	261	33	.	.	PUNCT
ajema-7080	262	1	🚀	🚀	NOUN
ajema-7080	262	2	impact	impact	NOUN
ajema-7080	262	3	:	:	PUNCT
ajema-7080	262	4	these	these	DET
ajema-7080	262	5	advancements	advancement	NOUN
ajema-7080	262	6	will	will	AUX
ajema-7080	262	7	significantly	significantly	ADV
ajema-7080	262	8	reduce	reduce	VERB
ajema-7080	262	9	detection	detection	NOUN
ajema-7080	262	10	and	and	CCONJ
ajema-7080	262	11	response	response	NOUN
ajema-7080	262	12	times	time	NOUN
ajema-7080	262	13	,	,	PUNCT
ajema-7080	262	14	enabling	enable	VERB
ajema-7080	262	15	automated	automate	VERB
ajema-7080	262	16	,	,	PUNCT
ajema-7080	262	17	proactive	proactive	ADJ
ajema-7080	262	18	cybersecurity	cybersecurity	NOUN
ajema-7080	262	19	defenses	defense	NOUN
ajema-7080	262	20	.	.	PUNCT
ajema-7080	263	1	2	2	X
ajema-7080	263	2	.	.	X
ajema-7080	263	3	federated	federated	ADJ
ajema-7080	263	4	learning	learning	NOUN
ajema-7080	263	5	for	for	ADP
ajema-7080	263	6	distributed	distribute	VERB
ajema-7080	263	7	cloud	cloud	NOUN
ajema-7080	263	8	security	security	NOUN
ajema-7080	263	9	the	the	DET
ajema-7080	263	10	challenge	challenge	NOUN
ajema-7080	263	11	of	of	ADP
ajema-7080	263	12	data	datum	NOUN
ajema-7080	263	13	privacy	privacy	NOUN
ajema-7080	263	14	in	in	ADP
ajema-7080	263	15	cloud	cloud	NOUN
ajema-7080	263	16	security	security	NOUN
ajema-7080	263	17	machine	machine	NOUN
ajema-7080	263	18	learning	learning	NOUN
ajema-7080	263	19	models	model	NOUN
ajema-7080	263	20	require	require	VERB
ajema-7080	263	21	vast	vast	ADJ
ajema-7080	263	22	amounts	amount	NOUN
ajema-7080	263	23	of	of	ADP
ajema-7080	263	24	data	datum	NOUN
ajema-7080	263	25	to	to	PART
ajema-7080	263	26	train	train	VERB
ajema-7080	263	27	effectively	effectively	ADV
ajema-7080	263	28	,	,	PUNCT
ajema-7080	263	29	but	but	CCONJ
ajema-7080	263	30	traditional	traditional	ADJ
ajema-7080	263	31	approaches	approach	NOUN
ajema-7080	263	32	often	often	ADV
ajema-7080	263	33	centralize	centralize	VERB
ajema-7080	263	34	sensitive	sensitive	ADJ
ajema-7080	263	35	data	datum	NOUN
ajema-7080	263	36	,	,	PUNCT
ajema-7080	263	37	raising	raise	VERB
ajema-7080	263	38	privacy	privacy	NOUN
ajema-7080	263	39	concerns	concern	NOUN
ajema-7080	263	40	.	.	PUNCT
ajema-7080	264	1	federated	federated	ADJ
ajema-7080	264	2	learning	learning	NOUN
ajema-7080	264	3	(	(	PUNCT
ajema-7080	264	4	fl	fl	NOUN
ajema-7080	264	5	)	)	PUNCT
ajema-7080	264	6	offers	offer	VERB
ajema-7080	264	7	a	a	DET
ajema-7080	264	8	privacy	privacy	NOUN
ajema-7080	264	9	-	-	PUNCT
ajema-7080	264	10	preserving	preserve	VERB
ajema-7080	264	11	alternative	alternative	NOUN
ajema-7080	264	12	by	by	ADP
ajema-7080	264	13	allowing	allow	VERB
ajema-7080	264	14	ml	ml	NOUN
ajema-7080	264	15	models	model	NOUN
ajema-7080	264	16	to	to	PART
ajema-7080	264	17	be	be	AUX
ajema-7080	264	18	trained	train	VERB
ajema-7080	264	19	across	across	ADP
ajema-7080	264	20	multiple	multiple	ADJ
ajema-7080	264	21	decentralized	decentralize	VERB
ajema-7080	264	22	devices	device	NOUN
ajema-7080	264	23	and	and	CCONJ
ajema-7080	264	24	cloud	cloud	ADJ
ajema-7080	264	25	environments	environment	NOUN
ajema-7080	264	26	without	without	ADP
ajema-7080	264	27	sharing	share	VERB
ajema-7080	264	28	raw	raw	ADJ
ajema-7080	264	29	data	datum	NOUN
ajema-7080	264	30	.	.	PUNCT
ajema-7080	265	1	64	64	NUM
ajema-7080	265	2	journal	journal	NOUN
ajema-7080	265	3	of	of	ADP
ajema-7080	265	4	engineering	engineering	NOUN
ajema-7080	265	5	,	,	PUNCT
ajema-7080	265	6	mechanics	mechanic	NOUN
ajema-7080	265	7	and	and	CCONJ
ajema-7080	265	8	architecture	architecture	NOUN
ajema-7080	265	9	www	www	NOUN
ajema-7080	265	10	.	.	PUNCT
ajema-7080	266	1	grnjournal.us	grnjournal.us	X
ajema-7080	266	2	➢	➢	VERB
ajema-7080	266	3	how	how	SCONJ
ajema-7080	266	4	federated	federated	ADJ
ajema-7080	266	5	learning	learning	NOUN
ajema-7080	266	6	enhances	enhance	VERB
ajema-7080	266	7	cloud	cloud	ADJ
ajema-7080	266	8	security	security	NOUN
ajema-7080	266	9	✓	✓	ADJ
ajema-7080	266	10	instead	instead	ADV
ajema-7080	266	11	of	of	ADP
ajema-7080	266	12	sending	send	VERB
ajema-7080	266	13	raw	raw	ADJ
ajema-7080	266	14	data	datum	NOUN
ajema-7080	266	15	to	to	ADP
ajema-7080	266	16	a	a	DET
ajema-7080	266	17	central	central	ADJ
ajema-7080	266	18	server	server	NOUN
ajema-7080	266	19	,	,	PUNCT
ajema-7080	266	20	only	only	ADJ
ajema-7080	266	21	model	model	NOUN
ajema-7080	266	22	updates	update	NOUN
ajema-7080	266	23	(	(	PUNCT
ajema-7080	266	24	gradients	gradient	NOUN
ajema-7080	266	25	)	)	PUNCT
ajema-7080	266	26	are	be	AUX
ajema-7080	266	27	shared	share	VERB
ajema-7080	266	28	,	,	PUNCT
ajema-7080	266	29	reducing	reduce	VERB
ajema-7080	266	30	exposure	exposure	NOUN
ajema-7080	266	31	to	to	ADP
ajema-7080	266	32	data	datum	NOUN
ajema-7080	266	33	breaches	breach	NOUN
ajema-7080	266	34	.	.	PUNCT
ajema-7080	267	1	✓	✓	ADJ
ajema-7080	267	2	enables	enable	VERB
ajema-7080	267	3	collaborative	collaborative	ADJ
ajema-7080	267	4	threat	threat	NOUN
ajema-7080	267	5	detection	detection	NOUN
ajema-7080	267	6	across	across	ADP
ajema-7080	267	7	multi	multi	ADJ
ajema-7080	267	8	-	-	ADJ
ajema-7080	267	9	cloud	cloud	ADJ
ajema-7080	267	10	environments	environment	NOUN
ajema-7080	267	11	without	without	ADP
ajema-7080	267	12	violating	violate	VERB
ajema-7080	267	13	data	data	NOUN
ajema-7080	267	14	protection	protection	NOUN
ajema-7080	267	15	regulations	regulation	NOUN
ajema-7080	267	16	(	(	PUNCT
ajema-7080	267	17	e.g.	e.g.	ADV
ajema-7080	267	18	,	,	PUNCT
ajema-7080	267	19	gdpr	gdpr	ADJ
ajema-7080	267	20	,	,	PUNCT
ajema-7080	267	21	ccpa	ccpa	NOUN
ajema-7080	267	22	)	)	PUNCT
ajema-7080	267	23	.	.	PUNCT
ajema-7080	268	1	✓	✓	ADJ
ajema-7080	268	2	improves	improve	VERB
ajema-7080	268	3	real	real	ADJ
ajema-7080	268	4	-	-	PUNCT
ajema-7080	268	5	time	time	NOUN
ajema-7080	268	6	anomaly	anomaly	NOUN
ajema-7080	268	7	detection	detection	NOUN
ajema-7080	268	8	by	by	ADP
ajema-7080	268	9	continuously	continuously	ADV
ajema-7080	268	10	learning	learn	VERB
ajema-7080	268	11	from	from	ADP
ajema-7080	268	12	distributed	distribute	VERB
ajema-7080	268	13	cloud	cloud	NOUN
ajema-7080	268	14	endpoints	endpoint	NOUN
ajema-7080	268	15	.	.	PUNCT
ajema-7080	269	1	real	real	ADJ
ajema-7080	269	2	-	-	PUNCT
ajema-7080	269	3	world	world	NOUN
ajema-7080	269	4	applications	application	NOUN
ajema-7080	269	5	of	of	ADP
ajema-7080	269	6	federated	federated	ADJ
ajema-7080	269	7	learning	learning	NOUN
ajema-7080	269	8	in	in	ADP
ajema-7080	269	9	cloud	cloud	ADJ
ajema-7080	269	10	security	security	NOUN
ajema-7080	269	11	1	1	NUM
ajema-7080	269	12	.	.	PUNCT
ajema-7080	270	1	google	google	PROPN
ajema-7080	270	2	’s	’s	PART
ajema-7080	270	3	federated	federated	ADJ
ajema-7080	270	4	learning	learning	NOUN
ajema-7080	270	5	in	in	ADP
ajema-7080	270	6	android	android	PROPN
ajema-7080	270	7	security	security	NOUN
ajema-7080	270	8	➢	➢	NOUN
ajema-7080	270	9	google	google	PROPN
ajema-7080	270	10	uses	use	VERB
ajema-7080	270	11	federated	federated	ADJ
ajema-7080	270	12	learning	learning	NOUN
ajema-7080	270	13	in	in	ADP
ajema-7080	270	14	android	android	PROPN
ajema-7080	270	15	malware	malware	NOUN
ajema-7080	270	16	detection	detection	NOUN
ajema-7080	270	17	,	,	PUNCT
ajema-7080	270	18	where	where	SCONJ
ajema-7080	270	19	devices	device	NOUN
ajema-7080	270	20	collaboratively	collaboratively	ADV
ajema-7080	270	21	train	train	VERB
ajema-7080	270	22	an	an	DET
ajema-7080	270	23	ml	ml	NOUN
ajema-7080	270	24	model	model	NOUN
ajema-7080	270	25	without	without	ADP
ajema-7080	270	26	sending	send	VERB
ajema-7080	270	27	user	user	NOUN
ajema-7080	270	28	data	datum	NOUN
ajema-7080	270	29	to	to	ADP
ajema-7080	270	30	google	google	PROPN
ajema-7080	270	31	servers	server	NOUN
ajema-7080	270	32	.	.	PUNCT
ajema-7080	271	1	➢	➢	VERB
ajema-7080	271	2	this	this	DET
ajema-7080	271	3	approach	approach	NOUN
ajema-7080	271	4	has	have	AUX
ajema-7080	271	5	enhanced	enhance	VERB
ajema-7080	271	6	android	android	PROPN
ajema-7080	271	7	malware	malware	NOUN
ajema-7080	271	8	detection	detection	NOUN
ajema-7080	271	9	rates	rate	NOUN
ajema-7080	271	10	by	by	ADP
ajema-7080	271	11	20	20	NUM
ajema-7080	271	12	%	%	NOUN
ajema-7080	271	13	while	while	SCONJ
ajema-7080	271	14	preserving	preserve	VERB
ajema-7080	271	15	user	user	NOUN
ajema-7080	271	16	privacy	privacy	NOUN
ajema-7080	271	17	.	.	PUNCT
ajema-7080	272	1	2	2	X
ajema-7080	272	2	.	.	X
ajema-7080	272	3	secure	secure	VERB
ajema-7080	272	4	multi	multi	ADJ
ajema-7080	272	5	-	-	ADJ
ajema-7080	272	6	party	party	ADJ
ajema-7080	272	7	computation	computation	NOUN
ajema-7080	272	8	(	(	PUNCT
ajema-7080	272	9	smpc	smpc	NOUN
ajema-7080	272	10	)	)	PUNCT
ajema-7080	272	11	in	in	ADP
ajema-7080	272	12	financial	financial	ADJ
ajema-7080	272	13	cloud	cloud	NOUN
ajema-7080	272	14	security	security	NOUN
ajema-7080	272	15	✓	✓	ADJ
ajema-7080	272	16	banks	bank	NOUN
ajema-7080	272	17	and	and	CCONJ
ajema-7080	272	18	financial	financial	ADJ
ajema-7080	272	19	institutions	institution	NOUN
ajema-7080	272	20	leverage	leverage	VERB
ajema-7080	272	21	federated	federate	VERB
ajema-7080	272	22	learning	learn	VERB
ajema-7080	272	23	to	to	PART
ajema-7080	272	24	detect	detect	VERB
ajema-7080	272	25	fraudulent	fraudulent	ADJ
ajema-7080	272	26	transactions	transaction	NOUN
ajema-7080	272	27	without	without	ADP
ajema-7080	272	28	sharing	share	VERB
ajema-7080	272	29	sensitive	sensitive	ADJ
ajema-7080	272	30	financial	financial	ADJ
ajema-7080	272	31	data	datum	NOUN
ajema-7080	272	32	across	across	ADP
ajema-7080	272	33	multiple	multiple	ADJ
ajema-7080	272	34	entities	entity	NOUN
ajema-7080	272	35	.	.	PUNCT
ajema-7080	273	1	🚀	🚀	NOUN
ajema-7080	273	2	impact	impact	NOUN
ajema-7080	273	3	:	:	PUNCT
ajema-7080	273	4	federated	federated	ADJ
ajema-7080	273	5	learning	learning	NOUN
ajema-7080	273	6	is	be	AUX
ajema-7080	273	7	expected	expect	VERB
ajema-7080	273	8	to	to	PART
ajema-7080	273	9	become	become	VERB
ajema-7080	273	10	a	a	DET
ajema-7080	273	11	cornerstone	cornerstone	NOUN
ajema-7080	273	12	of	of	ADP
ajema-7080	273	13	privacy	privacy	NOUN
ajema-7080	273	14	-	-	PUNCT
ajema-7080	273	15	preserving	preserve	VERB
ajema-7080	273	16	cloud	cloud	NOUN
ajema-7080	273	17	security	security	NOUN
ajema-7080	273	18	,	,	PUNCT
ajema-7080	273	19	allowing	allow	VERB
ajema-7080	273	20	ai	ai	NOUN
ajema-7080	273	21	models	model	NOUN
ajema-7080	273	22	to	to	PART
ajema-7080	273	23	learn	learn	VERB
ajema-7080	273	24	from	from	ADP
ajema-7080	273	25	global	global	ADJ
ajema-7080	273	26	threat	threat	NOUN
ajema-7080	273	27	intelligence	intelligence	NOUN
ajema-7080	273	28	while	while	SCONJ
ajema-7080	273	29	maintaining	maintain	VERB
ajema-7080	273	30	strict	strict	ADJ
ajema-7080	273	31	compliance	compliance	NOUN
ajema-7080	273	32	with	with	ADP
ajema-7080	273	33	data	datum	NOUN
ajema-7080	273	34	privacy	privacy	NOUN
ajema-7080	273	35	laws	law	NOUN
ajema-7080	273	36	.	.	PUNCT
ajema-7080	274	1	3	3	X
ajema-7080	274	2	.	.	X
ajema-7080	274	3	quantum	quantum	PROPN
ajema-7080	274	4	computing	computing	NOUN
ajema-7080	274	5	and	and	CCONJ
ajema-7080	274	6	ai	ai	VERB
ajema-7080	274	7	in	in	ADP
ajema-7080	274	8	threat	threat	NOUN
ajema-7080	274	9	detection	detection	NOUN
ajema-7080	274	10	the	the	DET
ajema-7080	274	11	rise	rise	NOUN
ajema-7080	274	12	of	of	ADP
ajema-7080	274	13	quantum	quantum	NOUN
ajema-7080	274	14	computing	computing	NOUN
ajema-7080	274	15	in	in	ADP
ajema-7080	274	16	cybersecurity	cybersecurity	NOUN
ajema-7080	274	17	quantum	quantum	NOUN
ajema-7080	274	18	computing	computing	NOUN
ajema-7080	274	19	has	have	VERB
ajema-7080	274	20	the	the	DET
ajema-7080	274	21	potential	potential	NOUN
ajema-7080	274	22	to	to	PART
ajema-7080	274	23	redefine	redefine	VERB
ajema-7080	274	24	cloud	cloud	NOUN
ajema-7080	274	25	security	security	NOUN
ajema-7080	274	26	by	by	ADP
ajema-7080	274	27	exponentially	exponentially	ADV
ajema-7080	274	28	increasing	increase	VERB
ajema-7080	274	29	computing	compute	VERB
ajema-7080	274	30	power	power	NOUN
ajema-7080	274	31	,	,	PUNCT
ajema-7080	274	32	which	which	PRON
ajema-7080	274	33	can	can	AUX
ajema-7080	274	34	be	be	AUX
ajema-7080	274	35	used	use	VERB
ajema-7080	274	36	for	for	ADP
ajema-7080	274	37	both	both	PRON
ajema-7080	274	38	:	:	PUNCT
ajema-7080	274	39	✓	✓	ADJ
ajema-7080	274	40	breaking	break	VERB
ajema-7080	274	41	current	current	ADJ
ajema-7080	274	42	encryption	encryption	NOUN
ajema-7080	274	43	standards	standard	NOUN
ajema-7080	274	44	(	(	PUNCT
ajema-7080	274	45	a	a	DET
ajema-7080	274	46	major	major	ADJ
ajema-7080	274	47	cybersecurity	cybersecurity	NOUN
ajema-7080	274	48	risk	risk	NOUN
ajema-7080	274	49	)	)	PUNCT
ajema-7080	274	50	.	.	PUNCT
ajema-7080	275	1	✓	✓	ADJ
ajema-7080	275	2	revolutionizing	revolutionize	VERB
ajema-7080	275	3	ai	ai	NOUN
ajema-7080	275	4	-	-	PUNCT
ajema-7080	275	5	based	base	VERB
ajema-7080	275	6	anomaly	anomaly	NOUN
ajema-7080	275	7	detection	detection	NOUN
ajema-7080	275	8	by	by	ADP
ajema-7080	275	9	enabling	enable	VERB
ajema-7080	275	10	faster	fast	ADJ
ajema-7080	275	11	,	,	PUNCT
ajema-7080	275	12	more	more	ADV
ajema-7080	275	13	complex	complex	ADJ
ajema-7080	275	14	threat	threat	NOUN
ajema-7080	275	15	pattern	pattern	NOUN
ajema-7080	275	16	recognition	recognition	NOUN
ajema-7080	275	17	.	.	PUNCT
ajema-7080	276	1	potential	potential	ADJ
ajema-7080	276	2	impact	impact	NOUN
ajema-7080	276	3	of	of	ADP
ajema-7080	276	4	quantum	quantum	NOUN
ajema-7080	276	5	-	-	PUNCT
ajema-7080	276	6	powered	power	VERB
ajema-7080	276	7	anomaly	anomaly	NOUN
ajema-7080	276	8	detection	detection	NOUN
ajema-7080	276	9	1	1	NUM
ajema-7080	276	10	.	.	PUNCT
ajema-7080	276	11	ultra	ultra	ADJ
ajema-7080	276	12	-	-	ADJ
ajema-7080	276	13	fast	fast	ADJ
ajema-7080	276	14	pattern	pattern	NOUN
ajema-7080	276	15	recognition	recognition	NOUN
ajema-7080	276	16	➢	➢	VERB
ajema-7080	276	17	traditional	traditional	ADJ
ajema-7080	276	18	ml	ml	NOUN
ajema-7080	276	19	models	model	NOUN
ajema-7080	276	20	struggle	struggle	VERB
ajema-7080	276	21	with	with	ADP
ajema-7080	276	22	detecting	detect	VERB
ajema-7080	276	23	high	high	ADV
ajema-7080	276	24	-	-	PUNCT
ajema-7080	276	25	dimensional	dimensional	ADJ
ajema-7080	276	26	,	,	PUNCT
ajema-7080	276	27	real	real	ADJ
ajema-7080	276	28	-	-	PUNCT
ajema-7080	276	29	time	time	NOUN
ajema-7080	276	30	cyber	cyber	NOUN
ajema-7080	276	31	threats	threat	NOUN
ajema-7080	276	32	.	.	PUNCT
ajema-7080	277	1	➢	➢	VERB
ajema-7080	277	2	quantum	quantum	NOUN
ajema-7080	277	3	-	-	PUNCT
ajema-7080	277	4	enhanced	enhance	VERB
ajema-7080	277	5	ai	ai	NOUN
ajema-7080	277	6	can	can	AUX
ajema-7080	277	7	analyze	analyze	VERB
ajema-7080	277	8	massive	massive	ADJ
ajema-7080	277	9	datasets	dataset	NOUN
ajema-7080	277	10	at	at	ADP
ajema-7080	277	11	speeds	speed	NOUN
ajema-7080	277	12	impossible	impossible	ADJ
ajema-7080	277	13	for	for	ADP
ajema-7080	277	14	classical	classical	ADJ
ajema-7080	277	15	computers	computer	NOUN
ajema-7080	277	16	,	,	PUNCT
ajema-7080	277	17	detecting	detect	VERB
ajema-7080	277	18	cyberattacks	cyberattack	NOUN
ajema-7080	277	19	with	with	ADP
ajema-7080	277	20	near	near	ADV
ajema-7080	277	21	-	-	PUNCT
ajema-7080	277	22	instantaneous	instantaneous	ADJ
ajema-7080	277	23	response	response	NOUN
ajema-7080	277	24	times	time	NOUN
ajema-7080	277	25	.	.	PUNCT
ajema-7080	278	1	2	2	X
ajema-7080	278	2	.	.	X
ajema-7080	278	3	post	post	ADJ
ajema-7080	278	4	-	-	ADJ
ajema-7080	278	5	quantum	quantum	ADJ
ajema-7080	278	6	cryptography	cryptography	NOUN
ajema-7080	278	7	(	(	PUNCT
ajema-7080	278	8	pqc	pqc	NOUN
ajema-7080	278	9	)	)	PUNCT
ajema-7080	278	10	➢	➢	NOUN
ajema-7080	278	11	challenge	challenge	NOUN
ajema-7080	278	12	:	:	PUNCT
ajema-7080	278	13	once	once	SCONJ
ajema-7080	278	14	quantum	quantum	NOUN
ajema-7080	278	15	computers	computer	NOUN
ajema-7080	278	16	become	become	VERB
ajema-7080	278	17	mainstream	mainstream	ADJ
ajema-7080	278	18	,	,	PUNCT
ajema-7080	278	19	they	they	PRON
ajema-7080	278	20	will	will	AUX
ajema-7080	278	21	break	break	VERB
ajema-7080	278	22	traditional	traditional	ADJ
ajema-7080	278	23	cryptographic	cryptographic	ADJ
ajema-7080	278	24	methods	method	NOUN
ajema-7080	278	25	(	(	PUNCT
ajema-7080	278	26	e.g.	e.g.	ADV
ajema-7080	278	27	,	,	PUNCT
ajema-7080	278	28	rsa	rsa	PROPN
ajema-7080	278	29	,	,	PUNCT
ajema-7080	278	30	ecc	ecc	PROPN
ajema-7080	278	31	)	)	PUNCT
ajema-7080	278	32	.	.	PUNCT
ajema-7080	279	1	➢	➢	NOUN
ajema-7080	279	2	solution	solution	NOUN
ajema-7080	279	3	:	:	PUNCT
ajema-7080	279	4	companies	company	NOUN
ajema-7080	279	5	like	like	ADP
ajema-7080	279	6	ibm	ibm	PROPN
ajema-7080	279	7	and	and	CCONJ
ajema-7080	279	8	google	google	PROPN
ajema-7080	279	9	are	be	AUX
ajema-7080	279	10	developing	develop	VERB
ajema-7080	279	11	pqc	pqc	NOUN
ajema-7080	279	12	algorithms	algorithm	NOUN
ajema-7080	279	13	to	to	PART
ajema-7080	279	14	create	create	VERB
ajema-7080	279	15	quantum	quantum	NOUN
ajema-7080	279	16	-	-	PUNCT
ajema-7080	279	17	resistant	resistant	ADJ
ajema-7080	279	18	encryption	encryption	NOUN
ajema-7080	279	19	for	for	ADP
ajema-7080	279	20	cloud	cloud	ADJ
ajema-7080	279	21	security	security	NOUN
ajema-7080	279	22	.	.	PUNCT
ajema-7080	280	1	3	3	X
ajema-7080	280	2	.	.	X
ajema-7080	280	3	quantum	quantum	NOUN
ajema-7080	280	4	machine	machine	NOUN
ajema-7080	280	5	learning	learn	VERB
ajema-7080	280	6	for	for	ADP
ajema-7080	280	7	cyber	cyber	NOUN
ajema-7080	280	8	defense	defense	NOUN
ajema-7080	280	9	➢	➢	NOUN
ajema-7080	280	10	quantum	quantum	ADJ
ajema-7080	280	11	support	support	NOUN
ajema-7080	280	12	vector	vector	NOUN
ajema-7080	280	13	machines	machine	NOUN
ajema-7080	280	14	(	(	PUNCT
ajema-7080	280	15	qsvms	qsvms	NOUN
ajema-7080	280	16	)	)	PUNCT
ajema-7080	280	17	and	and	CCONJ
ajema-7080	280	18	quantum	quantum	NOUN
ajema-7080	280	19	neural	neural	ADJ
ajema-7080	280	20	networks	network	NOUN
ajema-7080	280	21	(	(	PUNCT
ajema-7080	280	22	qnns	qnn	NOUN
ajema-7080	280	23	)	)	PUNCT
ajema-7080	280	24	could	could	AUX
ajema-7080	280	25	significantly	significantly	ADV
ajema-7080	280	26	enhance	enhance	VERB
ajema-7080	280	27	anomaly	anomaly	NOUN
ajema-7080	280	28	detection	detection	NOUN
ajema-7080	280	29	accuracy	accuracy	NOUN
ajema-7080	280	30	.	.	PUNCT
ajema-7080	281	1	➢	➢	VERB
ajema-7080	281	2	application	application	NOUN
ajema-7080	281	3	:	:	PUNCT
ajema-7080	281	4	financial	financial	ADJ
ajema-7080	281	5	institutions	institution	NOUN
ajema-7080	281	6	could	could	AUX
ajema-7080	281	7	use	use	VERB
ajema-7080	281	8	quantum	quantum	NOUN
ajema-7080	281	9	ml	ml	NOUN
ajema-7080	281	10	to	to	PART
ajema-7080	281	11	instantly	instantly	ADV
ajema-7080	281	12	detect	detect	VERB
ajema-7080	281	13	and	and	CCONJ
ajema-7080	281	14	mitigate	mitigate	VERB
ajema-7080	281	15	fraudulent	fraudulent	ADJ
ajema-7080	281	16	transactions	transaction	NOUN
ajema-7080	281	17	.	.	PUNCT
ajema-7080	282	1	65	65	NUM
ajema-7080	282	2	journal	journal	NOUN
ajema-7080	282	3	of	of	ADP
ajema-7080	282	4	engineering	engineering	NOUN
ajema-7080	282	5	,	,	PUNCT
ajema-7080	282	6	mechanics	mechanic	NOUN
ajema-7080	282	7	and	and	CCONJ
ajema-7080	282	8	architecture	architecture	NOUN
ajema-7080	282	9	www	www	NOUN
ajema-7080	282	10	.	.	PUNCT
ajema-7080	283	1	grnjournal.us	grnjournal.us	X
ajema-7080	283	2	companies	company	NOUN
ajema-7080	283	3	leading	lead	VERB
ajema-7080	283	4	quantum	quantum	NOUN
ajema-7080	283	5	ai	ai	VERB
ajema-7080	283	6	research	research	NOUN
ajema-7080	283	7	in	in	ADP
ajema-7080	283	8	security	security	NOUN
ajema-7080	283	9	➢	➢	NOUN
ajema-7080	283	10	ibm	ibm	PROPN
ajema-7080	283	11	q	q	NOUN
ajema-7080	283	12	network	network	NOUN
ajema-7080	283	13	:	:	PUNCT
ajema-7080	283	14	developing	develop	VERB
ajema-7080	283	15	quantum	quantum	NOUN
ajema-7080	283	16	-	-	ADJ
ajema-7080	283	17	safe	safe	ADJ
ajema-7080	283	18	cryptographic	cryptographic	ADJ
ajema-7080	283	19	solutions	solution	NOUN
ajema-7080	283	20	for	for	ADP
ajema-7080	283	21	cloud	cloud	ADJ
ajema-7080	283	22	security	security	NOUN
ajema-7080	283	23	.	.	PUNCT
ajema-7080	284	1	➢	➢	VERB
ajema-7080	284	2	google	google	PROPN
ajema-7080	284	3	quantum	quantum	PROPN
ajema-7080	284	4	ai	ai	AUX
ajema-7080	284	5	:	:	PUNCT
ajema-7080	284	6	exploring	explore	VERB
ajema-7080	284	7	quantum	quantum	NOUN
ajema-7080	284	8	-	-	PUNCT
ajema-7080	284	9	powered	power	VERB
ajema-7080	284	10	ml	ml	NOUN
ajema-7080	284	11	for	for	ADP
ajema-7080	284	12	advanced	advanced	ADJ
ajema-7080	284	13	cyber	cyber	NOUN
ajema-7080	284	14	threat	threat	NOUN
ajema-7080	284	15	detection	detection	NOUN
ajema-7080	284	16	.	.	PUNCT
ajema-7080	285	1	➢	➢	VERB
ajema-7080	286	1	d	d	X
ajema-7080	286	2	-	-	PUNCT
ajema-7080	286	3	wave	wave	NOUN
ajema-7080	286	4	systems	system	NOUN
ajema-7080	286	5	:	:	PUNCT
ajema-7080	286	6	testing	test	VERB
ajema-7080	286	7	quantum	quantum	NOUN
ajema-7080	286	8	ai	ai	VERB
ajema-7080	286	9	for	for	ADP
ajema-7080	286	10	rapid	rapid	ADJ
ajema-7080	286	11	anomaly	anomaly	NOUN
ajema-7080	286	12	detection	detection	NOUN
ajema-7080	286	13	in	in	ADP
ajema-7080	286	14	cybersecurity	cybersecurity	NOUN
ajema-7080	286	15	applications	application	NOUN
ajema-7080	286	16	.	.	PUNCT
ajema-7080	287	1	🚀	🚀	NOUN
ajema-7080	287	2	impact	impact	NOUN
ajema-7080	287	3	:	:	PUNCT
ajema-7080	287	4	while	while	SCONJ
ajema-7080	287	5	still	still	ADV
ajema-7080	287	6	in	in	ADP
ajema-7080	287	7	early	early	ADJ
ajema-7080	287	8	development	development	NOUN
ajema-7080	287	9	,	,	PUNCT
ajema-7080	287	10	quantum	quantum	NOUN
ajema-7080	287	11	-	-	PUNCT
ajema-7080	287	12	powered	power	VERB
ajema-7080	287	13	ai	ai	NOUN
ajema-7080	287	14	could	could	AUX
ajema-7080	287	15	revolutionize	revolutionize	VERB
ajema-7080	287	16	cloud	cloud	NOUN
ajema-7080	287	17	security	security	NOUN
ajema-7080	287	18	by	by	ADP
ajema-7080	287	19	processing	process	VERB
ajema-7080	287	20	security	security	NOUN
ajema-7080	287	21	data	datum	NOUN
ajema-7080	287	22	at	at	ADP
ajema-7080	287	23	speeds	speed	NOUN
ajema-7080	287	24	never	never	ADV
ajema-7080	287	25	before	before	ADP
ajema-7080	287	26	possible	possible	ADJ
ajema-7080	287	27	,	,	PUNCT
ajema-7080	287	28	making	make	VERB
ajema-7080	287	29	real	real	ADJ
ajema-7080	287	30	-	-	PUNCT
ajema-7080	287	31	time	time	NOUN
ajema-7080	287	32	attack	attack	NOUN
ajema-7080	287	33	mitigation	mitigation	NOUN
ajema-7080	287	34	a	a	DET
ajema-7080	287	35	reality	reality	NOUN
ajema-7080	287	36	.	.	PUNCT
ajema-7080	288	1	vii	vii	PROPN
ajema-7080	288	2	.	.	PROPN
ajema-7080	288	3	conclusion	conclusion	PROPN
ajema-7080	288	4	summary	summary	NOUN
ajema-7080	288	5	of	of	ADP
ajema-7080	288	6	key	key	ADJ
ajema-7080	288	7	findings	finding	NOUN
ajema-7080	288	8	this	this	DET
ajema-7080	288	9	paper	paper	NOUN
ajema-7080	288	10	has	have	AUX
ajema-7080	288	11	explored	explore	VERB
ajema-7080	288	12	the	the	DET
ajema-7080	288	13	role	role	NOUN
ajema-7080	288	14	of	of	ADP
ajema-7080	288	15	machine	machine	NOUN
ajema-7080	288	16	learning	learning	NOUN
ajema-7080	288	17	(	(	PUNCT
ajema-7080	288	18	ml)-based	ml)-base	VERB
ajema-7080	288	19	anomaly	anomaly	NOUN
ajema-7080	288	20	detection	detection	NOUN
ajema-7080	288	21	in	in	ADP
ajema-7080	288	22	enhancing	enhance	VERB
ajema-7080	288	23	cloud	cloud	ADJ
ajema-7080	288	24	security	security	NOUN
ajema-7080	288	25	.	.	PUNCT
ajema-7080	289	1	the	the	DET
ajema-7080	289	2	key	key	ADJ
ajema-7080	289	3	findings	finding	NOUN
ajema-7080	289	4	include	include	VERB
ajema-7080	289	5	:	:	PUNCT
ajema-7080	289	6	➢	➢	VERB
ajema-7080	289	7	traditional	traditional	ADJ
ajema-7080	289	8	security	security	NOUN
ajema-7080	289	9	methods	method	NOUN
ajema-7080	289	10	are	be	AUX
ajema-7080	289	11	insufficient	insufficient	ADJ
ajema-7080	289	12	:	:	PUNCT
ajema-7080	289	13	signature	signature	NOUN
ajema-7080	289	14	-	-	PUNCT
ajema-7080	289	15	based	base	VERB
ajema-7080	289	16	and	and	CCONJ
ajema-7080	289	17	rule	rule	NOUN
ajema-7080	289	18	-	-	PUNCT
ajema-7080	289	19	based	base	VERB
ajema-7080	289	20	approaches	approach	NOUN
ajema-7080	289	21	fail	fail	VERB
ajema-7080	289	22	to	to	PART
ajema-7080	289	23	detect	detect	VERB
ajema-7080	289	24	evolving	evolve	VERB
ajema-7080	289	25	cyber	cyber	NOUN
ajema-7080	289	26	threats	threat	NOUN
ajema-7080	289	27	,	,	PUNCT
ajema-7080	289	28	making	make	VERB
ajema-7080	289	29	behavior	behavior	NOUN
ajema-7080	289	30	-	-	PUNCT
ajema-7080	289	31	based	base	VERB
ajema-7080	289	32	ml	ml	PROPN
ajema-7080	289	33	techniques	technique	NOUN
ajema-7080	289	34	essential	essential	ADJ
ajema-7080	289	35	.	.	PUNCT
ajema-7080	290	1	➢	➢	NOUN
ajema-7080	290	2	machine	machine	NOUN
ajema-7080	290	3	learning	learning	NOUN
ajema-7080	290	4	enhances	enhance	VERB
ajema-7080	290	5	cloud	cloud	ADJ
ajema-7080	290	6	security	security	NOUN
ajema-7080	290	7	:	:	PUNCT
ajema-7080	290	8	supervised	supervised	ADJ
ajema-7080	290	9	,	,	PUNCT
ajema-7080	290	10	unsupervised	unsupervised	ADJ
ajema-7080	290	11	,	,	PUNCT
ajema-7080	290	12	and	and	CCONJ
ajema-7080	290	13	deep	deep	ADJ
ajema-7080	290	14	learning	learning	NOUN
ajema-7080	290	15	models	model	NOUN
ajema-7080	290	16	can	can	AUX
ajema-7080	290	17	detect	detect	VERB
ajema-7080	290	18	anomalies	anomaly	NOUN
ajema-7080	290	19	in	in	ADP
ajema-7080	290	20	cloud	cloud	ADJ
ajema-7080	290	21	environments	environment	NOUN
ajema-7080	290	22	with	with	ADP
ajema-7080	290	23	greater	great	ADJ
ajema-7080	290	24	accuracy	accuracy	NOUN
ajema-7080	290	25	and	and	CCONJ
ajema-7080	290	26	efficiency	efficiency	NOUN
ajema-7080	290	27	.	.	PUNCT
ajema-7080	291	1	➢	➢	VERB
ajema-7080	291	2	hybrid	hybrid	ADJ
ajema-7080	291	3	ml	ml	NOUN
ajema-7080	291	4	approaches	approach	NOUN
ajema-7080	291	5	improve	improve	VERB
ajema-7080	291	6	detection	detection	NOUN
ajema-7080	291	7	:	:	PUNCT
ajema-7080	291	8	combining	combine	VERB
ajema-7080	291	9	multiple	multiple	ADJ
ajema-7080	291	10	ml	ml	NOUN
ajema-7080	291	11	techniques	technique	NOUN
ajema-7080	291	12	results	result	NOUN
ajema-7080	291	13	in	in	ADP
ajema-7080	291	14	higher	high	ADJ
ajema-7080	291	15	accuracy	accuracy	NOUN
ajema-7080	291	16	and	and	CCONJ
ajema-7080	291	17	reduced	reduce	VERB
ajema-7080	291	18	false	false	ADJ
ajema-7080	291	19	positives	positive	NOUN
ajema-7080	291	20	compared	compare	VERB
ajema-7080	291	21	to	to	ADP
ajema-7080	291	22	single	single	ADJ
ajema-7080	291	23	-	-	PUNCT
ajema-7080	291	24	model	model	NOUN
ajema-7080	291	25	approaches	approach	NOUN
ajema-7080	291	26	.	.	PUNCT
ajema-7080	292	1	➢	➢	VERB
ajema-7080	292	2	real	real	ADJ
ajema-7080	292	3	-	-	PUNCT
ajema-7080	292	4	world	world	NOUN
ajema-7080	292	5	applications	application	NOUN
ajema-7080	292	6	demonstrate	demonstrate	VERB
ajema-7080	292	7	success	success	NOUN
ajema-7080	292	8	:	:	PUNCT
ajema-7080	293	1	industry	industry	NOUN
ajema-7080	293	2	leaders	leader	NOUN
ajema-7080	293	3	like	like	ADP
ajema-7080	293	4	aws	aw	NOUN
ajema-7080	293	5	,	,	PUNCT
ajema-7080	293	6	microsoft	microsoft	PROPN
ajema-7080	293	7	azure	azure	NOUN
ajema-7080	293	8	,	,	PUNCT
ajema-7080	293	9	and	and	CCONJ
ajema-7080	293	10	google	google	PROPN
ajema-7080	293	11	cloud	cloud	NOUN
ajema-7080	293	12	are	be	AUX
ajema-7080	293	13	integrating	integrate	VERB
ajema-7080	293	14	ml	ml	NOUN
ajema-7080	293	15	-	-	PUNCT
ajema-7080	293	16	based	base	VERB
ajema-7080	293	17	anomaly	anomaly	NOUN
ajema-7080	293	18	detection	detection	NOUN
ajema-7080	293	19	to	to	PART
ajema-7080	293	20	secure	secure	VERB
ajema-7080	293	21	cloud	cloud	NOUN
ajema-7080	293	22	infrastructures	infrastructure	NOUN
ajema-7080	293	23	.	.	PUNCT
ajema-7080	294	1	➢	➢	VERB
ajema-7080	294	2	challenges	challenge	NOUN
ajema-7080	294	3	remain	remain	VERB
ajema-7080	294	4	:	:	PUNCT
ajema-7080	294	5	false	false	ADJ
ajema-7080	294	6	positives	positive	NOUN
ajema-7080	294	7	,	,	PUNCT
ajema-7080	294	8	data	datum	NOUN
ajema-7080	294	9	privacy	privacy	NOUN
ajema-7080	294	10	concerns	concern	NOUN
ajema-7080	294	11	,	,	PUNCT
ajema-7080	294	12	and	and	CCONJ
ajema-7080	294	13	computational	computational	ADJ
ajema-7080	294	14	costs	cost	NOUN
ajema-7080	294	15	must	must	AUX
ajema-7080	294	16	be	be	AUX
ajema-7080	294	17	addressed	address	VERB
ajema-7080	294	18	for	for	ADP
ajema-7080	294	19	ml	ml	NOUN
ajema-7080	294	20	security	security	NOUN
ajema-7080	294	21	models	model	NOUN
ajema-7080	294	22	to	to	PART
ajema-7080	294	23	be	be	AUX
ajema-7080	294	24	widely	widely	ADV
ajema-7080	294	25	adopted	adopt	VERB
ajema-7080	294	26	.	.	PUNCT
ajema-7080	295	1	➢	➢	VERB
ajema-7080	295	2	future	future	ADJ
ajema-7080	295	3	trends	trend	NOUN
ajema-7080	295	4	indicate	indicate	VERB
ajema-7080	295	5	a	a	DET
ajema-7080	295	6	shift	shift	NOUN
ajema-7080	295	7	toward	toward	ADP
ajema-7080	295	8	ai	ai	ADJ
ajema-7080	295	9	-	-	PUNCT
ajema-7080	295	10	powered	powered	ADJ
ajema-7080	295	11	security	security	NOUN
ajema-7080	295	12	:	:	PUNCT
ajema-7080	295	13	advancements	advancement	NOUN
ajema-7080	295	14	in	in	ADP
ajema-7080	295	15	federated	federated	ADJ
ajema-7080	295	16	learning	learning	NOUN
ajema-7080	295	17	,	,	PUNCT
ajema-7080	295	18	quantum	quantum	NOUN
ajema-7080	295	19	computing	computing	NOUN
ajema-7080	295	20	,	,	PUNCT
ajema-7080	295	21	and	and	CCONJ
ajema-7080	295	22	ai	ai	AUX
ajema-7080	295	23	-	-	PUNCT
ajema-7080	295	24	driven	drive	VERB
ajema-7080	295	25	automation	automation	NOUN
ajema-7080	295	26	will	will	AUX
ajema-7080	295	27	drive	drive	VERB
ajema-7080	295	28	the	the	DET
ajema-7080	295	29	next	next	ADJ
ajema-7080	295	30	phase	phase	NOUN
ajema-7080	295	31	of	of	ADP
ajema-7080	295	32	cloud	cloud	ADJ
ajema-7080	295	33	security	security	NOUN
ajema-7080	295	34	innovations	innovation	NOUN
ajema-7080	295	35	.	.	PUNCT
ajema-7080	296	1	final	final	ADJ
ajema-7080	296	2	thoughts	thought	NOUN
ajema-7080	296	3	on	on	ADP
ajema-7080	296	4	the	the	DET
ajema-7080	296	5	future	future	NOUN
ajema-7080	296	6	of	of	ADP
ajema-7080	296	7	ml	ml	NOUN
ajema-7080	296	8	-	-	PUNCT
ajema-7080	296	9	based	base	VERB
ajema-7080	296	10	cloud	cloud	NOUN
ajema-7080	296	11	security	security	NOUN
ajema-7080	296	12	as	as	ADP
ajema-7080	296	13	cloud	cloud	NOUN
ajema-7080	296	14	computing	computing	NOUN
ajema-7080	296	15	continues	continue	VERB
ajema-7080	296	16	to	to	PART
ajema-7080	296	17	expand	expand	VERB
ajema-7080	296	18	across	across	ADP
ajema-7080	296	19	industries	industry	NOUN
ajema-7080	296	20	,	,	PUNCT
ajema-7080	296	21	cybersecurity	cybersecurity	NOUN
ajema-7080	296	22	threats	threat	NOUN
ajema-7080	296	23	will	will	AUX
ajema-7080	296	24	also	also	ADV
ajema-7080	296	25	evolve	evolve	VERB
ajema-7080	296	26	,	,	PUNCT
ajema-7080	296	27	becoming	become	VERB
ajema-7080	296	28	more	more	ADV
ajema-7080	296	29	sophisticated	sophisticated	ADJ
ajema-7080	296	30	and	and	CCONJ
ajema-7080	296	31	harder	hard	ADJ
ajema-7080	296	32	to	to	PART
ajema-7080	296	33	detect	detect	VERB
ajema-7080	296	34	.	.	PUNCT
ajema-7080	297	1	machine	machine	NOUN
ajema-7080	297	2	learning	learning	NOUN
ajema-7080	297	3	offers	offer	VERB
ajema-7080	297	4	a	a	DET
ajema-7080	297	5	powerful	powerful	ADJ
ajema-7080	297	6	solution	solution	NOUN
ajema-7080	297	7	to	to	PART
ajema-7080	297	8	identify	identify	VERB
ajema-7080	297	9	and	and	CCONJ
ajema-7080	297	10	mitigate	mitigate	VERB
ajema-7080	297	11	threats	threat	NOUN
ajema-7080	297	12	in	in	ADP
ajema-7080	297	13	real	real	ADJ
ajema-7080	297	14	-	-	PUNCT
ajema-7080	297	15	time	time	NOUN
ajema-7080	297	16	,	,	PUNCT
ajema-7080	297	17	reduce	reduce	VERB
ajema-7080	297	18	security	security	NOUN
ajema-7080	297	19	risks	risk	NOUN
ajema-7080	297	20	,	,	PUNCT
ajema-7080	297	21	and	and	CCONJ
ajema-7080	297	22	improve	improve	VERB
ajema-7080	297	23	overall	overall	ADJ
ajema-7080	297	24	cloud	cloud	ADJ
ajema-7080	297	25	resilience	resilience	NOUN
ajema-7080	297	26	.	.	PUNCT
ajema-7080	298	1	however	however	ADV
ajema-7080	298	2	,	,	PUNCT
ajema-7080	298	3	its	its	PRON
ajema-7080	298	4	effectiveness	effectiveness	NOUN
ajema-7080	298	5	depends	depend	VERB
ajema-7080	298	6	on	on	ADP
ajema-7080	298	7	continuous	continuous	ADJ
ajema-7080	298	8	innovation	innovation	NOUN
ajema-7080	298	9	,	,	PUNCT
ajema-7080	298	10	proper	proper	ADJ
ajema-7080	298	11	implementation	implementation	NOUN
ajema-7080	298	12	,	,	PUNCT
ajema-7080	298	13	and	and	CCONJ
ajema-7080	298	14	integration	integration	NOUN
ajema-7080	298	15	with	with	ADP
ajema-7080	298	16	existing	exist	VERB
ajema-7080	298	17	security	security	NOUN
ajema-7080	298	18	frameworks	framework	NOUN
ajema-7080	298	19	.	.	PUNCT
ajema-7080	299	1	the	the	DET
ajema-7080	299	2	future	future	NOUN
ajema-7080	299	3	of	of	ADP
ajema-7080	299	4	ml	ml	NOUN
ajema-7080	299	5	-	-	PUNCT
ajema-7080	299	6	based	base	VERB
ajema-7080	299	7	cloud	cloud	NOUN
ajema-7080	299	8	security	security	NOUN
ajema-7080	299	9	will	will	AUX
ajema-7080	299	10	be	be	AUX
ajema-7080	299	11	defined	define	VERB
ajema-7080	299	12	by	by	ADP
ajema-7080	299	13	:	:	PUNCT
ajema-7080	299	14	➢	➢	VERB
ajema-7080	299	15	advancements	advancement	NOUN
ajema-7080	299	16	in	in	ADP
ajema-7080	299	17	ai	ai	ADJ
ajema-7080	299	18	-	-	PUNCT
ajema-7080	299	19	driven	drive	VERB
ajema-7080	299	20	automation	automation	NOUN
ajema-7080	299	21	to	to	PART
ajema-7080	299	22	enable	enable	VERB
ajema-7080	299	23	proactive	proactive	ADJ
ajema-7080	299	24	threat	threat	NOUN
ajema-7080	299	25	mitigation	mitigation	NOUN
ajema-7080	299	26	rather	rather	ADV
ajema-7080	299	27	than	than	ADP
ajema-7080	299	28	reactive	reactive	ADJ
ajema-7080	299	29	defense	defense	NOUN
ajema-7080	299	30	.	.	PUNCT
ajema-7080	300	1	➢	➢	PROPN
ajema-7080	300	2	federated	federate	VERB
ajema-7080	300	3	learning	learn	VERB
ajema-7080	300	4	adoption	adoption	NOUN
ajema-7080	300	5	to	to	PART
ajema-7080	300	6	improve	improve	VERB
ajema-7080	300	7	privacy	privacy	NOUN
ajema-7080	300	8	-	-	PUNCT
ajema-7080	300	9	preserving	preserve	VERB
ajema-7080	300	10	threat	threat	NOUN
ajema-7080	300	11	detection	detection	NOUN
ajema-7080	300	12	across	across	ADP
ajema-7080	300	13	multi	multi	ADJ
ajema-7080	300	14	-	-	ADJ
ajema-7080	300	15	cloud	cloud	ADJ
ajema-7080	300	16	environments	environment	NOUN
ajema-7080	300	17	.	.	PUNCT
ajema-7080	301	1	➢	➢	VERB
ajema-7080	301	2	quantum	quantum	PROPN
ajema-7080	301	3	ai	ai	PROPN
ajema-7080	301	4	developments	development	NOUN
ajema-7080	301	5	to	to	PART
ajema-7080	301	6	enhance	enhance	VERB
ajema-7080	301	7	real	real	ADJ
ajema-7080	301	8	-	-	PUNCT
ajema-7080	301	9	time	time	NOUN
ajema-7080	301	10	cyber	cyber	NOUN
ajema-7080	301	11	threat	threat	NOUN
ajema-7080	301	12	analysis	analysis	NOUN
ajema-7080	301	13	at	at	ADP
ajema-7080	301	14	an	an	DET
ajema-7080	301	15	unprecedented	unprecedented	ADJ
ajema-7080	301	16	scale	scale	NOUN
ajema-7080	301	17	.	.	PUNCT
ajema-7080	302	1	➢	➢	VERB
ajema-7080	302	2	stronger	strong	ADJ
ajema-7080	302	3	regulatory	regulatory	ADJ
ajema-7080	302	4	frameworks	framework	NOUN
ajema-7080	302	5	to	to	PART
ajema-7080	302	6	ensure	ensure	VERB
ajema-7080	302	7	responsible	responsible	ADJ
ajema-7080	302	8	ai	ai	NOUN
ajema-7080	302	9	use	use	NOUN
ajema-7080	302	10	in	in	ADP
ajema-7080	302	11	cybersecurity	cybersecurity	NOUN
ajema-7080	302	12	while	while	SCONJ
ajema-7080	302	13	maintaining	maintain	VERB
ajema-7080	302	14	ethical	ethical	ADJ
ajema-7080	302	15	data	datum	NOUN
ajema-7080	302	16	practices	practice	NOUN
ajema-7080	302	17	.	.	PUNCT
ajema-7080	303	1	66	66	NUM
ajema-7080	303	2	journal	journal	NOUN
ajema-7080	303	3	of	of	ADP
ajema-7080	303	4	engineering	engineering	NOUN
ajema-7080	303	5	,	,	PUNCT
ajema-7080	303	6	mechanics	mechanic	NOUN
ajema-7080	303	7	and	and	CCONJ
ajema-7080	303	8	architecture	architecture	NOUN
ajema-7080	303	9	www	www	NOUN
ajema-7080	303	10	.	.	PUNCT
ajema-7080	304	1	grnjournal.us	grnjournal.us	X
ajema-7080	304	2	recommendations	recommendation	NOUN
ajema-7080	304	3	for	for	ADP
ajema-7080	304	4	researchers	researcher	NOUN
ajema-7080	304	5	,	,	PUNCT
ajema-7080	304	6	cloud	cloud	NOUN
ajema-7080	304	7	providers	provider	NOUN
ajema-7080	304	8	,	,	PUNCT
ajema-7080	304	9	and	and	CCONJ
ajema-7080	304	10	enterprises	enterprise	NOUN
ajema-7080	304	11	for	for	ADP
ajema-7080	304	12	researchers	researcher	NOUN
ajema-7080	304	13	:	:	PUNCT
ajema-7080	304	14	➢	➢	AUX
ajema-7080	304	15	develop	develop	VERB
ajema-7080	304	16	more	more	ADV
ajema-7080	304	17	robust	robust	ADJ
ajema-7080	304	18	ml	ml	NOUN
ajema-7080	304	19	models	model	NOUN
ajema-7080	304	20	that	that	PRON
ajema-7080	304	21	minimize	minimize	VERB
ajema-7080	304	22	false	false	ADJ
ajema-7080	304	23	positives	positive	NOUN
ajema-7080	304	24	and	and	CCONJ
ajema-7080	304	25	false	false	ADJ
ajema-7080	304	26	negatives	negative	NOUN
ajema-7080	304	27	in	in	ADP
ajema-7080	304	28	anomaly	anomaly	NOUN
ajema-7080	304	29	detection	detection	NOUN
ajema-7080	304	30	.	.	PUNCT
ajema-7080	305	1	➢	➢	PROPN
ajema-7080	305	2	explore	explore	VERB
ajema-7080	305	3	privacy	privacy	NOUN
ajema-7080	305	4	-	-	PUNCT
ajema-7080	305	5	preserving	preserve	VERB
ajema-7080	305	6	techniques	technique	NOUN
ajema-7080	305	7	,	,	PUNCT
ajema-7080	305	8	such	such	ADJ
ajema-7080	305	9	as	as	ADP
ajema-7080	305	10	federated	federated	ADJ
ajema-7080	305	11	learning	learning	NOUN
ajema-7080	305	12	and	and	CCONJ
ajema-7080	305	13	homomorphic	homomorphic	ADJ
ajema-7080	305	14	encryption	encryption	NOUN
ajema-7080	305	15	,	,	PUNCT
ajema-7080	305	16	to	to	PART
ajema-7080	305	17	protect	protect	VERB
ajema-7080	305	18	sensitive	sensitive	ADJ
ajema-7080	305	19	cloud	cloud	NOUN
ajema-7080	305	20	data	datum	NOUN
ajema-7080	305	21	.	.	PUNCT
ajema-7080	306	1	➢	➢	PROPN
ajema-7080	306	2	investigate	investigate	VERB
ajema-7080	306	3	ai	ai	NOUN
ajema-7080	306	4	transparency	transparency	NOUN
ajema-7080	306	5	methods	method	NOUN
ajema-7080	306	6	to	to	PART
ajema-7080	306	7	make	make	VERB
ajema-7080	306	8	ml	ml	NOUN
ajema-7080	306	9	-	-	PUNCT
ajema-7080	306	10	driven	drive	VERB
ajema-7080	306	11	security	security	NOUN
ajema-7080	306	12	decisions	decision	NOUN
ajema-7080	306	13	explainable	explainable	ADJ
ajema-7080	306	14	and	and	CCONJ
ajema-7080	306	15	trustworthy	trustworthy	ADJ
ajema-7080	306	16	.	.	PUNCT
ajema-7080	307	1	for	for	ADP
ajema-7080	307	2	cloud	cloud	NOUN
ajema-7080	307	3	providers	provider	NOUN
ajema-7080	307	4	:	:	PUNCT
ajema-7080	307	5	➢	➢	X
ajema-7080	307	6	invest	invest	VERB
ajema-7080	307	7	in	in	ADP
ajema-7080	307	8	ai	ai	ADJ
ajema-7080	307	9	-	-	PUNCT
ajema-7080	307	10	driven	drive	VERB
ajema-7080	307	11	security	security	NOUN
ajema-7080	307	12	solutions	solution	NOUN
ajema-7080	307	13	to	to	PART
ajema-7080	307	14	proactively	proactively	ADV
ajema-7080	307	15	detect	detect	VERB
ajema-7080	307	16	,	,	PUNCT
ajema-7080	307	17	respond	respond	VERB
ajema-7080	307	18	,	,	PUNCT
ajema-7080	307	19	and	and	CCONJ
ajema-7080	307	20	mitigate	mitigate	VERB
ajema-7080	307	21	cyber	cyber	NOUN
ajema-7080	307	22	threats	threat	NOUN
ajema-7080	307	23	in	in	ADP
ajema-7080	307	24	cloud	cloud	NOUN
ajema-7080	307	25	infrastructures	infrastructure	NOUN
ajema-7080	307	26	.	.	PUNCT
ajema-7080	308	1	➢	➢	AUX
ajema-7080	308	2	enhance	enhance	VERB
ajema-7080	308	3	integration	integration	NOUN
ajema-7080	308	4	with	with	ADP
ajema-7080	308	5	existing	exist	VERB
ajema-7080	308	6	security	security	NOUN
ajema-7080	308	7	tools	tool	NOUN
ajema-7080	308	8	(	(	PUNCT
ajema-7080	308	9	e.g.	e.g.	ADV
ajema-7080	308	10	,	,	PUNCT
ajema-7080	308	11	siem	siem	PROPN
ajema-7080	308	12	,	,	PUNCT
ajema-7080	308	13	soar	soar	VERB
ajema-7080	308	14	,	,	PUNCT
ajema-7080	308	15	and	and	CCONJ
ajema-7080	308	16	ids	ids	PROPN
ajema-7080	308	17	systems	system	NOUN
ajema-7080	308	18	)	)	PUNCT
ajema-7080	308	19	to	to	PART
ajema-7080	308	20	streamline	streamline	VERB
ajema-7080	308	21	security	security	NOUN
ajema-7080	308	22	operations	operation	NOUN
ajema-7080	308	23	.	.	PUNCT
ajema-7080	309	1	➢	➢	NOUN
ajema-7080	309	2	adopt	adopt	VERB
ajema-7080	309	3	hybrid	hybrid	ADJ
ajema-7080	309	4	ml	ml	NOUN
ajema-7080	309	5	-	-	PUNCT
ajema-7080	309	6	based	base	VERB
ajema-7080	309	7	anomaly	anomaly	NOUN
ajema-7080	309	8	detection	detection	NOUN
ajema-7080	309	9	frameworks	framework	NOUN
ajema-7080	309	10	to	to	PART
ajema-7080	309	11	improve	improve	VERB
ajema-7080	309	12	accuracy	accuracy	NOUN
ajema-7080	309	13	and	and	CCONJ
ajema-7080	309	14	threat	threat	NOUN
ajema-7080	309	15	coverage	coverage	NOUN
ajema-7080	309	16	.	.	PUNCT
ajema-7080	310	1	for	for	ADP
ajema-7080	310	2	enterprises	enterprise	NOUN
ajema-7080	310	3	:	:	PUNCT
ajema-7080	310	4	➢	➢	VERB
ajema-7080	310	5	leverage	leverage	NOUN
ajema-7080	310	6	ml	ml	VERB
ajema-7080	310	7	-	-	PUNCT
ajema-7080	310	8	based	base	VERB
ajema-7080	310	9	cloud	cloud	NOUN
ajema-7080	310	10	security	security	NOUN
ajema-7080	310	11	solutions	solution	NOUN
ajema-7080	310	12	to	to	PART
ajema-7080	310	13	protect	protect	VERB
ajema-7080	310	14	sensitive	sensitive	ADJ
ajema-7080	310	15	data	datum	NOUN
ajema-7080	310	16	,	,	PUNCT
ajema-7080	310	17	applications	application	NOUN
ajema-7080	310	18	,	,	PUNCT
ajema-7080	310	19	and	and	CCONJ
ajema-7080	310	20	workloads	workload	NOUN
ajema-7080	310	21	.	.	PUNCT
ajema-7080	311	1	➢	➢	PROPN
ajema-7080	311	2	implement	implement	VERB
ajema-7080	311	3	continuous	continuous	ADJ
ajema-7080	311	4	monitoring	monitoring	NOUN
ajema-7080	311	5	and	and	CCONJ
ajema-7080	311	6	automated	automate	VERB
ajema-7080	311	7	response	response	NOUN
ajema-7080	311	8	mechanisms	mechanism	NOUN
ajema-7080	311	9	to	to	PART
ajema-7080	311	10	strengthen	strengthen	VERB
ajema-7080	311	11	cloud	cloud	ADJ
ajema-7080	311	12	security	security	NOUN
ajema-7080	311	13	postures	posture	NOUN
ajema-7080	311	14	.	.	PUNCT
ajema-7080	312	1	➢	➢	VERB
ajema-7080	312	2	train	train	NOUN
ajema-7080	312	3	cybersecurity	cybersecurity	NOUN
ajema-7080	312	4	teams	team	NOUN
ajema-7080	312	5	on	on	ADP
ajema-7080	312	6	ai	ai	ADJ
ajema-7080	312	7	-	-	PUNCT
ajema-7080	312	8	driven	drive	VERB
ajema-7080	312	9	threat	threat	NOUN
ajema-7080	312	10	detection	detection	NOUN
ajema-7080	312	11	tools	tool	NOUN
ajema-7080	312	12	to	to	PART
ajema-7080	312	13	enhance	enhance	VERB
ajema-7080	312	14	incident	incident	NOUN
ajema-7080	312	15	response	response	NOUN
ajema-7080	312	16	efficiency	efficiency	NOUN
ajema-7080	312	17	.	.	PUNCT
ajema-7080	313	1	references	reference	NOUN
ajema-7080	313	2	:	:	PUNCT
ajema-7080	313	3	1	1	X
ajema-7080	313	4	.	.	X
ajema-7080	313	5	pillai	pillai	PROPN
ajema-7080	313	6	,	,	PUNCT
ajema-7080	313	7	a.	a.	PROPN
ajema-7080	313	8	s.	s.	PROPN
ajema-7080	313	9	(	(	PUNCT
ajema-7080	313	10	2022	2022	NUM
ajema-7080	313	11	)	)	PUNCT
ajema-7080	313	12	.	.	PUNCT
ajema-7080	314	1	a	a	DET
ajema-7080	314	2	natural	natural	ADJ
ajema-7080	314	3	language	language	NOUN
ajema-7080	314	4	processing	processing	NOUN
ajema-7080	314	5	approach	approach	NOUN
ajema-7080	314	6	to	to	ADP
ajema-7080	314	7	grouping	group	VERB
ajema-7080	314	8	students	student	NOUN
ajema-7080	314	9	by	by	ADP
ajema-7080	314	10	shared	share	VERB
ajema-7080	314	11	interests	interest	NOUN
ajema-7080	314	12	.	.	PUNCT
ajema-7080	315	1	journal	journal	NOUN
ajema-7080	315	2	of	of	ADP
ajema-7080	315	3	empirical	empirical	ADJ
ajema-7080	315	4	social	social	ADJ
ajema-7080	315	5	science	science	NOUN
ajema-7080	315	6	studies	study	NOUN
ajema-7080	315	7	,	,	PUNCT
ajema-7080	315	8	6(1	6(1	NUM
ajema-7080	315	9	)	)	PUNCT
ajema-7080	315	10	,	,	PUNCT
ajema-7080	315	11	1	1	NUM
ajema-7080	315	12	-	-	SYM
ajema-7080	315	13	16	16	NUM
ajema-7080	315	14	.	.	PUNCT
ajema-7080	316	1	2	2	X
ajema-7080	316	2	.	.	X
ajema-7080	316	3	machireddy	machireddy	PROPN
ajema-7080	316	4	,	,	PUNCT
ajema-7080	316	5	j.	j.	PROPN
ajema-7080	316	6	r.	r.	PROPN
ajema-7080	316	7	artificial	artificial	PROPN
ajema-7080	316	8	intelligence	intelligence	NOUN
ajema-7080	316	9	-	-	PUNCT
ajema-7080	316	10	based	base	VERB
ajema-7080	316	11	approach	approach	NOUN
ajema-7080	316	12	to	to	PART
ajema-7080	316	13	perform	perform	VERB
ajema-7080	316	14	monitoring	monitoring	NOUN
ajema-7080	316	15	and	and	CCONJ
ajema-7080	316	16	diagnostic	diagnostic	ADJ
ajema-7080	316	17	process	process	NOUN
ajema-7080	316	18	for	for	ADP
ajema-7080	316	19	a	a	DET
ajema-7080	316	20	holistic	holistic	ADJ
ajema-7080	316	21	environment	environment	NOUN
ajema-7080	316	22	.	.	PUNCT
ajema-7080	317	1	3	3	X
ajema-7080	317	2	.	.	X
ajema-7080	317	3	smith	smith	PROPN
ajema-7080	317	4	,	,	PUNCT
ajema-7080	317	5	a.	a.	PROPN
ajema-7080	317	6	b.	b.	PROPN
ajema-7080	317	7	,	,	PUNCT
ajema-7080	317	8	&	&	CCONJ
ajema-7080	317	9	katz	katz	PROPN
ajema-7080	317	10	,	,	PUNCT
ajema-7080	317	11	r.	r.	PROPN
ajema-7080	317	12	w.	w.	PROPN
ajema-7080	317	13	(	(	PUNCT
ajema-7080	317	14	2013	2013	NUM
ajema-7080	317	15	)	)	PUNCT
ajema-7080	317	16	.	.	PUNCT
ajema-7080	318	1	us	we	PRON
ajema-7080	318	2	billion	billion	NUM
ajema-7080	318	3	-	-	PUNCT
ajema-7080	318	4	dollar	dollar	NOUN
ajema-7080	318	5	weather	weather	NOUN
ajema-7080	318	6	and	and	CCONJ
ajema-7080	318	7	climate	climate	NOUN
ajema-7080	318	8	disasters	disaster	NOUN
ajema-7080	318	9	:	:	PUNCT
ajema-7080	318	10	data	datum	NOUN
ajema-7080	318	11	sources	source	NOUN
ajema-7080	318	12	,	,	PUNCT
ajema-7080	318	13	trends	trend	NOUN
ajema-7080	318	14	,	,	PUNCT
ajema-7080	318	15	accuracy	accuracy	NOUN
ajema-7080	318	16	and	and	CCONJ
ajema-7080	318	17	biases	bias	NOUN
ajema-7080	318	18	.	.	PUNCT
ajema-7080	319	1	natural	natural	ADJ
ajema-7080	319	2	hazards	hazard	NOUN
ajema-7080	319	3	,	,	PUNCT
ajema-7080	319	4	67(2	67(2	NUM
ajema-7080	319	5	)	)	PUNCT
ajema-7080	319	6	,	,	PUNCT
ajema-7080	319	7	387	387	NUM
ajema-7080	319	8	-	-	SYM
ajema-7080	319	9	410	410	NUM
ajema-7080	319	10	.	.	PUNCT
ajema-7080	320	1	4	4	NUM
ajema-7080	320	2	.	.	X
ajema-7080	320	3	machireddy	machireddy	PROPN
ajema-7080	320	4	,	,	PUNCT
ajema-7080	320	5	j.	j.	PROPN
ajema-7080	320	6	r.	r.	PROPN
ajema-7080	320	7	(	(	PUNCT
ajema-7080	320	8	2022	2022	NUM
ajema-7080	320	9	)	)	PUNCT
ajema-7080	320	10	.	.	PUNCT
ajema-7080	321	1	leveraging	leverage	VERB
ajema-7080	321	2	robotic	robotic	ADJ
ajema-7080	321	3	process	process	NOUN
ajema-7080	321	4	automation	automation	NOUN
ajema-7080	321	5	(	(	PUNCT
ajema-7080	321	6	rpa	rpa	PROPN
ajema-7080	321	7	)	)	PUNCT
ajema-7080	321	8	with	with	ADP
ajema-7080	321	9	ai	ai	NOUN
ajema-7080	321	10	and	and	CCONJ
ajema-7080	321	11	machine	machine	NOUN
ajema-7080	321	12	learning	learn	VERB
ajema-7080	321	13	for	for	ADP
ajema-7080	321	14	scalable	scalable	ADJ
ajema-7080	321	15	data	datum	NOUN
ajema-7080	321	16	science	science	NOUN
ajema-7080	321	17	workflows	workflow	NOUN
ajema-7080	321	18	in	in	ADP
ajema-7080	321	19	cloud	cloud	NOUN
ajema-7080	321	20	-	-	PUNCT
ajema-7080	321	21	based	base	VERB
ajema-7080	321	22	data	datum	NOUN
ajema-7080	321	23	warehousing	warehousing	NOUN
ajema-7080	321	24	environments	environment	NOUN
ajema-7080	321	25	.	.	PUNCT
ajema-7080	322	1	australian	australian	ADJ
ajema-7080	322	2	journal	journal	NOUN
ajema-7080	322	3	of	of	ADP
ajema-7080	322	4	machine	machine	NOUN
ajema-7080	322	5	learning	learn	VERB
ajema-7080	322	6	research	research	PROPN
ajema-7080	322	7	&	&	CCONJ
ajema-7080	322	8	applications	application	NOUN
ajema-7080	322	9	,	,	PUNCT
ajema-7080	322	10	2(2	2(2	NUM
ajema-7080	322	11	)	)	PUNCT
ajema-7080	322	12	,	,	PUNCT
ajema-7080	322	13	234	234	NUM
ajema-7080	322	14	-	-	SYM
ajema-7080	322	15	261	261	NUM
ajema-7080	322	16	.	.	NOUN
ajema-7080	322	17	5	5	NUM
ajema-7080	322	18	.	.	X
ajema-7080	323	1	brusentsev	brusentsev	PROPN
ajema-7080	323	2	,	,	PUNCT
ajema-7080	323	3	v.	v.	PROPN
ajema-7080	323	4	,	,	PUNCT
ajema-7080	323	5	&	&	CCONJ
ajema-7080	323	6	vroman	vroman	NOUN
ajema-7080	323	7	,	,	PUNCT
ajema-7080	323	8	w.	w.	NOUN
ajema-7080	323	9	(	(	PUNCT
ajema-7080	323	10	2017	2017	NUM
ajema-7080	323	11	)	)	PUNCT
ajema-7080	323	12	.	.	PUNCT
ajema-7080	324	1	disasters	disaster	NOUN
ajema-7080	324	2	in	in	ADP
ajema-7080	324	3	the	the	DET
ajema-7080	324	4	united	united	PROPN
ajema-7080	324	5	states	states	PROPN
ajema-7080	324	6	:	:	PUNCT
ajema-7080	324	7	frequency	frequency	NOUN
ajema-7080	324	8	,	,	PUNCT
ajema-7080	324	9	costs	cost	NOUN
ajema-7080	324	10	,	,	PUNCT
ajema-7080	324	11	and	and	CCONJ
ajema-7080	324	12	compensation	compensation	NOUN
ajema-7080	324	13	.	.	PUNCT
ajema-7080	325	1	we	we	PRON
ajema-7080	325	2	upjohn	upjohn	PROPN
ajema-7080	325	3	institute	institute	PROPN
ajema-7080	325	4	.	.	PUNCT
ajema-7080	326	1	6	6	X
ajema-7080	326	2	.	.	X
ajema-7080	326	3	akhtar	akhtar	PROPN
ajema-7080	326	4	,	,	PUNCT
ajema-7080	326	5	s.	s.	PROPN
ajema-7080	326	6	,	,	PUNCT
ajema-7080	326	7	shaima	shaima	PROPN
ajema-7080	326	8	,	,	PUNCT
ajema-7080	326	9	s.	s.	PROPN
ajema-7080	326	10	,	,	PUNCT
ajema-7080	326	11	rita	rita	PROPN
ajema-7080	326	12	,	,	PUNCT
ajema-7080	326	13	g.	g.	PROPN
ajema-7080	326	14	,	,	PUNCT
ajema-7080	326	15	rashid	rashid	PROPN
ajema-7080	326	16	,	,	PUNCT
ajema-7080	326	17	a.	a.	PROPN
ajema-7080	326	18	,	,	PUNCT
ajema-7080	326	19	&	&	CCONJ
ajema-7080	326	20	rashed	rashed	PROPN
ajema-7080	326	21	,	,	PUNCT
ajema-7080	326	22	a.	a.	PROPN
ajema-7080	326	23	j.	j.	PROPN
ajema-7080	326	24	(	(	PUNCT
ajema-7080	326	25	2024	2024	NUM
ajema-7080	326	26	)	)	PUNCT
ajema-7080	326	27	.	.	PUNCT
ajema-7080	327	1	navigating	navigate	VERB
ajema-7080	327	2	the	the	DET
ajema-7080	327	3	global	global	ADJ
ajema-7080	327	4	environmental	environmental	ADJ
ajema-7080	327	5	agenda	agenda	NOUN
ajema-7080	327	6	:	:	PUNCT
ajema-7080	327	7	a	a	DET
ajema-7080	327	8	comprehensive	comprehensive	ADJ
ajema-7080	327	9	analysis	analysis	NOUN
ajema-7080	327	10	of	of	ADP
ajema-7080	327	11	cop	cop	NOUN
ajema-7080	327	12	conferences	conference	NOUN
ajema-7080	327	13	,	,	PUNCT
ajema-7080	327	14	with	with	ADP
ajema-7080	327	15	a	a	DET
ajema-7080	327	16	spotlight	spotlight	NOUN
ajema-7080	327	17	on	on	ADP
ajema-7080	327	18	cop28	cop28	NOUN
ajema-7080	327	19	and	and	CCONJ
ajema-7080	327	20	key	key	ADJ
ajema-7080	327	21	environmental	environmental	ADJ
ajema-7080	327	22	challenges	challenge	NOUN
ajema-7080	327	23	.	.	PUNCT
ajema-7080	328	1	nature	nature	NOUN
ajema-7080	328	2	environment	environment	PROPN
ajema-7080	328	3	&	&	CCONJ
ajema-7080	328	4	pollution	pollution	NOUN
ajema-7080	328	5	technology	technology	NOUN
ajema-7080	328	6	,	,	PUNCT
ajema-7080	328	7	23(3	23(3	NUM
ajema-7080	328	8	)	)	PUNCT
ajema-7080	328	9	.	.	PUNCT
ajema-7080	329	1	7	7	X
ajema-7080	329	2	.	.	X
ajema-7080	329	3	machireddy	machireddy	PROPN
ajema-7080	329	4	,	,	PUNCT
ajema-7080	329	5	j.	j.	PROPN
ajema-7080	329	6	r.	r.	PROPN
ajema-7080	329	7	(	(	PUNCT
ajema-7080	329	8	2022	2022	NUM
ajema-7080	329	9	)	)	PUNCT
ajema-7080	329	10	.	.	PUNCT
ajema-7080	330	1	revolutionizing	revolutionize	VERB
ajema-7080	330	2	claims	claim	NOUN
ajema-7080	330	3	processing	processing	NOUN
ajema-7080	330	4	in	in	ADP
ajema-7080	330	5	the	the	DET
ajema-7080	330	6	healthcare	healthcare	NOUN
ajema-7080	330	7	industry	industry	NOUN
ajema-7080	330	8	:	:	PUNCT
ajema-7080	330	9	the	the	DET
ajema-7080	330	10	expanding	expand	VERB
ajema-7080	330	11	role	role	NOUN
ajema-7080	330	12	of	of	ADP
ajema-7080	330	13	automation	automation	NOUN
ajema-7080	330	14	and	and	CCONJ
ajema-7080	330	15	ai	ai	VERB
ajema-7080	330	16	.	.	PUNCT
ajema-7080	331	1	hong	hong	PROPN
ajema-7080	331	2	kong	kong	PROPN
ajema-7080	331	3	journal	journal	PROPN
ajema-7080	331	4	of	of	ADP
ajema-7080	331	5	ai	ai	PROPN
ajema-7080	331	6	and	and	CCONJ
ajema-7080	331	7	medicine	medicine	NOUN
ajema-7080	331	8	,	,	PUNCT
ajema-7080	331	9	2(1	2(1	NUM
ajema-7080	331	10	)	)	PUNCT
ajema-7080	331	11	,	,	PUNCT
ajema-7080	331	12	10	10	NUM
ajema-7080	331	13	-	-	SYM
ajema-7080	331	14	36	36	NUM
ajema-7080	331	15	.	.	NOUN
ajema-7080	331	16	8	8	NUM
ajema-7080	331	17	.	.	X
ajema-7080	331	18	bulkeley	bulkeley	PROPN
ajema-7080	331	19	,	,	PUNCT
ajema-7080	331	20	h.	h.	PROPN
ajema-7080	331	21	,	,	PUNCT
ajema-7080	331	22	chan	chan	PROPN
ajema-7080	331	23	,	,	PUNCT
ajema-7080	331	24	s.	s.	PROPN
ajema-7080	331	25	,	,	PUNCT
ajema-7080	331	26	fransen	fransen	PROPN
ajema-7080	331	27	,	,	PUNCT
ajema-7080	331	28	a.	a.	NOUN
ajema-7080	331	29	,	,	PUNCT
ajema-7080	331	30	landry	landry	PROPN
ajema-7080	331	31	,	,	PUNCT
ajema-7080	331	32	j.	j.	PROPN
ajema-7080	331	33	,	,	PUNCT
ajema-7080	331	34	seddon	seddon	PROPN
ajema-7080	331	35	,	,	PUNCT
ajema-7080	331	36	n.	n.	NOUN
ajema-7080	331	37	,	,	PUNCT
ajema-7080	331	38	deprez	deprez	PROPN
ajema-7080	331	39	,	,	PUNCT
ajema-7080	331	40	a.	a.	NOUN
ajema-7080	331	41	,	,	PUNCT
ajema-7080	331	42	&	&	CCONJ
ajema-7080	331	43	kok	kok	PROPN
ajema-7080	331	44	,	,	PUNCT
ajema-7080	331	45	m.	m.	NOUN
ajema-7080	331	46	(	(	PUNCT
ajema-7080	331	47	2023	2023	NUM
ajema-7080	331	48	)	)	PUNCT
ajema-7080	331	49	.	.	PUNCT
ajema-7080	332	1	building	build	VERB
ajema-7080	332	2	synergies	synergy	NOUN
ajema-7080	332	3	between	between	ADP
ajema-7080	332	4	climate	climate	NOUN
ajema-7080	332	5	&	&	CCONJ
ajema-7080	332	6	biodiversity	biodiversity	NOUN
ajema-7080	332	7	governance	governance	NOUN
ajema-7080	332	8	:	:	PUNCT
ajema-7080	332	9	a	a	DET
ajema-7080	332	10	primer	primer	NOUN
ajema-7080	332	11	for	for	ADP
ajema-7080	332	12	cop28	cop28	PROPN
ajema-7080	332	13	.	.	PUNCT
ajema-7080	333	1	67	67	NUM
ajema-7080	333	2	journal	journal	NOUN
ajema-7080	333	3	of	of	ADP
ajema-7080	333	4	engineering	engineering	NOUN
ajema-7080	333	5	,	,	PUNCT
ajema-7080	333	6	mechanics	mechanic	NOUN
ajema-7080	333	7	and	and	CCONJ
ajema-7080	333	8	architecture	architecture	NOUN
ajema-7080	333	9	www	www	NOUN
ajema-7080	333	10	.	.	PUNCT
ajema-7080	334	1	grnjournal.us	grnjournal.us	X
ajema-7080	334	2	9	9	NUM
ajema-7080	334	3	.	.	PUNCT
ajema-7080	334	4	ravichandran	ravichandran	PROPN
ajema-7080	334	5	sr	sr	PROPN
ajema-7080	334	6	,	,	PUNCT
ajema-7080	334	7	p.	p.	PROPN
ajema-7080	334	8	,	,	PUNCT
ajema-7080	334	9	machireddy	machireddy	PROPN
ajema-7080	334	10	sr	sr	PROPN
ajema-7080	334	11	,	,	PUNCT
ajema-7080	334	12	j.	j.	PROPN
ajema-7080	334	13	r.	r.	PROPN
ajema-7080	334	14	,	,	PUNCT
ajema-7080	334	15	&	&	CCONJ
ajema-7080	334	16	rachakatla	rachakatla	PROPN
ajema-7080	334	17	,	,	PUNCT
ajema-7080	334	18	s.	s.	PROPN
ajema-7080	334	19	k.	k.	PROPN
ajema-7080	334	20	(	(	PUNCT
ajema-7080	334	21	2024	2024	NUM
ajema-7080	334	22	)	)	PUNCT
ajema-7080	334	23	.	.	PUNCT
ajema-7080	335	1	harnessing	harness	VERB
ajema-7080	335	2	generative	generative	ADJ
ajema-7080	335	3	ai	ai	VERB
ajema-7080	335	4	for	for	ADP
ajema-7080	335	5	automated	automate	VERB
ajema-7080	335	6	data	data	NOUN
ajema-7080	335	7	analytics	analytic	NOUN
ajema-7080	335	8	in	in	ADP
ajema-7080	335	9	business	business	NOUN
ajema-7080	335	10	intelligence	intelligence	NOUN
ajema-7080	335	11	and	and	CCONJ
ajema-7080	335	12	decision	decision	NOUN
ajema-7080	335	13	-	-	PUNCT
ajema-7080	335	14	making	making	NOUN
ajema-7080	335	15	.	.	PUNCT
ajema-7080	336	1	hong	hong	PROPN
ajema-7080	336	2	kong	kong	PROPN
ajema-7080	336	3	journal	journal	PROPN
ajema-7080	336	4	of	of	ADP
ajema-7080	336	5	ai	ai	PROPN
ajema-7080	336	6	and	and	CCONJ
ajema-7080	336	7	medicine	medicine	NOUN
ajema-7080	336	8	,	,	PUNCT
ajema-7080	336	9	4(1	4(1	NOUN
ajema-7080	336	10	)	)	PUNCT
ajema-7080	336	11	,	,	PUNCT
ajema-7080	336	12	122	122	NUM
ajema-7080	336	13	-	-	SYM
ajema-7080	336	14	145	145	NUM
ajema-7080	336	15	.	.	PUNCT
ajema-7080	337	1	10	10	NUM
ajema-7080	337	2	.	.	PUNCT
ajema-7080	338	1	machireddy	machireddy	PROPN
ajema-7080	338	2	,	,	PUNCT
ajema-7080	338	3	j.	j.	PROPN
ajema-7080	338	4	r.	r.	PROPN
ajema-7080	338	5	effective	effective	ADJ
ajema-7080	338	6	distributed	distribute	VERB
ajema-7080	338	7	decision	decision	NOUN
ajema-7080	338	8	-	-	PUNCT
ajema-7080	338	9	making	make	VERB
ajema-7080	338	10	approach	approach	NOUN
ajema-7080	338	11	for	for	ADP
ajema-7080	338	12	smart	smart	ADJ
ajema-7080	338	13	business	business	NOUN
ajema-7080	338	14	intelligence	intelligence	NOUN
ajema-7080	338	15	technology	technology	NOUN
ajema-7080	338	16	.	.	PUNCT
ajema-7080	339	1	11	11	NUM
ajema-7080	339	2	.	.	X
ajema-7080	340	1	sending	send	VERB
ajema-7080	340	2	,	,	PUNCT
ajema-7080	340	3	o.	o.	PROPN
ajema-7080	340	4	j.	j.	PROPN
ajema-7080	340	5	,	,	PUNCT
ajema-7080	340	6	szulecki	szulecki	PROPN
ajema-7080	340	7	,	,	PUNCT
ajema-7080	340	8	k.	k.	PROPN
ajema-7080	340	9	,	,	PUNCT
ajema-7080	340	10	saha	saha	PROPN
ajema-7080	340	11	,	,	PUNCT
ajema-7080	340	12	s.	s.	PROPN
ajema-7080	340	13	,	,	PUNCT
ajema-7080	340	14	&	&	CCONJ
ajema-7080	340	15	zuleeg	zuleeg	PROPN
ajema-7080	340	16	,	,	PUNCT
ajema-7080	340	17	f.	f.	PROPN
ajema-7080	340	18	(	(	PUNCT
ajema-7080	340	19	2024	2024	NUM
ajema-7080	340	20	)	)	PUNCT
ajema-7080	340	21	.	.	PUNCT
ajema-7080	341	1	the	the	DET
ajema-7080	341	2	political	political	ADJ
ajema-7080	341	3	economy	economy	NOUN
ajema-7080	341	4	of	of	ADP
ajema-7080	341	5	global	global	ADJ
ajema-7080	341	6	climate	climate	NOUN
ajema-7080	341	7	action	action	NOUN
ajema-7080	341	8	:	:	PUNCT
ajema-7080	341	9	where	where	SCONJ
ajema-7080	341	10	does	do	AUX
ajema-7080	341	11	the	the	DET
ajema-7080	341	12	west	west	NOUN
ajema-7080	341	13	go	go	VERB
ajema-7080	341	14	next	next	ADV
ajema-7080	341	15	after	after	ADP
ajema-7080	341	16	cop28	cop28	NOUN
ajema-7080	341	17	?	?	PUNCT
ajema-7080	341	18	.	.	PUNCT
ajema-7080	342	1	nupi	nupi	PROPN
ajema-7080	342	2	report	report	PROPN
ajema-7080	342	3	.	.	PUNCT
ajema-7080	343	1	12	12	NUM
ajema-7080	343	2	.	.	PUNCT
ajema-7080	344	1	machireddy	machireddy	PROPN
ajema-7080	344	2	,	,	PUNCT
ajema-7080	344	3	j.	j.	PROPN
ajema-7080	344	4	r.	r.	PROPN
ajema-7080	344	5	(	(	PUNCT
ajema-7080	344	6	2024	2024	NUM
ajema-7080	344	7	)	)	PUNCT
ajema-7080	344	8	.	.	PUNCT
ajema-7080	345	1	customer360	customer360	PROPN
ajema-7080	345	2	application	application	NOUN
ajema-7080	345	3	using	use	VERB
ajema-7080	345	4	data	datum	NOUN
ajema-7080	345	5	analytical	analytical	ADJ
ajema-7080	345	6	strategy	strategy	NOUN
ajema-7080	345	7	for	for	ADP
ajema-7080	345	8	the	the	DET
ajema-7080	345	9	financial	financial	ADJ
ajema-7080	345	10	sector	sector	NOUN
ajema-7080	345	11	.	.	PUNCT
ajema-7080	346	1	international	international	ADJ
ajema-7080	346	2	journal	journal	PROPN
ajema-7080	346	3	of	of	ADP
ajema-7080	346	4	data	datum	NOUN
ajema-7080	346	5	analytics	analytic	NOUN
ajema-7080	346	6	(	(	PUNCT
ajema-7080	346	7	ijda	ijda	NOUN
ajema-7080	346	8	)	)	PUNCT
ajema-7080	346	9	,	,	PUNCT
ajema-7080	346	10	4(1	4(1	NOUN
ajema-7080	346	11	)	)	PUNCT
ajema-7080	346	12	,	,	PUNCT
ajema-7080	346	13	1	1	NUM
ajema-7080	346	14	-	-	SYM
ajema-7080	346	15	15	15	NUM
ajema-7080	346	16	.	.	NOUN
ajema-7080	346	17	13	13	NUM
ajema-7080	346	18	.	.	X
ajema-7080	347	1	pillai	pillai	PROPN
ajema-7080	347	2	,	,	PUNCT
ajema-7080	347	3	a.	a.	NOUN
ajema-7080	347	4	(	(	PUNCT
ajema-7080	347	5	2023	2023	NUM
ajema-7080	347	6	)	)	PUNCT
ajema-7080	347	7	.	.	PUNCT
ajema-7080	348	1	traffic	traffic	NOUN
ajema-7080	348	2	surveillance	surveillance	NOUN
ajema-7080	348	3	systems	system	NOUN
ajema-7080	348	4	through	through	ADP
ajema-7080	348	5	advanced	advanced	ADJ
ajema-7080	348	6	detection	detection	NOUN
ajema-7080	348	7	,	,	PUNCT
ajema-7080	348	8	tracking	tracking	NOUN
ajema-7080	348	9	,	,	PUNCT
ajema-7080	348	10	and	and	CCONJ
ajema-7080	348	11	classification	classification	NOUN
ajema-7080	348	12	technique	technique	NOUN
ajema-7080	348	13	.	.	PUNCT
ajema-7080	349	1	international	international	ADJ
ajema-7080	349	2	journal	journal	NOUN
ajema-7080	349	3	of	of	ADP
ajema-7080	349	4	sustainable	sustainable	ADJ
ajema-7080	349	5	infrastructure	infrastructure	NOUN
ajema-7080	349	6	for	for	ADP
ajema-7080	349	7	cities	city	NOUN
ajema-7080	349	8	and	and	CCONJ
ajema-7080	349	9	societies	society	NOUN
ajema-7080	349	10	,	,	PUNCT
ajema-7080	349	11	8(9	8(9	NUM
ajema-7080	349	12	)	)	PUNCT
ajema-7080	349	13	,	,	PUNCT
ajema-7080	349	14	11	11	NUM
ajema-7080	349	15	-	-	SYM
ajema-7080	349	16	23	23	NUM
ajema-7080	349	17	.	.	PUNCT
ajema-7080	350	1	14	14	NUM
ajema-7080	350	2	.	.	PUNCT
ajema-7080	351	1	machireddy	machireddy	PROPN
ajema-7080	351	2	,	,	PUNCT
ajema-7080	351	3	j.	j.	PROPN
ajema-7080	351	4	r.	r.	PROPN
ajema-7080	351	5	artificial	artificial	PROPN
ajema-7080	351	6	intelligence	intelligence	NOUN
ajema-7080	351	7	-	-	PUNCT
ajema-7080	351	8	based	base	VERB
ajema-7080	351	9	approach	approach	NOUN
ajema-7080	351	10	to	to	PART
ajema-7080	351	11	perform	perform	VERB
ajema-7080	351	12	monitoring	monitoring	NOUN
ajema-7080	351	13	and	and	CCONJ
ajema-7080	351	14	diagnostic	diagnostic	ADJ
ajema-7080	351	15	process	process	NOUN
ajema-7080	351	16	for	for	ADP
ajema-7080	351	17	a	a	DET
ajema-7080	351	18	holistic	holistic	ADJ
ajema-7080	351	19	environment	environment	NOUN
ajema-7080	351	20	.	.	PUNCT
ajema-7080	352	1	15	15	X
ajema-7080	352	2	.	.	X
ajema-7080	352	3	pillai	pillai	PROPN
ajema-7080	352	4	,	,	PUNCT
ajema-7080	352	5	a.	a.	PROPN
ajema-7080	352	6	s.	s.	PROPN
ajema-7080	352	7	(	(	PUNCT
ajema-7080	352	8	2022	2022	NUM
ajema-7080	352	9	)	)	PUNCT
ajema-7080	352	10	.	.	PUNCT
ajema-7080	353	1	cardiac	cardiac	ADJ
ajema-7080	353	2	disease	disease	NOUN
ajema-7080	353	3	prediction	prediction	NOUN
ajema-7080	353	4	with	with	ADP
ajema-7080	353	5	tabular	tabular	PROPN
ajema-7080	353	6	neural	neural	ADJ
ajema-7080	353	7	network	network	NOUN
ajema-7080	353	8	.	.	PUNCT
ajema-7080	354	1	16	16	NUM
ajema-7080	354	2	.	.	PUNCT
ajema-7080	355	1	aravind	aravind	PROPN
ajema-7080	355	2	sasidharan	sasidharan	PROPN
ajema-7080	355	3	pillai	pillai	PROPN
ajema-7080	355	4	.	.	PUNCT
ajema-7080	356	1	(	(	PUNCT
ajema-7080	356	2	2022	2022	NUM
ajema-7080	356	3	)	)	PUNCT
ajema-7080	356	4	.	.	PUNCT
ajema-7080	357	1	cardiac	cardiac	ADJ
ajema-7080	357	2	disease	disease	NOUN
ajema-7080	357	3	prediction	prediction	NOUN
ajema-7080	357	4	with	with	ADP
ajema-7080	357	5	tabular	tabular	PROPN
ajema-7080	357	6	neural	neural	ADJ
ajema-7080	357	7	network	network	NOUN
ajema-7080	357	8	.	.	PUNCT
ajema-7080	358	1	international	international	ADJ
ajema-7080	358	2	journal	journal	PROPN
ajema-7080	358	3	of	of	ADP
ajema-7080	358	4	engineering	engineering	PROPN
ajema-7080	358	5	research	research	PROPN
ajema-7080	358	6	&	&	CCONJ
ajema-7080	358	7	technology	technology	NOUN
ajema-7080	358	8	,	,	PUNCT
ajema-7080	358	9	vol	vol	NOUN
ajema-7080	358	10	.	.	PUNCT
ajema-7080	359	1	11(issue	11(issue	NUM
ajema-7080	359	2	11	11	NUM
ajema-7080	359	3	,	,	PUNCT
ajema-7080	359	4	november-2022	november-2022	NOUN
ajema-7080	359	5	)	)	PUNCT
ajema-7080	359	6	,	,	PUNCT
ajema-7080	359	7	153	153	NUM
ajema-7080	359	8	.	.	PUNCT
ajema-7080	360	1	https://doi.org/10.5281/zenodo.7750620	https://doi.org/10.5281/zenodo.7750620	PROPN
ajema-7080	360	2	17	17	NUM
ajema-7080	360	3	.	.	PUNCT
ajema-7080	361	1	machireddy	machireddy	PROPN
ajema-7080	361	2	,	,	PUNCT
ajema-7080	361	3	j.	j.	PROPN
ajema-7080	361	4	r.	r.	PROPN
ajema-7080	361	5	(	(	PUNCT
ajema-7080	361	6	2024	2024	NUM
ajema-7080	361	7	)	)	PUNCT
ajema-7080	361	8	.	.	PUNCT
ajema-7080	362	1	artificial	artificial	ADJ
ajema-7080	362	2	intelligence	intelligence	NOUN
ajema-7080	362	3	and	and	CCONJ
ajema-7080	362	4	machine	machine	NOUN
ajema-7080	362	5	learning	learn	VERB
ajema-7080	362	6	application	application	NOUN
ajema-7080	362	7	in	in	ADP
ajema-7080	362	8	food	food	NOUN
ajema-7080	362	9	processing	processing	NOUN
ajema-7080	362	10	and	and	CCONJ
ajema-7080	362	11	its	its	PRON
ajema-7080	362	12	potential	potential	NOUN
ajema-7080	362	13	in	in	ADP
ajema-7080	362	14	industry	industry	NOUN
ajema-7080	362	15	4.0	4.0	NUM
ajema-7080	362	16	.	.	PUNCT
ajema-7080	363	1	international	international	ADJ
ajema-7080	363	2	journal	journal	NOUN
ajema-7080	363	3	of	of	ADP
ajema-7080	363	4	artificial	artificial	ADJ
ajema-7080	363	5	intelligence	intelligence	NOUN
ajema-7080	363	6	&	&	CCONJ
ajema-7080	363	7	machine	machine	NOUN
ajema-7080	363	8	learning	learning	NOUN
ajema-7080	363	9	(	(	PUNCT
ajema-7080	363	10	ijaiml	ijaiml	NOUN
ajema-7080	363	11	)	)	PUNCT
ajema-7080	363	12	,	,	PUNCT
ajema-7080	363	13	3(02	3(02	NUM
ajema-7080	363	14	)	)	PUNCT
ajema-7080	363	15	,	,	PUNCT
ajema-7080	363	16	40	40	NUM
ajema-7080	363	17	-	-	SYM
ajema-7080	363	18	53	53	NUM
ajema-7080	363	19	.	.	NUM
ajema-7080	363	20	18	18	NUM
ajema-7080	363	21	.	.	PUNCT
ajema-7080	364	1	machireddy	machireddy	PROPN
ajema-7080	364	2	,	,	PUNCT
ajema-7080	364	3	j.	j.	PROPN
ajema-7080	364	4	r.	r.	PROPN
ajema-7080	364	5	effective	effective	ADJ
ajema-7080	364	6	distributed	distribute	VERB
ajema-7080	364	7	decision	decision	NOUN
ajema-7080	364	8	-	-	PUNCT
ajema-7080	364	9	making	make	VERB
ajema-7080	364	10	approach	approach	NOUN
ajema-7080	364	11	for	for	ADP
ajema-7080	364	12	smart	smart	ADJ
ajema-7080	364	13	business	business	NOUN
ajema-7080	364	14	intelligence	intelligence	NOUN
ajema-7080	364	15	technology	technology	NOUN
ajema-7080	364	16	.	.	PUNCT
ajema-7080	365	1	19	19	NUM
ajema-7080	365	2	.	.	PUNCT
ajema-7080	365	3	pharmaceutical	pharmaceutical	ADJ
ajema-7080	365	4	quality	quality	PROPN
ajema-7080	365	5	management	management	NOUN
ajema-7080	365	6	systems	system	NOUN
ajema-7080	365	7	:	:	PUNCT
ajema-7080	365	8	a	a	DET
ajema-7080	365	9	comprehensive	comprehensive	ADJ
ajema-7080	365	10	review	review	NOUN
ajema-7080	365	11	.	.	PUNCT
ajema-7080	366	1	(	(	PUNCT
ajema-7080	366	2	2024	2024	NUM
ajema-7080	366	3	)	)	PUNCT
ajema-7080	366	4	.	.	PUNCT
ajema-7080	367	1	african	african	ADJ
ajema-7080	367	2	journal	journal	PROPN
ajema-7080	367	3	of	of	ADP
ajema-7080	367	4	biomedical	biomedical	ADJ
ajema-7080	367	5	research	research	NOUN
ajema-7080	367	6	,	,	PUNCT
ajema-7080	367	7	27(5s	27(5s	NUM
ajema-7080	367	8	)	)	PUNCT
ajema-7080	367	9	,	,	PUNCT
ajema-7080	367	10	644	644	NUM
ajema-7080	367	11	-	-	SYM
ajema-7080	367	12	653	653	NUM
ajema-7080	367	13	.	.	PUNCT
ajema-7080	368	1	https://doi.org/10.53555/ajbr.v27i5s.6519	https://doi.org/10.53555/ajbr.v27i5s.6519	ADJ
ajema-7080	368	2	20	20	NUM
ajema-7080	368	3	.	.	PUNCT
ajema-7080	369	1	bhikadiya	bhikadiya	PROPN
ajema-7080	369	2	,	,	PUNCT
ajema-7080	369	3	d.	d.	PROPN
ajema-7080	369	4	,	,	PUNCT
ajema-7080	369	5	&	&	CCONJ
ajema-7080	369	6	bhikadiya	bhikadiya	PROPN
ajema-7080	369	7	,	,	PUNCT
ajema-7080	369	8	k.	k.	PROPN
ajema-7080	369	9	(	(	PUNCT
ajema-7080	369	10	2024	2024	NUM
ajema-7080	369	11	)	)	PUNCT
ajema-7080	369	12	.	.	PUNCT
ajema-7080	370	1	exploring	explore	VERB
ajema-7080	370	2	the	the	DET
ajema-7080	370	3	dissolution	dissolution	NOUN
ajema-7080	370	4	of	of	ADP
ajema-7080	370	5	vitamin	vitamin	NOUN
ajema-7080	370	6	k2	k2	NOUN
ajema-7080	370	7	in	in	ADP
ajema-7080	370	8	sunflower	sunflower	NOUN
ajema-7080	370	9	oil	oil	NOUN
ajema-7080	370	10	:	:	PUNCT
ajema-7080	370	11	insights	insight	NOUN
ajema-7080	370	12	and	and	CCONJ
ajema-7080	370	13	applications	application	NOUN
ajema-7080	370	14	.	.	PUNCT
ajema-7080	371	1	international	international	ADJ
ajema-7080	371	2	education	education	NOUN
ajema-7080	371	3	and	and	CCONJ
ajema-7080	371	4	research	research	NOUN
ajema-7080	371	5	journal	journal	PROPN
ajema-7080	371	6	(	(	PUNCT
ajema-7080	371	7	ierj	ierj	PROPN
ajema-7080	371	8	)	)	PUNCT
ajema-7080	371	9	,	,	PUNCT
ajema-7080	371	10	10(6	10(6	PROPN
ajema-7080	371	11	)	)	PUNCT
ajema-7080	371	12	.	.	PUNCT
ajema-7080	372	1	21	21	NUM
ajema-7080	372	2	.	.	PUNCT
ajema-7080	373	1	bhikadiya	bhikadiya	PROPN
ajema-7080	373	2	,	,	PUNCT
ajema-7080	373	3	d.	d.	PROPN
ajema-7080	373	4	,	,	PUNCT
ajema-7080	373	5	&	&	CCONJ
ajema-7080	373	6	bhikadiya	bhikadiya	PROPN
ajema-7080	373	7	,	,	PUNCT
ajema-7080	373	8	k.	k.	PROPN
ajema-7080	373	9	(	(	PUNCT
ajema-7080	373	10	2024	2024	NUM
ajema-7080	373	11	)	)	PUNCT
ajema-7080	373	12	.	.	PUNCT
ajema-7080	374	1	calcium	calcium	NOUN
ajema-7080	374	2	regulation	regulation	NOUN
ajema-7080	374	3	and	and	CCONJ
ajema-7080	374	4	the	the	DET
ajema-7080	374	5	medical	medical	ADJ
ajema-7080	374	6	advantages	advantage	NOUN
ajema-7080	374	7	of	of	ADP
ajema-7080	374	8	vitamin	vitamin	NOUN
ajema-7080	374	9	k2	k2	NOUN
ajema-7080	374	10	.	.	PUNCT
ajema-7080	375	1	south	south	ADJ
ajema-7080	375	2	eastern	eastern	ADJ
ajema-7080	375	3	european	european	PROPN
ajema-7080	375	4	journal	journal	PROPN
ajema-7080	375	5	of	of	ADP
ajema-7080	375	6	public	public	ADJ
ajema-7080	375	7	health	health	NOUN
ajema-7080	375	8	,	,	PUNCT
ajema-7080	375	9	1568	1568	NUM
ajema-7080	375	10	-	-	SYM
ajema-7080	375	11	1579	1579	NUM
ajema-7080	375	12	.	.	PUNCT
ajema-7080	376	1	22	22	NUM
ajema-7080	376	2	.	.	PUNCT
ajema-7080	377	1	machireddy	machireddy	PROPN
ajema-7080	377	2	,	,	PUNCT
ajema-7080	377	3	j.	j.	PROPN
ajema-7080	377	4	r.	r.	PROPN
ajema-7080	377	5	(	(	PUNCT
ajema-7080	377	6	2024	2024	NUM
ajema-7080	377	7	)	)	PUNCT
ajema-7080	377	8	.	.	PUNCT
ajema-7080	378	1	integrating	integrate	VERB
ajema-7080	378	2	machine	machine	NOUN
ajema-7080	378	3	learning	learning	NOUN
ajema-7080	378	4	-	-	PUNCT
ajema-7080	378	5	driven	drive	VERB
ajema-7080	378	6	rpa	rpa	NOUN
ajema-7080	378	7	with	with	ADP
ajema-7080	378	8	cloud	cloud	NOUN
ajema-7080	378	9	-	-	PUNCT
ajema-7080	378	10	based	base	VERB
ajema-7080	378	11	data	datum	NOUN
ajema-7080	378	12	warehousing	warehousing	NOUN
ajema-7080	378	13	for	for	ADP
ajema-7080	378	14	real	real	ADJ
ajema-7080	378	15	-	-	PUNCT
ajema-7080	378	16	time	time	NOUN
ajema-7080	378	17	analytics	analytic	NOUN
ajema-7080	378	18	and	and	CCONJ
ajema-7080	378	19	business	business	NOUN
ajema-7080	378	20	intelligence	intelligence	NOUN
ajema-7080	378	21	.	.	PUNCT
ajema-7080	379	1	hong	hong	PROPN
ajema-7080	379	2	kong	kong	PROPN
ajema-7080	379	3	journal	journal	PROPN
ajema-7080	379	4	of	of	ADP
ajema-7080	379	5	ai	ai	PROPN
ajema-7080	379	6	and	and	CCONJ
ajema-7080	379	7	medicine	medicine	NOUN
ajema-7080	379	8	,	,	PUNCT
ajema-7080	379	9	4(1	4(1	NOUN
ajema-7080	379	10	)	)	PUNCT
ajema-7080	379	11	,	,	PUNCT
ajema-7080	379	12	98	98	NUM
ajema-7080	379	13	-	-	SYM
ajema-7080	379	14	121	121	NUM
ajema-7080	379	15	.	.	PUNCT
ajema-7080	380	1	23	23	NUM
ajema-7080	380	2	.	.	PUNCT
ajema-7080	381	1	dalal	dalal	PROPN
ajema-7080	381	2	,	,	PUNCT
ajema-7080	381	3	k.	k.	PROPN
ajema-7080	381	4	r.	r.	PROPN
ajema-7080	381	5	,	,	PUNCT
ajema-7080	381	6	&	&	CCONJ
ajema-7080	381	7	rele	rele	PROPN
ajema-7080	381	8	,	,	PUNCT
ajema-7080	381	9	m.	m.	NOUN
ajema-7080	381	10	(	(	PUNCT
ajema-7080	381	11	2018	2018	NUM
ajema-7080	381	12	,	,	PUNCT
ajema-7080	381	13	october	october	PROPN
ajema-7080	381	14	)	)	PUNCT
ajema-7080	381	15	.	.	PUNCT
ajema-7080	382	1	cyber	cyber	PROPN
ajema-7080	382	2	security	security	NOUN
ajema-7080	382	3	:	:	PUNCT
ajema-7080	382	4	threat	threat	NOUN
ajema-7080	382	5	detection	detection	NOUN
ajema-7080	382	6	model	model	NOUN
ajema-7080	382	7	based	base	VERB
ajema-7080	382	8	on	on	ADP
ajema-7080	382	9	machine	machine	NOUN
ajema-7080	382	10	learning	learning	NOUN
ajema-7080	382	11	algorithm	algorithm	NOUN
ajema-7080	382	12	.	.	PUNCT
ajema-7080	383	1	in	in	ADP
ajema-7080	383	2	2018	2018	NUM
ajema-7080	383	3	3rd	3rd	ADJ
ajema-7080	383	4	international	international	ADJ
ajema-7080	383	5	conference	conference	NOUN
ajema-7080	383	6	on	on	ADP
ajema-7080	383	7	communication	communication	NOUN
ajema-7080	383	8	and	and	CCONJ
ajema-7080	383	9	electronics	electronic	NOUN
ajema-7080	383	10	systems	system	NOUN
ajema-7080	383	11	(	(	PUNCT
ajema-7080	383	12	icces	icce	NOUN
ajema-7080	383	13	)	)	PUNCT
ajema-7080	383	14	(	(	PUNCT
ajema-7080	383	15	pp	pp	X
ajema-7080	383	16	.	.	PUNCT
ajema-7080	384	1	239	239	NUM
ajema-7080	384	2	-	-	SYM
ajema-7080	384	3	243	243	NUM
ajema-7080	384	4	)	)	PUNCT
ajema-7080	384	5	.	.	PUNCT
ajema-7080	385	1	ieee	ieee	PROPN
ajema-7080	385	2	.	.	PUNCT
ajema-7080	386	1	24	24	NUM
ajema-7080	386	2	.	.	X
ajema-7080	387	1	rele	rele	PROPN
ajema-7080	387	2	,	,	PUNCT
ajema-7080	387	3	m.	m.	NOUN
ajema-7080	387	4	,	,	PUNCT
ajema-7080	387	5	&	&	CCONJ
ajema-7080	387	6	patil	patil	PROPN
ajema-7080	387	7	,	,	PUNCT
ajema-7080	387	8	d.	d.	PROPN
ajema-7080	387	9	(	(	PUNCT
ajema-7080	387	10	2023	2023	NUM
ajema-7080	387	11	,	,	PUNCT
ajema-7080	387	12	august	august	PROPN
ajema-7080	387	13	)	)	PUNCT
ajema-7080	387	14	.	.	PUNCT
ajema-7080	388	1	intrusive	intrusive	ADJ
ajema-7080	388	2	detection	detection	NOUN
ajema-7080	388	3	techniques	technique	NOUN
ajema-7080	388	4	utilizing	utilize	VERB
ajema-7080	388	5	machine	machine	NOUN
ajema-7080	388	6	learning	learning	NOUN
ajema-7080	388	7	,	,	PUNCT
ajema-7080	388	8	deep	deep	ADJ
ajema-7080	388	9	learning	learning	NOUN
ajema-7080	388	10	,	,	PUNCT
ajema-7080	388	11	and	and	CCONJ
ajema-7080	388	12	anomaly	anomaly	NOUN
ajema-7080	388	13	-	-	PUNCT
ajema-7080	388	14	based	base	VERB
ajema-7080	388	15	approaches	approach	NOUN
ajema-7080	388	16	.	.	PUNCT
ajema-7080	389	1	in	in	ADP
ajema-7080	389	2	2023	2023	NUM
ajema-7080	389	3	ieee	ieee	NOUN
ajema-7080	389	4	international	international	ADJ
ajema-7080	389	5	conference	conference	NOUN
ajema-7080	389	6	on	on	ADP
ajema-7080	389	7	cryptography	cryptography	NOUN
ajema-7080	389	8	,	,	PUNCT
ajema-7080	389	9	informatics	informatic	NOUN
ajema-7080	389	10	,	,	PUNCT
ajema-7080	389	11	and	and	CCONJ
ajema-7080	389	12	cybersecurity	cybersecurity	NOUN
ajema-7080	389	13	(	(	PUNCT
ajema-7080	389	14	icocics	icocic	NOUN
ajema-7080	389	15	)	)	PUNCT
ajema-7080	389	16	(	(	PUNCT
ajema-7080	389	17	pp	pp	X
ajema-7080	389	18	.	.	PUNCT
ajema-7080	390	1	88	88	NUM
ajema-7080	390	2	-	-	SYM
ajema-7080	390	3	93	93	NUM
ajema-7080	390	4	)	)	PUNCT
ajema-7080	390	5	.	.	PUNCT
ajema-7080	391	1	ieee	ieee	PROPN
ajema-7080	391	2	.	.	PUNCT
ajema-7080	392	1	25	25	NUM
ajema-7080	392	2	.	.	PUNCT
ajema-7080	393	1	wang	wang	PROPN
ajema-7080	393	2	,	,	PUNCT
ajema-7080	393	3	y.	y.	PROPN
ajema-7080	393	4	,	,	PUNCT
ajema-7080	393	5	&	&	CCONJ
ajema-7080	393	6	yang	yang	PROPN
ajema-7080	393	7	,	,	PUNCT
ajema-7080	393	8	x.	x.	NOUN
ajema-7080	393	9	(	(	PUNCT
ajema-7080	393	10	2025	2025	NUM
ajema-7080	393	11	)	)	PUNCT
ajema-7080	393	12	.	.	PUNCT
ajema-7080	394	1	design	design	NOUN
ajema-7080	394	2	and	and	CCONJ
ajema-7080	394	3	implementation	implementation	NOUN
ajema-7080	394	4	of	of	ADP
ajema-7080	394	5	a	a	DET
ajema-7080	394	6	distributed	distribute	VERB
ajema-7080	394	7	security	security	NOUN
ajema-7080	394	8	threat	threat	NOUN
ajema-7080	394	9	detection	detection	NOUN
ajema-7080	394	10	system	system	NOUN
ajema-7080	394	11	integrating	integrate	VERB
ajema-7080	394	12	federated	federated	ADJ
ajema-7080	394	13	learning	learning	NOUN
ajema-7080	394	14	and	and	CCONJ
ajema-7080	394	15	multimodal	multimodal	NOUN
ajema-7080	394	16	llm	llm	PROPN
ajema-7080	394	17	.	.	PUNCT
ajema-7080	395	1	arxiv	arxiv	PROPN
ajema-7080	395	2	preprint	preprint	PROPN
ajema-7080	395	3	arxiv:2502.17763	arxiv:2502.17763	PROPN
ajema-7080	395	4	.	.	PUNCT
ajema-7080	396	1	26	26	NUM
ajema-7080	396	2	.	.	PUNCT
ajema-7080	397	1	wang	wang	PROPN
ajema-7080	397	2	,	,	PUNCT
ajema-7080	397	3	y.	y.	PROPN
ajema-7080	397	4	,	,	PUNCT
ajema-7080	397	5	&	&	CCONJ
ajema-7080	397	6	yang	yang	PROPN
ajema-7080	397	7	,	,	PUNCT
ajema-7080	397	8	x.	x.	NOUN
ajema-7080	397	9	(	(	PUNCT
ajema-7080	397	10	2025	2025	NUM
ajema-7080	397	11	)	)	PUNCT
ajema-7080	397	12	.	.	PUNCT
ajema-7080	398	1	research	research	NOUN
ajema-7080	398	2	on	on	ADP
ajema-7080	398	3	enhancing	enhance	VERB
ajema-7080	398	4	cloud	cloud	ADJ
ajema-7080	398	5	computing	compute	VERB
ajema-7080	398	6	network	network	NOUN
ajema-7080	398	7	security	security	NOUN
ajema-7080	398	8	using	use	VERB
ajema-7080	398	9	artificial	artificial	ADJ
ajema-7080	398	10	intelligence	intelligence	NOUN
ajema-7080	398	11	algorithms	algorithm	NOUN
ajema-7080	398	12	.	.	PUNCT
ajema-7080	399	1	arxiv	arxiv	PROPN
ajema-7080	399	2	preprint	preprint	VERB
ajema-7080	399	3	arxiv:2502.17801	arxiv:2502.17801	ADV
ajema-7080	399	4	.	.	PUNCT
ajema-7080	400	1	https://doi.org/10.5281/zenodo.7750620	https://doi.org/10.5281/zenodo.7750620	VERB
ajema-7080	401	1	https://doi.org/10.53555/ajbr.v27i5s.6519	https://doi.org/10.53555/ajbr.v27i5s.6519	ADJ
ajema-7080	401	2	68	68	NUM
ajema-7080	401	3	journal	journal	NOUN
ajema-7080	401	4	of	of	ADP
ajema-7080	401	5	engineering	engineering	NOUN
ajema-7080	401	6	,	,	PUNCT
ajema-7080	401	7	mechanics	mechanic	NOUN
ajema-7080	401	8	and	and	CCONJ
ajema-7080	401	9	architecture	architecture	NOUN
ajema-7080	401	10	www	www	NOUN
ajema-7080	401	11	.	.	PUNCT
ajema-7080	402	1	grnjournal.us	grnjournal.us	X
ajema-7080	402	2	27	27	NUM
ajema-7080	402	3	.	.	PUNCT
ajema-7080	403	1	machireddy	machireddy	PROPN
ajema-7080	403	2	,	,	PUNCT
ajema-7080	403	3	j.	j.	PROPN
ajema-7080	403	4	r.	r.	PROPN
ajema-7080	403	5	(	(	PUNCT
ajema-7080	403	6	2022	2022	NUM
ajema-7080	403	7	)	)	PUNCT
ajema-7080	403	8	.	.	PUNCT
ajema-7080	404	1	leveraging	leverage	VERB
ajema-7080	404	2	robotic	robotic	ADJ
ajema-7080	404	3	process	process	NOUN
ajema-7080	404	4	automation	automation	NOUN
ajema-7080	404	5	(	(	PUNCT
ajema-7080	404	6	rpa	rpa	PROPN
ajema-7080	404	7	)	)	PUNCT
ajema-7080	404	8	with	with	ADP
ajema-7080	404	9	ai	ai	NOUN
ajema-7080	404	10	and	and	CCONJ
ajema-7080	404	11	machine	machine	NOUN
ajema-7080	404	12	learning	learn	VERB
ajema-7080	404	13	for	for	ADP
ajema-7080	404	14	scalable	scalable	ADJ
ajema-7080	404	15	data	datum	NOUN
ajema-7080	404	16	science	science	NOUN
ajema-7080	404	17	workflows	workflow	NOUN
ajema-7080	404	18	in	in	ADP
ajema-7080	404	19	cloud	cloud	NOUN
ajema-7080	404	20	-	-	PUNCT
ajema-7080	404	21	based	base	VERB
ajema-7080	404	22	data	datum	NOUN
ajema-7080	404	23	warehousing	warehousing	NOUN
ajema-7080	404	24	environments	environment	NOUN
ajema-7080	404	25	.	.	PUNCT
ajema-7080	405	1	australian	australian	ADJ
ajema-7080	405	2	journal	journal	NOUN
ajema-7080	405	3	of	of	ADP
ajema-7080	405	4	machine	machine	NOUN
ajema-7080	405	5	learning	learn	VERB
ajema-7080	405	6	research	research	PROPN
ajema-7080	405	7	&	&	CCONJ
ajema-7080	405	8	applications	application	NOUN
ajema-7080	405	9	,	,	PUNCT
ajema-7080	405	10	2(2	2(2	NUM
ajema-7080	405	11	)	)	PUNCT
ajema-7080	405	12	,	,	PUNCT
ajema-7080	405	13	234	234	NUM
ajema-7080	405	14	-	-	SYM
ajema-7080	405	15	261	261	NUM
ajema-7080	405	16	.	.	PUNCT
ajema-7080	405	17	28	28	NUM
ajema-7080	405	18	.	.	PUNCT
ajema-7080	406	1	wang	wang	PROPN
ajema-7080	406	2	,	,	PUNCT
ajema-7080	406	3	y.	y.	PROPN
ajema-7080	406	4	,	,	PUNCT
ajema-7080	406	5	&	&	CCONJ
ajema-7080	406	6	yang	yang	PROPN
ajema-7080	406	7	,	,	PUNCT
ajema-7080	406	8	x.	x.	NOUN
ajema-7080	406	9	(	(	PUNCT
ajema-7080	406	10	2025	2025	NUM
ajema-7080	406	11	)	)	PUNCT
ajema-7080	406	12	.	.	PUNCT
ajema-7080	407	1	research	research	NOUN
ajema-7080	407	2	on	on	ADP
ajema-7080	407	3	edge	edge	NOUN
ajema-7080	407	4	computing	computing	NOUN
ajema-7080	407	5	and	and	CCONJ
ajema-7080	407	6	cloud	cloud	NOUN
ajema-7080	407	7	collaborative	collaborative	ADJ
ajema-7080	407	8	resource	resource	NOUN
ajema-7080	407	9	scheduling	scheduling	NOUN
ajema-7080	407	10	optimization	optimization	NOUN
ajema-7080	407	11	based	base	VERB
ajema-7080	407	12	on	on	ADP
ajema-7080	407	13	deep	deep	ADJ
ajema-7080	407	14	reinforcement	reinforcement	NOUN
ajema-7080	407	15	learning	learning	NOUN
ajema-7080	407	16	.	.	PUNCT
ajema-7080	408	1	arxiv	arxiv	PROPN
ajema-7080	408	2	preprint	preprint	NOUN
ajema-7080	408	3	arxiv:2502.18773	arxiv:2502.18773	PROPN
ajema-7080	408	4	.	.	PUNCT
ajema-7080	409	1	29	29	NUM
ajema-7080	409	2	.	.	X
ajema-7080	410	1	smith	smith	PROPN
ajema-7080	410	2	,	,	PUNCT
ajema-7080	410	3	a.	a.	PROPN
ajema-7080	410	4	b.	b.	PROPN
ajema-7080	410	5	(	(	PUNCT
ajema-7080	410	6	2020	2020	NUM
ajema-7080	410	7	)	)	PUNCT
ajema-7080	410	8	.	.	PUNCT
ajema-7080	411	1	2010–2019	2010–2019	NUM
ajema-7080	411	2	:	:	PUNCT
ajema-7080	411	3	a	a	DET
ajema-7080	411	4	landmark	landmark	NOUN
ajema-7080	411	5	decade	decade	NOUN
ajema-7080	411	6	of	of	ADP
ajema-7080	411	7	us	we	PRON
ajema-7080	411	8	.	.	PUNCT
ajema-7080	412	1	billion	billion	NUM
ajema-7080	412	2	-	-	PUNCT
ajema-7080	412	3	dollar	dollar	NOUN
ajema-7080	412	4	weather	weather	NOUN
ajema-7080	412	5	and	and	CCONJ
ajema-7080	412	6	climate	climate	NOUN
ajema-7080	412	7	disasters	disaster	NOUN
ajema-7080	412	8	.	.	PUNCT
ajema-7080	413	1	national	national	ADJ
ajema-7080	413	2	oceanic	oceanic	NOUN
ajema-7080	413	3	and	and	CCONJ
ajema-7080	413	4	atmospheric	atmospheric	ADJ
ajema-7080	413	5	administration	administration	NOUN
ajema-7080	413	6	.	.	PUNCT
ajema-7080	414	1	30	30	NUM
ajema-7080	414	2	.	.	PUNCT
ajema-7080	415	1	machireddy	machireddy	PROPN
ajema-7080	415	2	,	,	PUNCT
ajema-7080	415	3	j.	j.	PROPN
ajema-7080	415	4	r.	r.	PROPN
ajema-7080	415	5	artificial	artificial	PROPN
ajema-7080	415	6	intelligence	intelligence	NOUN
ajema-7080	415	7	-	-	PUNCT
ajema-7080	415	8	based	base	VERB
ajema-7080	415	9	approach	approach	NOUN
ajema-7080	415	10	to	to	PART
ajema-7080	415	11	perform	perform	VERB
ajema-7080	415	12	monitoring	monitoring	NOUN
ajema-7080	415	13	and	and	CCONJ
ajema-7080	415	14	diagnostic	diagnostic	ADJ
ajema-7080	415	15	process	process	NOUN
ajema-7080	415	16	for	for	ADP
ajema-7080	415	17	a	a	DET
ajema-7080	415	18	holistic	holistic	ADJ
ajema-7080	415	19	environment	environment	NOUN
ajema-7080	415	20	.	.	PUNCT
ajema-7080	416	1	31	31	NUM
ajema-7080	416	2	.	.	X
ajema-7080	417	1	rele	rele	PROPN
ajema-7080	417	2	,	,	PUNCT
ajema-7080	417	3	m.	m.	NOUN
ajema-7080	417	4	,	,	PUNCT
ajema-7080	417	5	&	&	CCONJ
ajema-7080	417	6	patil	patil	PROPN
ajema-7080	417	7	,	,	PUNCT
ajema-7080	417	8	d.	d.	PROPN
ajema-7080	417	9	(	(	PUNCT
ajema-7080	417	10	2023	2023	NUM
ajema-7080	417	11	,	,	PUNCT
ajema-7080	417	12	august	august	PROPN
ajema-7080	417	13	)	)	PUNCT
ajema-7080	417	14	.	.	PUNCT
ajema-7080	418	1	iot	iot	PROPN
ajema-7080	418	2	based	base	VERB
ajema-7080	418	3	smart	smart	ADJ
ajema-7080	418	4	intravenous	intravenous	ADJ
ajema-7080	418	5	infusion	infusion	NOUN
ajema-7080	418	6	doing	do	VERB
ajema-7080	418	7	system	system	NOUN
ajema-7080	418	8	.	.	PUNCT
ajema-7080	419	1	in	in	ADP
ajema-7080	419	2	2023	2023	NUM
ajema-7080	419	3	international	international	ADJ
ajema-7080	419	4	conference	conference	NOUN
ajema-7080	419	5	on	on	ADP
ajema-7080	419	6	artificial	artificial	ADJ
ajema-7080	419	7	intelligence	intelligence	NOUN
ajema-7080	419	8	robotics	robotic	NOUN
ajema-7080	419	9	,	,	PUNCT
ajema-7080	419	10	signal	signal	NOUN
ajema-7080	419	11	and	and	CCONJ
ajema-7080	419	12	image	image	NOUN
ajema-7080	419	13	processing	processing	NOUN
ajema-7080	419	14	(	(	PUNCT
ajema-7080	419	15	airosip	airosip	NOUN
ajema-7080	419	16	)	)	PUNCT
ajema-7080	419	17	(	(	PUNCT
ajema-7080	419	18	pp	pp	ADJ
ajema-7080	419	19	.	.	PUNCT
ajema-7080	420	1	399	399	NUM
ajema-7080	420	2	-	-	SYM
ajema-7080	420	3	403	403	NUM
ajema-7080	420	4	)	)	PUNCT
ajema-7080	420	5	.	.	PUNCT
ajema-7080	421	1	ieee	ieee	PROPN
ajema-7080	421	2	.	.	PUNCT
ajema-7080	422	1	32	32	NUM
ajema-7080	422	2	.	.	X
ajema-7080	423	1	rele	rele	PROPN
ajema-7080	423	2	,	,	PUNCT
ajema-7080	423	3	m.	m.	NOUN
ajema-7080	423	4	,	,	PUNCT
ajema-7080	423	5	patil	patil	PROPN
ajema-7080	423	6	,	,	PUNCT
ajema-7080	423	7	d.	d.	PROPN
ajema-7080	423	8	,	,	PUNCT
ajema-7080	423	9	&	&	CCONJ
ajema-7080	423	10	boujoudar	boujoudar	PROPN
ajema-7080	423	11	,	,	PUNCT
ajema-7080	423	12	y.	y.	PROPN
ajema-7080	423	13	(	(	PUNCT
ajema-7080	423	14	2023	2023	NUM
ajema-7080	423	15	,	,	PUNCT
ajema-7080	423	16	october	october	PROPN
ajema-7080	423	17	)	)	PUNCT
ajema-7080	423	18	.	.	PUNCT
ajema-7080	424	1	integrating	integrate	VERB
ajema-7080	424	2	artificial	artificial	ADJ
ajema-7080	424	3	intelligence	intelligence	NOUN
ajema-7080	424	4	and	and	CCONJ
ajema-7080	424	5	blockchain	blockchain	PROPN
ajema-7080	424	6	technology	technology	PROPN
ajema-7080	424	7	for	for	ADP
ajema-7080	424	8	enhanced	enhance	VERB
ajema-7080	424	9	us	we	PRON
ajema-7080	424	10	homeland	homeland	NOUN
ajema-7080	424	11	security	security	NOUN
ajema-7080	424	12	.	.	PUNCT
ajema-7080	425	1	in	in	ADP
ajema-7080	425	2	2023	2023	NUM
ajema-7080	425	3	3rd	3rd	ADJ
ajema-7080	425	4	intelligent	intelligent	ADJ
ajema-7080	425	5	cybersecurity	cybersecurity	NOUN
ajema-7080	425	6	conference	conference	NOUN
ajema-7080	425	7	(	(	PUNCT
ajema-7080	425	8	icsc	icsc	ADJ
ajema-7080	425	9	)	)	PUNCT
ajema-7080	425	10	(	(	PUNCT
ajema-7080	425	11	pp	pp	ADJ
ajema-7080	425	12	.	.	PUNCT
ajema-7080	426	1	133	133	NUM
ajema-7080	426	2	-	-	SYM
ajema-7080	426	3	140	140	NUM
ajema-7080	426	4	)	)	PUNCT
ajema-7080	426	5	.	.	PUNCT
ajema-7080	427	1	ieee	ieee	PROPN
ajema-7080	427	2	.	.	PUNCT
ajema-7080	428	1	33	33	NUM
ajema-7080	428	2	.	.	PUNCT
ajema-7080	429	1	rele	rele	PROPN
ajema-7080	429	2	,	,	PUNCT
ajema-7080	429	3	m.	m.	NOUN
ajema-7080	429	4	,	,	PUNCT
ajema-7080	429	5	&	&	CCONJ
ajema-7080	429	6	patil	patil	PROPN
ajema-7080	429	7	,	,	PUNCT
ajema-7080	429	8	d.	d.	PROPN
ajema-7080	429	9	(	(	PUNCT
ajema-7080	429	10	2023	2023	NUM
ajema-7080	429	11	)	)	PUNCT
ajema-7080	429	12	.	.	PUNCT
ajema-7080	430	1	examining	examine	VERB
ajema-7080	430	2	the	the	DET
ajema-7080	430	3	impact	impact	NOUN
ajema-7080	430	4	of	of	ADP
ajema-7080	430	5	artificial	artificial	ADJ
ajema-7080	430	6	intelligence	intelligence	NOUN
ajema-7080	430	7	on	on	ADP
ajema-7080	430	8	cybersecurity	cybersecurity	NOUN
ajema-7080	430	9	within	within	ADP
ajema-7080	430	10	the	the	DET
ajema-7080	430	11	internet	internet	NOUN
ajema-7080	430	12	of	of	ADP
ajema-7080	430	13	things	thing	NOUN
ajema-7080	430	14	.	.	PUNCT
ajema-7080	431	1	34	34	NUM
ajema-7080	431	2	.	.	X
ajema-7080	432	1	rele	rele	PROPN
ajema-7080	432	2	,	,	PUNCT
ajema-7080	432	3	m.	m.	NOUN
ajema-7080	432	4	,	,	PUNCT
ajema-7080	432	5	&	&	CCONJ
ajema-7080	432	6	patil	patil	PROPN
ajema-7080	432	7	,	,	PUNCT
ajema-7080	432	8	d.	d.	PROPN
ajema-7080	432	9	(	(	PUNCT
ajema-7080	432	10	2023	2023	NUM
ajema-7080	432	11	,	,	PUNCT
ajema-7080	432	12	august	august	PROPN
ajema-7080	432	13	)	)	PUNCT
ajema-7080	432	14	.	.	PUNCT
ajema-7080	433	1	enhancing	enhance	VERB
ajema-7080	433	2	safety	safety	NOUN
ajema-7080	433	3	and	and	CCONJ
ajema-7080	433	4	security	security	NOUN
ajema-7080	433	5	in	in	ADP
ajema-7080	433	6	renewable	renewable	ADJ
ajema-7080	433	7	energy	energy	NOUN
ajema-7080	433	8	systems	system	NOUN
ajema-7080	433	9	within	within	ADP
ajema-7080	433	10	smart	smart	ADJ
ajema-7080	433	11	cities	city	NOUN
ajema-7080	433	12	.	.	PUNCT
ajema-7080	434	1	in	in	ADP
ajema-7080	434	2	2023	2023	NUM
ajema-7080	434	3	12th	12th	ADJ
ajema-7080	434	4	international	international	ADJ
ajema-7080	434	5	conference	conference	NOUN
ajema-7080	434	6	on	on	ADP
ajema-7080	434	7	renewable	renewable	ADJ
ajema-7080	434	8	energy	energy	NOUN
ajema-7080	434	9	research	research	NOUN
ajema-7080	434	10	and	and	CCONJ
ajema-7080	434	11	applications	application	NOUN
ajema-7080	434	12	(	(	PUNCT
ajema-7080	434	13	icrera	icrera	NOUN
ajema-7080	434	14	)	)	PUNCT
ajema-7080	434	15	(	(	PUNCT
ajema-7080	434	16	pp	pp	ADJ
ajema-7080	434	17	.	.	PUNCT
ajema-7080	435	1	105	105	NUM
ajema-7080	435	2	-	-	SYM
ajema-7080	435	3	114	114	NUM
ajema-7080	435	4	)	)	PUNCT
ajema-7080	435	5	.	.	PUNCT
ajema-7080	436	1	ieee	ieee	PROPN
ajema-7080	436	2	.	.	PUNCT
ajema-7080	437	1	35	35	NUM
ajema-7080	437	2	.	.	PUNCT
ajema-7080	438	1	rele	rele	PROPN
ajema-7080	438	2	,	,	PUNCT
ajema-7080	438	3	m.	m.	NOUN
ajema-7080	438	4	,	,	PUNCT
ajema-7080	438	5	&	&	CCONJ
ajema-7080	438	6	patil	patil	PROPN
ajema-7080	438	7	,	,	PUNCT
ajema-7080	438	8	d.	d.	PROPN
ajema-7080	438	9	(	(	PUNCT
ajema-7080	438	10	2023	2023	NUM
ajema-7080	438	11	,	,	PUNCT
ajema-7080	438	12	august	august	PROPN
ajema-7080	438	13	)	)	PUNCT
ajema-7080	438	14	.	.	PUNCT
ajema-7080	439	1	intrusive	intrusive	ADJ
ajema-7080	439	2	detection	detection	NOUN
ajema-7080	439	3	techniques	technique	NOUN
ajema-7080	439	4	utilizing	utilize	VERB
ajema-7080	439	5	machine	machine	NOUN
ajema-7080	439	6	learning	learning	NOUN
ajema-7080	439	7	,	,	PUNCT
ajema-7080	439	8	deep	deep	ADJ
ajema-7080	439	9	learning	learning	NOUN
ajema-7080	439	10	,	,	PUNCT
ajema-7080	439	11	and	and	CCONJ
ajema-7080	439	12	anomaly	anomaly	NOUN
ajema-7080	439	13	-	-	PUNCT
ajema-7080	439	14	based	base	VERB
ajema-7080	439	15	approaches	approach	NOUN
ajema-7080	439	16	.	.	PUNCT
ajema-7080	440	1	in	in	ADP
ajema-7080	440	2	2023	2023	NUM
ajema-7080	440	3	ieee	ieee	NOUN
ajema-7080	440	4	international	international	ADJ
ajema-7080	440	5	conference	conference	NOUN
ajema-7080	440	6	on	on	ADP
ajema-7080	440	7	cryptography	cryptography	NOUN
ajema-7080	440	8	,	,	PUNCT
ajema-7080	440	9	informatics	informatic	NOUN
ajema-7080	440	10	,	,	PUNCT
ajema-7080	440	11	and	and	CCONJ
ajema-7080	440	12	cybersecurity	cybersecurity	NOUN
ajema-7080	440	13	(	(	PUNCT
ajema-7080	440	14	icocics	icocic	NOUN
ajema-7080	440	15	)	)	PUNCT
ajema-7080	440	16	(	(	PUNCT
ajema-7080	440	17	pp	pp	X
ajema-7080	440	18	.	.	PUNCT
ajema-7080	441	1	88	88	NUM
ajema-7080	441	2	-	-	SYM
ajema-7080	441	3	93	93	NUM
ajema-7080	441	4	)	)	PUNCT
ajema-7080	441	5	.	.	PUNCT
ajema-7080	442	1	ieee	ieee	PROPN
ajema-7080	442	2	.	.	PUNCT
ajema-7080	443	1	36	36	NUM
ajema-7080	443	2	.	.	PUNCT
ajema-7080	444	1	dalal	dalal	PROPN
ajema-7080	444	2	,	,	PUNCT
ajema-7080	444	3	k.	k.	PROPN
ajema-7080	444	4	r.	r.	PROPN
ajema-7080	444	5	,	,	PUNCT
ajema-7080	444	6	&	&	CCONJ
ajema-7080	444	7	rele	rele	PROPN
ajema-7080	444	8	,	,	PUNCT
ajema-7080	444	9	m.	m.	NOUN
ajema-7080	444	10	(	(	PUNCT
ajema-7080	444	11	2018	2018	NUM
ajema-7080	444	12	,	,	PUNCT
ajema-7080	444	13	october	october	PROPN
ajema-7080	444	14	)	)	PUNCT
ajema-7080	444	15	.	.	PUNCT
ajema-7080	445	1	cyber	cyber	PROPN
ajema-7080	445	2	security	security	NOUN
ajema-7080	445	3	:	:	PUNCT
ajema-7080	445	4	threat	threat	NOUN
ajema-7080	445	5	detection	detection	NOUN
ajema-7080	445	6	model	model	NOUN
ajema-7080	445	7	based	base	VERB
ajema-7080	445	8	on	on	ADP
ajema-7080	445	9	machine	machine	NOUN
ajema-7080	445	10	learning	learning	NOUN
ajema-7080	445	11	algorithm	algorithm	NOUN
ajema-7080	445	12	.	.	PUNCT
ajema-7080	446	1	in	in	ADP
ajema-7080	446	2	2018	2018	NUM
ajema-7080	446	3	3rd	3rd	ADJ
ajema-7080	446	4	international	international	ADJ
ajema-7080	446	5	conference	conference	NOUN
ajema-7080	446	6	on	on	ADP
ajema-7080	446	7	communication	communication	NOUN
ajema-7080	446	8	and	and	CCONJ
ajema-7080	446	9	electronics	electronic	NOUN
ajema-7080	446	10	systems	system	NOUN
ajema-7080	446	11	(	(	PUNCT
ajema-7080	446	12	icces	icce	NOUN
ajema-7080	446	13	)	)	PUNCT
ajema-7080	446	14	(	(	PUNCT
ajema-7080	446	15	pp	pp	X
ajema-7080	446	16	.	.	PUNCT
ajema-7080	447	1	239	239	NUM
ajema-7080	447	2	-	-	SYM
ajema-7080	447	3	243	243	NUM
ajema-7080	447	4	)	)	PUNCT
ajema-7080	447	5	.	.	PUNCT
ajema-7080	448	1	ieee	ieee	PROPN
ajema-7080	448	2	.	.	PUNCT
ajema-7080	449	1	37	37	NUM
ajema-7080	449	2	.	.	PUNCT
ajema-7080	450	1	ojha	ojha	PROPN
ajema-7080	450	2	,	,	PUNCT
ajema-7080	450	3	rajesh	rajesh	PROPN
ajema-7080	450	4	.	.	PUNCT
ajema-7080	451	1	(	(	PUNCT
ajema-7080	451	2	2024	2024	NUM
ajema-7080	451	3	)	)	PUNCT
ajema-7080	451	4	.	.	PUNCT
ajema-7080	452	1	digital	digital	ADJ
ajema-7080	452	2	twin	twin	ADJ
ajema-7080	452	3	-	-	PUNCT
ajema-7080	452	4	driven	drive	VERB
ajema-7080	452	5	circular	circular	ADJ
ajema-7080	452	6	economy	economy	NOUN
ajema-7080	452	7	strategies	strategy	NOUN
ajema-7080	452	8	for	for	ADP
ajema-7080	452	9	sustainable	sustainable	ADJ
ajema-7080	452	10	asset	asset	NOUN
ajema-7080	452	11	management	management	NOUN
ajema-7080	452	12	.	.	PUNCT
ajema-7080	453	1	international	international	ADJ
ajema-7080	453	2	journal	journal	PROPN
ajema-7080	453	3	of	of	ADP
ajema-7080	453	4	multidisciplinary	multidisciplinary	ADJ
ajema-7080	453	5	advanced	advanced	ADJ
ajema-7080	453	6	scientific	scientific	ADJ
ajema-7080	453	7	research	research	NOUN
ajema-7080	453	8	and	and	CCONJ
ajema-7080	453	9	innovation	innovation	NOUN
ajema-7080	453	10	.	.	PUNCT
ajema-7080	454	1	3	3	X
ajema-7080	454	2	.	.	NOUN
ajema-7080	454	3	17	17	NUM
ajema-7080	454	4	.	.	X
ajema-7080	455	1	38	38	NUM
ajema-7080	455	2	.	.	PUNCT
ajema-7080	456	1	singh	singh	PROPN
ajema-7080	456	2	,	,	PUNCT
ajema-7080	456	3	khushmeet	khushmeet	NOUN
ajema-7080	456	4	.	.	PUNCT
ajema-7080	457	1	(	(	PUNCT
ajema-7080	457	2	2025	2025	NUM
ajema-7080	457	3	)	)	PUNCT
ajema-7080	457	4	.	.	PUNCT
ajema-7080	458	1	data	datum	NOUN
ajema-7080	458	2	governance	governance	NOUN
ajema-7080	458	3	best	good	ADJ
ajema-7080	458	4	practices	practice	NOUN
ajema-7080	458	5	in	in	ADP
ajema-7080	458	6	cloud	cloud	NOUN
ajema-7080	458	7	migration	migration	NOUN
ajema-7080	458	8	projects	project	NOUN
ajema-7080	458	9	.	.	PUNCT
ajema-7080	459	1	39	39	NUM
ajema-7080	459	2	.	.	PUNCT
ajema-7080	460	1	ojha	ojha	PROPN
ajema-7080	460	2	,	,	PUNCT
ajema-7080	460	3	rajesh	rajesh	PROPN
ajema-7080	460	4	.	.	PUNCT
ajema-7080	461	1	(	(	PUNCT
ajema-7080	461	2	2024	2024	NUM
ajema-7080	461	3	)	)	PUNCT
ajema-7080	461	4	.	.	PUNCT
ajema-7080	462	1	real	real	ADJ
ajema-7080	462	2	-	-	PUNCT
ajema-7080	462	3	time	time	NOUN
ajema-7080	462	4	risk	risk	NOUN
ajema-7080	462	5	management	management	NOUN
ajema-7080	462	6	in	in	ADP
ajema-7080	462	7	asset	asset	NOUN
ajema-7080	462	8	operations	operation	NOUN
ajema-7080	462	9	with	with	ADP
ajema-7080	462	10	hybrid	hybrid	ADJ
ajema-7080	462	11	cloud	cloud	NOUN
ajema-7080	462	12	and	and	CCONJ
ajema-7080	462	13	edge	edge	NOUN
ajema-7080	462	14	analytics	analytic	NOUN
ajema-7080	462	15	.	.	PUNCT
ajema-7080	463	1	40	40	NUM
ajema-7080	463	2	.	.	PUNCT
ajema-7080	464	1	singh	singh	PROPN
ajema-7080	464	2	,	,	PUNCT
ajema-7080	464	3	khushmeet	khushmeet	PROPN
ajema-7080	464	4	&	&	CCONJ
ajema-7080	464	5	kumar	kumar	PROPN
ajema-7080	464	6	,	,	PUNCT
ajema-7080	464	7	dr	dr	PROPN
ajema-7080	464	8	&	&	CCONJ
ajema-7080	464	9	govindappa	govindappa	PROPN
ajema-7080	464	10	venkatesha	venkatesha	PROPN
ajema-7080	464	11	,	,	PUNCT
ajema-7080	464	12	guruprasad	guruprasad	PROPN
ajema-7080	464	13	.	.	PUNCT
ajema-7080	465	1	(	(	PUNCT
ajema-7080	465	2	2025	2025	NUM
ajema-7080	465	3	)	)	PUNCT
ajema-7080	465	4	.	.	PUNCT
ajema-7080	466	1	performance	performance	NOUN
ajema-7080	466	2	tuning	tune	VERB
ajema-7080	466	3	for	for	ADP
ajema-7080	466	4	large	large	ADJ
ajema-7080	466	5	-	-	PUNCT
ajema-7080	466	6	scale	scale	NOUN
ajema-7080	466	7	snowflake	snowflake	NOUN
ajema-7080	466	8	data	datum	NOUN
ajema-7080	466	9	warehousing	warehousing	NOUN
ajema-7080	466	10	solutions	solution	NOUN
ajema-7080	466	11	.	.	PUNCT
ajema-7080	467	1	2	2	X
ajema-7080	467	2	.	.	SYM
ajema-7080	467	3	1	1	NUM
ajema-7080	467	4	-	-	SYM
ajema-7080	467	5	21	21	NUM
ajema-7080	467	6	.	.	PUNCT
ajema-7080	468	1	41	41	NUM
ajema-7080	468	2	.	.	PUNCT
ajema-7080	469	1	ojha	ojha	PROPN
ajema-7080	469	2	,	,	PUNCT
ajema-7080	469	3	rajesh	rajesh	PROPN
ajema-7080	469	4	.	.	PUNCT
ajema-7080	470	1	(	(	PUNCT
ajema-7080	470	2	2024	2024	NUM
ajema-7080	470	3	)	)	PUNCT
ajema-7080	470	4	.	.	PUNCT
ajema-7080	471	1	integrating	integrate	VERB
ajema-7080	471	2	digital	digital	ADJ
ajema-7080	471	3	twin	twin	NOUN
ajema-7080	471	4	and	and	CCONJ
ajema-7080	471	5	augmented	augment	VERB
ajema-7080	471	6	reality	reality	NOUN
ajema-7080	471	7	for	for	ADP
ajema-7080	471	8	asset	asset	NOUN
ajema-7080	471	9	inspection	inspection	NOUN
ajema-7080	471	10	and	and	CCONJ
ajema-7080	471	11	training	training	NOUN
ajema-7080	471	12	introduction	introduction	NOUN
ajema-7080	471	13	.	.	PUNCT
ajema-7080	472	1	international	international	ADJ
ajema-7080	472	2	journal	journal	PROPN
ajema-7080	472	3	of	of	ADP
ajema-7080	472	4	research	research	NOUN
ajema-7080	472	5	and	and	CCONJ
ajema-7080	472	6	analytical	analytical	ADJ
ajema-7080	472	7	reviews	review	NOUN
ajema-7080	472	8	.	.	PUNCT
ajema-7080	473	1	11	11	NUM
ajema-7080	473	2	.	.	X
ajema-7080	474	1	10	10	NUM
ajema-7080	474	2	.	.	X
ajema-7080	475	1	42	42	NUM
ajema-7080	475	2	.	.	PUNCT
ajema-7080	476	1	gupta	gupta	PROPN
ajema-7080	476	2	,	,	PUNCT
ajema-7080	476	3	ankit	ankit	PROPN
ajema-7080	476	4	&	&	CCONJ
ajema-7080	476	5	singh	singh	PROPN
ajema-7080	476	6	,	,	PUNCT
ajema-7080	476	7	khushmeet	khushmeet	PROPN
ajema-7080	476	8	&	&	CCONJ
ajema-7080	476	9	abdul	abdul	PROPN
ajema-7080	476	10	,	,	PUNCT
ajema-7080	476	11	a	a	PRON
ajema-7080	476	12	&	&	CCONJ
ajema-7080	476	13	shah	shah	PROPN
ajema-7080	476	14	,	,	PUNCT
ajema-7080	476	15	samarth	samarth	PROPN
ajema-7080	476	16	&	&	CCONJ
ajema-7080	476	17	goel	goel	PROPN
ajema-7080	476	18	,	,	PUNCT
ajema-7080	476	19	om	om	PROPN
ajema-7080	476	20	&	&	CCONJ
ajema-7080	476	21	jain	jain	PROPN
ajema-7080	476	22	,	,	PUNCT
ajema-7080	476	23	shalu	shalu	PROPN
ajema-7080	476	24	&	&	CCONJ
ajema-7080	476	25	govindappa	govindappa	PROPN
ajema-7080	476	26	venkatesha	venkatesha	PROPN
ajema-7080	476	27	,	,	PUNCT
ajema-7080	476	28	guruprasad	guruprasad	PROPN
ajema-7080	476	29	.	.	PUNCT
ajema-7080	477	1	(	(	PUNCT
ajema-7080	477	2	2024	2024	NUM
ajema-7080	477	3	)	)	PUNCT
ajema-7080	477	4	.	.	PUNCT
ajema-7080	478	1	enhancing	enhance	VERB
ajema-7080	478	2	cascading	cascade	VERB
ajema-7080	478	3	style	style	NOUN
ajema-7080	478	4	sheets	sheet	NOUN
ajema-7080	478	5	efficiency	efficiency	NOUN
ajema-7080	478	6	and	and	CCONJ
ajema-7080	478	7	performance	performance	NOUN
ajema-7080	478	8	through	through	ADP
ajema-7080	478	9	ai	ai	ADV
ajema-7080	478	10	-	-	PUNCT
ajema-7080	478	11	based	base	VERB
ajema-7080	478	12	code	code	NOUN
ajema-7080	478	13	optimization	optimization	NOUN
ajema-7080	478	14	.	.	PUNCT
ajema-7080	479	1	10.1109	10.1109	NUM
ajema-7080	479	2	/	/	SYM
ajema-7080	479	3	smart63812.2024.10882504	smart63812.2024.10882504	PROPN
ajema-7080	479	4	.	.	NOUN
ajema-7080	479	5	43	43	NUM
ajema-7080	479	6	.	.	PUNCT
ajema-7080	480	1	ojha	ojha	PROPN
ajema-7080	480	2	,	,	PUNCT
ajema-7080	480	3	rajesh	rajesh	PROPN
ajema-7080	480	4	.	.	PUNCT
ajema-7080	481	1	(	(	PUNCT
ajema-7080	481	2	2024	2024	NUM
ajema-7080	481	3	)	)	PUNCT
ajema-7080	481	4	.	.	PUNCT
ajema-7080	482	1	scalable	scalable	ADJ
ajema-7080	482	2	ai	ai	NOUN
ajema-7080	482	3	models	model	NOUN
ajema-7080	482	4	for	for	ADP
ajema-7080	482	5	predictive	predictive	ADJ
ajema-7080	482	6	failure	failure	NOUN
ajema-7080	482	7	analysis	analysis	NOUN
ajema-7080	482	8	in	in	ADP
ajema-7080	482	9	cloud	cloud	NOUN
ajema-7080	482	10	-	-	PUNCT
ajema-7080	482	11	based	base	VERB
ajema-7080	482	12	asset	asset	NOUN
ajema-7080	482	13	management	management	NOUN
ajema-7080	482	14	systems	system	NOUN
ajema-7080	482	15	.	.	PUNCT
ajema-7080	483	1	international	international	ADJ
ajema-7080	483	2	journal	journal	PROPN
ajema-7080	483	3	of	of	ADP
ajema-7080	483	4	science	science	NOUN
ajema-7080	483	5	and	and	CCONJ
ajema-7080	483	6	engineering	engineering	NOUN
ajema-7080	483	7	.	.	PUNCT
ajema-7080	484	1	8	8	NUM
ajema-7080	484	2	.	.	X
ajema-7080	485	1	16	16	NUM
ajema-7080	485	2	.	.	PUNCT